From cb1818f3d4e16dc3e061b3501046fcf31a6d9803 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Tue, 2 Jul 2024 16:46:01 -0400 Subject: [PATCH 01/61] modifying generate_with_effective_connectivity() --- .../CA Rule Numbers with 149 Lattice.ipynb | 3331 +++++++++++++++++ automata/automata.ipynb | 2116 +++++++++++ automata/automata_rules.py | 774 ++++ automata/schema_search_tools.py | 140 + cana/boolean_node.py | 222 +- tests/test_boolean_node.py | 2 +- tutorials/Generating from Partial LUTs.ipynb | 157 +- 7 files changed, 6654 insertions(+), 88 deletions(-) create mode 100644 automata/CA Rule Numbers with 149 Lattice.ipynb create mode 100644 automata/automata.ipynb create mode 100644 automata/automata_rules.py create mode 100644 automata/schema_search_tools.py diff --git a/automata/CA Rule Numbers with 149 Lattice.ipynb b/automata/CA Rule Numbers with 149 Lattice.ipynb new file mode 100644 index 0000000..ca88e32 --- /dev/null +++ b/automata/CA Rule Numbers with 149 Lattice.ipynb @@ -0,0 +1,3331 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visualizing the State Space Diagrams of all Rule Numbers" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import cellpylib as cpl\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MM401 Rule\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GKL Rule\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GP Rule\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "cellular_automaton = cpl.init_random(149)\n", + "\n", + "noise_prob = 0.00\n", + "\n", + "gkl_rule_number = 493275728351097185153566218236460895 \n", + "gp_rule_number = 6647864381429528876515014584928523775\n", + "gep_1_rule_number = 22598599938439660964756895944266438143\n", + "gep_2_rule_number = 441354661229560436815860362649141111\n", + "davis_rule_number = 244106326293841510796857170733301535\n", + "das_rule_number = 9304758155185428497243733980536180735\n", + "mm401_rule_number = 339841014795010104073313096675879420072\n", + "\n", + "rule_number = mm401_rule_number\n", + "\n", + "def function_noise(n, c, t):\n", + " n_to_use = n.copy()\n", + " for i,x in enumerate(n_to_use):\n", + " if np.random.random() < noise_prob:\n", + " n_to_use[i] = 1-x\n", + " return cpl.binary_rule(n_to_use, rule_number)\n", + "\n", + "\n", + "def function_gkl(n, c, t):\n", + " n_to_use = n.copy()\n", + " for i,x in enumerate(n_to_use):\n", + " if np.random.random() < noise_prob:\n", + " n_to_use[i] = 1-x\n", + " return cpl.binary_rule(n_to_use, gkl_rule_number)\n", + "\n", + "def function_gp(n, c, t):\n", + " n_to_use = n.copy()\n", + " for i,x in enumerate(n_to_use):\n", + " if np.random.random() < noise_prob:\n", + " n_to_use[i] = 1-x\n", + " return cpl.binary_rule(n_to_use, gp_rule_number)\n", + "\n", + "def function_gep_1(n, c, t):\n", + " n_to_use = n.copy()\n", + " for i,x in enumerate(n_to_use):\n", + " if np.random.random() < noise_prob:\n", + " n_to_use[i] = 1-x\n", + " return cpl.binary_rule(n_to_use, gep_1_rule_number)\n", + "\n", + "def function_gep_2(n, c, t):\n", + " n_to_use = n.copy()\n", + " for i,x in enumerate(n_to_use):\n", + " if np.random.random() < noise_prob:\n", + " n_to_use[i] = 1-x\n", + " return cpl.binary_rule(n_to_use, gep_2_rule_number)\n", + "\n", + "def function_davis(n, c, t):\n", + " n_to_use = n.copy()\n", + " for i,x in enumerate(n_to_use):\n", + " if np.random.random() < noise_prob:\n", + " n_to_use[i] = 1-x\n", + " return cpl.binary_rule(n_to_use, davis_rule_number)\n", + "\n", + "def function_das(n, c, t):\n", + " n_to_use = n.copy()\n", + " for i,x in enumerate(n_to_use):\n", + " if np.random.random() < noise_prob:\n", + " n_to_use[i] = 1-x\n", + " return cpl.binary_rule(n_to_use, das_rule_number)\n", + "\n", + "def function_mm401(n, c, t):\n", + " n_to_use = n.copy()\n", + " for i,x in enumerate(n_to_use):\n", + " if np.random.random() < noise_prob:\n", + " n_to_use[i] = 1-x\n", + " return cpl.binary_rule(n_to_use, mm401_rule_number)\n", + "\n", + "# evolve the CA, setting r to 3, for a neighbourhood size of 7\n", + "cellular_automaton_mm401 = cpl.evolve(cellular_automaton, timesteps=100, apply_rule=function_mm401, r=3)\n", + "\n", + "cellular_automaton_gkl = cpl.evolve(cellular_automaton, timesteps=100,\n", + " apply_rule=function_gkl, r=3)\n", + "\n", + "cellular_automaton_gp = cpl.evolve(cellular_automaton, timesteps=100,\n", + " apply_rule=function_gp, r=3)\n", + "\n", + "# cellular_automaton_gep_1 = cpl.evolve(cellular_automaton, timesteps=149,\n", + "# apply_rule=function_gep_1, r=3)\n", + "\n", + "# cellular_automaton_gep_2 = cpl.evolve(cellular_automaton, timesteps=149,\n", + "# apply_rule=function_gep_2, r=3)\n", + "\n", + "# cellular_automaton_davis = cpl.evolve(cellular_automaton, timesteps=149,\n", + "# apply_rule=function_davis, r=3)\n", + "\n", + "# cellular_automaton_das = cpl.evolve(cellular_automaton, timesteps=149,\n", + "# apply_rule=function_das, r=3)\n", + "automaton = {}\n", + "automaton['MM401'] = cpl.evolve(cellular_automaton, timesteps=100,apply_rule= function_noise, r=3)\n", + "print('MM401 Rule')\n", + "plt.figure(figsize=(10, 10))\n", + "cpl.plot(automaton['MM401'])\n", + "\n", + "plt.figure(figsize=(10, 10))\n", + "cpl.plot(cellular_automaton_mm401)\n", + "\n", + "print('GKL Rule')\n", + "plt.figure(figsize=(10, 10)) \n", + "cpl.plot(cellular_automaton_gkl)\n", + "\n", + "print('GP Rule')\n", + "plt.figure(figsize=(10, 10)) \n", + "cpl.plot(cellular_automaton_gp)\n", + "\n", + "# print('GEP 1 Rule')\n", + "# plt.figure(figsize=(10, 10)) \n", + "# cpl.plot(cellular_automaton_gep_1)\n", + "\n", + "# print('GEP 2 Rule')\n", + "# plt.figure(figsize=(10, 10)) \n", + "# cpl.plot(cellular_automaton_gep_2)\n", + "\n", + "# print('Davis Rule')\n", + "# plt.figure(figsize=(10, 10)) \n", + "# cpl.plot(cellular_automaton_davis)\n", + "\n", + "# print('Das Rule')\n", + "# plt.figure(figsize=(10, 10)) \n", + "# cpl.plot(cellular_automaton_das)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GKL Rule\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GP Rule\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('GKL Rule')\n", + "plt.figure(figsize=(10, 10)) \n", + "cpl.plot(cellular_automaton_gkl)\n", + "\n", + "print('GP Rule')\n", + "plt.figure(figsize=(10, 10)) \n", + "cpl.plot(cellular_automaton_gp)\n", + "\n", + "# print('GEP 1 Rule')\n", + "# plt.figure(figsize=(10, 10)) \n", + "# cpl.plot(cellular_automaton_gep_1)\n", + "\n", + "# print('GEP 2 Rule')\n", + "# plt.figure(figsize=(10, 10)) \n", + "# cpl.plot(cellular_automaton_gep_2)\n", + "\n", + "# print('Davis Rule')\n", + "# plt.figure(figsize=(10, 10)) \n", + "# cpl.plot(cellular_automaton_davis)\n", + "\n", + "# print('Das Rule')\n", + "# plt.figure(figsize=(10, 10)) \n", + "# cpl.plot(cellular_automaton_das)\n", + "\n", + "# plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lattice Sizes - [149, 549, 999]
\n", + "Number of Noise Levels - [0.01, 0.02, 0.03, 0.04, 0.05]
\n", + "Number of Iterations - [1, 50,000, 100,000]
\n", + "Rules - [GKL, GP, GEP 1, GEP 2, Davis, Das]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GKL Rule - 0.01 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n", + "7\n", + "8\n", + "9\n", + "10\n", + "11\n", + "12\n", + "13\n", + "14\n", + "15\n", + "16\n", + "17\n", + "18\n", + "19\n", + "20\n", + "21\n", + "22\n", + "23\n", + "24\n", + "25\n", + "26\n", + "27\n", + "28\n", + "29\n", + "30\n", + "31\n", + "32\n", + "33\n", + "34\n", + "35\n", + "36\n", + "37\n", + "38\n", + "39\n", + "40\n", + "41\n", + "42\n", + "43\n", + "44\n", + "45\n", + "46\n", + "47\n", + "48\n", + "49\n", + "50\n", + "51\n", + "52\n", + "53\n", + "54\n", + "55\n", + "56\n", + "57\n", + "58\n", + "59\n", + "60\n", + "61\n", + "62\n", + "63\n", + "64\n", + "65\n", + "66\n", + "67\n", + "68\n", + "69\n", + "70\n", + "71\n", + "72\n", + "73\n", + "74\n", + "75\n", + "76\n", + "77\n", + "78\n", + "79\n", + "80\n", + "81\n", + "82\n", + "83\n", + "84\n", + "85\n", + "86\n", + "87\n", + "88\n", + "89\n", + "90\n", + "91\n", + "92\n", + "93\n", + "94\n", + "95\n", + "96\n", + "97\n", + "98\n", + "99\n", + "100\n", + "101\n", + "102\n", + "103\n", + "104\n", + "105\n", + "106\n", + "107\n", + "108\n", + "109\n", + "110\n", + "111\n", + "112\n", + "113\n", + "114\n", + "115\n", + "116\n", + "117\n", + "118\n", + "119\n", + "120\n", + "121\n", + "122\n", + "123\n", + "124\n", + "125\n", + "126\n", + "127\n", + "128\n", + "129\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.01\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gkl, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GKL Rule on the density classification task of noise level 0.01 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GKL Rule - 0.02 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.02\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gkl, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GKL Rule on the density classification task of noise level 0.02 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GKL Rule - 0.03 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.03\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gkl, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GKL Rule on the density classification task of noise level 0.03 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GKL Rule - 0.04 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.04\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gkl, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GKL Rule on the density classification task of noise level 0.04 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GKL Rule - 0.05 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.05\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gkl, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GKL Rule on the density classification task of noise level 0.05 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GKL Rule - 0.01 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.01\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gkl, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GKL Rule on the density classification task of noise level 0.01 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GKL Rule - 0.02 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.02\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gkl, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GKL Rule on the density classification task of noise level 0.02 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GKL Rule - 0.03 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.03\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gkl, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GKL Rule on the density classification task of noise level 0.03 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GKL Rule - 0.04 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.04\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gkl, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GKL Rule on the density classification task of noise level 0.04 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GKL Rule - 0.05 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.05\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gkl, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GKL Rule on the density classification task of noise level 0.05 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GP Rule - 0.01 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.01\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gp, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GP Rule on the density classification task of noise level 0.01 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GP Rule - 0.02 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.02\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gp, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GP Rule on the density classification task of noise level 0.02 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GP Rule - 0.03 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.03\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gp, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GP Rule on the density classification task of noise level 0.03 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GP Rule - 0.04 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.04\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gp, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GP Rule on the density classification task of noise level 0.04 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GP Rule - 0.05 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.05\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gp, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GP Rule on the density classification task of noise level 0.05 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GP Rule - 0.01 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.01\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gp, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GP Rule on the density classification task of noise level 0.01 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GP Rule - 0.02 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.02\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gp, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GP Rule on the density classification task of noise level 0.02 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GP Rule - 0.03 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.03\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gp, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GP Rule on the density classification task of noise level 0.03 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GP Rule - 0.04 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.04\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gp, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GP Rule on the density classification task of noise level 0.04 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GP Rule - 0.05 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.05\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gp, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GP Rule on the density classification task of noise level 0.05 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 1 Rule - 0.01 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.01\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_1, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.01 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 1 Rule - 0.02 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.02\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_1, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.02 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 1 Rule - 0.03 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.03\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_1, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.03 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 1 Rule - 0.04 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.04\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_1, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.04 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 1 Rule - 0.05 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.05\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_1, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.05 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 1 Rule - 0.01 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.01\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_1, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.01 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 1 Rule - 0.02 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.02\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_1, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.02 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 1 Rule - 0.03 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.03\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_1, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.03 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 1 Rule - 0.04 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.04\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_1, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.04 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 1 Rule - 0.05 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.05\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_1, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.05 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 2 Rule - 0.01 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.01\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_2, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.01 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 2 Rule - 0.02 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.02\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_2, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.02 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 2 Rule - 0.03 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.03\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_2, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.03 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 2 Rule - 0.04 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.04\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_2, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.04 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 2 Rule - 0.05 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.05\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_2, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.05 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 2 Rule - 0.01 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.01\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_2, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.01 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 2 Rule - 0.02 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.02\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_2, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.02 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 2 Rule - 0.03 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.03\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_2, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.03 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 2 Rule - 0.04 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.04\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_2, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.04 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "GEP 2 Rule - 0.05 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.05\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_gep_2, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.05 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Davis Rule - 0.01 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.01\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_davis, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Davis Rule on the density classification task of noise level 0.01 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Davis Rule - 0.02 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.02\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_davis, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Davis Rule on the density classification task of noise level 0.02 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Davis Rule - 0.03 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.03\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_davis, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Davis Rule on the density classification task of noise level 0.03 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Davis Rule - 0.04 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.04\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_davis, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Davis Rule on the density classification task of noise level 0.04 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Davis Rule - 0.05 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.05\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_davis, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Davis Rule on the density classification task of noise level 0.05 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Davis Rule - 0.01 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.01\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_davis, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Davis Rule on the density classification task of noise level 0.01 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Davis Rule - 0.02 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.02\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,apply_rule=function_davis, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Davis Rule on the density classification task of noise level 0.02 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Davis Rule - 0.03 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.03\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_davis, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Davis Rule on the density classification task of noise level 0.03 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Davis Rule - 0.04 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.04\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_davis, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Davis Rule on the density classification task of noise level 0.04 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Davis Rule - 0.05 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.05\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_davis ,r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Davis Rule on the density classification task of noise level 0.05 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Das Rule - 0.01 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.01\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_das, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Das Rule on the density classification task of noise level 0.01 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Das Rule - 0.02 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.02\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_das, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Das Rule on the density classification task of noise level 0.02 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Das Rule - 0.03 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.03\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_das, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Das Rule on the density classification task of noise level 0.03 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Das Rule - 0.04 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.04\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_das, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Das Rule on the density classification task of noise level 0.04 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Das Rule - 0.05 Noise, 50,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.05\n", + "\n", + "DC = []\n", + "no_of_iterations = 50000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_das ,r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Das Rule on the density classification task of noise level 0.05 and for 50,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Das Rule - 0.01 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.01\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_das ,r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Das Rule on the density classification task of noise level 0.01 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Das Rule - 0.02 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.02\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_das, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Das Rule on the density classification task of noise level 0.02 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Das Rule - 0.03 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.03\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_das, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Das Rule on the density classification task of noise level 0.03 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Das Rule - 0.04 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.04\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_das ,r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Das Rule on the density classification task of noise level 0.04 and for 100,000 iterations', count/len(DC))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Das Rule - 0.05 Noise, 100,000 Iterations, 149 Lattice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cellpylib as cpl\n", + "\n", + "FINAL_INDEX = []\n", + "INITIAL_INDEX = []\n", + "\n", + "np.random.seed(4)\n", + "\n", + "noise_prob = 0.05\n", + "\n", + "DC = []\n", + "no_of_iterations = 100000\n", + "for i in range(no_of_iterations):\n", + " print(i)\n", + " cellular_automaton = cpl.init_random(149)\n", + " IC_MAJOR = sum(cellular_automaton[0])\n", + " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", + " apply_rule=function_das, r=3)\n", + " FINAL = sum(cellular_automaton[-1])\n", + " if IC_MAJOR < 74 and FINAL == 0:\n", + " dc = True\n", + " elif IC_MAJOR >= 74 and FINAL == 149:\n", + " dc = True\n", + " else:\n", + " dc = False\n", + " DC.append(dc)\n", + "\n", + "count = 0\n", + "for value in DC:\n", + " if value:\n", + " count += 1\n", + "\n", + "print('Accuracy of Das Rule on the density classification task of noise level 0.05 and for 100,000 iterations', count/len(DC))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/automata/automata.ipynb b/automata/automata.ipynb new file mode 100644 index 0000000..38cf1ad --- /dev/null +++ b/automata/automata.ipynb @@ -0,0 +1,2116 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from cana.drawing.schema_vis import plot_schemata\n", + "from cana.drawing.plot_look_up_table import plot_look_up_table\n", + "\n", + "from automata.schema_search_tools import (\n", + " concatenate,\n", + " check_spread_randomness,\n", + " check_for_duplicates,\n", + " annihilation_generation_rules,\n", + ")\n", + "\n", + "from cana.boolean_node import BooleanNode\n", + "import pandas as pd\n", + "import random\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## automata binary" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "automata = {\n", + " \"GKL_BIN\": 0b00000000_01011111_00000000_01011111_00000000_01011111_00000000_01011111_00000000_01011111_11111111_01011111_00000000_01011111_11111111_01011111,\n", + " \"GKL_STR\": \"!x_{c}&x_{l1}&x_{l3} | x_{r3}&x_{c} | x_{r1}&x_{c}\",\n", + " \"GP_BIN\": 0b00000101_00000000_01010101_00000101_00000101_00000000_01010101_00000101_01010101_11111111_01010101_11111111_01010101_11111111_01010101_11111111,\n", + " \"GP_STR\": \"x_{r3}&x_{r1}&!x_{c} | x_{r3}&x_{r1}&x_{l1} | x_{r3}&!x_{c}&x_{l1} | x_{r3}&x_{l3} | x_{c}&x_{l3}\",\n", + " \"GEP_1_BIN\": 0b00010001_00000000_01010101_00000000_00010001_00001111_01010101_00001111_00010001_11111111_01010101_11111111_00010001_11111111_01010101_11111111,\n", + " \"GEP_1_STR\": \"x_{r3}&x_{r2}&!x_{c} | x_{r3}&!x_{c}&x_{l1} | x_{r1}&x_{c}&x_{l2} | x_{c}&x_{l3}\",\n", + " \"GEP_2_BIN\": 0b00000000_01010101_00000000_01110111_00000000_01010101_00000000_01110111_00001111_01010101_00001111_01110111_11111111_01010101_11111111_01110111,\n", + " \"GEP_2_STR\": \"x_{r2}&x_{c}&x_{l1} | x_{r1}&!x_{c}&x_{l3} | !x_{c}&x_{l2}&x_{l3} | x_{r3}&x_{c}\",\n", + " \"Das_BIN\": 0b00000111_00000000_00000111_11111111_00001111_00000000_00001111_11111111_00001111_00000000_00000111_11111111_00001111_00110001_00001111_11111111,\n", + " \"Das_STR\": \"x_{r3}&x_{r2}&x_{r1}&x_{l2}&x_{l3} | x_{r2}&!x_{r1}&x_{c}&x_{l2}&x_{l3} | x_{r1}&!x_{c}&!x_{l1}&x_{l3} | x_{r3}&x_{r1}&!x_{c} | x_{r2}&x_{r1}&!x_{c} | x_{r1}&!x_{c}&x_{l2} | x_{c}&x_{l1}\",\n", + " \"Davis_BIN\": 0b00000000_00101111_00000011_01011111_00000000_00011111_11001111_00011111_00000000_00101111_11111100_01011111_00000000_00011111_11111111_00011111,\n", + " \"Davis_STR\": \"!x_{r3}&x_{r2}&x_{c}&!x_{l1}&!x_{l2} | x_{r3}&x_{c}&x_{l1}&!x_{l2} | x_{r3}&x_{r2}&x_{c}&x_{l2} | !x_{r2}&!x_{c}&x_{l1}&x_{l2} | x_{r2}&x_{r1}&x_{l1}&!x_{l3} | !x_{r2}&x_{r1}&x_{l1}&x_{l3} | !x_{r1}&!x_{c}&x_{l1}&x_{l3} | x_{r1}&x_{l1}&x_{l2} | x_{r1}&x_{c}\",\n", + " \"ABK_BIN\": 0b00000101_00000000_01010101_00000101_00000101_00000000_01010101_00000101_01010101_11111111_01010101_11111111_01010101_11111111_01010101_11111111,\n", + " \"ABK_STR\": \"x_{r3}&x_{r1}&!x_{c} | x_{r3}&x_{r1}&x_{l1} | x_{r3}&!x_{c}&x_{l1} | x_{r3}&x_{l3} | x_{c}&x_{l3}\",\n", + " \"DMC_BIN\": 0b00000101_00000100_00000101_10000111_00000101_00000000_00001111_01110111_00000011_01110111_01010101_10000011_01111011_11111111_10110111_01111111,\n", + " \"DMC_STR\": \"!x_{r3}&!x_{r2}&!x_{r1}&x_{c}&x_{l1}&!x_{l2} | !x_{r3}&!x_{r1}&!x_{c}&x_{l1}&x_{l2}&x_{l3} | x_{r3}&!x_{r2}&x_{r1}&!x_{l2}&!x_{l3} | x_{r1}&!x_{c}&x_{l1}&x_{l2}&!x_{l3} | x_{r3}&!x_{c}&x_{l1}&!x_{l2}&x_{l3} | x_{r3}&!x_{r1}&!x_{l1}&x_{l2}&x_{l3} | !x_{r3}&x_{r1}&!x_{l1}&x_{l2}&x_{l3} | x_{r2}&x_{r1}&x_{c}&x_{l1} | x_{r3}&x_{r1}&x_{l1}&x_{l2} | x_{r3}&x_{c}&x_{l1}&x_{l2} | x_{r2}&x_{c}&x_{l1}&x_{l2} | x_{r3}&x_{r1}&!x_{c}&!x_{l3} | x_{r2}&x_{r1}&!x_{l1}&x_{l3} | x_{r3}&x_{c}&!x_{l1}&x_{l3} | x_{r2}&x_{c}&!x_{l1}&x_{l3} | x_{r1}&x_{c}&x_{l2}&x_{l3} | x_{c}&!x_{l1}&x_{l2}&x_{l3} | x_{r2}&x_{l2}&x_{l3}\",\n", + " \"COE_1_BIN\": 0b00000001_00010100_00110000_11010111_00010001_00001111_00111001_01010111_00000101_10110100_11111111_00010111_11110001_01111101_11111001_01010111,\n", + " \"COE_1_STR\": \"!x_{r3}&!x_{r2}&x_{r1}&!x_{c}&x_{l1}&x_{l2} | !x_{r2}&!x_{r1}&x_{c}&x_{l1}&!x_{l2}&!x_{l3} | !x_{r3}&!x_{r1}&x_{c}&!x_{l1}&!x_{l2}&x_{l3} | x_{r3}&x_{r2}&x_{r1}&!x_{c}&!x_{l1} | x_{r3}&x_{r2}&!x_{r1}&x_{c}&!x_{l2} | !x_{r2}&x_{r1}&x_{c}&!x_{l1}&x_{l2} | x_{r2}&x_{r1}&x_{c}&x_{l2}&!x_{l3} | x_{r2}&!x_{r1}&x_{c}&!x_{l1}&x_{l3} | x_{r3}&!x_{r2}&x_{r1}&!x_{l2}&x_{l3} | x_{r3}&!x_{r2}&x_{r1}&x_{c} | x_{r2}&!x_{r1}&!x_{c}&x_{l1} | x_{r2}&x_{r1}&x_{c}&x_{l1} | x_{r3}&x_{r2}&!x_{c}&x_{l2} | x_{r3}&x_{c}&x_{l1}&x_{l2} | !x_{c}&x_{l1}&!x_{l2}&x_{l3} | !x_{r1}&!x_{c}&x_{l2}&x_{l3} | x_{r3}&x_{c}&x_{l2}&x_{l3}\",\n", + " \"COE_2_BIN\": 0b00010100_01010001_00110000_01011100_00000000_01010000_11001110_01011111_00010111_00010001_11111111_01011111_00001111_01010011_11001111_01011111,\n", + " \"COE_2_STR\": \"x_{r3}&!x_{r2}&x_{r1}&!x_{c}&!x_{l1}&!x_{l2} | x_{r3}&x_{r2}&x_{c}&!x_{l1}&!x_{l2} | x_{r2}&!x_{r1}&!x_{c}&x_{l1}&!x_{l2} | !x_{r2}&x_{r1}&x_{c}&x_{l1} | x_{r3}&x_{r2}&!x_{r1}&!x_{l2} | x_{r3}&!x_{r1}&x_{c}&x_{l2} | !x_{r3}&x_{r1}&x_{l1}&x_{l2} | !x_{r2}&!x_{c}&x_{l1}&x_{l2} | x_{r3}&x_{c}&x_{l1}&x_{l2} | x_{r3}&!x_{r1}&x_{c}&!x_{l3} | x_{r2}&x_{r1}&!x_{c}&x_{l3} | !x_{r2}&!x_{c}&x_{l1}&x_{l3} | x_{r3}&x_{c}&x_{l1}&x_{l3} | x_{r2}&x_{r1}&x_{l2}&x_{l3} | x_{r1}&!x_{c}&x_{l2}&x_{l3} | x_{r1}&x_{l1}&x_{l3}\",\n", + " \"MM401_BIN\": 0b11111111_10101010_11111111_10101000_11111111_10101010_11111111_10101000_11110000_10101010_00000000_10101000_00000000_10101010_00000000_10101000,\n", + " \"MM401_STR\": \"!x_{r1}&!x_{c}&!x_{l1}&!x_{l2} | !x_{r3}&!x_{r2}&x_{c} | !x_{r3}&!x_{r1}&x_{c} | !x_{r3}&x_{c}&!x_{l1} | !x_{c}&!x_{l3}\",\n", + "}\n", + "\n", + "# output_dict = {}\n", + "# # convert this into a list of outputs\n", + "# for item in automata:\n", + "# if item[-3:] == 'BIN':\n", + "# outputlist = [str(x) for x in bin(automata[item])[2:].zfill(128)]\n", + "# output_dict[item] = outputlist\n", + "# print(output_dict)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## automata output list" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "automata_output_list = {\n", + " \"GKL\": [\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " ],\n", + " \"GP\": [\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " ],\n", + " \"GEP_1\": [\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " ],\n", + " \"GEP_2\": [\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " ],\n", + " \"Das\": [\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " ],\n", + " \"Davis\": [\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " ],\n", + " \"ABK\": [\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " ],\n", + " \"DMC\": [\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " ],\n", + " \"COE_1\": [\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " ],\n", + " \"COE_2\": [\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " ],\n", + " \"MM401\": [\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"1\",\n", + " \"0\",\n", + " \"0\",\n", + " \"0\",\n", + " ],\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# autoschemata = {}\n", + "# for item in automata_output_list:\n", + "# node = BooleanNode.from_output_list(automata_output_list[item])\n", + "# s = node.schemata_look_up_table()\n", + "# autoschemata[item] = s.values.tolist()\n", + "\n", + "# # print(autoschemata)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## automata schemata" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "autoschemata = {\n", + " \"GKL\": [\n", + " [\"0##0###\", 0],\n", + " [\"##0#0#0\", 0],\n", + " [\"###10#0\", 0],\n", + " [\"##00###\", 0],\n", + " [\"0###0#0\", 0],\n", + " [\"1#1###1\", 1],\n", + " [\"1#10###\", 1],\n", + " [\"###11##\", 1],\n", + " [\"1#1#1##\", 1],\n", + " [\"###1##1\", 1],\n", + " ],\n", + " \"GP\": [\n", + " [\"###0##0\", 0],\n", + " [\"0#0#0##\", 0],\n", + " [\"0#####0\", 0],\n", + " [\"0#01###\", 0],\n", + " [\"0##10##\", 0],\n", + " [\"##1#1#1\", 1],\n", + " [\"1#####1\", 1],\n", + " [\"1##1###\", 1],\n", + " [\"##10##1\", 1],\n", + " [\"###01#1\", 1],\n", + " ],\n", + " \"GEP_1\": [\n", + " [\"0#0#00#\", 0],\n", + " [\"###0##0\", 0],\n", + " [\"00#1###\", 0],\n", + " [\"##00#0#\", 0],\n", + " [\"00####0\", 0],\n", + " [\"0##10##\", 0],\n", + " [\"000##0#\", 0],\n", + " [\"0###0#0\", 0],\n", + " [\"#1##111\", 1],\n", + " [\"1####11\", 1],\n", + " [\"#1#11##\", 1],\n", + " [\"##10##1\", 1],\n", + " [\"#11#1#1\", 1],\n", + " [\"1#1###1\", 1],\n", + " [\"1##1###\", 1],\n", + " [\"###0#11\", 1],\n", + " ],\n", + " \"GEP_2\": [\n", + " [\"0##0###\", 0],\n", + " [\"###1#00\", 0],\n", + " [\"#00#0#0\", 0],\n", + " [\"0#0###0\", 0],\n", + " [\"0####00\", 0],\n", + " [\"##01##0\", 0],\n", + " [\"#0##000\", 0],\n", + " [\"#0#00##\", 0],\n", + " [\"11#0###\", 1],\n", + " [\"111##1#\", 1],\n", + " [\"11####1\", 1],\n", + " [\"1##01##\", 1],\n", + " [\"1###1#1\", 1],\n", + " [\"##11#1#\", 1],\n", + " [\"1#1#11#\", 1],\n", + " [\"###1##1\", 1],\n", + " ],\n", + " \"Das\": [\n", + " [\"#010#00\", 0],\n", + " [\"0#0#0##\", 0],\n", + " [\"##01#0#\", 0],\n", + " [\"#001###\", 0],\n", + " [\"##011#0\", 0],\n", + " [\"##0#00#\", 0],\n", + " [\"#00#0##\", 0],\n", + " [\"000##00\", 0],\n", + " [\"###00##\", 0],\n", + " [\"0#01###\", 0],\n", + " [\"00#0#00\", 0],\n", + " [\"11##111\", 1],\n", + " [\"#1#01##\", 1],\n", + " [\"##1#1#1\", 1],\n", + " [\"#11#1##\", 1],\n", + " [\"##11###\", 1],\n", + " [\"11#101#\", 1],\n", + " [\"###011#\", 1],\n", + " [\"1#001##\", 1],\n", + " [\"11#1#11\", 1],\n", + " [\"###01#1\", 1],\n", + " [\"##1#11#\", 1],\n", + " ],\n", + " \"Davis\": [\n", + " [\"0##001#\", 0],\n", + " [\"00##000\", 0],\n", + " [\"#1#10#0\", 0],\n", + " [\"#00#0#1\", 0],\n", + " [\"###1000\", 0],\n", + " [\"##0#00#\", 0],\n", + " [\"##110#0\", 0],\n", + " [\"##00###\", 0],\n", + " [\"00#0#0#\", 0],\n", + " [\"10#011#\", 0],\n", + " [\"00#00##\", 0],\n", + " [\"001#0#0\", 0],\n", + " [\"#1#100#\", 0],\n", + " [\"#10#0#0\", 0],\n", + " [\"0#1#010\", 0],\n", + " [\"01##010\", 0],\n", + " [\"#001#10\", 1],\n", + " [\"111##11\", 1],\n", + " [\"101#0#1\", 1],\n", + " [\"##11#11\", 1],\n", + " [\"1110###\", 1],\n", + " [\"1#1#011\", 1],\n", + " [\"0#1#11#\", 1],\n", + " [\"###11##\", 1],\n", + " [\"1#10#0#\", 1],\n", + " [\"1#100##\", 1],\n", + " [\"#11#1##\", 1],\n", + " [\"1#1#10#\", 1],\n", + " [\"101##01\", 1],\n", + " [\"#011##1\", 1],\n", + " [\"#1#1#11\", 1],\n", + " [\"#110#0#\", 1],\n", + " ],\n", + " \"ABK\": [\n", + " [\"###0##0\", 0],\n", + " [\"0#0#0##\", 0],\n", + " [\"0#####0\", 0],\n", + " [\"0#01###\", 0],\n", + " [\"0##10##\", 0],\n", + " [\"##1#1#1\", 1],\n", + " [\"1#####1\", 1],\n", + " [\"1##1###\", 1],\n", + " [\"##10##1\", 1],\n", + " [\"###01#1\", 1],\n", + " ],\n", + " \"DMC\": [\n", + " [\"01#1#00\", 0],\n", + " [\"#0#00#0\", 0],\n", + " [\"#00##00\", 0],\n", + " [\"0#0###0\", 0],\n", + " [\"#01#010\", 0],\n", + " [\"##00000\", 0],\n", + " [\"01##000\", 0],\n", + " [\"1#10100\", 0],\n", + " [\"#0110#1\", 0],\n", + " [\"0##1100\", 0],\n", + " [\"#01101#\", 0],\n", + " [\"#0#0#00\", 0],\n", + " [\"101110#\", 0],\n", + " [\"00#0##0\", 0],\n", + " [\"00##0#1\", 0],\n", + " [\"#0##100\", 0],\n", + " [\"00##01#\", 0],\n", + " [\"#0000##\", 0],\n", + " [\"#110001\", 0],\n", + " [\"0#0#0##\", 0],\n", + " [\"0##00##\", 0],\n", + " [\"0#01#1#\", 0],\n", + " [\"1011#01\", 0],\n", + " [\"1#00101\", 0],\n", + " [\"1000#0#\", 0],\n", + " [\"#111000\", 0],\n", + " [\"#010##0\", 0],\n", + " [\"0101###\", 0],\n", + " [\"#011000\", 1],\n", + " [\"#111#1#\", 1],\n", + " [\"1#01##1\", 1],\n", + " [\"#001101\", 1],\n", + " [\"110#1#0\", 1],\n", + " [\"110#0#1\", 1],\n", + " [\"1###111\", 1],\n", + " [\"0##01#1\", 1],\n", + " [\"11###1#\", 1],\n", + " [\"#11#1#1\", 1],\n", + " [\"1#0#11#\", 1],\n", + " [\"#11#11#\", 1],\n", + " [\"1010##1\", 1],\n", + " [\"00##101\", 1],\n", + " [\"##1111#\", 1],\n", + " [\"11#1##1\", 1],\n", + " [\"0#1#1#1\", 1],\n", + " [\"##101#1\", 1],\n", + " [\"1##111#\", 1],\n", + " [\"01101##\", 1],\n", + " [\"11100#0\", 1],\n", + " [\"1101###\", 1],\n", + " [\"##1#111\", 1],\n", + " [\"11#11##\", 1],\n", + " [\"###0111\", 1],\n", + " [\"1#10#11\", 1],\n", + " [\"#111##1\", 1],\n", + " [\"1#01#1#\", 1],\n", + " ],\n", + " \"COE_1\": [\n", + " [\"101100#\", 0],\n", + " [\"#1#1000\", 0],\n", + " [\"01#10#0\", 0],\n", + " [\"1#11#00\", 0],\n", + " [\"#00111#\", 0],\n", + " [\"#1#0110\", 0],\n", + " [\"#0000##\", 0],\n", + " [\"#10010#\", 0],\n", + " [\"00101##\", 0],\n", + " [\"0#00##0\", 0],\n", + " [\"##11100\", 0],\n", + " [\"00#01#0\", 0],\n", + " [\"1#0#110\", 0],\n", + " [\"01010##\", 0],\n", + " [\"#0#1100\", 0],\n", + " [\"0#0#0#0\", 0],\n", + " [\"0##000#\", 0],\n", + " [\"#1110#0\", 0],\n", + " [\"#00#001\", 0],\n", + " [\"00##100\", 0],\n", + " [\"#00#1#0\", 0],\n", + " [\"0##0#01\", 0],\n", + " [\"1#110#0\", 0],\n", + " [\"##11010\", 0],\n", + " [\"##001#0\", 0],\n", + " [\"0##1010\", 0],\n", + " [\"01##000\", 0],\n", + " [\"#111#00\", 0],\n", + " [\"0#0#00#\", 0],\n", + " [\"10#1001\", 0],\n", + " [\"00#0#0#\", 0],\n", + " [\"000###0\", 0],\n", + " [\"0#00#0#\", 0],\n", + " [\"#000##0\", 0],\n", + " [\"0##0110\", 0],\n", + " [\"#1#0101\", 0],\n", + " [\"10##101\", 1],\n", + " [\"###1101\", 1],\n", + " [\"##11#11\", 1],\n", + " [\"#1#11#1\", 1],\n", + " [\"#110100\", 1],\n", + " [\"101#1#1\", 1],\n", + " [\"0#11##1\", 1],\n", + " [\"##1001#\", 1],\n", + " [\"1#1##11\", 1],\n", + " [\"#0#1011\", 1],\n", + " [\"01011##\", 1],\n", + " [\"1##1011\", 1],\n", + " [\"1010###\", 1],\n", + " [\"1#100##\", 1],\n", + " [\"#11##11\", 1],\n", + " [\"1##0111\", 1],\n", + " [\"11#00##\", 1],\n", + " [\"#111##1\", 1],\n", + " [\"11###11\", 1],\n", + " [\"1#10#00\", 1],\n", + " [\"10010#0\", 1],\n", + " [\"001100#\", 1],\n", + " [\"110#01#\", 1],\n", + " [\"01#111#\", 1],\n", + " [\"#1#0#11\", 1],\n", + " [\"##00111\", 1],\n", + " [\"##1#011\", 1],\n", + " [\"##1111#\", 1],\n", + " [\"#1##111\", 1],\n", + " [\"10#01#1\", 1],\n", + " [\"11#1##1\", 1],\n", + " [\"##111#1\", 1],\n", + " [\"#10110#\", 1],\n", + " [\"1#0101#\", 1],\n", + " [\"101#11#\", 1],\n", + " [\"11##0#1\", 1],\n", + " ],\n", + " \"COE_2\": [\n", + " [\"#00##00\", 0],\n", + " [\"00##000\", 0],\n", + " [\"010#1##\", 0],\n", + " [\"1001#0#\", 0],\n", + " [\"0#0###0\", 0],\n", + " [\"01#0#11\", 0],\n", + " [\"#1#001#\", 0],\n", + " [\"##0000#\", 0],\n", + " [\"0##0111\", 0],\n", + " [\"#1000##\", 0],\n", + " [\"100#00#\", 0],\n", + " [\"00#000#\", 0],\n", + " [\"00#011#\", 0],\n", + " [\"0#0011#\", 0],\n", + " [\"00101##\", 0],\n", + " [\"#1##010\", 0],\n", + " [\"###10#0\", 0],\n", + " [\"##01#00\", 0],\n", + " [\"00#1#10\", 0],\n", + " [\"0010#0#\", 0],\n", + " [\"00#01#0\", 0],\n", + " [\"#001##0\", 0],\n", + " [\"0100###\", 0],\n", + " [\"##0#0#0\", 0],\n", + " [\"001#11#\", 0],\n", + " [\"##0110#\", 0],\n", + " [\"00##110\", 0],\n", + " [\"00#0#00\", 0],\n", + " [\"#11#1#0\", 1],\n", + " [\"#01001#\", 1],\n", + " [\"##110#1\", 1],\n", + " [\"##1110#\", 1],\n", + " [\"1###111\", 1],\n", + " [\"#0##011\", 1],\n", + " [\"1#1#1##\", 1],\n", + " [\"1##011#\", 1],\n", + " [\"#1111##\", 1],\n", + " [\"11##11#\", 1],\n", + " [\"#111##1\", 1],\n", + " [\"10###11\", 1],\n", + " [\"#1#10#1\", 1],\n", + " [\"#110#0#\", 1],\n", + " [\"11#01##\", 1],\n", + " [\"#001#11\", 1],\n", + " [\"#11#10#\", 1],\n", + " [\"##11#01\", 1],\n", + " [\"1010###\", 1],\n", + " [\"101###1\", 1],\n", + " [\"1#10#0#\", 1],\n", + " [\"1##1#11\", 1],\n", + " [\"0##10#1\", 1],\n", + " [\"1##01#1\", 1],\n", + " [\"#000101\", 1],\n", + " [\"###1011\", 1],\n", + " [\"1#1##01\", 1],\n", + " [\"#11##01\", 1],\n", + " [\"1#11##1\", 1],\n", + " ],\n", + " \"MM401\": [\n", + " [\"11#0###\", 0],\n", + " [\"##1111#\", 0],\n", + " [\"11####1\", 0],\n", + " [\"1##01##\", 0],\n", + " [\"1###1#1\", 0],\n", + " [\"1#1###1\", 0],\n", + " [\"1#10###\", 0],\n", + " [\"1#1#11#\", 0],\n", + " [\"###1##1\", 0],\n", + " [\"0##0###\", 1],\n", + " [\"###1#00\", 1],\n", + " [\"###10#0\", 1],\n", + " [\"#00#0#0\", 1],\n", + " [\"0#0###0\", 1],\n", + " [\"0####00\", 1],\n", + " [\"##01##0\", 1],\n", + " [\"0###0#0\", 1],\n", + " [\"#0000##\", 1],\n", + " ],\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "node = BooleanNode.from_output_list(automata_output_list[\"GEP_1\"])\n", + "# plot_schemata(node)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## finding the annihilation and generation rules of a lookup table" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This function detects all the annihilation rules (where the state of the automata changes from 1 to 0),\n", + "and all the generation rules (0 to 1) of a given wildcard ('#') schemata. \n", + "\n", + "Filtering these rules directly from wildcard schemata isn't a straightforward process. This function detects it from the output list. It involves removal of annihilation/generation redundancies hidden in the schemata. " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GKL: [['###10#0', 0], ['1#10###', 1]]\n", + "\n", + "GP: [['0##1##0', 0], ['0##10##', 0], ['0#01###', 0], ['##10##1', 1], ['1##0##1', 1], ['###01#1', 1]]\n", + "\n", + "GEP_1: [['00#1###', 0], ['0##10##', 0], ['##10##1', 1], ['###0#11', 1]]\n", + "\n", + "GEP_2: [['###1#00', 0], ['##01##0', 0], ['1##01##', 1], ['11#0###', 1]]\n", + "\n", + "Das: [['##01#0#', 0], ['#001###', 0], ['##011#0', 0], ['0#01###', 0], ['###011#', 1], ['#1#01##', 1], ['1#001##', 1], ['###01#1', 1]]\n", + "\n", + "Davis: [['##0100#', 0], ['#1#100#', 0], ['#1#10#0', 0], ['##110#0', 0], ['###1000', 0], ['#0010#1', 0], ['#110#0#', 1], ['1110###', 1], ['0#1011#', 1], ['1#100##', 1], ['1#10#0#', 1], ['#1101##', 1]]\n", + "\n", + "ABK: [['0##1##0', 0], ['0##10##', 0], ['0#01###', 0], ['##10##1', 1], ['1##0##1', 1], ['###01#1', 1]]\n", + "\n", + "DMC: [['#111000', 0], ['#0#1100', 0], ['00#101#', 0], ['0101###', 0], ['00#10#1', 0], ['#0110#1', 0], ['#01101#', 0], ['01#1#00', 0], ['101110#', 0], ['0#010##', 0], ['0#01#1#', 0], ['1011#01', 0], ['0##1100', 0], ['0#01##0', 0], ['#001#00', 0], ['##101#1', 1], ['1#10#11', 1], ['0##01#1', 1], ['11100#0', 1], ['01101##', 1], ['1#0011#', 1], ['###0111', 1], ['11#0#1#', 1], ['11000#1', 1], ['#11011#', 1], ['11001#0', 1], ['1010##1', 1]]\n", + "\n", + "COE_1: [['#00111#', 0], ['##11010', 0], ['01010##', 0], ['#001001', 0], ['1#110#0', 0], ['#1#1000', 0], ['101100#', 0], ['#0011#0', 0], ['1#11#00', 0], ['##11100', 0], ['01#10#0', 0], ['#1110#0', 0], ['#0#1100', 0], ['0#010#0', 0], ['0##1010', 0], ['0001##0', 0], ['10#1001', 0], ['#111#00', 0], ['0#0100#', 0], ['1#01110', 0], ['1#10#11', 1], ['1##0111', 1], ['1010###', 1], ['##00111', 1], ['#110100', 1], ['1#100##', 1], ['11#00##', 1], ['#1#0#11', 1], ['10#01#1', 1], ['1#10#00', 1], ['##1001#', 1]]\n", + "\n", + "COE_2: [['00#1#10', 0], ['01011##', 0], ['###10#0', 0], ['##01#00', 0], ['##0110#', 0], ['001111#', 0], ['#001##0', 0], ['1001#0#', 0], ['0#01##0', 0], ['#110#0#', 1], ['#01001#', 1], ['#0#0011', 1], ['1010###', 1], ['1#101##', 1], ['1##011#', 1], ['11#01##', 1], ['#000101', 1], ['1##01#1', 1], ['10#0#11', 1], ['1#10#0#', 1], ['#1101#0', 1]]\n", + "\n", + "MM401: [['###1##1', 0], ['##1111#', 0], ['#0000##', 1], ['0##0###', 1]]\n", + "\n" + ] + } + ], + "source": [ + "for item in automata_output_list:\n", + " rules = annihilation_generation_rules(automata_output_list[item])\n", + " print(f\"{item}: {rules}\\n\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## incomplete automata\n", + "\n", + "used jordan's algorithm and verified with the annihilation generation rules shown in [1].\n", + "\n", + "\n", + "[1] M. Marques, R. Manurung, and H. Pain, “Conceptual Representations: What do they have to say about the Density Classification Task by Cellular Automata?”.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "incomplete_automata = { # keeping annihilation and generation rules only\n", + " \"GKL\": [[\"###10#0\", 0], [\"1#10###\", 1]],\n", + " \"GP\": [\n", + " [\"0##1##0\", 0],\n", + " [\"0##10##\", 0],\n", + " [\"0#01###\", 0],\n", + " [\"##10##1\", 1],\n", + " [\"1##0##1\", 1],\n", + " [\"###01#1\", 1],\n", + " ],\n", + " \"GEP_1\": [['00#1###', 0], ['0##10##', 0], ['##10##1', 1], ['###0#11', 1]],\n", + " \"GEP_2\": [['###1#00', 0], ['##01##0', 0], ['1##01##', 1], ['11#0###', 1]],\n", + " \"Das\": [['##01#0#', 0], ['#001###', 0], ['##011#0', 0], ['0#01###', 0], ['###011#', 1], ['#1#01##', 1], ['1#001##', 1], ['###01#1', 1]],\n", + " \"Davis\": [['##0100#', 0], ['#1#100#', 0], ['#1#10#0', 0], ['##110#0', 0], ['###1000', 0], ['#0010#1', 0], ['#110#0#', 1], ['1110###', 1], ['0#1011#', 1], ['1#100##', 1], ['1#10#0#', 1], ['#1101##', 1]],\n", + " \"ABK\": [['0##1##0', 0], ['0##10##', 0], ['0#01###', 0], ['##10##1', 1], ['1##0##1', 1], ['###01#1', 1]],\n", + " \"DMC\": [['#111000', 0], ['#0#1100', 0], ['00#101#', 0], ['0101###', 0], ['00#10#1', 0], ['#0110#1', 0], ['#01101#', 0], ['01#1#00', 0], ['101110#', 0], ['0#010##', 0], ['0#01#1#', 0], ['1011#01', 0], ['0##1100', 0], ['0#01##0', 0], ['#001#00', 0], ['##101#1', 1], ['1#10#11', 1], ['0##01#1', 1], ['11100#0', 1], ['01101##', 1], ['1#0011#', 1], ['###0111', 1], ['11#0#1#', 1], ['11000#1', 1], ['#11011#', 1], ['11001#0', 1], ['1010##1', 1]],\n", + " \"COE_1\": [['#00111#', 0], ['##11010', 0], ['01010##', 0], ['#001001', 0], ['1#110#0', 0], ['#1#1000', 0], ['101100#', 0], ['#0011#0', 0], ['1#11#00', 0], ['##11100', 0], ['01#10#0', 0], ['#1110#0', 0], ['#0#1100', 0], ['0#010#0', 0], ['0##1010', 0], ['0001##0', 0], ['10#1001', 0], ['#111#00', 0], ['0#0100#', 0], ['1#01110', 0], ['1#10#11', 1], ['1##0111', 1], ['1010###', 1], ['##00111', 1], ['#110100', 1], ['1#100##', 1], ['11#00##', 1], ['#1#0#11', 1], ['10#01#1', 1], ['1#10#00', 1], ['##1001#', 1]],\n", + " \"COE_2\": [['00#1#10', 0], ['01011##', 0], ['###10#0', 0], ['##01#00', 0], ['##0110#', 0], ['001111#', 0], ['#001##0', 0], ['1001#0#', 0], ['0#01##0', 0], ['#110#0#', 1], ['#01001#', 1], ['#0#0011', 1], ['1010###', 1], ['1#101##', 1], ['1##011#', 1], ['11#01##', 1], ['#000101', 1], ['1##01#1', 1], ['10#0#11', 1], ['1#10#0#', 1], ['#1101#0', 1]],\n", + " \"MM401\": [['###1##1', 0], ['##1111#', 0], ['#0000##', 1], ['0##0###', 1]],\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# investigating the pattern of shuffling\n", + "\n", + "# from itertools import permutations\n", + "# import random\n", + "\n", + "# # Without shuffling\n", + "# elements = [1, 2, 3, 4]\n", + "# # print(\"Without shuffling:\")\n", + "# # for perm in permutations(elements):\n", + "# # print(perm)\n", + "\n", + "# # With shuffling\n", + "# print(\"\\nWith shuffling:\")\n", + "# for perm in permutations(elements):\n", + "# perm = list(perm)\n", + "# random.shuffle(perm)\n", + "# print(perm)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6.44e+27 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", + "????????0?0?????????????0?0?????????????0?0?????????????0?0?????????????0?0?????111111110?0?????????????0?0?????111111110?0?????\n" + ] + } + ], + "source": [ + "node = BooleanNode.from_partial_lut(incomplete_automata[\"GKL\"])\n", + "nodes = node.generate_with_required_bias(bias=0.5, verbose=True)\n", + "print(concatenate(node.outputs))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## sampling automata rule from a large space of permutations" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.012, -0.0028, 0.0118, -0.0002, -0.0032, -0.0086, 0.0228, -0.0056, -1.0, 0.0052, -1.0, -0.0114, -0.0038, -0.0058, -0.0006, 0.008, 0.0094, 0.0018, 0.0022, -0.017, -0.0032, 0.0124, 0.0006, -0.0094, -1.0, -0.016, -1.0, 0.0168, 0.0136, 0.0098, 0.028, 0.0164, -0.0022, 0.0022, -0.0026, -0.0068, -0.0092, 0.0212, -0.0038, -0.0168, -1.0, -0.0008, -1.0, 0.032, -0.0116, -0.0024, -0.0044, 0.0096, 0.0128, -0.002, 0.005, -0.0038, 0.0132, -0.003, 0.0008, -0.003, -1.0, -0.0114, -1.0, -0.0086, -0.0134, -0.015, -0.0084, -0.0096, -0.0008, 0.0104, 0.008, -0.0018, 0.0012, -0.0126, 0.0042, -0.0032, -1.0, 0.0022, -1.0, 0.0018, 0.0002, -0.0068, 0.0062, 0.0056, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, -1.0, -0.001, -1.0, 0.0012, 0.014, -0.022, -0.0012, 0.0146, 0.012, -0.0178, -0.0132, -0.009, 0.0078, 0.013, -0.0108, 0.0002, -1.0, 0.0058, -1.0, -0.0142, -0.0004, -0.0032, -0.0166, -0.008, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, -1.0, 0.0026, -1.0, 0.0124, -0.0036, 0.0174, -0.0028, -0.009]\n", + "Average absolute changes for generated values:0.25619375.\n" + ] + } + ], + "source": [ + "check_spread_randomness(nodes, iterations=10000)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total rules generated:10000\n", + "Unique rules generated:10000\n" + ] + } + ], + "source": [ + "check_for_duplicates(nodes, iterations=10000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## plot automata\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/automata/automata_rules.py b/automata/automata_rules.py new file mode 100644 index 0000000..79471b1 --- /dev/null +++ b/automata/automata_rules.py @@ -0,0 +1,774 @@ +GKL_BIN = 0b00000000_01011111_00000000_01011111_00000000_01011111_00000000_01011111_00000000_01011111_11111111_01011111_00000000_01011111_11111111_01011111 +GKL_HEX = hex(GKL_BIN) +GKL_STR = "!x_{c}&x_{l1}&x_{l3} | x_{r3}&x_{c} | x_{r1}&x_{c}" + +GP_BIN = 0b00000101_00000000_01010101_00000101_00000101_00000000_01010101_00000101_01010101_11111111_01010101_11111111_01010101_11111111_01010101_11111111 +GP_HEX = hex(GP_BIN) +GP_STR = "x_{r3}&x_{r1}&!x_{c} | x_{r3}&x_{r1}&x_{l1} | x_{r3}&!x_{c}&x_{l1} | x_{r3}&x_{l3} | x_{c}&x_{l3}" + +GEP_1_BIN = 0b00010001_00000000_01010101_00000000_00010001_00001111_01010101_00001111_00010001_11111111_01010101_11111111_00010001_11111111_01010101_11111111 +GEP_1_HEX = hex(GEP_1_BIN) +GEP_1_STR = "x_{r3}&x_{r2}&!x_{c} | x_{r3}&!x_{c}&x_{l1} | x_{r1}&x_{c}&x_{l2} | x_{c}&x_{l3}" + +GEP_2_BIN = 0b00000000_01010101_00000000_01110111_00000000_01010101_00000000_01110111_00001111_01010101_00001111_01110111_11111111_01010101_11111111_01110111 +GEP_2_HEX = hex(GEP_2_BIN) +GEP_2_STR = "x_{r2}&x_{c}&x_{l1} | x_{r1}&!x_{c}&x_{l3} | !x_{c}&x_{l2}&x_{l3} | x_{r3}&x_{c}" + +Das_BIN = 0b00000111_00000000_00000111_11111111_00001111_00000000_00001111_11111111_00001111_00000000_00000111_11111111_00001111_00110001_00001111_11111111 +Das_HEX = hex(Das_BIN) +Das_STR = "x_{r3}&x_{r2}&x_{r1}&x_{l2}&x_{l3} | x_{r2}&!x_{r1}&x_{c}&x_{l2}&x_{l3} | x_{r1}&!x_{c}&!x_{l1}&x_{l3} | x_{r3}&x_{r1}&!x_{c} | x_{r2}&x_{r1}&!x_{c} | x_{r1}&!x_{c}&x_{l2} | x_{c}&x_{l1}" + +Davis_BIN = 0b00000000_00101111_00000011_01011111_00000000_00011111_11001111_00011111_00000000_00101111_11111100_01011111_00000000_00011111_11111111_00011111 +Davis_HEX = hex(Davis_BIN) +Davis_STR = "!x_{r3}&x_{r2}&x_{c}&!x_{l1}&!x_{l2} | x_{r3}&x_{c}&x_{l1}&!x_{l2} | x_{r3}&x_{r2}&x_{c}&x_{l2} | !x_{r2}&!x_{c}&x_{l1}&x_{l2} | x_{r2}&x_{r1}&x_{l1}&!x_{l3} | !x_{r2}&x_{r1}&x_{l1}&x_{l3} | !x_{r1}&!x_{c}&x_{l1}&x_{l3} | x_{r1}&x_{l1}&x_{l2} | x_{r1}&x_{c}" + +ABK_BIN = 0b00000101_00000000_01010101_00000101_00000101_00000000_01010101_00000101_01010101_11111111_01010101_11111111_01010101_11111111_01010101_11111111 +ABK_HEX = hex(ABK_BIN) +ABK_STR = "x_{r3}&x_{r1}&!x_{c} | x_{r3}&x_{r1}&x_{l1} | x_{r3}&!x_{c}&x_{l1} | x_{r3}&x_{l3} | x_{c}&x_{l3}" + +DMC_BIN = 0b00000101_00000100_00000101_10000111_00000101_00000000_00001111_01110111_00000011_01110111_01010101_10000011_01111011_11111111_10110111_01111111 +DMC_HEX = hex(DMC_BIN) +DMC_STR = "!x_{r3}&!x_{r2}&!x_{r1}&x_{c}&x_{l1}&!x_{l2} | !x_{r3}&!x_{r1}&!x_{c}&x_{l1}&x_{l2}&x_{l3} | x_{r3}&!x_{r2}&x_{r1}&!x_{l2}&!x_{l3} | x_{r1}&!x_{c}&x_{l1}&x_{l2}&!x_{l3} | x_{r3}&!x_{c}&x_{l1}&!x_{l2}&x_{l3} | x_{r3}&!x_{r1}&!x_{l1}&x_{l2}&x_{l3} | !x_{r3}&x_{r1}&!x_{l1}&x_{l2}&x_{l3} | x_{r2}&x_{r1}&x_{c}&x_{l1} | x_{r3}&x_{r1}&x_{l1}&x_{l2} | x_{r3}&x_{c}&x_{l1}&x_{l2} | x_{r2}&x_{c}&x_{l1}&x_{l2} | x_{r3}&x_{r1}&!x_{c}&!x_{l3} | x_{r2}&x_{r1}&!x_{l1}&x_{l3} | x_{r3}&x_{c}&!x_{l1}&x_{l3} | x_{r2}&x_{c}&!x_{l1}&x_{l3} | x_{r1}&x_{c}&x_{l2}&x_{l3} | x_{c}&!x_{l1}&x_{l2}&x_{l3} | x_{r2}&x_{l2}&x_{l3}" + +#https://citeseerx.ist.psu.edu/document?repid=rep1&type=pdf&doi=df8e6aae30bcd5c51df58f09054725090d26e2cb +COE_1_BIN = 0b00000001_00010100_00110000_11010111_00010001_00001111_00111001_01010111_00000101_10110100_11111111_00010111_11110001_01111101_11111001_01010111 +COE_1_HEX = hex(COE_1_BIN) +COE_1_STR = "!x_{r3}&!x_{r2}&x_{r1}&!x_{c}&x_{l1}&x_{l2} | !x_{r2}&!x_{r1}&x_{c}&x_{l1}&!x_{l2}&!x_{l3} | !x_{r3}&!x_{r1}&x_{c}&!x_{l1}&!x_{l2}&x_{l3} | x_{r3}&x_{r2}&x_{r1}&!x_{c}&!x_{l1} | x_{r3}&x_{r2}&!x_{r1}&x_{c}&!x_{l2} | !x_{r2}&x_{r1}&x_{c}&!x_{l1}&x_{l2} | x_{r2}&x_{r1}&x_{c}&x_{l2}&!x_{l3} | x_{r2}&!x_{r1}&x_{c}&!x_{l1}&x_{l3} | x_{r3}&!x_{r2}&x_{r1}&!x_{l2}&x_{l3} | x_{r3}&!x_{r2}&x_{r1}&x_{c} | x_{r2}&!x_{r1}&!x_{c}&x_{l1} | x_{r2}&x_{r1}&x_{c}&x_{l1} | x_{r3}&x_{r2}&!x_{c}&x_{l2} | x_{r3}&x_{c}&x_{l1}&x_{l2} | !x_{c}&x_{l1}&!x_{l2}&x_{l3} | !x_{r1}&!x_{c}&x_{l2}&x_{l3} | x_{r3}&x_{c}&x_{l2}&x_{l3}" + +COE_2_BIN = 0b00010100_01010001_00110000_01011100_00000000_01010000_11001110_01011111_00010111_00010001_11111111_01011111_00001111_01010011_11001111_01011111 +COE_2_HEX = hex(COE_2_BIN) +COE_2_STR = "x_{r3}&!x_{r2}&x_{r1}&!x_{c}&!x_{l1}&!x_{l2} | x_{r3}&x_{r2}&x_{c}&!x_{l1}&!x_{l2} | x_{r2}&!x_{r1}&!x_{c}&x_{l1}&!x_{l2} | !x_{r2}&x_{r1}&x_{c}&x_{l1} | x_{r3}&x_{r2}&!x_{r1}&!x_{l2} | x_{r3}&!x_{r1}&x_{c}&x_{l2} | !x_{r3}&x_{r1}&x_{l1}&x_{l2} | !x_{r2}&!x_{c}&x_{l1}&x_{l2} | x_{r3}&x_{c}&x_{l1}&x_{l2} | x_{r3}&!x_{r1}&x_{c}&!x_{l3} | x_{r2}&x_{r1}&!x_{c}&x_{l3} | !x_{r2}&!x_{c}&x_{l1}&x_{l3} | x_{r3}&x_{c}&x_{l1}&x_{l3} | x_{r2}&x_{r1}&x_{l2}&x_{l3} | x_{r1}&!x_{c}&x_{l2}&x_{l3} | x_{r1}&x_{l1}&x_{l3}" + +MM401_BIN = 0b11111111_10101010_11111111_10101000_11111111_10101010_11111111_10101000_11110000_10101010_00000000_10101000_00000000_10101010_00000000_10101000 +MM401_HEX = hex(MM401_BIN) +MM401_STR = "!x_{r1}&!x_{c}&!x_{l1}&!x_{l2} | !x_{r3}&!x_{r2}&x_{c} | !x_{r3}&!x_{r1}&x_{c} | !x_{r3}&x_{c}&!x_{l1} | !x_{c}&!x_{l3}" + +# relevant automata rule dictionaries + +automata = { + "GKL_BIN": 0b00000000_01011111_00000000_01011111_00000000_01011111_00000000_01011111_00000000_01011111_11111111_01011111_00000000_01011111_11111111_01011111, + "GKL_STR": "!x_{c}&x_{l1}&x_{l3} | x_{r3}&x_{c} | x_{r1}&x_{c}", + "GP_BIN": 0b00000101_00000000_01010101_00000101_00000101_00000000_01010101_00000101_01010101_11111111_01010101_11111111_01010101_11111111_01010101_11111111, + "GP_STR": "x_{r3}&x_{r1}&!x_{c} | x_{r3}&x_{r1}&x_{l1} | x_{r3}&!x_{c}&x_{l1} | x_{r3}&x_{l3} | x_{c}&x_{l3}", + "GEP_1_BIN": 0b00010001_00000000_01010101_00000000_00010001_00001111_01010101_00001111_00010001_11111111_01010101_11111111_00010001_11111111_01010101_11111111, + "GEP_1_STR": "x_{r3}&x_{r2}&!x_{c} | x_{r3}&!x_{c}&x_{l1} | x_{r1}&x_{c}&x_{l2} | x_{c}&x_{l3}", + "GEP_2_BIN": 0b00000000_01010101_00000000_01110111_00000000_01010101_00000000_01110111_00001111_01010101_00001111_01110111_11111111_01010101_11111111_01110111, + "GEP_2_STR": "x_{r2}&x_{c}&x_{l1} | x_{r1}&!x_{c}&x_{l3} | !x_{c}&x_{l2}&x_{l3} | x_{r3}&x_{c}", + "Das_BIN": 0b00000111_00000000_00000111_11111111_00001111_00000000_00001111_11111111_00001111_00000000_00000111_11111111_00001111_00110001_00001111_11111111, + "Das_STR": "x_{r3}&x_{r2}&x_{r1}&x_{l2}&x_{l3} | x_{r2}&!x_{r1}&x_{c}&x_{l2}&x_{l3} | x_{r1}&!x_{c}&!x_{l1}&x_{l3} | x_{r3}&x_{r1}&!x_{c} | x_{r2}&x_{r1}&!x_{c} | x_{r1}&!x_{c}&x_{l2} | x_{c}&x_{l1}", + "Davis_BIN": 0b00000000_00101111_00000011_01011111_00000000_00011111_11001111_00011111_00000000_00101111_11111100_01011111_00000000_00011111_11111111_00011111, + "Davis_STR": "!x_{r3}&x_{r2}&x_{c}&!x_{l1}&!x_{l2} | x_{r3}&x_{c}&x_{l1}&!x_{l2} | x_{r3}&x_{r2}&x_{c}&x_{l2} | !x_{r2}&!x_{c}&x_{l1}&x_{l2} | x_{r2}&x_{r1}&x_{l1}&!x_{l3} | !x_{r2}&x_{r1}&x_{l1}&x_{l3} | !x_{r1}&!x_{c}&x_{l1}&x_{l3} | x_{r1}&x_{l1}&x_{l2} | x_{r1}&x_{c}", + "ABK_BIN": 0b00000101_00000000_01010101_00000101_00000101_00000000_01010101_00000101_01010101_11111111_01010101_11111111_01010101_11111111_01010101_11111111, + "ABK_STR": "x_{r3}&x_{r1}&!x_{c} | x_{r3}&x_{r1}&x_{l1} | x_{r3}&!x_{c}&x_{l1} | x_{r3}&x_{l3} | x_{c}&x_{l3}", + "DMC_BIN": 0b00000101_00000100_00000101_10000111_00000101_00000000_00001111_01110111_00000011_01110111_01010101_10000011_01111011_11111111_10110111_01111111, + "DMC_STR": "!x_{r3}&!x_{r2}&!x_{r1}&x_{c}&x_{l1}&!x_{l2} | !x_{r3}&!x_{r1}&!x_{c}&x_{l1}&x_{l2}&x_{l3} | x_{r3}&!x_{r2}&x_{r1}&!x_{l2}&!x_{l3} | x_{r1}&!x_{c}&x_{l1}&x_{l2}&!x_{l3} | x_{r3}&!x_{c}&x_{l1}&!x_{l2}&x_{l3} | x_{r3}&!x_{r1}&!x_{l1}&x_{l2}&x_{l3} | !x_{r3}&x_{r1}&!x_{l1}&x_{l2}&x_{l3} | x_{r2}&x_{r1}&x_{c}&x_{l1} | x_{r3}&x_{r1}&x_{l1}&x_{l2} | x_{r3}&x_{c}&x_{l1}&x_{l2} | x_{r2}&x_{c}&x_{l1}&x_{l2} | x_{r3}&x_{r1}&!x_{c}&!x_{l3} | x_{r2}&x_{r1}&!x_{l1}&x_{l3} | x_{r3}&x_{c}&!x_{l1}&x_{l3} | x_{r2}&x_{c}&!x_{l1}&x_{l3} | x_{r1}&x_{c}&x_{l2}&x_{l3} | x_{c}&!x_{l1}&x_{l2}&x_{l3} | x_{r2}&x_{l2}&x_{l3}", + "COE_1_BIN": 0b00000001_00010100_00110000_11010111_00010001_00001111_00111001_01010111_00000101_10110100_11111111_00010111_11110001_01111101_11111001_01010111, + "COE_1_STR": "!x_{r3}&!x_{r2}&x_{r1}&!x_{c}&x_{l1}&x_{l2} | !x_{r2}&!x_{r1}&x_{c}&x_{l1}&!x_{l2}&!x_{l3} | !x_{r3}&!x_{r1}&x_{c}&!x_{l1}&!x_{l2}&x_{l3} | x_{r3}&x_{r2}&x_{r1}&!x_{c}&!x_{l1} | x_{r3}&x_{r2}&!x_{r1}&x_{c}&!x_{l2} | !x_{r2}&x_{r1}&x_{c}&!x_{l1}&x_{l2} | x_{r2}&x_{r1}&x_{c}&x_{l2}&!x_{l3} | x_{r2}&!x_{r1}&x_{c}&!x_{l1}&x_{l3} | x_{r3}&!x_{r2}&x_{r1}&!x_{l2}&x_{l3} | x_{r3}&!x_{r2}&x_{r1}&x_{c} | x_{r2}&!x_{r1}&!x_{c}&x_{l1} | x_{r2}&x_{r1}&x_{c}&x_{l1} | x_{r3}&x_{r2}&!x_{c}&x_{l2} | x_{r3}&x_{c}&x_{l1}&x_{l2} | !x_{c}&x_{l1}&!x_{l2}&x_{l3} | !x_{r1}&!x_{c}&x_{l2}&x_{l3} | x_{r3}&x_{c}&x_{l2}&x_{l3}", + "COE_2_BIN": 0b00010100_01010001_00110000_01011100_00000000_01010000_11001110_01011111_00010111_00010001_11111111_01011111_00001111_01010011_11001111_01011111, + "COE_2_STR": "x_{r3}&!x_{r2}&x_{r1}&!x_{c}&!x_{l1}&!x_{l2} | x_{r3}&x_{r2}&x_{c}&!x_{l1}&!x_{l2} | x_{r2}&!x_{r1}&!x_{c}&x_{l1}&!x_{l2} | !x_{r2}&x_{r1}&x_{c}&x_{l1} | x_{r3}&x_{r2}&!x_{r1}&!x_{l2} | x_{r3}&!x_{r1}&x_{c}&x_{l2} | !x_{r3}&x_{r1}&x_{l1}&x_{l2} | !x_{r2}&!x_{c}&x_{l1}&x_{l2} | x_{r3}&x_{c}&x_{l1}&x_{l2} | x_{r3}&!x_{r1}&x_{c}&!x_{l3} | x_{r2}&x_{r1}&!x_{c}&x_{l3} | !x_{r2}&!x_{c}&x_{l1}&x_{l3} | x_{r3}&x_{c}&x_{l1}&x_{l3} | x_{r2}&x_{r1}&x_{l2}&x_{l3} | x_{r1}&!x_{c}&x_{l2}&x_{l3} | x_{r1}&x_{l1}&x_{l3}", + "MM401_BIN": 0b11111111_10101010_11111111_10101000_11111111_10101010_11111111_10101000_11110000_10101010_00000000_10101000_00000000_10101010_00000000_10101000, + "MM401_STR": "!x_{r1}&!x_{c}&!x_{l1}&!x_{l2} | !x_{r3}&!x_{r2}&x_{c} | !x_{r3}&!x_{r1}&x_{c} | !x_{r3}&x_{c}&!x_{l1} | !x_{c}&!x_{l3}", +} + +automata_output_list = { + "GKL" : ['0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '1', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '1', '1', '1', '1'], + "GP" : ['0', '0', '0', '0', '0', '1', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '0', '0', '0', '1', '0', '1', '0', '0', '0', '0', '0', '1', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1'], + "GEP_1" : ['0', '0', '0', '1', '0', '0', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '0', '0', '1', '0', '0', '0', '0', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '0', '0', '1', '1', '1', '1', '0', '0', '0', '1', '0', '0', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '0', '0', '1', '0', '0', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1'], + "GEP_2" : ['0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '1', '1', '0', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '1', '1', '0', '1', '1', '1', '0', '0', '0', '0', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '0', '0', '1', '1', '1', '1', '0', '1', '1', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '1', '1', '0', '1', '1', '1'], + "Das" : ['0', '0', '0', '0', '0', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '0', '0', '0', '1', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '0', '0', '0', '1', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '0', '0', '0', '1', '1', '1', '1', '0', '0', '1', '1', '0', '0', '0', '1', '0', '0', '0', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1'], + "Davis" : ['0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '1', '1', '0', '0', '0', '0', '0', '0', '1', '1', '0', '1', '0', '1', '1', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '1', '1', '1', '1', '1', '1', '0', '0', '1', '1', '1', '1', '0', '0', '0', '1', '1', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '0', '0', '1', '0', '1', '1', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '0', '0', '1', '1', '1', '1', '1'], + "ABK" : ['0', '0', '0', '0', '0', '1', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '0', '0', '0', '1', '0', '1', '0', '0', '0', '0', '0', '1', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1'], + "DMC" : ['0', '0', '0', '0', '0', '1', '0', '1', '0', '0', '0', '0', '0', '1', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '0', '0', '0', '0', '1', '1', '1', '0', '0', '0', '0', '0', '1', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '1', '1', '1', '0', '1', '1', '1', '0', '1', '1', '1', '0', '0', '0', '0', '0', '0', '1', '1', '0', '1', '1', '1', '0', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '0', '0', '0', '0', '0', '1', '1', '0', '1', '1', '1', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '1', '0', '1', '1', '1', '0', '1', '1', '1', '1', '1', '1', '1'], + "COE_1" : ['0', '0', '0', '0', '0', '0', '0', '1', '0', '0', '0', '1', '0', '1', '0', '0', '0', '0', '1', '1', '0', '0', '0', '0', '1', '1', '0', '1', '0', '1', '1', '1', '0', '0', '0', '1', '0', '0', '0', '1', '0', '0', '0', '0', '1', '1', '1', '1', '0', '0', '1', '1', '1', '0', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '0', '0', '0', '0', '0', '1', '0', '1', '1', '0', '1', '1', '0', '1', '0', '0', '1', '1', '1', '1', '1', '1', '1', '1', '0', '0', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '0', '0', '0', '1', '0', '1', '1', '1', '1', '1', '0', '1', '1', '1', '1', '1', '1', '0', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1'], + "COE_2" : ['0', '0', '0', '1', '0', '1', '0', '0', '0', '1', '0', '1', '0', '0', '0', '1', '0', '0', '1', '1', '0', '0', '0', '0', '0', '1', '0', '1', '1', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '0', '0', '0', '0', '1', '1', '0', '0', '1', '1', '1', '0', '0', '1', '0', '1', '1', '1', '1', '1', '0', '0', '0', '1', '0', '1', '1', '1', '0', '0', '0', '1', '0', '0', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '1', '1', '1', '1', '0', '0', '0', '0', '1', '1', '1', '1', '0', '1', '0', '1', '0', '0', '1', '1', '1', '1', '0', '0', '1', '1', '1', '1', '0', '1', '0', '1', '1', '1', '1', '1'], + "MM401" : ['1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '0', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1', '1', '0', '1', '0', '1', '0', '0', '0', '1', '1', '1', '1', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '0', '1', '0', '0', '0'] +} +autoschemata = { + "GKL": [ + ["0##0###", 0], + ["##0#0#0", 0], + ["###10#0", 0], + ["##00###", 0], + ["0###0#0", 0], + ["1#1###1", 1], + ["1#10###", 1], + ["###11##", 1], + ["1#1#1##", 1], + ["###1##1", 1], + ], + "GP": [ + ["###0##0", 0], + ["0#0#0##", 0], + ["0#####0", 0], + ["0#01###", 0], + ["0##10##", 0], + ["##1#1#1", 1], + ["1#####1", 1], + ["1##1###", 1], + ["##10##1", 1], + ["###01#1", 1], + ], + "GEP_1": [ + ["0#0#00#", 0], + ["###0##0", 0], + ["00#1###", 0], + ["##00#0#", 0], + ["00####0", 0], + ["0##10##", 0], + ["000##0#", 0], + ["0###0#0", 0], + ["#1##111", 1], + ["1####11", 1], + ["#1#11##", 1], + ["##10##1", 1], + ["#11#1#1", 1], + ["1#1###1", 1], + ["1##1###", 1], + ["###0#11", 1], + ], + "GEP_2": [ + ["0##0###", 0], + ["###1#00", 0], + ["#00#0#0", 0], + ["0#0###0", 0], + ["0####00", 0], + ["##01##0", 0], + ["#0##000", 0], + ["#0#00##", 0], + ["11#0###", 1], + ["111##1#", 1], + ["11####1", 1], + ["1##01##", 1], + ["1###1#1", 1], + ["##11#1#", 1], + ["1#1#11#", 1], + ["###1##1", 1], + ], + "Das": [ + ["#010#00", 0], + ["0#0#0##", 0], + ["##01#0#", 0], + ["#001###", 0], + ["##011#0", 0], + ["##0#00#", 0], + ["#00#0##", 0], + ["000##00", 0], + ["###00##", 0], + ["0#01###", 0], + ["00#0#00", 0], + ["11##111", 1], + ["#1#01##", 1], + ["##1#1#1", 1], + ["#11#1##", 1], + ["##11###", 1], + ["11#101#", 1], + ["###011#", 1], + ["1#001##", 1], + ["11#1#11", 1], + ["###01#1", 1], + ["##1#11#", 1], + ], + "Davis": [ + ["0##001#", 0], + ["00##000", 0], + ["#1#10#0", 0], + ["#00#0#1", 0], + ["###1000", 0], + ["##0#00#", 0], + ["##110#0", 0], + ["##00###", 0], + ["00#0#0#", 0], + ["10#011#", 0], + ["00#00##", 0], + ["001#0#0", 0], + ["#1#100#", 0], + ["#10#0#0", 0], + ["0#1#010", 0], + ["01##010", 0], + ["#001#10", 1], + ["111##11", 1], + ["101#0#1", 1], + ["##11#11", 1], + ["1110###", 1], + ["1#1#011", 1], + ["0#1#11#", 1], + ["###11##", 1], + ["1#10#0#", 1], + ["1#100##", 1], + ["#11#1##", 1], + ["1#1#10#", 1], + ["101##01", 1], + ["#011##1", 1], + ["#1#1#11", 1], + ["#110#0#", 1], + ], + "ABK": [ + ["###0##0", 0], + ["0#0#0##", 0], + ["0#####0", 0], + ["0#01###", 0], + ["0##10##", 0], + ["##1#1#1", 1], + ["1#####1", 1], + ["1##1###", 1], + ["##10##1", 1], + ["###01#1", 1], + ], + "DMC": [ + ["01#1#00", 0], + ["#0#00#0", 0], + ["#00##00", 0], + ["0#0###0", 0], + ["#01#010", 0], + ["##00000", 0], + ["01##000", 0], + ["1#10100", 0], + ["#0110#1", 0], + ["0##1100", 0], + ["#01101#", 0], + ["#0#0#00", 0], + ["101110#", 0], + ["00#0##0", 0], + ["00##0#1", 0], + ["#0##100", 0], + ["00##01#", 0], + ["#0000##", 0], + ["#110001", 0], + ["0#0#0##", 0], + ["0##00##", 0], + ["0#01#1#", 0], + ["1011#01", 0], + ["1#00101", 0], + ["1000#0#", 0], + ["#111000", 0], + ["#010##0", 0], + ["0101###", 0], + ["#011000", 1], + ["#111#1#", 1], + ["1#01##1", 1], + ["#001101", 1], + ["110#1#0", 1], + ["110#0#1", 1], + ["1###111", 1], + ["0##01#1", 1], + ["11###1#", 1], + ["#11#1#1", 1], + ["1#0#11#", 1], + ["#11#11#", 1], + ["1010##1", 1], + ["00##101", 1], + ["##1111#", 1], + ["11#1##1", 1], + ["0#1#1#1", 1], + ["##101#1", 1], + ["1##111#", 1], + ["01101##", 1], + ["11100#0", 1], + ["1101###", 1], + ["##1#111", 1], + ["11#11##", 1], + ["###0111", 1], + ["1#10#11", 1], + ["#111##1", 1], + ["1#01#1#", 1], + ], + "COE_1": [ + ["101100#", 0], + ["#1#1000", 0], + ["01#10#0", 0], + ["1#11#00", 0], + ["#00111#", 0], + ["#1#0110", 0], + ["#0000##", 0], + ["#10010#", 0], + ["00101##", 0], + ["0#00##0", 0], + ["##11100", 0], + ["00#01#0", 0], + ["1#0#110", 0], + ["01010##", 0], + ["#0#1100", 0], + ["0#0#0#0", 0], + ["0##000#", 0], + ["#1110#0", 0], + ["#00#001", 0], + ["00##100", 0], + ["#00#1#0", 0], + ["0##0#01", 0], + ["1#110#0", 0], + ["##11010", 0], + ["##001#0", 0], + ["0##1010", 0], + ["01##000", 0], + ["#111#00", 0], + ["0#0#00#", 0], + ["10#1001", 0], + ["00#0#0#", 0], + ["000###0", 0], + ["0#00#0#", 0], + ["#000##0", 0], + ["0##0110", 0], + ["#1#0101", 0], + ["10##101", 1], + ["###1101", 1], + ["##11#11", 1], + ["#1#11#1", 1], + ["#110100", 1], + ["101#1#1", 1], + ["0#11##1", 1], + ["##1001#", 1], + ["1#1##11", 1], + ["#0#1011", 1], + ["01011##", 1], + ["1##1011", 1], + ["1010###", 1], + ["1#100##", 1], + ["#11##11", 1], + ["1##0111", 1], + ["11#00##", 1], + ["#111##1", 1], + ["11###11", 1], + ["1#10#00", 1], + ["10010#0", 1], + ["001100#", 1], + ["110#01#", 1], + ["01#111#", 1], + ["#1#0#11", 1], + ["##00111", 1], + ["##1#011", 1], + ["##1111#", 1], + ["#1##111", 1], + ["10#01#1", 1], + ["11#1##1", 1], + ["##111#1", 1], + ["#10110#", 1], + ["1#0101#", 1], + ["101#11#", 1], + ["11##0#1", 1], + ], + "COE_2": [ + ["#00##00", 0], + ["00##000", 0], + ["010#1##", 0], + ["1001#0#", 0], + ["0#0###0", 0], + ["01#0#11", 0], + ["#1#001#", 0], + ["##0000#", 0], + ["0##0111", 0], + ["#1000##", 0], + ["100#00#", 0], + ["00#000#", 0], + ["00#011#", 0], + ["0#0011#", 0], + ["00101##", 0], + ["#1##010", 0], + ["###10#0", 0], + ["##01#00", 0], + ["00#1#10", 0], + ["0010#0#", 0], + ["00#01#0", 0], + ["#001##0", 0], + ["0100###", 0], + ["##0#0#0", 0], + ["001#11#", 0], + ["##0110#", 0], + ["00##110", 0], + ["00#0#00", 0], + ["#11#1#0", 1], + ["#01001#", 1], + ["##110#1", 1], + ["##1110#", 1], + ["1###111", 1], + ["#0##011", 1], + ["1#1#1##", 1], + ["1##011#", 1], + ["#1111##", 1], + ["11##11#", 1], + ["#111##1", 1], + ["10###11", 1], + ["#1#10#1", 1], + ["#110#0#", 1], + ["11#01##", 1], + ["#001#11", 1], + ["#11#10#", 1], + ["##11#01", 1], + ["1010###", 1], + ["101###1", 1], + ["1#10#0#", 1], + ["1##1#11", 1], + ["0##10#1", 1], + ["1##01#1", 1], + ["#000101", 1], + ["###1011", 1], + ["1#1##01", 1], + ["#11##01", 1], + ["1#11##1", 1], + ], + "MM401": [ + ["11#0###", 0], + ["##1111#", 0], + ["11####1", 0], + ["1##01##", 0], + ["1###1#1", 0], + ["1#1###1", 0], + ["1#10###", 0], + ["1#1#11#", 0], + ["###1##1", 0], + ["0##0###", 1], + ["###1#00", 1], + ["###10#0", 1], + ["#00#0#0", 1], + ["0#0###0", 1], + ["0####00", 1], + ["##01##0", 1], + ["0###0#0", 1], + ["#0000##", 1], + ], +} + +# annihilation and generation rules in automata +incomplete_automata = { # keeping annihilation and generation rules only + "GKL": [ + # ["0##0###", 0], + # ["##0#0#0", 0], + ["###10#0", 0], + # ["##00###", 0], + # ["0###0#0", 0], + # ["1#1###1", 1], + ["1#10###", 1], + # ["###11##", 1], + # ["1#1#1##", 1], + # ["###1##1", 1], + ], + "GP": [ # so far the only case where a rule with a wildcard in the centre isn't redundant for annihilation and generation + # ["###0##0", 0], + # ["0#0#0##", 0], + ["0#####0", 0], + ["0#01###", 0], + ["0##10##", 0], + # ["##1#1#1", 1], + ["1#####1", 1], + # ["1##1###", 1], + ["##10##1", 1], + ["###01#1", 1], + ], + "GEP_1": [ + # ["0#0#00#", 0], + # ["###0##0", 0], + ["00#1###", 0], + # ["##00#0#", 0], + # ["00####0", 0], + ["0##10##", 0], + # ["000##0#", 0], + # ["0###0#0", 0], + # ["#1##111", 1], + # ["1####11", 1], + # ["#1#11##", 1], + ["##10##1", 1], + # ["#11#1#1", 1], + # ["1#1###1", 1], + # ["1##1###", 1], + ["###0#11", 1], + ], + "GEP_2": [ + # ["0##0###", 0], + ["###1#00", 0], + # ["#00#0#0", 0], + # ["0#0###0", 0], + # ["0####00", 0], + ["##01##0", 0], + # ["#0##000", 0], + # ["#0#00##", 0], + ["11#0###", 1], + # ["111##1#", 1], + # ["11####1", 1], + ["1##01##", 1], + # ["1###1#1", 1], + # ["##11#1#", 1], + # ["1#1#11#", 1], + # ["###1##1", 1], + ], + "Das": [ + # ["#010#00", 0], + # ["0#0#0##", 0], + ["##01#0#", 0], + ["#001###", 0], + ["##011#0", 0], + # ["##0#00#", 0], + # ["#00#0##", 0], + # ["000##00", 0], + # ["###00##", 0], + ["0#01###", 0], + # ["00#0#00", 0], + # ["11##111", 1], + ["#1#01##", 1], + # ["##1#1#1", 1], + # ["#11#1##", 1], + # ["##11###", 1], + # ["11#101#", 1], + ["###011#", 1], + ["1#001##", 1], + # ["11#1#11", 1], + ["###01#1", 1], + # ["##1#11#", 1], + ], + "Davis": [ + # ["0##001#", 0], + # ["00##000", 0], + ["#1#10#0", 0], + ["#00#0#1", 0], + ["###1000", 0], + ["##0#00#", 0], + ["##110#0", 0], + # ["##00###", 0], + # ["00#0#0#", 0], + # ["10#011#", 0], + # ["00#00##", 0], + # ["001#0#0", 0], + ["#1#100#", 0], + # ["#10#0#0", 0], + # ["0#1#010", 0], + # ["01##010", 0], + # ["#001#10", 1], + # ["111##11", 1], + # ["101#0#1", 1], + # ["##11#11", 1], + ["1110###", 1], + # ["1#1#011", 1], + ["0#1#11#", 1], + # ["###11##", 1], + ["1#10#0#", 1], + ["1#100##", 1], + ["#11#1##", 1], + # ["1#1#10#", 1], + # ["101##01", 1], + # ["#011##1", 1], + # ["#1#1#11", 1], + ["#110#0#", 1], + ], + "ABK": [ + # ["###0##0", 0], + # ["0#0#0##", 0], + ["0#####0", 0], + ["0#01###", 0], + ["0##10##", 0], + # ["##1#1#1", 1], + ["1#####1", 1], + # ["1##1###", 1], + ["##10##1", 1], + ["###01#1", 1], + ], + "DMC": [ # also has wildcard in the centre + ["01#1#00", 0], + # ["#0#00#0", 0], + ["#00##00", 0], + ["0#0###0", 0], + # ["#01#010", 0], + # ["##00000", 0], + # ["01##000", 0], + # ["1#10100", 0], + ["#0110#1", 0], + ["0##1100", 0], + ["#01101#", 0], + # ["#0#0#00", 0], + ["101110#", 0], + # ["00#0##0", 0], + ["00##0#1", 0], + ["#0##100", 0], + ["00##01#", 0], + # ["#0000##", 0], + # ["#110001", 0], + ["0#0#0##", 0], + # ["0##00##", 0], + ["0#01#1#", 0], + ["1011#01", 0], + # ["1#00101", 0], + # ["1000#0#", 0], + ["#111000", 0], + # ["#010##0", 0], + ["0101###", 0], + # ["#011000", 1], + # ["#111#1#", 1], + # ["1#01##1", 1], + # ["#001101", 1], + ["110#1#0", 1], + ["110#0#1", 1], + # ["1###111", 1], + ["0##01#1", 1], + ["11###1#", 1], + # ["#11#1#1", 1], + ["1#0#11#", 1], + ["#11#11#", 1], + ["1010##1", 1], + # ["00##101", 1], + # ["##1111#", 1], + # ["11#1##1", 1], + # ["0#1#1#1", 1], + ["##101#1", 1], + # ["1##111#", 1], + ["01101##", 1], + ["11100#0", 1], + # ["1101###", 1], + # ["##1#111", 1], + # ["11#11##", 1], + ["###0111", 1], + ["1#10#11", 1], + # ["#111##1", 1], + # ["1#01#1#", 1], + ], + "COE_1": [ + ["101100#", 0], + ["#1#1000", 0], + ["01#10#0", 0], + ["1#11#00", 0], + ["#00111#", 0], + # ["#1#0110", 0], + # ["#0000##", 0], + # ["#10010#", 0], + # ["00101##", 0], + # ["0#00##0", 0], + ["##11100", 0], + # ["00#01#0", 0], + ["1#0#110", 0], + ["01010##", 0], + ["#0#1100", 0], + ["0#0#0#0", 0], + # ["0##000#", 0], + ["#1110#0", 0], + ["#00#001", 0], + # ["00##100", 0], + ["#00#1#0", 0], + # ["0##0#01", 0], + ["1#110#0", 0], + ["##11010", 0], + # ["##001#0", 0], + ["0##1010", 0], + # ["01##000", 0], + ["#111#00", 0], + ["0#0#00#", 0], + ["10#1001", 0], + # ["00#0#0#", 0], + ["000###0", 0], + # ["0#00#0#", 0], + # ["#000##0", 0], + # ["0##0110", 0], + # ["#1#0101", 0], + # ["10##101", 1], + # ["###1101", 1], + # ["##11#11", 1], + # ["#1#11#1", 1], + ["#110100", 1], + # ["101#1#1", 1], + # ["0#11##1", 1], + ["##1001#", 1], + ["1#1##11", 1], + # ["#0#1011", 1], + # ["01011##", 1], + # ["1##1011", 1], + ["1010###", 1], + ["1#100##", 1], + # ["#11##11", 1], + ["1##0111", 1], + ["11#00##", 1], + # ["#111##1", 1], + # ["11###11", 1], + ["1#10#00", 1], + # ["10010#0", 1], + # ["001100#", 1], + # ["110#01#", 1], + # ["01#111#", 1], + ["#1#0#11", 1], + ["##00111", 1], + # ["##1#011", 1], + # ["##1111#", 1], + # ["#1##111", 1], + ["10#01#1", 1], + # ["11#1##1", 1], + # ["##111#1", 1], + # ["#10110#", 1], + # ["1#0101#", 1], + # ["101#11#", 1], + # ["11##0#1", 1], + ], + "COE_2": [ + # ["#00##00", 0], + # ["00##000", 0], + ["010#1##", 0], + ["1001#0#", 0], + ["0#0###0", 0], + # ["01#0#11", 0], + # ["#1#001#", 0], + # ["##0000#", 0], + # ["0##0111", 0], + # ["#1000##", 0], + # ["100#00#", 0], + # ["00#000#", 0], + # ["00#011#", 0], + # ["0#0011#", 0], + # ["00101##", 0], + # ["#1##010", 0], + ["###10#0", 0], + ["##01#00", 0], + ["00#1#10", 0], + # ["0010#0#", 0], + # ["00#01#0", 0], + ["#001##0", 0], + # ["0100###", 0], + # ["##0#0#0", 0], + ["001#11#", 0], + ["##0110#", 0], + # ["00##110", 0], + # ["00#0#00", 0], + ["#11#1#0", 1], + ["#01001#", 1], + # ["##110#1", 1], + # ["##1110#", 1], + # ["1###111", 1], + ["#0##011", 1], + ["1#1#1##", 1], + ["1##011#", 1], + # ["#1111##", 1], + # ["11##11#", 1], + # ["#111##1", 1], + ["10###11", 1], + # ["#1#10#1", 1], + ["#110#0#", 1], + ["11#01##", 1], + # ["#001#11", 1], + # ["#11#10#", 1], + # ["##11#01", 1], + ["1010###", 1], + # ["101###1", 1], + ["1#10#0#", 1], + # ["1##1#11", 1], + # ["0##10#1", 1], + ["1##01#1", 1], + ["#000101", 1], + # ["###1011", 1], + # ["1#1##01", 1], + # ["#11##01", 1], + # ["1#11##1", 1], + ], + "MM401": [ + # ["11#0###", 0], + ["##1111#", 0], + # ["11####1", 0], + # ["1##01##", 0], + # ["1###1#1", 0], + # ["1#1###1", 0], + # ["1#10###", 0], + # ["1#1#11#", 0], + ["###1##1", 0], + ["0##0###", 1], + # ["###1#00", 1], + # ["###10#0", 1], + # ["#00#0#0", 1], + # ["0#0###0", 1], + # ["0####00", 1], + # ["##01##0", 1], + # ["0###0#0", 1], + ["#0000##", 1], + ], +} + diff --git a/automata/schema_search_tools.py b/automata/schema_search_tools.py new file mode 100644 index 0000000..71b7c50 --- /dev/null +++ b/automata/schema_search_tools.py @@ -0,0 +1,140 @@ +from cana.boolean_node import BooleanNode +import pandas as pd + +# list of useful functions for the schema search + + +def concatenate(outputlist): + """ + Mostly for converting output lists into one string for easy comparison with other strings. + + Example: + outputlist = ['0', '1', '0', '1', '1', '0', '1', '0'] + concatenate(outputlist) + '01011010' + """ + return "".join(outputlist) + + +def check_spread_randomness(nodes, iterations=10000): + """ + Check the spread randomness of the rules in the rule generator. This is to see if generated rules sample the possibility space uniformly. + + Parameters + ---------- + nodes : generator + Generator of nodes. + iterations : int + Number of iterations to run. + + Returns + ------- + list + List of counts. + + How to interpret the results: + - If the values are close to 0, then the rules are spread randomly. + - If the values are close to 1, then the rules are not spread randomly. + - Numbers that are abs(1) are fixed values. + + Example: + check_spread_randomness(nodes, iterations=10000) + """ + + rules = [] + for i in range(iterations): + rule = next(nodes) + string = concatenate(rule.outputs) + rules.append(string) + + # checking the no of 0 and 1 for each index in the string to see if the rules are spread randomply across the space + count = [0] * 128 + for rule in rules: + for index, letter in enumerate(rule): + if letter == "0": + count[index] -= 1 + else: + count[index] += 1 + mean_count = [item / iterations for item in count] + print(mean_count) # normalized count of 1s and 0s for each index + + filtered_count = [abs(num) for num in mean_count if abs(num) != iterations] + average = sum(filtered_count) / len(filtered_count) + print( + f"Average absolute changes for generated values:{average}." + ) # average of the absolute value of the normalized count of 1s and 0s for each index + # return count + + +def check_for_duplicates(nodes, iterations=10000): + """ + Check for duplicates in the rules generated. + """ + + rules = [] + for i in range(iterations): + rule = next(nodes) + string = concatenate(rule.outputs) + rules.append(string) + print(f"Total rules generated:{len(rules)}") + print(f"Unique rules generated:{len(set(rules))}") + + +def annihilation_generation_rules(output_list): + """ + This function takes in a list of outputs from an automata and returns a dataframe with the rules that are annihilation and generation rules. + + Args: + output_list: list of outputs from an automata + + Returns: + annihilation_generation_rules: dataframe with the rules that are annihilation and generation rules. + + Method: + Using BooleanNode from CANA, it creates a look-up-table from a list of outputs. + It generates new lookup tables for annihilation(using logic [RULE & (NOT X_4)]) and generation(using logic [NOT RULE & (X_4)]). + The rows that output 1 in the new schematas are the annihilations and generations. + We combine the two dataframes to get the final dataframe. We reassign the annihilation output to 0. + """ + + node = BooleanNode.from_output_list( + output_list + ) # creating a node from the output list + lut = node.look_up_table() + + annihilation_outputs_lut = ( # generates an LUT which is RULE & (NOT X_4), where X_4 is the middle input. the result is 1 for all the rules that annihilate and 0 for all the others. + ((lut["Out:"] == "0") & (lut["In:"].str[3] == "1")) + .apply(lambda x: "1" if x else "0") + .tolist() + ) + annihilation = BooleanNode.from_output_list(annihilation_outputs_lut) + temp = annihilation.schemata_look_up_table() # generating a new schemata from the new LUT to identify the rules that are annihilation + annihilation_rules = temp[ + temp["Output"] == 1 + ] # filtering the rules that are annihilation + annihilation_rules.loc[:, "Output"] = ( + 0 # reassigning the output to 0 since it is an annihilation rule + ) + + generation_outputs = ( # generates an LUT which is NOT RULE & (X_4), where X_4 is the middle input. the result is 1 for all the rules that generate and 0 for all the others. + ((lut["Out:"] == "1") & (lut["In:"].str[3] == "0")) + .apply(lambda x: "1" if x else "0") + .tolist() + ) + generation = BooleanNode.from_output_list(generation_outputs) + + temp = generation.schemata_look_up_table() # generating a new schemata from the new LUT to identify the rules that are generation + generation_rules = temp[ + temp["Output"] == 1 + ] # filtering the rules that are generation + generation_rules.loc[:, "Output"] = ( + 1 # reassigning the output to 1 since it is a generation rule + ) + + # combining the two dataframes to get the final dataframe + annihilation_generation_rules = pd.concat([annihilation_rules, generation_rules]) + + # converting it into a list + annihilation_generation_rules = annihilation_generation_rules.values.tolist() + + return annihilation_generation_rules \ No newline at end of file diff --git a/cana/boolean_node.py b/cana/boolean_node.py index 8d7db0b..cb53142 100644 --- a/cana/boolean_node.py +++ b/cana/boolean_node.py @@ -321,6 +321,12 @@ def effective_connectivity(self, operator=mean, norm=True): See Also: :func:`input_redundancy`, :func:`input_symmetry`, :func:`~cana.boolean_network.BooleanNetwork.effective_graph`. """ + # checking for '?' values in the outputs + if "?" in self.outputs: + raise ValueError( + "The look-up table contains '?' values. The effective connectivity cannot be computed." + ) + k_r = self.input_redundancy(operator=operator, norm=False) # k_e = self.k - k_r @@ -947,8 +953,6 @@ def input_signs(self): def from_partial_lut( partial_lut, fill_missing_output_randomly=False, - required_node_bias=None, - required_effective_connectivity=None, verbose=False, *args, **kwargs, @@ -1001,7 +1005,8 @@ def from_partial_lut( def generate_with_required_bias( self, - required_node_bias=None, + bias=None, + effective_connectivity=None, verbose=False, *args, **kwargs, @@ -1011,29 +1016,31 @@ def generate_with_required_bias( This node takes a boolean node with "?" output values and generates all possible nodes with the missing output values filled to achieve the required bias as closely as possible. Args: - required_node_bias (float) : The required node bias to fill the missing output values with. + bias (float) : The required node bias to fill the missing output values with. verbose (bool) : If True, print additional information. Returns: A Generator of BooleanNode objects with the required bias. Example: - >>> BooleanNode.generate_with_required_bias(required_node_bias=0.5, verbose=True, name="EG") + >>> BooleanNode.generate_with_required_bias(bias=0.5, verbose=True, name="EG") Note: The required node bias should be a float value between 0 and 1. """ generated_node = self - bias = required_node_bias # making a copy for print statement at the end of function - # Checking if more than one out of required_effective_connectivity, requried_node_bias and fill_missing_output_randomly are True, then raise an error. - if required_node_bias is None: + bias_for_print = ( + bias # making a copy for print statement at the end of function + ) + # Checking if more than one out of effective_connectivity, requried_node_bias and fill_missing_output_randomly are True, then raise an error. + if bias is None: raise ValueError( "Please specify the required node bias to generate the node with the required bias." ) if ( - required_node_bias is not None + bias is not None ): # If required node bias is specified, then fill missing output values with the specified bias. # Checking if required node bias is within the achievable bias range of the node. @@ -1046,30 +1053,30 @@ def generate_with_required_bias( ) # Calculating the number of '1' required to achieve the required bias. - required_ones = int(required_node_bias * 2**generated_node.k) + required_ones = int(bias * 2**generated_node.k) current_ones = generated_node.outputs.count("1") min_achievable_bias = current_ones / 2**generated_node.k min = False # flag to check if the required bias is less than the minimum achievable bias. # Checking if the required bias is achievable. - if required_node_bias > max_achievable_bias: + if bias > max_achievable_bias: if verbose: warnings.warn( f"Required Node Bias is greater than the maximum achievable bias ({max_achievable_bias}) of the node. Generating with the maximum achievable bias." ) - required_node_bias = max_achievable_bias + bias = max_achievable_bias - elif required_node_bias < min_achievable_bias: + elif bias < min_achievable_bias: if verbose: warnings.warn( f"Required Node Bias is lower than the minimum achievable bias ({min_achievable_bias}) of the node. Generating with the minimum achievable bias." ) - required_node_bias = min_achievable_bias + bias = min_achievable_bias min = True # Fill the missing output values to achieve the required bias as closely as possible. required_ones = int( - required_node_bias * 2**generated_node.k + bias * 2**generated_node.k ) # recalculating in case the required bias was adjusted in the above steps. ones_to_be_generated = required_ones - current_ones number_of_missing_values = generated_node.outputs.count("?") @@ -1102,7 +1109,9 @@ def unique_permutations_missing_values(elements, n): ) generated_node_permutations = [] - def node_permutations(combinations, node_outputs, *args, **kwargs): + def node_permutations( + combinations, node_outputs, missing_output_indices, *args, **kwargs + ): """ Applying the generated combinations to the missing output values and generating the BooleanNode objects. """ @@ -1110,15 +1119,20 @@ def node_permutations(combinations, node_outputs, *args, **kwargs): for combination in combinations: combination = list(combination) generated_outputs = node_outputs.copy() - for i, output in enumerate(node_outputs): - if output == "?": - generated_outputs[i] = combination.pop() + for index in missing_output_indices: + generated_outputs[index] = combination.pop() yield BooleanNode.from_output_list( generated_outputs, *args, **kwargs ) + node_outputs = generated_node.outputs + missing_output_indices = [i for i, x in enumerate(node_outputs) if x == "?"] generated_node_permutations = node_permutations( - combinations, generated_node.outputs, *args, **kwargs + combinations, + node_outputs=node_outputs, + missing_output_indices=missing_output_indices, + *args, + **kwargs, ) output_bias_for_print = ( @@ -1127,18 +1141,19 @@ def node_permutations(combinations, node_outputs, *args, **kwargs): if verbose: if min: print( - f"{combinationsnumber:.2e} possible permutation(s) with a bias of {output_bias_for_print}. This is the closest achievable bias to the required bias of {bias}." + f"{combinationsnumber:.2e} possible permutation(s) with a bias of {output_bias_for_print}. This is the closest achievable bias to the required bias of {bias_for_print}." ) else: print( - f"{combinationsnumber:.2e} possible permutation(s) with a bias of {output_bias_for_print}. This is the closest bias less than or equal to the required bias of {bias}." + f"{combinationsnumber:.2e} possible permutation(s) with a bias of {output_bias_for_print}. This is the closest bias less than or equal to the required bias of {bias_for_print}." ) return generated_node_permutations # returning a generator of BooleanNode objects with the required bias. def generate_with_required_effective_connectivity( self, - required_effective_connectivity=None, - # limit=50, + effective_connectivity=None, + epsilon=0.01, + shuffle=False, # depending on required effective connectivity, this can be faster or slower. verbose=False, *args, **kwargs, @@ -1148,14 +1163,14 @@ def generate_with_required_effective_connectivity( This node takes a boolean node with "?" output values and generates all possible nodes with the missing output values filled to achieve the required effective connectivity as closely as possible. Args: - required_effective_connectivity (float) : The required effective connectivity to fill the missing output values with. It will generate a node with the closest possible effective connectivity to the required effective connectivity. + effective_connectivity (float) : The required effective connectivity to fill the missing output values with. It will generate a node with the closest possible effective connectivity to the required effective connectivity. verbose (bool) : If True, print additional information. Returns: (BooleanNode) : the instantiated object. Example: - >>> BooleanNode.generate_with_required_effective_connectivity(required_effective_connectivity=0.5, verbose=True, name="EG") + >>> BooleanNode.generate_with_required_effective_connectivity(effective_connectivity=0.5, verbose=True, name="EG") Note: The required effective connectivity should be a float value between 0 and 1. @@ -1163,43 +1178,138 @@ def generate_with_required_effective_connectivity( # TODO : [SRI] to cover the entire space of permutations evenly, what if i fill each node randomly and calculate the effective connectivity . then add them to a list of all nodes with sufficiently close effective connectivity? This option will only be activated if the calculated permutation space goes beyond a predecided threshold. """ + if effective_connectivity is None: + raise ValueError("Please provide a required effective connectivity value.") + generated_node = self - if required_effective_connectivity is not None: - generated_outputs = generated_node.outputs.copy() - missing_output_indices = [ - i for i, x in enumerate(generated_outputs) if x == "?" - ] - # print(f"Missing output indices = {missing_output_indices}." if verbose else None) + generated_outputs = generated_node.outputs.copy() + missing_output_count = generated_outputs.count("?") + if verbose: + print(f"No. of '?' in output = {missing_output_count}.") + + missing_output_indices = [ + i for i, x in enumerate(generated_outputs) if x == "?" + ] + + missing_permutations = product(*[("0", "1")] * (missing_output_count)) + + generated_node_permutations = [] - missing_output_count = generated_outputs.count("?") - # print(f"No. of '?' in output = {missing_output_count}.") - missing_permutations = list(product(*[("0", "1")] * (missing_output_count))) - # print(permutations) - generated_node_permutations = [None] * len(missing_permutations) + def permutations_with_ec( + missing_permutations, + missing_output_indices, + generated_outputs, + effective_connectivity=effective_connectivity, + epsilon=epsilon, + shuffle=shuffle, + *args, + **kwargs, + ): + """ + applying all permutations of 1's and 0's to '?' values in the output list. + Generating a BooleanNode object with evert permutation and checking if its effective connectivity is close enough to the required effective connectivity. + Returning a generator of all nodes with close enough required effective connectivity. + """ + # count = 0 # counting number of nodes generated till a suitable one is found. To understand how the search space is being traversed. + found_at_least_one = False + closest_ec_node = None + for perm in missing_permutations: + # count += 1 + + # shuffling the permutation to access the entire search space randomly. This is computationally slower if required E_c is close to 0.375. Turn off if not needed. NOTE: shuffle is faster for certain required E_c values. + if shuffle: + perm = list(perm) + random.shuffle(perm) - for count, missing_permutation in enumerate(missing_permutations): + output = generated_outputs.copy() for i, index in enumerate(missing_output_indices): - generated_outputs[index] = missing_permutation[i] - generated_node_permutations[count] = BooleanNode.from_output_list( - generated_outputs, *args, **kwargs - ) # generating a list of nodes with all possible permutations of the missing output values. + output[index] = perm[i] - # print(f"Total output permutations generated = {len(generated_node_permutations)}.") + node = BooleanNode.from_output_list(output, *args, **kwargs) + if ( + node.is_within_tolerance( + effective_connectivity=effective_connectivity, + epsilon=epsilon, + ) + is True + ): + # print(count) + # count = 0 + found_at_least_one = True # we found at least one node within epsilon. there is now no need to find the closest possible one. - permutation_effective_connectivity = [ - x.effective_connectivity() for x in generated_node_permutations - ] - closest_value = min( - permutation_effective_connectivity, - key=lambda x: abs(x - required_effective_connectivity), - ) - closest_index = permutation_effective_connectivity.index(closest_value) + yield node - generated_node = generated_node_permutations[closest_index] + if found_at_least_one is False: + # if we can't find a single rule within epsilon, let's return the closest possible one. + + if closest_ec_node is None: + closest_ec_node = node + smallest_gap = abs( + node.effective_connectivity() - effective_connectivity + ) + else: + gap = abs( + node.effective_connectivity() - effective_connectivity + ) + if gap < smallest_gap: + closest_ec_node = node + smallest_gap = gap + # else: + # continue + # else: + # continue + + if found_at_least_one is False: + warnings.warn( + f"No node within {epsilon} of {effective_connectivity} (required effective connectivity) found.\nGenerating a node with the closest effective connectivity of {closest_ec_node.effective_connectivity()}" + ) + yield closest_ec_node + + generated_node_permutations = permutations_with_ec( + missing_permutations, + missing_output_indices, + generated_outputs, + effective_connectivity, + epsilon=epsilon, + *args, + **kwargs, + ) + + if verbose: print( - f"Generated the node with the closest possible effective connectivity of {generated_node.effective_connectivity()}." - if verbose - else None + f"Returning a generator of nodes with effective connectivity within {epsilon} of {effective_connectivity}." ) - return generated_node + return generated_node_permutations # returning a generator of BooleanNode objects with close enough effective connectivity. + + def is_within_tolerance(self, effective_connectivity=None, bias=None, epsilon=0.01): + """ + Check if the node's effective connectivity or bias is within the required tolerance. + + Args: + effective_connectivity (float) : The required effective connectivity value. + required_bias (float) : The required bias value. + epsilon (float) : The tolerance value. + + Returns: + (bool) : True if the node's effective connectivity or bias (or both, if both are specified) is within the required tolerance, False otherwise. + + """ + if (effective_connectivity is None) and (bias is None): + raise ValueError( + "Please provide a required effective connectivity value or required bias." + ) + + if effective_connectivity is not None: + if abs(self.effective_connectivity() - effective_connectivity) < epsilon: + result = True + else: + result = False + + if bias is not None: + if abs(self.bias() - bias) < epsilon: + result = True + else: + result = False + + return result diff --git a/tests/test_boolean_node.py b/tests/test_boolean_node.py index 0c22148..01161c7 100644 --- a/tests/test_boolean_node.py +++ b/tests/test_boolean_node.py @@ -910,7 +910,7 @@ def test_generate_with_required_node_bias(): generated_node_permuations = None node = BooleanNode.from_partial_lut(incomplete_automata[automata]) - generated_node_permuations = BooleanNode.generate_with_required_bias( node, required_node_bias=0.5, verbose=True) + generated_node_permuations = BooleanNode.generate_with_required_bias( node, bias=0.5, verbose=True) list_of_output_lists = [node.outputs for node in generated_node_permuations] # print(automata) diff --git a/tutorials/Generating from Partial LUTs.ipynb b/tutorials/Generating from Partial LUTs.ipynb index d10cf51..59c5d7b 100644 --- a/tutorials/Generating from Partial LUTs.ipynb +++ b/tutorials/Generating from Partial LUTs.ipynb @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -265,15 +265,15 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "['0', '0', '1', '1', '0', '0', '0', '0', '0', '1', '0', '0', '1', '1', '0', '0']\n" + "\n", + "['1', '0', '1', '0', '0', '0', '0', '0', '0', '1', '0', '0', '0', '1', '0', '0']\n" ] } ], @@ -302,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -341,23 +341,23 @@ " # print(node.outputs)\n", "\n", " generated_node_permutations = node.generate_with_required_bias(\n", - " required_node_bias=0.5, limit=50, verbose=True\n", + " bias=0.5, limit=50, verbose=True\n", " )\n", " # print(generated_node_permuations[0].outputs, \"\\n\")" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['1', '0', '1', '0', '0', '0', '1', '1']" + "['1', '1', '0', '1', '0', '0', '0', '1']" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -392,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -400,32 +400,60 @@ "output_type": "stream", "text": [ "Partial LUT: ['?', '?', '0', '0', '?', '?', '?', '?', '?', '1', '?', '1', '1', '1', '1', '1']\n", - "Generated the node with the closest possible effective connectivity of 0.484375.\n", - "['0', '0', '0', '0', '0', '1', '1', '0', '1', '1', '1', '1', '1', '1', '1', '1'] \n", + "No. of '?' in output = 8.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.5.\n", + "['0', '0', '0', '0', '0', '0', '1', '1', '0', '1', '0', '1', '1', '1', '1', '1']\n", + "Ec = 0.5.\n", + "True \n", "\n", "Partial LUT: ['0', '0', '0', '0', '?', '?', '?', '?', '?', '1', '?', '1', '1', '1', '?', '1']\n", - "Generated the node with the closest possible effective connectivity of 0.484375.\n", - "['0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '1', '1', '1', '1', '0', '1'] \n", + "No. of '?' in output = 7.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.5.\n", + "['0', '0', '0', '0', '0', '0', '1', '1', '0', '1', '0', '1', '1', '1', '1', '1']\n", + "Ec = 0.5.\n", + "True \n", "\n", "Partial LUT: ['0', '?', '0', '1', '0', '?', '0', '1', '?', '0', '?', '0', '?', '0', '?', '0']\n", - "Generated the node with the closest possible effective connectivity of 0.484375.\n", - "['0', '0', '0', '1', '0', '0', '0', '1', '0', '0', '0', '0', '0', '0', '1', '0'] \n", + "No. of '?' in output = 6.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.5.\n", + "['0', '1', '0', '1', '0', '1', '0', '1', '1', '0', '1', '0', '1', '0', '1', '0']\n", + "Ec = 0.5.\n", + "True \n", "\n", "Partial LUT: ['?', '?', '?', '?', '?', '1', '0', '1', '?', '1', '0', '0', '?', '1', '0', '0']\n", - "Generated the node with the closest possible effective connectivity of 0.484375.\n", - "['1', '1', '1', '0', '1', '1', '0', '1', '1', '1', '0', '0', '1', '1', '0', '0'] \n", + "No. of '?' in output = 7.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.5.\n", + "['0', '0', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '0', '1', '0', '0']\n", + "Ec = 0.5.\n", + "True \n", "\n", "Partial LUT: ['?', '?', '?', '?', '?', '?', '0', '?', '?', '1', '0', '0', '?', '1', '0', '0']\n", - "Generated the node with the closest possible effective connectivity of 0.484375.\n", - "['0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '0', '0', '0', '1', '0', '0'] \n", + "No. of '?' in output = 9.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.5.\n", + "['0', '0', '0', '0', '1', '1', '0', '0', '1', '1', '0', '0', '0', '1', '0', '0']\n", + "Ec = 0.5.\n", + "True \n", "\n", "Partial LUT: ['?', '?', '?', '?', '0', '0', '0', '0', '?', '?', '?', '?', '0', '0', '0', '0']\n", - "Generated the node with the closest possible effective connectivity of 0.484375.\n", - "['0', '0', '0', '1', '0', '0', '0', '0', '1', '0', '0', '1', '0', '0', '0', '0'] \n", + "No. of '?' in output = 8.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.5.\n", + "['0', '0', '0', '1', '0', '0', '0', '0', '1', '0', '0', '0', '0', '0', '0', '0']\n", + "Ec = 0.5.\n", + "True \n", "\n", "Partial LUT: ['?', '?', '?', '?', '1', '1', '1', '1', '?', '?', '?', '?', '1', '1', '1', '1']\n", - "Generated the node with the closest possible effective connectivity of 0.484375.\n", - "['0', '0', '0', '0', '1', '1', '1', '1', '0', '1', '1', '0', '1', '1', '1', '1'] \n", + "No. of '?' in output = 8.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.5.\n", + "['0', '0', '0', '1', '1', '1', '1', '1', '1', '0', '0', '1', '1', '1', '1', '1']\n", + "Ec = 0.5.\n", + "True \n", + "\n", + "Partial LUT: ['?', '?', '?', '?', '?', '?', '?', '?', '?', '?', '?', '?', '?', '?', '?', '?']\n", + "No. of '?' in output = 16.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.5.\n", + "['0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '1', '0', '0', '0']\n", + "Ec = 0.5.\n", + "True \n", "\n" ] } @@ -440,24 +468,25 @@ " [(\"1-01\", \"1\"), (\"1-1-\", \"0\"), (\"0110\", \"0\"), (\"01-1\", \"?\")],\n", " [(\"-1--\", \"0\")],\n", " [(\"-1--\", \"1\")],\n", - " # [(\"-1--\",\"?\")]\n", + " [(\"-1--\",\"?\")]\n", "]\n", "partial_lut = partial_luts[0]\n", "\n", "for partial_lut in partial_luts:\n", " generated_nodes = BooleanNode.from_partial_lut(partial_lut)\n", " print(f\"Partial LUT: {generated_nodes.outputs}\")\n", - " generated_node_permuations = (\n", - " generated_nodes.generate_with_required_effective_connectivity(\n", - " required_effective_connectivity=0.49, verbose=True\n", - " )\n", + " generated_node_permutations = (\n", + " generated_nodes.generate_with_required_effective_connectivity(effective_connectivity=0.5, epsilon = 0.01, verbose=True)\n", " )\n", - " print(generated_node_permuations.outputs, \"\\n\")\n", + " perm = next(generated_node_permutations)\n", + " print(perm.outputs)\n", + " print(f\"Ec = {perm.effective_connectivity()}.\")\n", + " print(perm.is_within_tolerance(effective_connectivity=0.5, epsilon=0.01),\"\\n\")\n", "\n", "\n", "# # Incorporating the above functions into the from_partial_lut() under BooleanNode class\n", "# generated_node = BooleanNode.from_partial_lut(\n", - "# partial_lut, required_effective_connectivity=0.45\n", + "# partial_lut, effective_connectivity=0.45\n", "# )\n", "\n", "# plot_look_up_table(generated_node)\n", @@ -483,6 +512,72 @@ "ValueError: Only one of required_effective_connectvity, required_node_bias and fill_missing_output_randomly can be True. Please set the rest to False.\n", "```" ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "automata = {'GKL': [['###10#0', 0], ['1#10###', 1]],\n", + " 'GP': [['0##1##0', 0],\n", + " ['0##10##', 0],\n", + " ['0#01###', 0],\n", + " ['##10##1', 1],\n", + " ['1##0##1', 1],\n", + " ['###01#1', 1]],\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No. of '?' in output = 72.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.4.\n" + ] + } + ], + "source": [ + "generated_node = BooleanNode.from_partial_lut(automata['GP'])\n", + "effective_connectivity = 0.4\n", + "bias = None\n", + "verbose = True\n", + "epsilon = 0.01\n", + "shuffle = True \n", + "\n", + "\n", + "generated_node_permutations = generated_node.generate_with_required_effective_connectivity(\n", + " effective_connectivity=effective_connectivity,\n", + " bias=bias,\n", + " epsilon=epsilon,\n", + " shuffle=shuffle,\n", + " verbose=verbose,\n", + ")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.3902100162981859\n" + ] + } + ], + "source": [ + "print(next(generated_node_permutations).effective_connectivity())" + ] } ], "metadata": { From 01f7dc1c8198c3e068baccbeec53fc689fe47d7f Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Tue, 2 Jul 2024 16:49:25 -0400 Subject: [PATCH 02/61] made text changes in notebooks --- automata/automata.ipynb | 7 ------- 1 file changed, 7 deletions(-) diff --git a/automata/automata.ipynb b/automata/automata.ipynb index 38cf1ad..a0ff218 100644 --- a/automata/automata.ipynb +++ b/automata/automata.ipynb @@ -2083,13 +2083,6 @@ "source": [ "check_for_duplicates(nodes, iterations=10000)" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## plot automata\n" - ] } ], "metadata": { From 79c26e1dfb88aa1273c173611f120a80bbd66f69 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Tue, 2 Jul 2024 16:49:27 -0400 Subject: [PATCH 03/61] text changes in notebooks --- tutorials/Generating from Partial LUTs.ipynb | 46 ++++++-------------- 1 file changed, 13 insertions(+), 33 deletions(-) diff --git a/tutorials/Generating from Partial LUTs.ipynb b/tutorials/Generating from Partial LUTs.ipynb index 59c5d7b..d2de873 100644 --- a/tutorials/Generating from Partial LUTs.ipynb +++ b/tutorials/Generating from Partial LUTs.ipynb @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -265,15 +265,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "['1', '0', '1', '0', '0', '0', '0', '0', '0', '1', '0', '0', '0', '1', '0', '0']\n" + "\n", + "['1', '1', '1', '0', '0', '0', '0', '0', '0', '1', '0', '0', '0', '1', '0', '0']\n" ] } ], @@ -302,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -348,16 +348,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['1', '1', '0', '1', '0', '0', '0', '1']" + "['0', '0', '1', '1', '0', '0', '1', '1']" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -392,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -493,29 +493,9 @@ "# plot_schemata(generated_node)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Note: \n", - "\n", - "from_partial_lut() will throw an error if there are mutliple kwargs inputted. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "```python\n", - "generated_node = BooleanNode.from_partial_lut(partial_lut, fill_missing_output_randomly= True, required_effective_connectivity=0.7, required_node_bias=0.5)\n", - "\n", - "ValueError: Only one of required_effective_connectvity, required_node_bias and fill_missing_output_randomly can be True. Please set the rest to False.\n", - "```" - ] - }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -531,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -564,14 +544,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.3902100162981859\n" + "0.3915426587301588\n" ] } ], From f6426c5f47f76a8a4a55ce77dfef0deef2990696 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Tue, 2 Jul 2024 17:44:46 -0400 Subject: [PATCH 04/61] modified schema search tools --- automata/automata.ipynb | 128 +++++++++++++++++++++++++------- automata/schema_search_tools.py | 15 ++-- 2 files changed, 108 insertions(+), 35 deletions(-) diff --git a/automata/automata.ipynb b/automata/automata.ipynb index a0ff218..0d88d81 100644 --- a/automata/automata.ipynb +++ b/automata/automata.ipynb @@ -1518,7 +1518,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -1540,7 +1540,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -1918,7 +1918,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -1927,25 +1927,25 @@ "text": [ "GKL: [['###10#0', 0], ['1#10###', 1]]\n", "\n", - "GP: [['0##1##0', 0], ['0##10##', 0], ['0#01###', 0], ['##10##1', 1], ['1##0##1', 1], ['###01#1', 1]]\n", + "GP: [['0#01###', 0], ['0##1##0', 0], ['0##10##', 0], ['1##0##1', 1], ['###01#1', 1], ['##10##1', 1]]\n", "\n", - "GEP_1: [['00#1###', 0], ['0##10##', 0], ['##10##1', 1], ['###0#11', 1]]\n", + "GEP_1: [['00#1###', 0], ['0##10##', 0], ['###0#11', 1], ['##10##1', 1]]\n", "\n", - "GEP_2: [['###1#00', 0], ['##01##0', 0], ['1##01##', 1], ['11#0###', 1]]\n", + "GEP_2: [['##01##0', 0], ['###1#00', 0], ['1##01##', 1], ['11#0###', 1]]\n", "\n", - "Das: [['##01#0#', 0], ['#001###', 0], ['##011#0', 0], ['0#01###', 0], ['###011#', 1], ['#1#01##', 1], ['1#001##', 1], ['###01#1', 1]]\n", + "Das: [['#001###', 0], ['0#01###', 0], ['##01#0#', 0], ['##011#0', 0], ['#1#01##', 1], ['1#001##', 1], ['###01#1', 1], ['###011#', 1]]\n", "\n", - "Davis: [['##0100#', 0], ['#1#100#', 0], ['#1#10#0', 0], ['##110#0', 0], ['###1000', 0], ['#0010#1', 0], ['#110#0#', 1], ['1110###', 1], ['0#1011#', 1], ['1#100##', 1], ['1#10#0#', 1], ['#1101##', 1]]\n", + "Davis: [['#1#10#0', 0], ['##110#0', 0], ['#0010#1', 0], ['##0100#', 0], ['#1#100#', 0], ['###1000', 0], ['1110###', 1], ['0#1011#', 1], ['#1101##', 1], ['1#10#0#', 1], ['1#100##', 1], ['#110#0#', 1]]\n", "\n", - "ABK: [['0##1##0', 0], ['0##10##', 0], ['0#01###', 0], ['##10##1', 1], ['1##0##1', 1], ['###01#1', 1]]\n", + "ABK: [['0#01###', 0], ['0##1##0', 0], ['0##10##', 0], ['1##0##1', 1], ['###01#1', 1], ['##10##1', 1]]\n", "\n", - "DMC: [['#111000', 0], ['#0#1100', 0], ['00#101#', 0], ['0101###', 0], ['00#10#1', 0], ['#0110#1', 0], ['#01101#', 0], ['01#1#00', 0], ['101110#', 0], ['0#010##', 0], ['0#01#1#', 0], ['1011#01', 0], ['0##1100', 0], ['0#01##0', 0], ['#001#00', 0], ['##101#1', 1], ['1#10#11', 1], ['0##01#1', 1], ['11100#0', 1], ['01101##', 1], ['1#0011#', 1], ['###0111', 1], ['11#0#1#', 1], ['11000#1', 1], ['#11011#', 1], ['11001#0', 1], ['1010##1', 1]]\n", + "DMC: [['00#101#', 0], ['0##1100', 0], ['01#1#00', 0], ['#0#1100', 0], ['0#010##', 0], ['#01101#', 0], ['00#10#1', 0], ['#001#00', 0], ['0101###', 0], ['#111000', 0], ['101110#', 0], ['0#01#1#', 0], ['#0110#1', 0], ['0#01##0', 0], ['1011#01', 0], ['1#0011#', 1], ['11001#0', 1], ['0##01#1', 1], ['01101##', 1], ['1#10#11', 1], ['##101#1', 1], ['11000#1', 1], ['1010##1', 1], ['###0111', 1], ['11#0#1#', 1], ['11100#0', 1], ['#11011#', 1]]\n", "\n", - "COE_1: [['#00111#', 0], ['##11010', 0], ['01010##', 0], ['#001001', 0], ['1#110#0', 0], ['#1#1000', 0], ['101100#', 0], ['#0011#0', 0], ['1#11#00', 0], ['##11100', 0], ['01#10#0', 0], ['#1110#0', 0], ['#0#1100', 0], ['0#010#0', 0], ['0##1010', 0], ['0001##0', 0], ['10#1001', 0], ['#111#00', 0], ['0#0100#', 0], ['1#01110', 0], ['1#10#11', 1], ['1##0111', 1], ['1010###', 1], ['##00111', 1], ['#110100', 1], ['1#100##', 1], ['11#00##', 1], ['#1#0#11', 1], ['10#01#1', 1], ['1#10#00', 1], ['##1001#', 1]]\n", + "COE_1: [['0001##0', 0], ['#111#00', 0], ['##11010', 0], ['#0#1100', 0], ['#001001', 0], ['#00111#', 0], ['##11100', 0], ['#0011#0', 0], ['1#110#0', 0], ['1#11#00', 0], ['1#01110', 0], ['10#1001', 0], ['#1110#0', 0], ['0#0100#', 0], ['101100#', 0], ['0##1010', 0], ['#1#1000', 0], ['0#010#0', 0], ['01010##', 0], ['01#10#0', 0], ['10#01#1', 1], ['1##0111', 1], ['#110100', 1], ['##00111', 1], ['1#10#11', 1], ['1010###', 1], ['11#00##', 1], ['#1#0#11', 1], ['##1001#', 1], ['1#10#00', 1], ['1#100##', 1]]\n", "\n", - "COE_2: [['00#1#10', 0], ['01011##', 0], ['###10#0', 0], ['##01#00', 0], ['##0110#', 0], ['001111#', 0], ['#001##0', 0], ['1001#0#', 0], ['0#01##0', 0], ['#110#0#', 1], ['#01001#', 1], ['#0#0011', 1], ['1010###', 1], ['1#101##', 1], ['1##011#', 1], ['11#01##', 1], ['#000101', 1], ['1##01#1', 1], ['10#0#11', 1], ['1#10#0#', 1], ['#1101#0', 1]]\n", + "COE_2: [['01011##', 0], ['##01#00', 0], ['###10#0', 0], ['001111#', 0], ['00#1#10', 0], ['##0110#', 0], ['#001##0', 0], ['1001#0#', 0], ['0#01##0', 0], ['11#01##', 1], ['#01001#', 1], ['#000101', 1], ['1#10#0#', 1], ['1010###', 1], ['#1101#0', 1], ['1##011#', 1], ['1#101##', 1], ['#0#0011', 1], ['1##01#1', 1], ['10#0#11', 1], ['#110#0#', 1]]\n", "\n", - "MM401: [['###1##1', 0], ['##1111#', 0], ['#0000##', 1], ['0##0###', 1]]\n", + "MM401: [['##1111#', 0], ['###1##1', 0], ['#0000##', 1], ['0##0###', 1]]\n", "\n" ] } @@ -1974,7 +1974,7 @@ "metadata": {}, "outputs": [], "source": [ - "incomplete_automata = { # keeping annihilation and generation rules only\n", + "annihilation_generation = { # keeping annihilation and generation rules only\n", " \"GKL\": [[\"###10#0\", 0], [\"1#10###\", 1]],\n", " \"GP\": [\n", " [\"0##1##0\", 0],\n", @@ -1998,7 +1998,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -2021,67 +2021,141 @@ "# print(perm)\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## generating LUTs from annihilation generation rules from given criteria" + ] + }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "????????0?0?????????????0?0?????????????0?0?????????????0?0?????????????0?0?????111111110?0?????????????0?0?????111111110?0?????\n", "6.44e+27 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", - "????????0?0?????????????0?0?????????????0?0?????????????0?0?????????????0?0?????111111110?0?????????????0?0?????111111110?0?????\n" + "No. of '?' in output = 96.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.375.\n" ] } ], "source": [ - "node = BooleanNode.from_partial_lut(incomplete_automata[\"GKL\"])\n", - "nodes = node.generate_with_required_bias(bias=0.5, verbose=True)\n", - "print(concatenate(node.outputs))" + "node = BooleanNode.from_partial_lut(annihilation_generation[\"GKL\"])\n", + "print(concatenate(node.outputs))\n", + "\n", + "\n", + "# from a given bias criterion\n", + "nodes_from_bias = node.generate_with_required_bias(bias=0.5, verbose=True)\n", + "\n", + "# from a given effective connectivity criterion\n", + "nodes_from_ec = node.generate_with_required_effective_connectivity(effective_connectivity=0.375, shuffle = True, verbose=True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## sampling automata rule from a large space of permutations" + "### checking the randomness of the sampling of the space of possible permutations" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[-0.012, -0.0028, 0.0118, -0.0002, -0.0032, -0.0086, 0.0228, -0.0056, -1.0, 0.0052, -1.0, -0.0114, -0.0038, -0.0058, -0.0006, 0.008, 0.0094, 0.0018, 0.0022, -0.017, -0.0032, 0.0124, 0.0006, -0.0094, -1.0, -0.016, -1.0, 0.0168, 0.0136, 0.0098, 0.028, 0.0164, -0.0022, 0.0022, -0.0026, -0.0068, -0.0092, 0.0212, -0.0038, -0.0168, -1.0, -0.0008, -1.0, 0.032, -0.0116, -0.0024, -0.0044, 0.0096, 0.0128, -0.002, 0.005, -0.0038, 0.0132, -0.003, 0.0008, -0.003, -1.0, -0.0114, -1.0, -0.0086, -0.0134, -0.015, -0.0084, -0.0096, -0.0008, 0.0104, 0.008, -0.0018, 0.0012, -0.0126, 0.0042, -0.0032, -1.0, 0.0022, -1.0, 0.0018, 0.0002, -0.0068, 0.0062, 0.0056, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, -1.0, -0.001, -1.0, 0.0012, 0.014, -0.022, -0.0012, 0.0146, 0.012, -0.0178, -0.0132, -0.009, 0.0078, 0.013, -0.0108, 0.0002, -1.0, 0.0058, -1.0, -0.0142, -0.0004, -0.0032, -0.0166, -0.008, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, -1.0, 0.0026, -1.0, 0.0124, -0.0036, 0.0174, -0.0028, -0.009]\n", - "Average absolute changes for generated values:0.25619375.\n" + "6.44e+27 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", + "[0.5048, 0.5044, 0.5037, 0.4952, 0.4971, 0.5043, 0.4968, 0.4985, 0.0, 0.4951, 0.0, 0.5021, 0.4928, 0.5004, 0.505, 0.4957, 0.5025, 0.5038, 0.5067, 0.4939, 0.5095, 0.5037, 0.4931, 0.4937, 0.0, 0.5056, 0.0, 0.495, 0.4945, 0.5027, 0.4984, 0.5015, 0.5039, 0.4925, 0.506, 0.5049, 0.4904, 0.5033, 0.4975, 0.4993, 0.0, 0.493, 0.0, 0.5082, 0.4989, 0.4978, 0.4933, 0.4993, 0.5034, 0.5124, 0.4972, 0.5014, 0.498, 0.5003, 0.5056, 0.5013, 0.0, 0.4976, 0.0, 0.5047, 0.4864, 0.5042, 0.4991, 0.5045, 0.5054, 0.5028, 0.5011, 0.4917, 0.4952, 0.5022, 0.4897, 0.5043, 0.0, 0.5088, 0.0, 0.4958, 0.5048, 0.4986, 0.4932, 0.5001, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.4948, 0.0, 0.5058, 0.4962, 0.5035, 0.5052, 0.4964, 0.5015, 0.5043, 0.4945, 0.5023, 0.4964, 0.498, 0.5036, 0.4957, 0.0, 0.502, 0.0, 0.498, 0.5046, 0.5029, 0.4941, 0.506, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.4995, 0.0, 0.5044, 0.4928, 0.5051, 0.4926, 0.5012]\n", + "Total average probability for generated values for rows without fixed values: 0.5.\n" ] } ], "source": [ - "check_spread_randomness(nodes, iterations=10000)" + "'''\n", + "How to interpret the results for check_spread_randomness():\n", + " - If the values are close to 0.5, then the rules are spread randomly.\n", + " - If the values are close to 1 or 0, then the rules are not spread randomly.\n", + " - Numbers that are 1 or 0 are fixed values.\n", + "\n", + "This function tallies the number of 1s and 0s for each row of the generated LUT across all the generated LUTs and returns the normalized average for the output of each row. \n", + "Values closer to 0.5 are equally likely to be 0 or 1. \n", + "'''\n", + "nodes_from_bias = node.generate_with_required_bias(bias=0.5, verbose=True)\n", + "\n", + "check_spread_randomness(nodes_from_bias, iterations=10000)" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "6.44e+27 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", "Total rules generated:10000\n", "Unique rules generated:10000\n" ] } ], "source": [ - "check_for_duplicates(nodes, iterations=10000)" + "nodes_from_bias = node.generate_with_required_bias(bias=0.5, verbose=True)\n", + "\n", + "check_for_duplicates(nodes_from_bias, iterations=10000)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No. of '?' in output = 96.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.375.\n", + "[0.035, 0.04, 0.0425, 0.0475, 0.0575, 0.045, 0.0625, 0.045, 0.0, 0.0225, 0.0, 0.0275, 0.0225, 0.045, 0.0225, 0.0275, 0.0525, 0.0675, 0.0675, 0.04, 0.0525, 0.055, 0.0675, 0.0675, 0.0, 0.035, 0.0, 0.03, 0.04, 0.045, 0.035, 0.045, 0.0525, 0.0475, 0.05, 0.05, 0.0425, 0.0275, 0.065, 0.0375, 0.0, 0.0275, 0.0, 0.0375, 0.03, 0.0575, 0.025, 0.0425, 0.0575, 0.0675, 0.0425, 0.0475, 0.065, 0.055, 0.065, 0.04, 0.0, 0.055, 0.0, 0.0275, 0.0425, 0.0425, 0.0375, 0.055, 0.055, 0.035, 0.065, 0.0375, 0.0575, 0.065, 0.0625, 0.0525, 0.0, 0.0475, 0.0, 0.04, 0.04, 0.05, 0.0375, 0.055, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0625, 0.0, 0.055, 0.07, 0.0825, 0.055, 0.05, 0.055, 0.0675, 0.0575, 0.04, 0.035, 0.0375, 0.0525, 0.06, 0.0, 0.0525, 0.0, 0.025, 0.05, 0.0525, 0.0525, 0.05, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.065, 0.0, 0.045, 0.0675, 0.0425, 0.0875, 0.05]\n", + "Total average probability for generated values for rows without fixed values: 0.048489583333333336.\n" + ] + } + ], + "source": [ + "nodes_from_ec = node.generate_with_required_effective_connectivity(effective_connectivity=0.375, shuffle = True, verbose=True)\n", + "\n", + "check_spread_randomness(nodes_from_ec, iterations=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No. of '?' in output = 96.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.375.\n", + "Total rules generated:200\n", + "Unique rules generated:200\n" + ] + } + ], + "source": [ + "nodes_from_ec = node.generate_with_required_effective_connectivity(effective_connectivity=0.375, shuffle = True, verbose=True)\n", + "\n", + "check_for_duplicates(nodes_from_ec, iterations=200)" ] } ], diff --git a/automata/schema_search_tools.py b/automata/schema_search_tools.py index 71b7c50..42895c3 100644 --- a/automata/schema_search_tools.py +++ b/automata/schema_search_tools.py @@ -33,9 +33,9 @@ def check_spread_randomness(nodes, iterations=10000): List of counts. How to interpret the results: - - If the values are close to 0, then the rules are spread randomly. - - If the values are close to 1, then the rules are not spread randomly. - - Numbers that are abs(1) are fixed values. + - If the values are close to 0.5, then the rules are spread randomly. + - If the values are close to 1 or 0, then the rules are not spread randomly. + - Numbers that are 1 or 0 are fixed values. Example: check_spread_randomness(nodes, iterations=10000) @@ -51,17 +51,16 @@ def check_spread_randomness(nodes, iterations=10000): count = [0] * 128 for rule in rules: for index, letter in enumerate(rule): - if letter == "0": - count[index] -= 1 - else: + if letter == "1": count[index] += 1 + mean_count = [item / iterations for item in count] print(mean_count) # normalized count of 1s and 0s for each index - filtered_count = [abs(num) for num in mean_count if abs(num) != iterations] + filtered_count = [num for num in mean_count if 0 < num < 1] average = sum(filtered_count) / len(filtered_count) print( - f"Average absolute changes for generated values:{average}." + f"Total average probability for generated values for rows without fixed values: {average}." ) # average of the absolute value of the normalized count of 1s and 0s for each index # return count From ee6560ef607b0c16ac42bff30039433e0a0fd45a Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Tue, 2 Jul 2024 18:17:33 -0400 Subject: [PATCH 05/61] added fill_clashes option in fill_out_lut and from_partial_lut --- cana/boolean_node.py | 7 ++- cana/utils.py | 11 ++-- tutorials/Generating from Partial LUTs.ipynb | 57 +++++++++++++++----- 3 files changed, 53 insertions(+), 22 deletions(-) diff --git a/cana/boolean_node.py b/cana/boolean_node.py index cb53142..2ba351e 100644 --- a/cana/boolean_node.py +++ b/cana/boolean_node.py @@ -953,6 +953,7 @@ def input_signs(self): def from_partial_lut( partial_lut, fill_missing_output_randomly=False, + fill_clashes=False, verbose=False, *args, **kwargs, @@ -965,6 +966,7 @@ def from_partial_lut( Args: partial_lut (list) : A partial look-up table of the node. fill_missing_output_randomly (bool) : If True, missing output values are filled with random 0 or 1. If False, missing output values are filled with '?'. + fill_clashes (bool) : If True, fill the clashing output values with the first value in the list. If False, raise an error. verbose (bool) : If True, print additional information. Returns: @@ -981,7 +983,9 @@ def from_partial_lut( """ - generated_lut = fill_out_lut(partial_lut, verbose=False) + generated_lut = fill_out_lut( + partial_lut, fill_clashes=fill_clashes, verbose=False + ) output_list = [x[1] for x in generated_lut] generated_node = BooleanNode.from_output_list(output_list, *args, **kwargs) @@ -1175,7 +1179,6 @@ def generate_with_required_effective_connectivity( Note: The required effective connectivity should be a float value between 0 and 1. - # TODO : [SRI] to cover the entire space of permutations evenly, what if i fill each node randomly and calculate the effective connectivity . then add them to a list of all nodes with sufficiently close effective connectivity? This option will only be activated if the calculated permutation space goes beyond a predecided threshold. """ if effective_connectivity is None: diff --git a/cana/utils.py b/cana/utils.py index 79fa0de..1a08dfa 100644 --- a/cana/utils.py +++ b/cana/utils.py @@ -329,7 +329,7 @@ def input_monotone(outputs, input_idx, activation=1): return all(monotone_configs) -def fill_out_lut(partial_lut, verbose=False): +def fill_out_lut(partial_lut, fill_clashes=False, verbose=False): """ Fill out a partial LUT with missing entries. @@ -337,9 +337,6 @@ def fill_out_lut(partial_lut, verbose=False): partial_lut (list) : A list of tuples where each tuple is a pair of a binary string and a value. fill_missing_output (bool) : If True, missing output values are filled with random 0 or 1. If False, missing output values are filled with '?'. - - - Returns: (list) : A list of tuples where each tuple is a pair of a binary string and a value. @@ -348,7 +345,6 @@ def fill_out_lut(partial_lut, verbose=False): [('00', 0), ('01', 0), ('10', 1), ('11', 1)] # TODO: [SRI] generate LUT from two symbol schemata, with a specified ratio of wildcard symbols - # TODO: [SRI] use examples COSA rule, GKL rule where you fill up LUT based on the annihilation inputs and see if it matches with the rules plus bias. """ # Check if all the input entries of the partial LUT are of the same length. @@ -389,7 +385,10 @@ def fill_out_lut(partial_lut, verbose=False): for perm in output_list_permutations: if perm in all_states and all_states[perm] != entry[1]: print("Clashing output values for entry:", perm) - all_states[perm] = "!" + if fill_clashes is False: + all_states[perm] = "!" + else: + all_states[perm] = entry[1] else: all_states[perm] = entry[1] diff --git a/tutorials/Generating from Partial LUTs.ipynb b/tutorials/Generating from Partial LUTs.ipynb index d2de873..440fc3c 100644 --- a/tutorials/Generating from Partial LUTs.ipynb +++ b/tutorials/Generating from Partial LUTs.ipynb @@ -158,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -182,7 +182,7 @@ " ('1111', '0')]" ] }, - "execution_count": 3, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -197,7 +197,7 @@ " [(\"0--0\", \"0\"), (\"1--1\", \"0\"), (\"0111\", \"1\"), (\"0011\", \"1\")],\n", " [(\"1---\", \"0\")],\n", "]\n", - "generated_lut = fill_out_lut(partial_luts[3])\n", + "generated_lut = fill_out_lut(partial_luts[3], fill_clashes=True)\n", "generated_lut" ] }, @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -223,7 +223,7 @@ "['0', '0', '0', '0', '?', '?', '?', '?', '?', '1', '?', '1', '1', '1', '?', '1']\n", "Clashing output values for entry: 101\n", "Clashing output values for entry: 011\n", - "['?', '?', '1', '!', '1', '!', '1', '1']\n", + "['?', '?', '1', '1', '1', '1', '1', '1']\n", "['0', '?', '0', '1', '0', '?', '0', '1', '?', '0', '?', '0', '?', '0', '?', '0']\n", "['?', '?', '?', '?', '?', '1', '0', '1', '?', '1', '0', '0', '?', '1', '0', '0']\n", "['?', '?', '?', '?', '?', '?', '0', '?', '?', '1', '0', '0', '?', '1', '0', '0']\n", @@ -249,7 +249,7 @@ "\n", "# using the from_partial_lut function found in BooleanNode class\n", "for partial_lut in partial_luts:\n", - " generated_node = BooleanNode.from_partial_lut(partial_lut)\n", + " generated_node = BooleanNode.from_partial_lut(partial_lut, fill_clashes=True)\n", " # print(generated_node)\n", " print(generated_node.outputs)\n", " # plot_look_up_table(generated_node)\n", @@ -272,8 +272,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n", - "['1', '1', '1', '0', '0', '0', '0', '0', '0', '1', '0', '0', '0', '1', '0', '0']\n" + "\n", + "['0', '1', '0', '0', '0', '0', '0', '0', '0', '1', '0', '0', '1', '1', '0', '0']\n" ] } ], @@ -311,6 +311,9 @@ "text": [ "2.80e+01 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", "3.50e+01 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", + "Clashing output values for entry: 101\n", + "Clashing output values for entry: 011\n", + "1.00e+00 possible permutation(s) with a bias of 0.75. This is the closest achievable bias to the required bias of 0.5.\n", "1.00e+00 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", "3.50e+01 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", "8.40e+01 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", @@ -318,13 +321,21 @@ "4.95e+02 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", "7.00e+01 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/data/siyer/CANA/cana/boolean_node.py:1075: UserWarning: Required Node Bias is lower than the minimum achievable bias (0.75) of the node. Generating with the minimum achievable bias.\n", + " warnings.warn(\n" + ] } ], "source": [ "partial_luts = [\n", " [(\"001-\", \"0\"), (\"1--1\", \"1\"), (\"11--\", \"1\")],\n", " [(\"00--\", \"0\"), (\"1--1\", \"1\"), (\"110-\", \"1\")],\n", - " # [(\"1--\", \"1\"), (\"101\", \"0\"), (\"011\", \"0\"), (\"01-\", \"1\")], # will have clashes\n", + " [(\"1--\", \"1\"), (\"101\", \"0\"), (\"011\", \"0\"), (\"01-\", \"1\")], # will have clashes\n", " [(\"0--0\", \"0\"), (\"1--1\", \"0\"), (\"0111\", \"1\"), (\"0011\", \"1\")],\n", " [(\"1-01\", \"1\"), (\"1-1-\", \"0\"), (\"0110\", \"0\"), (\"01-1\", \"1\")],\n", " [(\"1-01\", \"1\"), (\"1-1-\", \"0\"), (\"0110\", \"0\"), (\"01-1\", \"?\")],\n", @@ -337,7 +348,7 @@ "for lut in partial_luts:\n", " node = None\n", " # generated_node_permutations = None\n", - " node = BooleanNode.from_partial_lut(lut)\n", + " node = BooleanNode.from_partial_lut(lut, fill_clashes=True)\n", " # print(node.outputs)\n", "\n", " generated_node_permutations = node.generate_with_required_bias(\n", @@ -354,7 +365,7 @@ { "data": { "text/plain": [ - "['0', '0', '1', '1', '0', '0', '1', '1']" + "['0', '1', '1', '1', '0', '0', '0', '1']" ] }, "execution_count": 7, @@ -413,6 +424,15 @@ "Ec = 0.5.\n", "True \n", "\n", + "Clashing output values for entry: 101\n", + "Clashing output values for entry: 011\n", + "Partial LUT: ['?', '?', '1', '1', '1', '1', '1', '1']\n", + "No. of '?' in output = 2.\n", + "Returning a generator of nodes with effective connectivity within 0.01 of 0.5.\n", + "['0', '0', '1', '1', '1', '1', '1', '1']\n", + "Ec = 0.4166666666666667.\n", + "False \n", + "\n", "Partial LUT: ['0', '?', '0', '1', '0', '?', '0', '1', '?', '0', '?', '0', '?', '0', '?', '0']\n", "No. of '?' in output = 6.\n", "Returning a generator of nodes with effective connectivity within 0.01 of 0.5.\n", @@ -456,13 +476,22 @@ "True \n", "\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/data/siyer/CANA/cana/boolean_node.py:1266: UserWarning: No node within 0.01 of 0.5 (required effective connectivity) found.\n", + "Generating a node with the closest effective connectivity of 0.4166666666666667\n", + " warnings.warn(\n" + ] } ], "source": [ "partial_luts = [\n", " [(\"001-\", \"0\"), (\"1--1\", \"1\"), (\"11--\", \"1\")],\n", " [(\"00--\", \"0\"), (\"1--1\", \"1\"), (\"110-\", \"1\")],\n", - " # [(\"1--\", \"1\"), (\"101\", \"0\"), (\"011\", \"0\"), (\"01-\", \"1\")], # will have clashes\n", + " [(\"1--\", \"1\"), (\"101\", \"0\"), (\"011\", \"0\"), (\"01-\", \"1\")], # will have clashes\n", " [(\"0--0\", \"0\"), (\"1--1\", \"0\"), (\"0111\", \"1\"), (\"0011\", \"1\")],\n", " [(\"1-01\", \"1\"), (\"1-1-\", \"0\"), (\"0110\", \"0\"), (\"01-1\", \"1\")],\n", " [(\"1-01\", \"1\"), (\"1-1-\", \"0\"), (\"0110\", \"0\"), (\"01-1\", \"?\")],\n", @@ -473,7 +502,7 @@ "partial_lut = partial_luts[0]\n", "\n", "for partial_lut in partial_luts:\n", - " generated_nodes = BooleanNode.from_partial_lut(partial_lut)\n", + " generated_nodes = BooleanNode.from_partial_lut(partial_lut, fill_clashes=True)\n", " print(f\"Partial LUT: {generated_nodes.outputs}\")\n", " generated_node_permutations = (\n", " generated_nodes.generate_with_required_effective_connectivity(effective_connectivity=0.5, epsilon = 0.01, verbose=True)\n", @@ -551,7 +580,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.3915426587301588\n" + "0.393945272237683\n" ] } ], From 3dca5e2929dc0fb2315b11e637296d05b6643a65 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Wed, 10 Jul 2024 13:49:14 -0400 Subject: [PATCH 06/61] added annihilation generation rules --- .../CA Rule Numbers with 149 Lattice.ipynb | 3281 +---------------- 1 file changed, 37 insertions(+), 3244 deletions(-) diff --git a/automata/CA Rule Numbers with 149 Lattice.ipynb b/automata/CA Rule Numbers with 149 Lattice.ipynb index ca88e32..d8ae930 100644 --- a/automata/CA Rule Numbers with 149 Lattice.ipynb +++ b/automata/CA Rule Numbers with 149 Lattice.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -20,220 +20,42 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "MM401 Rule\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "GKL Rule\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "GP Rule\n" + "339176397627785627440155576446369158152\n" ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ "\n", - "cellular_automaton = cpl.init_random(149)\n", - "\n", - "noise_prob = 0.00\n", - "\n", - "gkl_rule_number = 493275728351097185153566218236460895 \n", - "gp_rule_number = 6647864381429528876515014584928523775\n", - "gep_1_rule_number = 22598599938439660964756895944266438143\n", - "gep_2_rule_number = 441354661229560436815860362649141111\n", - "davis_rule_number = 244106326293841510796857170733301535\n", - "das_rule_number = 9304758155185428497243733980536180735\n", - "mm401_rule_number = 339841014795010104073313096675879420072\n", - "\n", - "rule_number = mm401_rule_number\n", - "\n", - "def function_noise(n, c, t):\n", - " n_to_use = n.copy()\n", - " for i,x in enumerate(n_to_use):\n", - " if np.random.random() < noise_prob:\n", - " n_to_use[i] = 1-x\n", - " return cpl.binary_rule(n_to_use, rule_number)\n", - "\n", - "\n", - "def function_gkl(n, c, t):\n", - " n_to_use = n.copy()\n", - " for i,x in enumerate(n_to_use):\n", - " if np.random.random() < noise_prob:\n", - " n_to_use[i] = 1-x\n", - " return cpl.binary_rule(n_to_use, gkl_rule_number)\n", - "\n", - "def function_gp(n, c, t):\n", - " n_to_use = n.copy()\n", - " for i,x in enumerate(n_to_use):\n", - " if np.random.random() < noise_prob:\n", - " n_to_use[i] = 1-x\n", - " return cpl.binary_rule(n_to_use, gp_rule_number)\n", - "\n", - "def function_gep_1(n, c, t):\n", - " n_to_use = n.copy()\n", - " for i,x in enumerate(n_to_use):\n", - " if np.random.random() < noise_prob:\n", - " n_to_use[i] = 1-x\n", - " return cpl.binary_rule(n_to_use, gep_1_rule_number)\n", - "\n", - "def function_gep_2(n, c, t):\n", - " n_to_use = n.copy()\n", - " for i,x in enumerate(n_to_use):\n", - " if np.random.random() < noise_prob:\n", - " n_to_use[i] = 1-x\n", - " return cpl.binary_rule(n_to_use, gep_2_rule_number)\n", - "\n", - "def function_davis(n, c, t):\n", - " n_to_use = n.copy()\n", - " for i,x in enumerate(n_to_use):\n", - " if np.random.random() < noise_prob:\n", - " n_to_use[i] = 1-x\n", - " return cpl.binary_rule(n_to_use, davis_rule_number)\n", - "\n", - "def function_das(n, c, t):\n", - " n_to_use = n.copy()\n", - " for i,x in enumerate(n_to_use):\n", - " if np.random.random() < noise_prob:\n", - " n_to_use[i] = 1-x\n", - " return cpl.binary_rule(n_to_use, das_rule_number)\n", - "\n", - "def function_mm401(n, c, t):\n", - " n_to_use = n.copy()\n", - " for i,x in enumerate(n_to_use):\n", - " if np.random.random() < noise_prob:\n", - " n_to_use[i] = 1-x\n", - " return cpl.binary_rule(n_to_use, mm401_rule_number)\n", - "\n", - "# evolve the CA, setting r to 3, for a neighbourhood size of 7\n", - "cellular_automaton_mm401 = cpl.evolve(cellular_automaton, timesteps=100, apply_rule=function_mm401, r=3)\n", - "\n", - "cellular_automaton_gkl = cpl.evolve(cellular_automaton, timesteps=100,\n", - " apply_rule=function_gkl, r=3)\n", - "\n", - "cellular_automaton_gp = cpl.evolve(cellular_automaton, timesteps=100,\n", - " apply_rule=function_gp, r=3)\n", + "rule_numbers = {\n", + " \"GKL\": 493275728351097185153566218236460895,\n", + " \"GP\": 6647864381429528876515014584928523775,\n", + " \"GEP_1\": 22598599938439660964756895944266438143,\n", + " \"GEP_2\": 441354661229560436815860362649141111,\n", + " \"DAVIS\": 244106326293841510796857170733301535,\n", + " \"DAS\": 9304758155185428497243733980536180735,\n", + " \"MM401\": 339841014795010104073313096675879420072,\n", + " \"TEMP\" : 1\n", + "}\n", "\n", - "# cellular_automaton_gep_1 = cpl.evolve(cellular_automaton, timesteps=149,\n", - "# apply_rule=function_gep_1, r=3)\n", "\n", - "# cellular_automaton_gep_2 = cpl.evolve(cellular_automaton, timesteps=149,\n", - "# apply_rule=function_gep_2, r=3)\n", "\n", - "# cellular_automaton_davis = cpl.evolve(cellular_automaton, timesteps=149,\n", - "# apply_rule=function_davis, r=3)\n", - "\n", - "# cellular_automaton_das = cpl.evolve(cellular_automaton, timesteps=149,\n", - "# apply_rule=function_das, r=3)\n", - "automaton = {}\n", - "automaton['MM401'] = cpl.evolve(cellular_automaton, timesteps=100,apply_rule= function_noise, r=3)\n", - "print('MM401 Rule')\n", - "plt.figure(figsize=(10, 10))\n", - "cpl.plot(automaton['MM401'])\n", - "\n", - "plt.figure(figsize=(10, 10))\n", - "cpl.plot(cellular_automaton_mm401)\n", - "\n", - "print('GKL Rule')\n", - "plt.figure(figsize=(10, 10)) \n", - "cpl.plot(cellular_automaton_gkl)\n", - "\n", - "print('GP Rule')\n", - "plt.figure(figsize=(10, 10)) \n", - "cpl.plot(cellular_automaton_gp)\n", - "\n", - "# print('GEP 1 Rule')\n", - "# plt.figure(figsize=(10, 10)) \n", - "# cpl.plot(cellular_automaton_gep_1)\n", - "\n", - "# print('GEP 2 Rule')\n", - "# plt.figure(figsize=(10, 10)) \n", - "# cpl.plot(cellular_automaton_gep_2)\n", - "\n", - "# print('Davis Rule')\n", - "# plt.figure(figsize=(10, 10)) \n", - "# cpl.plot(cellular_automaton_davis)\n", - "\n", - "# print('Das Rule')\n", - "# plt.figure(figsize=(10, 10)) \n", - "# cpl.plot(cellular_automaton_das)" + "bin = '11111111001010101111111110000000111111110000000011111111100000001111111110001010111111111000100001000100000000000101010000001000'\n", + "print(int(bin, 2))\n", + "rule_numbers[\"TEMP\"] = int(bin, 2)\n" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "GKL Rule\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "name": "stdout", "output_type": "stream", @@ -243,9 +65,9 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -253,3057 +75,28 @@ } ], "source": [ - "print('GKL Rule')\n", - "plt.figure(figsize=(10, 10)) \n", - "cpl.plot(cellular_automaton_gkl)\n", - "\n", - "print('GP Rule')\n", - "plt.figure(figsize=(10, 10)) \n", - "cpl.plot(cellular_automaton_gp)\n", - "\n", - "# print('GEP 1 Rule')\n", - "# plt.figure(figsize=(10, 10)) \n", - "# cpl.plot(cellular_automaton_gep_1)\n", - "\n", - "# print('GEP 2 Rule')\n", - "# plt.figure(figsize=(10, 10)) \n", - "# cpl.plot(cellular_automaton_gep_2)\n", - "\n", - "# print('Davis Rule')\n", - "# plt.figure(figsize=(10, 10)) \n", - "# cpl.plot(cellular_automaton_davis)\n", - "\n", - "# print('Das Rule')\n", - "# plt.figure(figsize=(10, 10)) \n", - "# cpl.plot(cellular_automaton_das)\n", - "\n", - "# plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Lattice Sizes - [149, 549, 999]
\n", - "Number of Noise Levels - [0.01, 0.02, 0.03, 0.04, 0.05]
\n", - "Number of Iterations - [1, 50,000, 100,000]
\n", - "Rules - [GKL, GP, GEP 1, GEP 2, Davis, Das]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GKL Rule - 0.01 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\n", - "1\n", - "2\n", - "3\n", - "4\n", - "5\n", - "6\n", - "7\n", - "8\n", - "9\n", - "10\n", - "11\n", - "12\n", - "13\n", - "14\n", - "15\n", - "16\n", - "17\n", - "18\n", - "19\n", - "20\n", - "21\n", - "22\n", - "23\n", - "24\n", - "25\n", - "26\n", - "27\n", - "28\n", - "29\n", - "30\n", - "31\n", - "32\n", - "33\n", - "34\n", - "35\n", - "36\n", - "37\n", - "38\n", - "39\n", - "40\n", - "41\n", - "42\n", - "43\n", - "44\n", - "45\n", - "46\n", - "47\n", - "48\n", - "49\n", - "50\n", - "51\n", - "52\n", - "53\n", - "54\n", - "55\n", - "56\n", - "57\n", - "58\n", - "59\n", - "60\n", - "61\n", - "62\n", - "63\n", - "64\n", - "65\n", - "66\n", - "67\n", - "68\n", - "69\n", - "70\n", - "71\n", - "72\n", - "73\n", - "74\n", - "75\n", - "76\n", - "77\n", - "78\n", - "79\n", - "80\n", - "81\n", - "82\n", - "83\n", - "84\n", - "85\n", - "86\n", - "87\n", - "88\n", - "89\n", - "90\n", - "91\n", - "92\n", - "93\n", - "94\n", - "95\n", - "96\n", - "97\n", - "98\n", - "99\n", - "100\n", - "101\n", - "102\n", - "103\n", - "104\n", - "105\n", - "106\n", - "107\n", - "108\n", - "109\n", - "110\n", - "111\n", - "112\n", - "113\n", - "114\n", - "115\n", - "116\n", - "117\n", - "118\n", - "119\n", - "120\n", - "121\n", - "122\n", - "123\n", - "124\n", - "125\n", - "126\n", - "127\n", - "128\n", - "129\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.01\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gkl, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GKL Rule on the density classification task of noise level 0.01 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GKL Rule - 0.02 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.02\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gkl, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GKL Rule on the density classification task of noise level 0.02 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GKL Rule - 0.03 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.03\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gkl, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GKL Rule on the density classification task of noise level 0.03 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GKL Rule - 0.04 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.04\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gkl, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GKL Rule on the density classification task of noise level 0.04 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GKL Rule - 0.05 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.05\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gkl, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", + "cellular_automaton = cpl.init_random(149)\n", + "noise_prob = 0.0\n", "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", + "automaton = {}\n", + "item = \"GP\"\n", + "rule_number = rule_numbers[item]\n", "\n", - "print('Accuracy of GKL Rule on the density classification task of noise level 0.05 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GKL Rule - 0.01 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.01\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gkl, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GKL Rule on the density classification task of noise level 0.01 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GKL Rule - 0.02 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.02\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gkl, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GKL Rule on the density classification task of noise level 0.02 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GKL Rule - 0.03 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.03\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gkl, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GKL Rule on the density classification task of noise level 0.03 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GKL Rule - 0.04 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.04\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gkl, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GKL Rule on the density classification task of noise level 0.04 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GKL Rule - 0.05 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.05\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gkl, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GKL Rule on the density classification task of noise level 0.05 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GP Rule - 0.01 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.01\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gp, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GP Rule on the density classification task of noise level 0.01 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GP Rule - 0.02 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.02\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gp, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GP Rule on the density classification task of noise level 0.02 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GP Rule - 0.03 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.03\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gp, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GP Rule on the density classification task of noise level 0.03 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GP Rule - 0.04 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.04\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gp, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GP Rule on the density classification task of noise level 0.04 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GP Rule - 0.05 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.05\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gp, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GP Rule on the density classification task of noise level 0.05 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GP Rule - 0.01 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.01\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gp, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GP Rule on the density classification task of noise level 0.01 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GP Rule - 0.02 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.02\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gp, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GP Rule on the density classification task of noise level 0.02 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GP Rule - 0.03 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.03\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gp, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GP Rule on the density classification task of noise level 0.03 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GP Rule - 0.04 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.04\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gp, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GP Rule on the density classification task of noise level 0.04 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GP Rule - 0.05 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.05\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gp, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GP Rule on the density classification task of noise level 0.05 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 1 Rule - 0.01 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.01\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_1, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.01 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 1 Rule - 0.02 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.02\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_1, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.02 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 1 Rule - 0.03 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.03\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_1, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.03 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 1 Rule - 0.04 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.04\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_1, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.04 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 1 Rule - 0.05 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.05\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_1, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.05 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 1 Rule - 0.01 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.01\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_1, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.01 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 1 Rule - 0.02 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.02\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_1, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.02 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 1 Rule - 0.03 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.03\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_1, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.03 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 1 Rule - 0.04 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.04\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_1, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.04 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 1 Rule - 0.05 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.05\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_1, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 1 Rule on the density classification task of noise level 0.05 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 2 Rule - 0.01 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.01\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_2, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.01 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 2 Rule - 0.02 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.02\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_2, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.02 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 2 Rule - 0.03 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.03\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_2, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.03 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 2 Rule - 0.04 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.04\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_2, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.04 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 2 Rule - 0.05 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.05\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_2, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.05 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 2 Rule - 0.01 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.01\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_2, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.01 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 2 Rule - 0.02 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.02\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_2, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.02 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 2 Rule - 0.03 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.03\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_2, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.03 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 2 Rule - 0.04 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.04\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_2, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.04 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "GEP 2 Rule - 0.05 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.05\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_gep_2, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of GEP 2 Rule on the density classification task of noise level 0.05 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Davis Rule - 0.01 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.01\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_davis, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Davis Rule on the density classification task of noise level 0.01 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Davis Rule - 0.02 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.02\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_davis, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Davis Rule on the density classification task of noise level 0.02 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Davis Rule - 0.03 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.03\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_davis, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Davis Rule on the density classification task of noise level 0.03 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Davis Rule - 0.04 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.04\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_davis, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Davis Rule on the density classification task of noise level 0.04 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Davis Rule - 0.05 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.05\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_davis, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Davis Rule on the density classification task of noise level 0.05 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Davis Rule - 0.01 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.01\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_davis, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Davis Rule on the density classification task of noise level 0.01 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Davis Rule - 0.02 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.02\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,apply_rule=function_davis, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Davis Rule on the density classification task of noise level 0.02 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Davis Rule - 0.03 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.03\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_davis, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Davis Rule on the density classification task of noise level 0.03 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Davis Rule - 0.04 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.04\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_davis, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Davis Rule on the density classification task of noise level 0.04 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Davis Rule - 0.05 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.05\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_davis ,r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Davis Rule on the density classification task of noise level 0.05 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Rule - 0.01 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.01\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_das, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Das Rule on the density classification task of noise level 0.01 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Rule - 0.02 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.02\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_das, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Das Rule on the density classification task of noise level 0.02 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Rule - 0.03 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.03\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_das, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Das Rule on the density classification task of noise level 0.03 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Rule - 0.04 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.04\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_das, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Das Rule on the density classification task of noise level 0.04 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Rule - 0.05 Noise, 50,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.05\n", - "\n", - "DC = []\n", - "no_of_iterations = 50000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_das ,r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Das Rule on the density classification task of noise level 0.05 and for 50,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Rule - 0.01 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.01\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_das ,r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Das Rule on the density classification task of noise level 0.01 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Rule - 0.02 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.02\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_das, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Das Rule on the density classification task of noise level 0.02 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Rule - 0.03 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.03\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_das, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Das Rule on the density classification task of noise level 0.03 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Rule - 0.04 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.04\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_das ,r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", - "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", - "\n", - "print('Accuracy of Das Rule on the density classification task of noise level 0.04 and for 100,000 iterations', count/len(DC))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Rule - 0.05 Noise, 100,000 Iterations, 149 Lattice" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import cellpylib as cpl\n", - "\n", - "FINAL_INDEX = []\n", - "INITIAL_INDEX = []\n", - "\n", - "np.random.seed(4)\n", - "\n", - "noise_prob = 0.05\n", - "\n", - "DC = []\n", - "no_of_iterations = 100000\n", - "for i in range(no_of_iterations):\n", - " print(i)\n", - " cellular_automaton = cpl.init_random(149)\n", - " IC_MAJOR = sum(cellular_automaton[0])\n", - " cellular_automaton = cpl.evolve(cellular_automaton, timesteps=149,\n", - " apply_rule=function_das, r=3)\n", - " FINAL = sum(cellular_automaton[-1])\n", - " if IC_MAJOR < 74 and FINAL == 0:\n", - " dc = True\n", - " elif IC_MAJOR >= 74 and FINAL == 149:\n", - " dc = True\n", - " else:\n", - " dc = False\n", - " DC.append(dc)\n", + "def function_noise(n, c, t):\n", + " n_to_use = n.copy()\n", + " for i,x in enumerate(n_to_use):\n", + " if np.random.random() < noise_prob:\n", + " n_to_use[i] = 1-x\n", + " return cpl.binary_rule(n_to_use, rule_number)\n", "\n", - "count = 0\n", - "for value in DC:\n", - " if value:\n", - " count += 1\n", "\n", - "print('Accuracy of Das Rule on the density classification task of noise level 0.05 and for 100,000 iterations', count/len(DC))" + "automaton[item] = cpl.evolve(\n", + " cellular_automaton, timesteps=200, apply_rule=function_noise, r=3\n", + ")\n", + "print(f\"{item} Rule\")\n", + "plt.figure(figsize=(10, 5))\n", + "cpl.plot(automaton[item])\n", + "\n" ] } ], From bce24685c0d1e69739ac0d17d992f341ed09bc0e Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Wed, 10 Jul 2024 13:50:05 -0400 Subject: [PATCH 07/61] added annihilation generation rules --- automata/automata_rules.py | 362 ++++++++----------------------------- 1 file changed, 75 insertions(+), 287 deletions(-) diff --git a/automata/automata_rules.py b/automata/automata_rules.py index 79471b1..1dd9ef0 100644 --- a/automata/automata_rules.py +++ b/automata/automata_rules.py @@ -428,347 +428,135 @@ } # annihilation and generation rules in automata -incomplete_automata = { # keeping annihilation and generation rules only - "GKL": [ - # ["0##0###", 0], - # ["##0#0#0", 0], - ["###10#0", 0], - # ["##00###", 0], - # ["0###0#0", 0], - # ["1#1###1", 1], - ["1#10###", 1], - # ["###11##", 1], - # ["1#1#1##", 1], - # ["###1##1", 1], - ], - "GP": [ # so far the only case where a rule with a wildcard in the centre isn't redundant for annihilation and generation - # ["###0##0", 0], - # ["0#0#0##", 0], - ["0#####0", 0], - ["0#01###", 0], +annihilation_generation = { # keeping annihilation and generation rules only + "GKL": [["###10#0", 0], ["1#10###", 1]], + "GP": [ + ["0##1##0", 0], ["0##10##", 0], - # ["##1#1#1", 1], - ["1#####1", 1], - # ["1##1###", 1], + ["0#01###", 0], ["##10##1", 1], + ["1##0##1", 1], ["###01#1", 1], ], - "GEP_1": [ - # ["0#0#00#", 0], - # ["###0##0", 0], - ["00#1###", 0], - # ["##00#0#", 0], - # ["00####0", 0], - ["0##10##", 0], - # ["000##0#", 0], - # ["0###0#0", 0], - # ["#1##111", 1], - # ["1####11", 1], - # ["#1#11##", 1], - ["##10##1", 1], - # ["#11#1#1", 1], - # ["1#1###1", 1], - # ["1##1###", 1], - ["###0#11", 1], - ], - "GEP_2": [ - # ["0##0###", 0], - ["###1#00", 0], - # ["#00#0#0", 0], - # ["0#0###0", 0], - # ["0####00", 0], - ["##01##0", 0], - # ["#0##000", 0], - # ["#0#00##", 0], - ["11#0###", 1], - # ["111##1#", 1], - # ["11####1", 1], - ["1##01##", 1], - # ["1###1#1", 1], - # ["##11#1#", 1], - # ["1#1#11#", 1], - # ["###1##1", 1], - ], + "GEP_1": [["00#1###", 0], ["0##10##", 0], ["##10##1", 1], ["###0#11", 1]], + "GEP_2": [["###1#00", 0], ["##01##0", 0], ["1##01##", 1], ["11#0###", 1]], "Das": [ - # ["#010#00", 0], - # ["0#0#0##", 0], ["##01#0#", 0], ["#001###", 0], ["##011#0", 0], - # ["##0#00#", 0], - # ["#00#0##", 0], - # ["000##00", 0], - # ["###00##", 0], ["0#01###", 0], - # ["00#0#00", 0], - # ["11##111", 1], - ["#1#01##", 1], - # ["##1#1#1", 1], - # ["#11#1##", 1], - # ["##11###", 1], - # ["11#101#", 1], ["###011#", 1], + ["#1#01##", 1], ["1#001##", 1], - # ["11#1#11", 1], ["###01#1", 1], - # ["##1#11#", 1], ], "Davis": [ - # ["0##001#", 0], - # ["00##000", 0], + ["##0100#", 0], + ["#1#100#", 0], ["#1#10#0", 0], - ["#00#0#1", 0], - ["###1000", 0], - ["##0#00#", 0], ["##110#0", 0], - # ["##00###", 0], - # ["00#0#0#", 0], - # ["10#011#", 0], - # ["00#00##", 0], - # ["001#0#0", 0], - ["#1#100#", 0], - # ["#10#0#0", 0], - # ["0#1#010", 0], - # ["01##010", 0], - # ["#001#10", 1], - # ["111##11", 1], - # ["101#0#1", 1], - # ["##11#11", 1], + ["###1000", 0], + ["#0010#1", 0], + ["#110#0#", 1], ["1110###", 1], - # ["1#1#011", 1], - ["0#1#11#", 1], - # ["###11##", 1], - ["1#10#0#", 1], + ["0#1011#", 1], ["1#100##", 1], - ["#11#1##", 1], - # ["1#1#10#", 1], - # ["101##01", 1], - # ["#011##1", 1], - # ["#1#1#11", 1], - ["#110#0#", 1], + ["1#10#0#", 1], + ["#1101##", 1], ], "ABK": [ - # ["###0##0", 0], - # ["0#0#0##", 0], - ["0#####0", 0], - ["0#01###", 0], + ["0##1##0", 0], ["0##10##", 0], - # ["##1#1#1", 1], - ["1#####1", 1], - # ["1##1###", 1], + ["0#01###", 0], ["##10##1", 1], + ["1##0##1", 1], ["###01#1", 1], ], - "DMC": [ # also has wildcard in the centre - ["01#1#00", 0], - # ["#0#00#0", 0], - ["#00##00", 0], - ["0#0###0", 0], - # ["#01#010", 0], - # ["##00000", 0], - # ["01##000", 0], - # ["1#10100", 0], + "DMC": [ + ["#111000", 0], + ["#0#1100", 0], + ["00#101#", 0], + ["0101###", 0], + ["00#10#1", 0], ["#0110#1", 0], - ["0##1100", 0], ["#01101#", 0], - # ["#0#0#00", 0], + ["01#1#00", 0], ["101110#", 0], - # ["00#0##0", 0], - ["00##0#1", 0], - ["#0##100", 0], - ["00##01#", 0], - # ["#0000##", 0], - # ["#110001", 0], - ["0#0#0##", 0], - # ["0##00##", 0], + ["0#010##", 0], ["0#01#1#", 0], ["1011#01", 0], - # ["1#00101", 0], - # ["1000#0#", 0], - ["#111000", 0], - # ["#010##0", 0], - ["0101###", 0], - # ["#011000", 1], - # ["#111#1#", 1], - # ["1#01##1", 1], - # ["#001101", 1], - ["110#1#0", 1], - ["110#0#1", 1], - # ["1###111", 1], - ["0##01#1", 1], - ["11###1#", 1], - # ["#11#1#1", 1], - ["1#0#11#", 1], - ["#11#11#", 1], - ["1010##1", 1], - # ["00##101", 1], - # ["##1111#", 1], - # ["11#1##1", 1], - # ["0#1#1#1", 1], + ["0##1100", 0], + ["0#01##0", 0], + ["#001#00", 0], ["##101#1", 1], - # ["1##111#", 1], - ["01101##", 1], + ["1#10#11", 1], + ["0##01#1", 1], ["11100#0", 1], - # ["1101###", 1], - # ["##1#111", 1], - # ["11#11##", 1], + ["01101##", 1], + ["1#0011#", 1], ["###0111", 1], - ["1#10#11", 1], - # ["#111##1", 1], - # ["1#01#1#", 1], + ["11#0#1#", 1], + ["11000#1", 1], + ["#11011#", 1], + ["11001#0", 1], + ["1010##1", 1], ], "COE_1": [ - ["101100#", 0], + ["#00111#", 0], + ["##11010", 0], + ["01010##", 0], + ["#001001", 0], + ["1#110#0", 0], ["#1#1000", 0], - ["01#10#0", 0], + ["101100#", 0], + ["#0011#0", 0], ["1#11#00", 0], - ["#00111#", 0], - # ["#1#0110", 0], - # ["#0000##", 0], - # ["#10010#", 0], - # ["00101##", 0], - # ["0#00##0", 0], ["##11100", 0], - # ["00#01#0", 0], - ["1#0#110", 0], - ["01010##", 0], - ["#0#1100", 0], - ["0#0#0#0", 0], - # ["0##000#", 0], + ["01#10#0", 0], ["#1110#0", 0], - ["#00#001", 0], - # ["00##100", 0], - ["#00#1#0", 0], - # ["0##0#01", 0], - ["1#110#0", 0], - ["##11010", 0], - # ["##001#0", 0], + ["#0#1100", 0], + ["0#010#0", 0], ["0##1010", 0], - # ["01##000", 0], - ["#111#00", 0], - ["0#0#00#", 0], + ["0001##0", 0], ["10#1001", 0], - # ["00#0#0#", 0], - ["000###0", 0], - # ["0#00#0#", 0], - # ["#000##0", 0], - # ["0##0110", 0], - # ["#1#0101", 0], - # ["10##101", 1], - # ["###1101", 1], - # ["##11#11", 1], - # ["#1#11#1", 1], - ["#110100", 1], - # ["101#1#1", 1], - # ["0#11##1", 1], - ["##1001#", 1], - ["1#1##11", 1], - # ["#0#1011", 1], - # ["01011##", 1], - # ["1##1011", 1], + ["#111#00", 0], + ["0#0100#", 0], + ["1#01110", 0], + ["1#10#11", 1], + ["1##0111", 1], ["1010###", 1], + ["##00111", 1], + ["#110100", 1], ["1#100##", 1], - # ["#11##11", 1], - ["1##0111", 1], ["11#00##", 1], - # ["#111##1", 1], - # ["11###11", 1], - ["1#10#00", 1], - # ["10010#0", 1], - # ["001100#", 1], - # ["110#01#", 1], - # ["01#111#", 1], ["#1#0#11", 1], - ["##00111", 1], - # ["##1#011", 1], - # ["##1111#", 1], - # ["#1##111", 1], ["10#01#1", 1], - # ["11#1##1", 1], - # ["##111#1", 1], - # ["#10110#", 1], - # ["1#0101#", 1], - # ["101#11#", 1], - # ["11##0#1", 1], + ["1#10#00", 1], + ["##1001#", 1], ], "COE_2": [ - # ["#00##00", 0], - # ["00##000", 0], - ["010#1##", 0], - ["1001#0#", 0], - ["0#0###0", 0], - # ["01#0#11", 0], - # ["#1#001#", 0], - # ["##0000#", 0], - # ["0##0111", 0], - # ["#1000##", 0], - # ["100#00#", 0], - # ["00#000#", 0], - # ["00#011#", 0], - # ["0#0011#", 0], - # ["00101##", 0], - # ["#1##010", 0], + ["00#1#10", 0], + ["01011##", 0], ["###10#0", 0], ["##01#00", 0], - ["00#1#10", 0], - # ["0010#0#", 0], - # ["00#01#0", 0], - ["#001##0", 0], - # ["0100###", 0], - # ["##0#0#0", 0], - ["001#11#", 0], ["##0110#", 0], - # ["00##110", 0], - # ["00#0#00", 0], - ["#11#1#0", 1], + ["001111#", 0], + ["#001##0", 0], + ["1001#0#", 0], + ["0#01##0", 0], + ["#110#0#", 1], ["#01001#", 1], - # ["##110#1", 1], - # ["##1110#", 1], - # ["1###111", 1], - ["#0##011", 1], - ["1#1#1##", 1], + ["#0#0011", 1], + ["1010###", 1], + ["1#101##", 1], ["1##011#", 1], - # ["#1111##", 1], - # ["11##11#", 1], - # ["#111##1", 1], - ["10###11", 1], - # ["#1#10#1", 1], - ["#110#0#", 1], ["11#01##", 1], - # ["#001#11", 1], - # ["#11#10#", 1], - # ["##11#01", 1], - ["1010###", 1], - # ["101###1", 1], - ["1#10#0#", 1], - # ["1##1#11", 1], - # ["0##10#1", 1], - ["1##01#1", 1], ["#000101", 1], - # ["###1011", 1], - # ["1#1##01", 1], - # ["#11##01", 1], - # ["1#11##1", 1], - ], - "MM401": [ - # ["11#0###", 0], - ["##1111#", 0], - # ["11####1", 0], - # ["1##01##", 0], - # ["1###1#1", 0], - # ["1#1###1", 0], - # ["1#10###", 0], - # ["1#1#11#", 0], - ["###1##1", 0], - ["0##0###", 1], - # ["###1#00", 1], - # ["###10#0", 1], - # ["#00#0#0", 1], - # ["0#0###0", 1], - # ["0####00", 1], - # ["##01##0", 1], - # ["0###0#0", 1], - ["#0000##", 1], + ["1##01#1", 1], + ["10#0#11", 1], + ["1#10#0#", 1], + ["#1101#0", 1], ], + "MM401": [["###1##1", 0], ["##1111#", 0], ["#0000##", 1], ["0##0###", 1]], } From f48cbc8ca9bcf02fabc0a8b677628720c8b6d97b Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Wed, 10 Jul 2024 13:50:33 -0400 Subject: [PATCH 08/61] description modifications --- cana/boolean_node.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/cana/boolean_node.py b/cana/boolean_node.py index 2ba351e..7287549 100644 --- a/cana/boolean_node.py +++ b/cana/boolean_node.py @@ -1031,7 +1031,9 @@ def generate_with_required_bias( Note: The required node bias should be a float value between 0 and 1. - + TODO: [SRI] PERMUTE ONLY MAINTENENCE RULES and explore + TODO: [SRI] check spread of ec across space + TODO: [SRI] generate wildcards with a given probability instead of permuting the total number """ generated_node = self bias_for_print = ( @@ -1094,7 +1096,7 @@ def generate_with_required_bias( def unique_permutations_missing_values(elements, n): """ - Generate n unique permutations of elements. + Generate n unique permutations of elements. Shuffle the elements till a new arrangement is found. """ seen = set() @@ -1219,7 +1221,7 @@ def permutations_with_ec( for perm in missing_permutations: # count += 1 - # shuffling the permutation to access the entire search space randomly. This is computationally slower if required E_c is close to 0.375. Turn off if not needed. NOTE: shuffle is faster for certain required E_c values. + # shuffling the permutation to access the entire search space randomly. Turn off if not needed. NOTE: shuffle is faster for certain required E_c values. if shuffle: perm = list(perm) random.shuffle(perm) From 0e95b0bb13aad9d673c4381495f01c5b6cadf867 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Wed, 10 Jul 2024 13:51:28 -0400 Subject: [PATCH 09/61] analysing Ke and Bias for DCT rules --- automata/automata.ipynb | 731 +++++++++++++++++- .../bias_COE_2_annihilation_creation.png | Bin 0 -> 25300 bytes .../plots/bias_DMC_annihilation_creation.png | Bin 0 -> 24708 bytes .../plots/bias_Das_annihilation_creation.png | Bin 0 -> 24283 bytes .../bias_Davis_annihilation_creation.png | Bin 0 -> 25291 bytes .../bias_GEP_1_annihilation_creation.png | Bin 0 -> 24048 bytes .../bias_GEP_2_annihilation_creation.png | Bin 0 -> 25069 bytes .../plots/bias_GKL_annihilation_creation.png | Bin 0 -> 27224 bytes .../plots/bias_GP_annihilation_creation.png | Bin 0 -> 24428 bytes .../bias_MM401_annihilation_creation.png | Bin 0 -> 25556 bytes .../plots/ke_ABK_annihilation_creation.png | Bin 0 -> 29473 bytes .../plots/ke_COE_1_annihilation_creation.png | Bin 0 -> 29489 bytes .../plots/ke_COE_2_annihilation_creation.png | Bin 0 -> 31307 bytes .../plots/ke_DMC_annihilation_creation.png | Bin 0 -> 31267 bytes .../plots/ke_Das_annihilation_creation.png | Bin 0 -> 28382 bytes .../plots/ke_Davis_annihilation_creation.png | Bin 0 -> 28992 bytes .../plots/ke_GEP_1_annihilation_creation.png | Bin 0 -> 29480 bytes .../plots/ke_GEP_2_annihilation_creation.png | Bin 0 -> 30491 bytes .../plots/ke_GKL_annihilation_creation.png | Bin 0 -> 29588 bytes .../plots/ke_GP_annihilation_creation.png | Bin 0 -> 29105 bytes .../plots/ke_MM401_annihilation_creation.png | Bin 0 -> 29472 bytes automata/plots/ke_and_bias_of_dct_rules.pdf | Bin 0 -> 483331 bytes automata/plots/progress_report.md | 39 + 23 files changed, 738 insertions(+), 32 deletions(-) create mode 100644 automata/plots/bias_COE_2_annihilation_creation.png create mode 100644 automata/plots/bias_DMC_annihilation_creation.png create mode 100644 automata/plots/bias_Das_annihilation_creation.png create mode 100644 automata/plots/bias_Davis_annihilation_creation.png create mode 100644 automata/plots/bias_GEP_1_annihilation_creation.png create mode 100644 automata/plots/bias_GEP_2_annihilation_creation.png create mode 100644 automata/plots/bias_GKL_annihilation_creation.png create mode 100644 automata/plots/bias_GP_annihilation_creation.png create mode 100644 automata/plots/bias_MM401_annihilation_creation.png create mode 100644 automata/plots/ke_ABK_annihilation_creation.png create mode 100644 automata/plots/ke_COE_1_annihilation_creation.png create mode 100644 automata/plots/ke_COE_2_annihilation_creation.png create mode 100644 automata/plots/ke_DMC_annihilation_creation.png create mode 100644 automata/plots/ke_Das_annihilation_creation.png create mode 100644 automata/plots/ke_Davis_annihilation_creation.png create mode 100644 automata/plots/ke_GEP_1_annihilation_creation.png create mode 100644 automata/plots/ke_GEP_2_annihilation_creation.png create mode 100644 automata/plots/ke_GKL_annihilation_creation.png create mode 100644 automata/plots/ke_GP_annihilation_creation.png create mode 100644 automata/plots/ke_MM401_annihilation_creation.png create mode 100644 automata/plots/ke_and_bias_of_dct_rules.pdf create mode 100644 automata/plots/progress_report.md diff --git a/automata/automata.ipynb b/automata/automata.ipynb index 0d88d81..82acccd 100644 --- a/automata/automata.ipynb +++ b/automata/automata.ipynb @@ -1544,7 +1544,7 @@ "metadata": {}, "outputs": [], "source": [ - "autoschemata = {\n", + "autoschemata = { # \"GKL\": [[\"###10#0\", 0], [\"1#10###\", 1]],\n", " \"GKL\": [\n", " [\"0##0###\", 0],\n", " [\"##0#0#0\", 0],\n", @@ -1927,23 +1927,23 @@ "text": [ "GKL: [['###10#0', 0], ['1#10###', 1]]\n", "\n", - "GP: [['0#01###', 0], ['0##1##0', 0], ['0##10##', 0], ['1##0##1', 1], ['###01#1', 1], ['##10##1', 1]]\n", + "GP: [['0##10##', 0], ['0##1##0', 0], ['0#01###', 0], ['###01#1', 1], ['1##0##1', 1], ['##10##1', 1]]\n", "\n", - "GEP_1: [['00#1###', 0], ['0##10##', 0], ['###0#11', 1], ['##10##1', 1]]\n", + "GEP_1: [['0##10##', 0], ['00#1###', 0], ['###0#11', 1], ['##10##1', 1]]\n", "\n", "GEP_2: [['##01##0', 0], ['###1#00', 0], ['1##01##', 1], ['11#0###', 1]]\n", "\n", - "Das: [['#001###', 0], ['0#01###', 0], ['##01#0#', 0], ['##011#0', 0], ['#1#01##', 1], ['1#001##', 1], ['###01#1', 1], ['###011#', 1]]\n", + "Das: [['##01#0#', 0], ['#001###', 0], ['0#01###', 0], ['##011#0', 0], ['###01#1', 1], ['#1#01##', 1], ['1#001##', 1], ['###011#', 1]]\n", "\n", - "Davis: [['#1#10#0', 0], ['##110#0', 0], ['#0010#1', 0], ['##0100#', 0], ['#1#100#', 0], ['###1000', 0], ['1110###', 1], ['0#1011#', 1], ['#1101##', 1], ['1#10#0#', 1], ['1#100##', 1], ['#110#0#', 1]]\n", + "Davis: [['##0100#', 0], ['#0010#1', 0], ['#1#10#0', 0], ['#1#100#', 0], ['##110#0', 0], ['###1000', 0], ['1#10#0#', 1], ['#110#0#', 1], ['1#100##', 1], ['0#1011#', 1], ['#1101##', 1], ['1110###', 1]]\n", "\n", - "ABK: [['0#01###', 0], ['0##1##0', 0], ['0##10##', 0], ['1##0##1', 1], ['###01#1', 1], ['##10##1', 1]]\n", + "ABK: [['0##10##', 0], ['0##1##0', 0], ['0#01###', 0], ['###01#1', 1], ['1##0##1', 1], ['##10##1', 1]]\n", "\n", - "DMC: [['00#101#', 0], ['0##1100', 0], ['01#1#00', 0], ['#0#1100', 0], ['0#010##', 0], ['#01101#', 0], ['00#10#1', 0], ['#001#00', 0], ['0101###', 0], ['#111000', 0], ['101110#', 0], ['0#01#1#', 0], ['#0110#1', 0], ['0#01##0', 0], ['1011#01', 0], ['1#0011#', 1], ['11001#0', 1], ['0##01#1', 1], ['01101##', 1], ['1#10#11', 1], ['##101#1', 1], ['11000#1', 1], ['1010##1', 1], ['###0111', 1], ['11#0#1#', 1], ['11100#0', 1], ['#11011#', 1]]\n", + "DMC: [['0101###', 0], ['#001#00', 0], ['0#01##0', 0], ['0#010##', 0], ['0#01#1#', 0], ['0##1100', 0], ['00#10#1', 0], ['#0#1100', 0], ['00#101#', 0], ['#0110#1', 0], ['#111000', 0], ['01#1#00', 0], ['101110#', 0], ['#01101#', 0], ['1011#01', 0], ['11#0#1#', 1], ['11100#0', 1], ['###0111', 1], ['0##01#1', 1], ['##101#1', 1], ['11001#0', 1], ['1#0011#', 1], ['11000#1', 1], ['1#10#11', 1], ['1010##1', 1], ['#11011#', 1], ['01101##', 1]]\n", "\n", - "COE_1: [['0001##0', 0], ['#111#00', 0], ['##11010', 0], ['#0#1100', 0], ['#001001', 0], ['#00111#', 0], ['##11100', 0], ['#0011#0', 0], ['1#110#0', 0], ['1#11#00', 0], ['1#01110', 0], ['10#1001', 0], ['#1110#0', 0], ['0#0100#', 0], ['101100#', 0], ['0##1010', 0], ['#1#1000', 0], ['0#010#0', 0], ['01010##', 0], ['01#10#0', 0], ['10#01#1', 1], ['1##0111', 1], ['#110100', 1], ['##00111', 1], ['1#10#11', 1], ['1010###', 1], ['11#00##', 1], ['#1#0#11', 1], ['##1001#', 1], ['1#10#00', 1], ['1#100##', 1]]\n", + "COE_1: [['1#11#00', 0], ['##11010', 0], ['0#010#0', 0], ['#001001', 0], ['1#01110', 0], ['#1110#0', 0], ['##11100', 0], ['01010##', 0], ['101100#', 0], ['10#1001', 0], ['#1#1000', 0], ['0001##0', 0], ['#111#00', 0], ['#0#1100', 0], ['#00111#', 0], ['0#0100#', 0], ['1#110#0', 0], ['#0011#0', 0], ['0##1010', 0], ['01#10#0', 0], ['1010###', 1], ['##1001#', 1], ['#110100', 1], ['1##0111', 1], ['1#100##', 1], ['#1#0#11', 1], ['11#00##', 1], ['1#10#11', 1], ['1#10#00', 1], ['##00111', 1], ['10#01#1', 1]]\n", "\n", - "COE_2: [['01011##', 0], ['##01#00', 0], ['###10#0', 0], ['001111#', 0], ['00#1#10', 0], ['##0110#', 0], ['#001##0', 0], ['1001#0#', 0], ['0#01##0', 0], ['11#01##', 1], ['#01001#', 1], ['#000101', 1], ['1#10#0#', 1], ['1010###', 1], ['#1101#0', 1], ['1##011#', 1], ['1#101##', 1], ['#0#0011', 1], ['1##01#1', 1], ['10#0#11', 1], ['#110#0#', 1]]\n", + "COE_2: [['0#01##0', 0], ['##0110#', 0], ['#001##0', 0], ['###10#0', 0], ['##01#00', 0], ['00#1#10', 0], ['1001#0#', 0], ['001111#', 0], ['01011##', 0], ['1#101##', 1], ['1#10#0#', 1], ['11#01##', 1], ['1010###', 1], ['#000101', 1], ['#110#0#', 1], ['#01001#', 1], ['#0#0011', 1], ['1##01#1', 1], ['#1101#0', 1], ['10#0#11', 1], ['1##011#', 1]]\n", "\n", "MM401: [['##1111#', 0], ['###1##1', 0], ['#0000##', 1], ['0##0###', 1]]\n", "\n" @@ -1984,15 +1984,126 @@ " [\"1##0##1\", 1],\n", " [\"###01#1\", 1],\n", " ],\n", - " \"GEP_1\": [['00#1###', 0], ['0##10##', 0], ['##10##1', 1], ['###0#11', 1]],\n", - " \"GEP_2\": [['###1#00', 0], ['##01##0', 0], ['1##01##', 1], ['11#0###', 1]],\n", - " \"Das\": [['##01#0#', 0], ['#001###', 0], ['##011#0', 0], ['0#01###', 0], ['###011#', 1], ['#1#01##', 1], ['1#001##', 1], ['###01#1', 1]],\n", - " \"Davis\": [['##0100#', 0], ['#1#100#', 0], ['#1#10#0', 0], ['##110#0', 0], ['###1000', 0], ['#0010#1', 0], ['#110#0#', 1], ['1110###', 1], ['0#1011#', 1], ['1#100##', 1], ['1#10#0#', 1], ['#1101##', 1]],\n", - " \"ABK\": [['0##1##0', 0], ['0##10##', 0], ['0#01###', 0], ['##10##1', 1], ['1##0##1', 1], ['###01#1', 1]],\n", - " \"DMC\": [['#111000', 0], ['#0#1100', 0], ['00#101#', 0], ['0101###', 0], ['00#10#1', 0], ['#0110#1', 0], ['#01101#', 0], ['01#1#00', 0], ['101110#', 0], ['0#010##', 0], ['0#01#1#', 0], ['1011#01', 0], ['0##1100', 0], ['0#01##0', 0], ['#001#00', 0], ['##101#1', 1], ['1#10#11', 1], ['0##01#1', 1], ['11100#0', 1], ['01101##', 1], ['1#0011#', 1], ['###0111', 1], ['11#0#1#', 1], ['11000#1', 1], ['#11011#', 1], ['11001#0', 1], ['1010##1', 1]],\n", - " \"COE_1\": [['#00111#', 0], ['##11010', 0], ['01010##', 0], ['#001001', 0], ['1#110#0', 0], ['#1#1000', 0], ['101100#', 0], ['#0011#0', 0], ['1#11#00', 0], ['##11100', 0], ['01#10#0', 0], ['#1110#0', 0], ['#0#1100', 0], ['0#010#0', 0], ['0##1010', 0], ['0001##0', 0], ['10#1001', 0], ['#111#00', 0], ['0#0100#', 0], ['1#01110', 0], ['1#10#11', 1], ['1##0111', 1], ['1010###', 1], ['##00111', 1], ['#110100', 1], ['1#100##', 1], ['11#00##', 1], ['#1#0#11', 1], ['10#01#1', 1], ['1#10#00', 1], ['##1001#', 1]],\n", - " \"COE_2\": [['00#1#10', 0], ['01011##', 0], ['###10#0', 0], ['##01#00', 0], ['##0110#', 0], ['001111#', 0], ['#001##0', 0], ['1001#0#', 0], ['0#01##0', 0], ['#110#0#', 1], ['#01001#', 1], ['#0#0011', 1], ['1010###', 1], ['1#101##', 1], ['1##011#', 1], ['11#01##', 1], ['#000101', 1], ['1##01#1', 1], ['10#0#11', 1], ['1#10#0#', 1], ['#1101#0', 1]],\n", - " \"MM401\": [['###1##1', 0], ['##1111#', 0], ['#0000##', 1], ['0##0###', 1]],\n", + " \"GEP_1\": [[\"00#1###\", 0], [\"0##10##\", 0], [\"##10##1\", 1], [\"###0#11\", 1]],\n", + " \"GEP_2\": [[\"###1#00\", 0], [\"##01##0\", 0], [\"1##01##\", 1], [\"11#0###\", 1]],\n", + " \"Das\": [\n", + " [\"##01#0#\", 0],\n", + " [\"#001###\", 0],\n", + " [\"##011#0\", 0],\n", + " [\"0#01###\", 0],\n", + " [\"###011#\", 1],\n", + " [\"#1#01##\", 1],\n", + " [\"1#001##\", 1],\n", + " [\"###01#1\", 1],\n", + " ],\n", + " \"Davis\": [\n", + " [\"##0100#\", 0],\n", + " [\"#1#100#\", 0],\n", + " [\"#1#10#0\", 0],\n", + " [\"##110#0\", 0],\n", + " [\"###1000\", 0],\n", + " [\"#0010#1\", 0],\n", + " [\"#110#0#\", 1],\n", + " [\"1110###\", 1],\n", + " [\"0#1011#\", 1],\n", + " [\"1#100##\", 1],\n", + " [\"1#10#0#\", 1],\n", + " [\"#1101##\", 1],\n", + " ],\n", + " \"ABK\": [\n", + " [\"0##1##0\", 0],\n", + " [\"0##10##\", 0],\n", + " [\"0#01###\", 0],\n", + " [\"##10##1\", 1],\n", + " [\"1##0##1\", 1],\n", + " [\"###01#1\", 1],\n", + " ],\n", + " \"DMC\": [\n", + " [\"#111000\", 0],\n", + " [\"#0#1100\", 0],\n", + " [\"00#101#\", 0],\n", + " [\"0101###\", 0],\n", + " [\"00#10#1\", 0],\n", + " [\"#0110#1\", 0],\n", + " [\"#01101#\", 0],\n", + " [\"01#1#00\", 0],\n", + " [\"101110#\", 0],\n", + " [\"0#010##\", 0],\n", + " [\"0#01#1#\", 0],\n", + " [\"1011#01\", 0],\n", + " [\"0##1100\", 0],\n", + " [\"0#01##0\", 0],\n", + " [\"#001#00\", 0],\n", + " [\"##101#1\", 1],\n", + " [\"1#10#11\", 1],\n", + " [\"0##01#1\", 1],\n", + " [\"11100#0\", 1],\n", + " [\"01101##\", 1],\n", + " [\"1#0011#\", 1],\n", + " [\"###0111\", 1],\n", + " [\"11#0#1#\", 1],\n", + " [\"11000#1\", 1],\n", + " [\"#11011#\", 1],\n", + " [\"11001#0\", 1],\n", + " [\"1010##1\", 1],\n", + " ],\n", + " \"COE_1\": [\n", + " [\"#00111#\", 0],\n", + " [\"##11010\", 0],\n", + " [\"01010##\", 0],\n", + " [\"#001001\", 0],\n", + " [\"1#110#0\", 0],\n", + " [\"#1#1000\", 0],\n", + " [\"101100#\", 0],\n", + " [\"#0011#0\", 0],\n", + " [\"1#11#00\", 0],\n", + " [\"##11100\", 0],\n", + " [\"01#10#0\", 0],\n", + " [\"#1110#0\", 0],\n", + " [\"#0#1100\", 0],\n", + " [\"0#010#0\", 0],\n", + " [\"0##1010\", 0],\n", + " [\"0001##0\", 0],\n", + " [\"10#1001\", 0],\n", + " [\"#111#00\", 0],\n", + " [\"0#0100#\", 0],\n", + " [\"1#01110\", 0],\n", + " [\"1#10#11\", 1],\n", + " [\"1##0111\", 1],\n", + " [\"1010###\", 1],\n", + " [\"##00111\", 1],\n", + " [\"#110100\", 1],\n", + " [\"1#100##\", 1],\n", + " [\"11#00##\", 1],\n", + " [\"#1#0#11\", 1],\n", + " [\"10#01#1\", 1],\n", + " [\"1#10#00\", 1],\n", + " [\"##1001#\", 1],\n", + " ],\n", + " \"COE_2\": [\n", + " [\"00#1#10\", 0],\n", + " [\"01011##\", 0],\n", + " [\"###10#0\", 0],\n", + " [\"##01#00\", 0],\n", + " [\"##0110#\", 0],\n", + " [\"001111#\", 0],\n", + " [\"#001##0\", 0],\n", + " [\"1001#0#\", 0],\n", + " [\"0#01##0\", 0],\n", + " [\"#110#0#\", 1],\n", + " [\"#01001#\", 1],\n", + " [\"#0#0011\", 1],\n", + " [\"1010###\", 1],\n", + " [\"1#101##\", 1],\n", + " [\"1##011#\", 1],\n", + " [\"11#01##\", 1],\n", + " [\"#000101\", 1],\n", + " [\"1##01#1\", 1],\n", + " [\"10#0#11\", 1],\n", + " [\"1#10#0#\", 1],\n", + " [\"#1101#0\", 1],\n", + " ],\n", + " \"MM401\": [[\"###1##1\", 0], [\"##1111#\", 0], [\"#0000##\", 1], [\"0##0###\", 1]],\n", "}" ] }, @@ -2053,7 +2164,9 @@ "nodes_from_bias = node.generate_with_required_bias(bias=0.5, verbose=True)\n", "\n", "# from a given effective connectivity criterion\n", - "nodes_from_ec = node.generate_with_required_effective_connectivity(effective_connectivity=0.375, shuffle = True, verbose=True)\n" + "nodes_from_ec = node.generate_with_required_effective_connectivity(\n", + " effective_connectivity=0.375, shuffle=True, verbose=True\n", + ")" ] }, { @@ -2073,13 +2186,13 @@ "output_type": "stream", "text": [ "6.44e+27 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", - "[0.5048, 0.5044, 0.5037, 0.4952, 0.4971, 0.5043, 0.4968, 0.4985, 0.0, 0.4951, 0.0, 0.5021, 0.4928, 0.5004, 0.505, 0.4957, 0.5025, 0.5038, 0.5067, 0.4939, 0.5095, 0.5037, 0.4931, 0.4937, 0.0, 0.5056, 0.0, 0.495, 0.4945, 0.5027, 0.4984, 0.5015, 0.5039, 0.4925, 0.506, 0.5049, 0.4904, 0.5033, 0.4975, 0.4993, 0.0, 0.493, 0.0, 0.5082, 0.4989, 0.4978, 0.4933, 0.4993, 0.5034, 0.5124, 0.4972, 0.5014, 0.498, 0.5003, 0.5056, 0.5013, 0.0, 0.4976, 0.0, 0.5047, 0.4864, 0.5042, 0.4991, 0.5045, 0.5054, 0.5028, 0.5011, 0.4917, 0.4952, 0.5022, 0.4897, 0.5043, 0.0, 0.5088, 0.0, 0.4958, 0.5048, 0.4986, 0.4932, 0.5001, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.4948, 0.0, 0.5058, 0.4962, 0.5035, 0.5052, 0.4964, 0.5015, 0.5043, 0.4945, 0.5023, 0.4964, 0.498, 0.5036, 0.4957, 0.0, 0.502, 0.0, 0.498, 0.5046, 0.5029, 0.4941, 0.506, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.4995, 0.0, 0.5044, 0.4928, 0.5051, 0.4926, 0.5012]\n", + "[0.5029, 0.504, 0.505, 0.4962, 0.4959, 0.5031, 0.4957, 0.5013, 0.0, 0.5, 0.0, 0.5002, 0.5007, 0.4975, 0.5022, 0.4993, 0.5003, 0.4967, 0.4968, 0.4988, 0.5019, 0.5032, 0.5017, 0.4916, 0.0, 0.4964, 0.0, 0.4977, 0.5002, 0.5065, 0.5016, 0.4896, 0.4961, 0.5106, 0.5023, 0.4986, 0.5003, 0.5021, 0.5008, 0.5022, 0.0, 0.5059, 0.0, 0.4991, 0.4954, 0.5003, 0.5061, 0.5038, 0.5032, 0.5022, 0.4972, 0.503, 0.5063, 0.502, 0.4934, 0.5002, 0.0, 0.4977, 0.0, 0.5036, 0.4973, 0.5034, 0.4911, 0.5053, 0.4911, 0.4949, 0.4886, 0.4975, 0.4954, 0.4944, 0.4941, 0.5058, 0.0, 0.4991, 0.0, 0.5036, 0.5047, 0.5009, 0.5067, 0.5038, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.5039, 0.0, 0.5057, 0.4999, 0.498, 0.5084, 0.4982, 0.496, 0.5009, 0.4979, 0.5035, 0.4952, 0.5028, 0.5033, 0.4938, 0.0, 0.496, 0.0, 0.5071, 0.5049, 0.4988, 0.493, 0.507, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.4971, 0.0, 0.4992, 0.4967, 0.4956, 0.4993, 0.5007]\n", "Total average probability for generated values for rows without fixed values: 0.5.\n" ] } ], "source": [ - "'''\n", + "\"\"\"\n", "How to interpret the results for check_spread_randomness():\n", " - If the values are close to 0.5, then the rules are spread randomly.\n", " - If the values are close to 1 or 0, then the rules are not spread randomly.\n", @@ -2087,7 +2200,7 @@ "\n", "This function tallies the number of 1s and 0s for each row of the generated LUT across all the generated LUTs and returns the normalized average for the output of each row. \n", "Values closer to 0.5 are equally likely to be 0 or 1. \n", - "'''\n", + "\"\"\"\n", "nodes_from_bias = node.generate_with_required_bias(bias=0.5, verbose=True)\n", "\n", "check_spread_randomness(nodes_from_bias, iterations=10000)" @@ -2116,7 +2229,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -2125,20 +2238,22 @@ "text": [ "No. of '?' in output = 96.\n", "Returning a generator of nodes with effective connectivity within 0.01 of 0.375.\n", - "[0.035, 0.04, 0.0425, 0.0475, 0.0575, 0.045, 0.0625, 0.045, 0.0, 0.0225, 0.0, 0.0275, 0.0225, 0.045, 0.0225, 0.0275, 0.0525, 0.0675, 0.0675, 0.04, 0.0525, 0.055, 0.0675, 0.0675, 0.0, 0.035, 0.0, 0.03, 0.04, 0.045, 0.035, 0.045, 0.0525, 0.0475, 0.05, 0.05, 0.0425, 0.0275, 0.065, 0.0375, 0.0, 0.0275, 0.0, 0.0375, 0.03, 0.0575, 0.025, 0.0425, 0.0575, 0.0675, 0.0425, 0.0475, 0.065, 0.055, 0.065, 0.04, 0.0, 0.055, 0.0, 0.0275, 0.0425, 0.0425, 0.0375, 0.055, 0.055, 0.035, 0.065, 0.0375, 0.0575, 0.065, 0.0625, 0.0525, 0.0, 0.0475, 0.0, 0.04, 0.04, 0.05, 0.0375, 0.055, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0625, 0.0, 0.055, 0.07, 0.0825, 0.055, 0.05, 0.055, 0.0675, 0.0575, 0.04, 0.035, 0.0375, 0.0525, 0.06, 0.0, 0.0525, 0.0, 0.025, 0.05, 0.0525, 0.0525, 0.05, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.065, 0.0, 0.045, 0.0675, 0.0425, 0.0875, 0.05]\n", - "Total average probability for generated values for rows without fixed values: 0.048489583333333336.\n" + "[0.04, 0.02, 0.05, 0.03, 0.04, 0.07, 0.03, 0.07, 0.0, 0.03, 0.0, 0.03, 0.05, 0.04, 0.05, 0.04, 0.05, 0.06, 0.01, 0.05, 0.04, 0.04, 0.01, 0.06, 0.0, 0.03, 0.0, 0.09, 0.05, 0.03, 0.05, 0.03, 0.06, 0.05, 0.07, 0.05, 0.02, 0.04, 0.01, 0.06, 0.0, 0.03, 0.0, 0.03, 0.01, 0.01, 0.04, 0.04, 0.03, 0.03, 0.06, 0.06, 0.04, 0.05, 0.05, 0.03, 0.0, 0.05, 0.0, 0.07, 0.03, 0.07, 0.03, 0.02, 0.08, 0.07, 0.02, 0.09, 0.05, 0.02, 0.03, 0.02, 0.0, 0.03, 0.0, 0.07, 0.03, 0.02, 0.06, 0.04, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.05, 0.0, 0.07, 0.04, 0.03, 0.05, 0.04, 0.07, 0.05, 0.04, 0.05, 0.05, 0.05, 0.07, 0.03, 0.0, 0.05, 0.0, 0.04, 0.02, 0.02, 0.05, 0.02, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.1, 0.0, 0.06, 0.02, 0.04, 0.05, 0.03]\n", + "Total average probability for generated values for rows without fixed values: 0.04322916666666667.\n" ] } ], "source": [ - "nodes_from_ec = node.generate_with_required_effective_connectivity(effective_connectivity=0.375, shuffle = True, verbose=True)\n", + "nodes_from_ec = node.generate_with_required_effective_connectivity(\n", + " effective_connectivity=0.375, shuffle=True, verbose=True\n", + ")\n", "\n", - "check_spread_randomness(nodes_from_ec, iterations=400)" + "check_spread_randomness(nodes_from_ec, iterations=100)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -2147,15 +2262,567 @@ "text": [ "No. of '?' in output = 96.\n", "Returning a generator of nodes with effective connectivity within 0.01 of 0.375.\n", - "Total rules generated:200\n", - "Unique rules generated:200\n" + "Total rules generated:100\n", + "Unique rules generated:100\n" + ] + } + ], + "source": [ + "nodes_from_ec = node.generate_with_required_effective_connectivity(\n", + " effective_connectivity=0.375, shuffle=True, verbose=True\n", + ")\n", + "\n", + "check_for_duplicates(nodes_from_ec, iterations=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### $K_e$ and Bias in generated rules" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item: GKL Bias: 0.5 Effective Connectivity: 0.33482142857142855\n", + "????????0?0?????????????0?0?????????????0?0?????????????0?0?????????????0?0?????111111110?0?????????????0?0?????111111110?0?????\n", + "6.44e+27 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", + "New closest effective connectivity: 0.6888020833333334\n", + "New closest effective connectivity: 0.6885350233843538\n", + "New closest effective connectivity: 0.6684709821428572\n", + "New closest effective connectivity: 0.6561822385204081\n", + "New closest effective connectivity: 0.6354405824829932\n", + "New closest effective connectivity: 0.6300037202380953\n", + "New closest effective connectivity: 0.6138871173469388\n", + "New closest effective connectivity: 0.6095884305426716\n", + "Count: 2000\n", + "New closest effective connectivity: 0.6085896835059782\n", + "Count: 4000\n", + "New closest effective connectivity: 0.6006355406746032\n", + "Count: 6000\n", + "New closest effective connectivity: 0.5895531768578645\n", + "Count: 8000\n", + "Count: 10000\n", + "New closest effective connectivity: 0.5580587443310657\n", + "Count: 12000\n", + "Count: 14000\n", + "Count: 16000\n", + "Count: 18000\n", + "Count: 20000\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item: GP Bias: 0.5 Effective Connectivity: 0.34002976190476186\n", + "?????1?100000000?1?1?1?100000?0??????1?100000000?1?1?1?100000?0??1?1?1?1?????????1?1?1?1?????????1?1?1?1?????????1?1?1?1????????\n", + "4.43e+20 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", + "New closest effective connectivity: 0.5861062393707483\n", + "New closest effective connectivity: 0.5667884199134199\n", + "New closest effective connectivity: 0.5537494685374149\n", + "New closest effective connectivity: 0.5251262223639456\n", + "New closest effective connectivity: 0.5240194515306122\n", + "Count: 2000\n", + "Count: 4000\n", + "Count: 6000\n", + "New closest effective connectivity: 0.5082788584183674\n", + "Count: 8000\n", + "Count: 10000\n", + "Count: 12000\n", + "Count: 14000\n", + "Count: 16000\n", + "Count: 18000\n", + "Count: 20000\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item: GEP_1 Bias: 0.5 Effective Connectivity: 0.3902529761904763\n", + "???1???100000000?1?1?1?100000000???1???10000?????1?1?1?10000???????1???1?????????1?1?1?1???????????1???1?????????1?1?1?1????????\n", + "1.08e+23 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", + "New closest effective connectivity: 0.621080463435374\n", + "New closest effective connectivity: 0.6196614583333334\n", + "New closest effective connectivity: 0.6173553535997732\n", + "New closest effective connectivity: 0.5963169642857142\n", + "New closest effective connectivity: 0.5742931547619047\n", + "New closest effective connectivity: 0.5593865150226758\n", + "Count: 2000\n", + "New closest effective connectivity: 0.5485584077380953\n", + "Count: 4000\n", + "Count: 6000\n", + "Count: 8000\n", + "New closest effective connectivity: 0.5471234587585034\n", + "Count: 10000\n", + "Count: 12000\n", + "Count: 14000\n", + "New closest effective connectivity: 0.5361491992630386\n", + "Count: 16000\n", + "Count: 18000\n", + "Count: 20000\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item: GEP_2 Bias: 0.5 Effective Connectivity: 0.3902529761904763\n", + "????????0?0?0?0?????????0???0???????????0?0?0?0?????????0???0???????11110?0?0?0?????11110???0???111111110?0?0?0?111111110???0???\n", + "1.08e+23 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", + "New closest effective connectivity: 0.6181640625\n", + "New closest effective connectivity: 0.6013720592403627\n", + "New closest effective connectivity: 0.5882028592687075\n", + "New closest effective connectivity: 0.5539009353741496\n", + "Count: 2000\n", + "Count: 4000\n", + "Count: 6000\n", + "Count: 8000\n", + "New closest effective connectivity: 0.5499707695578232\n", + "New closest effective connectivity: 0.5317442602040816\n", + "Count: 10000\n", + "Count: 12000\n", + "Count: 14000\n", + "Count: 16000\n", + "Count: 18000\n", + "Count: 20000\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item: Das Bias: 0.5 Effective Connectivity: 0.40878507653061213\n", + "?????11100000000?????111????????????111100000000????1111????????????111100000000?????111????????????111100??000?????1111????????\n", + "1.12e+20 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", + "New closest effective connectivity: 0.6229339392006804\n", + "New closest effective connectivity: 0.5869791666666667\n", + "New closest effective connectivity: 0.5792357568027212\n", + "New closest effective connectivity: 0.5743675595238095\n", + "New closest effective connectivity: 0.5632520195578231\n", + "New closest effective connectivity: 0.5412574404761904\n", + "New closest effective connectivity: 0.5186011904761905\n", + "New closest effective connectivity: 0.5101340252009895\n", + "Count: 2000\n", + "Count: 4000\n", + "Count: 6000\n", + "New closest effective connectivity: 0.5092261904761904\n", + "Count: 8000\n", + "Count: 10000\n", + "Count: 12000\n", + "Count: 14000\n", + "Count: 16000\n", + "Count: 18000\n", + "New closest effective connectivity: 0.48152901785714286\n", + "Count: 20000\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item: Davis Bias: 0.5 Effective Connectivity: 0.4795758928571429\n", + "????????00?0??????????110?0?????????????000?????11??1111000?????????????00?0????111111??0?0?????????????000?????11111111000?????\n", + "1.68e+24 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", + "New closest effective connectivity: 0.6404031143707483\n", + "New closest effective connectivity: 0.6251169217687076\n", + "New closest effective connectivity: 0.609874574829932\n", + "New closest effective connectivity: 0.6048203656462585\n", + "New closest effective connectivity: 0.5666555945294784\n", + "New closest effective connectivity: 0.5582629145408163\n", + "Count: 2000\n", + "Count: 4000\n", + "Count: 6000\n", + "Count: 8000\n", + "Count: 10000\n", + "Count: 12000\n", + "Count: 14000\n", + "Count: 16000\n", + "Count: 18000\n", + "Count: 20000\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item: ABK Bias: 0.5 Effective Connectivity: 0.34002976190476186\n", + "?????1?100000000?1?1?1?100000?0??????1?100000000?1?1?1?100000?0??1?1?1?1?????????1?1?1?1?????????1?1?1?1?????????1?1?1?1????????\n", + "4.43e+20 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", + "New closest effective connectivity: 0.6121386054421769\n", + "New closest effective connectivity: 0.5859844458616781\n", + "New closest effective connectivity: 0.5757157029478458\n", + "New closest effective connectivity: 0.5389491213151928\n", + "New closest effective connectivity: 0.5357116284013606\n", + "New closest effective connectivity: 0.5284305909863946\n", + "New closest effective connectivity: 0.5264110331632653\n", + "Count: 2000\n", + "New closest effective connectivity: 0.5115433673469388\n", + "Count: 4000\n", + "New closest effective connectivity: 0.5101380916950113\n", + "Count: 6000\n", + "Count: 8000\n", + "Count: 10000\n", + "Count: 12000\n", + "Count: 14000\n", + "Count: 16000\n", + "Count: 18000\n", + "Count: 20000\n" ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item: DMC Bias: 0.4921875 Effective Connectivity: 0.5980902375154608\n", + "?????1?100000?00?????1?1?0000????????1?100000000????11110???0?????????110???0????1?1?1?1?00000???1111?11????????1?11?1110???????\n", + "2.21e+20 possible permutation(s) with a bias of 0.4921875. This is the closest bias less than or equal to the required bias of 0.4921875.\n", + "New closest effective connectivity: 0.6608635381235828\n", + "New closest effective connectivity: 0.6205761376520306\n", + "New closest effective connectivity: 0.6022508245722531\n", + "New closest effective connectivity: 0.6017547123015873\n", + "New closest effective connectivity: 0.5987044794243455\n", + "New closest effective connectivity: 0.5984113697562358\n", + "Count: 2000\n", + "New closest effective connectivity: 0.5983768246882085\n", + "New closest effective connectivity: 0.5980986926020408\n", + "Count: 4000\n", + "Count: 6000\n", + "Count: 8000\n", + "Count: 10000\n", + "Count: 12000\n", + "Count: 14000\n", + "Count: 16000\n", + "Count: 18000\n", + "New closest effective connectivity: 0.598093820861678\n", + "Count: 20000\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item: COE_1 Bias: 0.515625 Effective Connectivity: 0.6442965206916098\n", + "???????1000?0?00??11??????0?0??????1???10000??????111??10?0?0????????1?1?0??0?0011111111000?0???1111???10?????0?11111??10?0?0???\n", + "1.09e+20 possible permutation(s) with a bias of 0.515625. This is the closest bias less than or equal to the required bias of 0.515625.\n", + "New closest effective connectivity: 0.6694178713151927\n", + "New closest effective connectivity: 0.6521205357142856\n", + "New closest effective connectivity: 0.6401073473897135\n", + "New closest effective connectivity: 0.6463594812925171\n", + "New closest effective connectivity: 0.6447039753401361\n", + "New closest effective connectivity: 0.6446198270975056\n", + "New closest effective connectivity: 0.6443505527210884\n", + "New closest effective connectivity: 0.6442681760204082\n", + "Count: 2000\n", + "Count: 4000\n", + "New closest effective connectivity: 0.64428560960369\n", + "Count: 6000\n", + "Count: 8000\n", + "Count: 10000\n", + "New closest effective connectivity: 0.6442956349206349\n", + "Count: 12000\n", + "Count: 14000\n", + "Count: 16000\n", + "Count: 18000\n", + "Count: 20000\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item: COE_2 Bias: 0.5 Effective Connectivity: 0.5761554882369614\n", + "???1?1??0?0?000???11????0?0???00????????0?0?000011??111?0?0????????1?111000?000?111111110?0?????????11110?0?00??11??11110?0?????\n", + "7.22e+18 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", + "New closest effective connectivity: 0.6829486671562565\n", + "New closest effective connectivity: 0.6379278273809523\n", + "New closest effective connectivity: 0.605429373453927\n", + "New closest effective connectivity: 0.5997572987528343\n", + "New closest effective connectivity: 0.5745163287853021\n", + "New closest effective connectivity: 0.5777689882042562\n", + "New closest effective connectivity: 0.5764358471389721\n", + "New closest effective connectivity: 0.5762395559549578\n", + "Count: 2000\n", + "Count: 4000\n", + "New closest effective connectivity: 0.5761546024659864\n", + "Count: 6000\n", + "Count: 8000\n", + "Count: 10000\n", + "Count: 12000\n", + "Count: 14000\n", + "Count: 16000\n", + "Count: 18000\n", + "Count: 20000\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item: MM401 Bias: 0.5 Effective Connectivity: 0.39369685374149654\n", + "11111111?0?0?0?011111111?0?0?00011111111?0?0?0?011111111?0?0?0001111?????0?0?0?0?????????0?0?000?????????0?0?0?0?????????0?0?000\n", + "7.65e+15 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", + "New closest effective connectivity: 0.518970556972789\n", + "New closest effective connectivity: 0.4743463010204082\n", + "New closest effective connectivity: 0.4612457482993197\n", + "Count: 2000\n", + "Count: 4000\n", + "New closest effective connectivity: 0.45752285289115646\n", + "New closest effective connectivity: 0.4551392431972789\n", + "Count: 6000\n", + "Count: 8000\n", + "Count: 10000\n", + "Count: 12000\n", + "Count: 14000\n", + "New closest effective connectivity: 0.4506058673469388\n", + "Count: 16000\n", + "Count: 18000\n", + "Count: 20000\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "nodes_from_ec = node.generate_with_required_effective_connectivity(effective_connectivity=0.375, shuffle = True, verbose=True)\n", + "limit_bias = 20000\n", + "limit_ec = 100\n", + "shuffle = False\n", + "\n", + "rules = (\n", + " \"GKL\",# shuffle = False\n", + " \"GP\", # shuffle = False\n", + " \"GEP_1\", # shuffle = False\n", + " \"GEP_2\", # shuffle = False\n", + " \"Das\", # shuffle = False\n", + " \"Davis\",# shuffle = True\n", + " \"ABK\",#\n", + " \"DMC\",# shuffle = True\n", + " \"COE_1\",#\n", + " \"COE_2\",# shuffle = True\n", + " \"MM401\", # shuffle = False\n", + ")\n", + "# for item in rules:\n", + "# item_ke = BooleanNode.from_output_list(\n", + "# automata_output_list[item]\n", + "# ).effective_connectivity()\n", + "# item_bias = BooleanNode.from_output_list(automata_output_list[item]).bias()\n", + "# print(f\"Item: {item} Bias: {item_bias} Effective Connectivity: {item_ke}\")\n", + "\n", + "# node = BooleanNode.from_partial_lut(annihilation_generation[item])\n", + "# print(concatenate(node.outputs))\n", + "\n", + "# closest_node = None\n", + "# closest_ke = None\n", + "# closest_bias = None\n", + "# nodebias = []\n", + "# nodeke = []\n", + "# count = 0\n", + "\n", + "# # from a given bias criterion\n", + "# nodes_from_bias = node.generate_with_required_bias(\n", + "# bias=item_bias, verbose=True\n", + "# )\n", + "# # print(concatenate(next(nodes_from_bias).outputs))\n", + "# limit = limit_bias\n", + "# for node in nodes_from_bias:\n", + "# count += 1\n", + "# ke = node.effective_connectivity()\n", + "# nodeke.append(ke)\n", + "# if closest_node is None or abs(ke - item_ke) < abs(closest_ke - item_ke):\n", + "# closest_node = node\n", + "# closest_ke = ke\n", + "# print(f\"New closest effective connectivity: {closest_ke}\")\n", + "\n", + "# # # print(node.effective_connectivity())\n", + "# # if node.is_within_tolerance(effective_connectivity=item_ke, epsilon=0.05):\n", + "# # print(concatenate(node.outputs))\n", + "# # break\n", + "\n", + "# if count % (limit / 10) == 0:\n", + "# print(f\"Count: {count}\")\n", + "# if count == limit:\n", + "# break\n", + "\n", + "# plt.figure(figsize=(10, 5))\n", + "# plt.hist(nodeke, bins=100, alpha=0.5, color=\"b\", edgecolor=\"black\", linewidth=1.0)\n", + "# plt.ylabel(\"Effective Connectivity\")\n", + "\n", + "# # mark the item's effective connectivity\n", + "# plt.axvline(x=item_ke, color=\"r\", linestyle=\"--\", label=f\"{item}_$K_e$\")\n", + "# # label this line\n", + "# plt.text(item_ke, 25, f\"{item}_$K_e$\", rotation=90)\n", + "\n", + "# plt.title(\n", + "# f\"$K_e$ for rules generated from {item}_annihilation_creation. \\nTotal count: {count}\"\n", + "# )\n", + "\n", + "# plt.savefig(f\"ke_{item}_annihilation_creation.png\")\n", + "# plt.show()\n", + "# plt.close()\n", + "\n", + " # # from a given effective connectivity criterion\n", + " # limit = limit_ke\n", + " # closest_node = None\n", + "\n", + " # node = BooleanNode.from_partial_lut(annihilation_generation[item])\n", + " # nodes_from_ke = node.generate_with_required_effective_connectivity(\n", + " # effective_connectivity=item_ke, epsilon=0.01, shuffle=shuffle, verbose=False\n", + " # )\n", + " # count = 0\n", + "\n", + " # for node in nodes_from_ke:\n", + " # count += 1\n", + " # bias = node.bias()\n", + " # nodebias.append(bias)\n", + "\n", + " # if closest_node is None or abs(bias - item_bias) < abs(\n", + " # closest_bias - item_bias\n", + " # ):\n", + " # closest_node = node\n", + " # closest_bias = bias\n", + " # print(f\"New closest bias: {closest_bias}\")\n", + "\n", + " # if node.is_within_tolerance(bias=item_bias):\n", + " # print(concatenate(node.outputs))\n", + " # break\n", + "\n", + " # if count % (limit / 10) == 0:\n", + " # print(f\"Count: {count}\")\n", + " # if count == limit:\n", + " # break\n", + "\n", + " # plt.figure(figsize=(10, 5))\n", + " # plt.hist(nodebias, bins=100, alpha=0.5, color=\"b\", edgecolor=\"black\", linewidth=1.0)\n", + " # plt.ylabel(\"Bias\")\n", + "\n", + " # # mark the item's bias\n", + " # plt.axvline(x=item_bias, color=\"r\", linestyle=\"--\", label=f\"{item}_bias\")\n", + " # # label this line\n", + " # plt.text(item_bias, 30, f\"{item}_bias\", rotation=90)\n", + "\n", + " # plt.title(\n", + " # f\"Bias for rules generated from {item}_annihilation_creation. \\nTotal count: {count}\"\n", + " # )\n", + " # plt.savefig(f\"bias_{item}_annihilation_creation.png\")\n", "\n", - "check_for_duplicates(nodes_from_ec, iterations=200)" + " # plt.show()\n", + " # plt.close()" ] } ], diff --git a/automata/plots/bias_COE_2_annihilation_creation.png b/automata/plots/bias_COE_2_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..bf66c73180ee208921e52f9a0fea34d4fb924d51 GIT binary patch literal 25300 zcmd75cRbg9-#)J0S>$YJ5GquZXc&>SjE|*sNvSI&IA$7?*F$MZOj=j*z4>Vyo_64oUQ3=B*Z*&_-J z4D;F;80HKvUWmVm+`5P#f9$o9QnOJs*SE3PvpUakT+hbB#N5Wj@XQ9g^H$b|=4QKh z?A;-_eZvJC8w+bO0Rhv0d|-#Um4U#X`Lgl2$R8H6>edVl%zEVCIU$n4h71g64pNRB zRJ!=AyVl_%ll}Dc&vHsu_U2o%+zOi8$sg@1QIO&{6{?ZbEOeEBm#n7g7*MLh zU%DVcrS|n56=U6MIpt6VIeGCv4z5@clh^y;mzAixte3U41ZTOB&)(hsyIUn%zpZn4 zKKAYIXFi^-9J_RB8TsbYAAc6iA>RnjnJY&A zWY~P*z#{VJ`}vD8KKOdfFo&J~&C1^wnfrgc$a{W+Xth0NHKI4tS}xC9R1$BhIW|82 z^-OeIcvPBITW9^QCr9XTROV_cd~(B>YiklgvNUJviwxsz9!yE_OUM^U=`a;E9y%XWDU+mhoYma%|K0IeueZ8(qxN>ujkLvW)}g@?p1I6a?`TkK;lM}`tul=!viRqEv+S~W;mHrwVh{N4o269C@N z#5PL*zyR%h&M`STs*jKA7ox#Fyv<&OLB*FJn>S)8wkU6&gEqjq={H|wZQh$3&5>npNNP_RI_cY3OK zy5yaq;!te z?rF}1b*PwR)y#c<0pp#|XY4->mg~AH-&n@p)Y!;nZf+iDRLZBSTGbVq;45re)bQb| za?CkOwfx5vlbS?%Y)LZP*cNY`dXi+Y_~ecq`!?d7d&SS^F_roX(}RbRi_wVSQw+K* zeUJ6Em)9zqopIS4dC$$qn_649;0_3SQUYnCKWu&Y&$IKm3|AVk{Q2jLGoNpV9`)HF z=For6ubfHLp+9hHve#|f)~&MGk3vQz1=w?5txi8H4gA~V%5@ami(X^ZM5;t+wBsR@ zblf`2B8=+OQk`8~n%mn$TXKCnGdbPf8GBB0^wiQ+AMESDd3%jO!s+(wVe7;|tG`=EbS8&qR8-X5 zdGm(8Zi~tiWMr3g)neX1`oh`SdDZ&$Z$#=YHo6P>i&`G)O&#&8dS~dl?b%WFmuElS zTpr*1xg=Ea(X(f7lB`>+u3PhVwhcS=rUnNFavy)PtJyuuWp}?=zSzVCm%Ncq>9px7 zC$eJrG~?fNi;I|42qL6ZMrxAP!R-o4AHNi&vg z?CQ=mit9+5=qZjjt?u%6NFAW1k9TYk#zn)!Q zuBxM>V^sAnRM@2Aw5s{AfvD@Ri`BzVQzf&)zaT3derAfHZ3;!`2xpwe*FR>xH3aFtL@ zZGT^10p5EH<@SRI<=CXkLC4mqN2n-=DN&}!^4+|iJTV+$Ee<-ah~1!!edBQP;@0ik zk6{7E8J~?-^YZcvM1H8Ki^8=iU#G2~2pM}Dm4xVtvvBkA@s;zgTfTgGn0jmwW;1*> zzeZMZvEoRLb-w8Y#~i_6@qsP!3@09Xc)UnV6kX^3a<@U=g)ev4CEK)9Ih?wpJNKJc z$D3BgoWJ8Z(i2hi`e-NO%To!b_)VKOy|eGtad32$`#OHuqQ5EI@yD$#B`*%nYQ%hyjg(XDtW7Sn0B6tW1rgP%a>Vq>))kPsb-_D$DWDGBL=eWJabJ!L1Aim zdBL}D$86h+q{z@OWMU08Dh)Fv(R;s3GRX7KdI{TmoH)R0n+hHRTeB1K6a!zd7gW&a>`4>C>*=713O(s*^gYj-eWH zMvl16PuAjO?z2dRJd#onhA|4a9ODIj^k+#;sd6Z#Z>2N_VDOtqn{9?b$_=Se|my<94d_^z@xufLtuUK3v9D|(eC!qNhCVYjo-#HW=fFMPPNprbJ0hM!ZA#91yFXlA zL=Xc(Fb^L-#2R~0g5`>}6^cZ)K*#52W2P~Hs8LN~^yXuaH;9OckZW|7N2y}FnsyKO z)<@yV+A!=T?=R0&el5qsvt>)T!$1piR-m7AKjjg>rix~~Nnu-IfbIC8Aqo2Nt?84) z)nuV?xD3j_4hk~*`Qx+W==U3O&SO^9X;$AqUXPy+#xCQgU=+`!#XVpXInkK;Ko!|+ z2n*I2D3pW-gxMgxNuiljqQ&t4y9qrN7=<}w)RadXjrDt z@Sf?LuSmX!m+@PTh%Z2q)^R@P?y`%Q4U6vGyI0k>t?j~L>d*S=sdC|n6VJt@Gw-u6 z)vgCvWTJdQ{^$;}@2)Dfu(sa4j9u)UuU$t8ZvdW7I#xf|Dnb`K?e5^UYS$Y(PW_5;}<%FTelzamE=t)-L}!AmGOA(Vv-| zOc{cA+lzzQsCQ!x^6TD~8JpIp)q0#`WEU$jb3_8Na?uBb6O?o3tutNgu6IsfpB4K|xGK)r0N+kS;G7h617{kli%q@tKCKHs}-L7czvn+jT<+XuUqF( zt8s&gO<#7GD>gn`q^h%X%Es)AeIFJ@RYxK>xpQ;v+*v4i_tywlN7td|EuplHDIael&RyE7`b$M{aFvzJJ1T z-FTBHn2Q!)bCcr!DqY!KH8nMNuP$P)3c`{#cjrEfoE2}lpfWfxIJnw0-Th(Q@%alD ztec)1NjEJ9n)Ws3^w7O0Zr`(qd)>)>Kd))imUBt3rQRLtEUym2JnSg9ANclUw|l9P z5H@6zR@5W^d5e~FI=`>EyQ{e7Z;a#d(yq5-rMDYsg>f4ls{t~yW<_?s1ce*!^`W= z=Xf`F_&G>aYM(>?G!dD6V&E6;WU|(M|MV|w+nySAcfE?zqDXCV9&YXm7c*)}x|r3j16w&DF8iT*4u^1!AJ6bc2&`jN1C-7{ltKgW(xtxk*X376)tEVy+j z@-NjZJSYV(y5{S*Z%X-o65VAaNn)ZarIC-aU+8 zZKUxiHfx-9>j}*6$*HNS_;!S46>O}*TKoEDjW2Pn>a^tKFuMV^^u=nB;I9B+XU68%M`KcyIrwA(gWpdsqrhvp$!1O1 zL!Q(cdxiyNz;?7d;zRAlGT5TU9vcrM`UX4GF6yGRC)o>d$ELrDqG^AgH=Jf1|HsPB zZKPNLstX6^4Re_o2Gr`crD?RZc2&m8oj9R_A-Bp6SBZGKYxi#3U!#_^9o`Pw>f??} zs;8uvtrvYEIW@{vzBjcJQ_aQO$vlm^;sDvbIv2k$z&e$yO}15hz#$Ro^e`Fa<=4-j zc~on0%@`+VV4}~NnZ`XeNl&rqZH=>4;!V_PnUx=!5WwPXJ!4!;vQ8d4bVd6`cITvo z+f>Sz2b@tr1Fd1-t4w(%7cE=wp|^I-J+Uh?Nag{@qd=|h+pGDXcD^zY;c87jpRVIt z-3h#8rM*?4)v2embDO>Wh?aJWi;GKlUSa;72M-HjTZXhMJsvhICq` zS8rE)flBJ|#BjGFmY#%;+08bEWnp0`^IeER9jVwY|m`>_AQ*}$6 z4ql@mQk!O$X#OY=fT|P7tP~ruJ1;c7a$8L6NUfc)d zI1u*gDVQ%3bpXXQakZ=w=Z^+{4$=fAqEcbu;Mk$7tE;|!^-xc3bx(*PlCDi#!A5?~ z_+#O!QDp=mVJjMA{+1>2S?fJ;Z!O)QF8L!e^`??5<{SkOf9hC^uR~t`{@%)r46;tk zkf;X%BaOiHj3es@BM2E`!MRN=`B>?nefEKbxA}{_u>gu|)RW1x$A)(S+=n5RwNwgE zRL!aEcXUJW3&j&$Xv%sRrkM~4^5xN!C!xdL)oVgT4r0?F>8QL>duWim*EmtzOe+6Q zN=JHOtA{@(RE~=D{Jgi-GZ#hRYq>|sdZ#PmjD32NS~)aF)7f1ox)4!Ml`cdeqj^QXV_FBusf5naQVn45>Pf?L4LxZx2RjCgct5 z#WX5n(3f%UH?cn_+FDvRZ{9rRH)=c2pF7t?d-L&YPh@9fqjhmk3a}!gRWL!e-yZLb zZ+CdU;$i)SDsG3ew4mTrHD|L!cG_;h*+nM7Yh~4gFRb71tcJQfDbzNxu(LTKb>aN^ zHD%S`Y}*PBVqnKd8y_sSd6@{z*giQ@Uk*0$H0|S593c`2Z+LS5SX1{_RfRJ7Qml>e zbJ^7K9$K$iN9LnintdnAiIOV|mJZ?~)j_(wdCTpo*dk$IVMtBTm9`RPK%BAaswL8#~np1_gEWea}cR;au9_f7QBRPR+Y_@AgFKq-vn-wQ~z;ZtCcG+F3r0 zN~cLI>{%>ZWI{p$vcFennZ$zc9UWl+-$s=&=j{?`x4_B1lDbn8Nb#(;Iwv50Q^)DV z+2QVsW`Tg>qztG75u`N$V%3Be1K8baotr-uFyz>)JnZlUt0KmC|Jg5$v`h?TM_nq7 zJox0)L~oL}r%V0V$HhyRD&iG|Osn4QbNj}dwJY|)_U0Pz$ke&k@m+$x12QiF`m;+* zl~Ew%$F0v0G^sv~#m@p>6j*4hkWguv{?xBAhpD%N_6XT>K&+)0?=J7@iQaT$?03h8 z%Ztp$jCI0~J=w)7YVkrPO6R$;lSj<`18FGZ#4LYY3w)!=>Ui-YDRRCIrIH{H7{QAr zTxDi&AO88%rx4TXcv6RBQ}%Z!J97bay6d$ewxsdcifQU}CfIhWNXf`l$K|AXN*|2x z?lRrkI56H zj!ns?I>YRHBAc6=m0yg6<5fV$7K`_$oK@`v(h9kD?HaNz7FjSBO>K$woX2c31wePV zS+>11uisBmZ|&mOcqdDu^-_Tpi`uu5|* zSs_YzB~V2B9_Z^Y#X>;+f%?(B9qdJX^_$7DR)1>OgT<*+td+JTY_DLM@4EgbZ$<4~!pkmKM5ve5yH zl%vmlwn44uGS=(^hR%cVgV-B{swnk5xjz&+CQLO-N6dNjE#B1rXx_p69H1LIpL62| zsa^115Q|!pWhT4(zOb3MA^SOkJR17EMmIz;_yi&LKzIeAp1M$<=0ct(@QwAr8su%F zzhKQ2U79m*6)S5PDz`R3NF^<;XW;vb_nAxBc7x%#$0o9)}i#fh*ri2Giyqu&=1 z4kF&+;K74qb>2IJv5v#=ZiIcp2=Q`qa=J{7wTjqACafd$BdUVybfTfFLjDFbXW6s8 z)=H_4wlvPKgmA}q;3KDt0mrss?STGNL@xOj_f5>UW9zP63f8T8$|&KUikL_GyG^Mt zUA_Gj5*3LcnrR%^p+!dpQUh*?uf(Ci}WoCl6y zzjkfwo;`cYBg9|7;h+H4m4U=A#ki2fJ2BE*jBm`1M#Qup@b5j9y*Iz?{dA zxdhe$uX>etKdh;(y+&SJKtAu)8B zDGorFVg=?E{PpV>BgpaqY;<~oji9WPkoLvHY zUuOcM&D>PZ%7oRLP$B#Vz-*cAF{vmZ)WlbBe&ZCR#|6neRK0VxMXi$4V-HZ{Fl89U zu>y37py0iW%*Xb}AAh*(t^I-rzYFkGu=tNZc9KdLqa1M3fB%ByR3!xk>T(vA^P>|J zY;|>Y(wL)rlM^Fs)Go7plpo94*o==zNv(ruxf9#LX#S!_Y!Mo9yIS&|J7tV)n%MnB z#N4lT5UgWq8zxa6bTWAaBasFm&klSVIoN5{t2ArgJTsx^5g zX3Lkad4w?Fi4Y7K*R1i;>YYSQZ??y<=u=;R|E`pjl)G4{tn%{mUoh6)-aC!UwsS$F z0J|fN3~&#SrFAT+x!Ey6J;zv6h%rMAGj9pTg^h!Q!yVAMFv;5BY;RqvooT<58^k9j z0fDHwr4RkVyf-3P2ttf78XX^JMKLCXBFtd0w_Y+|^DTJFoHp>w@>o*U!bQO+Ijg&e zB5hNv-!#WXXyp%iD|+O&XgH1Z2x%mknO<~qBFo?l;Dl*{5G_9FS6%(HgpIU1gJ;&_ zxxK>1c>W|mUu!pY4;MM$mz{=1+yPoiR)itwC=EB*uA5eK^X}a}f z_0@jvQ2N;0TmLSnWZhyWCLuBlUc8E5)=D_Ov&1-S3ANgGe!Jp&!-}wacM%jThsl_T zK=HE9DBsPPkq9nvCt_Cs)G2bs<$wNp8W64Gv9RgW+UcDjkzdL~EF<#<04;=o<TT4p|6z=XV zO7kJ#n>@R^jKTgPuVT;z)FwuSudd%-#rq0$=>@`@gGDw?3X?cR=Wu9Sbx#0GEJ)i> z6QQ-*%>VJ@$DMg2eSIE~kFJKzVQ3AwBhFAGg<%LF7!V79h!EI0;b|@t9j|?K_y#2c zFKhB|+H?q|{8xKdvTJ+3HiVr2KAcq8{S_-k$Zg6wbJe_A4?)md6_J9J~s-cq{a^xC@1c#O=DEvd(9CFQ0f$fT4lY z7__V1gXxL-X(P}|NkOXND&6im1ZNXt0E)G`uPb^*Q3Mqc5fw^QX@urTkk3kX_6Ykr z2N|SERb-z?wo%nLYUJa57{A^6-wGf!4k6%mfMOz~ZG<)!xtLv7NWJR>QR9^k9Jqvx z`x=%Ake%9uA{*Q_hrxmy!_~mq3E3~!=~wYdNkjTWW&Ffky&4_8NQiPsRW!2$oXAo} z<&hD1fNHZvZAjo`$cWxd=p{-K>ZiE#Iji~AV~$8T4tj78byX^&&WZYRpFJEqo5k@7 z1B2)auwV@KaZm)2@~w$Zi?l<`3P?ijRld*Ewy);l;V}f29&h#&!NrrCUBXcbyda?# zn!bO32?DVVYRHu4NX33Y-i3^7Um%u3*|_fR-q9ZHuVQ2r7LiLt7yvaja7F!tgFqtp zNCjHOZ$J>L9eaMK^C-rFq)dblWz<_uP;H5*tQd4G+Nlo7XbYvIK0UoVH7o6;t(8>_ z!Fs?pY>@#FLICsZGVJi1rI2JH1a8pu@D2pQpCib~ubo^XY>LWY$&w`s31+n>#UOY} zV+~G{3YwRf_qxtz28R1b;E1V-W6U^(dTo!(xJ{gSy^eX>SP&VAhg>p7Ad2Gcmaf_1 zRcfS+!H!u;ntX;p zLQqI1Id|^eQwFVt^}|P`I3gECY9+mbWYh*(J*9nwL=z%pBkczeegg5Rl$60(2C`qp zSWd$rLJh>#E9>rHF;S?lQ)34B%yGy-J;%#Eh+f4<3DZqas~yC&JldgMB`itnrf-zQ zifM;pA}4OyLW;5NGpjE-aUMgD2IecSEJ`;@Ro6vXAa#(+&CACphx+bqo$G`t)4E+p zaQ_l81$0mgi%V9iL>i!Xd{0Rw$j3K*eHH{bfsHbMX~c@SeCEuVcc=wu412*qSIbWl znGdDhILe*UK*~x=5z$Z}ATn|8C))PuNDqxa$&PcIp3v3IC8Q2w(ID1Y7%UfLDuHMB z5HKMCUswOV0UFFNwmdN)%o&lA#=Bzk-#HE$5oR3f z-zkiOqH)f;_*gc+e7! zNlim06ELhhsJA*HUszJpRnLBgI4NN>PkG59;TQrkhS*Y2_AS*u35Nmf4TGpu>)-YO zeYHOIi|qkxcT^!#!)$ml&1-tXf_ARncoI5zw67~B{JE&*#~z(7Qstsdu$mN%!Foff z+5wf6|Gxrj|4i3%hlC`z9t=aYbcAk|^lL?K= z{QOx8K(th(-q~~8J~`C~=Op{y&l^Ya#lp^R>gxkr00f{g=dpfLHFAfda-aqRXjE5W zj4pr~y&lQ$>*M1SSo2bsug0`&Nf@NXFpan{U`68*KZquptM7d7nd^c%K4oI^1}>PT z)$iaEAR!y8F#fr<&g1iQ85(4@KC?4ely}r5#S*H}N5_!@FP!{yF=mRk0`Xalg82opv_VfSh|S+mN*jK)w+Bf5Lr^L0iW5A1B_Z-$_c$ap zz|#33Ag>nCc>__<*EOHmVxXJkKG`h;yyA(`AjK-krpaFe`2@`%8#!ex{R~lqxFV>5 zP+{b$gW!q2LS=Dvb!FXk?q)1-(Ei zE-t=Mmy#5X0&Ab~);0n|R^8DP{rOdZ4%iN?X#GF9OK*$P7(`VtqTmN#V{c@ii58`; zCl@?%X07`Uosj)Ya?niGjGrxu%f8v zUFXaU?ULVawkvP4~EgNWj1ea@>Q=L+8Ri@$?@j(k-Dy9 zQrMj(sHs9EoQ7qoVBUj(E2JR<79#(XM1_ErJNyfLkS$0B%nWe?5itUEAz^9rGy$IY6`T^+rt(d`VbDLKKm(31raJ(y|#bf;NmNy?yJ}LvApO71sy4 z#wrK;cf$b)TBvGa&tNq`l=-BU_AUgn|1}_^#v+R7!tz1ihysSn!}*J z^H1FQ(p47TO-vllw(GMlM|`}DLSHFVfrp|14&IHUlGinP;x|5fIfFMNAwlKDwUwcp*&y6$`f*~b7 z7c!|JTri!={X;{g;I;NRk6OSg1Wi*Wf8W4eT(}ewm!bgdsSMtUm`j0_<&Pb^tK&L$ zUP?;J@*3G`i7VH-uUg|H#PR0__3e2Pi-Haxu=jugtqqooa>V)O&dzY;3&NFS1n+Sh zjt{nj&y@$=_y`70P@;y2K=G|$VU1uOa)e8YC{ie-$e06r&MwdE51(y+wEc;Y*_G-y zADk1J$F<#^*yrK_PJDDJu$)IqSbY86iY^W&Mow1N!fqXY^j;gA_5J3J8xOABk`{hz zWj#+I+2zZm4=g(E2@g_Y;-1f+U-RzWTUpsmE@jVR7E5gX4EIk3-dwfLfj+_Hh79XJ z7(Hsqx3^;v+)1D;zE00we~@l?ml0&-oe-1s^P_(LQR8@8?Dt>Gp72gdja|4S>(0La zi&wsezJGAzQss`q#tu=Bc{6tU^&e`rHDW$hD!>2K_T%3S03J>BkOK8w^f@L9B`SUV>wo3TUu9`Ghrw(+1}-~08>JQ5)3G@){J+n&uzdt4;LP&~CSAKW|M;`f$R9t7 zR{eQODJo^xH4i+K#TF}jpR~!c*@t|rh0+QiIkz?!%O70QNS@I3S=nSx5Y;P}V z;6om+yAPdWf zPeszjmNm_`D9C`k5H_9nGLIj4OHi>Y&2jaA7MamMb8Ez z$fGU|MrI3zwAE1+7Y;8vXLq$9YHy1u>e zNqBLivXrB);^2rR8Yrltcwv}SAA*z(GtgyPL4N_6S9fSvfm96(UrA}emW5odFK$o+ z_>Q7Y%%;tQgW6MQ{W4J>$@L~FT~S>3YIPxICk=b{vo)GD3m0( zXlkN%=GRTrBCbp1AxLtsfl6r;L1f?rc~73?^`{BU!DaRCvemS{#jnDXUd-g9h}pz` zu}=uwPTuko#bPE}{39O7APxiMvQj;tlbyVyhkUGIvHQmES|<|U|1W#_jufA2&tF4w zv7(sO{~VG(Hs=(%jGSlk5fG=bKK^qC`Cj5Wr!SZO%j*C59A1|g3{)9ba?J+Kiw+cn zd@1uhOd9=&5}uUR=<5Si*<*tot=>2#=O}Cmi5g`*fbgO@%{4uyvr-`wm7+m z=y%TrQ-_()VEtT6fd=f1Fp#j26A?Be=Ns*$398;NtW^)B}R%aQm; zV*Q=B8=866xyOcIx@9^4-#4FGT-&A^c!M*KHB!rxjKK_xEP6=V{hf_rna9KLT}G!5 z{U?2D_8xFwcY+U7ghr_Z<;b?XN*Ov=g0VHcaKK8T=!hY04M06CPEVX!j8)jEw-m2|EVcmJke-64Sp1z>+@$ z?tK<*M4o=h$6`eg$z(^!6g=k!Y@ni(MS$}E0{6IROq^kP09= z=WH{6t47bgq-200sooRCu68wwT7vAWwAk`uTMhDajsiBL zOfY${a^*_%Qu^~Tm~AB40MW{IdeWX>CuKA~y{swQ6F}9Njl}0_UDWan2RIZI0$nF# z+>MvLnp3&BZJF@7tUpOmg1&wVypn10)vH$@J$)Jm!kjh?q7mUbJ}%oqd88||($tDD zlBgX_G9ZJPf3G3~v-Rzu4Os3sm&JE(WS(!cXeZ<0!|sfQpqD}s54S;GGjm1NKm>49 zY?VRX_365#7`%8fk(+nlJ}neCWl&sAOtBoeP^BtI=}6?4$7w{M`yzS0Sdj1Libz|YD=(4lpM@WvP7H}%$vm^7lb3NL5W^6kl3 zJg;ixGi)ZBraCJbxcBpC>PLDhO@EHlb8TkfT;HHqOm7yb{2GnZa=+2k9jPUZbVTtM)vq4>HFVU6%^^IXr`0)zK8ebwqyM5=V;(-J5sr_I7JOm(}=ydU-ESf+_q(w4ZzZq?#mX?OQ?&^~d0;tCx z1&Xv-kGGJ%_vXX(t?o4yd<>$`Xf*%WqvVZ`-T0kDLqpMHs@^D&wlyhfZvw~TWwRB^ zM*ichlKYLFn`GyTS-t#k^1%Oyo~z%G1a^rlk#Rs^+pV=TQ$p;}+ zssa#lQ;7Knovy^m*anMAAskxIHR=3R1Lx&SIt*}r!$3w21gr{!)sGqoFx!E>l((IU zyiOnU!2<%9;3K(!(w+zz#79nqBPyYF9&MHXm|aRw?o)px=4#CO1xG^RVP=UyXqkL) zgTPPnkee7f;v;*>=qsXU1h}f3}i|S&c6F0Y=O`giw2X4 z<;4$(a-M;#yT4kuXhKu$%9Lo88`h<>KXNAxQdgQOgi!80;m4vcVBmLiI2-*x*4Hqb|aycqnkwm*T426yi8y%-CA63;k_M z!6(>rpY7dUFAVb);Xh0d=k-nFibin1YsBi`^A^yJ1c7f{@Zz9Ik_x#h!)`Jv1*FLg zb4A4a@sZvry$p9lq?vIb>k=?NbNK^6z>DnDtu=}ReEwaTEXwuUfG}A@LEt0DQb;PAUT#I5gQ&ND+t@te04iAy{vY{n=a0D?3S}Er5U$ zl$=sLMJhaKeDbfZaTB5sgFsj}Jb^b{#PMdeVK-n;@}60C7W?Kp&VfXl^|`sDk^$gA z1%khMyDnsoE`4m(E^c%CRTp0jjvq~aZ_Ti@fkr7qUglRd) zQLiCalOpK{e*`_7Ss4FWFc58AzJqAC@Uf!4E4M}Gh4zGbdR^S*bP$4J+O&A&xDYT| z*f}a9sWrf1#=k~?y3zKNk#+Md<>S|-hqp_94}g)X?rW4sXsWKh!;`=CBUS)Zl$!qX zs8cVmpt7{-Yd8p*R1S7*F|>MU`@*aO4tsz7KpBtWKUZ-%oeOXSi+NJF0buDsdyWJr z6bsV1YFbl>Nb(YHtWc1F)IdF=b+gvT7X z1l%RD_ne%Zs&|yx!A+k!JvEUGX^u$qpmSGWaDaYX1mW5A0W;_RH;{0?;sgO`-mH?Y zDWtQlq2V;fS{C~Q&XY$aa7R%T@KPl(Uy(B3y5*ZZ%;#_$zJiWny?_uB*lXUKUHU0y zqX7@(r0$53=sj{U{XWXaaO`$I^_W07P{MF8dIv7zlaPIn7V$agx(q2__8x+c9D)Wy zvUIr(A!L(pptPW`P!&+%sCKeVA!#6(GjAd3c}4GXYHeXJlcE1FlCO zZh~n@7h@?_3)_xuFk0qYSHwb~?QqZO8yP7Fyj`Ltxt?o=2i!(+Y<{#645+P@6z;{) zb7cNtXGOfJFHxqk;KCs+kUX#u?J~6Hs@?hfFtDt9ljKA-XJ{;w#u;cKa&<>fxn(y? zQEF-`saGK+R=1%0L<|4gs5p>oUvm3%?l_Ygyd?W)z>ms{I}=QUo#pvE=(N%%OY%F&voNjVPvpVk*8=I^Sl!xQzTxV4FI2IK{P_KHfL=d| z*e?RwoBoy_{}-iTq$IhL=oMdIbgY$HZdmlYsw#Y?knTE5X_JqD|r8y2^>7lkRS zH+EN1q;8&lo4K0)?)N>Yn^4&ZxwfyE!=6;|JH`Jm4iI^7J2~^RH8p|u^{Iay84ab| zx2^sygPWD*kv6^GIK@yA&gZ0|_ck*}n9xgAevNbYbd$Lq9Oww=zpJeOg+L?{&@67P z(Whtj^)D~T!wCCVq$na{*d+Tmq&QoFTU@)#Xqb8b%}=+6W0cy$IM79xx(D`o2}ttrD?Y^=uaDnB?r}-;0ax2*3&^0v zp^j=T-Vo+WB80={%|ihzN&0!<-XOhV@Y=zcQs(UQ9C`-`N*aB2pWZ*;X5~#HMJ-sc zpz=5~s^8o@w{FR2Q+c{u*6=DEAw6%x4o|>5;)Ds)!%uddH?tg?x%uTwQ_LbT7m_wT zcL>npG;Z>P100LnHvhSP{dNkDa*6Zh0MX#P1~L=Wn2Ow!Cr_3GwwRjspZO;y(QGb6 ze8To3KbjPi>KnEOxL%G@!M(9?az+8kR9C(EN78zkVN8!-H5yusa#|B%6=Jke$C%1HlC13>ICI;2^t_^8!$T3mFz2K?wDt(P-U! z2~kWE8~{Q#{1r%J^E)1 z!5b)`Yw!1yQDry*g^2tq18VF(dk(9Bri#^f>gl&Kvwsa9Z3$B@Yq|}kzu$`NPS+Uv z4F6AIV74Bm;>?FOH0{PoaKJ1M%W_GgW)aKk@Ag&~v<$1s&8Fru!4 z{{R4SZ<3fO>p!-y!V%VeqaBHXSPc8WeO86e@ zpjvJmkV5Q81kJ*wAp{kWLd7tmrKIaF-}fWGpH$eiiX0wu3S#CUOc@j0zjL=Hj zl|Qy_-MVFwi}OCg@`|qpZftyI019ANJ{ZFB83p2t$GRMXNnf0{Pju~UPNa~ek8vPy znn;xJgW>QCHmIo=a5M&?>tc^yn>R})KI4XF%`-iHy^);q0)x676=LdZ2r;6udqn5V zRKL#xiHw}?md+gtAmND9Q%G|qajF2DSy|ay?3t-RFLABn-6SQg!|pTahLTmxW&9mC zIe>!f5_CANOiD^JgpKh8->SSrv#Sote*Mb{V&S}Z907nPeSfm^E?r_+v}Uov zEE7z*2!oRD^texK&Lvc_Gx?D5u-u8VzBM`ppTK)HcN0NdcZ8SN5wG69y6*R?%1@vx`|ZmNM>P*!S}h_A@VCi;73?%ek1ptdv?ogz$?-+u>ljDv~U`X zjQ6~i8)sJhJQRRY1^HtDbIR$iF6t3w)u)z!yD}>*E~iqt@9-GQ%JG#bircikfC^X_ z^zrm+XvuvKJaNbiG*cAmEggpthAp=2V$7)Id5^-EVM_krvpftvi$Rz5J)q90-0P%w z{}#G=$Z}YKCDr$!si&v4i-<#)4$VGgHtHj2v5RJ~%cX3~hl#X#Yi`Yeg<0kI;zq5M zi$8@|&5!*)%e-8n(crsPze=Nl!4sGG`DrETg8|2EP(DbErj;?TJ(paMon2!eh|Yu* zvK1$S5G{{5*RkHKe_@-WD=qsL%g1%I%Jwp0+YTkto=94Dc<9s${SYN&Yf`3rhF|@C zQ4C-pm4}D2X!~k7Dl3J<;Wb2~loBc@FK_Q46tG$9${%mdu7j=F*;H=-hSNAPh7TO9 zFflG`q&X*%ssaa>iH08%T|TSOTonq@)!nA@CQB$4r*MqJ0yl_`sl91iMcHTBE)z8+ zubSH0foE%$FMmmFIK-oMHT+8KtR(W`sfcM9+?TE5>9`HLUi`X$g7=6-3R|SK&|p^b z&OZKh4+TCqd%JasxigP>+R9x|lr~?KVNUH49O_0VEWpl}{x>$FTP$RnwhDr{a~PN* z?hB_R%8V3eI zVGV&n%@GZ2upsTE6k$0$!b|`tR#zcQD_8*n(rbz{-v7utuatITyzSt5#C3Fj%-ZVwv;Po1O>mOV)I|KeC8IE{c zPzwtdE!qZU=I76!cBW^}o*md{AmLkT^a#2vU8R1XG(OmCK9b-965bYW-|9wiS4Mb* z`vQz7qz;HggRp5w#~NuA{i_oQOxkZJ&~r6X310g6)j`*~$9mbV@I>FQH6)Qf-LM9|p8*|Qs=tv>Q9}puuC;@G% zmA2Co``^{#l{B1&Bid z`Z?iF-a&-ITpR_j)l%1H{||)}0H;l!QdAAK0_?^(c*|1Q;Ar~9&`y{;V)+8*us!tB zV)ZPrTow?hc#5aH&fnfY-o~}%zxMo9c2OHyV(qebMY%(c*;u49fA?(c zy-JP?Llsp&cI(zHoFHefbx?4@>|3Z^yt?qIgp*y`0Gc{OK{b)zYnZ9`8%_({TOWFJ z8M_Uf<@eU^JOs7{Cq0hie3(HrKwf}EM4CHebFN)oUhwmQ&p(n2jJ)M^8&reY`DoeF z@S{}L8#g*(mG>ur8)&X3QXO>R5V|jj5N9v_$YRr6v8lrUCILOmC|0bB%^dD~d4q$L zaqrNKP`%)LPwI#c5jAnBT3*4_=kb0A_eWNr0EzgZ>!t^nA}K{C}h*(KOTK}@*4!e z#&VAp|BRcqo&dAHzdi_jD(NL>S6lz>(rW)DbRHhiEu9z>HW%GXEqZtXW<%YhwEoCsmeJ2Hzf z-ulSgD_V2hm)OZm;R{j1flrho^i7c-OAwW9XrHpOdStQZ_r$|RLk=4yhiAd=>#esI zxZyM1Q3n+bMeScde2_FZAiA|92a8?odx1t2Jd1M5MN0#pgX+wdcPc%cMna#IMKPXvh@A6S=Da+#@&jb zu?g2PYlr)PS4OyYINe%zDPaD5QQF+cYiASehn%BgPQSfmWWWCl#UToJg~E{|Wfo&G ze>IF9(hmYLPWY&q83RzA!D)YgjfTzK+}vA8D%0D~b@o zEOLmGYil5aK9E%97aSS#Tx&T3+u4hbVt;>FIk~^HO#gJx`xec&OQO$~;g7#Pth75O zi&&ukVsYy|Knf~&B*`(9(4jg|hS}LsMEF5vqR*g3r-+P4kK_D7@o%6tBuS$Sd|aeg zfv6Hlais0r($4U@_w4($74{nb_+PCto-EaLUu*h;=k_=xhG&azOzIbK;>=C8E|VssCG z{T8<@;f%IbCNT(;h+)sPm-QSnxoROCe^8XIdc(8aW7RM8))Fr-c&TR^ ziy}9@s6PlB2F?`-Lb3}5&ZEZ69RaDc=UkS@KL4|E8t3CQx`Tk1YFp$ixsXmy)NgF; z`69g7;4Is<*l4DYmEU5R#>dCSX!EtMUUI#$4z4xm^`t~0M_&@+3=|zX6bdneESXU@ zxauE+`A5YcOAdI1(^@IPOq-xG0!?Q-_QS#4xGN6u7|}*s!8DOQk*nNx;@6?CvmU`fP)L(G8<>OU?55n z@w%(ly1(3c_Dcxl7@X93Y9_;8u1;l5yjt5~`c^mHl^h36j^;5RF=|+*^4PRb1B=i5 z^BH+q1G|G_IgjY!gC3I`mV^sdH(;KuO?7*EdhARqnCog6x4l13KjsD#X^gVHD*EgV z(oKh&v>pCChxic)52W=T$KVk`1YIQLv}e+ir|FBf+qUQSb%p5kC;e+MWQL+6h_p}z zs4TVjsE%fmQ^0eP1OBS}kZ;A#*jg;&>k@w4jZ-|yF#?2|H0GE%xav!H#X_Fpt6LL& zD;K&rJ9ouLAuUwp8c1IB+09Vnh0MJc4bkzLAV{QfQ1VWP{-(JC0hqoo5O8n`82vmu zh+pJHKGT85#zv;_QX^*=vJ)aLex0r9Ff9;dv`MGF7)9aI(!&Z#KzRoA9u)En;mI<7TNn@Lfl{zB}EgO3Jm-P zDw$sil3$JHJo2ITo3I*EJ&CbI&m<5EC-@Qtn;d(JI9ADg<7W1XH49ZCs?%^{$*Z5uYcuWWAEp;SN? zv{^7PBdC^Y4xApWM!K`esUxuF!UcdDi9PWTwAfqO+A70~T02-#p@ur9bz&b*RUwDl zQptXw1d%~3vJl%$@=3ob;7^ygI(lI>(^n)0)ZRB06hH^(DKs|0*_y=}^j5LLv=6lm zIn^7bg$cBPC%hDd;hXR`=VRimFmdptwm4#4H?`_d3#6&QsY)DA?E5aBqE;|p0Xz`N zfDwS4I+0-Z+*D(xlrR_xZ@Y)H82K<~RB}`Y^ibM)n0SpaX4f?~_bf{|%l0h?uSXy; zO>zZ8XkYbdymg$@h#8u{i-nOnq;Qf;0S+M{hxlSYd0`K>T%X*~Z@q0wATKM6v|XE4 zubDUq6wt644zh~bLoe^4RA7Y?u?tM@T{wtw)Ovt}jro>6)obIw=swuAxBoDd@?Zw9)AtTC+YG-l}lPJVNk$%X!bXvIKTDcS+I*B zs``-TBQPF>7695N%o~iuie<}NR4Pp0Za@qXL=4HoGEl}cLHH&po}?C_RdO;faxcLq z5lj;wXukMAD#)mmqNf^*gvRy%xllP%0sN27qrb!3f3?v5M>zKXHy3G`o+JKj)iJh^ SU$4np=yiL)nT- zw=_z(wDfOX4?44F-g#r@`{(00W;UA*&wbrjoaZ{%TIY4=l;SbQ6`NPk(a|x=9zUu? zN4Kbxj&8xovL*Nlb!yak9BJ8 z@Nm|u{keP$3osBmI_1Yu?L?XVZ_9BMkQV=lWO!J<>mD(X1YCc7_6G!hx?oG zAjKnHWnq;sq*rolrd9L~vC5W~meyvuq-#0#2^BsSl4sm3$d}Ig*s$dThH31r7$~Nv z&KT@GbmxQT_IR^~G^6%{Cz}skd1;iSahHr?)+IePm1D<_gGnaUXR=*q5{=5k7dAbr z%QA1uqAzmm3iI1)x_0f_p+fCsv%oZ)t`{XGryQ;Cd8WCM@J+0Y(40THX# zKV%+k4l}KL^F;Hr?M@*f)exBnWofoO1w8aQ3XzX%=;>1U?{AY(_u*8f=xn^}=~;b$ zlRyPkQ`}`{w7R?G`HhfY|B(l1{8SSk0Zkcmw`ce3HTo6EzUXMG~o;)8-*#?Hx>b(KeqP7P$6%uY{Ce$QPk zbmjYn%$c#eiN=<$t|;E@X(i?G6Ay3SzFnS?YTfaZI*Dp_lpn-AZYt zyobAvtzWk;1XCKVmFcKBOb!3AMb+3i8e?YVXxhXtJ&{Rw@DTRn-J>ch-pa)`!ICcP z*RFkmF^JLIoIH8bugZ4%hovlM*$!U{<@fE|gXPVFeSO(iuU?&+YFSp6WRco*n`x`K zT`y(qQ$fKA44`9WvVKaN@A;9ByF5h{oQ4a9M@x>ZHo}BNt0zSVId*eIOkh1K)wEs0 z!sPwB8=VGhPc&g3$NK6bsG8~B`MlXSj>XsMR|-0g7~1w!DOk4`oF4r4o@LmbaZ7kx zz8}}FT`ikqbxOsv$MRKU&+_|CKXwojdde*>e%_!s$hK=vO=C2ZF2!N6`uD3Qzhe_= zX=zQ&dVO+YoV>PZX+^f18>UkMKjc)6_U_M~bM0%&Zt8N`v}x1bJ9kc3Mys}ANtD9m zx~S>>WuJYxR>tX6M4n!;a^)lM;oF&o`qpVxLvC|Z!7pCCXzl3Ot*xz{bh$=JYW7D+ z`97*J1V>D8&Zn?H&zgr@l;6zoNCq9ikI}|K5twcBrzfBRvxZkT=yn!dS<4ruP?5>(7z{pZYEyY zzuq*(x7l{u<%K30&PHI!FBSHhT#={l-Kj-BgTd-h3+IXWA zIaACjF0<3aCnbhH?iv~&SF^BqspZhdw8{NB9@d5J&nU9B|*i9S6d4YCmZ6td8W_6R8r05%_0`h zHt=f2swWwXdeG=zw!CxXit7qleVO!q;YLxR25aT$1uTd&Xs=YQh5rZ$JRQo@r`Fo z#wkypMDgo>5XmY=jOl*QtX*J#nR@os3o)C{XWLzW974FKL_|bzs!?N4O3jSCPG-Kk zg;{FB!aZy6+_@un{J59SMlrkI$LtDELt9&0oh8g1W=6_SlCbJH()k=a%xG?Q#&K?D zoN3dhC}gV7b#>>JindGZ=6R?#Ww}&Fp5BFX)YTE}R#g>u-nLj`e0@qUk7n8)9Qzwf zS6AIwEg5OoSNjPEhmxq9w@S#gR>jrT)v-UdLnY&irOWrXOYh#lUxBx+OtI9B&>J0S z(#HI3=D&DTNlA$(O#=CC7or^_i$(KlQl>8_L?ZZA~Ek*f@qT^FaF zt<_hTTwKi~DXFFKRM2wz)z+%iJ zv~2m%_4W34yEHooWY)WP?<(Pdk=T)%nrbvT(v>#VpFTP>-V}p_rI?>FH#?=8WUQJw zJK5t=^3tkJ4tY(xyCFRpCn5Jv+WMWDZ@U^DlsLmb}m7m7JjU(UVrdl;gXF$9pa87w@db^q)S>^Sy@HAwp2}@ z9sQCe#@N;5-P%6;2myfvidxG&Vpk~3o*m^iZAcT+&T(wMwv^0$CT3@Htj>J2J0_kJ z=XAUC_iO!GQ)ZbH?fy?CoZh&vVu{8{i^ijwYs6P{^z_7Ff=+ICn|@{2Umt}x5G!=+ ze13amz-{jQr%#`TMn_fk^~2kXgX4D|ac>pRbQ$k&z`^k&G0tbt>2G&U#F~H+TJb^n z1rm`>s$xt3ShLI9+dFiyB~LtQ2D`E1jp=#Yt}^L{bo*+gvXSZG;u!2hypol%6UUUT z4ggO`dBn+{JG+Ct3iZno9xB4*naSe#Rffz|Yr7dC<)x9;i&A2HpO@EzoqP(LCkf%0 zL>857amd?6FBW3B?XsukM6{EM(n&g5>&Q$*I`=rnRB3 zbo08$o7}2jNZ$*n?XO8V){thaOuz{XOWaAxiKCg0qh#L?&(tljc(jkMne#-jWP_Kt z`OCUKoLGUOB)?1dw~CexiU|n`Y5RZqa`p&iuqz^1EW9%Ae6?Xy){I_tvU!u_5emQS z^p%J%M3(&r4jj0j=`=1D&LV2{=bqCqZkA%dI``ODYuaym^5hBgOa{Q{X3Bjaf{yda zKvtXSS?sK(bTN7lqe6dSVN6T^6$z87y}5;jg+Gwf0vp9`yH)Vyrn%W_K8D=Kd^*>6 zeiCt={vmB5(S+p7Ap3zF@$m8PO0FjRD$IMxi6{GH4j;a*T(?caaU)Q?$7oT*1}ruo z5CThIqszGF5y~r2^Sx^(%=%eVZd(?13$-X!a6{4hH+#b|GD-vU5j{S>F#F68X1iymD_e?oG8 zJf;A(#YUM(xBADeCL33jXE<1gAV(^eTaBwCKec>$rK>oMl{N6@(X17*{B~2f7C81| zN^0sRPszzhUG@I4uIl(;U3DC%(^L)7T>XSi<{5+Tx|33K)4Eq295$gyV2%^sySMlH z+^p4jI-9(&NVx32B@7!c1RQWE`~LkqAD*YT(Ot)RsxR5SP+wqdplKjd*xpU^^`$#I zKVdrGNt>jp(DyNu$n&+Y&oneFOf+1`yzxMjWW^^Y3hv_K%8x3*AGJfo%fbf~2d|r1}-Lg>G z3CS2fLPh>fCY+uK^$;`|Q0Z=@kR->DrLqMRsOI+Z7fZNiYJ9mE2^^|CT zY==d1&dbzr$o2zP-bA^Np@=1I5wnTh`RQze{sUe0vuDp{wUpwRkP#l3>P?uCT$xjN zN4b8%`a7QNupk+HP}KvxXQWtKU52AI+i!}o9i zoT`1Ld)scH(WNp;Ur*2I{avQ+`qTs@?%u~*;U_i`2snwngDBTJ5``$X*Lw1% zUtaEPN;@#o`e>r+>vUhBuW$Ixn~Q~v%8pWoDpkC0tz_mzL4f#cuO5%;P&H1y^3?;k z*$D$Y@&rOiXgS7ODUTz@JQHxQt2QYnY)* zudkYUC}+{?$V;CnY9o!q$clNH+^=81rpCb zK`J<_n*|LmRO{p^?hKp02}+E+-)(Z8iYp)a{@o&PoVzVRRas?j)q?tsBJWuaJ~XU| zd{}Pu$7;zR&&;xC>`)e;ViB|1GqQd_z@W&m_sc7i*jH_r?6rBId-386UFVU`QUcp; z>r9iQFiwI)9mjed-j=UgX^lcNEIb@lqVYsKfZdUrni{}JuktQ;ROe~2#VPe;%n9H( zW)NBx-}X7@d9aX*Z0^{0mrw#qZZT_}0^+Si9z`nYyDl6hZqazV@*cf@Q%#?~eH{X&yal&SWAiZhRqunPt+1X`) z>Kw8*7d82j7N2|tc5Rn?MXj!y$)p4aPyZ85)?I+)M$hB!E*B5hLcGJvqcF5Y& z*4EID&4midCZNo1c4RodG+PM(gR)|E)oO_mFT8dX5UMfK`~vCjlGB2eS8GZZXskoDGA?~_izJ`E#?15*lb#^g zNh5_|NzEHe7?qA5y@|3>FQKL)k(NtLP8T!g!iQ;!UdabU9x$0_fys`ypC~WM(XtRG@&T~(xiief@;%jV}h`i zoTuKmT@Hz<36dVw%mDIsZ1YhY`J(G-RPdM|Va40u-+u|?=GNE8A~f@7qIWpVxo8ye zcadTl3|mF2wE^Rn{U=Zd_~LXUPs9M0XsK#4r$5)`Q8VYItKPm)?5YX7fPivYYGcy% zy=Pw@Bw^V8k)phOd6aU*P!b~pg9_H5GTq*sZTIdNfL{dX3caNxKw+dJ1zP_oY>s(H zVUgbaAd9ME##@8G4A}O{C;4{R4pPt}Jih=&(HdEONLW~yP#oOn-&E9@XU74ZYVu}| zP*4?;BAMw&5O^s}unF0T61ffoax4J*YuV)XaB;R$-%uNq_o{86r zd;ECggN^*}_%ol$|GuKm6_0zUvoRXb#Voz=&0#67@rqu|xi}BMmlaRxmt^zc?y5K^ z=^l$$AbgGoP8+$%kakpYX$-7%C1I=y%0cORhQ&q_Xa;qnnAglEX&R}H~>wYNZhIl7r z$EhdDMVt(_>y|Fg-1_X9{5t9x#G*v!39G;Z4nq{j(qenjyiod;8zNDvs;5{yFW>*k z$#|yCEWWq*GR{h!(VQnZMa(Sq)7U}_-ImQZbk$&E-ElH@u3qhVc+Swz%5mM$*wzzI z1v#|its2WMTwGji5w6;u?iYqx*xRciKPO%Kv^FBo1Z98;%B8d(YWmiQ+6`g#JJNJ= zm*gdSd#^7H5FLIoKu#y3ZR~2PX}+cmgkX{Wy>3ITpPYxSox*q%;}G;vYwgp!TRtND zh+Q<(4)E_lx>$1ch;wRjVD?s25^8wAk*f3NOh0ss!uARzt8orwjevz|HSyn~KRmmP zR4J+H>0IpW>`hh-xfZ=QQ0<)p=Mt_M7@c5HELMv>9+I=&mwM*OK0Q)>U})t=6WKFk z{v;fr2x6Kr(2B<3B7ro;0Kq`0hOJ!U54y&<_2WZwR(MhhutNx=WVw4FgZ!C!)4W%iCQOqngcvFh3Jy&$$rbFF&6@E1N2IF@cdP_>db!{Y7BI#l|E;YO%mv3j){ z_+gv~pMl9w$d}SGGSRLxlQ{7esHtPIO$?iJuBoXE#KdQHU(vb(YJ>2XgoKbgd6IWz z@=Hu*nyrayCYd0VRR@teL*4F2Ud=YK@Zwz>wqTHq)d1`Sa&8 zKnOv=UQ+2{JxFDkgsqWe-lV0YqeB>$@Dop7V2_FhF>85&?TA6e=hzWwPlFS>RfIp2 zEs~HU_?&#~hX-4FP`{~Nxssw7bRa73d@?D>>1U5y>_jpkrQUibrZ5!G(e?w4X<&P8 zetg%7(@Z}DZe?<^C!RNj0VRTvN!1BNVP))hv(&Z?ao~k=g39o8c?u!X2_1;ssfIkR z3NkQrvO8uo_)CENc#vl?NAIky#mV2mtsaU=H0msQ&Z(7=qUAEGDlz!yIvULZfJCw% zK!)Q(jT>5C$O2rPoN{Z{tm!U~@ND5X!KzFIopy^OglMqK*b@+l!-x{b*g1Fa-781L zjoBS^<=gdv`18sAY=N5J$tO;Y^*Qz>RgZuHJxP!assb`ih<+zx)Z&ZAHAdgnqtYgX z=!=k$(E@?ukNOElRk7!U3%dRU{2{YXA}=Y&i3p-!9296S6{{3>cj3Z?f~W{VBOE5g zT78P;HB^_qUrv+gBhQ-|Ix{sM133h_?w0S~b1x3vSR&f+8#OW!2p-i%#h-W9B>{uv z>2Wl<&1E9`S(dg;hi!XA*fs#(?yRYPWsDxnE~yYGruy~kS4F8+jt&kS2M%axI}hF> z5fS7{G`1)}%$clW>iJ|U-T|zbU>+Njzp!~#!4rW>Bp}ob-(Dx@fiZw$!iY2|9;CLq zx&6?=rKebnq~gASMy!lcs|Ne(Rw`ACdR`Mj!DOtrMh+>6ur!FApG!mhd!85sl@h8S z^3fh-QtU>@(MmNTl%ibG$$$!k`xSEjVex=P{0sme=HwM>mIUYGgS?#B9E1QMjD6zy4SsdiP zHc^@&7p-5vK9nF|cJ}rc_8aFwG%{`891X1l=tdeF+=pNdk};6VJ?v175$;09b6Xtd z*7&nG2hj_Rt74;so1BO5zEQYzDfFVQu8@Ag#!Nt3IYq@Ypu#r`n>m-d?5PeAwI0C( zOb~tdF&x1Gs)8P%`sVVv2sSjY&zh9mC3C+7pYR-fQOw2ncQ;G9 zX0#NwR=*qRDp!qAWO11u%p({M_>!#r;oxf5EO`lbQny)JT26v(BB}V+?b|&#$>q}% z!;n73BJ^BGN{=~WLlBWIP{QfVu45j1`JQ#WiPK1ZtzYo?x%9ma900kww^#Fir;gBB z@b7Ptnb@?6?o=zPws0UEO%f}%x&F{e$cKiT^4yY9jP9UP(deHJnZrfmz)aR@Z#O`? zr7|j7E~Pt8LAZ>-Qbyu~InTsC2DFSOEH0Fw>Q?GlP9>py=(nHl{QA|h#(wd!Qbg>u zPK9mA^qOPKj?krSv$!ixcaV|@diMRFe;Rfa1(Mx_+N1*EK69i@p7YH8CTksT9HNZo zT`O=-g9g$rrc|Mx=5_SEiLx%OSLQaIg#;0jul5u{ooZUhoBxq4W**Cwjt3}>8K{oT zmx=OYGB&aZ&jhq5>hnuFv$Zr`dS0=%xQ5#4lYWAwrXU^Np7l_uEpj37`Uz^t8M>k( zPr5Sr%|t7q5+vDCqNQTSsK%mh(}TB{tlkzYK9He|!-GGl#i4!Pmp$3d)qpKQbRxWt zAZThmef@S5`|b)3LR%uQ4Gj*SzPEup5s!^gXUCkrGj&)%Crr3v(ac#Kp(La&=W>&Z zNXt?^LSq98`it53Yk0G1*?VjieF3C^EP5K7BK=$2pC3LLfBW+eNyU&JcsBmvy<}RS+f@|T113D=rEnw|F-Hy zAW>Hwu+4bZ^L5v*U5JU?ef6ozNK;bco*DOn{{&;j9oAoM}lSr-(WI_0t0 ze=IDVDE5bOfdhsGl#?Cvd+^(Od%7Hj9)QO(Ag>X!jl=x3D6EVd`3{mbB=tFAU`X+{ z%k#jC-NDXEK3r-=_KwZ~1uPND9VGbw{`>DE2;|WK-+rp)-@oQEF*8Sirx&IFSQ>In z+;Oz&N(&z(8t0$4$GTYi!^HEt+}tAw3}xDGGq$n= zp7-yAeI%tZlZ)#ini2)2d7|CH(NV0u;|+Ig!$f{s0PRG=?1H(^xweS&{F}>JCeN)0 zx?KV0@A0$%F%h}2W%C&H5a^>l*s5|TPGrP7dTf`XhK8~NIrqG--YTNrO_E<0x%7y6FBwzr< zL?9O!;*$s_K@3xf<2L_NC+3Y21NPDaGj4ty^6mAMO%!nM^Dn(M-1!ZSUaR+siXgDNGi-&4vJvcEOBL zioFn~9HFRbCqbh2@Nl^~7{AiAxgRZ_&gH{Zpm}9wKda^YjJ=eFCi35;RhJo>{^C4G;ng+XGIlhwL}eywsOo2)0QngkNqf= z7oho~04k6R{8$M=LrFwQbSynKb}zPj-)ocnww9J%9B!R{JOlhDe$fDKmR-meOi_>0wGI{G6GKp@n(S}BzA+4KB&QjFC)G)3CEEV?2B;3iIdPAY&Gn8 z+ZK;t0FfvZNe=j#VD^K3Mkl%M0rb2ridkc(e zVGp?v0)Pl=P=Szq6?@=C`*@GqLNp~=`c)26#e599C_7|uB#4CLjX-^6qRsCCI27Qc zp;p-tm;hvu#~I)i3c(KefOxBNfzdCG9Nzc(8`&Et=xO%B%kgxLhS@4TGK{8h3^hL83+g9k-3D0C(YunUUhvW3MU>2pzL~_!t@BRJ zl*7i+Drq)FSFB#Qw&;?d6O@myf9>4d;0sp!m$VYJ087?`!BD&}XE5^ZYD7huCDjh}Tjl+PbD(Z{R6> ztYgRYlJ9TN?>s~sh#DUQ$9Uu6#>SuHcBDc193~}YHtnW>YyNa0bpMHywD{+zTiE-h z*@_FVYDKwEhNkv?#Jjy%IDN(0jS(sHcGrJi8LAiM_nOP1N969-ROVd&4-BqXFX}Us zXVD4M+uKKJrdzih+&1zo{UcCFJTTWs0BLYbcmMdK1a&maaCupo;DsDI1TeX*tgLRR zci&oC0(~vNHy$T{98oR%Gsm_1zPvg@5k&P!T%ZK1SH)|`BaKDEwBRvrpr;pw*hZXE`_1Yj z;SV*2=YU{1_H6$9W))XU$Xcj;0jGK3bR zOZM)A2gGv5@>PQZZa4&wImUZ{yuwO(*@w=~R_@;G6JoB>TRswDCQKGS${X%aKr1AN zQ2&)cZ*P^OCS>b0zYYt3 zs<~kA{cSeP;Gv$9iW}*;D=H#L3GzHVISvX^)=&;%<+Epi+cP^nn6?R1_ARzy9{T>h zBrdrz8kK|zekU6A6+ykX+}*o-YZ9Y(-f1P2wqz2?= zkFSVZ(&@0MV>|qQ=%DavXh9gGYPPEj6R(yA=smlFsTNNu8|)+LqeqWZ$mGEp0nNCe zR3C5)xJMZ(?ek!y0TxfY{CNX+RjyDc&pxnNFzrPhzO{mcPh#-FVjH1&Bd$ciWWh@x zf5V3OjIE4No`{dGfD24k2?RgWwry0H#0Voucu81bV;3x1^3g2WKf{hT*cj=9_77ot z>nc6Ay%IRRZD4>L3qyQ*T1Su*t1KioFUU&76%55O3356N#g-XO4Go&eUk`}y7BBP> z&Pk-q%@U4@f7`2=)(K!ZUXdn{deA(pT0cEnX}S)Wejsa#8Yxd(wH0P&O2h3Ws?MM7 z<`r66@KNilEm+xNu!Rhf?w_6S2uDhx&CLNj+1~dWUpS<3gXW8;QoJtM(ZA%I4_ROz z{&#nLGfzMH{AMzS8%zFa3@4?YXwvV!A8bl~<-dNM+HnOR&NBs@l#~mpOE&x|M04IZ zuW;YVB4S~-_2Z3g|997Z$~{{4NV#6fe(QGdmZd}UuKlZASDfU5R= zUyP!!-r@hlC~gJ*<0z)a{r|^Nh*--Qf8jF_vHtMa1@Q{xo|zs_wcN4#KUfpaLx=R$ z=vM9mJwhVvj~~bLJbw;C^Ab*|@t2p+iOGzZp@CB;akc_#A%K0>PY`7!B8IX*MDS>Y z)1k4kGiV|JGt38yD9uWh%p_ekokS5dKKF9XzKCi8{en|? za1vr9L2>*Iu$Vr7{+ymi7akY_SqW$d;zQg#sr%u6DZ*+zOd6kZb6cKLX|Ek)(SCnD zlaD}_O;l@}-aKFsmWAJem4lD3#Ap(si3!v*s2L-`aBw8H1^4CyFVot!-yT=NzXcPk z5vo`!$5y;_j?bqe->UfHO|KKku06UsZ8=IjA;Xd#P~>Dsg7Iym)NV8PBJmwRg2~OtG#yVPh#ftj@&O80*pr#Jvj6{zQTd;#fpv-R0OJosE<~Qr$Tx@g9^G5 z@_64_cT}s;EVmG?^!MKn6XuX?!-$S>vSnWKnGXak*h4n=#f=~6JN#hf2J4jFX@!bq z1e83J>N)ay8t?Ot$;t8)GFOKkuSZR7jy{cOP=<#aV&?atUPSN zA}jY18v?=R+4>x&eF9+|%2w_LC;tA!|C;swr{#HHz(XEGXGSu3mdjt$De~+4yR?)J zrjdLhrT70%PCwkksxOW%_km}Im@L46f30BW=2k%6dsZ9R}C?^CYKLZFt42%2r?W=$W4(eN^ zmSNk0vmokd=0b3Jq*A33#ja=0_=4hyN2yFgJfXpftg~j9%;Q&bH4^L5P`}91{K1AH~ zZfEPL3{Ve?ph|SSL;U+^Y zG^y)#9U)~F1xdt!@Dm+Ek zi0Gn)@nF5~GV@ZAJ;lRk;3*(Jb3k8KS*Y}+rT~}LZkPb&Yhq#oI(5Ae7j0N6?45`H z`@sI6BI*)(a>mXE`uUC2na^*1o*^jE@|53q?Fxi8DX9rQhQdme1{fVkU5WCb5=*7< zWZ(PJs{a;E$DARNBFD$d`jK&!AT3@uNHgT77;ZrmokGxoa{$&ni3(@WK88l0{$ej} z+x+4;EN&$jgjH)7Z*m)y2CS%eydXMXzFXY7&j6at!1)W`Lb0K*^Emk5>l@vcK-*K) z<}MD?MrQ&x=c5(1xt~Yqvf;mE7et)SIF2_245A}q=sREXwzI2#h2&jF&^Z$@I6Jev z^W*Kmquoh15g0XRXQ#~bdf-kmDS3A2>3-9vcT{O`*o<}Yi2Qfb1c*|TRvtE>{gi0y z#07%(#@g0yvhV4H7cQJ+`vF8kL>bw#42NMAkmjcKDW`GLtDr~~aMMDh#gQG)w6DXa z1Bae$8JrA69FkRn0%!}hL4a1V(ADo)*6H^QryP<^bk^Lg6VzWNs7F4mM7jj|x-XSR z0_8lonis2i9h$x}JifuCAr&+p5p^gd(8om;T?h=gx^ig5dv>nz%+QEn@`kf(7tE|B zO|?6B9zyE_af0YNLZxqo1^uEPc@^rG{(hxPp(Mp%7$0F8<_M5SbY&{!psj~R?#^f0 zFNhe}nBhQ<1P)t|pgBrGc2#nqn$sRW+^OL2E6^AptdfzEI+|mZB3sY)Sj6&$<9L4@ z;3yQuIb|rYD$yz>D;d|x`PcCWsH?R0ICwfh0MJ&zvDW<@1f3WK$vQ5k_Oov9r` z^?!AU-4a7@rAG4ZAV8CurKj9v}J4 zLaIJi4)k{vl;Kyfb$?qpNq-a`rA*h>hsTDJ9N_=ZRHbd4<|Q(iB|OnzlYHFOEw@0b z`rH2{4xWmA45gfgde|*#A9oh8oP5)~;>nY;7t*3F;|+f0A*%wwt1;KS)VTpWT_n-c zVfuo3TXEQFw42Spuw5|Gw5}?u5FVOQSS|9w@<1RVJ~YasN17?bE<#5=>zG!N=~R@n z?)fP?@Q*0SA|bCmJ>X#V+!S0IS`a+N+)49wq1%tIx0BGHN1_%XaQ0vR@(eaO&7Lya zp6AICW#U;24<5X(E8o1T>w`Ip+oBON8x`6TbZ=LpEVIJpsh|WQgg81$sVJ=_K*o_{ z+j%J23+z-B5E^0O2t7pXmi)Z?_n*PAJuG-+QD#!WC_ze5>D*TiA`hJ(@Pyzi_V!h? zHAINVW1^ARdw?8B3ndfA19eSSNkbz59YlR2L6F~20-r)XdW#1>x4)2jJ+#+I*%$E5 zYz;&si~F!?o+sN6lx`wiJn$P2-Sra(rv};i&p|N`jyqno6(!}cv?^8O+@V81=KM2)(FCvl|>6(!8xTAu;@|MszIU?#9$qK|WSNFN-Yktdm9n;@QEZQbJJ? z?tzw!z_UL=g}kEQyWAsBC1(g5zo0=HE69@hm68Zw9bQ}E+O=!&bgG;*g8%Vjuaw%!mJ zBk_;U;?{^w)REgnlp(O=@5KOZ0e%%I|6|!PK1wT|)xLlCf?7zMMq0$zcz(swD2MJ} zsxgPp_>Rnsi?%5E%k}rSS1rol`Lp~A4U^?oZ@s^Jx4fhz`T2h|BF}RKq0y=B(bCu~ z-2aymz0Ezcd4It_RA41Pxk@h|Hq(Zu06gMI%Xw~YL%L=EJ#=Yj;ZLfl(r+&BV$RfRy>+D<*x70WHgd|5)a-u83j|g+8c%d-E z5p42Pu!pqbiU49}M5~vgDajn@uRaU0W5u#%r@)_kh$s3XJiV_CSYy;zATPFx4DeuW_;q+QmeeX6wQ zHk*|MHhlZ`ts+{LD^C!$nUGoiS?E0!Vmn9MoyfaXR$LPxhbjZg%cFb~8Z2DTjZn3N zhewfuTR6~t#mf38KQI0jZbG}K+VF})KM<>3&k83ky3swVF%8nHw55Kwtn`NKjVE#A&G__h)s?{6tZxXa^meoFQK(>3J3_;LTWztPYQ{K1pe@!y_G z)%Dq-tP`bGJ0~tA%Rk!P!C;q8YVsd7A4phDGAQ1b*8|961Qxvp@zoLEOIM1wj($(a)s<*Iyf)C15j%kB~>3CQ7R1@P*#I z88G;4$0vOOT0QjlsA{_3pIC&!KQq^|Bi9iV--b4l-BPNQl*8(G3$XnyZvE2f|D8L6 z{uZ~+oVe>Di74?_iA(y}?!BOWIIFZ zAqh_?ecW0ZXUUGfckc$%Pcn)XO*hp}1DU&J#jM-!qY>~K8mVHCDJNl%RG_Y+${eJH z^+&L8AHosyVI?}CyG|!g-cyt&#GL;q=0?oVu*3@BO4^-R$t;5z^?`Sg@HTjgzXprO zgZWC7oddU>z)0-_%MO+~3b2F{3fJ2)tP8u^Qni-(viAao&>_ItzVY$#U`YXYIXF5h z#?hPae}1cm$IlPzLRULH*s)L*y0P95{m&Q47QqGAzInv|7qj@bL9@H6ul~ne49E!> zYX&Ny@r_Yq88-Zb;9V>{K|lj>uai#$i?2A`=sIPprn>Ye4S7|TG&5m-$XzJpk^nF@ zVes(h^Dz+DtG?e-=D&>|9%vKvFc8WE#*$H3@Nm7*5z<3OuAoWCzj5zZFjrDy_2)J? zF8h#`bUHc$%(BU%UMPpqOo%q@Gy=E;6VxC7+(+#2Cs}IPlQv!AQsL*_x$|x8>kDhC z^LqXx6n;mgroZ1H{viSq;3=(y5jM%<>tR^E|Lh%VzBtb}@O>iI%GTCPvPu9qIG&?$ zxkTcn>fg?=AN{%ZDpZXc{{EJh5ZH#Eo@FffFfXbh*ZhRdhp$m)PaHqx<>`q=SXj@` z7}f!nrBV4F|6C-(JtUb#EO(oWTf1NZB@{Nxyb8(%?w_Ow{mGMEb>>VijiH^LornEf z+K&6CXci1lDy<5fK`T zh}Y1wx@E!EKhLug$HK&qRt63Z3h5pt_OD5xswCTgi8mD4O;eNQgv>ls{Nx zKnwcVi3JdLot7k4Tl9|1*R2UZkMON3xw7OYIV~+zjQ4&5sFgx~q2UVF{q3%I$i+n1 zKwNwFbUv-5A120j5~;5H`&VQ*6gAs9oQBa~Qdvok!-O;?g%XI=27al3Ngw}tmliqS z!N2-DI*1bTbA)6LCO?MXwHsYE9ytE476n^i4$GRIG${<0(uQhMO>DeqOIsI1m=g;& zyMdYz+JDh8afu=@v9x#BDX46EPq8R7~xgnTpoO1wy3^lc2Is?*T{=V5jdle9^3!UE2%*?2w+xNkCsm7b1FR(96 zd*9obNpttXD?rM?p60hVD4~dddv@(Qf{My25!o}1Qzh~lU_ioW`V-_z7k=Hwa@6H( zP}=3#>dm;##b6_5mrRgoj5pUfyC(Lk|DWfMgX%BjyXu5)Q$fQ6d~IU%tu15?JIB;aF1ym#$_}g7UdCa68mV z+&+~0^7pd~7Bn0N7~0xGYB4;J2|fUr&pzen_uTar#dbx5!g|$tdINo|70<4*ewu4O zL@FTk_R#NdNHAC}d@Fsq<=ymKfH|Ew2IX)ztVg2_NIYb0Wkpi}5j5VYckXjvy}dt0 zMwp-fq4rm@4->99$V$zy&Wt>IDr8PY@yb+-&Z|4*2BMX;EXBQ7RP-EaWhT9ae>H8) z{oS;&J`H|49&DZnvX!o;;vrPhjd4ENjBt)2M@&Jz6K0nqt{N7&QMqqGcN2Dkr<-BABhaj`|8m=KG6B2lQXEk3R+3N1l|(?Rdk~iF8*Ketrw5PGZdGDG@puOqF5A9ZRbV^g z^6&@f*}G^}NhXFz);N0owjhBl>j={81)ySxt{+nVGUS$+CO3rR@}vB^y1IIGofQky zZaKp<&Kxj+8@|X@5NJW-i6({J!H4_|T{+jRTPPVB88jO1?E2W7^NEvZtSdm2(%@QZ zM=tMJ8GTLlXFz%HC^2{wo=VcGxM{A*Kgh38f7i37OFv7Yi$c+=%F}}_j$mF$i!;o8 zVvrYCHuIa1fj3_icbz>)ZV*7tNv;oxLKY{T7hn@E*%|SznU9DkO5lVgeUL=1Cq`D% zMSu^dwa_n2>2iF zJDkL!S+RnXs;0GR4~|YkKH-tbx|05PL?1Pv;E~|D>0{tP{ZOsfguOkw*rxvFKNDkY zq=L&?ORlv7ZEEu<1sllQBg|d_OBJV zsu6S(=J3}3FNc0m3 zMj_jt^n=wo*gNJGUQ4IB`L5nWHwI*wXtYCvch+Z(-V$^@0o{hS<9x8o2k$j zW(dxLU1f>DPrUQqb*4`kWXYS72{aH)0vOQ(-n_a%(?|E7px6w3TyyK@&Gof{aG8-V z@)*t=(m!9737YE66r1e1{(f{{eHUp*2LW7v%uGvSep+X^cj4G}!^y+J@kdJ zlq;Aj+$?weD4uEp?319C&({B-g& zBj%^OW%E3@s~H==)}3$~>n#OO&1$N@`Y-kXLU3ZvI5AWnac8j1D8k)>STLf5)LedJqRwl!l_+8;>7Yfh(jeShMvoar z>btBZY8TyZ#Ap;{>2Gw0wiHJglSnZQh6OWX-@bk&Hx8OWkRi7Yg$Cq+@;3%$`Z8zy zOP?Kdz6c|7CrOG@eI%~j_z|*@CwF#Ck~~0Aji#9$k(R4K;|+kiLZr1iIUB zIi2m~=*vmEkX(m5_C7lM$=;Y_) z&tId#)m8PO>?ea_0YJ$uuK<}<=pR^Vnof!_!xGX|LHaQ8`e<_48?hfIsXzZ%Lp)i? z*@R5O9S>9L@k^+Sq%-3&X8Ha8g+_*TZ~Bt77&UhD7`TZyp{Ixk1RI)T#1%TexW8LJ zn)TroBeRw0R2{h*txq0>wW6uWn{&+Y6fJi_bS7PNG9Ft=pMNy;2!cJ356)beB6nn> z{S-FgN^M^%358sO2mPvo zzW~>dF~uypmtH@^T}@IRnk0$F)O5hZbkE16FV(F0=NF$|a}a)tQ)RfNHK5)4asuC? z9EAw1;D@UV7Hy4(ukStou>d+R_yLQ_5&Xzy%AYAD7A<(|j$Qk)+VvHM)KXH1%#Qp6n##}`vv%R0X4!^rd_tr zQa5eGlsfgl>Mbum_T-JW$&DwYBqL@Ss6{8U9Jbb-@-lf9-}dc`dj{3UO&+bl@C~4W zA|BL?8ZK+JC?LZkMxLuCxJC-MtjME>QnCC9s7mZt zbdjOsawdKbP8R=s$yL(?$u*o@P(i8%B#}nP9&XyT2dKj#G3UK1{D!Q?BZ~$RsAKza z7Y#Y$WV?|YK|g*xo*{S{U!kTfyLxPq7i;OI^Ws{2v2!z}$pnw04&sU}2O0M~zICaXazM+A* z5d|gC(1~4gE2|inUMDv?#;`^K6A&^%2xSeNePWHw+qcK>)B7yKoq+!$oxL`N2eTBn z1N6}ud=Owu?)F#0ukst3$ZP>s#b7Ub7y)TfLXoh#kY1XJ$rB$greJ}=637Usq>iAB)HVELWTS`P>P6#3}ZctR0qsb3Hh6M zuNaj|r?UmISD-)J_sVar+gsF|Ua`O;6Mm-ppZ6x-hr4St?o||k&FDTz6tppfpi%S# z?mB5UoP)%^1%1tYq)Do`KDGP`S~2hA#W&%m*XJRHTg)?b7B61B5myKB6V0jx%8w8T z+)KC%;X_-`(w;rtE`8|i{{Y_W0dgw2Iq?HF(0%d#lw5L=;X_|v{m)|W#CYu8@?)N* z8(LpJa_Fw3cFPy{m8pmv=odSS$n(m6KuZ@X8my}X1Kc%O0~U|{TkB%)Dc4`~FIlwu zz_XS-PZLB+6yU|ibu0r5s94^5ncKz2LFFmk7 zc57>|BiZWyTt5|7BV8-pg{T!h^+-27H#DD$cQ?2Ye@E`tM5%&GM_#E w9k1iRfBB;=b3t*1DfN3UbF+Fm7aIU|?85kvgKt zz_6f;fnnar(#7}}+Ri0=@rRJrQ8gXr-)OlQe|^CBd|4Hy`-r6@=K zRKD!r-{|1@ada;KTW35=oevF)~ z58S09J^hu`Zy!0b`s8nK1d?mN%}nVwYiZVR4(m@BPtKpQnQEBq8@AI4>>W*`jf>k2 z%m{sQ<2{DQU|`6N6>ZR>|BYcw&;s(8Gs_lQ(f?tOtLsYg7uQ93>=N>mu|1Zx?aZsJ$d`pIxFUbTG}dSv<+KS$p2Rc`s`( zO^#H^Yfa9o2Fv;h7*>Sc&nT1>*Xkbk3J9Q;1s{(-_wMe{*RKlW1C7hG1eo1tXQrYR zL#5pVnb<^k`W1(DSA^?~CAH>zco*wio<0?+$T>RLoTFg$Hne>-i$U`2)}RGD6^1)Y z$d7$LJl-9iY+T{-%r!j?^;z$?rUU`Q5vB zX|Xp`nw>Q&!eo`=w6hY=yqYgI_DR37B8he%^IKW6cSP|D=V|_i3~q*>C-;%ES?yn*1Y?^ z`_5jS93PCs-BT)G*z}*)vTd~X<<-5Z(KKg>FDiIQ%%*a57y0l_j@IZTUH*11>s#I? z`@Z=6kuUdn($fx&Uv9lG=;`BQrxNEh*&ROG_DFu66zg&K&1Kh@tx?7}@?ZK?YS1VV z86P1nEnSX(<0^@@_@_}G|@fz}Q= z{|6!SSDd?Z=g!dZaK@Lh&W}$Yd3$?{iXOZZxvy<}>cv%zhtA2s6Y}z^`ubs+nVF0^ z5rwG(>AhCXPUAv*9X{V!Z#9@TZkXq`Axb+doz40CSwWRfaZVYp%$^#rohM&&y1ba) z!Jn>y-&Ryo(wdxGsp`bTu*LkY2*dhizy0Rv;UQ0RX=}?|JX0buSNUM;VddasD<-~w zkGNF(GQF3UVfD4;&+wYi&`^Wd*O!r7WM*ZlBwtcbx>$B7`c!QC#T9r$)gwo)a~M=c zoWv@Xt2sN1g?iV`%`+z_NBZ%u(0Y>$S&8Yd*D3^F%732g@H0JdzTkIEsNC9J%Bfur zG@Tr60Y6!G=kLz~oF@&)^bC!TsvJ7>`e>X{k+X;Yl)sX+^j)mAaKoyo_a-T1rEe6o zPgGP?^skFOog}^YbfUtUGeP8D8~F{pB<3bcI8*lOJvIK?73{I=;6b%e8ShgmCXFNG z%`TmG&8|6fvl?@=<2h?LZrqj8NE5d1>FQ5u{y3bVmU!`DfWv^0N`%6nO-)Vd{mJzs zQ-e93_H)>Bk-GWrj7yh3h>MFmonjI@m^0TDDLZx{)nVME(P1!amr|J9>BNg$DRuF> zx5$Fqr4m(8U$1fY?AgijoVnOXJLHA4oH0h!5bQ1yx%%v{2`=M}wp9@)w_&_@?%XNm zG&xfC`OPiMDiPZOO_kWwD&peehUFo5vS-HX3!U?7Yj(tGq{wC1^jl=kVUIkeX*qX? zdMhUxs?_$|^fzT`C{{-}6ngD#@9Yf6a&I)xXC-TTc-ql^y@yQwNxLp8&8 z@Kk-WaeHrXG**R|s76oap9+UQ+;$vm z%^pMOIXyG8cEg6qK$qFt$RLEe9yLR^ntPDJv zueeish3!r~)`VLtHigMc%qUy;R$EVJ$En4Cp;~ux^6@G0*Tk5cFU}0Ok+4!LxD+(NK>!0yGUeYzh0rL}eKrcJwb-Q3wFXg+)wdirV;(vCG))V_vYrnf1hKnJpTuxiU`+>f zCOeFDk;qHJaXRL+60!5~E){8NqEQWZ(xqC(+1XjLnWVk;MAqoIXc^ZfmI*dH1|vcX z8ygio*vhzUS=py}-N#R!T&^wA#p?|X4V4!>-1eAC9r8FX$;ZcsDHe3XO5P}X`2}`p z=u;6}5|1Wv|ILEg^+`tF=~ms(v0#n9yuI_XzJGFNyxDS5W9GXDVaV z`J9G}1$!FOENM0f^GXT&#hd3Iti;V#b(}&;?A*Hb&o{T2Yz^n8hf50Iyg9t>xVy5W zV`iA#)2M8xDPgUQOa%9%$Bspv3_i9|(8OO4-w4Tjduz2U5JtwfU%JBe67@3)`ZJ|;X*oGBj$%JSdF-i*mRHyG zQtHW8MCRPRf4`zilycekZ>^90{bR^7@zO9UL!P#{5tlKTt&wC{RX$uI5!YVm-CKJh zP(?xEfws$xH5mbWB#MzHhe3n3f`{qdVSbg^r-dW#_jY544PY&1jaF;aWjUnuR7P&2 z*iW>3lSv)zuUEwun8a9M*lfG+@noBgM7xyh@EmZNbtJ23+c7tVNX5`ZjQo98kyFc- zE%OyH_EoB{2$zq>wj#qvh6w4X>&}h|0%?%QgZbqW6VqyTo{Dw;{&`6_--~LRR`k(( z>kK}I%YiMxT9ilWZlU zxU8^S?9OVoO?Kh-BVAi5Q93z@W9$bmK3KO$EeJuc8?gwH)9--Z2j-c{-ndBs4*$B@ z*{MOqEN}8cKx0`*2|dj@IS5T{-)9&YmMmacbg?PZ?wBGC8PacJxU7d_QQ7kw6nXiazNuJ^l#f#Tu?F8KnF3nz*|FYCXl~8DvcO#rKN7%y zHq)7ApAWTu{(KfmOC!AIqYq!c)c$6dxh&qiCmZ)S|DS-#qmi zA8eMWu@x|DkyOfdv|F=jQ*ULme4zODEn9Nqn`;A)Vxms~0R%S|^5k6N@IidpsO$E= zsOSJTg&?c2)jl5|A9ouHg%W1b{-FbV-F8pm>~DiR5JuSLXJm%pCL ze>pN@rS$C3BHe`AB5ce-HRs6@gVxqo-RIArb8DC$Ir5g%W$xuv<4e85&4m`u?AUB! zCXMMG2p+|w>CB+oi-8y}&*={wPP^TIe za>WxsVXd8ggYj6x9fh_7try**F^e)1bRN)Z6i?hlhu*_};y;JLCfZimI4dSR#z; zlZC1mEnaL`L({5DF>RKh@o(F9c(*D|89_uPRC;ax&`^6}FCt?V;8FPX>kGqcM8D=P z7#bPL{4##~?p=$z6c@v9U)~{JdKp&7M1K0DmT%P?n<7nZ9VzZx)dWD$-W#S+8~$MB zhW&31CboHqei=#NJ%%tApKjB?OV>?lFP5kRGF8R+cD<(-4xcwHtPOT>nf`W*!(eKx zA5RrHkTtITRMf6KKI`qQznnOlsclc9kymP4y3vuW#5zw5baK7Zjqj} z*3Ob#Ls)lfJf5EUkI zcXqcS{G7tqSS30;Q(L>cyT5g?6Y)&wM|esT7Vr?0PlSqcMyU`66|sP&GFD^B}*D{)n!adgQJ#AI{br>7^!<#qTR2wlMmXj0MPIvF!s{nGbtlAH39De$xmdnhj zoWzA&UP#0uW3nG6gO7bQ&YtM-lcrG2dzLFU1r8#fjkwH>yD+X;@faKD(4j+{`z^A? zd9Xen@g75DEm6sj%bD%@6o=5JL{-kRw+^rI-lJaL%_Oe6yE9uar}^Ea(HJ`)x92b) z6Y8Rrl$2J_+2!6BT$twG)+Suwq@e7w*)xSIn!r0d2Z!A|cNUnR{&u7JT@^x`O@Cde z$Y7=t$PH3~;MKQX@0=dktsL=S_wQa@O51-fnA!J6JSe}rQ1 zK;+l2X5oV}AA00#dwD!9bwcjB=&w(3nRC8z>z2sO!|rnyvn$)iQxiZ&RK@8uo99p; zJop{6InC~*&Bn%-=6(yc8RKui?eQ#GF8S>he;0%1Yv4+Rj4C9W7^kT*t&#MM<7{?E zhC7NYkg2LN?JO59Tv(u=5Q+38Hz#FU74>**usIGvz@YuZV|yT2e%-v^ijnjT5?{P% zvppahH?}@wgYw5s>g}ZR811Rb=n9T`8RsyDDht3Q(WFtBEU?|DVoHy*JB4VNW~m@L z71gLStdBlS9mp6IKYH|Nd+qj4Yyb5Q^20es`3WgP0O^_@w?24@9rD{7SCWD-P?u^> z%Cb;gG76l;hoT~7Af~vTUlArg=qGf8$oY`a;m^;)x2s~jwH#5!}xBK?&#`WvNfxQZwn|0RgkWR79FKus;C78GU62H)?H%sKd5f zB=Vmk;Hr`!g-FbAShzKueU^N-`~5_7GLl*g&J7QDcCZ z1D?eE{U#@^*uGVX*tX%vFST!WdM|_58AXEbO$JxdC$U;gRMe{8IHeo^TLI7;@&3_{ z-pKHPawOkMnpTFW&YD%Lo)s0HU_EG-YjFNxCu{WKLx+^ptqkr8zs`62xX zfm4R1L9bN$-?TRko}1x6c<@uKhmVNESd92Y+ZvS^wKCrMQ%H)1AQyC8W|I1BGJ^Xv z?S?I~W(_BMZ&b(W#9;~ykrL$uGeiKY=Jh?D+N=KZ2wB)zU+sya+}t0#-EQw*;h}gc z@N|}a(no)x)&q9~oP;E80(VQPM4zfcDHw}7U8`*8LKmIy0qKue>QgnZKz7e+f2_TJZ!lbyk%sHBlTfDs1 zg;l+|aP^usNoQVNEzC~FdY=R>Gn%)_wC%LFzklDscN4%nY1J1zq;+}{dP<*NQ7k#4(L-cIRcAF*?f6L_*l z%4O2(^l#PryDTKti>R0w|Jm2qHS2lv4o;pysv+@S$g<<0RyME8?6m0IixK(9JUZGd zHVIT-U9{Xkc@ClDB4PmwDWxkposUt@okD?Yg)}5KTB+n-ip<32SKKk;;0R_dzhd!A zEn}A~1?^@hLqkJawqxvvUY0bFkTWQf(hz5#PQY*EPF4Iorhp&Igux)>LqF?*KG% z80#woSv)**n&Ig3ZCyZAD6iXDoCw%za+!1LM=w~v5K|xz)kfKjxd0>ugR7S<8`V!nbd6+irKf)>PSxPE4Pft(Hk|W$Z zap@YcQE|W(hM>WKuquH)ViA*pkGiOF{WWocNN^#y*zBcxt79wnrZhZvbNj8oHsLr} zf^xDV0Za&o0CaQ>1x(EC+e=v`oHa?v+NB)Pa#{PbHhCy)^PW&|?Q-l|RuAlzaM?cARW7*_P^w6Kk;F$^Q`cLZMi+VX0nkVOdLUoHeXonjLI9%Pa=da4nOim+LW zYe%u4>Xw?IPQAKB18}O!NJaeE)A_p9^XJdE5DU(JF^!dC5Bh~u@4hdpIE{Pjc}|@; z;l}1NZ7%k`<(hjk>ZNKD#oSp%dI-?{)|$`nFm?%VP~6?LO0`~x#|m#9eZpt|-Me?o zf#Y{UF1WFL{W_nDI~ibZ?yT8iNX7#2A<42+E^EBWA#L(BLgrckZ0v;ytL}2p*GeG& zhck5!15;Hc8*7l&PWUQRn?VTehTsl2iaVxOtoY0*4R#6{St4ub!)^k9TgxAr=FFTz ze9G#JpO*Fz(Mq=}LwRnEay1G?7=0Xye1hwej6`PUmFDLkCzD6gB^(WQ%vjys&7|4%#D(+PG8_T}jg-e$BfztC?$twIr%wep}zOpo-MBE73 z?cDqY3+@9xMXD!+*$t$1o-j1*;q1-$q+9LAtB=agHwpx!1r!y~`2lRp%GQ_$x1ixQ|En=$e`0d?pJQA2=prcS4y3lOT*Jm@g5N%I`En}CUWX!#r%i3$nl)>ROP?K<1rfvr zqNf`*er<+r+{3n!%iOwdLNQBl1J-qUz$k{hRB4xx z&(m2=~nM62j8d_}WW(&CSgS!uh0})5qGh%kGFxY1&UX1DlLSK+=jLKS7?F*63M^ zOI9fshN&;Vk-np&BN@aEphPD?zTD?XKtWzOVEQrtL3{Y1b|0^ios);q)R)KN`u#}4 zg5cT&LDP4DiQ@&wVmFoqFzADo>bIIx`e2n$!Z8dq3L`rRO60<1pd&#*`Un`G4#@9& zcKB9DowvWW_8p)bKI6IrAUFG>s0vV`X>{j(9{gCc;8~3=oS(>d>B< z9Ia527Ykj@`F)C8GY(tO+wr%vNDfKPGxjxWuWPPk6MfQozl-~TNy9{d${i+iyAei`dG6gKy-l$9+Rf1I!p0YJ`7jxw*1m=+f;Eb$8K4 z+!y4p=JFK`3`6&!0H=1;UP|8WOXD~oA0Vm@TGHTI%_VCh0fLK70tj+Re46Dj-V>kC zRsq6y4@iD6nyjLizdrAmnCjzegoHRWHdam29|}>>iDIf5fS)VaMAf!#-AaNdMlT7e z$lG`ggX`;D1OWBvI%HU6N% z2?hWlPS2fL zW4^&!5C=&W(9&ihY`@(GPor8mM1VPWu4$diKc~i-)Yn z$Wow7_Nu+eH9ze*H#@^gahaV6zxmsS=Rg4k$P(CzRYXpFUy;Pq2~=4PX#G>B0`%_v ze2e{*p_Y=^@c^!XmuCC{RM8L@9qboh=*sA4xJcgH5sE+dtIQ zsDcoG3hkk1B>gW@D*pm7p(6!+D|M`|Hu%%0PlW@zh`rL@+)lMN5NxV3Y5X7tk3aAV z*?Rb90ZTBL@q=CjoRbP4cvDv$bugjK@$6ijoS~)3WF-E8E#a=Ht{WL>kf=nlvj6sO zy$YmSLNb7bH%rt=HG7802}&js>&Ec&>l^kEEjTF}$(M*uUllITPV%iiIHg4W;*Df- z!I)0ax}oI|kx_j5>tO;q?Asr!Rw6kQImW%8;Bm0p3E8ugMk@g7hywsbWH^Fi_ak}n zw4RbylsG+~;)6+^C!%T;GGV~wFZ4J-eaXG($wBky90ou+?j_H$#i=2L49B`eu&q|9 zc~Aj`j)P)|cwYhcf*F+8SMlN*{r3f%b}}(_y5tcu2G2>vBt~Ph2)E0bFJWM|3v?Ru zAv`?6O!8u*o*V{UrO$|9Ju+0tV+3YC>U2^RDWAngN)JaNa?mPTk=ObTjtXfIgo09@ z)B{+hI@yLB`Sjh+ojaFkP_aFnK?s^ce#9&hQZUZlz^E!nSsWB5(XXy#QG-G1au*pW zSi3XsEp*Be?9YRSYzNJP{`ljM5iqx0kZCZR0Be=d&B%?sHFuefbe*IqP7JkM#_rb1 z&O~`E^SQ5l|O1 zvBf|iF+`a?Vc)zw#r$m7*w7FW3rEPM%X;e*4YujJ<$18Xs0;>rx3!(8P#aB3l0Meg z*ORGuSErR4`}!08@em7l4$V#v%Y$O+OkXEFMH|4L>(onm2tkSzxU{oOP(-kXzkK<^ z%+4MdXDUTy+68t~u5i4swpA^#|J+$yNZbSvgU8T82$X@pB?D#YGgP{cHEW>#y12N^V6l0} zI^c2AygFkt@G?}-Xs>A2v)T2jgxHSBbBPEe&fR1i3(l8g(jm7lqVL z!CIhPJ3c=38?1W?QJeCCbux5XOut_m#+u{UmX)AYo{Cr0XgkOX_!W0Ac0!OY$LuD8 zcFunZ2Al+LtqdD$O&M(#`h%OVN2q>SlVqfdBu3wl$jlLoS8ODuFky*rGO-UVO{Jpl z+lFfEG*9;T=iu5@(k%4&jq8*N-Y1rW-+vFnlkOH4J{_$ZN8AQ+QDMj&M!1L}Bp9-i z!Jc+^l?4Mg$7fFsh=AJfK^0ZGgxxU+HXE_Yu3$z+#&VS6R**O76~9Po4PL9*m%oBk zV5q|vEn3u#?4@jPKdIuPkBy`P^9b@{FiMWXk`j5udKKI;$!=JmybX%}jK2F{Akp)K zO`wz`LGe%!y}SVZNd*KMNT^QEPe2wmq7s-45^2f0AYZ`G#7_vbML-6nYa{X|YGxRNLNYz{@&Z{6}kw)92m?Fa432c%QD z4T^YPC?NZRJC9NC+`YR$kHr$g5+AtVHJdkIf)7Ry74;e9AYH_y&BiE2@NCDZ>ZmjH zdLf@n6r*M|1;ivp1>`(l0>ZhtxZDLG{|REY_an6AVgDogzC|svJ}o&3ylMqaON7(_ z7cWLkz}=vWDE>Iw3#_0Y%H=kDCuL>NJGXC}VZLkkgFQD^0vz1-9w@uSfIa{ICfiyk zQB<@KJv%*zXWV!@kUw~_8x8=CDeP_gYwuHRnkTs9i57FYoi3@ zLs6rhZpQN&6j(0hrG9hYM@MXut84xbmObgz42INGh?|JR&&jOoC!}R;CKoh0=T-(` zof&2pCZ;@-SXWo=qRnur0ex86ZXn;-^94+Bl)|&C8HKJ(yWYuxXXDhHSv@&5m65g) zKM!JgU*x%x{iAQ3+DVJy2?XZi#wX^&j|f6E1KO1;fT~s`|Ft&6cQ9hKL22ar2V<% z?u+l=FGKBl4@3kae}J2qB6B%^FTL`|E^%?~N85`PFJ1DzdQGOs=fcfZ<-|j|yp`ED z=r*i!fMH`%PDY|suLFgk>q7^V*cm@OvRO+LqN{6u$b{06>_=^K2a$eXnk>_cd zzi?#!SCmZ`ak)u=@`(Lpb*@+u!2#Z5e)>a0S~1dFR2`TYVXnG$D=`jkSez_RAxPK zu>$Z>Lr~`vn@cGOv$pp3&>aDn4;6az)WB}`<#HS>TsyhBS}v8Hpy~v1sZ(tT%rOmgsnFUZH9YWHmNbWBy%kU=R+l&E2SJk z_pz5(7^qmGI#3x(;9#_?I2>zGsQi)KKZ>}=QyVNJp?J_LA&bnDfL)ebKkN_ zjM>Q$A3s22SeLide%`*kizo+(i-y>g;3cXxa6*-<{PH{{Ry`pv{u0m|(&YnRK~ruD zG_N$9frdz^M7*g7Qg$d zuY~+Y{aFr(GYYeW2K*3J&yU_C^=L{zJ=_JI*>_c&fw%ynIY$Gl>_R=E3*6(e*%&0x zGj6T)2q*)PS02B9{hAKh?B(Umgo{4fUN76TH?2owWkrz^8? zf%afCDr5C%rst5?b-kL8VN9hSfA8SnU<6d*3l8*X{gER_x*&FBw%LH14hAX0)yz+3 zmm%gpsu=Rw9y;0C4GP!MLuZKq{k#8VpKn1homj`t9tXvoLWOt- zO0hw66^5OE3l}9yOT@@|+ywcCgm`%GhdBQ$&v0-ZObrRJ(`VU=fY@T;_7J5CiJ0N3 z3ktk(xp#SC@AJcNIXc?!6c8xp^(Ef^mLA@#D_f$zPu`TGQXe&HF2%no9NBmEfAan3 zg7hN4#wbufksnigX&`oy*AdAdk@f57W0-So*S^?Cid1}Z=OYR2*@7oT4NJHM?3j!~ zvO-%HFSN=nCZN)wd=H-M?@u1IQ(Bs8lFnu1T<8^})O2OJ*XD4|88EmTtqMnQfKk@qelpE z_|d%Jy8HX2^b)4@3`R8;3?BK)ng8C-Kzrc7r_oBO+S9*p!0^nUgeJs?_P~b=lF)?R zmL>n21oJa-wQ$qXNz1NRugJDN_G>(cAIbTf{mXd%w{8o~twQRC72A!Z+6v&IYX& zdwxzj?ZLyXd)2A@dgoI!Hmd#puTT8%llcz~E()(3N%8>&*V4QDshEQ^Tfvnd3yO9o zf#U4^--aa1^%7z?l8p*j?n?rGgpvp!g}zU3C=s^l>#8KCw4VBuIAZBW;RJ}^b7_og z-&}%j{z_s+hUFgF>~3O_VeyQYCC_vjkEq!zs-#sH`>z%kYTIf+)dOgT*q(H zphi7_Vi4vc3K&mSyfK6|vCy!v9`ICN=-`0-8%+3g5cF1zLu43TjhMD|aVLVfCPoJs z9!gPz#*nUnYT$|8`}UQt`p6lH@dFK33Ke&=F-l!dc&Cp00a9HgNeaAYz@QJ6`kdI* z=v(}Z*g~uI-C*CE>^fPI&5rS8e!Ys7zX_(QT`;;)nb)id25b|`3OjOVH7a98D1*VI zfK&483rwhQBPLTQya&VZYU@U5WHcBU8NyRDqyojAHV=dMPy%pML5o2w+BBdJX*|ms zL>+wq$t}MGe&6f#Q2%1fvC_s6;6V6ctHHE#Qy7;ouYl0_v=O4uiLGr7DodUGH4W%4wED?W!!YoDpomhY|>|IzE#FjynGeV@{ z#}7D=0A7}UV?Rf%#QY?lm`nDk(1FlfoWLROjhWY@N=>7hco@E7Ff zFLvtabbtRAgT&NWm3uXHahB^es2{`nT_`ym+PB6nw1Gba&c7cZj z-DaEF0bR8M_anxW_pl)$$5w*I|DwhYphyH%00ijf4`D&)x9L-3izgdIbNM9!E{?Y( zJS^>66aqA`KTp$Y25Z%+)_5U!4%GQM=l$Tl?*)%pZ0khkm%->~y<&F5lNlI3h6}Y8 zp7}>;ZDGV_h>p{j?e6}u=YA%#{}yB;dct@`aI;6oD* zzTDM+rB(f>18X;HDwc@yxjjI7ay@rVsbQYlArSQEbSv6gD-Mf`iy@tMu*j0Pyt@D? zOYLr)>1_@!q1xgbs z(6otkG8hdsq?yE!_D}|e2J!{ceg=Ap8uH``OCy>k>N4#T0_=OZ;D#(KuA;x#-FxTQ zOI;?~*8}Vvp(cX41s$xqNzkN{blkwKo{@5pTu?IpWZwe&)2DqQWN;WD_z+Q_BNDJ# z*nT8JM25c0nYXXz$89oi8VMSjf8g*DxfrapXai43PqdJ3DGTzn3tfhcyQ4Fw&75;G%@U@dqK`m2Yu zje!2mC?v10pd1n={pO~gtkB}c^X|CPVBJwc{aXb(xE=K-G9f|n_9JD-*Rrz@4$#vM z!@DE#OkDu;|GO<*-3!VwweMol`P3rgKNW@{b@@)-_XP72sX z6_B|}ko-_#$`XryFIb$k@A`t*zwNXXH)281F_>i3PTB54h<^wQ3!g%l{`=DgS}f_s58kf47noJ2Fk;k3F2m$@0*E_&WjC|Xk@1a;rSQZdId2!sn?N)7A9fa#i_Rf6*QUa61iA zs;8gY>feu8us-NGxeCHnh*Xxth2lUlnZJjtf9TQX*#Z=(0Kt#wz7UL|HdY#B@gBok zQh^#rx*5Tt7&K=)$r;OGfY3?y0R=nAkBw0D;6v!G)W;HpdnuGOzQ&(B3cEwn3tRez zpfgug=+i{#KwWG{3q(P$ZP&gQ4&dW{0>)JMTuA>97JyLQ2)e0AhZ+1}BY=e$-`re5 zI_7kp5NHS|0AGi3W4a1Np$fPP_|cPcs9A!%uH@%0$yXL}Kvsk*WJlx6>mu$p2&b_k z1F46pM1Uk=gLF&5%@_ zh}uzH=*#_GQ0xJ?f%UiV+(jJ1pDkB38TvZHys&2STa9- z`Slw&C{)5-;3n5K{)*Z~7{s&B8_){t039>n$PYuPW11;{oL$W+44A6FJ*KcmGq`C6beH2r1I?W>V=1Nx5JHmwqY;3po zRdkI)VIeq2DeR5&ZfRZi*pb9t2v6sF<2C4Vgtj(E9aPG3c5;GmQ&npRdAMBP|B2uR z!(>!?#qqX>hbkbQqmvU9#FhaI{EpdPEIR#SVF{)-uI&&7FN0T&Z5RT}{DKITqcGMqyrNVXS8ID80h?UfJdgrBjYc9xc z*gz2S+aJnG3uEU;igCR@g3|7Zi8SQ(mHz?v@K@+!OQ1(yn!?MF1J*r+Joup+q+a#* zK49qikGjX9V>c6xHL9oY3rd4(k6q$*_$PmI&{oc{oWp3gPaPqf@MZrm1Nm=U(ZH9L zK?V1I3@yh`eaD1GGGGBbQ9)ApQB4RX0q}V{g>fZ!aTpNrn`*hJ;NYebjl&apMEIc>(em$qfOXW0+>gn19gnWnIEA3x*Y@$EVKd5Fue&wGI5b;o_ z$6r;1!HxUd2&B)V6RMi8OuY3=Z2pA@`z3DeJ9hVeu`km~uS)`d$MYPVl=csLe_M5Ne7)kf~(z`>uphPJwNcUjA-p#&H2$~ zn!sEy9v#}dd+T?D<45LJ0$v+IaVHkb;>}_ob%&7>WbiYY$mel z%Ybp+yv7^oFn#vo#S6_sbbzAW+LRRMHL#@aq9BbB!afvdVEjpp0&u4#!6-nS5)hUQ z;YvpE3L$zDbP2Fa-qE%MCrLVUY?ls|{?}>FCV070BnQVEkx5R!uyQaJQJ6-`ZlB|l^p zA(}drqC#uc@xH*}bedQ_xGDIK2A`~C7uS3tLf<|+e_v=ND1`nQ(yE2Fzi1o~K+O5@ zPPeM%*bZuwDh-T}HwV9IlO{}Jl_0KINzK~+W5ntDD6+e7={;NSuJsKne-YS225 zPWqm@q-Z!StlA1z-QOfgx|hfi3q;uidNO=_dleWrDo#ORvuj&Lu8p~U#6d_Opajwt zf(WmSA?!k7Pz|3p^sB~9ItT6Qa@Td>4>a+4!&Agw@8SJg~~l82>ka_tu~Nh znQit+=fweH8VMIlvM&;UF=%V=MOt)aK=tdGmluyMi9J8b^?xUzxALAG8ZPu*y{3`y z&qj1zIah^BZP1#x$L%jI=-(2|zit22dm;>)aJgOPoEemh$EnrY32MYbnJ?w#O_`0QA7zwee z*YH%|m;6i4sS*95R}jrU^udD|F5WT%{C>sRJNK>sOEk~@12X6cW~~QIo3$;M*@B;W zfC8Ep2C6+2MVv~6LnvaJvK*qFXC@~>1)?_ABxYiKOkRS-B#bwew1B_{3imACoH4zXa6MoUxqKRD$gCh%nNd)#W=l1P}@9wTOY|hT&=!Pp3 zj$<23YcqZ%a&l8z%jd29CXUY9<)oDnjjiMWhgGXqkzSsV7^UXks_4$JL!Y^Sxf|#b zUHH+%H-9^cn#8)RbSq(ZhQ8~V!HCUR6SV&D&u@~(!$|BYxk4!JePME6W^C#)K!rmDIj+(l?rQGLI;jAadb+8E0xd#+u=wKSn*EU&MmGaYgJ|Pqc4{&wkfs6?araBXBi*zwI4YKO6ph zlt-j00=mrMhy)Q%YI?Z9$>|Y<9|B=S`zbjIqAkHv(^ebWdw+9Ib3C_zK(&_ME7{b= z^!(EhLUe!FN{J1Cu>U~JsRWLrqX))U{Q+(!?qib2A0h-1`4aQB3x^ocjr0t5#IkFR z?nDYXBZ{;sIsu8}FcM)~GoG7EyLMXqMO*%h8pz*pvw!_gC>o%4Qv4LRMa zLRNiPBl-N(A#N_n4S|kBcbsQNRVj+-pSI3twT(Ek?8|BMH-bMFAdxD^C+sMs)0v!w zg7OkokrY+?^5;beYF#jAGJa9is6{Hs#*v z%iTDAi!4d_1J_?xf3fmsyuIgu=B~#N9<&VXS19;#xijXqHKD;5e<_q4J7feKJ^49z zWDu$Ehat{&_j!G3iP_6Uwfi4JaPAl4k47E)HGw-wTzAmnMRYhXHniNW{pM*S>c~gcmq;7iX*8^iD*~YR+ z0yHE}aM(*BakL7S8(FkrU?spP__X2VR=Uu=uB~^|A9s$2z#td`$##d_!M!-ChizQUxN$?vv z$tI~ry8`Fo?4ZyMK=HcA1yz@*>Mr~NP@zZPbu03n>)HK2|2T2wz}0e3Qx<)jpTB%L zv*_oIZ=j6uGyPc7X*SRx1ldq{Z)~4&By=s#*rFed0lzbv z_~c=*vbMcrw)JP?lO+TgP$Lc>Xqtv(M}5hblZ-@V>$O<$r!Bw_%`->AoI)*w=?J!X zswe+THWrqyybmqEY;kLKnq#_M7XQW)MEXgnBQV|=f*d3LFS;ILVMr8d(bB2Qel1hF zye@Z-&7qGs-w}}^@j?k3;laRU6X{V)Yions&#d_X9mfz0j9|GWorPdUhoiNnk^pMR zgl)q!@EI3@(ui!QlmL_#1-}~^K`VH`GJ+LTm;IOo&8^!GPY%gY%9nJ0?8bR>@-#DU zN=lP`bb#X!g)~Sm965JWsp0b}IJQVhfW3he4HeFRb65=5Rp0ma_11l#zCG{Vwrv}$ zt?lt|e@f;oCI}2EnTkY4dQ<^OGcrP=2?U@#(l;o2QbU{~uNNpR{VuiuoQT|0@z~PR z(t9*;XjRyaT579eTwR^-PrwO8)L8;Z$riyNR6aYr1kFATjiK!tKX%&r6T6A$gp2Ea zBj>!MD|0Tu7^(z6vb1OF_qF-JvC{JLwr7vNm{0pNCodB#*uLe;5_0YurQBc0lDLt` z0Yvsg?{_q6HdcN6m1FJ-IG3OZU#IJa1Mqk<8Us2fnP>C0_N*$6+X@+^F5NmB2ZOb$ zb>KVzR2f{t!gco_6AV+}5s~c_D&rO;^JTI5yWi){Y+Q}wPS7Z(Src{r=1oJKC1RJo zos;ujcbsW$P2hG84rc9Vs>HC5V&J6ohvp9jQl&WY(z>Gv2iu)bsO6s0q1e$x%)eZx zQa`?IjBXfsm+Wns5fHG11HnbTUQSBtOvbu~fg3Zq`Z9z9Z|m$--I-H?#j}6)8rB3J z`KPlR$p^~ebQ7!PFz6UHlQYMKXQ>Y%YYA5qSd&u zOK77#(@f8YtVG(@TTJYyZZNKG&|3U<=_EfVxG;<^y$l^f`NFkl&z_PRq}yYphiBR! z3mh?xoI&M&QqY!yYy?1O4JCp^>7;dX3(`4^Hc-0F9&P}1M|yj%O|6Mh4~9I_KCux~(wnyi?Dh>!gIV-YX3Vr)H(Ktr zc;aZ_pU!0$9_Wm0X!BN?JV9(qGP#SEcGWyVyUWg9yQHz4PLY-oKmsma-ZFDldYzJ+ zbO%c=ZE7IH`pes8?z*1-5U)ains6BQ+`59m zYsecXVGkgrr)EE_?R0JcJ1_o)?E-GkK=A}LG!Qcf288tBp{`Ft$9uRy9t(LDxZ=Fg z+6%Ei9FcPEm`Uyp#`F?1f3C@)iVNH$sIYLd1~J6S6$*W1HeS@Ib1;wDX`-7Cr>K@x zvEzxJ)|t6+H38b~V|N;Pc+8FE8M^-ngdr9dA`GCM@2o|AFiPr1aux`&mV(447#=5n znTFf^i^b(`}mG0Zbjs@ir(i8u-u36^y@ z(03Q85L(?{=I5`w_*UopJl~V!w7nkqiQl44ik!SqBkaz1RQ2r0`a8NOPTKH0k>1%z ziD?}3B-bmH$85QH=N5Dnkv0MAY5#{0&tkb1dvYn!x<+x%P8j;X^B-)ee4tWQEY1$qd2hC!IBCo8 zv|UWBvB7b;xC44+QI*8OA0zAbnMJ9xJ*9*+6D(Y~P}9m`vo7K{;}Lj7lT8|<=rV=f z<;xK;&_Jfhes0Xc$;pKS4~U*n2&N&9=yE7j?7x4$Wj)mPetsA)6;)$CV5_5W<`=}FGc@bX7w*ztck$F> z+GSPiFOaTP6wf%JQisgZ&1p*79imgJ}wBeX0BL9-6 zBs${~f8W2pNc)x%CUL_Zj3g$pgPd}Q13yAxMCwcnXgyJ;!ZLI83yYGcmTVvjwwq1P zQ=|`H2T6*YnrV_fp%2_H1MJhnf{HfgGv>brHr|NQ-Wrj{oxwQNz<9hUPq1^ z!GS5otf8-qi9eheo^U`Han_KvP6#OQI|JM+)>)^CzcF82i*rVT@w?sV?o&XMX-46d zcUlH6pINRgr?Vq|g0|C`d3t-GJxmAW)F{DIi=(#$1xum@A0wdzEza_^Gh9UA+q8y~ zV7{s$je4N4NSW<@Ndu)4>90Yl*Xd$dlN#O6hbAd>KKXJ)A_S7-Q2AkbLic0dw{!&H zNXLmGxq8H=v#$mhYDQtEwXxz@C;IsiE^4qts?gJv{}OFC6vaEMITOJaVI`=Y9r1>Y z*J00^|KxdV;PjNB2Aai2<6LHBaJFm)hq>E4Tl3?uz5;)uI413u^h*%Cad+HxA<{98 zSXxf1`c(7Q!t4@K-4H7n>kBjE^g8iJN^m=2mN_Ue{+zk_jBIS>ugKw=2K@dB&U4m-z+`R$xHh{{A9-*DUolRNOm zef}^47!ra>M@gV5`dW?AU3Cd9O|szda8@5i(`QGZV|f`MWS}5~LVdhp2W-jiJ?6gI0Iu_5uw6yyP%6f}UWEJHgdA1p<#goL2h%_wv@5Ga464m>$*Dzaw+|K? z*U9JC?Qp2_X5#>tSvzuS0JKVdgtD{5kfj8j?GX-j8Jao#YIhgbO;}fW_#=H22H|#QOPRvip!I&M2{DPMOPCq58G6d+Q__(DUf`9=xnOdR}@1Y07yizN}O$Z?a< z;>dyocqKo&q=p2sSaWLCXKJ8b)I-3+yziVox;ya%NocXa#}JpS+n$% zc{Hs>jTf-SoUq1JuaZq!I&(w!M45N9IBDV%!)XP?$3W5+n&pfeQcnVg+9YBYGixz1 zjiAHuQD`tm0}KpcC2=7wJAF%2Bx^v_ogE F{y&}Nuv7p5 literal 0 HcmV?d00001 diff --git a/automata/plots/bias_Davis_annihilation_creation.png b/automata/plots/bias_Davis_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..f3a78d58cc9033a4da10e3e9641eba02e625694e GIT binary patch literal 25291 zcmd742T)b%wl#`vpiS7VC>W4d0YMNXC`nLJ#0?T8XH+Ch1`#9}T4@DEH%TN*&MGK5 z7ytzc5|x~zfD$GD<3szLzNh=%y6=DWsvdQ$L+jdWul0pF#~fqK@3w-R)cQ5s*3i(< ztf!nhp-4lsypM)v+4#?^@HffqwEOXY!giACc1o6pb`Ixk3}|G}*;!q*w7Y0>{nyj{I2`dnCq$ zhUUBw<-{@N%RxiUj@p}R7mL46tu$cx<lE#MW!k4?^0|GlxBs-}=bwA0Xpbc8797mrFBzP^{Qh+& ze{aZafH1$B_*77UHKV>K9)yPGYSiIGx~1P}?uRWWznopmg15%cN1D|lOTQdCdVT4V ztLy)~WcmMhmxP@V-a&VFyI^@z==AJJe!_8gx;1OoP+zxK#)P^K)K%m&K7IQ1&fUAu zMb>GDjhUx=@0B;Li9Hjq7h$G2+WO$Kk`;=8Z3E)%08p z>@QOzUFT;^O8xdf5-_3mlm{mi-QBLmw2>>#uxuM1Q%=fj=X0)G4y`U~N-=UOxaC2k z@*V59AA0{xyZpl$k11 zFa=;-+F^^IfF ztnCtwuj%M^9=@zw-1W|TuWw)=Cl5~wb;H1peJb&h*&}(42A^yz#9~B8a+Ip0Wvf-x zbfVmMI>o*bZ*6X6Vl8X8nu{>EDPH&%!>d_#XXKWQqua74dl#HmC~#ruy9WogV)ur( zO*mee8m?`7c|#@Q@t{UN*dtZaZWU`<8(%(gWN|K4#9=tGpx`LhRjf|-CCzk;U>TEj+||l%f)^OmTH}m6nyQ&9Lt5vJzU8+v}Xd zRQCRT&Bv$uD!ESfj#sWEVAi%BH1*-*=hrDIEG|wkDD_)IN2hx9=vA!uaJR+TR-+^> zY;DJ`2U7Igw#D0Ym&9qMTg+fm@8m>}rsOYFOrwXASu(Y}L#hx30GjsF4pJGWI?hs-Bv6 zTNqeXjL#a+gWnce8`IP|;^h*wQ|78%f#ZGCP#s+f+PVKc1}q zRHE^PxvlF$i7#jHV2Im-WA1pB47oNZH`n+6{ogoJ>T^{RR7a<#)U2$YSY&o@na4{@ z4u`h7&dOpVreD8)oqo%f=$H^E=_1DYuf@z+-F{m1jEu2w-=50-@@j3b=k!H zN{zAAc-i>{leJC6E*6ir&(hNJrn~!K(RRxk#D@yeh1c#I%-;O*YrI-Y$WK50M83Q{ zSai@|&()g4VOO!u#fympbx8>r*yrYrs#py1%5l`_(*Yfd!x!rv7ANZU23m5n$tUq5 zzwSB7zIShN)ca}e!MRUHp>byQ$#?GDp{A#&$Ezen-`=!0t7h}|?Foe*3}z!Ox#gX_ zi&sWZ^Xk5Rnqk{3*K6#HDP7Na;Anq;ztP=n_QrHewG`c4+?fsUSsQ!ixcuR-C&DW@ z2eOZeChD|;j|ePh5AHigYjs9ZQPC$Th)drS`#QG2I%e?O*Up1T_ zBhL{%C;F?Uus`ZT#IB5E0yz&IQeC}z_2}4`x6f2@J;H!}tIJdz#hZ<66!|0bkqEZ~ z7-6nw!;Kc%vM*o0+;-^V!{LlhI{W^rLdWIN2-9P+}W1Lv+|RX(@vEtj}$afa-P>9O7f z%ho*8y2Jog#DQd;>@EBJeS9Jf%O1T$&Ut%(*P69!tC3rxt}UnCcktlz$^)2E7uB6R zcW&c7|2qavz@UV_*}h(fyPlgzFHbvI)Il}kf5)=^CNDH)mN7-r{B6Y4r5}1t=90uJg_cFYp?t3a58rJ z^OJ$%-`bXAlgoyOhf^alCKT)g@9`QX`8ceOtdYFgam=pS%y_?PbJla$g=r(BlqrPY z2-=;OkM7q@tE>z^K9RpTFOTh^bn4U}Sim+#E<3PXGi`fKaW4_qxePY>5H1P^-;aOw z!-HmiazR4j$8M~8*Vw4FYu7H#EW0=oK}i(pEV`?7^5m^(`Osv7Cn|Sdv7A9ev6Tu?(Rp#l< z(Ym=#Chf0oI(>dxtPF5qKio8($lKl36{}x-&$J;ej>NwGI$6p*IbW`05HG#lLk}#I zboDCDdS-F$Wy_Xn<~e5;d2WrUsZo{<7Ez&&zu6?u&dMt3wlEztM)gQ-jvbcpD#X`t z08IcW)gd-bOg37Q%v6EFbF?f*UdQg>^xdzedSlgkMg0EUte)FtVY-*#9hpy$^R|~y z<>)>+d#$RvdZP09hB)NRnRa((0hbxO`RU$JP5cu}|25j3l^Cwg%*-j6{t*7jwe$Hs zxJq?;wEG}d?$D=HDW2SM>aBHKAA5<<^yN%3TrKrnc6IFmvpTLlag|*|L*{rlo!A@} zeq7!=I6giuVNjQ>W5yCN)pDgGGZE`18gY+dN9%BN_FWc!`vGPD?&fRfUw*(8?lhPES}z3l%7+~8?M+gD`sx&)ny#ZkxcPR`ONkrI@>oTh+fBKjrCwGaXF-D$w6Fq%b)9{?j8AJ~6fPj9ksnJrN?G!^m z$Rb948(Z5lfENRiOP`JLdvG^~Rrd60&&;ny+k;C-r`nkun$8$+za!#D_UE2=iMqKB znHL9Y;%-i+^A>&nlv;e*$>|X`ekNDzGXoC}rD#uEM^#n7)f+Yl0(IJbN)F&R+D73X zy2NJQkj862P-Cs(=a#r?)v8A~Xg6dfngIZkYu)LXY`AB!Cp>{pGkZg>1mVjo5b%OZ z{Cm=2wsoF8{;XlO(u zV)oqHZehjU_*CEh!3FH&VZ}>d+Fr8#_FF;Jz3av26cp~?_V5rj`fOwi+~@7>-TCa| z)NpfAV`Jm#hX-C}es=aU&>wAh(Ke-KXc&Fl(^EjqY20dh2gMKpuiRjMW`dupE#Ane zpPbpVtvdG19)E+CQ&MMI_echB+Hm;G)vse?{Cnksthfgoo+sSCcaK~7MJyxFxOxs& zkIq02GL!7hHJjJC)O|{`Xm0S~R4f17oLz4)-QUV!G-DyuI@a*;@f1lqcVD+#O@GeF z$k?47hq(uiyG|JYo@XluY-e89TL?9(o)A-UW!}*J@j!sS?Q%2*1^%Vw<3vnygZiz*5 ziPuPtrh0n^SFaar`i-Lb^!&|8rTPXp%vniUnb^n-!jl=ranDM*sV}cLWak_z>g)76 zQdcI}ikvLN#Uy%3Sz1~;d{@!(RqL#_9;-wcpg89GQ`1bU+2#TLvc}3q?fWWs8Mz=; zn${-=tETAc7;Eix{_;|y(Q0Nv+`8j;e0^=A20uk4wr7RgQ%1KrPb9z1wJ zl2Xv@H2KZ*rxF>jJQ@8AEWcXVcA za0y5OENR5vn;p)s5FY98k3;M#WsE@56!E8}rA;__cU$?TZ+l0tXnQe<_Gn*ny0QbI zm4kx==-gLEOWS3l))Z@9X5_4#+`TQ_+OdJi8i~CMfQ)r1dMWd>Q+jqyEiEnOSB`ge zb)l>|US2A3N5rt)o~sx6!)mKoS9f<5o9v^YsXXq>&grJL1CJZ}$LAeBf8=G|yEg$q zLt0+GesZXhCnL{8c#B7aAMo$ynR{a1`HKr$32G^I1QQbwWuSA$f8FM}oH4N!*7|v0 zKfma%t_#nNKS%(b&W%;{ZXW69?pb_<2$y+LEkQNO$J;vsb*%1}-sKsGQF3Rn%RUk~ zgGE@I=W>N01I?VvPcb1$yN=&t=j0sp94USKw(=pbzH*fGW`KQ80RiQ6=gx^ZjmH8` z1a-5Wei#-Z<@C=D&e5={n#;NaqVZ;&-JkigpAYCXMEzji?6A^_6Tbr@L;&@K@@uqa zJEWipUsI@q#qM8EO1^tL#o`f>w%jo&xVnt{X&2`=DSPAu)^1kw=|;Bh`Peg0%F|n2 zwE_YHxQnkVk1vQhe|xepk>bX&d$$BB8rH70_2c}u@OTa@lCP)__1Ql9ViY$6P04dd zd{VLo_W4iw@7Jp9_WI(XV%0c$WaMjb*KK~nKQd=9cLT6%OYW7>3I3SV0gsVd z;!&3Y-rUA=ba+X*hy_2k$|1&W@nTC(=3D(9?P8le6fO+XJ4^j}+;nFfii?Z8X&?4!AZio+eiE`e+mthwy5teWdPUB8_xdvs6+ zYf%LZ1NIsVFrT=~Oa_ZDo*o%BdmL!WmfiD3a3X)|>h~IG9kIpk{{XL{?uOLW|4z2PpzY5x%Hvx2?2_7Gmii z&K^-knz+NIl<(@|UvD&XdTg=Yy{BFn>H6Tsk5Aq{TbXiuzv<%SK&^~fUE+tg5BAhP zId>ctG`pan8i0{V%7+!1nVB|1JFwbP?x0eu@7@yA!RUBKd9K&g-R=BfT@qDpK8z&l zc$B*Yoa$Z~I;fJUeg+jXf>Ek~Wy@jzsmbAHEiC%F>nqm^*!3xtg&xs6cI+4uX|=|Y zR3KauCd8+^HtpAVb^^>zEnycVJ+=goiHtZ`93JxwaT?%gzA}>gNXYuJgoH#_dwV#d z_!h_aK_lXGduL}tLn5Zh;>OglA2^_}iS4w)bJJQZw+K?EJT2at9ro*?#S@gB4w4*~ z7lK9{gR!f(Tjrc`-@sg_?^g?$VWqjAupDPyf%Dd&(cfKO9Sw+Hp;q24$tG>-owFdh$o^tdz z{@jwQ1x73*)?BE*H@N@u`t|FdkMr8%z3TUdIzI;UL$Vw-((A~AI%tNOo(dHe*9kwOnyXAoph)?|a(L6fS;F}X?x7K zfnbLgYYkU2pb_i24|1v{*I;guvUmFj(hQ^UR`_J=64RC1q5huPm%6y8@}@}Zm=gfp z3|5^0_`PPVmhx^%F^(?hDSws4dYX)!18>j~xjG&=GQP)GN6oviI4uXKR8x6raJ^KSZ&D37lwOhrQ(#4mq2>&u~ZlGLZ*?beE=WMtU&RUT8*w!XQF zZbvNP4>2hy9g|dLbUE)80_jU4Sk^qR*G&NIBjx#($ZE(nS~;>0@R}ibMq{h?Ab2=9YJ2kDWIkq#aLtcIvT55k zQ_zg3i|;X&0dL6K*`<|shK9J#m{fz7-Lzu|VM=9zD9XSNomN$?)94hf)~`cZ49X@N zL*zCGj$j)(4tdQL^X^xF683gt`=N^mKr|ghq260Q#y?SYKX7hTq!SnvI3!&59K(9^%DCnQz$7bY^<;vT<;{dsA2#fE4oZnL+6z z5Wm&QI->j-AlqS&$2*%Zc=8egKNG?3H0nZ6P^l;y4*?zXAs(XJmd9XcC6w^ z88DkEL!nD8(tVcDA>lF>ZC6`&t|g1X9%6+WKvFHV}jH zC?i8CRlk_dUxXl(O`A69gDaH9xRqfUdR$C@95lphCdrgg#F%Q=uV{CcHlr|O`KA36ZW(rAcABbD#jLGH6453 zualF9Fb@K$hGin15v%U<_JCUzq`r5VYF6u-scz)u=dbqMAzUS3TvbGN;9e~~SyImzt})64DhLF5SiORlb~~k9sKPFJ!CU`ntWZTU zk^m$!NG@?_B5pYj#Kn|PJ5HDP=E$8obzrD5T@W-En}9$KdD9*MU5>O3gr6WVchiPWAY0r?~Y8$S*FYtf7R&|Utwip!}wZriIrAh57li!NV1k%= zH0~7;w1PC4ZFbRRX|*Bw80}R>(-I$!h9~E45P;2RP|}BVQAJo= zY**`;bJ~i0e0=4O)v2ghA!226?52lS7xk8Tl{^FZ!)Rlgf)K_II+`eDXXhLu$bso+ zI^wELGQrH`P{Q7j%Mu19UuO4nGo>0;)Pbxm*EB@9MQ*W|KgzC%GPz=!e(eI+N`;08 z&}Fa6G#~<|p%hE?GpUJvP~y)s68(pQ4{kfun!lK6P;M{fMw8J*uEo#Uon6JWB;Y? zSS})Fxee-w0kA=?)7=brcL*zj=q6c{9+!hDTdE{KkjLVHn0-~I1+>l3s1w-iJ6>Kq zX*-7Nle7ex#GI5tDOMv4xYez2A%c!xejf5(hjWeI*|T9Gjy+rF2lW;e5g=J9kc(=t z2hz^I{AuFzCnahP0GkeYh;1Mp0q)cu+y6wPph%Vl`{t^us`0)EFH%j8PEM-c-F9#s zR6zD&hfnQR?ECl2B2rn?d4OWfXEA}Mv+eNZCy@PiAwH&!spc2+ERlOgsZl-#&g+ zuT9cY13^vZX>M*#8Q}~GzOdT`8zq><1T}lP3-6W5ixfpCr>qy2t;yg@Y%TP`_oK*l zD7V2!rB9uzB)sA6G?w){533h3?$^$!%)AI<`_3PKRD$R3(cS`804cX0SXar=(C~Kc zYMP^z-DCw$dh$XC3yhWxBw3)pkU>uwLqQk{P~1%#7Q;=MWOzV|2tchX3l>!)WFJdE zFfAGC8t|=TQ8;~hN&EcbC%(d>qJ3gw^Vjtou!uomKi+U;P61R(9W;i=0HjzrD&;d& zDz)aZ$CwB{u88n z!!k{xWp-9r;S(eMWSv@AG$6hgefj17XhvMoAn)pnGiO=Olcz2(6~ z(1(U;_WmKSDYyCc}pGKtuo!e=1qep%VtFA6pQ z;5rV8uty>{Td_r9b}l1Oz@+1JIV%Ui89|T;L_YWLTOA9%;=~lQw;Aw)@G=Wi`HR8z zv-y536Gs_htcqv06P9Krg^m^<1rIC!PVCZ=9xBZ&mmQ_2lH_9+ZlSiFs(d&a5A6+V95hxbS4WnhAvs zFcG&wg|Zwq_2OUO=W#^DbGJoTV8r(Z(*SnCgJZ!QpL8;;!m%J?7<4Zm11_(D&JhbR zI{<=!VTZiB`a^*H=k|kjwne#sb`qs)i*$f(Df{S43n!n*7`1F*WnI)5JTgD-T{=qE zNyU*xJI5_oUf){(+`6+!;)rLWUcN5WY(f>vB+AjyNN(6@<;S}CO%!he3_IBGl+(3S-q;_LOyfrWc9f-yH=tW z3m!z=6tL|%4dQ_aRemg_(x9d}O_&;G1_kXX3lbi?u3y?aGQtyQRmG$8QNOO7uu96Q zhO+p#YJ*S^SA!szxCQ$Lk!=tONY&r_41_Ge>QTW~=hQLHQEKecuGDE-M&q9g-dF>9 zw|0~K;c!yRVBeED5}*Cdzn)2?CZJ7P5fxAx5FGK(KNn76rnv3UDJK zYw@_G=89Jce)RYf5b3_>NZ$3_n$zJUi)JI^5I zLdcDPXTI$nnE$BJK#gNF5lba5zKWfoVcQSHYvX zeru;CrUOi{Snu5qA~-|Jqf{Xl@KBs4YSlLH*pb-Qc9vL*G%k@63;|lit}hHEqA|i9 zxr8Y5!YSGQqtt%HMv^9w1r&^pV+qhD_3PZXuiT+}OUwNHI#`+l0ELyl9sr~gSp}a*8_ekA)xNP~Vhn1BIn|}G_ zERoHShAgnWgAGuG05YAVYCJt(DBRfu@|g%(r?HF)2qtO@Bqx3_%jJC8mxlN-c>*vE z6d?o%m{h%SMtOJ>_`uBHq%|*>eB#$%f9+{qTu8qS06;Gjc*y)Tmd={od;oAZ5s?N1 zqSG5T-m3?(_P+d zoSX>?nV6+Oz_>?iHt%CZN+!zV80K=z*5lu|t`(zxI}=QS__@jg6iR+6*h0btex5Ab zXh;5^=Hk^AOiRBkVLSX*u_q@j>8jXQ> zyjb~LDVUWWSDmx z$5i4^ZJE-HiH;`drF_S-x;@8u3`X6b)2>=YUBaKkK7MSqDWQUHa~WMDmga{Sy=3%; zZmeBT?()BSkAJ^vaUyy8tD-&}d)DuCHr>g7HR307m!_AET90^N53rxrUuXS&pjN?k zLjK9&z)5Mj^1u!2eRt5AbzU3#Zd$x58W|(g-tIV7>?O0XP*=3P@!TJx#Y&S?%F!tX^QQgLjS4$a>H{oC9 z<<)F#UU-@$b#+~giiv?)5MOe2Ykqzkn6d1@ zo&PJ3=HVard0DMA@M)~(u)+_^XT}XLue7t*YR?oD5x9z$On}SmB(X}tQKSS`@#MW7arj)8k4C0V z6e(SZEe>MkBe5%&D3&|PJ9ganW1F7sl{GO@m0G@i_c5MT0G^84+ChY=gt5lJ$cUKS zq&cms2%9DX{A2rw&)|-&4m8HBOGEJh-bos%CkYP&ss5nhdq$%GJX`{vVyO~BDGH)_ z03p5_siyOV`AU54mkp6Iy|PDt&7f%WenYXYqYD?QR(pFpDL@$LDbJ6D zN||7wiW&sY3Pu@2!)Qe%B^@?$->dVLH+0{_)Nl}biw<-Ra!1=~z{j}0K4VEqNfQWC z1V^WV69J8Oit6+5VIMU}#wJhh^y$N90YFr!$KTf1rz;#LGYr3&hyC`YjZo;dBKKio zVW9~U&{@4#J|m)stNMj_cW!HWjqZ zW=6(7zNJU`?7kwGkx^gZ!rNb55b22r=luEe< zg=&a_=k@hfo}QQNB|-~@nv;`5Rv&x;$52r&5w6hj`%oY|)DcMoAJ7d9xNo zC?O`f)YCv7TX=L6v5O8GR~{vnCK%VucRnTFdK!PkIge|+J&A(}%5jf@>4H;3ux3cj zV6=Y|3ieP~nyz;&aT_0*#g_c(BmgO@tGD?08QKdx+2vGuZR33^_3`+)9qg+d?Cfs` ztZ?VE4Da5lO3`fJbBy+m2Hu8E&RON%yH9J@?@x#c*(O0H!L2O_L5@BZpJd%@RQj+E z*+UieS?w+|-x({AKUm)s@BKLN3;vTvTjI}T`|rpW_=a40RrK=ZQ+KzABA^q}1wRg7 zCVXAzK9D3ecX8?A{~?U__rrDNsD$tPP;e__)%U>uk`YzE(%8{u<4Xw@gwFrMao<$< z7Vf4%J{(#{m1Pxjyq*3$H=w#gjkTl{DD14COsuY zZnWWl-w9AaU^74o(+)Zgk(s~dl+e&LBd`BCr)=F?WnbSdyLBrGz#ZF`0FRY>lXibh zs9f3dm6a$Z@$~HiKQge5ZInvFkB9Kth&m83;He0}Ee(wk2HNK*{M93&uPU-Z-}X_+aGh0R={w4C zAN~pe0jw-eF|p>QHAzE%?Qgj-!($1IWO#&z*8W;h^k*KNn~zEpNQk(4m-o&0T=}1v zuYgG|=zi9vvOu|@CnDQE0=V%$JnZ<4C=RGb<&Z^)kr*sqyJF9q+nW##l)!h>|ME*1 zwkK;P5N0Ssi5UR(%y_xzh%o{zF(weri@yKrQBq*RZ zuOWgwD%f|Wr81T|UvD9x6XNF-m9RR*>50csf<)4s*G#_tYRB;nPODE*C=Xa*AU{Qg zDKHEa#&gTo7L8~WL|GkoIMcvaQmPQMN#6&OwNRD(B2z2OMBUrH5feP1fIBM2(ZhJ@owV4D7# zS*6E^`@4>hgMc%J>P)0CTgM9*BB8p%cW}mEcRVtZMe^iHk#`Y}rck3|7nH*B48PQhJM6Uts}b1YAme-tyufkZ?9{+SK_h4;hFEg&-b! zv|j)VfaaG+#`9-6XxXBz_2S|O2=~DTAVH9HV=;oFr9rwWsfE?j@b$!WlYC+|MAa3X2K;HL%o%M13b zHZG_`5%BL5A0aFem1}u&!od6mN-dQ?1qN5~WoJEwjkYo~GnYN&Jq{zjkbc0QDKcp< zyz|hr##R;+gjaBWuiPn@*`BhBV9x1p>f1M5B#JkFtlWckz;T?zvA1}@`0Vlj$N~RU z2>tDn0^1+qaBeQLvsfN6`Oor7Xa_Yv{~x0JRnZHE((^#o0Ri7p_4m{$*P#yydhQxt8kmnXf1)W3 zjVk_%t}^r$QT_d&e=WH5XAXLn8uhhvtVik|%Q2~4|0=fsj)MM{)BbhI&eSE8H{8~_ zXa39UIL9!W?^K2rt-O4H)?ng)sq_9^s)<~%?2q*sVBrbga39ys?aPkJAqp3@=2R@Xn!Q^Zb0|>LVLr4K8 zBL|LD$1y{gwxpqtlm0=VX2q(&rAM{8p%@yr2nucn$Tm2|4V)RsK4tiDa>AUzLDqyF zTaJC$>1jY(rk2yv3B{0RH-mY!Aw&_wB=)hM^VgfO%q9_`pq{WLC>`(IyH^L$E&w|m zDz@S4`lJA)`6wU9+~Eod*Az+$!S858uty~qPrA0y-{AZ3VJxqHQIMJ#X$AooU!e(d zNektQWb!Ov`UL(ALK0Diw#-Tald9&=twZ!APUu3A74i_q$B{xyklx@3|9}8B-r>QM z#WG61{i=+7+{m%kEc*l~Cc7!bcS3rTkSzP))v8A!>oJk4nyel7<%<>R7TO>-exKM( zw9}E|z*LHQ+fqzX7sC0O<~r|W6o87PbTG|K1vO_ZO2s~y{3KnW`~0<3^qE;92ABZR ziW&*i5V7)6BLM^kz=9S|3WIp7g8426f_gtly=v0H1IifG;wdWW(b&0jcr*mEEIUX~ zMDB7vaCh7Wqk6sm9LA6#(J^Wxhc-Ko7v|p+Tqvfq9_|*B-1FuqwSZDYEt_6|A%~n6 z{!tu;DRIJclA;$zfC%f5zx|vP$ee1>+O*G;czpIa zD42_hBuYuUY{+7P-+YU-6#$!N-=i<7!f53oGWt@5OH4fY1x$boY4IVn3KRnqa2Dtd z3?S`zKs-9coWcUVN`}lNmQf0*>0^*ha!CgWm}GXWOvM(a-rSrV0q9KFGP2Ar;}4dU zE@ttZ%a@h_OaWh19<2_Q*tg*@Hp5o}FWP9N1FDV1cS0vq1S=7oGUnZb3b-G;pdLto zG~g1c2FeJAg4-Y0s8dQN3`a6B7)bsY2$)~O=KCao@2YVPX9lnj8C-tMhP8sT#Jv@e*JC;h0ur&4w!P|j&E>JtH6gX}mVO&R7Mg(b-L*vgAp`|+> zH90e|$qpmycsXd>sY)obXz(k3^#^%sny52zrz-_5TN1PE2TNYRJ{~A&DQ@-&QdBm_ zKJxGW2Q4l8J$OiYlrTKw4EU!Un(-;U63V`Ibh2dTmf3}Q}ijWbgt zm631B3KzHlh*7-!dvW_*F(6DzN=meM`Awwi$h1PN+$ zKYJFrZ24$(BG=MZZCK#~)JPgXN$@9e0o{Vchk(k&4z4S)F9pk;(4&z=w~4&Dg0xS` zu3;)!J*F_m6Mw-r0pl=u=1tK*Q!bS(2E6)SJ zbeH-&B%@a_2UMM*%8zvtUBlL=*rH!kKDmv24~+xI^W#mdac+wXP(uA!f`zOl2u(US zKhH`*6{31;De z0xx_Tz9;{t_|seaCmRWcq#AFzaS7>N)%j7i4_l2!j=$UMIF{b>s6K)&=+>U^O#Uu@ zrGZ*b%Y|>&*axrvf$v?q&A&yCfAcPXB96Aa1@b^`bh^4#i5h?9kxTr1XQtBskx`cm z@yVNJv&_?%id)yusBL|M++qo=3O4&dx)53|vgUt~2>yF;Xr<>yZe>Nw!_!}@_E+@f zv!AoDP~#ubm#}bEdTUQvx+$xplO{pzKL)h@&1&>;=1g}Mv%0wvH3L3la(9~lBm(|N zUFGuor8SUo{L`~4ACA8cP)-iI+R1#KyiOOyhEfJi!h|qKP^@hy-@`6>s`A>RKbW=K zoAgv5Y)Bk0g-h$!{YY%Kuy07n+XZ{d^sXdz^_!RbYa%Hv zb{)SHt_%15$=UgO5*=AwM>$Sh*F8;k4AEN=x=9BB97#HL+w}#&qZ5`F!H(bzS6FrZ z`G}34fGyI0PfKftLXTu4nE=#xq&Ej*Z1PkqppsxpRFIbZc}l4}5$YAs2KgtsDGF73c?g^fMAhlXUYCkISHvl2UE>aa!0S z2;cBX#6F%_rLbB3zD+Kh#tvVK)QtGT0t5HJH=Dh|DWlK%twJFjr)7~T zNgW3VOL|<0%Yk&zz{#V6KhIr(Fo@-sN>o`iHcLWd&w(SF7*09Sw@S>zAYnn)F`>ba zf~R{dvwMS&&)oKYN(Y-08A{#=+UE5nO@k^RoJ1xU2xO$}TBJT!3P=|fG(qtT`$xhT zP>NuT6Db`0Ou(JszColj@!zQJ(x0fU?RlG!J(r-tzLPzaXeNzLijPN*f!q)nAZ2 zP;jKJoAvH?qwiE-_AwC9fMCQW)cXud1DWxEkq$V-qZY6{$l$MN$q+#z>Q)tebR{ipf7WB2l z5(S?B)z;GAaiRjaH>3F=(#HpQ{*WM!9&Panja?o?e4*q$|79uod$#={Zv5qvkngnoa9cme#AnC9 zPFAs$=97Z|GFks31%6Nf?r8$=+TR9NRVChAb?C(Z%|Sy3KMpXGUMVjhC*x04lRv2f zaq+5-!hhm{{!|d)3W%aCEI2A@KKiTt!V0GT=d=1h=1~$}UmsV^syuj8NvjO8|J*$D zavw{d1)oKe5Ih$CabSJRC(wYbfZan5k3o|@sW2!M3b*}d@SE`I`G$suzIy%oAk2-y zhaIb$0}1>Id)Q=Cy5DIecZ!9AD5QdTG6Ckf4{p2L4cS(cG41TDuPxV7>I_OM$j7|E&(qd5AC#M|nSHSVsW3!QcN%#o zFq}@^zG__e=!T09_E{)LpWX^|xkWPsS)ZJtK#nR}>M=%v?nfwb6nt^8zmS3WALZ!b zmK|g@Eh<1xgO<6MLOx-UJ#+}&X|cFL13Wv0A6_>19dn34aj1j%mxY=c(!K+!FR76* z>av3-07LBH2W34vIiq7ul1{cNmC)SC)mNo|4^-aQ!4Zv*#45O6492h!;B+*AbxxH8E%KJ|gF zWe4lkx9;aE_{Bkx9GGOAhw7Ca_yAWEkz_%p`+e+%ky;amA%{FUSy@&J*_DZHgPcj) z{m){JDnd*@J&VGE2!nY{$UohzUJm6=Lg4b>Yfn|~-v|R2lwM6yhv6lMA6yAY0yR+# zVjvqF%bbu|i3!YKWOQUyx5j>G8l-*q(2&mDc6W+@897kJNTPd^~c9P1Cg>Ycku3aOBZG$Dw zye)JZI-UUDkTCu@Hh_C@%YMxZXOy4(R3Dc84gw|-zz&@Cu_QKaZ6FQr*U98VylyE9&H9;bGCr9u=tAMy7s79*DmGtqj6_F(;O^YE_kw-5JgP$dAzP;_hxc_i`2ax zABdqG)0TweIXbSkTl|?Ru;gm89V|)z0nE-mEW`_mG9I#PHI@(;CIvPy@^tDKK;t^W zQxW_wldx^3-@dft9Ilv~4_>bMbNI|sa_bz2ru$vzC)8k?D7gN|S=R3Y{?+Z~evwI9 zta^H4qi^@j)aNfmfn&sZ5Qfx9LdM}x7(y}Zzq@G|EyV>yt)`NLy*&2d-KQFrXu zd^@*zw}S=EBxi1xkQO=8kvaR*jc!a*hRzSC1Qq82Et%Vn_P1G`LNBC)s^9o@FEu5l z_Sct&OIISYQ@vAz$H+r3DKRh1mBuA=V0TG&g25fuk;3yE)=s{Z?I5pR&_hZ*PtSD; zuaB;VCu8aFeqfCPCIBN5`_breJ3^#buU{Idj2pa)60eA6@ZAdc_d56DFfnaH;!C7k z&g%Jn^11jx0upP>v=d$s+Nmn&GLq|hN3rxdaWvlbpWEgB9B88u$CD^7sgcB^i?Jh~ zE{WsEAr2q#h`5n${liH>>wf&sJ@JD){a}U_uqIe3q9~6H-;)xoL^^&~yYTuvu z@7pxx%4Ca8b#W-Tj)ZEHS^oJX8H{?GBB;^TMw}=^76_P#+g@i?%9&?UBhCgkCe0-60Nn<@~ zDSpl_#Mg@sh35(%&{&f#Ec9{N_wyYyj>FekE#JTuH~h|f^nM!1%GA6lq$G>g>nDGR zN)|N=isx;fy(;xpLK)U=C3L~lI=RAa$Vv!@Rp@I3SsmGEr@e*Lzab&qu(m>bUFx%< zu{xQ}dh_PZ?y`{N_A6E(k3i9GpHHLc5;&Iu<_m(j>ZW&*+$emCn?gT(Jr=9>Kv=oE^%=JV4twZSMT1T(?FE`JW|H6W( z<>-`y2JzOCZcx-q9}w%iM@A}AD`j?l$FxsAqFtY)IdZ5Au~5*VEx*1G~Asl6RZTQQdzAw!-x~*Fkd&?ci^juh{X9nuDENf*2nFojbYR+}wQ8g=rws|0A?+A&q>bC`R?D1F?o|>4UCwm*M8?2W(6g zIh?WeyH~YfH#}OIAT`7wRG7jM4xH#q&=*8%LcJ6HEs^e53&g*xGMb1l1iiq7m~b2+ zDdQ}mb9~iwIXFg~#(;Wcr~nvo0C-wkw{gLJbX7+6Z|1GXOSW8qXd(V1NBsSX-gbE3^m~4&>Ts5BxZDvL|Eu%1!^&vmBzVS49voxe&FhwZilXRngvEZB1SIND0c36@E8>oYDy zMMfHTyiq&oG#*GSS0sEWbU+w5U^bAj4YFE&a>U=6WYL8QFK7)^cQBh7VogV940E4X+4rAI)l&))|m5x@%(F%29Q6^X{_;amZS z5rOKxgU}tB#GTbQ?^C}2x}E*QWe;+o6&$&b(IS2vfKS!^hT9*LInI@S{tOLcqY_ti z#f?i#J%Ssm86(gs!m)2(NtKY*n$$Nqm} zp1An`wgKJw{ai59HRQ-X9z9(MKWd;H*ZK+;8KW&1H$X2j z61FyJu=E`_Y+KYhb%h)5YxoaT0ji<@kP~>&T3H{pt~c8LPWFCb!6f@#LylRbc@oFg zq8xV6D9adV6mmkzVrBx0upn@n`e=~gAo4C5yoxO%jD=#}b20$~azu5SqjI?XB z0cEkUvToK`fFDl)kmUerxu1qgD~m@W?ex>cTwxG`u0$M~cYzo;#!wDDgsvC>Z0-Hv zL3?u9K40m_`)4NxjbOC6utb3%n|@A~-B-(Q!YEGZG5Gt5vIa899n^;?Mu!S(5|z#(2QYe@E)t)#?asgOBf$kB=->U zq$}RCO|{!|%$*g6i1UE-K`A(;jT}M{aM*FwF?SKi#6@do+8CAx34cG*PZlLLtS0fP z?}0Aw!Ui`DE%uJ!dd`t@G7U5!ZiuL8fWxe z>E(mu3YK3NfLkm@goH0tw5Yr&Rfzj=j`S%SVW`1zIJMY!yz)Jv)uV+52*4+D2(s9C z<#F_ODLgH@_iE|!(!h@oeSCTxjzPaSnI^te<5K6Kz+s1{L&7)!gZM0=wA}nLcKpn} zF;{dhYVAa4I}S)D9vT9-ka)^6@7Zo5#9WlTjm*RL8RF-c&N?C!@L5(ft;d@ zI81sX$FWT#1In? zlnYt#DtY28l_Kb$}vZVD`Q(<1(wOld&FGx$Wxr_nV+PJbn5 z5))qx!nMY)`^q0JmHpc>_r{yIZjsYt2&Gu+ zO{L;=SI4?3cx%T?I-BHpD0_&K--G2?irenlfB2^`VqRwwec!smq6mTo9upm^N17a}CSW`CUI zB1eT`=Bd~tiW|)}=*wlNGAbu=@>ev`T2S>1#~_3d{6nS#`Q}xoNjTNG;<1&hUrxuj zWhTdeZ9`2x%asJlsPMY;_v{54q3(G@Pa{*xddiB{rc$pFM!e|<;e|03l z;S|`c!+zwr7;Xa`3Q|T|0uNcXTqNs$C#8K=VY43+Gyk5Go(HfY50bt>93*p)Q~{Yd z5Ai)J1Fla+Rb3K|V*y4Xyr>^|NpB+h=zDOOs-QuM53gnJgkLIx!@(b+IDAM$;f%w# zo~AT8>-4?7G4==uu&;sT>e-%(=}A5JdKElh%sA;z9~5X00-r|KgRs|p_)9@@-~>53 z1;iXLyr{OxP^|8f-pVn1@JSDpjmhBzsi!fqpD85K1B%~pJ(MzALI=A@h7Jl-B zCLE3Wi48~A`QWI%6H-!vI5{xCl3(JC4R@qiC=Q@kf<>G>01l?Ggt^s1eD2F}{~64X zQjqz(Oq1NTCKcE3NLM1Ys00nYn>I;WYf_3i6)8P=;>1IAv^+#Q%Bm^GlM8$D7R9$* zAqke|zWaCg{ojlJ|7ZI5e~1n=|0@aVJCpGL^Dnx#xcsZ?mLiQ}%SbX{6iK-g$r5L; F{~!2HwN3y4 literal 0 HcmV?d00001 diff --git a/automata/plots/bias_GEP_1_annihilation_creation.png b/automata/plots/bias_GEP_1_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..cb68edbcdc1c6286e642bc725f862aedc16403ea GIT binary patch literal 24048 zcmdVCcU;eX-#(swA~}r^%85dyK}tgz37?XZ22G*T-g{bQ$ESs&qO?oeJCbP9)ZTlc zrTsl#pE$4cyzldS{jU4|{r>s&xUNfAeR_}Acs`HkaU9RrE!k7YS1jAOjE;_O1?9w1 zIXb!pU37HwhJRa(pG5Ck!i9f?EF{iaoH5q6u+}uwqLbFNFflN;Fwnj5hn1F@xvsGh zAGZ)U@9sY?TUeNw3-j<8{`moJV>2C|eG5+{;v!2;PMkBRqg$y-{yQ)9V2Caqothfu z=wW#qzy5lA2ltWLylsJayk*erFID+dnZK+bHIcD0H&6GxbZWQ<_>*bctog!KzM6M|{(s z((9<^Q^ZRzjt8Nm%a-TXUQhdu?l-(FzRu2{$4vWX`5yrb$T#QbEwrHhV7H441Np{f z(eIz;k#Ann%@-#B(ycpmXbJf@d;YJB(EaZ&BHLyl;Ct-e#`f}(x+G)&ngsow8X6ka z1_F-b?LMcbry^D{Ge>oGU5+a_v{kL!s-Up2{FP>oe3%?tN^)|jepPg?`le`RTX&Ba z$L>*!w9m-Nm1;Gr1WPiG^i&kg*cCnDe_d^$9H%WETX|EeAWe;~Ne}O$S{ZpR?owR! zX4j^s^9gztl2Sh0{AmX$awX416U;kLWqi-)e8Q)5f8)N(=dCEbpIujM+NW2(>*)d8 z()f*HQ(wiU{RB^s)tS3%mpqF)d~NY##R9MV;^NBVTO5ND4Qn}gd1Zs8d=yPgUg3p8 znE14JZQq^~=-ANu_D0ScnFE@}RS`-&Znk1#V&N)D(dy3ABMt@We%1}P$HyA%V>pze zcl#C{`(wfO(^E~&8Jfpd4HGb#m$?)F}Vi5IPR{87wP#D`yz8@ zLciWLk9pKer`Ydwm|U?)x}T8wu}%Ap%7;o0#>`u=Sg_w*Q*D!g!KbdzFDh{N@$vD; zayizGjv>n!IWCt5QC>PYX+Fi@Sl3(nc=KpPzm)dX`|x1vvZYHu-&(UX-l|`Dq_;}O zcfWDvk}VERUo-KZJr9qwd`wE;WSsuFIUy}At-*QLky856W9LYgAU0vPntWc>9`z}8qZ-@u& z&6=H#$w{A`9(1n3^1E>H;!wum`%T8>IV%r3RJZ$ZDC7sKWjRfkho0WXa#7ur5LTqeVbb*@$5t>DA0X3_O2aDEKGs72R-kJOox(?fdKKXx%gWBI*d$OsG1AL3 z$-G6-%KUL9_^!;{ZT&wRi}mVCy+!C~#jjp0=q&eN~? zx8R3^S+kkK7%3jV&eUetP318fSq0p^l89(uV%oFnoJ<41e*HRsEcUIi{b=N|yBh-W zm<3f;N(~JSdJX9*iZSZ_p9bC+ zYhvx%wLx3OU3YPE76kU^Mh}YFeh-@Ni^OBvjSWP_$M16!P%?`e!u9)o=C`p(EncxP zh)<_juw2BlN8VmEB_~*Kcj2B9w=GVen%-PvT)URl*x0z?vzFrMuZ}p`YQTOut*
FM_N_TcyTHtBz)vN0Ggv){bP#IcoL*oD)or<|RQjqM{wQN-%xnU^O|OG@Tz zl{}mN(du6FO7mK(^^h%XuSJ%?1Qiq%NXZo+bix%w5R2t8#qwrmubn2k zcN*3vO5?v=Ce`(+mLC58{^V7cu-F{J_2c~&Y7_K*p6oZ~-m+y2{^%s4cV*gOW&|=% zlvWery*%|H$jcJSmIVN?~ZmfCt>L_Xvc^F1cMW7s1T(_@W8i|VfqV_`2} zw_DboMYKHG^dhessRLSy}IOBZpC4=$x4^JTKjJ;SQgrx%fN_I?@ld^WBm0gW#}K=#K0Mss-qP~?F`rJ)XsvM- zCY?lMH?0Qy!3?qv_gVFwWpdrh-nnwkB4Xba_OQZT! z@;YVdwnO`LOIa5!UMxw)s%NFdq<_Dy?(j_l_jI%y{(O7{J6u2ClU?ug^BYbx<2sY) z23LyxIOKkCCi#hgVfd8=OY~-Erh7_*?_eb;gvkZpamqV<_%O-5>bC8S!9hWn>yk~W zL7}0$>;<0)nZGP8E2~H{)<{W9D`;%g;8cp1KY8+QxMEcJ=@-Yk3m@}6*{gNiD6L-r z6J6B2Qif_VJ3Yq9!6Dh2=Uzo+lN$bBz(f9UFmp26C~Mj(W1=TwqRm5Q-=z<~*W2|* z;W=|9^wm=>!d}0A9o==(M!mbcdr`xe!o0lB*OTwC$+l7ulXnew&ZvC+_|XnmAIV;@ zvMV-^r3|@kka9N<#?&XBbbVo)|qjkS2p|wQ;|ZAJXkh45!AMH*f4l zDwLKdI4xh#Ew8Nncw**tZ(H~jz6KR ztILoTd-Z;^c}L-CfTW5{M|(1Ql2TG-B7^BKkR`g2*AfSnu){z0k|kRcA68mgI!w~U zAAcN*(}Laj8C=f-H0v0Vd41g+c#I%i!JYNF_fiQ_3I_4q%b*8eRFfH z!5iFrtyQoQ&-@|D3Fwb+FCQPzq%A_b04o#nMp2Rx-hJOP;rI@xV-61Kj>;Ifd){0s zH5w(4`SMImP4`sBXbgUBz0zNRy*hqV}Wv(lavp3&s)S?!{ir+bG~$6nZA4m`y)zE#O)~bZzb> zZEax#m7EXbnSge8XQw(3j_Rh=?*8MCY(dkO>y8sj8je~g_7Z$M8UIYwek1kno{R4V zcaL@W8Vex75At#iiut6e@k|-y@ZL=uNG zi-ACE$-&upncl`M=PP-USM_%H?MaaK6=0a03^;s^Hl%GIJr+5sA7-&_TSW%s2LS9) zQGwcM?)~Nv8GnJPsj0hpEcS)Xj<;^zazz@=8Fsce*mHNPR;wxdiYu$z#R)8&d%))} zB)vF}DJptvZcuXCyhwKMr(EW2Mqgpea9~VE;3@>cvr)Mk+S%KLV}*cD8wuV9oj%t8u3JBgb1XJl!T>}3voyPkvPSs|5~ndvj_SCE1*$XuL?vf*fL zk}-B%M%&<^vA;TUXo6v_Vx!ZfVW!rBiLMu;rq~tymp>hH)eM#K7aQ$%aw0H0-q`KV z$NKf()yt;)lNvd8?fM|rrhdvS5P_@ANj2Hzaz(h8cv^Y6{G?g9QcQH`Gy7B0PxgIY zui;?&vF7%jh=>TsT5TPj-gmdwjX!RDpRodtb*eTr z2^(WM=yag*TaOucos!&{GhUvaK`5mF2dAfoN^U57TUh3mV|xi(JT?ZFL!uc*;8g#t zL+(((lO^9-{B*g)-s25Y%->mZE?&H7`Mr%I`Zaq2!(y*kji4yG_T%asAwbad6$9Y*86v? zbVSWN?h>3t-~h1m=s>>Qsibk$i|_A#ernwihNA9tf_@c&=H)MrudE0=6Y?ox2KyKx z|IDRJmojZnpFT}$-Z$5lAg*#v4&S_a^N8ay&039Oyk0zl(H$$F1Bf+2egR)+CI@>z zAKy|DS0WaHg%P2WWR!|==C<`n#o9l^&CNaD6Rn<+nuCIDMrEhWvvP#5eRvkBN@|2z zdp<*q`L#lP@}kCm_D=VW>&=04-00*#joG)nTY8U0RC%bgq(mv_Mpp2hYSeM`IiIkm zWSgeyqVrScZ8J_Q4VDtQ?h)Z-U2k@9@IqEqdx1}9TDL;OU>#sJDy>nYr1ht=z6#e| z_2g1fquwYAk;qToT$_3I1oZP;_< z&U&8Wv1+B)F>RLodF7nb#oQy00V{yGMi~=I((29JMN*vG3VYuU4mGl=GQ^{rqapw3-Y{$;8E8~`nj+CDvkO^rjbcghl4|q?M zIKar(g8DVjC6-SkvLS)T#9zo=mN7ds`2;EMrHuc8N#d*IwW9_$hx>V~hQibL-{d%f zy=s)&y(8n>`%R0AOELzkQ9SilMwKD9CS3ZsnoA||BmhJhK~zy^W1q`r&~Yoev5KPZ zTfd^*cJ{JaY)Rqt#ghYjcb@WlG+5K1YFpBqXXIx1jMpp2Uw(+}*ln`EdwAFaKx(gsinFux$UwbHhW(hL zq~vXUA`obmQ8-}9qD3E3ub7&ej(7Cerzv3*_@sZXs>l~@HN~EHJ8qyx@hL{J+U=v^ zbQ%NBWACF!X4?S8STHCi)>z{&}FUW95uHS;B8y#?i6Ze|uKjCtuLjvj5ZKQ(s4 zEX{1NHmRh!uNG^1?UpTrzhAg>WS~>6Z*1d+4QC_W@7}(3>mfpt*m&C-(cw?xxuZgg zuYvCrqLdZDOr+!tYPEfMxI|*EjzXqMwOcZNf)9U{H0~e z`;ozckvjD4V;zG7w1g)g^`Q0xz0uPflT|5maN5&&rrpVdycuTT{e9+MlcnO(b*-mP zZ&q1W8hi1$VfE|W=KWqzo`i$H3W zY!QmN9s%=$tbStY(xpBQ#;Bj;&%c>3`t98s4pTYWKHah01G(9n5IaY72|Gn)a!8Fr*^s}Z%eOdGP#7QNI z%~k5YTw?-EQ#mSPLO~GD0sta1Z;P`k%JZ~=tXZerygdDm!p9P3E9?&MIOP}m z=+Op#-O{6A4`L5$7gbdyWp`?=Prw@G6cbY?$gcxDVewNDPC>!5C}t)wvcpJq>usjL z8D~u^o*x@~@ZiB6F_v$QKPGx(MsT|m`QzK0?=y>#+FFVV^2025ED{JqWEgR&H#%)V zF67ixyjKixG1-DXeXA_ELJ`8rOM#jKZzv7|^D}KLB^0Ji=9kGFj6xP8Asgw6$0S92 z^O?N+%n>L>LIF}o^JG|n1c7M@nsNw>YaA0zrJ*f zOn%1nXsv{q0eh%h0YM+Yt%MK328ajgfc_+q?jvrq? zF-;fg?!wS?TkXq8NluP9GQ=lR?_!LB*zJdk_V?H8l$DiP)*2>}1u)8&n)1wPLYGTD z{VYN0$BwxoD34%l^zouf3dVr^@lMlrE4GNKVym7(mII;-B8*7(rm?j*fKz(!@MOw@ zY9b^e$G&~?3zjg*ruqpXz5tjf)m&~O?LMn(^E7n?Yt;qdK7dV0D%DuL;-tl0$X zj{{&+7&Z$AtUNd+iy2%-PcM%Om)~x5%Hww&6|grQVjG*OcNGXCW-=RuOKWi6?S%Zpmzl* zFWi%x^7*m#X`ll&4thgGtZaHv+Lh)%Ml`12pQarj7!`-MxA7|)iA96eWW z(|V5}4`d=P_RfhJu!LcVYol7j{k2NS&QAnQpA&rGYm`a>T&l#_*eLWm3y}v$X4?m% zfFLO%w&1x(fM?c?uUNXg1*{^LiY`JAA(M8Td=!Av2z68#xGPXk%2&o%KV<0Js{_02 z_I8;;sUtLeVjL^B-0+y*fAq09n4q!{hl7ll|UyK{KCH-0J-e5n{Jdzc6)c#BXO zvGJn>?8ydRy>Q_|TYI}@_1HnwP|KDtFZ=PWmEW}GsMe)Rp+{~kBb0B>o|IkpxopY& z0P)*(Jl5H#mA^JPBqZY0Q{f40MS{wnlNU47Nj?C>+vY0(?uTe-5_i_^kY5OqPu0S7iOcFsZ?7+{NwtgsJ_wczmed7_ zs|-SHVzggnw{^mj=y%m|Iz09o3p6wuIqeRpo#tMiyOWKr{dLs@@XT~?Ugf;(1Xu0> zI@zo5-oMuy?)qGlVV@)?Cx9Q>ztbVmYqW;Xe8Vtoagi9CwXGPj+&zmKW3_&Lv zY4_1sXJ4df{o|`9s4q#>nzKp;x9;32136G0uX_etF4UV9aDD&! zl_X?-EJV;H9s1TlZX;N`pfSIXjw(hdM#US}3WRX2p>t`;=CYqhSCuYg-XWMi)AhoA z?WRq>#&+`ZnecuDW04$zNJ$vEi^e`cf>;~`Jbp%uW!$hKRJZIUJN7VO2r0Q` zBMTPN1tb$`w<;YB|CixhbBkryr^A-L zl@-8>(MV8Tk9D4XMs8wjS6#-dUATcF2ezTV5ut;Nm7($N4M(~!VaD4*g78dNW|Jx zJXuq(pE=LiQsf{FkU8ur+TU32GH-!=lrlf5DeYQr?L@w-aHwyENOfs&!Y=})fnI6Q zEnrSQgqRny{3N}CpsPu@jT3j-jBGX?IfI~TIox$RN+U}hd&q;82H&ur7q4WA#D?M1 z2uNRzfg>9JrI-|;%VjH9Rzd0x0A@nm-38FF{n%Yuj~&u}W?|V6w;yMvAPAN0k8v3P zE{yFeUR!r?U7O*~_Q*!*{q^#@Y13?qcxzHW3Av@crzae#wnlRTTjn5>tL8y-2li*r zo{fIP(|6rFGT7H=Krk?%pLu3nn%pU+$+}cX_m@|8Qi;At;>!|-&7ZLT zmXD;Y=Wc!bslTJ+B}@uLPEi`30kDQW0HIW^qH}#4bP*~m#A%120|yTD4Vl-fN7mmc z;JB|fpH9|~M8Vz$%vsp0SFaqZj&wFuOp_4Zw->qd1t|_=G*<#c$jUxA_3QwW%qhn3 zXN05qNmOX{-oJadaDN7`<@z9q&7%kBw-HthYsf!BS^e~f=>;baSJ^@57MZ&8uB>e6 zc|W(RqUmlD4v)e@(zNUVcnZ6AFC`K#bl+TEq#S$U2BAo?(J>5X^b0m6nghQx3f5Ot zBxHB5Z{RJdHcO*+T1jPn!X!Y9@Ax!&p`W$7c3mEAIl;S0r(553mDX11Z0+4Al5?`ugbT=<#A+na6wEpX-G2fOD3B;#L8A<0;Pp z$Ir8`1M5BqX|#C6tp*0yAf4?19s|fyfZ|hSsiG z^8&j@88sp)hFe-&iM6D9ut^=1BfnAISyB?go&rKRW_+lVlaFsGJS&dy7|`d-LS&Sx zUu(7Z_ea4#!M<(V5fZA9k^vh(6g2D_0HaM(Cu=vd-vd@sD109pqG`kQ8_pYx0D@U| zmrC^4B%Fa0VFaiJ8{kdqZr-jO5#5fqA-Zhn4#DIyTFSeBsoQo2L2 zd+6wri-!jr8$V2DCF6NEfjr)egmo9ebkqJilWTi$6Cwu%);DC>-&@C}ya6%6mGuSa zQ&%WGgz_9lBKnPY;2fp82 zwRY_#qNZVS@K1~l8iTF&h3v`mQj4 ztXjSL!T~s&ju{vjWGerZjyM}9!IS7-cXJatIf;qC3oyJfSkh}RD-*Dr#o0V;M0G1> z(3>kLix_MVmhjTI0^{^ES4&Ou*p# zobY(_^>@)0-ev<=%@$@@yH9d+`=uq!pKrI+9C%M5T>fLQ3?S0o_ z)!Ly%+;N_NR9Bb2xhB-=#X;HOpK$8bDMgG#AJe>!?EyZ#DfKmu4i2RzsDQVf$ zb~hyGL_Pwl^{J$xr;=)T=!a zuIS@9uSt?9`OJL5YqS?FKEDB=yV&M@z@@myDl2!p%{lpsA9(Lrw50RbGc70x#3mYA3wic1osyx}Lo8Dq8`98F{^id0qUp&RBP*K!@%F!Ji;Xmkq{(6>rS50;#qJAi=PZ)h zOa~4G-B@1qx7YZ)i!z%@?hKnRm(B@k{S&Mr-z=NBuUC48xof$6T*Q?{rYmTMPC+TrbbBX$G6&D*CA$&yR>N zDD(*3rQiJahH{!!6bT<745~YIw6qBHA+?2o!IuD(z_{|cje9O!&ya?RfUt;)QOdfL zqx~BNO#)aPhfi~9WY&fCE+@C%WmlJ*@!M{d#KPtg*iP4O-W&<~J{;f~f9EOoqiI3W zQxPS?*sxA17qm|$$(yTJKSz}B4)#$mVoy%U{%aBH$OA2$ty5!T; zc(Ake7G=_Ke8wi}HfCnPBnSnN+unD%&%@ds)=cDOT=duDa%T}+iLg{_lqQXjc(bzY z*pZLNf!@ksD1PLK=c7lLjm0R49XeeLY5%aZSCwjB6e=yE)F(#vyn6co}HP%;FGE)PU@kj`2rC@he=sjedDBP%YChji~4oqfkN6k1};?*IHbQ! zTwI)3&WJZRaQgF$|mqW%U) zr_CR(%_XNfc8Of_-=uVtxr}DA*jIYl%7cFm*WalOn|c53QwW+LOC727Yc6E^YrGb> zN`$kjGw;fQ|4qnVO202{{@D$4smJe4t;)otaa@GU4J2>!CjaeKOkDYNg1Wl?;UVA) zCzDeApLY)Ynv`?t>4njB>yG`Jk5O-u4gQ+_|7+STEek&N)Xa6*;%@_?=snz@^tXX9 zSlw_F$kZeI6Q!~dZ(k>396bya_&t)_l1Cf90(|9b)z6t_!- z&szxpR99qQ{k5vkohyAVAtbKo{jVSXy9E{CS-ps^Dh)3HZ!A09*YNTQq-`b-wNB#D zlG~?|7PoDGL9o}#m8d2Aw+4~--u1g$-IWV?n;<|R3ePUQIbKuShwQjG8(RuHyU;Zs zAMyxTOo9^0xC!1Fbz)n;p%vpR-v2VYCa!ns!<1tDwrs574tbfl7M|1{?ep8p zSN5+T0>b@$5=jS%-Kuj$d9xmfeD#X=XQv0lko`yxn{QDEFC2$&0*g@6K~Y}$F)!~p zatdMjfMz$>^nHmHM~Ur&P(oblh=6Oy!f7eQ54qtes$+#DBQ@!#!XwWOVXzK>)$fZN z6d$2N=dM7vcqB8D@j;4zMj1E%3!+T1RyKvz-41>%KXTs&#VUy?Fv*&Ze4p!E8fzkuLbpp1i zZ%@I4H5v#ZKq5nrTtE7H(T+un+UW&+$#Usx8DND*m*n0E+(5`-BI*Hkg@QZG9Zey{ zIc($oF&-WsOS{RRpFiw(ct52gT!GNhjn1=bRFY#Z=G_;H|A^KeOnYBdl$)z-4~l38 zLo*GHz8Whew(%c71m|Aw!NaX1gZ_M%E=ElFbvrzzjK10k*u63DHV+67Ks9)?r-EGI`oX2L=~s^tLVJ)z;DX-7ef1w_zhC=nbR z8L604m1Drs^g7Q@`lFlR&30Nj*(97T-E#Ycg+)AlPIA{2P=JON6X99VgaVBv?9B0A z^iNnglBc87hbf=-%|F+P_>~JEFwVDcBoO}!Zrt2*UL4v=^OnE(FGZ$~puOTo;eGh0 z@?WvS#MQhrs7k$nsrV`1|LeNw>#!$GB~yYAmi)?bxe~Cz{$r(VG8(zh%Ago6GZZ7E zj>-iETWQhVh0jl9=RKCEd}0>6<}r_>Mx+hEzsd4*72sc*p1eb&CdvunOJa0e{`?q=1#2*SWhK&MJoEV-G4XU3L*C7mcds1iF*d?bfR;oLWC=lJ0Xua@G zg<-4W0eI961}A7##_SU}x8d2bEUKGZN zx2h5b7Y&1eGhRPjxGCUQ8Jbn8;qqY@PJxcYN?m=+g`3D#%J74L5+Fg^%@zbMUl@&v zsPe)>Wa2Y>KRN0p=_8QDa`x1%EJ~e60wDvm;bm#a0tfA;F0!hqrJy4Qb0> z_59%i4JJwdTT3oA2#>1&Dc~@fZDIr=1N@g!SF0n9P$1Z8G7BNw(e)CFnY05DCml^2 zcUd`HaG<4S+j^fN=B1?J27-g{*;V9$0$4d7&U1v;7_OF<2*V3Hv+heJMj-=ugp*p$ zM9tjVCv&_5JMj1|`YzPsXXbK^LX5g7MA-Spzv;wPdwO|k9l1fS7cCMjNqH*#SZ&en z$fJvg;b2>|Xi;?@ZGd=Ha0TS&(Qoj0?LsdB)#7W@;S4ko3B$rl+HEjUz6#rL8JFIo z6!X%Z{%v;;4nL4jjVA?!WZ%U~B8~zu>;khu92{_$SV9wnW<+_i=b|f-x*l=4Cfl%vAi0@H4WvR&K>Yb#1O16|4Xosr}^a>{5vmh~_jY zDtZonEerBz4G=xts$dB*$rKMv?eR(IAxI?1*Qi9)^`U1i`1KbLY;T5%@Wg z4DmB!-XIPFKJCI?qa!42e&zAvhCRiL&y(8__Y9EJUT>0d^VY4?Cr_TdG6cIa`VL0k zF6Zeg78&$pbwuwJ>AQt=ABH`rkA@p!n*m9FoVeSm#QR|hS%_%nz!t+FclvjMTA%ou zv$7pRAl5UXqKF=|`RV~OQ%yDCUU%MfcUQtLgiLYKzoWM|0-}g6csFVga9(~%NeN3a zTNq>j(n^LM)o%!^>ei&?sX2c^n||>EJ6DL&xy=9l)6+j-i=tXU%ysKN?#_}>vK&1GFduI2(9zcJ zflD8qgv#%4_&=;d`xB;=ebVG>(;MfkBji3V+m0Wyz6#FbhN~-dB85?15K%-Z2BWi$ zLS$s3bAlwRsdWH(LLA93IQ1ElsfJQpT?<})z#yX zJ~c<`cX#VbN=ojfRm$1AbNKY%)!BbmtzRGUlgBb~#gi^w^H&5{R~Hm0{&&9Oms)|M zKG9I9HK}e}O6rrpYA?^Y`3)ZNJ)>^3wf7}IhZlx?(fmo|oBsq`vc%C4R_{Oz&`LBLtOdE+Rc9dUrlznXL%fr{dA(C`X+j0>d13{tF5w`ekxKq z4@yhT-e;tvRkzOWywI=5JR#+g@A;9*?3%F2y#LK99-TjDDLGXV`Y<6te@co?&0D!t zFaK?5{uJZDKg=D>VZH%%xTZgjXNZP3i*$tIM1jxnMMc4nB)pqU9r$@-!vY~enl|93 z6Sh|%%Te`Sx%@}%f}dg$c-T|&5dYyLFP%x14;#{$g=!N|`cTmI3bul@IH81iiPp`- zR3J=nhQjPf8072==+wg>w!4SISG`fhDzdDK5M6Y#@xS4kpg@okI((gwFdT8}0P0{` zlQ5+e1{zrIf{_}-Ok3X*gNoH)LljCM4%7mGwq?W+OZrF1s{-f8%~dzD*FldQMJ70N z_Ut3lr0m9GM?C6(mtYM40|_Sjj*~VrCh8q#+U9o|K@toCPX!&`8(hOna&ib9lf)^C z>LKdgyQ83qV1X!U7TvmatK`X(oj;f+y1Vl514;3LV2P!+n9_MNeA9;Vp;@9+1Y%(Fuwm>a}tx5EME1u;S7A3g>=d!w$ePa+V5& zk+NO_O=V9+N6Ud!x)u?^+Wo8eZC6dLf#C;z4HCr60*ddVb^`CbdG!=mdZy$USW1?6#gJgP-Pue<{n9(ukPMaMHK| zPa=60dC;WDMpuST>8J8FtLE>@K&U zIx)XZVTI`_*YCo4j=A9V=<+{T@Q<#bTZoK0E5Yz&vK~D6owQ!+!FY(nR^pw}74h!f zBQ+MkyK@0-$7773Hp*f4GcP|t#3Yc(z#x*?_=#lL_r2-TTs-5YfL_ONb5Ony50|4d zW21=L4S#}73ANUaIsM*+FFE-Hmr4gcx6tX`*b!)Xd%y~o;+(I5A(a)a1_iwIWs*09 zk|{LSUhrB-NWAvFoFLN3Lk#XPJ4XI2-AOMQIk^H=XOW+<=Ek4zeF+N}sMMSFr!G!b zEGdFfZ`P5?`1!2xE#Fa9E!MED%dod59TD$tpGU76nNLA+y>R*9+g6vf!>x{7Rn7OV z0A!2Ip`zjEsP9RQ9H~Anaks6UsRH=%=OR)LI_) zUAuPa91v@$yKtWUC$xKRLU~A179<5&jLaI$Ut zcIjyP;tsQMTJ`MG@|E-*V_%WI)>9c3fmjX_!;laS#NZiMaLog*%4|z6qzoDr;=zge z{$Tv&mF7k;n5+eGTK_qN}PJw0MP? z>#XzW_|L@9rcY|9UJzNu(Z7@Rmuy6Y7U(5^L6EYgwsUGO2u~`IaDvnHgo89Zk@oz? z4RzIwZ!i7a4?C69ZDJkM39ACbemqEN;#i}`!+1b)6%wC7#L-9B=T_k&8ehlC3*XGTpW+kB`vMTYI}aIWSD+R(IZOl zdO9?z0gOC3@@5a?;)tJ1GnX0X+@PlBOQT=Q_x}t5nuLBTo&vt|aUFj}nm#_LLliPb zkiHd8oH(&+{lbW!KBBXQP~iC?3s3gKIxE}I(6B>sq0X=Sv+meIIs&wP=I#7R2@3)y zS@cFxgP6BC?XtB~kH@6=#f4wJ@yks^FJ6EE6plyteh#bREa-GNyl%L;trwgn?fuWx@GDGz3`#`xe*rg@N{R-`x^}YFHRqtxT<1Y1U$}Ou3~s2U7NXTNA%%5 zO9G01w(y`9D&i)Y&BXI57x=^RZ%5GGz_wr>a}~VF{~%|&1Va+i2mL`jD}<}W!7+Cd z)zHZSn|sr{p7V=SlUq|C{G%kOT0Y7wBLCvp3gQBX$w3jBF99y+JBh}Xk&od>e|mOn z;h{r$mOJWbJ|vd{yN=xTjH^}!l5=m+U7!H+h98w>T*1|kKZ}u5i6fo<3EKn|lj_Xw zuy#Wn@r1nrh^D=@6{i*OF4vih+8<9%4Y_kDMqYOA$Dvs`Y>4@wQ{B7p^8!ById0+N zj;XO9ro^`oGJEu#tL9}SIqcXy^pW4=we@gtL-ZL{II(4}cDCdjEe#DCmB#Wa7 z+Eo(;IXjL-x_(4+-OrGC4mO@@wm*g0OU=y(9Df@(^$;W*Z%+Qc%r30F25xzruohcF zI^*Ex*K|fJoh}&elIzZgmhGrAKWJre~zdy_fb8$(Nb|NN)w?}`j zj@Rk?-3lf*vi&TP|55?g&FKv%N$Y$BTBE5!g@q?cMSlgAMw^MFup|Q>T{ZB(S3@Q% zB2>euXk`_h>;7zXt+nSp- zCBt}$^0JJLwnDNk&ja2lqajZ;0F9Kj#FLC>4mJuH4h6KMLFh8jer&RLV6JdIH3~o! zYTTH~P)7Q8k$VXCBJuz{%9rJ^Sbk=xt)gl@T(0gdlQy4ss#8px~Fj?_`0gUg>nD|9lmVe`s?dCM0tD0;rAk zA;iq{`0-;q*tJhauP#1zDC>PX0JmLVY#urSjVYvcm^9%NmDz5zT1PrM`YWcGX#L=A zp0T4icUiq1bqXneh`vnvEL}BE5EDAka0F=y0&CaC(QL4ASpNf@ZA3gJ6Dn2&D>~`3 z163^@+1K-va6uwO&y$>L9m^2{CM53?`wwJr0G&_R{@fH=AH(!Ck~*-whB(1?US3{< zJi4evYVgQc20woIV3Iu9O0%Sae9KkpViY!Ma)IH3)l$iB!hxXZxx*#A@7yWSn&tc` zmWj$@R-?z5Ry%QUarNK!v25NOGp41bqoa>r6mM1U*2MUp*JhRGzzUKSN=i8S6{$%A z0|Rf==>rh*bMcQ%*_c81t!G2!BMBuS`MkIJOw_YUp%k4#O)=j$mC4$hp-_=-T;Ot2 zXiN^{C_G&Vwx9^jGso_N)kWU6(tb>)Eqd#cl`L)dzpZ=2G^~H({P_SNRnlWZqa`!C z9w*~CB7IPgqgBwMg>jq>@Fz~4T;?Eyqq~TK0VP#F9BN&Pblz_SxS75bvn{AixpZE{ zhu)x*`bM(0nwS2mn4>b>1TQPE4E@$s^*fFmBR$hFv6Isc*xDBkK-brW&b%ly4~{d` zSPW(8B8l!Af_3cV!OHukx)%M@IP57OJ|qINf79VDpN|Zs>{* z#k)Q^VEYS2EnQ|`OMuf z@di%;+eKj&KTFlhMAN_Cm-b#ds>^;FN3-Xv7IKqeq@(+#oGzS;#(#4ovt>hzR=|0O z@az(A22R&1kf_as{6orJr0o#Y4TQHIui4}ph>n#|q$&V(c_3~u*O@KqD^!o2Hts|l z-AC;>A$o-3T>}-_T5GjMaGp`8-lu>o7_c@p2|!699it3}U;LxOLX-F=5Do$5kb*5It~UbImIrACtw=`Z$JUKSch!pm0BZ z!HH?#zFc%?LXrF)uxPo#Y}2)s8^Mn9lf%$1B5fT*+ao<3f2~BlO=3Fel->-w+W|cB zdng_kQ26HJR25!4RBL3#5tiK8r^JU(EHZ+q-yF#aNpXrx7wzh^!rLW$LkGYn_(cVr zW~Z$$qIcaDu7OyC>b>@x$YbB{FPt$Dy-{DBf;NhKIQ4S_)Q$ZE=|iX7Z2L+o8M+D%%#(hCpBp+5>qt|<9-MUZoQp*%GBhbpvu$eoAA<+!&qq6_ zJzbH*Ym_;z-FjoaIxqdT>FV&?b|RY=PsTB-62yxog!^-=dW5#&i4TO7u^|Ku2 z8%ke^qC7soelpHdwcm;bon@e_DsVEC!w?otuwbGodY5~XYx?~l1mIu+^c7IZ5s;{7 zwEXij??U%+Y4JdChW!S>P4MJO$ULa`VlFe492mL_MWAoVEsXl)-tXLe)+~Mzf{Agg z1cm|Lo`KPqv}&MA49BpxWMq%eP5Rjj8noX%eE5(QKMEl4fukgewuIqF*<}@m#;(4CKLT1? z-n(xhZ8rMAA>&5sS9HP|TlpE8^_w$G?e5XS(- z9aNDuHR!zh>Y#7LtJ-mN>whB0FrYJPGM=WP%19*J-M;>B7klN9s3G8Cic%R zE+8lUk&~CmF^_EDj19j&O6Yw8l8`7X2;J2oB!fYRVsK6=(1%882a9(+_AG?HY)y4c zIbMp{`!VPd>{bo4$GgN31(tsYbw-*78D`^LhVbCUoFXDBn0hK!VW?oD`Qb1AMG9Z~ zRRQ9O+JresS_$w^nxBZZ3Cr@#wAov{k0Dqnd)+%0O!F=diU)oA$o5zGBSFPwz|zMvnD{oZUQ9Oku%$1 z)yqkSKgxFa+DGhaXje5G_FlRf3zPYFF|mfTDQ3Z@1zbrRNE6hP= zN*i{dG0Wy#?)rP6kjP+M#e|a@cyE^sP~}I zQX!F&HfF;b;+|-R_Plm*UVg`p9yWW*ww!Ynp37`A3H(jpg}U5~XF? l|B=r051IJ?KNo45r8_d262%))t4SW3B5~?y^pW#d{||df0%8CF literal 0 HcmV?d00001 diff --git a/automata/plots/bias_GEP_2_annihilation_creation.png b/automata/plots/bias_GEP_2_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..441462a82f2a750aa02e346856161b42777326c1 GIT binary patch literal 25069 zcmch<1z6SF+C7TB4a5LJB@93@K%_xHML|H2#vnu#1f)xvt%7?Ss7tz)l2!rfFaQ+^ zNokaBMLPduF7=#!@_yg{-ske1ePFW}Yt7$`_Z{yTb-mTaMo(?Ow4T-$ZPVpSDpoH?XnSv${m1pl4%o#oXqK(S>bxm#nOf%+2_? zMYs>_+jiN;#==^ZhsX49FW@$}GUVZ3dg2A%WTnN4GuAXTbb92UMNcGSjA&@|&dMG; zqINZSu-PG4(RQKu+l0W(s}D>mXNr~TpVOatfAIMoaigjoO>#$@EhAD-uYRQF+o5rS z-COR`=I3h1xYGAiiZ(329-x=R+dnnOo1bY_dM7QQpSf$y`A}Jeb;$SJvN4gm%(8b* zd4|t6d+Pm$VbIX{zb_qFO#O*w5exOZ{I>8VEG(vWn=|Azvzia`@d?=UD5*bDI$~yK)>j!N|DevZU#6wK1MhJu zrQZAgeT(`DjW{(~ai?*c9G!HtkSl^gwTb66BL%)xj+imhWNgAy`Ux18G1p%ajM=_# z-^u-FQ!7R~OG>#{qEYv*xqgw{IUA9aTGh+P@*yC?bH* zaL@kzrLit8?XNtfTJv031|7!-dii;_Z98n+SN(CTdCmj#06(kAuX=a42*}ZH;a7@P ziK5@I;c-vT;pimR75HwmT&tp{JzKDB9>vUbw-K_$~ z)w{Q#>%ITBs{buhg(PAk(Y@Q}lEt}wSW6;)N+;oJ%1&i6i9-^;`Vu6{l5ar0*X zXm8coeAiq|OH65yQ2*RStG%Oce{JH}Wc$7Db1nPRo4$-TG&Y_~F({?5b8vF@Rh^Qo zX?uBn4Bw4Dzw*#jYiHDTepILHrmdZ2qkNB5+&dtkck=qH6>QGoI=PP8?G4#2k|K&j z&Dok}W*$|=Bc(#EmobUUJZ&`DN|IOjiN2ukvRkC&Y+1d`qOc*&q`R80IosZx46gm2 zq}{3>2?+`A#Qu(V4=HL-j_l*$I6gl=uh}#|JN12JWaJB*;qeaR^qUO9!j@ldxjqaC z2zXys=IiID`H|6f<&qU^tKa+V9jiTO-rKq`pI()-FxxHJkZvA!L0|uS?y&DUvyb}s z#O>-kovvOLPV28r4%;Gl<;f|Dsbl7OQ_=5z_dC^JO1=E?=*_h(Dko0-p??;Ot)6bC zP0J=Ro3*NEp+mTLa8UaXAFbf{dz~Kd?&y2QzgX?Qb?X9UsYU6vYu7sZ`-75iatzzv zUO~sImhU>JmS(IzH9Z|?(_87-_WKH(wt_`56PGStyj=Z6IcusbsI$F20%ssz_95po z&udycWxUibUW{ZndV7ES^ZF}sYOxgk`Q-fhIJ?0HF6=fAId7#B-~D5lDbf8qC+O#! zbY4AudccQAcm8o$fKzVwE05JvgtBJi2cFK$P;e}~@LBZjvsi|0p?_JZMZ?Xk9bhzHkwjZwDdGF9;l_{{KOX_hx- zFxFo;{JbPf1%c1YWQr$Uw4O$+ zhohpSMQg-N8~A0!Ghas;=LG8a(MisRAGyAqi=UrNN7h7(6N{Tt?iLv@X650QT=f@M z&Nw(Z?cK9S?v&(QYGqYbh{W)P;;)@0eq!VC6b|_~shewY%KfSg>5HC4g%6H&hq?9r zzJgT=t2H}2i(|0UWp1oa(KKmXcvV}GG@YpXUSDtT$Qw77ZuWe%ahKxd_ugFCcukj_ z%E{B3Hf1O`XW6Pwjda@LFy+n+W#97hB8%49-Mx#en@zI4=x)`Zcr`@t!MC6R* z!fcA`R3{_CdRD*>mdD zsa!lMd1r*mnx}eFF_*A@AoB52++aQQpQ3fkFrahl1Y(s!7)3keC8hKirF zZ*@t}!{Q5Et|%}HpgZ){oovs$EMgj-dMDmby?ztsHcw6!7j`p-T=^k@4`+sZ4oL!0 zsjnd|-gRNl-evY%F-bQ&D{vI#C^}Aq0=Xma_c|iKj=kA|0{HL!A`e=BHxFgtfJu2O#+TxYZK-mZa@E9VdnEvXH6_%XW6z zns`n78xi#>hW*F^eN{2{a&mJSn3)ss`*`wfh!WCX%(2zgY6<}dkJ~rf`jPdHkvt?@ zDMcq9i9=*EJNa#Tx<7fWFFtvXu<&Ul#?Ya>8MEB^>Ha`Tw>&a+VnZ2H2xHloOH2HC zG&MA88OCmO+am2OHovlI-8zeUmkSH?bCgI#Yu&MKo!t@=IXN3vmrHiy ztY7x?@rm;HXA-#bN$DY{LM4VgRK8y*?o7bkYfJq$ZZl> z5ckRWHFL};saL;Us2{WwpBt^(qn(xd;!6EvF4gEBB#z22g||6mPl=Ctd$Eegefo47 zSsyVdr$N7uul!I1BCgS!Kh}#{w7Iu9_V1@EuxMaBz#5e$g5!$~Sy4lcyfj z!(FEY**EVx6`FG;k+C7mHh%lNtBC!<(Gvspe6520&DrV7(I+?W+`j!~tZBMg^Bu(R zV#jV*M(kE0gbC)s7S|b5DatbhhSvwy>=YAg%m5C!i`6GTe=IXg->R&vEDcP?Qe~C@ z`X-yJaH}Z&=(%YeK3dr#Pui`_Rh){!{=+kZYhDXu;XV%yndOW(m?&1+4}8+Q3Sbi* z6BDylPft&pY`t0&q(V>jm_a*U@_@#*3BCOLC(^g9TX!B9>XnfWUUV0Gsl7T@)yrsM zrgdQrqD1?*VmAAeC3CLRqrL6^z5xM7-aNW3PwTG~As(?*l?RLHPfky7!TM)hOa$!W zXW!iT!qhr2)YsP__>e;-Z^xWCy^Ype7K!;ueVJ@laYrU(53f#y47Q?A&-7`7N)4)$ zv}Y)3+GTkzGiv}9BAh0MG{^Ejd^j0nYQiMas(JNl#y4P$65jpxK|b8t4Z<$dsru7^ zpL!<_`tCp1%798E#+-;TK?-6Fo^5ywQM8B&w)Y!xaakMr{S3YMzriDBI~-uUn>$>aVFaq4?x=3Lqee)r7I z&VJzUf4Z%kp##GfYHDh_6XrV2)tb|ENq2zBb$sB=&fUA;ULAS2E2M>yjm>=N^5vom z3o*r;Ucb%PCb3zHQpG!mj4rLF=B*s7!m)Gj-jV}%_DXs!-pwjp$Wp+7YAF!Vlws@E zc*N`zq>v%03rA&uGW>mP%=V7q#fv>ynXKOEAbNWGNL|;dLSCNTyHAj?jES4KOgwYu z%-J+!pDdf+$H2Z~(SBU2()SLH{E@dX@5HfdmsoB$f|7T3_6&oYH1K+G?O@p1oU6}} z5|WH-;<&I;d7FTbC>_FMg6TIWZu8_R+1ZUV@VFJ;VxV{r^LHACIu!M$=`l@@R-LMe zRo%7O^Rt>fPCbP}34Rg8jx1LayNdu6ik0H9ccf|K3nRd0$BqXwHhtAx#Usd;)z2@< zn|^w_y){egD&tozM%UI%@pRNmlt^a*hK`hS300&{R_CurV#aR$@ka$}hJi^hWCz0# zVauZ~Gvl^rlS9Rw_8d6y^?8`J2*6yJYH}lvP^xL8ASr=fzI^G`i>1{dr40VM<6IHu z@iUXXy}jn#^w=dPPsfR&L4Q`vAkeMoi`Ru6L#s0l!#bu>meFt7(#K@Qvn#U#K(Aex zTT2)vz^hnoIk{W-zNWJ-S6It2W zVlPbb1d3r2iP*n2$-4Okt<>a$04t)?J$F}k_po_7rpT{(xu4^3tZK{%OEP!&D;Eyb zH!D}JBqbUKiNIMGf7aK=w76QrWm-7oU~8(8>ZMDUdQpLCjt11%*H6!WFUK0hEDrnd zV8ZHgPVra7bW*1QOWQTHHa9m@!Ai;I`QB$y+ghE!-`&E0xh>ltv8@Z8Q`yg{vLdUN!mCCi`a7ke>^hX@D=s1q=S4QvZ&S={?x zrOfDiCN@!`(@>^NdXv>{v)nO_G}A^6RB)PrP{~=fh>!2h(&MqSrn=OVb+j>N0*^`9 z@n>aVuvHJUOdI4e#0HrLHsN;6>iBcxF80o)9%oVvdjH%NTCtiZCmg3c4(X8;=sXS& zv#zh8dtX|*U$>boMpZvPVh=B`GM`~tHGm1v8Tq7J40}a$%V-Z8mIYfT1bKg#xqDky zPR?r8;bkuQF{i?6pD0J9T6})xETA=cF3TVL>D_@f&CcITmz9-^tBVL7?lA2}7N%EB zQg5*>najC7r=yvq6)+sF>5%`O;P1)Fj%;bM0|zR4MH{Yp?>nPHu^DO-iRmR+qn&jf zQ0l&~2XBFbh*yu-@YBlkwtoHWQi-oDrCs!kd~^S2tLM+3S0|nm8f?iu2XvADIOszs zVIFe76>V)uF}!#1;6di9)zgF8Lqee?#l^c?CA3ibIS+Dosf29=_BdX0KN2|FX!7gl zX;gRLUB-O|_Bv>n@Q%slr^ve)019FyYWEt4*=KjM+FLEW4XE>I?UodOLEnL`Go?7= zXO)-SG{uT%CL%v&n-sG3niD%Q~KoL{|;t3!<#Zfj6AQ%QrRKIs!L!iOhNW>ypO_&u1L2>F2B(& zYeBnTFh@y4!}n~uSz=Ypss5?%Fikv8$MA46D&;4De44ghrIN}_{Z;}aLzx(45A}v#myNBHgX*8`D`Q9`@Oq-FE1~zZX+-< zBCR}9TqO`xb;21w5LzQ~OB?~2QAnlQ4`Zsw2kLhU38l-o^z@(Y9KXuW$tfy+pgq48*0+#dC~6YqPUWz}8^6|t5!sZIEZX5>2O5K3BOto|nf^^uiIj$j)%9*3 zTPD7~-KscH%Ya!`N=k}h-Ma7)F?*e=8S8suSUkT&L!<=V_Ta$-#<@JJ?j?tHw63ph z3nXkzO`JN&C9B})n(OTCC!ED;RHIM6tBVhw;BVT%Ax9XK_Y;3S+Y6|bBxu^ugB)q$ zc%$lDdvV(Nmx}=|JK_`>b5$}IwlzJ~yRLs0nWL*L#HoHlVzTYJs8z=w^MF-dL4JXO zeHnYd^;X4vFD)PR$*Z ziekmutyaP2J0E-S()%ZYv1p*VpZTZ$nndi^h<-K5R)LeBoI{sel z4_@~+f_OCQNRigrk~vQO3m53I9!S}u+OO{Koybr{b#N^euN6+ixiP7!{3xG42l_gQm^P#;0|3>4nk0uG8+5wuIvt<_AvCl{a*^@s9v{D5 zoo=p+l0t)I0tER~!*W)DxD$IdlhlAa1OQC|dyb%zR|2i47%cnh=j{oQu=8iskX7Lo`nT zUb$&=R@$rAuahsIVG*;d200mxh0`PxjBy%#@PD*Lz*uYKPI&(jgkd#AB3jl%rwLgF zW=8_`@#5r5WzCwQF5_nk-@JL-+^mfW*lUrAkO5wXq;JAZdKI5y6|*~en~|p$gx|1D zw2IE6MT;DPJ8N>C?3-O@2K#CggW6Beg0kyR${wo3>aFhlq*Ae&nT>e(s@PpRE@SH0svUuS ziC`58y@Pan5&({1YeI7qR;Xa>1pRWbTl=-M$Of(2o1F9bk3W6`@U_PBd*jsLBeOCy zd%;Z9A-j(O78>_fMiDX@+iPstZK2Up&JNrRVc%Rp^~jw#p#-WNg>#Z}gtYef+IBYA z$wxbO>=;GOWP(4%5Pc-3IyR~&o>d38?_~$hxZ(Mw+XP2qhE5`FYT{+;*v#>+tky}; zOmO&Q^^5L&#I)K1Xdz!d!AbC&qwPHV^!)Dxq=2ha@YH*PZ_8S?4S0zSRrvGj^8<<` zo__Yq(l{SqI#)k0Yql!cPbezsyIVN8x~Jz6yq|!3@VW#YLm4Ea7Wf7A^r`P%rBydp zZuAZgP6!X*25cdN=i&Jpx-`??v^*Yr$%D0G0f|@ky~tPwD%`2AWbN$nTT2{)EEw3> zlEE^bBGCfH&?vZUqiWxsiwg zR-Nx-QIjYZcf1mQ(ZRsVnuO2k1B9vb=2EqppLM87(mn^dK^1by{FL94HqVQE307rW zXbR|2>{pR$0iWNKl`+pmL(?W*D9}TrbSE-8x+`cLA?+Ok6bLoGM>`-hc6_0?r`avd zdD1^T@mzY`@!Ok7%tb&?bDpvqLr^?1WK5^^=jiBYNlV=})Ooj9Pigv>9Q`OlsNdu< zI$GMf;(Lip-1})`GL{_X-GGW2+sz1cDG0>iJsJs5Kmqqh`RQ0Wavo@tLmf!yRPK5M z1g5_Flo)wGkH>sg9Vd##w{dfFb1VAnQMXb!LUVpSkxb9Wp_sUgzwx`GidgEyrCJn) z&z`~|7(>p`d9DCfF4##w}%pFh(8b#)8?+r2-u z)FAuuXSt)_L3oT|S{WTmHS9-wl!+3F37nBBsn51gUcQ$338Bcaz93gY#T6WHbern* z%fi7Y@(}i+F*v&SA3l7j<3`;>m}P?b=H_Z1A74F(dVu>JCk@T<-_MONrb%+bhO~B^ z!?E2XC@9!E3izOFcLoJr4Ya;wZtX03gFov+B4q9%%_@_0i%8~FT2h~C^svRDn+4pn z6qu^~i*34j&Y6T$z;PtBs+iqC1&RBpb$Sq-Y*S0h$~3SqM)McuPDy#LQAP}iJ{3ki zz0FzbLaol$54bndxIaD$!C7m9)oFk?rcQExGJ+^^3OD<4uFpV?C9)EyLZHn%cL^wz zWWU90Bw8IBC(B~?$jy!RO-$E2e2DtGFV_j(C5uho5XaYAdM+dEnc0)Dj_O*Hoe6$ z-fp-hant^@Z_CS1k^GEU5!_;5%wm6nf?(S@$qm%AQ}%h|AgKd4Y}mk^?FBLe)6#LN zk(7(j#x%ktT$qoXr9g?;_4)vrh~iYh@!imdL4VtxTn(T{_+enQqeezX$6uVJp}DmI z`_$q!z!@NLEdqJX3)6GCAR6P&rp1wn2T4byfdnvU5XKFuv4nL;wCV*tPhrPno@&Uj zj39EFeT#z(pjHiNe0mm^{n^c~H3BT+j%rZ3D~Q@yAw|~8nTNC@}X4cySWkh%MpKys7j+At8)CF__+V{_+UH& zXSbMm9icQ!u^9NoE2|Q4@X|=>Ue)M3pzr&t1t;z;b7+(m>DR<5*>Q%P`afB1XbNbDVJ>(8 zx{~CIm|n8=FEV*XbWf^4|72-L;YGAlv#eguWy_XnkA>u=q@<951Rh;+%F#Y5Sas04 z->f41_npD=Do_%uV@|QL2wNP+=F5vK&$Zah=xGLK9dglOkaFD&xsur2o_d$z*{B#U%2oXoMKX3C}DUY-QoE3U+Pana?b13RJA_>O?h~7=iwxfYP~pU zb*VY8?$4~ae=TWD!figMitPlRmZxFp)g^|)gNtZ(%aPEYR6y`1(Ua&TCc|+MBMAV8 z;0;<>1HdRYt&_Gf6VQECFfhJO+vsX@|8C>V7)p1juj?a(px7(*&lOF1Y85FFrhk2+ z9Xog0B9@1UJJlLZgPdgkZmqpS9Gj_w%a}VO0 znEg=Bm1bapQXz5k<|sKIu%KyLCUn_0--aJO>5wp)!)dS!bj7=a57bpGzmR+`JqenY zpR*fNJ!Evi4;w^2`ubl_SwNeNBl;d+_I2OhJ=_HjBo?8;%LttNGEXyVN&5jMZRTa3 zv8as9%vdm)fEH)+zV4oDe%PGn;zZ6EYC5YA^0KlYF}FAi93&S|2!xicB&x$8CW+s= z>qC6fem}sg$k|7_Sy{yi+OdcXh$_Z`BG%DW_S4Wz-W#NdG=~qPmZ?LDJXUWQCKAoT z&VCu#2GI9m``MAlr>T24J7Wor+0_tHTNUJLVsGg!_cL=_|*G4Yv!lvQij);48YGcYoe^1Iq{#RPdUfDB+~f5Pm7 zf!VK>p#;lG-E0U677&sHdG$RZGjX}Oxe@UW$_;_GgjNGZp*1dTDJv^WL{Ro#ocjCh z3L&CIekP^@_eD#XO?RPMDhm;d$IwYdVTXzwj{e8)bEns;B4vCB3MOdi!2gZF6 z5;9nA2FNK5l)Xk*S67MxfsYOXR67=1I$0<8&i(uAB98sJK^nyVGgPrV4<4-iSae{G zKBAH*JNbXV#P8q|i=bDVVIyxr-jGH@yE{KOvlUs#OK@glSZFAJ!IfwtU%!3h1@U~| zd8|fr$~Vnz!8HQM&J(Va^{lLBIg?**OJBKiCGRY%1~Woswaz$=_UIjxmKIf*`Er}* z4$31YR#sMgFyNbFzwm`Of0QKYqr%%BTd;k&8(z45+F8|4a4bF#4w@2a>MD-MUBE}@ zK`fQ&=umUxZYZIjySokf&0Cr#dt<^@B|O^gyOQRx^3%FP8O#6o9=bL? zyG0g>0|Qq`9z-VgE;ZoGW+rHmlXs02I6rj)8M>rf6B*W3+ztTPiaYAD%D|6&WWkQL zY!V3ozCqf{j~(W*Bb$fIaMzmOemju41^+#q>0O!cTDG#y$x25KX4Z)!3^MFdv$(j_ z|DLfGOpdc zS)JV4+J2aIb`N=z0*0L2D5I(mNsBiX0auZ)(==dW@YS};b2|rn$DNxuP6!5Njulw_ zuoJeevdgC50lz(uV8)4)4hq~4aFdS3q_ zafPoGohaUlCgWN&x6keed=@FX^#6C}NyclSJbF=yD!rp{Fl^cs4Xk|`4jDyL5Ku5S z275xT6HODb>A5dz)3Z%dQqsf2gZR7v>}`xwP(Bb|ff$e!gqkBEf76fkk*D0fW@xB# zZlW9C3^bRl9yyThzV#(Br2xG&TNbn6&#S>lK0#@F85nG2V!}Sv37iq(o{CNIF~wKG zPvaxQQRfo`4W6S4hnO2I0C9X!=n?SNvWPx0Z_OhdEUXL>yF#xXz4YE&8L^;W0|ADn zpyvCx2b*{VvsayFT9msk0Y!H2Sg?pSJ)V=)bC3qSdI5wX-tD&73~*8jn3RTy4O?G4 z2uCdFolv)V2U7XKGDD&!V)!UL4ksu?h$LVQNuQJIV=b`tQf<0@SVe`x&Lu4T$!Hqr zkpX5((821!T@Rbh>_0T3UID6)`uf$PI2GDCgies4+FpW)`BrBQFmTL=np!;7C~L9a zv10WZBzvOCHrv)|XMu`hsUj8eacSu|B>09rmuxb=LD&|~xg;c7xPs-aa=h-{ z%fA@Z(Qy&hsP}bsLb~Dzc3@nra}*U7xq}&&VRkHRRa7E3a99Q6)ky=Em^*% zLQ~fzico+c3;nJ%BHPJUvboJ}mnHfrvT8^}M_yU3+1v%w#fulO8W8u31Vh5b#r2Mt z8P2ml%{3SojZz0jQgC1m@pT~O*Ffrt2Q6QcXNdBX5(zf=1ck^v$c#PU1iS>FJ$tt5 zx8IaNMlhRVBebUmLtcdRIr%uO9VHOh#29MaJTJa<^k@ZkAP9RI!pR_v#ZFFMEi5kH z3)PU4is!ovd(^pfvl`^1QG&fe2WcYvsKNUrs{*W{22#^@xJ8>-4pOZ;<#K07O8Q#! z^Wpvg{71z>Oh_Fikx6KyjS20Y9w-hb>uM5Qef>QKt>cMiFg=cPvYdHbaZw` z5pNKZD)Ft%e-B&e0UcHa{K;Hm0iGOF%K>GWNV){?v%1Y%#&k!^96#RMpPa980i-sXh>yd-0j{HhaW!d0tRR2$mD$LF{-2P^?&tjC*7y)n40Nc!^K68`N%jbk?df9PxrNlB_xg*_~Bn@=$(SUQ2pacZC#uK z=JON6_gDO&J+xldX`W3l8`yJRZ?>MqY#N$>_KjP3c+@>wJPGau&toZ;>FOe#Q-gb$Df!L6+S@gsHUd{$ zEyt`GpFaYbhrBB3JX7V%>tr=5e*EHpWRJK1k-#*c)<!xYd^CXfQVjx08ILeYENjGf3?=wf@jW(s zW9y!Z?Y2D?N03mU5LDgYE=5e{)dryIsiYVpQIJ`dENT(1z8bQzm6-61Jw3tO1!~B8 zBQ`+*a~vCP)&0ph`8;^=2nk^~2S?#Y16X?queymxCjp+$e$WlX(WvkGGfj?;+K@B} znz#lTjtHAFK^YmsWI)8913&L*lXW@Os{ocjJ1dVoaMBUG7pbl;W%ol&?F61~Guxo~ zn?}Ov&!diI!6M`t(7;dwoC~be3-+q++OpL)P!r@S2IZlNpy>LG+1wBh@1`2p>>;cV zSbh!IpHLIT^XeD%5K0#95uFHZoB0fO!)!}<6ZTjzNYkjY1RO>#Le0o<&ZX`{kDIKc zJMMdXv&*8S@nwf%q7DXt(C`roL=<^;;W#1KDXB(PoRANQhucdK8nYaHj7i$r%%5_B@#gv#15PO#B@2zm-cot8kA8nFYx!b?%lIb%{&m?T~;1q zA1nCo-8(sO0?Endd5-YBdHecyT@48io-Nl{N8VG3z2^we#krY@I@CUC7N3u%$UpG5 zUXo3$a!R1=Qsk*=8$e9w4`O;v&YPA)c2|cm$x^j*#}4n%(4;qSj>U{)w`d+ab|XTe zB|ED-FHbAT-Q9h$Q#psxr>A;yFo3MNNyj!X(@*W2*}VnZ;yjZlc|+9xgbGrJEvsr4 zllZQxN)kun-GZ^1e;(uTE@%q{f0{Z?br5%vc@bz{ox}xEmnN~pgt>^H1c{#aC ze_mBm4%}aN3YKG`{(S1@JUDsyxZQ%8F^1VJBFtR9REWPm8P(p4w^cCjekA$Wd#h+pGR`YTX`nz zBMSk4lyPLuL3A zB5dEU(AO$yctW0!;3vvaqTS!*$q#e68ih6YHi;s70AzJ`1b9AzyI?8ekfx0^CX9Y^;+2sB0OKmz{|E=WA>bZWg8)>u(qNI4x3#Ou9JFm|Vo$oC3i%tHQTD~H=H}+m zZ|Q}H5w5DBWkFhyjD>t65#)Y0g&`C9Tr$o$)NEbcWqlhYmHxDh%~E2|7R(P=vw3>k$YZk6dH&mPt46-AlbBU)I*HPoRLJrTqg` zz#>H^C|A)56Ax2A6y6ZRzg`RzyYlG(1dF%dK=cIMCot9jWwUlx`&xpgK3+GY0AlQA zXFrA>s+;Vj9RrM^g)!RRVj(k&C7rwX_i8ZjQ`#U%Ib;=!9~@Av)M24_=)8!+9L1gt zI7lIB4Q4WBESzoX)Oe%0Pe@22s9n*9D=?`5BTx%Kq7Y$>oed1+X)J6jtD^qgXze*_ z^COe6|ER!lZ85u z$P&6)a`x+Wl8iAqgkz^f%CI^d135r!BV^}MyYlkqUQ}@nkb&&mvr}q|D8FGwcops2 zGeo$co(CV*)n|>DC~66lg-hOez_5*iw05$uzJL>A;Y!gw2S6E@N0Z2tfnE zP~VKIJ-c6s__Sj5&Yd;IwrvD4;>>f%0?}2$X7ynoE%`{LJM=T|Iyg(E{=8CT1|Yu@ zDNwc&{I7bJjnTt+Y9gU$ES%@GM2^oQJsAqY!pfwz1Hpk^7MAm<_G)TzFMj z$JzNq;xb>gfhCSMHmOi8iT#0CouenpZ)JO@RR@lhGqh`OV zo1zA7!TJ_8n$ycKwUL$g-S?3^BT#=-OpI9R4A_E`aipWWfR+QnT7=Iq=M)<-T9e~> z5i-o-obO&hZG`+GRktyOE7Dkk4WWt&=gU4so?PhGs13ShgSVe5-nMOhg#f5?L@8CM zAP@Zf{Lth@x?u?K51@GP$DbVLCG!r-!KORJUXB7a$rc`eS<;g=2KFN84E0=vGjWYC z630=5v)GqiJ>j%6DKgk$s#5gS^Z(0h<{*XC`suoI$pYc~5t$!VK>wqgtd;03GqJKI zqjdlB_)}}43)Ymhv9gnr1>m$62el^C+E9F~T9s3Cg_bTjj*IDy=x`(LfIryJq`id_ z;n|s)?@9-UH?AZ~Ee=w^>Gc*ac%XlWk1QB&T{;Zkbv7|=XJ%#^!IkNECVX^fl2HjlyJaP^m^6?Pnw; z=t3u-tjlnnnq0~S{6VPWeQ#e&^;NtiJVD{X@Z!QkFap)Q)GFM)9>chI=Z?)Czun45 z@vy$^e%@VVf0E1RA4G9ZRiB1vfsLKbYUAA8idZHDBJ+*f1tEs$+u>Ofna&J!f~JpTQU zgJfMO7!IPW@dv)8-__EBxIs`7K8QN++?}7di+^>mS1)*VYfRw_c|)3~tA1eH0)~Tp zQBm^NMZ>v5F)}O}H2Kt$iJ;2fmn*EnYwir+$@X8VeDZd`(CA-qoQ19%`7ajBcz9qD z{3~%08VYmuKN1%|$RP^?TRYzefAeR0cU^e7;VkhFL5rxYjPzpp|7t9K)&De>h53I! zmV|x1*~3;vL4rO_&80*y_=)s@{f$5F_?!50UgRfb_CMm3{-3}dq;**R_dxb1{mW=b zLOLstErm^LtS90g(U5_5NS?%L>8>`wK_(Usv`Q1h3mmMEo@kQje^~G9s5j@yx0?@% z6Y2+Y6FV4UQo+F?tI;-#F2o*KH$K88oa*r10By#kXR*6H%s$ltXcC*9yRfK;>WK$R zAf|xgSuo*gMpe=9_ZTUzU`Rq64*zMa1R0q!1t< z&9+0Y4^Yjn2=KMw6L!i@qi2%%&Tw9}!0uGxj72l-)#!oIf;c=lWD%}OYcwp@?8LlA zY;BH?S+G?vad2>mMH?jWZxD>{3NhQL2PIdg`v zvOB`F55xVz4%bGLkt2v2eI5Mkt5>gryKu1pOhKPw6^@i-eB~QKDIJUvut<5VVwj&= zMb2u5V|Tec?Us%;j9PuGI(CG&wqbIkLD?2t-~x%ib00&C*RNksiG*KIOhFRYL+I;( z>VSp#GruGspDL1%ov~`gLGIZ*IY2c){%wCpw2Prb6P*AMjJb;P@L?KOm$2QGYIsY~ zEo2O*qVqFTB(BM+1(!>#>N4*Ac2+uKUonW zPv{3hh??x^WhITgU})mxa05KkFlXvA|oS=%T!gD=diEjo0jz zC0$~KuW!k9BKplVdN4)-Oie1nk8mbZp;!3Rul{LAM_|PxWQSK>=A%rQXae~Ry+{uC z_NIq>PzFvi0^>lrZAT|zu~S!hSTbp3f(~wFZCyny_3$wj^Gd=Yj$NUG7E$5}_qcI` z9JE6hs94F21`N>#c${7z;1+E~8wqab*a8@Iym9G@6(%pQE%TcV#y0NH9?r||5~YUS zTHMBAjcPL8|GMua{v+dzGZ`?8;`bJG2g{d42z%C3&}QMS%S zSxEnUixUbyX1M}?i72!0elqOgD_AoAzy^WxiK`Rfa<3S$BA?pS20COBumQip2Q?1% zi@Vw1s3zwebf?x4;U_F_i7C-!Hzz?e-7L+A|BlvOT!w-_bl=Lnh$UkwTiCV~dGba| zC;xU&Owy6RJ;JQ?bB;#6oI=`V8Nw1)xsPDTP>qdUidU=37TimeeKS<6U%Wc~h z|6tPpk~sgiApiN|p7Nj5Z(;8T-^H-yHoBjb!Zj42SD*dEQ2yz1A0pDcGbq`tqVj>7 z7^rLh-#Dp%8Q)cZYDq&wzxt=fB~KV%Jti2%AF{I?x~c@0Umd`xI$B|C${r8dUzWOKXlP{ z{}%L(HKXYQH69<5?NOv>Rrp=h(VZoZemXb}?z0;q!MuO_mc&|SQ*>2C6B9EU_$iSP zWnds++3|i6&xdfLHQ6qZ3psHHDnob zuMY8ZVRcpTzG>*|gZ5lfQX&szq&U2ij!u)Bps6xGRh8f+t*q#fT4hfaHs}K(FQ0+! ztP=Ge1cf2~VYDIh#qRO{oz;fX2#AICYTF`WNQN>(x`bijdx8YS(A&KhZ55!-ygq|# zI6mz_j(AcNtgyDI8v6*#g{BoEIKhF}OH>Bf)9O247XH@5xe~rFT(R^R1)~&_JFLW- z@I0ypksP0N23*ctd(DZax@FpRp(TIS7EGAL>=HOng(e`My~8sCCcS_$Dgu`-DFH6= zXCKO7TGUL<(b&%FxPO2U9;AOD#o(^~Jd!KatL??w%-CK3PVCpxk;Fr|$9E99H*YW_~JcQW-M<$PA<(*3=!o56G&XGf2`lx0pbNb z+G!AC1e_AzD?D>J4Lt#dp~{$lapgQNs-vSr zUa*_%WZ~+cEcp}fNc~-kyZ7yp!`VS_oN8e5+zw!e%Y*6|f2;awUGT{BVUBr$=9Su} z3+K6hD!-4qC>;+r77`nu@&2cqeum*5cnTd6HpZ~~Wl2BZBQRyC|IWH zyrQHCTZc;(Z1I|mEiU$rUt{pqmmTS?s4eXH~i{zNek zo8Y?gGAZX7#b9HxpE=c*@LK?P$yNg5J^@K#gllC$ zR6P7;?ijF(m8Pu`zp5lCB!o*6{GrrUIF}NekvN8(l(3EyZC+$|?`86|`5OL(-Kbmf zU3vMyt@FIU=JSMX+-c>JiTp1U_}e3>ONayfRsy&Gy`VQF6SxXzBDLK6U=kR37nL^(HcPk+m@qsVD zIYLo|Yt>5c(t#yEx6Mm4KjT_&(Yx^M@2@`) z*_<8KoIUpH>t_PW(Q!bUz=_;VbagZZa9=j_KfUk6&npTU&*j=BQhQR8b#+NY7P*NE zE}tGktDzL;kQE#n)fxCX`Gpk9L+mH6ViO1sq)V9ewh$@^4J-bqSw4_96nrtpYsFGt zn70n`m%e^2g=P{Bcvy)Z`f$(nfS(xU!eB!x@j!o9D5vd(++gdXd?17k{|ZVe}T-?X3lCj*$@Xq=ohR>C2Qm@dy2e$5n=9Phf=edWQ%FPOJ_l>681`8vGKHU$*Ls zIvg}?DperuGDs-;FK}H6-q{BHZE-4!w(Kl9|37}z0i2hCR`QBthgA^`Y z%o5pme)-SvaT-qJdX9o?zd$Q0nQS{sk_@GN4y^xqVy=ApW4)r#bpX>4vQw^_;v$h2r{MtQEhm50 zk&Goy))_g;%7^|%H!jeonv4pTl9+%N4R%=|Qc?xO7S8^zciM)Y?Pm;Okd%~FDZIaK z4qb<~C%r%eL3FQ#N2y?}EX)s%APT=EudEgxHwp|ZTNqodTd8A{MwB!+z4Q!GPs(}>wY)-&M zf}b%_AGk@mXb~_DyDq2)QMY;LJO{*c(hv;jeE#UA0~=#9bPWloMH+~Rbii%|Y)-wu z43}T@cpMT6cq%%SfMVMHOJCv3>uHyJRY-F!ag739?vN$!s%XWKI9x@O3#&b+=1R?- z;kq)ooG;C`UjqpG121m3QXnxEMBvGUfd&ghQ;dpUleFfd?<>@G+K9AA9K^*}7gOr1 zvusTOoV4*@f4vvce0+R-%w=fl=<3k@vda0?*|ULFr5skLI8MPBn{_m~0(7@eXej6F z6UrJI&&P*blX1Gqm90y>^_ZsS&sF5W@%!FPau=6a>+>YLfXos(d9g2QjWxCSNE@Wq z#eVAE{SHwjcAbv%Ri7l3+EmmTj{g!%=52yP>L+{Ne?t_jaeGgo-0t*c1p!(mgw-A`)yt}djBi`=V$TbY>c zZK+97E9|$Px`3Okjwf)hSv4M&G$un)GR6f6O`q3e256G3F{TRlMN7CH<-~5Sz^CK# zv>mOTt1~R0{rJS!f;^$0hVV?xey@JSD)1;mDO67Y4b6|JL$mMqA2IkJSn~6WP{FC9 zsO>brhk5Xk~aa^@o}= zy^KJ39>9fmp|7|ZJUYV6tY06v(`c4mO8RSP@iUx&aNxZnO-1^yD8xwrjWcd_^UxHY zfAFeh$n#~MnQh(kQa(PuyLf~ue*qJXyup$@GZ&BCQrhctO?^prK}4wfZOxjTo{>-G zu%DiPOgxvcDH8MkNo$ZcST48|qxYWmY&O%x#TB?kAtahiG4638{sa=Bpu@!}nG~l@ z#WXe@Sc5wcq|s7GZV_OY{lWj+pEW?~jqa_hh50+_6CZyX%EYwwo=u;E<&$)1pf2tX zD$X-AJ^rlJ`dQeysx-6jFb$B37CkrQHn0fP@FHE$!d|}~SnU2~-}dcCaA^SHE&|b= zl!Q#C_3Dd|eDBK8i0(k*bMoWM9WAd%KbJ^D@CEITE+Rk$ovJRYqb z{pib12J#@m%p$5Wcy6|+5`{DvsZZagF$gvE;Sp$K^ueDOJW)L8N6u9%SCST0v zL8y>p;J7cIA+5&5_rD+QGg%(_8#0WKKWkq7D$k4s2W$cv2gidrr@V|1l_~6iF0cXl zxio*dbs>B`o1UeCQ zYYr;g+(O8|;nFOMa{z@(fi%`*b(y80u#kp+VynUKJFlCb@%U5MGCj$3FWk;xh^{|0 z?syHp`!TjFxQm;#)A0gh>BFBOjULB4uzu|X;dNlm>mFE0zr9+`BiwM0O|s?d$jCw8 zeP=E(i`jkP4MxK%ULg#4%8QnJeZ(JWz};tP)@g_GB1CS2ZAZsVbi&SH?Lk2{Fi+1A zddaPtMOgW}*k+rt`HN5y>&gUS>9!&Z6_HyRue9bhXMoqegHHLK0s=Li{Wq^MjN6g0 z8sFUIz+f|BMmF$(X_>2;3l>P`?v_glTA7ufa8{lHm_)#rqm+9U&V$Wb;JM4ocObN{x_V!KS==pJFVgW=aINCERmrIG99#M RA0y~P_PFA)q@(Ar{U3{wF}nZ& literal 0 HcmV?d00001 diff --git a/automata/plots/bias_GKL_annihilation_creation.png b/automata/plots/bias_GKL_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..90df5e2cef6664f0776e5a506ede38915150e8e2 GIT binary patch literal 27224 zcmcG$2{@H&+djV9O}mM=A{5ybMGA!qp;Bs5h)^<=GRrI>G;Fk~)QU8ihfE${Om4 zqe>LY;w}nh(a5jM@SRwm<-74eQR`!8t(DF6tZgq^>QYW!v^F;}voOl46Loqt;7TbuKe`|eltsb0pTSl-r^!F%uk%NqEHwwl0SdADhQTR#)5#g>pkKB}I(>FUp}?4D|2tJ_uY){&C?KE(`!(Pbe!E-m?AY zTUPx4_!gh|v%5A5>D^TxPjMJGO*CuLnwy(@eRkJWUqX>@>O9|C4vv_vE(0~UoB7s} z{a3$!VUw8dOK`t)=fU&m&r`4VtM|kQjqE!6>d*#{W7A{(2|g+@>MFKPj^oFq(o7q~ z&h6R|b3Un1t1`(<8$U@bzjXAwyAcb8XE&Z!_T+o1sY1UaM~;-gIJGI}Z2X@UEmWG$ zrAvu6y{hRmL;3dO4Yn0;43*W~max<&TZDYP%NDYJhkWubSG(b_hIwARsq=Hwqhobu z#-AQ+;rHlJ>ged`_Oop)!Jo*$z~8(Dw6(Tu*<#d`k^Z&NFZ$)nU2apj&)dt^?0n<5 zV*U0{I`Lf(k8eJ$rR6`?U$?^}Cs<9}vErPY<*Da_7ynfGzAg0J7k`QKt2XR1w_&B^ zC0oWaP_h#B>ys^_RAZj4&Q_F_b>Fb-Y+%|zs+{)q?=I2;rIE_vXJUPa=T`fP*~qR~ zvBG|CveV<_2E{Rx`sCA>a__4&WjHeb>tD?@){MC+V@=xzn`is3Jd+!9PLcN$3v(Du z#~qA%o2HMduGzHjWKd9$*wwx#m2ui}Hy1DOapQCvRtslcr5np*~1`FHak78W?&G}=sfS}wxpq~tSr)kL)7vpO;&hq z{-;k5JUxrJtE3#K-W)u5F!t%?4<`Ic5?`9XwPgE@_#L$RdUt4ONW-6NHQU~!u*dy|NZ-Smimugyvo9s?I%XN%Z?9!El7J2yWG~+HYF`hyF|aC zzTS7p_ItnwgJn;jJ{=kxyIMQvTftBHZO;de8|#-WS@J1AKU&dja&kOyezG%Q;{o$P zqlzeQ0RaJ(s54Z?gWnDXO>(!?uus!h)G>Dl{Mx_)CBS?Buu?-8=zJ97pS znlo~8JXm^NShR|5sx)_)nVE%!g&BT%vIqOcMbavA+*MCk*Knk(B8n1C4U9ok?X8R%ZLn<;E$2PpCVsU~vB+OSC0^%PgVS_BEp+$!w-IJd8Btp4skjF7 zh7B){Z?-#n+;g+d#0;jAn_3a2lF;$aWsbP* zfJQ~cX=yDjEu+epPctUJKKJl%yVX)}Toqe^-PAv=on-2ltvJ|S79K5gZ{utAnA-SD zZlN<;*>>O#iR>Q=JW#`Urdem)@Ancsl{4H z*ajI-;9gV`^a|R$yCX5;y@(?gXPqO*#WJUQqEkmJ&#Oc#abqMRsgJg+zrIWjx+b)D z?+5}=UFP|v64^O92OP#sDx%dCRHIc|T3XyaJov1qk6T;6>8Xl~;}E|Zaq9U#%uOYh zPx$9YJG2GAw!S#+7NB+h?j(bf;A1XhNrq+Hj~zSqxvs8mZhxQBJVRlC zl(ucXg&V@<B#3~$}OEn-qF*zxtNR*C3h^D80CIS&1iP-7x{>Xi3I zRkx`yD9{yH^Ir->l@@qw5PyVVV5r$+JX%0c$Lyu3yw!7dVZE3hct znfb~yot??9|JMATVRXl-XI%UD?3@r_QqwZBB(qQHViHa zIi6ooP%y{XXO=N3Q}9g0s`~3<#)E;IOp_0<-+uDJMONC7^OK1-PpR@aZ7CNQ7cw5t z#BF2Wnl;4^X3lFNXCV^?kS&sqj7KuYty{OasPEsur-dSVofF8I2u`&fj6Kfjc;@(h z_L947LQKreVcJfUIgP!umFLa6zvpsR#UwRGy}!M@*Hdav(T87?iIp|t&Ye3tMHc4f zuNoc4HAz&FRZyt<@W*;?s!dOM3GxS5$Bqr*3IUZj7A?lAW5%ywdGl@GE`$G7J=t@~ zx~H7C;K?58q=u`{_n9?nblucpl$;18V~;&zI62f|-yP;dK5Bk$JTtZJzW7KUUz|b9 zpDvh$C#ESK8?eZkHw|NGy`DdJC^1es5SKpoj3kTEz8YnuUY&dL=lO8Da5wJHu`-&X7hxE_qqlvh=y7MD4fnrhSg0;w!oDNL5-t|8`` zfQ1T7U(UymMvd?6dg_wm$m}3kXjXntAFDMc(RZ`c#6?|wedF(~Irhyrm%lNo**k4B zHIOz~J1@h)DtL%?CPe0*PLinJ7uI_m;;Q|%iDi!zBqKG`t{N8licVpRj3DSnVg-+- z=6Z6fVQ1I?4MjSP4a66Miq0xqtuT0>2Tsn3M;?~`=EubCR5kzzU3>LDO( z-h2qyhnJsUo+j)#Wi2sUu1t28zw?|ORms4hYw4xIs<;3$+^2jGoW`QI?@z2EcPcvL z_#m{tUc;uV_%QZaRdifN6sERUYJSqws5~MFgE~YjV!5&RPs)vTd!6U5ODhFo-)tlk zb4HuC$9}|M+EPzXFGvhv$CaxM5i{OL#HjpJS9xTaZmy4)*X0v?Uz~i}s@Rxltd@;e zb((EldSCPV+pY+CYnhoc`C%x&{UgfyoM@+fU}CD4v&8?cy0+x-!@*} z&svqKHpU?~y_I7f*uqujR#rmDIh)*yGQNM@gbz*|%n(|gE%@TpbG;LL@3V_qmYgk0 zL=2Ut?YZ{tg4+qb^&%@`{l_)?>n~V$6~71UNT|yH@ zIc(I7EuX7jUA&!c0%+<|m~@f#BR+LCfK3~w^(s$Os!jCiSPfAJyQ^25_0jfIuYEYBoa(;~4ebRw6kzRrutj<`RYpfA zSlUii^|3|!r?u18bK{3;YuVTg&Ei^P16pHC@@*pfwaxEuwrgMOmO9?(5O+FKDeOpY zb4$xbV8vXmF@&>?G=vqs>U{T9*H!mt>m4~IuUEfPkNGH6bnub@U$T5*QU*zH_ITx-NUkTNPjA%j|&6Z)a0up zr*)ZG;wIN_*q~<(08^adZq@o>MRrwHl|kdX6bl3!H=9na>7~;SZTI%G_h|Gq9nR*N znl28KULJyt%%F>v!#DIyB2#l^>@;$__=gPaV5|Y7avq0sCMGYpd}iHm>YKgKEVX+( ziBK+MODU@@mMgaE6+8=@n7Edco7fC_c> zXW9Cj9s1()Q=NtO?W=65o{RL9oH~Ipdm2H+``I(2fPv&T25KpG0JmRy)!cBAl$w@S zBez-Rg--*M*AAqKiuoN2|tg zQJrVLyK(XE*>gJ0c2E_O&t|0S^z_)?y?e_67Ozyl3M!62`2E9rm-{XC!;VuUhG8#W zL>=?kKs&?pBKZ2y=N)k zqJrBo$>X*Cs1XV4ByERm#60YooSY=tiD8uQOhmJw`=8m_(#XtdFE9P!=~)GAHd=30 z#GINrJ+qbpU=9n}iYKi+^ERz*awls`1!B=G<^iAJ!)|r+ReQ`Y#G5-4PL9*Ls`xE;ctREo*gd$$0Rc~nwm-j10MiW6~odrl4 zYssUr&#e_Ptv^6;Zz^J&N~V(|f%WMQ-VS-+;`$UT5!-?KRUeg_r+VXT&&HmO4-TE-3Tdtmo#7O5 zzm!nZ7x2hkG80*@tUCTu;%Y}^g_p1o#2Q%c5#eJKNdY*Sd`aoOha&sO=mc9rfl43lA6fYPwo? zWlaCj$)|h6KGpFcrrCUJK70xlEnZ<$Vk!Ao=2tli%+AcX$EYbLHBUQinQu?%Jpb0@ zsg`{=H~04KV)bU4&Gq zAw&Dk0C1^V*Zd}*DO*Ka#`J*rz0DHpNN+CwyDucv@K5KyS*7WQd9F-qa_Uw5+TDGQ zr;zW81EorGoi!z_u%O`7mD)EY#&PK{8q#c895OqU6(mSKLROzq&Fe7i9NqY{|IOo`LpW$N&DYLOy$fPw!zUxzR8?B?Dx6dW-jP|1)3(DRndu@;Dm?i2M-)Li$M0sYyLuduos`2Jb}|7 zFCz5)?PP##Tr zVej&Iji}(*+j6tw$+m-9WWka#2P$V?yLJoa(Q&fF2T-_H_a1+$lG^b4;Y9~HL7jyk zKspTlQ^Ks104^*S4*%^4a@|K1);dF{Bu9f7FJ})K zB_*2ly7TK+j;Ym;i}3J7oY59yS-*Z8pvG>EWJN})nQywzjb&xZaz6YjB$ZWP^5jLh zMP@hq)EgZrbK^3m@>(Rm4tEv_oEcYgC@-4T@)IB0CN6%SN~LmNbqt7Z zR&PSu2r3cvnVOWF6radp(dOaflf$KLSaZw={x$K7nq@{|`oO9@_tc!l6n^G$a7i}E zmLwU1Bszl_r_&2=ho$G{(><4Dg0wn@-C9&56c39SSMC}y@{?;B7>EUB(2F2sd#!`c zs_j+}McQn*c*mH^JCWOsY|^K@H125X6QtT+K&?trP8{h)^wV{IJrjQ^cV&z~mv=^S zN>6dn?a&!Dem`Tdg$(%v0|PzCP?B>KmoQZ^#aCB0iaU!E+`m!8sH;Lvd-qVTuUw7Z zVY7l>fH)>gw!Q&dV{7QJBPZ1m(QK!nalDUR^l+ zP-@q#G7zOIb`D`8#Z8>C9LSRor1r+HYwApi&78BB82YqLJzmE}uh940Wj~M6;3;IE zjy!Kd6p>0e2LC^L>7DOb=0=QDzE1ps8O{16vw&>n{8bYZ6B?!Cudp;pwF?|JVBXkh z-@CiU_29w3 z$elAd%c;FQ8`K0E$i1ivOR8Ubevy~v2;u**%Zm&B#JM|~mM0sOY$a@6k;HiY(nk%* zR_6yZrehJh2=lCLp`z1)6~0^DU;P zruM@H`Qv&>BAAlq^uSFB$?US6t# z#HiN>0j-z#L_RLAqmhx3q=Fs6#$~cI8%P1~!%PTC3@L7)0vVrOD{q2K_bkP3Q0F*0yUzC4$p7m0Ve3@kD$4gEtkPAdj)*m>}v21;|j zk=hfynG!Ph*(0$b>A!`F`f7h|SWSX{@8k2PDXmpKns)*M0#K#BAY4UKy`_i!SYITn z|DGysXB9oYug9EUz5~v}==iv~xrx~hyv*fv*68l;o@$z(3&$en5VQVt@%gD|!X>_< zRwJcy0_1+c1n`zi^LI#HYV}srIt`Yu91u-nq*!{a>LrASQTKqjVni|O&Jibjitb(I z05-lce_Huo@Kh^EBH=f6gC`M z%;YoK5V3`R`Q?|@V4Xwogdg(-GEFY)>uU>UtV;jW5R|rz8w1DPmCQR?8yg#C5IOGN z+q8d!-F2zikuq*S&s%E4grqwb+w{ipQ3+Ndsf?57rh4yTIJHWRD_3uu7m1pwL1sfgwZmC^n9^IINqBK7l zspTHZqU@%orfVQh?%rO`xM8Z0&Gq74PN~LZ?3~p|d`CLxz;f*)^?r74Ztl15-}e|* z#a!N6C|Jy+7VEo~iRtp2D|MCEP&lqk z-zP^~%fg~&Af7op_MH4^$+Be|@%Raxwiaawb`I3P8b8H#zrcmi;3#@5J)zW{5e!{kE{})3bHJuX%dCOI>L8ns-h}lHS2h^ zGv2M;xY6j~Wc#C!SYWGiG|IrBqy2|x4n37x)*A}T2@wr zgEQZqN=6jb0mXy5vvK&#%_D@T-*}7X=f&jmE$Sk3#F}fz>I;7GfRl}uR z1_1qDR2XUi;iITDqcudG>RgP$%8my!GPVVX#Hyj%S(UN(H3%Tk1b)N6{Bk4uS0a=q z@9e9NmtM}e`P~J-(rfzr`HMgg*}i|sfDQ8|^Y9`{^PMFebYXRU^A?N0DXiQENDWYK z>MyOLQ200DTFp`V@n`uBQ@uj%{``FfQ9xxS^b*9ceG4SQZVfBw7H_ z6E7q~5bMn6ox4lJQo%?PL`BkC$Z^j~FdHi?#4TEX2T2o1z~96K;s0yj*(H>{T|qfy z*nIjOZHVGLq4uKGt!Hu0#kem#CosiIPGdI!3NZtpK;+2$?r2fVr zs3YG;+(aK7>@fxofgYy`s0|fy+S)`bL%eQBInW!MCXc*+b)tTEQvFscM4W(G4I*~a zpdm&2iQDcJ5g856Wo2dM(bjJAsH}s)b+xaW?1bv|hE$?VuFfu|am)4T%01pilsu$i zNr!Xb+X-6_u%vPB+_|u~rzjNJ^<)7)(`R)}weAi!EPFxfuV-R5QA8`mbQyOQ2aVYi z2!`zqco~LOu13Dx>^x&ZEme@34aK^Mf`Vs1J6bjRVZDL@Qk47s`>M#Py1CXUnSr)X zdawvo-e#1HK(f^Yp-_o>x4%w~N-ZJU0LEMv+FChs*~_wUg=kDU(I(?2uCq%yX+XXr z-1kVp{LFDuh}~Jc?Tt>(O6p|NFLyWX2k(3#i!z;Z$K9RAHH+FJ3WO@)u3gR^-$8Id z54l9H)RqS!O=&{uN))l*`OzNCYs-FiTh@Omj~ zxg(GD5K=q09@4=v8JQl8loEuUBhu0Y8bXeW)Xje^pQ6$X5|S30=gr5Wu9jk{%W?2p zaggbI&!wGJkA^(s4&PoD_L@G=5?$okFeJRFE+ha47&?j$4&OzEG0v`i$H&LVQF6zQ zy+<~0gagCej9)&L@`Rgo%^_7f_0@ec7@0A+}`R8HUhMa(+$!m7=7`zqW>3UHa69$aA=;5~G zUXLFWF;!c50IQREXQpqm2b34)X-~@1ovJS*P~~cujL9B(&-mN1hF(HCx^bSs{&kPB z9e68y={beswH@pUh5tPvO9*KQ?xYHa2NGX+B_*{$*C@fKA$Lh!s)irtlk=BRDLFjs z=#&&Js#)nuV_7XHRfUOT+Prx{F)7)e)@LL4*JZOr1orM#LXs#4v&WGKO3P4NJ23gO z?PnUd`@MS=&U3?@4Tv78!-e8DkPpd|`EV#;pF)xZYIy7MF&(1mk&ez>O=#%UolN=O zW3S|L0^CZKzQvA$yr~JAfuw;HmdW0j)0k{=3H)$MG2=E=;qodQOD=8^?YWsxI^(n?B7BcFE!ROdq=87(=^ z8403!%;EEok@RmRYr|%s{v08=uqES={35XhNWCjLKV!9K^TBHWW?3baS8u?$o`N0^ z8Jw79p6xe_{m(^Y)S1Xq<{aURe=Z?)6Lc4%HG(tX0MI|d={WK*V|MKP(j`l}Qab(1 zrUx_Qo;+bC+lG{zpa^0@L%AGhzUPkZNUnnLj?7a0>ESjIrhAqyTV@0qPYlSOIUoTm zmj?`p*}Lzq$YC9AZ6VO5NhF=Z4yl0u2qfQBFrz#4?`L~1xpH;mZXad>Tx2H#|2f>%arOK$`EtNF_Ge3Uur!!{;la`gj9OvvlcF!fWLf6jT7^ zaExhhtXo0}EN2Dqy42d*dUtr9#dfHjdI@ks=GwL7(;3(8+FUo83PLT@Y47L|Ew4kd z3xQ1cnw=dKsp{&p*@COvz-!Ck1MXrAh8%HONiQ>yi8cb=jftTuz)}(6V#D9*2ENX7 zli?-d3Y^;x93V;!k=5=cCm-0x$Ct0A52*DK`P~eL8diUQe;L>w?jn*g*H(fQxQCjC zfbd_}tPz=;9dzCV*N%&hVMA&n>XGy#0iFvo4@VxE^$^pBRGAdZj@8tUq-eNr0g|3Y z;v*(TTIpfg5W5kXF8QK@Nc6#GMVZ15jDw_c8@3 zW;W@CfOKKcY8J`0#1=@QoM_#Q7=hQxn?FI_Z-6U!Wi2^T4ERc+2reRF1h11fe!hjL zvxm~G0Vz)mP!5w1@>PR_?!IH$vs!wGg8vx|e|>#dn#kgHBYVGMAH&~99AD%rtza*R z)h0Uo#);y5c5Q8K>Lg1LiVu$v@_Bg=-W}}Dx;Zm>=hx3U>6M0thWOoAoxhq(;8HIx zoJ|V|AfzOP(tMJQO)1-Ta=5#j=ILqNHtAeHWwg28fP4t$#{ZSY@15Qn@=Lx!8lr~H zSqZ~gb`z@fs|cNqDSde^_Wm#1KmN;>dC2ZhMn?CQl&y%}rpKII)Jsq+fj*Cgim|>-n;fogKET*S9H12QWzj0? zud*smXMOnV28vOK;8l2mRq1`g@9)yN7jC?3VZQZ0eev3P=2O76E&=!dC!gfI<@Bn+ z_kDvVi~(d2e-6n(i7-z|OB*J^J)}y(>mSz41JW|Cm*d+N*w|w4FWXKsCSGL7d~W=) zen$_Oj)!1%h_4ZvH^`#=ph7S+%q%S7Fp@=L*Ahw+p_aX;uPIX-n1u#Ninj}2pD_0m zwfY!T2=jt9!AC}kQD8UJK{Oh2ZYH0Swcd^0anUMjboK+m@0~^*Tr_tkJiVD6DH-_i{oF6FfQ44!h^(od;Wh zPf(0-fF6v%_efzlkTGovD5MA{BQ11)<2C7RGIxss7vM__TDwig01{m7+bhoGEU?J+BB5ys!Y3%3q(X+?=OD(x1`$DG>@}%%=jUb#&&WkUZY}%^ z-~dhH)^la4%QRL)y1a~gFCKAs);9rH3N_#u4>XdOd%*`|OVJ9>MK zGxh76nzTXP48ezo>xx)+DI!Pb6%{EE!czUMNhGXSCuoEk#`=$fhWHFj1GtV+WD6d6 zTOh>JMo4M%^~+QHu^Ro+Puo1ZFr$?OC!(B7>#L>@G577wBkKg=O{+24N62Zcsj+U9 zJ+G>s0&I~b38-}H^y$+pSFI|8!$n7X5d1Tq@G}%@SR-M`NiRpMM0?TV&K8L--PMC) z@9byG#slk2_TA%@QjUxiUAb~+9E&zPm$UPH>95TArDJ$w@~`&AH}`IZtc!Q-y~`8! z;wv=XvWhL_fetKRA*T58n*Fk5F*28wWB)_aBMc2DKqxtd8go9tZ+W5gLU<}{?%<9& z-`T@+L1)H<9@hR5TDdBV;KrBxUnu0s2_KIF7&T85`843`@D(`b}zH9|IDmg@=cOn-#Vjx~$JmLjMitJi$;7@u3~r=44#f zjjW?Rd>8~l!Lah>xnr?XScBQZW{n47xyR}*2tpCk#@<7mU}H82Kg0wN{+d{#PC-Ao z^zm*9)P1?pYI4(*FwgL0p9etJIUhbSrAhAE_2uFu@Vy#R!kKh?8#hbv8%Jzb?Si-n z)CMr`PlP>C(~#GVAVeI7grg!XNB?OJs{_D>*!O*gRZu>n44i@0Bg_2j;?u6G@_y$PNDJg82R$k_7& zoTdyLt`8Rw{14(@1X2pA6rccklgLbuV*xAHtVxWEJ{zwSh+7#9uOhoK1I)*tEx#h6! zYvSWXN-15=dELAumH6gR1&|7yP*;e^kbf*9lwWDoJNBwZkGel{AkV`6N$26#ZDa|z zY_{Iv&>NFPeASSYyMk@juU`-Q#S6$ARHgjKyAx5rb+orv_kPIDh3iHA7=syEwimWG zHkM{MPCiOXiVnHC;$fiA1GsZB1v}yOp?P_E5eH6xQ)ZLa4kS=gJ8gCxDLE3LaN$zq=L>dP|y7;!M{tLNno(;0T2oHw>f|VM!T2CuL@45?ceR z4iSiP5L8fyF~yyw$0%dU3i}m*+`s?$A}h;Fp$l0zbRKmhvYvzce)iaS8D@k~GiprR z$c?a|pTgZeFQDnw;h`bRD+dKReuNZP0PxO$AHz!C`8VYMKZJ;II<~u!uw-e9*e_35 z=@^}I;I^lyb^DzkTb_Qg|8JPdVw3ly1&0iWD~D@vtT}ndfnIiGu?-CYZ~Z^SC-Nc9 zyBZr~?^CwR{0!A?+jK7{i>-XZDqT-swErk-d|O5gp%l$@j~J44{-Z21cdggx&KLN< zy^Fs_=~}@?ayw)cF0+y{LWc35tw=r(h~Nrd0Q?XdC`!OfeSMXIW&&{O49ZYrIC|K{ zubzZ>OUM(ZfBh>Erb|8viH4xU$Ggv$Lng$o+qre?5iqO#{nBJ5D6W$ac)a=AZ_Z+l zwG|~ZB@AQE2f=%kg$YKlY6?gnmoRrLobQ%IfZ z^1z{Q;2z_Ua(eg45v?S=yLT5{{DsWO6UG&(kE~$=8+AK^YkP0Q|BZ&jQcZr^g= z*+9QV6**46i`wfZ@VNTDW7=Q&;3{IQ3+pw0L8*a3VEj{d$eiLD;uU=EVgE86-M4Dm9y!nMUWGbcM>rOCce`!1e~Ll zzt)xWJ794Hk>z#OB*-&w7@R=M)b*NRPT?RK6GM4Jn0`=*UG;SQLGj`tsn6d(7O@VY zPZr`ijg&2L5@3~S!o^etCW|mrhCs2T!{khY-YMd5rV&<&Sm_AQ>ooKII4mBv8-)!X zplK=yngLY_UdawjDi*9U7SdGnZN?GUfkjteq(@(+#zrN3`#C5B3-Czmh|}DpJ~HaZ z42=iExv-TZv%yW~(daaNg*+FyFOqgYdU6UxR~XHIA#vBB_%~u@g1dkefm+V9Hq-X- zz7g)r!otD`qB^Yo!mz7q#gkfDW6iD&D9uS_Om+p-n$_7nS7%Y1*_2#?Xo=>8V=OO! z#!4R!PO@CG>VH(xg%7;BNBf^k>FTD4ZG3{loc#1a_EVwKIXWP-Ezi(IY@4K5#zgMrl|Bee?Dgk|sAQ}VJvXHh3N7#FzSNlL^Qi>P= zM1-?_%k)UOvO-N2`dT8fZHSQu1`PsC@39HVAky!yxI_=rzr0Qe+jD6syw8NpmChZ9 z6@Q>T;pEAa4|`z@f~RCqai7)KlSF8Oi>C@zrJ2C^=%~usvu7XHol7m<}%jz5dc(yS;6$V|Hah^rR7X)u)k>MGC=JaFV}?$r1MWLOO2gEe}EwvImnGI{ex z*lk6!#t+i!)5G}+Ab;J28V!zhSRLjCKzBExeHnkav(~;V$gRDzQ(wRtZ5^<->cAeT zN<2B+Pd*7m)~n2r6cs%OVuPV>=UI7qd45Z6G^cvu-W|aK^0;jKGm-y4*K<|uuF2x( z;1+@k$e%4px~SZ2q}>=2i}ssTD*}w!gU}YSXgzu^rjoC=34Auk+vg+<-{amwJaBA53Kf%x_0P4sb`ex&C99cl0=snEM@LhnO$UIS~ zwMnB5S!-COCz0jG96l~yyqLsQa4xgovKfuaUfcr>>x~KkbQL-tw8q-g^o#t71(L|O zgckxiLRwUWuha_runUnp4r~X%_5e}~5g+0OSn9_)Hf@R~J!jC~X`v_u#IKuzY=h?c zxWcHSHOE5)O**=|x{(+M(sGtP+lCy7FTBCN6X;C{`tpd=?{r8)Ox}3SURG-E8X+bB zf~7gJnZ;sMBJ7WXD%ZA_LYgdxMc1n4JDC9UJ+`*pkI&P~*##Vka@PI_AjDp&(#j8* zugc_NWUTtQxQqzvc@_wfBqzD1HbI(TF$^;49AA9_8iI(5wxuk ziN@tL9aiK$+Zzx_usW!HdZE)x-1S(F5y0kJp!BRP=)Cuh*TJ|FhEExUJ{Og^a7pta zs0D~ADKKHjA--TPL(I-t&>(s8Z=QDc zvh(vZ0D!6cHat;!s!$vf5`wZj3cFI}<=GM~$qQK&I|qj}!M)`DRZOobYbvDm5<&nG03a@2cd-EoLX(LQD>sZ~&AgJqT%OTxn@m;K;}#^7*=$<$WFnU#I$~WThBLgX$?M1;Njat z;lpCf7X7hA6JCi*Vu!!of_(^u(T2ve-H?LnFv^`w$bsW*D>9_hns+0uv7%#__XYL^(=o4G7mRHP`zq7qp#!kSK!9X9`l}EmwT)6v zFQ5f5F`dy8$T)C^i`+U3Tv_Fjk4UlQ{dtK5NNDskj@dO^Ue?otvEsPv+OYESHTYyM z`o{U@N!|tjnWQ!x>LlpXNP95EsrfRLLc~c9k5Hb$s81mQN^-hSNX=~p?z36_q2KP& zUY{RWLGkISV$e6|NS4M3DFTww8AbGdAgiF~uL|oZ7Jk?iv6EyW9b!AZ-7Q&;Zqb1E zMx7vS_$Y{Ii>~G3xxB=1e|uTzhUOMt zorQkPn>X`=x9Z~P0e_6>No@Pj@kvDkzi?epA*`Px2=e)$b-|DmTA{S8jHBltv{rkm zq%ip)Zpc{OH|WT#2F~mWT&LO}~EqdO6y?{3IP~ zwK`$vs6?tGc2>~0hUkwWoxhHb;A{wu{OQvPBnztYi<2c_CNSjnN>Y;KLl1Sg>OWtH zbQkjE$&;;B@J3)H=$-xWJ8z@fqhFb6ZR|99AiW1SuOxb4xP72R2D^l10?&3nFkrFRYSxKp{_s>87 zBo;HbQT;;S63jh&4^!ejt8oj-=!%`t2FNA8Ybss1S4DzmN`1SDj>&El^}JM$6q>5eBVU-Cx;{$LI@$@5bxop zN;r&pp&lnl1d>oMbc15j%L8voYF7k(t8lw?PW>H1sGZ&zAwTyT`0YM>QliP4mAXNsa{x<>qS{84c%V68@%V=K1(cjoA=A z^9PrnwdALWdcaBs2OG>xGH`@ihF&uNu%Dg{e7Eq)rA`kJRrv1+?X zcV(!vtc;tJlOQQ#8YHiu#oRxXjQ@0q&bMbG$ z7sQSmLLiKu@9!*Xx}MNJFi?B#g4oYmE?hyb;8{mec(|OTB*7KgKXKgu%_#kL*p`N= z&qKm|229FD#Z0?Y5<441U3I2&Cj9qYIAsJ$%3$JK3xV}~bonByW2d&(MhP+Jo!X6r zFT2K=`e+6^9;_yb0%mn@PuVuwg>SyryvU*ElBdKA;&$^%Pfzb31{w!h{|I}Q9OOV~ zb2zb1LxUB8{ic(hgpnJ3oh@7Lv9%GQ2%B~tJA2=&gQ&8IuL$Oxw?4pUXbXM$sVEMV z1XCo9-!8H8>*}xu0iHtz9!?8Qn`7Hbz z5%91O$0ca?Gw}a8Y92Xq3v^6iaj~Mqx&IPnS<>Qgau14AQF=br_)S2eHbcTWFW-vj zAoj(Y%?U-4WzdexambLvIdC|H0R*1|6myKo%_sngsp$j_7=?poMI8gR-mWuF3M|sy z)6Pg%eO8C4jck;*l(VFS=FoSGh2_U`4J}aBQvaNeg(810y&_46A_9WB%V;q0ea0-sl%?CZmb;PT~(oPiSc9 z38nb)7&&aZob0CYK=B$lY6z}^+gtOM7Mi%ZB2i({LP4dHz(!hf)8zp~ zLA9b4r$Nbsg)H)B_K`qwa;(wUqJTIUhrIc0$I1tByB-^Mmy)~%AA%ut27)Oephqym{pf0OS&=7tP z$9&8M2Y7;cAlAQ)3m91A?hlSA=(?R@^{c8f0O0ES)@I#T1YY7ds+V{xEbg;8t%rFG|F}d0-|!FFO|6r<=HYWCuO}3kLh))| z?YadLW6|=Z)D0fSZ8y7r2F=TQvRk(NWgWWNE%1I8M?pa zhXyJM4jwtJf}|-TV-8CPu3lv^O%A*PiX3?aU+|#*%Ismr(-*bs;ez*gJEtZN-#M@g&Y}!(p8Q| zZ1}#u?C@3>Y9#>|refWKBl(Rgd*TE^4gjP^ab`L~4%DR?WY z0OI>kMA!rT<3(pFTFcEN9?@tznfj=MUluDjta|K`8kc_KA94W|$I-x!NDMzjKZM7l z3SCcqy|!p7!=Ob2^#6CUP%}K2&UEpd!+_J!NJPA>KpNkqX%eQ}igi(CSqIK;s%4{5H#V<)G)U%|H-5TIR z9q&VWIXNWk&!CVcj&ed8@u8)WMrbVL-pKPwrg?zuSb@T5Q=IN>XlNh`mIQi&h|310 z4HGymETWX22V@2)+;^5VP|?bF{rxCFBp&@S$O;t`KNL2k{h6C%BY9WWlH{MJh`_(u z+InLbLgwl1!0}Y_pdLg6KlHSvn|HVNz`|NQ{uEvO!cH?M;Z7;@k06WnM)bqLkT0MA zLjXLq?uUeMT*kG%?U58wDWNO;@SG$F-dfLc=s!q?^mO(gX!I;)y1bdiR$m`l8S`(D zY=~AFV?`htqRR{Ygc`UAc>#qcr>E1z*l~}6XAm0&MV=SD_}->Z*n-1{J4RbQZl53? zMDtUvAD2^JJVuj7c{w|qjMq;aA{o@!lQOPM?7p~nrgPko$%z#M&9M7-EMG2!$Yrkb zmzQH+!^miEWS+EYK;D<7AqR(n7>`0DixCddAU(xu$5ycXfRQYuSOL4pO(m8pT~=3E zw1P;Vg+TfUXtLW04;P#{9x$hYD3zs=J&Gy-Cw!epNm7c&W>7l5_ZD)V1{V}k2!?s+ zj6qL91(qST6m4T@FzRmYYBu@du+g}TGX?A?THHw2KDrZjiixS?sE2W!5|F&_zyXeh z=}P_t6Dz4O;SJCx*s#8SXt^kOS3ig1{NH|BbD)(NmL&|&$AP;bI+Sz;9#~Xp?~^4z zCjGXL51!1$eSWG}V7F%K8F2h+u%czBf_@R>6Z?5^W%4JiQ$ok!pao4d#GOI6J(`py zQDj5iuc>Hx|M{9b9l$4lA|V7vkX>m=Rl)iuJ?S=R%>0Lc$mkbXO9Pz0D!6W;4t@U~ z-(;(WD1x&VsBYH7g$J3iaACL&#C6DFkg!uU zSmy606#;Q)M?*FFwE zs(>pm|F>0u1f89lzmc=GA|~2!hy16iA_e*>RaGCCC_`^q`@CQ~6>c7D9&OMljShnn zNE0Mj6V0kWy$id*s5tN@8gBYW#o-hpkdhp_b83IX83QRaP$8tgCdk|SV+(nlWL7gX z!|AIz{>liZ=S^(9B)GcxA3#|q#@4rWrpj24{T->l_9nSmHuNz;Pc5NQPK+=P+_TR0lBdM(br0xNEDY$MKMEq%>Zoc2t=9}vu+MD zL1DTMx)ii(M`&MD;LAa}Cwe$-CqAPy*hUL3C2SF#EmN(v1N}KjoamxAjr>43?!ez! zUEf?fK6e=>+szk9q0pk!`!P6e#U5#E6dh*CJC%}ug{uK3QPO@|7JSU3y|*_Shy*6C zUdV#9P~==ARFpWs?-7x+z~w|K1W01}!AHM_n+kGRQVF3!Mq>Dj z5E1D!CR$fb@2g+P)qo8Ib)e|=!J#5;-x}$v%h$&*X7r^AFaw=tPxQjepVy%gPa8Lu z`3C<+XUth5k3>tmJo^6Nz>Yn0&cDi8z*qJLjpiPvJJ6nl)B1F&E(GCbeg1{(T%p}& za#9kStOVothlM9Q{Up} zZ|xN#zRhjfca+d=fG;%ZIU((l2`a zvQj6SoV--%{_FN5|K-2p5Zy|BrW#XwEEz=Imkt;DeO4e_fIAWl}@a)+WUmZm}&cqlJ?y}74M}?&SDgRMroKIz3RY-h1 zk=4*Hq#RM3IX5a$fYUz7k;1EP{my6cqZq4+MuTnj=ST3d`w@YMSXN4*!;uq!0UvdZ z&^qH0@_Rzbf^nDs8@}IzKdOjq#B&2X&l!Z(3iMTyh9`(tEI;6)Mi!2;fqzdGse+hf z2!{#X&Il)_L`&cH_)&&FN|$tadpS`S_P3DHg8fYqpgc(0L2$enHx6i!w)1H6kJGCU z)Vw*DfL@afG>GdGA_nI%#rwdUinf@a4%wW#^E59wY@txJUbwLDC$%OisU+h{moL=Q zO`Z~Mg<1-n;7v~FQ-{9^c}yN)fqw;a?BQGYqaPROk?v7s%nlU(^iGo-a&M8Yc57$U z`v(@GgA44-BQ#cW8A87xmTzQ1O}6d6pcmA*{~H8ZaTd9V(7A4}0S+Qz^P+`9bW?z+ z3h(@-Ym8#CvM?*io+@~F@hC6wC%%YfAaYUiE6|nlexdSygyVTIkJpd} zm(G?AXq8c{jnc67BW-6un#?Iq;BZKD(xZ@D(R)73?i9v>I;0a2!-FF(Q;5e2)V+ps zvJ1A6*W0w(q^gM1A=czHByx047_vNyS$Y0Dt7DJea`K*p;Yk=39Xam`DMb}TG?7|J zjIRhRu^G&IxL`y~`XN*HQ?FUjiHRwX-4LO{S5JfNwsJe2TeYPW8kP9@(F@jh1iu_~1 z3bGtup}*~LraKPWFa{7IIW(Od!UWY{8QkHjZKTjJPXVP$S8LF9N6(4$144i=EH0Zf zuN#RzVPq5qU1ilQZ38|Ly>lBTpOT}&!=-9T+lacldiPR$HhKSpk$3N|W^>&_T-wgu z%sb(TyR%oQ3}?+ISz497!I@Okdzh2_hNbvAYNTxAi+nf9SxoP{RNrYju4AFi<7&)3 z0Fcpzs*&YNFU+}eMr|I6DImh&eUKa9iWyM@;gv9KXgH~0<8uZp8d{k*8Jv`_LA(Snu#Zs*~oJ?Q@5JQ@oS32SVt3AXyAw*Y!%$Y^an<)x+ z_ph)oj@t^O9;kFR98)fBhrhu4y3c(1t8529NDjRL7x-Bx-plA+A?bnv8OL$J{1DQ4 zEJOI0V2&?0uL>@&ea~*N+$wP43!%i@I33t-h+rqpjmrzSVn(jP(Sx!)4Jhz1bUQGUUq~xE*khtY0<@7cm=bY#s@8k*4vLy6-a^_o z-8o9NRB<2xmUU{exzhob{tFCmZi^N(d_5%oWbw~0lK(~8Tk*QFBKiO5kp7dzcprs> zIdFswDXvJ@droBojH%@4*#%zT09(za2j^zW5c5_P6g}R}?-N@rYg=&scL4Tq7>>S) z0xUvI*9@BaPm*fd8^*RMwbK6LB(tU?RnpjXa?^sb_C93{IGXhjaFan+~P8AmT2nAIS$9YuYyw&~SwFDgeuw2;S z$N2~+mEH_sk_?U{zDv%2K@PI4yr^j-8^Qs~_#T$1mw!VTE67KhW7d0J+*;JbXr}0UkczHl<(jHzaFv_{?3H(Amc8tvs{E@DsI-{aK^t zleiZ6aWfp?BGiezMDHarj94*n<~Ayo_Fwp4 z)t!Az)O8%kDP@$>v0Ukia*oDLl0ah3lCvih6I=+*=5VssH+ivE6aw_q*Ts_xXN4 z@Av!lQ_g#QG@f;@S-vb9RPYC4T=RxuOS)(C&&Hh(@-KF~;!RDcC?n)sQt7~eSxzp=s_%ZRL^;TJ@lcg07a|3gSol8up z{`?w;j9O_nPd$C#!s(00d+8cFb_0aiDf~&$^RrM_=o2xK{BPdW$OoP+((jPF4 zA9q_-5g9pc#k|F8Y6uca2lLS;#*7FII_P8tC`Wr~Bq-0z97}feC2j&BLo*05g%d2N z0Be@Zw`Z%h+kZP=xefnGHBw0tLL>Q8c5SUv!|s^Lg@yX zBQd?e=mVe0m+O52&XSSecB3417G)5Z4G5S!a8CO<_m~v;u!;2nq@Pzcvtd~uslDmPx$aj6*MPV z(nSlpjxD8CWqKy3?YTsYD&pt;PA&O#EF5QOdvZ7S_V!kKr#6eF<7ImKBK_9Y`ejRQ|4H!`!I8}y#FOWa1s8@P1Mzz7K(r2vkG;y<&5s)ij-FN5h zg{R0Da_naA98zZ#ZrM5@6X^3ANpZ@gyT7CBL=_9+8rB^<2xhCQEb+ynlYAsO7j-FX zRbGAH?Yh9Klz=H3DQTSkrwYdHF?dfBk?iR5EPo$cOUPmb1^`j-=3c)%>qFJ~;bo#U zLXz@bzEX*#8Yx(3a`{&>p6#c*9ff?*>iGWBrKrP#<3b^ObVG_M*MH5X%Xa`v8xRwm z?kzN{HVTh{*u58qjmvk>QeWTIV$lEPW?DG^AO3<@snkjwbFj`X3Jc?g#Q!l>TF)^B z8D)~;Y7btOXrIUzG668_?W~jIK)hShy9O=zAj<&-bw9z=KX!g_b8o(Ng6E_x&0@=E z6KDVt0HuI?1adtp1+Gis=(!d)UO2+ti;8eP>_)6BHQ=QAj}o*`BQ&!+H0}nvyFg+9 zQCRV{2X(qY20Wb(moC(~qfZ-$+a^*liULW?7Dg5Y$mw88IC!+YynW+(wR&~MvKK_1 zcDy;=?N`pUMIh5QMtOU-V3)H&VXi&6EydWIqX#wgkW&kxU@ltV-eje-kCc=I3UG{W z=Nu!s^{W1XrVwW^@yl%7`}eP1n_C69_Nc+|m;ju&PG!buslI~xOk|+o#dE>M?PpbG z!JAMxN9A69RY9$tq|m<|qaKs88{#dyY4I9=AQ|b8 zk9t$yKDEVv`APqky!Ibt!G93x{tut>u4jqw);nQpxm^rOkN@U5ea!OEV)=OCx=q->r2m zuIQVZ?BU&`gYgZTw}4C&iOI2mCMKfx8gq!y()H-TF&!_{L$a$tXaBn#WC)y+cpH8 zX}d9Z8;|0OrHAF4=O0+282IYw>ED7D%`Il3{U$Saar?l;mW-W7OSleMGhG$qbhkZt zN$<^p32(pLO#2L_oi69u=Hfmm6#15KT|a-K%-P8J7p30==8+%H&7E(__=gkD&MU|d z&WnF5nnQjNoHJLH{7Kn*=nxb6GjskTj1yi@eqChse|V7-**YCY<40Tr21TWtpa;hv`RbXVjLhQH1 zr4*4>b2c7I;TiqhcuP`R`cF~IwtzLfDkAiQRK*h~?k1YnN3m*OQ*c|$r-=W2HCOpw zE(w-fFX5Ob|4h6)e*IV5){Sz{#5JeJhf3bvTDtezs98vvqMEI(t=&kSO<9mE>w*Of zatjLNHf`F}QJoO}{qwWvPoGZEhgmsRYiMY&aBxILY0_8S44Lx#Ve0AL^~wu6LY>oSq!`96mnQ(o&mpC3T{QK2)Zv9co;Y*ijW1azs+ns=t|P zT>1L2w&Pfkj*iaYaE)or*9$RcO7VaKiN539)6v1Bs#=k67mZ~odEZ7=@#VU}kdS=5&Od8?)jgNO-RN|a z;=B3x-w*lw`yaE*TdIB2v8`y+@{OXWtvbsehlGUiD2D~w_oReKGb>@Bww`zrAZpd| zF)K^*F^_VwaZ;U%(e~|vj+0l99X%>d!{~9lW$RR27$5j7!7D1N=IH3y|Ko>3h`it6 z)JS~|-^&J;>E-PEF1HmuU$S_y0_<}$ zYfYANwW0K$J$v?=)QXfvX{xJ)D`QucwS9T%=Bt)wH)K#}U1Pjt(V_?L?(QAsk>PsJ z9EM-yd-mH?XMVUlZQs6K`pug+7$mRh@y=+SUiQ8UZKw8Lrx`jHjc$Tk+3WL?=>vra zvK?7Duk~Hmy7uFka;V}l4i1iv($Gi4-8HJs1Hz_XBYNuS`StbMT3T8L^>5POO!OR} z?^{sch}|)mIgk03PPS`mcVZ0}HDh`_eBp`>ub%ET%)=0!KYxCFqJAc7^)~s+bf?l+ z3berWdkre(-@fUi&)_b?zZdxAmy{@7zka==J|pA)hW(0xU&jVo!&M^H`UeM3)$IW zDQWK9xt0~0Htk9Ej=aMYW0--VB1z_4JjvU)Z|xdyv0h|z!I!?E_oT{Vrj{&ST9Pp{ z)hkWAl_i^BK+tH^ila`xbp;$uhet=}8loyDsf6>n%0lTl!rF@+~g zpxwTG+n_um)TZ8{!o*QO+RA^|1()hX<8YbBJh>Q_0w3XuSlxWrQXfyx;9E;stB1X@ z3$@}u?7#B;)%h%!ShdI{%*?7rMn(_wMPIylfdSq^#$cnU{hRobG2Zxr{)(}rVb%P(@vX6B45TwF)7 z)bJ=p2squy>%EXo@Ly*X)0C0!XkEA)+t3r+NFZ0L2-JYtB3s8 zwB~R+l?KcClx8?Nk#&gpQHt+hvt~_@Cf&NqPUV9;XLP7iNXJ7d4h1X@vQ3^jj#Jf> zOq9L&HC;8WpNTslxCAt2-R_*8=&jgjQ@e?ilapFp=y$+sqB|-7^XHQnER*uuLL{JOxe^Vgpx7xv-ujjRqpBKZ}0D5f~u2DwI2qk z`(olcZZeA(InSAgCuAqVTFh>6dolm6T?)q4@iDi28ye001PBRV#zWbF9A3jVA#63}q-2~peV%55Oc;u^nG>2{TN)p23E)^)!t-A*i z=4$NHF(Afb!<82dY7!&KjZgi^;Uqz4?!0-*xSLfOO}G%BTD&we&x=BTv2e_x46UOg zIvS~vn#cV6x^?T;@4oma(hxq9aH(MZF)68VEDVy%F?Atl<1V$AtDBZ#|GW8yIn_Ii zgdzjkwFh|(X0vKv?r+XrvTRwY)ARtRRad2gK*nV3SNmSEdx$4|>WQauqcRb;*aCS4 z1?kQ87W%%TRx$|5ie$4)`4<~iEUmNeO%GFe=@KmO7Z$0W)DfBVRS}3o%W+JXZcXM} ze7tQ7$qERkc2h$YWti5D;@8d~fTv!T!y-`1aGVml+IKGd{rfhofG^kyWofoo_8L{b z9@PFbutLjTF5PaZ7)#()M8rRqf?8$>a{uu76dYN*iwS#OA1dDCL!oun`N+I&0NP!(CA?`itBU*US6DK96 z;@1nCXavV?0N5HF$(YeZvMGJC>jK#nfFfrRf=cHxA3SGh^X>g&GRRId({^poZ?mjl zuh!Az!&TsSKouXseosIB{Kx`_>9JM>zE}PI{VeS4yi^iwhngRq%*)Aft1ly3$lD!-6NfBn`_Wz97PymW3(H;=zuF zW(ZJ(1?N%nzT8-_bQ$&7!tgSK_u1KN^aXO+giU zeCQYK;N2BA4ViN!X}cW8E$QuuHT!Do>h4WVjMM~g6tgSs8yebMonWYXams|=y>H95 zZLPFtxD8QBngUkt=FWXcr!SMUEZ*vE5HZW#7wIrDd>oT#9L>t7b}>0QnXUfXz`Z*A z)&d_r>D?sVWeG03@colFZUa-}6)|)~J<(_v*SeEpLmqX5*xPHXE@9*D<57(=;@Y;Y zCZQYYtg*M(RK52`?+Yx|WxI}#O5aB8#HnND&yyY6k+_7p*0Bql#LM}JJJ>z!tr1+-)bRGEOL%zr zk8f@Q)pGT39Ow#|u$n=vt}R?#?=P1}c-Pq#Jd>z@a51S)rudD6{Y#__>yjnI$`TS1 zTXyWoHPOOY+0ju5x z{93p1fOWi2Pj|OwS0azb1>~2;o*om+?&`9S1qBHS_D%PMaUZBWF8GwcahTYgQw_ww zW#`UMZ8b@z4?pwdwwHt~*Vfj43HbK`d#>xd=BTh{pDmst&QPhk$>%&vhJS8$u+WN)qHV})U!*u4EWeD{+Syfqh>MG}!agOyZ_b=K z)u~qD##)CCIa~MChGNNUnMbCiq^KnrJVu2T3CL9)tQw_pmib_x^P8z*^`PM3>hxAz zj;{p3V%IL~PU|4#>@Z}laIJJZ8F~4{{$G zRE`J}Kro-D7k~?}lYY~Od&kOKkQD@CSFk$PBi!TbRebgtbA?LFWskMJbocP`3PB96 zFiC&+?%nAS`HeL;lO-o5cI?_}}mJw5F;=_}h_lN22(rA-4+3C36IH)LK% z_>Y$}Ee^bc&GUl9|Bt&#s;WuG4pEE0jGBxD=bAxhXG&S5dPU+!8O6S&Q)a`|>v*#w z&|u>81`FEK^r_*RB`a2_AoQyxnM7h~%5OP-ce{mWcD9EVeeG9alZ+{AKh$|2>n&Rg z{krX*`v~c8mXOGhb>yU#1{|JOCJ zVta}Wl`2_}q+cEUB1OO$a^kzFbU>xLs+A~s3=kW=%XP6TM6Z0m>u>wrdvk>it9aI1 zg9HO)Z|f2n`)iN7GNNznNdmTrmY5!u#2^Jlr5t)&KTz~svfH5d%gfuyzN*a=G}rnZ ze!ZG`$-B&54^VDjE(?2HC-G370Z^6>FZNL?= zeo;GfdnD8`hozb}bwNI+Z_Wb3DvtEj?LC)C*{fe1_$h${FaS6=4B+dbEy{OQ6pR4V zIyPYjcyHd|I$dL@9b`2C?OtN7y6)D=W8#jJ$tdF^Q4Saasjx-{9Rif-(o&5$qoC->w&RTOjv1+Yv_P!I zuiMtlO!*(QRb0LGL=lZ!*0uE1)0yPnI=ZUM`Bzwe*@Xfke4`i}+UY<)K)*U>aj)>c z)HT<%s1u#4+78Oi$8B$ATmg2sy?V7$zCFXtuF)`M>A=v?V=g~2`*M?UzySj~)BC~p z61Vib-=gR}#jnq2fy`*`>k@kew*7SV7mq0~x z?xO_bntk-nNP&_2UEJLQnB_1;4`avch^#DQ5w2@^J5ZPL4e9mNXJ{)<`;`c^1pAoq z^!FatcQ>UCBJ=6jCY!suy9-#DUdK4@o{_eW$%wWa>S)K>O7QvK*r*U#m|r(cF*yNt zNFHJQ1qmk!6jNLfJIy#cjJJo7 zX!6yrlaC-k67o9vb_(crFBgb%pw2Y%7ZltA5-3Ftl-{4mi(yUfsY0EC#DoOj$$(-l zd5_2IXQo52H_1v?y_VE^!?+(+*JHLMJE(xQZpV04BDN=ff4A4eE8P71G4mm9g99Fch-9=t zgt1rpCBcd9*vK8VDRF_5?44^uP(>x~^9qlsNr>;XO{vd${AT0`$?F)lAnWdGeQ-Hp z8Y!{0wYBl*-p-}_gg*`mPv8$yuASDbZmOA{nkWlZ+J=2}GCHl_HB2Rv$HvCSVXVaq zc>j`j;rdjKivEoQbDqqbv(dSvxw%=Ir+UEpxo*Daj;&ii^q3SQ$Q|q1x08zEmPE>h z%hv~@%n3sw15|s>d!C({*=y8Y@p_;AHxF3%e&u6j^>X{#)@iY3u-Q-Cp}Hqn@|JzP zs}gG4ss4NcVEGbm`*KtRKv~&|uj*OG<+ zyT``Id4z>WTyLsgzfp2`YI2g_-W$od81RTd%zGOTlDWcI9S zWeM3?Go&`yc$B{h+28kF3w&J~NSsYZ0r3kJhV-Td$T5p@4+Wj?tEhqgCp1tUJIC?Pq zO}I&2DmBkZsN@#v6Wx*OvNC0$$Fkd;j<2u`SkdD z+;MZ`9ljmJtDIt?yVtP%#8OuNc=c&)tayVmo;vfKjjB_71Wre)?VXzHb*exR8T`O* z%2E@YW~ZJXs~LR^6N5c&okIsQt*%Q*b52UK2_23`J(Z6^Lzqvk8yN;u!pqGaRJm=B zMkt0TucAT~g@rQs%DS}TF7_a?H*1n45M)^Zu8YP1lQm~tlfLL z=n#;-THGbMhdCR_-#{XhY8EBn5N1lhDpnUMs#3S?fNlT9nt^w>S8NOef!Zc9Gv8ebuWI3Rj$wC`B`0i-Jjl+1RMKXMXK0MyxaMxqKV z1EDqamWi`1Jo*jcj)ly>9W|~^RzOL9>gdrwKtc-X6>b0pkv*K&_f5$3s|J~4yg7`( z8jiT(iQWv^*xq}j0*%LIacMPo@$pyK=mC$moixC9B+nHiu}b4Es7De}NwEb0PC@}8 zW>7r$D3x z`-|Bl9H~7$Xd4Rx>?NK(%%=Bi|IknwDv?2;EW?ivHm%=p5s1(xgs~%~c}Hc;%N}~K zIH=`AOV{p9=BWr^)f*pdcfEgK<>JM_h0GjA_Me_+WH>$4EA_ffk|H6DADt8r<(Bn) zg&0NXN^mx$7$Q|+wpNyXP##%k7_%bY=(HCY($4El91Kba&=&E9HDzHMHUdWCo|bLP znp?MThXbJ><6zp+@~ma|rB7^fPXrIw(QQ;wZ6XYE6nO8ELK&IH2F%3!;g*c46Ti0ANVIc6UWO*n4Pt}7%5>DbcD5|?aoLMC$C9hPY{Yj~|{_NSatdY@yIT7nz&KuRGmbH~f`ZP8*UASs% zyAH&i;6CH((_Q0JqfPEXsxm`Q_GW!_ z+E9dtF%mMWEPAaLc^qSO53DLXppc-VqT;eF!Mh2D73*#4th`ooaF`_1>FkY-jUP}^ znofct^NJAT<16^{-o3rpb<2@;Ut%SFzye!FwRUgay(~-m#0ept3m5Jonyoi6F*$zb z%#$z3KNkSWye9dVB<3QrcLmQto;VKf?JjceI+gIUKmYtwkdP7=FzSi>7PuGl^z5>5 znjQ-=2SLw{TE-~# z+qg7b^)tCmP$3tR?t%biBc(EO%NIn=3#c!$O_IK8bnP&)_he5wJU*@7*d$MNKg-+m(EV1DgFa^*38UFlzz>p|dqe@Qe}uMw{fQ|4{LL}fI$t~=g--*myVFM-t6SczG$uvUKn6R`KD z4ah(2{e9D>w@?IbH+FU!j*Mn~OLRNW_F-mvM52jQowz0PXa`3dZhjyXP_zAxp59l< z-D_5^G(TIv$+`1cwqRa++8#=#l_?7O)D}cNq&2l%8}-Z5fAfA~36t6HDqT zte%@;hpG2DB^kf`!t>v^FkdOG6Fm*I=^DVaele<`LWs~Ae@PYu<~8Au{uC&o;SpF-Kb62hxl z9WrRpdYRQvLjbhE9`jF}KYiiW7<%_^-Mql=(P(+p_)h(cCBq2dw z92p1dXUJP8qO~)oxxM!4=CR=RPNMLC^ORfb%6$&8u*Ivlz5<$shESy|uuWWCizIcD zgHYpZ3-v`K4dd-9r%!tjlD)eo$q-RVMnq`Gl8f$}e^}Akjnq3uWA(CnugK{Hzl-{e4_pbDy`~p)9Ke$spaMr` z(zOqKh8F>+;AEeLA@*^RbPoRd5uqSJh*4=IJ`kJ381BNqe!f_}+Xq8^ha!QnJ% z9;r!J0l<w~1-*-ycQ2szR{43m_Mf*ip+6 zK3{x#v?+gD93^!SvVAy)VjLu1B&kE&L!Olbf^xNJFA)Toq81bOu>Ke}G8a{1vhOA# z`-Q(=ZHhJA-UXr4lPlr!mv<(1SFa|AoetIU(JmS`b(-+e(CC`6FG1V`7ut!%Ch&7C zNY9OV$R ztCSDnFN)JUdF=S{jx1)0QYbKar%S+zdpvj$0Ew+;!AC;T*$rviwR3ZC-P!@R;|qk{ ztyDWOG-U|6_t}5M_&{wvMy`zB`^GTb77VBBpMMsi0FP{IyL`*Vg$KpZg`E4! zfK!tEYecNOo^XX)wB#N8t_)TVpGz=Q@4Ilg(OPkO9CB{*iF`z&hi!++qrI8zmrY4c z?ckgly)nMh~q*2Oz4;3UpZF}0eZx;Yvv1tZzpU;jwe%P>=&qP90pZK#JaKe*4UJ{* z2m8a7Yml(kyS1_LJmw-X(3+J$d?(`uVIgs5FMlq18+Hh-X0^5(^i)nrp|pGveCosf zjfQj=G04mWaXXC119Ie@{tV*xF{C+wJiZkOBsW+Ip@U+~CbhER%XSY%)_m3i$H!L|g*8IrsM>eY!YD|WL1|$-X zG@%@JnhGa}d}O3qCI15-AN4LvNc}n?+E=pGnxrV`%SsAh)utUj5Q(W}+S|_8DOlQ6|cToP5TAMGVi_KQK^& z3XK2k2r!cC2>}fot8X+E!-EdIxnVjf;M^de^lOHNvsxZ~;)Gm|AfXS)iX?kyqG z)udo7q&wVoJBmyGzwC3XoQ*cyg@uzoYUbz_`tE=q21}|&2<`|S$s|(Pa(qW&`?ylp zVHZC?e@7iXNgR-CbEAT2{UZl_wheIU)U|7A##(A>Pl=5MyEPo)i57?&f=YwjaoNzz z$0rYG8bV^Bcp=`Q@sZwWthP41r3f{P4!uV!kGT!X?iVPo@xUW+ z4G_kO6rU*hyTmi%$@Y4_j6yN_4G8miqtiHkeF0vV+C|LF!YJMD0)?`bgq##c>glTP z{+eEM8TDafd%M2$ZkT)sw8u7DcXQ$L-N@a`2zUn<`vH;p-k*OiQfJ5SA!4kfk^k3> zEkq7mhoO1Ba>E9rGm$DU0SS&HfIjs0);Ej;{r6Hk!|^zt4pVd<3`5?TH`i<*>O#n> zZv&-vK0)mstUOI%W%jDT4G`!FrG_0+;m-c)Cr{Y6Y~K9Nq&no8qk+)nqRdyPp5NG% zd*=1I>vf{{$w+oyC2E~wjAY~IJq({XN-@aw2dW2l)J4at{SMj|vjILS zger1p!KHH<*zQM@yTn>`NqquFUY=Q&b;rh$VRxg@2r?zF|BW^7)Z3~BnK2kq%fU7U zaASEoF(UL0^hrU zQsf~jT1;U-M)XnI*o;; zIha+8?YK07+L=3goVOsm^Wr!D{tnIURZ_XRRf%62o<`w)c13fx_4P0D zZxC6-BfV=^YtHo}mAv>nC39tj$`1a*D&@@g|G2#XCdPekcq}qV+pLxIZ-(=~wQ`d6%DCe4w`IzyP4~$J&ra8TX6AM`0bk7p zC+?Es39o-~fJ#ZrK1xd;xE(K~r#f%-H}Ix-nRyIa>ZwvzzhtUA{JqdG9A=e|U|YaH zx!%273J_;BuxIyf==}^I5|n;KVP$Zpb-Pz^ibnuZeZ+jjGD(UC$io}bdB|0rEe;*B zd4SE)7UZQ>49W&cP$CpjJGC>49)G1(o?6`3m^B2h%Mf9_`t|vnB>jpzj8}erhRlS^ zZs+Bdg(O%EaKDC?H3STfsNrLBX^QH~kmLi>D73n@GDg3-Jw0F(MO-VyA_Q?Mk&wAa z$}%+KUP9^933g5uS0X$qAdoD`0ENq!i771@-arOag^J$-M0B@|VY1cW9t=2e*u*5t z6E?i~cp*SV1Jpoyg@r1pdyS2eO+x@Kcc8+ev2b!m!*9bYBve`+jCd;}Czmkvj$zG> z(!^zo5Es|1TNirw?y|Ab(KZAx6-4NG2tZ(}cz^#rGs*$?vTD^TF6!dNi>({e&N;qK zqg}joiD%EAl3~%kdxv-;89TbcU~|BMQ(%>dctqSkD4<;L-1&mMmN&Eq92F`5JUaEr z0Bv8u%8F$9bN8=+XEO?QM>x2*r=nJ2Pxl#z5laT#c;JCj8RpDe zNGwq@($YonAw^eKo`DH)TQnmUG{~$h+Q2-ds!Zzxr)4mO&m$bZF>NwHuRyfkvR|G)57vr(21~gzBh`F@tAhI>hJen_(J=gSe3sU|a^LDZu zBW#P@aC0ktk^R@W6B07mRkLUF3*eYU%6q z(+~W6x(v=8AzTq&_s_8vM`@CXPKqDA{w<$6J(=t==PhS;Djt3R*TL}evg`}^pMx+= zW_;@3nOh4PQMiI(q<7xZ+(MO@`cFqg=G22YUgtYMvw7yqwDh2+9KZiD6pPr%ySnCa z7W!SW-Yd8%>gS_NeawHf&qzdK1N>%D-1_5>%ZQUiwlGe`HDKLv)%-vTG<*d?^Po6Th}-M|7B#TaH(1g#-tOA)tAwijdWs-`dR=gxtU62^#`l zB}@bH*TyV};RfYv%HC{L0)?-ohxd#QcLS?|4`&ks;Et2ZZ>(8j`eY`e{9R>puoW>f0qb+|>ob83=k!$PtZrhlVcg2Ee0cwX_m1oj-Hl*?&h;rn0r z_ixSbFTnk(;b%8hgG)pE4oIMX&0^m+D@XVIO%}^s85eTgan zU@8Oq4l)Qe*HOegMS1!ATT~ff|I`XxFZO)a!t4(pIsj%X06-tZ?*M@w+oquW61L|! zHVxrqh?AVqxlrGX2CiJWLN2PSs|#*cju0a70Sj4oozaU}MMkoL=i4sB6|ojAGV}^_ zb8{k;0;!iqX&wN;Z0k;{FNa)T7IQ(0S`1z9bcUmY!^{*h=G+6TPdxbgpt2B*mEjx} zf<0brYOsWOv|+yWiyzs%n?aRV`ET+!KJ0A(JvKO`8oH~r_(UN*O9AH1UcuXu11Dy2bWX~7Z%|Z zsWhNxf^i|O(i4$lNGwlC5%gvKB=AJl7oj|_zP^4RoDoAj(X&wcci?-F9oAiy&!J~~ zOz7QPx92!~bBT=~A8u)xhWJ9ExHh)$=&pPyan(+gtoVw6e*|n|4M4z-kz+=bR#EYU z?qOWv<`1j$>(_$nKAeuDZ%u3$*w_kOR(euq@VLw%JlvP9U>e6DkNy`>FMni zfYvxRF<}ULdi^e)KZw53+8TmBJ;jF)ACj5m3Pt-Ktc2GWE@KP8GTE_d)8Wq&GikV3 zJ2%;HpZIxYpYG;%nyk{}_J8-sk-v@Pv_OawdD+>=NO5@SQZSi9sIrxRAI3>D#Ch{3OIJx6j#l%EEM_~%6~t?@O_gy6$sE5G$)3--zY&PxF;_d915P0j#6!7B z2NoiYh9>6Zg3g_D=cKd5#>Js!iyC?^jJ4p}Meqb92iW7%qzG;H5|w(%Mjmez~XO4yj-hOXKyGsKsa>yL4cPQ9$wM zWl4_D*sGIto{;IWs4eI>wBa;2UxcqX3=Ln2?UF9b9s=~O<|VUaR)Fz+@q)odIBUtE zin4Chph5ZT@ztSFvC|+td2u1yq5G;ncMZ9bp3yZ{qViO-r;@oME;*8VVaTkK25j*uOUr#b!-^ ziV(SbKNXWVQ7RVCwcGK>ty}FdgVF*?#fx8haS=C;%XyJFA@ZI~s~gT*OMo^@F%4T8 z_G%bXqWCpa+n`^UK&b0(?jUcZRLtx7rnO|C^)vC@a_!i+PlYrilEx`C&l0zfd=#V7 zG86kfzzgN0n}$Z=GovDORY4J~zrz@PN|f;Y!BvwOH}tGNL?ujcpH{r_qpflqPLmqK z+0e6$hfmv)kt?-sU_3~q0PjN({m!+rF~Wbuo!JRK+v>KcYo6$1ft*dRCp5&8*oiHaMT)S`gN zO}zO(;Tr2MyTQv)-Oj-1cN&NkzGwNNwlBmw4VK-5!@g@*`e3naA^&RfakGsLEF*5C zP*E9R8>Eo|`c8EQAa5Q)zX>jRYyx4|sBz=oqJHQ2bGl&C9 z)Ry^!Zhzjn6JtLG7wsDT0fdnQVT@7Dw7To;xDswIGiyRkP@-5>!Ux|nk;?iPK*f}d z)HV@xQ_ICz5|q`y$kI*Qq)<*w{-F03_9`&(XL2xt0|8)l_NLRLRdMqzS>EpGAr~h6 zLfv7gNUxxJ@jy+78~53@{yTM(Fr0xwuUrlnSCZisbRmnuW&)8+2|@xqWf4H2qGo)I zYqZ=#8KbYSPlgh`51KkY#4%PGb0M)2CYL0i85l?nK)0!(d_iAS6eJh}_}E%B8SHE3 zoaDB*hoSbY*|^c+%Rb2YptG_I(bHES4>&{oQU+gM+~U%Q(gd3HfY5~x%V0Ru9(wxo zu_T#O??h;4Xkq<=>xm-t4m8zw`vk!0K?zDUC5&Hm4!9!hfpNY~7`~v%?@{uDqjvP7C^;HS{I{**QrcKY^w_N%!HZP&JoN+0$ zu|>EPb|9mGB&ssepgJp}Rl(%(+owRuA-Yi1@t<4Z4>}#DWI}Vun+u1cWa5FwiURKu z*R5N(uxN9mZCEsWfjKe2ev-(@ zzv{&fxY?^?b=@Kh;60B-@eC7V>iZT*L*U!07`d7<&ujSWx1sROEIDkMg zbdN43s2TU#LJ%f094W+!D2k>KEvG4~+tEw0+??~tI=0pOwT?L&e~0;D_p+Do$F$c> z(yUh!y)fr^(?O zZdFy1wKmPNP!}&sZxn5Iew|7f!dc0Z05?^+CcNB z!oQTEwRJ&1n*Nz8gX+V0Z-0May<7<+Q_|dv6iH}o609M(J;YbBBSP6(o!$pNpE(!(N5EAJtG=`4<{{+_qMw*Pr zR^>#PG=sv+&BgT!50$77{@ws?)nA1k4k&mHX9{V}0MLksF0snX&)Yi`H6NW39nXmm z2KXF8EF}%4r6zVzNQ|{+L+f|dSEmkRyC&|-_J*2)6Bx`M^OEsCbqU!`^0q%G(~{>* zQ=-CzGn@^AB6Kdiq2a^D1erL!R%Vs(pZtv6??m&!=^U4Z#ZZLr6Tn|ls#*_Rv9Pd2 z@>2Kt_RryO6YdJcD(RR8Yg!!)>}vq;J46l-Lb?522(511OYrdaEm;rlbAIN;5h37< zlKb8sCVkH+ma4Qk0s3IHRDw+mRB3RCznu&*D8o-oS}#BXEhSz3;19T|Fkz^|LplT# z20`@@q{_h|lJ@wX29nM-mKK);-I$Q^`$zOZp8nTJN)9L)Z2Ll-bHo`mKB!NQjZg!P zd+^{vqyIUQQW`q81RRhCX1eR<`#~q>45?q_d_`j3@B0};&22px#f;hRSx);ebbd&3 zQ|beBzzq&sQfa6aCa0$SG#CY}$MQKFE7CkXSmd4#x&VxGQx6|D!I2E-|6nK+6)bZ_ zqioS$CL>?y8KTEYRkY}r0)pR0qGqNB&*=v`IwYvPR&7XaY+3V@0As+=>=?D6WDy3p zw3Sgj0lbL)L;jeWxp%Lnh5PKz!bqlIauxwzM5SnMdL+Rz->Tt1I$Y=TESHZ8Xng3v zUudqrz6YNCjC=q}&<76-_D+_Drl02C-ribC|uP48V8VpaN#FLGFVa7!)i}2#xyhQ>od40Jk0^{fwaIYt-czBWi-3_ z{HHKZnGHbFp+2*}l*Y%*77=xmDDrTQZ zIuZf`eqRn}N^aTPFSD)-U)VjjglW>zWRy!$#spQ;?Li38R>??jvOjK0yMjKyFFY;@#{*PN2CS+7do%d&+Wk5TI)whm% z>)qL31v>`z&FE$){J~Y=FQyJ=Llo_Tq)(OD!f5fj`D^RYJzW^FR{odgfeJ*5Y<+KY z$+i~3dd4b~ zP?(6mJ|x0ED<-`R3~6Pa=>= z`3qCB-!{(XT`p#^!3V~qg9CoQ2gKfrx^>6)?H}(ve!K2hZszA#oEUD+achJMl`++A zx?<;&OTSp&zCn-j=!!pAZV}ocaPlh+YOeX0q%?F6-Va?KJbT+r<8TCk+cahuxRb48 zewr${c-CD}1WL(uBhxQvb42Ya%LZRKDb{$yX}l8U&0?GC zBB>Wlbw_d92#%)G5hlF{`y{q(k%WQ*w<-+_n#jiRii*bQV4qP`b#R&r=$aC^Z-XIr zy&^{tp&^Bw!(@nG74kE$IDSaj8{`c7a8U3NIjMjhu5sA-uJCE5p2jI8MerJxg`DKv zra~ZTgA6he9wPnYAbb`d>+0%$EO;9#l3jO^80=rae!aOwNm0=#;{`eJf`(dQZW&-x zz0*uO6!E4uMG`$Uo|QPk7TX`35a=3B1TCm7({H{w|)PE69C3rG=#pSOcbfd7I31N)Od{SY!5D4T-e zEijITaVkIj8W~yErf-`QE^nHd$Ap$K^+UY?`I>QvBcd-wNlkhbIL5e1?x~OhHUkP&l9Qag5#sF3Mm!4g|2EmOQ!nXSulTo8#zG= z)I3S_u!ocO%P2XpVlfpFtZXn4!q#e(^>B++UJ8TcR#gXt!ih=(dS2HpFtITxa}Cg( zMcPT>Ddflb9I#uL?{k7>1$}6*yKV0vEk&X(j$`O?8tTikP_vs+P~1JlWy4^iBwk{y z0CLb1aRQUx9IRbZLqk{Gj+zVp96NwWxGZv)f5Rg=8y<$b9&mViG)fb>l^C9WE0Svl z`&Ej1IvR~?+eJjqB-L5_5U&i{4P;mUDW)d^=Mtdla<5Mu<7@Hj zLsOHRIx}98Vfp>jI&N<6{VCESt7mJRonm5|7|_HDEW&=+Ho!gmomu0154JXpMdo7C zu?PE3rB*9WBID%M#Y%dAmp zKQr-+^c@HrBmR&^LrBdbu>KJ9m3-KW!r2(jR5OypNpzU*1SDn9ggJ4bPW3Bhw4?8{ zGyN<@op1WdQ)B4g;TCVQ9vFZb^?TEYUupG5_U25YDhGDRLC;S@X!8??9hy28Zf5&m}|$+s8Tvy6%J zS^!dl0c7x0H2HB;iCV&Ln)V#04T?>4#es~wfBX>BDHCi~XjA`!rZSfc2nn4g1~bwG zLj1!n=cQ>lRE(IsAzf@o<&mrW?hEcYPY$+5fYKJY6KNj4lMjnaN)`h{Hhi$`@r7D8 zJ^JAuu`#PeX@rt?PkCtUv(LW^xVY#`taWSLnG&DEzH**r^ARatTO0t|xCY3Bc1F28V78lUqM?Tfy*5GAE$l!g8vb=#OrBBWF1b599b!IQV^?9dPU~{v(hrhpL9g}4tbc@V8u+9*B z;+)mk$H~v@q(AR$jUb!wN)xcJ+0Ep>h&g|~*Gv#;_~#$}OA`I|<82$ZZ;|Zyvc>7+ zM>FE9nbmfrK7wzV?EmL`pIR?uKWs#h0S>q$^{L}%Ba@!jd|ZW+d}RKh;V05GN4h=W z@gRo%GKeCOaO6-U7VpPd2JxVr|Mt&rU=&lPNDuYv!lS#FVV;yXCbiHot?Vgvc0=GaV2eq}O zCEFZQ5;XqtySh#WfkQtES_ zV6_Zw1*cXB+Pw%@?sER4PK$Tcfv%5e;-Igyd;#qfu)ti+cKEoG{bNIqaODEgG-WP#6U(`-&3ZQg1%}@g>h^~_Y6NElUbF>2@@3>#d5qHrE1QK%g zfE4-&u&LHt0MC(#QKfrmFhE-gW_HrYjW#5DJ30{HjNu&?yYS)e7a&QaXv7~d`=Z#?Fl4H7b>MtayL160+1|aab5|qq>bCN_F+7Czvmu z$*uk!EdGbPSS2t95+H#Viy+c44Q`uscgOuyEj8v~?!FV@hSUv^;0ZZ`CJt2Hx)0fN z$O@-K@!^h&P|?dA4BGhpQi2-k3)<|pvEf7JFw+EO_AxY;&DvBl=WF=>WLzk}e9TLJ zrjmaOBG-8Z|7DrqURCo3K{FNI`pPjn$CPo13c@dcu_H`5<%oDc9PFTdUd4E$BbHE5-%DrjXhySay=;fZ`nT7(lTut|?&q3r_XL5J10Z8_u= zGLYAo8K+d$T2*MO(ocIl;;mys>xM~6%i1QCKEn7JvEwds_yx4%Cyt@jXdkfp4*)>z z^mpcE8r=?=g7|hrem%~Qxw*R_Ga9DB;&v=iIOn?IXAJ$an@yPsfe|%MXgWq;wbPya zCN_#)(e?ZXj~@r2(eNiFM<{aeZ=mF46Yiqq)z#A@>B?jrhG{g$zd&m3xUdNdtfEmk9F0<%93D&z!?^6z*<(4eW5Q7FY?z1I)whw@+yRs09jEN*>^BD? ztnT}YlX1vra8OY(hLxNjqvzoo{t1U_fbc5;$V{;ARwD@pg%gn><798%)G**|5HXt~ zr#%rzhH(8ga`s{&Ka>2aY6s`0%pqQ!*8_$lu>!ZM3~6QP+03LAWLgUyT|r_3TlcR4 zlip?zH}`WdEjxx=0B`26PQ*rry%HzEO^h;CUF5gnG&46>fM&x@CH-kI(g&kv;^E=R z8-9b>i>AdY6L0*6KF)icSCM1lkh#c;C#u+HIAyOBdxRW4Y^+8E=+Gm#mQ=^-F=IWR zuYG3A*?)d zBwtP9hIw$0T+b(6u~`NQ>tT@k0LRr`@aJrh2#s%(K$y?7qCcz1Ze=LJV z-~x>KAK=3<%0h`ly0Xwy$Oa`&2z%`w)Lq751f&(5aopeT-Mf8b?+roFNLLln=|A8oF5S{s3R$G{GOL2w%Q|6X z4hgZi)U7o(NhbK&^H;dFnmGAH@a-sK-(AcXJ2|cpEo!D$uU=)tA*JyNjcjHYKnOML zCjGyJJVPsI_#c1FCkM@tb872Ko6xRdVZPsqmWOWf#|S0p+OFc$L!>5-FBDfp#3vkVS$SX&~Z7`I{>bh{sck};xuAsN(4b>Ju|Lz%UG6R{k9R^+^yOK6iL~=tw4B}>r zT%P01?lXHPH%YE$FaI}Y`=6D{|A=t^TdixB%K8iM{jq&GvE& zbMx-rbiu~P!dirf$MmlkaGP5h@a&r}m4pvjWFe($&A`BPj{Ij%sCbAW1B1?C>e0gr zm;8Gh?fq|mo6Q>-^X0SF=ksKVUy&=P8m}v@x^*e%qUYBhEFS;j*`=d!J`0@Gul5PJFUos=$ z`Tj*qj>mzKy-e%}L)(h{c5T{pXq~5|w(E4Fy!dS3g@%;a4MJu;UAz|e&4$|_J$Vwo zS;9S3H=kx@Z7pA)WI7}&*dP{{6qMt^^!WXGSrd~U+a~oi8$;Xv&y6zb`-MPK8ak!p2w z!@h>paK(s65fWFHnARmw@dY*4m#o)Vms9AwSHNZJQlfd2mUUZUncJLs8tV#fZ`Vvq z*uBp4iGcB=)){ZHi4QZASvq;kCr1n4l@%48%Dcl>Fq-+}$0d75M|^Xrc~fSp%gkx< zXeF2a&)$wNqp+i zDwoxTrK1cf8EdR;85jzUzkay4Q~s6L(wx#T`H+2%qb7+)RVSn$b64dsiJS1)b(V9k z-T5`W?Q8i<>AH0LcrC}?MB{A?+xH8a)&;NJdMwm&tZ(tsr8d;1#?_H!Y<3OLsrR>~ zejS=!#KXfArTIpQkB@IL6O-MivGMl6f`S6+$2{7_0~tyYibL%sHFq~luqN@S#(hl- z^a}`xeyrs{&CJX^aq?tglKAG$hfh7(C##|1KQop!o1c>-aevz>xu9dW*Q{Opvbp)J zV{LMii~4#VErq8dwl;%b^EV2c%1;ROc3hsv__ghkkTbXV)c32eWS&0Jq4o77%_vz! zC2{e%ax*MmuC|OJ^_G`crTl5pm(iMUj7py!u1m2DI(YElKGzv14=XJ#Et%<{UK|$f zLC8%N8S2|ajZ7!i&dyHz(Qyl#cyXq^`<*9-mucP)3ky3TBU3!EN@s*OwT# zyuH4>es*Tk+_WJ@HcCCYcqAiAE%9UZI;rw>`=RJ@G3paO9rrtI2VNNjIt%7ab2xp! zyc`DHpE)Tb;l7mEM1s|~6HgD?%k`%Z-I1sr>8{x&D5zBMXwUsBql~upC$(9I$D@=Y zu-w7@FM9kNtJ^u16Lu6&q~cU@6;sY#zI=IbbhLPsQLTD%l{c&Ki_aO35l-WS_@k1A z#cL6pj%P5*1L-`RoRV9Qd6jC~HFDy(7BDhKxJ*x|B^oJ4^DX5N(^$E3B`x^RtBl0x zY&y$Fr?aL8J-2M#`mMh|29FwHSn;YZPR}!kkKf~ajCPh*hU1vhg$to49&EqYZJ__T zB=zi{b2DI!X{~n-d~IzFf(cJrG)3}@Z|xQ~c=+H!@VOlK&f)|852}n5^J$y{x*t|> za&ihkP){^^*i{n~lbwBNEw_fsw}QttvoHcxo634^r-AFA9lG~C+%9_r$7)oU5H>S4RALgC zW!tTkXi_UTXU?3#fdN_A)$mY>_<;xckvVvbaNK~Ma=|z7Wjxf0-sGmr3`e_%d(@Ti z88GLXy(I^O;tfhf(p|qd|49qx*ZcU%)UhWp%dAmkGIP=DZ5@qvO^T^j-*gkz z67Bl6s4N+M%Qo!08xs>Vciy~_jv#NNrc7ty>Jkpuspla94kz#cix({_+i0G?IfvJ# z=M$gkL`Trz*qHLAOP7-7kE*4or&mU69w_n?DmgbfH9n*mEVVN6LfMv@v5TGMlCrY0 zby==i&gv&mdR0fN261bqeVxd(ZZGZ}snM?aaBr*i^bwtbFYm)O-y|8;M4L7#JwLKQ zz_d<*Y^+4>jT<*uT^Y@ltgPbPm$QY#gYAS9#vR6;x?CNt*?p$3E6}iQLGp)j+w#bQeCG8 zJeevi=J!{H1TO@XxL|5y<7B0^Ht)Ou{o_4g@|Mw(Qo?7JIaFenB9ZD zc(%c@@QienNwl=IkdxCd^m&dYU%-(f+`(3#&irU)Dhd?WCUK+eg(N3+^XAR8;N;H^ z(&p&{?jjd^Lg9gx42u2BzUJSrdVNk}da!_JlrnJtv{)H@LCj=-miF}ISPc@2mk4*; zw{Mr?lzvp0ct_&Mk$rZ38X1W7C#0lGefV@J)U~^m61c?iB;{~dRT0WO*e|$%&O8oR z1zp|XkB|05AX(`~7=3ckK92oT^PJwg#DW%2E~>+qn_LR9=Ou5m9Z+g=oz3{{G<1r* z69KsLDw9|!33D**RI+n*iN+Cdnl-5+{BX#UxYRYzB|H?OHH6_OnqhNU`u*BD?#mQk z99@KeJiYb!od=XX8YyRxeq`!1O~6Y$|Nh-VbarZJgMg7j(llZkac{$gdrNfdl|y9M zqBK(F5L6!o1~x5w+I0Jtw|5O5A+q@Cf$r4yfQt8?>qqjr0z)M|*VQGN`h_dU^qq0} zoNk|XY2ZbG>x{kX?sep7@oW{?wr^+54Gj&A%3fUWs*Z{v&JCYcd7wW%$m-k2&iCuJ z)6F#44qR05<=5M%U&xGiNyDwh9+8k38Lc;OsvO^=mLMhQcZyutD_5^3n$`=FTjn}D zoxE<38indGGv03d<=r9#*c0$s8GU@_Nkz_`FCQzw$t~L`c+!K3qxwyMW<;j*r2fV~ zE%$KA_@5!^Ld)9)BVAR}Yj-M?B7I7{G;qGwM9|}+aEPD_ayKm2Pc7lXbF%aJc3fk5 zT&M`^MisAaujA2*%wu;fd_HwMA)diZ zVj+VrA8c7dF6q5d;s%6_VkIpapUEfQNn^jFM^S}HTbEIDLjqllnv|l{1cKm(gxIug zY!Wu-GmE>V=Zq$q)^7+12*|}T_teYy??3lre4GW3R(R0`iGh%uynM{0J)(#Jg+;I6 zQPD*+oc>-bqZ50@w~C0=Wkw;g9Yb*IiD@r>YMhdq%7XA?bE$v0vjX2+B0g)v?0)X# zlYRMjb^V2{+tOmSOz}c@N|5X9%<}p-cKrdp2G#Kfr-M{t&mS`}iIk|7c`Cw!m@_(5 z9O-#$?XC@QDWg{X8DjyP^FL)cCZA(=zZVc-)?izsdCYU&9Zp3# z*4sC3@FMp&4Sw}%0~}0lsBF;E99}P^1{-Kz*!cRGR@^oN&vqnK{*nQI z1T6E825Z`rCtcs;g}l5bmM&ScH^9D)WiqKS&=5(RWnY8v{0?iZd3Qy~={u%sGJKy+{OTiB_j-(;&32pP{^rdaO9W+BaUL!d841|BHj7jG z9}iwMGo8Zyzm1^O3SVG-NgGMS$`vb`Ur#qBiMrpLZZC(Ym!L`bxek1h3_9t{f2_0o zM?e3tijsK&MvE^1c&LDlRB*qOC%9a5y{K@+}ygyj2up9Xgw0fdmS%jjko#vrS&_H z4}PQZJKT#NEtlpIP8VD%q3tsMlHLC6N*4E)71H>CHS5>6f49CLjFe>mu!6va(nGYK zc$4FjlAX=~)~gYAmjG{``w4f~MiPqPhnjuh+V?xn5X9vk7I760T3*n|?9s z$93{Dk9MoRz}2wr`Bc`D{x&BE*Tt^3`w~h$5$A~ntxGKnJchbHXS|s^cW(5gaLv$< zR__DD;iM=)#zy|(%9SfU_1MO64|WGBR5}t#IvUPdNjN*Bs&LL6-b!5B$x&?JLmq9h zyxL;x*1o=IR2_BwTyXv+igCKs$&z8UG@H&B;N8$h*wX9%ma*l z3uPIF8&CIr`}Xb3HlEZsZ|Yq~5imsT`uyQ{$RV=EByt5@IwE;%O>9>2!~u)M$eN2+ z7cMjVVep{B5lNR{l<1p)2-nA}RgA|B`59Y<)} zzGu%V7-j17l9Q)T*C6Ib9cQQW>jr9-k4=nwNo?2;xICyix-&S9u!fSd(^Yc znAYFF&*Adpux(dmY}4DVR0KMu7_AJOAK%YSM)CMY*A&l95#@Wwb|{+U5#NuWfqPR7 zI<{=2w_X|butl^)I*(>rFrQBD1?0aXE>kJaDRB?@OvEaX{E~FL3umVEaHnEroSw98 zZ=E6@JEK#j#9w%;U(u_q{cZrBAl6Z?KMl98eu(n>CEJ4 zZ-MRpubmYkoO+bGB)$bWkE&)2e%wW>5k&Nm(cXG(YxiaZ>kmamd(<23KHG=nbni7N z?m(4Aszu~BmPIQ3SjEQ{Tm2VSa8;A3R2FTcuiLn}i#Pw7ALdf>^gsye@e6-mSx|dE zWkT&^5iScdrM|T8Xx1@<<&woGSHwLULhzRon+c0-e>85Nsu{CODe?>q7T%|~KEB%i z&>=UJ3q3hTF`r#Voa2OEpbT=DogN$Mj>$4Yl*blUENiUM#QrIUo;f_!RwRG+>@%2e zuQsn1p#0W}3}#hb+=pg(jCt)1;EjdrdDRXQ+OTLADp8O1!+i zm9Z6Op-$C->iTaU)C)M+I?vQ6adE+b@&$XeKZeE>PAdo2XGQTaByU?~!yr@$7zL?q znPY!O$W=xrk*OBjM1nRTUz3}inO2O^5?wHV{s+{#aLUUwUg7puBH|7g2{m2#_VM8a zuAhKmIptKKm}pJy)1mUBnR|iq;|(;Q$km6wQA9;G;c>jT$@u%U&J<1tWMpI{p37NC z;180}J>t=hhFNy~$;eTOI?&u`%^@>OsdAtX4~>sJ9g)7@Ahvg?z^72>4u`l{ea0JK z{`Tb`9>`B$?D-_?Cumv@_oA5LU`tA2+&-h)xNpmDZ<9KG8lY7f9H5n#u<_DyPM%dC z{l8>=E@?Sd6{W6>Ma$#C*0QlV7ioQuB-b3(dVWdC>C*=Xjz(*5SjK)(g-yifZb(Ro z^Qx#qgX0_rE}qQK&)=z)o&w*3>eJduSFJ7S%X?4cVU0IXrkreiW2X$g0NrVV~k2W|gJQCT9iO5A2nZmaaen6HIEzZ;!Q=t}kBuwYxh4;XMLak&NRO zNiEG7p`G3Rnr-&TDuwEG7H|rmbek}*4@htBnV5TaIZ#Bi6Glei!Cvia+VxR7(R34$Q4u!p~$S8Y_71cTD1j*72AG`P4$_uvx1_c-Y2V_ zr{#S`H>~H@u<*Gzam?N1(Jo~f5|rVj9U4EM5E2q16aCQrWxp^<)Iw`uk_Sz3p)&qqH*A2%J*- zT%xz$I*oHn^29FXX#b@-XW$TQ#v1L~Csch;FWi6W`!k7twG$_9y$A|YMC$5lv%F?9 zy&<~hg`}s*aKHfxxTujfKlAYO?{B5LgwgJ!*1gbC`dq|*@T&mVx&s$`e2_LiHqE_6 zO&j~{h>sAEl$6Yei4!Y?)!d6}sE$%sOfsoG7`RF14q-RT7S} z+gp656iMIkaK-8Rj54hWMZVdsnVi!rCii6;`!tvL z;c(UXSGZ~+C^^3V&?~;px;K7odw1e6e7XKEKi@+A=~bbcZ!RK9sJXFnYaCl1@6t&D zl?bIh*HO75aa&%pJy6u~;vMbX)9T0@Xr99ac5firu*X83+=ao$)az zPMj!Dv22|wNZlGLo~ds)!JvKy@7P>sG9|+dA}mNd4&1cj7Y*vs3Nj zHG3*xBqsGQUc8`C@7=q%e5@RRn>vT{@I6w{%#NS*-!FUa+_{N<*V%3hub0w~yO3=? zd@#WI#XM{Jl~9wDJgpMk!N!1!FMxllX`Ir-fYJy+cI(caY7~x&VRA2x?=YvWRX`4a zKvRMG$7bq>B@n4@)X0ScT5W|*FM%Y70VTi{1FZ1W>R|M)x`wi#468h zyp?cya6jV0Ub-I%dqGNV9EC0F$#6vC(WD8aj5P#W-y#3%D;3DxA3n-j_L3kE$VR|} zgdiFe`R+YlR#r9v_$Ed;M9S>dN#7SF7eeg-z-{1E7Kht7fbkDiRT7iPHxy6>z~7%j z^*bfd1P|Ju4=W@P3%7P=BqRH!Lok-0jN?M`SuWGVKu3(QW|*+t(WBSM86tH4;CQc| zYNbaY{+P^(a8#o~$mWSr0RdLMvwG<30vx>aNR@I|X4V=MWgg*vt^#cBgh`y7Ms;>f$9!hz0BeX17N*?kM3GfSnLX+0W&( z)hhxNB5_0A{DAD!wQKXQdw4{cHKx^MxbqXth$my12HIpNY6$pjxQE^Kq90H{R-*>q z=R9GvM?14YETO5UMj4LcR$t~M9W+GXyZgY>)fFFI_3G5dNj`^>u9qnNZgYrhA>*nR z9cu`JeJKHY%M}-y?KZ5A^d*TA&@4m5Ho%x?2nG+>r+xg|wd4)B9H?+*<}F-W3V#xY z-4!rvPyv+pQLv>B1w<$Bd1MzZu_Y(8UL3u-QKl4FMYN9(GjTV>Nsx<8auyVB_Ii>fdv@Qo;`7tlAJ*~eVmEW!PJkhZ_c}7z|28gR8G#E;n z{Ry@9Wuv-l*R8{K5+un`HGoFj@j*R=Y(=t??&_#n=Wh%tdsLR{KVfj2%eiys2?3+Z zQs9!WxB{KZt6IROHqTlzi7+(eS~+M91IyY)G8U6hr3+ThVPM!KwA7N(t^N~yP=a;4 z406WfA{wS~jh6MLHXe&Na34>f>@&0~;wNb{oXXSH zE3Ec8{jiv1U733G&K)HLCj5yZT7AHw4(C5GW} zG~-XA)MVS1Jm0N;G2M90s?cd!U)k?ALjIbAPmv`sBDb zdlW!=ktQ9%H>{R2Dho~HJJ=<>YtH%uxYtYbcPUa zEU6b*Z+c%WfSxE+ZV?Ez_AFoav?G1oz<2%{3AS+1v#qTrpVL+Qvt~1iDFP|e+S{U? zWa3L;3vvg+Sk?hABM#-Mn6nx@U;Ja~)2EeT6ZCQm#L`Z+gix^`&GU%mV;vI zo6oQ*i!knH_NPTh9^`c6hF$$ypSx_aBm6#Xk=2r9(b5SS9g7nc6a z6{=llhB!$5MoR$jNlG>XkDyHDqymhs1lJKoZYAoyafg!(41-Hx9SjSOpiZ2bY?=)R zfgYz8MZC?nlRnQPIP}lQsyy)V2?c!k$>Y6&7{??kXX5rgKIY*eL>OpA36JG9tkKS* z|Cx)S-M`Vf?J0l|e62A`V2s1su;1cYMguHGFHx-u{7li)1IoxOs^BwtsCAjnZwO-!@U(M!tf^)R zPx>>E1QC|4xpB27LTnW`S92) z$RiS|@PQpj9wzceEKz+BG81M{L5l3fYj<`KcLP5_(Q8=Di%>u%IYy6d8E6h_Il=>B z98UT2f8)rzTg8(#wS`Iq3pu06;v#^Gj!ygPAqH!urV7unAP}v9Zl(4loV**tG2-A=R%hqF6G1}U+;RfrHFl2vZ ztJ$50%S;x1yS?A?%Qdm-VR^?wkUt8D&|>3XSHn5)+`aoGvY!niHlg^U_6O<6s2^`pLv>fJ>D2bM0VoK9!5k}H1{&bB#e4D8DXWCie1)}LmYW@nV$ z&wX;d6Z0Mjab^J0Jy>NIsB49@XPZxz3_nGQ2xp{*=aNeLthqxc)LFlQKvG=oG{V}! z6H5~=0+wsuWgR1yTSZMqoZDyd?c@hg=N%gu7zmep`O&r&#^aRKE41292Gr!a*;Sk5k($^5i+8n2Prp09KuTuJ z0WYa-S+dI9ykDb0(>Zc#|277O@tgD67~D2~2SVBzmHb%_Xyph<9DV1*3TQ&6c^#!z!MsO8cClx;b>YGy@b8+x170Ye_&HIf~ThNxrH;3WFX;l1f z^;$SQ5FF2O5k*Xz2r2FQs)5!B#5n>`w*zX)%1mcR(cw~waP6#2ZjBU+ih*mW#^KZm zJyNUI_nVsF3iD)6I zbrT;?kb0pq$y9xhX4*dW!R?xz`DRt&4{^m_A)BfnIboXnYU|C{$7jPz(v> zVFeHYh)B@@A>8?HbtPWPs> zI>2O9f58Ar-?{MEyU_FhIfI$&_fUtT^PD8gR#`?`qTX2RU zWhCW}faRB?I1LTGj}K%KYe&B4Fd2jYTKvZ!XI`Fom|#DoKMmw-@$%&}$N6rvi>i_O z23cAq2o%Lg71_Tf@H>FelXS4HBrpaW1%~7_9Ql*I26s@ujKCMw8Cb*s93=oay#@k? z445ea3K0b1nN|^kltADhfCLkCJlPKv9Et!=5gDCX=HIs0BS{Zbh-w9V1^I987WaMbu;gSRjObSq484gy@kAA;RNc6(|$< zQG4s-En9c*F8l!pWe};BxKn*M_#l2_V!hL3IjD_UlL+i`4Cmsc=rcBX1=0W<7F?ya$u{g#|Pu(`%bSy<;%D}+80KhBxIq3$kL4HzYhMLj9~BXZoNN|&&rbfB_iU7MMi;l4uzncEMQSG?58^2NFYuB&m@+;a# zCAuac`kq^fg40YKpBBA?n_DL6*ePfoZ&AW7$TDRN9Mh(eW7^~mjwD+EVg7yYs}J>W zo~CEi?+_Gx|Jjc$ZBsv%*zEq}$2BP$x2BclCj2cq{K)lSv&QJid8!tQ`2P%UdsU*! zdupTa%-xo|!jAj}N00U3$6{g5UH*2g=icshHM#RDo-@)d!v9bG`-|5XtN7Tg7yhqp z3x+PLOE?nHA}J+=>5ewv#9p9Rut2_ODxlmA7e+Pw7UP1<`}EM;4o$OfMk zzblaciC~qkpv2Ri*_84|I!aAbl`-zu5)Hl&(lTd1{~y0U#ypqi)6sR|?2(3FPjWs! zRb;LYv*`aoNE@F*)VFSXQ&Oq7H~iBgMjus2S=+AR<;zT>8_d65JPY@CM|V&tI@FUk zw)=QD1J)&{WpMMht?hhXK8Jt3rGK3SF|${z>1L+y+6!f$n;XOWWApLeuj07UuU4&J zA0iv{YC8-lGwSbV)=-VB?{lk2Umg|+6U)!zIx1Mt@;;aQUXlJ*^7YArLPB9mQM5s{UQAo4NwW?Ze>~`|^ z&Yop1zqeJn`tt6MfA>Pe2YCSqR7Gp5ySTV4UbajTEQf7#_8bp>!rQ_huVH141Q*wh zm|262l=UO4sDlFViAUbv-cYL$Mg(C@H7}6wH8lS z1}9?OO%#PlzlhkgvzN zGjVW3P6jSa6L|w6^|n&ORbpSbOmres+DCGM>)kX-UUFV7hC@hHDC$JY3hZG2WVs6`34 zzW`6=wnSw&0BIJ__g~1>p>){q1_K9#jSdtd$&#X-KY#vfXD87Qc*Ftgymj+t?Bi4s z;gW{H)P6NRXwq!4)vT>7d-c7*u=hwqeL6cLO#I{zMkl9WQAhrD930BW=dIpyxI_n1 z-!hb<(F>NWOA%Q^El1524hh?&6~vax9>nSyKFk?=*8UtSqb?vc6(9r@5I`qK!M1X8 zadpFTmS=PT1(myWDJ7#2sUho~$HE1ZReEv7Q!ZVVJAj-P)Yl)#BihwSrS2>-A@ZSz zW?nFgGBLZ;KNnwGj)<@D>LiQDGyvfT9v&Vbx=oud!cN&>jVLkhQxLvS0|=`In%}Dj zK@q2`t1Bwze66-F9o{sz@O;! z&v9+JzJ8zH$2H4X_>Yzx9HOgBq2oG27}0`a;{UUk@h>&(|4gp>@U!;I;3r9Vf_zLV z_Wb*v0_<9^9)U<9Z&V>@K4JQ>qX0GEWj3KUYjPfYN|XQ~Z$(Ec}5TPQW-#>N` z+!!UT0+Qd1q2dFC!L@(4foyBTLh{JD%bX^mYj}yBkyu%TC_-nKos!AXi~KK%(letl;0=+ka}W;PpH}zGT02*^B5q4BL+VUPbq=r^2oO z$5rIs{!gm_3iZESg{QZ7#8$VPq>dti>Bq#0n>YVCE%=v=&>+Q0)u>TKC)KHzm}JVY z^kDOzQxh#7KSM$G9&Q+ipkL8UU0&XC2++8_$mwK@W5*lbLWsN1sB#T*mru!S_jElM z`rIK+BPY>tUaIu6y3c`0R+5Zw~7#L>%_!(LM-q-Ro^U7v%a^}pjAd&UI zG7bNhLA@{u53g^7dOzLB&&VnzeSaNKu}XP4{mB1i7yive{!{9_IQ3`u&Gr@WQ`fHj zij#QK=B4XALA3ve!_H=*(SrLL_dW`y{L@-aJ!~t?SCNy~B@}j-?>qs!}rvka|JG~7pubh2z@ys4}?*< z1UL;+;b3>6LM0FpkZlQH$VyHTRsG|~k54?>9R}z1Z7gg~aw1VCZxE0KsP^2MMZoA5 z>`H@;c#Xx(tA-EKfN}zUGNk(pL%@H4lnk{|^7g-;g($WXt}+1_I-pCty4UBff&tNM zf*>IVWcRKuTaFM27bKzp(C8u`zO7BgOHvyDk#JwR8u&Qb?f^`9|8OX|IK|m3#tyDx zVF~;2;e+v`ShXlL9+X(3%$-bd8n=R!UK6c4Gzt;K0;?#$wrI5iid1JvV$qUP4PD|l zL_k0ZyFe-+o3N4kI;Y_vN8pO_@wN9UP|trki!V8|sqAXsQ9vN_Xxso`8-tDsS;+4a z`|A;yQF!*|r&17ZPMVpS)uq`+WSm4Djt@4ZhiOPH4z-sAmJIB@Pou5j;OKvik3?6I z$NWaBT9Qc^A-90ERM(ql0o1M`j4IL@S}=GT2uMWIL(V)ug1{mN9bv{vfUgq1g*Co< zaU1>?mWL)P$wxN)VQ#)dL_}v`^diYr-BS)w5l?%%iQ*v~DmXxmhA4QUs4~oS?jsQz zZ9sL}d3kyFgUMz_H@9tj$lXhB$MCZ^QV^#rCR~suf_7RkVhRxWy5}dMIYD}4kYz3k zc8!ph+wYHyBspQrFgZ0) z9E6Bj$iyBAkiX-5OO9HGLn4q*S(025Sv4gL8W93S2RQZ#gNQfOptm*I02$j*pU2jAd`!N4iIsf$A@Qn9gmIdvt zo*fg!)p;b1mt!Gv!B zwHdvXezIrW@S+Ud$R}dXX)uvcNG8J|PNxOK4Q&U8^uCNzyE;Wzj}J zszSi`(%>1Qmowp=*}YqYRlDkibn?sj{*a<{Af_?x)5%>*d^AM-8~Al^ASox(2xPj& zRV_ca;l|v+XB^1j$C_NTDEamEq^a=%h0s4>`0eyAkTto@4bJB3fD)aEZz*A7eX3mks>ScbwYzkogWN`=md z82)Mw$K654*-{oO(?4augdD9hRwvit$lOIDap!K(ixY@NFtL^ofa z&sNL(FZn1*x`#fXVjupn)jJd+6MBIO^iQ*mZghVRZ5~4WdD1rv$%D=J=EENRi1HOc zPIjQOM$2_LA|ZOfEVd89`omy@L|s67Sg#QFdkw9;8Ke$XTewx z!`&LAQYJ|iF!`8?d@eH7FuKROq% z(s~790U8h!9vdQgSVFixoCuTCya*-}B~8StO=8 zGoUVZY~TLjIhsoJ;@GxYYa^A4bG|4iN5fA~OlxcF?6+F-DL;-M6n(ivo)pk`pEb1+ zWfr7hDI!bBKeDsS1&aNuM7jQ8VtP!07yo!}5+Fd&BC){-=D`bvMfh))dZ7R8khsRphAV2^QsZS<|71C%l#05~ov@#shELyHy>}xQj zH#dUVAPTEd{*8hrX8`(T6cT76(`lU5BUzeOW%LlpN)GXX*$c|cgKfL{A0_Pjg+6UX zODS?fIc$Eg*Uc8F`iL|hZFVF5P15$wrJ zb-%C=AB@990w9g=W<>TH_Cb)XUlI_7c?#S4_+-&PS`MaJA{X6r7{kG(2vMo62^*haD_(=yeFYW9s&va(#Uc2jr+3@4H zzhqPUb6!fzJ>1FCy=W0FCdRn+a_9Gl^gQfu4wra6e*(m!osmXb@o`tzA1A&#e)C~Q zH>Y)f0rrwKg@jO#&zFLDsKlwVl6MaJ{sTV&HFRD_z9*v-|9EH{(&%ielhYB3-pOV{ zZ|O?@MxI(WFWX@A_oTN%euFrj5&4DgFsy#|8|D$!6mi(6lcBI9|MraB{w=>)h!h*@ zPWf$c+lL27Y)udHvSr56gX@2SNgPWrAH*|&_WBn-qFD)y&e!L^>iXE&9iyg_o(>(i zg(hh9x-bRpA)A=~QHA4KbmO1On)Ix~-+o4%8VG;B&ihq3KN#3Y_V&>A#ncQ(Z7@E~ z;rPD@GOyJDCDKn#^*1~ByT({5aqD)G3XhsXoC--sJbqdUA-|4D?5$qCilVJeNU{G_ znEdWTk1-bR|1&bqB+1K`gCqaECE3^C>ogGzvuN?++$+l%edOmc{{O-r|0327{$}+W zHI15PK8oC3@T+*a`uH(ejsJuO{XWZVmQ|}cJvo09Q9n1H_a>Nm;5dK@i;`<@ITYl^kj;~H8WT_i zP&OIhYhD0d=|6(LN_D=WfEOY7WnAVD=0{J2@9(ty)K6o zhs;?)cT?rs5aRSVF}=&pC4yesFjPmOVExn3RX>83>~D(2Z5;5&jdq!e(|;^3O9L zs^+X&gQKWI!>(eclRas4grfKidI^V7mhJ+xfcl9Hnz?iuI1y3~3Khk~@_hTYnL_7O zB)j01Xw$Y(QL{fKMSz>%7jVKxwtAW@)`}3UOG2w857h+vnr2;--)Px?TdOR&c>QMB z3eojAplTrScIv_?qapTu-oX)e(Nkx!klq8Y%+u|F4 zY?HXsw*`p~{ltKRbUpWAm%|oAp443GNw}TKYb(iw0yN8GPKtqj$?p62A=*|1xRQ`{ z2c2xN+@bH#bulnZZA8C@T9!)&YSJgBE@3DWQ@8I-nY$>>lR}{YIg#k9ON=1nMW8Jw z%|^tMDV^Du=ZQEB6O|hmm82hJ+zC;XqFI_23=7VOK#Ft@j##5caQ2}mLe}GuZZP7+a1frxsCrv!5)&`^<1W7N^;90B0l&e1bCU9vv{^xK_ngRmK{0KfL%;^J1t8w(#P{|ct(FA@zlCCk z2t|qIqJvMi=!t;9xwrGzGcGj+jsZ*3aE7bf{^C%}VoHZh+}S^`826104wgfHC4drGqu?kE1-#UU?ox7c zDL25zH8k)q6!dU+@4|=*!iR!bB;#0q`U*PCvOY{U$UVut33DvcNaJ=nj+C^;rdqd$ zLv0NVK_>TCsNVwLL})Mym8d-dbG)Dfv&H^pm>Gg9-v9Qm0_+}g_SzZ=35i62!t0OC zQx5v+h5r#=|13IXR4Fyq*AP}^X}R-DcLd}+=yd!#@d*5~FyEn+4Zq!Va&m&%Q+77K zBh}f5sB(abG&ig&y#6a(UHJ6+oN)BKUz(Kjq~!-tG=&P&lEaB0!# zPE8S=>F?+AYm|xL4(W6xna*-~R=j5#ydGW63h5W7^1M|nd%M8r{m(aY3JU6syArh) zX)ZHw5`%Tgkb(=}M7r>xi?6$4MMh3ZEUO^Ebx!OA}${>rr^3Ft)nK=CxM&Ff=zJZ6RhXD__HwuswnX>|6_ zyw2jq7TRv;g|xZ0Z3{;hzf)oRR#E9wr+^|{Cv!8t`w!1`$CH~$K$`~lIa(toCI$(e z#kr&K?G>7e*L6-6DE|X zWPE?SWb}A!%ji28hJ{~jt;wz1r|y9#Sip!o(|-~F&$2@n*2PWNMFhk)9JS)6!g#7- zRD(NseHPH)H#o59UZ6G~72`*^mm|}j+6B}|Wd8m+Kh5ngN^$?yBEaNNV=cN_tbRW} zv^(g_Cfw%FGW)Nza$5~#&h|}T3;R<>e(^r}n3q88f3$`S--4c??d^@`r9W-vEI(TK zWl=L}ur2iW`e`Z*tIw{ZC(ndI4OgJjZ2IRhNtvaNJ=RLI$yb&A^XTuan9j;msE!%w zxPu`Y9#2zps@pX(vP7dAHjI zDlyVVadYLLOMjV@!RuNOvYga@)20BvucGToYZJV{)3q!o|I!ul24^__4O;dz0p^a_ zrvwIrvI8L;(3U)EN)1*R;IG@zgO(|Wsm_oQQiK7xLx0YFQg@ypy)C4*iHM-#thw*3 zDSr2}0iszqgK_B@HMJ*@e1?$GL8vSVP(WIOP`B@Z+yVa7($>d<|5x&suN0{jg>JM^ zjQOe^C0BuT9+2^OQ`yaOze<|>s-mK6IXD8lXP~kDXp|_zx5a19@5}#wi{w$Ml`9=y zI6GnsPm!J^i5Ki(uRw;KAicJ@hnmd0H7@_GN}897iIunH(1LGLsV7j1;(_GApP;DZ zq>?sbh0wdC#Sdsg3a<)c*iVGUx5}srNeXH6F~;XD_g0MnGXQc$lXdg&4bymsfCV8* zY!-$vK>2zd_w_d;+)~a7)XwW0#2cQ_K9WeBfBDbfk{$!8(~mFq+@&mI9e=7c7RL?`m!$}DZvm-F%4)nKIZT=I$5~)|R7ho1q z6dYL>C^?k9Rk)<{0sbS2VyMS)FTNv_Tb%qxJSwr<-&PBhWLjLcCoIiTSM69>f zG(tD2fSltg^NK=vtz-dAG5GXpjlE;?eahctSZ>myLxp>V6wI))an?nJ*XFY=xZ-{K z1_c8F*E5oIP730tBa2wsK}8C@12Z_F} z1)^OGh&s;Am9tydYt?H0xeOLtk=Kw21MaRHjRRy|WB?X&d4g>Kn7C+r!-5|*MRu0e zh_08I*ygy}V&2VL85o2}(=?{Axu5&Kdw4FXx7`l5w65MFo^^hd$})!`I}w3{45@Lz zxQHXHmKs_e9OgltrXNl!mNk7_cX{Bqy`3u{G=!jZg;Vrt&)5F8_>gC$sY&u;* zK?|;pzCC{%G2j%=cXU#mN<+fyvzeX2LfWy-*C1Lw_k3&zz)8y^`-nL(xOM6|SBsRW zGBPxD5xfQp3v3F7-%edgm%W)DZZRHsn_;_;aRnwh&rNkaJ^&8V}UJZsq4qR^7t zfesG2GiUC4&bt;dz=}=Wlat4FtvwPANScO*m???rBhSLnbb{Dx1e6>jMZyTD4#m9@ z`YeV+*Ps2h1#>|f;T}}u5+vC5Ybi!+sG|BHU1JaL-fiys-i-O7$f}St{|C(&<3=QkzWKMAL@v%YGN=_Gd;fb*IE23T#o%)_bP8Zbm4k4ilxg}d% zx{`g+C_->FdGr>+dvg-q8}1`{PlUugxBA?w`{n-##6epzuq=JDusie1Gm_KFJqKQ2ew2OjcN071p#E$w7 zvbgpi0g#j9S!=ZoK1;A50JvWMd<`LBCm&zgOdao1)!mOwx@T>gpc>PQ=lswpsz%d| zf8UMl6l1-tR1> z59+G&IL972r>Td|Gc%nIeW`aK=f=o^0zyh4=FVa8{~Dglcz_XZ4)ifHQ9jO zPqnou=lu7I6g?vCwrjBTAZZ;06t&4r(2t=Fss^=Ue1-wK{794C-W-BmSu7F8EClqh zv~=-qaws+5fs=lS2{@#>e?5&nfhZ;hL=nKk7cOVL;7Yo5(2}(S6y)>u?|UEvBo~$t zNzjT%FKELPIL8$RzW{bEc{t3NWgt$;y_MgW1~u@Q))&b`VwxtxiPeYgb{R^9#IYgTYd}~uos$t zYe|c4c_>nlSiOREIuJYLV&s*f4d#3`mDKnSrkU|*q?`r!Rj86;@jMpu4|GskA48r+ zpZCSewPnj&W)!rR=%|{c-MxFazrFk9xMkzT?&=~8UwkQ%0bg6(vOjs!){kQZ6LJFJ zJ$>M{&c&*D0b{ByuqbNd#*DZWOlS2%yD~Ew9h@UpSGUw&6Pu#^HP2RB-A{bvgt}jg ze)mO8M{);EA@TIxyLbB^Jdb)`B~^N_AG@G~{5Ee!1WtH6ZU-OO)Qw_*I-&b4#jJg-MM(#Z0`==V_G$)GB_-K zDgHaG!snaTtz1dw)OB*acZ&Gnoz@F?kR*O7T4_bJx`9SKS^5CTb`g`-Cq=5rLoLBI zY{aZ3%cSo6Nu#&YqwD=ktMxy4roD`^Ef&CYwK&)wz+k?un>KB#X)UYXvdcYXt2V^C zBrOHR;_D1hzz+}?Y2wlzn?{!?QhO3cphDeF#Uuoh^5^h@%^=1<$tPs~ITCVX;7A2p zuaL%J#&iYNIMg+)u~WQDkc-rYD!U1S^+^nM9chZiCT+lsKaA3v9Z2;#VxPMVE%SF_agAS@1}bCf7=YDX=L^o5|_fQG6~MVr`fkeT%nb-&Fq zU5}CkU1L=1>ii<=(b*3;i_E)rKoyi|P{KYbR;Q+`2&}DnbRA#^)Wg4-Hqt6?mSuSKY&Du3|MIB@cM$7G=M!XQCx)(tu6x11Ui^P zfW#5r5M6`G)3)7S#uqVE5z#{)(hSxl>mvOzOo||?by)=kg*%gm#(TdWZ`7Am_e&;* zI$N{bwD)$6DL735>$a1m>zVY5@t(WVmo@7`GC|H051vIy3Q{_FIT45eEboBiipbM| zpkY{!DmdFuRnHp-%@T<30e^iQ9hp!x3HNLS*yWr7niSk6eK-fY_CBC~YTb9T)4{eL zx(LTw$G+6#K-@=%uOXzj1lkI z?)YLZI()R|khMAIxNNd7|Loa=R$p)6y0?}F-M zLPFC8pQnJi0ix|t1wjtR);tPWXRu$PuEkk8WU znXIYMdPsz*FQSS{(lR!fn!2ZlE5mMQU3-k!+1bN^lwnZwY5cpSV8hirPDIRz>u7|> z8a0J#g(%^2l5f`BM@&a{LzVkU#`akh0(2%^vr8e;hfaV^r0XD~5bq@j5*}x!zJmYy zRH%CAM-DGWCiY68sG-fx%}}2~atE1Xt-E$(_+W%tJefUWJKCc<>H2{<(Wa3JGWisZ z5~v&NY`tYmV`?FMA{adg+BhEIq_P+uK*p1!UMZ(PqWaAwrH@%@MYoa!&AT5ajW$h- zKLQ(oP*opu9G9{6BTLsA-rXv%vx!p#_WFb?!INC2}nGFSr!u#Lw^xTUg#S8aH zZ}Mbxt$(**gulM&tEi&8HN@&AwQBa@@TV>?Exnpl&1;rvcHE2k9HwQy-EY%zHx@%J zf?(n95bDOlgE_L)scGDv&nClXKd2joble?X)UrsFbkMgl>Wrwvj}z8+ovt&EVIgDm zTE2bLTeCy%T`2JBSRjrbt>EG@1$V%GC3;Or$0Zh)3*MXcqdx`(bu^^Llb%h?_Gto) z zQAVr!^iE^tc>g&PuUn!6i(TlH@C7gH#z;MgQ1PBiIt@w zuNW^s&!6Y)?9SVY^YK~yzJS-t#+XlN(a|it$g=ZCwQVVsRj0`RbaB$LCKQUzZR(-@ z>Q13w+MIRO$7V~ujeGJ4zTTGSm-8g|+;h;>)HL3}K&5Emk2Y2D3;L8dM`Y+v-sF%Eczrsp_tGkYtvrElG|GZ zldmRR&@Y^w97sRTV_FxZaMxn^fWj=7xVX+1al7g!0}s7(EfMaMrDt;5EVTw2lbJSb zht+>x|kSFWQk8d5qxP^kb*(sOlZzc9WzMirlYS;5xzkAnrdlM6r{??of z5v%qj@@{&04!f)L;{I4j&!~Rn$dRDAYMZRos??{p`4aDA#ku+gJ4P0q6j>lnQ8RDP z*Pfl7HLZ=h5!L#vJw{HDDq5q@|_Z zetf)kxUd^H(O(J6nlMx=X+IR=GqerisHl-vFq!#H*&;EE+A~HOec;CsRkEa|6+6fyoah< ze0618ph1t7T5XkcLxP5BLxO*avBsL0VSz8d7*H#lrdxh=_(Q%56F zGxu~MZam4qD{eY&P+gJmxs=)&ABE||3vZn6~3p7)7wLi?hbDzQ8 zG4QFYs`{=d7VU5i%$f;`ii(P}XvxA>XW4W5^23J@N5`5B%zCRI$jQss9b6^ZY3Vvt zFm8%>CqMtx(P7{DdUdi+rd-j?_YmHq>EUhfJ9;8KG!Zcx*_L{eBX0!DN=s`H)=W%H z8r?eV@g8%trf(lV2=|zEwrG8-VpTMg_3+W7u}@xn0nQ;;+zJPpQk(i45`|AbqlCE* z=Df==_K8u7NcsMy#jGXEBE8wXzb@8i_D9DmvSWgUOnkR(-_B85;KPx8raWLb+2r`t zLYA$fVG_=&XG(6{M;N^18qDW0os)Adl&jsH-TE*_A*BBbvwn4;fqT4hgq!Baj~`t+ zZtW%O+V_&#pdP7ZwD*xu0v>v9cd%LI@hOsQVwKn?rltlOPgpgK_SI#&&$whF*s8xf zh>11qXLMp#x(^7)?esXvYf3) z6?om$x!1P)*g@Yk*Kx~Y{uO5s14oc7Zq?VT`#3CIvVtGmbmg_;kNWFbSWMY>>!AiJH58CgpVG+ucdBVEy7UK4@|1&><%t?k^$?Qx`@& zmN+*iX`eYN(C#tkHl7}+?^4>4v0Hvify0^ty9HUa{}>{YemOfZC84|Je~jbIm2Mr-1LagsZ5<)NK|2I-J~+zIm>e* z>ka>k;`2GWuX1|A%_M$&xU~3PcUV!Z5*;1gt0e7=P<6EM|*1y>n}LLYGY&b z#I8?utiM727K^YAU+RhM6q0mJkjSv%Mw}`N#@kOMjB{E{ecEvK0jUU*uHXGmZIDw? zuvgN{wY%G9IsWv5BoEIqv!;{=loYvXRxvR#ox%$_E@S=CPoIj84>RySeb&MHp|)`w z(=<;?;iTynF`E}N8v{#3I7&@3b9*u}GRP*@JOB6M$E#ao z$N}MLF=DpeoXADM33u4FdDgetl$UhY=$#H8+td9%Ro6IsXDE_}TxZr2-` zH<&BWu%3srT7-k+@WqQ46SPv>H=1$DnN(dA3=1)|I1!#&F=Sr#t=y~m+S9w=0 z_HRtMq-+08?i9|)v!g90iXKI^(}kQvRq_Hof(w;1R##)~^H;Y@&rREs&v0R+VsPpY z?&lwiuXUXlt$%9Wv0xxr#9~)qdGyTGxGRs<+sCKk+aEpo;$;g2v1OmbF{{Ff7~~X* zn5_q|9u*hvz0a-?DymX6JDG?)72BA6!mRbFwegCR*#D|Wj$Gw^`r)qy1H*jW7Q1~V z4kWRUpCciu6qK#~wkPE7-3NQlyo$qKUA}aw^4YUdcwswi_vSC(PmdP~*>9G*aD3y& zjk$D2cxFB{eTYQq;Ai|;LeholtpzB#-jmb*O1K5NPbix3?h-G}_lt1?wrG!Q-E zrqUjv)jp;5os_8#Ry&Hn|J5p z#Sb_8-QINA{{p<-&QBuDS8S+iyx3(GFAmk;R{E_wR?ktj#< zBlZ^Y6Va0Im#e+)agRBp;x{)tUL@}HH4^U@>parUbX?lFax8%P#E&0wh+LO1 znN3g5lrRdLHNGj}#X1?djrpe(&AJfqB0c@}V7zOcyel%o2Mk77e6d5NNHf8+aeR)lJA_M^W@xCYHr8veNRjqc2(Tpb5Kj)IeH1>=3dJl zo19UAU(;9K8?loc6!x}70dA z#gw&9A%UuE7`xt%sPwkw-nC0^>(;H402AfYlfJWsoD~xvDoAd;MRH?8XXjZYiPw*= z*$sD==6+5uw<9P6^?b1F%q#DjhljmJftgJK1>Y68IzI3z5?_nNgD0pB44YH($W~QV zRmgErH`AXy2>Vvs>$qPRoyGrfc z8T%|c1b2AT%j;fUAJ2D5afi=wxS2N{?PJ(b{eZ;0YP&f!^jk(zf2y|&8MFLBdpng(%lx=Z8vhL(QRg|X%Z36(bdi@fq?t+HtitF^4YYlF=ROglC$l4!W{cwZL+HW^wJBh zu+u9Yd9o3@tmiiZ7Z;V>TxOGgBGx-P0;`YTduxe|b5y>&{`4X^KR9|Ks- zi}1=r%@ABNdjI|g(p@81oBmqNFgiJq%Drvdfr?<^5vPEZ3ZuHOAB!`AUUnaUEW;Zp z&#Zg?qQ1wBJ!xxR7RqApj$yYCkQTSM=8;CKzT_=7X?@Zr>^tip6Hv?PV^R41of%;x zfUf<5g5ncXa^>(4`S{aa&}|8wdcKGxO)qA?0Mz-xw!Hag2mp}+TH{>j>$@z1M&6Z@ zUp!c#AVV{>LUo5BS_u^64AtXn?w^)Vf$=#|;)Z(*f z%gwBIO##8AZ2gpei>H=p&BH6}`Sd>zmP*=m9=*~!bfV7i>{+Mje3T^ga9X5m6I+by z>rY}!f7Kz?F-9>g!DDtpcF&$YWTUb=cdpJTPtfddOim5q;;?phs&jKby6)DQIOF;=fOFV02ge;-)GRves?k`gkAGM*_;F3dI$KZZDCAOD>f!Vdwa9F2%!jkB!;g8_h_D*B0Cwxh!$d@ za^H}|EqoJ2i>G?zxd1_Ooi!Mq||vZbR3 z+>8MNnfq}*_9?P8I%Uhk2_xY3L<#vM8^+C|k;dW9M}T*fK{J)*hha-|@$xDXd_&&S zqB;FA3O6Vjw`e55GQjN?cVrNf!QW+DrE;mooWtw8d~Y_k@2%dd5FyppR@r3}4_;vs zMSS$_86PeI0oBx^*<5ltdcs~b>`B!Y3nT-RXW4^a#MZykHu8Q3FVgY+A4+QwDx_?)<^Q!O{0OJsT}ywCEPNWRg@w zK(cQX7?Od9Uc9wfE@8*P*5z$GC={kEsMi$X11KFN;2ILONC#!w`ZR5JBx3G0{|d)V zKw_h#c4%B&2g^UvuVUq)k~k#k7PLvZY342@k(tS{I)qc1ZXM}w9~`{43#&$62+RPA zhLoY9VNT05ia4mAi08${h8fNENX2eoX;@o=Xl$tbMV;k&Y$#>lbANpD%Cu+^!4mEl z2~p??wY|MVF|_wvE~pTy@6{C>Kh5$ORRnWTZA3Sd-0dG6?DEP@LNZid6@Y?+N^+8G zbCyNR6TAr4_|29m4wD~WKcc4@>8Wz$BP)9P^l3r>jHd&gjSamwAp0p)(fEqRT8ih* zLm-6JU9X<%C21c_YJH}eR>5!?H(3@|kW{xei`BMSg1rUiuSPH=H)j}|;h(txY3$U0 z5grQR653d|RL!L04}d1n^!w$;AmHQd2O3G^WSP^oo?L@()tC8mx3$PqsWtvu`tc+o z;uE_dmyt}m$tqt3VA>=|+J|HaLRo=zO#t7aO*n zMvC^JQUnx#tY-6=RyozOh!VNY`o=y=7%OqGv-jRplB#)jaiP3MU7X4zztGSm zBrcalufKJaBH354;c`$ouM z*FBT=VbsBS%CVFqQ2n(C9VPB4(lI5WAhmE(4je6kLlObf!>_jstSD}?)eW7#6l7>@ zJb==g`{6H!b?et__TMek;|-LW`YbpG_#!iu;^!Lgrr(C;bGT+pP0-8BBD^=c{BvNt zqFvrkx4dS{otc?w$h9|{!CG;+AmYCmZn%ogq}4wjzRxiQ4f+;IyeI3zR1}S)zTg*^ z=kMU>uP%^EwNUvoY?ZhzYZ*o6@HW~<1*1YX+uwix&00Qk#QuGrVC+eJM!A}6I>YCq>`RI5z@Qx?WJ*29stPVfWVl+=bdz}}17Sfyec$NUBsS=r&6{pXxK6UyT~Y}Ao?$np zViPE$^KP1(c|T{;R~rq48nkWOwoaRzW657eABXJ(O0Vw1>R#ckl0K>LJcZ0?hyJx6 zEomc~8ObFU_Z0Qy!X33;+>vh7!LZ7n_7Omxf{q@)Km2J5H#V+?_j|Hio<+HcGaN$Bd zaD>~pm&}WwKe9{Mnddq_h(;_7WLk%QV0d^6=_g5D0{mw013?(b?l#`$IOqU0?Sei; zUhhPBWaOXJ#RrSjb4!vqcJ55H?Wr98_N~U3Lw+5o+H-kGneo(nJIK|NQgwZGvE`@J zoK|o;;@{k$XV4Cw=aWbGirSNeT%J3`kvhNL8(waqD1SkCs}X^SZ2B+F8M0{VY0W(n zi7x5e_kEC4MeWPHFkwS-B|0!QQ27l&rbMI)mUPVm!N|nMmWr1A96E=a*ROM`DFBb? zfQWKqP$CnNQ z!Kz_%37gh)637Skm*iGOqcqBFYB0K$ zAM(nHl^X>P;d7`VzY^fw)!Eq_WE}p@Y3}A*QfXgND3QU`W5XRoi`xY49O zMX#k7y3#jtB@&=x_MR2RKe|J#R#0CdQfyy|j}Nw)wOW^KIfBi<`j0oa2ptp(8#vTmWEKGcv#|wV?4F z!tr9$Di)#FaRx<&CFywft=D~g_5v;%9u+XE4DCzvL9Zd%AtkrVCKufR!;?8QwYS#q z*4aRaSsGW1Hus38rshQlpd#U`j9X06uxtrByf4}6SjuEqG85$%zP~?m0=@Iew^%%*^+yniJQpt_XDJ3=9 z=Cb%+M6v!E5asXhsGlV88wxU#=&2QKQmso@t=fxC>n-IrxuLYQl(pq8@J|hRi(=DE z76?$U9{EU_o;5ZOOt_7_$E-uY_V<@sMd){+3(FjO<7=#=a_JBm5Ef58W)VOQ@oGDX zT1{1PDbKlg5>MTO$Ec2=(hL zbmr9x$!{;#ii2>Oo|%y!Erb-ieC102Hp{(xBV%LbGtGJ`BSg0@UL2$a>U+JcZM0G&1A^-j1Z>bqOOJa#rpTA#A zE>m_{G%A8TvK#liuG zD*SuT$~Ux_{kjV;AOg(=l_U|dK4=JP+%F;`0%-7~ewN#m!ojk^~A<_A1R2S;5$jT z&&0}_f)1d~V{S(7=uu^)A`U7@FT&V>rHs3=cIPfJF>REwCu`QOWkOD9CDd=9YP`W*ead$U7)2-yyXYz)h>0 z*DpdRGwNfpQU%$jGAm1LtIalq+b<>m*tW@O`{4ecCX4eHd)}PdplWJ5c;Rf+*|hs7 zR*`$V@9oKGE4o?L&Teq}##&Y7J2_+I+n%LQU;K|Qjn+$KD?6>uYvYA(HQQ{I!G&k| z;wD9XJ*^x4!1383Z^yCw3H9~nekl|NgLHDWm5hnQPiB4wh{St2esGv)*<9s~kr;eC2B${Urv*%9`t| zv$?l#KL{l_rh(y^?jpPU#UJmOHdTg6TOU}yTp*hj_idx8zI4^HWh!!VHyJk{)jHQp z5eq9BtJq7GqguNraotjZje{unBfs`-e#&UFH4>%nw^Jw68nlR}9F?ToYTc zFxp32B#-!xC|_B0Khd)9e@WH+vM#x2(>fLV`i!(_uN|}f*L!SWCzp#dK$2y=cF^~1 zMl+-Vos^cUvNCn(<5w)$JjdsgzTw&I7U5IR)$u^(p&-u)xr|=7VW?3w4u(bKVHA6y zxyXqeD>hHZk82$9l9Aq<8Lz3TWf*3DzuWLmHa@<2uzhs+PFUE3H^-zGFZrHw=gY#c zyrdVPP>f5BynNZ4zr^y&Dp9E_C|x<`?@e#{RcM~rxUnl;jG})NoCnbFr8+)YN7376 z1C7#5tl=gOCX|Gw3&h`i9N@MeayP|Ojl5azA?7l_*1sNx{6gi!e^j5k{Y<8>oUek! zQ)H`l^4;Z(DT!-$s_q(f8}?!4+w**%@)nvq$#YltXiZ1-Fx!4snXdVD(l|C-(_xXt zDYp5Ve{il0EJX@86|AXcuEL(!EdCL!UuYrDtNKpR*a zB9^bJQa}IL@Anf3Xkdw|uV0K7f013}%?AVNYi7_~lBAD|d}dFoTq0I})WH)w!st^(R+`NCq&dkCtaPG&0I15p;Rl>0lMhBnxgzpnL1V{q`BsbV}`RdgK zAZAjTm#o+j3Gj~9e6yvJBOX5{{l&XXvj+5>3x)>l#JlXo+oWToqcuM02dJ7RG&AA8 z{f_GY8E7*n4ZKV*?%t}!SYkb1@PTqZYiX~4CjewU%ooBSNhQbX)rhl#)#(Erd>Lld zk^51}1K3}_c;S@KyJN?z0$x-vXgjO}0O-+Z0~|x@B%#E*bO#ylI_ZPAGF_6_ma=SZ z%r0T!6TYnv@)bg2*KN4JBi2^#qU+yukvvc73w)pI^6J62M%*=qfqF3@`1(LlHF|Fp z#9ovARl|YV9t@#iDYyMD5|6H5cWqtxWMblqHJ_-b&0#Decmxd;*OGKXu)HsH^Nk|f zi;Z-XfD-bys~+$II*iV=S=jT4P?A^C2VA{w&6-bpupc8w=l3Ir-@-V4Km{8pBqk`q ztmVWF1LvNB>Y%4Jyi7W2r?0rW>F5Nb%}fMTpsF4?@E1Wp=$M|iOph1M`ImR8!dkfN z6dzWBkb17w+@)wQlHgQR1w!e6UsOc;9nwS+^_v}b!(N!WYKb_+z?ZL#SE>gM&cw_d z3n`mg_QiVWU1s7`?GIQA2^@t#Bu;1hQ(Agn{%53?FQ~XaA~Jx%5pth)5;lLUOhT7z zIL8p+Slzz9KElb8kBR=<jm-moofY+P1C zE^NG=w0l_K!a>v6idXJkm(zYa?cDT_Z!FU87w%esJ|y(zP0mys?d00YF(WN3CYa|- zDe|=6{I{|58U(cX{g+xxKl10Xke~8z8ILU9e0A%WHdm675i_DLKaHXPC$3NLPmH$5 zc~mb<)3O~U?&H#4{%aLGEZR&RNUT#n2>&O%atg)Ew2{ZrM)XYz4H_ORk;LzvI@*#I z7EEA~C(CWf?&Ry=AO3%Ir9OIEym`HsdeJQHQ}CV4Zt42*e)~xakr1@l3Morv6b_*B znv0lJv1TOVMbBrndX?X z7W7e+H`0D2BPDXekDY6KapwU_z37TH^tRxml6ATirw3>sZZxu(oi`92UTimc29Z}$ zRq!W;@{gzXJZMAgqwDi^W7nEIMbCNdY9g!q&LWGUApf>1qp?6j$~bDT3~ez zj+VD^kRQDK`JVoBHsjZ?FR>A2jErIkv|qjY0kU$U)%!x$szkpi5R62D zfYt8i?c0rKd?aI_lWKlX@$-rNlS@+45tx%~4&_U4zc_4>a8d^8=7(-BZ!_imBl?0h zNcqPg<2lahl73_E<2ANMuxs%?(zD00s>C)pIokJ#&HcxIU%z|z9)axT6cN!RK3Q~U z_9a^!UsqKDI8przNp{kJ#i{A?GBuF)yKfl(1(b!s$3cgX`=6%kGXOmu%m?^JZy_y>f z)0h9yZGR2L+wcMBs43oVZonE+Jo}!$DDbr#XsnQYpYLp&X;OEDu;7Gog#}FW?bK}+ zVY%(Hw`qNEx8zpZrUcB(rNaFRU7y(m&LU#)(bNn;hVHJ}!NKv;t;)sR-29?S+lV{w z=fdw2AZ*|@{dS+cA*KDAr=>3p1Lt4_1&N*lQkM%3)a2u7&kNj9w8&z@xx-FHKl?7- z(2LYP%M94T2>g-0UH?@B07H%?`KI z>Okdsx`GX0N~_Vy#v=j;^6^L$EzrLj9-Al5iI0Eiu85-cMVlm9-K-v8Y0rjA3) zhE>Jxz1uh!v{QT${q2!5GmG*^Quk?6nC?p9<~J;ys(M^8(DkAeJok5p)4Wd#F6a{!%wu@wAr&FA5S ztjIr0`E6n&|D*wV3Z-s!wfqN2p-li5ZR58gc(s6n^M^s{0a|k{!t!h*uOE4{W6k)Q z*Oirx#OQMAwlT!H z0>@JC?R|sQLugGFltb&fpT=sTj*JxB7GAQuJWws;(Yyi7e1t^5RJarN=15RJ;O&AcY*v~ zun;x7%^?KbtguOK)V3BF9cdkV0?)q??z)YAu{Dom|EQ%~ySiHG-dwr^HkXWItX-94 z&WKh1*2Rlx8qvz<$vz-Y)%IVB#7++mO|zG;Bcd!{J=L-ACe~KetxDuRN~`SY)u+ ze0`831@eT*WirACW%!PO6DP2bR0*hhWNKlw-E|1iYzfKpZ+KVXO3uuAkiZEw0_2EM z;KD!ImfYZe00FHZ?)-WpdE$P}Fsxw|NS?mm&AOnNijZthu2K#z*%R5b@n63l17#Mh z$3m&Oq`wV5ze}X6$+aKoH<+6YB$gv0IU5BMYQs;?!QrZa;LN%WZ%P!0Gh%ghFF^R%NBqSnk?rpQXXD$-b98JQ;(C8Q9h~0|VC7m8AtdQ8b1prEH z5||MScJuTREf!8sgXJ{}RCd$mQC(LBMHOK$fk(}w`;nbLhKOx0$(*MRgmQE!!c24pe;_mXvy+XBZbg~0 z-5U#{t_|vF?T%v_rlwi4ORFj?m5pK|7A$n--uCdKZisieti9B%mb z?HdxY+Qlwn3j$H9KCxJ1r)J_4SI5D#nZbH1k#Ao8Mi%fS5j-lpGt1Kq&6e3ZI_w1 z54lh0S0z7=-AEUAT=$c{H(?!+rk0h@vG0BOe!}@h zN_-1;t=0>Cxpe8$^FIAS?@{<9k2uI~JZnhBxWK+WI>g{JEkxa<*k985ywJL|UFg5)M0Icx*>Zun~~Y;Lagn7y~p&^Uy) z3RjUJ26yvC=TChD^OPY^XUd*?(d%2p+_Wswt>E%VE$7WUraJhj3HXUjqTNfR#i#mC zBow%;#NNSBOPnkQ?h}VG1w@=m$=U6@ka{!9=dawpXjE|N^5wOJLE)u+OS!^&)#S!E z;gTmH%Bn#Z{yx~oO(ioUQZR$xoxG!LM6E45qGq5y#cS?H4q^0`+EPZH07V#k<>q??F4;lsq1<4&drVckEnX3XT zzTW9g3;qE5TZLF8QgK=dYhCF*2?1JFN)X3l!o>ZBwLr4S)02WpvOwoNVhq9VegN09 zD~|`JUB)n+(hFqU2=9kI6soblx{?BzSY?Uz7SIeEJ{eM{5)6N}ur!qEdYL3?_B9#U z?o4d>Y)ZD~GdnD&5Snk&{Xf2dE*sj7Nl=zEnOOnGB?d-v-{Ur@8xUAzQ}c&!Vx&YI zV`QpCMu2mPU~4&F;?pJ(htWdfeL}mlSK&VYejpb$FrGpEdv5vo)F){Vb{3n^iYxo0 z)83oKR1xZv7_B+G;VMBdMEZYp5~CC>rb$H#n*@&UjU5Lv0qr*GBTkoClV7{KHWB=MFBv z>kqS3SEclrU+0jOr6gI;lL8ASHxe3;SnOehC9^+xx`8J9;AwBd+Qh+x#l_G6I5d&x z9pvIv*u`RM+f!epXGG`cvbsXWz^g>QBCxA$lW;+ji22({fI_m7wO|M(jSk`4NCSp{ zu3NkIQBo2Q1lKnm_VbF8KRaoJHZ({M_2i4hZW1>21AFI6(n-)y0n8e4dlWt)AZNnY zK&dWmYHB*O>lWcuPGp(a07JIckw|W_%&Wlb^u#i8Yd$r|_&-pbdZ(8BSH+3fn(q}f z$4smDQczEHz zVR;uuD0pJ{LMnD3KlzLi;W|Fu^iO_eo$SGX;2!NYNQs}AluOnL(jy>);ru$<2-?jqTK&fzsi2R?dQ5@`_FP|dc*uP}b>V+Py4qO5g=Nn$~$*-Ij-7Ke2 z5dgJ>x9OBvn3`XhTkYrc1fEzyg^;~gDyqKnpjqb0rA1q}#GNFt7-niX?wS@e>z;Jr z!i#Xyh3rmvW^seF;PdAdhDMWI{ExGf8vpz)yfJzAL^3}D-TW@cHn!Q2ELhBAo$ZFS zrds(70cL>r2E-DIjcpIt);cFf7g!(_5>}9lmD~QP_NvLYGN9I?`|Hy;N;`gb!;+tL zN*OT124E7AJd&fI*?IResx#u@pjcTsENjp@897?9mquiL@ZV6gB@XCJ@NK49puXFf z24UWPqhL&z#H5)xNN0tVq?;pS{_nE)(xk0Wy6w3O{jaICdZnE$UGuV}#0+a^+Mb_7 zoNKVRC1__D5g$}@7l|zYtE<~C-jrSCvL_tV3z9&FE+4NjFX!?2bYo{dTmkoXB`!fi z+57%Y7@Np3af{0r$j!x>^a8PCzA^@Jv;Md{eCcTAEOw}?-$LMQKhmiP%=}wHW8Mz4 z(|lDx4hMQnnf{Bs3Z-Fv;8W%f!g-^xj$*E>zl=N8k9`L4)CD`5?BRdcYH#d%c+1E< zEiu?oRZ(_fRf|O@^Q^Of{uQAgZ-Al?zrtfy_aCRWNW1I$uG_rX+(v`^+_V3>Yc&IL zq`|`@SAd6U}p0&X{6G)0Bk$+j6-K z7nq8mhGC>QcV}Lkr300sYzY$N4`KudbM2)&M@$VMiBYJNUL+(0c~W3;P#eK78iOGH zsSV}@9zHT@GTOU(hvs5R7xKh)Tj4W`FTS>lIcFCBd2#3AvmBa;FHZ?Dr+-}m~i`M93gr2yrRxPza8Lv(GmQW?Vgw>2KF2F_47| zf^<2^TSSUKpf6ZTX7tGX6ijPJ$u(J4?}?#z0J1^-H8%Hi4n)tRc$!{CavX&o0&5E) zSn(yZQs#da3}JuoUb^(o?9iOzPbYw^4BtiA5XjIunZ89ShuaaSA2b_kSY(<~XC{AV zN>XfK^TZI8ESWy(Z!gFLLgu6rN`<(S{~ebS*fr>01K{G@8B)=$?_Rz;`yBAk4o%IK zp%Pqf)7FD_!%;N4Eb?-Cx`4m0??VJnKZ+T^H~L5QO$1~|%LkfbxCK znW~|&Rx#FZ+9cr5y;=*7KpG2+U)*u^4lj_ zp~V0Fw>>TOEmuw^sSomHKPq4o8j~oX21&?7L~SI~IOwbY{ya<`4y9qKB+@u+uVav5 z;y`od_Qizw!9fW7QZKf9BPyBIuZMe?6&QQvN}7{5qn!5p^HuLJ2Ht9nQeuSec1C+6 zB)SIhjD*WWZ3o3SiO zD-K^5ATJ)bo?w?_$La}zj9?=?5}DM430ODAf{cfgM2NwqC1e(gFawZ5_nKgY+Seu` zXZAn9<(bLQ(9L8Z1nsO2-0mP1B!MjDF=fUT=$33ZJ6roEDCb^L5s3uPUAu;YT7k1L zrY`_`Ta+6`iUbnT9m#Ya(NYQGgP6{<-b6MsPij0$?E}|DF}|g)?v0hBP4^%N#SzLJ3tNW_7>DpB z1VMDWKFCQh-aDGVI8;PP8{k}uTJ%rck;7`RU_~Q;M|eAPEwohf-1RNw;wM=*hr@q`->Vlc9D)CTeFfyg^ zQK5GrmV%p1+!F1s(2McZ?y$oVPi96y7Tw9Kz|05a;fFtd{IE%-y_|9mDf)1S9=B|P zo8AvpRt%9SN_^Ow$de&cl*nH&;5Gce0pKpL2_A`L`7<(NhlGSKsRKBEK?5Bl$ewL2 z*u_s?v`FHk4LdeR6(fAW*`EPz5 zAZx=;#Zb;sYf~7NA$-w(&olV%|K6GS|An@TxN_LsM(@HM(~))ot@%yZgX00DJo_sw zv(27gjwek-v9<0`wl<@Df#-4{gjc|D4H(G5rjc*ba|~lQ0ZTs#OiHZaA-WK-WX8~s z|D>^XQ;L64cZPH_SI{~>LYgKv89zV2C~~}pX=Vb{7czxPtmPTyiSMSTqi(FFInzR4 z!O&ISB>*%NCj^j>x4z~w+6!k+gHKTrhO~Y=3RGIFK45ad1&7Um3sdUDmA+9J{OU&@ z7Rezc?b!uw?I1aH;~?A&vs)^7>Emk2js>!60E_`sYKm!9} zylMSqrFTUv--H!S+n|GQC84cs`i~+Gu6f?bwv_O#dMwHu;IzGw-%P)L_?u{%PzTz| z(a==dR#$04ip;ei^ec@^!pmr={6lSPnnldr${*s-STqJvC=V#o;$Ku$nFKDGaQF*B#A=aVQJEG)D zPk2CHzQveDGp%c&m@b7Fa|m+tq7dj)LMAxGQmjQOGw;-ttrbUDGUwBbkRR*7;2hu z&Ne^h|3om9Y~WmsK50cU=XYbjg&rQ5I;VMY)wlgq8hl&n7#j}$dn4RYRbxgq_@nxw zD$O+-sruX9wVgUhxz_*km#x!CYk|5XTDIdn>uIWo@@-vSllO(K6C;)PE^J_=qj&~C zC$7*1n<=4JJ@uCs^9x~K8FbcBUjacudmMH^4t(>K7*vwoXn6MM%1zzG6F)PQv6w7u zFbc_aNMFv=IrZ)Y^a=fU_3lYX1{= zy_4IPcq2VecX{k^IrKs@oo0gxDe0#(mVw!gTPsB!qkir0;Duf=WXWIMK3yGS?<#rU-|ZfxIT8=43{J zWv^u@W)v#kW~Rr(%`G+ki>t!`zzfT4d0$w`IH>=(g9u=0J1py9@&sBYy~ve9AMlaz zZ~o&mO(`t1F|A>*-W$ggky){ zpXRl6mOZ+61(&d}qm+PZ`tdi(=vLJerXO997yCEgM|lQ1OHKrq0(fSQ!q5;#2JOd( zVOWG1N5&_CgJW{ob zt?Pu%>%P#3pUuOMEyU3=YsTeHZ@5ZyUZS1N;lzdpoQvi&_WyM5L2Ms@i}G#s1=`80 z3G&jvh~XJuw3=j01(B|W(^96wzhPEJJ6V&|SR7`>0(StOCllZ^;Ruo6NpP^oV+;-$ zqzP=fu=S@ySo?v#*a%HTvg3DOnqVXc6_QHE>ZxQZzhs!$Bv4^}VR-mY{Bz6X|HwZl zwUI4MQU3$x#XT!Jye)`+Z}CnDy;1UO5#rFn;J8LOO+bdz?|+|Y;GpWTiMs zhA`i6E?r946r&0OLNhA=J@4dY=bBf@;b^0@dlAXObNQ*?9GATBKU{CH?na8!PI$CW zZK$1_4dx9|_!%O8`+l4LU|A~ddIy*6O`5fih2q4qv@-`w#f}ACeCV_hER4tr3(S4! zE&CAmvq%zm<2A9`Iu0)mM>(avzl^2-^KqhZjbbG-jA%WN-#n1O&i34OgZAt)PXB&( zU$o!Ak#R(Hvk|EUWt=#T z(AVj^Sf$SF2r=?wzNYgg#g;aTpuB4$!j<=iaYRQ_sJqlpUiGqF{ZX2y(NAu+C%i{W z$08)Ol1pN0v!UfI}{$Cf}n1?Ci*4tiwR#je!UduPid&NBlx??YX;+21$EFs@| zijj@2@0}S9#is`DtrdBcwNU2epK$bQCgQ9K+B28qoIBbwA#1UUQ6x`*5+~K03p)1M z#x6FKeYCZ^q|!nc8CpYThdkGmyCnsee-=QjJp^xwd5MP)f6q(6W`(OpqGE#eXmXI# z%HK}m`N5Dl^?B@nH)?^;m-3>@`StN*p%VmKM=hKh+(%|+t*xzLj3B*s z1f}aF6J6Bd^V^R#-DoR_-bgxsKqE48jfN}kMFE}wrSkSKkBdplky|bYsnm=yVB^xh zH$0Cm(N59G%oXY^NI6s`r6%H$AtF~UPKUh_Ea99^24B&N5;%hHTm=r%yb6o#Hlnf; zGZ=WOyX2EXo=r-3cu*T16SE6P+VB;O`Zh=7?IS}m*!Xj+Fs-)sDLFGWoSN~ELDu)8 z+(Cc?s2z30OAc=s^Ks)1SBYjK2@a2NkM&><3C~HqG)(86Ic z$ATWBTkAuP_Rrtz-+@6y0*z^BJP
    QLDh$leq{B&;Z1z8wh+wSe0>dS@0-r zgxvu;7O|vd%#1aO0x?ue%mZS>Fq{n(u$s}mN|8i!_&amOsHl6JNWUK@>!g{(9F!t ziqU6dxY1q?KHfl(ndv(mnh~C(t`dnW;vluJ2 zhRjgFM2I1gq-N($UN`1PU{o$1t58vYYAuj>=wN1IupbBdFHC~MgPz$+q=R3G`NT)T28DSp7 zqy$MC;GIUH8uj2+ib~K6r>qpoPaw#N5^3l@lLGqX85|oYN&X~h7%FS?*LenJbomNr zPWq{&#_m0K`m)vj>t81g-6kU%w$m35;MmCV3B;p4q*C6$J+;Kh)C>EUs01ImE?KER z&(`q>A@caOU&@l}3)C`*CRPy$10kpx4NvBewRQc-$}3n>&hRS|b?p7SclTJ8X3iv0 zZ!ydepoQ5gVBaMUS3|0QH-;P$Qp_g0CL3SNa8$T zl3<}=z3*^rwz(Cb(aZDx{rkxPb_s_Qr7Aw`Z^u3}&yaV3Hx@BfqlEJ}?$N4N3412#`NqA`QOyzj!jL-&m6P8XHDE!PdM zc66M(2+dJ_a%!}16h4PKH`&qKwLB3KO#GU$bSOme=s{|~``|$gSw!lSSaQ#6YScIE zh>=IPk8U%Fl5-Phn%yNMqwJ8WPX=(HNauYLlHdqyZQnG$64o4jm|PA}ETKoK8~m+%d=1)Y-jKSZk91>>XG{E`R5@P*FJIq!X#N(qgrno? zdB@QVs^$8!E?&6DXoS`7?j|g5?}SZeVdX+uGvJ>C@QIMYvuv0qrXVQ8onsF%uA3ME zp{_N2!d-{0-lunRy@4%Dih6f;gp_3S*X0YsE^u`3UI#jta2l+HFNuljIAC5_$lp)- z!B(Coew&y(&}6E^BLVA+AoYRRrRQXj%6})8jjS>79-Y8iL{aiYhJsJ45;g^*^v<9g zh5Q@95n_|S)%nwn%_VC{m`BNRhI*9=S6+Q^5Sa=BunwUzM(T5CYr9^VZ#KC61V$tC zGw1M8+5XA1l5;~rR0n1PW2Yv}df@N`e@N-38UH2b0+z0-mGsBcO=kUC3h%FP%ydS=X2}Dpj=N*oX zUT@-8e0(Z-_FEp*bNnz%BK<;?!vC4vB1!aK{Dhyy`wRQFZOC6x>(P+Ta~ftDIA@54 zhp|3YOs|#Oijzc+0W=JWbs&zXF?$VxL;DU^?wqm#q; z3gQ>k{*LuS1`XZkrVZ@@4jUUK-G02bOz+$@)6PCu0WzhN-|+y8^Kj{YQMg11f~SQ; zlZkPXrHK3dTACAl{<4CYtzzK!;?XFFb&Yj=&=+MD zLlIj1{iHU+DiH!1%fMU@c>CJ*>zJh45c>W9E{Ay)cd9~9ql-k8Z!*oF4X%=@P4t+= zR)l(b?b@{~sqE-9sxFc-yQ$&Oxfd`z^N5HfXB_4y)>zT>2^*7H4iWXnm!EzT0t9k{ zK~mS#LnA`md3NX{E*Gy{wF)KK&3+qmuc^o1eo|-;I5~ zXuMU%Eemj}%QXZo3fxp0^+q8XZ)Bq_wCD@~g_27G8lX%|PfzQV%?*TcubKmrP}JWJ zty(genHcdIS6%l&7xD=$pfa;tX@Cj|LwBm z6bM}Mc_&G>(2GECW)V#*7#ZtfBIr}wgp>wZ-D(oeiYOu)lW3UhJH#mYji_{FrBGGj z1109`Cd*7kVUrRSyq3q8Kd(US*JX1^${0Eiy?;6?GpBQAsWUn2JUW^DvTdeE*}V#; zBZbm0manwcVP}aO-2eYoHmhZpkF(BELL&5ilRW? zQU*GPR`CTVewDal;9saEUgnq|MDzymG*dk{>e0lXJ?mUK6?L*|g>VOfHt5+IotL;x z_3TC~m8d=$;@BDu{{P|HlTx%$L2owwit!2v#E&ha zcPKS_BpQhq4_yLr$`GR>l|}$78N4CtY+)t+srPOG*gbJi=pg2boZ&+j1w5u=+0lsA z7Z#q14tj#8jIO|=gQuHN$t08h_3A8*_}KiP&7V;I&OyP$mX`5^|F=>VVB-9O0}}HZ zNRS=D#l~lT$0gqdulod02MM+qTvBM^`2{r)5raR$FjbEaKD9{5#&i}sQzCJ|wP6?l z2hJe^E$({KhNIQabAz{|{tHYu?3Y>?<<)&qFb_Vs1W+9TnXV=G_7KmJg<#ke7snCZ z#BfvCV+gIUvJCSR#wHnr`}&6ny4$3G+QF1!eViNwWQ0AeQh}L-9B70{@ilMWOU=C71#Y&l+6nS0VCs${GrWTgcDEf7t|K zPq&c#u|Gy&E&aDE;{1X3wlV3vuK+eFz^vico7=tKpK;K($5O2F-v8hqT61J2iZ zGKvcq^xOw*kbs;(W+I6`CR}#lFw#I)!*;T~o)?#wW6o_nCl$UIjHK?_5oWmqfE0_6 zOwF(!u$D!Tj0d&Bql>l8vSO--i|elRkC*VO_IWwiV5O^cy*|~@m}ngPTyYrVKUCV8 zGuK3n{xqf8g?WDPij{>Z8A7&|Bv0?1T+TdmiHdlHdOW zckf7iy0W9AP~}EE#up_Rn6&g3f3=w>7|4~j$Xv}7nq8w z@K~@&1lb=Rs}sOGqxV}_BY)#M#=PgL>57$m>7jTFZ2jL^Kt`tRt2NX^r13+j_#zk< zC!*IJX0Plqv)N)(z-n>}msRocZ-&3UAosahb!#m~$T)&|%fG&)gy{-VPjO!S>*c}W zuJU@MZDowo_QCKZA`zYu7bdHllVzH1C=aeA18R{p$K1ELgy<4EJ6RE+7BAfEGDRCk0Ukzazhy#M( zB0%DV8m|P;5z8YhSM)N!~K4IS7T(p2$#hm@yF{HL&Xu*SsqfK3X`s z?KLb1R4~Fx_631Y*B<$imy3(&fwA$23BFa*1IM41G_So^b^PIxaTV1CY@a%q-`I#a zVlwR_4}(rZf`C4W?~Ve zqutMZp@CCZn(QK3ePTf{uby7&h1z5@wuTG)-oIOH_UG@F96hp})?O}4VtB=5K#M#f znd{Lb7L0T{9^MOa7jNUK&GlmPL@@) z$-ER8yg9t0qHkXQ&{Kk>{L(}GD%;2gq9Nju6E`SycBCv-%NDZtL3BS@Zyu1C7?*+@ z?G@2FL7Q5DQeO#P0&#Ptx1gZFB{cJ~pWn&eP1B$2nWP@NPL1?DkaV&Q{JfYvTqJ>= z593}D8EkQs1mS;x!C-N8spmaj5gP*z9Ys6|ZZ0x92vpif=2KF~ivI^oTscmT=NZW2 zE3ju5Yt-@;Q!8#VvJdF9?>TcMC6yI)ISFQ34JPwQEDGjKJhjZ|*##pIFE4L#Kd#5WR?-0#0TEg?u7G49_59oIm7L`Gl(QAQYr&tQjs^0_z(|iB zN0c*NeG7I57e`>k5ko!4zO6L24g zih~8UU=Jk40sSG_jE3xL@$u?1qJYC;c#KBuzF>Y@9GWg-fbu5vgOPU|l(|GjQ!K~s zE?Yv4j;0f%9=fMf^0^@H(YE+AsKa=v`6(M;}qP^y_Y0hFlInVPcpZD{9+C)h5suFJr(!op`P41 ze%;)T_0h~X=`dJU|L8S?n~+bas&GaSgE*lwcFC(Vc6L&;T{g$D%Lu@i^Eb6i2wE~; z+^`+*8}0jY6PtuLcefuV8*l{igyQLuL7@#hP<%}aIhf5sKt3cy zr0mR>U%iT4^KP|yM-x}9Xyezl3&QdVBFEk@rfB}@Fa;bowF*;Sqhu=)q|aUQWPyTn zCu%=94+r!o9=e38CXxp+#SkAnct;Q_F=R9nv$n)fUL=SJu}hxhWJ;7W z2-i2*Bc>)&nH^*+{Isqp@R=K7nuo;EhvGu!YDySh4e;;DrL684A$GNV|7eE`svcPEaMJNT9R8qkRNoeFn;i zUJe*BIo3G|KaJWiop<$Xw2lHKddoWOMJZfDd+zBf5q9|r)fm13H#DP z_lWZ1<{56~0f*)O$v^P(k0$>Cng4d$5sx-rfZJ8v7U%BU*aGLodO|d+Z%C8Sa&kJj za!s~@rp3Lz!kdeG>}X+&<_=$TTR3mvFb|^F!98m07VHL}EUT;g;GYDv>o#v5VB?it zFD_#zBg~O@y1I6JSVxcSf2Fd#@14b+w&__3kqAMAjI-h9jT=qD&6xbI>ArXg)qPT- za{b10KjlkH8^P;FTbOc=iY{jedhAm6Q=`GQO7x}6j?%Ll{wKKZ)wjm@6`+$)Np`E# zQKh)^lD?zjB{aOZLaV*E>^THphZdfdB}qo*P#*j_LWg<|$fc*N76;KM2Ii(OkSGd! z0!1$m4WX++8zjewUNYB_!bCq`7+7?{JZx-H%0NC!sdyvwZ8Q0W^6zeRA2H^ML@55Z zitx8~1G9?|JKc_I9{9g`nke_Y;J7iZIfh|GnL3QGT>tdX`hulH@^Qayx;);)jPml$*f7Q*9-iW)#%8rY!;gDa=d zDAa<1#Qqq&sLT=$FQjKi)X0oJTzbT;Ksp-i$f8RFiA6Fh4`2+gT?5A@;uYcQFeGfk zM*1QZP64gd)C&zUX4R5lq<^|%ba5yo_j}hdYr&_NTGBO&*;Fz*2CUyxr65S2ESXFs zn-YMo3|1eJ9K#j$5wweeA+m=6*?bBfbX7PYh>HO&doQ7Lu+bE(3K#O9gfQpb-7D-> zclHcKUpkAf65Bj*s%6#aX0}+-qr{}!a0Y#x5UW)8 zE-;T|yDpLqLtF;ZY2h$YV5g~A?D->YkL?Bm{ro<~sqGaLY&FP=rg2M8~5Pbz+y?hPM=io%_(X)7$8v-5eZT zGBSo3t&kq=cgO^}o@KA}s5X1T-X>%N@e3m3WTJHtti3FP%cpqs9)kOIbzTLUmr<;* zUSem2$Dt=F8(w_khDDXmHbzrYg9QNCw}X0|O09%xkua-PA%t2+O9qpHagG&+qv1ff z^3xr%+L@oKs91|#B}QQd;l&175+;&phBad~$O6NTY@mxH;SEJ!*NyFGh-CtE&)ccJ zkkZJ;8qhAx$gXf7KG2P_P%3VG&jImi=nNn^!RZij-&N zD*O*=GjwqE3UTI@bkezow8>cC7y>xufBj$xVEng`gV%}oeDTub` zwthmumWR2zt?Ge!`N6^3|Do}d5Pg`-S#&Mit5YF{`@Ql2d9 znUwqwCKe^am6gB!Q@j4>zNOf;20ao*-f_wPr;?xBy_BVwhn;O0VZ)*!Wr&6jW;A@E85s3UvR zfHnbvtxQX{@6(hT`|IqNrF0%j^!LTAZoJskV7&Q~FLWqQDx4%WzyOLqbRymyZpj~- zNXD2hhWhZCzqq(qc+U=cREpg>c&m*_xguxYEeAt#Z0<*w3>+kT;h-zSW#T97C>~~Y z_Slz)#zCRLp}L9ZZqH&ku8$0i!V*umNy!a*Mgqj6@gO6f<=Wpc_sG%nq<~$kYoG-d z_Hor(To*BkKq*oHtW9C%B!{kHcCIjDh}D?-ysF1bkPP6P!Jj0K&)wH>$4;rBE8-m5 z=||Q@=v9+_GRaIOI?1P)=nK6_hV*Ka&MVvZH`a!OfkjWHf?9`0tke2H3Bxi7!0YWM zZeW=IFxjIO*7t6H7sB6z^?_?b2|ELd?1A@~Spbwfh;y?a6ZIJ2w}3}*6IGm2vzC}v zG4JTLNv>~ttdM!rb95904M2kQC;MHHDoA#)K=Z4(hKb^Fv*e$E<>00dGDQNSEBdUa z^s*y1b_=V~?6k~dGVBK9i6MgQ=t#C-gUoD(N+Avth$6#!3gsBBbQ3S#RIrv3RRCjd zMvKhciyPPu2kcEWcx%!<;B}{9KRnR&&{lO|j4`=|DHM+R#G^pG^z*|qlwL-hdZ4(o zIO3&He`_{fF@y;qlI$so*;aK;%^+l8;><(kZuzRRfMU89OB^<7jy8_w&Z0UrSE3gm z$YUVJE0(neM3RLI@3pT*;nI}k zJ_Y{^c7U_~7X?>V@^=hf2&NN^*Zh-LKFXmvTH*dp&I&B9k>Ke5W`VgYbr|N!7M#w- zs4^+AyP|UC#NfLRlq#uH0g@RyqINC}L zY}KQst$h!^o5-vznS8qz+hTsC*oQ?{$E#;QQ(#zM6(jb&B$J*5Yz3jQj=_{U21!CV z2$x7kboPq{hm&0jfBQ`qcO;m05$q0zhX0+=n2|+u%mHGvHB$1wkC-H$_;tjD#kC)u zlF2QS8z{9(myUCZq%r5<2%owxt$%ZSf7@JvGZWlN*#q9`q%rdV!Pdf< z44WPyfXNIfAD9{PqJVMewoo86U}yidGVDjg4uu*Uie=ZGjaS5Ii`PKbu+m^3By?_U z%kl0HtV=^&_5a|5mfprJs4aSQ;(%?fhi{QEnwS8kGqgmK!(KZzh$Z6T+pz0|3Kl9F z4h|}r5hixD7HmF4W}0x5qRu0x2)P%n3FZYs7Rd`-OAL_iS}6C*=BiHV6d$gBvy6HlHzX?1ON zpK~P^L}CQ^8?O=hF~yCqw%=b_Ch#~**X^-^7Co;@(h(l`sUZd-k@=p_JQW|@>9F}8 zD>Ll%IDNQQf&r6~rO7L8%%*H4lwY$rc0nNf_$dBk?v5>sClz*#ewG*|QJYe!G`876cWgPQW?4&^6_9*R7v+|s8N~1e#!K#}u-a=9JO9|z z?OT!c=q=IWN75vXVzahrYZpW>VY3GN;K0)G-<0FT%umwAMfl=@8RKgjplHui^)pz1ur3} z|22K)@mO1F9q1LWA~JfFp*R={mmtI1Dgreuks(3_fnE@WFl3Lmf+C2bh(ZLEvO-0{ zMo7`zD$A;9kv%LkOoe-YV(-p-UGEP#e&Ce=`G#+v=lgs=pZ9w3EK+G*c-)s- zij~o~P;vT8pQ*wJnW3+uwAwDN=GvtKG}`Cuk)j52r-|HFL~#|?C|V=X^QO2M#06$e zi-fh#U1w^zLsM^B5y#R)_1JaI?z^sgSzY(UW6-mrov_8?;}6tALXmMeoSUV(V7{WF zq6D%;JiM}h(jAUIOFi&0i4cJki@=41|M% zjKH1jidzi8uB}SzrizSgMuG3Y2$4T4v~E)rk@imlLT%2dqgyj7k)zSk(`T{N)V>Tz zzK-Q2H#X6g>vhBKL)k_%l&3#c%J{!3!JReI8fA=cN0(``lX~7)d&ZGJg*B)?u}$9R<}AFo;vJbvt+n!uM%XCu!HO+vkGGv~l7mG!ZU1`>OJw!!&{ED!U+_q? z#GQXa3>7(a90#`@KtZ-oMJ;-f#QX836?3zlO8Ob6kqP$g=Tri2a2A+S=NpV=P!3_G zh%)&k@2hhYSZ!05qg(MewioFooIIIS)2_wRzOAojsAllScltXTmUSwl(l2`d?n%fD zc=94Wsk%KQtlqa^uu8JsBI|eioFdER5Ogq&mTKeYmGsYN{`~WP{eJm1-@HW;tpU_S zCLjgF^(IB{E~s-UoIGeatb@+Z#wj6a@L3yP!020pOQ-%1u&J5nnJuO#%`sNnP1)}l zC$JceOVJUvf-(H9!8IJYW#{arP|xLdcnu`NNE=#R|M+0x*!lTe4d7U(A%tEiu`6u+ z!T~{wJTCp&?y4t`RDwJ*7BCu(aHN=;)nQXv%4RW1kxpH|MZT(`S7L(Cy>{Gd1ay=7PHXe3C*@3I9beX zuZ*bnz@KUb=gooF&R3@)_&JLNC}>VnR;oe@u(mwDtYegywQbO~@u$jrCzs`}Vuz{* z;}QdPo2~1mr_N-a_xP^TZ=SmpLpUdjK;oLEp&Jpy2wN#2bb^woXAzBafyP!x^alHd z!WTxW&gOMf`rY^M&*R=)ta@}lKchouxk6ZioX#yPd;2I(V~-rnQ%FM?zc4y4*9(2L zpV44zKK{pGX9NhSfBb7gg#v2(UGOHke~V=|ev1z;$Srv2`({}amSFi`EXZ_ZcxK&5 zoZsXk4B*DQZ9^-4!zUv|#u{D2fq{*3xW}op>Kzl`0I1v(8yK6nK7AqGpkpxl1?^|h zdFXkO8%3QsoB(BFF#|a$s0vbDYW@k+#`U_1Zt8-um-&#>Sb?+5;&*g)aYj07N#FRv zJVa5=#Cn`(L(ANH$Rj%-8bcP#SU2kxxxZfF`A`p{=z2T}@ zZ9BPxRk%MrAh%<_kKi`px-IdCRu?mo5nFw&}nyT0Q=fbnedW*#(ws4kLUzyeQEoA7=?4Jd>>v7&e zCB6++GWBi>s0WPZULmCy;g^?!Ishh+CCr23j7mKkVT3Z)+>{4$n-NP+?@{%OT%3AgE zL)M*3SiLaOBhhQ9>b=JIF4+S;k+&=LBmnpE zl^)W!BhLP{LwQZ^2cj>G<0T0N%w1Z; zuw;es$e=eg*5^Vz4`OjBaxh4o%u>qjk5#JO6KB$Hp|JCQ|9OfUB-xh}R#OU$)esJS zO;tLUIOK%Xlg(mii(6~BqM}pogUrJ=l>QOuZIb1b{3@&Tz~u;+tAVvn-tMkaeZ_V9 ziSa9+`>4}lDCaG0Ci zg$1jPXLri2{zM-i&m}16cDP=lF`sK1(e9 zyVnY*lFv4_XtCs_I)+PNKwDkgyYI-&lWUEPYPtmtL7%g8&Zb9P`p&Vl>o;h?Pu=^d z_e#I_z{HJq?*UtjQ*B`hMNYQ6i*G&FYBzX&MZraF{P95q=;cg!Y`3%fdStXgXr!T> zBf25fkC9e%Tn8)r=%(hycUV#TWwWcJjO-TI@3`oLTwr2q0s)@2h8(BitM9vEYq zv=f4w_6H=YQc&=kb{^mmVGLhVHoO~mwlqumD|HKI+j!09yq4+XqYiW4?EV}+&la(e z*ntE9M3a>t6P_MDWhT>(V$T30>qxxqA573g;Jn%s=#4Ca8JpYVpX4yD<{&QkF@h;x z_TNXYOS7&1ab^XM=l- zPOX^o-RLX)cN`H9CA1KJ67|N`^%j@(@u$WYwV=ZiAXo~W4!IrSLA1zw4MEMvFr|I^ z&4Q`3tD-N_tpc7k)96 zBi+J}$o*}!PRuFi&o0JB2UZ{oFp7xsxlBSsgsO(%4 z9U|_t=?jJSAHt;jdt>HoU-RZQ&Rg`+dQHG-@of zN`z6%nU*%9eh_i-6uaPi4lIaujAv7*j*rt#r+YR{zJ1)AaTK>Hi)6n-AW^HKA%+@E zBMvBKIyW^p9Dk|C=6&Ty*~|_G5O;VfSbbyLL8s%zrYXsp51- zCcCHkO6uv9l)kWic6MJWtEjAO$T8PAl8zf{J96f=p9Qurah)7$GpyyI%*6bUgRrlD z@42KTH_QuJ=rli#m!BVMGr`hXocVX{#sYp?3mgSsk-f<}HXEgGSxV%goHo8u*8KD&8BjD&(lw<>1CD)`oF3 zQsikv-Oxl~vJ^<^Ik4t=URn#@CLaU_MYd6RKK|lfY5bdy{De4JK7#DpUS4Jl55vAOOw4KEF!L z$+l+Y08OHBOkye_d*}T0?FXc+76Synh`Hm0xuZh4h7h8s0e{SXv!B(jWJm6C+!*#` z)_l`YQ9yx*N)fLtk*u9u9Ea<}c{MgS<3B+iEJ>hMnwyMqad80>+>}w&?T1v3XJWjX z1Suq07h@!Pu!mD_yoKd|WrE{V~YDi4SuQxp{0mTvW)Q2CUJxA^yc2c;+t<}{2@Hf;)Cn$L+grFVzHn6^0k z7|{EPp#;*GBo_uGh_Fc10cT$aT_1&Ku9vw>U+qn45WbkA_Q&WHe%@I?&0AH zqSo!k@je@w?jP1y%ueT@lxMvdRa(Yj+lV~v!TAZmbPTfE9dw*`@mh+!%bL?LaY(sB zyI&0|8LN;Qk^J1=-rj;xbMIg}$4+SDpjlel!r8#Q*iTwd1fShPzZ_OK6(Nw;3^}Kl zp^e4;OIk3XP}~Fo<{{cjhq5Cl3Jr=|15$@kmnD@(*k6Co2tK?WxZTB(P4E$#3Lgaa z4j()2u)DQ;40_UP=h=}Ju0TY0K&VkjJLw>BSQ9v@S4U@O(^%WD5&U2$HS@HC>z&J= zK7!)A5Gj1Fn29?;TNWaR=&(Y8&8W>pP-n1?vyG@1q-`7u8ds#gRKx5P4?I{Fldc+O zDVtth%Tb)6;n@Aps_`l8r;Ulo68r$lr`4*e)l4uaSCpJT^W#@&hzEXYDCx~ktvh%I z*Tt&hl1w%|r43#veTkCPp$MUNVes7*WPjhfwdv6N|1*omK_(_rX7>bZ3H;)?9LJ!) zf>_cF&=+yPF!S+GojR4Gx0si~?-qj*YC%(Th3awW>nN3h;u0Y{{Lhp98(P>OLZ`Tt zw@7iwfF$xjXN$<)wXRi_zEps;bg~YSw9aQjdyW%^?W@kciDO>j9f>Q zZHmx;OZU`Q6@AawW49)EDS`xH6+xH^J&;7uNFMx;n0Nf{t-O)9vP>i|`XgcgACwZ3 ia^?Tn+Gk(q z=y+t@&VHBrN~BzPn+R8Wz+vIVCyuXg`#$qQ+%Y+25M0W0f~_bs&H29fL1(edF8oGa`kNFCGm&u z?p9P%svYU6b!ajUHk+Ot%^CmbTQ##HcE8g*mzc#XSfe~WJ^5NQIb)^@G)HXAeQMkd zovSFC>#%B=Ec+UghR4QqeAjK~Wa9pOesbjSzI_+8Qw)+E``?CX<$A4Tr$sRwdY+n= zhJ~PMHhNgPerS4oRaec1N~^JfR#xHDw^(;u#A+pI^X}fA@$wt9f%85g)5?IGszWM{ z`L3htQ{Vc_?L+z$ZhLEYHK z2ZsugM#dgT{%Mf`J3QlL^ZS{HUn?b4^>ggS`gbZN>^=4JcMU9j` z&QE<~SiZbYmRUcl(ZDU~`FPoya_?#P=~11k)~M=gwbt`vt+wJ}rVj4W`Gsy{1N8@1 zNkx6CxLaNYhs-4QZXdDNjt>#d7>AivS&;Amgtj#@W0Z5_k&=~2&;M~!VJI)j<1m0WRV zwGYkf;{)AiCc13dbGJqC#C?wVI(%-E;)aA!KflAhGsY}kdf|2wtz(_`CA?LG=DHpm zDm$=?s;loEU}9#D@${tN4UVjm9*-Oz9`<1yv@dKoo~YD$KBz<;yv;Jm?0LsaqMO2} zXaJp*N(j0ax?aT z*GiuoH-b2$qoTUY_*3wyKf})rQzs@SdeR#WG%_t)AG?m4BhJJr9K(QWBCv^^c(#z` zs?Cd&!I?9+-}E~=47BJXtRb%WT)S4sY!*t*`!nAQ zpJ~|U(ARLNInye*!bD?sW;)%jOXd8Rr%UeaGWOx%;NUE^yJ39&WOK&ZoPnG^M$9&X zWcT<`JFArIvb_(LX<0 z@7i{SS=j2G2?c0ReVp!dzA z2fKFd61I3Fn11^8eiBjF3FvK&snzXRwVP|&GGJ7~aCPC1cVFD+#ok*^iIv&={mZ34 zN@EQR3;rn08hhuqBC}clkFy?FjaNBOKE1d|wrpy&&vblhYD2Em;I{yFQR^qatz5Y~ zIj5ITwW<5{gB8>l7)67J?Sa~RckXb3YBwLm5w3^ z`8>9}KTsCPf4#_S)rP6D!9CL7zZ}>iDcSPZ(WDnxe(rC_D?5;{gg9BOkN~s4@%MGb zCDQk@%JfXI=`8J=RC;1!m&y8=*@6K3(BYZnpw4_z|J;F`@-IU}JCR2dfHmj4EPh;EDB$s;Xn# zq};v*6t!)wIiGKk@A~$y6PH%9iK=}%+0oT?rn4-tw=pH+Jhv~rv ze3Iq?pi-Y^S|zkGW}Aw1VcJBVBHylw(3F&vx0zNuiUftRY*by4+3NCK?E0J1x*k6Y zJ)LXWnp2!XHZ1mhxG`W+aqp{;od@`}6St;f1u%1MOpw315y3?h37Ty5`lMqz1WZ)! zo&8?>Lg$X5`-Ci&N>x-)P%|xOVUky_~uBB zkL~!E6JlX1B3AG6-ed%AKNcSuDT76_qlPOZN;g(XR8($|@F!;Xshc3HU5}r%SqHosC@o_xX)E#y^!I=8@X+0L&F?U# z+jUbru9b-U`&SKGNT;X|jY$a$YhJi;A>1;PCwP;XZO7wB3zsZW;yc&T7Ds{@yM&{% zW3E2(p1k)IGV-HW{?98g_7!(TG{VFk7}?pAkWhm~hxBx#qNC$fBcvHttf+r>Wm&nD zn2yU{Rny7P;LLYDp?xzo*&aHIw!0&0?WBUSd-#Qf(q5%~jhM_m9R5Ds$Gz&6b0MWp z52%~34lsoY$rP~=3s_fCS-I~0?2Hp`S^l|NQl-GnHe*zE&uTq)clWrn08R?Dfvol$ zweJ>L)IPj!I^A&0syFqmQA_v^|`t2Zj9s@3$C2b zRX@!4QLn7MZcxj`-7T+8Dxr65nat?Ei`ds^TXVF|HfIEKwmLNGA5Am4Zc-JV1U#ol zfM$#VfTMv+CsReZ)UlqPo}8YCcgY$muc}JXEAhQ{Eug}r_6ECz&)KQYV8f2~c8#{Q z!%A12B(TL0Fl>5R|TY|8slL7hg}GIkC(b? zY6i?-uwb+=rEp!dqis{ub6akv`cIhEz>tt5r?iJ#T3U<-CwgYo)Eh*HzkW4NKbn4~ zG1;hDaZ)*qKTSG?r>{2V=DTxW51nnvI*cWhSa&ikp`}G{w7*$L!fBum5tM1uCJ*iY zfYGm-?15b^Wy6=3mWEcDojMf-B&GPh{jl!Xjy|iZ>={H!i?qT1~r@iBVb9*H>f z7A)@09W2mrbj&a~KdMD)v7I}2(xUcVT5R_9Q-!HROINs?3gWF=uz>zZ^?_A!Dq-TT z{ppPu3}Khy4!gaN)+}cgR#2514X`YjFp(O5xdp)cj>wrH{Be9iy^2&DwWIL6I$}l* zPml}}pQfD9ehny=LT z1i%Ygl*i212vSsi|Ngx$)5>tsqD6sXHy)iVG4H8~&KWM_AH}Qn0OsAq}+m>?eT7DodF7D1=kAidO&e=a*#LU<{hHz6& z-ZT;A{f-?D2A9)@#@lc9)vE5*0^V^L={}r4J2NGl5n&m6jtXEBf1}LK64hhC^J`T- zK;7ge9s1vD6c`+^HJi`rpEHzOlinxxP zzRn`_De)~uZJO`_f;_a_8YSxuo!hS5k#I^TQ^Li~9q%zaQ&v%-g+M6jfNfjlnlYlC zbhHP->h+(iw+P#OJcwu-i;d-qDxj)Yx5^mUE1ASm1nfpE(H@uZ{$%~!%8*ETdHFN# zFRr7a4qdnXXw+>XQ&LeS9ZlyOUap6QOo9ptzV~H)HIY*>{ii>@x=kidNlGr)v45nP z*|2-l?6{ZQ4YoMoturlIHj@C*zMMyluSZMr-LJql*21>Av&Smj*3QnMm`Ud}&`7a~ z_F(nBOD}G2N@+?nJ%f4U+qzW^nDgSri)C!`0Q-+Ens%+&B(3*A?s^SbPMF@_4^J-z z(jxB;xk%L?+S3|^Fx!LBQ8V0GK8hJFH+mEcY}kvK1)MaGOlyC2q_Bj=BxErc;u6TcjB66wtOHhFY#r!&XLqx7xjK7)V)^ruXw*VSV{bR@(kV+xG zJG&|IdiZ_1eUExoSPMaWWzO&43h?m6yzIkrHY=rZVUOGun+L`!QnO{>lH)!k&(+4L zHX@A2b$6eZ!d`U+yslW8Am@#6f9sC}1R$CZzRM?jQ%@k+9m#J^#MBDSE7%i4D(jA9 zTIvHmWh%bi*ZEO=p3DT6lgtW-u~w%(1QE@nNACayBNRn0UCZ5_S}q_YAzWuf2rI&^ zn1`h*`)D2RkF>Q3qePw~RGLg+X+=dnZl;)IhdYPc)MWdZFA4PRTS)0V@RL3}P7|dw zYyW{_lUX#`n~-wq(UB1p{kPdcSH_xp_(#9|!D+9WX)<8lvd78X--$tDjy78Vw+hFLH^gw^2{6jWQmDqM}E=)VX8cOR-oBy%YR zb%VMKt~Vd8n?^t*aGAheM84XLv&|zdc2zwn^vRUbfxzTQ&jUiys7el9Mztzz_eq(2 z{O%qrZTu7d^g|R1-!ib3k#BR`Z%Fv$85FwbYbPE#oXDnS)%NTP7R@ogR8Ua7J9i#N zG^@qS^zqJ??47xX`s4J(aA&+m%$LHgz?XLfPh6at87oYX^<5XfyAf>RqGjv4gN|AH z%@y9@36Tnu5E^yN?@~Z}Dlo0|7ZIL8rOu4P6R&26$+MZ!<4&l!5LLBzO>QQu>F z)D_isJqAW<==oY!@N_YR!XrG6zDsAI>tO!a2!7BrGc_2@dG_sND&SRpQ~~OY@Z>6<5#Y(COP5X-&Q9%Zb?FN0^f7z>=W4>(g5dVy zyoC()wWU5n*o^ksF}Gmi(*}p08d;kC`}1RQV0Ou{TLMWNEj89<6SbBZESO5>`2=n% z9@zl2QYJz3vhwl?;5AuA%mdb}S;KcO_Q|pxd7Hs5a13@my|jdj`smT4;@*-MFM7em z$o7VhpL`lOsuF4l=)oUNHsV?*GW+jnTuL2%eF@+JqZB6EZ|)T+5|nhhp=39F%EU7B znEVa4!~WcdG*MsMR*mTYqY8C&(&77T?!hsD8Fr=FQR9zgCgbHEg5V|m)s99RRm=8{ zsOIw;39%Hf*0ago6_0Qp+F-{M*rIN>${uW z?+^6!hP7xLKVC|aG3J0AQs<0~qNS%7dhyaF-++ja`t!&ZrWRXxc;t~%hp(Nu`RAW% z!0CvR9oC{{OjV@BynQOi{~o@(~q>lq;2AhBmp=F3eAiQ0W;egE<>k;^x_kDnlmHfOZq*eI5VJV6zR zxr{(27cb7&I4L30B>l(Uy@k(hF)3@xRl@~S?oT5bkj>_RC42^ZRF?a!|4gr<`~72+ zr7Jf|#%5(@aX6^zsM2CA|M}u8HteoLM6pMi%h6f*ec0D@YH5s;BeQ^B?DOXb$==B6 z3_4~H+#9bHEKv6He#yL66`+e_F*OJ`we5UcO%8@7~b{`;l3BCV8=HvKRnG#le9S9G?Tyv zZVDyP8?uvH`{+RHF_5ptChQU5Dp9BcWOVW_V_@Lh+4GGQA6_mfK4S8f^jV>UfO1xi zIR8!eQODuQJ{3pIWV%he9P)c*+I9(vV=09*Iat|IK;zUJ(CD1hNj#<0D8S(;z6qAd zSPNXm$)q|NJuGFief#!9jrvYuz`6uvA=CvONr5&&0)_!X8pmJ{#1!OdALXr1<=Zn~ zT4tVkeP1>_b!5bzKv<9}qu01nuI-*jiB*2}aU~^oX!2Ws0?Pb8vhNY`_YmxLwBTH} z^hC#6Qjdo()S;0A1$96#3R`U~O8|{TR3AN8H&|AakO`i@xTNF^BK^^9+i1d~@;wAN zA!)4lZF&OPE2s|$1U&lJ@e71n#)$Rw#6&bK*>o-vj8~7J{KmuJY~Q(bu}43A*gK2b zPf{o=6IvEYDnQ2e0PR<E9i|Jtmnf!yo3`~xs;a#i6{*U2YA>)wmGabo?8U_*B^g0Y9pGRmGLPxP#fw=Hk%ZUnFwjd(!jNo`avc#w5H5)~Q#(;4j5)Y?PY3 z*0r_gu@X>-Z~bidgPYf|Sy<=IoA&~t=D6h4=QKG31A|AdpaMm%u4FgA?B%s#_uYza zEP_W6Sk|13rLVl@>xyEZvp|W)m&|R!#s3E__ky^|618K59|a9bYNf!SpodvmqC}aj zlAcP$uH-BgTz-9{)KMZ}B2wCu@&#+p{O#kom@rhky=`8b8cZY3b7PaPST87(QZN}$ zaM?pqtR;J3*hNd0xZPNWXN>%|bNPXi8|)fb`{&MOIrTBUI=|ele+VIU1F+JIkHx;% z>*_QKZ!d>UK&py*4O6ImgmE7NN3mh=%=iPF_Un6CA)D;BwY8OWNG_alZKo*->}*Ie zv^w{-Vvih>&ozib`LAp~zb|}$>-n?4zl;=ieH(mlcrSZZWq7gR@&mEol8q!SR!Qf- zIC&8^X&_4VPZeV2S7khYEG#Q4%hY5Lqr#4;;?f&x{_(jt+0wERbU#7l#n&lWKHt0c z&c4ob`6}!&bM8FW7=g?qDIU{GgLz+7qBlAL=-7&~g&WU$TXy16D3p|E>?3@`&)2GU zli&uh$Vo+@ZvdMtg32ECKOZ-@9PLzQGt-6*eN9!CnF*+aX;C2|>)FNaV-<2sZfh!lonn`hySm%z-RHQkU~S2#G2$9bp^M11B2%rGw&%-d_B zI6DyVoPLo-+Z=ioyuCe=Frsy9b{~tncdw^*LC&6`)#l5HYSe@KH% zx-Il?zRYjg=OwoMfcVZ!aTVOU+djRZPYCxG{4`W0&a(B#-f3~h1Mro4%O{{Z>Fn&h z&AyVdLypb{Xwv*QC4I8rsG(T4@yeA>KG8RyUs9a6fcwQi3GC>QPgu10TTr?2%YJD~ z$0L+HMuM&>o{A=EvQS%|d={iQiw*qr@?>2i`$;o$t^YHsk&!5+bN}2uZu#?E@z*?s zpNL|pLW&x7fa?kya3OO~{EDB=sX$+#QJDMc0yS>VZbA9uk&lmGXgW-;#c+4K`qQV6 z%F0sjvNL#^U#5Py z^sDsOyoLxTY+k3Z&NuoEEg*oCN@zrNbsEr?76>Dfz`$B7Y(Rmm5g~p4R9X{pYw(0S z?=QKjQ(IVRVyd)n-xVdtjHcIQv^;whsuNy9ld=c7S(R#3%s{O{^~6Ob&_#Ocvk*ax zsJa>e#_I|_JgR1Zc?dlRZ^L89{-gP@k`P`~?mDY+*@WhAF=^KHalRF)6ZrC_Lh@vuXGN}3d zIT3SJ@JHL;{&9>7uoS6{0s;c~_R^hZGQ~#goYtNLCx`N(8hjil6_N%q2_f_O)cM}H zp$(2Lrn0nj!n>a*BkV?bC#}45IIr^6t3*#BGI$hC;ep7zACfZPspCNznVEHZO74i- z+=neiN(uTW|8xlXl;`l4eJMu7^a29h0epgM8KlpE;NX~R*RF9m^gHI_uaXWbVfE9` z`_?)r?lOA*8`f7O=<=P$*7@Yq`Zm_U+|kBYuWwL zpcstqgV@-uqdm1H8gPD%7BDV*`hW?&^D_;0LZ@T(jmr zQqB=PRWBTBoIN>x$r|U*OD0=1OeH!d z*Es!KaK*Z~ix>NCvmciBOB)Piv<$FyewySJ{97?BwC%o z7)+?zmbvX;b>?n`wmHorO_onoR9jc~TWtd`e}c$p!zkM`7A_N~#cm=|*CX`!IJV+JFOZq_N&yX-5F zABt55GB$2>FHCHhQB-we&VI0xqIChuOVu@}X*Hh5IkY=N;B`Hlr`TMW{a@N3O>Dfx z&Yg?;)<1g`8{&)lO0S}?FGX@&lk@T<{kP0l(?IfJ(@uD7=1&i}0cCC0r@xQ);1QH) zp_L~UsZ9_5`b%%olDlkdo~&NUX_o?NiFa&;x`pL1hrdzoU+K~IPuI0bYb zW>~hOJY?YP1Fos~&oc0(;D{KJaB=XEac zSeLNL1b$d4{_4c~ns@p1rRvOr(O1ui+ZigkFO0LvVmAS%>sNc09i(R)XK(+K0#g$c z^U0AhhtDA?rf$DdvH4c|b3IuWD*3I|B+bR-+F)G|3k3c}w&JV!rOx|>s_-loS35A5 zJ`6r|JQ{3kyDlm8VrrsZ1JBLL%Tv;^d7dU8w>L?Td4JZk-uv+3h;CAwiP!u{pI=!A zz7e}4+tkl}H|)d5C~DQ7Gwb^z8d@>5qJr@((JXo+8!ykeS40$2eJjO*I9nx7f&!b@%r(03?w< z|5NHpn0w-pW-B`8F#iKY;)s1F)@EuGhnCu3Bwc5>Lg!c^v%O?JG3?eU{xgM96bQA2 zFXHqqViOZn_gZ;HN#(}Re6;@3N;?<{K*u!FO}=%ubo;N2h+l9pe{QP)70fY=4I*M3 z6s8~eX|Z0iGBo=`Yq=Rg)9{Ll8kUwiZRO-VxMrz@+FHTI`3%!2z6fy%s!9MA5{iz# z+_kNFTr5}b9eyAON2fOEZWP7UD1m(*+kj+Pu~G5}Sa(vBpn{E0OiYZIX2Mfz?#z^s z&(3ydSe~aVE#24)u-y34&kAH`qp;EQGpu{vb5LtFotQ7WgtJ?#1K7HbNk6+bH4@1TWOH{;{`kvuf(!L7}_{OJk#_oeXNQVGseaK4cB%7-e zXZpj`qgxo+*!aDdv{OXpIRQAtM7YPp;&tZ3lM6mRJ~hMyu;-m~QJNIY%ZS~*uOE2D zY=f6Qc_HEr$Lk#=& z)wC5|QBu40b9EtC$|9VD8+RiT5zQXzV=vyK=5tdTaa5R>H47(L|DmKPP~V0<9}MhzF+1s*E3n+skk5B{%y(H-(GGuQ_Xcyv1E2BH8%b*@#&(z1*psy>09 zDUhvh0EOB^v?0zexohk1VUfk*k1MQb!Vu(D!yvk-LtG*n4c?(HT8VkPeh%H;Bo3KN z!`3!6Ir|gq#Q6B>C!X`}h&#ly#4IGQ5G#Y}?3;864+i3ZJ=>lMO!Y}Ha>2;WfdfQ2hufxO2H-4k|pzd+8*qycozfSioYO5X} zstpVu2;vkAD+!>b%AYuq&9HK}7^;w^OT}NUX5=(R>P6OxT?8enrnWWp=v29hujam| zj@f#(9gds!NC;E5UW6=+k1zqcFIrMkX1-#N1S4hZ>VNbme0o_CI61i^j~qCXw3=b%jX=)M zju5uxp0+3dmUmrw3EhlIGlLfbNs2sPY@0&0(h&GO@W`?`U!E;<0Krbgtbp>)T@u^K zM`TtUylCJfzv;XtWZl<*MD?l0N>bmy6v4x!g=sCAopDPmN_YpZx@fE3#fz_gytw>D zgT*ir-$o4|50d@#NcU@3uwC`{4lIEnt8G;{ow2+~P~sqN5&FE%x*H_1xbv4t09{lX zuU0OlRQ{>kQvRghvG2i6=^FT3AEQtXjyHVt=?9`#$ltVkOxQe9Dz2 zHzSgfn>b5*Bp(I@NHHuc*RuYr^yxeqUhOf%}&GpiV_+m(nukb;(s>XUsuLM4DKOvZ3A&7wB(m^TTv$X$Q4_uBJpP<0&7R zR&7L-_^VDF>4DhTnPjn1JZYgVNnry0lz4t_Z+=-APaHa4`WbaXO()ZK=+ECU09<0( z$J~w|x60OAtp9eNrbNrW9mN>uhp-nIb%IkP?&PJbQB_3>UpZO1?A6KzluCxBu1lq- zM>MJ?VTod7W$kqdgS!XHLLBlW_d)t1j*Y`}RYMr3f;2gd+QsiI{C}i3fTXsy9Q3$Z zr^(sPCHi`MJXRQzi9f_~vJvs6h8jGWLqw$h^Y7*YcMp}7O%l+7f?sUSh=y{QINfdo z1_&$VsCg?<>3r_TU)Z(|Oy5rm=T>BdQCR>l;q+jRgN_?e+mLo-8-3$YJQ)sLbocSk zO|LD^Uz4p@Gd;$fT=?w{X^utOF+x{cz+3$8~Mf6Quw^`C8iE)eEwQ5vSu|&XndnToxD7JSk zbEu%*v6Qf4)WPnQS!TK!H2;FdLTxKuc?)JH&k*H%5=!V}=OLq3h(D%bp*LaN0LSpM z1_gE1Hy8%FxVU)XD}uYB-gDjppYM^1H4vEVVpKN)XQPztLGwoSQ19fQyY3zWiD})o z3Oj|uRMuGr6KS*XiD&1ouOGT2cg^__YRTZDHbD$l^at_))8CpI&XP4oRHH73FmaFk zX*&IYcO>)!m|{g06>aneNbLmEp8&<#$J_fg#3BLmVr?QM5GMNY;ltq1-<$R6Zd=#c)fJr34=WMSmI~~EaKBbR_g)L5!Gg2z@^qm~ z1D$@UI}3e}P_>waIJ>S&td=mcV(WCZ9 z0S!RW(b1)lw$bm!pQ;Mv1ty=)n8?z;u5DJekO=c$%fkoSGYy`ZLOmOuJMAUWw}qAk z_ln=3-;D3~rLMg1;5g)Pico!7US12EsT$Pot?MBm1)b+J#dBMWT)0d&AEvh~bqPR}*zhyt} zu(41=r3NB{p9wD4-4ps|;NIZ}1Sfg&OIs1sx^)l1 z_mGTD9M)ZxVO&(ABm>?$K-MrH?kFXujkGH1gs3Rafm@I?j}qwfvo@bk=>i40kjKR8 zeX6mq>$lHw!1b;f6H`+O$PnP0WU}9WM`k6r?SooCS^?lxee6E%Dmyc%`vDo&@8->$ zM5+odkH(rc2Xz%beg6FUbOax%@eh~CW2vd#f+mVSsw}&`C&)@AJf)H#%#~DiSRaH> zS4T2rADD)67nCCf(-;_)>T4`QD#v0_B^^yYRVr3OkBwiX5wZWgd9x9^Gb*hZj!vjb zx8`~rtkh45c-HepKb#?yuJz(M&`1kOXP3E7Fb-Z{YNErxc+Ch@y8}D&zFY({KTiJ9 z&6|kggcI>JzyDab`O>9BD_2tZe#7!6+-12yZsL&%QVLII$l^FatwI zdFP!MiTxCF#*Jy(K3HW{X)jbAzkGPgA(Y#`t)r8wDtS1oS_(yez-w>a=A;Jev;*@z z8Awh-BZ3N|{H>z4F9F2Z4&C-O`o7K>;fb2J!_{@gxB09iJp&yVw_FhX(QtM$m^2EJ zA_LuUaZ%6YQ{bWLBTX@4bm%N|Xg@AY>>tN6En$KBI)WrnW}e=QmYxRm6$zkh{YR!U z{hg69ij<-3bQ}V7pcTDyZeKC|HDY$#@R4*4g-B2*;t zaFc!>8yg$f(Rv-y;zHo=@Ng8Uti}izx#6)rKZEPiNtWfH5zq`9RNJGetsR6q_0`Ha z6YJdQM<KiW7GaO zg%$h}T^0m zbqt41pOwed-EUB`Ep|JhnH$=#KS#p67R#Peo@I@jT>m8F9l7Q|-~!Z52A3D+Gp>^S z;t9Sy1*C``EM-s_OuT@(DWM|2xLr2?OY_v0W1JyiM8k9#j~2pTHIy?zjkrT^l%dCT z{g3%fr#PYD_)@g04@8s>7z<=={m)|E@DuLj-9^S+<`4mm;Gxk%lijsZ^)~pp6YG`N z(5bRmHS7(ALx)5p$a7$k@55&i=I^lYuV7lg_54I9eJ*0=>IfR=FJjNLj0`ba2OG#N z!-}j+L#jzBgv&1nz8U2kiFdw^!oDaZ0e*ca%-(%ZCKS={*QIa~`|9|sy`5)!xNHr=DhM7LvP(V1%sBU}Y1d5jF5$a9i#DsMC5Tt25 zT(Nhg&*#AC_yAs-Z;5Y}6&2MXK*H>ClcN)U=%D6)0rhwP3wdtM&8{E(9SOjkrRLXf zRje~}Tu+%n-*og}N4B|w;u;}iPWOX+uyal>A(anE00T4~@MREl+|0}js9OWSVL)R5 zS2#ODLnGd}8y%yP_B=Eqggd;#)hV9wPl2jBIy$;h0gQ5Xs-H00h|a86uawVE_Qcp` z>vfvjq41cTdOw>?+6e>&|GIxbI%)M5xtEaSf?zb(X?jFY6vhbR7s1o&!#`y1?NokX z|9)Z-&Y$>n7uNvkg=VQ+0=b`ek@FGIUHcl&EF21GQ9MY98{c&H81J zy&}zG_lC4T7sS>B^;v%(w_%q)cLc_gtu|AzxRTZYhP?y-ztUYB9bfPED!Mn+9>WjS zohs?Ofu4IW0;8Luqs1HwwRdyy4#Q;pAndD60h%2+QWk(=IQe2ZguC{~Q|RngQwrK9 z)^+l3Wq;783Vyv!l1GNW3ejny&R=Aq(weG|i`Dwb*r9v+Ch3uZ3eMaN01?rH-kL_l zu9N#ui6|I^!}fkf$sn9gP_J#W@I%N$bpoX$8NmVtJO9nuEtFW}tV;$L0lj))xM?7c zakNv!VnNcPNJA}Y6BIisQ6wSX4Apg~F@dD}(yent~`&;NS{(|>22c4AzZ{(@;qsHs6!ok;c zLdyy!m<3Dj5Kb0)=L!N(P+SmwfjmBG)5U71MZq!NiwwKxpYXP1qnk3>Z(u9nhLG&c zY<0XFB%p5&-27yyz2@SgE9ExfRz%;R*xT$VMkf*w<1TVQfovJ#Njw@D?*Naq*;0AJ zcSZziz3H5zt9GLL5b3Tn@uJ72*fuO3AJX*&ha@l z79kTNG?9}Td|nOQNc+&mvw}rEYkcDNPnmLI{&F%wq_GdB<|Mi}?9rJ`P6ILVqR(aQ zz7Wo2QhdjfYz3QICQMy~ElWEP|L(@7;GpgNdV@_G@kR2h;e$XoH9b7c(ZYmK%v+*+ znAdTjg*1EhTv{bf8qf&AmJb@V_kCd@Z8xmv9cw7F`pBi#9akN~*l7gOF{ zNQ`CNe)KUpA_88KD5xL2;^J@V*gAguf7CiDdGiSx#CaY_h<6CQmbq^9(-+`~8V;U7 zPMhe>Vst#G$utld!2vk~8&~t-!OKATl3)>P8$j}$X8KX=lqyuK?nH|Uv7a_5DG_rO z7q7 zcx_F&zCiGIDqq$0h=_oIQ$NLLQe-115n}f>dg113dvH^I*p}KL#$Peel`ORdpm2|a zfu%7FMnbDQhVH=dv&gxG-h>tKthTer0r!HDial5QbPRaIMmCb2A#)aG^+l9#RCVld zoR7glWKeE-%>|vG6kBtdlTD4O`}Y0qRNGNZ?9PsaG?s}jFE0;lwH(XKm{Wguazr|E zU|)cWtb24)UJ58uwv0zLJP|f)Gx%@0Wl6=TxjdL(1EnpYzS(Is4k{h=AbXIPJDTsBPCAVc z0o=Y-RaNN#XORGc&hK6f>1*(JIMFB8PJ&8?jy7jSKx#pSQg;-U#Oc#g}i59V+y!hI-0~}=)%#QPMQGV=s693>nOU}IL&@A zp~R6zXi!jXHE7%=ITMt#*2@VxYI#+(enkBmo0vKvQzHm*2NcgrH00T6oRsq+^hHD$ zJluG~WiquGm`Msbt8b~v*b=!X3ByD(}iA?TO=4N~)44=zCC9_BFMg6?)Y# z52y?mVOdUr@PQe+jtCN@Lz_l)HsWgNv@8cHOAZ79NF#m2q;G>T6Xe(i7$hPsljbm2WA|QmI%U)Se4PR3BYsve`7fTuQj_}bi7;i;!c+Q!x$@b z#ZHusI69yJ)1a@0sH=b5x^0^d&vYXL<;z~|q&HBua5hJ}Q70N6-Q(7#1$Ll26ehM@ z;-`fBh#Xr+8vc^=za6DhWB-lY%me3tZ8ylH9~p(=0|^p^9w*3811&0$fg)-DS#A6f zh={%V_uth%CU%ira_ZE?i;sDb{i7{c;W#c(qQWO%T&ry`Ljwtzb@k+S0xc_)zIR)dZPuHob0*iV2m zIr4xUE0FWihyT?|y46YT((B@BMi&>CaPKzK7u5Ob(;c?MD>}P)u5Z-;C)AKYVgz-J z*6lhNAmQvG2YqQLq(9HWGdMEI>s-P(z7^z zcMxs$2*z}OJ)ulBoSm~u57)~qS_HQYb8@By?}Xr6653??<+Sa6{`yN0-Kt8o9H&76 z9P;MBCH|hRZItg00X0sQNxgtQQQB$i zVxUTzq2IYCpyK4AB0psTr<_o?7r7h}F>=%6JE6bL7kU-J$;C@eZSF@YDg<{`tTfiv z@%3_XDTn8MpN?iW6ec8*+J*m#Bod*Y!|2I?qob1JLp-aMIfnTrPV zeTzA8oMPf~rr1cCx0xx{`TG`>di8)OjOCqkQ}FSZTRLuy-R$C$o!UH`6Aro$G9b6y z!a8N>%4mH#aCP}%*kCw$adsdf>_~H5+{?(rDhj`_*+Ef0)C(lC2= zc|N2{s`@X}AK!YY-Ow3)^9o3Fc6~PXZ9E@I-A{xqoo?9LO*5`{PJ33g;a}qMqAmM& zJcR+_6@5Ow@M)j9Of30Kj#n3|4Xq!iQ?&o$-lJCq|2WPP^J)h^7bgPz!enzc{%b71 zZ2WV?aCXPvnr*oEN=@R^D-w(v8F@DP=WnG(JLy%Y$((Sp##{Gn$G=p4Kl#y#ZImuB zpP#J7qhn+L8QyOH!{^6olJ3_W_Mk;?@1n);62E+r``h;zvETz6-M|?6>K_HJx9)b6 zbh)iCzS08xPudE~tiahh2ottxO&nZ)A@gKp={~1kQGP{FQioxr?#Ci3)~ zJZx_;X41{EH}h+RlBzh&nX;zOVb<3uE4JOdWfK@pXXQ%TOgFVH6_ z1~M#8E=WKpWM5oNcnuC_=@=ZedJ#vD6nr3^4}G*2<)ofCae@|Aad%I7zau%GD_oou zIPm>F#sO|rV$7?{aX15M$gOwebCbsH+qV^|)VOEe{GKNinwqZoLNEB?I+f_=-nw;b zHHg-D;$tID1bS1|Pr5A!Ocn~ruXSQ#b6AO%r6&NmP}K*7>mz>MuH9Y{4Y&V}^!MyT z2LtK2B*%Bv+$2p>*V!d9YHnhr%)!JWGWGmJH&By6d%+{ntR!m^2rrQJVZN#hI97Ot z0&q%Whd>S*Gw}DAO1N%(A3GTZjjeT15rLSD^GI60isMue%xp?*Ee1;D+AlxYw}2lG zcA7mU_S7{jFZ9vjFhpW=n*jw#%q+4QnSW!S7>j@N){}E2aA0LeTpH|2q=b-`E_mL) z_;3EsTKr!G-hWuSW7%48Lo8Zyhz;qwC57LMYcR}1k%O@Qf5bLlVxcdnU6>22iZokW z<&}#m=1XDC--WXmsp@D@_X(&1L5zs%$9d@XF4-U5RydM`$h$aC#N4$jxYCBX~i}fzA$iDnfvfy|znIaoc~R#!_Xk(lb73%@OoUNwF{A{!^`!zqrzF z;bO&Q>wcwW6B~LCezMGZ3E^3yk&RIJ1#|xBPhwk5At``Zh`?gqM+sJUj1y>k+d z7HP!^u;`cx=1jM2J&Gfegv9tTXOvhrdmFDtcyvkI5W3JMjkB|}k-R}n;-CUaf9HQp zrV3~Gm!m0p!#)J>!=%tdI3VzI@nASZ*wn%edI8D#XeD0 z#}bbwX(O~Np!!lH=P$uJOioxM2g`t_H8-LQ#A+hwRLgPmr`08E@aV%&Lhj&zLjp+0 zFkEr3aS!u3LQ##2d{n=1CVtVT^HJz%Cx?we4<#orr=x!!EpVjbhXP>YwUkVJpwB|~ zhsW|QZli`F=OW?GlQ=kKlvpj{_(Y@CEto$DBS^dv?DTQbWW{2-4%#dp+yiO7kJ$$I zIQ;)%I1y=yY7;ScqN96aT(IO1;ET-v!UR2WLrX#eIdqp;_TYSxGA0@&>?s0yU-qxv zvVaol3eylAmNbQ1Y7YO>EI_4kaC{fGJ+&)hU*tj(o#5>#m^SR|1n}irNER$w*3g1x zk6t4#zs>i0|H+5{!*e@4u|N^n*A5*@4-b*uE0gr$7X~J`?VO7$KLRlEpJBMtFITMN zMd2~Sy4E7I8MMEt$q|a@>>s2-B34#~eeLIev|GLT+zqYpBHf)!gF1A}=+%~ic2cONZ$t}kX=Noj&ig+2-hiz0um};yHh8`y z^e_PrDBxHHO-sw<)Gfd-;Cuao$I$~ta( z)?{x4JR^jR_J9QjBa)D6x3d{Q?@T?Nc#37ux-_r|0=+1-Y#zSZ%8UaAK zX_bGdk~+K%q&UYbg=UAdp8KdO1TZ2Z}D8PAYvCy4u zn&NBhcij5fmY}|ooxQ&)2)B!kjpb-2ZbB4?s$n!`I7?8(gcD0J6WerlbM~2F(nC!! zAD%`VloVlbs~kZV!5i27{I|Ky?HAc-{loaPjU03<5oHw4DyB}r7obKISP-D_BRYCE zSMb`V@F3$$%~+v2Uj_(>(_r6#!J;=#g9cg#Acavkuj1{B z4TL?CJ$Nt{UIuc+T3wo{Dmek^ZJO!LIWvq*;O2c}^RdaaabeFG6oyM_dg8wq{)+D$d{e)IkHUDx|x*VW$7_B_w;w|;Bg>%Q-`kja?~=O*%A#6fo4 z<_x;oa$OZtJ{S64VK?6W$Fg^IIa`m9fFyh)U4uvQrc2P>m|v>Eh&lG^LFLIR(kUtH zmn|bD5M3Cs_iFCZ8S_<)$w?J3t+1VCu?X%jE}ZUbBDX zH5>-r_qGImQ~4LbF%y_lj*-Z>sKVpdO^fH^g_}c!q2ry5=Zy2DRQ;w#J-HPAc+A|JfYqdY5>m&XusN0ABNxAfq@4Q>b8iI=gmTV0{ z@G7pWNSZ=oL`G`0sN0yWRgpA7uSNt(SWd_K(R#nq?4|zcfmgffKm0{9cgvc4=`xI+ z3N!cG=n#kME3~@ifG(fv26eEF4q-5QX|qmPIV*TEG9{1;l6ImqgUN~w(A($*OD4;QP3-Y z2Q3=FOIw`%b>sv8dmdFKH}%Fbmd$-u$vwtqw;jO(mO__sIWrzxiXk)g8%g>7Q2vxsyD9X=~O|3kU^;TwK# zwQ=Uf)&w#%)$EM61SOSo^W;fA?;CP^DCUUl^yKrs z3w_4YpPr4YvOVu3GKPX!cug0NfKV~RKcgp9i2eHdM$D)MKSa)!I;vQB|zm z6==+}|BEfdxc;Q3?tgDl$n?O?X~Vl4GaUeG8!_p?f>)bTXV{4?Izb1}`dl9UDQ%S> z74FLdwW=fN9@F|y)#miMOYdiun9D8vs5UxR@h$ETQ0A5rIpe_T^A?*Xm+D5633dJp zusZBx4^L(sT$%5@#Xso>Z$6n0@Of*ufQMQ2HN@Y0{tU`qi+s1Zls|oXeI?k z)I&C%Jx!%BbrBNVXBU#5q>t*4hcEw7Qol9pi_cAp8#fd%17e+`#kb$gYdLm1FU^o% zBo^w+n-RKjN)k}Ih}NaG*ZBcJ`M_K3KvYv(V8USVUOrUm$xwKfp)d=_$C;ConG8G6 zi6=I%i>4>Ay1!auxHfF;9Nfm00ggZ>z>@1}%wI=tr$C~F)f%<mf2zVdZ**5)RQ z(+5+G6rk+RSTUWE$*27XR#xujt9CRbgB?2TA#vn8V=61ar&|sOO(0Q;bOCvbk-48X zj5Wtp=L^kkx@^wD7e|0*LRyC&tke6__trR^NUuOH#*`MwWg&x^I&GSUnh}E$sV!7_ zn-bQ0|MXV#pP%+JPu0fzmboa_zF@-)qU%9xL%#EMc8{6t6d!^j+B-~5<3+UU*f^MMwOhdsAZ&R2fA{qtV!YvaBMUXFImmnEp4h+|I~HA@xD682@!r$AJ?@pL2Wc6|R!-_&89ps3+0 zmbS^Nv(sC`Czd1xVWat@`s%{51Lh!_`=E^$wS>O&CXJH954b*Gvq0xX)n+S;rvW?b zmdq)g7Wz!@%J=K0WTifXqkgDWvUZ5+%bEN8#QoTt#cX^OPgtpXY`D#01xBcKEuDg= zz(lhe6}cx`kZg7G#)A|X%3uvOb&v%1oPYf|{b`l%gRlV8=D~K3BU4N|o@5SK7T-LE zyUdGM&wC7*y$_yF611$|Xy+Nu(Fly-Kj!NR1N+2<){6eC{10hmbErJP|#!Fq8RiTWHYRJ zcRabNsp5Qo`Xa>+_@4^m+HLR=vD;fg(%QHZ=TN z*(jd%OY>GUGqZ?yQQ~UfgZwvmO$G2UtgGfABDHh(Enn~U!6Xa-`Tk=0wBhI4kEEUM zB!qWw^xM6}b8?<@&GttH%RaiQImOD%N(ZWMI5Ij~k0u_>=uF_F!m^3q&BZ@4wnn~p z)>mJpV$hSUE5rmj?M5X(7#aQR{kD3B)9r+xJRLN4%Xo_Axz?2VU(l*9jEhPhRFUhf zuLe&R>h4U`M>#+-XwMLof2Ll<+8}@kFS>&!I7C; zkQAqZC;A}3mSe-Z&U)qx!#pw=hmK{F4onuAAul48}(S+*DEJ{~y!LvJVrL z3O|h@N;c4VgI!;t-ZKb&3;c7*RNjC$z5E_NFk4DW8A&4w*&QesW53cex4qxsTlw>M z2%iRVfby=-l)YWW^OHfNVAD&mp@*X=wxdBRYb}IuEE*cbtja40$Py@hD*#n^jldGF z0u;s_P-!$)R#j!)(pc;2bO$Z(HsA#-!3OAbKzZsI;U3<%G?=5mNgc?5@ycH>ubJ7okeamZvcGcn6h)8_W7pN0iqeUK2oB_3m zZHA3xFVTBXJ)+~VAGt<1q;B_(OibYOQ(L-dWV z{z))m_*zmjxM^U>JR##OH+}o7sMIqU^2Q^&IFDtCn7PUFz&YKD`j%|@P zMjSYmu7O@k4fe0m;CPoW9SXd7CGEJ*HAfgAQMX8hXTSrL9QA-8^j>~PwHl5AN$tHm z^1UJ6!#Sf|=LXE0aLk>Fnk!@XEU_2@DV#d^IKaEfT7e`a%K}FDUR-C0RA|f@h~nMn z6L)QZme5_Q)!5IbqF_}x9=cXy_Yj`iA`pAgs33rsh>7s{R9XWEiRN2HIZ>WLH-T@$ z3@L-sDDXNSq0C<-blQ0-a%haG2?X&`xAwKb#Tx|$H;&EDgHVH_`@$0<(} zq`ia~D0=3vDUIA!-oHPwttdFf!5ZH}_P|6PB9C?OX%M$cB1bzW&S~??a|Yx{PV(LG z$fqHET)ZW6T^#6K5v@|(DGQF5Jr$4HvNlO;L42ZM%*D_G zU+VaAO9m3a9rpRrMTvXS$@Ds_1&4zk-Y>a1@L_HU`H9Gvn+B^O>L$v}D+|9)xy|FWGC5%HJK-4JClsQ`qPk(1h$m!yVGIN< zAqvtgfQ;;mc!I_>E#fjnjJ2T{K?6~YL6a8<75Dzu+WvEeP z1NWHkfK(P;i}TPu?2E%o5Lv-O$6-?%8bVkx`1J-&!1%~7(Zp-koOATIg}xsRl%e3T zW?QBv-2tTg4YHzXdLQ?ZobVa1o_D6^`7uW)l6hv2i0fWA>Hq6Zlv- z7v&rr9GXh@uWYR{@l|O}fmJ*FrMhBtdX+ZZMG%d8eCgph_deW=$Tby6P&5E>DZoG) zIMq6WF4uy`=Rr=E8Ba?&5{DJnC%C`@yLJe8Q51H%B#_ZrC$clgBd(v2(QzBWP_w0Q zwQ=X1KQD>K@G=q_oI`SHxNFxg*A(+y+m>!9VmCTJzUW$kmm7`jO9~BOb(Bxh5V%{& zTxb1(1E4CfP8zq3psGPZ2Q5}CV;PaLDZ1-z7^$Z0mzXJy7X;J$J#A=Dt5eVgRP(44 zTx=|*?a~l`^J=+QG@IWG_IB0%R@if;*~E*5jWMIRu)OG zS!i}D9}Kd$L#MbJmDssi=q(`=F+)@(Z6U$EWo2bN%}FB`2&{gB_e*?S0l4vG4y9v>F=Py?t9h*S-IJGRZ4Y3BkZFD8jo>;L@{Q zjr=VBh5QNFl+Fj&#Q)MzQ_*k!|7WBA*Do_R-{;-pxST#oGzB33GBDTA`+nP@{{eA` BKj;7e literal 0 HcmV?d00001 diff --git a/automata/plots/ke_GKL_annihilation_creation.png b/automata/plots/ke_GKL_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..7cc7bbc3fc8d7c01b1da337b82788ac58ae55bdb GIT binary patch literal 29588 zcmbSz2Rzp6|NhfHEu99Hs8dl{At{^cpog+|MiMfzN4EAL@*reZWD}CCBx#Ur5~3lS zvLpPj`_bu~@9%eh|JCc9S9*M&&$vJL{eEBX>$=|eRV4-4mCKlyQ7Dv^)Wd(OP$&z! zD3p04zb(cmX}gy2;4fhZX)Om;YZC`&Lpx*2Q9}nCOKS&9vlD+f8Qa;LSz8J07T(Rr z{l_T>2OE14Uf$Ec4%lsNXUe;G;o*lk$x@rc+V&L6Dns)ByadU3GYZ9i9`(-yYG)$) zTby@8Y<*Rx$6~iFq977%jU7 z+ka;i?peC|oVU$yi{qAavi;7#iFS0KypyNb=gj-DH>7AyZ0Vh!_*a=04M&Dmx(`=; z+}Rd3sI{VmZz1l5LOIf5>O}v6;=PcS{zJ6XIR^5B_o_b*EFnKUS#l$00r{bQ!QrZT zxv=vQ&irgT!B_+46sR8uN&X@cq3>$!RL5P9<(O}Od6gFVUG&)7^)kTQ|cNHb4)%?YV4(IykTenHDik(qX6#I7J(#lQu@(1$d*X!CG zxLA6<$8>sflv&cVAaPbepLME(#xC#B9T!5s?U3DidmVe!3di1A^fYC~-`uU2gpuoM zFFqf)dAopsYHOZj?O1>FXm@;clC1w`^>rQ{`BMY=!GVGH3SOs#qdh9sbY|0D4%e}< zXK(CZ^kn_QP*#ffJF}^={$3R37ozX#T zg64IHnSA123fwb3-Raodka*}agZ^oCrnu4anzVH8>Cq9RzW0U4oLe13wr$(CZtdE; zctz!WE2f9ad3&03(lG#xTehTY>brEL@GFMxk#1^gx+Ust74TV?Hh=#7k(b;36FjFU zO9!HZgX1=fyPoQ8NS(ysB)%_n3rS2ZOXl{F;&f}{R@}0?+oi+T*Vq1iPC=v7!x_C6 zm$K&cvdJlT`gmPpU`=}V?9W9@mLx0Rm2vI5eK{y3q|@>7N6+^6cOB`vec{5w z>suuCzkmOJi_h>JPWDEaiJCV()?A;Uy!~jDnD((8tNLc^qSUu?_6N6B2e6etW(t@57}{BOiTud+z#6)T~t$yN%K8dS{W&!~ca{{$>I-a7SrWrzKW( zeU_=>>GuWNWE76>Z&e#G3R2gee9~Q3v%g$5U8pn5+9kc;a(e1WXH7ciM^}a|5-GSh z&h6U|m0Vh>isu`}Lz{hgdeKgZ1+iqPPJGz;wpbhE<0=!z(cvXZJ{u`Yr884)v&=N# z$|c~vIP^zSj50=bjhmCmU~ZC#XR#+*zY``dx&P+{$ySW-wLCys@pOL51tE%iW*S2 zZhvxC=FdMbe6SG`GsZfUv9q%a`zWp#E#a{uyu#!MqC-@sxZBu0@89wLNCF}-l%!Uo*U zNL^E|ef)>PL4(hx+7Yx#V``&j!;I@BKLY$04pEn(Smktm@sbl68+Z%8o{RtCFFC`9 z_0NCiYx^3b?B@PUYzu=-O8pG%z;bM(FPfk);Z1nj*kVr z)|U;c)p(wVID+4%{Z@5&jpgosKYq9)sLCO`sh&7-C%yo4Prq_m$bP28Q^$1eD+DK} z$J@kD>#lwg#Fkv&qwSolOFpTOrLL8hk-6DDHk0{00Qc2V9+Hgv%Imu0BQ}+Ds`?-< zC)w*#_Hm?FG-QU8io{W5+S=A;(BGUBVz_}>#33PG3^!77OR#okdP?3m?(18}o;r@q zRQt|1SXSS-vrH;DRd(|59NoHgEBpHy{eZIOC2tz`mmee3ez5yZj#qTI?o|DEeSc)d zkEK5K@rqlrt=k^I923|QFFftuF`f4H;=bgBXi4vPJ`3q1T0EUqDG^wDqB=F_eUA%6 z#vT??ry~rP58)=bGE=2}nC$XfCp$t63d%MKnyaPR2jzI0VL9FN^<7c;{Y$w1E2Sex zdc|K!ps6DzCDfU>Fw>urDbKgcI=SZxN&1Xr@m0E zhq?!5wcB3oN>hyVsZAf$olI7H(7GL2WzCw8xfjPrhMq=C+dh5zl#NkL*7F{TxLlfP z+(WL<1bP=PT9gQw0id9Hb(Hg<%hZ#mNfVb|#!mM!@z(ESg97SmMVy19{_|k$#qGWdi`sXk*cgI)2_Ky4Sx} z_QacPPwLv@j?T^ySMHo<9%^21TK-J;Bh63P?f!3O^~2p zCQGk-a840p{39pH=E^%lh#PW;4_B>{{GoL6*oWbVaYwBhkR*8Y^3*UKcL^G>e*FDj zjZAHM^OCZ6n>%Z)7&GYeMlR1Ow|<=XDku3lBv(h40K9s$t|WU z`vbT40?IT3swW@;o+*3byYVja)hVnWkuzUo7+8dq`jQ>rJjXI8nAbGg$jzJg zz7Kcy_9UlEq&Iz%xBFJQzT7IuEh;x8cDt-!SFNI?xJAK&#Ve{LXTMjTn2jHMn_(0+ z`s2rsZ8=uYpFij1=T}yU&#JR`=&q6WS>f|x_zHkyV(NQ5INL`w>wymw`WkQ|r zMuBTBx0NO~cL>bxEKISTn3_s<8z0aqIFo_&`nhT5lfR_-_n{8sYuRG2d(z|G09Q_C zH953-jC1htq`n->^j-X(fYXUj{@Koh`lDUdcU7W_c`UXh_#xV?cNPpb=*8gK;z2~HmAn=n({u=#ISI&q&~_{(#iS>jsgI_l7yn$we6zFQTCJ}|H61k(7PGMK*^ z1)fHV)@{k@ZbdqJM0^huFzu<4=dDL!Q^qRqqV|m6Ie z32^af66TpGwWe)$#u@8Z>Fn9FJ+<-v2M--8XL*4;$+m3TqleVOEaCo0AxbQ9qku_* zda{PTmv`bWlaa<+!PD>5hC3@8Bc0zTnpE5}tBN_0*Oys-a>FIeuo%px^2$oZ(Vlv) zQK6g`JD>Niy*#bXZ60|D(d5(@FI+hDum}rQ=b@!`!1N4eifhzG-lJr`tF4}!@5pjy zrPmnq2J(9MTE6AWM#7TyW2rv3X!!#qQH%T(q7Gd#D74JqL+nJ@%L~f8odK+7Ybz;6&-NLc9@xeen^U> zPlytCV{*})4g-|31(aejn9y6Ol&`hIB$d*BUf-=>u>WnwA?u>)hfTNZL3C{!FQg;HY z`l~ip{~ePz5s4VbL$d+*7YzYAhU0DRV=oak^68O2J-c{}d8 zAecu|ayDh{qJ~6OS)iT7J6DugJQXNP!r&)jnDSAMj-sUI5EN7|E-uDh*2Gc+9ZDHB zLs^;46QjLmw68M@a%M9GT7>yWucfFl5XPrnz|P(t5HL@rcQ3AbebfH5f1Z{wL0{(` zSwp9f{wE$OK?)^v0D#dgL5tT6izpN|0T4Le=9MQhg3LJNYsAcI*pNdW)fkOAUS74O z0X5Hq)6EZuMc&+z_HlT@>YRWgIkU-<6whQNj8C3icWidJQnHazQ}_0b8^7y0R7;c9 zgXOLrt1lySiO?$~>0G+hGufNo*pPZGxi1vgy+p~vduewkkwrhc&1=>Ju`u(n3ks<> zt|?fy-3`aAF^{J?_dGN2MEWG04D&wA1O%q2VOw%ql)kNCAqW(GVDy5aB0^Y|a22=& zlBKxgEEYr}pelK(Ca*(pBa?OIc1G2rRu^;|vs4t%X-*|c6f>bQP*EbWtLqe5b>#4e zmQ8n%S2cS0=TQ>4=_53lmOn5w`2!i(yrV2wx=eYLX}4|ySPi$}Y>P$(kO~d5TRdV( zRi!%fY^`F#(eQmb87D5zpTBHoJ-e8gE~%#tW+yd4vbEU19_?+kC_c9+Z?xeUJ2j`x zGkx|}8l(bPDP?We%nws{aBGJTjW@KSWL740YaJ^}`AxebFhY$;{ zSXE*jX`IF}Gwf(@#EfTuO(}DHo>d4KGSZAc(mFNrwNZY@XRYdLT)vJU^xhr#h zr0UQr4qo0$Rnys-X+q_!V`OAUsNqU4P%-fQ9@l95r6PQ%PpJyq&5u!+2Qe_a3rAE) z$&AobXt^(Zcfr?#N5l4%S`;Di9;Ok*ta$8o_thpN#cyk1peVfBt$(v9#s15Sr;nAM!<_5@wM7! zFBVc__8=Nl%*9Ih9EL0QlTy8>`tD_Yk5P3&i-seL65nHG{8+jZ$BUP2*##DfFn@`bQcxYh&BY*#7BWgISu|*IiE#-q{#i?&!Z|LNHEcGpoIK)V%u6MFbfag-*qz zM}yf=D7cl8N?nfjF2{OMeLr9ka^SEfZ;Bft#LLRcDK8@tr@md6OKzj~(tJne=#iF> z43va#60<+-r}5PWLP3Bs8KlL2{(O?KG6aL{J@M=}J@;>=1iX)+f=t3%mbUUAY|YQ< zZ0J0Q5>i=3g*NlO(yIqd+-}Vym?A3X=1KdkTDpRz6hirm1(IeFns=dA1A_B%Kn#6+db6Zsii*alNF;Sq-C7r z&K>Jt{%PQC#@(I5A+aKkJ*VE@H=O+58J&%4)Gl&-#3&-lVF~IgqZfYfioCqS#>lK+ zQBs9KSmrT6;4L1d8US-Z@S6@&2OG%BM=vE%x<>V1bd*nWp3LC{Hglwtn&RCG_ zJ9cn#bH7e5u+bPtn1~wP@Ut@P+&G4qgIT@{^}kboq3*YTlxmgC&M1tp1%>P!_*j>$ zSvf50eUNaccv^pZ5q<4x@P*Y?w-419x;cx_{utJ8UN%cnX~}w@o13fe^+$$IDtm+I zv{ta~5ekKKEfETgzXF8x;#nIJ#L~QeeA+_dlSZ0uBI=*Aey4Ee=CD^zw}Hn`luu7j z`|wD5JT1631`?q6OSp9dO1dPhPS>OFc0}d{7kqsKAwB$E7hDmeoHA* z#@irZ)SX$$ytfL7#qr~_rRhVclwM^ODp6kzfMygt^YwV)P#G5qef20^^*l!F%U-_R z^UX5Z*#1p2@wc>k5qt! zN>GXas@DsU9;x{qmmEbE>sshjh_nSHY!M*oYuWNh8601Tt{pXwmCT|)A+{uZ0}~iW zijOQm#Yho#1XF;3ksu^0rf`R;sj2lF4WsytWUk(=i~BY_tcpxDQo7z?9d&b@>h>mJ z>KY`72f)IW5BvHo32R{f_Wo^vCk|>Jct>`sf!B0)yuPRB|SW>+Phaxr8?Gt zv(2IbrB;3FvHf5%%}}R+1>tz856oUy;9^hbA5M!PL7^y4U)o_+II0mB7iU&|M>;BV zWW<3->%J6L>NhcY{f+d1$nPVHCD9AqomMpCIz2t;)mRDaQNBC>2$x1m6@uqIB&NE+ zb~%-Nr+$L|3nzP$<&GRt!}6{JZQJTldvp@vVBPA~w^2fvgHQx23>_Am{ATcvxG}_ms3U%emojZ3%-n$KUKRLUAaN6Br z#f8B9d3fWX)pxN}GD^Gq7R0Ns&%HArA&;$@SZV8zBf#z7p%$%eUDUt|2``rVx zK=Me)ieo8jOHrjAni?N$R8Kp zFR#P$5QW4mTjdwM8VT0aPjnkB)I{P@b8vW|?=|fRKEvY2#5euUbYGHj%~nt-=Aj6f zpI&=?REQ8V6dQYMBm=T+^@a_n_MU!McLqYx3h;UAgWx&#q!o_ol$d9OP(>-Q>5}0F zuOHto+aen?S65fdpwjXMqr6FSdL*zK9HJs?37_vA)9Q}6X?lGaEX#B8@fM?J&z@}n z3X}n_bR8Ej>2`4K>1)oZe1rvZ{pHKU+u7Kjbs=J9oP0&w_5wK}x;jpN{dOUtw^w|8 z1fpENY&0T>8c!7P^ z?{zI#%!QTnrF@*WG8^a`q|y$t^Zy?brj&QnycqM`Rx6Tt4Gj%ZIG9`}!sipVONL#~ zuCB#I4T|1kl=IkoVc|_-_lf)9)2yB7*K~izTlC`&mT?&C;y=&n_g=Vok;*y2zGBs? z{k*^D90S33Zgg^#edYv##A=DJUmvMYH)spo{=}WFEBnZY)BTV#zU=5~YElW`x2RWJ zTjf-OO9pwE><#{pCmAmB{D0`K?SdA3vQplA-6s+q$*B@LUiu#QYd>z*z@2rMd_ajV z<{6;>FhP;2GGr*ZQB%9T;qF~_pVF2yk%X2awlpUX# zoXOvmf02EkfW@Owq*fl!X@<u{#(3& zYIDwDRV>x2$#UNg-vvplcU(O$%)*eU5P9z6Qlu*ir*C=i-If-qix*m+Ua*xCJVY1A z>!dU+9+=h$QR)}`(!EWIHtwzS3^bFKi|KsfCpmoQ^rcaXlhTpMc%aqS8@OleP>9%7 z!YAg4OpY2h=*EpdlIxRp>*bvSDA9i*?D^vnP)h9AuQp%=%%NbEm6av+l;hk|f+usD z1#Lebxz0R#N#?rip|v~T1hrc27v-kR9>S#veyNBOKPF)MrVi*Y0T)wNy?3M<9F>^k zy(3|Fz@=HBs($y#_AYo4lC3+wd~xkr!Myh{2M32vu3g+sZtXkiMKd~xy8@qRczmS_ zAr^+X`23UEW8{&R*!s9JYD2z)(wmHeMV>~=AY4ofd;v|3&sE~|yS?I5eOW|$Wa~!0 z*3{LFVB*zJ0m$tE;D)4D{=j9}1f;n>ZLiVu6C{6~YzOxGo01==dDU z@*9QMH%2pnfZSxw^acblb}DMKLex|QxXIB7El^jd=Ga|RnxzP32M{WD<)(dyY5OeS z#voWJ0_p4JIY23h25i*obBR=l-y-YqWYX+RXbwcmO-#A$?QI$Vi4aGs5tn3zb5ee_5uefs0ak7CWppp2U~ z^=6Cz@rM-hNtB4`EisqO=l)v^szdB&4jznMwEVT-d=&l-b|M1V9#afQZ+*U5VWR5b z5F_Kixj5F=`|5@R>Dy)}UPyvq*kU&G<2&KakhsJPe+-qAqKb3002z`7DTTY}$B=wn z)GFL|{rSJA=5Uv{|M7)|*TlYm4s->}B52btMOA^8>j>0Gv`C;m4R`kfHn5IIfo!9u z@w|kBpsL_gzs=%3jxB*Z6$vF0HC?$5)m?jgyWFE~xJ=zb%yr9$B4YjwBupekXWK;}^cc4xzsqC#SLmuc)1{{{tsH6knFAC{%v znQv?=&m><=i#$yqf68$YocA!4xDk{wy?1LQAgG^$pyog&bb&eswO>xOkHlf}TAp25od-@7Ga-K7 zg2ks$v6<+u!T3;O<_BP&LY%~X9YqnvmEnh*MRm2;@acs$y?;telUEx2`&M%BlOuHN zjMPevi8TAf_GpRcrrZlsC1Br>em$?#%nTx_4Fnp#@Z?RmQv(<6-1p~#uE z;XKDpW&Q6t;_WZ#rUjZ@UL3Q51n8ooy5vTBTvTID7Su5`Tv}EpCm_0x68Fb}%fgs| zyhVFOiLr_Db)%;Vos^+a=rIzXEX5gQogS`Z*13PuG@NxMIV{xAw90Vv<&wVN$iJSL z&iQ|o=&NLziAzqCB?wqP;cYQvTj>@dbK(C8q|&lW%tyLbvvo@`e%eUB@H6o|R! zGu5OA7P5p_3el;p=KZrpjY;aQED|m*xpMOIwWy$xtdjc*q)tEk&6TkUR0lGlc(m8V zhb4|Er-%!Stvlnz=GqVg&%{N`nRad4b`W+eC9prE75m!`({OlwzOyxi3JdT}1n3Xs zc5Ys@c(FMM%6qzN@tjG17$0ictHeBek;t%jk3BB$IBHjJlI0>Zm|MCzfrX?G@O?Oi z+f7JDT`)g15UWsrYntOgJ-?-1X2{Mp2H+(TENKFG&x8yBd5-#1Dbj zsEisIi6ZKiCRUL5t(P5T%2rk}2M=2D8;@*GIDNS4=#7w&cp?qL7#2;OY?e*iLdxTi z+Ryat1yo(H=MaF@^au6beZ%wcl%yhsC`KZ$aUp6VTCzu#cRO$j2-I49Tgv2vOj&#) zBb2@%9V(i*asRt))#JxwG}86^IhwOALcrL?#>TQy zRggEF`rh7#`@pp)1$q=vv3XObalM|Dw5?FAM(Q%A9nAE5N4}szf^W&SCpG+{g%ReH z&~6E(NVp$0wIKMOM!_*~Aqj!}iepQJa|Wl18+bfr1)5MAIox%u$uu}3LRVb&<;p|v za);}PgRw03YvJcby#*CZ5~#=+RY~f}4qa7SiPj_i@FGmql{jZn~)8`*-UFyWkvqx?N55v-> z)hXIpd%=dU8MlT~0WY79_6I!XlNXUQ`gX6j{uS;Q#hjaq#Pz-im>kW0d=xdl9arfQ z>>nmg65{S_#V%f{kV<|f#UqQb^wzSbQZk$sG&`m2!-!@9@Gj;?D9dW4thsXvCD$5! zGs$XN$I6-jTKY!p0>&$JNK1*R?@m9Hr8C7P-pYQt#L!7g>iR*P@$=`ytRm~Ug@xzB z>z+)VyT)0ip{$FQw%huMzW(4O-{#?LPLJm1!ZQC4#?dF-1AK}O51LlvUMb#{^c;35 z&gcalM4{$bob%|v2W>uC1wUB-ifMsHe_@I!1t zt~!XS{8^#MEL8KN=VovJjOPAZLbmr%eAo#o>|!@Ax^u^_f}y;m`*qz|zvx~w+A(~G z_V-A2o;}t=rsbATHbOyB1GM^g23xlles*BC%T>6=dh_xxoOUPAadumB_U!CTXgi93HG0R zvs(V$Cc6wa5|r_aaB0zO>c&){Jltp;qWp^qLHuzhD8h zlWBRv(L)Qk1Lx-xRnxK{j$0BQd0Oxz^Ou-R06dL_ikNKCm`3=f&kiD$ z-C7XWa>1db!}EDGBO@aZ-v!TN?ecI7yvGPoJvDJY@!Uv^L{*2%#75n;&r<2+$yh=d zBdvgcR|MMT9xG6YSB0%ce>r(&PsVS=gnR^ICAvADVFwYKk(TZgnGm%5>DIh#-4|e# zi%cq`Qo$S&e*%%*iLBpMIQ~A6E$-euIT~u4f-xT-pJ7Y+qes=@b!{AjEkIgY+NCGL z415{D#aC`1~ z*8dlEIJ_#dc<@gY0i*9c;iLo?*rM8b1l$*B-*FxC5R}K4F7rlMZH_x|G0P|bQ7ud zD51WXNo4q7b0Cr-23`>!2kD-@U=~p3i1lV{cI)FOz9H!GG^?U%r_=8qP>CA}r0>!H zQ~k6|rp0Zf>qD;K`wlx&=`ah~93KrY7RSy0bLP2B~21&=d1sSymJV4Ayq_4fvqd<5roogPzqqN8VpkZV#hN!+qelx6tLeI#I|%h^k4!DY$X-(6KCzz>ddASuNf93Jlt@A z_c=t(0d0fF?zxQyGr+Ax#X}icb>SrrrceYKm%8#V+i9Ey*Rj}{`;8BuJdwh$mC_4_ zt}P9qPiu3|H6te;wOUaZ2|Tcd^%krx7&G$agzm#t^2E=Ybtoa%avuj*?_YtKt;;kN zF_5UwH*Va>di=OAKz4KDodokge59AH6#T2;BZrAN66Grvnm7yBWB%!jCk? zP>#srKTkJ6lb|Re zUO*F)`2*#N6zgs7!`Ddz0SSlTJfaA-gtHg-eI!~;)XIbB^cRzJ5Cany|1@Mlx>5vssiyBfIR@uQ*XAn4j2wZvo(Ow{u_tbg(f(%5 zec=^-Rda`}SnA60cxKW<9CQkCbThKDo^}!v^r_gvD(?Chrdczh0y$;B$z>&bZElq# zzD>&H%LK4UmS9Gtfu!O@&jO;nOQItd;up?q^dejdz&rXjSPQwixJuyp32~p&JBTky z%Tw;zio^wMU*2Hgp}ve^-~P=w=i0aZPGBWbiV=yt&xS;U=@nKv`EMQ7?g#FSYc$~1 zirzzir*$IeNC7dZMr!O|Ji^nbul-hdYoDpm;dl>wgK*@VZ5=KyF0QlF<43O$I3akk zRP~uAmFxXl#7gBzLOw-Ci9aHn!ac5aogP2 zKbO=CJ{t~w&+o>1ZvENBwzRwGhaGiMx;_$dE$mCj?Z_Y`_@PQ;VYmzqFX%<&1&RV$ zMWj&zy-AHEk`5Nl>Vs~EwDU+2U6TnaYxXGA@rEK3X!azc+ZoL z@{&Y)g};giehp}$WYLJY41IPn*iJ5a>A%gaq^4O()0}2U(5;YdpY>KNQ>6LNc`|Kr z|9Tc?$d&zVMFs@vKsF*hPQ=#)-z!gJ2DHF92zV|M(Gt}yM*iaWu(VZ{GjS_{{gv_E za2uxXUMOz?Y#`~9od@5eGHt}_A{VOMvK*ZtYW(XF^SwENdtX9jW|fH(o%WkYz2?VI z*Hyipp3_cxTc1FxCEnwg0ozIKPh9wAm6d4Yg0~i#OefcW{qMiWfb*8fJ8YemE#+#*I$59DQsxSE*P*V z?6*o2pMVM`BXSR)n8sCDglwJ&xJ`ARJAXbnGEy(i2=px#218X$5WoC+){i$c@n*uRG3%YfyCpcog6>p0M4gN!-Z+2YEmIFh!N-{zREQ-|ib_Wyl zsWH}DdtdQzv(fPNq9^q;M1RgoeQ!D>CFPpuLAuih!Fz#=YV~T6ce}s2be77XsGx|XC$%dGz4*| z;+@kU?A5DR_4XH9I%vzHuX_zqNg=9a6e$sy+wAe$zI;C=;_AXeU(kt``V(L#3^Ug2y4 zTplKu>7OTj`0<+INeCp~qL-)p$&nPb#efS(AP^Ar;yLr(6a_c=yv_#D>l(3lVJZ-L z5MzRxxA5T>R3x!4&Ao5@4rA8e{BFnzco7KX_&z1iDiTU3bSM)maPk$K#oqS)PR>cm zUbu8p8*s9}HD41YPH=Po*gGeBC(HuHlLoV#Kj+2I;sX7YsWU%1C3|58 zkT$W;(c(tX+s{GIQBkf*$2}%&=yU=ldo$3{X7{fLh=@nLc_=K=c=?)v1T%`#A>_pq zSfx6TY;L0zIpIWD35qwf-#C&p{KsSsH5ro6DCYBIs^q^BD-f|2!rlc|RPVER7nV0a z#~yM79TZ$cVFyPaWFW<`(i7+{`spl9Aj2Bn*StO{7|YDeiLQ@(GhbLeq9O*rooipl3(|DAj$^jDZRQ@DWpAz1UfFJk0!;h9 zgk`A1^A+F8Eh;rb6uw5-1DF|jR6Jo7GDB|I@u%AP&mGk5GV8cqT>fJB5h|q7`-2#$ z5$g`@4Ei*6(wm%xBFL2UDCFbWC7Y|@TYTU(>q+W9S}Z`O4DkuWcxXlk3P4L25K2im z7dk=E1IkEn2rUTV23fru1p~h@y>DCUDA4mVV9*zv-H!N+kA=c>vX#1Q`EmhaPFyd> zwXD2cT}S5@+bfeSj&0kXe!fC!!#8{*B3MY@0P$e%+{*jI8dWZ7ZziNROd+rNFvq>k z|C2ZSRlV6T@3_kK9Qitt_z&M!4@kby zc)c&Pw5qjo)TZ==1l_EXp`~;3X4xx#(KUoSS#N~NOT7PbE$`ts??)H$vh7J{=g*IQ zUsyrcaaDe4;vvl*M-)0&xZF931Vjw-yP=$S?R`omZ79@X+>p1I0|^HcTh=-$OE@= zt5(={K^EFs~U(rq01IuwW`rPk;yFfvuM;z6}M&4E)r`O)R`VqsI?UpnYzKk zMtuB8zo`aA`lLt%0T<72^jvL}oeTkmbHh?s#`3bV8gM{#{B&;l?yo`3{Z56$Z$w>T zc5*CPxjzBm8$Hlz#C(g%rlC^Y_l>~(%Ue8&r8^0|O`w18z~3AvwnK-M7T)I9A+7@; z5L8KMInD3Ld7tfa3(CUxTc`Q#&N~didV}rs+xrJdr3=$Tyu$cEYj9XtBFLVkT>8yP z#T{oF=Om>k>9U6X*FNAhXg<b^~K-^J5@y+s_^;TSdwcSCr-6QUAUcVNL zmQN5WF0PTBv7MXBSQ%)qh1B+mL6*`XgVGm?5me-q1L8a=*fPEq+T1toSU;ikswQ4< zvP@wO4PIxa457aPLVt3fyD`)6e?W<&SFUOs{)gH?Z97R(uwLlFO+lY0`h~9D0LQf0 z+lMaqAawIKW)Pb?!b}g?JS7;s&|3b$sb7aIXY|uv^YKxIa<*sBo`NxXd3ja35kW%Y z@ynEfi_yz_Bh3E6^l@mmV6b*=g0hMg4p_WwX*YX(?Tzx%W+zGzD@i@zxfU&42y4tC zOs1$Il03o1ay4d<;*#`TAXpA_6IKwjK&%%u8QF}$G#anH8()Imm&V4<&TfWfD&jhl z5dWqum5a~B(*%|rTn25elf(?~RzLu5P%st0kJ zq?sP2=>otAqeZbDD;GESkq~{?L``k%W`QE9mtzaMP7#k2(S?oE_F}ndK;=p+7?Pu^ zsBt*y8$rVXJsmPWO0s4UJ-+K{9`od;%DQw~2~2TYN64 z`u6Ds7yH&IFgsukh)ydUso)5N5BE->X->x_kf?QCyW`#!y5*3j z7MLfDjg1r0!z8Dmpn;a{CZc~)>S?uMiT%yar)t=U^!&>#R_6*<3mn63;wv|~Ob)Hv zuv^p5&VB*o8atnq2Bo-oURueAKMu&IzOZPJt48NA*Z>8$u|9s-B9IE6XZ)pB5x1Cp zKtx0esU-meRpApKL63ZA_eNq zWGH%sQmJ4_cU`_B2)#sF^B4Ssaaau7?^XDM(h+BSNn;l2^98v=3UKmA@VCHc!RT=c z-|IEwKHWAu9Syq@>6!>*RT*^}ihbbjQjGAYLeV4qi&VdihT1i9D$>vo9y|rr1APMp zqGq5JCIpJfWz9n2$eN@38DZd?a|a}hzPu(^jo{-5o)&=`RBsHp{{Mh)Bne>egkLZX ziF(m1VRDZ#Nqpx#FJUtGW7i4LlzHvvmIM6BrMRKGyVZWDc6?vDB8V19Psv0T1j%|&F?u%@woO+gDzfcItwW>(sd&-)P!{EtLE&6_ULM7+8aLN5n_G#IgOBgQ^d`<)lgs3vTflX| z3i(TUoTqf1Kx9xSJ+RWwjO7%$1e2XPkVzWQ40z-k8N|m=ez_!HeGs}G6f}M9TA3iM ze)U1oP4gx)iAxX8Z%&o>U?|8V&hc#qAOB5(Wb!t@2B3P<*qCujBpdWII``*DJon~=y79~j-caCmEo!N1(S&~=J1bYp=+DU|Ssxp?@lOrt+3^AFcCK~CgCOMf9 zwuJSdJpk!V0E3tpthY+?k)Fr$=fIJb#S*2hSYy@bl_x#Hr1=Qmd-O%sBiR#IL8G2? zWYY(A>$7KTf;i}IpQMf9*PGwXQ{!GUlGO#@31&T9FoKFoH^8pZ%{8D+&TF?+ZUf&> z@FKAuL&MRfJ%C<=lHGcTES;iGpn{(-#Z96GdOZa1F0$VSVji&HE*_l+hq2ge&?jZ> zbfsR?^YH^mi{eQ}&BHS@e;HkkfSyUWA!aOTnH9Vu+%PBmj)Z_9e}ECYpg9>M=W8rr?k?Gx3HJ`569VMr&dV&w+DC&QZ04&vEWV8<|qn6qh9GAV_3Dh|Cl zihEEq_-8PkA$HskHleIc$CqJx6u>?YPpS%5E4B=PKdUhjEpk}uwdlPwNHeNW)>I_h zS`b7)x{mj^*qkSJQHTT78aio*K4y@1RoE=R5#2eXgKceDUjH+)>k=dg%;Y`^*tQ{@ zq(ht+Z}I|RJ4nGpJfWGHnWSYg0X=se5*jcP7Dz~<5#^S++r!7xW5>uX4HgXheW{F2 zr%%?s*d~O?qNL^}sW??D;~+tRaC@wSjRqjl{NuB$lcbbGoy4(gSHi)xjkpWSaR!;H z%HJ6o||@lArWky3zjsg9)fsU>RNO zOL&Y(2{Tb=*aoz*y;rqb^mx7{z)F&8ydUPwC>kVs;FMPf=m`eh5)<|LG@aH}NI{8kgr7!5+`N`x3yZYI$S;uyL(=XTc2Iw9HLIWLgaB<1gU;rCM zT3VMMq={`@NSClv|2v`_lj4e=V!@n2g+Ry6*Q97rG+Jb4DjNMpaH|V<~5!M(;>ljBTcG5t{I(Z&2C`5#->}|#+$wKw>YXCwrFwDB^k6IdyI(5?P^P2>=!TH`b+*bEEiB~V6z3CQ;$xKyQKLNT4^2XpKNS-Mm%*iLY5QBlQ4y( zBZPS8NUsh$sHU?|zFLFkHsXgOdqoj19T7thek6;F66%9dC8x(KQAlh)bnqbTNZdd} z$PIX^nrw>E=*;?QSQ;dG=e5ee!G0W>M zWRCw5zw5Ws-LLIyBig!Utm`zgk;AJG)q!>&qIl zGGk}6iACplwoJK6^4$oQtnKrXm;iznuiD%<`W-F8oGLI&4_zrFn2d!s~{uAjX*6XIR zbbMLN$@ZD4KDAki;RXM%!sNO%Jaii_eYRPb(rgKLJAsZd4O#!{JWFoK(z(mXbn_3G zUHOGK#L)PuEU!P<9Cqwk$9?fC#?AXGQ3GrBGU3u=iw%iTAnHa|$$TXrK6<}O#B)@y z&HejCS5UHl-`+(Z6YSkM!bv=$qz*v46LDvvvykp$5&7?kp*MRCadvDS9cU%)H~5uY zfeamo*mCsA*ho3T3?SW*rk4y^mFQliokVwc2$2WSl&Bc_|IX=z+EU4ldM|q>(4~G7 zHcF4v2AvaE4g*?_D}sE21S02+CkXrIt%tm`Tnj`@E5+Qm28IL}-Q_=;Q`L zUyoXMG^c3#D7aizWTlNEb1;$O8xxMs9eEmB2HB{`9$E&Jcc@^GMKMP-fczi%9Zp{& zu2Ph$Hyqf17PeHf5;wt(*trj2@>flPCFoWosQIzl3O>JwG}k**W!Egx<`w@X%u)J84h6zbWv z^F`lb?`vd;WM^~AxTf^)`OzFm!E4!Bbd&f$`7&%L_x=z+};-;12!FGW^9lciL{P53W zuSsmaC6#rkMA+sZJuR0w#XSO87|@QABu-b!>X?b8*D9yUFy`EU%z@&$E*1LLxn%IJ zUFG=a;PJrw?3(wN_xbo=-7vr2)Bk2q-q#-)>?gic`p>@ zmY7KKfl!xwz(}Xud4lgKMGF11k%B`+L=w3GuXL?B8Oc&^22ombzI_IzCVp4+EL z=W9IHHL+I-bBc|y)Fpp>Jx}bpMAf)<7dW{-_!mt550jMAHsV-DQ9yQfAWgz(|H9^g zg%3Afx(yCx7xrC)8HbSPu!I%#uz;t4%B+Ga9rT5uLzfb`PxTM#YJM-GU1W%%*XbBi z6R~iL|M*&h%Kc_)=rKZw${7LLn5SBxA;?ApEd*?$qQ|hGQ5cE=^}aC<)qBKmOS;#I z(-eX@2;tV=uwH2T9PI4U*sQM(TL_QfMv2i@-EnE~mt1}$LLS4__TX(l0nXUXL#vcf zJrt?>j~hogYd|l-v6A)nG<*>dLP^s^eU7yOmCz>XNN0r70r5!hI7KC81|i41?QtQS z*>m5Ggc~JhCUog(G-azjkPQsX{ysG*h$}+j*If3SP(2T}2VPFBdK&(l#gF*X^=r;8 z+q)#NUFQN~kRwT$?AHl8G4NOS48~3TRW2JGFVg78V1K_^Ke7O<4`>OpPwYnyH&_$u zuxG|~7GdHK;^U`_oC(+;ZOR+83=CC_qI!^9OpifyMn_ZO!zBwB?&9PuQ;ipbHAW%6 zc34>~}yM&h%~a$TGr)K@f@*h%xTf+4&Uj9`v1b($0(vdz)Wg z*t+By_GjaqkY(GtwOBO@r7=ozfCk~K?|=XtNeMGk3NK_3*A5dL6TV4IBcoHj5sXe685a*qq#Mr}kaqmtvKG^a-kZZ38aJ_b za_@I{lz+f(N8#Hg)+VwAa}Rb;QibY5w%WbESzHHOf1nvZnvIx*$TmD=Czy&b0a`t+gtj((7w0&?{IdqQ*VQG3%b#Ootq1?i_#GYv2XL`&66@bPNr38xWlr&b zFg>HMw5gLY_t@l%EKwc%*J;90_hV_kyGe=VEN zo(;&<>Al6u?0)3$o^ar6*qYy5TaDz|e-ny4v0y*ZUiZF1eY0;9Mx^nyNSbEo%hmhy z&p#8Fx`ONkUlYaYi}W`!KT1$mnofq+2ej(jkgb_s1+Bmihy}|`a}+q>cB&hJ$aLbh&`lk@1mUi7o_!z zJm^jloojv#ORNjyihgwPPNJo|aG$BEX)?Zo>=KF%*SP}EAqG*rlZr_Zek#GCFO;oY zgSs&{HxDxXC>lPJ(2yDRSqzvEh6Hs8g1O%alP<-MCSb)!*hz&1L1NmD_81F8rn!ra zO)U_DkbU=x5)r2E4;Pns6Niw{de+D1F}pq`#z)maG7<6Xr>t=`#D~%=~Ih7O?{DlAejlPQukWAuc7}Ta!-UQ^|D;6r0D% z37V$4S-hui<^Jo9)$b;aMj(Cv1zQd6T zsCZFIh?Derg480a}5*Q&>ErvY+ zwTE)Mp)D`N!f+uv`mYI1A>>E*&Q45S#LR6e$suhiPMZHmF0{?gV7zjdQ7v!M{AU1w z@D-nlHK-Lev87d#Ca#szl+br&L#wgT)0cPuem&@DG7~3U!s3>canNBEbF-4dHsklb zuKwJcc2%KSPvdQN>O;l)UZRw%G|gnQw9b(Cbk5t+A0ei>N*)zdv$I-w*lZ|i0|i-v z7bL4gfRe3~Wj9?Lm$66hKkab*dIrNncW!zdXlV^|Q+I_=)$Ltf)iZmumFZIb3ztLJ zsrx+bZ4-*P1TlEM=&BK_C+Bw{B(M4m4}Nv|;8b3!II+?AJ30^i{tjgn zay`IsfiFMiYNjOoy}Sx3U0#Qxch+ZMU{})nudVIB#gt6g_Jk z5T3;JmVO0?-Sdg!gO-ysLv^*afAso&E9-;F$6gH;X+25HDIW<<7;TDi!NB7qCQ!`m zrCHj4HMGupnV_9Y$}HPd_SQ9PuJ$lG8`F9uLqYv{MGJHnJ=E0|4%LP2NcK55E%8CG zAtxp3u;gqg4as#xCSB-0bXTlsCLhTfqtNat{`;A? zCr?txFo-=R8iH2K&hv(>Tis>_zN|COO=$EA$BkrHt6g1T#!u z9G6FNH-I?CWbEFDrhyMChDB<-n=PrV5^>!$!D)?lm+lSK3%R@IyqKD05$7i8n44;1 zmI-A^k&94qM3ma6Ge>#YR|_s`Kuz_)Sxon%k0oIdTHHPRzQ)16NLe&y9u!=C@Ux|+ zrhEFfhM6rh|RdIjIh|1ar;xE_L)o~R|7GAfLDVQ4;?{PvnhF0pTz;&%}Wud>xHA9;H zS6HjlBwQ2!?I|L_W#Rn=Q@M2uN7ZLPZ=O6uPzbGt9fzbok1{Nth>xYZ79L;;Mhm0f z7;T$4F{-UfYGvfpV6AOuB7xE}FH)BFB$$1sBWe@SwGi1_=IQC~GnAI=b*b|Qe&HLB zw6!e=3v1oT)%a9*NfBq=dQsOwb%hmf}3ihg+1U~*Ac{cjSCW)|q87V_tK+G4K zYwA%ifBQWcWIo`q4cBA{x+0-u-oj;|~?+QXjtUk+~<*53TA{n=j-qg`MC zt|B-H+;$$mm-MV7y~M1zQr^GiYUBCp#%>Ugph8^kS*HrrF&8~FbgwRFqeZwOXdM;t z=HLiDsT|;A^%BIQ5xn=B5G9~Vej9M=bnF(pN>O@AV19eEr2Gy%i@^u z;TAxreSM$@B?k`>D!^RYpr>&X>g?@2jsbxuu$uNm{q#2{d4Yim2-En1utQ+7qncIX_zsS0P# zp8cF30;JjP@YAX+M@w15F~!7k77~x@VNcFiDx4#Hy5UI{2ki7(4rMGh}D$f0`MSPw8>GNj4|*)S}2~k)~d7-MSh;KaqEz= zg@tevx~>IwY}alN*Ql|sTEL_IW2T7Y*NnDf9bP;T0fVgwJ3KAx#Hg&v>J6!i1=TA; zisN7+Y!s9@S4%!#-IhP|^eS1Od{+}uIar3Y%b?hkCr>KJSqUXh^#gvY!@_l4toGJo zFExm{R$%)Wy=TcrF8fQw2yc%?$YB1Z^#vinm#4wx$p0A9Wpu$xxBiTfZpLG9;#aBv z;hT$|XFJihGce4^-7?(>^P%W1%K^5oqp#hSC&`dh=5K0MvJv7cxy9yqf z%^L35h8wTQ9~qBW%#y)kN~|oDSdd9JQnV%H6uQW4PKk5bw%tdA3xT6u*U_I>KD`*QrxC^-g z$RZou>p*imd0;_ORs@-QZrRQl&}Wj>y*g}&U^`N?pjmok)Z&^6dfl;4G8#WL;6=&g zI7_-b-ndr!TsNt{Mp;iE$K*3 zYo`pt_>zq~OkyyEg>RZ)x-*lpqVz>V=&c~Mw;uuP{oSM#@owUeEVs30s@-7d5OQY1crtcxfI zMd)r}zUu5x21|fYJCBMePd>f_tiY#LJ>wk+DJ!BKBic^aL|EgS5$Nmj*6du_o5r;9 z%Xs*aG8@4S5qFZKXX@0c+yA(cWVDuEhE<~kGKN?F3|TAWc!+91W>9EY(h%qG!-%AX zJi~~eP1397wE*Qid1V0mT2POz2Vhl8NV$6?X7nt*ME@1hX9siJ4iJ&FkC6vpkXp!D z4osOcMKypUL7RUf5V^D>gyk=#){iWAJCJyay*Zp!VJI^~&ia-LOT(mcY}h7vmQKQ| znGA-{QNXaZDE+Zed^dBQuQ~>|H-vKVs=IM>0v5X02q>HO8kRW^+V%*u;Mw^2$2seT zW>+q?pBs;`4r?EQ650|pm;rb}50G!QfQDnht%`s&=nonACE(-7qAb{fL7DvLA{aFc zDua9XZLqRZ!zf=c*l*ZaF@I=7%RCii4CV7Q$my z^xkU+O|Ra8D0wKCuRM(0!D%5(ta*#B_^Zn{`#Lw+7hF5R-R zT&xi)*sG yn{0MUF6COo0v#rAll})=CDL*JKM!;Kt-_?}Ngjv1o!8JsGB?_8C|tMa+kXQRwbf4m literal 0 HcmV?d00001 diff --git a/automata/plots/ke_GP_annihilation_creation.png b/automata/plots/ke_GP_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..3b43059a76f8f530ee0f580305c0c8935d2083e7 GIT binary patch literal 29105 zcmbSz2{@JO+x>1XN~c04G^t25pbQxrwJBuGoC=}LLuSo|k|~rz$V?fMxsD`co{|iO z%w$UD|9ZAgb$GvG=>*_ZjYc-D|D;xh*Fnxr~m5jzXaXYo+$t=!wVmm3> zuJhSkN>3%8yS;FX8?!mTgGJ$2q`(gMouXAZMul7rm7#1-;iqZ*}x;Yey>>%f9 zRWHjrT|e6*r6rPs_JJthjjJzjjE%S9tc@HW#&-}({>s=viD(eSQ1y3eP5d7yhRL( zrlzLh*`tDbh2fR{g~m+P0|yQm*2D&cWnRltNzfX+v|laF zJREm#BQqgt-g=9}*J#uIfPkp7vNF0DkHjd~AQRO-X>GwAQTy-bn_pdy*3QXRjy)Cf zCLBRBG6mnKpOcyp;3hn>4MemC~E9&=2P> z7Z0>B7rXTBw5EM;idWe5)I`yl=aJHWyp6r$Q^VeN!yO^tzL{c3r1yO?z3TMi^UZ@3 z@0=Sg>t9?PFVdcVLeKkBLIsyw>!B(?MTY*s)rI;FrFE0I%k=*23C7i{Bbu8}r(CF$ zpP6hIcdHU{ntXZm4ompLWh|V6f~TH8f1Zvg31M2f@`>Bd>{BM$ zV|vdAe7D}89PMq)s;|Gov|>fb#zQyWby_~I9P=F>V;3})*nHGouJY*#-4rz@CZ=#a zz-qe^%fGKJvHNm+8wYjSy1m2JIlQMLl7oh#m13$w4&6K$q-5Y@seRwlDLhS^zVB>% z$)og%z6^40fB!Xi*hG|X=ya5Y97-RlQDZn%H7BzbBy-ikGPw%N->0?a} zA-^ye7mDcMyUo!m35}|wR#PLj(uLi;+AQH|@ncf>s=(Y}pa~@}(fPq9#t=YNT3)d;fk7S+TJ&tb>uS4^5&m(PV+*5f#sC zPfd*0Zt>H2(%O1%?G3Y@5*NP8BEiHH7{6aY=Oa zlSN^1aW%FZ)2dY#CC`slxXhVXg`Jo6C9Bn@R5=B2=&E$*qd+RRj9qFxC5wYp3%3tpsi}=JTEUf00*?#Jy z;EM}&PmCMVxwdXSx@zn3vI6gI0#1{c`lpnudD=1|)H?Q?F|hv%Ucm6ZY) zKI{@OsyUuBGoA6ZG-zi;WmIr*@WBz;ocyA}eXmxFB@L!eQ{-;Vp@=nO==N}|9qFp( z<5)Y|3YY=qaA|z(&-dw(Z@85s_?QRsG_Evo_ z9`=xzS^FcK`(2l|RIlehfA3_D(-dEJL~vb_{yHyr$BFN2Z|JPSQwe-&X}N>caByTH z1MB(2hYzojiKtX(Ua>-lW6Kub?TuILM*A*)xUjbc_b__D_hU-Y;>C+O8MO`07KkTc z?0q2{(%XCIG7+E~6IHZq!^`yTdCi79EAtmGS+bjf zRj@fO2{V}6)RglsWk*Q>ZB7jOYp+bK*?Yl1wWqbf`)EVD)iSrdGnts3#zFC!$;xMH zac_eUTrF7>llyrW$6CknVXnm9Qt=u7yX>M}nsi!MC+#nd4Ys{450$)w2U{EDFnD_f z6O-<#IOUeqCMWK(L*qdeTD4c&onF|-?->2s*_1bA+uxZ`WbTBJ9??Il(dSnYC`;|j z8r8}zEiFBjbT(#Xurf%7^mV5g)z%L2kF2(BYQp-r>TjHi&F8vvrQL>iG$!oe)l%e=7_5*zOAlcjNABa(>L(uV zt!~V+FI^)&olVl@Id$wp##O6YH1*#5pA3`1d$6lR?MAu`NG?-~xleMo=B3Zq^~V?o z1BqS*+?Ak5dlZ2WkzFW52 zMeP(3f$h5EQt7rF+P!->%bs($!W6FFrP`L#&kPprMDTtrY~2&NWYtz5f0wo#ac*wu zJL~rGCdQpsRXyve$a&j0jN~}4VSM@HAu+cJhorDoHdxgfe0?9l zf6&1& zxPqLzz&|>6g|- zo(%Qz_m8}FYcWvjGFHJddv`CNy>}~mx*dE+oVaDof+p(XkC<)Rw25*3`UC);@OLjJ z+s&m}=Et4Qznk|W`hE?byW(+snge^=K;xB?(QKZbZB}C8O5fObb~jP9f4tv5F*H|> z4!; zPWtlY%eul^n8FKtA6oZ(IC-uf=&-H5T_w6avZ(6{J+GXdot@_(u%FM5YygDo*ROM7 z2We(l^He`a+!Q$TX7QahyAMj9hM1y9*a$4<0<2Y(Lt!sh;lsBk3Lb z3R)9^;?CJ*T+b^G_Vn~@3K|P=;^ex>nwFN9s1}D^uHtzyuR)=`D0U(xSS!n}6VR?a z-Kx9l`PqCr(V9*vd(D_=GWGgzr&eO4ef#$9jPo0=-U;N5U||P6iX3bD%Xzyr4Gp93 zvI@yZTAk~viZZN!5yx)VvGHPEVxGDf7A}v*OSvYei8w^yU~F(Ekp-o7Kd{-=Q;o-w z{peFB>w2w=ABm_CTxWZS-FfS3ZHMQq3^zvu?5R>zYB`dUUCpJ5k?sf*weqGH{lFS* z9KrJ0q`Cj>*|Wa)?rrcZQu?wx-MTlrRBR%)EU7!groX0E+u2d(xsS4KZzW>>vF_?* zgG$$7xpzS(W5YA={q`~d!6FW6204BYU|`?h(J8z9_3(0A6Ab(SRskO7uh>3*K z*!w`4h!-YJ@w5VHwM6k@dSOaso4B*qt^>=LEGY+qs*cwb8R@Q-6`%eQx`&T%1i;FO z#7u>VyBs8*eSD^qE5tTB)*e)ws9R)Nt)yb`=GF?j#f!@xnq+hN6@>#}1kK!LI*a$( zbwx#3)?ZBR^ps@xtn93MAHY`~M)gi&xPVNyvlAaU86op%_|?4SktmQ5fc*Cwe~N4? z^6UQa{H)jDSBV7m)Oh2ZDQi-(kU)BWr*=GUF32jo8=>laXGM7WU?I1F!w=K8uU`$v zhda}8;S__)r+f0{ncJS1;u}=gJAAv0omKVZ2t88qQ6!F?dmgD|Sod;JohRy>_)VK7 z7A#yCZPVXKw`>`Y6>F*JXdv@Wtyr?vfvRbM>EcIzVE4qb<-6MQ+_5U9dD9MCw3k$4 zWkx+c@vtjCqpw2OPjhSTu4I!YF|ul$oSdSul+xB`B-f@yZ}&i)*ZZ`yprAl4-7+dZ z>$@5t`Ef*R6)7oKRD}^rG0IV>*S2Km>~Nk3)XOb%#6hpSCa%(|Rx@ItCEo~GzCC$4 zMSvb@pt5ZnUxfJCPspgn0eq6F4b~5_pTe>oC$@`-s24vF7^*2KE*5PsuTXz+A!=rN zG>3&x&t1!5;E3&hcB`%`>UyUiI%)4mGy)?dIUUD4BUnW3k{>$^Qu|rcF)+eLSJ+Xo zSasJJe0g(Q?b+$ejh9-M0o+CD7Tv%8wIQYM0?Y0**GLRpK+pWHWgrrD3qj)i4nMxF z^eD#)azq_qhovWA-E)ehh*jHUsuFUhqkHR9{eSaJ1I9>nZ#HW zr~-yn#}+ZLmSHQknWqg`%8E0I^zSo`H@C1T6{eg<&7l~h94Fx(wZ2;c zf~8Wu6x#$`$T$M$$eUHNq&_pr9JoQ=j?wP`Oo}RVoJ)~AN%%3P#s-@v&5n`f;*-JH zb4*;4Z4Z$&@n-qRSmay+Uc|;bHa9rWOf?Ro?wsj{s zPsKbCF#6ii-c=nVVA8n1!D*t`D{RiZg^}1_WZb@%JW>ytm`@3QQkKU?k=uMuPp|8F zKDz?83Mt4*XzO>L$yl2Et>*cu9fj}TSK0Sxwf8cMVL@$l#g8@JufJQrgq7-r%z_Bvd;h+5jm3UZ zP!g!ZPIwI?ZQ2#RxLE)6V*Lw)56^TO536|{bzieFcNf3&w1Y_eX7ec|N+F^P%dWi8mpf}BslGS;iz|2Xxq_7hR_)CEb|o<>$*PDawF7%z zw7s+it zyAiTvyX9n6l_FK%(lR-<2RO!yBgLdCTdv{SwfWU?>a`i7Iepk*yy7{3&)n%mxem}^ zjd{``D`itTSt-4a19_{*b7m&QMQ0|5#_OA=w^BiH%Fj$s(GUY@kaSQPR-+9z-61#G z9O1!}WCc*|(em0!oO%JU$XKfr91r(KCPu zz&G7FGgAri>0R5Y74w$w55`j%4R@3iR?3aTC*17EH=Qg}TKnH*V2d6f>F&nHQSx9H zC5#)psNMNbFU_QmAKx)5xj+j%BC5I7V^Utlhk=pi>W5FUmi;RZx77y{Nmu6>y znKIsQcC`Oh!r6G%XmTaQI68e|6R{rN+U|v*%tJE%#AtslmSmyjrz;bj{+5dtEQkWa z|CnK864gi+{n{HLqy`)NK+r`-e|AhhyM1igD=;&N89FnvWH*J2UI_l}`8;;~`8>Hj$XN6YCSPE*u*V8jZ zdS}*ftl2(=-r=@5!a0A2J*O1YDeYF;6GSAGSdtV-p zl$4b44$r$?Z76y+>&is*EfT&wN%-QtPAVU=W*4Gna-NxJBB+N{bHE#bAPQ$iMC(fY z9zImRkd~9<{Jd?!qW9b;NP0=eX>H78<3A90b_zLAAEuyLFq9F#+Q-Z5$+c_O4qBBe z%6g?5ADNvYXbh3xyJ`~>a&Ip0{xQ&Uy)f0JsjuO2|M7x8Y;J__4Ow8bNNBeLI_Zjz ziI+ze6VP(|_U)6GF1>UbYx7Hbn}rG3)E1HN_Z+C3JLdF5s2oDx3RPH%qE`qpl(IZa$8X+Cnu{SWY;_5&W?CVb}C9+ z zeJxh#Z_LUn^-_5wHir^<%>4@)aFAee-SHVR1Ux4@&o~imPNr9EX42vgi$LMSW+{1q z$Yh5x^Qo5gGjazHUSZjLAyVd%a3{Fd8WJv12!nq=XjBthKG;?S!rDq^HxiZ+!Smlg z8qughlSU0LF0KdrOdgXG7FA()XGBm9VK=d@J5W%ZJa;av(Y{|4kW!XJlFZF7Q^Bu4 z60xcA-+k7y=fmzJM~~8iD=L!GF}@7MBc%-Mi-5<{*dze^N+>=E>5AMbQ>$t7=&i?k z=bFo3jMF=}_BLdw5Qdn1H=wy~YF=Jm=i7BA!`V)4zABao!;t`cEP|%NSVXH&1c_-9 zUUD?eo@-}7->0;s8%x(dLE7Q^ndO1bMm|}TG6_4;mM+~{3Pr9Mq~h9$nN>EEKg?PH zIt9RjyT5uR(E=#2Tg$eMDYs>SF*?<8!n);wQT*;$<(Q2HYmoPK*4!At&SW`sW9jZE zp`mxwQViENWZ3LOS!Z08pxvaNziVj=3ZLB^Yr&8ftG4VnZFVv1&l+XH>>maGD@WO| znTxByG)<#X7`*LnQelOn_&9p(*sb#CXC=>m{`>lo?H{lY6$1}e77QP z=`Ci?jeNBNvM2sXM15QOQ*QjPVJF`6U&)Pg^cJ}kg4eM`$^d&&aOSx`8%?D22JzUE z@4=1W>Ex8$Fg|zXFw0kD1wx9|(Z2KB3S<{~gvMfqd7BO-n1Nj8XmebWo10rq|E9&0 zfvr$IK}GhLj-FzTHXD}n>=FOWA9|r5|NyVwR#{~&)ynf@s zYI?j^?&?5COn-3QO1!2}{&%A3Q`M_NbLWPw*enxAgjI=Ul6vzk<}Z@w)AMHo(uS_O zH2tND7wSR;97a_yFE0*iU0oeX(img}vv8-Wal#*b%!gow8f_;)7LgooZ+lE?-eN(T zlq(^GXW)R&N(xmQ)fX26IHH_qroF;Ywjvh z!z_?c5BT)&0*UJvjs@<^y?2+rSbb@3&v|l>uPm8!H;C-X1!;;+g)g|BsCd8cna?^5{{<12xItd5ZLh)8$t z`Ke@`+=Xck##X%_tJNbwo27R=aZA=KW}#LfU{;ZJ|$H*7Ao!d8U`a7cvy3gMpOK4vtvT|6;8k#SUcD4qI zIH|FSs}RgiBCmy{TW4sZx*wD6G_mp9M`1<>EQURo@ zP$>sP1LNGgSJ^B1LfxM0H*dy(yV2jTg)njD>Q(MnbPPIKRDm*>z859%*?6?i=6~Q=n_BDPp z9tAf6eT#5QTefc9&d;xSb>XrKD0bXKjD@liF8t@qqO533Nzd)%sZ*IUfzP-_MC3MZ zOf4{6rlj_9uFxZym6pLbHu6OuM&zgrc>0JiZ0>9M_|Lv|=gY?EjssSlJaSzn?aI|~ zA&d8S=VC)doQf+?tTW`|F6uc(@xOfF3vGFPo0A-z%X(v@&?DRKy${bl_g}Z1{M_H2 z+0s9^6T7)keQ*`-2E*|B|MypbiokCQJ##KwK^}YH>;XOSP*ROrr8Y7@+U_ehN z8pJ?Z;EAW(xUnMBR!?#cRu5Nf&H1_uDL%fs)*KXvwX-)$H8)SxO|73veSFrOpW?7= z_NPne#5{Q047+QxT;1O*pYpHsob!#z389_^+dlEs;QjZ`E7olEa0Ap*iy;>hhKbp@L=|uae%O1h3BkID{(VCtY zUaX;>;k628**rTN!Kd9`6fZ0)%E)94+}U89%BL?Zcjz9*VtQJ>^l?NDZZCSx z?9h4@;%&_ioj{i|?PmRfov&YSY_r)w5d&HCb@39aF%F5blzYbxEoCF0x)4ev#~&^n|IK^~bjym>_wW_pCDtX% z@qE6HU9v)VEs3>>qQu7Yzi{lFX0-9oEtLhHqs=@;E|*NQa?EgVDs7U%8eM%VO|DD% zm+|N8yZ1h4&itA;3Z-&jsqlO6`+C;%$$OjmU;!X6{z&ogcHjqr5rKgh>UzJ=#I^gg zE^~>7r3XJ1T+XX*(nDMD|dWW|xpD`=`Dgy84T@bF}WI z%A{#jwps_pK5JpR5a-A7u=we%Tes*$*j);9`8s?%5OQl#V8)@0fy$X;SS>|pa+?gD zH7xs#13}Tje^Ctq1BooAOpI8CGWyb`KY#v=MDT)?P~brozefcEjz>98WafF){{?c& zQQ0UtwkDEJ^lenlcp3}e*AsWv4n4)DI0sKHw+zFZTP-@0O%BMgy zrd2nn)H1C|Km>mP(~YWHhIQP*Lx-xf>}}xVvG4u_2Ki&URSYS=h!F@$rV090BYW^PIo>LY#-Iot(0fHkN&xrEoFBG6|tzH~THN zs7;g-v_y*^i`J{x06zDp>#VT@BpmKZD($LKH}T~l6}hXMTcv)G<5Q4CU64GgzvQ{4 zI8E7sXwdTF2cJIDQ>Q>GL&zj@Y1@EUonRFfb<6MDW|YYzF3vwulASujfg7 zB_Guvw*;=8-MA0%L`q@>ewJ5MoBOv+B4YRdKnOYF7~s!FdU zFpALq(2C1}aR?L80Z`-35&rb4loucfUDi%s-jWO+WPDVL*Iz7}Kc92Yo(lDL%bnRj zp5QJrr9r0^PE?iLspJwke=qghaxBbmI(yaK5fhSfDRT4f1*@#|$PWc0s{tyKNL7T# zT*Q7!0_Y~XtmW=nzM~8`b2C`sl{x64Vt8XCo8Z0FH8*I}MsevxE~P?PC+Q?I)^_Nt z@TG6T98o|9UW(@n-GKz^p@4-VZ8Ls!8f>M4lX#EYgKUc&yE7Tj9(-xRqU)fXfFyQ{ za8LvmUwxzGMHU;%KPh z_Nr~sxF}h|mM8;lyZ4W^dK0b_y9AcL_?Y-~DUkTe$KFM0Ul0dOxdT;^_`pc9o}eub zdtkM@0+M&+eM~6UYWJHZ6LsA4B!o~a9NyRDkYt=a_La{#_0*0Bf@V*^%Uyaa41n`M z#K!o@HCiy+wPK0zd!6UU#;$%<-SPD;t~E=le|=UL7N=fJkO9KvLR!i*i84WVhA}(}?=<(HSDqdWq<(uO^`})(`-Rm{umtJhlJW^1=PEAWro)`I7 zGR?oK|JhofYZm4_N(pD9lrYh9f&`apT)EetVusLrlkuZo$o`CQ&6pp??`PBW5vCqH z6a18oEfNK$SJ*ryM$Jzo`)-duU27kc(m!)FRG*?19KDGa-J=C#1k|uWP<{!@TAJMy z+QA&}SrsWcAs#md|0*Z-(6>~W0X*Shh7SlgL&L0o7c=mw|U-g#A zTU!SoJZS7){ZR$M3_vg`cdpz*K)C(o<$991zFhAt%-ikFBS!;2At4pzp}+DXZy$M@ ze>-E}d-`s%>hwze=E6vRhZ^|!mw{v4Dv#C34ZE=1W&U5dXm`1ayg!>1z=jzhg(5)O zW`4!O_xvKXME`B=>?r)1V~>^T-0is#rIL`jMWp_p;%)y`28-6OQf|zT$W26Y0QAd5 zD0rPqt@rizK8xwUN0X8$0ylC$mxWO)eeZw0&mr_EKgFtB>&VfH(B&>;G?*lJR`8Jw z(u{7(cVA#45B-N4@doA@vJco;$b;e@4cTX5P@-Dsdk9IHBxpb_LdizQL-bDL(vlKo zd3moVPo5B}l?d3@8Chjw5YS02PHF&DEVBCtuE{)Zt<@rr9m#O4Ou8)iz`PTIf+rU( zXW!vBMf{n_evP`I`Wi2Kh>b^PPYy~$rIqDYiLXMKt4=l1?*IPjlLowK(n3N)YFTzE zgo7d~Y|Gm_+hPk>97Jd?&>f)b zDl}~x+Aan(J=3}R$v72Og|4{zSXDkEtf?jG-Qh66=z=WpMWV~JO1J5ccXwY36gA?W zZ<(e+99+piu9e9Z>>9jZCN~STl{Nke9Toz5?;jF4gFAl2!S>CJqa)lD=)nk&PwIE@ zZ3#AwwvueZmU4Ku;Zo;mg&R77R_kHYsR$IZNWL_1=BGKi64ui=Lel(ESC78Q%OiER z7gD|&r%-9r}-?h^&$1x-4QsAONnAO?TdG-*grflV}wC=E?B)2Xq_ zM%VMiP-UZN{YVP>s~kw~!8e|%g)%WS@1zzM?h#r;(LZuU>k5QILr}`&uuu~G0U=EV zr6(8v`1r-thNlc{!alZ5n0{rH&G5?@H(YAD^G{)~Y?;wO47kUaKv!u5!NfMF>>~W8XJNir>UH^CBgpTIdS5fx+aG(Y@grq49_jYOt zSU^Ttfk$y#R>jKdB;9uy(rRCsp z;xH)m;Yx?u47Vb#X;Cad+%2$iH9O*_a+rBFIN`y;6L(>2)&T6q03tkYqRwXFx#a0` zoO8_GI-PnU!B6z(_!(%!VM)DRf9T*rRQF4Z{dc#xTM=af)QE5AOWJ)#U!I?}M%!WF zx{V{uJg&EHeakL^2bh2<1ff-%XgNwzg`*>{12QrV_8>Z4e?iPCpjqwUTRw4XDY=xK zrf2YKu*1g+*M&Hu2La~0y+WJFZzQZFvC?2?3Sc`pqMJlT6T?60Vg3}qLWB(5{ke?r zm7`X;e`*vgdQ@0s^hUQMbjt+(iTxZM5dnL2T}h+B^=sG8W2E$B^`D>mNh`G7z=alM zq*Uf*%}vv&xVrpnT+Y~2M%D|)`^gQQ-Xoqg@0%`s1A9cSb#=E=JF`Xy?}JVJSx}PO zgD$HDm{`SEx<3@u`-52)mK4T2Un9njd^qc2&{pV6q7FQbp~PmFGxhypT?j2(MXy~s zyz;Q5Byn1gLuDp3^+Ix;8+*RtR^+6Rju6cuY0zLTYh{}=`m~lC&*Z&k22?r0_ z6}IhZwXXeiz>waF{p88zg@(NoIqP=@>fKyebtyU6@AP~B-Q%s^vV^53A;1o{0xS47 z3-yq$$@VIIr{@OZY`4hLN;uSuj8kV!L?ut2+)YRC=EtF{8?bh*ivvf;mLFKU!|)lL zf8{cVtPhdEt~@<&_~B9rVx(&^*F8V|E0oy_sz6}S&A(J?g@(d*#>}l=pBWSjPGQz#{S=ZY(ucIC%>NEM` zVa=y4S}@bqZ#zSMRd))Z-?c;>6$;`nfRRS72MYrz zyoE}#g}RJ|zYN}fruU0mXtzQ4mak*Wc|^Xwa94ymfKV8RgNR!^xa*Cf@Auv!^;l(E zx&=St8SJ-#i;Iddzg-?1B8MB=&b3?7E5I=vxcZZ0pithqOFaW+pb5R|NFfZhF+ddo zf2|;27MzaTH~{{($J*X=(8tH;;O2}L*4EZzvim(#TU-6vmXUY)-^IWXCKKvftEph7 zE^!op4bZoQwEAF;sz9@~wDXL8;}`3P|GZzXdFA9(zjLiXtwtykCizCM!KYeoUr>y$cpB zTExxAS4l=YMrpjw@1F{#9P5j8v*1!k3RlBS2n9pMNuv68P*7E(ZsV8yi;Ky{$bN^J zfoL+;)-RUkmO-i=#x!^5t=6u>v!Au5rEwQSGDL*#$FMwh{H}_MVybPY^GQ6emh+Sq zaTND_i+&Nv$|WRZG8Ld77QBJBhbRgp;Fa~Y|3!Lc3e7Xifph}Cwd z{ij}3#KVixiGK5oLn0)EyuAF+V!--5MNSXT`wET@JYg-;o+YeNYj2!9Z$F*cp-Z?S zV*fV83JV#eiA#JtSWF6TB(-V`LBFV0f>xGdgbZ7pR+bvVdpZOrrZsCKTPORz zU`Pe7{VFw-Wn^B!wi3Pdgj#1S)$flmzJ=n$zQk_H!sYC-R~Ice?D_EA)x*Ot?~G8t z<6}XygEkFTevM8O7m2l{(Hyw|0=o(^WQ^2m@1#BuwSNIwIvyU%14L|w>xyu3M3I5e zgDJlQ<}QplanNof_gBLkH1jR{Vku0D9~6Y_r6k{O_B4ni!dKC6=~%b-!oB)lW&9&c7m&R2$ZE|nw9iE1wg^s#2podz#jhF+iKqao?@LX-p2crWnxCYNxi}#MrD2bo1Va6o5EDo3tVU=gY3=u{UxE(7#Mg{hdB3vzQ4)vtD48& zg>(J@*?KVzJPZsF)#xGOH~aF&{7$Gm!hJ%{!(X zAQDI;3|h^z{1Xo?W0xAuz&d|1q;})RjigTleJ^HjM-dye-I#fV6I#aSr>euHo;k8& z^DJzvx`Y6HsUzfORkou&jB+Zo`;Bmo_#+`ezz1qlgXzgJ(xd}n0)LpcZrfHbB69B+ z1tYKun}k$fP++|Y9ToiXUy9RjGG^-r+&U2tVV^pVnt@36N~d{f%s@ zS)!AZ7odrTqr(M!r1U-U^<$2s4edNhr*`aF8mh7IHc2B6*Q;509>(2IOniTLeqKwHeE}5$DSHSJioY=^`3S8K&nmHC2e7e|_Xe|&%12gwDw*AJ z_#|oFJ5m^A*TqF(~Sa#EH8=nSeo$?jge=ywcIrSHe#p4V&LFFEF?KI)Be6O`}^S zXA`>&2J`guQ^RO6?1B}h8iw~RRG4(OO46(hk#{dG%vu8v96_3y)HEMI|C{JPflHgz zQyRQ}w^v|qR~?@P{BVPNHW;fgTrHj(dGtI0mbyt+IJo$O@Nr6eUW6L+K-el81$S6j z7{{t7nA*sI-y$eSLFfMXIQ7x(d-l|~zM}*?lwHwsC$Iz-M&Xw4FeIa-X^hEqi4JW( zZSeW;%q@Z+XcQ|`^RE~WT)&+oEJB0#5LoA=L-SnB5767~hO{0Ivu2NbJ&M{mEO(_d zhpXizT&iOH2$AWs9mxKtlKha3j^e|uR_10#=z3ARVfT7?8l%0pjfInnf+7cb(XBjD zR~lJo(!C!2XVH*%lySX#^*qG^-l;De{vkcFiQi%^M-WFn@%6kQ-ZDEh$CCb$fWK4) zyu3FrTkDm&YkWKIq4Zrr!F>!K%pMq$y3Z5=y3*j)XAzOdQBcr)Pq0N0KQ@N}WZ;i! z77@ha2Pz?ebql$%>|g8;JNzU^Bo`sOdZO6fCBh$kG^lIgF%f`L9z*x45KzieUP(aQYr=3Vq zL#UbE-_UX_7@XGxV!#LtZ*HpG80k%h*VCU-N#L_NbhSTE37YK3OF0MxMf6PzBRZMKByi0h1B z9w4$N96ZCQM4_$6k=C5-nQ8l^+}UT?OyUSqS#`-H5j4@ObVBx1LQnYk_ud$gX;jiG zRrh(eUSFXG(7tKYLE;yD&p`XUTrmO2pdv|E3#@&9vjN|iciT2~cvyhy$R4Iu>cMKE z2yy_RP)p(=okU_6brM>JIHr*c{Mpp1S2J=HKXx=ELm-ydR#^76SluVEXQ1T5&xAl+ zG_4&jUALKsSMEm}vs#W*7O@qfS=bN)5J~s|-pc1KZ33^pk}&wzoVjIJ8I9vMW%<1T zXN&b1$ow#xfQ+bSUSh`uTfkw`Fho`|fo{Tf!;z$zv_6HKk+_~TO9MXSdD|oBV(2kH z%ZEgC5<_0p8&_iRs&kxY_GCGu2NA$G1%@R;fB|HX{+Y(!|BYX(sBLn4LxFdNigp{1 z(g>|DBbXJX;b}DX6RZCNeuF1O(IY8{SfSC~Mz*2uM-?FM5zM6lswz@rk{14M%x5)j zbxWI71nCbY%>!{7Y4T{&P)4Pj)n8g%3=KHT$J;v;*0F9x#7YphXb632F4`{DVopW= zOMR*FPY^nL@8wE|K)k5a zOWM77tqaR-ATZ)%!p@QJn6w!QXndJ0n9dVf_!-Zfi%+)yXqwp1`gT=O_

    *$t$W9X+b`zOTS5*6;B-etWcamf#on9f zpt*>x@6R%_?NH$ON14Fa`*>Jj-$Nz|K6}Fq`g<_`Sa&y&#Or1^{#Qdg7b+K&|Mmp@ z>la7obo{lepH5g({+zM@KimDkJ;X%;Ubgj>-bY!KA2a{6ZHaxQE%5TL8B;?}GxqbJ zUwpiic5Y*SBeY_Qq7D>3#fP4ktXre?7HgpIARL+kIk>p+-((_k`;GGQa!dd`cjPsrSFD707RsO7S7)RjG)*K zE=-Vpd-gLQsh_qFZs2+p0=i1|qB%(TrWGqfk*h4Qh<5 zsOsn`;!Pbjol1(EyKBx}zC68YIw?E*c!eiy#fa5xb_5S-Wg6O?K48|@(;F}-NwN{- zI%rSsGAR}+OGYu=a7cJ4r0-R93NHWMvTon&9U*&t_@1b6IkE&qOgP9`j>DZR2W^Gy zt4)bI2AxYyqT2bhh%I*})BPkm*0o0ejJ~WA|gryNx*U%AZkN==>1liU!%6xVuCHd}f{ube z?Xf1`*gZA50(43=1ddMh5!4=pTq0Z^(S%(pV|?QYHsDY04wlpuL+usg(xv5qeNku# zEMr=dre~zYPjBY5)Aj4s=xJw31Xe+9D{KP^5zW_lN?LAhZ~6IblQmG64#+V)6h&?5 z5$fXtEX-%sK7n!Xf`KLI5$QeW{tjW@Y6n=dgXkr2DBg)a4!7p8AHKkR7NY=!*WewZ zS3*Q%2mDIw#-f!8_u7?ii9nnM?*H2eF6ke5f-fG!0n%t4pD_Y>PHZnad4DV=afZj< zw@;yVeiwl?=?}k8eR7iW&nNvzlPd_5`*Ho|z{^JFm=!|j=qXCd^8v)b3oS8MdYqCQY3@ZVsKDE8>iNEOE`;>Dyvj8WWCi_`=S1 zP*1DS5gwUjFM1Swx|F7YO%%=#L!&bnNT(85ZGfBD7#WM(-N#Q@_!tJz5Gx1w<>El_!qGQGshK$>l0l2h)yzhNW?r+ZpH<%*U%J>2;xemy+ zzn{TXo(2>tRX8svr}yncn^rCP*zTXZcMH^7b^$nQ%<|bR3{-V5$vcG1V&MN8pkRt* zqi)n=VNaq0qoa+X|{imjZY7b_;t*QIeqWti+hu z>lieQA6$EZ7*3s}uJd!bU{U^}PJ|-5O zCOelnGfH{UvZR|5ZeB&$F4L?c0~ZK1Hq!4b3d40jR&92QnqEo8c~tB{p* z0kC}S8f1JeIgX}XCN;Bx7ofL$9Xb*t9n`#6s>Es9(?Tcr_*;xW;J)=@t=uyFHS(d3|vUDnXv_isqOBW+w$vq3ZD~6*Vn>JfO zP}!vR(G%PW>^FA@w%dPGCKFoUt~7aI%oyEs>O!XXTG;;jESFdAwgulB+Uehkuo{)G z0q%0OLznJcu7XYxbB#UzkhO=j&3p}iq|CkHVc!c{{F=2 zHDkXXpn!(ftuYTYVeGF(dhkfRy*+Fo1?EY=4jvr{Z)tj3~zgkI!D!yo|AbNYTGB4qiAr=A+YumHB;&|CdP+!E0#0x3KV|Kgtc-zFjEvBV15dJ;L08{^-%RLI6ubT&kLlTc(vRHQ8G^VaqSi(2Rd0EZn| zx$nLPs+d7pKl1mhj=E^9_u*$f) z*zh${=NVQ}(uKclR)vd_`M8UylU6xRNK*0?E+PyIvIwEY4(y;$H-a9Injadjr8-I1 z(eJ=!7e1!+xIe)>r1)JZ^vAz4r6s8$yM@_(V))JwiI{p$ESLLTq;?m=0Y#t4 zQ#MgMem;m?-T!8DCwO_(mQsaDkYQoVdv;4i}^DUIPBcY-Gul~Pl18$y7guno;R5Gn%5qry8x%fc8v<#A_cdL$AGLxV65 zUr!*Jfx`CHEQ;c7FW?pMu)qOR*swAj-PnX*+cI_+HH(ck@oLvNlC-I0up(;h~^hApeIgt0?21yxNH} zZZft629|T(Z>^xJioqtu0df5da9mbbH|+24g?}Or==Srm>eK-&NEec@l5H;*;ut;p z%LnxIY)^j6Ld5y90}6>i+;@pV48zUUbw0c>04u-V;_;iBh(;NrncM&88;h$ z+z*qButGZM<^A=kj_mcE$1i6d%Dpx2LZ7c>TO3}ca;L~m+tKT2JS_r=_b2@0J(dYp zodded#viiNeC+Y9**dL%ekYCqEE!-ceqhq#*DX;i`VBeyzkM;d-H_wHz^K)o2_4Vu z6)Z5WZb5&4=k;sXpo$VVcL)N5VG)0sRV*3o15EKD76C;7Wq;W+e8O+vQY~O|#DfsO z64DZCAPsL?R$$wJyz`esm%N(+=1XzMj$>Z3V(9o09nd3-TUM3R*24I zHR>G2FVu@CjCY#y>$+5664P+fJG91Z>!#9&$cOn|>0e!MPe=E)m`dyP^@YbSzXtb6 zP}}~3i*g!}-FMED9i*?EKsP~Z#6_AzyinE0ja3rYR88sV&VWlt+{fWR*Q(jlZJCdR z74c!769*Fk&uMlbWW#>P8sdT?Bw(N3ojUAPu6KrOjgHB5)6eGZRHRVGI#i>t-A4xf z77P&DtW}{^SZN0YI}k3$>J9$1S))JIi=N2xJ_4l122I$mAquraE@jWqNaG%Lh7Uic zZS>o3Mc+>}geLl(J{U!39BZhvUaFY8;W)fQCgQgv_@6%+0`a$Q(Kxm`fNZAUiWCMn zIy(b5MZaYU*!LyGf0seHHu=o)&3-~x=!k#j}rr(8k&Uel(2=wDHB5u1#frP250*V*{MrrCgB zGG=|pyv`L5v?ZuoL3&30Z$FUFMReyN9O+Lk@R&&LwA8=S9HjHfoqd?Z1Ara3%n#W3 z!QjnuTyN44W8CIm{s4I|hl^O9JA>F`L>3(_AAwzh_R>oyW?URGLq59k1>?S{Wpo?;jO4bZj6 zk;hsxnsC;ju+qId$jj?{#9`3KOa(?Z@(cd6+4O|qyi2XA{(*t_dgV^yB2lg+@;YcQWqbgx&ID49iv(e}W014gZwF)z#SR25 zp!<6^H#wA{rLUgru*H$0TLzUPP(Ba~s}+Zz0?YBv5E7sX0&zRWY&o}bkTCNqOeL

    XKcUJ2 zRS2lA7pMdgNp;}eIFiFE%HFX{boTT}$Twy{T=D4dec3H{)iuceQK*Y z$@H4o(w0d8b|{7(IH)f+d8!}b2yoW z!$tX{7r~gvbt`|6{P8Ms)xC3}?VJNK0fW)YZ*(+=Xq_lFM~1uHrW@NycVvx+{lnkB zY?WH%L+B(|e}G?m?fUijQ8#PU&SA$;{6%owzOxLbPns8NRGdHR0gc&_SuNFq`w1Tz z;37Xti75&)GMT_{usirAARc;TWT0vDS1XsQbBX0tAIX;;{gsWUD&F4Q`lYtJ4LmU( zPR{e{YIoE=gGl(qNSR~F)f(22{kQ0gkq=t&S$U8_IML|W3|hYIDD1PaB{k=YCIPm* z7ndi<^Lj_lbgfK^DD{$FpBKAi#PHvWjg3XUX~n8X0QQjauYsQXW4#3-Ojm38@a<2I zD$fzVcX7_}`HIBzq89sW%Vwx^Ln5K|3IFm%+ZJeWEmH8TVD%g}FIx`+6P7bZ}=DOkAbE1OjK8d+(lKog3QZO#otoi2?*K{9OY$>D8Q+HglUVHpk z@RmxgUG#L1)T8a$En5x9ou?EtendBQXJsf&-ZvwIo-2M@_~>0wv5|y2f4f?8T{F6Uc^eKoe468|`@$iq=CUkjBn2k+2I`99+v-m>rXoce1qZ8?Pdw?!+ z{MfUl8&}CS6WY_7eO$KLJiqee7mna+V$W`ASi1^7)Rt90XLiZd9h5%X zysL1dUd#VHXcs5ASDa#fOgLS!^jAZs->1KdEBrKPeDKS=#3#F@r+?DjgYb2JJ?5NA zoYVnveIQ|Ui>~!$(~&v;?Qaz>^d{&s4NEEjupTKBxD{I6S!ej)5MGr*Mw(vyn4i5W zV=9}y9_R{E6@cRHpqUTlVIU7s&lS||KkXIS8^vi=W!$g0M}y!qY3gjHN-%+N z86n!y;HaH;cl#c-rYebh+ee?5cL|k+OASOvU=s~_emb3>!4W0m#(tdX)ReGsZ!7}Q zhWmRbX;kTeV7VgJK=r{Js74O11G+EEO%w@&=a!??Qle`%weQPNQ(@hs3@1jjvRJuZ z!a;oesj!!vTo;KPH&r` zuSN8LhIU}lIdQARuY^q4Rn4_?I73E%iF487At~{6wo~<;#P>qM$?17=t!J*8nXlZ8 zI`mW3pzFHpsnNumsYySqZb?p&O0 zZRX+ReV!+bKhj^{rSb966$NpTwek;1`*0+qQCESmQ4{^CANnsWJMn;*j9}y|eNGr3 zp&QJ~$ytIDss1_E+iDh#4wBU$sQ2IgtGSM<5R#%skqY_dRC{Xc^k7g8AaSvjk&$un z;&`cTrOfcTqzlX*x0!_qi zPmmB|c_rDL!4b02-#29==OXHrh+Y2rl`cZJMK7l?nO{M~3nFYXV8Ev02a0lXSCC6g zb4)AVi2PmvG7GThAW(GzLLvwmI9Z0T5e;)SJD__#5_P1tHb4`|Z%-OruH<{f^hnPO zsPwc*J_l=m(%?*`$&MnAVvrjGy{X#r?XLGqFSYKb;ccBq26`S}f!m##d87PIuaSFm z#%YDD;{&LMQM18H#u>hYC%>bYXO1Xt-xQvimm&MjH`kd9|pl^aUKyz54h&mv9C7rWK_HeN>;S* z3ES~oitOdmYZf1dxLMa8c`>X>Ub@mHWxpfd%-VURrH6{&&OL@NyQ3U>akeJh(8dC- z*$FSmA>7o5R*i=`nNcpY?0cWf%9pLEG=d1unPnM@fns~U6USAr9r_iO%kF{N3_Qy! zvGl9<+6|9*S~W_c>42THS5j2~H5jP%2#|CTo4@OlV}Hd9Cq}{h5Jv@OA#wDQ7^Zu% z#X`Fhr?`d&Ztn$EQ0dQZ06i_S)@2idYY^R=4hv4zcs``$gJ#@NcCbx4(U!r8UMUO$ z8lOI-EMK$;A6Kq!MDP0arwp~ruy`bLK#2wK`t^GxxZ*E)V^sy4GnTXuT`RLh`3Ncd z3VfYK9+VoiJ>=V$%1t2eJs+x<+KSOXKqeavZ=UCK-#XD>`Xa_7=l;R6`QEZ(*ln33 zTcnyfhOw!>zbX?B6@FvvVAL)8BPec);=cdkqJQ&G;qXOO>C7Ps@7(kGx z_7Yz|6mUOj7rSzn?3vORIIT~EcZs7(12A0qsz^sj&%nqgfr*YYy6;?x(}b=Qbzb|h zpB67z!11yV__?YC+DdS=_TRBXtr+k`ulUR0z#x^rvq~$^;GLO-+I@`!Rpy{P#epHf zo=mr>E_p*6YL1XgMDvVXlrX}-LM=rT%ej#2%Qrmo+Gl!HaPEwTlq)zz(r*6UC~4iZ zBCF~~KtM9|Ff0ys9{HO!`+xm6u6IL|v{tC}{zcJm?f+jC{nm<#tXuoLqTjR=i@ui) z4RLOflG^cR`^m*G&Q6>;eY(i}`BUc3oES81zW5)wZ~C?+U-lF3rA#eFkUq(C+#T9c&`m`rM^~_BEgPT_ozNxXX0tNVOXIlfeMd{ zmo5Rjs?46Us(k8fCZ&koEceh1rjoLbbbr2ZjelB<^Pyy~8G7wE^Ahj2mt%u@-iog} zxhjuSRI~@iMjMF=+kp9XonY{xD#Qv#hIGM2!Qxr`BF(xD@qCtma!Y0;bAkRW zaN!$JuzdVBk||t%%8%r-iW)WYSw7a*65tqpLs6{mlk;q{lQ7i*D!W202#aU=TQQqM zH2J_w0FeH6=n6pB_?ps(wx%mS9GK{3|4|z~e+nBAV2EU*`h-Y1n>W~j{Nk63oBC|I z@mkmN3(YpAEbhJXg*$3i6K@J+W6!VwcMsQ6un=uJ(9OC9Bli%NJ|hkMlSDElEkgN}|@`k<-LJiX8Y@WxSP zYu*rObI~#tlR0PEnu(jx%G|9sE5ZcVs9UI4Plc(Tx~OZpS;B{@qFnsOkzt{C@7{IK ztDJcyD!zi^M71I~Nmx%LJ&6SjgK5Gs!`r`4GWCtrwAv=bK zWI$$?I^+fGfr!iu{);rDrW&9DRL(s>s;~Z`4enpmLfrvr0%ANu-;mbmLE&gefm+{# zqvzVRTaYhlf;|QrxoXcHOAwsyAB@W}69t!(!vbu8-8*(=$C zRDeeXL)8@rRWpzDg}(y-6TB57(t>hxfLZpCEXk|p&1uY%&v^MVmp(^^38|68OZQIv zK&TtApKvpXU;(`E4yVb5M{Cm0kUKW-6a1P$QH$HvS4p>8)DK1DhBn?=x`dQ8QU|a( zY``JxR0DMi?pPmC&OVbW0IrB$_lc;%?+CM)_M_@Ab`tyyiB(8}ebY z?O>&IQg`p%iF>FEwMd3q7vac(=BRxULf#+2IpO1vH#%InbMNaNzC*pmX<=@lZni9O zM)v^RgCgAAG9nbj zbX`musm?3)S4jl2u;wDef!R~EctTs2_-P^$2;6E@n#r*$b{W&nC%+vtG&IC)>80rE zxU%GUfS)B zx+(2&sHGWpzSp!)^h{~%k~ivr-k`^Okf|P2axbjOa<_PnOhK-sSFhU=4|#aHeztG@ z3}mCL89Wy5EOjV*;$`KNVm8=!b8!jwQr%_OaIfbrP!4+(<3dNbKjcCQmx4DEWHkIX z@=d8g892B5bvzL@m%nIG7kmka3j6gK4`nm@>! zF57&{e$Wphd9mEDa;Ce_j#E_ki<>+(TLehh-JRiFJ8R2yOhoHc_ekvO(4vsEb4}MM zxtIc1OjiKjhd-L7Tjt6Ln`L4&^2t$qqP=xb6SX$_O?r{W3p=jjT5rA+ecwHZ!pG@U z1Z9QL<1^x8INew4t;n6ePviK7WaQbeiKwaTmClW!VV8PLaSftBhB5)3#~v(Q0LgYp zdQOeo&y}>z`ur2Rvh|#0`@YdH(le9S@R1=Zq*r#rg;;<84AIHhSqPMs2os9<1hDV$ zUAZP+!KkpFNI*v4jT4N1kimHXYI&Wv^G*VA*0yiEU~GQHo;YG6vMblk_zZQAF( zmqBi#d$JcxB`QHg{XHb6S1t4GknK_6UAlGmeBE4~;p1GLhS043 zc;1-~R1?>41;pKRL<|6!AjGn6F{wH7b+KnT z+Dr8#9)@8If3`C|dU94vjCg%hPT0yGRrb&O?9^+lgz67CetRP;bT*)gc^hQms?c!m zQs>@_ITK8iy#iM`I8WB{MW#0U7?Gu;Mkx0P?cmde_nmn&UDmtExrf5Pk}10co_=8! z!-+s=TPH%rOssqHf{Cv|yYOXqp;l5`>BhTZPxO{TQedi@oB>&&TH|?YXk#XL@>i=hJ*M!XPDuN3d|~_@3L+Zp$ZE4}Ra8>!A)E zB;;9=%iO&=Fz$Q@$T0qPWjQTK4|y2dzS#agW5+^fmR{2O-0v;;MtTLC(vZ%R(H$ zoM6)Ch9eaoRJUDm?`x(zfkpmlOQEvqWJ?h>TGj4S19(D#Wl03(RM;!<7@nR`r@865 zR`QtSC`C>h$|&0eN#jVGB9`ZEmDcybs*#}gl{prd1`OH0+1 zd_#MD8-Z0Oqw1;Zc)WD5FX(Oe)v6uZ?u+XzRC^(_M%r$dIj&>O5{x%ub1aOpT_)$1 z`EFJjWr?=#;vEVbGrPQ(s8cm52K%?hKIqe}j9Uc(JCMWsAT1%tpDagl6`tF%?F6m) zd5JUTn$KL|2#}b}tH{~BG_x=mnzy`TwK1hdeXohvz|Pvx=uW6zfqL6iR3VJM(noBX>O_r}e5f_hfd@gC9#` zofe%HR-mdV5pFdNXKXno=KamBlde=}N-c>>$f^)Hx*t%8(7as=3bTYY7jRYr3$0(E zTZSams;{?+b9nmYd^!Kj_&Uj1vfi#O)^KhhW%!gy4P_rDN^VrmKJKRppLVQpYy)G< z;I140L)*ya3PSw&DmIbskn&)K0PBgGGi%<~r5hIeY}Ptf!CJKj|X!Cb?^ue^6>XkUu@_DQU1# zR~evQBIMs;4y$+I#Hl1(S*!x_SQyUfH3(=W@Ap>q&M67mnoZOeH(WndXCNY7Z*Ac( z&3XXQl7<2`PnWMzD?jM>Oa81 z#%7lKgafwWne7?2ROkTE(`NSN#Zdxx%FAD^wi3$7YAMS|uh(AW{`lN8iXHH)yn@9u zb|x{&NcPTJs#anp6cYoIRA7dYizVuPu@~#hJ4M%1#xVmaX5+`9d(> ze@f&8qTKyFKgC!siE&F@1=^x7>{!nu@}3oK$eqTv+6_E=4rc5;QFlH9i!VvOA}n5K&`|cIX<@?PC)L;u(r#b2X@;Uac*c@e`r{;;bF3@ zuc4WqQ??@*Rs=NHxW)O_s=rAHF^9F)cXGTKf*Cy3R2;fCFC?R?C|^B;ysl>8^l&wQCCH@4>Tc_E`fY!jCG7_Ok_+i*n(38@<66x z)jv5mjNzR#jsGZD`vSo;O6Bf?$zRU~)S`BT;mPt-%DZGD!78}x)66&{ul+$lO$B;+ zm%Sz%b%Cxm*iH}+xxu+7twF`G`a^CaX_kc8y3F<}|DOF-9;|iEJI|(UUnF{9jkO>D zli4ZtH;l9(iU*j0H{F8$S_`B=i-RWF0-aTGjFJ;w?`jf*?D(_y(M;6J?i95HD{8w` zUMcqPPqd8sW>9=T(D^Go0tGqk;~9%(D3A9{S|a-P4XY2|v|{W$J&H+fw0HSSXXX{> zXg9sDy02cLXI2$bHWabWu;>_?3afCG?Ot1O&?OL;EKruWWeBY)xBLKCU&sUXY$fCyM)ziQB#}ZeO@rQp7NfZt&6^$E7@S^JNuR0g*#9{AHK2&6_BYDf&wf6 z{>Uw&Kc#C$^BBM}oVls%;#25EWltv^HpWbY<-eqr}%*otxYf%T+1Y(23UL(No$n3#s!|_pHdA(Wbz@ZK= zVam*#68dR?W+$Ao$u7x5l~_L?(_#FE8zEfb^6OwdLN%?J2J(>4&tH#X(ZzJR<(YLYSw=1 zPiLphiVfZ{a~0}F3g5o1o4xzJvi!kK8M#Byx|{OYxBT(r$KfkW8Dn16sqLPayzI?| zxX-gr=w`Qz;|3MdE~Qc?en*3X?t5qZU%745(qFWqyC;@P+(s%J#!^(E=Y^%1|e44*n} zb)m8;V#fT(!H8X;5TzdMc4HVDMCbsq_mq24*ocEb6#>eK!K(N7sp_Lz396=k&PoW+ z08DjPn%ehww;}by!^M^H;ssIQ$`qVD#fS*Ld9H1}LE7bW>GPaVFAoq`kwO?jlvi zU4BA!0JH9)IJjrp9)*pf_^F&H@N)efqb1e|HguwlXb|{SA?ZE6*teWZVS_>8i*9%O zqDW=;=TIlOokFA*^zI;~WN3yKcmb}iuW=p@5jnimF|P#UgQ4n=G}wKx#&mUQ0RA|c zza#fj#-5gI5KET^_z!I!a(oxB+AH3g+(BHkxv|pqolprjLC;adVjiXM?x}A;HS(%e z3QJ=x8g?6?87isZMyb>w>Ia>nF4xC(G>uu4MA@3wr6>y+){9C821p>O>jt-{bfY(i z{0>R9l5tbNn_eN%;U0u|bbW6#3c-5C(a^iB97*3j5Gm&2dC7D*%asGaffg!U!DMmu zf<)sLwx{8?z=RI9U3WyuHlgwheR?{Lt>_}AHVLq0OIh4ofruVb*4+TN5!Gx$Pc0AX%~N{^BG_uXI? zBog9PA+Wmm&YmVneE8xTxa&Dv6R7t4b|7(~12XrXEHCp&k7Kyoe?##Mb$}pZLCCVM z?ecsZjHWrenoOZA1+UeZRSfA*KV4uuqYp+x*Fp)%qUsz&@XeJ;+G^$lP6Cisn+=ZUbMppW3G6A#ubpZ zfXzc}m(=+ry-8Qzw>&NgWX5PJ$+;ow3Af61X4@D!hNgCCsfG!YeIkZDTfA`FN-zHF!IKKi~h7=ZKNf|a4fwU}w z8MRJqz0uqDlFi{g#m?CH?(qxPKLPj$_!0Z%qh_@!@0xg{>JMyUmRS{q=8tmsH;Hw# z^$Xn$U4`qcjjxbLi}45ygq&Mi7kLuA%d>l6Mb;2 zmt4R6&8s_At;KD9YI20?`v=<934(hRs9=N^UW6Vb(dB(_(Fasom*xmv#`*>F-OF|y zhZh1nvYkQ3t`8?T=XQCbRdlB{hzjrw9~y0#m{mXLJ&|?fEzhHBslx$Z5rL#p9HVk2J@bpYfJ`jep9uEU`@ z;D*i8!!NGLy?S*^sd(Tf8}GHy?hG&QhQ1tjTdq_ULOR?Wy(IXK;KWfDxhT)>qvvw% z8X-OCmFIlib6>+2rNmEf4BHg{>Q;g9h=|P~yCDzo0M)%n7QaeM;^gGjvTKP$K0ni^ zk^V8bfxe!eoNh6AcA>K`beyP~Bt7l!NTE>F)YJg{>K*PM)|W#74!ql7u#(H<7=c#! zu5^)l696=aCF1+q@5fS+F9VO=Ok-GI4h)9xGI;m7yUZsY=7}^ahhTg(PA|jR!wWoF>B1Xp+GCe1hD77W#2YqLe4EX&AyTT`mk@rVJbnMfx=or+r zZjQVkWHc9gD|D4CgW@2qx=?FA?rSI%S$al3=e!?r+hysRLwEZXET_@koIX5Wv1XLX z(3kafY4Z)q+ZYJqt~3NcQ%t_-@Ig~HA=)%j^(&p5_iYZ7>#t!%67C*djXNRa(?FgH*Ny^O1ourTQiNsoBU1Q~rvxCJeSMz7U#SP`Hv3%teD}7%o!y4c`Ooe#5u7uf5;AX;aei+Dw#p5uIH) zfe;Lpaak5M2jRdzs9l1+myECn_bOx@Ou=(MGx|#?57xBN{IRl4@Td9TwL|(=-sa%J zgYcYDUKTy44AQf+@mpS&3VW|#zPu*&)KFL25DO!tkCzu$B|zIxkUiI52b~x*QNiir z&}tz>SGuC@yl1UQepD@&Jrn z>}t+TbKVLr)$Q%Q{lYnUdHt&JFD2!RL^pZ3jT4bbi!Ho$`89@8>h0M$btRd1) z38oXskp04H2#h`4~)R%;|EB|@R68))9rbCLt!RGBULs)trxW7#Cqtl=4{Gjhl( z<~pgUsG!jEF@CGXWQPUx6@8YI?JR=g4F&lehvV9OMQcE-Lm2+0EH3xc!onuqyk94+ zA$tomTwAZ#@G8GUhPAXpJ4x_6vU#toP*Pginp%Xw(BRx{a1B0)3k$#X0lI_C=rx(% z&X!z__cX`-4(5!h^@UzvvbdRmpl;642lNSO3^R9f$R6|Cd z3hn98&`|6X6nYGxR1;K4WXQia6*t)UEE?8Om^y6iejJd0`1eKC2>Vz54XN!C#bTfS zjg!a^<}xnTEv%oXfB86p?xwc~kAqd?nDhM5y}>%WF)FH7mtre7%<}ba6K96q7rRTN zY8r8H>4hdIluV^l${fA~8Xq32>%7D!$qrdax|_~F3@h0!#vncuBl|!88)6GKpTntw zL6c_uvCDzB-BoTH@uM28?8X?(L6|U~#VITirR&i%>rvo@pW%lA)8g zAI$v0XGOb+ZJ{5rE$U~z60>0r_oE^Vm&9uF9m|IAt$*X+R_$RAb_Z547MwZX0C6;e zEb>MVPrKnPnAg)W5LJY6{^JEY*+8*6qbl((E*1`GAd+#DJ-_j4LpB{IhkF;JYEK;8!GnD{Lpy~_6u;VrHdEuL0kqPc9E#f&z+Z(=efgk#OVpy0XFe6 z^bP@|yuG0l>Gq-fz^8rJ?&wAIpbMuTUuz7M0B&d8po#$i>Yl#pp;X{uU;#mY8Z}fB zUn^Gr+~9pGAz}SgK=faFWJ$!~+yh_T$ZRvhe^fIeyRXm%?&{g3OfuK3ff|Ozg zFru(pXrM0<(!Kn~5g2A+J;K=m{dI8CA6h8iVj!-aIf~=t+jCp=!FlxzQSjz(o3aAZ zm3EJQy*SggTpDtbL~dYKrj?NXsMWdTK9Samx}Xb}E(wCA8&T~;y3m@uMz>19@)8cc zu_DL7rLXW=0twq;J9SAO=wESzn+iHM-m)ao$VqfYI0CE&lr=3V$Dn?z6iJ1h1KHsS zluX~>EyXRFI@oLU*-U(z(CXEsArJx=QYjE1Y5`R4#9UqT;h`3lK2Cjp$$~@!=a(-s zfLCPQJ6B`8tQS!M}&v7WUXMy z@I_>K2{!>Q9);4Z7Wa3msxPx++ui3vIPFKQRHhu(znLEClp>544AtMa{Uql z0{2NaK~4^xJ}eCc_py&2G1+5i7D95sVj$ZW-QKnI^L_}Iz%!J$qfQJN`-Lju@PqtSNNn#L|1R7Qq;}U*109QjwB8VG?NWi@fWo*r zultR-_mO?Mh-@CVF*FocilokLGtv_HcHEYZuNJJHK3T`n-9Y(bMxiR%yX0fzPUC zvzUH7F1cW7Q}C>!cAa;n^e#MNuRjBADn{4HO83-UQA3V^zXJhEgO8o0FTaC2*yDKP$;XdH;M_fUd^tGx+l z!J$B+3!uLau3J%Cl=oPpS%*(&;phV5am#xef*(k1;6^zV+M*zMJ2-?B0&cBOKUl;@79pg}#Xgfrd- zm1?pMLU(S(ulN?vNFKs0JOMrvxpcq4r(#xAD&^|05cQ_#$ShZ zIMRdm^PI}bBTC-6Sy`{Af(k|jK@@nR7C3$QV#Jft-+kmkGR^@BxQl!^NMe(i*hzq- zXBu{o?pxmMfO5Q~4lm9}>!h5WzqdET;>BFb8i`;M^XZ&ImZ$6{a*_O4Sy0{!C6Ggc zR?XeJ{3fqqijX%CO&1Oy9j>QtehcwN;<3**TqKAlVZT|TG)9<%U#ldSCGh3wJ11V)l8Jn@F(Zxrb)GzhOV=T54QE zqLF;xIOe_xlW`77_NT-6}4cjdmm8l(?-Zm+C}dAA4#- z2@(@j5FU7QIV|uwztM(c4&{^QHv@>cX_f@e!}Prf3ac9Q~;jCwlBmT#RYwuCX$EJ>4FE*nd^Dzty}21 zIs}z0W)El`sKt=Z70|;4!Z@qHG8_qs9qodYFQb>yzaMdGt$Gt1yY5Ox{WdoTS1%zPvs$6$=H*yo?WCrkI+dJFe$w532WJx%FVv1goVp0CYQgFdYH;fs; zs@$%RPQ!*l@xt;1w_m@wWqr_0Y4a7MA2bwSe6>bq%#X%AcBppnA;C(A8t>VqV}9{N zs@mA!fQ9-bzUNkBm??>_z2Tw#`wu2C=_gFWn~B`WFm^CJmiTguB;D^tMaPBiC5Mr2 z7t_7q;*>lZ_ed?B75C#@-D8xsGz=!u@h%;G7#p~X8XWWJcojzfHZrReioO4a2I4A> ze&(OjB@RU?t>gpw@dAZ5=*5yMWLD$~XKJfzbsdyO<+^GoFwt z9vmG7*;6V3vM(wD>n2P+=H&M6=i9#b5xEYeyHSLdK4v)kpE*RCPs(lqT>(A@?)@qh zvrrL+f2M-98x=_q_E6M`+kr7yxE4uIi~MQ`7CTeHwEFFPq)aa@<=05~N`3}jE92^e zMTu5M*~6{Q90xmsv$A${99w-b_5|nx;W|hYBOG7X8!T?CVyL(zyPBe}Umu(Z7{NAT zjM;r|f+&WSk#U1grt?jjb=oGa6xA_S@PiaCIkX;rd5#hY-CduPzpS?@+9wA2`ffBR zG{0F|Wy!jLX5F5a$!kAkZ;+e3fcL2@z|A1L?`&&4-F zYC%QTuiNS7l7IJ}*&XmT;{`1hHaBR@#dV$lwxhSxxNGfyJmB>Ic$aF1jY0`EGa`2P z+)ol9;Y0mcoAn#6aI?sEj42)qEle4E0`nKQ)6xBIwQ+GD%D%ENH7u-xu`B#p$4~1( z{yu}izCR8MaVH*zeXS7qtcN;Lc)N4n-yM4$48KmRsHnpBM_Q|o!Zy$L4%T%spBk@r zYCqcD&-Xkqc95Hff0;^60S<-CiK`1~C5|4`8*STZz}rByT=EYefVwxKu~>dUNnZlTGQWYq*(bnMN%obh8*0ArrMnDnV&0a`(X9?5wH)n%)n z*Vw~DJVtL?UrG__d-0OXMFjNL6{H(+THw`z*PB!FtP#u|S9V6P z$QQ)na&Mzmf0VW%KIqRq$f_cMcW~n!-rstW_-XVzaDky>#P?O$9rR7}q`{X}t)i|R zb+?ozn^BbE&-(2-_OxZ#HGL?sc5NHth}7hlS)2@d%2 z@9zS`?5MuJA?_Fxcw zbYkNc?OoL4Tk>9uofz)%YW)41rY8a}V}*cAiAU03hIjTpVqHYT{GGJF{Kn~t+ z#fQ$e7`Gj0KP>|9Oe%|>zY}7iyt`7fOchC3bDFC`GED*$iyRT`w%>+K+(KytL;8C| zro=~(m?NE7{PAD^Vz()zTRw=o@;)Ckopa?)6%`aVxyp)NT`NkLJ_ScJ*rBr&MSyV} zXq<>DSUKcd024C&xfBAnvwpi9Ja;wJcfy-+1Ouw@5u$VG*`XdCD#4BSlfKN%xjTOQ zPK&3OaFqx@1j-p8ExdARCQ+bMSN&#Z}jE}XX%lskmiqSh@E*wwhT*m@zaxs!p8 z?mk+hp(iQB=LC@8Ns66?z83lIbA<^`QVWu^f6dHM>>spJ-VJ%MO;(NH@`MY}dHMrL ziyo4Q>q#F;r6o4M?@BWLbacg~0BO;|n1YHi^yJ;v)B$2|6{=9S8dOM!Os}HdLU=12 z{rYUVFis^MokmU3%4)0PIub~Ydt$t6A|`pJ?I}Cx$^~=7HvM&w=~U_fnD+q2Q10%s zao@N{f7(K}EFGPIxv41|ieX_I+rdo*$0QBOeZV%xV3$-wH5JD9?<1_J&;m~m=z@YQ z3NRhfm+doXpYOpM{qx9?eMNVAR)Bvws_{W*(fSPZClfiIFdfY0Uk>xgv@ven5RZzS zIv`=LE+EK6+`cXUGEB~c^ZB1=4@PkUUCl)LVja+PY^e@#U+Ig&Yr&&Lk;D-Y-_V8= z=A8bIJvcJ9=oa{8V7gR5zwY4@%fBt64g7mQG*>0-2y?L>_X9W;;OgWfd3f$!>R*@P zGR;D+8NvcUQd>}Pgwhpgch0nhpk~*hSI_=Bv+T&%hC3x!1xTjA2*3dqo~J>IEbI|^ zoE2KdcwzYok6$Od0CpbTStktG3T>!7QHyFFSI2J1-WEf#;pfunUO~@OxdeAdrw!B} z$KFpNp z#d*)+p(&e|y$9F_p1IMmL>UUSzaCk0?m1QS!V7hggXU&f#S8AO*kt6>tgKZ~Hel`9 zp-9FWp5WGyBTxRGjUbW=15m;Skjo75Z81pO#u8EBDY}<4h%OW;6G` zLmQ}Pb&}*hy53Ueti4LoA0NaN->MT+XaY;PR7vcr;t*Xl#N64 zrUkD0Z8#H?W|;3sa0fZ7K3&Fuk;zvvvw@NuLQdt?^DYWL6Mjp(Cyk`t$0%Cb|6UtkB?p2NqNgYd?|< zEE?u!E3-{M9;57ZOUhn@67o_;6c}yjHD4zh%Gq~$TlQM%FSn7o$W0d1-KjJG61~!F z2TqV_Mh@&=)14NQ?*{m2%;p=4sA$oR_@fUV$L_X!ER&2XYkN2^s7SSupg) ziAWs*=N^Q5*<>a{>x2D(eRAo9qjO{E;PUOwU%1~utsX9ap-)$!3;+P_lb^ZnIRZ$4 zA{j!{ZHehsYVMV^+GCWf8I_!lO=v(Q3^sGesSn2}GIE`6*SBS_+-vPYv!2n=6H%u$ z@hZpf$4h&+-K3rEaHIF!-QR{})BCENU|CU44-XH)#80=tKZH-XB37YU&f3PKUqWLz zNXSE3xqun^+n}$)6Er8*IS&lT5tAW65Q`+>;zE|-QXF)g%XO2fv$a}qT0Smkqi>+M$*Ns{MfOv>Y%ZVJV{evk+O#QlR*S@Y8&ymPJP6WnY4Kv{Dek=2K#~X^AnvC# zk(R{BBgjTFmK(_@_}eer5CC0E6+p5yB-VC!;D zb6O@;XZgW446m__JW@_I`z00LMXiEb$o!yxdu{Ex8N33bn^L=~?Bc$lS`^uXMJM_S z(BAsv$BzI*7T=75NzB&HpE8T#yzbVNS07DuqNc#J20===^j zYY#S;+pkwrHt6Z<_8%+69l6vjSy_xTa^#d|Jy!Vsxk*kcM%B(Y|2y=4>8LQGI^tQ+O-W;ucv0SddkJllB}EL z^3vo2#=B6~L+5TYw{V)#nvFM>DY-km2%#}yWzZB$EBVBu{)|3UGGQ%L5xYRn=h(T8 zo~J+hp=&lyG?!m4wF7d6aY3*kf&E-XiA}g}t?%RFmM5J;teQ*Kii%PpMJ<$H^Yq-S z>-y5>i>dxF2k%hk-V=?UNF|7wdYlY*Mh_%Qqq>V`W{d!xxXvp3Cz$be5_6{lbC)L= zZvit`Ld={T%pC9yrKMZv5`p5o>hbx$-rHvU-6sD({p*$k--jm1uVmcx7mYQcQH?bj z17k})3cH|;@nK87?Rq+9x_UDOcj}oQwLHcyBD!I${#nL81+$_pvr`-PTUUQ?w;0T+1#vv zS3VJ6ism%Ygqavmzv_tp@^)#*Hd@t@Meo%3?^aK~te>#C%CG%ve~D(LXh*kEtWOE^ z_FGRYp7WmB8Yh0a(W+Xr^5pZ|j`O$aoIj=!vvS3hZTa66E7eceRQV0sG3uoZ8BX2G zH09I+rO*%8?dAuoU)wnItiabI!{()x=c{BAUvaIU_(HjcVGh%j6({)6J769TyM zqHZnPws7i`Gp6fRR-NX)fA89pnd+A}vt9C@sb?1REz>ijO;7KlJhMiV|B?yK-QJI) z?9G;U3HNG!QN6@uvP{6t{ASSEJch#$m5up3>Y86SopWkedpbAka_P(yHm|48mO9)2 zG3?6mwEXEiw{t}4ZV&%x%*E)v(kw~rKz5Kv^wf_}*6_}XaXVB_E0vO8M!$Mi`2S(< zz2l-vv#wFhZGu)YfGC0>D9Hvv$rwPAAV`#?QivdubH>Ji0z#2Q38Lhv1z2Q^NDxp2 zlx!eKC`FK*?mDR5_RRFW^L}@}-@X1bOm&5G&htDwtiATyCw>vBQe14FA0g*Jk!_Hg z?rinhX4@6-yE%Q?vz>;&X7(8~=f~~wJC+<}q?&jrdR>>-VBAetX}0ql*QT(i4M@Kv z8*QKU?T=<$Q9H=L-=@0UCi9ZT_{*e~`!sX~*7=i6tUml|Ev+Bz$fvJ$+qG@sMbYB| zzbH>FsaJ46l4|{F$;N%!>+()<^rW`&Z*C54n<#mIB`t{Oa}3Ygunf|A&18dmmW%fH zy|><~G!|Z>$dx`M$EUSEE}^*3cR+;IZ9mDZHM!GZ>UzmYi-^W>V}FvBs>jNX(qFZa$M*lomGGZ+UcG{o|RrS8JCXC5zG$Ws}W$DbnNi3-$(CXD=P1C-kWwRH+kWsJng*gMxeBI?3U{c z(qrD8wv^TMD?gP?tqwl=*!W-U|2=>1e+?IFlWhVzs;A6NjO|wl9CJ8jKmUrtxs#?i z3EE~P9E9I?@7}#aK;Fd6^o;#BVdC$DRu)#a$E;5pf7#miF8Btq}NkCkz^cdxd^JW3)DC3^vTpec_Nlu#m&sFZ4x1@-1)m#rri< z<@25QFP`(hwg1W$jg@tbJI`~gGp^V8YIu~fGs$+r{s#xvKs2Fu%@W4Tp&T;g8LtqR zZi$d16ooeiw)d+#-}H;d-q*L654i;Gj~YOP{yAC${`K6d(C#r0y@s>qV6FXHjtm&=jjWmsk+-ud2q`64<<@z+VhimrO z4*a@ijT#tba0Z0@y7hW7E-D)B=Z0hFie@MKw`!g9CYqB!tjrirW1!pZJ>ob`1Om?C zGQtSv;jPPqKtWMI5`uvR6GJ8)nJ}1!je@71{L;Zc3JU0jqEGGaH_X4ZhM;G}FEDWQ z^hA3|t05XLuGKxiA>5ym6hq#AxakXY_$JKP&yJgX34^$2Q&D_8N59$q{I-07{7M>w z#Gto*?j_C5n1;Tfj?HqBgXhQsx}|s91NWY5j=u;o*#g93h=GUuU9Yi-viFDOIh$n1 zN_$DQm~~3-LAORrg?}wgv^Om+sO59+(0~T_j{3nY4E)*~LWNX@8G&psv879~(t6Di2yF zXkz?)KN|gm!MT{4fyQLs52p|%^1XVFdw?X5NoDBrRjVY>wv(IbUzje^!gp@Rjvax_ z!hINuvx=S`+TH_TzmhI9^Av6uC$v`exT6OF`kOY~Tl-6_YhMaPXG-LQ*%37mQax?6 zm-r8&eb(Xe>b>PxEc3ge{?@Mde6iY>gOVAoY1Njy1mP3h0mlB^oiGJOhuU*!THDC+bBMGiLYf$9; z1+0g!ogb4^MLer936KqZ1lC!k(%OhMV|H|bnRx~4{Q7%GDFTlJ@ z7cMApp$CTuw=BWkfr8FZ`F6?&U<8DKTWFd^nDS1O?Nh>dQ0aziv`^<7M2S18m}^ez zZZKILoMHavZrrL+gOD~tnDd4Xy(GlGw)PCzT5vxd{p>Z@;@amPMv#;+a#=T}=!tp` zVB$F>eUcV2`!Jh1i0z5)wyGtTB))$7%Cz@^t@d%|wgW1?g-dLS>F zYrDgnxP!~gUcUhl zzfM(xjjb}08f_&CDM;Ta7O#gi&6z0q`)K(}Lt2cU9T; zB{Sz1?$RyDa*}RnYjLehw)pHGhSJuKtSZFy30WM{RqtA0@uM2<>vsNfJdg>B5TZM! zbt8Q3mS-aM$}T&tx2bN9+>nsj$r(-`oX-6!tx8j{+p!{zJdCV|5_`z&0-QKokXy##QPD|O!< zzV9y?9wL2)a&3sYf_0DRDRP%m#OcCobl%g?X$2Z=R{Rjq_OWB`xfwk9q=JIHo=F@N z)cRB6Un$$E$@P8E5A;?*p0GG)3OqzIiv4T?bA?Y$z;jK@h%qAt z6I4ZuZ|Dr=D-#1Z6kEg^gBC?ujD13qMlWBu^w??_oWSTd?%!nEUo>#F69N+9zNgRS z=WZv&KExaj1u~M#vE|<@PF<1*>;cwdf)s0bKF50bAnQ*QU%j3k`Nh`22qVlO&LG}z zRyIr`x*7MsM{9!GK@yFeo6ZJVse*SGH*>_K@P$5JpnLw(Fe&}o`G#X@bQ~t4(#D}n zDo;U6-9$2M(++`4ldrGk8bQkYUW_8Aj#HA_G8=MUr}LrrXS7;^U@;Awpc_gW;AwgV zhpw1MiGjDy5=>akC+x#9%`ST-SvM++QgjP58OqI#1;egi|0t2KOgmF3r47S&~*Q%lPZ{H6XFLw;LERObn!z-{$jiGnd)AMW=>6}_X);w7NyfTSpQkRj9BUz8&)pN8-AL&A*RTe7Qv~9?(iLzv2DdlDy4D?o^WR8=Sio?_Kxe z@W1dZRgT4$up!rrJ{Nkll01gykXt9yrXfrt$@@xC7}$aXJr)^?IK`x@QWlaC={=fJ zQ<#X_gN5qN2&!jfT@!;AnOdOMo|5p2!%Iv%e%30}u@h8w&1|bCitG}lG(LlOQ8VbQ ziSRZ(cRjaC*JA*(BHLc+&CJ2W>MRoK9)-D4RGa`x7j-uH3Ae)Iuu+#g$^y%T&0SNL z`K9Dn(?G6QKgjWhG_9jauZr=D8TWIIfbfPepN+opNrFt4d4s}3`hB*v)>-hsD{Tcm zH$h>-OxGDbvr#=J6}vjeUz#hm;lw5G?-96~o{6W^_i9K#m{YIRh_Gh^iNY`JPUh8# z>C&@nFxn@C<;2^hMVnbVZQUyg#a)cOsI@nuh?UL&hNA@6IS6V+*L@JB8a-Ue*T8)+ zU3!Ub@Rne+rReVOedCXyhNra`gkizT$!C>B$NuWCQ7v}k%V^+rY8r!#!*Q_l*Rsb_ z3+aaP{d=fNqan#h3+&BCB4b*5Xn?75qm^LA*%{H-{n%_2YGHaxCbC1jH0s7@8w;b97bB*9iw2d=_ zBwHKVb0Zo=ItPbG2|tGD)0QQE^mwYl5ett`li=AXxuGVtAdt65ajuFzE7T%J;{X;&SXxQHM!U>k4Nmi%HQf zT~zhJ9q9r_M>TehMzv(Uy>P$L6Eo%+45$z!j+CQ+D7fY3mxxDp7Yge#qa*mqisFu#J5^o%InM)2E=>E@DZVS{g6?@Stru9Kc3?{X85MxSej8 z0H>J9Z4<=sE9iUNUF=-3Rkt|6P}kC_MP+Z}=Gfs~2Yx&Kd=r(b-T!1j*^ZF0z=VND zD?v0*X9@c}+2v;r3O8l#EV>OMdR@e0>_kJ)|jq)=FCSF{ULU4hd=fq@UQcBBG-oF;T^u zNz^^N@{})DJq*qsbH}^9UZii-9$}-SV=}pMDTB%}qI*ofdFR}uk_xUU z*MOH5MDv21ImeO(^gUu|!nd&tLB) zbDAqGzizgIJpuTslS%HmaJ1E@sJ`YCjIhl2`11bgg5FxudzqF;BeT&KkT0oPHoP)A zq%|f4ySeJC{yTyRCGT}AhJ_~P_8G*VuR++(44CLc7nI>|#k%%Es#XRw3rl*<4u=vC zrALHMZFth?7JG%iW+mSRhlBT(U*GI?NMU1R>&uwHcox((EhB6U_FK-OjbtH9l1!Ae z7g$I`x?PU_+l8s}=-{;SSe49wC!3%cEeI43*mthINc6!6hm;`=R~-YDGis*HZh@vK ztYSvTog%rl`-Gw;jStJKJ z70*3g#4oHZU{C*fYb?znrN+cHa}cD)#rsrb$nP3wuGaGt!cdm1zvKz(N8Cu0J_E-W zXbH_dFBNwPpMy6OvV`OgBOV=1al%ZDxy~2Y=ceU%#k1G)w`cQED=e}yN$cF z73HitWNc?=HcukUuCy;^GQR21lJoK7M?%p&91_f3{?sFd=Ue%$+}GB34ek#YMgF8` zng6u;Vfv>j4+i9Orc4WXzJaPRIarozO7d+u!iFegue9YH`FVgPH03r z-A|AN5LaB9l1cTf5uxf)m(54xdG+xu%<{1;63)BRW(v-?W|jzOj>>x&^&y3;-$Q6p zvk~$Caw5Lx^ng4@e%B~Klbvh*E~{_0tWX?DR8U* z%E$IkJt&Q5J2| zFI-xnoTyU17)FOj=kBfeXQ-el)Rmhb7W6zBxVTF)QU~}_wTQ%A%-x3bfv#9py(FmVa@Q0&R-uC@Hhb5k#zq| z?(4CzE99Xms)}w1nq1DnUb>R{uI4%fn#M)o+MAT^Puz^JiTLzvyj&# z=1bk_lLm3qNDvBFYZtr1$^nH_c#~b?c$isqLb375lS87HxeW?(zIvyhLX+_P0$+s= z`xn${b4r>O-hV>#S9IjDz$t(>rwwk$G>q|g^Z*;duRy6Tx-bZGO3SotpWrfL?>*DcpZ=ZDeUVw$*h^{hq(O^^&O5Dw zrlbcgIwnTOPDd*_0-AI=3#Jbc8-g&2+|vb5ZrQ$)kLxBPSzgRUE^!DJpsa-kist98 zkwl0Hoh6FZI2xJ29Wl9Q5P@sxrq4yu;zN8?9^g#NPTWt=E)fcQeRCXb(tpTrvowP+PbeEUztZxjE91WKrAbfL>TrEAa_K}!fm^|=yXZdbxCX*Y!`lN>tj zQ7_Z4&V{}V5Q#)QSD1EPkIglZ4+HmO`#PwqS)zx}GJ*|m7?{-#K|w)Y-T{ytClDlh zh@&@!Zq;z`L1?sbToAj2K?V|OOu#?WOE&H0`ud!Pz9rkK_cc*Ly}zG74-iHdz@f6; z6tuV&En0*v-45s0Ltu!0$Q07bc5rd+HLsT!v&NG{2A$Uxu6JbvU*9yvK)@98XWmU1 z=Mpr$`D0g4t0y6~Vp^+cjNvSiNQLVF;;FNeuWkD6fbBS(aC#ELQorZ9*6$AV_k!bl zbv;ibo{~{Dv0T}(8_4xQF3H0*w1*ELA|nj(zdy3Tni8xFt(+uncdOoXwKh1+p|@x z9=un8tOL!t{di`AiV|P+Yp3|s3Hh$ zV@9Cmea;%mD6ScZ?7rFbF_z;i5&vUS|?Ijftcxa+1(yYkUJ* z0XGK+5|$l}y?X%Cg!mAPqM1fC-QkHx6PkCY93jxdu}Cl5xrVm(2&bCTc&H{ZpAE@D z5kUcq65W0WWPJYLa?iZHjlPEK7#ESw&drVgC)?;RT0x_9f?hz3zQwvyjtLSI0UOB# zpP;|+Y{r)0MT>KNA+vAVVjS5$N|?u`z$Rac9;Np}BmVw017xlU)H_5+u?<3WAx`k_ zk2~{%+*{q&y_QkTE$BY=Bjy)UV@^X#4Ptc@#NaH7FMN!ys$|b7=F!PBgI*kBcWdNJ z35QE0!Lp|=jS+Xs1m6!>Y>t$5je@0gXSKl4PeB3K2wQBf>$fXeK;M=`LAk^ATav8yeox&|>@1vz+B2V&?1?1(8K z?7OtmuTNfXKWG`Tm|!2FAfOyU^mTwEB7R93o^-3P+e`p-vjL2qKW`X;BnxSNXY6uKTeqYOj}k$Y&hu;xeC0wbq;t8Lglikb4fSZB0sVAtrQbPWu}4$mab zY&x_>di?DoYA0rMRrrxSc;{Mb60o+^0@?Vg{(kig zy~ez{Pb#|TX>~A24YMVN5e6JlR5XX%tg)Mdfgrsn`t?P9BF20e_qN#|!(x$)(~}55 z+P)1Ekr_!)Tm8ivw5ft$WeQ$vXM>mZz@ny=KV=-P>0xo(YaY= zMhxINM$aU8sJTyi&3o*$(10S?2I8oL+aiF==&f(`>Dgf zj}eRU@Bc{>bhxszvZqgH@ZO+n3M}NKB#+lZx7bo@{X0}302m~#u&1)$ekn2nb0o$3Rw#aLc8z<`hD-t z3mh6@cCVbDs{lX$Cm7wJSeIhty_+u0Uyp!-KC2)}zc%Jh7Z+yV(y>BWMnth*3I5}f zFHEUcg{oQ4NH^>Z)J|~O#iTA+K2M^F?yZ}jUuKNtG1j_4p#y979QJedBU)pbevy3v z-9ApDOZD_N#{G7o$q__D^SGL#VqYX}=*LypD-nIQ)0gKj{M*|-p%Z5DLUdH%O{FPh&x#q+0^5q5W`|l4GV~rA1@pVt zts71{qNxVqI^ciA^eTjdfN|vHJP)$_}HSu-SoMW8R4SHgIg z+xYZ^ssC7oPRBF71dZMtd@!T*By!94?c3p1UH#reM4}a=DAL~{EI|Mhexo0dnc!=p zQ@;�n_?ec=|(={yfmAn|`)o^JXPK*WZbqiJcP{i%uvgvAjj=fcim93MxjlhlJf7 z!84)TA?}!S5!JFBizf9WJ6sISE#S}VpkF-iVUqFt$K@bJQJ8TS;tLCU)oyFg>t@b> zF_Zzcl8>^9h={zpN93gknla3_Y9rxAJ?8cEh<8OI*$U;;8^smt9F|M?XZzhj4p)=H2Aa0QM9E$u6y8dOupM1V2VkPamFKJH~IY zggEzqyYsKr#5&2!B}(P-ubSWYLGKBsd_D0+6W`4Gzx}&8-}<3u+<`wWHz8E#?U)z43PyAOlg(%{7E#n7 z1f*_lnKvu{>C4e8H|kSc$&+uTg38CZ)#fGezWaxN_qVs>zEZ*ie7j9+X(pJ^UBt7` zIXG`-39%Fz@p;SoAHTejKW~?YyoWWbe5YGzGVu-Dq@kz_8~^YAmJ$E*C9}ZcPfzjf z_a1*+%zw8cf3r|OzbvnR&0pCgs3rLGw_Ej|hN3L2IdR*6_ctBw$+N;6B1b&rAJ@*i ztMA(aqvhd$Y)9ynl&`?8|-B+2B=`s>CRh!jr_{|wj06OXX)q$ z(J2d`@omlL-GnCL^3HtovEN?i$h>qRL8_egzgxn!YxO~hk&1t3`nMhdaWsax8G)+; z+Am`9--(jQoj?{*VtgLJqsX%;#A8al)*UT?8c@`G`}QqJw2-ptsC8WQmigAi(>yzU)yaDnm%0F17{^w!J`3k15LN40$1nLZt z9_1iay;BB`E`bTuZNfxO#Paona9)+6(6?m8JeH_f$g-y6~W0EjO#u<{3hUWL0#eTQ@?h*=NKI5{x- zVknFY_kqn4t_DpW%YJ6a_Q<$~5`xck-WPG-s(=T0G?IVay!ou;$XUyt;ZbEGY#fDGB6jrDOr@ED?Ar7sLYoAnhJ~<&K%Ys%w%3nn4n1oq5Zf8s0wh1dRG5+-ehWfXi z!Aan(OUp-n+#R6SrHdC4Fd+GOLUW5Sf1SC7g#{!RlM<($+QhNw#9lrVxc1u-;bMCT zJ*j`PoBZqluv|YG=%3I1|L$do-tKU8`O9%9?gNqP{L%mU?-wekZl{^n5&{38mV}OG zZLsVAy($0M@GJZ^il6rkLEj?!fBO4Y^piu{bF+Wu7~g!yy8?~>f>Hm;1%yNmpc89^ zZS{X-)i(+hT%`XeBl1{>T*h#ju3i~a!Sb{sakO8|;e)L^Pni_$|If#*>S#Q%(HW^E9dqW+Oq48{bMs$zH$UlL0Iu3#(|vurZ3=uW&y;I=BpzV!T9Ukeocac`X`3a;4GgeQivbX z!uVknCVHxGa;^4jf@KC6;qULy0u3yB)7tAT;?SV8p`eYbDilC3C@jF%R)XjV#nl|s z>KmFsM6Zr6KS4B;qEIcF75d!@z){X|L);8tTf%RkkHN(#5W0i7s>*i*Om=RE4jn?n zCVUXY$flqIruVo99UeUDAqFMx`7%BW0XLH!k&;BK&A}CfnTSazQ!y0lAC0;fBftJQ z0J6F>uQS_VHWL6<1f!n<)JAHnl-KMuAgBQhFIn1-CNEr}lHydE4^dnr7um^Gj1oeP za`-7guXiqfZq8K-&vzTMq^=LxDk-*2QjwS&Kqqss({cPTkUFB{8HkGtWs(?OQ4ZV> z4a9c)3iT|V#H`wWaCw%RPi)ky zXjnl;)Y5eowc8(Vn@r|7kswu9BR0r$K+Q8GG_>=11!x;$5JRW$0p4e9Yz$mIf>-xF zB}=Idh?=lD9;@Z+1VacCGjkqZjk2U25fly~ho=zIZy9Fs8qki|MRYEeKR|+zX;f-R zo`a4LMao0s074LYmEiQzBQxLJbK!ywYk3qQRZEz) zp_@qBFaRkZ)C>m}iCPLqj!@GMfgFiZ8Xa&u=<7xxK;%$6c60;LGY>~1tDq&I9xw0g z?3`s-EI8Ai048gHvrg@g+vhj1t-c;Sc~_NdkoACCiQu{BJr#ATQWGR3z+gtcM0kSC z2iP`S7PV^K4~LqmbioTF9cQ3ZleLGV7)@L<%(z1!8U*IQfv@&^n36f)bfrMbig;j z_u`>v;g6~SVyTVj|3aPRAK!@5H=?!s%_v6@(?*D$2wHPDP0Qt9$M56yNDa|Vmm!xp zQ?t8kC@7{!}Lkh!G=+Zeh#;#>PK0ZY5$c&<#Pj5v~QM-)lx2GtBT%wWzt~(0V z4q?Ht*PA~s|I;f@RDx%BPB;)d9C$LegC|DaxfCii-Tv`A_7x+uQ{T)pcPv^w4+G~r zfBrnW4hir8)d~W^0L7X(r5gom`ZI=of1LV$^>=4sk1Sj6(}>|UKsC^9j#DfydIW`i zVz|$1y`JwEL&QiWj=-Gt#sWm0KIxx0@fOc8;~h4T-{s5YuZ~nL{nHMXBwFs=euZ(T z?b`g9gKb_(%l#{JGwM1;ptj}k`wj%=-*HYi*{gZb&b-VGS? zY!fA+A>5~P^z4%Fnc};%*IYyYdP#qTDf%S?lV4x`HEQ_#{KGot&&2S*?#1nT$^A29 z|B!AG2OJ>XeCqY{-#K;@l>W4=Ke4j!$(ch65X^s0WBw+)`JZ3zspEX@&-9?gn;3ou>QJ300Ws))3tAH|vTu4^zBVjR zid4SO@5zu*&%8*Xwip+p6?VGw<=P_+mL=N`NYU~dS{W0^r!Cqz@$^Bvy zgDG(BPz4JL3WC*Cfi`YS?q=QFgb`o0-|~{mpWYrdO;nH+dFL=?iQ@|B_9ZBQp`*Jo znV{_cN4_5cM9Xk<0Iym$krV4zLuexRN-I5|sGS=W%Tm-6FuT%1GAwGt+O_Oz`pvNZ z;XBd7K?<0JROrS{o1D?IXofkHX|RYJX`7>@K!?GoqOl@%Jf^p;mIk&r)B4XXpv$`m zbd1x~QW~C7g6Mr_c7vS(`Q}yKbsUqGe(@xKDX8ChEKx@_!M8Q@pPlarh!J)MyXN2Ti}#oO zqxVI*YLPC4$iBrScYpv}j`^g6Bu}WJjK8}CUz|E6gL+07uPz0tAQE@|yC?SR=xiGE z;ef5PUah3!NNb%h6kun*)dM)}Sg4o-Jz4%Kw+N0)mwbKqoNXK+TC=m!zOG1d4Q7{p z^!PDKI$^zI{IZ7+D-G2;(!Sr+K_UafJ|={qHk}9H;m@l^z+)F-S4Flfg%T!|4R)Zq zd@Uz_{lqT-x&EiO^BdZ)-g4uoqeFZPoo!Y5(ZwN~zU}ECJ-LhQ*Pnd<(#uE&;tmp4 zBodEo$8SF_2UUcd!GEmPgVQ8GVuHr*#ei>^{x}=UEPmVylE?q)?ZMYS_H{@TF}si; z<3o<0SN6xxZln6IlHKk1<9B!N%nae0x4PR8u2DYq;}VE`=>PEX{LRy3N0lhsl*n;T zleo_-d|!uhzMpaS{Ja#Ej!eGzAhs#ij&pa)P zDlZbH0|yU6gZCo+7FPu47O#J7okNqY?P!63289x{X-(8lT?z^K%*yq*7#TGVq6iTVf)4lqMC}GcGcbCNv|3eBF%@PGItb8VF0k*dLneVX38|Lc z?`LdPuoM*v;3Kdgp=GE9xPeHAYAMk-jzV~ds+I|f`%wd1elhY=%SB)rtk}StH_xL% z**yLM3Je10D*6yv_I+>?WnRs|Q0n~UcF)h>jx-X|R)?4&s6|X6--CE^*CG$fE^OIM z`U={~lP8e^XKJLV;|kMv5flfFdeqYENl+64H9U0>#!vM=p8$HSO|jnOvpEDF)%O~LAHGr;7L2=B={X$@ys{i7!eKyJPQHPDo;MXNUlX; zW9kRAr~9vtT|CalE z;AOV@6QBi5a8QR`++u3Gh(e~d>@18vz%@wu>8V2EArFXWEN^5hy-^Be8z9otLlAR+ zKG2y&HU*H)9kLsZ4k<_~BZb{TI6?{+v(M%cvoPXcOdbK{tyW3on>D7-18jOjkfS8EjcNQb%l%)vt73>5ciI`qPE16$mE; zyq|h(BW%8Y%lFbuU8YjBw3jFDofyEv!on+^rkS>3%^HGoF-g+IG1K2-yG<9p1v{&d zubE-ncQ9Led{##x|M8 zU~r+lf&x~WN!UDeei!~>?Ji=y@nuMLIRcQA5lK5Uq7Qz})PM0tB;FZ$p8XlrS%T16 zhN>#O+_&BLhn*%48_HB*1Rr4*DE_Jr^%FF-7{(n~lBpysb@ID4$GZqj8H_B2?V_SC zk9?OSlG`ldOfZ1{`3pa3|73GcTpoAUZY!7rhoxD*iZ61gBK2qY!O?e<6RG;|b=eok zNqj$lj*QBkPKRRlj+IinSAX()|KNVU*Jk9mSL0f^RAXAjt3lg9lHQf3`4?wU*P(hE zR}J(AxPJfjL==CAG?so_xj!B4*L-4X1+@F1e%dH+hKA(B|LQ%6RtXe3Fd|9t1y|Z% zjCp)54W{WhP%XP62~6Vk`NtKkqP2A0JNX#tE9i|!u?dltdBw^xgQFGdBc&Vm$GtK= zO{i$#MO;;!)4FxjuO~d7swa-Ob9SyHymDIr2gbdYRS>e(d1Yw1Ea(bbTaKqUUQDM<+R=NQN>sVh$EenKjI&$$dz>7MHuEd zAAYoP*)5<88nX>)L7j$>u;(%S^G3hDHA0H&1rGta&M@KAkdOmt51g&jEh0#D-e7vpIPJmhB8uQSm}KoWHx(;P0+|$u;&8>IfFH5cx5rmJ ze_H+;>3x4Zj?$5|1q&)nYb x`RI*qwk-b-z3)W-|lzWuxZmKMn=Xn+08?*zVFV- z2qLkIKk_ZH`~HpLEey*R$47~C)zX_jh}#W z`Po2GUVgA6bq|BAcQ>c`k{Zxt%x*p)Y~;AwWUC>RgTO&V;La{8+SHR)C&9SjMnv-L z_iQksmIee7HssiuGiQ)Mp$?U2_G$-frsD9?#b*p}PjY>$UUS$;3JQ({hqv${UWePX z#HUt(aR>|)h#*eujZ5q@!)qI)eF#O#ku(P#m--kz6sJjq8kgz z5=!*YFPcN)Xp(gAFCWe`hoNtT-T@p5Y$=YqDfW?+eqMLnFE5G?ji|mQlFMmssrH5( zGlZS|+PHM2qNU^SuY&kG;r`ca8NBm#EJPI3M&`5lM0cC5^eo-wOP7J)^TTQ{akK!vzxE zNf?h!2mvAm_5^tY*5V&7*27XjJF^vdYJwUT1g-B!nBm_F!A!tT|KrE2YiKq$HiB2D zpEuyljw@sN5ZDmMV>W^8{<7GEcYGIX-xL{=_q!JHWb39)I@mbq3CY7k&i7c;Uc~*L z^^Xfj`OGCWmO%yedJ+wjVuy*5-b+1^gZ|TVFR!8TeJZqqV`O?(3Kb;;JKrAO?mB-a zpgmznn7H+)-A?KmCGTy$3&7C-1L8Y%sDQ<$6DMMrSLg1wefyjN9OFW- z`1$QbnEG~`qFGx&ii9alwBmB+X^dv zT_JUG{>%wQ^JsT8KIs{z^X6^JmxKTa1Rb{s1^IM3>R&}e#Ey~smTh9fB-n4vCULsS z3te8;7JQRQ_?tIxyrz}4zIKKPIMOCt*Qu@o*L4_>214-H#b)Uc@q7=?^5<5U^2ZEw zMm;sZ$4A?oSMHfXo9Uj&s>el*nP!68iNj*zMvkvk?G%2)h~{kdP3l|KIc75t(mfFF zz9!9~T=gLso%bAPu|$NPpnITi+V)HN#N2U^3F*pZ>ZTe3tjd#Yon!omheyHh0dHG| zp3lSfR^RIWZDYIKhhiCCQaukmn`H3lm;Ra&`{LfLUBjf-`=E4AQPGLMvb~)~xHGSz z3P7ohhW7S3J^kt?3i4>1)t_q&V`@{AS(u`@e@FJfwm9} zi5Y9du6JyGI~3>QtY&-zM_4Bty*}zm#~IIDD!K3w!mEY|3qV*v^~CDUUAC;fTuI{@ zU-2&0k2=IhE|rX|6C*w%vln3^OjtNUZ(Mr&pS}!S%zyQ7b@lb%?%?o&sfv5)fYfK% za)KjE$k!{qO4k+Y*|T%!PS^v8vS`E|xIn5$ik12PVt>ueKK?*l}w$!vI`{VShC|Ni@1 zrVs~+~Gd{fOP|}&aW&i5};u~l;i1>C-UABHt&5~_5c>U30V(dcVh!h!w9x3 z^+qAgVHt1(GxQ{80P+#YAg&LRba*JD{Jxe;$sP3`hAKZiYqKr+1D* z4X44a#wsNK%mS~V-#@}?>(D@~17i)u_J@zZB4h-jHiM3C1GB@gY`G;}hDc{M;C5Ng z*2YSAbhNl18B8=bFtg&UaoVu2>%Nuj_Xf0$vi-q(xAfmWBUyQ}qq4&XbwKn2xYg9e zpOG9+v@)na*JxXJkKDo;Wf~Q6d&%@WV5cBeV-(sw<~mHH73Ck@T?Hlta^$bX(BUcc z(Lu@wB?e7n)Z#vY`rPcb**#;BGXLvC&vt`aiH=Dq(#_z+%@jU;9oRaWQRI=XpO3Z{ z3y8e%UlBQL=$L->cJ=X^DMv&rbCa)2^?M(4$oBh0c=X@4%no`S7}m-k5(Yg!+l{gb`XAW5M2IF}qCJe0bHeFP)*8{zEg;N*=wsy6=73F$aO&Pt^&H(V zxFJS7oHtaIYdq}jzapLQQjF!>d7PnWKyRbN%?m7!>B@s}35rriV22=cd;It@s)GiM zd~aFv10vS#Q06u)8b>Uiku-hk^wX+92V)QGdyp{gu=*&>-Q#gHDry>~)r!po8JwM+ z9b_Wf?K9ckCeI4u&P3bRQ4ywO=-hjcq%$L_bChL>V%2t(TDjhR5`aSjHrY!tn?NiX zoAw+NMm|uA4qG+nD6D?RdXl(!p)1hUgs_Z9QP}H5o_)&{Bu3vD!*|%L<>(IMKi@tR z7WFlwK3?PW0=*N=L?{}2d*ne?Np+q~U!$#w*RN=)`ilKlIIgsEJb*Am0v=ws8?t2y?ghD__IkBYfCL~ua`XfQGLw< zd#Zr@_%-6cGiKbhm=a-Qd$*COt+qnqrY>mw&`a0uBOL{NR|*^|X{^3rm>}3-VBS;y z)advFD;(l&rAN>%_Yj=}&_z6!uJc>JlnMfFFKE@In_;BWCKi_ICezpyH%V*&l>oAC zddQ-#YixU6)$yAX$kdN6AI9$;2Rjo^7rdqh49hBNWsUBPw?ghviZ%^oEaiKK+HKk# zUKfLt-^hJMgs0t}SGHeQWwNn?rcZyRago(zc)`dvE^u21-T+OhV)e!RunFu0evRZ8 z;0UFwVGD2(TwW9|7t4$0wPP5d@Ld2YL(i(swNa1VRt&eLcPCvyiyLY{(~f(;fyUK0 zJzmtUcd~GIcSrdX02WXo?pL_ReO6aiYST|TLg)xqGk9+>PANJdj<$Q(7r~Hdx87qs zcb`JjY>!;8h-AX6w#=(SUm~_IKW(2Z{UFcE0g{I@oOhi=NL$VUw-=+ z8f?P<|IuLEBPje=4Yrj!j1F^iUNQ^zFV-l}KI8K7L|j6=W8EI%T}NK!e6qUXXq+4t z)_m?pa|L}P&A==?q3KJbWufrr%6bkV;oS0LF@m+ExCC|X6X&PA9{21WW_3Eb|MW6P z$Cztp`7@hDS=+OxZkU{I>_QvGf9s!h&aGRw(6Bb)PC@8L=&ZmUnM|Ss>FdPTs*eTi zVZviF?>&?Vk|Ejyks?Dm>l4scS^n#bFp7hljctGK=N76e{XH-M;^KX}K87#&8X0}>|kkGEZ6(OlLU9Dg+B%&P#kpmDxyUoh0f$WXt zIk2LCt#1TIl&LUF=N?hdLxFEO@UQJ3G5>|&%ABR$2u(a?JB14%wSwjozNeqgdZ<%D z_i)qGvOr{EG6_fXXV9k~I>_szDAg*E-?_FI0a)zE$DQ5Xco5Ch;p&Qt;Cz2p>2_)e z-!j|6pc($cg9~FK{hT|<5V5ub4injXlgovISo`z(NYD{L1Qjq1q`W7@Q*Czlsv~Ye zgbMNnQz1%u8U=;l%7_sNW|XSXy9DV1cGHr&E)0N3zLmSH2CgP7A|k0-shVbMU-esN zDX*L5970u6<KWEz7p-Y_9a0124gsj z#KBofd0f8iEO6wM-)U}7=mLMa{^XYZAGTe zy#p5`0kdNhL13Mgg~c7@gxa|?X$rkpY2hNnLql*3&JUMt^u2IF*y0V*_F5*uVB$bZ zK))7gxyg13r~-1H(^>8d5|kIRbeLU2?u{4;Nqc2fuxhKsI4HUyOa|^>o`Oo|s25By zE1*7WiG{aNZej)m9%3_zec2Bs>46l`V<4^U2(FXmO(#SJ#6Uy~qCTwj46IP4O=p{P zQj{}*A`12+vM7GjcCvLJ(WZ;&ihrsA2qE^AG*V<6rqeZ1E{K1XI-nrufkcM0%Q0+o z0BOm{?ujg~8KoWUY`O-P!QtV=)K3V8SIT{YzCPlOw#I%u*Xfpy*&RHPupWD3d`%(0 zQoSNbU4&wYj;~V+ZcjAzEjMDQwR##Q+C)9|>T?sg7KDri;I5851RvKEGHj_PFYKl+ zY&7KlfUAf#Jbiqv=uUYId)Cg1Vf41};er&Nw6xJ@9zAsxI}%srsdD~sS0Z2^DM`?h zzxTQ#d4@ClESMmY1LU*rMA}55p81rn&49N-Kup8C*WoXtE$L32}%}3^LyDweHv}f*WgMj_=bP zt8o@>?ew)lnylWVuA%O%?g=m>!R8fH%E341u2$$K4M^plGimEO_i#KhE|nxsBUJmJ+NzjC@q2czg)hi#&$QMnx)2 zB}O7;QgNd~6>Jg_QcBNFs8$5PDn<1u&uhU|RML@GH7rYeew^a--lAR!P^K#oc6)^g~jSRR&INBgBN+LW?~gPGh2ZD90;E(of`h(Q;pN zI4T-7?I>H1(4%_2wm#dIE)Dq&xL}3YJYPLsGD5F%x$p)2g#&^vm@DJjpq)XnSf)FK zYC-uz`NPX|UhCThJXdjS#rPY}6_txM&y(BO#1HU!7hF8#AuAAhbTsjaLu5IjnAe*O zzcML2ND%te02qu{@?@2Flh-Y-;CtHb7lQT`}LU|2YGen1f(Z{_pp~u-`@(q@TuQOjhM>%KmxU%HM+~K#JRHaSfcHmw; zt9-ZZ>GqyqY^5ANzF^Z;uw3Cw)x@o_ z$45pJdA+0bAASsa(5=g;6AYD)AG=KU%4CJF4wi!CHgtw$TW=$-&j7Wq)CU)GTZyfPNB;yN!PYYrWz{Bk=x?t z`VVJB#2*?_-?d*dT29(8#BPN`vti~J?w!;$$wG+FkEnNz5_P8iiVE@(V9Y9?=4g3x zy~V`Ycv@WB((O=91Sh4h<5gw1;8tBqG)w?dwM~g==OL_R7I?+!!F{*G^-Iamlq@5< zelxV#5kekYrcl~v0%Nzylu%!)qO)C?JQilnqh||DrZ3@ZSU`Gds3gC^*Tsg!AY%2U zZf|{-`ELoB;}51Zp(&)jYU%_R)N?=i?gvDm`!QN}8>R{C8PY1P~d4vO69RQ=#z|D>Ud-&~eBxYtS` z(j}>r>e$3s_L5UXe$&yFiCX#bSWO1i&HO=PixB&vXIJ0 zyZMj3$~q8Sy?*_AlcM-T8<38Qq_(+T$h%TSBPKg63#St>;OI+>FmZ|TXNl``E*+p$ zeH92n6sF#3J8D`KC?DOsxpcF(o(@-%ttEB28@YJ<)0Ehb{9rTCaCN%))K4O-6zja#vGfwVyJ3FUf;D{y#VsE=71UdyegmCR?+%GR1z&%pd9Bpa{jo= zjCk6ql-+l{WK*J!Sw`qHYp{$|$D|h)tUX93f%A!2QoOq66#x7<-kc>MIt7pFF&Woziil;Y97{>DH|cfe%1!49n+=PwKfRmpqzUp`a=Ch zrKtibKECRGD;2`9RwGuH2FGs;89MWJh8`75?RTtq#Q>K+4^DQiG_C4${OWF;e2+yv zI{5i0D?!L$fZ>9!r$c@)L#b87qj0)(&r+GB*mD(E^qt>bD0^pO(iN|h>z4JawoQH; ztxm9a2rRQSM}d5UUHUa|(UiI4i=L6ZC>AX)msRpFh&?NPyvd)u?D zUT3Ahuq%v8k(HHIcmiN9^+uKr6H(u}HDuUm5#45 z-a2Z?mMJJv+Lkv~+&M~wFBx|RzTi44Z7bD#-I}=a4bJtQ>M)=(ke5;B>63ul?MAkD>i^HSF_Rk6M?UuNn12)_Maiy*~P+$S(< zCn7GccV1tCHOnMlWe3)hCKhSi>FCgw^=0FQ&VgI;tuawi7Vepso%&8~ng|t0(N=g} zQC+hx-Q?a!MX`){Wa+7lqbf-{5n0khPL}x4RifdtQ%|S#>d}{ql(7r<=)4yHMu}2XtYkJyI-B zs_)QAQrR-Yp>+RRk4H*LHEnXZC7@?p*;|PB?TE~ZN@6Trg}Pu!1o9Xs$Uy(}j zMQeaS^2hwdz61+7T_@@1G{my`U#`qg`7A3gf?wWtjpu^IXQePw+F01RE=MDCQCqi^ zv4nynucqELCaJPk&?cegcbZKpIqUr7g*=>5=4T^C0-B`;$IJ6gUo?#+xK_|?xhqbG zhG>0GTSe#HKhUAHo|qy^j05WxbR5v}*!1CWkuSHO-O$b*@3f=?5+1tHyWjD z-Hq>&frL=iDTYnEPk>iM&|S>UQ=?LoCn}HQxpWiS8o41CLS@4mYAY*uIi9R%`1-Nd zMM9J+>P<-R4RJm)AD%7!gBjJ>d(hphK1tGD4nV_tBlLTwVi3xAe&kZqfd$ zwqgZWK% z+*Ar&^1)DRj${V*6GDl2i~1PBn&b4zxX`KvocFZoeNi}B;v%t(!jf-L9-J`CFocfN zD!<=JRstRG+@xDcSryzwNMblt!gZEIuYLR%SC>~oV!>Sz4jS)D-}J~-p5%X=>`3jA z!P=XD4*hZ|la7wQXA~@_-`84j)aA{HT$x?tH9h_XS}sbf0!te%1TKY6_V1SV`bBljBKgUAT$(;Yz<{a zNuhH@Wn_!&^}An3O7(ib-tYJ4^ZMMrzy8TM&Urqs=XE{C{c(TXAFb7=_7yCw^3&Ng zhz#i3V23vbmp;CMR6|Ul$L_@<>k~HA0_+@Ksci*5Z+&JSw_N_<>xWE)8hK2h@k{|s zrNMPT<+_@J(5JxMXGko0Z)Yp`2}d@L&6(EwwkE5l6FU-Pqd&wQg}LN;5aq7!F*HD0 zSgN)|RP))RMXA?HWKE(wL8z0Qi&ap< zz*N0YJt<1d%u{ZeEBJ~zu!-^VZgFZ(YraBFQ4*RaVI1H$L!!hx>)lYs=PWqf_lc(W z9Cs=dxRGHBu1V6OqAJQqfXVaa3G^8PDxuhEz0(*-Ra2duk>Vc`vOLl<&P%=+{?&tK-urN_S-%I|d)Dn`$pODB`x^y$I;p4JA;L?TJ_7T3-w>}Q7avj&@ej~^hd0^O_J$~K=-{PggcWFPfhF&Z1MQSMv%BMXlbrQKix#a+c|i+MJH% z+g-r6rcIxoR(WzN&+`;%>i97#8CO0`FJux9NUl%W6Pi&z4R3!j7L8Sf6}_|T>god0 z4iAc~TbEe6gAd%Gon=aRw;%shr*(uMABe3YKgf*J~P-+0*I1n>=;IR;^N6h-<8`{YLW|45np3TsyHMZ243+86KW+fFr0@ z0+$ojO%)dxe+2R)TGbg41AwT`IO0z8|C?-rZ zpguY2^MwSv+A6vuf>7C^{+)Yu5wRf?m-`Bu364$yQ2yS8@^OH#RS zJk0}oB*{u5Nd`dRfNS}_1~`a!DP(tDtv+V3D#wq-*9p}z^~61~Njf#Wi$D$Al|~A* z;dwh%q$6}Y@p>%ygb5RRnb0TT>EV%|mnW3>1@~blu1^U%M+D56nVB(|-HEIkb{}^d z5nX%R1uSnW2)h__T3o#v{2EUSNVYm2JP1jyITe5a&`7F~ue@!W_q03mUqflUmlUrD zHVVd{z#Bpy-0bxh);AXV(>0cx$0vH$jNIcXN{9oK|q8+MvdkQ{bJd`6Mfb5Zp-Kol~!(tx)TCD_;& zSY!i#g0L74Kc1C|5Gi_5Gzg8|2GnnxgjSMi67>mfH%bF+|pTFj;HJ4Aluitip>zQtsxs@;~C{QVd?LxN1RVSzfVnq5O(V$ zf*NR;)o>5c=>Tv=C=9&KxZZ{OwaZpCx?zWuMng-FTRK(r00mMrkBO`9g!an7 z6wcQ`a6wm$>TJ`gh!I+wc)O()ia92YCtj{8L3isdD~Zi)*nzR8d-q=QxE@-#vwq}> zgCT5(>2n?q@o{nCEni;Wc$;@HgQRMkKny;0>Qsl&bCSFE!Vd)p2Nxa1$;}ekb>c)f z@HxZA>w~OUW2mA^6r#`Nc_Z)OI^!a_hx>eJJ?Z3D1I2=AElIVZpmPv4S@5<{|LX() z08GKVGxgOdWUrR{wgaD(Zc$p}CF1Vy?S1wA-Rvgq3L>_sWRszM2yBMu4F=b*U#C;; zwr}?sY)a04`7%JjpEohA!BUJMla3+zV84f#cRy9YI*8a&R8&;DpbLi)XR$L++aL#c zn+LW-vb4%F;uu1=N8ccdY#$MoIn)FjeM?73x9&rbV9uN6#^`oxK*;e`n)%;CW(lV;SHw6~O{fT{s<$rTCno8!CBPG=ANx}Ht*^-~(qoZF$}1a81l zd}c}TEOha3a|=eEJ-!jhe4ct8E(bLBpxJyoF7ec*VcThHAKy}D-Uo1sH<*l7B|+J| zGDv{mo>u6WlbdUMYa5^^gKXrX3MqqOlfL5gWpC02;fR>maWkd3B6)zc+Uh|OE+5Km zDpFrho9xp{MLDApvr9aNSC;N*Eg&h`2Pt9*xjBLah{)L!K9I*q*RJUyGQQp*D8gZ5 zaX_}m?EydoG3RHWk>njmAEv?}G%-**0X&{A>_KZ0QOJxzbp4i&xAa!*JVL2J{_D;Bd36@(57l!w2PzimEw*c1DY0=yr!;EY zkcC=WyN3FFiPD$O3uo20j`nqUE`R<@P*qj+MkE^$&_Sd`PZ2@5aK|#X*3If+p&47? zt1Gv&cnV5}jLGubskG~QfP)vNnSmynv;W19ghUJ1*q=DCbou-$DXpI{AZs zXu^&D(GlIsShH!FkeFmEmO+G}d z$M@~#O`E>mtI)%7hwM0N#5Q5Vyhn&8o^vL|>}+~^dJwWrpE?zR%szM}jba2_9qA}# zha%y60D9Pxl`GX+(lPLxjS5%vflqm4)p2ULmriAGMsq$5^QBRd1iX$(sO@l!3PIov zZWx<-{37ryX@IRozP`RiclWJJBc0q4o!@SM@@#8s8+>J8V4!;a5Ze2g?$0XpbJ>Bm z#(I#x6jf9>p-};4OmwwC{~va9uEko#2lSC=%wAsy+okC1g8v-Tx%S)N?m1VR!?f_{vl#b3{(8Mlk>%H{ zGt&!QPLJI8FP3cdB5|#N93D*WcYD!5Y%SwNFirg`#rDrwHuPz+uuNeO9XI*KUo8hQ z1#mQf8aeXtZy%#Qk>4u}LD7+=+`lB0Z`?m()wX@I)z&@$wXD&r?tN0vjDed~EN5w+6~Oc(U1hP-Ta?d(bu72KnzpBoBd?ctqkTdnn8` zr9b*Qxk*;em$p+~-SO?034vi@6{yT3Xn@5#4hsqvKP0ZBetDbjXUI9iy)lV7T33<6 zDM1ad-OsRK$U)!cq0?*m`t`kt_jPY>A2C7_625ldkBZD!B>M_WNJL&AQPl}siAm>r z)Er)be;~Am*UKDuavBMx!yO{ozX#x4D`4C2p6-*4*!=*gU|gmo*OB^8N5tJ&Dt{G-^2mB$Hly&Hb><}!>W z$rMQ-k$!P0D1|zP1x-*fo3fsrcQ0k+g$^DIR$d3y6oJ=rV`qS^+dP+R#XZ|q(_qk@ zUXC%6!wyYS97*iyPNZ4Tu*u8Y53*z6LK?(jlu|@H;Dv6LpnVZNbG#9DY$3zD%K1!o z)BRI;Yw(eYnt5;gV)OIO;m9(&{8VIuLqpS{E&#|a1i>^G_U^(h(#&zVGc>pE1()C6 zUaHXL0U0a8u&T@(7n1?a<my>&zl?CMKe1%Tj z@LwuG>QC4tyU9%I`!bIl!zvm*6z=McPeu(NqOF3-!^a`VHA&}FZ-libXaiW^*`A?9hFgm#D8ex z{4Y1u(-Qx%aeeAP4Gbf&`)+LhH(!TH?7UbS@gsWtdrQ3kTB=mZ)s3STY&aPFzX+SY zC&nW7{%|38l~Crkhw@bBE}zp#Y?moH1ATO6nn22G>^ z=Rgwvw^s4~tLU9EuWx)0Xsh4h+@Te~1OWul3zjTkboQH4mM&eh<{>gXV`F20e@GBX z&{q#s^Y2aN{aIZRPbd(K_!6 z<9|&hB2y%8GT~jbW({cZOP6j=TO9_t;-}H;Td?w=93oD5mfO}VokBcjk9cW>dCX|9 z_j#p@!EK0**-~!zsbl)?(he#rpp>qN#WMDLIxb0=AF{Bp(A5nM8gW(k5hhx#Fe$wc zF-XF0(A=S{>{TCd>C$`LIOr2%($Z<0XTR0?m!@#u+(!wN<-@zxf1kH29%+$=) z3E9|?zMHyz>)ivKF#}y;5P|#j=@UZwtQHY1&wrC>S>~=WRzL8$!YQFJ6<5{vjZc1`W$jKxwHeSEIH$2eYDNKYZ!-rdYCFcJXDQMR5*>8-y_s6xhs zWd?r*^|@If5JE;uqm!z3{SYJk#WR{GvUV-$$|xe`8tcYVwY{hi0G@l3t1F^dEX+tv zxf5?Z!C7>GKxYv(Z+Rja$5aIQC>P8R+x6SK2?*424t2jk48B~;0q3uXR2M)vj%uvF zF87iIt7I<<(lNdTv=(Gcm^yVQnJ_nTY-8vVxVD?ap}Avvc+~gcOhi_82n?>?JR}Z_ zWb7ZY1Z}uM-z0cp)dU$t!N7Pm`8K`wI>dOj}6qz$j^)l{S!KypAb z(A%@86fiHz5wTMN=#IXju88YT9-5T3L9ZwA!8Y59c%us>O*;UFWk8y?f0Wku;9~0; z_jBh;p=tf#*^3vqYd18%e+Xn|?{BXGU9=83R(SP!p%?-Y>ukv&YNRiJTj_ETqLHpX zdO$|ZLfQz>Dta)`Ga3Es5^8VU_!!;nyZX@WiK6r%DVHE%3rNwxgIoRm!Ho{{Z(KL| zkeYP$>V}7NZ^yBEv#eoAubxp3vvTM)K5#=PasQ%CK2IkwGefC#&qMU0jt|?BtkF4E zeR#K!Am5dSvIrVI+0|L@4yhPN(PVYleI!^wEy!7%pJ{fY> zOwMUOG&L83z=pE>g@izJ^-5@HOfp=+Qn1n0S?_x5D-~;gd^giPS>X^}aMA07^_u>|BXA#+EnjG87Fl9~KCjj`Y-1 z|NGZhWSV*lornv)sK0r3utY%!Te(_VBgs4OE#Z1Ffs~S&-(q%*elaD zN*|*eg|yG?e>}F3{sGTXZw=&Y-`FX1p>+ib2kwHXrI0?pX!GMH3?ZTWW8hn|RwV+m z&ojRd&zk2=Y6-Sv<`K#&sFY>*JzF$#k@Ok+zUDVUIst$uION-Q>=*#YepeS7(=dRd z{!|FYn*;d8G?CUT`*n3ca9;B8m}WG5zgV)TyXjQ2;W4uFfnnbKx)Z3e;ON3Y=p|zi zw3ct`ak-pMOhanDQV9XjlLa-I!-`Ae;E2!fqpW+6GyIJRV>W10B`XqB$ObMQo3tq5 z6K|qB@)#Jda!V1A03{L_YEGq0!@n~!Fc{CwEV}nWc0_s5CF~ws2$cEvsi!euiE+fb ztcoPog*=ng#>Pg^E#aq$R^)OJ=e@nKlw=G%AbFy^4BdXrrk6qy))Sq17f{9^`olnV zib7ES-iXb^c+e|M(PKxkzJOWR{Cs?o*gse_5K7Uv4u_AhsFxqJ*#qt@1`lr0BIy&Y z`yH)wrjnDt0@J=v>WF{8h0MA)F)FeQUpjjGkSD(3bLo%u`DecVX=g|8&iz%Ts^e44 zhIfp!&!{b(IkBx>M`-ulwM7S4zBtQWdS>JVnCS^#9ks>&k*{5LMr!Z8`TJ)vd2q0w z-_Po`oS~NU>)LH_OmCo>lGt+eIn10$0OXPN#TNNTzRpA(tKj$FocXI)Gap(WB?!3r z=m*Z!6)|?<$hpP_{YSnQN8Ds<@%v|GX2)KeWc6`)7cnjU{Dg503_YXh3-m^L>nv>w-9Ob{d;+NQh3o z_79s!pCO3`*RLq7LMEj$kVb}qyH%rQ;ww6GApcW_NQO?=etR1S1x?VfU}#C+1*h8# zMN;+JPd|5m>G_ppdg@K6K#8Wdp0o`P2*4x`8R*6tBkoC=)&t^qv@U2IHqcK+bvadq zK5UaSCnEiyr%xf#K`H>38y~um2RMKn9BzmUfbX{LLIG!B-sp@Kf(vGn?g7#StfWE}(%k2x6a1(qQmh8kxzo}=$uG~|#@qM3{HTSRP#naiA5aOLT&W$-iS(249!zMWR14ORil z;n3M3XA`ZwIHY74)w5?7&Ga(9Io6|JsSGcQHZcC>2;XtOa|#Mbs}%Ti_F~6>eGU$K zx1M#NT|r67#DtWFb+#0`Y==0_Z|hq5)h-&kAwhxeBFSV}U(9uSL5s-aB_k%LvXTA) zARu@aoA)BYd<&`tiYC3tmI!z5&y^?B($-=mW^vCmsOK97?*lS*rvm3@~^-DbyHjU zhlR;Pz?;wA9y5wjDC>Odzi5=lOCVS>gvVsX#Nu}Nptb}`LlxKytvSy|zih49r_(}W zarXsmL$`xdVv5!}z`fC-MMa<>paH4-w~Zj)C*h5aPlIA<><~KbxE4A5b`v-&qA87W z4<4-6cd{wNgpJ=1$d)9XC%K#%{oKc^QOHZF@>RmD+%Pq{y@Ur|_vN?!d6hqrnR&vQ z!zbMzJ^X!FVmJH?b;-H$Ob z1t{b-k$s1J+{md86~K>vTEMX$etvNQ%pxMV+XzN`!fvC$D9*F{NVwcgrD`9eDekOI zZ7(V+lIkPf{-BJ>1kVFNaupm*tmyJShI4JpGgE@&y2=9;`xNvINT)z>Bp!<{6AUHn z-FXECF;Ke*FRzSKlu!2s6 zVa=?+*AD}q+%7jqYsm@>$_6pT5%ZAw+}HP>|8B)bJ~qX?Cr!g|#8=5qOC+EO-8g9= z1U56$;HTLe`2)%2IHt@cxJNj=*u~*Dej3r<1CNM4Zl!Ww6RX~d1AvZj*GV?*hunX7 zxRI9>n1SA8*#KeCg>&YZXU)^Z)_hu9m-XGjc06S~r_7KS4$+_qp!-Z2)I08_OGzJE zYO0jp%Mn*R^2+iYzZiE>5t9PPs?Uf{d6OXlj9%<~&0&*J8Y>6B7>`1(-l{oYzrT43 z2?s$7MSTV?;sYe?!L|AL)Qz@s?qf9*&Fd^BTRm;}J_+w%GpGFf>hkBnu$Cg}Lv!&y z(=>R? z=@VOTjbTz%e&5kF83Y1>jey!IM?p#$?hKL69e-WK5 z#ykM{G+1vjn=*`Jz;aq$o20Ct!ZN+mj6L%<OO;k#ryO_$1`I*f`(UWMSsVwa%K;nVhLbRJ)M&0$}GijD|q@hh4#{ z#Qm`K3zww1C4*t~4fH z=!$KhGGm6avT}3NMxZtyXC(-|W}1;WCiMu2#1@H~GQlIy?C166<{W=`j1l{ou%546 zJ?by~{XTZ7-wplqmJqFv{>)s^gbx4mtf-P#V|Cmnnmw9cxeFrwS3r`&KKc2XzrTUP zkGgZ&&z({^^!o*M%l^Ju1`GdqEY($yVp3uVtWoyI9wNoR|J8;5?VaWc9;9+JG4c66 zTFj1oOw@Pi4ymxJI!dWbe5J9+?bhWv zys5#dvMWcwH@_@Za_oDE1I}S#fqW_kfI;`S#i4SFklMTt6K8C1zpYv?`|(|^dzI{M zGKbKg6S2WjUi+0LV}S5C?^|(Xe|;LDS%T#Q{Eguf0#d(Ocwb&TUH*mzqK8 z$P**GAF^Tw%00aykbgSFq>{>2p8UK^#+Be)L}KJ%9036HAoGMkxz2DdH3i7%s2i%X z8XpCEq(Yhldfsez`i;(GhJdSI14pV! zn0rx221V4piQj^3=Exa%IYODJ!dps|Rd-orQ( z?!;Y^k)9@3yc!*Bj4gx5FpYgFnz8Mo2!RJ!TzTexZTJwi05f<<;eISAhs+8s^VlmY zRSi>>pLaX-fhq+@yEHOzci7V>JRQ6nCiEMPpLf<_;r`NVF0S}bvHTi~Yq%){GP0hp z6W3H%FLLNAk9;4|x^VU3$^l@TS)AGytY)Q=W6myGc!KfY6sJ|DA5tOghzP_E5iJ(O z)6?^1e*T@tGbd-ZQsxZ5Y~DgB{b!^x#zx$JDNq%zm34!`inv;@}5)d#(WDz>9A3Zr~pUw**BZJeL zGiMGd=A@OtIxpLPQ58ziu-ItGGAxPFnfIuYKQwsJ`opidK8sS&WRf;lH z@GP^Ay8Y$gd&JFzPA79pB>4+zYOSuV)qHmS#&|<|B+5`2;{6y3)-~%TYmR&OvinIE zXKh6L@go&OXCP}^+j<}uUnitYF`ym zt>T)XDqm}>b%qN1Iz(|_W;u2BU&vWhFM!d@C{cD*bARFpFbvCG$-njByd7q63FREXLvUkxFaOUkZ{KZ)#nt=+^Ij3QjEpdrT?$0IO6IPz62qLC{KHS@<(ao5J18Ip{2SROXg0W|y zd${$iPgfxLS3ox}51*79QSQsDpPq@-+_ip{nI%a z=Lh=xWAxPew_kBhelw@Ol|fT5BJ7;Y+Yz6l{>x>m+WV-!gd5P@Qd2D;tUa*oLI)<8 zB~V*lUAb}v$R`H)LX94LDk!!s2wUNys8KJo27T%r;f_&sN&i#DrUA(+BneyN%;AAx z5X7!mFRHoz|ENV)sW~XS>0I~WztAFE`%{Zd-q^&#kjf=0Z*suGP|i@_)WC3x=ypSj zk;P%IRjYr|2|KfMhtjx}b5mnuwQVy!O;a$MbsI#>(ZFQTENsFHTmizqKxpk9l(M-Gu?C$FrE6d$xGb)r!me zzE3P-zBiU4dt;m>X5H}Jj*g6@9CK8NTYjcSyjg(7jJfQdpTq)qNcgD?4;H+ zEwv7l$dzLcWbWCwyree1<>Y<++XYLEyXu(^9*a9@8@DI@{3+KKiA7VlurIuJ?}=y6 z1lR2PQ-AS%#D6{?4I48r}LpjNI}v0{qo zHbY~h!xmg?$k&@qO-!jf%?{|}kL3)ljP(uGw{Dsuy2;qWT-A`e+4Pv1DaDXt!6iOL z^zU}SN{KZqB!1P3n|xyKuHL}`o(*d^v8?b}G+s-)d#0G+r0ZTMojshz9~I1;y})W7 ztM)AJ%8C49r-V;(3x09_+M-0MEei@Q`Lp&s>i}Lx$Rk$igY4ifmx{j)fmk2s=eB^ z?vj+@L#vR}%{ic~O9L||<#-Pd0+||97Hl$eOpaKh;)IfA|1ylba|FAcbJcpYBA7Q>j#Vd;m#dl zyG!TxPn@=3zgNJ5Lo@GyF~B+4>Wa#dxKUvtY$1x=YKat`;McNRF&5N5WZPc`*{^F+ zX7(;2g%K%(noh`FsXvJye+!Ol5LJ=DC7@5FOYb;zs0ML!s!j_!HVu|9mG@}1irun- z!rGReM~ek>|C2C}g~|sj+A&gaE@*RCxfKIks7(*izv*hB2_WBn00V#?}Y4CG?R!|FE982*$1|Wm5S6nl4_);k`P?Qp^!0+%_-QC? z^&tvsiWKv#%I}}g?L)}NH=1px2`WnKT<;;C#s(y!nETB^hekz0aK9w>!%i)`BS(%J62Qri+Bu@|8C!j@Chn#nJCp;^n_3qq^36kxLtm#V@SprbW&IBr> zxZ4E6a>92JWyIA3W?S=x_OTJMcTGQ5-@hvvcR^r4FqT7TD-isF9F$v1;sIdsg`$ah zMPma+MPG67tJOmOFh!V0Q1A$H12Hmu8t$K+lT$Q=jtc{wW_)T4k?@6<-0jrw zzLHSPvHy|u@pJ74;Y|7Q&iOM75Uq%Ejie}^NG{nPffi@X6r$VW}6U&$FsA{E7^jv0D=hF(x8~S_Nfg_9LbV4G_5pA)C z%si6I>wSMd>fY$Sl)m>VqWuL z$*l^J1x^0;LOGC~%-P6#w7J`0p~5Yc*Z>pWG1+sCY6r9kShYdW^61ScU!m!4XY9c( zecXy=n^v)+kJcDw!S@}{irSJ`qGxs|0+1WFd_aQ5rFizPCK_Lv{H6j>#(R)zDKz@W z7V#CZ79nI+5>3;Xn0w9JL>&=n(;1~l0n3fclOI~dZEtmz?cW&so{xG_RI7Jm0_m%* zS(n3d_+E0opjJrgab&asrCd{2XAA};ZvHUId|dt;+5DEpyt3IT0>^dciyg{ekfX$6 z*Z9U7Bv0c|vo@GRMQepdANqpT*nbAWtlDNSsRrhlg7Pv`fL*{mCq>|PL3VaG^n44kFiV=jIS!~5LZM6ei{!!3{X@ue zYPtf;4B}vU2B~ZNoR}Y(gEv)f7zmVo-XnvZ*QhCX_R7pfOVib2Hw*XFQjmdyUx=R# zphaj@?YBWMu9%C(rEl>Ll(ToX&A3A}m~tROmeF4=Dwg&wpgn71m6g_e=xYeS>2ET1 z@{7D6)picMk}k3}+Lub^Bh(qyNlVE2Iv?@E(Y+UwF=!iHDpQx8R&ORV7tbYqd*+qe5mN5v6YX=BhiOTSO-94-%Y`#~`AAt`y`9?4wK-fiqB7!s(-h$+uGwY! z>Ycuw)tLrh2dXEwt=l+QB(mpzW?9%0nGPnV@!COx2G%|By^@i~n{}I7UTwz)_Kl5; zUlo=cx~)h0@i zW1jbtm3z$7g7egHuFYiJ51Y-<=5W*#pntr2+$o=~n~=9STxFl*%YEhY+}7u00{qP$ zSfiJb%|lrk@Op0Yg;MPv(sJ)auD$2rj%}rz7Y0l^W_pc>O=}YlzJY(c6k9wKoIyy% zrQETGu_*Pg4pW@(oA`84PqwC^9#c|!Gz1@~N_slX;JBQ~f- zE>`1>6nKkxjLOQ4hQKIe(Z}1*7O=8=(?TM9^Om>?(;XLbCo<2y$gxH#F+28R&+0EW zVgZYF&u z4Ik$FVN-zc@a|imVHi-tJ%_lWP7ll@5N>^7GdWQ#BAzp!$JFY^vx#-9bHWPdl^KmK z6|KUdj5lHo`SRIzC^16lO8gKx3gbk~pXLW$sVFG`bxbU+Y^XE%Lv!{@NXzEvAo@x( zU(O=PBgtk{aW(fFRaIX_w1aDMHfIpqH+>VT?Xr3Y=1^N1ww3-HL=y>h}qLtee zeTQ~w>ddnkSG7lBSz!3FnFLN*loz6RE$ZTgwI` z+RBkv?8zxbUA>TF!TLnkp07@|A=Zttpd@%Np&GCzzo^Pwk#X58c_{p1UVoLJ%9S-0 z;Od|{Iw7CE#x+|!|HGtoEFQU^oP~d zObtevbAxs85U1R`%N30^K`}K-GsIbSxWiJ<18FOfNOSP`?8R|v;`AxWQ`+4P+b=(d z6pW-MYDex*YOHFzGHZrXj)&Ho?$J}b6v=V%US2`rSxc5}nR~-KPg0zd_-nhGd=I_c zE>b4UmFOyyp|kr)0sjQ8)B7&YUz?cMH#js{F@%0n-vJS{US)C^TIpvR>x&rxr6{;- z={3DuPVNykCEoSr%sljz};8xno}wOQn!TR4cgM<8@45Q|&UXh)Ik) zP~gI{f9%*(HV3U<(LX#e-Z^<2XG&?Lh?1&af=L-dj{VE}8)8yKzSu}!Gf(L`IMgyU zSeVA`_HCoyxiX!i$!7zCBO2)OmyOmirwMHX!34boL`G3!wf8y-@Xmt7w~Hi@a&WmG z64S~Q%)dP$Ew`y)PQ;V^rh<}cnYU8=mn+u@sBA1Wow-NZB}saJ#F<@DbQw$yDGNoD zo5GB3FB3Q4DoFRIm3uxf6jO^FsKHoT-A6=-zL=C`L5w(OkAcq zw$sn%=Wm}}yK!?i6zO@htF7~z%^-FxZni&jh+lLQWnJNH%fSWbpPlNb+JW$Ic&f?# z@a9!2XMM_T9dEQrs>th_V5I!m0@;}Zo37Zk4#7bbg|5_>cZ^SY6J*nTx_ugVdp~F2 zu@DGlY^XW`rGD-<$_EyUc^eD;e3m}^RMmO4HpimASfElWn7g(UwB6{p?3723rE?3D z(ooMsz0TsD0b;rSKpOfMIFENq@Ua{X32qOyYo6>wb8p3XltfqaP!IE91cF}EdQd$- zsjPQ;rjOby8!_s|ImbI~h}hbONzEZaBZNoQR@X79yx(^P7fTpM z2KJ|yr0W)agYwP$ihv0i|8q<(yFtA=`kPtiJflv9>}y?>zVb*h>}@VoW%GY&Z2o5G zNHYzST!Jo!MtW$FuB}4oduxH&pkAE{rz4_XT~#5| zABn7yqXcysB7!fVQO7dnve&jmoQG=1M}(RIOE7=^qO_-Z1yA2bH**p*nhAZ32LYm> z-Jk$bEU8l?@Vb}UcHZWC7FbQ}7HQ3?2R=-S0oY6e0^yCFhnv|S&s&n1C$i^cGKWmI z*mwP#V9^yBeH)0T=Gs1_Qb8777o7U_3ECcYFh*0?66``uuN1hayjFefE?q}Q>jx`L z9~o6JtFuI#M~cSES$zTJ`H%{!BzPTfyggwm{Z!s~uoByns~mhXg@+WMB%%H1Wh~i) zlMO79v|mIi!XVtaPyJHG$GoFJ&pSaEfBAWC`vVv7tg~MS8~AQrY$G>geq&;O>fKL> z{(BJg%Cu&VThctvxXaunsXTRN6+mmQrxDAlUv20$z&`0oi-DodkpjDY-8wsf_(Ve_ z2nfkKH!Gr_FRdkaze4F@i^tw7I?<}{i7T9@pV@eRO-63ug{PNI(~T>FUnJE(aqNGZ-vsztAGD)J$&_4X zRog-v&TMB{0n`=(=WfR5he9_nSXV~0E$89PPv={gP%D_lKnq{Kyor%5Y7G{Tr!$K^ zi~L}3{iOez5R-G@*yeEp#;TpmScgsHfK}=M2 z7w_wR3_Y4WQro!;KP2aleWftAu;t97p$k1=$$%+*NaC<>lYiod8Pgl%U!JP5n!Ex` zmY_uWgQqx_UgV1qH=V=7rmpUHdcIL@e}mo-!N;qm+Ro-qlq|gB^X=dVqrSL2k*Qx( zl&oY~FVeCw8jVLoX#he&R&_;L11U;bIZg5(1lWo^OLVM5QrA#DxB`TwWig5gMwK8= zjX}Gs=*{V~cgQU;+L+Dvl_(M=?&;Mk8pMzTuDq}NfDzo0;Er9};mvGMM(dTDg ziUBHJXr_LtwxxU4gn@Eit&_sqgBrg*UD$qWlm&rt5J|)7>*%vSc3)FDEC6YmTKn-F&urE#^+@g8U0q_g#Bm=RxW5S) zK_hf8H4b0|%>Q~QYw z6uQC`56UmF(X_28u`4+0IU2B3+}NG?ej;8yi!0-H&-Nt;JJI$Yj{%9TnpK5#C|rC% zE9QiLK?fI9zOB&oje_R-Wy_Xj2yvpbqxkxkslitfK0;|nF0&)sbtY#sJO)r4d;9*d z!Ece+56@|3_`s{d5;M@Tkru96>kYD0^*Vh>i-*XL(c*Hd>AaUQm^^8niBBD9$54l` z0xUEBWs^IrsF#OFYUlf-qz?l?kmj<*;$~N+*P_D$6xkvd#QdR{*0hCHMX!YId^*AE#PUA|HD=8d5-N`;>8?odd1i`}@t zkk?0&OM>~%7sx9Ul_2z*^dp;8ICKwa9H{akJCj@diDK;J9MqnaT%_kC*-tj8Bv9ZI zMjxt*bccV>x4?arXi&${xGB96WFO3O1_SE6EC_Q<4{Gz9SYF?QG8<~8&}lZ^d2>5T zRPG+h7$W#G7NeKIwoj_Rbvyr!F_>&ZY~tXbqRJ)v_1PR!@IvWWWMv8j7JXe_YHg~u za=Ymp#cQ7{h^c0w7=r*jhBTJS!`=e=$G((D_dXI8tt}Wmdve0me72`KO>tGgm%%%= z0P4|p-JlV@OD}oJaHH8avImc*&yv`1KWGIs(Z|{eAEpppUqd22d}Um9Yb|{2S{h6% z8Ju!OpUjVrCli*k!ia>|d-Ix3WEd*%QU81(oq$p{%V*4#XKs(~lL`jfBOXRZ`~|MC z>ojRM{z7+z#ZXvCl*~fLy}Z}Oo0I2(F09qeQ1X7T@zg}*C!sxO%*B(+lh`n(Va<`^ z?mWH0gEG^>qFrg8B4Gyfqre5oR1akR4{d|0wNul=K!Q*vee3zv52@f2E7BX6sXvGR}VPQ z`5h3%DV!vlh}u|HN$Dhu{IO>qPM^aIJD18b>j4e zRU9c8+8vygDyy>6h-g7|UP($rCI(w==_O6AI_I$nGHb}GyP81y9IhQaC|uA2&myr_ zjtEnQc`QVG@vFNSP*{fvDdy*ThQ{W{)A0lex@2xu*4SPki4p8_l-fRWM*O1=)^q|N zlHamL8lf6^sd^a9jX46lgt970{u4q&vw0 ze8bS%PFR5nX-o0}#2L#p!JcMLKL8(OR59!3#dwIQZLn)@P$xi=UE{ID@|skUUDx$D z6hW@*Jvu~=$vPk~ZrmrgFe_c;ZK|QCkF|9!aNYMM5tjt4A$V9*3g|Qu`g;BJbjya_ z!QI4Jo1Z-RfmvPK?C}KHks!~NVW6d{CsTm-)x5!z*dk8Jr07oKDsOnp*bJ9fB`OJ~ z!-DaO5J3pkb6H-8bh*q0(-e?U8-!q2K#K>Cf!(Go1zQFYUC2uPv*Wvgil2rex{q~x zC+ad6yIlOsu)CKZpdqwC#TPv6$)!QsR5z0V2hMHB!KuvlK(nClw+}dI03lcR(;YEz zXL1@=C((J&lvAP99>1Yk+|=WLUj0ikc?8w!Jnve8ptd9&-f%%yso5*fs^j_QI^%j(u9;jRtSdrL5Pg?aPD`|Tyh*J{Jyzlyc z4uVQb?wFJ2jX)84k)FO-Lw&Yn--1@zg~N6byX{~9YmG!z9RVoDkW{V1$)RrlPOg%iWqwc(6n{|a_?p)oH%uSHl&QkFqK16Vk*fiVTi=|^6VRb(ak?^xSlp+u zVyiqCOH(Q^3KFm4@o*)^-R**|K zULeNXTS5;Hs!@!$iE>vR4-F(~^70Kjqpo@}DA4CF6grsc2HUq@Pe6#yOUn>#a+xrVB6{iea2-Tv62H&?h%k+Ud1!#M z5VdBYl>x%P=up3W16AVLoSZ|@3Z`I+ABsrx1U2@czv0XDtHUdwiCxrPgwQU0FBHUA z853P5)Oz6p*KIvkp1eyQRZ+$Fj7GXfD9u484}IBLsnj%jq+NPugDr%CnJrZ59YTQq_!`oe& z(*esZMqN(W?b|g?MYrLd`XaljH4H{gcBrQiWwVH$Z%`3O2p9 z{D|(4poRM|ee?koSo$Gi|Ne$df9qy8%O@R@6EN-}Lkne;&2F}57$=6jG430*Sv~a! zJrCr}`_Lc2T_EpfdvfIW!Dv}Wh-!q(?DS@lRyo^3Q<_9t=`VzcAJDeaYJS=w9bTK= zG^q*oYL@qih95fgS=E}gCl@2BDzQ&SiOIP^9dVSY*CqJF)8=lU(?hkO{%|HU4Uq}kgFj!ZTM*}lBE>i3;XT7v@YoK8}r{8gwfV& z*y#Oue{Bo3=2LweuG9a@9Q;co_Ch>^xSgLz2B!Pp7^Q!84Wq4|q$52_Pqyo^1D9H} z+VH#ovLOG;hGpu*vIOY_{@<;Xg0_l6j)OPte{fxYTD*Vo2|@`B=K8fu$1WQe~#E!Rk3M{HF4qJecj6`PnQmGW{`famk2U0msbCX zo+wkYOvx*CmoS|Dx-*~F5fgO}I*4$!mp6UA40HBMdw1aL+nUXr7xF?@4Q{u5?)eHB z3+I~QtN;Ec8_XHkoGdVR_@jo;#ZA@zWiSh?w^Cfg?9niTE-QVQun3L$BHD*%wjk_3 zy%{F5NezWH^z%rP%8tK(F`N>X>-~+j2&my4p#Xwx0HZL|Gav4}KI#LzbC5@G^;i%K z4G?QeOL6p@!ayVtWj72?pr;skc^WuED5#YK%d0Vqen51aJMK9V8Y+O+&!0XW%D*_< zw&~}+awIKEuPSJQK9#vj0yH~<+mNoV4I8YL9YS6b81Mg=2(qNmIg6y9@x!+QkW7V-mN zQOE_>^B#lLJ#P3G5AI zp5OzUb7pg^@;mzBR9sq`_*4Zw0kh2l4r3oEUlD(evee|%I)#8`yc-{0i07bCd-eu}S3 zFzm^X!^-fRKi+XTKL3yY5X1a-TppDk{Pi`qPGRH-KUT=li2a6q^&dA%9y?OG`k!{; zKVG`u4a(pAVWbNC(17V57KvXja7+)` z!I%vr7V>2jbr*iMQLC>g4_qItspX!C(j|a$0fhn(fKr1%L(`NqEWf-VR8&oA2|E@7 zVI{*jR?9$S41kt@ht-*1_MMs-vV&CfT4iHE;f5&gkaKg+({uTsZwbMww%1!Z2f&Hp zy={t2;4FqJ-a@s)Fiq#$FFVxV1E>Pgaow_|qq&^MAqGi95dDIhcAt^|x#>e>mX8q{ zPQ3+9l`(w+-5`B+II0Lz_0H0Ea{btee{N?rn^nM6QRs{S`n#MX*Y?JyYd=k!(e_QxCIQN`;Inm%FoS%=fcm1EN1}LSzx+C3!&Q~ zKVXN-mX@g||1U?9cd3X71?-d}h&Zij8J7fng%lC~TwXN(+y}mIOk}-bR@b#Tiozh> z`inIK>gTmsdhbG@$!@^2ag`tfV_9--Q%2uhb`w7vntEZt#Ax6L5}gG-%=CroQe641 zSHJ8SL?)xoYilve#+ap${N`5ZuF)-t|OTG z4rFC^Oek;{O~rzVK=!PW_JzH!j}~WX492w9s63)1Ro-HGRZ3 zP*74La||J&0{TdTX$9rN`V*~{L~SiXF#t;p8D|b@+v3F!;d>E%LED66vM8!ghza?5 zC6YEpCz>994{0atg|HF0&gj6O~uf=4@ewg$Do3L=>}rBV(^X;^xe}= zio+F<8PyWnf`oJIG|-?&bZGE6AZ!L%{nNUVKTbOFhfh$%!L>)DLmP}^QyHN7+d$5i zJ8q0Ihg)uvP5e>~nZ6S`5V4nqnh+H1y1RFcq$G`_1MCdc(^r2}6c|}$66DU3F(RW# zf+EqTmiU5jsG+eKwwioVRb^n;jXf)<5rwA0vBpF<0l9K#6baSlQ_-hAYjn(qvn|uj zHEbI6)aov%jiSl%wn=sC-_uLx6| zJV84MrTo3-#h48+*G#8gp+Q~&jSRKP#lHkeFk;Cv7yNV43m5?s$APMHW(?l38ICcJ z0iHrBz6^j9@DZq>r{V`14!|O*r}Jbb zXOTqWu=e#S5r-KC0_-mL=e)O6hkuEreB}u<;*z(2Rvj<>^L2*GfB!uS4f-77-ej}A z5udwp=E9(;O#+vY=Wj40ZU~ofMtwC<0B2HO*z%cW7ylNLPE8`o#Xs`PxHu1_qd0lq?C|>s(GpUtR+%I40ng|*DxjeMr`MQeh(jTAWl3t{meJ^5ijlBKayQ#ZFDMx_1ap7?S{h3PncNZPO&9tlNsL zP?B+!Y$~VXrW8tc$w(PxZ_o9iea`RqJkRU-{qdZ?oZRmFdw<4zT<`0Bz1zfM^;QGS zzlPTMZ7vhTCyIA~bE7CLix|h7J+WMPd33C3-*ZVo_av7Bm{S7&r@T6NKKF}qmg=K; zBL+6FN;mi@LiEld?et~IWqnZ=9$eHI0x({>T=99x_pXq8L5dUS ztm^0WK(+*RjI<}Heplpk?%QIt)-!6}568Nz@h3B-mF0}dM;UdN@~F^j2-~G`{rteQ zZ7EaQloApT!5#e_!n8;4pCSBPR#s7rY>T)p_p>#9aP3+x%4SeIo>2Y6zX7c;mvbAv zm<04MO>N~*<`ja72xXx|FAF*Um*8pQebHjrT72tgd+}SH$M27~SHZIAt%mH?5tL-M zK{Bo!df992p}LJS%z?vkKbySMebBi8=N%!Cft;3>7V@5efB@uF?}{I8|H(T2b_FFc zu(v`xQATV4g^WlfP$>7<7ghai{zHFt2T!gra&oQ-2(WUQ)Q&JMb^rS}v>y!c@P?N7 zad#0=8oVKkEfPlmS)W{)9}N3^KK_hu&r8BqeK$pF1DF2oyS#ap@9OA*i}2IxCD-NS z)}V@}6}<0{p31~SzwC789jj6BF*W}@_J}(7j!9Y(vjoT+Ij`t)Gv~2A;IszH)i6Js^u78nEw=wg|^$ z`aXT$Ush>@0E>(5f|d(En556|q{m050+wG+ty)NXmYW0u4_4o9W z;2&xe$Ec!r>s?{`iL&uJaPmT%CL;hjwma}ZwaJFvAWutFy z;Sp*f4c~*8rcD`==HG*`&wjPhLf`i!^LKXd5=gPqUACcng$Cb46hH{U0J`E~fF40$beaMD1wM7VG^ssgktBHB`v*yG9}v7>F0 zAzh_OX3|~nqTx0|OJO~dRYz>^^5yJd?7`br{FXp@*z7miPf-hBJH_gut? zQM0)-Y%$jZ7#zl9zC<-1+U*TDl{b~CwM;5quzWU&cy;yRlhPo^&?%h@tSw78{IsEa zt(cQAHleq#=^tOjdK2Wq#`U0GrDAG{`9Ho@^8j_Zy^NVIZojlVXtd~IkQ_~5|Mry* zanN&byG~SlIixIe?3Hf??ASZeufJkqsT4=sm~PC%i(kKPT*t!VfI~y#%cH}4T|Ky# zyREqTf>3o%3r@oETTSpQUwoJ<@g;nKVMxxBUjGix`oi5_k_``ZbC1J7z|;2VANu>d zvmSwoL>Sf0t_o}gWtKa6i1nVC@7wWq5~20ChurYmnHkJ>V1@2KJsm4#_Pu^ya@^9- zKRzfGfjascN@GR99|MGEI0~{eTgLV9PhVffalJ0W&u@cOalyrF%b>%jo|Wg4=g`(t z7I0|zr|-?-RmW!`Dk!L9NOkq-qC1mH0=zPkVE*lOW>1CvtxV|XE(V5%4r2krI-fxF zXhsPF3!dvD>K7*^m(g}iBDc^x63uuyt+Z3BS_6&GgJ|KXhgO2&t_>TAI+rU=6>%}T z5+3~19#G2>(2$01!&-asQ1qf}f#(--`{CaY;sw-KtxnjZVgESVg<4ao)a5zjKpI%t z*c{Th{$VF?j~4&+_^}zte4;K0NN+@p`%9n}AmVw!1cpOo45iIh;LjpckFu=-=ih1_hPZOsYJ$3tO&u5W{$w%Sc4 zJ*Z|5_<|>$2)4%tL(X&t-X3#lP4E%T5PT+Wwy_#1|`wTTBtG^EVUnc z>y9!b<7V~4hhLcofjCmagK&B{>4GyVzxJV>l;LiK@H$zRar6s5r_}p;^cp$|moj!% z9|~2T07ui1v+Vurn)1jkwx`H|j87-1t{5tw=L-^cMGR$KBHIn|GGyd(P9=zWTnie6M*hn?ugF z7qxK-l@6LszPDLHr6+%u0{pE3H3vh@g(;|!M5o9vek=5>hl|(R#waF3{`b7^f4(OB zDtaIxGlkl4J_6o}@lkem_Ep2JGEV#D7XSJ=9u01f*$zZ#p$G}B2YgC0M6ioW-X2#m ze*fWz=kaLZQ|J>^ih@)apwZ$2gS-tR*AsvGVDjAm%-~dt;#7@?%$_(#gy4yAtSk zZTpb=DMsX@LIM_62go@=;GaXj(dA5_Ems zGu?pLROR(W8#*x&yp#fE1XLw3|8vc;5!8U7hTnqmoSS>Dn6}&>Ktrw2KAgY3SDf&+ zn&q{(lbibP`DH9R-L>pD4LwKAyC+{913Ef4UEA(ayXpBFzSzxMR-_@I*3?I>-}we{vl4V2{Xbj}P;{Q?V(1UH&mj`X0Si(pcpzZ8iY(I-rH=cR(e% z^zCv%+Ic{kZu7{|R*s8L>%BjVF_@QN0J3 zVl|%C{UKX1*p?(+$GDzWRWY`UDy0oej=E%|g5l6Dba2tzLG17|i1_e3o`n_D0aQ9?-Gx-&IPc*7eeKnO2GM&niC-Gv!8>!tpv>*x%UB7H8xx^4d+SlK?2C*F6 z};z6^Ay}aftPE|Wzev2*mWP!ihg%0)}5hRiT6Tvts=HBzxC=V zdgGi=o)xt-Zg$RG@wyg`^^;cbUnSK-hK_x)hcsFF8;P@4O6je-nd&Ny3NPWw%v*1F z|Ba6z?J}SuSF8Q>xw~2~s$NPy7;Yc_^ z*uNB32Tw(;&cYiR*Jdg#T#HAKGj4R>aS|pL4zv-uB}lhKJ};*g*!NTHNliU>!i9m z(Kti24l#ufgjN9s^vHz|CP^v5z@f&4ZUh$BVc-dnj5<|)>UFP5?ZrdQ4e|H9qV6|P z78Z4qN6t#*?AXYWnt==KVl|WV4WJ!}20g<~C!J>h-~NkAoLnkN8_37X0^;2f(}wMC#t>H7KfX% z*xR0lv0vOBJk1Eby{Mn)04 zRDnasLIl&avMkXN(F=I4-)jx&iovMJtAeI~tXRPs7BnSZ<1{3kN3pRS1%B-}Df*XQ zR{bX_Lf{XPDef#2pUk~*V!=U_5>G*e%6k~b;I2JfKV;vIc2UrWs?QBYd?DNPDUGw- zk_rnX=}ot>R^VmdLCpI|-SxBV%XITbo%KfO(?-B0;yU5vQ3rFggdRTebd+FNDYM?h z`4WhG$cA!l;Sm--!pP}(EiIC}x8!&zXq{&kUQs} z)uv+zD#0B}st>ehIkECCLvbgCXC08~j3?m4c=x zZ{+cuc};B;`OmEeO`)9pP^A_rimc_=&R)K3*^3NwT~qIg#%eI?*YC7G31}HD2qvNB0G;qkV5+=%b2QWeBy&>1osHnkCH+g4UQS zoIgHLYqqo*1k9_#7RSKQiQO6}MBw%D5h0L9^PL^-<0T{|iAX$xk5@^K04D08{oZ~P z<#;LSuGfD`&O8C~mVqf6HvJVQp)Trnz&+oJjJ5%wbtvK^dcjfM?!_#i5y4ViAOsWw z=^z#0lq>AX(tg!?&&B=>O~zv#qd(&GfZB4^PIyACAadOJ}CWn!1I| zlkwU*xnprf`yg|$6v}6aF?U%sT@V`Q@o@%rMD*_5v~BBcfMhBU{IVAI!+rUay|4a>J$z|`rXcIzrDDGXrUlH$`ULNQxm0&qN-w8NV3-OXm>$LTa=T` z;`Jg&B&cHMAH{V@D>aZK*?T0K!@zD{rrkXcVx7}UR?C*ao}n*`465MCvY=5phlRM9 zT>W3^rwg2Ck!*=QSbf(?r{u{;^b#`5b244=SL~lwK0~Gm2~YPkgKsyw2zg`d3zO@GYhg7=I2pk(3H>kf#cIGVsA~BAdRX}L^`71r< zHDSR8+xExY&K)zTl6=L_pD3|w7}HkM7Nz9Iv~1^g+>QFxd6hypb55d@S()1*R_7G%hYV8vw#P}d;pgk@! z;-l8NYuh8FIQqAoUUS;E1jv+Ag=$~svsXT@!{uZUgOUw32N7|i(|w}{M~ny#B-*^T z<@^E5sC+*)YHdr!VKLdNB+VO7c_RC3)DmdQNxGwI7J z^*#&}ad^QZZ$GI8_7dl6h?2+@B$Pt9)*?4cGg#YetYAvnrODX-8Yp z3M-lRu=psaMN+oqmxF9`Sj6T7RlpF5s7rRQDz!VC)!6uyl7IBnVHl5|NR!{lUDf4K z)M++{&GBhDZyJAm-F6X0=>j8joe9)}UK;B}C?u2t)H&eXW-0qwW_nxx%r1uAj?Dadeg5}`pw438y;s2WNVY`55V?Z8wB!n@?pn{Qru5GW z$|r058iqGL!R#;=TiM)7b18|7`s`{ALN^5pIx0{0%8SZ8%qp)FJ9?ka)O+vt40GFy z9T9u??c*+_y(?#e{8^dl0XctHBrWu7m`CLV?y#7emin{G-#wB%xlp?cfLDKFiR=Z{ z_*U@`*U?+3@uu%FTyN|(Xm<@d$>grFw>0pPUVppe5AG*oS(RpMk;@5&&9-CQv7Ivyq-H(yFvRvE9_>u45xS~QQ+X(B-%#d*PTF5^Phq? z(99H&9_SDm4Cz?C()z`VF>_AZPTZzb&QHZi(R=Sv|Yazw-W-Hf?f`e$E`;WT*C9BKjG}U$FKR zU(ZCZdw=h#QDJNsWGoQiQah@U&fWob`}ruG!98Mm0=>*tnh@txIT zVKiJFw|;ihy%hyL)%Uv7!j1Ct!`#-I-%xQa9YjB-*PQ_QvVS#G#O%l>BTxj`G zbZN7F0T3KG#OtDqz|K3!###TK@;byjbhF;M{Pd9ovy}M-PFdQGg*2}g@F8g0OS8t& z{VpIoFu(6*Ox&@utooAR0?KRedp2dOmIuyjQu`#8*i#U<|Ju%%sjaMI+*`HUy^4~a z=$F-Wiu0uDZt~*Tm*wd45;QLXgemY_HSF;pdkze^uXm7PXh(O+N{qTa_GqC8AFg{P zQz$c&DcV6@KRuYodVk*Bxg<+>tL4=&vpscV4eaC}@l2dE9`kPIm}j`AbpUXn{O%Dh zrq1UE3qC-V0-flw{+|f+QTUD`(ne`{0O_}J-HFAru|iJFQ2u1ktSsfx4tBL@xoKFK zcn)9%+qP|eMC?X;mVFau*CxAa^zOTYDTF1-p{1?&7POe`xnr3#v73|MDrdr?MZB`k zl-q%};egwdjGUw!&+EGGz2M%sE35oZq9>LYJ_(cTJ3wrGn&d5!bt*PB33bCcFKmVv z3A&zI^t5wiJ*Bpomm{MjF$yO%O`O~DH-D)(KYzh=Pn%F`Z9l)Od9vX<1+%IY)!_ln zopnjA=}BZkZCbMOqKFwvp4pSyvmwzrCvMUNF>obQt#4>3=i9nZmzqFak@4kz?_b}r zmVK*!(Qg^9)KwcYxSw45;7Tvmv}ezhtVQ|J&ea-a)bo1uuA)zREd=0(1G(EMV_9wU zVkT!Ji|aP9!_bR4yb=V%bJoM`j zS1!=*O6wj|BZ8iy4gtXQ|n0k-`0>(}Qjb9z{#HCdqfs+8aT@>%dfQlYD{H86v+ zUQ^rW+=E%%q8*gSp_Jd!+76tS-Gr|a)Fw0FO~0xvGM{Qbntq)9uT;IlzRpmHQ`Ego zR@t~@tuQlZ26Bgyzc>nMsytF)LaC1Rs?^WCaXS^*P>o_x-+_r<6|eAGDIm$W^$>EJ zy)*b-4SU5OMEY?(gNVuuYsRU4`o#@*3knKeT8;t?>fdKAbB#l7^o2khv^(1Gjdsv% zbv~@f8_UaeaEfk=`@mjYvR9CcwRu2Zmd2eppMPWU3;Tq$vc$ST+ZFbP_0Qz{eQR4F znPHnUkrqyOrd)c`F`)_Nm3&Zr^h+TE9QXA4q=|nSMA9HM=1WA?0WcD3V0MFr~QCgIdeGP@4i16FTewi9iE98Igxso<#@b1Um zavNW|zL)3mTiTbJx;c&=Jz+ef!Zp?BF1nm6p~pO#p3G)@sHC~FzJ)HIY^bqaxOXXY z*cx${F;p&CHf3oCs|+vET|bK4fsFh%5SQ9v5`{C!Aj}#d0;Qg`J5izrG=ml07?um+ zFH=D9>yu|C^jk&a>@I0W2F3p_j?JKI_eeA514gZ(noIG;y0FOepMBu=}g@ zQ)(U*5<&`wMZV~cGggy^wNiU#PhDcInKW_KQnFk|Jr&bv%is3gqPhglJDFa`mm*Ld zOjQfb<)b$G9$L6R@kmReiTw^I6eMZ_?fb&=%YzGov&cM@1hC#I25R;*O%raf1S)jfp$5Vm(Ckk?A?c^&wOwN;VVcWyLz0-o0bhxZvg{H{$Q} z=A6sB+Rf%B=*@q{c`9h>6T+VvJw`j^UDrk1B^`%c4HJnNtWT7NydAa;j(xzern&Ho zKpN8h@SYTRlx$@m6T#ElauWln8x;mxv23J0$^ z5!AvtKAW6UNK4L@6o_3z+=sofKGPm9b%zO@fwI!l%GS?YV?^)9vEDQ#1Hcv*yNMKZV3u;b*Z zBpAu|+Kdzvjh#xAd9iN&1v%77Ua41{Pkng@O)lJ$E>%c;1WG-0Z*EzPdIUjbYR>H0nc88?@K3vouR^~PRVM7nXTgnI4dVY-ZK!gp3);O@>oG^anpz40)h<>!EGnxNpt0htE?QN~rtyjyf!ci0O1 zSURO`C=2f4?m2gQg;UcR-F*2eiL~V0kB)7VtUQm9^?vZ0^Om-&;!adUMdT^^A3)F3 zE9_hoOvyi(E!-KF^1N}D11xJWk9yO%+wIU=pLM%}!oxcT68kRJfb%mwYN_|ln>Xj4 zIca5E8v*E_Iu0TbzA$Us1W;%v3hq01?&RU=Amf3dA62Ri5f!>6y=TeHT$YO;p2Wt* zt+;y>$`k!iNaHxwIsg!J)!TEt0!c;9L{V0dT8|$q!~*RuN&SJ7`DM8tosJ2y7)fLB$9><>#W@Wf)S+ zDlcSQDKqNtgi^bIA()7Xb!0eZUx9%uBKn&*F~ry*G+h{v8~&6x1EP%-02jdDmM&a) z3!PB&k_PCCTvl!uE*!k66b-$yk=>dn%_d=}p&ow(nr+o}D8C5l z7x|*0*gypp*V{=L>Vy%e0H;VRR(c$ZWe)3!jK%3l0wK`_IiY-DyZWC2G@%@NNc_YE zcUq{$x(0w_!C#>ft%e>c-oizTN@z5$ zi6(rD(<07h!IxZc!-qyk$sA@Npdae8?(BDf{(N8pG4iKRpGN9HEi{7U1^=dLsOI_! z=t_}AM`+J#2->pj+`}tBhu5-Rm5T}b#2ID>dxAj$Ywh^+LFml)C zsA5g9>Wae;tHbJ&&7~<63cd;n6S-{>G;tc5sYyda?VxxX5JF67%Msww7Q)Pc@k-LJ zyiz^i$^P@yxqH`cHHraHGiS{Tyq>v2ZV8#VzjBG_;yltyTZ6tI_uPs zvmo5X#e07WK44QIRL-PP=5IO~! z+eR_UN!88SuXZ>eA_8<`hf3=vAg~2+tQHPv2dyn?U&?o3#x! z-d1t`LwEyB*HUC0kTPob@*(mCq*D6Bp9Yr2VF`oSP~2Ep5w530KHr0ELv$&m-!+v zIB(XhSx`CHV%{LK;1j6|^$0VnH9V?Cl5|^Zp32HdPa0W~08GQ0e zJDZT3`i~tycI@2w^AN;gy=*Z`WYG{CLRWXBQClS*bg;ug{&uA3Psj)jZ4|WzKS9`_ zciXG9uCLpydeThX`n|8N*ociMt9(!qpW9uz0bPtcW31lu{D3I>4<(n1vW#v|d$NJo zdUT)U)Sbj>_&5K(qGI)~UcDL-F~JUx%*kdUBjMMhS$1ZQtaIz64Fh~hxonKG?2WDW zLpn6LST)K=i7eW1xY#%xca{+2r!6f+7LE1VGrHp{aVjxA8L?|1f#zFQeTPrHpe~Gl z2(oA^rxeUSLWP8j$f6yAESi#X430@Qx^O&+EZQsRj~pbjXsLV{vKm8V(QMG@vVzE> z-G(gMc9SDr3Ui$x(cyI+zogT;u<^*08rmBudG&B8V=T6IFkhBpcu`*Q8J}gIM=hq` z?3w(WfBCjvbxUq?DC^3Usg@_$yHjD7-xS#V9SRp{z0}`V$f`Rq#P5EU(y}jhv!?%YP^&5Hc|He@QbVR z!InNI!Qa;9Dmsto&KL>vufU2-|Lq@BE1-Z5JG%SZnkl=bJifeW`T^Gw5t9lqCs%xV z|M(3*JdUK9yTSge+Y-=bj#wFS2rLDr+eHc{;GDYbL|CUz;xnPHCA zm_pp47vPkje}m|n0MvxwAJ5L64rt`3#p0vgE?$K7Fov`M004S=daZn?tTu>yeOoiT zZnSBt@Z!x6b;+4Q!*%aOHA~{W*|QNZaoXa<_6Cot` zWs%lFLn03~8TDH&fR_*AU3{)wNrt4@-p@B89N_q^XhUcMM%~Fsew~P&QV?hkiS$r` zlw<0Llj8Sl=#}PFuE56ArEZc~mW%t*n*mi-1f9 zLBT~Ztl2){PlWQtry;Pyu5dM0VFYs4`YMpKslAt$mNsz^txqa3twh)A=pWDIFZRDfq54|ccknA=h&gk}9$!j;=b%Zu{&!@1F73CTq`m;>n$ ze>&2#8Wp@}Q*LFV&(s+#>P+<}6B^Kwu6{>4r{TKgkrL>DMYv83V;?c=>Lgq--aQ*i zHi1&qkGnCP&;+^wSP`5vv#PV0y+f2EP}qHH!z@4h+jF@LbBG67V;IRY-zx~i(CKo9=&xCfHm6w;|0rxmOdbPb-9U= z7(KlC(kaUo&uwWIoGIqew^v$B|q@x>ym?F8n$st+J z&!d>g!+rgy=}Rvlpp~TA)}Vj?$$Y6);V-wX6{?#wGohZwWxo%}19_*>& z^YxKWi!%OijRlPE^y-ATO`ALq^7AHU&#_fj7s0@D}m^a0;i~$S-F8fAGW}A78x4 z60+R&KYOk+&?_rZo5UnvC{jU`q6>=8Vbsvj9biI0(TNJlB4DluTWIlJz31SFRL< zs5D~G((oNyH*Y=-OBAtY_g8nB89~oOMgULwlR(g=`=BMxqj6Uz^sa5UPUu}EM~p$Y z*Z=lgl=HY4lo>8vx`Zs1(FLRHAd?c6lnO(Zru)YJ`VU7#o|FLNG)RiV2umACPbeT^ zf2>)v>-b}OMj1IdJddB?1R2@gMyg(!uu4=T z)kW8hR~1aG08ShkjT{T^?E*a%@nK<4zJnwd`*wVF0mfv_3{pM5D~l%Ci~DIswjxJB zMvuG&&XZiF)>JqG|Nq^sSXSN05(V|X+md?IgV-N(%e@%Ufrt!f>3Wfymp`{#2skx% zseb)i0{|Mb5{}5FpxuzdloB31Qp_I7VT+MyZ4{jkK)wQHkwFHW=2He#t78nPB0aG0 z!%MGTl@zflcjcG4er1p&Sog7zt=tCf7G(Mb33m%M+~^q@K=uVn1xbrI`}GF7mg|b3 zOocE4LYN|KY>yGqBP;>4z8e*)tR?y$q*H~2Qg*GuJ_E;PY2AE*{JJ_ZcHmXBl%JCS zH|_&&s>wE3ZpsJkLWtPJ@!hBMT={A+e{mou_dvm&RivbmTibWaBjN-h7F{f>#U$zw z(|lssG492+FRqd}irBsH^PSaJ?3hyI+B{>*Sh#uq9!+{hzu40$jaVMENFmbvw?E6R zkyu6^jBv)H?n1E+PdxPpKmOuAgTPkp`kWtJ#*|W|{F~f^F#JU2kM8J#DW~%v_&J!b zg^iN+HJZLTrFy}MG)Z&S{7>K8%2zl6bVBj{;x}dr`dCT!19Ke(WG3#j^E^_LoLeSY$xxoMZ=L_L$fwcUx z2><4srQOjkF8<}^|8~s|r=iMD5W55wDLFEkzGetu?{NEFa2CU?0YM@#4CYqjgFyh* z3Q{*O*a)i%;qrqA50Lan?zAzE*1YlkYv0xfP5`7wH`mT$qOJjfY2!g~_sZFdhY-AD z5WEGVY^1!Hx)Cg(!<7X1Z*u5~IG!T?=!0|5pFc;iYu~Vw)p&YQeQWh(hpos2x8AaQ zC(71`TEUFb>cQA?otT(_NMpcTpmS7yT`^73x5Vb%hK@Zk*WXS^5LKLjG(;~5o&T6X z;X3x&U4XPrUGelRH_U-h`O%|qK({f-#2C$yo0G6~B|H0dE4jbN{=;84m8Y0Dga1hC zQAE_pCa8X-FCFwyew|#7cQEc!vOObnSZm8dx9*#ZMiC)Qp)egoJFLMqnaY^K=>bdm3Y6?@B6{V>(KHNg6lu6lUTOU2AGJcee6N-&^F8>wN*bT!BwN&h>Zg$j_^%Mvc%0TuO17Q zC0b!H9jpRwp8H+;$KCNaZm8Wln1FQyKCS_N@R1{{tIqNu=Axqux^JJ5>W?FmbB(nI z(uSxU!D}Eyfj9r_(IfQ0#mB`Nd4-GEtE4&D*#T7i>&%Q<^scrE2qmCi#%cYLI&Hmz zcAL4I1O3^yefuFs^6{X%FC5R#`AhlxF6X~Mw;5_Ux^pq(ECV3{NNyNzMX(^&dcFfc zSn6UBTGytUfn+3D~_<GVoAg-MD53jdZO_Ke*MrR$kQ=oX7_H)4xUBbf-OP2oM!Po+SadT zHq%ad=HY4Uc(6t**G_qIG!`iRPM0ye1@~?!eR;GW4H2>Aa$zVo_5(%-?swTnE?YT5 z>C2)#9PULvIBlh3R9XNKE?&CSwb^gqxpU_*YpV{KK1BLZ49>=oodsX-8;qFKbyxrb zA{*>3cLelLk5&}aC31g!nQ!geHNYW2*$p}y60*8wr!V+ODX5amW|aK?^&2r~6bhjq zJPSh_7&B1-)^Q!TQETXq0|z4i*Eb`)K9IBZkD_NCZ;Y7nvZv=Cn7sDu8v<`9zz02U z;Tz}(I(Md5rQNwBfA3HPPJ>BsEyNEDmJK^f$8l^wOVE9SjM38nSnoT|3SwuVZ{Kb+i^4*r1}1d;V%oIij5 zr-E>A&M$v++^p@s9SH8{@e=e84*~O~or(50i~4$!uw6F~4g*1_lA$%5VPIgO>M_ciWo(+V2e`%6BaR1uejpN$O|Jr<)@kQ4i~n(W zF#Aft3?zTkQ4CDY_cxk`+os?2|MK&X+d|;W|1Mrxv`Q<|HNr7q1`}p0d<_G6&i1Mh z#P6#&`_KFwF5Z20JNI|+a?06J1*g+d@=?2uB&Wd3X)pNjkyrA|M62%^>wi38xvdZX zjpn>tDsi4v8lmug2C4 z0HclWZPaKoQJX{!4rz`&BY)swhzXHiOya3hkM22n@;y}lM9i=K5W72$)RB%vS|Im< zFhPZ^u!xBDYuEB9Yq^1Pzsbt1Ay+-Lj|>26Y@8%DOc8`b;Nzc2+!YG}K7EufM9rx` zzg+}8x-Bx`c!fNmZ%n9FFxtUCK~(1MXOv&&14~8ChJFy-CxE9lvGDL3hb=JyGGj5C zS;iBf)*QFDcM8Z@u!=uBe^P8})6Lum`?AJSUk=C_p~rN1A5dp@&jm&15!f{CtI)O> zy7j~r`n#v9%uvOt8A5JWB8QUFyL-{l5G*KBjxqZh=RfpM*1*)D0g11-o2UKOI`-@P zzMFz0DxeZU`#QNUkil{nzYQ@OvCwxe@64?PKZQF0f}l_A6QqE~(A|evK&n4B)ud!o zoB+wKg)!fVyL+cElr>O+u7@*4ELWdAt2)!-9TXazu^OZjlRPUlB0>jSgvKAzV~d_| zJv}|Gd1)uVM)!x)9Qutj?(7}y|JbJDYAb7Lhx#wh6`B~>P5r0k()0w87Y;NN3*5v*07Bv>bcZ!(+&0%@~7VDlFMc1GYG z`MZ1lfBau6$zt=cQ~1^N&ju%Q9(xxPEOp1OBWEwk(O<7YuJ@n#S@UpEqV80&>&MTc z)3Ky*oSP*){bBdzpDmF(O?M)ggKUdqjy30C(Nuc<<9c^ohL!)eCqM4b|K(=`!|ZI^ zvj4^2{<4&h;T36L*AJfXKk_q>jCH$O0e-j8ii(77yTSzsi5I128d46USMfh?reZnZ zND#JZ_hH|-(WisD1vG$=u!W>q{%|191RT75!~%9f;1hzQ28@{jBLsZx&jfU$(XRb) zJ`@@L_`{*OXc;3y-X|nre1jhZ%Bg|7aQtsTuWQ`;Lsd$OHyBl5gCDuLa0M-h*AeuE z8zk9~VYTget$a&}jSczE78qa-Ywm9cZ{RjJ56@r_2#*Rv^?jfO$Q_0?Ia1(~=MA?b z52cj-)l{5GCpk+;)UaGsiNp$R2*e&D@B!#e<>r3}f3C=0@$DduIS2qLJXd~ zwH<|jIIr`ZVdVTBkTo+0CRtkqBf_c1snODfOg!#BN_5PH{x9Ra(^DEzSL4o!!9=`> zjHV6-R+8SC4=2wWMga+vZni@?J1Yl-6c5RG6IwNd&{?xYd3bJQ7?_2e3U-Mf;a)9Gf{5a|Wu#B`7(5t+|Lko;(* z$sMY6CbX%0pbF27&dtlq+rZYYLc#?Q9GuF`p5$4KKS8Q4NT8rPi(VEG{E8 zg6(|6f>Wj1G(yfJhTLh+1<{FV*)qN9E1?Pi{WjneB_&_#O?r&U+|8JRi8lb#4T6a* zaKZRM*u5ffy}Ch{e*Ro(!7#(qV7UQpu#TGmox`*!Pg&$2TBgt9?&1NW(r5fe5w72^D z%ewV%+HA+(?8$2D?q)i@!@zs`QcN3VG3}Lfbde<`ou|ge_?oX>NROwRKH<|JK5DIw z$!A?XjoLkAhktrwr>t>2DiE7BAtx|Af{cJTrTWdl*WW0aN%zJoxNQI&Z0Wswaj&my zM!bG~B#V2K!qnZL_D6&5X!EPsEwmH`+epmJ6C z_~m@HSJUn~l5Y{+{X?&yWejr2`zJ;97$*_>gMFM@lgyozo9OOXjazD3bJxaR{|$Ie z0ek-Rg)L#_92e{Cz=l{2R4D zU~4VJO1>HKFMpTJk^y4Pjo8@b_J3O~In##?eF*-_Y%P(hW$My`hBozakAzCI>ac}_$uL&oqd6Yt3 z|NT3)Ro3aC`h%MOsq1JMKaKvqdU!U#hAbJ^sZ-IIb2bkcX*XI2!v5Gcgt1tCs?_%o zR*^T`$NBdAk}5v!Jm9@H)YtcopmK~OG9Bn~v397$wA&|JbADMse3;7y(fZBFGS=cw zL#do$Y4RKr2?kyafq#*5cb2x1HT#zxf+?OZ^e$9Q*4p91zha4@7eo4ShI?wKNN_a| zNk4l=;R6%p7|Q;K1ID}vd*0ABQ-s5KNO{z3Sx}ppj*#<= zl!1Qc)oqAGck7YO)TG{A7m%8#A&=ng2-QI}wC?OfU`ydoSF##EVKGU0MPkvFHmq6K zx^WWjaVYO%({oG@LVTObp$)hu?bstv^xuyGXK?F9{fv)j!-b_`5}46XkL#skHF^(X z{|6Hoe*5hWjK#8Le?sfELdd{N=|XwwPoEaoI&eYIlniVEvI1d73LrQ@-|^SB<994!rz`6T=puCX$aQ%E7_%aGG zQ#qv-E>9K>a)bvfgEO!9)1Ud*tzXHOk@@=d$AyNpzpp6Wz4=lcPrrV&>5Cu*Xy!{b zcdy``L$`Ywl>J@M)ld6`mXqx&+bJDKLiK5EKW$6RMjmbp=f3wIY1A>+>{)b9rkJ?^ z2t&mUUn>m5uGJy{1Q6xhc$0@e9T46gX~Gqm0j>xWt<>74gCiq|S7U6jVDix8_7wJB zOs1{_3Jst1)1T$h*1!g9e(2ZdQoBWjTnw~8H542}dxF&7z3_sX7dBE2f4&OaGu$s+ z=s=})vJWub+h@!Rq(5|*p8+FG~q#8dGDGE(DV_Y*&S)V6?oEu@8_qXFbdm! zItmXuYv#oti0H3Zx3;poutL&=BekU}c)!nF3EB_;HiR|LWC|8$RRU zX68AF_P;ql+4tC<`bPwPUR zt>zv)Rl#3MNS87W1=*h$$5Dfy6u&Pp7l&g5s@|b-HRp*2jdNFr+S`KF&#%|Y&#u?m z_e2mKbVTL`h@rKXB z5r?A7Z8;ND0oWP-W{O6C?b`q4RbL)ve)hUE-TDRwkfbYV^f!}fm&gd7KmEZMBlwqD zBWeGq|L)r&j9Ia2)vC2?*W%qlju_ht4TUwJqABe? z1dOd}O*5oGy}Ni3bH3lB7r%;4JKGu)iV|RuNJEx)M`OVxmtft1XGQOFC%+XnomW9g zmT5!<@z5H{2dmUAvacEQr%B|DLv`lGU{Yy*VY@weh-_6MK)LAmV%C}yG3X9phSyd`TP%sR=q zdNolNHz-F-QM39G4jJ;x7ZBJ0@@{BosM9}BPySJd{lff{x$TrkI3>upUfnvx?R+No zjaPg~y<+;R%R=>hS&&eZ_^3IaBCFC#CvwTh2V&Ei0^v~B0v`h0ddHAS)F(mhM>oMB zHK*rsvTLM!aPr++Db$e&pM0y#*!J zspHQlPBn%nI1I~jIEFTU&acJ0RYOCu%*OuM^g?vS)Oh_>VisJ-cjwXL$LK52j_-nw z4C8_HS)bk@Chb`XpY32;iXUO|M0o^YKMD7J@}4Fpp`h#n9uTLw>i2T&`&#MR$ieyu zfQkshP9~>I>*nzpW}@BG}5k796jye zc{12L&+1OTTX{0M9hA_wNTmXt@^Q2gIKXPh#>Z#hq|mL`HZqG8vA0C-g#(}`d}ui4 zD7LFrs8T(*djR^EgxT6qi$G#MBV!hD%vI(ckCaLyY$YE!7KfQlqE`VON2uHeaoQGl zK2j?+vz1JDOqk#3c1_$hA19mk!0zBKx~0kQQ_tci$)2gswZG%OLVDjmB7Me|QEuUR z+RoqZeY87jE?Q%o(pP&{_YNz6YWNgi8y69GYu2F&WDJ=3x7_K)@;kM?DZa*o(k~kH zA&fhLQM%c7j`Ng4hK7drt+(IH_^h}%;c(K`w;u8k%(#5%5@=lK-4B5SOLLsSN;{V; zo%ozq+mFV+=a3o;c4#U`4`$$J&`sId`Rr4KMZ4Y34eCVKM?i!1x*|{=((T6RyL|7| z-K;k~bTDTyxlf^$C|rE3B4T@98Mbs6)iX~==kn&_SfEzUh|#eJ4^l1n+yWjf(qE}c z69G`NVBx|Mgvock4nvny`f*9)mgA3QLcpzm4o{6Hn^&;wh6V#)*Mq2cZ9_5mY4|CPRBW}F$Dh)HMvf6d@{5k%sP1d_! z>gYFEk3w~G5QcyjRth1!Pgo^%OMxb<8M+r|(gbC52v+)+690>C5O1_ErsukI7g|_Y zxCBE>E9f&MkrCej00Cs-XO9lu{#DTzPh6yog3|l3GGSA98&nJ+W0~c&@?;5@c&Rd+ z;;{9}iuk9bq%m{p{d=BuFmM*jYdRgwvaX%uPupmVM_Y?`z`aW@Wj<67K|zGE#wD;C z{}2BQ|1ddY1|xUg-{sr3ZT>FbCT(P5ZD7gFFKwb{ZLrtixVgT;LjL^*W+$vqGH>1f zleF4J)e_^v&A;V-QP>Avkik)1lExUly%o4;`e$tS_;M~BZ0~>bSeJU%CDClzwXE|Kn)W-o z#W&1KrlZhh>b)M_;c=O_aMgY7xjY%(_7$>yg6(~L(K9YBJUVyoO6J7|iOpH!lQBy! z8+z*X#Wr7ET{-uffW)Gs0jEB^aJiW9S45dbJJ(v?y~9FFGVF2{6@@omH#%iC>&<>s zqcG)8Sxd)*Df(T@{i?*4E?OSGQo?`feZ`&L#YX&!lEIAECWo|cCQCP6xpqgE>5qPg zf-N)k?jKphcjL`<^L_8ty{u%)3kA*`(RdnocdT!YK0|izZg3E1AJKfrUC`)BB z`Fh9mf7m90@7r|H{1zv!uC+xuxo9z2o@fy#^Gc;|41GBo^{Z7+G5>8CXi1o1Qi|GcdDe7GB8z z?+${%maRgYe^lA)s9)ezX$_SteQj_)!^(&87EFGJ1Zqdy3 zm*y;6mdIn7U}te@VZ)+Ji_(mx=FE^K_%+oa;2z+eP@D(U28=AT|+|SXFatR zDE>GcvX3b=ywRy`Yw0dYe+$U;|HuAQ;$dN7LEzi>63z{5Xmf8*Pyc?x+v)2ceSekV zY)$sH)q~9d%OR@Hjz=#SvKi=?#e?{ZC}ch4{{+J{&4K|NHft{E?5RAL zm6w{T)DR1(S2^O3HcIuPQ1$9nRXbV-kc4B=33$db%^al`Tg>Bucrw z!=dja2?S7Ytm-6gg?%hs*dnIX-f8S+y0h6}TnZO+hAwo+{4dFcam{m^GiOdqbv8eQ zvDQ~V1(@1kI)?Q^s1PUmvJEiQjgpEPv*w;m*MCsg^;kF~hx3G4##N+FK~{?+NNvgM z)6^_E2($Y~#aw<7$$kffBEYx0rytD0R-_%3E$-rk znhYid5czEb&4`>SNxas!HgU`u0g9i5W;ulEIF8rF&r4ADQMh*Q)X?C#wi(s+@|}W0 zLW8J*q+l=f_4N@JyAHRk%BZ-kUy5eZiGhrQVmAb7+tDDHu}&QV#6alb2jjkJ;sK$q z#S+oDSFB&}g3dX-5j61-ic_HSC$lddeRa}in4`y_hB(*26z(*w9S>Icu_U@X9JQ8F ze|bK?s-1#@185@{zljTjnrW_v_C~?;C|ud9fVS_mD5M zY$db)@LKfdmltCNYVw_PYF$W{Xxm_aqr*;1tBz;~wQwc*?}#(eFF>vz+?hd<1JYN{ z#M+k^A*Q*qdW(c>PaxI(t}a(EQO?Q^6lw<#&Z*-*szV7@_Cm#r>LKP!#Q6%I0gTqN zd3h-98G0SFX%0{k5!b!4u_ba@Xbngf=t4Rb5X;>+db9FQo4o)Miino@ zWg(j8bKV;{Q3kzCV0?T$4%kR$7#-beB{7QH?IWMjlZ@O%c+;kLXutIPEv~F~~DR47ezF zS3`X%g_Auz7qC~kw&fY-&$Xw_g42t4;*lk)LG(x)l^Y3^rm6H8)8e5%3_*XZ_R~9< zp~IM+CdIkAGf-tfUPsF)X`5_Jf=J-1Y>@sex3M2@_LX}KBrtPilU(N8Hk2DrCE1!Bv`~5z-GUKKZ8ocy7JBK+c+2S4m-9| z+JE1%(|7P4@O4%_+DDF;iTk%d>+JbM_H|HP?D4pZ0&Sq%#qRfCrP$z~wu0kqnEOQ_AS_bh1(Oi)>m3S~#!Jbj^-lLrkcIaeQZS9^9yfUH6MM8b*x zV(!i3sb1T+VGX-sHz*AfrGZSLC{m_M=8&7mnbY2iI5>fMG4C?Hjybx zN~Tn%kc5!=IWAJ|``-8Od7t0=d*096UwhZGe242guk$?4<2cSXP8SQyjyq73ojWd} z8Wj8;mPVUASm#+%IhHFGDXlkCvpoAbSwv|}kh&aN6rW5Hy zPf;^mIrVF|%qOWQYQch{Lyc>m@a4mNgO!K&SK4o=7IUY3s)_6f5gp$b zRs>llO-rFkac98@JZzJw`AM^j8_I3gR2g=F*2YFmjF~BKx@@YN<3Q zU~2*w33$Q1S&4nULGVblk3Saz>ge8esc&|9Mb``j81prFTdC8ggU(8g-eVneM?=>Q zjq&CL4voT+o1;~}DJCH7>V(5J??l|og&(1o5obb)Z$Nz1DWM66L5KV=-By>Bt zxGq*PjN7jr74|ov-nFZ0 zZfYu&`2(*0r6nb=Or>n(hEWdJ@TCcKW%RPZ~Ax-K=@l;OqhGQ3L0ZSr0m6_!+)K6Xvrq_8hhp9@g~ zr{$v*)$&?ONvwP4Mwi_!dP62VUe$`y%dc(Ty{;SmjXMpO zIh3JmEv$s=QGwt_C8Ssba3Dbn7yFZZFVAhp@m>6DW6Dow&G* z#uINR_0%v)=u$({K6UU9Qgn70(&Q4a1jmuIEf3?);#*ydT|Ba?#s=!Pwt2EeFU_ln zK{DA?cg)3^lTT4Gq_cn`M1f^zKS+@Re4-p05)ikGtFd^|&yKXmu$2InkGPvw5 z^pG{Ym9EkspgxEL&WiKAO#@y1+NPa@ z;aVk<`a{$^yb(PjXyS>Xh5iog3(H!^c`~Gx51}@7NF{X4qbp4{L);+g;P& zGFqHQtEk1}^`FXnSt*LV>uJ4Cfuq}Z`S`lY6Z-iBBgJqj&Bqkttxw8jt(oV;dWBAfmQjtufe!fn$UAS7Y56 z(qnKW_fhY?QFMtrs&&Oai_*BNGp}?hh3hp;h3~Sl*!5|dSyN(c>l~5jFW{3HZ0OKF z5I0s!(L2y}XsyCCf{ek{+rvs%H%R35HoDv0lM)`4SB0dGR`f=!VPY!twXk6Y$9?|3 z84o%>*Ab9RWt}?!rRBoLBQUR1YDqB4N*{|h>?s-2*9$uihc z&&!!SB+&MBiMr&6{+kJ5*E+Y-=|^6EjPe#5s(XSyDUFRQK6(HBLujiji)8?~$_b|* zhVu3XQh;HZayaM>WUf~}!AGa*QqMZvX#H61^;B8y_>KsLGs@1+2m&%f7iaZ67BtB< z98Ym=ahjXN^43(0zL%GEUMQ`$udV7?T~dQ^^GeyXcR%s*s5ndI)muxgOrA?!2UU|&@i<$URxU^Dlzqg`1dT@6XXl(Th0&+=39MB=jl#K`s@3dY~4 zkN5L=+MIB6Jjn>%8^Wl!zERNik#H&ZDM86m`2plRoh@zv#0S z6d3W;$3BvN=c6ydCNDjp5~^L}B9ig|bRCBs<8{soKRBNsK&c8!&#;&yi3+8#+F}u( z#lj=P9iruujX|}vVa_q6vBu&b`Xt#TGzHXc23*5cQ4Z9V1xR$&h0|!X!C1>-H_plt)=V>pR3pyMVK=Q1KYlRsiD6w@(DpJ1q?OSh!v3=oZ(8;DyDd~j0 z+XV}*vgglrV4s%+`#cx`tSAQ}Ga1?8|=f8HL-@NU?5 zT!b6tP1EzmMO-zmO|M@zT+46n%+!{stgw>ru`aBxiVat=34RyQSO-Z*pp#Kz?e;4T z`LN+Rbm_~?7$C%mg6(d}&`~0n9x{_kR>?tFPK#!jP@5|;oT=Sdmz#C2TL_#W+Sq_* zK57p)l=8*b2x1$mz`2R*gJKvvpwyEamA?}S)R-jOpj;MCxwyTd{lwmeN59Tg;VC9GwwxHM--lx3KzwV1l!pV!m!((p@ zY>A1m(zaqtW<5i@^Bgyn?s+0>Z9cfutthaT-x#BqSk94g8OJ#l?;%DVZKbQM+Y1fDb=a(E7X_poWsz(C6bYcc=9tY|m+`St)B~4%e6+u$ z!sEE2Ew8-AX=zJA#<(E07D6n(fTYZJeiuf>$sQ%{$ac{%2i!!wg%@#|(bor=r(DN((x0MJ4TcgpGCK+EJxOvzQ(R)Vi^T26IP52-6QZoUP+c+cASa^@ebLAi{tUym!9u-K&e9uqe{TnkdR*^LzQLEdbP z?FnR;>!@{E&8XL*T)ljLe7_Ma>jcnwPSJ`iiivtK-Mgdm&AtvT-dUW;$qv5OYGVuN6*D1?k?{ zeuU^kdBN2g7%aPRL8`q?PD?+mgJPi*>#2bMZ^`B}6wS+HVmn#1n-t|(?&R8!0nc(m z|6P8r%g)$GL!uU3XZY#Wz&~;xbqQIH8k*a%0?PN(5bRsBY}xAv7V6~?`(8M|Y=Lt)=N>Sz{k7R~bH5gTh zL%WSJ*8bO4eXR8zBUobmCY!uY5r`i^%A>o9!ghyg&K;g`=P2M;Fobu8iJfg`+pR_Q z%kN;}c>R8&!^1@0grmWV7p8Guyc3?X> zBR@*Y-yNn z65Rn1JJ3D*@@^ZHP5drfSj8rHiE}wnY-A`+g{a@SXQ087T2&`>V7r9Gfhk8l^zCj+ z8l@ib->;MlQaP7-y2^~WT_FaM3h^!Jx52<#<7Oz~HXBy}AT22bn9Z>1I%^oow?fZOWH ze`&}wk?Bb(5y}F{Nc*cT6Ddqb9Q-Aor4&LFRFX&R+>WV7)FMvmGbm=w8*R>0pAZMP z=7dLsoj}8ekk1ldJ;*2FtB34!t|UKyA~*=fRZfroU?rAkGUl*=O-aO~f7v{dja8O? zT@17mR!=uXPI|P`k7iF8>!HqXQ!obRhuop~9>>l3DBxrq(SU}ro@Y2^!dR~srh~v* z#g4p?l_AvdTQKg?cWLh%?#Hk(%;?J_zQJsbI9)Vvt(*|{702M+xmoM%-@hN{WZ&Vy z@p&3$lmTwK2_~iu<;PaT6H4>K=#;abhfdi<*>Lf~1!-&&m?(~cWep^&7jmAXz2Euh z1d_2Sa)AOdyehVxH5hV8ZoVh*?+R-m)_-{-(&{aQp%%fjgpI8&s5Uw}I?c9fkFjz1 zokziS9!af5umIQDp>7WPxyYUI55yN~FuYd$*xQ4y7^z(N)phqZuO&SE>coYU&i)uS zO>$XlRV5}Y4m(|pgNgdgy4{*ye=AQ&Co0;YA_-o?~r{3Cv}*=NOkByNo#KY}riDKFfMjXXIOUxL?#E(9?l1^n|J z(2)^$brxV|vOi$>Jo7so$cLT7eQr0kbfSZ^@5>B6Zy5wTmh`@X(>_6OlGRcV&&P_SlKwb2Ib7s^1Pj$YD*RL;dIp;4t9QBt#u^Kj+Vf zZCDQ+I6xgi3mp>-u5Yni_rqEb@v{p$2z*0e0*F5;flr5lJboj#+EVl^<+4;u1bJey zzr?(_v=c?sg6>F@xc!+92^@zMZ#R8!zW;1>z>Jxrl>|Eg>y~1;UV)=x7k&H)@AyYt z@PGN|;dO*fD2id#IyMtFq?^2Uvs?~raGkYLvHewVl@fk949BM9C@uA;;Etuwz*-lumZJ6}=lbbNdk)QC0 znsm|GC|vGXBACz2_Eq#hT+X8GNjs8>pFP7mX-W2vSG4gk%rW4BgBsb#*S8BSG9Vmj zN-i!g@C`!2tBdGpgV6#|(pUw+Ndi=x)vH$vsa#nt1>wP~nizZpDuX06$dE9*lN9zC z)2|zNB9iIU$=|kp{rbZ&ykNu%29BQOjE{esokR|X^Z*X2 zV%9Z*P_44E0*TyaRsl5%lCRaSpKjtx^DuM=kc~0S`|M`$?prb;t6^iT3Ua`FmV_Xn z428!rV-$M}=1q50i36RgK3a$KRdkVxz0UQB5VcT)hr!OBr{@zxUYxvdbe%!hE3!M? z4fDNUUr4s9N*V#YMc~4z%!X9(niz4eLw4&oG2D`e=V;@ksJ1R+--YDN_Cz$RtO8ml zocx^O+%);ZeCif<@bUALZnp;l62Cej(SrinW|4vZ-fEBUf3cDB99^N*ZZPlzSE_&n z`~jjO3|c!7`VHf=N@D8j4C&U*t*zq;#bsr;$6zN1}p6Rnh(+!=%u63+Z;JO;u=oe`{qtAWSfikk#s5^N!Ck# zhtu_2BdtRd8LWGA8&*R-@C^8ViddqsVJYLjoTZ$kf{gY`I(5gFjI$k@0xVOz;XblW zxK*I)8WN{D>6hTjR*D__j^-1wlhB$A&n3=6Fk_FQcL0tVp|}p5=D^d00t=0ceD^g1 zD}H|0BIX)jZoa&%rR?ki`?67Uv9zVdg6?_(sL%O}7vYHvE?4I07foU=fCDf_X^F>) zgfll3Y|4v@{6Qx$VV}h$dvCkl<7JEYjl9p)-Ug?=DEsG~EL9{BjPwMPP{3L@;S9H7 zdsSUhsm#HL%4&BJ33g0wRR<4-`==KZ)_KnG!-P)%=lg`A($9tR&pVvKNIIIt=MgV+ zyisOS(LS-OA9+t2?2$0A#(B~paN=8kk1b3AH@1Da>@DDN+=!n8278ks$xdd%U~h6C z|DOg8tihkxe848@w)^m}h&mC6WWP=tRZZO19OM6R$q!9=)HA8n%bX(bEq?pRhDMJG z^TNps{eKd~e!m{!d#YaSw-Em)<2Rkf~>i=*hIkZ(H6f-4v`dAU2hE4fK@F z(ABQ_zKEGjAtp&&+cR~vXbp$~97J#n=gotvb_{i5aUFboaJ@{jYw!y8E4jK3f&4}c z+JkC6UxmncdO%c(d5Sb8YVCvqO8{+SOAC5q>BFn(|X}^CJ za5YFKLxY3kuDC#HpobzHwGX7NnE4B5X=OG~m=go*(+_wudO+se#1kIb4(-8;g$GjHARd8$obW zG2manez*BshJ9Q~YcFvFIy~`pZB0sgnws5bhh-ltXSejD9yE4si=CxHtOww!qP$HH z0f|hzvV;qhVX(d$`6-Sw8s|h-fd`^BmyZTas8E)42$cAFFx463tA+;iPzAPzyV>9v zLbH^m2I<;_{WcbzlA_`#%-n^!(&O{<%np2+ap2ci;&~Kz^1sAI@CR@?LOrIkvZ{O> zL!=1PWc&6^7!`mD4)>oF3MFe7GDti(B&%eBqgay*c?2Jk0<0e=B`-H8ku#Tet98wA{p3AD=UsAdn^ZaP4GH@Q+vJ_v-DOC$~@lfNb=TT*Y}%m2Nr`gKSD z)l<5uiV>V`FQXOEdXLo(5;97>0*UIuON0=drbGr*fK>sc21OpQ0!%fqv#vnrbo+@f z9LtyM;%MVnd-r(}yu?CU8ilMCRSNNil3FZ_65R~F95AyU@_RI`bDsof}mK?~|c zC65y20gl<-aQ+DL^E(cYZ*x=Ajr;Gdk(4}%^SA(>Wk23ZlFE5*mzI9WtKG`dF%dhY z7c3XOa1RtaC^EJme}8H|s7*V>#L^=pWka?A*1|lg6~yV|S3oMSTfJ)4Do##MRPOWH z#Xe)ekVZjysJJi$Hldw_AC1H-#nfv)>={is`yhXshwhxW>mCn}v4}*l@sul>$N?_9 zj{byNM;Siz$2>fYbmE+ZVz&e^!yPc#3J4xYZR(q+oQ?qx>GKJQhT8vifi0-^Zy30C z`hwWl*z;jmSOnpL`t$3ujLpq&sT$osbiTx=u56$)ml%pHQbZ0!-D$%L$}#~>OMHF{ zB_uM56m}x);SpeRXoyOVkR#eL#WBFnDmybP0sQez7=Jh>G*6t!e#H0#RiG{Z+DYRN zNT#X&L;#K66P_&^CU!;K!COEElaVnw5QDb{%NUYY0Uj{RcH%5V69mXB6c`qGQ7E9- ztvfR;8?=eZr{L69%2xH^$-nH?|03YXG;BR2_ite^iMXZzJn2ZfHFfI!_y1d4yQwCN{(bEX zk4b;@|II^NwlqWDSLj#OH+cb19VdL5ruGT(X!?Ku-fpwTRndY;%8hcD9NTBgQ1pqvjgvGoU0iKny_nr>a^C zO?+TC8Eya+E3F#1(}s>Z!k+x|M+FsBu$^HP;_~nmElhg`)A2=<$%_oyZ-}C`aL&7z z?rem+rE6azl2v3?X~RISdJ%AGzC!z}jWev!L5y(oRB)fEJ z&Q!KD@x=$=DO{@)g()s|Sto2S%?{CO83$=&yVK_tt5zA|mmr!GVvGdC=q4&J3~z!B zLCLT5c-ivI+~K7ElihYpT^J?O?5-ar(vK|Lh**&R%r-_21Gq&DFa8P)5l8NU7V8x= zU{*V|2fzBFO3g!)SmY~kS9H#SFJj!u7odFe9kP5hCL`rcl&NEjmn?Z;->Sw2=$ADK zm;)OTyRnPgaC~xNyZPI11lw^X5INduVuX?B5=f)z;O=GVC3B`K0eD?JBl4@K<; z<$2hF5x;3N>z7ItgHpPPjm-t91JIgItP2DVud7!*Fwtp7z0mrpIEyg%)fY(tIt1hX z)0Dc9CyQ*th$m3v#b0!az+G_a!2PZOA`5=8=^ANiV+L~*Faw-i%l`Etq7#f~8+aP< z?KfzUoM25xs>wobDz{EGHH$# zmpP80J4KlIv$Fqmm~my>JvkbaB=Cb*uSCdE|GxR5Mw2O;O&3M(d5({vIpG7u45;?} zV*$lY4_W$5^f%zhKA55vXNdBTyea#Gyp&r&qfm;TziFEg%n>9xO4wNEh(6L(X7-jX7_o}MOA?bX4pV#8`@}xj{aaZ)?!wH+3MO%n# zB2pFFZ~+I#Gowuc=uM-b>+SvZm=zYeSK#c72`?_$7x240RwHO82QEDFEs>Mp8-L+B zyp>d0XJ#>0nFrK)0BJMZPZ`GM2>gqZ^~XdNv$DyF*e0S?H5?d^uLqhnX`47kX*l(B^>01crkpb-!7)f6}k4==9Awt$QPC$xtiw#^6e-?{YmLUY&_yZ^9yM=7O?-)7)+LZg>%r^{JKtVtpXN zc)UM7+w>qXG^p}wz7zBU4!0;GMC$T9$C0BR4Zw*r??4f$TEqe)BF5wRckHOO{IzN} zDn-GMUV|STTxKH?RD~T$Ztm57hVi6dpxyz<1*5>WKogp~Y zBQlMGT@j_tDi91agkDdi$B{d2F4C|#|5n4_Zj$!HeFBrIg~SG;=lU-*su6EU_Zn0_ zKn*qSYtZHR_j9ccM+GNjPc>)CLEc@*?G8@Z z)1Bh^?VnCX+6|?4MEg#FW>|r9gcfexM?jdJKu@R9em$)j{FC2x3QuCT_RkLi5#X3y zV1K)k1*l*tlfP~bHlJ+s)K32u{1HogDViJ6qwjQ-#X+E(`DauMO|H8 z#59;`05Jlu*d0f=2>oYN{gnsfg37`p(Tw z9Cr|aP_3dpFJLe5<1K$}dZ;nebA<%O6#tI!(a2u}#h3l+qIN)DKo+#a%R)qX&{>bX zb5`rO6?dkMi@1spWA{Q7VB_oU9k3Zkf(LvSkfME z6PR3u(eZ^e|9un50zG;J34k_((o81#sUwVLVPGP@Fc;t(G8^3ez5-@8kr>cvYBZ^> zvHdXNlG3{t6x8C>k{zu~+#F?JAgQ0ZOsNsWg}-jMM3YDJAW%-H8!7|~BAI`$ z?}KLopLB%YhaHumq$r*SBeu>_sI}F{A$R}9i&T64s&b}^Uq=r^r|2+SB(Vt?Q{?lHF=9tIff2sEe~L#w{MPQ&Gg z+GO%cN=m}!cejzg1S-WxA5@yz4$Y7#P6oKsm(RH zPWr0LmNELj2$Hf?V$;&K8Avv6_|rsZT{5LRACj9Eu2+QSp(HnW4`9V=2C^{2xH2`4(@ zQss8b>g|H)heRQ-!clE?BlXygAar%{$deYY|J#0?`l@X|E^z8szkjH4?mf0knwoyP znhGYY#fw@PUS$5;_WyZV`6#si_IoD7+RvZmoeX*UJc0&s{}Z?QtI0d{T>sN$pF&o0 z#{2h20>3@!2S%&W2bl`#Q;)!#bf*!G{|7I7{R)gAJO2sd!(D6i4TSbGnICnd7&HKs}>%0|`6&BJvSj2S7eKPW(db@|P8VfBg6{8nB3l z$7)jfV8bCK1ev6rnGIs|uNC0pl4M{r!2`gfd$f^S3vyMxd`nZ4_Fa9)?vMG!ub_@m zJdMzyc7gjg*fdrqc^D`#5yB!LI+M6J^}MiT$QP_%w+?AnEfNCwTEY3Is1P}?@*aGR zYUthHx~`w>#}Ld+%V6T~nj|43Gp?@Vw%G3_!NOgzT5Rei z9upV|2`%V#k90thpHbNcordovW_<2p_v~p>g14hr>-GAwuoL=TQ)>(kVOp3hwvnH| z9Xe#u2{Xq%Q`^MOi2sZR1Wue#b7_?YytF^~^XJGGeAI$I5t=z5^q!#@wF8e$_Gv)7 zqt-D2d@9Wi&u{Dy=jZ1~pTzn3Z_fj}5%2rftt8M;5VOGbbA$yow47+K8gUPtMlN1^NHX? zhY#bK<2>s{*=*?zf2J-l(*9&-4)zniAAxvQ{2%xK|7Krm8;9R^8<@)G&v;8IZ;3nS zD{AoLsvfSsIY-R=EL`0PYO`8e{>0Q$c#CeyyJH$rk3uH{*TJ(IGul z7?N%R(C)_SNV&7(Q;}c*KI&q;FW>L|EyDdz{y#0WBeUiD#4Rn@wfOV%S==kLC!-^i z7#b_$?14wV-a<5$Yl1Yaw5RIXAWVwc*w3wd8@fPwi}Nc4)^&DLTOFyT!k%7Vn3yb5 zcJiLd`Ed((xo6C}(^R>V=~No{HKg(DY#7YnMjDhLVu>Hsn)(&@;+i9mB7iSz{XAUs zt+RF@HrSZ5%p~c0EnL9i$^&=sW^8S7v#Fnm-#xijW%DI=(0MR15ANTy2%89fP{~DAIo6j zkMjz*TPFn1*n6f$1e_O82g@`Xv=f-0{&>QbYbReu#DOGjr z*?)VUk{-g22rMEm&^AFs7MbLZysViQ@9p&Z{TaHE@Zi$Cj7@RxUTb6~P^JqpnyBnH z8IS(?A;Qdtfv=;!H~6V8u!7$X7`y&vmw6?Jm!@n3z`B{b-ZE1Pcij~pRF z?!9!C!}gzeK?Mf)f4fo+AT~Gc5H}s!WRo~e_u%>S=TWNz znW|2;)N*x2CliNGqYwSiSr$jd$=x5n4c@B7%&Zz}W;f1pIjK2kUsdmPaIMUsey`mCerzg<*V0FTjK{hWQt#$zv|dp=*$yf(3z z_CJE2apU=KptbU=bJIaHf$LlrNYB2KJ%vTo9oH`d%i#j?N2Rm+fkIGChFx@RO;2y{ zxHfTsbNl&v-U4oH)`RB+{Pad4DX%Oj1@a5l3j(n_+IU#^P^U)waQ-0vRCAT945A@8 z(Onm8I=0g&YHIaQ)84;714y42_dB3oBErqRtMJ`8vhU%HM$;{s4BO$`dTYe#nlCY; zJiB>vm(5g0=Lq~ytmzsW@NRjc;a{WM_l8Mt16?7iB`W5C7lAo)53%;+BbOcYd z#or!yE1gwFx$IA3LI6D9CAG=$#M&9aLgAGgFtKQMMM8uwzsn7O2TG*brdpDw7X&t} z(fExwG?}H(@~(}P`?;*48hMG^?8I{W{`CVSXYh)6^JU;#XsAFV zkWeYRk56F<0K?}KXeGkjl!3W7m;?InhhOY-PKT*r5O$*$DB(vW676v%T61M!W;pBS zoYO2HKfn(xxEs@6f+LM#KXUKhJp@EdHIX+V-h5eYw?bjG-1zaMrj`~afmXCIXHG>r zWlGjLnvCbD&c|X1=jtGM!pvEVV87GYO^WjW6p;d(`jx@aNL1#oyD)i+ENZbQJ+kgMm!|Twz7Iog+ z%pN!u?M`j=ul?({c*b-TJzH}0POZ9SJdGjQ?6Vj{Z1>e*EQ`;2%-<$2Wcr0L~XE)`m`&sM(UK z!@*I6pHx7m6Lc>ay=d;ugQlIXF)*fDManRt!>g}b|cbIyzX59H2n!KzWu zjp&*Qf?)foX`)_oF1kkLZD{t)nKw_=OzX}3J*Nt;bFYlSo6L}i>%GCm^mW(s&ga*~ z+=1^(#R==D#)J7W`IY@*_AR9`F#GWk9iFm{f}KW9SUAmD)aMSx|uO zP|VP0V#?OAAAVF?id)-)Y7S{VXW%t-f+2-KS>*;4A9>hwjhXD25%>gD(A)D_p+Une zIfyf6^%~%=H%C`cDM`zjn1n0qgk~Vxw;`01P6&(08uc{xlE4T&($9&|k$~3^0O)nW z{1uxbktELYCJ*h`k2^4o*z9l&_i>v(tlN7)bm^m{g&f<~^z}peas-3f*k0Y-J)2%V zacXu#fwH`)tZeMnxCbgw04|n5ox(lq!-*){efSo9p2mmzS8+cH7j-VX^ZY=~v6>5# zdd80gH}7XuiS1`_6G`6AizV7;lZ5Wp#;Wm0uAIj7=mRk|od6lQ7Ao<6l>ak+g>*}Q zYHI2taLb+jz8T-|Ua+va5nc~nBvu8XO?okCO!|V9ZSf=9{1IQ-uTjA#cM1=lG4A;z zr)i#R5$iXqF#nxku7yRq=qT}v7q zk{kKsTh15>f(rsk5}Y#LqH~5W6LeXnnG%|jUv2t+{fggy>QMpVy#dG4#Q}xajb4Ox zWT=*Lwt@S$=)k0FUNe`fV|T-mttT3`rSY80Fm&Y{>=17i) zHmJs7O9dCHCP_rx?TSHM)wnrd$~cTUFnd8~LO)?*`s zNYUA$>xfCf<6%7SMRgBey8hVCfD^G6Hn#PdeYS~2h&R2~*zROoEMNsNwIKA~i+!8{ z4GWhVB86~q3Ayg z@ILfYOp6E^x$E61s0*Y4gVe5=%S!3+3zbT0DAX_;Hf$hTrXe|HK}L5C{!$+1ciMq( zmJOK%I4BBE(_N$RhKTw^Q2U^%mBXiXD^TnKhY$QLFx+Td?B(>bgkU+uW?VBdS<)+F zT};XDMXVACKp!6JTXZR5D@&^wAn=uK4g;EFJ$eJOw3%P zzz(6DtcR)!Bm)^Saanx-QzY@E7Y;W`jSHfpqPutPB4E+p9He9L#h5m}b=#WaYLz5v zxx%0ZJYe(CQ^FeVN3Qgpo`3pyQVtjAB_e{QzXd0wB`Qey!y6SLtF~jv0KXG6o2u%? zf%=rjv|z(Z>eVKv5CZ+6*%O?Ao?Ef=#Y&cge~`8ry;i*8WHd51b03Zq!D4w9HtOo? zp74PJK%4^18Z4=z9r};2aT;*UX{}K?gq#vdt7j0yz}&ulTD)u-*eab6*iO^c7^_QyP;;}(`aD=;Y@mz0 zz=MSW90n8%JQFF_x;PT5TV_m&K6(1Vq5MC4*;i`h4rrqJO)3*k|8mJ*QkA0G#}k^J zoYPcLl=iL4#1ooKUMVRf7iF6hHx3Ik>?nc^3;@u^a;J&D;?Pt%wJdO4l1&^8UgE-B zdMxUXFfCyzn1xX}bDF& zfr=)-<|djBO}X$Pd{`2=uj~|dNqTWVt*I@@z=i=YG^4A7C+6OpBXKJijs3t60OQfm zx6c&P>G}nS4c?uSNS$6iL|qw+CS z8^RTxLEtDh_*RK1_AN0B5q##6$8}pTDCQnnjwgXZEkI3GAFiu z^Qr;xj)^7vcydmbg59D^)0wib96Y+#DIr@fap{@!tY2sLw`n=g5jLX}?|?^;psNVjuL;@KvaktMIT+)#_#zc>G?TX^fYuN219ue9RL zrtT-xJgVAnxjb_|=y3)?V9p9|lIZ zDVL%FpunBCc5K}g2c+*L- z6j!ELvd4DxU0*3z=3sOpuc0dUSrPKd|J#4wACaD>8L)@-A520;|NmkVx>;hA*p}Z- zLObhcJ1=z{d)B>3S#j-LKgAh{`fSB(@&mEKXLitv}xLM#hiQQ@b2AH zcIMB^QIWG(ufD{+?(xkt(-mTrY^NQbtLQbI&+p#2ZI7FI_+LvlsECE$2yurYptHvg zcZ=MB(NYo74hmH5|5JY=XM&o8J<}{*iw!i^rtW#!$0u+Qr%Y;HYuC+%dq&b6cs4gs zk?gTcxjG-g9&jlKTtD;sF zS$ktT>fZL<2UywJiBBG!{#HKg-e+SAtO@WD*f!aaUI1~TMC4s8?EDDpIDey)0Qzms z59M+rV_ARx+ox#XvIv=ReD<69&Ud`Lyv_h;2+suPD6UBHQAtts9RnMiB5Mh*j>-SR`k>t$#g zgsQk(fre&t3yTs>h_m%_9|+E%WciJLaTgP9ppu3KlCPYQyn&c@FvvG{rGlM-_)YE& zlfIyFrQ@KU;9l>Q_q&sH^^#J+hSv#N3e&S|i;n#PN@Vbpuc#8*V_j^5?UzhEEnz+~ z^QPqc25%>(!6mJ_@iqqYnV61hGThOBc8x&e6%Cs-$g8A{z5rz~W3aH6hz){frLyYT z6XrwDTAkF>b^d7TueHhA+f$K$q1fv$D4E4o2A+a%(`=pl_3=ELQ9}AbI`~Q0EDWc0 zn=oOFxI>f%SI%%zkVCUeJ9SY5u?e?oND|i5ynOp%SlF*$zn-KFIlkT7Ly*BOKwlX} z)1>bJ%+qsx{_29KJuVSm2?9toOg|xe&cH~OkMn2@HsP|DyYo?uXF9ZLM$0dl%S_lh zfMe?3^x|y>#)4D>XK~huyF=w)5c#jNi<5>5;ljK0#OUjG)9)mw8`P9Oe|`fbw`F>U z`|unv^awny8s|UGXRmV6!qJp+A!RW@-fnN}x1T?M2C$F;kPCL3SO&w;<<$#`Q>F3F zvVaAf?gX&u32*NDcZF#6$Y87#YQ2(zz`JO5OE-={D1hdVMYR?>`t&+V35u(Fu`V>J zae4`|w-al&aAcY^$v5%))`u9N>23NF%vk}u6D!2az@$&g8*{C$0!ERIg#r_q*^S$g zbH|}B7fA*3Pr%iDN>=G}>#?3$I_eT8#Mz%ubne21U12B=H(HS-_kKCE0_ID8$Z!NXORQ~#r*2#|JvL1FKJ^MpGvRM=8g zR49g>d4nT7rO~ui$T<6L#zJ}ihpc&O@@00WeWu(<19muk(r9ef(PT;)({zK$|84DC z92b!A_zXI|g4|D;yQF(v79jB;V)$tn4u1vYSPx3=k=-R#Tzy5x0+cOjW~!}#_GhD;_A-N!?IE7y!wrc&&5MFu1EO^}xkC3W^lW<-t-x%lXzjxxA%ZsC6Z%{x z*^mV0W&noh7AAx5K@3T;(z)f>deb)_FOEBT=up(jL%H}@b;<5?PbCI9DjP3;^G}t8 z5elIb!-y}qZX19atkHApE%%xWtXCA#u6k7*)x2AS`Vdo61ho=I*0)t=gj1I{+4m#U z60%Egf1+35AF~~M1RJ2}vXQ2ZFfXs7vNH9>cLXS9USeT}W=T|o9N$si&9W@{-om-t zP@x0VRVvMRdm#tXCR0B6{pOwHuq=@mwJAVqF_#^H>B;tlIAgcYtzI`ow9~!1uNcC6 zgxK7C3)EVBAQsKw4$t9!NiXhrzYHZ*R&>eJ`n$ zZPj+vlU(D4^IzvPr|d9Qh+no}L(YAVu*HHDaqgrNRah`_4K|^ks@h#s$FP6>2M;ko zJticv)9<^{A)8=Ekt77N{4OO{V?F&kHo>&O1XJ7MC}vLS5h7EY6}%)01%a;MzCTqP zwA$T^%4lgc9qN02VKW7IWvG_5#Q273Dn%sc4kbR7iW0i#32!&y^b!Z8oN!@g`Houf zs5Gr;`5Qgs{x-NFaNi#C^&Hu4e3ebKAVY(XMQ5C}VUI1ZZgcGs4zF!CDycrrVFzmu z>N!3)<#w$FTgy9BShGWs-|;B3ux2*?g*V1G?0CFE6ldIFx>DEmx@3A1?crC=oIsd`~43qL|7OahQT9r zanKDiis?FM+%8=uHSd^sQ*JZW1G8Q7to%mO`~}y%j(-uw_K!L1^ z{evk|+~p++a_Gc0zaQ-|8RuWmt`5VSuZ!u!un0X)?1u~Nd`^pkTAY@u=jyOUx12cMMk-8>XW9f^9i*hwj(cm8lJs_2oYh@>iKJS z0?7BNC^V_=96AXQEGY^mp+FaLkXrAoQ_Ug;DbFmaitpO zZjf5_X{zy>p7=E07yYgZg+ZlC!puI0m7`p0RGQo!Z=;sYhn~&}IfynR* z`fc_H)FqCAc%EQV zJtk}t$^JJ1q-Y464bNOwza&OIN$vjghV@KL@3c6JiE9w+9@4)>xK)%K#-y2O-zC}= zaJPH4H|nZs=%-Idq#}#sJ|L{*0-Vqc?g*;oJ_}^09w<(MU8VRqai7c$FYumrS&K6l z-64_w?3g;RMo$c?j=z?D=k0^Zh^Fq3i8-HZb@n*}wpSUew5fWb`=)yx+fo!!@JB+( z?GmF(c7o0J6%iL|_aIn>(#^D1@QfpVtS#Dm_nK=7>u}A1ic3Dp>3JTpC%WsT?ORm6 zo+5P<722c5jr@vhH!j40&dc4mrgc^D^;-Co#|`+4Zlxzj8tw5CfZ#0c_3%)`_*fh> z&0dNw%BM7jP;c)gux6j3{F}4)Z-2V2H|n6%llZQoQ#BoB8nJO}6&DQ3IPaaDeeAEc z=wbswcp@hi3>GR~2|F6^)Ln;z(7v&dOwVqXlTDL48D5HJwW-v_`D}->+e;3$|APY^Knim z&ZnifTZY%_SZBF=dc4-rYb!Erc4{1KS??>U`M`W{@4y_UQv;Vx8iWSrL}al;`8p>< zD_}`rHW|&5ZpLy0psLFeUz=siO{5~Y1)?FuLm-KXxqIE{9 zZ~*kcW`^gUK2UkySs*O`u zf@PB8r_`^eSGR=!f>~_`F~}8*yXa=D%#jbA=r*Miy!MRK_mlHg5PL77=-9 zAlCKq$$6|ME_7bwlQ&t?`_|vCY^Af8yyc>ogd~5~Wz$Nxx3Wt7`~rIM70ipe?6Ye7 z2bwI!Vq2W(E;yY?Tl4|-=~KDtM&R)Y-}HhN+YHKw>%QnZLIoh3&%2pf#ltUrNa|+6 zci>uP+39Ox#q`+4OK&Oo^vY-I@>f@P7CDMQ#%fbl6u6dtTj0qR-)z4JXT6(=dsFeB zZr|gr95?&Kobg_e`PNaS$NXqz{0FB|#vuFVmVVODsR)N5Mg9ii)r-}`wk>w}uuQH! zbGkdd?Aqohf^-6%?A*g_%V)Qk+n8s)h1I*JewO3_uw}e!9YxH_I)Tyz>E|?F-Eo<@ zN17g-c^*E9uNOQhP)N>b?!R>Dl1h%6{Md#S$pL)3ZG`)_vrXJ}yY$jgxPiVL?J2lh zh4Y(ysO;61sv=U>dF+#9R$&5nR0%99AH8?&-O&JnhsNu(QXS$vU$EPLS%Q<0zB;om z(AmUFQSs7PHCnNNEZdw+tk@`7nQ^K{a07KsSHeJxe9ACZgOMbQg@wiKF1Nm6ZW{Ec zTMEB!To{cO#hO>cn$5At{&I{+P|G{?Mv~6Dbg3aA+!WuY()g!E-U@Pk*5k-|`lL}b zZA~f%XJ&)&>wpzB$o^G|X&M%)3KhCp`!92eiM<&f)~sLsURad4lzULQYvaDVC*T1c z!laFz7eb{RQ|1WUyCoRBUB?(Dc0)@{N2h6s>~`GjCCynqRxtZPhH|E`j@qqniGC;9 z9X{Y^3p-Q#np7d_eZ!h1{MtIa%<{77#EEZ7cY`cCNz5I&i3)cWXVi z03_gpnxVB`YM`#SRJ5FoU2EUvO=_^G&C7kQ+a>&n*ippna_LPJLHQ9g4qT`cig?UY z+5By1iv;>iki*>;cfQ{$OT3zNhmpbrI1IoC3-pbWgvOq zwH63=Z)aoMxt!S5%+;q{Zt6Ew?pu|cJ%Az?LsK=HIUV=O;qYtzta@e?ozN!JoegH~ z_b;Phh<+LavCcKg*_sVy*nfQ-g}0M3m4{UJ7AKrO7698F_l>*R3!b_FMIx+O2D8Qa;o$~yEjcaWcH0uai^k%`cGK}bwlP9i)(1C*40Z}9G z+>t}J#Oo7XcHDy5xhNF0U|#;i(i&z>TQGnu^k->@w;02@In2*O3LCf zJh@A19lUw`~LrJ^x1_bvG!Nr(HxyvqWvNntD* zNc^t3YmT<`#jO2=3ml2I{q=YzJ@hKv zl_XHLqnQr+4|x8!09jI(T73=(330hU7y6Gr&W>;Aw%QK^xU2WD zc(X*r$Um-!uIi2k;~e*`)HYBku`onmSYss)NS`u4CdthFL1{kUj8u45xETMIiWE0?`z zUbTITY2hNa2S}E2h#`svZ+;PUy%y-!GuRctR#I>I3AEsOczED6p0Ja2*%7yb!GV8%tN+CuUY`&s>O2)p$=Ufw>L0YAtE((7$ zrE)lK?&<0U_MsF(G;uj(JRXL}X=!Lg`fkG2;`zhhN__(yN@Y)p;?6$-%X7oy9P9S= zEWN&!u$M(X!Lw6mH|xgzi&$7FfZ1-BSfVO7Xk&mHhXxa9dD&B_%;$6GW)?lPV(G0D zda2ElW~z7KDS$-e+n(SQ5aZEVNL`hS@9v8(0LKtZn$LUA!iB`y;`)n#Iw5p7+*JR@Bk_ZiY#$gCC=}9-!?FeSey~W;3T9RW`Hn_*J1rx6o+ESYhX@YJsasL zl|Jcxzl2RkMoA?arFYaiVhQ)H8iR+0j}*p2z)?uz>IGf%Huy=+;m zXO<93deepBP5np}%|W;saufmB5Rl$|F@VJIa(g$3ml&e<&ftPbMTUdu0H)-mLfim%VCrP2LAeWh)E36}xQlRtA zp%@{kV<0v$aQLIQaNEV??a3d=A)!JZ7&t z>lj)&hA;>29_(zFXR6Nr5jreNJE@m#vpU7Ryz#JI(aqqBVvm@?2k*X>t5=U9OCyut z0dprseKvwN41EGfITWUoS0kCNhD-X|pOLYxk3%u!Bx)g+^eg43iJB5RNP5LU0V)Z*9ivM`oD;K4|p!yzJL7N)K*HOqG5%Ih%%d2*(EY6G*pD_ z*}jO9nGy}kDB6;FRkkP@2~lSD-sAs1zF$Pwb=}YN-1q%^{jb;ax*r+e^E{99I6mY3 zd4JxY*dZKCuK4zh@_|U;L}G{V0RH* zR=PcXt+@iUr)3<&rkiWkBBVzpB;%EDK_reeHlbu7ZHG5m`-2D|f_52LsJ#IA@oTB& zx(r?$A+G8N;p!npOV?sN*%epU>pQ*zo@d_rgp49-E8wii536X|DC)GQXgt2yu1yf#Nuck${h4MR@HK5rq6Dr^?P0W2UajqD0gmnb2($_pLk!o7A~-n zgQZXW_7o0p9$yAu=b?l(xMT{NujkC+X$<*pKoyXgL!mr^fafu8)lmV@?PE%tEDF%* z+|Lxd@}mkgI+Ndkk$H)#(TRRCVIOXEcSV)z6n(sV@wTu7P2md8R0ki*%7G89fWTZk z?L%vGL|;nqiwW>etFDHJ6C)+;V(j z*%V5c3VKtvyWSiC5YO?Hi_6qkiKRWS{KRyqx2=wu#-flPnArrZ==mAa(9WX`DLm8i zw@NHhG<}#FBC0ceR5lBmf0R`+;QgE7I;3%N_{^}wci*Nw`FCkFF|8Ho^`|)hNYo&g zq-yXe(=Pv?f4zA#%2jj3kM}O4$#+t<7gqhctP2HHO6ZUN<&KksUkfne1yO&{i_Yr* z%Gc^jS0hgp{cjg)3QfuD15pNOefasI?x8~$SN4RisTjTA-o?4zXII7pF?Q~K$7Z~Q zG+O|Xs1Nq`-bkB?42ee)l7r6N&yI8+lO_oj@#M)yxCY35Xx6K7t6Gp(IEXfHaZ)8g z$L430nwyKC*FsGqO#5X$3~#72Y&84|fGl4>KTcazbGnV8g-6<4&(!B1N36)u4kjL{ z@u~T5`}GpPsDO6`4}J^q?Gz_8v_;ecxd=%HILCD=qyEo7|LiYn0jWwGeh~%HzLV>I z-OhoG++6+Frw<{@BGMej1w7$ln2=b%9WBI=j9BM^Ko9e$>xUrZ$8BKp^+kq5&Daiu z#NQso4C^H%pgEceXq}3{*rMLWp1eE_lEH*Y8zP9f6^zn^5is{cx;rC(cz`qN{2BM6 za*va2Ve;NLUHA8g=0GAK1+=`RzJHHIw;Em%q2XJ{%2 zh2JOs*1y59H?fSmzEh{;`_*V6Ybc3{ek0HYpQIv*u(QcZzaG9l{|>|gckJ4wutPL> zJ%{mC(gN$UYRTPfR4<5j0$Lh~tk+i}zy(w-vTm~{bUz8i1EHO-jH;E9wKCuyLcquf z3_3K+NzmolllM9m%2q~&h>)NML}an1LaO5aoF;ylbc}>#Ub?jK`O#c(KX(RKflO&# zY9@>Qfhs0g)O}?fE#o^+Q1CB1Zwj#+)bk9@uYdb%pW97|wzX7sz|oCdn?ZqnqS+Lv3jf<*Z?Q-%h_^kIX0d8f>*yuP zYA%(fZSRHuWJP)xBib3i>JM8XSa%U(1e1fQmj2)TIw#PKgMEpW1RcW^h#vjLsQ%NE zxkwuwjnjU`H|`~O#OV&+aMF4?3fN**~>Mhxm?9Wyh zpV|+%VqmbqNt9cH&Q9sadmmL1LCoQMpXTyOODAD|BCvq3C~F}5#NJ2Kl1bu{Ut8#% z2?PasE_UJ^hWmS!z>exU2vdz0>}q{ALbIjJ%mM!XM}>|~{3F;+u8W<>H6!syFpd!F zcl;ny`mZl( zW<%x3))X?wrGEtSZVdS+prM4^7V$S;+t>XE(Ior^nIvifcnQ0%uE=QNwifpqJ4T`2&pB&hJP~T51~FoBJG%03d;Q=!&`Ok(DoCJ( zPvOAV2Tf~pnK-R}B7n_Vu=6zKs6S1SCB69WtOXUc-=WZN7GLt`lt5joQcvT0G&jYV z5({i$#eHrXKAc?W%krMksVt*^ZjXrTzw))X^Eb=RW4~W3dHX-!>p@d=8{OSL7s20+ z=i3*pNG_&o_auKK%RGLo2<-kFUmw_dmRB-??8k`L-z`{W z`PHP?Cr=NWc`pDZhSPgoyB56J;(;)xfCYmM-Xo3nQ}fah%udxyMD-SCZR6FC0Bu0Mk~2Vs26(;Q2oYxQBU0xdHlU%aZky72 zs%lI3E|bfT$Bkl`|F>GJL{ouxE2zOAwCzs}bW?+Mlgs{~-xq=&fm%YnV|hbh+5WGypT!J-B7__%%D7pCsLtI-@cCj_Ro&C%!}CK4m@Eu zAmtRkwSGc$r|jC%ZM7u*8M0SSgDo;%t?joFCF z=hhw#Ws(CYe?Q#68;M;3GFMhWo?{A)ZE^)dNK$GOeH0NlacZ&J?vAWOt z)319QIs6RSdWMd2$2}*=5>*8ff{|?)3o#5qv^n0r%o>3=8s3qiV55!76szr2R}*!`k07JDT?xmgo) z|1HG$Fl|+i1-S`Ijz};cV-DnR%Lr8jv@&=Lo4o#h33_gEZcYMZ6!Wm2z-5{*f-|}Q zcK)&r2Z4{}-4Hpk56KD?;_ltQk2vPHwbt3X^-qL@8us7cUIdWaiu$ULzkhA{OY_YM zqi$-l?PoLsbc{MfgevMPcivHLwoAfo@!I|>@3%^ECVyIEnN%X6Rk{*2Fp+cT&-3ca z_4nG(SV?<#RAcW`53`I>$C@4teUpD;)BNSBK|~v{Yj@zWFwX?rch;02wFOUNo*&ii zsG-ILa2hs;VTjTHiVPV`3|$Hfgs6yu(SeM)v+*G7I!E6gyGJv99v&4a1vbZb$$u#@wJ(Gv`rUU; zc5pTmgXn{%5dJEN{C%7MKMG9sf*OjC{(h~0d8D#(tpP0kkCExbDD~g|dc8m{NAM2< z1rr}c84X2RJtqY0lkfElBJI(rtY%_3E&Bf?lJT#_9JBvZRDW)&rk&mIo8ez=ymt!_ zKSzT9@*FXS+BVV=J`gPJ3~}lqTUFCMQC8gSdY*IH1IQ9pp;|$kw#@LtWGs4e&SDcz|}gamyC%7H7z%lRjD4)ZTd(qj0O(>v50#>M+KBf-)U1T$4;B zjnVycJ=JHO`pr$Ji~~1p+SCmcX1&xq$UWSdyZI&U&kmSGov8ab8mRYVO2%|J+B4V4 zkPx{T(#U$T`dkK86B5|FhnFM?SfYczKGesr#4#KU3FD8LXq@91PBS-ywnd-rj~xIh zn6K~;J3}sz3bzLUr#QEuY0N8ECeVy;SKX&~VCx_UDd4Tcy# zWM=lq{vph7sXZRVFBMRw)^q&ocy9~yi@fnBp+1tOJ5Oy~BPfA^@q4$Js)>@K%Yn=f zmR(H;NDRow>PETZALc&=q93r_hHWa-_s3J$_s-${5=*AwL&*iEG!6E>8e}x*cxww#|V(d@hF^=)kf~Bb}2);%?f4VU3*1T|=vyS0u4cchZ zxF3JPBv&r4N&Z2NxG9Y9e%zh)#Kv{zNt4|1XGi2ab1D5!mlQ?e4Hj{RUDwxgWnIXV zCxhx_W<0Uso{H<94Jaw7%E&knS}C-gA|q3YdK0cRzp6B+x{X2sedjiL0HVVC>yChD zxVTsyGI1VgijnTCS}bDNS@#L`1oYvPE}K}sOxn$Om5lwS>DL!Ok$r}=p~`yc;>8bW zE<&*rVLqS#&hZt)+AsXbpWTEeCc?5zMKz*1X~gL`G7(8m&IdY6jmDNA8&XClZbJE3M$=3D_V1Nbpz)hX#yXbh)EJ zijy$Rt$;xKWZk2^Z0^|G1P5ydl>)_`hHnW2IMfgNci-4>2wGLuLKb7IP5>tr!AXB~ z3*NjD<)p~1vDt-_*P#CeFW;jlyr^;@211c~KL1}IsMS^o-951&BO*Fl#>$!qCIJM= zh0&uj!oexbi^r?wm8R$Y_sa4`70C?2lzw(T>U#f`A>Z&`sH%dU4*??Ik z#~~kyWO6zk9no~dVCU**+!L2*>eq{is{rnT&r(KmLA~ET3Q+u(Gu#Ay`pwWuaq* zj{^R-#2A{BNscJlEMz4l0c4Aa6o?IivE&;>TdFTmaY8R=4U@<4m1*XQ#h7h}uoYu! zFsK6KcDjH6h)tWUfMTV7Zx{Voyh(#jBJRvxV?S*i&6UKi7h(lxIOO@sssGA1Hud zjQ9BAsL}YzddwZu;}dltCTJ(HHB3PG{PYiDWMiR6X*OV!@6DV2EzTqMNFt#iNm}%( zI?A!Lh)4{?GRiwGG%~ieI0{$|n)+(k%`>_sS31Wg-wGkUT&ECW8S)w`xk@se+#{Id`-ronT^rNYR zgWL#35jmTWt+~0lLlg2E^gBWpkg32ioXw&2Y<&_i#AZbT`YsehPKi|KCW?>*F#*{E z-ggg@YAC}2KdsVI;PqiJTQvZg>bO}GkLxP5 zIvdWb*ZX!(d(Fh}SMX$#HfLK^b@0{T@EZiOj22Bi%F~6L`nxamf;)B(y@-FYDxnfd zWr~x3e|=2t3h{3A&PF;RVO)8a8QtF)N%Olu!U7cO*?h;~Y>gqjXrL<=C$7JK{Tjhe z;_oN_v-!ZDrmrA-%0>jY9TI{vKe$Gx{^k>3Z?S}4_1+{5t4>HjzZX!p-!1W;tR_UR z<>-fM`;HdyIkRW4``!Cd>zQ)a)r^`B7}T9|ISCRFnmT4XCtr~Ahb*ftneA+H?JCi+ z2oeg@S$b&9IT~d((a0>Rp-OWpE;E3Fr>3N&q@|JG2DYU{34;`~FawBLga68C7*N$M zw3}ZG0*4twchBUldNYj@_#J2$u<->87DQ?6U};x#e&XIU=Is))y$S#2Dkid0y8TA0 z)w`~f=~mopJSNy#3tI_zi{qFHezNz*B&R%iR};YF*Nz?weR$2ygIH%%ot|>%wxvs78cv<=+aYK1;(~u zOx6~A*T@F6UmP7+Qg5&6S&kkFRTahpJaS=0Vt6x97MWl^f3dQqp>Q#s5GdDHI$#%Dlc$^7R-s{kQ=v}wX=F5sVFyc-4UzAR|_?!Z{?8&rh|`L1zsi5K9l@fk^vK?b%%+GiGqULU_%SzY?YJF_+Ib$ z4gUkV(B^RABQ4;yNbT^_zdbp$y={>mv;>G)z#BPOXpc$=4Hxy^N{5|^N@ldas%HHs z%2vTpnOzO_YCb+bnJ7%FqO$FHEMdwpt&w4{AIIBaTen5HT14c4v%x zB48xQ03ydg)O{u^HAtQOYz3V$_$?@NFb;Dze#jy>B&lq5)+;DT4>SEB7*f29W%Hc) z+G_p^?p80Z5`A-fL&K27>mEs*8LL4Q+#JpJ`!PZN5#`ZJ%zjlBs5X7srYxFSp=N#d zb@Q8sAcuB&%}>^Rh)i=Odjji&eSJ~ze}-1*;HW1ZHqYnkU|Ifrr@PA8`D=`+G&r%9 zn`*hanXrOPvS*7Viif>QI0Bi1{kBtPEyRp&$P{2GQ24jnvvjPU>XzQ}WV#F>MndVY z4;_5$C%qO`3y}BsC@GQY)uu&X%=j&t(#vb{mq_s*?|-^Y5Bq!-H}^3x;rhXBHqQd+ z@#C|l)iMF=vsdmXp9pF>2WtIbwScpk?hOXoTAVgpVw3i+Ng!5t*OhD6Oh4W^I}bVu zarL=al0V2HU(gLg^}d#k=m^=|AQ}M4!quR%7miF*%Bdp~TaYpAJ8uD$HwNT52rtC& zHu2#?;Qb;qL@WYB7LOTb5w!qc)_RlaaQ(;7U)KXvr?R2IiedELSewrwKFp8SA3?ro zsXO+n#%^yd0CaJ$+$5;H0j1iAs2;Iv3hvPz{j8v|V{lLnPL$$`2&FzqxM>aZ*6ZLd z@E-#D4E;ukiveJNte5aLCAguzqMHBoJ5`mL*jyw!M$uDw&z`*k8BNt$S-KUM?pLV! zeiwg%+(Qq&diBPV3#P1+(aB?+O5U`gFCPD9_6APQBS-?PN-H2B{TW(zRoEbP zUcm^OEGn%+gj$aUsLZD}m)*=z}~z*}E_^5M|5w@S&@A;OS~*t3UBOWWpxoP?=?i#WWGCqB^c}-moQ| zy*^W|kG;B0->BjP<HcP~+6KF;|4ea5%{~T7$SsoY9_1^bH0X`=LFH|4YPK00_B# z{*Q%}scAGbDv+U*(*rG*XgjOAk6VZNBCWP<+xGDyu=o(?iI}`mAh19dHm_wU5}yqW7>YA!Cj zHI}=Bdbgn_BeHCc8Xl`cNqq??^5>|9}1V>4*`!`BG7We^gbqjL{Aw15-nzIRd+lOpcy8wrZoW*hKj%U-c}7?Se~6Yk70DkJ+)>o}1AEdacPNQdO(?Gqy&hQSsw{y*YatF@x8ul1kHyl|wA{M6lbweq|rcB8*`jQ!4m)bz#!WqjIEMz_%;4pMt z)U9p4``b)QmQ1CS>&`w?mEOXTE0&_tE2Qhz~%UmVJq^$kxvP>azbt zZqa_@_?UpC&6m=G*R7w+v0O5kCsdRF16zRT$j7-j~5}PCNuQq|uhK(CGOxy-dWwUMatG*9$`D}?{bmP>Nsi*EX4YqV|&XCT2@p&7k@bSdp6H$5rhMXB4*^&YJ59CuT|BE_i z+&Kz9+=3W@;*v`M9iXS613||OBbX~X1VRd9-Hd;xxQ+zHW1QwQSG^x7fCmKNvQSNauq4j_4Gjo{h$POD zrDuxS`7*YkB%69-5WvR6dS^fl#_kFc&#n-|TDcZsl z&=&{Ri@qI1N;-H{gxseBw*c!T(^j z^dGlw-qZ%zgZi=d5fL;`Wz+(X8v+B?{lwn8+b#k&_T$-`DW#Ru8zrzI=HbJKC{5|j z*H<&~H}Rnx&^jaNS$ivsy8d37O?EnqxRitVbl;o_mU86NZAQPGQEa=bm8~+m8F!z( zc3s)oRc(gUqc64HZ#xSZ)0@CIzud@BBf8gI8wKisP^L@lRbVTi7Lo{LxIZ287V_=R zQ0sBDK#{79!)Xn*)T6L6IUI%pT=YCoNAX&!<}7<(XN>z9+m50|4N<4A9ZV zo=m11qJ_F!I~S!ZB|p~X%MTuR>>FK_b*M2A3Qkq2%T0ZXFyQhHaBn?2 zkLj&2YAx;p# zyIzGkx^x&+KlNdSynSn-c*S>p0KrJ-hbAN}o&h9EOG*mX;@TN-V9_HieE!hpra`_ zBlCHc<#i4PHpC=_U!L}@AQzEPqxUonQ&RBV znN|DD!F{;N)Y@nhpAmY4!jwsflk=w>~l=cFkmM|$}XHIKgPI_(jfHi1Sm+| z)en0~(51bJFEzzaXkMd`fz+q4OXo;mI5kZChRK$+YcpGFNQAwY%5issf+a{2K!{ z96DFE##OZc&>JGs@bJaS;`YZe-@KZ=Y}WQ|$VFGOw{2mxzW&WeH3A(Jt@{VKsprci{lZ26|k+5yZYql_!qArD)%+N#*z*Jl6%0~yQf z|DkE{5lX3H5{ zfh7x66{{?_N5oG)RZz~XJR}O+uw7x z{|30i3cdNt#i*uwI(Yv4bN}O`D3`eF&$d%#JMA^igV$C*R#$3o^+LxmkJ#QYfOF&p1yaR=}-_*;OW$Q&D?ElvmMQ(W5ylY_mZYywlu2%ot}^Dn(Dr~P^rPnMW=OP~ z*Nyb6HnB+9JbAj_W*UciE}LM~rAGOTbTq6*7vNa(KiN4a3U2J~Z`b??j=?u%=&EI<_pb)zDO1 zPpDW{-MT|UDfM;T+mlPbzB(0|#DwOEb zgu=GSIft;HvW=-X;P3iS9s4@XaQkZdkD}tw#B9a0qRwu~&K)6ki>H3O!nyY`vFIjL zw{$ASZ0~UC2Rroqtv#zapQ;~rb-4F)%HC%I4yBDyGfA$ttG4RUQ@<~*SHIOO8=^9d=NVlM^~!(DDVBty zgzCEp-PH4v?D@7$^78FuZhFT7I^Pnb3g{~&0HiWJn0-SKTh?2XJ*hOx?!ZzW-PP0D zS=)N6td4&L_R!R|!?FhyJoBQ4szSK!EV-dLv$E=y<@^F~8h@rUgdXqz)Ei+BGVKHD z-BaV;uctq3jwm%LJ?l#cFWuoR+Yz2dBmxn!7GdJ#knr`(s=iNCUR~JHwo>Mqa|Or=rNX{E@AOv3-)dj<~Ym0v6CIhxo*6mCM&(TCnnF?V6BH5?@8#PD1rKicB-S7Ki9HHT;?WT4hz)*nx5uw1B6G#>}roKKC(3s`C$yr=)unI(HhgM^G=!?s&a&Bvx0X+j*qN*^vpN zZn>Aj;GJ5J1!%p=>G@e-S1l1e{0UJbWJgd=)U%pjb@2dT)Hb6okELj7xURd=_D0c~ ze66!*Gn-PUh0X~m@n}-x((KoAW0H)y0v8X5+r;srC1Hq=NS`eSOGejLKP)`8R1YyD zMAaG#!g_K*vqgVz-P88oZbYIxj^u%;T&%iRz+2!UX5_y0<-|dJ3sqza zaDBS(z^jwTV@ml4c5v`Z)$F*v)2WMcO zS55npGlA}nH9oI<#h6hTOZG0h>@)odXuJTF>*%6cq|ftcgtaD5qpzdi_fu(vA{2CN z9qRkxm-z*3gZx=oSR$O?5RSamfdnO)IQP&^tFq-gtf7OiD3Rp@=B{W79WECA_xKXfYL@7s|{ zMK5?^gIN^qI#H%kDohSnu3WJP*TZN*dq%bWpD|hKP3@|@TXhk@1>w)?AqVh~?V$Kq?z~+S|6BYm5l1R)~Z-93*L319WxwhW7R8#%|Nyubi|Xgk7!ja@>3R zzKR9(^qP|E0#v%qI-gISI~d|e2ZH9VuN=`=rXT6!mFG-SU(0Cg!e;^xNR-z2sw{Ph zklPF0skJ~_@}1naNZf(?^fPPD;!2_$cYDSVhj)QrIH{XJK}y8DN=~}yZ2mxOa%oi5 zG_52jM`i($b#XKExFFV?5v_Z~JdSB3woK7A-pP7h64x+9DxL*%n9l#1iULLgM4Qmn zAQ-f;pO`M^ERHyHwS&fAMgn|)pzGdqhGlc9mfkGe7=;nVcTIjJ)n#0#{H=rI^{eJv zg5($Z_A{@RqwjiCZ-@zM%*nO>p265h40*d%xYtvrlc1u{&i z^I3#%h?(7!(EBFaezovK1#-H?BC2$YxYZ+#KeDwpZPhC}+xc8XC0c2X9g(1(q{29(u)%{b@0&d^BV$q^cceh_gj8{qL=@5pp%Y>{O71xEM~ibRW+i?Eqoeq^SC@~!jMe80~s_BH*gAgyq{Jqt3nsL zOkgp)mTKPh3yTeE9e~Nel=IwD)Kk$qRC#@)ms)<;i(A6Sf7Dw0cRKNJh`EAokdf#@ z#NDb$Rcatk@oE+xC)lv*)BVdY$N#O+h}n;Zi>)? zqn26TX(7T}`MfA~Qz}L}`q%lvv(wSh+3Vg~gm1}wVgXQu=hz4W5%N`{i^y}R_pb7t z4XBzesC{=LdSN00>5c|T>7-Z;5YVYZ1`Ryv06LfeL4YfH%C#*uD|XrpHM&i;t|ur< zTC}Eq|^YEn)1S=W4z806E@1&z40ko`pdZ2}k|EDs@INbh~{4>7F zdS>tst|LjkKdyk!!##MeF`xwQR16A>(faoURMgZ6>RAY#P7IMB%&~&3kt*2T)l*36 z80RV>XAhx2qwf)PFwAm9eB6yW64GZKx8UR50+i>$<8ZCZ7pozH5t2_qiB1i6@S5UGe7EmEgtM!)jIi35VLBkD4XesS0#x${9u| zlZXf!Eb*g*GxWTbiJn>8CcvzfEoB3>HKk7I{sLmAK2y)O+E)T>-=82}*Xw&-!{ABt zUNpBBl#x`occ2S(cV7KO2b8C$b%D=9Sz@XeI|N=IlyPnFgcyc^p>Dj)BI4o)_Ox#a z+%=;Y5!?KgTQpd;kUY#`fsE531GIoh`#(e-j*Ng!mF?GCNfetHyin%XJ9w=+ zpu|W^s2!E=PiZS8Y*bPQ0nMme!_;X#J)DA>QA1PEbPAh`(M+Nv)W@(-E#+S{geYy^ zoH=$7wa0X~CQQkY<&=c-u5mqJ00tHoJCyz--W_)u?mNo78G3nGBob`{qxtqcSBh6q zTuMq$=!u=%2uRA|Uj=33Ryw@5uy#Wr54%&YM zNJwQ?+mcMIfL4Ys97W1?QwLBMxW$Vqja-O-$)7Wcr0-YF5r5 zw?tivj;*-~yfRD75|CrN52Pb+Ia9Zkq=5-UU+&H$8D8*L%oT8L1A$D<+VPq1 zp&;IgR>i$#A3DUCy<>GfFl@lZ%n+pk(rqQerz;AQL}fnakY=evYsz@|Cw2^Xw|lH3 zlqLY&X~>%K@?2Jivn=bfa3GU6MtUo+fd>X2vEGQ=H)Rw5>8#Am#o$m#)DmJTS{Iqq z;!!piiUbe4K>c+o>!L+>*}kvER1yqFGZ1mGO^a!0&u*$0AH>KO7Fk$~$0VA2_v|wI z_EakKtF!#G)bqP+cT0h*Pe}<9jIpl!coz;XH5?sVLYCN`^(H~(F_^vg3X~+wis@fe z2?#+&eWAm^&seW00RV~bo>9hs{l8_UEQL#Al-p3!PT9U$xw@0h-u8mGko zT;#G9D+cjoxwk}H2*8KUOGXY12`;Vfz9!Y5&bygZ!+Q|ld^YmMkm`abjIp;XLEoYr zTsM-IfmABhCUEzT9TzlBuDQA8CFwGONF;RmEd<^qm5!je+;1iX!AGw{mGoR6f+XWw zV~}N16u46I63*IDx2C9piNA(J+DdCV z9h}ovkRjGCDzjNB_X$S>q7{jV+%S3qm3j-p@v32ss|hgMUC_23KbA$y#{5Y+7(vVyYm|iGZ;kSt+7KyY{L#1 zB&Im<9Zv@)EphR6&~62V%yM(f#xJU@z^=KO3r7~OCN-lBg>NWCkdqEUC!RQVr097M z6;}CMLO&Md{&Ss=A3>zA8mx(_V|Fnq4uiV3m{+CanE0UZ1_YQ$yfG|+qTQ<}Pc~2` z-mta)fW(_zG4L~6m-m(1YOK(Q;3PkccpG~RkLl&x)?dak`wOy} zXa7bxnPmFncZ)c#9=Tg^j!~$F^iSD1qox~*Q+}<70w3Dn2?Sy0;N5}%bC z4gi!8M2(Vmb&DC!PZ<7mka{q29{%~iow;Hu07}nQ2>fn29NaMc6Z?5H>wp3mJh=MRr{h66ndm=OxG=`UU zx#1Uj#Vk_Q@9oIhGm{TOXCG9Fd|Tp}d|UUpd>aH0@7&!nh2r7}t|wKEt#MolP9Oa( zR3*3p1?8T3%l$08r(A*Zkp{ zzP*NnqgsWZnY-R{3Z+7UCfT-#J@Oih2ws?(x%ZTN$m`ZqZ{6|&;tBb~%5q=WMVUS0 zb|&mXV6upMn_JF7SvL+ph(?P|K``|uRdP3h3xPD&Am*# z$>h+Sz_$1At4i_yqGZR`OGkO;|MmqQR3#+Q%^}ynyJRn>fOSRH$XfI$y@?@T*5f9( zg}Nv+C%D)rFH;$&8rLO%BUxaE?#j$I-#Zg%!bki$U9Co}62M?-P>Xprr$Jzt+6#g2i)mQIB0LJh$et_Ldq!?5e0ZIMmQX=z6<$9WgXaZ^bAp zTSTx88;RU%BU7(F_peQONRf;{(a1uZ6VE%quKwRarueB25CsW?2JuN(7 zdtEk4KS}Qrq@fE@ysPt;>aCdO+L<_4L0MV)vAmMfgB?xR$by7FKPp+I>u*uH#q)^= z5`rYqB>@Rsc{5OaH2C6$3(MF(f{%gVR&6E{iu^=Jd&fZ_=b@?ScU|)iX^JggR;N5V zg8az5oDOa1i&rY>xHG(@ipuSSc!Vb^u?SfpDP5qeXaQMU@dY^el*sEPs>{&X2^L2^ zTx+MGA1jx^4%#lKL@six(6_RBb)g%s5%r4CVtTjz`$-|XY>$FM`xa`On{gh}3XVV! zB<#&|6;FZ7Ddml(T?;+qHkzqRi+Q&RNHq%tHGuxFEUdfy63X2eS?ieM#)x{tdh_tM z`YoP#ALY2~yii301A~O9X?;-NKvUolvV-qiJX2;;%@mH^E7iA`hYjQ*^n%op!_B&( zaL<~A;YWyV$^h_S-Yr5ZGy%2umxZFg35%B>vG+>3F3%=nv;9X8-@o@xdft zU>uGH=2Lg# z^!F0ugAnEM;^c$7e|h3UqGfq-Db*|gMxR5S_&~r#ex7)@)|AFRz%C5ben<)?5C!M=vgWe zZir(ZxITB3x0wCd0VWoF5Qfx?KqN3fU&ApEB^zXrj4Ukp-vaa)GQB>dkiP}Z$TUa% zT#e?4cdw3lrv%F?gxnvw?m$g9@Ilr>U{Gqo?3HN7eNCH5pbG_igzx(*L-Tm{J+gs= zF-08-VplLi$bLGLMnBy+2s_a5QoFwa1{)lK2#I21Yyv>9M0&WiTN37=*VUs3dZ-2X z5b%!7)=rESyni2j^ZXEKen%kZ8)i~))lPdEd)uG}tL9(-h zu+L^Z2y6uoDO$P_iUr8q1EB^ruLsQ+%eugdUfm(=q#7LpB3mJJztrz7T}^GArrwZV ztRwClxhb?DG3yce90rbI0L{8eeXs!J+f%s|USU1o%)>-16Cyv^i(ZdRiI`I*H7{vW z>dQEcXPAq_NFUs{&+lly!7z52EzvuPJf2!7$naXY53fk454?^bH3?1~HI$KF(p z6~HeIv)`Ku?V@fI676BrsMt7}+e3a=MTLyRllW>I4sT(chy1n4Qm-CwrXU1iz@-kg zD+{S@l^b~1zT0SbCTCAv<0Z>kJGoV$32{kBjR)@8_bfDlveJR?qVj47R19|$2cjK@ z2zUntMFr&%fm@H|(YkSD(6~=qzvU`qP=5b(6>ta zqI7;*`W*vxHqVHElrAt7_%+_uBbY7pBGk@udX zvxS3L6tZIDc89cr;e8-;`p;%h7{QfTkOx<9+E*;JE`ODM&GPOj= z;Kojq%OVR_hko&+Z z5ZmmHDnM5Z5I*iTudzHSX?K9oUq2F-M6xSi9bCfmhF$3K$h?7&6!IgCU3PujiTxaZ z7Hl@HM29|L%2TGz3=_mq)7?PY+^ilC-X~U^`a&|ZeO!ELezTNwZnTe-s)Fh9dwbCOHo(FyRB>tbl`FncnoViuuN{FcC^PJ$G_#rD=B5v+W>@L2iCotj9V8#o>G^4*s54X`Xdv+!QFebrqBihZc*d+{7 zeb4ANddC8j32@5$ER;?ySCUS#ePJqh!-}%lCT_h)s$jMOw8~1}BU;u8`kkG*vw#T5 znSc4kHZ*quP}iGD@L`nc0mLAwaDpb{Uta;@Z7@f|zC(vv0&@Wntnb^kYuBeJU+3}V z8h6~IZ$nlFsGRPF1d3q9OrXc-`8f^T z>}Cv&KQ~Te)l58eR!+{oX|_D|jGdRqHsGWOKSfd*3>Tfx<)l0kUZrGEjmxJVe)!&P1a=@ab60u|}z6^4mFE2&)InI{=fn z0xuGV30He=4j}ds`i^%dSWVjhi;ijPTKc{**$u5=6%`fCv1Lg@)D17RM)&2^i6>>z zv3?FC2)n#Tf>_Xs2GQ3+?kBF(HdA`jEa8kMJdyf4uacg|;`^5}noM@lw(pvlwIA7I ztU*&d5C!V`OVe__`B`%2aTEUb1>GP|{mYK=l_EzNvFF%U<=1J2zxst4jh^0LK^r;C zlmB(ZEN~tz5Tb6z@px_YRTF)0L@wl*{JsnRogY~a$Jf52w-^UVMlBIuI6;d3_Fo$s z-pCMjnI@`WL48ol+tyH+a2q;9{uppa}Lc4fEm%V2-sVDCOq|A3!YYk_U;n z4%KSFqEJ^NI$}3(Mks?5tB#5Sw1e@#n0Q?^)n93%J-W?@?nsom(X-i;*@QWuUi%Y4 z)pz|tx;%jdYir-Ui7BaRsJ)PXqUKbjW3dOGx46Zar&ulS({aD?MJL(LN zDYGge2=O%Z+wtos#!C%P4w+&QpY?};E0(?+{R2Ob-krD$zIX}7j9{3VdC?79us?{n zer7UgB&6NGaxv0ZB0x0_+>PbnK}tD68A8Y#0EO*(Zm3zl;M}}9fZ^pVng?naw9PFs zr3U9!R!hDyW;Fr+<~0*k$e%;=xLebkxZ`=P0_T;-=rjNNmPC1n8llfvYAU2R#OGr+ zj>u2KnM6(=-+k@(xM<_&=jKMVQ?czV%CMqUUTOhk?kN0Hxwrkwba*xa@Q`6b(8AF6 zW`QB@0#0)PjSd%qd9rMFnz32<}T>2nuJ?T&OYAEc+^Q}`IezSVwpZs{cu;DEy zgfh4!%Ql{zP>pb#yZzDJThO0iqbAi6uQ$AZ^CSa>5=>P=d1UOzr-Ob=iFx?vJ>@?s zL`k-#rMct3$V$z@8JRBaXWBHrs=t1l`e1u?mL1mpVn}i6pg#8aMQf>L4h^$Ie^?&! zoVNuig+w64#kp0-?@4($R&wJ;GBFHQwt4yY zCjWJgg_#K(rhlWND-nBl$nSv3Yz#O;P!AI~?HTvBMf@cMU|j}j3uO;wMMa|8d2tS7 zhzc@YCv<)cts{gR5D7qzz{nZ!ddU>e3XGf?zk%G8SV?|EE7;F%ZA@4Sx=iT7#~(5E+yQ6goW_I4=Q4Ja;Z~J6+5kL&!}hh9xaRJL@&AXCq@@LF~>qjAsnsGN@s?KfwR1H%X*WRF}l z2l279zwdnl)CY}R-a)0#%Sc4Y<_vmCxMYB9OJHb@@(I*R*Qs9Pr5)zeK`(@rA1c8L zrIR^}sBTBxH+qj&ju+_8bm4O=z3L(cj31OO?2M^iB?&n;p*tj_XeXNDMal|j1}0hmN=(b-3O z3H^ws-#gme4xoU3i*vZCRwxHJ5zyr;;;Y7kk_?QYLFlmuI z{R*+uC8uJ@^ol83OYY9{e~g|upl?V6U9Vj6{tgZofP5+}k7<{2mJL>zoQ;!!kO38M zDDkmZDK>)sHs{yHQi{Bx|BkJvHVyadeHN_0x}-hF8K|CO(jEq=PZWjEf{KeS%Y5&F z1Dn2o|4zLR;Ea=g6>%5p?YV{((DTNmpJJ@WS5)npXQltmDc2`CG$XHJ1M6hx`Jf)lA`6r16!sx+1CGVb}guIdg`J@T=c9y_UL{y4)n*anPjLcRKS0b2KkUB zU0ueH1}2Z0#^3C*%a21a4{WsxyLZp4I60eCp2zK54u)i61XQh`y`C{3GQ{XeHSbwu zB(IMtU9*;IqmWPh@)tS|k^vaHDGV*Yb?fB!_?*T3s`T`~+#C*Dw~$fhBWT2k5pD{^ zS^jPz5>V}f%Akmne;jGv{M&`a{3>MYXtR9CnVI}Sv^*YG?yuL2jZJWHW%zUxvO_>N zJavp^cFiQm8fDB;??&qRp1Uqh6H=zQTr{^BkTt)xx#RxejLE+>sg&vh5=-szJa&|O zXV_x9V(6u1@r3vJk{Zi&_#~}xnnp?4jl>5!E{?^@T(md-aE>PWKN{d2)|Rg zRWB}7gkM#XHIZ%G<;rtm|IK-nC-+gbYion8;GPw`GG#eO#KObJ;n%P7CpyJBBbYb! z3ETEZC_(~pYP_Ve`h6Ze_exy_lO&vn?2}(;Z*=tAj6Nms5l;YNk1x_TKKR-%s#{|n z5sf3SAK&e?>#wB+47A_+gaU6vl=p#3WH+^;5bCJ1dOdyYmU58A!68Y1OY>a49Xd+0 z6-IC7b{Pf`BlYW9nS>Ff=Hfc%81~M3D$Gndcocl6I#Apk(l8XV0YoVJ^ffdeIeNdx z(_(7JSO<)w_YgYR>?KcocVlaj(}aEEh%*(G!!gZV)MfN7(ALu`q`LdQeK!y|9&T=K zDXBy)e$X(4+Hn?tf7bOeBQF*Gv1!>kIGDLI%RrgzuKTohY;*qlJfs+~k^@T0yLbD@ z|MgS!_uhRA`IB04N2pE#&)7>`EeY7>;H6KaG}bk0DLcfMUYgGe#UyFxVF$?<=`N*Y z&@1GGR}hy;aI?|(st8`9oZKwXI2SD7_g0)))eH%IBQ=?&v>0&oBb6DlU}1)@E6$v{ z{NThje2$S9bXJ!pEf|WozzZ$B&tCE6*R_LDoT39$OHAD8OK-9hTFd5SQWrC*CORL~!RADX9s4WgF2_w;;xXOu(&!VpHV6uC7Ts>bgfR;HU!VRSa7FfJ)kl@- zJ*N-5(z1~Y{IMA_GWW!(uSh4y_3o^wAMY9V{^VVK$h)*Lux>OePWBZ{j&|XDJNk1= zg?kpG?pJdc04vyIJV~L5z!a?ui?=V*Npa<<_t{Z98sI;o)Rh8!LJk7}E7pBf|8~MeF zTY;WWfskj%o%&me)iBFY@bIZ-fOW5S?cdEPZ(n~H`xzZ8uEgoeM=xfIu9>4h9 z#Vhw%ZHK+H{b+8Fg>!Il02UBe&9Ul=`C;yJk+`Vtjk;scmct6BpRej}JssNxmM~pA zLdwm8Oa9y&`2P|27C?C{+uATBxH|-W@dSq#*Wm8Kg1fr}hu{+2HMqM52@u=^!6CRq zaQA=6-bd~|XWzf-)~)ZPri#$?OwX)dy;|0@o~53{AmhY3hYZ*+EPCo7vM*tn(vyLq zkyI_&1H@hVD^1B15U#JH+X03g7$fw*ee|F0MkM)db00&j0Biw8z@i420{2saY4q>i zs-KfPaA@uz)JawG5*6Y}7l1%1Qv?0RLh)DqHZLL`cTnrDIy@0Z_0o5J)A`{Npos#O z!2sHim4}DN_wU~&>BQR9ul7C64cIk;P~9GM_WnyJop}`7)d8$W0Dzbu$Z8FoYXR2n z;z^G>@ip*qxHo$m%<|z5E#4Khg)J}a@>(69`M{}Uk`;iN5J+(Az>{tXkO2TpY0q(L zz|{DhJ{dUE2OzMwZmpQo@xXhAdtQ_!7h=n@XYLQ~RzLt@sq02SUV{ms4uH=Eat%S- z{qCqbz;l31!moua&HPMr1Vr;(p1J<>d+et^E6>)z^Ft(u4unbEUvqQc1`*h}0@fHf z8@K8Ctr=Rtq8?a5Ydt$qpXnfg32mS3mrvcCZG7=VkfVcSH(SX)_2G2W1`+UonAnU--j$uu{FPvnLCVEWTvI1 zCns|n^(%k%5Gc114&r@dC^M=YBioHViw0?zEF4TBGgST^zFn;UuZbX5nNo_05XCVi3=i`Kv z5CiurYsOpDjT}rl-EVTyoD|aVznUt1Nr3%}2fzU^RfPql%T9kfQ#x2@g-sZTKYz=> z{Y{t}sJ{b=nh_l?_tu^bKsf_Z1;7;g%p(f8bb%Abd*B#6%sn3=@I!vETo$auI6N^o zDK5~E>rQ}{(~Gcbz*MVL>hMue3B=qViTg#V|ER^cl8p)6>AMJc zaia)07G<1zTA9Vpa4-kaCyIcDPD{G06pI0K1DNJ#MU=Yb6juyniSUjc|D zT6YW5fTLd^$^qEOUIU)w{kWRiTHuUc6QH>VmV*HH$OM2D-R1$Ocz|!Z5ZKL~b_1GS zP*9)~+N)JDbQk~}0|O-CaX_>~^a-#hI9zBv0u?uQX0`S8zThA$*N!Bxw{YFbMwdw`OZdCoG+2OdCiS53_ ztO64-E4w&xu{;es0aOS7)@TL+2F586XZ0Z$p1&*ME{j{!y9 z2MEAkYt(E2e%UF&?MgL}W&@tYBTkcy5nck8)G zd?u~-NmQo!W`s(}9-RUO4SfJmT*%Ux7-#)jY~f&FIGonBWi!FPvO>dJmb06J5ge$+ z(5ewsIQ<0)lue6YzXn2frnKky z+kq6=AGI~ZlYc?oB(r;)>=M3%hopPC8wTLImD@G%2SH$PEpW;U$b+Tr&}IR&F$b>` z_5efLE(i2OHj}YJD+k;&k>DMFuxtXnTazZ^PUGOS3Nm$ZKFamz9us1^`aF7QPdL7+L|G z?f}mG7TEutGxt;?WdckSz|`f=5NY}^-_gPH`jP-@;NY|hn0|r$zA6Pab2Xw7jKqL; zsTy6WE~x^cHnsd)Kr-Oy2g_yg!Au9>XvTP*{BGzpQkmT6c9+`i76@5855D*{cLoF{ zCVT`ENhz|=^m6sXcmgbuiL70OaT$8?iHROfUOeY}9rF}co1K@)%^J&}?WyuWS^LV^<%;FYQ z)UBlhpb+cnQgC{xz|q$c-~%4D6_jK2e-;!lRX+#9d{|6bcyRKon6*Vin1GkEUj$** zz=mDHd<&2F0*2$%xPOnKKg8@{J~2TS@AZm50QdDK>={hi{-bojX#qfia zF9EQr!*`f(^3+AJU-bPI^r-Q$hmeKz-Lrrf@&su4*W2z6&#;mLAZ8KfP=d1N>PVACS1=V&Gu{{3zlYS+5&JAj|%5eQuH z&O8ND8o|KA5>%Gz(Nghzd(FkAp>qgu8oCjxz(ekS1cn*u5ol?;$`Va?o~OM z4e}*E0w{ru75fpGZ$7}w&HU}P-2l!jPfYYTZLml_sd|-hpcA2rsd`e8GQZo4*4od}`K1pWgL>k7IC(fv30)5yD zWPy7Q83H!!E^UKxDRR-@cb?N<0|^U(P33K1)uhWE5X1g_&}iJsE6qL%j4EIV({`HN znigOJt9xK23Gi#}0U!bf;QaHM4oOYx>3bz$;5IzI#oc|wA|?h1sgTyK!gXKaxe*bp z0Mt4 z69DE&NQC^-sMG*-39#w)R)Lep0Oc28kn!EXV&dXJRz{(v{#(bXN}6|N>WWMAe|ner zce_I|Pvt)S&Aa3~;-j)!!z0L_?CGN`Oms#^Pz_MNii?U4)K&lqw?jQIc|#OG%w^aC zYcU{ZZU|NZIQaxpYXhq>qt<{*f0}Q@9)bYV6Bs!Cprq{KthrA37^9|Y52#iDEPTa0 z2=5ioH=q~Emwz6{B6k8|gayPP+j~I7Z<`&AMi(Gz0s|G<*T2_-(zaP{G9BJ%Prq+hvj49 z0$-PypH@9m2k8afO?*x9Zsm1RyISIXBz~a0gn_WPyJC|1nZ^BpHkH=a(oEh};DaVk zF2uw?7Z2$#XnR|DSnl|(9sCf*FnIQu_6kZLYmBTz%)jD$ih>Or5KG(aTQ$XbGx}4Ij!w@sk{}YEdAz6DTU1-8aJo#EWICyELZYMae~S?21M)qLRL~m+3zEM z(R?GGTUKYyC?ePM7wkvHL})8{r;ZMk+{T1Noq^|l6^08zPnhe9MeE(zgKpV>{( z%}cs(_6q+xkXZgPj{cy}RQS!6sbuVE>+E1?>fs0%hrDQU=SE+L5ZIq;cvv8&&BE-pyvVnyI9N? z;MN4n#8^SkbgN1L%O)F$?a%+QgP!?4fqKsmkTo_k*B7#N1!*z?g=}1`3|wqnT0x$CaQVz^a03qogZ>rAB3<9pdkjno;0?f~S3yAZ-ih%hqMZo;rQ~wDWu!5NX z?0I!&HV|7?Q{%KzMf2s$ZAm%?cR-Ks(1YG}jGGO^r!Tzfrfd5hk zEYC{#AJ79977%d#R#|lxFbKH*4`uMDg8f$+u>Q3So|W)FAp>?0%bzN%&cXo#uD_7M z|B;ns`L|}0?XTtXAF`8RCJ=D_p&MXk5ODqf%H@AyF~R@VVzU3GG{FBMiwR~0D98UM z4K@(?|I%WD|EWHDLULBRDF-~A6O`M;6CZ{z#l*AC48 zw1)ieYVfR&|1xPfJ}*k0|KN|8HaBtvY5wjq(C?c;zZYFfAm-m~fqqZDN+6cs0~*Bg zN0r}JMhRHk{;7RzzqRupOIOzCYJc4J}FkR8M&qdzTm=uW=>67`_f;cy@ z!r-~ETxc#WjURm4ue^`0E=>*| zbS=Fs%WZY`t$ZPUQ;5krGCmY6XEYguL~>4PYOSq3wV@}1c- znn6xZ6baBZ|(S}atlW?uU3Ax z4rhO#Kjh zsGG#u$ygjIy*dz^vG#qX<)Z~R$6t>NalzxQh>z)ViNXa5%LiY&2pj9M=q3>a#Zk8&O)fSubQg}Z!wQ^sm|r6X@opD( zK%DcN9a2vTFB-e}L)`oarqvd&FG0s1$o$@KGnLh5>!I$M&7;p4U*T zld4uS1{3yeWv}^3h-EpolgL^H6QYWuqjD-#h@~^#g;!h`r4dG{dA|j3 zV`T1hLDwxkl<#XGz?)tl^LEC0y7I5Wdb&cc4)C`|+ZCV+NVtZfGLoflc7?;6-W_9f za`Csu+f|@4lJiallaTR_1c$@PU#)Hi0JkHIoP7i%3u9}^xF+f+qse0rzUl-x@H{V( zVi;2Uc3KfoD0!!YyYi2Q*PR$?I3wqe&g!qo(hs{Z;R|o=U{*c6t|9T$3O-Sa66hv+ zY4VVCxS|=r@gWRfV~~y|-tm$|upO`lFPNh|L~fb!jKsL4z7I69;TeGsq)IZ2q-8}# zAF0+fqgXFRKpwE=%^%~HWTnQg+e&Oui?^rsT8DCdOI#Rp^3oxyH>uXFcjig2w^<@?oBxJUbGcW1qxgNF2dm{z*sHtdPZBb;0b%i~DRGs92&$1(($i+)!?HmD{Q# zA9?4g8H$!7gb{p^N0q2;ilobu6`ITq^s1WzzcehHjorD$w9ppfGhTFMXV?5^*3l;*xf zSSx-v`78@F?NFS*NNt8s!|u+qNiUT3gW>9}bhuJcFr^UkZ}mm-Hw)@0*bvzi=Q zRZb?Yi)vhjn25&6o(L=2iJ?zdpB{s6hCBblZF0Gzq1v%~5xoI}p(E}!LYF>4%Ug%3 zuJ2VC%7J7`l77+B_n)(y@XhXVUSpYmHsM|o;;UA7!5SYdu98;C zttrkm!`3kLn6)fZtcP#4Lpkbex`x!G6btp}Syh-WflNm-X1&63`$UsOPd2yd5z5MvubHyt{RbbeYZc))hgN@Z(g@y3g_9ls6+e}`gc+(GtSWV<_#Qv@?-*F_1(d0~`seNdx#!ddtk!kzss!>E;3q3JJ3q2K)Iq$|% zr-J?A)bJxs;`FFVQUIAg<%m8P6t-XgTUK4(QlyBhs48(IL{bg`T-C$an|ohkSl^+# zVEz0KKac_|#{{>1#EBQ?FGZ4cp1vkJdFfaMS!(S7V!+opaU%~W)9MZ6zSouI%RHSIb<#-;-A7UQ)WNj&cT%|C8T8WXz%iw|Sam_L9NOlInp^n_n^jc> z;w1Nd=a@b!eBMRnK&(#Nv{@U*cQWYkxzv@0_rpTC9O}bp*lz>^>#^kpWPRiXy!_2? zE(kcToeL6_Twe-E=YPbJ)BCF7mxOzYp)-g$murQtIZT|8{}|vB22T-z!b|Ld;V$}( zwp_tqtrT933#~I{$&}e09!N6W57AsZ`$_c|u7H9=)_eX$3nt7;d^)I2=igxZ&^W>;zvM zkjaeonf9Ry9GzHlX(oTBYZ=SSRv<`ZBx@Nj+2v8) zWYXlmpkCrV^yp!IBl}fdi;f=d4YHDQBnpQA8+D>Hy^j{&cKZFiutX>RVgBL5VMHGK zwjq=+S+pob3`ll(k|{3_39*Zns8LMdZN_bsi&fqdbd`?eN<_e?d=St)?P!9<{Ve|! zHWws|v^GOSON(2B{L(~#*+Adz2a%~qQ#-fw)8W0sBfX@q;3Wgat|4f70`u2nGlsQm z=)|%mhkJe6JCsUC_w&scWlF?sPB zxK;ZNFGIn>#b|X*7hf;yEj0UQ`d*b`iGs-*IGHL12+bTi^w6TU7we(-oq-&-ak`wF;N8rw6_{?LcH`V4K*O z5FHpK&RvOyYeeF(#55g-5q3C0#ksj^mpX537{)lGxDfm_z?s7*F&LAzy*fXXrAz(1 zy)5r;Js%JU{_L|~zTL+gN26V|LGW;YonY&|BEXe#@pTPVA@h3lz?1X zNHCSMf2x(y?t*P=Un&C=HjMN`{_2l+WqvdXsjY!XT{-IAI=pUY6ONyjWuh7K*vg}u z2TX_R^OozwymLV)hsR%DNVaIdTdE?~*$=96)^_QI#m{Ns{xyywKyPd-wd##dda||E z+-vC^5oWMppi+EM2s+4;QIj8J8;3uH;2LK zuB~rk6vGKJE&JgHz}&b!^8tCes>XGqU@d_lV5TuX(Pr+wQZwa<#@GA&4@++5ZuQ_( zr@3c>T< z`u9r&E8623v|G#H`aMlZqP>0 z5@5XlN>Ky0#0+;j9w-VkI*o&z0`MXn$v4VD!=1VtpQB3j{Jq++`e)MWwOKk?xtkEETLUbXb{p`Wmc(9Tr z*4uATEPKz_J2PwLJ=2^8r^L@4QZIdlZpqi?qiiGBt0SXjWceyMANe!rL0=6W_4wMG--5oMiCX%IOJG4cUuv|wCVtES%@s&B(pBjUHf z#6p)YGX-}VWYiE02ALyoSe7S-5@Dp0>>+zmpIa2MLIqWkcB0)yqZPMs%V8ECR1Ep^ zCQ@(Aoe9;wa+DGVN_{>q7 zQuZ;_ci9##*{qYHY@~gD!xmN7=By=H;k}GK=tb~t;4rIoAQ7*P6<;Y5zSB)=%{L96 z80-7>T;-gz+!=9?U2n=;B`4{+#JpHc3*QX(GSw4qKd6=;Z+cO9H10b?=lyPsJuDD$ z_?rtGTqLG)dhYBlen1O&xu1FKFMzSBT^8xE8xCe~2S?NL*EU`%7t&du-QI*za>r2K ztJJF&u}$_D%9SqT)y)S#98T_r;$zf7B^HHEil&lT$5cqPcPkjtv0&d|r-aig)K;vaEeFVrnc#)*~p-{Ft_G*2K>yL_*tyLeOU07ooyvV6!G9U0HGr`IFL z$>J$;6=oV5MP7RE!F`-HrR1|_!lpsXAsuU0-czF-E}=Cri6=x4cP*<^WV2_8XF zhvOJHG2d1^+Ba}|%=ji(B_FGsT8TI%VQ7c8bt@Ru4Yof)3Fa&Bj{AzSW|O2c!}&8q z5g8OUNNfFyo`p3CH%RKMh`Q+2i9pUncD32h7GhWY;$Wd7>dZ^r!|ay!OSrkKKKDva z{j2-n7O8Vf<&#&ZWvzp}DNg0k-1gknMxX6AF;*~PNT{Uj#itM^XDCP&?r?Fly9JFy)i(0CA z(AIZ&MSxV^9zIp;_S!d8*Qe6_lX>e=+D}`x=GiRIB#Q^G*2}BquE%=}et#?ctB(rE zAZI@%n$HSv3Y7#Y(+1gTjNe@qiR|1jE<_2}el?kGb}H?p&(o z_uEWKW>}xdS3_ozPnp837%h2;l(PwBUcTHU0`pS(d_+4Cg7~^=Ye&U7W|Krc=R#tV zWtz6oo*ic8wUD%ia$o>U_wgg&uP&Og>Yh_vDMe|_o-PRz6EujgUh0o)6N|ys!Y#9q z(oQC|H&s%PRnWquuqJP*^1gZEi63z(NN~a;?C=qt79B!yoCiR~@`moYF`Xqck6tQ% zP|)S4%ZZuLr`a{hJT2!!G)Q>0wkro>4ScPY=5%dN(Yp86+B z?T$<5>}3-|!h4jj#!EP3;I!AyPZ272b(N`7wDei^Ca)c2RjvWnzDsLo{v zhtlTe*W+6b`-gPjF?sFPxs4{5sTTrx`EOjtF<|rC)=oEQ;MlB%M|^l-Z@1NJnr>S? zrDTkYy^yI;Pf*T9eo+AFfE-nJM2pEoY$?5XG;i4a$tcVArp!FWv0w{}8;t0XKC#Vt zwk@B+#y6Cb!NKErOQ>DCOrtg=JoqI1v|56m=<(jh&Z=g$lHtB5VrJ;X6!WqB1i$ae zX*G)KKAW(z`S^~lQF__2RVi{g!O#%Xdm&)i?%o~3J0U>V;l4BCvo0~Umri6-=|*Kb)7I0E^o~$M4Ik*<<%1IcOBDnv<;k`(}X+Cf2@SnBkG&s%v`&s z>5C)OU3K+aw~y@OB;IuG_N%94C{8pSS$?Fn7Id(W18)Dd12r7g|b?Z*j zc8y+_-c%ns5sg$K)Ln4}5q#!Yee_~5_hCOQt&_UbQaA6}4%yvKwPWlv7vlNIgfmIT68lkWx0?oYh784YFNb*73>iG* z*PHA4@|_81F1y(%wo(`DFUZ}^>yb&aa}n9%O$_19OS%I~>8_dj5_)jVDfZ1Qyk)4Cn`QqRe#1EFf9FxL|4dGw)KXI`$W2a7u=$|~nIdnxN| zP$TkboK5Xo)<-e(=)xXUSbTekzDL5li+ah2)GAw&+R2$9FN_N%5-`BJtFV^Vx0v%=wvi?ijW(tC*!+J@yyYPh}cnG3?D!8QX zj8hUZb~JP_w{x;}0GtxQ?{fOqzmo=A=&L#_>)QaX9w0rmsUrvg76>{TJ|_+4V&P-} z`0UvMC-U>n&qeesU^WI$Fc&9KOWDcTS{3lcFmM9Df&o{Du)f`&xrxDSoD9#EfLfA( z-^AQd(8kot7zDVVo?90Bjf0|RW@2GtU}NIoWCqc*vaVPXdZ-XtzC11lQ`h?xb< z!obSH%=rwBdcF<7N*c3(etTM;!B>C!FWH`begDPR^IZ3jJO1&>px-h907XLjj>gXw zp3^1&RR$NjM>cQ7(`Ft;%Uz5d&6K%ug;ot+hs=n-fgKz0I2ou9#A zn(RzW3`|@c?9Yxs04c!C!NAGE%*3S)VrB zumc4wU?x@$ASp3O6UYm#4dP%19t>t>;9zG1WXjIW22=q02x#E%rP?4)pmi<|Rt9Dk zpuOimF*7r8GP46tw!c>bN?CzYW-trTOKd=Y0hl$QE|`mjf$6#1wSm47QTzQlf9sEb z@}>Sy=vEd^mVb7AX~!&D1Tdim9-U!1HhopUFFw2!3J}#e&Jmcrgk*iS_%?#H7jd~w zQjCsOZ^dydT~aQmq?mw`UWCMCi~c=c9tKR38yjJEpCV0S9*ClmCon@k!z2c?alyde zVv?yg2O@-D+qv4re?oSckH30n5specwUJ1*%*TU3VFs;L1w64$s51ESzF= z2Eppy4;$0MoBiu~Rv~=O?1^KIl^mYP0%h_VGMCbTwL{ebg;1Z1PwyT&NHX9TzgO@? zPJB6!&;NMJGfqFYiT^q(bZ@1FhtRw4I$%CF%+u1L8D>zYpNzcA3om0u2z-|A9lMfx z*ww$Z+_&u=(4%IkCAVrX^p+pL_}Eo|&$9A#nQ_M}hWB4b_h0Dy-&OcocY%TS?-gCt z21x$?te1aRXL^ahjcy}-V2lCE4|sWh52|Ok?K@i)8}sLU@gTO}KG%O5chCCz-#nfy ztXyEgSo}}j4(KhIuqWZEbT4H$^N`E^P#QduJI*)FW~h;fYEB_tL!sGV z1W;Fj8;qp+AwIK2BEz6NN-*oeQTPr(4qzOkzwO1d67my9;<|iE+5$gh!V&NlZcYT= zh^w~x_Nv6hDS2e8vE9e}4wdiFRz*#vy~17XYl+P(IEW%R7~f4=+Bkoov%xNiZoho5 z(lj0qpQqbk#ZOhk$9-<#R|vI?k+3sK5zd1}6N zwPRyRlsc#Lz=wMq-4IjNWyXS@3p(Z{SI~3)$vboF=lI4`?G{oZYbPn%7Rk5@M58BK zXIJNkJPzX`!c!DN!-+<;BI4xW^ilH(^UF8?9Z1HUq+HbdTOYsAh7d1qNl5#dp-8)V zBlY`*KfT3cMnD%qW_>UW5kzACY)E*Dj+g~ejfQ|8&WR%&^N1e*mf7GP*9zljH^2kTH@wd}e-B4+47VeJ1JwvoA(M%Exk^AaNY6 z{Ch$U2zj!Q?cwY8k2;lh-u?=p3>iXO7W}#+@@s7tc?ezYE$*6BWN8*bHLU7RI}oCX zVUK(cy6m**t|y%NhTnZLR{Dfe;aeZ_N3tT$znitC*DpklQ7PFCGURF##5xI1#gaC`kpi=a!4wUY% zRmx9nNZ%N`y{ZUK@MrzMkX({^!vvwBcJO!m+aa&jAHRCA{(^!6BKGqSnIV5fu<^A- z4_@W&CRjyVGhKD>?jp4HBS5naBDiQ=!HI0_)bB?B0&kCHBX&>NM{b9>W^G5icEFVL zMDP>xvoLSiHKQFhpw?S7RYek5Jddl=r3 zYdGG3>(`z{C!F`#Yw(fOtNPu_$H)&!$FiahLY^3H zp{_8*!k!4k;=G9RAbw=SknbJl-Hyi;Yi_OxCmNBYmHpqu$h9M#G|A- zzGt@r9UoRTx^Y)DLzexw&p&sGUbC--AM>tB6Skw`qWM5Df=u{g^5i}DLisO5KD+10 z^Nl~%P~Wmr-A-b9{VsgE%M8(INm*zZwpL$tv0S}0-()vm$1&SZEO2OXu%mTwNVB(J zuygb{wu`uOpue)WzI0qfwv$D6I6$(eA71Ci-NMINy~Wye&$ZVMwa@6^#z)&eWmx$^ zzfnWC7E8N@L9=@Ldh;jadaIn>=;)d!-FAA(%Fp7B)}l4?${^f}c5(T0;Rok)5ypL= z;LIKB5Vm9R1KYWXPvsL9-#8=McBjCuPk81IeYe~3(XIR#<^zg7WNT@ASmusbxBIok z6SI4c^zBeI6;^c&9(r1c#*?MGNLk28clHz9`w-mf1gMLnE&~iPD{|%sN;B%f5TZOR zd-&op#!e-rh*`<4on?Pxqs&KbbvYa|ml&~bn;#{*zSw!fPbg&+86l}@4KdYV6KwSL68m{YoMDPei+Su<_G&(sW!ha5uUO>NDXn~Xq6Py7s__nZb&B< zr+MBOF42YPA7amL;b%qLas?1t1`tC$`lUlW22d|-JJ8&q?MZGzADOg-A5rWDZkisQ zuaVqdouwxsjZ}oQgk4Gs#e)+2%o=)K2CJ zKm-?;Eu(TM60D6(7B9m#Dlo2BF#$8YWH`hFib=q9g|X(zDB#lGEMbx9Rz z^&b`FmD=9@(3w$3e8Mmva_!cvE`ac1!sP+wOEANPZ7|~)_O11?XfytaPO}_I;N1>P z_uVd4x1m!w{|nTy(sRufX(#Hnq+PT%wH@yVlWUr5cqp92ZS~;)tAI(kJgI5PXi^UAVIh%FM6a^;j{#b?i3XA-HAW z6o1lKhTq=R4Eg@UXQnd9c6^zfU;N4U+WPjRH@0W+V__RnW+C?)^vAu0l@>qv6KKKd z#?C9Kv^Ho41O_iO9W2ifMtDIlu%~XwPTC5r5dT^s^Z4JdCvTZAmt^j7{O4$f{ec`+b%@qBr0<1HXfU6AM-hYmo%T+2UgqdtU47hsujs+ zVkXkpqiuE$H0m8hKg^sOXGkYG)iu)FSexriPA1zF>3-3BY;A6;ceJ3P9W+hA!p7-7 z%k^#)uGhq#qYI_V70iM%sqfajtEQGnvU@PtT8b@rzm z^MW z-B>bGL*=i{#tj<+M@D@AwvncmUK-6*jrO`ka<7p&6qffVhf8O8m91{>4LIC!op2`f z`+dnD&=K;BHYJWa606O0%^)ru!>0+tBJyX*?xuS^U}sp~^h{O%;5e~oeiZS>jXc0C zrzWV42@i~&mKN@OPeo5R_8xsr7O_f5)c!=8YPJ$A zlwKo)1!B*1Z%v=>j?(KHYQxoJR{z8>Xl1WK{_XaI_YG|O3dPebv%I&Y99Sfo6#n^7*{4a z+^VDYy(a||u+U7=AOCK%e`e`7E_&EUw5m$yB$=u?PMr-0+Oj{C84BfdF zPQ(z zGFl-@pf}7_=duvfRxeZkE&NlrkI|>@eS1ahN&(rT0T!x0*tFhwS4>)4y-nmf2TWRA zMY?Y3!MUHLEAGK-&4GFp-wYyVjoTaNqC$))-J+j#dX|GXgxwh*T7JpnUEBKju<}|U z;qe@E*o2)d*A}#6e#ZP9hjO~y_oHtMqFEHv0JgHqDJ<8r$gE%_I}8PS_AL> zSEIYQhrT_!3tE(xb<)0N?$1u46$usX7x&*Jk%C%BqyXNb zU7f_o4UgXVHdS4tuez>~j3aY+2s4l-7I{N0-n8@o6SVzwX5T_S;;3x3bhHN+Vg)6Rg-f zYoj!wX&Q>WXpuKu714(LYx`#yw$+B+n^K?R(;}c#HE8izQWwP>KPr~8;3OrfEi$65 z9_RLKg!go-622)=vX{NCs&BTqd@1IT7NccO@p=4k!YrmiG?zaDk4=s3lj;Z!0eyRW zx()r43>W>;F%ewsN>Sstrk|1-d*u}#+LO=;DU(Aflde>A(ciQzcz4T6hmKzcr+Qjz zd0D^Q>I089OPOZW$~_#0kY;0a?@xtyS4L9P_DzMS7!@=l948KMC?=;XgIoM?)Zo}^ zw9(F0xN=#{2KX?BuToHKe~X_$;JD zM^yOjN!VLPG`KGgPV3l$YAg($6?G)LD_>`?&Byla(+js0E5A2!QHj5)^VO`j+`Op8 zsZ`|mc!{i$ID0RHk0;*=e~Ugio5tQ%Me(NQTPq5_4iyUFgsXExxHF}WAWkeMj$`?p zkbsn`u8OjwN)7&zP5~noA~a9M`Q3zUP?i>za;;3{KzpJ}z3)y6w<&50U-c#y5$Il4PS;CsC7{qfE?Do3KJ_ox``H0+kQP9Hs`LGo}LVjnpJWjl2QA>QTbOf$CN^?1)=yT$3@T@O8^YIg^8 z&%V==k9_Fy#@>DSVlW^6P{N5y^)ON=t~4(LB5Vk&v8v@zPtq(_VHGqkVd;WCMkvu@ zQPfu1citve@Q?C{#j>!5Oo;v(t8MYcrh>8lYv-QYEaukQ;0n)|H5Jg)r=Xebb42s- zo(UMLa1$yMeQ=lyDtMxsIB$===PW!rw>a;L2YTELl4mYo zpKq$5jOU{90TwRknwhO|_G4DOIj-NB2(U6auIheI4;u(;$ zbaGJ~|5fD7Lb*@kbJ)~3r_pF^?soHo-nl7$fXu%NR?P-yM`{KxXrcQx&b+K5W`Yb= z+6Br9E!pDhLyTZi!GPQn(b{(!&2(Ogi#TyTWOyC{Q)6SkQqiyEjcfL*NY4=5bGhF& zyDOzRbQ7@)4o_-pFU41POAi73Y6~oPKQOp8PdpaM_{$W1lI~$V6p*6wrXUQt^jAz* zOz6_0UJ+pGJtpiJ*)}37ev}e=)4kqkPTGirV9stS$@^3UBQC7h%uBB7 zVk`(JId74+E=Nmloj`%TAY~bSSKRFyi%b@?`RE$UGuj*@GA*3*MEG56Sn6fqszH#E z@L{f_NUp(8(?}K_#>rk@`?TYSyTcInb2jMhcUTf~;@dw@14SeCCPr1L#*MO!<|qxA z@cJbuK9*w-ZCS+j80;ka9p0b59lytrzu3cG+#EV6o}c6ND4%|kXxVXG306u*BsZOL zm6-A_n2=u`)1vvlf~HPo%_dyhBS#@+tB7i~>~6B*@5>hKr}|89bRXWj35n3qwU>i;a5wdk>0m zl?LF9FGm*Of5M5JzbDYH>w{LrZB%DKBEfhtX8!wyJ~KfQs32d)*vI9bWZC zEtiKxKPThYmCeOfRm1u@FmW;bMj|d;nB~RIE`^SBYt{>rcOJi_-%>Ja#OtP*YEZ!r z)k&Cl2)(fw=RJQxJC2CerMc^BKEGzQKouRb5ilAv=0z%{5h?Zh!<5bUs3e$_;OJ~{ zKW9E!l;2%MS!fI!v%%^_zrlJa#>T;ddE->1)}_P_Pog_T?I+j%Nb4`f3mV}NmikGQ zu4)^)GCF->`gkOorT23bjfs!i3LM(Uqd2 zRn~$B!^cW8F;5Ox6v`lRZo^HC`i}5%>ei8{YiraVzIDu@%uhKTz6pI-)zHX~li6sp zM3x@fFYz(eNgeB#!@Gi5D>eyXyPpQUufw`M70fYEV#UnxZ1GHC{QO?Ym)KhMx1J-Q zQu4*MPi>5cno2%)6Bv>6wVWm#eo%ce^Ic#JSxdmjK~+`pSmxu8T7`vSZ>Z0Wt|57p zKSF(-H{^r{PJaAgWyxbL2O&zsPh^2ziHwJhe?=WOR`Jlu7{3yq!0A6U);OcSw&#;q#9#>-_G3;Bu?$P+t^`dt^?Zq=4> zF2idYZCt$P0gZA4CeXtUeJl3m(yE|&){Ud7H-8pG#3HP-Zd^{&Z1KYnkx1m-^ zes~G?uGBa9vsz4g8WUB5w$HJr3Yh z!rQm)XCg2dCp{zM1dBuIwhF!8Liz^(sUnnNUqdB%rzMA{j-$qEWWMI{@wx>20Meb^ zXERj=I%eskbwUEcj1v@frl84J49%tzaQZr41^M?iUtx3FkRVd`pA@Y4sIgQg%s<0) zODbs2yN|gxxxcGNV<7&S99voj_4?fwzJU|YsgC@=pvZwUEE(-YZ^p#?*!w! zvC1?Azz3Pz3Pem2Yg#B*13J&mR4%#FH+YNx;P!G25>gA1i6xFdZ&d1N-Svaw78G=r+ zdP#4{md-v=zfFt`71{X6$nJ%A7Cb42WhLCj8HXeX$+c-56uc_FW*Ryy4^HwP#B~_> zoK4i0pwI_SF;Y#&+uAl7j1$SJ>QuMNAq$sOdTo%%seMBB-U=MHfx@L4|2k|SY~;&0 zNb_JTQ^D(jx7|m_%d3cbxq3WAI>RcQ-=}ZyV$ry~^L@$S|8e$yj)l>gJ;@&bkjvzs^wZ&jDGc!|( znVFfHnVBqRX31h^wwRe&7BkC2i?!wMncms$Is5kg+N09Rs?5lY$jpd3D%E#yv^0Ln zlLg#H%)3iPa33#we8Ea>WI^SUHkbi@2Vm5$9PIt^WIIOyFuY9u%*=Gn(_Hj% z@SQ@p^^=#Ks(8)>_^Zmw&iKSs>2v?=E--pOSs!aMwAKdx?{Ya*XZ*;*FjxVk zwMZ8k=kOi*8JC)eOsdcC_i@|!)KGNrZKax@D-o}>nnC%t1@^iXCX+&NpT@Gf*u^f< z$j!XNNj!y66Afb`{vvs?2px`<( z$EmD|vm!E(8K0dlU%QaS9&1gR(|(H_i|{yJSayb@e{_Bx-(OTnBg}uOMtiZJu}vTD z1UH|;)P9e?V?@MMfH;fa#Bw!?_T>3(5D<>3`-&G+B6f&~5Kh}3lFy8F7{l%mmcE;s zql}3^op0~r&FQT%EhcGyC&0DtFDkyaqZwqP=mj%*e%v@LE=*MrXQ;Ex$*eUIAhC z2ZWwH4O7WsqXyW7&k`0ZJVm2s-k^{cEt*t@QVM*>Gt9u0I_6}}kr86sqHhC0OFEIN zL>{mPBCVV{ptyzje)elp!gCQ>glmo-AB^QZYMP1;lP%nm;`E?KK@1dafwt@@P0ofm z((S7lZ{L;4p~d*t5J-{<==R=TR5R*A-%7(oOH_o(@;3%DdYS5MSf-bNWR6`Hn1!xcBC)ngo9T{~wTN~$XB_}Pzr_a(+A{b6GO{2bVKyYg4Da`FDWLKg? zhcaM^Ceffvp(ph~uQbhMKB1$@ikUn9B=fy@PbrAX{ zHWS)Z1>T(@XF%Qybo(%BC%H+{GL%Q6rInWMt$JzjW?btW-NsfdkC}$CwN@Kk4s+g4 znQJK0GQ&h?hg=IlMTgI(Xm8$xVStzDA7gmAojNnBRpun_K$ zJiSh^FAN>p$++7Yz}g&7i7YjuM@!cm-H3NEste87QH^S)!?h1*h+FVjzp~vQH|qmj z4T#mKh`A|e)1lAHyhfMa+QOTK!MBXNM{6}&*VXV`EmUjfeXy#5iw!8BSKA%PFk>7x zd_PDJ>V9hm^9mkJR&^4+nO=R()-fW(0RXISTuSJ-Dm;0b=S*pIi%%o_!Qm@WsiZWd z)&UF}jI(-H_4H|US%Bnba$$gF#vCoSA_k^CeLnqaJa?R|BV=jAiu0+sJe7sG7`XyN z>Z$_t)2b?;$%BcGk&FRRj|)eyHAqs2ybnwxv+tfQXz8t?lDGh-=}RKO9Ia%c#NnfG zo~jVuz4hleJRW@?$Ks649gXn9R(2C$*Z)nw=FQ4lX>UXrZbQCg5V=---Bo>Fkt`NU$Ng>e16@r^WV zz?^>eM~4)*;HHW2Wk}jEPe34IvT{jiZO;`$$Z*9 zeV8}gnGDv!>`kiyz{VlOyE|0$S{}#s9j}RZ-5`ZnmaQFz7DpPn+~lCQlpbGB4^gbr zGh1Ek8G=-xJFD!UJr(&8F^p(7G5RqjWv?q_!k~2K@(>TVz1P1R4=?v~ibnr3swlE_ zeSX|D*_$Xqv#!A4tcuO$oXT2IWR}1_Z#wfy6ZoE5J@w4KY2_rjS&2K(+}P1%dp8|= zB`|h@m^Jhh(M~wVS4SZgL*m{Bs8~LpI2S$t@#!2zES8wrPGn5KpIn z>HuL89Emc_pC5rtGXnjX6n924)f+mc)V{G?f|K2p;JOGjJy7DA;v#?knr3pWF21?t zH)=@qg59oRL~9B;orsY&JwhWMIXlWzL({@u z76XiMQh~!zndMsM+RU6VJ_#8+Wt{{3$N3?X=@Ra0qCAJIyMLLR2qlnCeR^6Tx4rR$|L%eWkx zD_m$|O8`zif*Xsvx%AHaU!0xHuNy$>?s(GYkoFAH$_6J%CyVHAVxW$E!qBG4LY!4N zv9RIa`9#vfauF2I2tt$k1j333uCYxYA6PTf%A=Uw`yS;Qe(0%kKu;sA)RwuKS0$L_>%zW9-;=oRfoevu-!IF&ktkMXPUt`sM##C;a}+~= z$t|`wGBFNQ(E<-U`;oX`q>70?Cb`r*saVhP>swxu`n=nT0TQ)78yN%H_IiAIjnwXZ zi^nY-Na&9^Q|6RF51s&u6u{u^t#j8$G66_6^mk))ksp*GA0^~nh_oZA&GSa&KDb(bciziKLMS`<{1N;kVF zBb}ICF*#`(CPu+fW{Y8YRJ^Ewo_FzRpE$zOoUx2^bTtmFu0q|F2HQZ?X}8qTf?>}q zyxev02hWUX|E-N8=P>)}&S%m+YrQSJxK@VD^B0mNlLY^*AT4==zW$K6%U_VcnQm1A zLo6}o(v4NgbZAiE+FKXLyUM9G*OPH#2KptV95a~5OU$lp>A|-RSeWYQpQ$C_9z(i3 z-!9Kuq7R}yOxM>1-GP|Zy=b->5eOOyc$>{E}sEF9ckoC=-;(gBaoMw?|CC^ceqnk#X-d)Uxl|@&v=G^A$ z1p&MNWDs2O>B2MI?6?B4LYix^KN-1&*<{BIr}k>Vff|5I(l=(n=Am))p$dHP6+f>= zj*sXB+AnUQP1~9SbEW&cipK7MNX!{qHWQLC$-qS5EVTzhVh6u=*6N}|VX)Uyg^c@5 z)_XeJJvq4}^8EsAalS1w;F_H7^lw#bd*6U{3u(#(Q{tef=w)3sH&_h!7YV&zyi1~G zd8(qLKV^Ih1-7L_7^mdK^iSu+zpHE<;J{~3vO^d4Ii&eVj2_D>;y>I(&%_LjPv^ju zZ{YVwU!w3emE-xgVAf30$@1Kc@qXT&rzWeeJ2{&9)3;0x0`3%&pw8JdzM&jz6s;*S z=Y^%#&MzdwlF05T>B!I@4tsp?a5N-<-+@HGF6%^(t&s7NF9on(>^t2#wm-`a8!~%* zA8^w%o}qK{EIKjE-jTg5y(Qx_iD1x(jL&pr9hDB+wfjVF47r)_*D&9$TT@AdBw@7+ z5&*%L3tlZ=&XQ@VJ>wY8N$6f*I1d8)n-)x5>N$rak|M`=tk{igg_$FwMmI|6hdE5F zCJ0Q2zl*3yvm!H=OI47jCo0$)^96S^(Pt~XK$=6ik#2k0|+U++y zNzy`4q&s=6mf?KOJSlUB9PRI>(n8GtOPA7wc4B4?cDrWOPTOZt|8azreVg;>Hu_NS zp6Pg6T}AB!Enu>f)A_)U^W17)mL9Ocja64h`AQs5(_|7YS|nk!O4%NxG>ORs5wZ)Z zJE-bV(U6}A7M9Ww2?dKzJn4|}CvH{4f5yY3hhM6ro*NpIj^@hkRZJIP#?m4w9%4?s zTUBX{{xNJlX{tLJ&3#7yDRDgG_4{H&cS7Iav}Z2E?~ZvNHb*D@dEn8nPj_j-VWD@1y&@?&JDMX>u8`_Xn}Z`$*U7ZlTKsEJuBFCpjD8S>hSB;I$tlwMHX)AX@8T^&=R8p95X zv;4&4qH9lrgs|cyJ@=0GP1F6zQ0wDjK(?An3AE6k1K6<%bF^p&io%z2-wrMD$TxWN zNpPCPt;wJvH#&r46mB_+Q#Q6DgT0&>nleI#TN%5V#7@yQyV=&<7Uvx02Ank;=n25S zOf)~(M6O}dyRKS4rni}(GLC%I_^&o<_qI-3wNh0l_~4!4FQe2E5S4=1=x}yOGmyK` zkEYp?0b14`L6@Nw5LP?e@R9`+YxK=gm!a_a!O(#OKHB%@8Ixo@`q+w%yTlc{;rg-? z>CC1ZQEGXr!jGx>;poR(%<-*}t?IQETY5YO5oqX~xS}CUuqju$9@pbE5r|LgUHYqis_7sG^*$qbz1IXW&b>^y9lQ{K^ekUSy9_V)+ z@LjX${oIy@=rjpQYw{W!(YtL*3t&IML+_;%5Vr6PzZEr*KqR{eKM^m9^l>1Dbrcc9 zfz5YrmpFA8VA<{dmx$y7uLa%*=>c;>jq~)tx?0d#dt-8QG<}0M2F^goq zvfgz`)GR;-dd8PR4t8rAxIq+O`TZQM0;bJGdHv80Db0ql%cOGu`u>qaNg2JJ;&ZO!Qe&XIA*S7VXORJ79-P8Ee!(@~x=`-o}w5w4UoKF+lk@D|&wU;Jwo86^9 zsY7Y3vIvLIC2bwY)wBACQsbg2wG<;JRF%r8d~ZG~?Ctnn-jDWGgB`E4f3^n-=x*Z5 z-{GAi7$nDf050Z04zlKN5p`?z{@l!7pj zi@z;okNajKK4GoMsMLwDdIW=SH~yNn=lK2QQ@h z^X!42>l?Y2{4UL#iusL}Az&<-E}c(AkvWjmaM;A`GcXTI%(7xWoE=k^Jb3JTD~uTm zK1AW1iO6)I=-3>F`7FkeP2W9{q*=m3nhZ=KLm-FjHW)b)LLnvd3(QQG3~{Nw>fk4m zFUveTOMd|fbE$o9LaMC*GI8#tCSmv#tjV!j3~Gl<#b1&gf!k%rlCm%4)JSa-R0ZTszOHepj&X#6qN0I!gu){6h& z;1y!DDx0x>+TT}acf+wXByq~njJ8-F1==LgMVi#73jjFjJO~G9v%5#iO-}b6Vr1+w zeWS><8GTo)++YoU1iqve+Gj}W*As$r`if=?>L>IaxBM+A8_h?}Vh*NZKHvIFg~ov6 z8z3qvBnnVhw$R@fMg^!`vtkPrbmx9C)lE=i3SF&yzuAOR>lk0C=iRw-QYBxsG^Xao*Cd($M7PN~ zo57YK#Qi!3`!?Kn2_+ox&f7Y{P3I$U+Ln!;Ht`Lf^TMTF2R&=)6pE0*$WVM)m6)5% ztTnoOB84tpa{GGko>ziD9Ja`VjTyTb0CqIqgJw|Jhcyq$ZC!OL$? zP`lm}oX%;=?~GsL{I%M9Bj##;9l2%oQHgKj$BmS%Z`3f}<})6R|1>fw&3FbE+uk1o zUQa*$S6T1(qJoxu%PLul&UbgTZBOxS#1#h2NzW$@If){Pu zIS5EHy*SzEd~IEFwIf##<2!1sq}R>d7kcifXf>qUImK}o$r;;%=1_e4z=lCV^z%U( ziXi?z5JpA$eJrc`GeMKSXXWZ{Y)A3d*RN;$O2v1J^0vKdG$}_aK8N`ZHoAK|4>-Gihkp>yR`g;Ix^gQ&FN{>E7tLG4zKr?mLm(@cs96OxT@KC8d;N3ek>{_l>kjoPpu zx3>-83t{MVP{Mw=gxIuUMlyui{Hj<12CEp;&LIP8Q0vIM5*!z|KL_&n489zxgf`qe zUZ|O=tG$U5uLYfw;M2qk2_gyj>5(NHg3R?>9tq~6&l2ZaEW&uUjF**Iwsl8^O5F)D zGN4V%k&UY0G}7Swx{NV}Es5(7n#V*<13?u@REUK>NRv?wB}yb1U+H{ix@WhdPR+}^ zhI=vEy_LX3ryHI5X>^fw_P}hcl3zv%9KWRF6_GzWk$=$g5ttc+452BfFok1?N5KXU ziCWawfQyn14fRQsQTn^_`C~x$54;eMHu4qLF0m}XI)Bm(-X{=U*Y`M2;`RLOOq>o4 zQO39y!m$iB^^k+~Cph4G`8qk(EWelW3>G8y=TbHQ^cXxuolrz&UHP{gL`=w)z zr>7g@TttJ;##H}fkHa*by)m|w?Z-UR$wwYf(wo{RN{@Ib*yVTnTNDYy%z~77;;{TE zfT16sOCQ+>c}DX&F}wy)I#Pqb%5AgU9kn^Io^&k$-HyXmR}<{>r6S-e?&L?Jd!Q4Q z36!X<7bab1!6JjMg+xRG{*4e6@yp5)u@#uR(gg!&l%#P4jg!+ zQ#YG>xCz$94eGMtywK+N)mUCnZkwa`S*MvAgHL7TBh6>RWdtI41L#8T0MEyJUkUr) zJ@@q~3%}ggHnTiCtctXny&SG*A9cB#Df3_ya9}7KY|tEttKokAvqJ{61bzFs?jFy%31z zIwToiJdwkziwuv`{B=3)KKoLwDvF)(f%jR`EOd-zYYI)y7nJ>*8d6}{^wcz z3rqZeK-L0DSm0%61lrjD>RkW+umS$klfX4V#+8K`Xrc!G{`2+U^JZrK52Tj$9|eKV zS#1E&OAG)?=-Gj;TQ(q63xs6ZnF-k$|H6>K=RnIX8<4>T0=vLh?CgIp)<4(&t%{8h z0A!c{!Q`@X{`JGM0TuCVz$?!R-1K+J#s<6#901^fIsS2Q=6^uSe@ij5vk-CsfW$33 zuqm9tJ^z;ed(VKSS^rvt8G%RoyA8NxXJ-dCf(aS&ONisYGt^=Jn2QA4jcCm z%<4H$c7@~xpLSW>r*(#obe40^vzmJrlQKk5QA1`IUy`=4U$^c_g;H&4F7Gy3?YoW? zZ+Nwl6FEb1*etMZ3rE?Gqy+JwRm0y7)RE%nK5xCt=&N5Wan&ihxgt$e7%v5=PQa)$ z_Au{Z)>+7~l!-IuQ7DbaNtGjYAo#71JL1AFLDNLZeqPLiU+tkz87S>}Ktodflo&lk z5*+PXQ61?c+1LgC1%p+SSs)yFHNzAXZ*Kj&P47!;ntw-U;Ooxf6emB6A0!`3Y z0|WbF1BD&1#JhA;y|Dd(|Aoo;a_47D$~(W`>juBECuG3uWNMD^zCkGb7kiv}n%0Xf z1s#9JPm}3T1<6jcuehS=?Xe|^|@?U6?>vdRvIvag^jBN%B)iM{bsJ&HJ8?Z9eDgcJ^ zig-9Y2W2LLqJcO?t<@W80S>JQg7ZqUDj=4u+7t{r_f_tZzYm&T1fvaUliI6yfbR># z6Qb{q_`UEKrZ1l1p7C+%aZiwx0U(2fU`S}$zdi#HzazpDMPsVfLq#HzAPUlk8Vw>- z8ux@LQJVJzGowx9gVcjiue~ai8=)42t1853z_Eohp;;5gVupde(vhlUL*5}C3)8*A zEmmkiK7>Ea2CRO8MZ_p;LqsQ{4-$LCr&X&*%3SRcMj=H?q6P@F7{N9Xw^Xb`*oI%u zPW#2EZ3ec1r4qUcQS2#c4Eupk7;x@6X#}=`s1etwIHFY<9UHJ6%?M&tiCw5U!nqJV z3b5~K4K~igTCXw~;#G-W1iOa6Q^N}o?0KDtZ~WL3t;1&m$5~}CAkq2W2CZ~)%ozT} zf*BMOo@I#W2x}vR8%i{Yv>M%p)NIGy(ez~X(PS?okkej z2mffiTD-?`A+iBvQ@vF-VE4mO>ayN(bYQ#@|MclS);eIx5MHU@e7O+L{yu?-(C;@m zvHN9@DBXlVh(@IonO>adTNq-k(v4Lc$PIQ|;yYqZ$Uyi?pKAEZz*0DSFI%|yj@BcC z1Bp%;NAaGl1K5ojntdS78p4iRx=<&aolqy<&FgQfHmn=?Ht-v{Hn^JwYW$F2NY_E! zs~ryP8xbA|d)y8TKG-)b4yZSLZLl|fZICyO4h(yszp(}(clidx5PKl=f?tvN5%Ns8 zLl}BN!x098!}Y(1Arb`6)cc2utNMKF4tOH-z`Sup%L@=k%=<3B#^0y>8*^{rH`$;$ z;wRGlZ;m}C50D#859Aw8AeZau0dWI9=pTSV6!V0PE6f8wL)=}pNAsJ98`K}1fw&un zfvCG=FAeDvzZ+x(NxqjRyteWQqBHV|ymNRfH0ihLU~Pp5j9lGy@5+wrV5`cc2yud} zez*t*@mz?63lZ`=hBz_o%bov-1Zo#z1ieTBY{JQBp~Rr?){mDK#Rrq5vsSYue!2>I zEmeeM6@tccKe9?a6LsI=e6Mij2go$5KXyywycM$Es<4mck7w%DEI-!ubFG}8D?-r9 zQc+c^#T9MIiq=K)t-cznZi`m9kyOw}sZOPoVNk`P{BE0l=nhMXCJULTUanl&p$djV%b!t9N= z9+Bk>&L#215t_R4=%=D7_12LIP{g3E8x^7Y12eN78D|Q9~4+u!cNpEoxR& z3$a5I();Ujyy=DK2~p*$b6skc;fxT2=16QGS3_=bew>Zbi~#@IWNzr!1~^CF_H+4wD>ZL=# z8<=C_TlOXd>jm_aZdPC)|nAT)X5S3P}2THY(djAw_tOsnhv3hT{3lTS1 z>ztSy=Z2j2s^Amqr9qMdr0z6)Z;lIF$2UG%AOSzm*Me|WfU{ccz`hyofv`DAzN7au z<}zevR(ch`EiSg+u`Le>$J1_(xb=bF6XFCzo~GDP@QBnJa_>0bL%2cvKg&q zzi^M%0-c+$Z-_%AyKO?nAtqlRwWIk0H+X!~x(eZu>lX&s3w!@{XFTor7$P$`l;6o@ulEv#1y%od`I z4Ou6ZgbjE$Dy|KukLvFRQwJ%iy5iq#`2nu|+CrE&{l_90kN@%beDEgDrQ8D9l6z3L z`&cx%-+9Omn&|YZ%nJqm+E0+(J75 z9jxpRC)bzHj~%B@gni$;k*%3o1k=;k=|X^69&E!5eY6T5=7gK^FZQ`CFD9`!0_nl1 z)Z0%tDZ^wfSlwixXchzNTk=H|(11Hu|i_X&}G zO+l)7$E}hy!B#AXZ>f?t?GN%=W#bcnYBrB zs(Bin9qj{Fc{B|1;SmsY7xU0Ve-~5b`&ylaHt8hL!?qSrkbf>kDdS73hyGe$Kr=LH z@tLxLB(08F?H^x!4G2cadp~?;6JEpC9em{bO`Eq@l^)NR1c{3ii+GFyb5p^~Q2)!msrYmj*bNvHT02UvWbf_3yKUaz@-3!tVY*xp;Ej zLbaLU>V$T=R<{;vyAyrsE^TB7c2Y02PtP6!eDuY>R&{hN0@E}bo1e^Ax_%BexyT;$ zf!yg|`C^+o&{C8(_?GxP+3;|`eJk{}Q+)x=cX9eM#Ey7HfVHCq^K0IezxPVWD(+01 zqm|#1cOiX7hX5(X4;vApt)))rQ~;`#RwxK=sTjRoOdFl*o%9RKR9%`4Y%X^k0{V9e zYYGbJx25H20Sm%p$vnm)0XLa-39UCM1{}4?SgM7YJUp!uHUfo=dA|9_gs-_HDp`02 zsoGbLO7u}SBTu2DOKY6M$iye@8sZ5tT0_kzs`InO_hI7wpoUHPChGioIBCrl+lRcn zhnwfGsTh8X|N5%MGeGCtvn;Na_QVYpgm8&X=We~On8@Y96O{E zQ7TI>1dwNm99Ol@OuX1bhPFD4C}`AE;VBD`tnE%Ik0g$j-#qrsfoIEmoc>m6EA>|t zz}w3F5Dt{w%E6miomgoRp<#Mz!i7yD*&InckeGS-NVEMip3wY0LTQP$vwV#=1Z`Aj ztsdI$Ku>^~gN?gW0%wOx`jNm2&AyjUz2On9ki%*FEv~6Zb{Ac5d+oV+xc3fz2nD_`2W;CKHOJleo!>v9%**z9^dYI|qCl$?ex5~0goE}?M>*e9;EtqP zx-0YdPo39P`tTL(&FypD7dDS~p-sHLUyw7pOONNW^96tUDBhA+e06mXozPygtpS8f=(Na z5s_3DM*ryjGp#$c^aO-wh+bMPl)LIkAZ${UjG#<`I$T9?kXb#;%)edrG@3JF0eUFM z>+Diw3Xo&VWj*4VXG_?!?dxG=Ol_J~!}03&W+N-3t)WBAzNZ3PHc`$%NM9=FU|On& zOFza3>*}SnQs?bxBQHBqQ)8hnebJ{sUc43Snp2&n?gAjk$x(F+-V!2U#>7>fIQKH@ zc5UV!k=S%jPF)@zr;kcb!9b2gp9?u^Msz`o^0h-lTjJf$@`A(DEk>yRl=a-eDJ$)MWCg2##mpD zBVmJROl{4ESt~LcEE+(J^@pC(KN1BIzZ2DN^Nn2C?tdU#Y;(=x=Can zq8YVm9j#%3YX35IL&QgqykWVF4cozZoO1qBlQ( zH~t5&=lm;sc?{LBavatc7`oOD)OB5I*WiZ(NgT+%=A8EYAZ^m+e%yR=^a^CDgSu=1 z*(I_nu!jR8erL8OH}p;a&%NL~eLbgNXSuJbs5N?BtoAP*_aUbUiR^Sb-k)cW4A+N> z0dzz?ruGGBXuR^x9y(mpa->s~t{k|9l2SK67Qgc;3))cFP*@r16dbfJ91Q_Y5m1eP z#^f#WHS!_or2rz|?I>2#oSBKpf+8SMf;7rSjOR>L!ZSPW5Qf=aB&y<3(WQjGd0)AD z%BGlhDMkn=@7ds9t7KO)J7V)Xyi;?BGj))bhg;>xzo|C=l|-PQfx7*k969W z9^A~W!b@d^5phb(gcD7qNi?sVwm;3gR(o`z@It3b7_NzYD{HRE_t5M$q$-z+R{EJ` z)udL-i%U3zvFN@e^Vz&*$Y33zN)}~WJ*=f;%6zqgd9Rgi4fzUJJ#1kL0Unx>E@q*X>Y9zmCMeRaw*GVy7-^^K8XPA3eRtwPRu@n5tv}p&B`Q%1h z2C&;+(#}Pa)pZ*bgn@^_6MSY!iio7mfF6h$UUa}!bCQ*dX zp|R8Or`?x4xLtm6xYI0YG6~Ij2I27$=%dL!VvNf-iV1EZL3N(h`A!ef zA9L5YwG~&mws6S41EaT6V_q2+dJ8{IQs!7K8&qj=1T(}GORlP9)G3VFGe`M^f_~bC z#K~s7m1*RU_%foZxOf@s3kIBg=ew&?d7culfKg?`pjQ<)^I#^RsfRgUliF0r!Qh6K zT`oH|n!n6msbie&Y$hq7J*z}meu_m_e%0ccl7zUs=gW~?L}$RVl(IXg1!PTo3gSI@ zvj#9v1tZ%%oWE(mqmulvaOcUCzxA#VCB~;s8Xq+#D;kV$plg=)-Ac4lPKwBs(F$7u z_QKhbAs@g}@(#NHdTN3zk1;w`_qa`V3Oj_ZFQqYFF7Sh*Du_F{Z&QJ>u+5v5R7u`) zjYMkoBj;2x+k>ZcOKaGun9=R`_io}^Q9_}S$Jhd#+D5P`)#k+0fN7iA6b8JlbIS3? z2~Q-*bxBC<3FR_q3|g5`5eg*mm?9!<1dWI#Vs~!x&9%8GVG$Q92(JrND`f zm)|Q?ewAgs%%P7PS~GhJ$Kx_0^|W+k{}OsOF|E3FAWNYRPEm1Ly?k|?ek9U)-B?~?s0y~;$Z5Iuf`aD2mop{$35tM@>dO08)82a)($pax{$XP{$ z&G)K8xZxpwNlpKhF{36^qpqB;pBIJMsl-fmx_XScD^R0D*2k|zGVXvVk>Vtu*wr;j zvUTVr`4tSWkB$=4aZJHjTp8eTA;vwj6NpmbY^rWfZ^Z^OjwfDh<=())%Y_}mJ)rht zeNE6D>d?^R_CgR|>YSj*GUZPi)j=PSH)k3BiY%fJfmPU@WsgD5Ce)fBw@#{KPRF$Y zxY^2*D^&=(LD)a0cCZ~PE|Ei9dGle(J7ex#T5H%&pqxf$ zH?32g8@u;TR}Ff%As%(S7Fi`eMj#u@nE>tbvRAb|GIx#FHdQ4bn#0@s8XBCh5iXH$ z5FYt~zb|-bhj4Q*N!lY{IelYeMGh$UO|l8dtEcPY3X-8MzA0#tg`LxhlwN0FV&A#T z{V7t=&6iL{Vzl2P)PiCpGJ7R#b$?EV(oq%_!9h#9KoZD71V6-Q~M8o%D>27#ZS z1vhsWHaaFlUGh>kY-3Kk)8k*!vSrE5VR+!uX*RIoSYDO##SM4oM_V%DD!HcuM!*QgN``oS16Ll#)L04+7>7pyd&G z_=GCtHW?}@Lf6+qTpsHfQ3AH8XsV(^ailhlgX@7Ij-IwQVRHm8YX@ncQ!+fNj@q_! zWF9au6KOq3+nWa02FHE_IwlRe#6Eobs4z8G&mqvnXeA4?9x{Yk2E!)Jc$H{)Vy#KD zEb$wKxX`m%`3*DSyrEDEO*%1G)@A!)bGY42<#G}7GVU`S%<&oh%VTx|->Y_ojVyqp?uIjBJSFFK$4VTz8~XScl2R~=$?HZ+ zKFZ(Ii36cxBs^3)$3(Gpq;(fvQ<6@yiOUON)^kpJT<_p$PT>B7ugLN z;?z3$X}EOo8;6b^Be+FMe_1nm>%!mgxw|&?^X&?MYC5h&-bUbD>#8nx_z8O+ih}Zr zit>VDsHWO$Y-=~2ZQ)RitDAH?j}Caxnk<@j3(ooOl^(xjKp4Rnz`Jl&zfk=CJf1yu z@er85b^Z3G6(8&4MgD+cnsszazjo#HL90t|;Q9Q)tGE09jew`uXx{wk*vpX~%M2US zNluR8OjMC3lG~{f z44Ti{>$R%Y7}KNGQhHVr4)d&m)t0#396w8&jafBG5wnv+x7w9~LJx2R%osjPKTWW_ z9pZ|>YLG>dW)$JRfzn%t_S{FjU9yn09usN_HfY)c8mCHbTi0v?&gu-yh6zWW&p#)D zEiyJch~0QIt+Zj8(EMolMsA(z-!1(D`)n?DH7S_fYnFD=pqZ-r(Xa_`R;j7>jN#Gn z<_zsd&uRYD;dGmp(6edPiqppOE1^fUVZASyb;x|;`>;+>j`S7QSerAVt%3V0E_~&H z;m-7t14pk>67G($)+hz=&LLlTzOf|U91xBhxR1+)EsZ^A_3pY%-ylF{KT_sy>QEFXKCBC zQ)%0*zGa{vy`3RjZ9m9Mh~}s8PaD~FoXDm1kE0mq`C?ftXinY)tX~IaQi41__ynvK z*ttgaYR9+FAA&A`pJ!OW6!4u)|29!)JS#!Q5554Fhc9i${Liz>2OobfdNw@4_jonc zgR#L69h5xjzDYN+DIZ$T-n8Q}SPqb{ulbSeGV8 z5)p1;e88V;f_x&lh5ZD-!b~Q`Whn-%M+%TX9%HZS^yhzHlp%#=`U0LWAaO$(8N(fn z3==qVt^5PT61LzuV-@#BhRA&POLe{;1}2hCEp~)E?{mspxFrAthg7 z6H37W(#a2N#vbHz;j>cS40rS!6prrT2bZLEJ-WNcgY6&RJ7K0ItdCrS;CM5n{Xz3B zl-Z3V3a%;*zqCq3ULmx}@2Sx6@KzQUn@9uX1;mxsc);PXMvuUu62aFxA!LfUvQ~mJ zzBhVq+#xZ1f~SRw_jB*O*yR2&movLVEqu$h(F+huPn)t1fcz<=7iGJ#)+rZL)>Vf^ zAHtL_5G@4z$xHN2_}f$yKJu|*il!CLw_RrtY2!NNJK;JwH3Lsfbc4!`Ysy9*b1S~} z8npA_-7m5J+_%_6T;OzE5NsY)5_tV?ovoL3qLopMV!(QzATmVPQCexMJT~`wCN4ssdlEI2Ilnkp7^;Wpc z^i{SNCku;TkrBJ#^=vbI@e?mF0?BVZ&}Qw%g22!hL@#P)&y( z=}3&d#Y0o1M?%FPDNzbZSUS1fVq{H5wZ)P%D=4Oag?!Y z&x#m(P~4y!AUfjOkINBuwdC)cetcfe@F7RDdCv_(A?>;qgy|Iwlzz?A^087dlhu$G z=;sNvC;EuANNk<0tZ{+(6O#f?F zu63vN%KSsYa$GOj!(lz&_L?++AUcyJQfZkiCt`|DSje`(Km& zztsHyU-2MzMxf*$IF~aED?8i2#e@D49{4ZveZYU2_V|Cc{@>z3|2Rpde~$JcDdMvydw5?iF96=O^Wcxr)Q)>aTvBDi9z%8+u>VI7ggaw zZMtT0#>SzN$z%fe_!W)rur{$)XE%Z(wQ~6jM<7`zdP3j&o$gj5~9r2o!!SAyl0~J}+^e zZG~KM$n8g#8H|U|XH!aNz{_whM4Tp2HdQ6(WlW2_W>WGaqk$i`Z+5;;ImYFf+GsQa z3~l?nah?44;&5q>c|^VLOiLfqR+cu7scNS~6zBg(V`q#LF$_deN|aNqkhUgv#<6_> zXpx|xUWr{n!%ATb!~rNc0au{s0vv)&5kLlFyiH8wPMU2W{VLjq(JFOAL=JFz)?lsN3Y`PK(G zfofl2*o=JJCKO_7S?e0|XuH_^ZR#f3oQa1{i}po$DN6;VY_rMRHx( zkII+f=uLhN>Ld(NZI_5QIzJBD#zT*$F__c=1r!}mJVGbt&dD#p$yEDd*P_0nF+m<> z?3sI~nBu Date: Wed, 10 Jul 2024 13:54:04 -0400 Subject: [PATCH 10/61] temp --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index 8cdedd3..a927288 100644 --- a/.gitignore +++ b/.gitignore @@ -95,3 +95,4 @@ ENV/ # Rope project settings .ropeproject +automata/temp.ipynb From b58befd0c456c5da23e080f81289dc5f8dc44d16 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Thu, 11 Jul 2024 12:47:50 -0400 Subject: [PATCH 11/61] updated pdf --- automata/plots/ke_and_bias_of_dct_rules.pdf | Bin 483331 -> 483291 bytes automata/plots/progress_report.md | 6 +++--- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/automata/plots/ke_and_bias_of_dct_rules.pdf b/automata/plots/ke_and_bias_of_dct_rules.pdf index f48804db3682579cdffbcb6f7969f8a9e57f697b..81dd4ce0acb0acfcae62402c1fb1c9dd6c27f0df 100644 GIT binary patch delta 16648 zcmZv@19T-_w>2E6W7|&0wr$(C?GxMXj*|{Lww)6j9dv9P9p}sQ{`Y?0efs`2&KRf0 zuC?c0d#<&2ty!Zgq?cf|hak~_hMAdzjgy&^mWhe#^Y;~&QQpx^%-GGGm|Bd7g^7iY ziIe%iOzI--bwJq~9&|840o~g~=!2Ak6gP1+gJ~HJ#*BC^#rB*?CwR{u+H)JbuT;-Z zZeYDQ)Ao3>4O|70uBw8Uj3=D0L)YlG?WU&rrlRL&nfCIDS>)f!}LYXU8 zRB#gJCBtlFqh`>r#M(~X`~XzTluqZN_*##70Z^Tg%;wy{2C6}B-=|(iZcsYukf8!8 z;YOS&Yo1K4wh?S=MSuREp&_oq$>qjxWZzM#UTjh4U8yL6F$L%P ztRUxReyvPfCl=n#04bi1Jz}g?R2BFYIdYA;Z;C%AzbqZURJMg*uyuhZ_nkt`9G@aC zd#lc@(OKsnx1~8|8MAza;`Z-`@Z0c&zeJRT{}T{b1&t1)AG{_@8Va9IUI@MP!5VY4 zUByymkp!L1^%K`iOr|%kt=Dl9lH-rG;PeI%|Hk8mD@FG32+*%_!G?#$5*`E@vk*kh zHKyFJO75H*(#NDgt5V|iHku&5% z9@0SCzUU)rb#2h>FJNd#rN|LU>;*1xsl7hz{g~Gxh1tHda9#bj5VPIn%`(d;$ zqIDaQ;KegVV9bm;nC)yGPGGU3I3!)x1m~+o|4={O-W6Jhij?+J!wp-WBeuUY zv;vaK{JP(#))t@9q~d|J5=whV{mFj}Y*>q$aeW4WuECa1s^`Lu43e&4yAvn6*7Pyn z6-OGLEtY4^?9jhfx#TGlj%?X+hg*Ea*yml@YAmc$)h6s$;~in}RD-6$gIm++PZ&EW z+INr=pzo~17dubCifR^()o|3{WNPbL;sVlR+0XaYW){P$2iy6t6`!sO<1zU5S?-;| zcRNcLdI&Genx2^)=KG{rlL{K6do%fYO#G&T$~2&cqE(?o<3;r#LCbgj-AjEsgf-q7 zdRMr<%=JO~Bsl55@fo9ttWlB>#qJ#@nREEtm9%efe|76>6G4z+hN_VFgx<%KBL)zt zcy))CVjB9F@uBVr+fELJA4v8^!crocBJxkyB$gYQtL+`I5i%bx5@=TKtnI8v4~Gmn zOL?km?}q)c_P((ues8tUyLH-S(pXCK`lW=FK9m!*q=4l0NGz41H|=M0vkk4O|KYN{ z?rzS%Dm{~Sc1t`3*Q~$(f}4<;pa_UoQ**uJ`r|HhzpvcRMMg)(pQOdIgP1ybs%@OL z{haD&@u#)l-n_yIQXAgx6`sKy8Cu1;8OI(P)KnIlyjc=uz=f)eug%UbF)<_)0d$_w zp(xr;i=yH539L|XliX0SPh+qPGG!Sh-Ig9tozlmis>m@?Z9LtSJz@Pxdk(PIS`q9k zmLkqD#_E-aJea9`qOm*5$#=mg1i^e-ls}qkoy44_YeZ=|`mLI^c+P=brmOd~v;29U zV-5@7qUrdTxg!}<*lIgkt|N9my2^M#o;)lA1+y$&DM`?Kj4T}VTJ|_WtPlw_sWgUY z(Ii{i1B1j!m7hlC?AP^rRC~bEco?XQr=%K+sOE@}-jA+DV@uj!xJfJQ*n@d(eioC& zn9SbZW!8~~I#VepzbP4yJbH^?$mG|8sHXZbbIsHP!x6009Q}L*F@-&bl%OMx86!)Y5|@6&qc@s#OFBS@ph-fr^#X z8~lzUb4Q^bS+0uTg(1M)a|V2WoQ_TWoH&)2RZg`f8lA_!v`mRJ#b$Y6s%Y%G@L_&{ z(yIM8XG(Sdsi?DOTiy_08caC=NlZi+0Z!1Q-OJC;uhZ6RwpnV^=4dUhhRe@ZxJ&OQ z5|8nDZ5vYZ%&S;qmu>+!D9vfHO-A9w& zeHpL&(R*&DI2emxtkt7v`xWCzk!rPj`IR2Kk+mRQDo*3c=GF|`|Bdj@k!UsJ+vY27 zDbc$C!1GxU&EaQN1Ev{OFBltFh9Eg8Ho%I9^_ySNm+0TF=E9dYa3X1oA4m%IY3mmH zoNeTcmtEeY7g`=|h(bBEyuT?)vc4Wd)Ihtk?PpVva3$a#n%XWy$_&A z=Hm&z9s%RC(IpJ(2WbY@>A&}m$YBS*|JMd1<^FR%>E!N>^mMyWZ2 z&kfL1CTaOi1)u-x6D3rWaB1u^*z(?YpGHGtnxu4+4}-82p*g_r4raq%EE!9CGY4ny zH)h9-;ikhBM|VO5<=O&x(CCeFemEs2-*YBP#}FO_{R6wFUD<*FcGMbtSQ`B~mmX#? zW8ea(o^)SNH*J5fMvmzs;UXyTw@vqu%5KBta~SePPkQ4S^~zBaWATD)%K@}y@L5w! zDFx_TZH53jC{9M#A}9i2shL>K`t4(jTzAEO(IZ9n=4K-+<1F4h;}m3}t+vSi#*B48 zd&}Puu_U`e@rwe}fU~KAjET#hg87{J-ZPu0x{(glM*)1M$Lp@=_ib zSVSQAShm{CC$ba@Tck@pqY#ADKslLe!Mv$gWpmp<4Ao||OVA}1W#)kS97m}rx*%D4 zstFIYaunU>j}@BRdnCs_&h6r@3R7I9MYguC;Mv$2=Qphn`+K%I(4y#e)C1t+bvBo* zOfeqVDa-i^q8Z%cy6=xFWrlG;ICH3RfpNe8$10#3?tikXV*2xX)Z$5kkg(_QA6BWU z4^@tfZExXxbIw*L0>rLvF6PGeuwL0=s(lLJB*azBep;A5RT|nqf=;$^XG_jj|TO|M8m>@xLPSNxO4P8FkY>}nC?IbUFI{Io^&vmeTJ@s>Z( zdlKQ1nJqi?g_%@OMaq!6PIBqVk33D(P*F4UMaeySp`Jt90pe~4h|h}q`<)+w@U39W zpj+X_ml@<7&G3dGoJd*@IO8QLNA`2a`Xb=S7`^cDbV9ge8l$QoA2B>^-@k^>rX<^% zDB-z{eW4GOul_0df>DCH%5wIr!l@B?f0JvI)PRZ#KWVnHsSR{0*1LnPnm^Bv?6xej z^TAsyf2(m>R;7ZO_n3*Yw2KQt-@@&E*R`M>H%b#I0A*kNZ1PVY_iEuWlx_)bViZ`? zPmxF?jf0q2vum0}U9Xh*rg-?j8qC!fl!X+@7XKWJdxp$vJ!@`Jmj@4R1TZr(bN|m& z{-q_Gu)qZ0JzX<`W8F}9>qJNLL*Kx1M#|}sf&|p$=>t_EtNB~whR0T5X4}M%>(g7y z;h*Bu1H)WT8_Nfdh(4Nq6+ceiS}rXy32N6UPEJYBvf-QzyBiDtBMxC|dr#F;n# zFTZ023A?i$0EWJ|`%C!=%XlEb!i(G5ow3F12)i!9JO@L_frD3VbOgfSYqPK55+NJe zJvq5NSZ}PZ?>;g&udlPIVO(^f=Aaz}+YXB4djXQTn1$WQwVQP{Zu>r$$2^!Pm>}Vh zJ!eh>V2l=$Ng0RsVnw%@B&y(Ffl~-a1p1fx0e$WPfGYPpZLOHl07)-4^oc&RZHc&G zqRolwl`}s_ypFJTQO)5h`}JGSn>TMTDULKnCZXAApRepdYK(AXdsKPZG;dvOL-@EJ z+-S9dj7BOda*B8PR?`u;4mPrGYUfspCq8)8aDKT`=ArdnSA?K3fy^<`^j zH3Gdhe1_9eIa^JCXsRdhr*ycD=)FvnGOuYPpf9Q%{b9YTN|l_?DR_vsas?U9Pb$Si z_s^mtWiVeLWkXGQTr4UVK8RVc5~4{-IuFf}>stTMy&F)CpFyr^PSoXG_)eO)GL~t$ z&}#5GjCz{}NcO+V6xKP@h>nGv%dBm3;zn#|QiumH0#&i-Qq|6fmxQph$K_2fDPgR= z0W#gL4Th3RX;!p>x&keMW<9ui?+C=#4gwHm3xOhGubf(Mc`MZXL8xb|WvYAaA#X58 z_G79=vQ$wTb?x^R>OTukITos`cd9K;Y&gn5PcCeROc$}2n!EN=LoSdtNNltScz76u z>`Eg!Lhc#Z;*M6yOb>Wio~=E0T#|j30Tv^JsV;9p-futh_ut2(FtgWEe-NWS zMXLT5E}sy_k}L882IB&M6)k#EK{Tq^8ef)V4P~mNr;a5} z^CyI0l(W`o%ZWJNbPh$@IvNOH4qz#T z!c&qu(1@eeZ5xu2;4Hth^1J0e-bc-RMM2B=u8@%nQl%M{g`Q(eGSnJnzU_{C`T<`D ztYf~Zo@35SRWV?ZsICU(|5>i8VhD!8Zfd#zNLG3`)~wn23q_f^lSk18|0A`n{Q9YR zQd!4IZv)}i3*V~NO-2Uvt$%l?28w(qE(b^KwBzYmOyOp0a6(m!DM3LE`(@FFcxk;D6-|!bL18$NkhNup(Y3l3aq9? zl@ibI3thr(cBV%fDE(+q0+=OGaETSpuDy{5DK`m}o%{-D?Tk`bdpAIkM=69mYa^zR>^molXaV`! z>H2ahx_JMl$q7409w`axj_ce48CASAl0v)^EY&sCJga`>|Kn7z6^&RS*l8h9npm<0 z!=+1b(kgfh297h;V5SM`57^O;&gxM`Z8*??4A7kkn|2iaFqA!bVQwBIfg^I6 z#nV@5oRzZJLhzKcp$KmB;N4j`kmMu7qZ>ME+2ovEvo&l$q`y!Kx|uZdj=jTZ?1&pM%LFo8Ut-1EjJvd!vtaI zMge}m2CyxHS})Wga`qq;LMe7u8ITtcL7uVj>NV9GcB7J4uqT3yj)X^q&rx_DSzceks85a&d5v$@kI>ca-;KK4 z(I~%8F_{Po$D$}TYo^QoMrRoq`hBSH=?wPc=;$DxI^$0lA5#Mwu-K{+=NUv zvzC+*$kXboFL-o4F?-_5HuGQjHd$Y2!^6vu;KqfbPi%JMV`n`3f!Ku)H4~MGD0X{& zc;gE4XZsK{QN(z2yLRUyd@~C;VAk@p7((v*-_@GDEI2cI=b>h2!_1xk9-3Hf8NVjx zUA4V%+1&F-UxuCeQsp^ih8YX1WAeJCwhKWZ50*!xe7s#rHd-ga#B8do2aGVE1(*Hg zID#L|1s!DZ(8g!67WP@J)f5tunxy$j^!?x;%WdBM%!j zG*qeoXpW!@BL|eOHQ_(T!MUE7N+5=yoFHpVYj4@W;&c?6Ek^Ko-J#B7a-S?WpNwS? zF^t5ZAdC^w6@#1Qw~s=?L6%}JAC((_z`M*Q+tO%*4=u2!lmwPzoJ{K$Y2C>uKb(3PmPe-iEzSvm$7_PlY#nXL$1pd z!$n)3d(I|79Gm&9L3{tSURM1|J*miRL5<=nc+KMXx$iqNoM0n)L{ay3ffke_Gr{UD2_iw%`el} zy|RGa%e&vMA4$d;mY~Y~jj87MMlHs;`&OsU?^!35X{DxK(CrYjP%xZ(Y`yo0L^aj>jL8C)0o zV;x-m57j>di9j8&-yf2JrJqz2mx4~y@75pFeNr8e{twkoWZ<-k!}h+Trhh)-V0p$< zclKnYzhf^z<*=H-8Ku}>%y#$d?dXOJ`l2fkCcnpRqyIS^#i25Dvpe5d0|DP{)X%-} z=Xuh3*+7QGleraAu0*XD0EyA~j}$RYF`1meRsZ-b z;UJBTDyEoi5p2Ot=-GePEqK*xceg_zZD#yOiuhGdbh+3EfYw@_&1M8mL7}zOuR}WL z0sd9Qeey2znc?e)v==&7K1ANZpQ75`T7Hs{zw01uzu>l_r~A=r%(MSWAsP;%>;|utrGO<>Qq0pkl*>H5_X_= zE^++7HL+#&#+_0mx5X0g9J3XeRmK~2K6djZkgW%tz_%K6h!w-1_{Vf!`ZAaTpa}TU z7`XkqKR`%n_;jnu z)aYe7=2Kn?|9|x61V9lg0k}B+CHT&@{@)GJx^&lDS47I*+83${!ZSZD5!U9PDw#!@ zGUaVKROU{^WySsV!7>5Oo&YI>#f8Z2p3`?uZbIAN`z*Kpz3qO58VkPS&~d$#^CV)X ztAx7JdZG4}D)`6q%We)XfKSj3%Tocs|B8D@;SoLZ+hF}oh?)QNQBxlei4+^bDU2`1Pioy|f8|q{lno2BtMq+sWil-cIal1bE=@q4c2T zAIRQKRx9Fxx+QK1Yj5s@I6>TNNO}-SZ$s0=!lcN0O$-TEWJRtvIIus z!x>_cwuq7x*=HXSNVo#?-3T0#vuYb~hWCjPhjcu9*E%2%+So*Z2TTTRqqyZRE|d9~ zq1d7Bd|YZ0FYc=8{G*milOqC?KNlVW+b2i`Rvf@LEM4xR;7fzV7gRAwSCoLN8Kz%F<5g4 zv;TU&@_E*>JPW004$jWbl2O15MhM{KNt^ zd0~-aN31;@&uO6B^~+J>i?)tqeb4%4z~-MK$;*%Oj%RgGfTpJU5}vdWNN;pLnAV0e zAs+t6b^>T5imtCFJN^0lQ-|d{=BX~I-lhH8A}73r73dWkNsrs^1YL3x49KQB$oH9&Zv6oxaDu?sFGS|^i(Mg?n{~#5Ldd5FmyQ>k&4fRxy9Ph6l^vTYM&p^x2xB*^=y;lgH z$KYCwV%`}+LNz~X0&!ouMTTpK?~i$(K=Pj8brA|>05eKKh1DhLCC|n8#H@6|BbY)> zSHzvss-2D)H0j@uZ~fSi1M}_Jx5cYwk(-FA*{~8zePlH4ede1XHjsP3NwJr)$~fbF zm`HJZL#@VQ`ofM>W)K`6aJ+hBjv$E& zkzOMM03#w3!FE79pr8=q9x)VgAocF=cZ^_Uv57Eb6RAGF5m9(iY-XYx6uA6If7mdk zi2x*VSWHnE6PVO`#eB8CFJj2!`S^ACG{{A;8ba{QP|gp`K#Xk224qW7iWdSk8ZF3Q zk-wBew7^}F52?AZ4oId#bRJM9G;1+WmV1N<0OZJMu#2MnCg5zO95l-i@{yA>69F+A z>%pxcn8eK@v^yeNzyR9LObW#R&CmcFcOC#<%%Y1}%vS!*=u;0kM`2@}s zJJv^`7-vhhuo|QueKbG^NZ))oXLdKTYGo(-N(s4s+=uB}#6{BT2=W(T*mg zk;Ka8KryTVR0c6&;9Fz{trw(Tv=@aQU?>1evkw$lvF!r1-GT+$Zp#2eoG@N^TM?@z z@Kvvn@x?j~`tY`R9#mUVhL9bDMI$3n0APk8rzno$c*u@HS;#%rTPR$yUbJfy0->v0 zn7~yO!9d=v(@4*L6kx}e2C!q>1L(Vj2=v`n0KRN70AEl5@SA}hC_ONLYX1PXL0hq| zglyzes~6}sh8N1UI;5fK ztKbz6z9=6eBUyLBR@N2ljxOMe#urPW*EZ6T)(bVhfvB%#8v%Gpof$7iiYG`EH6>Yi zn{?zy{%ja8MtOJmK}4p!=SR--p9>!mq$q#9b9PpJ22&8CH*qmO*uDx_Yw*n!K4z+4 z(@I~HX6>+g42t4M3vyv}cz)Hm(6IYmq*bd~rq}1QnS<8KxS#nUY$^eb+C!1lY(QP%DXMrwaWo-WbjcWcS1PSeBn@p% zU`izOBf|@cM4{)hp%MABEO6zD@C8(&ut&Hu7-{8eteBwb=CIVA>jQtRSdR%HKIsVl zg+Zb)VcC-j)xWVZmzV(KUwjO+n+5`|kAguSdgBPDkxZ$*mg3;sPSrVEiC zn9v%ySG$y-wpXudOfqU&(@Uxn+L|f0JYE|LM9xT-@qkZH;*K02^?LwoOo9S>%=PC+ zV3?u!BJzx|JkV8=(=M~lNNdy;)karZd_5vPU74Se=cp|Oo1W>`CasMSh6cE>`hq}>R7HmD zDLf!7i(QDX$#sujgwXF91K~z?&kR}<`35h7s`hX^IPJ)$$qkuy^j>~aQFi(-|ATOh(kr~O;%OtI_v1Ek#sd0V#Y6I0Fv}L)*oduY{in1Jia7|UL z4&3Sj0}l*6S@1I%E-BX)3@3s~%ZveRdI>(U@nv&>6Mr1ZhET+oe4$ALAkAW&TgpMx`MW@J)rFhF<)`U6h^qr`> z63;_Bj*#)fJB}HEzDEwt1Q*3G%gAezjHatw0X`I~u$%cy^>Eu+Zt&NjK4hz4NOM^$ z7LS;KE`nd=`@R9pKIy(`%>I@z{6*MJ6p_fo9x9$Zw4CXvsY9`k7j6_rbVg9dh#Pv& zo(d+PE03u@Q-iit$AKUKk;C9PT_o&fi6`0)2+rG^0ubNytG`q0J{;9*1e%{;dSitFS68lI*3k*rW z0eDKAr0T%fr}j((NRem2$WPjNH9ab=9Cf?xj*|ytFq;{ytQ~CZ$`luVP33WVD#*L5 z@1Nb&OIaHSa51LhU2&0D44TcHid6w5s!*we<_?r(YqG~K<$vCYR#l-GAl(~_ZgL}Z zeZ|SrDS40{?ULd2wwZ=_z<*Vl7HhZMu~RfjJM8O}`niUmtXleA!Pw+gc{1vZds&tm$3l3Uzo|3Gd0V$yW7OP>0&On4L927gA932h00m&it( zMgxyPL=n~`Mq*`rn_Yx1hDO9e5t{Y#tZIM0J}LihR4Zv6A|b9JGoLv}Q@=;=H{~QH zpyT6r_H3%LJfmxJhIId@>RbWF|8XXBhL6L;UWP^*Bka41c+tmJ9|h768BzJkpUKFu zx}7^`Amqh}x}rDBRDmf-Iq&y?h4gN@7)rZ02(Hl#FAe#TynN8Za8}?wWQZR_L_CEN zxP}V!?~ZwQ9FE7lATe)g#pnl@scV?{h7?ysIj1Rs4LsPJDw~VR*Rzc?X@X^9Ng3sr zF-2@ZB4cUj>jnZI=dJH%uU6U5uT?E+>p#WNP@}phbg~j8#_Irvj0`3KI89Ms&vHJt zY?n~nIf7c@1K-->B3*CtTdlF#%;1f1{xlk$EBF1K2asy@Mb8f9HC6chRZK5pq} z0FHPZIix(vv0sr{$(wwO>w=lEch4`g0?_*o0H(Af;rsj0c4(hRhOo+?g?T$p!scT8 zU-ecqd=%XdXqUpp+p?YkVT9ef%fv0jp|}Sm1JSF+YESVT6Db{0M3n8@)ZYlRzmr1K zinP|HH9)*unN|ocqse8|WF`x;Qn_>$G#`DJ8A(&A3fLlzvgS zq|8j>xaIr0ByM5kC$hJ?!qbP^f7G@tp&UC0^qeIt&6mGGL!gD9akM~ToUaA23D>Je6PpCrM^Ptg%^>y)V^5-dBFc@Avojb?f zs2;Q@VL;uciU_>qMc;J#Vu8xHG?I1mbOCr1C7l+x%tD=>0Bof4HH8?GF+p49#xsviaIrqMo_$xD7QX9 z%cYzYHzQaD0BXSO!o~5=M zymx)c(DP7JIV!F2nj=5xX^J%Ipg-a1&&+$VN>Uwl3D|NMDLxHuUkx03YBY=K@?!Od z-6{N?#q=bl>Y?M2f(!hVr)4^gN`I%bTG1!CUH-^&LOntr{axOtk)D{N~-aFq3#1%{TRq`(O zp27k)O9whd{6T*!)4VzTJ9WR9slJwF@u)ean3W^Pq}K8uT@)@bb*ad8BP&0CtJQmG;g;nE+L;@_HcDG0KPTGXJiL(dbE?4Pfao=+BpB@UO1jP zKrR&}<6@PaM#3<=Xv3xdS-!$7*xpcR?5q2uio|ELrdULAynJy8K~~2Wttp-*OTo7A z&#Bu({h&I5@@4s$z37hCbzcE`@pW3uhiNR(56SxuY@(F+g=iMZ+(zaegn&R1kLd7s&f4wA@RoC5kGl z8g*^ig*D7%E4b0UrUNvpO8m&-=Zz+cHGoVl1|<&0tkE|m;;7Hv%#GX$#VcNTw^M}KNviRRSZZ7sGYtDCaM==uO_#CnUFg})%{vrXw4ZZLfwEzxf zG|b-wYw-9*&a!;SJ&X*I#V+Ky(qf^Jb^N}Da>WReuF?+G;*mQeISL5{jb*GRBuZF< z1Ov1b z@Fw{aW$D|3^k{t8&M#*3zk7H$M6MRi9<}QwlQam$Tb{rFk!JJhrKfCooB&V^E>z6K zJ=MehD34`KTxD>QoCwz&e*L{VKp%4d-p1a5FWH$EbfWI+61iQg%=yl!rloDjxvZ0q ziGcfzHvMP`Wh#6Ml8}dz-9*cJx*v7q4ppC(7+9iz@Is!D%j(b}lOtNK?T*FHA7_R)@_WsS>BhEc>}z~qKMo5Whj6g_EhRnv{pboKHCC|LAema{!W|oqw!8t; z&Kfb<9k_+~)agx_A{3fVPw%~?Zx4$-PD3Bwg#7T&j+ zk581}nL=)VtCUgETQiyVNacMsF1=W;BkO=rMrB+)rt9V_y-dC)(cx>AoV7t?S0VZ> z!VFJ|x&$?10Dk>*HKvUoJt18}7AaLl);d2m+9S&zX{t?hLlY1TrH4;xHQf!q647vs zxCYWuF>cXUi~K?QV9bIetNUfifrVjko`m0?%!>3HX8IR$1Z60RfdBVNsx|-H`G;WW zftD|M(KRl)M zgTsw>AbsG+qCFSQ*Ic20bGK75l#PAkPH8Pq!zOFOuS@Mf&2c_Va+*M4ncwsg&^#51 zx){6eA-!1i*7?QtF|Rbi4iX?e%v`TSe1j^5t*QT-h_4QSIrrhQX)+o!nlq~Jm8{`S z6GIs4j?DSmCk7SbomN=A(m*pSuqo&QhhgkjC1k?5k?&<~q8YMAx_5nIixS%~lce18rlj{M~wsJWpfhsST&xu2+S z;iC~^Mdbk~Q`kFM6|WX>Ua)pXjbYvTQCLMFLBP?a!1%30XawT2-OX>gFX1-2%>Vn8 z2>p{UF0QXdTm0U1{lT|{#A$>F=`X%3awc!gZbw+D~2b?$BI5hJPge7chH|(dq z5-31i3N#=#=YnpB&6M0-4mcAVlP&K((<~*yzD6?VEZ76W->xAQ@zwx(_mIt9Q4XHA zL1qcqrAGPAt7P6YkK_1lb5qBPE&IpxEtgKM5fhsAMTtQoadz#B@Lcn$ggq{DJ9$o$ z6^82YC^htKLYq1AAir}A3sroU-f6ZPx?2Wl2MWJ@HuE;(k>-61kS7cmH*^x#p_C0_wf>+r~ZwKcas7>fLSZVRda}hU*MNXbjc%4E~#F_gR7rpWmB{<9O=l?3vd(8i~BT%epQw9M|g19%6k3J3O?arhNFyfP~IR7~)$3qR=E+@-Ha+&$^W zPxZP=THWjwB@GNDr+?4wuvhTjrms7%OI@SB%ll#)bU}4dzUhKbY6h5A<`4sMGI3|F zh?>HQ2x)$>J%SY;lwyNW5?Vj~#v#o9To)$MepQ%&1)Zws@g)<4;kg?Czy>5mI4fOn zJ|sn)GcL29i@qB=%0^jjFQ)K|m)SKrMz0BS+Q)e2b>C=Vo`jrsb{Tk%Lec!!8+RUp zv85CAr$s@9Zev_#@otA`KmIW+)*Ffx26{kA)FkmH7q}|45C6N>y-#eT&5ye>Cgp?( zzQFauLwi<5yZX!$ltXlW05<$1nMw5o=c*A~e!m!a$ybngLFI1m&v#ataK($1lN{M_ zg%?g^qy4A|BcorxVG3wZ%tyLLgT_)a$&Yb1e-E3-F>9>aRDhYdBA= zUp?xxF;26UyF+j60Tx;E!#OMAH}aSb2x}uLU5jpK+0u0>gY2KqXo1f2bgbL8oVGTs zoO>{7(|cTzG9IPP-B_xe!QZU2GEvlW_ZoBZw)%lD6U0kDk@V2h11JX-FsIpevQ5A{ z(6SL5=6{ZO^5ht$(Gq=g@6f1Gxtg5wThUddcJFdsAC3ZB7IB4B`O+ z3KH-C7<5|$(VrAJTlJH9$u`dw#;1i1jC+&f-~Ms_vGg-?(5-x1&a#9Fq?^0ffo3h< zOc-F)h&=QExMnu`ow(l8h^OxyvS#Vvp5~@Yz)#a@xeHm$Ks%S0;KlMYR4{U6Q(qmf zEC9mkn-_nwT3H_(uHvTluS5xNOu{zY&ZfU__l+j=ev;rtLJRFupToU^c>%w|&0WUi z$x%`Wl1B0Fc9v&tl0xAa{AIfLPE-LoxL!BCY7J-42zgDQ2A*Oh3vEtA!_*IZaICZjjBFu>d9n%a0ldClc z3mrqmgQ*mRhC9XR`GMFrlx{x84&#(^R@^E#ob$qLl+I z!!h$QEzGSju7om5ek~8D6|l>QodZGjkXOBR3$vbem|5)s+M z*{Kbsv+kx{_Z*0QZ$TmkV388VjGs&TP|cCOGJYwYtPoG)WZ6HClj(s?#RZ(NInB%M3roUJvPza-+*SHzcQnQyEuw78qS%*=In%gahUAC4S4rRHW!wXi!7ZFIPf zmrRnm(CH|Xa6TZ|6aB8QbF7G+P8+>RrpJR0_dvKC$3nPAI!l%0K$07=SrK4Mws6Ex zq#Y|v3`iL0uRi!766orL=lOhm`78$zs^%<+lDL-Hq7Y)-VKPW1kPI-FAD4XvwC8zK zBUk;&k3u2sH!ciQDD3M%ytL`8P_lGimgx;<3-Uw;h^j^59qngugLOnigOLrS3z;mR zSmW4SK{wxFKyo15K||rjfZ@G7gRj0w5pn!!`~%(2^8%i;ycTr#@cBVs{G{ynXs{Ta z7x1d(wYdc%D_c_e|t|vK4zv@X=S6XF8&zlQ)>+|E%bMnab<#hEZOu=O~mu9?%sy78ZpQo zyEsx<&s%TcatDDK5jdd?4$nXDS3j8YsV*FoE&PuAfT))J?uwxbRGff(8l z<5=D-)v8aWr5D9JVuR>H=G||xcDfA|Uff5rOE;Ko zeSJ7w4R_80r&p#U{3pW$TUu|5>oZJ~gy3jmWtlTXBzQ)AD&cVu+k)#Wa#{U_ne~$l# zV&Y`uwn<^{(Jf? zpTjc$M*NoYiIG8xN|2+m93;X9>{;Lh}--*n|&B^f>;HM!c%YPgGUpo%w zzhlhyx#h6@J>yUJSpOcFor#6zulxXfcK%#Ke|gBx#QMKGb8!4GXV^Ko{+H9AKL7u; zakBmG3@0-eCmS)~-*M+;VPgMZhAiw%eK?-znI}-{#Im)|+}{_nkWzJ9ycyH@S0 z+O?lu)%)4Kx;OjqgZuFl3}~2`IaxT_IcS-fD8Ei>7)JSTW@5&!=0sFtJSMC2^E8g9n zfCaFo0sMoCym6`8=t8iq<7It2JD{9Q{!Ym`C*I2Q}-;% zAVf^+`nZVu?Lbw8n)ZBsKFDS$yne>u8()<9fwVv{+w%ikDn_|H+yojrgJ>l|#EK>c zS+Sxl8X@i5PlPoiUEsH^y+O%>SK$j5SMeKe z%L+QR7x)%kXm>dV%~ar=UwomTdakf`@Z+#9-*I#isZhGWI@86Vu<4}55bHiIG3Ez# z&2^?p5V@RG*#AVN1mL;^?q{{^dvE{UobIpv*8 zo*Fc zqzKI*^m*l~CJ-)UFp4=vVgyoKks}N$VKLf90%E@s-vKz3tbjZ?E$<((=7Z-IdyX|5=h=3m@6SC2`n|| za2|lC1u|u~dYrR1C-LhX&={&=_I3QSb9Ku|VW4C2MB#&RQiH8=6tmD?laZm@b(bt< z@+(ly4D@@GMhzL!D86&rcY_^7@~AQHoyxSN812m*F>%n`01F|vk%XtXNNZf%8T59% z1!qD3tuxk$Dck%;#AzKv%K$qt%&W@eG(Lc-aOk<0=wRs%>6Hz)ScJyYK7!ne#&2ib zWkK~nj+%l}X#xSjws;UH)$e?jFoE`^cfhM2D0%&j3gtAdw#wFA;9+>HWBUclM~j`y zRvro2;r+uq<|-s8V?XRn)>gKb&>2wd;|@CjW%}Wl$~VU+;)_tB3W3TPakCrvuI~VS zM^fcy-}l_k+Iz|byhzQMg0cBf@~iJl783UCcVUsoV6!*n8^Kokalc?jGnd;JbTDo; z=4&q`HZ*TTi1mm@&ohj+k$sExj!D%@KH)x7Bk zG&>=c1jF7D?6m*CGI;RJ@xyyvCELBzVQkE4d} zvkC9Eb^>MqVLn=A#joE^muD%blf|x15?Tu0B#mZ6_*B`e%|AE> z@2Q`sE}cR*Cp7k9ny}WMu=OU05K0d0ST_(rM$!6pf^Gt2!K2a(5dF61zy1Y4oEu1l_lQ=8|zIP4LGE zifFwQ%Rd6dQOw0lwIj*jJh!|8piEXIg_EflNlZD~`{ibmSoJMsO1Gs_yaQLg)bGpf zOBlJPY!<60cO;Bp+TAGmcA3nmOVUIIv(fZqOwzOzL_yv$(=iY_xYK#D0!0wSl4!yt zvaM+@^kWiqpKG*=RlCdq@ChI}sUcYxxjs=~1kkHdlgq|sb!3u#tg1T>twjQmL#e0$Pno7}4fjBTCG^@L zNxI`7Klp#*P4YvJHc5#>gMmqPA5dv8Xz`*}Ig*XeoXb!#Q+4S$g|ZNpoto+^Scu&~ z{FY@J&NU;>(D6Ccdz-i{fSgFzwu;&irt+}JD04ukcHK}=E_9$+ZV1nnO#LZ-Q64To z=i2&>LO*mh{NU0VAQ+nuUi3x~5z>Z(;XmYh{j~Pvx%#KbKCyRst`pbL>1id%yYmp4 z)8MXi5H@bDF9f)6LOaNttTuNTU$A+ZlG$`%YBs}=@>f0T?f2R|cW9AvX11u)yE>iI z22S7W+mb?Aa7OP4#|w$UXWF@Zg*Ly&XI&;MOA-1+oZ6dZoL}QFFZ{oE1=<){`<~eq z1mFBVF7E)#dX+WJXl9iC>G>rT)UMC1ykwl zaM3?!YE}^3`<59kAjPJJ9dwcDmW&IR!gp%&z*+8e*{h(T^;(#beT*RAcK}-?-X4(e z>CoOg03l#sa5JzD`)Q4KJkdK8xx3^XK+51-WBo9PjpsyOr;L3S zl9rh&IegU56cDY#$1!UlYlm4rEr!MniId!Q`k~1}3xJ>J7@FhQlxD8>_6|UL6}9%P zmHe^{l=l+H14!Vw6G#QWYgIOyftptlOm8?U7T3&Y(gb_aa5PYzj+K;7lG0vdk)cS- z3ioAT1fJbP0&96jYxrwGBU+bzV@pRqIjT8DJm0hznu^VeB?ZzKh_*8X&3n#U+Kb77 z-y48g(hFCB$pM%~pry`+V*492)}x#~Kg)-* zoMuHR1*XCM#h#u1_JbW2C7W~n84nsVs#|mL_k#xZ$<*MBZ}-vbz{oC*n`&UNt%g+h zg{+g7h}d1RILjem3>z5{;A_I|tnCp8mj$mZ!n56oRCEDq{fI!EZ~#Hd>q_$wm@&70 zm&pvyT(NJ-3Rft&0Tmz)Mn>Q_N^R+UZt3Yxt6v%M;T&hHxqnD}(&yA8{*<5NBqp)C z@(ZFrb7O;}cq94nqr~8B3%AHf6q|r5O5G-`sg3{arDZgJW^T98P#)zV-1NoF76dU?KOF8+gGL5^%`dfhak*XlX&MmzKx z@I?_sFc***Ck!$-TU;rsb06?NqP>Sa|u@ zC1iP&Wsr9sPYZ6iHzSPjD7YM!&ftBa9oW4J!%qKrP>KZc8EPnDj^>_fLbwYKGm?Rd zO|3iVB26uIA)O8uyja3Qht*=G!a>W;5u@-LfespM14wvWAP38DoCSP^AoPIGp&SPr z9%WH*b;B3~x)HP-uqVr!mp0{&TSFj-XacaYwF20}YLm+MZ(@1avZ%wxQe0Fi~hs2b{PQwSlHkR5`G+JhEHha_G7DV(s zcxe^*%H5xrv}fcz956qm&p+26Be}6Bx{X6DJa1#*ex)bq$c8mHU%oxB$gEC`Xwt7# z;GqT6;XAYWKIM?nD{_3?C?2*SYN59Gu<0GATJ4%?AknS=PR;*|?Eg#CmUE8(Mpo8c zvRT?3XyW|N443{yj9T1txAObMu^nlUQ^ww(N`r5Ex{lT3ux>{UkG80M@PO- z0dO54Yshx847PY}&t&js7>X$w{^*O1Q2wQ1k)v zb)Ay0=)X{WxJO&79b1r&cDZ&)J`@$Wh>NXlT|oCl?5(qD?*5yNiCyUJw?pCO)n$|Mr+rX2X$@%a5HfW2oSlrI-48Y z!+7QlYs!8@V}|RUtsld#v_9uTl!dAcZL^${aXcm`Mqj%5B+tp5a^TQrT?93GY&yHX zy|tt?oxgo!R_N7id(MWY19joZCoC_og!1LO+yvIvSRU=&r94G%sGGJ~o1 z5)w?^{Cs|Oeczh~JnlC44ebCCVR-CXMABAGA}W99ms@=_Tf^&(Eanzv5?D_G4i^4~ z5Wi@990V{$5GQHRhvBe9^K>c&{*{K!i=zwP~yq*i$I zL{>vF=oh&0x@hTXbrNqFob0j+N0gdXOqZsy=(wHG0oJ_RT|C1-Kqal3er&))4|MZc zH{RR5;{+W7v*muTXJ(PvZvag|7vYZJZe3Cq7F?mviDI}iO4Z@ggbhE4vX<=9(cr0G z;wdos?YsYC&fTh7OyRaE=P$(@CTg#mZ6`z^93O<%jW3cESUfa_6larK!s5}O>AJ|W z3nmm!;bpS4(^!6&rPUN(GG67W7*#r(Gx=SY)=gZHsy{)@W=m{)XwPYmD|TUjH0wPa zonD7W2is!6oz~lQr*4t&Ba-aabmo;4L&m3=2arrr!9Xw|N?97_hPz^2mubz>yEPbW z64T z3fsE8?bsTc*uL8ZCSkb`NAXT7nD__K^+phk$_h1xXuA>};`cr5Uq4*G=b558jH9P+8k zA~aD{h_*lnb`{zHin`j^HW=LqLBjAf0F3#!rn`}p;cIjAFd1yUvuqsT^QW}NO5blJ zkE|~Sm#X1d_IM2691HS-rZ9{fl)2P37^JtIfC09cnv@ub^HYFNu9O#~0*RcDNC}7a#4=}e+sj`1&M<&Q7TEQ z&jsg`3`svi&T`RUX8$k zZ3`eMm@s7rm!Yh=k)YQ=FD(6j8gkA-=p$@qy;X6j|C-TzzsaF?yK+|kjsKpn7U`Z( zf9PcbO>~2^w5;ycal@*rr#kiJ%s~ltY4H7XvG65~jg)Jwts$c*d)yT&Z`P=jgp46*g& zDUgYMlZkheR&P{r_!T!ktT--CVf~NTXYlZ`)8O__Veri?0L%ZrPlT#Y+6*!w^__mQ3;8! z-Kg}P;UK{Zhkh_Ty@2osYtQOY5_RL+j!Yn$T_s-{_Akbe1@Q1D!_mv1o_D|cip{UBz) zJ_KERjMt*{9mmNXLm_Ykj1dF`1`)h@^+w zWJ4+Tx#)19xjFh)$*Fg$eAX48&!z9rK%llG?|?hyr}L2k!vj)PCuKyL(YB6hXLPK* z3A}=!qBh))f-e8PV@1q6Y}?{!zZf=4mb0Kp9&M!Sl#eegss6s)w5u7L1-#iAEU>rHjQzrt!zd(8R5w4{%Xn9tEihFgDMhC<-jf6v-Xg=#UI#>H4Gb zvk#V*CiAzR*p!ds8UWTnbEBDGXR41|@Uw|ctO8sdjJw^l-=-83lS8ShtZy1VD8r1x zUKhV-`uFg;Yd!*Y_&x~U$sZtqoE#sSWVQ-;-jSBGd%L?x|5^JaNk#sfpT3k|*18Pz zvA)MMOx%8CV}lu^&5`s=1lP@GDmkzpP(gJCG%Rynxq^Nd|JT|VpuC3(&k5rR&70}_ z`;itWryYu0oji1|KLF#m25BqE>fXkSRd)k`z0eO&hbCjdY+qvB#8kds7nTsy_E?u` z4QlJmsAtgBNMPc9>x-R+M}M(X@xW42EVDzTpx6UzY~F9-$XFoqeKbFlA!m%twPq2C zct9CC`Q-NkKrH(x|4mOt>C=Hz)?rEMob{)hZ!yw%V$i{`HuCY>P(g9SXN&O)5L1)@(NaT4x);B`mnM9e07#AW7aB} z))>|`nmbz;wH21s?gC@zoumT8Mt{x~1lpmp*+ zJ@W~{1=Yt*qHgxD=VZ<2$miIFLaE=qwR*022BjNtQfd!dfY3Jw?$-MP*8r@`)-AJ0-*7jL;M^R6+>QKAsB>1`24LD94#uv+;LHka3Fc&I>bXDFaX8R>S)kGCYd6 zn}^4p&BuphoBO`%)9MdE)oFK?jRhDOkR23Gz%u{xb?xHr2LTYX>BU}GTk5-@|Lc~Z zsTX9x>r`5<=ue|C1fXxY3$*R$*-ClDjuk}ub}qOYTFYQES;*Zf)*FUPte*rxNpg> z_IL@6YNeN;cxaRWDa+55wO;0|RB*{eP2@_9d~o&DK!|ms11hwBfsYU%NQbrLeAaF} zMd)Dcv)E|Xc^pf+I}P;#tHbR=V5qN1M-u;6DK#WgFetVL4qCm_*UJ+h^g!qj3CrGLQkRc*4Wb~ZP z&j6$lBv|4YER9B}C?rxOVY)DrArvapzHk*P%f4V1^vObyMi83ySEWi5w4w-grC2R^ z_6TNlTcS9uaIjZ;GPNAYTcl%A`d9d+DlN$Si2J#KH6U0d%!&>q3}S{Li3b8YjYj0G zwLVc)GUQ|c4TmVJ32X~VTh$tbeZPSz*i?iE|Ancvs>FA ztWe~kiw5*-leI8U=mSL~NIS_b=yamE0fYzBwbBEwbFnRW(+D56E!dwCs14cgxOy-? zNRI;s5A}}NazvM!*Ffi@IU$osh(G*?Cij63h%?LtgJ{)yP#7fn;KGsWRjzG1K(28* zlHQR3b)kb1s{`s0tAooCoc-((l6yK2jEA|CKMGWz0NvpS+(3v|F<`*%QI zH#;&Ofd0WAg4`Dv3P0B0oWg<&M_Ejvg@{v_xH8AVp?r;VtueuC(UdZOq7 zjO>IZ|1lq`ukwUZXt?TM-E$jiSDO+eNt8E?5W^&y50!EyMtR4SB!PXo1&m6eeMgF9 z5G#UB{QX%hHRQKb@Y1GyZU)wbyd*K~= zb`0}FC7l-}UK!{WPFF2 zl)^r6MlrANhe46lleSrR(h|oYs-uWrkDe3PLF$%<^Z{N;FhBSDOA&?e`p*vCe1W643a;D zdBB28s$MT<605U}@3&wX?uF7Ft35ZyqVQ;7?1$=vb)tQSd&RROMI?$#nr((O=Ji6m zHn{=w0b(FlY@Ypra6{Kk=$?d$G&)9m&e{;|8@dhq^AO%0@tmT3ZMz{H;0x-+_)O6a zOEI?FSnNp6JtzSGI_9yS>xk`@z77039=~?s81M$>l=POf4FNe`zgFwW?G?Wb5&o5@Cm`>G6u%(QhIm{jhg%2hn%kHG~F5f<}IhIUfnN!RaUQ+KfFSfPs}ChVw2F z^$U+{IG(W|1lN;yfcP5NUXgNSMJNzm_>1!+iL!^Yh+^B#&wbWJlp%)!}2w=x*;mCup+AyE;D%^pkHZ ztX&;ReWU)`KYq6c|D^u&#PaNOb5Xemp%?*}9o$M65P$(z@yN{s^!c&p+=KYj?{;)& zb`H_}ANlmiE>*Hp*-qOh%oKg2LW9cYinamZlai6*LAo@7yN& zri>T}fO7q!4VX+p6aN--MM*T|V%CA9rDaO`pr{t}U1HQgOOQJLal15aunp_cTbi_8 z=e?p11uK1WGkv7IHdu5~s*I18biM;D?dbT+rT^6K0tSK7g5~m?40}Db1}p|$h{#je z!X>`F>Vlb)wW7y4ZmtcXov8n)+{lXKSp;(wfY+%Qx|w3CRCe&^sFXFSGHXkV-vBdA zQK&~Y2FZo!;7Q%($3vSC693z0YkXS91PF+T z`b+s3VSh@g3;k?P!&>wb8DQH>Cn-Lcqg4r{HN!SH7SWB(+I*+&AjxWD*M3Yay#@p$ z0`lLFp4mm$arB2C1pd(FAJk+d2qZ(|;l?2yW5QfFZn^S7XE!DYY;EUL(>8Gbp(CrN zg;;P+P*s>x()*s{>>0-L`eMX2q`oYW@xIAQK5z&yl=|5;(6b87&~9yivRvx>JKE);crpa?W&jJswREGWs%!}? z3-++%A-9*m<#q_irB=T>TeE*J>uU#+CF<#x3{b{yYMQ7 z`|h8XHeG5>i(@1yZX{7|;}xlsNALat?R5gDory9y=~Kpa?3hMOr7F7^K#?tWT+==~ z`SJ}itle=`Nvn|>UsZH;eScbYG-h7C^h@?k!}w(k=Xh^N@b0`w{nF)3~kb2s~Ohm$Uumdi-WgU z2Je7I_L0a2&3RBrv*j71l*?@o7vEAMzmH+CJ9L)Ka?fK>FWHL38F`Z`+JB2MjEXRj z3$|;Emh0j7E(l1h@V0**1KcO~ofql!AS|$oh;h-q>8Tca3Eh&`%6`xK)1~*C#t^ZJ zv%Pz!|HAJ1F0ze3un9S3!k>g#tp?Emrhki7w>JNhGyH!Z^9-==jC; zN&87B;)N5>J+Xs2RNmNS3B{Jr@__32vdxc9i(MbNte%+E1(Fo8I+L#{E?X7ye2Zhf{T5Ok;CZJ`rdQ#@4O>wz z>Aun!l%~FWy6@GiDe@LhF>~9LHmo|15(tlQ47#XUQgHO?4>_vu%qJ= zs*K5Uk$Niv9v84_&T*X1SO-NP7e0(%tW)mPw_N#TPta}Gg1*|KhCvsD8JS!W&hX&V zmEIdx{u_jEm_b$}jJM{OQ23NMIbnqoO@x~85Q}EE1)x*?B!)Y35qdb+`}9I=nj_bq z$9B{!-=3&#*AL)nVoGD4UB~t6{$?jHr>mt$!g-(uTQOP5NW@UC;AmcMfX6T{0PE(h zvfAL|WTz-USyyMJDSJL(I8nM2=ayTWt?9}^ft#!D9=sz$$byBZK6&PC((BgBJ1Vv9 zl9IMEGQkj?l8T8Eg)txcs};%Pkitqvf((CNnKVCWz6hWdF)}CdklmWQT%pF#?3yK3 zh-#RH&(|mq@C-Wpvs9U4<6f6p9o@tKj^QN#8B|losONI{r+8JUt$x5ruw{PLZf_;f!CbI>KaKz4hhIxMV6*TYyqMbtz`qf zX_5NpMH*mB%-4XTX{CZ4$JPG8KV7v&1vb?@H}F&}247xY{sF?U6*Ir8zp!vWp@83O z;gz#8mU^=im#qzkzP%f5L!ZVi`2J8D7xJJrx3e%vmu%$+ULgfW6^hJZLynOAGIH!i$lX_@PSr4RvCVLM7YN*fcsqQmyZU&HC9WKhkIS86%cEKWH5&M)WVYQCiHLx_#5Qax=B0v`0V8-<$#)5>iojZx0KvP0W> zHTY?4Fk;T>S@7aXv`LoLGv7|~uQVQ9DZMeM6G!Tz-YQzF3O%*^jj1bTVpO`aZCW(y z`SFNmF_%1+v%9*b55+h6LB1Zakv-x*X<|V@@lh{^=r+plZySqmm5O z4(j2=!HU&lb(1gnov$W}OExsF3=Tb%3yrPZ4GqS5w-xmqT73?}z|7kY9CDw$=qmsY zPWubG`6vqf_g;?|(B#e%mk?dAl<$%=1z|UZeiXr-ic2$9qUxX?l~2@gK9wn?v}c(_$G<=y%U6lmnG(unmo;*ll%||nV*(;UT@In~ z@|kZHT7{#2OlWGZ-lm4a0lz~8Zfn$@rzNXk)Y&l^)FmxESqNzxVUE{jwl#4vd12*O zDvnJSE^<~InC5y~NsH)Cs}Wb8;!spyb@-;GA#U#ka;29r7_qHo9M0%CvS$EZ!ua<- zYym9O!6***XK%XiXru*J9(-AfH$GM3Bm{KH6Jw_2B||Yy^sTafJ4rUG$&p!dI^nBd zsW>+}?8~v7vWEfKNK16%GsU3pov_PE<%H1pqcX+M``SdRgLr`ZwG^3(+P&Gxl;y9~ zNu||3a8H-A-+RfnwTF*Mm;i1<-g`;v#fd~lAL5E|>zl!*)mxKJ0%q*yQW^1g&Zs7u zC%up%H>4qPCRHn-G3n&O#3+%$V@rr}5VazgNj!KdwmW{^=?E8Jp$kFEJE6U-%RRjq zoT`zKQ$9tE$2e(O3rKhTz)JbGoOE-8AlcizfgRBSHyTg4O&ihVnF$ymdXConm@NN# zLbvi>rM6j-`7)0&VQkCdC7OW8gxuHGowF(OY-V0_<4B%L6P&8%x_0sEG{rwL0OMMJ z110?JmT;zzKmSq!oNLR^9XeR!VDPECQtgd2EhhmrbC}+g)QTiBv!jSqK_3gVd#bB9 z!?BoQW(}6%$PoWJMF$`cJ`)N%mSpP?1E2OhNNbyP`#mx!7ghXXP(Cp1B_!DsF>}~O zO^e;{vP!h+K4DqI@PsL|E=#MSlKuxjDvNWOh5AhGILr4yt!{Z=|1#!eI9!;G4JUEfO zgBmZkSA?x$j!k{;FN6{0E{O)L(*UyQZiayTdFz;06fr{x?Bd?+Z`r-s%XBt8>>c==W;eS9E`I-;OR;H1r*#A9hgTZ-``fP6r-r%J=MdSm^HjO z<|OpH>{QyycI*V9ZyeTVhI~(X?42~MtK*D7rO>t7-vBdvDfiwIs_KoZhDxvbN!n{8 zw#|!=Wvph%esr@e)h3E&>@KXR^!_|!!^s_$wYr)#cDFu5#<1mKJS)LhcGhsL!j%Wu zG9);cmVr@D*)UP@RSn4?351H3@>J^?7st_))n9T;P5zxzva-Hkq5$n6S}$V|eU?8` zS(pW(CuEP3NJb(P)i~O3X-q}SArS*30fL!F^tJ%~q+76?)XS)xz$U?`W*rlR!{t=H z+u+llW2J)Hm|Mwp_V_(`F}nPqa@!wp#hbA{{f!+}k(l}DG4CiWp7)vQ@*EXBs9d=s z+e-_)hWyama*5NJF@kvJ&7xHvy3rh3{ptzF%g(;ZyO2~D$Jm$5;gIkP46Ug3GagYsj*OD2Q~ zLJ@*1PwflkpU>mD6IV~6g&Q|GpmqZ6j~B&5#u>J;X~X)}lY5=-27}LM_ul=zcW;Dz z{U!^RPsiR)4A>SpSk4LxjHlwtv{5twWi((+`d)eP1i7LYK^ktu9NCdfh>@IRRQRHS z0#+=w4~Ssk=QDU3z^38IF54hrJtetspYKEBkkR6K5<@f$P#1W#_iaX)EdY5{vv|j9 zNUM4{2pOCL$0-xiQA)xf-N(pfoMmu5DcA}udEAO6vP1XR1V^U4o)N`X1rXOK=CiKL zEhp}@#k`%ybM~|aQY=LC#BQi;(S+dY&~cKR#bM`DcE267_OB;hI_wVs%K~2$_fMWq z3W4+z?3p$^F;=Y_i|S#c*3-^Lomvg1j2Mm7zSYE|eA};n%iOPzpJgq^ZCYeVI4Pjp z9V$Sf2e|@fjh|(oCRyK(@Wf!X$fLXr^{~I z*X;sM8;mPPh(@2!KBoX*F_~H%#%;ZsSKF~pYJW7rQP`#ddSzc=pDiUWr-W1bEz-}M zwA0i-nzj)vsD|YX%67 znBL%Ya_FN+@z4;eifwsnGzswr#uxm#F32~M7a-~{3=A`s9G|Tmun{Fh@oUDk_#Y7zHM9^h&h=#2U8fIdcu~MeKw8H?>U}8zeJfilcwWoTe6) zizy9UxU$iQ$lk7h>k5X2iS9M!&1jjqO&JYjBN9nzXeqf@DY=5fF}ZnZ0wE1mppF7r z2f)uKqg5pDh`cTCUgvVkSM@%zCGaf`0GTS^Cy+07){Oevm-Acn4L8)z|EJzZ4~OEf zy3bjP6w$D6*dZt4bAd-x0>v$;MTf}03v8MCP|ie8%lR`sFs@O#dV}v>lQ#_LZyyeK z3qpEerlo9uxdp-VXUYOV3$0W+O(Tmgs{zJ9?NU*fh#iUtYP5X()y1V|vK)#+k}B(b z;PBXEzrdlAz}I^qeSlpr&zvbB(1W070 zPum7ScF7q;+i$J+D8yELZ@^{L5Btyg3bdIGn6o%va;~ z-AH{N9Cq2uhN@0cGi^dO+u<)V)&T5n&Q?~NQIY%L6OvRmvU%f6t(Q204VJHM^U&l3 z)s@OR;Un&`_PZ=Cq63drXy(HY^rWUfl3}T`qhXQ{RH((ItUWyLvGQhPx)Lc_Raj;- zP8n-%Z-67gJOf}*WGFv(t_n8YIWbdD%4-ZGBqzLY6ADD%+X{c0e|%od3II@I*nQ@Q zppf_7i^2_x2Fro-b$o47tFCi}c#KU2ryMCYa^CuNfn^H~ z){dA8-X04FDXB9Vq#G6%+#NQCq=D#)2>I$A9{gQvJNQ|Dy9Bpdvn3Tg-3yk#HrRxBStFfnR4`y3tMm8?d#lPaLY} zjC{)>SEt{z6TfaVAHBQ1R5Iy_6ym7a<4en>6waTTUBK7(K#+CaM;KP)hIunrCyIh8 zf(?9rSgZ+vDR_ENbaW-=WR6R6baYf3@aHvEzw_L+N!T8Tg9Vr?i6?NxzP=IJc6$xT z24E;6rmr6d6Gu9}79>6hJ5xH37GyAhJ%+J=+DpWl;M* zf*c#JrG`$07qsYNY1oBKOtRjlTv+$s1fSIx7e7o=G6Y?onEYei9Yx=gfog&)2WG;B zD^;lYV;QmL6!LkQ`*bJtl1t%dRE5z*#6k|0Y$k#n_hRHpB2`OGN`B^y*lQM*APPG8 zQRjBg>$FpRuDKn%Rx^jO{f}NeXTU)`9_=xoxc9Aj`F;B8^42kR{YxDF&a4I2vw5z{{hkpmITKmTlBpBpoC{UzgK z=3-69(uL#!urRUx-!>)|b`G|$`T6JgZy!u-+^n1|f5|x6IRBQhv2n6-u>P&b&dmL{ zjGL2%>tAsK{-+b>uTa?j>g3BIC(B>PUwT{|?EkkDW;PBM7Vf`f9Nf&De+}fzA2-+k z_V?946Eg=lJJ;V1xmlT+{i0S4`U8icJ{yYSh!fZxtag3Eh`f%*WW>Z1<3g~{H#oD?419$1^mA`W@TYx zWBv;TRyH;!=D#{&W8-FG|7*lwdTcCz1<1<5#?17$jO)wa|3UBz|1XEE%zr!NVq;_d zOUA~;&dvE(va+$TvoQTN?_d7dIsdl(N@|wBi-3)Ti5u{r#$2rbk%Zjb?0=)c&cwv} z*XY>TzXtcW?U(F7Z8_Lj|Eo%6{=3B3*f}`tc(YX~U;#mNdoPA;w}@&5scRgEnG diff --git a/automata/plots/progress_report.md b/automata/plots/progress_report.md index 1da6734..68a1568 100644 --- a/automata/plots/progress_report.md +++ b/automata/plots/progress_report.md @@ -22,9 +22,9 @@ Below are the histograms of the $K_e$ of new rules generated with the parent rul ![alt text](ke_MM401_annihilation_creation.png) -COE_1 $K_e$ is easier to replicate via annihilation generation. The rest, not so much. +COE_1 $K_e$ is easier to replicate via annihilation generation when generated with the parent rule bias. The rest, not so much. -#### Bias of generated rules with parent rule Ec +#### Bias of rules generated with parent rule $K_e$ Below are the histograms of the bias of new rules generated with the parent rule $K_e$. ![alt text](bias_COE_2_annihilation_creation.png) ![alt text](bias_Das_annihilation_creation.png) @@ -36,4 +36,4 @@ Below are the histograms of the bias of new rules generated with the parent rule ![alt text](bias_GP_annihilation_creation.png) ![alt text](bias_MM401_annihilation_creation.png) -Randomly sampled across the permutation space, the bias of generated rules are far away from the bias of the parent rule. \ No newline at end of file +Randomly sampled across the permutation space, the bias of generated rules are far away from the bias of the parent rule when generated from the parent rule $K_e$. \ No newline at end of file From 35847ca64da237a3fd1ad8c102f86976dbc8de79 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer <72036864+srikanth-iyer@users.noreply.github.com> Date: Fri, 12 Jul 2024 00:46:41 +0530 Subject: [PATCH 12/61] Update progress_report.md --- automata/plots/progress_report.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/automata/plots/progress_report.md b/automata/plots/progress_report.md index 68a1568..ec76d72 100644 --- a/automata/plots/progress_report.md +++ b/automata/plots/progress_report.md @@ -1,5 +1,5 @@ # Generating complete LUTs from annihilation generation rules -Generating for a given $K_e$ or a given Bias is quick and straighforward. +Generating for a given $K_e$ or a given Bias is quick and straightforward. ## Generating new rules with parent rule bias and $K_e$ Generating LUTs similar to the parent rule's $K_e$ and Bias (both together) is not so simple. @@ -8,6 +8,7 @@ However, most rules generated with that bias tend to have a much higher $K_e$ th ### Existing DCT rules have a rare combination of Bias and $K_e$ #### $K_e$ of generated rules with parent rule bias +COE_1 $K_e$ is easier to replicate via annihilation generation when generated with the parent rule bias. The rest, not so much. Below are the histograms of the $K_e$ of new rules generated with the parent rule bias. ![alt text](ke_ABK_annihilation_creation.png) ![alt text](ke_COE_1_annihilation_creation.png) @@ -22,9 +23,9 @@ Below are the histograms of the $K_e$ of new rules generated with the parent rul ![alt text](ke_MM401_annihilation_creation.png) -COE_1 $K_e$ is easier to replicate via annihilation generation when generated with the parent rule bias. The rest, not so much. #### Bias of rules generated with parent rule $K_e$ +Randomly sampled across the permutation space, the bias of generated rules is far away from the bias of the parent rule when generated from the parent rule $K_e$. Below are the histograms of the bias of new rules generated with the parent rule $K_e$. ![alt text](bias_COE_2_annihilation_creation.png) ![alt text](bias_Das_annihilation_creation.png) @@ -36,4 +37,3 @@ Below are the histograms of the bias of new rules generated with the parent rule ![alt text](bias_GP_annihilation_creation.png) ![alt text](bias_MM401_annihilation_creation.png) -Randomly sampled across the permutation space, the bias of generated rules are far away from the bias of the parent rule when generated from the parent rule $K_e$. \ No newline at end of file From 968c787842ce95cbb9c270e75db964786bd56511 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Thu, 11 Jul 2024 22:55:36 -0400 Subject: [PATCH 13/61] Update: plotting bias and Ke for generated automata rules --- ...hilation_creation_and_parent_rule_bias.png | Bin 0 -> 34586 bytes ...hilation_creation_and_parent_rule_bias.png | Bin 0 -> 36701 bytes ...nihilation_creation_and_parent_rule_Ke.png | Bin 0 -> 43526 bytes ...hilation_creation_and_parent_rule_bias.png | Bin 0 -> 36113 bytes ...nihilation_creation_and_parent_rule_Ke.png | Bin 0 -> 42025 bytes ...hilation_creation_and_parent_rule_bias.png | Bin 0 -> 36680 bytes ...nihilation_creation_and_parent_rule_Ke.png | Bin 0 -> 42825 bytes ...hilation_creation_and_parent_rule_bias.png | Bin 0 -> 35220 bytes ...nihilation_creation_and_parent_rule_Ke.png | Bin 0 -> 42703 bytes ...hilation_creation_and_parent_rule_bias.png | Bin 0 -> 36449 bytes ...nihilation_creation_and_parent_rule_Ke.png | Bin 0 -> 41498 bytes ...hilation_creation_and_parent_rule_bias.png | Bin 0 -> 33558 bytes ...nihilation_creation_and_parent_rule_Ke.png | Bin 0 -> 41179 bytes ...hilation_creation_and_parent_rule_bias.png | Bin 0 -> 33878 bytes ...nihilation_creation_and_parent_rule_Ke.png | Bin 0 -> 41402 bytes ...hilation_creation_and_parent_rule_bias.png | Bin 0 -> 34876 bytes ...nihilation_creation_and_parent_rule_Ke.png | Bin 0 -> 39435 bytes ...hilation_creation_and_parent_rule_bias.png | Bin 0 -> 33705 bytes ...nihilation_creation_and_parent_rule_Ke.png | Bin 0 -> 42632 bytes ...hilation_creation_and_parent_rule_bias.png | Bin 0 -> 34752 bytes automata/plots/progress_report.md | 85 +++++++++++++----- 21 files changed, 61 insertions(+), 24 deletions(-) create mode 100644 automata/plots/gini_ABK_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png create mode 100644 automata/plots/gini_COE_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png create mode 100644 automata/plots/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png create mode 100644 automata/plots/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png create mode 100644 automata/plots/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png create mode 100644 automata/plots/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png create mode 100644 automata/plots/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png create mode 100644 automata/plots/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png create mode 100644 automata/plots/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png create mode 100644 automata/plots/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png create mode 100644 automata/plots/gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png create mode 100644 automata/plots/gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png create mode 100644 automata/plots/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png create mode 100644 automata/plots/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png create mode 100644 automata/plots/gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png create mode 100644 automata/plots/gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png create mode 100644 automata/plots/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png create mode 100644 automata/plots/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png create mode 100644 automata/plots/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png create mode 100644 automata/plots/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png diff --git a/automata/plots/gini_ABK_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots/gini_ABK_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..bf97fe57b92f5095e5918cb62e625f30387d1a8b GIT binary patch literal 34586 zcmbSz1ytATwk>YAx(#HjsGuSSC?G8%AYhULQX;K_bax1tSO`ceQqmzH-C)rm4I%)F^}wYp9rbJfPe#N5Wj@Y(^p>sHo==4Qv)1=u-R z4;a|kSXc{kaG3u43+(1r`W!reN@U?88!aSMttlv|u9E*>6DJyLNI~I#U-H~(C5PaV z4todczRzXjT`{{Q{$g9h{8Ex*(;xDNxBocwfM>JBw)5MR-c-uRZ+dj#0gwEj=T0!4 zSL$Ut|3OUN@6hRU@qcV&yn1$f+6(S6ddKwF%-*Nc(j|++hJ%jzKG)YDYYSnU6{)#K z<9-kiK|yhag(`jR>fb0B@S^yWvu?Z1>R-N4Y!qDmi`mUT=~n;3f9m#D@|T-?51igW z{_=*>JAC!Gzpj_4TSGpvSo^Qbtoi@E%+(;vp3;hIsTz%@yV=wj9+yNM7WeEmzqsy7 zg%4wbVytIDVWDz@5_8#1cBhkcbD~OMY;0^0kKrN7O;l8^Z*Hxfv{}S&lwV6VsE;^5 zx69h~ftOcnq?bs->(`vBth=7jaJ?JxP9AbfmV9=UqgGuuMVwl;O?YY|l#ioMo#1mFtlHy}?OMpQ42yLik;m*$(?$_I#_p%G*@c=V)6O+tT$@)MnI* zW+~3oZ4{hn{`USp?~Pv;9S%KDHvRS2#Z#wl4mBsnUVZOwSQ{!FQ<7=i%04~ZD(8Pp zB_JgwMJkXzX)B$e!MAt!q-12+UN0<7){634d_C11Cx3RVc%|rjZ5W57TCr=PmczGo z9d_-eYB?4!kH`cmUE%5t6tMo@J1Blr()WlVUUZM3OzIH7F7Yj^epd7^Qqj-&5p3#Zjx}0V5T(A0>eE2Mv z{>Ob7pG<@LLuK60yLSAscCB)XmT=+BXJe@g7i?IB@KXLv@`tLpW=7f~)2>&soIF`j zw`ibnv7w=X=Xxcza^fW!S65e~rnsle3tcPUhq7ozPhQVHcmDiNi(V$1EeFDG%=HC| zVL-Q0Q|oS_6Ks0MZyw6!wtPdUDNbGt&we%avIpkDKZ%p6%5D>ipj=4eX*_;b}zZcrRBCXZT#pU|M!m} z#uD6H_n#cdSSs1A&2#eP$t^ExzGnzCGgrKBA9c+0%E;j9=`MLJCM8vATjtD&Ddqp1 zVdy(N!KRkMX_h~lb$fFhg$JEb%U9FXD~l6V9PSJ{nB+OvkuM_V0)_iKLYj?u7Z(>j ze*UzG#A<3Q8Z+%IX!F)Rxir;S>cc4Q!6+R-b6l^Q^U$F~TO>UwS zZp`u$UHAqwC~+1^M9}2#u%B<&VKG-0qat4T|5S#3fDVM zOv#fqYuD?xg$CBz+j|EE8EF(a)Jw?7*qRLEs`8me&8*jtYsDVB^eX4aLg93a`V-va zSW&Db_m6@}*)r#MUvjOV+~4n1?yWmD)La!ma&ygEk2h~l#hNfmLqXPCcEf6e$28{?p-r;i;iDk^d;qIz6%NK~}g*fTXeSj0tb8t<6h6CD-B z#Ky)}r4!(bNpBmq%f4aq=yp^T!`!c5CkkUaG_kX)x4gfopy0E(w50iWb90hfrc``< z{QS@NRJLVw_5)aUDlhm<)7aV*l#h{%j<3|cJgZ#jWXq-U-$%6Py(1Okoc zI(6K49F;Y|!rjAX@=UKLh*8pMs$RS~MrN<@%HrfuN4|Y>a{I>+p+wbmy>)c#n{wYx z)@(8}t@LA-l8~r-cW-k#L%+iOZok+tS2aX5JCl5cuD1vcai{OBpO~IjUYehto^I6^ z@~<+b&m8Y5t3pT~Y>1YvaCFDr1g2fcWzuU!h7C4p=i8aega|6TU)9YW#e2Pqk$F+s z)ukOR9oVv#>STCNnU~Pa{rmTYL^!Mbj~#tn(tV=;-sasb2M@ljFJO)wbg*+t{TL>i z^7ODcB8vv*GeIfdXMT2UY@pp=k$wt8rda4St$^G2_4mi(_JfZ(ippm!7YAd*c#N8u z@cgp3Zr#coD_XGmUQHWo-Ii@0mSxh`{XihrHHcQml!{*DRZ7u(rMyT_uAs|&#(Jv# zuj=Y9&dtrmBVVZ%IHWdmaep)%YKjly(s4%|JE*O#eO^pV&pE6i+E^bq#_SZ`aB(3+ z(*H@6lfz{;Wky4~;q9Fb&FT7b_wL=RsI8UrXHjmz3m-^qc53cH&QK=_uDG~3h~GS! z-u2hP_M+E(FJyGeJe6yLc>9Kj6D$3X4d2_XdDFqXc%yPc1U-##qOziBkTwGjEi1$seubxF@K6Co?>7g&V>2_nC zqc#ibX1V8mcns>oSz8MkOuLFSLj-LVEG%CC@y8!cSRM#ca;n`+<7M==RczVicx+yy zraI@bLi^@2mCCv4XQ^YM&Ohq;yKY2cq$|3*x-7q(y}vcyeyo#4GcSW&CGEPj%XG6! zn}|r5>wJ8v7k$cJvz*h2dP*r;g}Rw)*VEg0u6_8+pF>-VQOd6_{Pdl)llm%YHiHTs zj{PAV>i}eg6qZK{cnqbYp`oGdESK$&Qis!U5{qJt2LeuW zhG8SCOETN8$J@7W&u|#OR@UP`-WJ$6$&G|u=ImVZXeY19C(aO2x6b$r2#?L-r`KXp zCIA%xpVU$Ee+g$+jM11*9juSMZ&oy?7i)?i`IlU?oFDm8+v$;v}EPy4TWS_ zhZ0k4rUvB8a_?a;(($vg$)pr7=dma!Fo=qZW}0_txvebCD(h6g#zft_dp8c@2>?hX zv~vf8K&gAhpv%>j$uAI9cl-9Q^8N*o}tN8bp?Xx|j2_U2d7S!z~*0 z!-!7nJ{NAkr~PeFa<`fO=;zD?)%5Q>7tZvxAQ8mjnT9KlhA9D3@>+ktFg?&euFiE0bkjnr+Rzi~h^52-i(3A2cZ79w@S^3uXIw)4RE7v?QMo6`U! z16^(_%57=a(+fL_To!EFO|u8x_nOs7a}-7)9lOjA#twBB=3h!ui(dGVUmL%uC?_0^ z<@JP4=n}R-y$9`a9$-|LiHf5>QMAYP2I6Bw6&`M9oB~df_BnI*Y+{lTn)%ea~;pqRO|FcFTQDO?;O%S1)e1C# zAGU1Rx~~pkG>#;6FX5SI2yaOP0|sQD13fo2%84d%U#~P6?=B&)d?{Jud7mwhQ%KYv~{F?mIhKlUpr3=%FS1(kZxS~us&g`SKj5zF<1)6cgX z$WUQF9cyo400y&IblAOPN96UYfI;k!y4&kErwK17C?_^$n`@J}r0qJ_$J^|ed^z>Z z!-o$^u>lwmNhf4C&|%-zT)eWJ2v~i>Uq(ho85^lN;{0Zk&iC@0H6cPNMT${U0Auw;>v4cRQkQ0_?2&6=6i3oFBR*e+*YKd2j4W3sop8P08 z=4pOr^cb>6UsYft5}#VWT~eOS;2~z0S9iqeU6e2pt=HZ$hD#ZnpCN&slXP#WVjGx4EielNg>ya>}~twi$K|eL34t? z$jYL1Nl6Ja6O)Ad)d8eKA3!G8U*9&6@TD+Mr2q_>H=5O+Cj7CAqnI_ZIRQJlb-eJP zb=MF6PKUGj@#=oaRO3ZSHa*&|(w=Qz%T-jxrkSTC>@?-=<>j^i#?RAbI#0*X4)po> z`0N|oh(FlgVI=toPt~1mJ2F6)GnW5B;B!`%d|ZP(UFCZ zZ|0FGC!L_pKtdR^&(!k5*f1^wTwA#B;Yz5mbB4=;9l4;2$1(mpt&$1|M|8Z4SZVpB zxXd=wjOC^clOz8&D_)vO+@Frb^~lRB5YH%RH$oD1Ja%aAqYWhw;weYu87?PXI_p!9 z-OajiO-JX+as7`c0ubrTibm$2NO9k|al-@GYELzt{n3G11*_WDq-vnb`q$5I`+6#K zI*!+#^i7<+oUZreV1>hIW@~WPEU^6R%dDQyJogD)Lt&{mm|tW+ruDw6s>;w=cIkE6 z@bGn-!KE`CW4`=))ih^)Qk|xUP-4yZ(}~GwEGupnFaxWhb#xc0E3!7aG0e@dR z_x>`F0w<64IJ`xzJG{nAh@KXyy`}^A3+7nJwaXRXVw|MX8i6R52l@l)|8A)&#EzcXr zjvf~C;A9XG{*HjfiQuGn7bxVTP|vtwUHC0U?MkH2I?RYz|HqIJ&%N8WJvCiv8o3Z6 z*!**L*1mvmd48A!W49U#svaDi?Ed!c>F9~QpdNS;-VGca9cd9Wd4Z&?cFNgtYwvKs zN`v^p2N2X~&3okyg*bh6RfkQZj2H@Rx)uEbzA8Uvoev*AoXBzm7{IE*uCg(y8moO; z?NX*s{z5chdTJm=`a#q_XvV zUc@e-YnKfZG5s|^zo%AY!6aazvH~MciRtVC2~{=WRJdpx*l2vU`@=&qpwRJFZ8rf^ zx54PZEud_APzrjQK2O<@-(d#${wAl#Qz$sAziET;A0z*T>EB29K1jw7HaOBvCoxgOKDz`%cF)Z{3lO{Mkobd)%)s&JU-6`aqHE zel<$e4QQ%zCSTTWY$I(~EBlJ;6`H{mIdgOK$TRmgi2+EYpKNt}YFT4H+)`t>;43F$ zD8WtYkxv10&T?j=ia!cxwITuVTdB2Wy`;bQP1Gi`Yv$1)qSsozx_kFe%x!}-hvvA5 z=v?m(ov&|hm4c&rf>Eq?=<`?cxOtNz(xfd-HiiBT=axH1e&m>0T3Y&~EuUeH=AUL! zNeQL2ah@tP(tK&zGh;_LxB+X9^_Qc5u z;matlW0BN`04oJ8yYDud64YcJ$|fNzx%@BN)w(RtqB|pEIR5Q0;FzOC=nI)GTmKLPFx=!p!J2 zuAQxOCgyNe6yh@gZNCs7qLRIFvHSY)Vhe<&SOh&Z>A;5h)*iiW-jx0PjC zUPrKM-dAaydY_61SAt?ZQ|3jl0_shsY%HN<&$Sxpf*YOX=+LMc{8u57GRWLhgmC_tl(>Iz(my4)P8;AEQtGxVa6b^ zc+EQ(6TDhw_&cJuGfJKK*au)^VZ#hy+U57`8Pj{tDHNK5!t|}zP)N(NU74^lP% z`SK+xq@$+##}Ic~C;F<=P5E5L3TFj7cMvG?WWTVQw%bzXey4$#tR1ron03@?{_L89 zWxJdlpE`bd92@E+)ezl!%Fb%xxdKWY0r?$`Mx2$YdQD zT8)Jt3DyRvW0_PaM`VNJ%!}qoxNZbP7us)qs$Oh|y+*bNhv)eCxav$H0C=9ox7!hs zks%_SDGd4F2M!)Q_~^-#8buA{I-iCYH@=tFM~W+_UMpeU=ptqvjYTA!~%m&dR z+g?~ukT#`y(&1l1yh3zZ0oC`iT-55K z_i5NBs381;+#SIB_Vx=6&qi&C3CYLGL|Mvr&)uEn$dT`PJEn{avk;>)Z_HUCKFQvv zqPH_KuaCF~QW5{hCt$1M-9YbE)wKf^T?{I#0mvSW80Y3pW0f)yH#avI)JH?@*(r!E z5kP26oSZ*{YL8DY*go0A+xzXCWr-y{R{R7=CZnFxCq|tGxkeyq@_*z>QwdL9^wgwc zx1Z~Is=mCu+~!H=Q;#=u?JZcEX(x4&>6aX?+U)c7Vz)hqckSEvYST^@U7qi_>wpzVXtzInQ zEZ#r47|=>pFjCn+70t=NHlw#MHx!X@{nmYP;LtU|D7B)57#*;;chsIR_Q$ewr`$V) z*znQL?K{IyqgumK+lCbF;(fk7)h-6<&Nq%i;Zf0cQ6`v$?9qm3=_*vU0AJh)k7hqQO7kYB?U#%Wgi}^UWq6B1h}h~u~UG~POCgg zbXk}oMUdUdr*8vmgRi!{QpHYg#?IKeeS0^}C)R8dVERMsF^6ItMZY3Y?nHvmAcYpn zp=vA2-s?6$h8?vlQ)V;BP4J--!1^>6SK^JiiHWJHrrrwQX}ojq;N|Cid{=F!7p(14 z?g4fZ&d}-Gz1?YrHBb0EnIt`nK7-w9fk2}4^2|C%XJ=!mGwb*qRPaKGb*YT-N*%jA9{TS1C`D&&}ImJ zi(wF<&|a#Jagb;jsK`TaOh`@-)SpEmeLY!UE;s0l#$@i&g?RPsYqcRN1d@0&DEM>+&gT#SRts}P;$WkC1W36uSLUVN zSKf0fC8_b21^V1p04;S=Zfzjf=Y;I+S>7e7U|-{;r5p_+#Q+B)lL<6O=(~DMDvH&d z`~J4us_}+sO06xDE~!TgCn}H4&-I7df|xSwEO2x}wUovdW?4jNqsZI{KaqEnU~_`E z_wL~}GQbRi4|FLyxf>;|B8oi!pdcsB)(TK1$esDDcf420%ZIwMT>3m`w{F^$cWocO z=?hLgvUJI6-E?0JvSi!-`~xYiTL56di;<+(826TztX&8Q-&s!A8c2m{9y)-ntIV=Bo?5Nt95@M4WmO!{4N zbd&)!Q%3F=M2K&^saRiMkFb8@mWB$d_={?4L5B_>wq86qVw8<4w0Ow51k>3Iy#ZOS zG+y8*kxcw*Ms)(l9rm5Dcw@+834Q>gbN_I^1`>*HcKdYK%CgE)*&^y&}7d>wM|V!6NmMw4ZgH^#4ewZ3aBGA!C@42n^3pa@cD&cbqI<* zGjE7`xVoIWio4<&rAptpwoc^vH01O4MjxYpv|&E{uy(=Ecbf^9eAw$`#K6D+>q1S! zLy$GEfTo~61dnd02Lz>yJPf9$11h&|wfXa_00N+YJnOZcrv?rpraz$<6{&Khb$T!Q& zMKOTBqQ=ocB7(>3go(J=fYmJo>{Io$2I0xbz@RaGgS~%nFdnP~uBzO&{Fh(*@Q236 z<5fE8*Ge9-_UzN;@vXi=$!q#q2@9bPK_T7ciQWekvGGWxMxfb1Nj%d5_q{M(!{61* z(o&EIZZ=b=Y-{YGH4081tRhhA{lg9$o)dLN(5m+V;!PBAGHao*urSlAPl^}=_HbRh3;Ew?_{4FeKRAllZ+V~d{rkj^Bl(lD=j4A%>b(yd`(koIXT@Aui4q{E$URZaz+FAzKt%5?8&<+ElYVGDq1Sbcg6YC^y) zJxf)Mjf%S-Ggf6dKG%QlZME{e0TmMTPlNB(&t+5DLC#%DTMXWKy5+hB)7Z1#DX@Jgd79$_bKJGsog!l}$q194KhU zzQxc3(OzPrNFhm}8xiV%@spHPM_oxL9VC;x!qbP#>eHM>FLtAE2{X7Xh_pf zL4hJ1sB9M<7GHtmq|JLu{u4E&)`-%qn%B}6E@-08u>0{PUN%HflS_+Qv(S27CGyke101+1OXi+Yk(Lcwh3bhq4UU6yb!d+Wwe1Iral{|7)}k;dorg=1+c~= z1Pnt5Z3G`kgs490MI^BT@VxP$w1=OH@0SPRuoIOFZgB>BQPuc+An~?5f+!Ghg=aqL zBxn`p0VYHJxI{pB+sC6$yns5*V9}>>vv|N$7VIOPn`vM6aO*zkbRH9?+;`%lko^xO z2vy`((BUNEI4GaK>FT%*xP;sqEEu#Pc|36jAR6mZV!Cg8|2)YhKfk?i1{pw%E^t}Y z!?LhX(n1z28jsnR6T;I?ig})9KJ>JEpfNKOBT_s~i)BvaMhetD@|B$7N zpwJ8kHC|41sfo+nQmbIRbT3JCY8eJEQMq0~2v)ps!2?;DAJ|DAK~6=uRCxAF-dCGzW3h>-myOb4$)-GL5^ z_mrgS<}>eng+jk9umTBk7)kgNV)0b3ubiOkmw4^sW#xrHt;c~{PLeB2V{Xm4*7}41 zAUY;V7??U^EP__0NIy~+_{YZTdsc{Nn{^O1#dvO_Pxj7}C9o`>B2Q_@cB*HY)I;43 z7qlJfb#Pm=W(^V4h@vVyQGOV@qTPjKwu~st$%vDcF!ZdnF`0!`#}#RdKwXS@-T+Vc{YZ4&o_o1x3@gm%ijXK1_?7r zr&JgX-f`6HLd*v+oIH8w)Ii&qaIof2i|-Me>0h-2pAQCgTCYbA!A_0824nHhO;Fd~R~(7YsWwTg<0yuJYS z4A23qi(+C*Hgxb;K1||7q*_}hlU)Mhn zx17RT?1g5+i=xBu*W4T}>I^X`^d3h;9o~J)G!9g33yvwH{75Zx=ODu*Z-WE;REg9K?rCF;&wqFdjL&J%by;m>qCOOPVl{KW1a5hOe23wun2px zi3r&!A1h0z^Xc`~QivvL!9AI>>3THomSBQ(z>=3jOuhm!o(7d9_xdd~U!UzcmOuDz z%X?06qx6w(E6ZY+FF*S>I%@g_8;@*YomU#U+*Lilz?z=u;LA7EiHL~sAdDVt0M*>< zF59KO(5vCxa#&FCGYyY{w|tg~Dj_fp@B{&$j(;3X%I?hTcF|yuH7?_9h&?p~E^OQ1 ze_y$K_bv^RMh-Y~Hx1jM%q=R;$y9WLx+k&6uu6EhK&p;}2T3g7Zqx%C<2%a?^oTvk zRlHE8pMdY)E4no0Tc2U57>Nm&?E^v@2YI!J*u2O$pruAaUMR(ar6fL$vP1d9$H+s% zMkAkVb^U#Nd;4FTHy{6;ZEjv2CfX%`q{pe;Y)>v+Lp=a(yevv_SAH!l?9J}5dy$Ie z&f2Il!gia>X~01U#(8Q`^i@ETN+7oKyw!zc)ImU1M@_EMCu!Jettt9FqGa0kdl z2DH@y3KS4Af39g5lsS^D{9eM1j`)n2loR~E_4n%|5`MXi!b|aa@cyu1Ep364r*F-& z_g=5`;{yL~TQUiqBuFPOb|gl1a(tW%$x^2PRJm+pvF2cKWJJWiv99N_N2(>k%GV?D zN1l7QT?{Du31JnvlG^%eEoH}?pNAD6D_r(BWJzCK-dAy>BPKeU*7t~vRe^{(SYjP0 zyQPRfX%`}=K?MjU*HraXvzPYv>gquB5`)~jh0wrIX-h#Mq+f9HZ=Ce&7(T`?viS3C zPs|H5s{%J{%u+7RR{tNhoDHJ%ph8TWUa2x>TSZ> z0*+X^l#-{hj#Q|zj32r9P|low3I(LgTN1=*x5(HB4r${$p26> z#vUmiLS0vft!8&aw0tr2D})@S1f>cZWZ!LcbfY%y!CGO=%*~t%?cAw+Wjx|%8jX8J7J$(4I!>rb_I5zfZBvt;cL>XE*?^00J z?mmAff)yfb+0(A$NCWJ0jm&?PKZ4u%f=zGvHj-yQr|R6lcI}!Ha#;ro2q(DQl!|UR zroTVS)dGXAXpkqn>r=_JOQlaK@9@5pvw^Y7pgGKx!Wc%MGWe}uoU?({ikPC#Ba$?1yBid9qe%^OpINH8l8pb$AOM2$f!CpXz7{J6v?k&$0=GD^}H(LU%8ueOem zla30wQ6s9_I7CqD&=?u;uTPq zl9CFr>aPtWqOlUP*}C=XiHnB}xQ5*Y3W`m)1KTiZ7KNw+x~Epibb-0jZPNl4N!)J? zwgz_!%(EX04Li6?5T!&D!q?9I`;+14)tIy-hK5Hwj}aL>K_U9l%#RM@`ZI*8L+;Q! zHa5nzP`t7vhhjkmKB8$L5TmiqLQ>n?Kv;sGrB$9CM89U9O+8AtRZ<3cAn3ThC#l^4 zyGXWQ=R}@#6MW_2b>OAK8dq?wM$l1dCijPvG;$S?k8MABcut=b3#bQt7>JVyb#r8?CtV_v|IPuf zH55!tJeC_Ms5b+$IL)-_D?c+$TVI zMOK0zBhEk8O}(7Ri%|M)CRu+79igCD_Yj-xVlOIgz#2o8;YiG7J_AwJBJ<~4Xs0J0^O|62nJRl2C`{_(>|yu`tmAubdDx-rB_ zQfv{!HsJS)uV3fRD=^`J`;XHZW8l=Q1c3qnKutP2mn!ajKnLRAc^-}_8A?@zmw(TVbZ1CHC`j3hi z0Pij-DfwlYcm41?CHsu?t$gB2>0WatK|wVlufw`vC)uFmB^-kRH-wWt579lH!7tZx zqF0h|Ri4ivtG&Vu7`?r{j@XRg&muJlAqcl^+cwv!{1xxxhZcy&9><|3W=Vy6n|7x8 zrCfY@TQ>CMpb}qC+3o5+?vE+xL0D%+cHeg10lcI+Mw>9Egc;6Q0xI#pO5+*Sb1e4; zXFAd{_Ny$Myhs+&6DJ$&!EAx9jYQ0s%L>+5V4a;`G7sImTMK=7;f4S9n(u&)4*Ym zDN_a_k2jI+V-Tp^^?`&c3AE7MJd^??E{G-$c8#2`8B5rcHY2s(ifL#*ks`qn<&Yv^ zf(;1sA=Fc?bCdm(`{ZC{g*X@m%A_a35>f0x)l9YJ{kwN16ap?MXS!=v&ROQ{0_E#P zwig6HV=M#ci01;hX|0o1@Lsa*#3e>-L5A!zNDTwn2vrmB%TX$jc(&KPAoY#sMv7CX z4&UA13TE60pK&>?!GiOm10*H)R5xHqV`S~Q1TpuQ=BJU0|Q0;d=Qj`vWVJ?9*2wA zs&pucrwSr(jN=o-(6hnjtYDv*f!Psj+{IFoi@qwF7k&qB5&a%jw z#2m!~YUK5YI%gnQuG_GIJUyuq`OLn=L0ZyKyZ{*7Fh4y^Ok@9YDx#3gfC#_ztH%qg z(of52kZ}n%TV*`)G!|7NsuSWU--@ymp+rE;0`g3eT9!#Xz}Yd#Bcw9L?D_lnSk-u` zqNV||WJWlXBL-^XO$K#>M>B-TPRMX1Lg(gN-DJ+OAqQa>uS03usWZvLSI1oUCcUcTz`#clR*?&UJUal#Px zylQmA7Md%NLz)fS@olpvD3L!WCb$`BQB2qfmci$#HNB6qFNgRpr00mm!~jhBx8Y%9 zg7JynWJ`WWXtV}+D=vqhS4bU4dY9_426_UuT`Tz9e+QMf*J#$AIJ9LIQI_wV|Nm*G z`+D7u!XgPG7r~d9e?N3G39Vw(BV1d~f}FgF@$dU~x+6*Gz-bOWWQBMP*b6$+&`7~= zx%kVHB*qcW1KX#r#p+i0_%vwWg}8o1oHX`PA2u{>81ESz_CF?lq*bk~q$D0in&-YX z-w)$j+(DTe)~$QG`qasO-UoP%{EGI|bF5n*w6}I8ayW4zJaV-u@Hbdqz2E;!2jPYE z)n`lo+Q$g4HQM&Tj%3o0Nnx>0TibBPBt7!x-pGeS`2JQpo1b4##}a>89C7Y!+N3~e zO{}Jpva)KIuWjHS`F695v)6;Hb^XAQsFm#5@ z#G(!D$dOX{BgfHIv~Jxx0X7Q`NxR1pk&KDWBNF6_&mQ7}Xg%bkBg$esD9&i0Mky(J zPIgw-3ur*I8u5DkxRK=XZQBk?K6>z=4v-fVZ&;XMUwa8+$1kpWl5isYxShnj))Bi^u%=z zn~gHSjXV*U{Iq&HLGFq-{sOur7@F$jPm04iyA>*!_fN>CC1j>57KfTfe)#bBx(zSr zcH)IL-HnZHN^B+jX}ittT+pUdMDc`b62y7+HmSMLyFhk^CpSmIPr?S1Q77y+v4jx6 zD0;I5Dv4+cl3oR7v_7m0BH=-{(hJ^hbtN-K&Y1S^1LA2R9a&ZD7LHu+_zQ0uQBo_X zmilgl>1!z~Qj*?=HLVXHKUM^N^6JvDrTWb`n^_PN5)lF%11Vd6s+?uG-mz;RYltAD zjLY|&<++*!6!1|pT6ELDdM%XWu1rYcWx_8X;I|N+I=x{+{&xgvDc!{wmdV1!wO~qS z&zp9m;6)0lx$CBBp&fkqfco&pjXotlMGOqTxAy;`6Z_d4BmaoV=w99Q!z9XnWq+ne zX_1<9V(`6T>LY<&DR&l3CZu?U4w38sK%9J2!mf3JzPT_uRoPwm`~@4lEX66nxC=Xa z^^XhvNxo)w7ZnixeBBfp+R$OIt+s*t;BVqX<>#a?y5GpC7<6yVx#-goaa^AvzvK7f z%h?MuXm{?FS+Z`r_4c>MpXEE>#Q)E|@8aI)eH03ML#V?k?Y8RDoyp(6IcW3d*z6Lv^W-=hX>oKM`ySv$&6WZgINx!S#pZ+ed{E=3cH zXHyQ>cAGbpAKG0q_!};Mjyk+4dHbtxDem4;B(0Qe8D*j1_x2lN9E)L@$&{+ESFoCxraStHpV{pXB%7NHk`msP{?gjpw^w_vH+yj8#~a%; zwPc8)n;jr&l5~kG8Q1T7RGSwZo;T59-$j(XIJH!#nWCR_cPEPpw*W!zY&a zp@-i8S`q1U-r~YHnX~mrI3%*XFv2LTFx7_VT6VGW6k-osAqvS&iMlu*IgU0zz z2g$$x{#UpEEeybM3_y2xwI|7iHxn_yW(+zOx#y2xyPo+w?M?XKzmFh2-+h|J{S{ew zhiUIrMTh!s-*J|DpNZW${9ZZ#@^S-5@iV%0UuZW zkHuMRkWIHd*7OYcVp1+Xpmj&H83_PbUHtl)Qt3xZjatr$*^!xh#Ep5VVLT#Lp`Ror zVjRs#jSny0{S8L`^F~{?Z_rqq$Xht*c%ZEbV;*;c~Vn9CzKOLD_6w*uhc935E z#;uk*vScho83x|)=KbC}A}<^@$jYwm|2%c2D{4{r0KQS}|BR_QC9H^nAP!`CL5nB9 zH&aSL=_T4M-RP(wx^4L0m!PW>PoMr932IPloZFT3k;i6N>F zPaQYXqeZ!w*x%y7=o9gT*epFQM?P^8X%XTi5sV4Fj2`Hm-*|&!-A$x{IG~r$IhK(< zZX7AnR4b^I(8;MyI>Cr;MU-Jk7sSQj6NS=^TSBsuW_-86~d5aLmE5DE~SSEgl;80>xtAhv@} zSVjX7ko01@)(aEO++Q+nMSl$ zAO`{4e7|Yhf2TloEefS-w&3w=)Hwd<=i8P48Lym@#RWsEEFmREzPM0rV z4v_CSzFeEE?d*=qvdSn^FaS5`AA1=7h9O!nNIzuF0v_<@p(lTKFu;*ZDkox?BR&_* zA*v-`ofT+-7%VQ>G9`R)T0sVs_z)47&+>Wzwgj|-lC>(J{}*gw(s-s%CWvXjLHCbC zaDW8o*^MS3n-4(&*#q0qNnzpXuXm_ePMo-WX9HCWOx1+@2jm$fZHnj4-9;J9EQx~; z@`>s#j1FJYMF!=Npid$VPE1D+9>*QN&ai9wsb$M*gF}d?$j^(gIE48Fv!McQH=Nkw zNmC%9PC&;JMqRQ2T}uC8gi5{ic(Cq-zV4ZU4308dY;4cvGMyOT^2vLnCE8_r1 zLqn9dTVcjl-7~j;9I6WBDDHLznN@@C?R5RxkEs`cHqk?ux43n+VEDRz;Ld8!`Hy2% z>ORmh>At$e%*Exhr{?RG^wqk_TN`oe3= zod0=9OU^r7usv(As^qbr_*(vR^sCXs;$8-iVO4YQod>0@ka!y+`Mt__SW9hfI9oEPrD=G$0rw>tEZjU|9H`v3O}b-UXAp< zN>rm>Jbou9b7bk#D(oJ&Z6nt#H^)uxom!2O1!{ZL8;!>lt36lIifbfZ>73Mj!#LJZ z_{GhCaSHuG5;A^^!s6bWQ_Kh7{)14+C;u_NzmKW8d5nQkQZp}#LsIg;y7HWw#Z|dT#I_=zYodzUGm>NhN*GCYDaCMgNxuB z|CzvkfA{MqNlAsV&Ozzzca{zv``0Vu$@?m&7Q26p@c#2%_XH0;o3BTbY9**R6ibs2p?N0tR zk^Y>HV1rGGz(^v?4T9bqc?V7%4AjkLV*fb8gr8U_?|Mv4^Q`DH>*`RG*B`f|AMMaF zsQ0+6nuHJWrLRtyn0uFhkD0&IN3w#+(toqF&7|SYt-;4nl6_b8Kzvu@Ame$pf)g${ z(?w`c&cXlB(}iRv5D&@OKp!4#^EAcz8072=(#nd)i8z?jAEE5Z>j1yg6fM0QCndze zSxh>;{ohfO&3kiU^ItHv$ZG%b$0}C)v*XX=#fitnP6bh*+;D*;Lo{s~AsK#7yZ)H4 zE&GL?PRzu{#3Vq^N^2h_i7*q!8#J{@=#+X`PBY`W6y?VrpJ!2FcS*hc&vi?>dwNLD zB1S~gwPTX4mPB}SBGQo4Jd8eP#P4F)h$FqH5Yc=YlC+DppdHVHQzR|wAYxU~Q{6Pu zmVQ0Ey+)9c+~t(Wfz$S>kOJcIETq@8aRy93i+}*y17RRhik8}G`mcf-=LTFv8uR2v z)>J}ME-J_VpdI8Y7N#bAkVK|R^p2C6;7DJ~Buh>(L2r``MngKl1(r=;9a*tu`t$Yu0ujifECazwrRfon#-g|!f2XZ1`NM+7Uj zAOY(bxGAXj>|ue+7L2e^2Rl?3fDE6g*RNl*M&{`+hRGjE|Ifs?QbBeyMe<%;H3O#^ zfUhPdw(ngNph zB2)uQ6Z(@5uaWPg;T}JR&Rsd-X+Pvqazch=1L0!95D+n`1^f*#Mzo5S<9Vc3Uydae za?$XMhfmudZj6;99!_++Fu$mYA)Zs&(gWLlkW4e}M%B=Jtpu@X)0QnwFk$dqefQ^% z$lt@aVY|%^a;TN;%EH{7Av}da!p?S{+3~;~Ktn2Tp019E#*=^8w6|T_f;WDV-Tu2+ z$hm$0KJ|Vx61V=Tqy8OpRbID8_lL=8kJzP0-r7sl0{l^tkPV2DmC^R`ts#}p@2gVa zSh3K};BB~n7on%NiR0fyeIi^uTs#m5D@H87ULyfahW{YB(7MNe3hyS4KyaVe3<_}Z(03xdfcDYgHTKIG5i!ZJZT^+IC>k&q~dp#Q)#5^DpG zQzD3MC;ZnIr@y41J-0^kzsjnBSAI&XiIw7_($nz%TY-Ur#4!zEIe;a%3a-Ha%fhI2 z2}BnlB{R9e#)-(G)%x`9q0_Z@z{e;PftFA{;3w1x@*%z`q8$-29<5Hsb`O|hOe%Jr z7mwwyz;NAsF)dw_SqJ){n<2fE)s_vtOrRrNkoDWX(vxMxOK&WbOAt( z!l_c$YtN_p1rNPkdb-Nvd}VpNXW8h%?K?G|gi2L)aFCcDenBd;jZW;)BqaFI!#etgoWQLJcx(z$nz0I&@~rJoqbl`|h&E zemqe5(Ta+OU*m()R%wI_z$m}NZdZn0%-Rk>l_E)7eDh^_s#^5D#@gd60%QpU9yncl z4;T$=)krl9hhveJ!s7=I<(yfC9k=Fc$=c2N6EEn8Q)HZHMk>-=V74I#jBMQYGF&xD z!N%sBv7?`^ejYEr8UFg3caDYwI)7Fr7%<^R9eJ4yB$N=J0pT&9?W3D`@tgj6rZX;> zQ+p)kjDquibI=|VXALi8lRZT(g`wfJ>^?_~uV5hq16AhF2B7H%-tWc@g@66KTz}~@ zBgS35l_}6ip|CgPgN-qM`P5aiLQ%!c!+y$xi;Q*_k}e`6c-FzF8QB>yojUD$&sz6H zj5^7mn~rXuI++8nr!9OjL3HaalvnHas7*VoJqa}3>gw9yN%y<5us(>EQaEuNAk-7f z2I=A$T><`;d9u%FfRpuayuHSq<&K zUywL1+pdzYFjf2bM(@^=&~}@U+-{@$?W!Hcy|=^)Lz?5<wFwGLY-% z;}e03aR~da5v>jklGubwuyj>CUDKA%s1Bq=FbcWz0sc5FG-yq*A;=ONzX{(9av&Np z7Za;H{z+Qo?H=6p{f%ccOd7VWQ`rb=@HrJJbu8@3ljHmVau^abAKxWRsOKnxZWuC& z?ls+0GYXVcbD#bvX6)@hYT6lG^lR=psrq>ba^WHtC9aDAxfsVy@87>ChtK#%{E^K5 ziN9jxZ`{cHZKI-5dkaCpMMH>gTLzt8xy-?yU9 zx(j-O@yMrC(veWJc}w{{2BAA8*gHA*dUcT!rWgg<2)Z=r4&6+&1ne^6GG=6C9DI3y zKRLb%+f56~37MZZ*~@suXB80tc=V@mAksNe=hEL( zByU`OM2a6?xF9;$Bai(UL&xLeLuAjRyucp(S$(|r#8McJ2*ODN=vH7laNwVFEG;@{ zN`!aA0}vAM>z4!g@>7V&LU%r_{_e!Ojq|*yM+4A!^Mo~Xm|TxSV{=fB_6A@JXlxB5 zoa7_w^+iPupELj2Ti@Urv6%1T+yWFO1+dUyn%$wNphUj7X(tCqy!37&10BY!z#JvC zWS)ANRGb9Ik)~yV)2p|BM7@1VLqb~mA2Rlyrd3*ojp4jgSCLP4cJBC_(SKDjpGF(P zPY(_kI{Stn-i+U&;Wbi9uEHrL?QLdZLiWixz%UVpYzZH1krbjSfm85_g3=?rFp^F@ zIasqq`+-q{91~{gfiP+a!y9qkqkrZlj-oS|=&hKT=r$xv=H@%kYWCf(D@*pIvs6k} z_7d!zjFO~h3IM|vx`$AuDr>+#F91HqLPR4nd~hNm#@nKscnIQ+3h~^dp@W?Hg(Pqf zA__U&hcv_yuPp;Z6$B zI+!iVK7@R82^tpz*L5e!6NR0h zfWn;gs1S7>2H#^)%+PMF1YH;uRm8&`M~86YQd5p)4~_`(T{)^%eL1P&)x%YS{p^Ct zqd4<_>Y^PuN0n&{Vrxu=?@=KiYe|6idgGKrJDJEFfPW*bb{uzi5d;QlK!FHiJ5cvl z9{QIc@!MsYb+AYh+W^Xufu`O{0+P%m=gv`;B}nJSGw%sBJlh_ zBra<@bIYCo76(fHMk@URutD5u z2Gq2)syClXBZLMt8`-j=d!M6jVYSND*gKEVhz^F;W(R~51uLsGh6-?jg!_S4z<;<0 zmhw0RPM;`@?GUu{Rq#fd*X;5&;fJ(OIPc}@c?k=Lff+&WM{Qm*_ zpX|TBSwpx(U}&ExP(b83ClnlZer*s;Z{NO6&a5*QT}36y-}-P2k0T0okR=*B9W8(c z$!aD>HMA_EEvvi9C~&W^Q-+}Zk5>qV190AB?L8+a%o0Z&p-|Dn4qVHGUTife@vA3f z!Bhq>p_C7?yujxmN8EHV7oJDN#W9h7ODr22-d+-JF8)a}ajtbgX}%#{V>s6q7BWJC zk}!)t>Ruy;S=0-OZY#@hg!mC5HBSC8xpy8;E@G7Y-)jl1EYEglCnqD!EjjuL7Qjeg}4GzzCh_eZ%eSK7Z51!o0_I7n-3`H1A=-QEpTwzvWQQ0_; zZJ3#RH?nK6~qME0{1rwX}9d$KPVZBZe0;LybqF;)ni8r)qJ& z_Z|E+q>+vs1t!~$2ApUtt|0226OaE3on_R+2W9w{?-YdM^T(zx2MgcEbp->)un>NP+BXAqdC&}F$wIRbVh;^YYu z|BB)D$8nKY?HtHeZyvh2XDU$wF*a5U5>ijb&Fd4~Z7mgN#!HI3X0 z@$$;B_(n96pq&0QFeN4ndaW)*ji=e!JQi2xyGKolvO*p}O6n2u(-Z#^R<|+?0FBGY zeC<)?p*gYKkPSTQ$d{=3P^$rgBiCRYI18 ziYQTZ2w6fBMOiBniLz7^h3ut>h>&$iA!!#$B}Gcyt91c(X5x%)*6RF%AN?5%)-Z_T~stKQkwtlm}hwTG}<6krs3-D0J5vY z>1WqIOWcUR!$lFoMUgPeui#c#AX3Ks?0kcRl3mqrYJ^ zGKOK+=1EtsRQ|p;F)Po0vAahU^+RAL%Z2MD{R6_0q_lb_?z^Rk7|Xs^ij*p4a-OmT zHqJT)u<@_CY5~>{%IxJ=3(#vuLWu4knrJBPzNC0*-vutaNLRVp`4^=4e@Djd$WfC4 zcK7w`$_TOH(uKbI9o{2H65n53N$ln?eN4(ajck5Gdc%~SaGQw@ruM15FC9DBfLYvo z#xkGMPgq~moSb~IcIefL`n_CC&u5_|zQ}7OPnPELVVsWX0FKYOeC!BS#f8z{1peLo z|BZ$FF91f2Q{M9veX4wb6LIHQI(-#G8`U0*2tCKKE8Kzq;S-JcasTr_JJWx$tSXjs zUE=B{eJPT=rlBtB;q)i#E`EbK9^bewd-xmc?V;8$H{!ycgTn7{2i9ERTgpOrJb{Hy zMrB=hcj&{@BSbF~peX?fmO;hr<~7kb{ksL*`K3WQR;5+&@UXa%=T|Gn3l-~IT6*X= zjBv2axV$&h9nvXKgj%Li!}NBLrDW+d>w^=LG;_AOybIiwmzu*?6p5wILv$A0plyR9Jzt7oF7Y4IC2>}Yt*A`gr@84Mhcl6qC&|KP05tV zp5=v2#qb>>rO4F>|1cRZC>dBYey?-p?oCrDl8Cc|^@jog$a^Zxf>h5C z#}1hWVdK?@-@q7xdD3NKZ-RtnJ;9@>+f$Ix^vKUW$2lWkmvjjXoapK@IBh(TFoFGmE`o^YK|-q)_w| zk?2nSz5Br$dc|--yZQ6$1M@v*mU@5O7tOv9erDuZb$t_t?(d0 zmPKXdPehp_J8_KJ!$C~x$X16@G{M`3=+3_k*9=3WLCeo;xIX*3Her+XKgzXdC0FTz z3~|8P$5|`QFFnje-w43o3YRq3yo{41jl^J`jzFf7(NCe>CD#$s(T)`axlxEP#d4!4 zRYZDnLOHl+QYr)7+j2;h^56)H&xdiB+{SqQ%>Zf^v&f4Hqf0V^I!s`w(1S|Y+`Ww#cV`pc#5#7aKZCo+ z=&SgUPC*Xur_xPuGl5`6XLg?@05BTP>t!|WuqZ8B5drtU`Y zyBvJv;0ITiEC+jBgBY3~Svi#}zJ5pcbldO!Se<3_QdCCf4^twx?i8o28{a(rWArXA zexZ^LDv4gtXHML(2$F<{uq)H%mM>2K2iv*l<)wiu$AVR)KLcQ$imeSh>am?0ZJs4% zMM^H+DlrVka9=7DRL>ddi$ArSIG?l|>4tNsIfxp)c|$@UQTmJdV4j$BjM8$Q2Hfe< ze`U?Rgp6kF=f&#(;QNO89mdoD&PgS0{jFJ;d*DZ0kZ?b&HENXp2!+NRWo};SGiv0E ztQw}cD~h`{T-)=51zy`4>?o!h;16MZt7eaH1DXMR=Ly2Zhg~&-8fb^-J^uVd;Z@Yl z4WtX%B)6Jyp}2PNhAMoEJ*(cwPyV94T!9YUg%6gsrhJ<)Aw+`jz}urQ*B@mit{xah5-Vl`T?S>2k-Hd`z&)j!AIGoAmxk}~|%e`ihq z$wiu5b8&n|@v-D&m;P7(EFpgUNX)vm{9h%+#tOYe?peDlZnzda!huYe14D{2QKxCOTDt_wR8HhdjLzs%&R;-5c9xLvg8S3S-! z{`Fvt+%J9)lS;Tm7PAN#UO6kDcibuNlgK|Qf+ByV#gG&ahb7INpk5ztqcrGAD5f3T z*OO_yQtHDCKuS(GO!G{bFk(AR3f=yKLbfpXaQ{9}E^_l#CQVyGWt)%c!~1IXRqrZqBmx>q#V!d&OLRgV;D=na%ANIBO9DlAE=1v0 zFq40Y=PF4fEZ!ceIlqKuttW2ZhSShk(kN#a3*J^uIP}H8o@+LuJ6%>B(DAt}Z^d=n z!AIBq{kc?2zB$p7`2j-|W>|v=U*_RM-3471m zT;NyaD?++w2zphDq(d97cm{#LdQb=RV!KAaWry7tIje3hTNz==8c|=mWO8lQ)6=jynrF>65t3{*lW-J?PN(M{~)X&?Kub5bz5m& zZ!e$yXkTQj9d}pCxU8_gZo7=c<l(*}c0l3kyi`+D6Z(!nQU#YhXl`yUj`)g%O$Yy3HXI3>yJ7n;(ZxTWwhbD% zUKG|&VIKk@E4hI{;9L*lRH)c7dS>s!eNg2hRVkFVSKU7l_rMD2R^Q{vt{|nd+ z2<$6<@Bk(W76l*}Vi^-({_#_@W$!w--?*eK60d2>oa+H z-sXEA9Kmxq>*y)Y-v=1P7^ntCKr38F?6Dol9Rie3h2EV~9anf1j~O9CBz@i!@VE3? z%=6Ppu)z-S+5|19I8M}K)yQRwETN9Nxj{*y1HffiA|SZk_4Bai0dJ83P%3DOb;7t; z8-Q2$p~+o6wD!o?KVc{#-Zl;SV3fdPez;Q}VxPw{PfQ^Is6pB#OCKdD#afKW!DCSo z)5TE!bmzCgW;%VD~CJLNHV4qZ+B5Li_2-$IUk#9gK zWb7z_$-AmBG!J!<5QHOAqx=Y4#?(5z6hHV-vDAg0CAAIQXufk1v{q{IbySpP~~rPTdC?Nn&ss3DTt$E!2vXrWz#D1rUiaUhZBtf4^wX zu^;F7(&yKcK2ygr8^7aYwsBJgc7VtS>sgfm&ZyKRk1b{O06WYg2QHwSRLJ;9rB152 z@{|@;?A<*Q3N>oq7fqFnc3BU-X&C8xTYYzK)Cf+J<}?lVowtd7PN6zbaj;>Yq|o_m zJMWJ}8K(`5y9z5KD|+7zmd(=(G75+CM^9ArQPPrEYPAY5cCZS7h)dRsfkRql?jT+u z)uPG0A`!w02RLvWiVo)y2#C#k6X)AA?@j*GGohktj)F3sE4ERICu6iErQCeM4rq(F zqj64Pkx327bLlwgbm_aZ$W=ikGl7Id$aiCfAw3l0HcEtHQHuaG++OQ*PBX~%hJV6y z5vqz#riMr=T;)f=N)S!Z)6-K4baF9^AS!Hew$6!8G#spU@uS!^QHTGopik)H4v`g# zKvIzQVKk8oarh{gSsn82c#^ij8>ysZJ7#+XK4ZT12uZY}$2yIPJlvOHUE%Ke4pzxt$}iRR^cI+Y^GX-C z!)tLdf=K9ezH}BQMGJ7&O3v|L(V!7mdMY5C)Ci*H%heCuKBNcL@a_-9{5A`O#3j&T z1-b0N*%$p0dO0e8eHs^GMTTKTmY9X?)H2dc<&*&GJz9Bia7v z4(OTbm7KCUfpcKi9uR%$39~x+vI(TFGlF9s=jsh{rE^fIbKi5%BV?vSA5qJ1aik?z z8SZsl|7s8bl&lnf>G;-J!rb!SEWOsVzvGC07-hH9NobGpW(n_YTs zVkZ+4=-Gp%l6=Zw)sWoqoS;f_KtikZ9Mr}&gpZJ8wb5kfB=iEa|5lYPH_7NQI5KX` zM#AW@5O?JGFgi+SBx{pB0~rq02qHV-=f{Ta(*P80`KjNN==wqtkLOJMoykoo)*mee z4(oqWxDZmojRy-OL;{9}wwZG5(v_r5{waU_>Ww&h5N-fN$%%+{`!?4The76)$vD>n43N{iJ^)S)f>%ou3VmRrRKWFq~1;X z@I&OUI<;R1k9PLK?n~9A9BAop(i$2P89&BN4X@PMlhpZh8}!c$yLDZHJ^LE_^XtGG z9%)}uiNK+DG%DvbwZgpy`-T-Zlde6EzRs~qOJ)wl7RCVc6I-D7-7Admru`Nt-hl*M z;$5rUx-LMywuq(Z^&|haH^+1P%|m)*V`X!)_G)w!nSQ75WI%%5;hiD&he}KM{tH4{ zeytzMWu!m=Mo0q}g#fh3eFbfN7;3T|hh!~HvA~9OPDsQI9o~tvf159std(Z|#7^%> z-u(0-jYJB!AhreIVuW1tV48LSOs1~RgvLEkatC*r@whQfe*uC~B&Lts{B8Gp9nV7d zt90m*>3`_QH%eY;YY8>?8>lwWCFQq>#zbSZaom+JA+o}VTQfklhj7--sN#bL@h=Js z-r90kc;xX*gAR76zfl3c(2Tw z`uRM9=2$h@1P89fZW<_+>eMVU+|}MGhN|FD&2lozPF{F)_0Eu0OwGTa2Yk{HEg&YC zcL2o1dRr^@(x|oGx2V>`mn@W1Iv0!%NAcef<2lQW&8!>}AdLO>BsHr7N<1qW`9k_L zs&)q?0iZ@cgB>{q+Cp2D?jmC*%7(@zRQwVxjfhJo6!49RQ^JEvSIU_T`udeNtyR`r zvK9M&u{OXFLfU|u(LgBAf!@$3)>ZKAk+S;g{o@mD-vp^HEe#HpoE$xjIHz41v>Ci! zpQ<1&RP*QDWVyaGTq!4BtXXk8QZI=6LqI4^x*<^$o^*$UCd+061~+?JA}g<~ryErL z{Bs|(-;pJ>M(`3qHAly&+X!X3^p`igmgYaapxJ2H5U<`p8V&ujkDcZ~!-$TFFGx2_ z+q=JhQIveBfGc|D+`;^v$Ekh*Gnfi65TE=kf-<;o36$R8vcTM)?BX=Lo`deOYm>Ky z=l!(f-~it2WV*sJ6Q{KWF&AJvxN|xXN~Wo$RprakeXaKcY`fEBU6tVT1(=z_^x zWjW3hlcJST@4B$!Crq3YF>_{R5&$i9k=F+n3LXZ&m@KasK!X}m{Nvdphdv5o(XQn)%>Y@W^*KH4ZBrb8d_(X}T zo0FaD5gIAu=;3hu=v!=TGeRPST|3}OTg;WDpp&;1zKkE2JiRgFdW`{&#~F7K{Y4)} zv|8WbvMXB(Y->o|{m$azLGSQ`&w4qs>fhD7dH5rTRw``m`JywA(Puhv*+%Y6vM%{~ z8z*WvPL4-j+)}iQGz}7lM8pN}Jh*Y}J^M4$1Vi54a*q}1bPD`9^z^ERe0qsk(f5y+ zy*g$Gxb)57$c__A9DbRp^6e+e0pMLiW(-B7((7POWju6|AAog}ucf}FEjmz`d+L15 zd9+mFyhvwpUE89sIA`T|e7LO1XC2dxIzH_b zYe@v|ld=4x*zze?6ONsinpgj-Nw!GrMDk+KiaQ(~h0L|Llrs)!ym4t(8E_4kdBeGT z+&EL4inK-utWTUo9fxW_-lNyHWChB2Xb9G!Zj+bEaj>~I<&SCR)f&kwO||KJ;OgWlg$)Oic13HF@HQq~bl6|A_(pT{{8 zo#(g1JTVGKR5f(IivI9r3a!~;kb2W)=*(J|*7XC|+*&OhYl`ZP`+FrbvLZ{$4t7<# zy5sNU_qC+OCuoJEs`qh-3~{nkmU`M7+9>Nh`uMxlefKRt?O_Vg&P9XKNLdZWKd6)H z7s4^fQ(W)_QV=<>ABT*6C*pF%O;^Cd3+R5=!CBB~ozMg%(T3Dl^s>pFNC$?W_wkn% zz#PcPBFIU;d|3=y10W%x#g<|rtKPnOV~Dy=2vTPd{bQZy-RXOyc%tyFz=oZ7Tqn7e z$b0O@ARn9?gwoW97~baa9O#V^*rT|2DLnn7 zG@_(LMNh6&%~#Ge$X}hQ#~f#t?Br&apfEX!6T5A}I_X^`JI3*r0#7!DnA0-?R(h&{ zTHXbNDY&?6; zCiVHOZu!@D@xSM*_Y+p0JAxxJe&WNE{}X+g`3MUQ8C6oyf79Fth&%Evzd?7Kf>NdD z^JfF-pkb_0d;MsFRlF3eHd|e`cvr(pI%tx^#Js&H;d}7PD}^8Nj^`&O{dj0L;tuhoI>) z1`!WflU?@$s&k^oKoK3-+9DLiIsXFEUoeaW;RLP?a|Hxa zF&I?#`Jq5|l!+4Kb=ZnU78%N=ia`;s>T(bPIP(V*m5 z6#>B-nq+;bP3alN8Fd9cH}z!o@uR4MB?y&lAL84tr`NYI>Vb>E(Y4J8J~XnYG|Uwe zih0{iP6l`J-_3#@3e-m#7sj$(&?{1voeMMo;9AQ3`|D*6;#0#HfS^#2@>ts#OOb^p zE<7$lrL|9S5Nc8iZgTBxsL95ZTkS9cc|h5vU}G3NN6v}27jI1hETm0x-G1B9$J2*C zdGh2QN1hooT5y9_?5PX+b%PqNnJ0sHdk(yl2AxufT;>GcVneT@NJK(DvcAf@{-jE5 zRuv&h-~y@Nu<8I9j{l%h)s!xhIb~icA6CXyI=z8x;lrP&EGgLiDWMHe10vo)x6$kl z0GJZo7&r>i#Tww|&yfrnP^~?>2eo-k6|1tV>&?CSTd07|Q)byk8fpeIUGnfu)f zbOwL?K-Sc6$uA?ZiG=0s8DEahQK|4h?wSrI3?a}F;eI8TAI_$sGXSTO$kIWOk0AQI~d*!Rvuim(`1T*6nBw!&ut!YU(SITyUg3Ju0IojUG9jgGc)Zl0` zo2}@73cpJ^ca*IL{FUbD!j$kFTTnW%ucmYZ6`7D)Hq*(i{HG7G`Mod>Gg7P!t6Tnu zfi1MuTV*k+9j#*PjUR}*LkiB7(E&@cC^Zb5L>c%}8Xs|Ro4M6AOlgPmc#^O=++>pi zFk7mA9ct=Xcn0ktI;BM9UVLgYfD&&3NfT047_efkDuZ~fw6=DoaY@mk?n_ko<4#*- zH=@!)D21aPgjewPU%GeyJ~tsvKwc9|6~Oa?Ze&5trWP`UTq%{f1&L6GQnm+;@}!9EB4pl^B@|+UcF{R} zd}rCMW;FjfE2{k#P)*vy5D1)WUn33%11GCHz;SwRU9QMcz1(y^EAX9+i ze{moM;_Ru{^Md#jS)Wcp{hr`GC@*)GjOF_4->s~ygxGiwIUIO4c%*0HgpdbN_`wj0 zt`1H^VPQzh^<{x?pDo+H!#+e^?415`Q{S^Ecc>Z)tbZlCYj)`DFQe*X)TUcnTlQ{P z$jUPvv(@Ni-S~SuRQa?|8K_!|C#Y_k!pl33H;8SvUM*J6Pw~B+^U&J5W$D-I*fFmC zpSqN-aQ0{;5ozMosq(XD&rT{TdNs>x)8WH~p>i!z_Iq-ou)Aym#03N^=u}{!TtPv> zPyv*$(1*yzzkBn>l82XfH}38e@a2JzG5*Wg(C{1_=9JRU!_RL6D!v@oqa3N&fie#< zl8Wtjqj6tU``VHC5lccdxjZ7(KvCwp(SJczFcph{RMhWk5A1< z1?J4@>+LYWfN2Nhe15>B94anqYnQNYcn#iAn)@um%G>SpJMFf%HteU`AG*5E-f!8g zuKqBhNo?&}3-c`FJjW&@W8+9L5)m;m8Tivc?UZTLQVR;UW@Kd8@7=paL&Fd8K?_)^ z85vuwt&GU_-hc^)DW5#a9l{KRDk&*kTzYkDDJQMIzFu5fI#L+d1v42o zLGx;)rx&WOu5M^ykrf&`1C-8J_KgGYgFdj?M6+?M*n}Ek0}!^W%)XtLnQ4T}CBAg& zpcM|?@XR8_k6zG8zG3D!zCWjq0=tJbztH znpIR(R903Nwe0MfGna>kyuKY-)7RTu`u;P{AkaeP-mWe#woXpV;!Km?I2Yh@3sp2= z!?ksBF~mv1^TDa`70-v0!NL802RhgVV?C@9#IW84im!9(D3-vOa`gUkM5(y2gB^TR z+XmLTp=V9^zQ9nR^8MwW6-C}0^SQw`4N?Qo0)v9e?60L_`52|S-ZL{XsgrIpp7e3b ztt=#4n_@KR;Lfh^xA%P?Do@OM&)0r_6k{3BbNJj7CrxeTGS3`+zscIE2T1NY2qY?7hsPp9m9)5RB`Ey=2d!1RxawSTP1?`fv1QAau*AwreFed3 z_|Fcoxm3^K^JBEhV$aS8e<7(8gU)a4f9u=0FApn$bNiLI#)b_iFrPf#-+xlymoKSE z&@XfAIpFLZasK?3#zwPi*RI*w+HUOstI2rl*7I}MdI^4t#UASM^;5jBuW#=_pTi9{ z!)JD|&oqV#17^|GuC9G;t*!0Ip`acW`w2ScC55lLet*O{OSMf#hBlsSLvwRnm#|#G zRnR4U{p}Dcn@sbf)Q1n%DM*$ECBp@5XlU4aTi4UG2$ecGj8s@j+TOjRjAY2vx*cos z;I72QxN`aO2JEfXkR`XdC@$IVkZt0^enDrsIs^k}pI95CLuA%HpZ?sJoj4E3 zhruUd5{H}IGyt6bhaI0);J2y`+=KX&x5hBB;4@!Eh5ByB{0Y;!azn<1(R82i&oRa* gE*kp3{v$ueetdl~#_X=37rhN@gUQZ%GNks=}4E#+fJA+tzU$j)|JPKazGRQAl?v``4yvMPIL zW%IvYI`_HH@B8~bevkkE?{S~|IQYEBYdoLV^SZ9*>yfPV#ZBvXt*1~Zo2X*v3n&-@avReoIetpQW~`nVzu`7ds#O z@uT~6&CPF{@pEt({__Xy#-=(P+^fVgaFKPl#jcuBD4Va7e^x|`MCnl|?xoc8XD;6f z9&EL;ldoGU8MVp@V*euNC)Q+3-4cJ-Y2WHCzN{`sXIxh9aXM8%<9F9(ed*=G-+LAJ z>|3uvd*+Yr+eOd(apv}`8@{d8`4uA`i@VlQ>C&jm>Xju2JuaG7e*DyPh?jTD+iaL` zhnCwGJOzbvn~lS2?ecdNv8om1n;*Y3;g#`qhqBdt`5QsXI{xKv_ByR%SpH`7>AN)K z8>hAV&MbfW^~xtBtKZn?w!o=S+ z8y6-#+_by2p+Rx`k;|`+g`PBgs^5@!%-GmC{Z^Bl*X7ikQkxj~)0763=^woM~Y|V@b~U$dwz(N)uJ*HfIZjpH(XtUN^;B(c{-XwdF}TN8!92?xo={ z6JdC@#GRooO|Rx`=)jaG%69nJ%eA+x)${^45mV%@ewwAsVamtKnVhM7i3kEmSb zZ(k+2VqMPKFS%Ap7as45n4KIb(@!tePmeX}DBi_q8tyRDMVDEWZZV+HYEr_GGe1_= zH8PU)*I&O|^i_*)*l|?W($X>}e>hPsm)pEowk}5gqH*5nLv_am3u^UK9)pPw2R(Y9 z8YF(cyLtn+cBzk?>+|sPK&~jI!>8mUB|pD?u)$&^f2w~dv%Nm-%sp|AQ+M*-Id3+2 zdw<=R9E-SS%?~4Uy?q7qV-l0YttwYyFMEcDh90>R8y+HLtKXEOO=BSwA{c{5jX85~ z&HCSempy;}{`c?S(@eX>opY=oNjPNogxDs2;5@|4tT#VB+Fzd#bl|{&Qq{Aak6dia z^J|Z(=P7aBEWd3hx^3p&<$-cn9W^yy9Fh)>-f>Ks<B)hHhIgAq;=K>c@Ygc%o9h;o1UNZ4X%=PQ z{IqKmqp+$}&`ICS%uN0Ich!PF zL`qHe$0dC!m6wy_w*7g_V(812D{%@}#Kite%=*6m(=&mFZ*~P??O9W8wn<_m>s%^J zT35Vo!&_JkBxIJBlw4f7mgchSj$@r&T@h-zmUU_<27Q`^KJNTf5z7*s6>5x=REMi^Wf}M z;gbCs6WZ=Fj>5~*((dZkUE48q4H@&U90gDO{r$TuLpel5M4HE1bFIqC;_fU7iC(600#-5kyxihMnzqB}~Ul;2ednL~D`fgRpBEEL>%zJA$_md}AQVNKa419q& zlRy34^-F<$?n%Qhm&3I#;Oab*}d_3YvU%LiH|?j(pXXB5Q8AMNVw zq@4-pK79D%&Ye5=&b0Zg)zi}(8y{!;$tXVT(>^t7S4t6#TB{IH8az96hE%PxcCMJvQkUS%P+SV*jvm_=-Dq!Ht08JBqR*?etyYw`|D{k z-1@CK=|=gJ3b_q>n4jUS4tH0VbW9b$Y3E%IO-DB1ail8LhThQMV9i0MiJcN z{MBu!nQb<4WRd5Nzj}VoITpdCzac3!<5rWVl|xTQhuP;6de%&xw%x{g`!zH)TJLl` zj<8wui;C_E3b|J5!zwN4NKG?;ndH(r8)?iB6`h|E+ zO-=K$PAXZU7#v(*)a;=R2O!|x{-Od_MBRs&%%d0$q zQ%iEPzwR+INsLBeK_D{m$B!RPqUR76g7Eo3Cnw6by?c$wyqJA`y+Xy>+&seX^aOqawmq)X=gDj_b>+i;`?I1=0YG#<_ymzIx_W9}FkF@DNxYy@P` zV-ymeCMzB7#@KXse)PUM*q9utR}*=Nh2_Kj`}YHoe{ui?4Mr@KJm8Ob^I{`P$fA~pYXV_u#gNwAg{4{L1=UK*qm^;?_}@icXmIU zbPgRlR6IR57t~i1wOh-L1QtnbN~t?{ves?f$Zgo1!NaDQXg<4`hX{2O&?8bgUH{Oj zQ;lTag89sf!y_UB*D~5wofj1i3=7-G1)$?xSssX6KLrr-4hT@v#cSC&h@HSXHdS`$ zF5fBt{OszQSJ%%qrl1BYfwn+hKfn zeuSw#+kft10N%&!$JaAvf-|gIkg_X8(5g>35~=WC*#y&H~y)ZUMnRvl`M5B1i)wR=xSQ;NtFnvbb|;ceYV0e+`0{R=TnjQd4$c zWKemvHWRRP^RnHIc@nyfB>h@Js=Tui$C#xw#o1c>*v2}CRx&4C^w^tGIej+RwnDbh!JceDtPbsh*?zWMn~Dlv z*A$suW+pwW>0Zc1h(~G^I?$A1qZ#vC4XgH!kGp&K_4OTMWsMO_%D(Y&YgEZgLF7DZEFkcZ3)`V8Ltqii@n13?3Bq_Hih`AH}}?F!BUH=Y);m4PR#D!rDoZrZ8Ml$ zLQ6{df#u5!k0)?rgNfeHvFiCb32~P%U-prcm#<6Kx=0o;0GtmpZ3MG~ zpDq>>L4SMgew@j*IHvUKG%`L?+I_=8r@MBeMRc=Y?`!cPP&qy%)_H!D~4cF4Rn;S<=};AJf7EL(@5d;ca&poYMh*$yO3n@m3HmTZ)#Sp z7GGXnzxO3g?;w@n!yL<@*yv~$set2Wu3o*0zqBiu`@S4;oAPZljdF)hw%Sj%<_sj} z)`p!~SyWOofYL-kT-;^vov$lUF#*Dg=3rl^nfJ*#k9@9;k>5^FAC2ll(s6Mn3hRv( z(8Jo=x(~bg>GA7#N$@|0avH#hJn=K*JQ4^HKOzK1@@f)$WE>VzV^F;SEe6vBj~EPRUq#vx`&YtC8Q#6fnokYaed+oG>%mbMgEah0hz%SWm zQHXPD3vb;utQY6UWhRH36;Y8kJlTJ40vTH$OU32Uqhy1}CM4L9BF<)NIAL*N&H#wU z25`MD{wfy+F<+^f7rUEBulhW1tGTzGo!vy?(t^xXt5v9}sVTQ+Jpj$k9<<(8Q zPfC*P8Y%rO7W14xR?0Sug=<(6BZ!#b;_52joMAZm-IYUs=u5gyUxfeVC~1aPgfG!H zcYr%p-nKh0V-*r&k)dQ!A%8Y5T!=(M|H4p~nvz0GM;C>W>Ov5B0&96m8eV@zAAc z#7N78vL1u>f_#j^1R_{(@or-uCd0;8XAr;1GD~Q~OU0ucQL`ONmu{#5id(?;w!z5p zAV@WjIA9+qR6GdbO;Acc>*d0Ip`6ii{y84S0CTf`(XPuHut09>y3e8Ah((IY`24tbAMnV(-?6bKI5-T;)Eh)k+| z<3_Y;S1H*B6F^GMlj~J-EfWA>EPAWF5p> zNrY1_ye7@kDdYBn*6Hc##$%Pu#d-C^f-?&*?Ho4DVi6cJ1!|Z1@zs7ZsI#i)uR;x1 zgGHXJkP{rd$854rG00}JzsavF-vfng@&NO3n+e^Hp&`R54r2tFF+(1!LnEP$W}gB$ z--(@AS{QLOEIV=HgygMT@#|=4GSX?g4dr!pqt8hwIWXVOiFsq<-hqL7Dh0Q{opn}Uj|IOBes`a|^-85A&w3nb z9fZ=Cd^*vYy$F;omlKrhf=`*eHF~yk&Bo)`uV2p?F=(?@%C$7i9eKr>oiN+8RF-cw zqE3=~!_y#*IDN$B7!w)jY|t=Pu`D~532ujyyO&eIYM2{C_aGx| zxA)Q%XHxoDYNc?h$|7olom9(_nWj`7DSS>6q>f?pv#CXH!!NZrZro_>Z?kMREY?g8 z7;epNPT)OxGNZ~bw5!a2H#Ng={%zW=rt13-9&A_Y0SAy_aQ(v^O{Y~eki4h*oE=^B zU57>Cn{J%Dd5yTe%2kZ>wN(^?I~3b==J9mReqe~o3DQm0D*58q)qp=Xh>D5|0%H~+ zY(LxRw>^DzYtzr7qN2br=?2Zm%0>cg9o$gnMiTHs;5QFXoq{nEDAvhrUzB0l!;L$? zr$wQpSG|t1ZjU;f2ts}&s-#2w{9h6uG}3ELUG2KW4e1a;Jryj}lO0`M+KAk@RQ#r9NcCqqFjyDo z|H#eF{7!3DfnNear=aj0Vs;cU#-W=$qd&d8U!))K-=9GoGsUXZ| zO`IY}^9h}vAkn77920r31Lkd|f*l2{=EmJ~d-g_+x$Wky5Id6AqW~V`6Jn;Z@Zz)< zcAH%d@Xf)GiB=^u>kZBn0_1!Gg;?&)=%CwXGjPnTMv8YQHPUfu(Q=ZMZOAMbi*Cdp zUhp~3vjH0(GjUye?etrRw2TZdIF*w~aw!7-UkV)y`@W>d1%iXSnymSNVD6YpFCU`D zGwogH>?Lo>Zg;e2>$Yvod`p=*$XhNhE-9@yD?`+JXLHQ^UZ4tp;(~02&5ZUp%M`om5q z!>Bb@WO4djX1hZ!S)Z=^`S`9r6R@fWgOq?+ht+5RJeq^}J81JBfKbfD#NbA(+!&y9G4a{ zQ&LjK9!F)BBw?0zDDx%>8n;?w^qwOLwtQ3YYLEDS%8Ie9yu9|K_hEwkuSCnf=@Y(E z+o1^LZkW#--m>GvnoYZC`!bnPi4E_%04#_M71>xQ;kEFSnTe?vDW$*a`8^aIFHu=* zCXGaeI#eS-n77+cHKm_Gk$esir1o&A-S;2C;}^A!P#Y&_bRqKAx8>VTBAW5J^?e=8 z?3?$S0a#`Mz#@!VYx3bkhc3K%^Tx6y)vP@!ubrS%b_Et<<{l~fc zW>2eE(&FN#EC4_a=069o0z%VSJFU@a{rv9TJ8+48nnk`1hDSy&MjXf9Qbfqu<6wu{ z;Rc((X|DB7t;f*G9Ljn{5}J4uO=VQ9HUc-LaX}d^3yJJ$Wh0A=r{79*hkriY8DY_6W2# z&J39UT_pd6GkikPdK$`?=-M28Ff8FiX7 z9G4uT{D*>b3qzVWjm=L9j-(c1rWpKsIy+hR@891(6^(uL2vxNhm0*Df75g~?2%Ppb&>TfEw9SueE85pkC{i7Qw#Y>g*>~@|S9Zk+vy;!=? zc9@BY0A1-&v*BbNz($*~kB27#z)vwb(2Y4?I5VP%+BD5(Qs4Q{!S!EC*7v_?MHW$^ zo5ePa#-QVWzF@?k<3D>bU=1i|ULw@e*$PxxJfE{P*(EaOzWV`#cSVTMz>jPjTU*;& z&O;ul?cQJv$p*w=D}rwFMGCng7seg)f7(@>%KKvLBqnx^kw&i)S$3uaF@!u!_>R?03ro)uLb|pn{6M55DQ)M3g$1A2~II3 zu%K{aV`OABL?NJ5$tH>11I-h#qKmu!ZlbN(14LVDw*2$XhLk%FXO-ketf_3n9*dfP_@i)P|AZ2FiXqFgTX=V%~GASB)h|1U`)!rGXH{#>Efbv;0aMecMx_}Dn#(=mMvSx#>T48Z5Fy=`}l5W9jIaD zf|?|hLjpp5EL3JrOp^6GSkUCl=)2I%V%NT>%L5@Ik#j-n>S`pXD zLfdQ8yB~ta5ex&=SwPR*IWpTP7xDu-RH+OH$=0+OZXxAgE!kA~N0lf)NYSWsCJxx^ zu=~Yb3>VJymkPmXAR~WFT>V4U+HoH!$qT4RWC5Cq5`|pP0u53nV=zQxZ8p zDhnavL42q!e!M&V`nxqMo81we4FJ%9`}|4S(2)AhcND2pmhd`@i*v@#?N7$L7C5g~ zh02kj0;;}*QH%Y8$m87tI@^{sjz5tA z0eLi8?<*mFfG9|Pj`FH1%cO&;t3rDTMLVGuGfGyoKGG`S60-eSOB5zNPoWK}%nk7> z;7aT8jwsEOiQ*fj*4hq0OikJ3($g2b5HgQlnxdRA^HYJXLYQ^?Qr>AVb-Phfso+z| zRnsqDzBJr)&0ozj5NsFrg9u-3bDExffuj@Mp(JNf6L#LbClKV=3Q7< zpMv@10i1x!-iao(6aC2A*0wouWjU8lMex~BmD);vPR`HYY`)+8^zzd;2H6st;D*)^Gh8eV&o=wx-R5VD>n_(Wyl-x9 z{+53=<;J6Tr`B2@&g&UD2Z|5kpF0`zsP@l!r}Faiw}UDov?1X2E8ivLZ=?kaPt9YA zyN$BWK{AS@ogR{DGm=7(I!r0>}P`3a%9MZ)sqTfc1Tdomh-BGqyZK~sZwYv z_}w~X1oz?mDfMT<_R1J^j=BJeyQ%hsEE4UX{N9J{SvitX2%^zBM^vaA7+e|2s~Tne zpgV7zLP9m+v!EEN+I{UIA}O+C1SsEA@0EPo=a3djg#qAb$x>EYnvzh{H0SH-`E6pF zftL1iIQs}OL7=!HlbhSVzmF8H2{m-o0K3Y|n>-2C!JF12}6oXYxH=FJ2knBT+x-etrEXu@<;-5+@M63rE4k_**e&&-Tahz)(W;E&aw<&+(_>z}I~!`-se( zu35Cc`Og=S_c3bTgnmcNltHOjg^ZkLH)ARU$5O_Qdk8$efjS|dJ3K^;g0`|TF`Xv_ zB#{t6KlgrfW@PuAE_u8=3TQ1B8VV_qwr|_^67sYjVjGHw5CEcY6V@n_6aZvuK|i%3 zQN%*=``*!!Zqji9HUnAkq->T)v9yVGCB(XWCwwLZ37P69u$KR|<=_PT4tl6ZzT{b_ z!ip1vyY++otb?53BB&%~0@?+Nu)|Y6vq+#3ywOYWsQjuLLz0(729T4^0=LN(IxJj9 zaMRY-?gPn`!Te@sbbNf-I0PfZ07_JOpy+htc40zUBRM1+@a*K)eIh*lb!DqrrI2!= zLq5?vNG%C!k0=WS3P#n$(RLF21PoV~VW>jhPQN89S^61(i&617G9t1W@d^dXu7 ze*`2J%<2O^sg2}~yT6+>!<{aH-{v-M6GVl?!ong3T@ze?`a~!!I>OwXYb?*&1JF<>@2>lEoJA|kLn+1P3A={^6 zD*>}B5<^PC;nmDt^(w}7_~;~*w0=@Fk`;xJMgl{q{m($MykU%xC~fukLlQ$4jRQ6z zZ=jrMlz@n*JNmtd5X8mq3t#{e4-h`}&9vT5Qn?&1qI#OCK<404kSl}aVR7LEgE zXOYXUHszDxAdotrRvBKiyp9(JfKIq zK?6I`&C4p0PZ-58a%HU2I=p3Fx`E=%>})?`Xcef538eLCaH=`jLEHE4O(fZykj_P# zpRwkKCS;rf0_cf?wTtVf8=*7-Gvlz4q%|Cobo-IIHMO*O?51xwa~puNgb;F;nkRaa z)LmFcQLkPdCxJ@M74T z&PIKoS|d-d*Tjh9l8S`i(Mtet6IlC4SXrsy-sMwoejI%GrCRuw$M(o=mA2Ka(#K%^i4Xy@=^<*N=n+-E#!0U@kNi9bi z*yRex93iLyMxU8VyN9K`ODDhY%KqVr>P)mmv?tr}esF_UWP#LLH zO%*a{=A^J4u*5C@?MN(AM2dto8rj)-gQzw|4vv@3NAO<|WdDF6(IYue9*oVlKmNG( z+sc(vSU{hIrdqU+;q(=G3-#*ZU+H_*HXg;uR?2PALxNH^%4R8)^KMB=N$WOm<^}h3 z5@VVYbf6yr_a;iU3A z1o*fd;bhtC^3xO4d=UO?H?pkr)FM$Nh-b#r)03Dq&R@J31QZek17TA_2OjnW@=tMP zWo2!mT61|2FGqXjklkvj)b3jvJcp)i2{a}M4PATo~ zL4{habk6J=vu=iikn^NeRfC%lmN;+Cqw}2AXm@bh5yqR zm+fqly)0YW0Sl23pPeLsY|tja$b_kVy9q+QjdX#4UzpFbaflJ_ZCP5$?T zgPBp$?a#-FhTRQp$O|ThxOk9>T8#9Q=G8eWG1p{TB;i>BwZjQ;&E+9D_7|Vs^s9sl zPzwf$IsHer(bMaKi@v$nx^qh^AxEb6v9f+_ahMy5Jo{k1rMzs{)b4B`DYH*J4FRuT zpWe1>mp)><9@Or>346Y!T;*W1Co;k_@5M|5j7BwHz*;);W6v|*Pft0EB|`+8 zRFV6N%gV}z(_PK-Dl0*ZeIoJ}7VS+?^Tg(ab<2Y#pT&pL_S^!#Yg7elJR~UCLSz+; z{ZlZf{6dl2xj!kJcx4aKb`uWjSh$BlDdn}I7 z`5^zv%iILm>W1~p(qgP&TTg+G$ijp-ndl)^5XX&a1`QQlYNNW4s(ij8|0T5h?a4{OD=A1wSLD`h+mZuBDlOC@^0?A_ssDuH47+$ zx9jyMda2ThSH{Rk`C#7|&t%IBtYH3zAz1CVcFmd{)*D^%d#CRQ&#aa0CJ2&X4cJh_ zky=>~95~C{a{C?u!p-xcPPvi+$DddAIS^|yCN9TZjYSBu7vXMw|Gx0^S9+Zl4CUp% z1HZ}I5i7sX3sk6$-EN;`03K=o_~UD}#q)_7ifX&nW*~uJS1dY64`EnR{V>H#4lw0%t@8F180qmafTU2AbRWqb16!Ci=xoBSas+o_}Vd+6? zYlih_e^zv)@m}i1p(iWx>Q-|NZ@=SZr|!an^4Jh(QaxE)q2EIZR#^ zfE-}OQG1Ag1d}0e8CobNC`S<23K?ZQX1e{HrOD}-sG3*kF<2s)zanSYyQMIN35N+Cd z;ygjLi<3!?O@1OUwdl9yWdr^lWDISQ_W@v)0%-?>P#6%Tu1XKek|>B0BuRUPBM!$w zu_DqxfP(6;yH*u3P;OJjU|dCnx0vbjFKcgKre5H1h&DUS1rs81wZ0H_z18|1mC_L^ z5#NY2nMb$kG>rdP-T?dy?E1n304I9WKfVEtJca!o5a1Z`VU&LO@Tv}#p$D*g6dZk5 z6BGz_It!|6us#*!7u0-brC_zq04o>4onD4;3=hXM!bl)1_dTFfe`VVS*u}aG?1%C{ z1kIiLC8SitiMGDAc--5JigEO3>O-_lJ=P493NiVhc52+JM!kNIOO+zXd5Fsbg7}Ci61PM1Ky*_;qJ?(Jin(;k5I>^rmXHrBitnjCK)+QR;VfJ z#c!iHRi8(X7RwYo+evsERwkzRM%Hc7!$e3nXNZZ3u_4}shF6NPiwkj0ZR z?ma~OTGIZ|V+7P3hMlaLQGpv0qZ@Qg`D1E1wMJDZ`$7{tty`-rEjmAJLHziXh__~H z>h~+=$4#V=tDHir>aStw3Lam+-=bJdrhOKL!~r zKo3q)ahU#bowRBgvHwJF(MKIca8G}cI;GQHhf1r5lJ0ObL~reye{^I`VIcgCRPJc8*0ONZ-W*B(!fIq zLoZ@&qgLZV4deWuJxd@j*_hn5ZvA?%&VUJtqM(~YzzqFBQpB4GkVsV1ga-KkiIM@5 zJEzr_IB)StxhuLzO9sjl&?n^?gD43|6-N+bu3sMa@}}3MwW6HPZa{%gNPOaPL;8z? zb5IvshA?+T!BM%(Mg^oNLIjDEr0zpBlEc(mfKDKtYYOlwBk{$y>EbszMe@gAs}N7c#cA1aa%V zh)c{7CxDa?LC7unXy7U>EzS8l6_209%09nK)C&j_t5>g%!Foe3_andwza$NB4`^r` z&;T)nCL@Bl3ud}^6P%urf*dgbu%0Otf(`-_e@Vv}B&sS5BGAFjJ_4YJa%@?70}J|N z<4A2j)RHX^2w4mH$p>>oJkt3N%iC2>i$Y=1A?+9yOOFK5{||ot)(PyI$qu zSdd zq--g$uAkt;G#-ZoSl~VBv>@Fh&OMuVo_LQ^uKAb>rd*=*%rGGXY4kGO z&KRoO?dYY?7a0SwN0zHFP~_vt^G{KTI@=(ppFqs!C8eQ$`cnwa0f?QS^)^N%FGIDW z0J%L|NH;EpLc6ZvKfv<;OVjDsj$z7IWeg>W@ThRn657JBj7xbri+jNl5NMK@r<*&u zimBH>01q<&oN8r7PwpxB9{DZ-xi?o}<6o;5ytZxKdVqCGf_~So{%&2&;5}2*@WQ2v ze8-uttqIbU(r8FfYN(ns_N*Abc-P_4$AS92yLO2qG{1fzChhl>w=zG}hiUcdY~H<; zEHTyDe!l54I&!057#aWmf7fFhc@+qjg@%!_uV8L5do$(qx^IfBDU`5N^9vD8sjUpF zDPem^ekNagolt#HoW38wz;AM3%Av@`tLS^%9SWsu4e9eeZ4w?X=6j^8O-9`7?%kH% zn~~GQ{`utp)&Tr{MeqO`QxGU>7m>CM<9*HFT{P=y{y6X6kQNGp(-soi; z7af0Wb0nAv#gUH+sVF?2cpcCV5tAKxeZ?i^P_r+C%)087ZLPjuXGwQ)DF@n*oi08~ zITWWa=B0Hec0g-I@Yty5!;LdN!W0VgeU0tpC4Nl#?_f8#qD9dE>r%_F4ra6-vzrr# zD7tM4@%k3E1ODjvtpLU4vL&*E8J-O^%Wh-q$OH0tRQu%*@xf z9-ZLg&YW_lro*4;tuC&luv`?YQtJc}L-fDSfq^*0GCerdiKmzr%t_q%+YKDOb&48w z5ML$$TL_Dc-6$?0ky=N(Ml1&#p96BJ5{o-_6|s(IX?as9S=uzhCmnm@&E*m1>`qr4PGH3HF)VQdCA3{diLYuC>M2yTe686 zMj=T(0U%$Il%z-vOjL4lrWk-R%gQ*_?39E-q$HA4)v`T2JiuMuvZ&y-=)e5n!Gk6v zRLRy<<6Y#!VXK~m<)RF6$5=#=>d=KPu?nJuIUGfLZF$xavpFQr1IXOUEL>X5y{xgB zeC+o1tTnBoc>7o+%;sYTXzL+u5meF;&O}9&B8`y=(sp)v#90|O($DTRs?C!251=aTYxAFiQ3Oc;F>Bf zPk_D3*$@CKaQ$aU=P(oN$&(7uC_f|VK%Y5CorNtOQu|AcagLD|<#o~4nuW9lx|hMM zb2rlY{pJ)l)u^=##5tMphxZB{^|_R zLGPhb_o!8RO^=4fsr%13yWX*tu%BBrW2883J&Ok*k{=Olg%+nfNZTghB~cTJ{FT8^ zQY17~0&1VZV}V>=Lv#`NLscNASzjdb5B5tJKn;Ko*(nw!hgPth+q!iuG;!u^uCsqJ z{|0%^<5#bo^V+jPPGT|L$!_&3F$upcf%TNreCO{DpCx8}qrA~#yRu_DT#0)Ft;$_0 zhrw|`jAMWNgW@CquedYwzT94 zf{y=RECwH~mj8S&2jA88G!_4i&Zo2A2>x#eBd8(bu=}?6j*O1VU3fUqf%x--mc%xH zR^5rIRMxgHsRz~cws@UYW!#N@kxQ5m)yS~V?N;6A^={g@rJQJ`-Gg5QE&rmT2^XTe z-QPr^up5%AP|%xuto8OgktrbC{l9*)<&S;#V~=uQB8r~FPn@>;`(3|em)Bu>K_5pk zd|*Tj4?E8sIj1+rae+_%=STf?4y|xY++&{HL;SLSWRhKtS1sGMd-@kn$O)7_@4OKs z7tu0T;!ZuY@%HZ&mYw9Pa+f%tcz(I$9ub};@Z0jZ(@?t3pS?RC{O3Rc-m-KJqBG0d zty{ydddsklpTB!>T9yVWB=GRoT7lcXFXEZ4T6q)3@G^<#FvMMAKIxr_ zbCFl}QYf#}N#2(BRfr=gBN)sTg*KW=rRz`AH)Rt2Ro_DAaKS%tqtk)EUUK}z-x-Fb z=eLy+9EE?!eNv7`{`-|Jj!q@eM_!V7;2n-<@*q>oQX|J@-xcH+uD)XTWv=Q)<(UrF zGs>1Pa^>X6Lpb%|?oKD}>s5{^a#oEhTT|tbaL(}g2Oq7A543e`7iRs7b0^ZyJ>0DH zuj;2ij}{JOQfL4CE%?;8;op%w|G>ceY>D6;x_YL;n5%&gBW{2ZKfP1lt0rW-`NB!F zXLy#Z9r&}?eUr`Q7RYg5mDPurkq3oRMV_%|Z1*Y|uXqK{1%$gF^kgDTkq-@ z*TKAf*u0Q}vBuSZozGF^>2-j-paj*#iW_&k&pr%b1+(v>_0EIuG=6jQ{5i7pE8pV9 zoixS7p4^lYPAK2DPPz=8-PlwtxCg~$KeK45pl4XypK-L>+BX0uWKGG_Wl=6ETzH6e z$?SUO```CX3tQ>rx}E!V!25k#_>un+T;TTew`=IV>2GZOac75XZPw^N3;yfb)tinV z;`|U07on|0%Q%wf7P9e!f8CLx#&5$ce~)_BnSzyW)Qu;)4?OB~__FAFslvxTMVX87hZZWN;{>5rmx<`cb_ zaytc+1e1=6pv-|SHd9DiQu65YW4}3#J)Y_HC81UR7JanbNgo{PWAx3UO)1q5lcSMsg@giDQej5GBGchW@2qu)UTE zy#N^*2K8|`jsV0@Q^G-GA1j@P^d4&%y-2rMbI0Fx0&^BKMRxHxqYzfv+Qc(f-sJ2W zw51S)0{Mp^PNI^Pf}2dhaU(3i5?-{scgKN18UQz&!4K6m8x2x*aGBX@lmNM)djY8I z^ykh`7afO>oj6|9dL7};)MbY`oi$2iBF*D?hyiep%l(S^`4-T9S>d-t;nM&nlNQEQ zP{zcN>GJq--4#VOW-4J1NVR?jhpvEmts)d1DmeYl51xdL8n0hLxxJ1m<(rs)a%!fnGxJ0pYPhzEG#MJv0N?m~ysh z1kr+t6%>H_+{2BZk@Z{Bsn}RgQE~y=|1*7{P4j;%Tlw2>a*S}6SB5^NE?Cf11ugZNt6yj)ibbmnF{&pHv2$K*-i`?ZY{2%nw%Omq#moZpBec%b^&-vh-X<~2 z)pU3heutJ{k$TM|WCx_g|8bC#%R!zi{f(Scex>Q_C{AAQc$QItr}sgS!T$tF+4W;V zBmBbZr5|qFlT7-92sW~B*FPPZ{Z~9|C?REYr6>{&b9~rL;=dt?xSH}q(a}-&vOXas ziS;B=N4!UK^(gg>k;|IICjrAzLxuERl1+!>>I&T20GPs#;~o^BC$*9qGm*?Oim%ty zxrI-yLJ_)`jET5X(PK&|Ymyd{ssvlQ5O#@^_%J9*RLl& zM&QZXORi+(_s=u;nA;fsYtp**{QCXVKDPEWrpfh63r8#*`vdZxFKWCr3W%)fC3LVS-GvZVe)xC@y+BdR9(?VXKjPgLes&JOJS1 z`iHiZLfsRlTo?j)gh z$y$j;%o`3OVo_J|^Ye@JJb3X4e4)fmS`*~~FWgXw70xUnO+5;6S5U-NBbfT&Fo*BG zKs5KSCZO{tn>Vhm^)nuE%T{yV>z=7uLxC2jyS+!S4xnDGkkS) zbmH(!NL^J#a>L0-dN}rl@bGH+>kvkAj_zPRa%Adea+bg@KyE}!O&G3rfi!5l)3ND+ zvvac_+9Grp=Vxpn!CAoG#)|GCoTjpTIke2Gd!@lXN;pPxe{wnj@th&j)`Qg|md->e zltEZK*mQKeVREsV=zY$vmeY6)*)H`27uS#86qtmdaS#wwJXA-qSzLKy`A5`fA89a!12VF`BR{`?a~7}CP&99l-4Y~grh(muR^p+ za^em;MzRJiKoQ2my45^HXt^eX<+$nMzN%I9q;Xq36jL0xqA)f(>Io`=j6c!X@Sm4J zTVf2JgY0h<;t&>A2e|TN0x&ANet9ad#M+`_3c?)Q{{3$(=O9!_ICPMqqR>6Yg~5l% zBf}b?cR51^|3{7SUBVG;q{|s@NH%16MKudw zrWjZqiJOtQN9ok>oWV+}BMyA5-qO&4cJi!Yk_XRB?SrQlCxZDymwbt4UwFv$q}%p! zdqJ&A$B}MCY{i3Kfz=6psV`7EXLIV451*#)J7e_{9Df0B(|9H2*ZP|z0zlsd9QNvE1 z;EJHrD9_ivne+F0UoM55aHb%~U64mv0$3DyF20L*)mH)ZT*16gv@b0xqVHyyX06i( zW+pLoP_%vT$ey6ZA2Pe@)w^7S=tBBNirsd;gaxjT7%Rz19g$MIt(@0{(c&|yhe8#) zAFXmu`Jd%ErIc~&!~q-!5<%Sdb*xwS7nTY-1@8N>J*yUs+GA%JmvZzU7g@kv=fX*6BS%8KH+L#qPe5 za+_7+(}b_FvX{;3Te6?T=1jK!i&2Yk_%vca(b8l7t?>mkvg?;^c4WdS+(G0wz(4x<3()gIHTbF$> zBh(|iV#O)nKvt>X09(hFQ^+Q#AMMAj;GXGEZ%{W=Qiq2X2gTi8#lZ3|U;rEpCFCxy zO0(xw7{-F{sE50IJqodwKejk|y;beO?+LLZDvOUTAnwq-OfzoIkb+7vyl(yJWZL@2 zLPx4ccePE2@1ql4>*Jos+Bl|_?y{m2pWBDe-3F-cgLPGwoF)kIhFVSfB*}3Tq^HTu z9GHvOQq^UB&|N9bT_=G|H?6bT0=v~!#1eVJmvwm0`9UPr#jy-ey?9;NC?2BAA9(to z4{X5)a6m&J4D$`>4Mpv860RJgLy?XdD_zv+rQ-OA&DgX5d}QM~8&1+hgE3r|H+=rO zn|P^bcH*~HtHgp%F8odSsjq@0tBjK^hzl9vmG$u9l04b@9$&_IHg=8 z&39eCiZ|R$tjIQ8E_EgjOhYh4C$mW9K2+a!UBSQ(_$^dA_eB{`> z7t?oov=!n495#VUJB=45?O>Tkt>(ZLXf`6Up(0j7h~uI)={*8;uoBun`8-Z*&^lBag;`(*#OwOHO9^o;>s^7_pHei7p_o^J-!Tjr} z(421%cel{d1B^f6b!zcE=$?6hmDR71pjVnJ;OFulh@VGQz#5@|MaQ$rn>a|$+=ss10m|TP0 z76n7KD1lAFc3Ep^_C&+wXyv??;#79r37b5^c~$;ju!WkJFj!>?Y{WkMZRLj*6xlJv zv9CCh>BuWPY%q40Rph;7)yV=tqq6SQDK0K~cyqulc-QGO{{ri(+!stZ?jqYZx8jf{ z5>~;8xc^OaG2dOa@EcrPGNga!+`un{N_UrinC=Y@3dM@CBzod&U&wR5Y)i|69SKhm zWEzD|7Wd-JPbgM?q{)F-6zQPlZOO&{&+q;w^(GEvk@k5q(nv*pIRl9`5*+!RAz|dH zDP8L^BCsPa=g+UK$g*f+$rrgDh7tR>%y;94*t>^aZ6ggHNXN38B$C5HBbqpe@Ft)p z3=05`JXJ*e@n#|?@Srn44a^8T6;f6WsD??@*{uI9(;-6LQYk^iG{>IS#}O0jX=v(k z;14$_lbPusoMa1~zIySd;wsWCNxHSQZ{Carf#4MmMO6(oK4b*ngpeZ5k5&vAxMhPr zEJq*dUjiuiVf)rYHj5|B7aY{Y7nX*@z#tIekhV+xt+|;6Xga3KSz2b0h(iuZKwCi# zz!CSIAJ@=QppTOmBj(mnv_WF~czw?j6c)~WvjGqF;|9WW6<83oeCXm-rRBqFNS_sH zR>0fi{LaP$2_34$xB{zQ9KqS-`Ow#%j&niD$xdG3t2gXGhx!H5Hw%VLQ4ih+atacx zka57haX9&f^!buAN6Cp#$aKtw-%juJdb01+Q#)la<$FpiBJUVfx|>Icimf-XzeNV? z(i5yc%xgF-5RG1DR6JM%SEb-f922~Q^^AxjUe)jD)fX_%6U_NpobwMlTH^@6_Mn;RfHbWl}EZd zaHc@+hXK8+us_ME6aNv|2&{$a-%qo%8dXRl>8cpQq_NjEELRGu^vYQ2h`2Ujzbr@y z=iNq`f|5RtI3F_-A_8Y+eneSo*}mMp*8$>+}hRyWWvc1D{wj zct4UaOne~3vXN|*O4K*x>YdC|C!y)XE0 z*J78l`HcV1m)PRrPcz;`d@%a(5s{QNVvhkq&S+i^-5Ply32qBR4$-9& zZWxEDMKFoaLz+b*Y?owJVyVL3c*wN?na?DIitxuUGBGkT){t$*rY26e!44FPf?*iM zjoA~fV==4AJ~pW+=mk8IK-_R)Y6A^FRtc8e5Rtiem6v|QW6QK@#gZk}Shz6d^}F>! zveE}hfXLaF-8-p4LA&BVPPMhi`!9P}&d|a_joLi+<+iJwAWid0`{8($tRcuDp=V9Q z*r9CTRkQPB%o^qWx8B135jNOgk%eNITz6m!WoXvSdiy*7{& z?IeL;5E$HpTEWhLS(cdMKH6zLxMp2P321z@jQhCL;M9kAb2? z^sI_3)d#u7v?qbefJG?}AIuo~U1BIB?L=rq#C=4T^r3Y%#OoVLMT2H-L-fM@UvAvE zL8PukEyW+@{H&>!{4Yv{Aj{|;xL$hE)Hu*iHND9x6{a;m=Bkag6Woa8-NhJLj`P=y z+s!@x&hIBr6ch|zU4#;g{I*C#ItxKn28;;^?1Et8dCCtoE2l|$iM2J1x}1VLrGrhC zfczj63~7f(Q_9uSgARMGagLg&rNz}HpZro@sv;Yq2~cWLp}<1aa#4ivKzXYcOp<5` z5kl%pirK zSS>}(9C7<01I5#WcOJ?555_TQ1y2oN5ZnKMYZS71{O1Tu_i; zsGm`j;GIbf15^gVao9wOG?qCwOBAX*j#fHK%Qc}z^HeaD=uM~?9 z=dLj)i?-frplyo-AX6%9dBj){a-aE zp1WxGAX8O+;_bMlzvJEhkh)&uLDQ}3u~CftDnyS=KL4Tz|5#_|?4SRG;_e__5;R$> z88{YSqVmRf&PH6g(D;EXLNFs`sGtCW@UxBN0Kt3NU-_Y#)c$i5jP6&NNBXKgu+6)D zTkOD|rKtd2@Z{KOSF4Qu6MEkL0j%<0%B~u5PKx$8?yP;bmuAv@*1>Zde}&19l%chJ z{CmF*WHx>eU{|qtX~Hz8L1--dpmNGhHwaH+OXBb?uUE&zOXBXTB2k_uO_Q`Ek2&p< zj2CJ=E#upYt-^;OOV0Pb?(T07W~1zOAw&j6Ix1c8eHJgan@_kl0de(s0>QCzEX}#1 z9w|kv?Fh@w1;cj_)-w~L2PZ+c$;e^8OI#&@H1$v-p*s;n)Q&-l*$2ZepnW+I^JJi- zM8RW=EbE(6r;trQDbTv_x+=lm1vt~B)=nXriNsWzBaIk}(;A|hBqC8_UZ|c8oPi9= z+8xO@1S)>^>=}tiB{@lCkLDGGCtv35s5bEDQM5okIBeOaogczp*tain&2gk9gvm}~ zVR6izR#H$<4koZGT=y7eQEHd~vq2I<)^^x63aEU{a)>3quy-9Y$aqEB_z_N1rr5>6 zt2(>*HExBuwpTeosu;7dX*oIB5R=sdA(ak}Bt8}3o5XrdLX(X$!7~%d*n`*EFI+5K zEN*O{&*LV(!pDFX`B#(brv0EGzkx3$-AU*-TMgV_l2zD%^TeVz6)uJBun?Ys24Imd zehMBIG?fw|6kO`0YayrlaTk2%@L18H;yM(D#Q%Qm6o>(iijj&4!r6uf1?|tB2Gqir zC5}_gOII)6B*XDUV&dGX29?_7tx708XbHc>^$r16nsA`6F99BaqZ~1Pf_@R13A<6! z1joI9Z%l0Hz}D02rr^a~&CX7wYP;Oc;ZlSs{bLjD3ZpLBR-6BUD>Q)%fH+d1S#A(- z#|1JjTc-d2T*F})$(Pr!7$`;UaaP7o7UkR5|E1$(^#S^gu18pf<}MmWpF@IvgX3WP zg9lIzAv-#MKO3gz$hINr6-4I-BL~9ua;%&E~AE=0&Pc^FlgJ$KRwCp3W^zLkfKb2!_4a+Gl z=l?dGF=6l9?Jzm1Jkc~!<&KkRNudxv)Kb*wtG8I-ms{&cC}4a!Q)mpMUol%xiErcg z)xxT4uDC+kMO{xeS%BHW+y+Thl!PjbjE-|~TrHL{ncOoPA;5Qk=+2iT?aG8SVIH z!TEBTfl3gmABS>p->f46$n7WHg?(&l^;#KCv#R+X(Ni{ykgIPA4xZ2BbuG7dkyg!p zU2-oW@X+5?O)FHuRwWcqwS{DR&f+y#_R_;s?TA%yoW4q#@(aOiB)+~lDA=J)M+s-7 z5#Iuf)Qd<)fnrl4SnFa2PZK|U5Id*bSf9sg=Q_uHXE z=CL^OrQUYgX5T&Ngz4iuuU?s=4se=V&A+UhtjY^9@CxCT zlT*>X*wX8F#Wo?y;6z&JZ5dZX63m4jv29qAj$*Zf+|AvBupjFH7pX(u+L=rA6afYr zA*5P#XH`RO;jBF$?*7j5xFcd~owq;)YHdOX{b%PWb?g3xoY z5vil4A|fc#mr&^ltxutPmQZ=l4rYt{1w1&E>4p}I%rbKIqNh-4MKgsj`mDY%2u9^# zcP~yP2ZN=WSg?>Hpx51oBVT*NnkxVW2VeEw)=NxgZ%z!ij3P$Z?5&bOp_FKw!B#dd zO8|`=VTHMamczqo_Xxv-4v4h9Lf$=2fWC(Q06^WS+|3($84nQ@^8RtA0w`XXvk0ikVL24 z;)N7v!n**~4!RMVlw$7Mn^tM}M1*)-0M}GN$wIq)Y>#v&!^(SJ)zKlA|B1AT3P zXHKR7W@YsaC)QkwzzUz!u3EqSb|(kpQAnI4iOwTO5@I!o4oqgOR*zWNa*G#GoN1yQ zPnNGA?y6t~WfKz;;TXsXOVm+Bu1u`Du(V{5!A=}<(BRymr%1EX*0+Q4CS50|!B+<# ziO6328s7Wv#6hEslU=WGVnhgBgSQanq6P!1$qJd#6L_{8M4meMs8Nde{N_55r<0Sa zzh9Etl)C1Feq~sG?CF7xA4O7iViOHLo|vT0x)vsVURGPPdLlXMi>&ESPlVZl1MwRq zasJZUAF5}c>8xpLp{#Lv;FmY6w50FA=_tg*^LuK6lsR3&fnJU*)kK5YdXKklr_OxV zRjDD}q^z6w_~3G*j*6>&k4+Tu2!w-v%zaKA1~9*aKRikx84%n96#-j`tfYGIa>k0bq|r&4aNPvH0PW zQzD%NLVS}pwI0@Bw2#Cy@aOAlHQ6KSj47Oss$J8Xw-a*7y=_%1+mrlP572xBVA z4oQNDjk$wh6&CJe2H5MAQ6<%obWLath>8ILrNME4lzYhtER;nU2Sm)QHrPE#1w>?q zo@!xy+kd~gLu3L#z3RDhPttsr-y#4S(HUZy385k}Nac(Tyqln6k|dC9(7ww_`|8%= zG-K-ggX{%H(fmo5Fg7*Qwdl%2t40!k5Caz(w(fuHx~O~tZcEKV)vq{)rlUFe<@>k# z>QJNlAYNLX@SRs>AU3w{5b$KZSf8VidPJGhDw&8;KQ)mdP!yd03z``Ekr{-#*nsFJ zE7362BIO8ik~+lsfqKyZ@juQQHe^8d=AWXbQNDm$uhtMyVkbo5r@=|)cK5;W}kR88e z875UB?9-1|Q1;8SjM=rA)gzpYKVwYGVWX(f(0FXzA9^JLt&*^%-1Vd`C>jZhcJ;)v zP6XKuqf6xReMt5qR}3&*H5kR`DMSgP5kj*Ds!|)C5$sBR!`Ff8Tm%(~ZK=GC9m`Qw zwFaAljcXn(g9sNeKz=3ZUx;gwIGBlh<@imk%cLIo|F7|qa0aZdx5RS{wT~cpAyVce zFO2OeDi)(OxQ$4OlSXs1b$kofRMz8H4~y%J0-h>7e6m>d;Y8_Dj1L=_Q<5~Fl4W~;%YSqoh-L9RA8uc4YRU8;Fx(YIMaPcyC+6slrbxe?eO zrgJl|zYpqV1O>79F9B^uOfu*ttkh>_Z-65L--(S~qasrivJztIXK!s~37XG6+@{B0 zbG*7SvZks$D%dH2w`cg_mWf3RC|`|vyNmd^=jj}*7=NYMhh7+E<&ezX<3e`KDV$-O zx9Ze43VOa?eVg_3U295o|D!*wl(!%LEX%f2S9rYtO_bh{RB%N6sqd$|GfTvBzsYgD z&S`n4TKTX$PsQTceM8?eXNrI&?UeN^7MRHSO=X)>X5K^;BE%g1N88`zF?OYO? z`fm`Bp9NzJxBl{_Z;Bsf_9Yi8*_d=y>8B>Si^fl69$;NvX?_dwxKOOeSv4pu zvO9&!ii1i(i}wDT_o&w;eH$n_|3lb#Q_l4lbwZ1zEN=3usOGmA;EVnC~^*4}YyzF;Pa%{hKx=xK>U2kVwGA?RR< z1e4OTC*Vj`eZlr4o6pL)@Z@prY;&$$U(8I=eqz6z)~guvDk@ITPPYZVwqQBlwRZb6 zR~mEWmapElh%!j~8QROr%C&O7$Yz$=-{HyQ|A{{@?b7J~^EK4%QyKmxf3_mpXZ?0P zb5-@Dx^Tcro)%+jYKkJdXBjHkIyOu%Xbf ztgLF0@p@=IZ8Rd_6B; zav=jnvh5vuo)+%=Gku~~hmU;V)cWvHK0$X@<$d}|M=CYDYWX#~xo!$Sa{udG=1AL@ zbm;E>Y$%Foy;A9cYpiR=XD39`j5qLW9ugAAwgA+xA{x!x&Z?@le>N0ZR5mWTo;#Oj zT#osdc}#`PNM$JTyeknF5muXU8}{{@@i;fy{^FCJ-{U_zCK`BD4Ey9}_hB!D##FoP zKNAAipDw1D9aOFilL}>tp0;?(IHXq1@#XM&F>LcZ;mxbHz7wMe&uvp@R8CN`u~aevhC1QW4cv zGRu`G9Cf=RM|nQdyJkADF-AJoE4BSZAa6XMC^lS`i`{W$CZWW?ac6Zg1HD+Zjb78oNyE$w`?h|4HuGF$aD?%wOH~L5%iUc{ z7lp-YANhagpv=g7F+2a7^N3;h2L~Z>18>==WbY$YNhiEJbA)odcx}3d+D)=fCCg5? zd$Jp5RpiTu#dw)~;e;vN=E&Pw{SRjYl6e+TsPeSdiq(5)ETk+TT_y@~lP0fk zr8Zxks9tZHs-0V+z3$LxgYT-FBkh5zuf>j<+gy!%V0UF5MSBPBp*6eEiPoukIP zJ->+^O~}m5=S$4BZQsN*Pba?2b43fBjLcN-PAS}|6Q*u?K2Nd?JUGu-aGK^{JAC}C zIdAvXzaNm{MWvbZ7Tc!ndc$L<3M^P$DORg-yXlFStHa1mH`pyNZ$xC`iL;>0_s2{; zLc9Kf$Ik@z%On(wTe%;JFXxx!{Q{JKV6sW;Rc}INRh2{j-(Z*(GdWg^6tgyo>3c-V zMx2=9N?;Z&%8kK~bj4{j%d@NSvwPQ&z<|`M*eKbnR^(Zo{JQ*Ou7p{r@UDV2B3~%d z>wf->J9g%;rX1qg4cS_?!*1S4bdht9sgUO|=Q7@T&2l)(a-V!tr;W?vmY%u8?^(z@ zi{yzjKlb*`6zH5dc0Ase#c}UUf22dbHlOy1mjPZ#d%4^RU3ENfX z@(PO2j&(>JPf~d2OyR>15a2$C5-s=-x9K>K*#^6P89~aWhLOqq4I&{!)22$g`Inbm zT)gOL-^$>TH10yd=D#<`w|7;Y0u~e7*?DdOYuS^&T!$&UQ?_^{_ZsBCY&y_F&+0Vr zZH}ji@yMLsQ&)UNLV&}gjX{8!#VL9TnP$sn=8Tz-}o}= z#nD-ligcTGb!Hr@XfU2<@Dcyfa<1%&la7t+nWW1u;x!cFKAf?X_byr;pM2I~)&Zzt z_!F_Zg#p9jB6o5(Nz;iYsWv^xnUi{F<$dwrV!Li|ShK8~!97~hlNJrWm} z_3*q)_Fb+Hj-_YUjX*(!St5fq4-XXcsz90Yme|t}!LLWMP;bSKESs8U*uW*q$E8{A zxuu-poP2D$D(%-UJ#&Yr7_FgXu3L)OU2oy;4T;DhQ%x2wNI&nw=b#~1A;U7djTg-@ z64L6?x7wL@!buDbJF$=1`S(9F@6Irq3SB)~zi;;qec z%`xGT8e{bZ&AQ_EdjkC!RnmnUZt2M9>aOoiU1d=red3*5(0-l6n!)4z&MzjV&WSJz zCHSWW3ynN>77#A9idv(!Pk2{QcYNNJiZ-pO=SX7tBO*$>(`Ja8koMVMKT;!8?w!hO zo(!5zcpBJLBW^`Np!BW5B@o~c+F4JehvJhcSLe<~aI3)KIzTX2r4@ub6|D@(vFR zqb1*4sw!R2{r;ht8S5L<&S@cQQ2!eu1&bsy@bU9ED4il;KZUBn+imp{V!|Y%kLpRd zT@N`5fkWNNJST>7g4k0k)?gizCU5Gr&0;?ir-m1w$zr9q_nBU(SX$uKw%>#H&eDev zutUD2J?A?R&JC0j()U}8_X{DGBl$jn zRFK+ygJc((lB6mkNdx+-E-x=n(jkZ@9lpQt@xw(6RUIvNHY0462blu6WU76weR$1# zON2>c7~fkBMkXdbmxI~LnNo-lgF%kI)a7Mp>_j-xE@o2+bdq}5ftcg z?=S<1z8wJ57KD>-C)46OM9vFS%Vvh5av|eq$=Ka=OxznGe@0YkSFR>?dHkc)MkGiB z;*dHFX7DgPwVjZTlhIj+r-nOHK5l}Ja8MKrU>g~A?t&O14G@J9kwjn5dKI#XfE{dcneokAyo zL|H`J-2hHm2aOWOJ*tM1X`%$b*-4g zFSjs4xUl*9m3{mzc1{k9E3P42htR@gx}3j*+l0Fm61r~^7CqD&u7}Mo}wo)F;pH*mehutk$_B@ zc|WP%w_QM=9vhD#PHeP0Hn0~XuQ1`x`o#j~aN!5;9WX$IgPFxN%=5u3*zNS#zgL2* zr(%{6()2V5LW3s&`Rt;EPqzfT*mG=&YSV1Snc1y6?>sgX-JXz<{$=5&*B6-1*9~Y} zdnz3JypdH*B=ea_fZ>wYX(A@+S!NynFKy&Xs0R)oAGnvHC{)2V>YaC)Ro`zgc=3@-)!FeGBh|gT`YRr#pQY88T+s9vQMf`yB1nb%;bIgl3(sTFrB^2WBPdFy?eV4 z9^}SZ5&g#cAs)rNv3gTu3~c|xFW=s2GG3|RuOb%ZwNZ+W`=+$drAvB^KnKdbZCj1ps%VGyz%g5 zixK@aHpY&E~Y5&;edR;mX7q>qvV~Zi zX^dvpuDo`_z`#HS)6I}^t-5#bC1fNjVe{gfo}T9B#{2$C)FLd+jg6ad`MQRN8zUnl zbxllq$47Q_RoxE9`DBTkUUD?UugT6R1-ixJQq45WFX{F+_z#Rw3J~T~==RL2{EQ zh@gXyj7ttaQbx=nTYwU>I1i?O$m0wV2zs=e|E3pQ*1YhLiLnP@ZsKzsMWF@oFu>sL zbfp=2n{3M#;S&m`QhAZ(u4;MaOeW>4v-pl3SKsQoA=#s2-t}RB zP{3$UjDjj_ejDx3(wBcQvmyT8J!L1UNTgaT1Lr*kX3T8!J7@JvKl+c3S6a`8BTC0b zW~0updcK#{t6OCNv68Rp6>{D{B*_;m#W;G^+;|Ln2cj}g%BVy|E>{H&&+AZBn+ zL1ClRQf}^;7tw`?I#Ux!&z0b>ZSgmt!LvyVPKlZ%8QJxpL(jDla~LvAbm2 zfV#T>vSrJh`_E*XRoGG-VO?3dvS)B`4Mo@7Tm)tDHVAe>=fFa{hVRoK+f)=3O72a} z0PRIGk_(Me>1gt6m=dH!qF$**#Ep1!od+=%SX!zn+Sh{?9D9$FEW5-xm zUMnk8qH8%FP~R!og`GNkC^SS*PBagOji9(tOs-Rf;DsE}2Qy4U zXKHG6@dK}sR7nW6c%`My2!c<>)GH{&J$(2zEiWfGcdz;H%rW9liK;e-ZM#{F&Bnc0M%=18*Co!^U75%4e=sd1Yo~ z900NYysBz1qAH0u@7Vi?bfKZ4s{J6aF2dIros`6gDPrZAPV@*n{`+G)8Znu(ySJB~ zqHknWY?m4Mar^|HIpZhC){&%K=tZx;I*e!3Un&75NO7xu3l^aw_I@O*2Ze-qljGAD zgWy?@9zCjUWJDH#n7DW=N)oW<;o&^nx35C@m1O_vUHAu@oxZxWEGt(oOp5l^^t^mo zpc=y@Sh&3)htE9y!0-z0038K~{t&E4fl@witV@u6OGkm_7tc2fq};xsHv(Kdu-hU7 z6ZMDX)P3JLfOK$th>9r2rE%XU;jcuf$VkljiX~@@(FJRT}Yw3<%aru zgdY#T|Ax^zml5wk`TBnR1iCh*bLV8C4!idlGk2Z+W!xsWn3$Tj+DlRc>EW@ybNB8d z)OE!;y@8^JGvO0m!oV>=F^m%M!WvZqq4ytQ@rJ*?N28arqYN{-Tl2M->a zJiw5xXSk`W4~2w;gudgs_@ub?Yp*Q#w$7z86sOat4}y8IJC0j=;niX9w>=8DcM+QW z%N8+^3GHSY8XA%qkYJSUkLW>e*xZue!#Kdnz`$@Bqf{$nb8{O+0?~uTOD^7=ax2po z>Nl}E95D^T;u8K@Cw_`lu?jZhY< zoQIf)2vSt8{oE{kguk!{EF#%$b+@f z^oLlS9%VA<5h|73MU>}~4s8oa#ophTy-F!|Wl?F!2>n z-Oq;af5iqc?1US%QHFM`SY)B_I`GIi=+><(Fj3RN)1|DXwHMWrzf!C&@ApbLs(pQY z7X82nOCC%}-7jIN`Z5?8ROzC^!hGOMCJ%OI)9LjjMK%v3D-ipxTekIvx^cE6pQ@^A zP*9L3wktO%+AjwL8MwOP4qCb^KVR7Fu!A!W~gum1zF ClSN|y literal 0 HcmV?d00001 diff --git a/automata/plots/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png new file mode 100644 index 0000000000000000000000000000000000000000..be439593b8d8175418ce0e286d9d73432fcc3cbe GIT binary patch literal 43526 zcmagG2UL_ebGdIyYNWE!eYhq=| z$0fvd^7uhxJG)!9!ra^z|NR48RyIc5{J&hG;X^jux}t7Np=`ZD{8oeX9J{Ob+m83=RORKLa>T01MgA?m z^`PhD=s*9qlTW?#`pWjFuUEfX@B7rPL*ljrtA9KHwKS<2w`8*vPUp(zKxf0F>CU4e zLZy1%Jge~t6be_*x51S^;CX~s{$TmnFU%`{5Il32iTvTt{)1=NlRv!M@-$)%`NP+B zSE^T$Kipcw)=!bU=DlA~W|vowr;dnKhp77TUCg4l-(J7R@yn)N$K@XH6X+fuPI~+H zq~>gWoT75n)t!z`PVr~&t@Dk%>c)~+U+MXTLt{&c*{?AX}kr1I_C*)24S zgdE#G4nDs0>PEWrwB;nDNtTC)$7y~zOTeh|fMl(zu4~lMa2EyX;8P84Ikp0hW8LSx zUPV-d2=R4FtiJa0CzPbt+!OK&>LF4$8x?ON=)v&mpv*mK{*QiJc;v(~@l(br<$ zNZBE>OW)ht{x=Hca(MuEQ>a77F>Y?|cH1hkc-_JRQBlzheESLYv zrOcX=8%|`keILAqUCW*lm#2K?cM~x!w6`K~?8l7m z zk$3I=9DEspzxES_(pLHIuQiX^#uukM`(_37OP>e?gf|`zMC=AeNd*MqQTJo{6cbcV zq}%jdrBiMDDg}Hiuy;0Em$8f90RaI*cKvc;dRMPqDS+{wk_HsxJN=lLh<#54Yt_XAiPrRAg4;AFN9wD&RSE$@^r~RX^TUt5!v0M|x*|b_rQZmHVHtZ3{S|k#RCfBhyA> z8t)yPoqc-ywrzR~i;L1;yG~RHcDi&`TO!(fOZHpwBNU?%8-`Ou%`!g0-Q5O!1|NS@ zOf!(&zGH_$uHAs%($c(Dt9W63r~9(SNa3>E_Pu*eL<*M1!lpjX|0y&^PS5BG2z$d zr-r3J`5t~89v&X26z7|>yfn|;D5&?(uiJO+>YZ5LOSyG38)0B+JUiACuaOzQ@09sW zO2Fi2!A@iRn$twh<(&r(Bno!iJ}>4pQT?sRLpjahlPLF5At7}vs4~_{>D9RhTCMx_ z?OH9eOcv)R2RjQ3_wgG?;0T&@e|$FA7w$gMVwTd}BEGyZzK_q)+i7wzYCWrq+)WP86hSwK2Esm9QZ``!0F2kg5VuU_wI#3%GBw*%$_wHS#6df_;Bn@TT-ijI@iKSSF z4#&&B^^ua>V|Wf9ITG(U-iz=IV7dKuRr{@?Ey9jtk>c}1e2dsp4(0e4bxp%xQqLo$ zDL1FxoSdkW4dv)XLDPFb`>A`aDkGhFAXnO2=TzyJRGK0(V6| zg{*=G&D=zFy5=%#9Cf&bB!$Sk5@C^E_xdM?TUD*Ct(|@r@AeA`NmNfajKlxtdIEHn z;uH=`D)_L7W$2eOZQ09v!H+|^_GedVrqiS;v$)HbsWzt&QRH2+n^?q5gHPK$ES@}m z++dcHAB{!&Lfb<5!JRX=do|@w{{8#E9QtH8+|uxBq#}@y9BkTU8=JHwE;?sFPP}1f zfh#Rd*L|_!3U6JEY?fb7&&J$I`=WdLrUote0AB_v7o? zu7LrQF!v=#I<+;+N)Q>4+S6!}p)*VyY|Tp9uz9oH-`~bK`>VvJL!KGK8J`n$oTHqv7=kADPEcL;)M%eSojPpKH584w9=HXUGpAx%y*jH zv2ELH2^??F@3|8N;~|M^sprDN!uAQ<#cI!X`ABf-d#faC9h1~ZGkBDimR6sj${i}| zSUdH%r>8=uX+wtF;+#uy;B#^y@kb_A_QN+tPInB{#bjEx3r`Lcm)7gbSl4e9?X&Ppa@Q7+w38lT;KV!WKY@CBO~)_~fBbD!#L z>0R@^*sCE*YWH6Kp$)Oe}#ul3Q*WEG8z_@b<>})>E3JO`UIV z+`|rc+3io9*TdnxDl1!M?VMEF_38Q1@q*_7R)@TN*)KQUsA)B@Fgxz) zG*}_bRz;WTQiIT(wRnjuieNWb<`eNTAV)|cZP20&|iHPfr$n8sgIW4FS(nZC1_lI zhCqkN4?~5Q=e{k2!H+hHJjuKO_~zY z62IHR?fj`0Gt-86Ka%9>qXn%usxLBr-j0$mrce$%i&%3f7)MOm&Mu>_raEall2!Ef z$*S^lOS`G^=lN|)s5M9$Ed{R51vq}#Iskp--ddByN~di*qVOLiYq!gae!G>~JUG^! z88MaPXPa2mV^mQq7r?_j-5 zPJWHk){3w}ufSVE_LY|4{Q#BsNN3$U|I0M22j6LLIL`DP|26+^?`ox=ei zoI1yIwHO8SsNlBV5{0TBqj}>p1cwtuovcka@J_Y23cyiHvy?J0FbMPCyM6ncQdV~@ zyi@knNPEJ%E&KZYRCQ{cNAr!$>JTOZruA2zOHS)z4+cSABCGM!95VWzj2i+@O2&(B@M%okLtsV0j6w zVX|)?uKW1$3ew(HtNcm-CoE!va_-;%dBo{?7}&(9D(thOCc2XL+g*=a(r$WbI|5bc z>FG@XA&Iz3B&MQW;o#zuAprq2W-&>p4%Z?whII7v<3((HuhGYlH(SM~Cnm^o$hiGe zFGj+to2L7pTxFI0ZJlzmmO7BF?QK>rS8X(xY(2C2rmeK34@E_jzybrnJ+;7p<_`2T zHx9@G25j80p{D!O^Uw}KOKn5cX9Wd?p+P*;jspkG88@waEB1OU8V-kAJIZ>z%V*L(R4`|%vgz(e&hvaASdY2^Q=hg{0X^ zQh@zkC;bTY-@+>1Ms46ea^w=gL2a!38-fb#hg+22zke@$>+2nqym$oY;G?5q>`!Md zKRFPGBNT^)cl!F*`W^fCCje?N(yPSlhMLor3*B5}Qi6H(9|Dd>10I;ZyR#}@A2Iz}vwgmi08|VVBBk-(&yz@u9ET2_$5W}I z>78t~Dr_!pcyoCxL8hPw(xlU;5dK%v3STdL*u-rN1aA7}?W=X0_YhKG004V#wl6%> z@bkVclBca1{`T6+``OXfmGv7R}UcFk2CmgDdj_`@WbAJvJkaC@ysM#Xe7J(YU z`RAYKJhrkn?$&jA1w1{7c&Z2Dd){vYVzO)|@%Z;hXw>6-CtmnWOjFWfmR;h=7}$ zTS;eUXML=Ek?6vYB13>SszrLRp#?}0rt*B3xzxOC>C`xcXAr3fFODge+;(;j2I_xF zfFDv_Fz|pT9n?bb?}sjZX~Bnnz7{InU|GhV09+DGdarly&TQYa#~8T$29k^cI<&60 zk5z>~2l14I2-}x!W)c1J;)G`7%*@P7B+5XP)0XIswx`J74|NuHwmEdV9^v39BVU|$ zvplFWR3sRoCp1)A9uuok=$8M?06}2IDMB53IZz+>d;=5HDPNmVn-k*V9k(4F1J`ca zb-JE(O3|p{(FUJJK{!cIe ze;7H zx?z0+X~9BBBVoj;ri8WIQTOiMYxwc$A4mTD^Ml&)U3Ax|@@VyR0&t!gplz8&!V4); ztuB3@DayrFdH>qS;E#12JYdc5z*$&=Oip&%UdAf)my zH1BZtrRFyKChcfc74oVVE?pvP*6M!)>4odiC&X{bz|<;AvUl;G-ILFMp-^UP3*Frp zfe`Q#iqBG<5e2zRbBxIj=h1;M=aFM$lSTQPS;e)`Qe@IB+sk&^QP|J4-D9G>Q`STC zx6;vpLEAOx1j^{E93q3Cpc!n^gIvq(Le%$_>KQ5d{7U7jh&$F>K_#j_+PIVB^yV?; zJvvSUhb`K3l@VnAphSRpPO~1bTE9Xgv&-WDUn9TaazfcyO?W{pGQdLrPl5o(? z`YJ;~oG3lmxRazivH78Ns;%i7%ALCx|BIOX%3?=oNJ`s(lb3gXS={%dPF5lg`DWwh z%`b}eYC!sFF)Jja?TrM8&Jo_+t*FzP_0K;S#Ad$U^Yrxe#n1fsR*8M3+&?=0ua^we) zAgoP99iRF7zHZWSmL`Ovv2pCe!h&79eUr(LukYv3EF5TY2Prw&m=t_9fa?VEIwDze ztJuU-CRXvG>c*gKgXz=gox}7h%F1f<9LEXo5C^6c%b*l0Y!5~-^3T1q^wYvN-GAde zI4Cc?9boc({#*bIp2e59?;Bq2@C@WLGVRE7d_Y?Ob{Rl;ClZIyPC%@vPIUc)Xf{Yy%P_9_lRlP_!A}q?3k%EKsQYs8XwR<5(SmsyWKQzg z0I~dNVMKkdhqo`eeS5Hbs0A;6td&Nfx|$^*B5CDGwLq?m2bD87J!;itSQRF=k4Nu5 z>gJyk5`_oc&C4to16X%Avc4Xh7s>?TsJXfF$#aBcJfR5CZ-K}FR*wOrQ}pentfXWO za-kBay|usm5(|cHusJ=3I`rj6lO>7`sfc82jvYLB1`ktnZ>xCho6A1JiO$$qLQnkp z=bzwgV^Hu+W`2AVw*G#B)@lPt&dJNGu(Y%kuaXo*SQ8JbRl#huX=CCsY$tgILK6D= z`X=8FlvtX1!{Rz2UtCgB*4ipkB|&u?|13zG?ni2HblRfj^GeMt2Q3Pt`qg4MzK=xlG$V$BTa!J=VC27VWftcU~b9wzCArmGV$HXlBrQkxF>va3ZjT>vj#GEI- zd9a$Iy}BwTm7WPKmy3;w#!)dw0wcr;fF&u+sI}s?o;x`S!Q?Snftq&q>{+Is8#it^ zdh&ttB6V_~fN3PQUG3SkXDxY->0o>kkdI6Op;bTctRP&zy1KgRL`%(^%M4INTu)Cw zIUw{J2R%U{>Z)mV#9!L&g^yCRugb_YqQ^Qci6%5Hf%D^Z6gz75Wpu3mDJdyQ=E%W# zKBZR^Kb-#W6gc79fFR?I!W=Kv7XOk2OhD)`RO=*=FPw)DU-a6|t%5?CsaL!)AKc&A z#6*VXWne}-H2Xq{^SO-Va@COK*(&#XKnl|KUcGXqTGJ{&3M)E5AP92ka)a9yS=lCL zhcWpXW!_4YwrI(aM-WdACZr6a>uAJpCE_(qf#@7H9;UmxElxJI ziiMxD2s&Tujt22Di8>l*GZ0&koHYeGj)-bmXa9<^6n! z$RbQ&@7y7MbXF5HT|TXTHyyNy9D&?Q<18PrHT~!B-^a$r6hQ8uZ*NS}Y{1?T%qS~1 z`2zh-1}JMJnrrjZqfPieOEYJ1Km7#X-C4E94t#V!zBC9354>C=9;=n>jM!woBFSq` zQ$qyH4WN0b2a6ZiQyyT3<-jRQ({#t<)YBcT)~;WV#zcE1G>doZ8sqPgh%z$UX%@l2 zUs2?(NXrT`)qdv34J?H&wRNIiQFb6IK&O^0>5Za?CMW?x2ud8hS9tX1%+Cy7bYZUu z*-26lIJOX-J=t35njV6yeE061x%+`T!MyB^r!3oy*#b%KdFLPa@}*kr@ME56y<*R3 ztImR1xAsi-!g&W$VBaoHj?WbU`8V5vA!(xS=F&O|(q!##&4qQ~8@s-Jy8))6TQ0!Y zSC7Sg!Mb%EC${AF?b|O=0fLbQ=`=9Oe2@c9)zsAVB2sB%srse+BnfG^%u!iiuQZOh z5PsozV#THmOd`af-z(fPuZ_8z|y1vNNek8#+(WrrlgSW^80b zPTyb)#OLjrNozlg#3PONhPe!@Vzxp~4S4#~fwl>ShF~xR26?I4yW}f`4x^5SV^UFPH0F1pPuFcWioh|XP3m0Bsx|BOKuWR29?-|I z;4gukTgMBRms+pz%8LHHuT4i&vsbdWK~*=?&!R26<{SOqr`N!>rVvSU}`CgA_#`nYt}R*X$r<@#{hPjI7NE4Xb7v{_+8GOn@0mW1K)w#8^b8|#0C3O_I@A~u{I?yX= zqfSPICN!ywChRzLT1B+)lhx<94uGqsTJO;(+9Q&X48$d5|IG7=m1=Z877&5DEj~rF~*f8D;(_5Ro=Ad%r;jO0)2ERI)6$V^wEp>N2s zHCnrNZ5&E5&7uSHk7Z8JuC?pd#p6(;hrW@_vkX~~NT2n1>psm5cwlq%uK(b0RGjatmpV1dXy9!P^1h|bbcF37k$rdux z4po7Cmq8Ojac+xz~{3%(SyYB_*r_pT7p+fH5u_F?D3>{3qaA__~^&D96Li}8_3&aMz*m@K?_Lj13nXR* zWGNz-_4fu_`Qrfq&0eF?6Kq-}VrMK`HR?_BY(U>=X$?8&fiVCH&6ke`bl%f}nnDz+ z{eqSm7Og$`zbGgwj@uO!hSsCwef0RTeg6PaCBcY`cJ{rLx@lk#>oD3ehpa1L)_8o&o|EsA#Zx+0Z7hR` zlmWq}9UK|Rom9V0JTXB^AQD3QZfa-W`lB;z?+LAJIZ|XrV!#1va;hfRBgsJilZ=Xt zWET@_A7CKyhO$TrNlHnTkNY*EcNTHkrNss99uiF*(W16*?}9LI+Xs-?cWbS4?8jSKYmE%!S3iFI5M_STI6eo)*y1MPbKI5}9Ue1_kfQ>; zM9p0c7PO)ju5K#B_Ecg4cm`&=j>)_Tff1HX9`EPIk#vF zv#=5j8gJX{(!ha$;~xO(A{rcv^AHaJqJwEmMqHiq3sUT%>`I4;Hh()`7kHV~Rf!}! z_!d+TYVUjg{CPv#O(`(#&ba{X6HtX?kr{vmUy#qyq$64x$@CE-Jxmaq`oV4;xdfG@ z3FN5W>;)Nlg0S{3ohKy7Mnq;L78ej; zim({ibv+gw#5*e8y7d-%jyU9&gQYK%B=Wj@#AmT}ixikd)nE+6~=GQj64_c^5X!RlA{z)Ys7>Ns8m zZCtG=E7p^-zkd^VUIg}nP=?hY6eqAKt!~C;pFcdQrGM?^pux*d-tFxmbejNnSs8?ATz<8xJu0ekm3M=mSnzJ3_7{ zB6oRJl`NbH`73C`1n@W)dekHce$s(}*;ajX>2U@Q16kmd!lhhfk$A{4W?)TdO<^ce zpxmDj@Cx=$9>u*5rDezN-9`-I{lEYI3L7SwJM-qLy}NeU0o@hr4-QGpe#`8$Dfv@D z$kK7g6r)eO_19leIaHC2$0mw? zfIE2&5pe)lKVtTyMx&tfSNFW3+R!k!(nc7CIsYz=`r`_G5qrO#t}BQe{QtrsOQ~IeP)2g zFgbKY{5*<7MNF#5<%Z$S3{tas53v9t<@93V;2Nq7m$3Tq z;X?&_zac%c7({L79ECODnF0BB4~tukVy399C3>kZ&wDU6m!&cGWt!9-L0f@>Ozk0f zUV9eZ{9_*;mB{Z3^xe!jvB>(eKDIv71ewm|fUJztV_@|})| zindL)%}IP6l82V4)f60z9|(H-^r@&tQB(-CBH_q30Q!k6X~NgR7KobOq~aeGWD08O z8nhtun~l@i*oh+o0u3ridnx-R4bjxm(#orLH*$?28E4SNzM`#yxeFD_lC!*A2%35E zt4-a|OT2*)1Cg?lj>m9~1e9i*H}f9)bS;SgQ*t}H*c<2^nzO9Jldk!q+ezh|2Yi3b z#)m@VVSlrFe7Mvn(3)w#>Co}2A|BznzpDVm5 z-TWnc#-SJO1zfZRMHnbDnpf9I)-f9KOzUg3or!9{Ys>f^);imR1$yRz4@} zIcy=YVG)K*#lKzXQhY%?<&S69DReUAx~sbp?0*^BI)!TtO6QuNwszG{ zH#)UxIaR1n4mHg^rF6YW^A|Bz_oXz<^e&Q0FF0 z@CTXgN3K;v^0ClPW;+Hg70rAD+$(Rez%6C#nGP5?C8eYPbsElW0wenepq(tSPXU!e zjc{nT2!roW46cI+}RsoS?E1UoLdiP8C)(X=n_ZrrJtN zFGKoCuUm8m6eQi_6!`XDUoM@7WboThc!;ZoL;m&sx~AUJs5R~&bOw=T(MTxZ(I(N; z_L-@xz}@*23-*wS*;I821fE&V>x&vWHc{;j_1OFt`}su3Nl^O6GEd-H{fqUig};99 zY5#;I76%a09JXJdsMzFXscSzG?VAYrZcDR90v0VwNbNLRCnSI3sv$-j=;q6&?vggy ztLN}#3|Q7yL`Vc?YnfR?{7vV=C@<9^>}MEbDXpLvl%NWD5t8ED?dqh7vn%>q;GY9} zs*Qk9i@IBv{E;657ee$S^Foah?E}J%2q6-qIsp$xaE!f(Eqp%hsCcB{hPjM=;?%eV zt{(rS4LiPQ8l^Nlj(s{hTq)a}Gts7(FZQ+8_5u1--7rhm?7a0w;87#Kd{HAM1js17 zj;kEx@f>;^djN2eiQczNY`bCT<1U!_(D;}RC(SE=D|5OT`E?WCkWP|x z@-=V{iBB+t82`@BCstYI4jdtElW!z!y6g}V06uF$Qa8{nG>K)Ch}EQpC9(j{<_Z%J zSLMgn*4B~iPYm91GbG5tFR5>eDEG3Ro<`{21G&#Opm*0M2V5ZNS!GDkX;Pch=Bq1Y z+*`U1DPL<)S7nBN7@?^)Hj}K+l2|%D0hj+{!E*+23#M;rtMdn(4F) zx-s4oVhnQq4lCOq~V0jrEol-q;$OV0L+SfKCjzMlaOS*H_N^(ehCUKU(S*VIsFQOLv)iMKBFgf zO=`=dhly10)Z?d0(gj^}WAcOx;q(FDPlp)2dHs6Fu3akE=ZRaNa1#V-dayWMA!HlQ z3$gkV&nRh*z^M^46`hrm{Ey#(@PIJ=vG29x*QkAwL%uVh5f>Tqjof}OUPO`(3P!g% z@GBve=br86&Y$olFj-_I`#j+YEMC|oi7cX4ex0)05 z4k?6z64!_v5c*^w-MZ@%;oCs>U7+!hv@*iNAb}2V`5Zv}MuQR-NS<&37$dk^;Lm#^ zVaadScnxH0hJBMi*OTXOVP!|l+4xQ8M|nQjX3{NZ0>8KZtb?@?JE8$~fDl7HJv~t{ zxe|-wq03J)_FF80IDp!g#P2Yo6%%etcNkU4vTRq1kzvk9k0zu41K?><*A6lvQB?pP zc7jyJ3P{a$78K&>59v6AvM__sfjp{txf+1+2na0QwJaRx zOCk7xkQ{SpS;r@Zvv+T^>y~tr_&X%C%Cb7TZQb5yTyBAu5HM(km6|cDA9;I|q?}>e zz(M@Rg!6%M#U5G_+4k8lcZa&3Mjj2jeGas{Osm$?O+I?qFTKm_AOFX+MpblIb98K8 z4xXEv6L$HEdO%7a=_bOQ29J?KhSrG?arG&>g`!(t6YdUPC_;6~Fw*Dsl&X`vrK+OR zT03*{w>HP2>x=Z7KGZwalaF%_jmIYFg+^3#v?+L7rfGp)8H98xm>)qc3LQ!|?QTGY zCM?Z^`}d7M+~45&=+QF}a->p_%*Rx!p^5>OA{tY^7>X8TbYC5*@r zpa5g_pTWXO5wyc8T+5wlmVL-v47Z*!aSTZVsNt6g@ePdB)=nsqV{5?mJa= zVwUCw=M&HxYtX4lAdw@G$_8`#!W2QH;z%G~PnlqqQ5tPtE^!nlvt431>H~Z`YFsAO z2VfdPgH`hrkLzOVdjyYt_90^NXoq&;;#9Col7^qzXg~;D!e$6p$f$wB_Jfg+_Y1a6 zR)1P)UfI~X2RyUTkqnn|F}~_o_Ew4mTcM44&KL_hrdyE5cGKDCCv1Y;FsFM&O8Z)b z25f!Ni#kAZ!n{YB`}V#b3vOxAaF;R3R<+}e&Rt1jtVCHP0~&4>#GA8{BFbQ zroQMCr#vAJV2$ZuZ zsr<>;B~kMQKsw}Dlhzm3@M}13ib_f^@YwneiM>XFjsiB_R{*9J;RUC;S}~XR0!1ol zXteBPrLzmO^*0@4h&~GlyOu;9?MMQ(vBCr zrAwD|e)48nbtZ%UJ`b8RYyW9u>;#iV`aJIe@a!Nf2pcGLRnb+$u*hq$BmIc0a)Gm3p|Bt=k`xZc=c9=^G3A2-wqTumfQ02H zhupA2eZdw%oq2YY`;_^Y2t>OH)I_S}8OwWv+9!y?7>SJ`u{`UeJ&O}C?8MV;)G>oD z+Z3V2B*uo-u}I)H1~m^jd|J5 z(+kl(lZ~M#=b@t$cAhf-Ya|6?pcy7~2tXn3$0O1~A7S0Y*Q6ir2lD+i*_gOsuB!tY zq2FKAvIc$H1RAvFZEuE1N>hx!Rs;7Hga2$*MMXWxGlJ$lIBV7(=H!$@k_t!hPaxi( zQ~DK!@|d6_d^hp+0?43}7%<}e!bd5Ukgtx*O4Me7O51Q&WArPu`Q%&#GDwKy=1Ko6WyJ zoI+fYPM*-V27x}PU#1(+UJM;3)`;dO-=O;pk~S)AFb@Jwrd%VDbWly`30@$N?S;o?d&npa z7%AXdWhQ%Ixy;a)+^maVz{^wDepD9};AF7(5F=gEaZb+iQ(^(i1_qIY*dq<$K+2$F zpiF6V?)h`)_|X`|9Fp(58Hk!2pcBPYa+>);!(3N+kAy$mWm1reiS|)swz3fDzBu6) zlMWYew{#77GNbj>GVkZ5iDuNO1l?(Ux zk46poFy#W43#MX>Mlz|I6Dufb1R*a!IF%M}AFc%34@lg??<^ZCpTuEXKZgjVpZRVl z0C%lNLJ%_5qoUnWLrc0LIsem)yO7zW^SoG39u&i}cC`$?;(W;-59>XVZ7Ii{F_DR- z(?HRz8+jTK<{ZMjRbt`CJ+P7H)B6}(Lmb<6eY4~u^ds;d7^jNyUdvheaf9EZQL$`bfLTn(`N4(sa z?(~(i%BO#v$5<7s2^=0mPin(;p$;_=pCqhWgomG6e)(T*1BPk_wOCW~#yp1w02hf# z7hWYXdh6C*$JHY6^Mq+o@yCQtJKdqRopp35eI8H=uqy}zz)dL{H}QRhiaDQZogdK5 zG`-0fpblhMppQg;;GD8uG{#g|~vqnL{qt~T7C(PWR(=xu69;b;X}|RJ^$Fs{!6r>Asc=NoAhT*Qvf+&w=X?!d zIshjUF>9bddOBP$R9pO)jAg;Bp%{8w(kH4>J+IZ0r6=!Kn5&5s7uG-04h>=g2t9)xydth3eTX4|~<$gdLiod9l}*DQqVDIi6CnK(^8cq+=^-9v>6 z=}0MrH!f!S7UpIvUu_EELkmRoCWOZuNKu1c+y!qFd>%a_GQ@bsXVe&Z^f>idR=Pyj zgL4tm9(%?})5RogVG!s^(hv)n)Ly{wR}=7#RTJlh-0Uh)zWk_QFzb*3Kmd6=r<<`- z0bE44Ck8c4a?4>NdL`G&N-Qb?^;A(=zPi7`*(6iP9k;u-koQBCmIK!?EY4_)o*}0O zqf1T#=3nI2tlKPyYGnt4X>nn^N&_;$@PRMT^2ww#n12FM?J&0eIZO=aupv!~JxNj0 z6=@(BruZE!EXhE0r-zrcPzuQG9i|;q+ZBGI?3)624`Pr^TknSznS;c5XG^+~&k6ab zTuX)GfVI9aVtx^Wn*dP;XZ&*|SS^r=4Mp6pxWS-s0RdPIQ(HVb&sa1#q$xvRnSv!) z@j&4>%!dK*wLySf0(zs56wF(ab_L@rWLk>=4iKk`=w9s9s*uKR?Drm205@A{%X<<& z8sua}08tef7>mYG?x#|mzLAqC<$s)jt@>nb5i~N#sybJt*&d#bkg7#8NC9k!y;<(R z@ARz*GB}$*R>n!-qV_pr|BT0y?-QXW4vW-#@8!z?GA7FDP7bAN80scFmzPwDuN>0n z(7Lh=C-73RZJGs(PugHemkfIoeHEC9ysR*4x{mvzJ>I8nq|_Is6D3Q#c6nWbGdzYn z0n0J2-e zr)}9b4gAXiT^y+^>%=%r$~DNSv7{}5XqFZ{FUrpT@zjqtSn5{@6A*4h3`4JyakG3E zzRQ_dLGgWt&f0*^B$kP%f#{e-Kn6dmOzJPO2U0ex?D zJC99}pMFkH3&P72jq}8$=+y0C`fw<^=ItEpfH2V8d!s8s0?2hl|1`#b*q3K_%%S~| z&B5)(6Jrz^&n7fEsV*=Q@RjUIM@Fba;vz%T(2cJ_=&LxtRqRE~vD08AZjcDwj>!{r z7t$D^tU%P7u{BFq-Sp;x$4`*p$VZ-@ykLJlAmzI~>! zuMpCk%uZuC*egjI{10)r*UdPLw3!h7i16@n3Qf5yZikMSgLJkQ+Vj`Bf?Z5wi1A3e>kVg<>&YR~5>doeT{2yO%>voWViP%_nup#@w zTp!RRQ+a$qtctigq6?>=oX>QZS(}*ouP9A?!1yKLsz>szrwSrtVuB&o1p|_j0SCnb z7e_wRdUm?WLgIXJ^KyLpG^dD|^Ax}DP_!((!F&K6gzMY%vqS(HR3M8JtGBB!UTwV2Gc(E?_)7l z_oSAMaH{plMFsGonUOOE71{(m!YqhU=0;2$R0ZMtUXre-ujP=Bs2;2s{$>?It`ZAy zj}SNJN^Fs%496b1XyZH`=#h-dyaXPsoSB;oLIWO%G!+abr7k(tzNMgzwg_{mArj$# z&38=Yh-02Hrqek+Ev*7p#m_(%Mk2Z}1h;&f2^MikCXbI9ZGIq1LYYwOF6n&YO)CB3 zx3J9nxuv00?;20efz>0G z>3{zS#{AxrLqiA}j0Uuh^k64PN%P}to81PNgH4FZ@!CvuS zpFq|`@az9_>&;qIWdAg^<87r|DU`9t_?lY{>1xLvow^U3gnn_e#2ASTO|CP*kv^Rv0@vp{rUS9KvVhnY zQO(KxnU{GWg|cH^wE7x~)+Cyj>(dLckv2d*U@pU~X&@u*h-_FQp>z@DCqDj`A`F*I z4d{E=j1FT$?W<=1Bss%;I5NoW7~#P5KNP~+O$Ph0a`7jwZ z$LU=}irptjO_)RXPAjffREO%xnM!_#&aG%_}p!DX_7Rg$S<4)kk1|V0~Kou;{6$f@;zXQE^u!C=+^QmX2|vnTk`6}c+vc_8Mgpu7{#m1g-9 zhO6gnK%Q5K{U=^Eg$vcj@3^`G@>WGEoob1RLDtF9PThZPoDdZfFS9safCGVciZJcO z*#>cjcsrow5bNlW|4MGsE)8wp+KH)t!k|DgCtTD{TqZ<3>%{Qs+>V07CYcL*)?!`{ z^D@4X@LCPS40u#FtipajXoj5!4uqJ|(L3&I<a%jbPJa36Ld2 z1;lAg*i--AtgHl#5}uzJm?weU$;?DnJ2e;%A*bT`uK%+qEDE;BtGTy1-`(G^olO!Z z_l#kvG#XcYiTkD@QC$&ct=^rbw{l2RajTJ=hhWtu7d#E(bybjJ z4&;{Na)eKflg;s@scFkj-NmhwDDFDf%^8g?AHWFn9Da0Y+ea8Aza$S9LbD(j2O!7R zC#v&F)&k*>xF)=AE`S8{wz9m_7@z7uW1v|9XsQY{I2pdYaG6|lLZYigX+f8R44>D8(V4)dJ)5entOBhG%x9X%_26sAz>fi{QB z&`?zbN|t21t=8%wgAQ729xbl6Y>Q{FpAOaA0kC2 znMk5RnIpkBt1%i?p3Ofn_48*9?6`?2LwvF+R=5Vhn+JB!ww+0xfjEFyeBlOW9t8L^ zpKPQxXVUG|AEaKRP&RJIfPBOkk$whzvc8ZCN z{IYlk?;37FmkLnc^WP`n>3Uo?QA3&|^vVNhgBl6#2Yn*}Q-f%hZA{Dqj<%|xCdriJ z)`(DlUE%9G^6AvWSyZXQdUQt0(bx9U@jlND%ryVskM+z)lTD^-gn>@9XJJmXm{e&# zOh>dT0Par0l-K{SL5~CiVTw9`Ubt`p{K5qkCg)`9QSjEU7RIurUa(Kg8nK8553eE1w1?crWME6g?#vBiV+lH1I;^@Ie5TFse3GTuvalUi{HAsSGd zJ>*MuF*Asp708W9D!caV>Bq*QAIbh83M$P!MWOE>@X9C!4G@b)o{C;wru(|Wqc8}A zay>|B3wudPNuo)@N=FDyNne}@Hc0}6le96oM+R6&za+xbeOTzoqQX+NdU*oULIQ@G z$Zxfahr*0Qh8-xbWVC=xb3?DzY=#eG67GCL4bYrFZPF)2>&PWcYwmC+@&WSW$}l(V z;p8&2g1JFXR}7x)6L-lz@!l^ILOyX<5G@`W#v5SH1emul`khV^7QhwaS_;Uy5yG_+ zu2JIjG=UY2G)nd8AGaJhEe9ciY$kbzeuTL^#xIB~&GpCo^+W=Phaw)CoZN;0n@TnA zC9yb^4OvN(_=m})JLrc89v%#gQ=wHU**TgHnIGm56Y#R|lB=M*fo~-i55~Ykl5{Ts zh^w{UQwl?0sGx@>3F=@Q!1*DQAA~hQt=DV?P9MabQi>3)8Zh%jE+=zB>LRmvEhF>* zt|N8i0U$A^pc0@VRUmp1lm!8_KlI7nCA_OB?ELF+_zC{+9rMZlcg*@F#O6H&mM3Wl z@WDt6J@96e<@88LKQ}(yE)6Q580W}^XnQdRf(F;t*a5p#SLp7(a)B7UTHx$V z+~x+3#_;S|S*gvt^tDd^xtRbs%F}trT!?ctr^8JJ>}lC^|XJyt!7 z(6z-Z&0+0@qnkHuu(sx>$o*1V7nNhnz2v&Q=$n;g*0qZAPMTa2gz31fo?mZ?dGVBF z3;((!6pi;WTm=C~1TIfZ-XbZfAXi;nxP5!nyE9EC7;g?fD0oYv4R^AT@BE*4FYbN@ zW`S^q7)_ABa^-I_n1_PfGN`DaK&)H@`(P}SxSw%whyAU=m69>}}xu8cLodhbiXExC1p5TryrCrd`)O1?NBACYe% zI0hk}M98TFb6$rgy)RyR<->OzT=&QpV+*&WLxq(|A^~#?bIv(JC;3L=LlR)OBtxQT zawG8yWCoXvC6mEs$slx5L>3P{ZG8>`r=!NvHD@W=y(h06pipF){e zMrb)S5M;~)kqPj70`V@5Z^l(!>1MjQb|yrF^|eFKOYd&euu3YIfx1Q1$f_z_XLd$& z4MlZ>t}ZSXTVC9P%Q2&`RC~!m1;xDdDd1pZkSyeiEleb;#WF(R@GtRU)s1CPC|SKd zhwTTu2ifsBHWznK{|Tw#4bV3SSWEEKWT1eU(>Y;20%nEMn5aDu{7_qM2Z6}{bIrG=SvktEi=Wqp(j|1sL1o$LNI0Oj$htN4LN$?O2 z;%!%{PispeEJ|eX4DU~4{D5avdf3pF@=oBen0Aoh==Vcn?F}{fU;{6%k&6cSMv`_p zlwu>0vCPou!47f{dVCa;If2|{ju~@lJ8}IL>{GGWA~F@t7Kf~bZ}2BTlX&&Pp4CDA zLmzW+)<*U)#en;SG*Gpd`}EK;M`!ve?9?6erxClK;Sq_Up$;`*=e~XMkbg{2Gl(gT zZGh-n9v&V}6aB9+ZAs=gP~~V%(6mg^K#-QR9!eYOxiCIQsPKeS8^{{T-FdlwabJ;^ z2PIjk0(TwUQS4qf;^F*1ZZ;)9mA&eJ&o8+Di&7k%k}~nLba{S1E=HAJ0qcU?DPH5@ zy2abJMRptX*{@oqU~F826HVE;p4_c!dHj#FPPX6oMulIyr7^0_p>(hG#X-sSl!!g# ze$^dTd-o##b}x@K4u9V{nQ+A>?S&if+4e?=u0z(rw z)Xw?^aZC={{~Z12p9HS6S)RXMQLwx9TEFEWg~!TY>|gndAA8tVu79NnzQc78XMXl}9r_$PUs#BX zU)y#NOn7^I%71Rs)_w=RA?HtWMJ!WV@YNIII#;DQ=Wb)=c9H(kGs}B3_R7n>v{+Kd zWuoUuOk92CQRl%b=D4dH0(NLkq~ak$ex6uMk;{vUz8Wf`yCA~z>=&`EHbGY{j8yJN z$6z?2{o;H4lsEaQJ9->+%R!Y@tIDhkY>X7+ijS__C5I*XYJ+S_*>PUTUNLKoYiIm> z{j1$CBau#DpT}(xXLw#H3ffBwKRXb6_^1enP#}3xhqEhx)0-Ha`}x7^$5^rMilT;< zi)|^C|JwD{+AEvw<1^74{J(6rm6b{LLDkFn@u!@*+5g^)ORn`{@8IQ&k`CrtYR}8* z9vEoBQc%*!SFv{}D8Q1yy%hSAeeJs3|3r6n@&C10{U2}JCHtAZitq(HtU5YsrMMSI zt?-`&$(DQ;{&U=wJNIpW=J>pD=)MU+6r+3;BR;4p{^z$9! z38)=b3^DArh4D!%zh!)@Z@KxBn&^s-2dg6 zP_rX*dv=tt4O`v?Jv9rGcZ{LsFhtwqgG_ z{^ty`vYNDIuh!K1AIIm8W!vm~iVe2c8{2+|^S9s62#zdVrwAeKlB-_XJJQl3wdq_- z+Ue2V-@dinPL|(%a6RSB$O<-ZeXt2LpSzc3uDw{jMtgsiz>`(o6v{`Il_PzS{_I;< zS5!vEYahh_4lxonTE}CaeXIKag!q5L@QzmxKkq_i;;+)OkCiXwdfi3XTqLv>Mev)s z!OYA*ALvHnbd#!nm93OJW@LA6Z7DNp;md7UL;1RoEVNc}@&w0inYyr=BrJZ@e=-N+ zV7u(X=%`-g!Q{Il!BdGR>G*{^L;t-ZgG#EG<=L}0VxfPY!yCU-ev1hcYERi2^F$QUCK&lP3z-D(9GQ!AD*lBQ)E9w>Tbzw}HSSesJ zEBpA7y-a%5orJ3&{-4_3JemEMCd0p3eo)<5R z!CiLWI~>!k8(xmfX=jGrbn_f-Fr3JgIzdnQY=%NOcQUZcQdZFeB&iIV#_+rC717v- z8nbMo=56h^6hHogg0j=g5vk8U4mJSiL?4YkmZVR}enUuppgid!oh4M&hacUG+phCG zJ={LKXSTxThF|}5!H{4}IBr>T{obwILxZ{Ti)?tQ=g$fA%<<%z zaxEwYw95I3Vw@qWL`0D+irhV~A-Fh*0X0xlM{222b2SS~6oAzk?6QaJeFFmt%4(3N zeAZ!R-al%JDU+XhrGFlH)g(>>HzF2K`C}U8 zQ7-3&KaQmRyY6hleMS|5rRqLeX()>qFUn>>OmP4qat<;*Y&kz6kZGJr00KjeyOxNe zTMGnt)@PeQL{+SUehQ-6a8yI4k-E3H008C{Xqv2pJ0j|! zx)g8P7qtS_)moj6wpz!no+y8PduI2*P)YEFjY6#2D_%Mlm$TR>rGYh87~dvd5-1dq ztT2k7FaT~X7K+8 znG$?xW$bSwqyD7bn}=@xfz_VMg-PX|E-_=TU!2v!0${#qk>d&?ui=RSth4XH`-gGc zG=Z52s7=9707YC4Ac@$fkzzw#U3K+Q;!ciI#}gC+2q^$lCGF8pcFOSz$*)(GDrRP1 zZd35`dEisEB{D*Lc=m!tL)(lqabn_vp&n_vd^C{oAQ0^CW9x=5@81=8)x- z%=9dKS)2n0*Ddl7I5K3A5TvMV=H=0Q?E2}U8%01g)f6EY*G{se8EwHZDoHb9{v5R4 zq4NB99q)TwdE$e&u^#P;AN`FE?g1P$FD7fzv9jS|4cQx?7H6LQA;NU7q(p6^WWL>~ zVa!d+q<7m99(uEqk~>O=`LF{Ko-oF_ic+B5;NYE(!9fH;AKuu+doHwEx7NVNHmu9| zuWR`7evNijwUEi1PoI2>)J)?f0(!#x3f7)Fv^(03GMPPh?CC7TWE7MqYiwQab|HSV zi4>NQ+pN6fV@!?NLJ>}7lDw)dQ#)eR6elffB~!RXrNuPYc3)3-#K!2q0hbl(=Ku4; zcTM(?HC<0Iv0v0)X*>ImK|gt3{|(0ed6YX}@b}}9y}x*|M>fsz=V0na@emsrJ}Flq@$-wXYB&!kXZ?ct zKt@Z+<9dAHz&-5rWpg%4SL$BI_YWYBmJInGv*$vDAg`X9)rU9ewctU1o+9M?cryUA z%7s~fpxflQrhiSX(2oRnazF?FT82dqd#Z=z-^llG5Jlh+f8FgHQEGzq z_d>Luwx5{IvHkrX6Hi3g69n;l=oD6KozDJsAv0h~FZOQwtcjo4c<8)&-wg{7^x@Gm zlg+I@f}#7<&%=u9I|~lQs{431V)5@KyKTam$f>n4WbD#YAKtg1;Ad6mq&8^tNDp4a zyz9A#2lkj;G?Np@um&)L78T3kZ~uqx3csK5f?K#Nt$06C&o5u+JV-ZJ0_9bnt@XU2 zR;J;dc>3wdq)dr*OrbV0yBlX7sn)e$UA*vl;+$vuT=^9(g{zf{Y;@cMLJp5Q?*H)e zR>Cqmy6E&8k-UKgZ~2C34;bvqg)l9<8e2pFVkI zU(5K(Bhy(MGz8jwu6XX=0c<@*E<&%?$2W4=cTrD&ff`1ly&b0LaNTts!JV$j?GJgE zvhpC7i&x|{sQe5pBSBU$6yPCSDDG&XqZwo#Wtz&D{?}fkCyD8L9J@?#| z0K3Eg0Kw3_!4x@3LG9!S5G#lW7V)F}->{g+kvck!vG!AEz8w@mvY-t=cG44j!rA6b zRb>0BfL0Qbx8H6ywG^by`gpcVAZWvJ|fig9hdHsm0J7rAui16M8@YR*u3CN#G>@X zzkdB*;^IZkK3SJ-@rgiLA{N=F3FK;tS28JC5-3Qdhe-d#VV@?9UXp-9DeN%PKnWj3 z5$3F2v`Ec5c_{nuorY;EPnVF-y?b1Wio?(& zd-31tI|BGR>m1F4wu7Gr^XW8#s`U0+U>&XZYdsuN5AD(yUZ5x2Gx=h zGEFxr00NTNgZgd)F{7)j7dutT1b>(O%6eLC>)hO2idZ1-Ftd2$> z9$ujqP#gh%7>9Adralpb$%$VeG)LlKNs@pttExlAu^qoz`kt1O;s32I@#=*=;btEW zXY*hY%3QH>n0p&6Wfax$)$hcpix{^n`Vc2b;+P4NHQo*pAVTYW#=I9o69Q%-mL)_^ z<~3`g0c6df(UD7AOP-UPEHLl>+ag)%FwCz8?@ts?BWIgnZmJ6TDF53^@*#?)8+8{L zKN%T4RaMVBusOzX4?>pO^_cg&sEL8P&80rAw+goIF4=buB}ae91#|9U6Hym~CKcJzM8SzNTGMu?tR@{r|`n>;*2gA6lzO&KsJBfS=U-H%)-^&FWr;JZ+o<^PQe@d*__vf)^^{R>F+&PjiL_xXV{EM~`& z{bGyWfzkUHl%8adTc}0){N6@>BRwGm?v&7lWIt+F5}4(Yqux+_PHK1_ewQbL4>E|nr%t}#2Qs> z&JcNfiPjBV_`NOt)KhSjs(&`j!LTW{wh+b_#HpJuKjlBuKrd>ksl(5P|3bNM90%0G zSf!rMSCpV|Dd7E3D6>`9ZO=JG@x(rA<yt^Cd zFqq^+Rh~KUAAL!G$=AN$FFAP*sK75;(GCw`R%HGsNJAQebkgEi=~Qz`o!%M#tc0GK z@wnlf`Efkp8j#>;DmtP2S2UE$+2-=EBq$|Qgj|0Zf5*VCS5D4Gp`K4@nzdwK6~!QPwvwrP2IC#q-8cYR-RYs z(Or%9Sd(%C7)80cb^MOhD6sc9ygAI>${rf{lEUfQHYp>feJ3}7b5MX2{FL= zz5B`8+`inLFUEys`Qr6xgtG_$*qfX!yWfjPT=gBv4qz2Na2Xgn=7_9f>du&W5)WvzMf4KL6($Zj)j@pk8e6@3+p5^W}myb-3(}7h4n*K~Z){AbFb% zR$tDMkFh?PY};@U^+ZblHK)qNO2SPim3{hU514wB6oxI@9J(#WJQlPi^pl@TUx0JL#I|6*SqdZ+%3!&|D>Thcc0|U<- zpafzBm&*y}NQfO|yYt5;`BvUrG7G;wnVwTkqBnupTLKa0_g zf2BTL&W^X8snYn8;l&b?YDP8oZeG2}Q3%2(U7lV@imrmgn*d^l`RvTJBiIKuU|11c z4P6hhDMAje&)_T61yJfOCf+jC@9>Ake;!rb-?G|ABx1oqp$cKTtVj3dRR$ zFabQo(J~u#R0i8|2&B@d^^r>@HYZ3~k_sm>W;R7-L4RtvjO*uR%FE41V({Z7nbN;< z4=TF>C`40$P;E5V+`HU@OmB;HOR;)(tKfyf5KtFO`Sq%px=nRF|JOXChOY&J7iDu1y?1~Z;SX-gR-Mecxx;y8x>=my6wyctZJvx$}73+?2FIQG-wOTi-}BbqpZ15%*;Ahw(%Q^+g(@({fc z5&w`C2c|Z?Ag7U84J}$CUO}V&G}eq!G4ObZ#0SHb@Ft*V@^VeWQt?7xe=ZseSXy(D zTQ;YnIMy@3_+Jr}RT^2S`Pjw(%t~E}MHzZEEWeb-t zuZO&MDEBbM%@1o)m?Vc*(arYnleDy!&-`3RXvHMre6gi^yrod+y!L*v9t1^`w8$W0 z7SdP*DQ-ei!ru_3U0fmU?}cYI2d|twN+y3cRIN%IRS^3B5?p~0w59vY^k>i-?9QJg zntl)r?80e8@wjv~#b>KnjvGY;5SPb~|+jR4N zpeo+BUH`9CN{R@CPDH&2-oP?D=rA4O8#fHrRyML3GM6p}+WJp9q@|wU0CY>SGRGD> zhSjweQ{ikcWN3+48djh9XOCrr>g8~hRto$K5ZQ0^5auSADsx``O0XAU-Xeiekv;=e z%TZff+ZFP^F+ll&%9QgUz>!T%Nm229G@+vt>v2c~a!68zoZ+>odBYm8jNo7Ogs3#Z zjMM}{gI5tY6LnaViO1sU5SO|lRVsVMg8`7i59C~udmtA5h~brr*C?VG#?9UJ1TRMCIUbO4xk6jj(Z}@olgip29mMQ$my?!x5?LY?s-qqQURK*rAWpW+EGK<@FRwv<1swt>fCTRVQ7SKR0xfewEHw9sQi+qxG|+FgZh zrkcsqKd+funGTFn)Ox+#P|w-A`jAgllsPSK;q3ygzcOJ|JpBij{e3#}2Wren{_sy` z={T}a$oEi4V15_+I->1f2=zsc8{o zhkvRxdU3$$pIPt!lX0&JIxhUhO42tMFKIxQ-44bFmeu^AV)X-%fhu^X3fhw98a=60K2g-lKPS?Ra zrDa^_tR*-f&n-zOkm5xB&6^aISu)=?jLZDVKu+Dg5l6)=6v|%@myTNhXWITdD!TvX zjq;f@a-7R4T<1u*Qlyhzq%doHQRbAg-o4zhkNXBM2-PYyxo$5FbXK9E8L_K-$VN&~ zIXqGnnPp>7=OJ~OyxBl0LFK52{Wh-EDog&g6um>STWb|iHgfjSetWj>M0VDl1hYkC zDEtTxiLhvjcz5tm7)JtA53#Mj3DI7hhR$kn_X#7x4X-cxC0HHg_%9iNzZ?G^#~|eA zqw-ni;7^Lo48j2!5#+x9Dysa)E5`GY`SklU|8x3Y2qW#ohxAcFiOq69zZgS$k-0TL z22_oezhn5EWa^gsm4iHtXKIEXe}}Pz35MfO+QZ?&61wT}xK!gCe*PV3D~o%RLvbk6 zLs-pe#^I5uT%yCk|EDOCsU)lhLW9g8sk&$_k~hPwn_F1do2Pu;?8k$ZJlzzP zn`H1&Lg!X0w*3c@i2opU2tOC-2*HfmSiRDKM01~Y3c1cxulL`%;&JfHNWVYAk%Yn+ z;-{3joyCL#jukl-Qa-}JgBrL#;XTYt?O=pQ=+e+-k!}ntR|VPbrKNm4c`Vm1_l#DI zu|f$5du{j`YL*z1j~Hai0?}`vdV)~Hh#mn=JmR68-V1Xav|A$b%=q_U*M|e>5t|W` zg3OQDcIt?{r8qbvcf=#(NJwk#BVPq6;D>|1BBwJScUq2 z9M*Ajh#ZMR9LO({z#KG3_9eCribOhNN4V9{xM-3*`B`1+L!rC7sml@wotEHFB8S|> zfVO!6#ia3-B1!gwqi=#Lc?>q(pXetAD}{S~$w!YKMVAwCYMxT+;M1wQ-vgF$%uOP+ zynrN&M-heR^i5m!vs2??fNV_MbmB(Q#Q{b<@m|{rEfAjEec0Z|=iT9;G(XBv)X3^c zi5wsLCv~%O*l2Ffbt`p!#SVOBe#=tWFDm*Fc4+C>uU{?fpqeI?Y<(99IHB>iF#k$e zxd?5(gI$7Sbl;W!1tca$VVxK|X##7CPlJ~6cT)BbxHL0QfmzF`Q>S78gXB22lP`xJ z7x8dfp?L6M4bbV?isdk}z!MPwL?o(ZWOgB);z8to2n^6Vc&Ms_s!wD~KI&*XNt`ht z9yNX`Ta9bSwIP%1I3W*Sc?mrGg9fwO|E24O@)o$ltA6Y&du-ItOqr9i>9TT@^lJ=q zYz!2=_`ex{e{TSU^_BVXyZpX8cLS=bJa&^&!9RvW~<+@0s7c%R(uGxI+)SQo?A z7<1Ap5Zlb3r5Fp_b*?D!%Qk__cSU`;cfmx?)Y0tOwkn2QAB}|Yq^ftOYn61JU62Ui zVzml4r}D!3(W+frhiD|(mWuBddCpY`c;NO31TeRG_p3FmzR?OfuJ+{(seZ##aZ-R= zmK68?M648*1Ia43{GfAk)J(H?te=(QOQA)}DIU}Zcv)?x;r5S9v0x0iHMb9c{W3Q$bu%JK zyx(K&se!Wp!h^n2-62SFmtWGmePoHPD){D8zY}>&JTngO=y|sC!(qqGd@#?CEl)r0b)Is|GO+@rh`lAu`h5=P;i@+tNmix&U|2IJJSIu=P`E4AZ z7vz$1tX}-TF~Vh=hpV>+#n&D?LDTI+U!Y9e&zEBpLpUm7VRCF>bgU#`@A9?z-S2Om z2F>+lSpS@7B*)42{nRmM+b7x=uFGwVtw7J~>a3KhygWP6!PK~Yv2WL z2NHIr7MHj-sA!@6Gn<%K+&if?H(PZtUgq4nNE4IN)+XJc)pxuD-l(%r=K8T}@kdUm zs+ut}M>eilk+5u4rb)Z4kn|jq=!-Nm6lO@pc23fL*Qwi5TX_&}1h&NZo=iI6bH7z= z@7MYpu_qpONI3UzbwT4niHjr8a;2oyMMRa-l$^W2ytr(BBL&Z(TlT}7d6b0x)cxN1 zJ)MTO@XQ}{qNw)pvyaEJvk5PgVq#ajh=}Y835>OPbLULaCx%A5cN!}QrH47ZgF^W+ zdj*YBbB*L$v~wck_F-|U=ORciK~eG!XHAB}x45z=`(l~bK3y>Dy4>+?n z&Euks;o_d7l}Zc-jQd;bWhcju`7dVLD^E`F0vO@)#1m7>ogu7fN29$XLTZ%^8r* zX6*og!XvBeFUvA z?>rP_a@V?VHn`h9X!;5&&%SSum`|s~L{Bxb=I|B0?&^7Wkhif~)YolU>H(pEcIj_5 zA2XNxu^PIRPpWENxzC=XD8xd;?k2th81uxI;%Jq-MHL5pRtgp9^~VYpHJoMr_03jJ zAur;~sG4Z1vd2VZRGh10wqw*&_e>+o=~{cI9ot{Q|7MgGRKEa@$*ZwV89(R=l{meNNjlHTFP1;yVt--Xp<1nt^gZ9Y0!Kf$v?^Plf zYNjZ{(p%fMT##>ujhTt1%q+?DxV*bZSvC||xRWa;OW62APVko+Ewam^%!DU6Mb!VA z%t|=ERWaQUT~5mLYH6-5!|UXUEUwS3NC=;LSK4y9|D{v<(r+wZZMwhIbL<&9*(h4O zX4(1}W$WZ@=K(f{^9>JY4L*cDS|H@0uVvr;#1e@yg)9ndXjnl=@8S^!{Y5(V-}$oi z@X*4@>Jhq3KAM42**=fXNl{I1sD2)$^^M@~TJi%5ew!StxPEW3$LGzrUG)&U!Og3c z(-ffJneIdTC8B^v#yScFg>G~__YY5>yhfn}&Nt7%Ch<*HW+$MPXJ39u(>9hrr z$PE9dsU#9ln+iSqVz~__b4bc2Cbe|i_8?bR4;^3(SSkiS z#A#X|4M-X@&xc?7ag|f_LJXynd+cOwOu4i_qb{$U*i>ue1*zeC+g7f+ssiqUjGf-z zoiM~0;YUszlI?1=*N#ErP00r)Uz-!_<3Ms98-*cj6tRAU?b5YaJ&LgOIrZCjnnhJ7 zx{pM5ZJ!m=Z~J9tK3FgK>wA2XYe#pr}nM>RAxpMLpb)X-;-q;Phlc~w;v3={QwMOrK~U}+L3P2uwC+kHtd;9I-t zm(r|KNm0!U`J)~lrKMAS<)upR-_3?FYNF)F%}mp>pU~7>VDL_qT*)aZ#IUm$Mo6Ru zA*;(fxJyE=-Z0yR#Ox}~C6p}{zL3?IHD+k_w`?`L7%=L0-1CFK>s0tMiJ&kc6n6IS znwNcx_~8;)YlPJZafI%^2?xhqv*}Hn)%?dPm+Df_RJYqoOy7mrnl8(XA{?+LM7d>l zELGI}J{Ik1n5{`WXEwf0SKFk^k{9R_lALp)zSfh)y!F=pWzjjT4((F^=p0sftW^YCx>dzB)0!jlGr{gHQ{7ax@EPe z!T8`^I~(-Z+oJuX<;~q2u?Hy>#38x(m zG+~;n3yog4R>6cn${?kS`ze(a>7#1Hi5nDZqNY#Prf*#%uI6J~rhD%C69Ql7Wj|cE z+xZx32=zD<+z?{p60()h21*^pU!F67=%CS8K`t$r(G>sv`&k$@3BT5$l_}fy^z@PG z4s`$OoM1Cc-Ga03F06dwYO!qZDFkL!D=H7Q#}DbHp&69M;lp>Vt*rxNxG4+wR43%? zRP!)1(ODYqLd&8xKeoT0s<{26Ffy|Az(IAtqN=lE;Ag#ky$-pSp2|%d6(%dRLs#L9 zYZi7}!~i`U+&&hZqq%X=jz3Yp{Ua+Nwm?Ee(B39i=^yh9WZ>m?N*N z^r+XRzB@NK)Z~qfR%v1aFs>orTXCv=b|&$$zyC~U;%esz-&Utf%^g)AF9Z+m8F>77 zvpExI0IqTj>Lf1iT|qu&8h;}v+0Fr{(NcYl4%d9sUIoW4dX_jlbhz$Lt%#yMd}AV= zLE}0_Hj<#N6`4fZb=dNgBV|9wJPEhwowiC0!F$#Zh@AFH-xi=TnQt4H9M2;!qAlqvEQLVSH-LvUV_R7@n9}ih);h|sgbX&${6j2r5i)DYZGt6x6{{oVxEkf(=a;V8*a}{_?7%)f|$&QK$2WiSefTK`A9Ht zu+d>yKkJCoFVEUI|Kll&YH8!$cs=iL;jJt*4~{;@&N^hS-`w_&Imu~aG=RsY*F(cr zeN&6|AceOmBw-|w(@<(ZcNDGZytFN9f=NHtxdoCRyO}(;agR5KROA_x{#wVjMzNV6 zm+Bs-tEkg+J+4VR5cB$#4aJNKFd8%bqio-Gs40b>dPMVi9{y2)p@L@NHR=V}8(z=O z7gtW6fE69jqeB}vZ4#TT&KTa?hDEUT;U--RBV)1tJ@8Mj<1Oa8mn~E zss=6%ZgiXQ2lzqsUyW{btIRavGQapmba_H(u#roxX1qe~d{wcW$_WM`>AY zj*An!By;9;@<^Xu?vqpp&v}eVYF}7)?+J2!yWkZ8q%k#VU;6S_S%_{rm)X2*Vq)cBUa?f=8r7aViYy4?t`ZDd<7=tmQUdiID-+x4!D0P=C*K++bt%Br^W|G_!3!BnEk0oCbK`wp^Ow=8 zXYY8oQQocv9_rvWmu?{kJ|DKxOVGmX<>+Vu55gtBwW8cn^ zF4f+dowfrBK?=)v7+=SPBm;u7qDa+1=uxeXxs$EB-(mFy$JPR4aJ{8YxGE6=MMFQo zn#TP1Z7NF6YTGq&{ZKOjmBE{OP9vI0t?pH_|FseRLjtB%2@mJePiO-SYV&Vt&(hWYc}4X?PKm0 zqLifovX$Q-A3pPPXk)vy=8(_6hh?!YhS?eonrcQv_3l3c>SF!tX1|}#wrRMbbD`_h zAszDr+dy0L!w|HVzvGwU13;gDv@NYfQ#(N^85l%*O4jH-Y_U9~**X$Ln@%IMuV(cpw%+fLM{PvTax6Rt@QbX} z{+__0^5+g*xnzX_%8fBEmn{5t`G-8&;KXtg)q(;FHa9p|<&7%s(2Z7}=jM2(=fsd* zOkcmC4-@BB-i`Df7Br8qQkTfp<4jJ&KOSy$U(skpd2y{LJI8~k;jewBatQ_paOnKF z-hRP32s~6A<4KRv9ouTJ%aqAb@Araw?&5*q7*EOhYdWxKN6g*#4(+_1 zmmc?XCBv(Ehp^Hg6=qzGJ#80wVx7G~B^Dv0g zdpdh;ZM^X9)=Sy*luA9;p*-4~w)1VdWNVmHBO5#KiH+pPJmX=Y$h4b%A6-Te)#Zh% zT9vzdlq&yPHmhO_5|Ty_Ev-{Z#+#lhAI-a()hlxxCwUc7T)(98Wo~1O-=-1(s{6c^ zqstWS%Jom1N^!5nOx4N($`KG2*-l2fCOf}vFpGK30 z^^JWJcCTa3mn@k^nmMfgfq?ZPX;F@aEc0#2xKX-f|Mu7yyURB&X-JH}0Id4P{0`?< zR*<1T7@a_;*2B83n4Uw$_kE{kF@2(Pl15cuhVlpJVHz2J5mAn4_Et4UHShe7+86-R z90F-*^LcylGJOqGq#*CQiJo_>Lbj$Bfuj7*cJ#q<=Z#*&16ii)=1Iu%Rk29MRS1t1 z8}#j{rbm8G=4gyX|Ae+d;>i@TXYr}(j>az+X_v9i1f`}kURwWV|H%!Z8%}ah?+)-{ zFUEjiywwv}x-n?cfMI`n+>!gb_D<7H<$7z*cXzMnj5+#f!gZtcY|(vpPK1&fGUDRm z)CQ7zde2a3BNl2f%(99uGfTa19a46D>CwfuGkSfX8AT@~#5nt;el?BFmk?LksX+gr zM@y^8Rp@qVx|lP~r^fzgHu=VZeNIB}uDX4Cl?z)e(zcS=?ZfK96mDpx<>jPX4XOI5 z1e{*%wY17Euiv@QFLtG`U48owC8gK~%_b{BO(K6X&6GJh9x)(fRU=lL7*ZiXK5I1Qx5V1ev(@~PP!t?at|&k_UfQ-l^nRxFRxauWhVqET1X1ac0}{bx(%&cH^M;wI=C~rVOn+Qfl|< zj-}I0N*{3$#5K?8_xnXX84MW>-iBm>;QH4rjTI*I3Wa5L7fx+nFuPOdHnFw=fsl0j zMqt*{I`ewf5&k`U48f<>_NqtE@1rp5K5KKISY?FLiNpR2>R_gxZOAj<$b%H+44j;1 zI(LU00W($w+&t9l*7MQ@iZ0c2tEy5%rSsv;_0Uk)^$)rX7xGQ8T!~4VE)!mYixJqc zVZ+VZu=RK)2T;*{rWv=cbMuC7t6hGHp# zYauP_Fs!AfSt@~absrFaMZ&E-cWHpt6AR z;PBS@tEL%V?w^$v{!s9WKJGU){rEg&5b>-iFXmJC9SY^YWpajv@A>+MV{#BOAaOPW z!>Xs*70z*_%Q$S-Yhiaz+P=)}K#GL8y~FlP6(SG_*KOh8+Y1w)m%EofP(M17XfyqV zrQjagC!_aRV5V6r)5|VHqAVv|wD$Isu%7Ai*pyI-dgoQU#llHX`wh``hxB(LVtSb2 zpn|RpZTjMG0xw>(RuvHSR15l@!BpEkD8y-LU&=zmLoEfQ2EQpGQx^R~h!-_!v;?9U z-QbeSWAles_oJml9pZe*QkD<{Az0QNwYN`)tax5Ol*W$G5gCwF02*KKFM|!1!LjKUNJ15Z{&%d`>1<m9%imtp*18(pOXSx~ zK}w)8OhHB7Y*Jax-rhcbQrV}v+YdZ85MCceSf(y{*<*-FL;C)~TQ31QL;9$T4-AAS z0xCMI!TQB~jYO7(c*c^^3Yyy$dk*2K9IO?bmX`aL<$rreQCXWvNxgNyE#zHWrY2gG9DNs9T^PgsB zX6~KT($wrh{k{fddGs5o5xpKRw@`D|5q|&7?CkNds?6;6#1p+eqoJnu1Z|JVTO`eB z3FqHy?RI%QV-0w*S{=K~Do1r-U~g(%~o;6H;-tzny&pE!=)mW(aU1icv8{7nyq z%+?^R_k$hR*B(jAgIfH@FxohGfw;ZYPGF&%+ovnA%zbN?R@!Ez-qdfk%S@k(TUt8L zU@~NBC$YGLmFVl*p@mGhXQ;k>5fS_0!#9|L!AVRN&nRdIIg z&7Rmk*By`HmZ(5_AYg4_dA!Ok22+l(D=>kN?%jKN*4x`V490tC)H~UF^};scpyR_^ zb6OIx?mQ{BFb01${@uHGe7k8MXk%p7_xjiOYN)IKN<6F?SG&iN);kOv0@IuQWlYcV zkFRkjhPgykhnG<$$D&`u)WN+*HunI#P$fJTP9fR31}6L>U{9Zr`tgER9y7rUY2rfR zCB~q*7n9D`t*%H|%Y)M-0#|KgtRv`$w0+5=_amE#ZlJuvW>phz_9`#wNGHLT1AykHJtaaC(YS2d@A# zbUQj%TeNp{tc8oCt%+5~ z2HOtWAmoPDAhOAPj;pwqjhw&E6$}Z|lY*!+AiniSD;czD?1E!)6#)~lVVk`KGQTRE z^7HQKs;Y)1CvU?lnO{B)`tmSrnYvRdb|00KyH2_d5IQwsZoxfe>)2E|iVxMmvr$;j zj$vC>I(YC|(iRDcYy+_nVq1-kd(2h-P+OyUq6UD~q8TJGsbtNb6VP8|!+4x5cjzsp z40oAY5c!7z-H25$={_|*`7|o3UJ@>_dV0+cSNln`bnFEDP+h~=C4p!Lur8ILyfa!b z>k?kks|QdZC?KGUT^l>CAHa^4u8Y}Beoajc-_lORoV>tNkG1g6AFzyu=jKWs&#CAf zn$`A6!m@!`6aM^p<-L=+Fbpq-6Px+#qN26Ln-VMFK&$KEmm+!O+T#aY01pc-GuR+~ zKJa1$kYH?fs=i>RwhK1UCo-D6uqqm3*{L0YIio1)KM#~xc=PVvo$z}(OD2c=i8UCH z?h$5p8`J4x9pD&T3?(iBXQZWPF)p>WwFFbBGgg!)Mk_tZJ=Djbm--2Y-E#pdNs zbhK$YSD;V2#e*3xhNhE5lYALL3E|1s_Kn3tOn9}$7v}Vif~+)3JOSW z4KC>4xNXV406lBPv_5FPVxK*OrU*|0eOHa*-#kDQ1USd?DmsodoF*y`@_7K+P6tr+ zgQbbN3?x%M%>&C_$F7nq0xeY8hxAWFWBWYJl5BX3+o2A%#US?>QTbu%C`cgIG#EF4 zara$6I%10;#W6*ijG*3(g6Vk3v!e)CzaSp3l4f)o)lKL(_y8BiqUOPsS^>J~O2gR+ zEom(7K0F~6QE=7a7ZFkQ5rzD&K7GmZ z*Yrc=qgI}$gF)F42J;Pw&s?KNwXqTT+M0N03?((3o!Jwzv}t!pqQL-KLGeaa$G`+~ z$UrVp*})+TOB$)G#?|V?$AePowL3w*Amrs}FEl|{ccTLnt3_*pUDK$mN!7y;T^Cmq z-1L5O)1Rd<%Az=@yA*WbACADN_WQuB;p{KNU z5SnL+Sy~ThmB1VRc+K#KxNCNoft~LY5Cooaop~!HKGB(($52of>p7sP7&GeB*k_L? zC6<1YLOFN?`79af&3c*C22z;F!|1(XjwegTJZUOKY#GE74(yDCj)Qd8BQ2A}FslL7 zdx1Expa*d{|JX~cn0zAMa5x=A+~){!Xd1e&PIn)1twJLlQ8?!+o=$j;JuWC4>l5iF z32Lqx`en>GP3>>>cPuiOQ6R6WaGkLMoFAthgWdRWx#U0>>YG)k0`#A@PJP=+y6F;6^NG7D zsKJwt%A}jAZ3%CHDR$xsShItZ9l#Jffc>HteC9Nm{}T&N^wP`2fM&8X1Yd<%h1KiX zc%iGqZoEBM*g)LT)bH>eaxa>;CUq3~@L7Lug}0p%-9 w1j+ILcPGYI+!m1xK92wE?fn1YNq)@I_?{Z`RlZ3xN-j}R?(qHu+2dFK4=d8-Z~y=R literal 0 HcmV?d00001 diff --git a/automata/plots/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..5650f7c5686d678c290c99097838b42ff4f256bd GIT binary patch literal 36113 zcmbTeXH-^K*EM`u(5Mj;6|tdFL5d*Kq=OBSq9VN$KzeVYAfOl}B8nnN@4YKUI@kc| zNJpB2^eR>QH#bS{JI{EZ_s91#Mn+WNT<7e)_F8kzIoEk8b47gn*8N*46v}pqOBZA* zlnnzE%DU;FHsN1Vm^QQFfBd#$%C>SA`nLAk)_Ro7+P0Ra7Ph8FI=|h}v$ip^Fy}hS zfASRTZ-%zEmNo+H>}LP@fs+>22JGA$FTKV^wpdMLz21YyRD|zdlXnd$aCOHI=O_)ZX#V z%j>BR{5n4PoBbn~T4YO03MGn|AEdkO`#+gMNK3|3Vw ze+zPaQoL7pBkqGjX)mwnShw~k%1+z0{|l|(BCz&{Lw7dPt^Hxg8CPoZhdY~pJG+_u z;mwApVH?OFzO1`cyY|}?6nd-_zHa{KGL-+v%P_s#vg`OqomWBiHvKiB?2n2g3LNKN zn91~hNzUq&eSZA%x8dPLZSAFV74&`(|Zjsb-n8NhGLcr97afQ%#r|@5ocy z^GIx}zlJ^Cui~7fr2ES9xXX#-$1mbv=ek^q^3Dq+PPHDT4L@}!)v%2ys~;-$ey4NclhBM{8Xtar*KuhktBz}t7kw*%VQ2oW@~SGftmckax^B4rgiYJ`56m=cHJhXs9G6hdH1;`kd*W=S zMVIDOUsb&~vs^jbgEUUZ*%8^`FVg;;^q{fIvu3$ZQgOR=*ySy)Q5!Pu!@Ei zFWAfW}Do* z>z7|-y7$)C)p46NvD%G(R^TydlD~B6&yzXdc2@aw#j4lzump5DFJA7*wUe{7e0lWf zQSO@)ztds)FVrNfWtoSs#tM$-rw2t|yftNIPq7T`t?(U=2{iZe^z_7%M_acS@}tM$$5*$S!OTrN4kg{)u(`aeYchTPTdcU?h8T=Y2SNFP3oc~j9XrYk7f5z7nhU_ zwY<_*eWi1MVRkgpzVnv&>Oyl7eeYq>l$^f(Sey&*A8fCW_SH;y&Ukew*uL``qGI~Z zh8>2VGmNgJT1{2)CW?C=x>CWO^UZ5#>HJ7~%}}64;kDJ3<;Dbs6AZ_X8~0WE8`sA? zK5gEv9I?mns%5W_5{s~K$JcCiSv@D#lS6)vA{>hP+h|WVq!z6VHK-?EU0qtM^EEC(nr&@u zdGc1BHZ{VzeE}xi`jva{KX_o=Tkey)IF^@b)pLQ~eJd|Anam*A zN2l}R=#*+v;>}yPf~Pp%E0lImJ^ZvQDkg@7iRq(WYJYs!vtlcSd_2HVeXOUKm)A75 zGY)5ly7#K+az=>Ltjc1KeV3CGd;Wy0IWAlFzC8AEPHs5{?e8=Q|}^ds9TCzokde_Z3{ z*ZW>kug%(qKAWUAF3nHz=zRDyJ*CHW+eyChRT`nEXMMPJKKyj7%(OlG)rXpWqR#pJ zHoniUUwm@VNMvE)SUoj4A!)fAF)_&0wTazs2#Qt`8+8`*AjG-cr%}Ar%B36MwQ- z*8{QU`Cee_(rlYW3_km~kWl-N#l^tvY`%2c!Mbx@r8tD2Jq`(fzHss4{=`OO^Zf4@ zZGKFA)yayMi@kEc&<#O;!uG(n6(tD?iN4ou=3FQhr&d;0ViXb;^;eeWsfU?bVvOoz z{CzbY${JF&y0E|gq0S5Of3CKRE>^c$6q%6~xqbU~rTAf|>z)S4$M*|M2FKO37o#`~ zR<#c3R;Fm=Nr#F!Nh583pPS>QRkysGGZ+(CS@xXqkw?y(N`J1)1r9UPXU^Qo8A+?C zRMK+N6R;clHhsw8`gK3X(A#y~hP7{g%+LFO&NKM8N}@bEa-^(fuxi3dmDo4XtI zTV86%pbF1ASmb|ya6Z^|Zlc4!i^o%V)-PTm@x?1;);VYL#nTA`_V@alzR#y)q&&OUc?Zr{zC%U>+KRw)B^M{*T;F~vR z>T$NxZ_iJj>k0)T>5}$4^|m2FpO z5I|Hw-dJu0w{gQq5^8_``BQzWmS}8`lZ2;M$y)LH*BW%J7Avumi+nS z$4gu{MwFjFe=gTj6sdfG*POc}&z={BhD$NAF~hXA4pGxFID=}uqrSk=e%HZ+rsmmS zH|ctCwj+9wv8)1 zJY0XEHvBjbPiD(pU$3v$Y2XGDQL}nAqO18x5uS(4v|c=auIqa5Ue&!FB8FNw7QV;F zO+9d}IdAl2&cI>3V9tYnYP$YvXl4pW3AcHB3xeW6V3nfbJT5cZMMJf9_U>ewX)EWk zGFG+MN%A#<%R%9&H6>kLT_joDp6~Ugp4lqc#abp}R5>3^8}w*DkFg(eq9B_^L)^0* zRJrPfCD)$o`uZ_A$;_U=d_A5KrgRNJt67Xz<6Et5lVtTASybBk zE|=A0k`FZJ24h2;c3l+;U$rK?eYf8B}wl z>LC8D)YOWJipfAlw1b(=n)Nsh7UPq4#WYI0_sapg3)~oqBfyU2bD)yQNO4c&)-*i< z%P)719y_+psS`Q8q0q@u!}2W^L1{F*cSr3I`EiD~^Jb*T(!}|hv5vOz72&z|NTk=t zheb6V=f)bR2kVj8mtwGB`0$S{&Cm}yemFYJ&( zGWR$O4Gm57^t7$rSi6eL(swt4^&Mu0j6Ow(?H90(yAmQ44>VDut${)yck$u_pcn1K zf?<4sdX1Y8-wwn6F>`Xt+6^}ekDJU&P8L;{m&=|z=gP^&Wmh9S$AtF8Wpz301-n)X zPCpAPYtqM=8hf(o}xFDEhI$55d#D~j^69NASO0ge^s;*Tj&!MG}548JNd0_a%!r6 z!w#Xa%1UXVQ6ohC!jB%$#v&J&#zdv7_+^KgMy1AhIYzUtLXAx0M%nt9%LGLT&wqQq zpF`&l>=Dyo=&~~~>QHAvUUzplxAPJz!!0AUH@Sckna;}&nPzQ@UKw`7iUhu2yLK($ zl(wt2wKab7$I-dswcPpArvFOE?WwBVo+pB~fQE_4?vj#{bu>!q;Taj+9ggD#37Q4D zdsvmjNGLv{Wxug-@N%$#0+JHh`h+CNyGc+-3DSeTTzv^8FWX_wNrrIAC7uO0{hom*dOej*gBV9QYJ@ zr6yi6`7{5Vwb!I)Jl2GoO_SmK`yHYKD0+=3J7h=52HEsgUhA(8&U9M5p^~iVwqPLW zOoP=FMYR;&epo~ub^Mdd>Y~Qjn|<1Adf|-db5^G0V?Zs(dzP5a%v|hC%LV^U6P0v?30||ptAkIX=z`L8~!m@ zf)k>m=nJsn3w?nWBc<`{ksu{6U6Mh!wgzR9iygk+r)>y3yP?CbS%abT2{M;D`p978 zrX&)@S2;L17SO_F+@7~~)4g@&$`jPVhVb*7g;$rRW>>rD?Ax_H7dsut8-aJYZTh5_ zk(sT2?j>SHulz=Bd#(1xlVWcznv0Bx7_qCK$u~km@sf|=&~YY#fmRGCQ^C;CFx<|(U`CN74U#yq$8_ae z1xo-uXmV1#B&DUjqmI_Nxlf@63@y)fH5bfvo^Ww-sR|KR1MDH0Olw4spP`kpra%8T zHnz(~Mn(pYyV}~+zJC4c6@{9j1|;8v!ZjqHYS#7|eOj?fGh?sIVYOt%-o8E-w1UWX zHw1XkQ+*rL`ss_q>AoFoCrwLaX%So!Rj_(&Gcg`>(fwgG2n=RUL#FWDF8`$Heo zbLp1+yqM;d5k@OCUbr}R;?s@WOW#W`dfgg|k3INe4nRbib&sPok|9rLXXlk7K8udr z#vea^@UgPDl(;sHtruI4xUIi!;rUe&BYJ-ZsTX{WY=({ONp@cXOj0-il57p5D=I3u zl+>;68=>EHQhB@B5-mmRrnw&Xd>YrJE}Fy+=6_V2dbfLNr(-VC>;Z{B1l4Qyit=*K z@87>4=i_VXlvRFt871`!o3_}q>-qWlmB{A@UxZ%W<{+`!Og8Y@^*wB=@)640P|N}l z27whP^D3_!7_|A;go<{>`@U1ND9|InxG*zJ*Ti8zrhcppIfR#bTnw2HT@)|40&cXi zcFO(O!pq9ae#=v;6Nj3BUcYjgN;@Yyo13S+PZM^W-HY9GYid92{3E()^V>%6w;GS4q4sQK(_F8wLA)U~O+Mr5&4 zdmiy%LC>GxAA2R36UU7UX+P7#{_SFYgxI#{K0bP>j=04GkBW72?Z?MncK-Nr({Why z+KZDK#`LXflQl8;d7zM_76JCc9}(xJzIK}-A?B%B$N{C>;co{1u+n+0x%om;}Iu^W%+(X);7v91CQ2fd)3b?&e# zr7JPc6u4bFGt!z~Tce=8>Wii=kboE5WvlNp8toEuFRX zdxzwDoQr_kS{cWRn`ocnQ49t_6nvkZJxvz6uM8~PWSxW`SWxRRl7$v-0#5ClNBw)x)AV)owE5s&GyiBuk+G(@x?T! z#aaJ5cPRCF_7;n2@2YvF(yoRK-@3~oHW$D*bz@;gbArxs!7AYm_%n~F^x1ZVr|+%V zR)Z>34pTzz)W6adKUNlQznLY*-G<|6xwN%)TGTt2VoeRIzfHUBRo6`&FVIf3m1k? z^!D~L^YSX4P)ccd%-cCodyKTMcxt}k;ULmu1~sMY6mJDEY5JO5Nov+!j&lSa&W^Ux z4Rs*~shb~WnKWN1+1qiW&5U{m4QFi8%7PTaUaUm!b5AoKy;?OZEdTcoD!{#PRMGaq z8zQ06bb>bwzkPh>?&;b5^vHS1nfCg*S0f{)_-AQa4cli4=%xom6zY1EK;w)Q@J21| z`3N4ycOZ`eDe-HrG};v0)$4{XDX*T{R@2jT!VdCi#OlU6^7PVMB?}4UWsFy9_-*9-uoN$h)tnaw8An^w#R=zK??-*#i8r{Fvj}@|A0P+3 zhaKPShvH&p@|ibpEG#Na1UDgGfp?4$1`JPf-h`ib%K&c;sL~LwvNCsQ#XjrYYVVGfRy9qEt)&~O1E?xu~)G-5_sfNxrKtor-!<`(2Bu|Sj5k)HFHs*FULhZ9;>ae9>45JsLM(`n)Vk%{G>1N;Be@E$TgrjKlyjnSK}v1aRC1vx1)Vq0 zPb74RYvcJ-Pe}7akZxAHwbZMQmaVVnD({*B0tV$OuYfNk5Y2t*ZN%@CjP(YK2MM9e zcr~N}HA?ZDt*${z`pdbj-{q&l3Yj26s2O<}a_D;z48Bo1&-ntYVu1I7w`doN4BNA< z9_EeHM87m^%d*f4_Z1iHQlD0Fh}_uTN;#GqvAuirr<8UU-Bf@)T9+GcNJ!7g5JA2Mk~tZYb~h z<(DtE2bo9h$(l1uFzgTRDlIMjYE8$yYGaY!Dvw_2T&T^$D+90<4!}E^H%3)sKa8t8 z*D{SQ8-tioOi>@?eyU-$sBEQ?A$ViNaQs{m5MyJKiX6(tCqgNM8XYE_Ac2&C_X)|$i@hJDM zZ+loy?VM&|Vr7*EbYZpSo_2lSMr5#?PGZ58!OmWaJ4qHn9H5+lXteOjQ&Y?O+Eyc^Y8>CXw`YqWOr;>HOLD0AZIo{zUgx2s5iy$&AF zCR5kB5b+BVz!2Ce_U2{*IiuM!8)5cKAZs!{4NIfq&(=u39g%ROrn644AE-SdcHu%$ zz4TeC#bT&DQp@T$sSzRx1~nmT?GVa%r%2fIJan8IPBV?@y38IH-qz98&2*SCj!lW6 z>hRgxXJJtrcGrW0usb<5+griL$zI){G?AE?nrh*{qN5=np|=0kt5*x?XS{uV`z_zy z=yOzmu~k)|`XFlxeaD>CVv%`kTD0nG(|F(;b+9tYpR+7db8Pz2RD`f(IKQ1;!QadC5JwD18U?cTfB(85ZzqdHiyhG9A#iX5A5M{iEi9zzga`+3ciqNRL? zaK|FUJ6uQy+vzl?Q83>Zct7OjaYjay!MbQ;NMbov>q4JB3kOy;LJO#h+Rq;v#jcsJ zOuF%H?D=0_j!n@`eA-2r06CmYM1J4Ic}Z>Gi$2pfnlBFnuhl!3N!*GkNb2%FNx}y$)^Tfc!X66#L}niFD=x?P~!Q+rQq*-c;aDDyd$k zsvQnEGc$8pe7gqQD?mwz67BJ|y zZ`WgoAF91JWoBnj)lqW>{VuDJs;L3xBlrDO*R6iK*p!C^G!xbmIljY47<#MZ<;%ju zvq9Bp&H;TJ(ZVPXc%EVCxQd$(?hJ%R!2j4r#`2wGpU7@n+E^meBc$10; z#55w`1j6O)Bw;H7Ia#kIMK?x@?{HdOo|`ohi(cXn(sCT-fnb}}uJ-Wwm7qAZJcHOZ z`|#$(RMkvLa16d{!W=r0dZ_L_wyrObghAU&FGbZFGq9f{|N~`dx@ltp>k7jRGwvOP&#UZgBcmdxp_-A^^gK5z*k==hJ|=h=y)3 zL}+BF_&p6=kr}5=TfUr1DTZ1ajp$DR%W5$CtKDm-N%fj-Q8sy-G|EK{)Zt=SSr}$t zOhX+d+z(Neom6hzczt7}<*VhBn@c~eVpomu_mEqC`#^p2a~}=s4yP(`ClWfbGXR#T zJU+nNgj{KhZVIRtG=bsQclS|oS)Qj9Mq2^<8a5@V5G9#F@a>0$lz|LUNMnhjX$Ukr ztHt3sGZdYek}F9xsM)cOMB+98>0MVBEoF!BXjA)nKeu66Y>0y-4*Q=@l1WdW{z8EJ zVW;V5q_Nn1=w_I7_hDZ1pgruGN#Oa1fo$aB@&WB`D zoz5F-PE7?FXx8%b>}KkNwS?yzQYHi~I7Q)^2D#jUh(~};+hdyo()WSN)pVLsAj~9W zBUzAGnK!@dIDx4M5OH#NxH*yeF|ggtc$XHJekJ@eq-P}*VeD|?Ho3Z0(jO68o%{g2 zBC|uLg5$7w->qDzR0Vffm8YCuR023jt z!A@`n3F#Bk$jwehHv^*T8sWAb(74ZleIEoZt7vMPgr|!ET_lZD_37RHZ4ABRQsA_k zc$(ECfiw)sBjEhnO@5PLQ_q%x4BUkL85|?x6@@z;2Kc|B+KI^A$@m$mq%lpeq9IX< zolexb-N-3A=f?Nk;gouiW6{_%#J@B_Eg&eQc&cJzhdyT}LW?FpPe>Wk)B~-g5LR_L zOtnroB{emb96`bX`JsfZhhn zpOSF2360NfHzaS?nkEK0!UxxM2EodvnsJG}XekW{D)vN5_BpVj`_bf&70hX>u{McHb0`2eII|QmW?<9XMXFRm=pC2#li6eOOarxd zrjo0MAZJjN-rlR{9YFq%*1rh8{Pv7KIenX`4>Eztz_o_+)fSwboHAj8vKy=uBkJy^ zpZA8L_pfMfR>D)%V@qhz3&w^ztIDoWVnmlF?hywMM34@VutAs$W{|y=5O>XRRRouG z1KlxC?>!~~sDAR(jS=8I!q~I!c|@L+lo0PMhs5E$AX(2`=)gn{Pjm|kpei0Ur0JxHPZuow`Io;Uc#&pY54u_YlLtE z)%&{H1i8{5yYfDRgNm>?^+-QNuy%EIC1Q0Yu38237X13VdaMdp31RyDA%^*HJDL3- z8UM)n2Q9HBET&uc>3Ylq8dSmUXRM>6Lq0bL4Rj@rwE=S9$h61`*ahkuHq(Ug4<9bn zryE?|wR2}THg85r)WMZxo0$XCmw@PY4Q9O zg3$3JN8ZAA5&3cauGhgL_l3iuIiZL>RgitbA%fRG{^DlzL{gyYGqRa9N+iJ*@o;vo zv8qHiiyhC1c#`{)fQ0CeW`K5~Flb(dt&0C6 zpp6ba|K+S7=q%de{xtf@u7ukJ>@9c2F8+gXBhz;me8)2rM+eiibu;kr6wiKrOq(ws7Py|#~fZx-sGhc<+bikt| zpqD7Csj2BW60!9}nXM>7jUga6k+u2$qz!81)W?_CL1lsut(~{B@MiGS~1; z+149t(_g&+hv6euQ72=@FxDWm{WzU&=Iow>1&*;|&6>X6r9PtCT~U=l@c zv<~R|ZVTa=NR``;ozu%g2G*%C0mA4uVym#$IHPy=ALI1zPx;pD(L!skXuSczzrWqa zU&mx9lrvQ4@sn{Atb3#$nlnfQ#7g@|peM_2*PXT9yyH*H=v$=w#(uJO{3@8xA>Rtfe%4}{moYHr=SwT^h_03Py8 zgDDj6&4=yb=zcQ~raSB4p(1q63lLy}U+|iJo=zGj=0{Sw4p`*BVm+T^No>WC9TSk~ zj5~5?_)`twvB8mlVV={whxq9}=h`I_7beXKMME6ttv~;q(M*UCJD4{Uu*?A*x({BP zcO(#;OUUaWew&dQ0O_(bDCY$3XRZr`4~dJVD=6o z;7mo{s3*p42yTwSz>bM7t1E;*Ycy^In~{P<@IhM`?rz^=9V_?fm&0EL(IDe)4dKop zlnHu!JAzYl`a^7Pb^;otrC z#K!@>=OtsEmo4OQv^7}AHeax|%AY=cB92Ta6?u7YvL-+ncsf&fGeR2>^MA zlD))q;s7&fL$Vq#q1o0V5k^uD-IA7Jg5bzH5ir)IW-*9TUI)X#5s8JbZilCVT8+QF zx$6K;p73A9D?0=+tgfz3lCBr1IC*D#H#7D{7<-r7T|V%Wo{)1BtTx6#pL zD1pt|^Muavc$IaKwtxCSPmx{aWJrKXpF8WEbX@OUp|(xMwD&jR#lxA!I+G#{^T zXUp%ap!9urWPX{K;e+TJw0SMk0a+OMtIZ|u=WZef1KlHS1E*qJC`AZZEs$Y;a zhFrd1y^ohbMP9mtI%EBAd(`ZX|dL2^2gi0A}tYr*tL(Otz+M{=A&2N=RL28vUFO_Xa4AVb31y;ohWB|4(Z&E|W5 zs0&7H%n4<#n50Z-xL5%yo8(mpz0?&u5O(0=`6`P$VGKl3Zyj`dhVJExVxj`50G2Gf z^%R*9GA`t!Nf^Drz+vv8A2?z3nDD`7xA{_0QPBk0IyyQEW}d3?C000voNAm#C5%C+qBENvX^q?=x>PIT>WCU_2dC)pGx0;80L9425fbZF zsMq~VA^&$a1Z{UJA*;aiiVmN#B335s(9D;6JBAP;P3URO*dIN4(uCzTaS<~6%uRxn z5DMt6$@GE((rE)cY8H!jbF$8yPPhfMh}xeEo$~&!?${h-Fe=okT8D-=Qo`EzQYb9` za5DvP6?GGL0&&nHy!CE7Ib8+cBXAY{x6l7mQ_QXCC6D<%1P6JgAhnQ6*8z} z@IU@+`9#Gk;*ch-9cF|ClZU~XaYNzcfCb^WfWT*=g@MRE9A0~O;+c=RHPv^e<}mmR zG+uVfuWbiq>yuQtdU|?v>HYCNe$yU6QB+|s_k3(-S^Ns|#baR23`1a-5e8Kt^vyB4 z5i~@Io1Z~x$fs&{C?_kDW^W1wVfX&?w~`1L`JE%?p!gqujq5SIZSYb!U zPW=Y$iIJZEg6xXhDQ@nDs!tS(Wk9~rU~19icys)*PXQY!y(}2|!V|yh|H)DmKOPgN z=4fchgt5Rk=}|F~$*R3wS0$dgy0#zKL6QGeePM|Ihtd8ul>Gm1;4nr7_aE}MR2&Sf z%h(2rO!34hK&{Zdq9SgS7kQC*HnV~5zb6>OsOT`HxJfrEQhaJ${G#NZM~*$~C~t~M zV!C5+N$NT5@kOCtN2#cCcn?u1>K-S@)^6#4n`<<|?;LusUs3dP&MC#j-Fx~z-^9o}h=|lZJ+j)qnG)vywQUD^1{W8jmD~2> zxbL=8?xg*qP%yIDai8eyYjcJmE7ot=09H_H87X?!TGxa4Fp1KQre&xu`Vryc-0TjD zI;(@mmBo+)$tsvOI>8YAG$o8ek>@VC6dym&tJ_YuokBS&?mBi9EvgLgXD?N%y|$;6#%7&z?O?Jf~2&3#vg5LDXs2;t2B1Fq&{z3!oELVOuEj|uB1O&(L;}9_9_+EDRe5dd ze-gS7A*w-G*TNnaL8KtfLW7z^m}*Oq@;y1LNAhxWN-*;BZxTdrA?(K0YKC}x6HQAU z;d}>%_4V};=&fJLj4)+Fh<@N?n&X@~MiRw|3Q+EI0$JXEO zV&dX$6+3tBBI=BrHHL*C@U{#G8KH1*-L@^gixlvtz_rUVZNO!{AO!({8bWf<{pKY_ zhLbulV-1FPtd^x>OWe)=bji!F4q_%d- zV+3+o(zCF1{!_JqU8HOHWO#uxD z{ftq9*n&ythbfq5v!5y1%GNQVuUB-udG%706#K2aKAw8)a5RV>r&Zn%56=nny9T5d z(vp&<1mwJCYQby(ss0jP7~Dn6pGw+FEIOu0XNdbI4j44|d&vQY-mGl<;ijri9uY|Q zaER2w1-kDo-I?eYA)_a{Ja*4eE2ri*%F&fSiJ~$p`!psgb?j{FM1DcE^YTj04$2vt z^N4(6tR{0`!eC?2R(OGnj)kL@OvcR$5N-s0AhF;RI7xt&L8wy3mcsim`qx2$>*)d(%J!?%7|T1sVH>3i5jDzY@D$BV33O_gV@%s z))qn(O7`BV|6|nK7O*E<{#s-aBZGvBN{T0<;f)-b2v?8E{?v6f`j*MuYiYd;m$q6t znIa6wE`r;z^zXjt(iK7*z0cpOyzGXYCB9+4_Klo(7hSGOYJV^Xf0Rk`AEoBYDBH}y z_ZlY(C1Ed_O8>GCYjIV?%6>O)XgeM!tWxi~insT-{Gex_Q4Zb7g_z{Z{GC59Ji6BD zU67_qSFtx9u@i>aq1@s0`S(8Wi>Hfz8o<&R_snH=LYw)|yBpR~6t@(gRPF?Tr;3wpv-rdti+Xc@Z=in_RTF z_j2or#KxR|*O^0}_*|LrXoJOa-eY0~8=4Z$?Mh90J^vfv*tHPyLoC0<2%k{B9yXOZ z=@n($TgL+w$p6yIGpcf}+2Z;1d$uQs?CkOWfVI8AH#kOB zteP#jn)&~JyfajCFX}^R?3Yj51YwQjo#^s_i7sSdzOpy%qG@6U88&cY^Kl z#tz+$n95xntd;qprmCXo=o~=+4)rIb#(R5J zDcY`l{5aA7cCS%a;eS6&X6wI>RrSXS+@w0$LYb}qI#MT&y+`3rBP`w<{y)<=IkD4B zYCrG9B4bT9lLu8#%3fDOziA&9BrX9@`R0E0={J5Ke$$P6$GRt8CH+62cxM|8@7gy~ zUOdygCM)|@Z~D6BhD3$Wud6z);nPneIKFHWqds+<X{VfKr+0q7EMb!Y?R=xQ-mmg>E-!Q{g?K}qNXNRnM;@E6HQ`JWgxht;&T{n~m za@5U^{sl{pkROm&PBfR5d>R;m1;2CRW{%*U1RcBu0RA@WEF`U#3NB7gGO|Jp8PEcT z+Okr;s(6%bp) zm`uRv)uY{e_QXI|{754vBpf@i5(DqHu{WS= zp_hOvD+7*&hK|lG6{7}W@UMUXsmeU?*TdW3;V+@Qa=WbD=E0CX{9tvM7ixqMy$t&W z8A5@!18CAW5d>TT@FM92R6*x8PEPV+3d=G4<}SoxUh_Y3 zXfB(q$^-m#iKvSy1+%K4=m%liqfQ;^Q$-!%9Dn z*-|hq@aA3FXTF6ZFH$KENZWqbq_%^efkDh=Wj>aO$Qkt5;vv7jv6o=j8N{~bJ`$RE zvw=AD@r-t8ZOB|tC!F=5y=f3cK)xopHKH2e8e=*AhX^AF=Fyj)Oso-84yd^q_z;;n zIIadb7cDyTDq||Lc`5;I%30AM~Hs zx$oWBY3%dvojTeu$^u)(wja`HO!<{nA`YfOCx)E~}T6J)e@*FJ^R6Kgc?* zWB0*wjf*eDBqXXU28D62)en#e%O$j@G#H~d<}mNiKKE}VTFU8g6`3rZB)2e+sDGE! zwQtn@^$oF2b&lOZ!L2j+S(ZO=LCVbsVZSl+%#7e);-daj@&0*%&at%@=+r!Yc4TJ6 z-=*TCr9C&6{b2JN{COI9B3b!w_(LdH@{p7aeCx|P&NNm@NtXP||7@70Fab#Ito-#? z)m%8r1Jklc}iX+dhK3P;_>yry)y`4^9_GmYg7hzf3Jjutm2Ddbmx>a z#RTB>{|k7f$r*KiE?|?}_p8@A^~1ns6qe(7P`=Ios>vn^=Ue|>t8ktB7sz#vlm{dP z9AT!e@RD_H-@RSttxB@2WVz_vI!c@lxwi?+|Jm)twkxyB{vv9*j*@VatftU^dlifD z$K{33wD-?kxY;XFhYP%0yTI>*t%Z|Sm#&T9nMqLVu*$!8%;>DDbw*xY9gBo(h(B|O zmH5iCl9tcXatAqeC&}ZTq55UtfKcaMdS;v!@4%pga8)iXrt1@|k#LZm=yc@kpT+x$ z97TNnZ^Q&yb$o$F89PoS1Bg^>j_fpuC65pC%YtN70#Qa@2?J-CTR+U#TF@c98;uE7 zi*a;5SpTy594M6XyNxV#B0(0C)7o8a>_%7+qkv z7(@rFbn|AmQ%;qBJ*3BQG7CYBp+w-b=oE6oT<~WIfb>RCS_!Av>AYx`Y2HDGNSjf7 zPzhL3hjL7wudRX}IFVwa!$9&SZ9R1b#LXzo;<)v~=KTrpk%>dkc*%>fukgXJfZ)?) zJaXhL>eJ`fW`QQBaik}`{Fxsg#6hjJT|1~jo_QPMB;l7ACh9d=5IGf$KEO{UkAmpd z3tj?sIis0hn4g`Ao#})$48@#R1ikDy zW+c&HnvEmTURr=Ao3c_Rl~z!qxOnTLmwVf+%XPC35?RC7BThZM}8-_C}(R zz|y6Gmt}cHL0DURd6v-4ml(|F2dE)7`DPf2dTZk(i?Q z0eWhsy4QPY^8Z>vOXAjYkKWyl9ghotbZ>Jj#Rw9FuNV4N0Se!2h+kf(*xmZc&*U?{ z7?VTxh6~+=>miK<$mvg5BA^1$O zF+Y^Ljt7u=?Wdo-k$4_KFdG50z_#a2-jPGb%K;wk>9?>5MJR9x3>4Alq>(wn*UmuU6PBl$NN2>A}+>s z%+`vX3Sl=hST9Zz0eR~YAjnn#Crq5cSO#@NWLY0{|?LXzuMwb$(Q_E!Cza~Z-~}% zsVbt{l>1LJ$1s7Hof*Rb{W-@b)?s=eoKS^e0-yRSt&ATavO8R-3UGhSZQ4qSll9_S z&X}Q%%x8Ag%M|ea8}4k~X5(bq|Di(4xU>Bqw99Y`mRT|fNQP#BPgM+qvF-zC94xJ_ z1Fx|Dk0Sfzx#d4aR+UN;WhJirQmxb%Xe**7ba2B$jQc=EQXdoNDVLy)jDsnjz4_Pm zB;;bgb-7GmgAeAfw19m&g{(&=9$^rmuAqfq0VCf#ZNgmBTPMX$MR%deKKUY;?Q)Qx zi%UBnD%2UD^RAlfkvSSMlQ)!+4_5tiu&R1ZNg#2bh5 zjvS@v-Os5;e0^cYtr9Z?nFI;CXtavMO}skr@r21&H$4_k$erTJmta17(w&;=FqPa( znqp&`4IkH0zMLh`h%T&&7-4bbHE#9#ctyeNDT}=gg+4UUH$Vy6-qCW6CfIE2>G<_m z-fsdp7svg=#M0DR;7F!KK9(}BvSA9i9?pRTW~#`l^%Kgry5b7*?Ym8P*1yE(JjCa` zfm940u<-cRkR(ilsSqm;oKrZ%9d!He$o`pD_n1!M>NB~Q5;PY35%lDA$*v8J@ECs^ zJB7I2Rjd&?_F}kx!}=&(=jf{c2O~NUh%ghP5Sk;M_DEk!!|=$X;_k7h6bc_ZKB9UC;5mCU);u5b+X8g7 z28;#RyRE03@n@ObZ)dL_8sfuHuw)IZz}WMprS@Myu8fgA#7sZ&XSdS<&HAX_cs>2) z-u&EnVIZ=QOfTuK-G7Ib&H)0Oo`;n^6SfvMEB8IqJAa@xL`@VRlfpO(IS|t5%6(Z? zx??_)AENk>2!PUc8CKOB_K@GmFM4b&*oe-zf9x0XcZ$zJ{0xu)aVyo55l5HhVXduO zwtRv~1KB+R0Qnk7-QI@e`bh3erW`P5$4`vfqUx4z4|OQY*;&O<-DMfm}qK zk@zbQX7ugde!{OxR8QA8X?aY>jQBJTsgE7l7jy0EDRH1ty~ns2m^?%@U^5}pLnQtd zClMgSfD`t**Fo77Oq*)W>qo`ezj0_x4*6FnqRLM{ux?#luH8S(1p8ew)Q9(U_;l@? zdWHD~C1S=2j6geeTWnKIg8n6Uo3jr51z}lPXh8Ur(VoP~z3`D)(4Q6a^kV796N zAD4>ilj%2+2ABrAHP;gv9`=C-D2000uMd#nWunHwd@=-klAS%2q-^ON>fd~Q7#{EU zad8=tDQlj)eU6F}_U;H)7oLP+B*rGlzOh=)^I{myA%+C<9z(cA$*$a~$Tp+ktS3-V zQYOED|HPKn-c5pj;-`~`&!9VFxq}7n#CsBSDlG7h3tF+YCyPrW2N>^*u(=t8cfldi zU?>7_v-BdJ38Mc%WVY`cc)$*t<0DCa6|fz6^P3g<-W|@fuFg+jL5hP%za-vn4TRpY zIZHb?^`)mL5;;6q5M`BRGlZ-8$$#iB-#74i9z1kF*B0t_RS>@%TpRXs@~BXpA|kRi zA!AQ)Us>dt0R=yOeTA6=m=(wfK>@}W$F`7{wNhl_pN9FKfvTBz9`I82XIQg&AthY(DR>v7ueA8?i!V!9^x>w^RM6;W~{`!O3T zGXHHCQU4)Ik!nxg6$9h(MK3b018B=~{P;y;XM>J!a`^zlJkY@&QNKmOBfkd zS3LKcJkUp$>*__M7KkLo8AD#BLyR7E*i>%QmQyhBT!X`g?UTTjIefecSr341Fhj}2 zd_&&j2zv#a1X1RQWfL~HAy6dEAfPhfDeJ9rtyT*@nY%5f zb(Lj|U=RA_Z?IIUGI-M7onjOV(uAh4{V)CPM%T$@~;?^F!p5 z9Wc@R7a=D9YCVnE|Bh^)kH&n#J>A(!k{KvDj8=aznul4y7Jz1FssZ>Xa8XJK47}uv zyvhm`u0A}=kN#-_7XE4iyy*d61?c;!da3lp`~~b1F!!b0z4xyB$^Y4f;Wq}xs!Rs9cAXJg}ToF?}fp)}d``v-eJmTpF;4-Wy20~cpi6^jkZ_YH>HM}>W z)dE7jQcfWRY}E4hTI@C)l8xjAPb7sS3dfHP<46+13n9p$=?Mmrc!?!sF;V1<7rhcx zNc?x+K0eW?%K{k@j0_CS2r)14rIDzWo!U->;Y*8vjiREftLOvAdN9)~D|MR>{|%H; zgkGv92jD$$ttu7cg#aTripn(#IS&U?r^b*b2&=E-^il)K~Q*Ad% z69SLu>*je_ElIfnFbrNSLG5RTnX_MXyi0U-jlk@3jv=HWFwU$e zN*#F{6?s)HMpz_C?4p+pC&nMlhv3C9&3+uZyJ3m}f7pTPVr*zL0MAJY;$=Zo5JP5? zV6T)zZ%2e@^v+&;tjVIrZ6s+D<~Q;>4U`i`n3yn@p@AyXOl)`Xis8itUz3LU(4vu7 z2$8!Za&lvW4;k_%?kg`$_OO>h^+BmrK!b>KzzyT;;#5IFK_*Q2)AX(dWv*)o+ z#fJ6k$%}K*oh5!0fHMZK8WJnpu$kpZAe)P1CKtosO5T}$<&`jf5(~sRa1wFWKl)DG zC1xg!UnOYdy?#H5$b{e7$=rQwoWp-S4mK=;K7Gj@ZJa*89%244^9m4>(*Fpj8JZ}D zM}uD+7Ih99E?P$mrT;$~8T8iI|6=9vE0!U9iwicAiE3hCT&t^izX@KA7L<}Z#KL=V zll|l-R62$Mw+$G_?_A}^QiP53_|Eujwps8Hnx3|>kRHT7MRHDoc zh9pHwNSQLELLEt_k|CL*G@N9}&QPXQ=CRDPN(doSGE14G!X||O^=zke>i7N5e|>9x z>$9wLR;PXT-tYT9&vW1Rbzj$YmzGvTNEU@Ui0ENRPoSBDz7;~3h0e>Ji|p(n#7NPw zcp_)454gQBhUx)3PaQOfpI$m8NC0~fT%n!RCek5PV)#TfTDg0S-lLs>$XiILF{+4> zio;z~vlXK7AddxD%0V`qu=utJadZlQxNrD;Uf!T5k~sgz_y#aN8)<`Zh_n;1;XqGg zFV%PaDz`(9fR>afL4`NBpMpey&!*G#NsX_Fkng{b18Jq_8@$BP(lX3fVEFT9ZiPKT z5eV}u^2Xh&U{*vH8qOw|nSm!xIJT@D90OfQ`l7CF7YXlADEs-*-q=?3{wpp#rnXjN zha5Us-DQ8La;SjJfv;+CbN7T>oOuCwcG~;j+Kr(=qY9rK6;!UjXH|}*49?GJ5h@!CX zSOul_g-edOwHbWN$bFJAMA_hu@R+%agj)3J>3n-B*9Q;aNcIn&=VJ7Q=6k@?n%+M4 z@Xw}aG88(ZN>T9!*sA})Ip09Oq^apg#f74u=O?JuaeG*7LaF{8Dp&Bfc)lNaDX;C% z4d>u8g1VZxKX`Fs-5P+Yt^_FX$^MrN)!v?!WFQAgQ;j0L{FjTRs1)#`A&H;=hV9WY zarv!#@~W*WJEgzSY|bO6%U~b??iZ%Zm#Z@_%w|jvZhKEy4p_-d1Fr7TZubau)v6+x`!T)n&-A&$`UmcFIb7rw z|JOaO>Iua1QW&o(o!TI%bnu}VxI`4+m98)8o2i|FjwPS-_cpA0U!eYaMq2rhkGt4R zULF7S>zP8L_!K(klA$>Z%a2T_IGNC9%33d3K1gyJ7P0<^DWcj-rw^q6)$B|d(>K=_ z&zUIRo_AUDpJp*Cr*Zo0yp}BW*VEEi{`QRLm>12HWP@a(rWpz!%Cfcj=Hd#WooLVq#^9 zGx}-N2M@x&^Sz@|gZix$nJA%2q$NS&j6Jz9Z5Gq;yYL_Xxs{<`GhNdEC6e(ScRz#@Nlf9d96>{k7C=o!KaBIk+2ogWh zaT8GY>eZp_9uI`I2aZFxh(-e%R$@Po6sQW(VWT3%!J3fqupu9TszHmiMS&LZBb|Wq zu`oDrzQiehFbXK4)<8=?0+F)1B!w1gU6k5Bq>k0T+IoC&8To(6Y1?L0#KV3BBwL{-?G zlj368KCsbdAi$ZN5E^@d4ev$DL{NM(2>^A#9g3`c zy}OZs8$y9<+@RX9U|p>;fDbXR6O^um2Zokxw<_m9xnQ2z50rVv`B~7vD1WAvW2Z@2GFg`h%Z8eO;RRT?+;Hs~$EB@}i84+3-p^I}vtkiI7 zJjZTW)VfFY-}<^X|C-ljnus7iFZr)PBM_|=DN0kmQ1V$keX_F+x&%9CowSt zy4n0Q_82MY!=bpSn)c3%a}XAb3A!`8psu!s?0S>@zF z^74ZgKmy9|MNRU34K*akX&3)4MGo%2*erAoZSBmu3oRzTf-A;~kUQM2!bef0uJUX? zZa+Q#9cUHFmwsyZfj4HMXC}@kRBmUdPWAEaoIu<`Y@oZ;uL)iVhD!h|X<+rZcT4ULrY@~-=%3wZSCc;P%sR3mA!xyWyA-Bazc!*8G?;D&(A^sauLN}{!z+@(?Ry*68^tD7T$HU?S)kv4GlZn z#%R8RewI#|ubw@cpCK4`i0Y%4umLSc33?Zn^Evgd(Ba?!=dv@N2PiUiq`{6Km;Y@f zi+ji7_P8JSyIPu2m>dHV()ds}!(>H~%@0(;2t3jdEqZ>S)i2upcf}0}UgQx+9m4gq z3J4trd-=$NXDV!lhi!P9{t8y7#JMSk&;Rfa5G%|7T&Q`8^y%kv$lTgL+v`82Gt2%_ zUA=mpezdc*?M=c@{xXa>{)N|7dP1SMVO-a0aX7oJm8d5@#iF7wkk=5DI2Tx)20a(x zv;gI{W;+Ii&8a`zo4*nPD@S1?&>&}M^ z6#fPDxVBWVK?h`+00Bka?1NOlHYvsB_1B|y<2xH4eE0VoXbjKYtWsKBru6jGHj@?8 z_scqd&07sD*?-$hZw)`5oXgaFV_qFB1eudTb|l6WuXy!nV$GY6mf>AIePvFQBSW@rz5DI6WT#wf zGe-~1f~m8CUtk;Unq;lLtm|>JWPMj*#YyFmT58+&k|*FHHlT`n-g+Ue(~ZQ6Y+Q}VudS64eQb7w;Tq;Nj} z_U#}*%YvlIJ%IunZ)fG@YdQspt2+iuW^r#iAoO_k`o+j6==1=uRI~Q|hmWm{xwz8t z5u>rQap?rD(P1deF*lcO?TYv_?*&>o@Y#mQ^IW(~kf|>0-5cP;jTY`6PRgCI#)sZ9 zY|Uz8dI9F^xP^C$9Fg9<$)xae?}SiQIRivRH?Ue?{m96~BmXmRjVYi8^Blha==si_ z_U50C&iid%uWIRqNc)G=(|xPf#xBV}dzi2?G`R3^ef&0oJsYjk9_f}8A?agYdAr*E zwM6IXY(5E!rqacL zJ5;J)+B`JT?q5EjGObj0aiF^O?&i)9o#F4EtP)!^^E&=1uE~#n0u>*uEKzq)O+HX) z*pRqa+V_665D{2MU7P*ezWg3OJDmvQF{(mp{FKVdF|Deqg1OT)`(UK6B=&0(CUx zkVcd~<4u$L+QdZvWy@0f-?f?On}!_Q|F-I}>D!Er9m{ag@4LA$zahvdV=hHQjqqA1 zUMC$LQ6+QuiFstH&R5^#{qbH{Iuf=3G-ckJK~GNzE!@-Yvl znyAe$*j99PJj044Ok2vOxGMj#swd&eBhMN)*^6(`JIuAw*EcZMU;La#RK6yab?K70 zFdv`fxDu!8>M(G4X$!tKP}L|R3zQ$2voVz1#5p8(2U-W)jY=x05r@m1(bPh9!Od5j59741#pB0k z-uk`VZ+BeKEml+MR^*zqANKHZtylQ4%SJt9+t9>}X}y5k&%tl7IVn%pSYU=^`xO!(~G3N21>S2@Z>b8q6S4ww4SPc z=n3ZlM(a#6$0^zz7S5()ed_2vVJV>_hoyXH#*zYPY&&L{Q}e&b*0Hc``TYBBAHt%g z4iANK^9jU$>pt+CWO{-UwYqGRIEY1{$S@GW9Fk{vz!c^Q0vH6`TmzU(6si&eBqPC2 z-V6aXn45T#y+B=$z-M5Qt}TilV3-457+6tuejn2Q)K^ z;am^OAeGgrsAns1;n5^~9x9Q7ht0*s@*qHrN?!kg4Hqp%E>*);uj%BV=X2&Xh_FqE zpCh6%b?r_3$Z7X+DcoQu2ViDqX{!Ku=GZ*lI+c9DVOdQ;LnAlt9ixEfK@AHN5k3LE zbdo(*^iB#tNB~1pnpHoo{%0A-$-A>e`xg zlxK0)I`CsUhRpXC8YZ*taaB`{pv-X@!myg~rt{K~-RJTr&($qF^(W3xFwO?Kh}YjX zxtYB4PmhXX*a7H5(XS+l$`bYfcGqt5|3paJj(2LmRh^tnJJPZ4V1?x%pP%>L$1?+s zywQ)jqbrPuAA>QjhQOe?|EDarlvRcz)s$dRTuX~jPigZLeB8TcBtPqz{jf*O_)PrA zGtB|HX=1hJ1_vg6yaWd>ck zsvvkzMX?FgLZl}2siruWAxp+SEzwa#y>{2h+&(Sa9MN8dV|V=62NFPLu%1miDK5pv z>bY5$r7o!onWk7A-IFZOqF7D)oZIdBq?v2`oAGLHMfI$H0|tuEmRUxeMMNts5nJ?~ zg;LDUcyVTB$}M6O*@>ng+cJ74BjE*mdM&0k8mGrUh3rnXdnq{ifw82dbfW=6z6HtW zLSLAQoBEB0Nc9eGJrQ&A+StCELFZ?r-*Qqyuf9hpMO`FFee`I0CNEq=CEmomyIbT% zcKN38aJD?Xh;xjTF=B~8&xaIY#XPu`|C$xY`@a#Q>pPx`*sP^wtOWU@gtcxv^+#SK zGtM{g`{$qNiULQ{8C)Wf!tr}|96O-=A1a#4rG|!m;*>A@xqD=I)K8SX`kC42lKkZ3 zX+`kKq%)>2mei+ztQ3kwOt;`!W*xeWKhBVwkLT6lDvHd4)r#_--)E+(nJ2aCNLitw zJbMS4E|0auu)Uz|LR9y#BgIc~@7L+cB*WA1*5zjz#w&-6eggw&!f|WKbcXWLdpWrh z@eC9VGsn9qy}gnxD>;!DHLk0iGLH9*oDsRIqpTM)+CXhy3M901mNLbDq?ACHQA{Lv z!Os^8T^%9iDu=3Tx&@w%(KYuDg16m(O~Q5uI9&JmeJV99PO!e15f#U`Z;E4W51gGl z_A{flU)`WJb@Agq!>-f)6)Jnw-po{bT%MryT6jFlbKpk1dM0fSMS=zQYM#M=t#n?C z&kdckwmK`7yZ6#D7ss5dHckcN3sbu!YBLi~?YbqEt4b)KY};?NHe7xs)Mr;xQr#q? z@@mp&*w%}C{O^j-0)qA{3pf4uN{Oy=Qa#YsV&TedT=wwn;iENbmDbaTm`x)jYD>0Q z$yzFwBr<`psDoTcU$2>MRc9RmZx_0;Hc&sUl*IQ0wVrWs!kn+q;i z_KRb!;om>UKU#JvL4Q6)9^WJIjRyzCZS*Vr;p_Snj@ZOnJ?OdDesZ_%Kx&pbm@#Vy zZnRq{yB%!zg~%2vHmtpKvbYbtjSqcT#S+!_$p9LrD%Gqoo-F%MS zF%3wAUN@f*%6NaVe5#^+FQN&ld$3WXIo8CSM=P`4ORK*rU+-;8tULEcv?EQ?ihK>D z1?uYegIi%lafDvHZbVX4A2;}Tq$frzE1ou)wROAhO1b^KTw7JCDV=u$8KK5^zrZZ1 zT49D{cSHB_=O?-;E{<4XILGlDKQ(157AU5~r_(z$ytt-NOjx67k+ACilc8p-SDWl{ zNE2T-QP8phUoQf+eCbkf(`5KoZ5(LYtQauZAKTQFqV_~T^hoLx7fQ?0m67S`32ISe zTeanHZT}&5`k|zL7L2`R`4S&*aqjXS$D@@O2VxF&?``H$)Lkq3rk2(gt?O?3LAK#n z7$9WrvWVjct_z6PW(w{)J|y(Vnmx-LC~R!lJ9A#!z?|wX)NT6bKXWa&UbkgS@GAwr zoF!}rehEz9H#m&lvN)_`>#_Z=nR1B(0%z03@o2-x7>%?uvHou{x9a=Z>egzn!k?FS zJ07(u2v~7!T1lPC6@Ohc_K~a`li>H8pB_=i27bkVUbyZ~F;dBR^f*}mwx2B}1Wgp= zQbC+>l)YusKk}eI!Gd3@vf}MGj0`Pabew;80rT_c;cf?8Z}STzG)W14rbyBG`d=ix z($6RI40rVwjcw+A;hd=Td3VA<8q* zHaA~x4-KHUYyOHG312Ct3lY;~9k(&cjHAO+{n)EnUk@li=_5t*RRZh zxcm=w;~~oz$)kw3fO!yS*wLT z*oe1pWjk&)E%Y#BK@iKgLXQgmDotFpPiv+plfFf(+PhAx&TSkgE_5px1s+Jq$?8}s zzBQ3Mp;tZ}o!Tp>4GrOAdD#A=xBRCvOpPEF6$-599^S#(R=J}wQAr(_cMA7Ja9Xm} zy8#ub=PSElQfeTX(NW>;=Fr-Z)zN+9TCbnl`-RLl!UA9mnthmNwJCYl@YW$M$!cI) zpEL1h3}}OMcG{0bfh@%4R8;AYY6~NM$x8 z?9SpKgOXQiJ?YZlYrj9jHuuZ+_AI_;NmO6anxhQf_~4IyzRjoz*MojGahqpP#0 zF9*ss*zq+Q4O73`Odn;{R$gsrsM%%wRaMKbOiC!^YSL7R9)HGBf!+)+cP}sbB1N6T zwtD`3Iwo3K%7&65{b6UqSB~cd%TI-+?AHxQmD{$LM_QhL)Xumrg?4Fqs&dn#RnEmp zu8~)1ZJ!(Y#-B0hFmkvZv=&bPpuQ!z)Y{$fa|y+K8mI8`bjkQ(vwoq3L)0PJePZpS z7T1Hey?qmXr20|4$}9C(nZx5bAu2Rgk4tZ+bZLt$=NPyMutz1mWt_VFwF}7JjuIUU-5Q6vjp?xqJwTu z^TMA`U#&jr%(ts(6=CT>R$^((`^_1<=1Zl?W!SHlXSU_@ zn(BlTbPaShiRgpDXQ?--Ot=Qb#WK_7?OcYr@P`f~mqi#p#4!Y{~@#IW~w}%yUIe|cC?&IBL`<-E;S%k66 zQgD1GQ#8B4@81E6(ixCbh-XiTlrf?1wK~r@CBqw^Zf=Sbarw%X-KFKSJ9+z^I<3)p z-UhcHGd$Rck2eXx*-9=3I zJ%lSRM<;Q>3*&|kgN^taRve4srB6Pi5WCr%hCo0>;2A6Lo%j`J@mj?*U_==%7j1r& zGwMqwni6B%?_glVCDw0lE|nJ#07H|vlOZnSbD7flyqv;8TRDTV1dDA52NY8$pKf<& zA5?9e>a><~Dh{fYWUzgFdzb31zs^kJ*5Y*E-`^ki>=EQjtP?@_r$nuP7^c>8^(#@! z&)fwwmPoR=&t>S@4F~|LS_AbA8SV^9x4+64i_D>S`f%JBf%zF3uuiO5&`>7^98S1_ zooO7r&Yd=9nZz<1T97GR7>KA~wG!e{7RIRTSv$vH!XHtte=hO3iP}#*u|SRnYPURC ziLMi)D{bSJTksG!%g~Nj6%}vcV}IJc3UF*Q$6~41fNn=XQYG`Eu`dP}&*v1z`9!q_ z@_2Tnr-~YerA^r3b#MlU-_d5<8}nJn{5TShrv$=s4Qy=6&Ksx>mKr$2Q@MutaTAxg+6Jr* z^r6cxEo$e-|BIn~07yWL4C?3Pa}$aKiJq9OJd2loH0e5%9-yKzHS^ z$}InL>Bd92r-wkX#EfJRE(2j}_D*jGzWduS*t-kN{~h^Lqk*e|v=@ws>&(=*w%pXx zopxq-=J4d~9xxl3lwzk>^z;3}qL66~IO@D0~K?XimE@l+hsb^QzZ7u^eolfYnI zi?2x>NLMVp9v2Z&6r>zU;;Fxr)2iJDU*lNW*mU5DpPG{L4ql;gX=!i4nlZx)BQMZh zIgv9$qv@<)@9E_TwDq^F!?(Kn@$OhSN2(aJKr1;5=XV7?1S1XO-Q zSj8yZupUm28yy{g0M!U=XQ5=Au|NY(hKbPeAuEWAj#k7`pt*j@8*uf>!~`)>(H?w& zm*-(6rQ17$l!&K;JX03&Y=*O_ub*GU#DqO@u!K0nkBkYxd4FOgYdSVPUE5n>KYU>c z_q_Ss*d6nywT@|Uws1F*m``aBI8C9PB!8WbTwCY-`OkNz7#SI>Dyg5)SrHdW9vnP( z_cV=01M$=hmfR^gz%g0M*4okBJRbZbmR)1;^*Sx=k41T0{PYZDKdYy55TFC0kt9p& z_3IRnoLSa5bi7;;8xun$#qd;2dGSKl)Yy2NNV1>bio2pcYZA<(0&E8w4Uue!BaKv2 zRD24HyR-Vpz;UQvP%TGne+t&ARd&lon7|&}y2^c2TU#4PM+lk8?05gZG2xfP>AeYO zl=+!6c!u4zbuBHsKXJ~1!$~`eW|yVkVFYPnVnU{9kVmkg7+Z6=)c|?Y(75Bm-&}`a z&WLJ*Q1zt*ABs~RU@yg9(9XhE>S)0fl+$Ox;ODFj0dW~mP=QM3ch&1Tn7?!Q=D4Q?!X|1M zVgn3Rtae|EPtm}xTa9EH?S-N7N7 z%UfYY(*;YU?DH5IibcF|xfQVlV`5|PHVyc3@5cCclXK_Zg2d#5E$Uwu4*&a8rjQSq z6cEUMWpr+??(>tXXjk?1_wV}ruDQ9nr(0z2u4T7gihAAmxFowpQCC+N`jghsG-OeH ztP7*_^Yw#+gZn;z_OI`+g9QAswy9|>s+(0ugbEh?=E~2W*l7Z&pv#8_1y3_+0t~w>7YEh8(HWd9RJxeQ z+}zxCqOq~@Bh9|kT2c%$RNB~>z_MGfK73`$5~i7U!14z7)YI7P^5r~o4#Geu_=r5V z#%rsr6T*10zF7%Y5eGSux4lEw0B=2%4|C|*L|tZd`)zyVpR8*X5E7>9>MDi|8Ev<-%h)o=T`m$|5 zzlF;%aqlUTGSbrWBNKBV*XT!L|G}DrVo`@+NLk`~{9L9SHXO!P5(P6RmPO){>S}9W zbq~w!8#-#&b>FDAwl<6i!J3 zt&wSITBP*S)bvGXl6*0uv_b)y5jNp=`!*TujS4_1*{Jd@(cg@Yj&3NHWM52%Z<2{8 zDF_tUSMc@i$4v{6w82xDaNM&qSeYcPM8dP=4yn#qitoDA_)G%1p{ytR762QKtRCO4br8gf=cHmq#b7z6%<9fMFeS4I#mRe z?%HfH=uIdoeb(zQKKFdix%dA4OaN}a@y7G4wVw67_mvdRZ&GxIm$q&v-9{f+-?(8KyRjV6zj#q83Q{=DOS({tgnVT5wcDQa!GqJK1<`?Hb za%i`)ot-sJLO{UczaQYYvNaMoy5d46F0#h@!ettT!g7`TyX>V*oC$^UJb-%Uq}t7} zA%^2kR&{#WkFMD1e;)s{;xDBadmlWo`-8ilb=jtM@+r(MvD@z-?wH7FAGbHJhhiyI(Z{2Gxl_6OXw}sn!jf$amzrSO zp;Gp}cnS*Tvx;TP#$R7i9!LE~zEIlppD&jG55IV;ZqSi!^ZL@Ez=@6=T3@+ATL0&F zf8W`uwkb%)qtLV|fk#nM@y7f-IW7NLPO25X#`6T{1^#Go$Q=Gz1NNS=3}p6>4% z9ZkJn5s)LnO35C?!=6~<@cHes4IC0`EqX4=^YioFeSL8f_JhVBAOG22=$2RUwLRB9 zk@M!~W$HzFHXGpKc{p5pAWYSmo`14yj3qV@D@zjxSaC2KQXniUTV5yFAEC`!((Y7cO;kD z-P;>0FBEte;ODVXyK-%71Ghs(LFG5`Li3lp;tYo9rf zSBZs3L^d|6Io-VZvAFp8g(+R%;m!hW`@zP#5D_ywW^z`p#4bvSCM{! z^Q4NMU3zoU<>xP79>^QxRgLXW&g%3Hr5ABL65!;+;x11a*y>TO;1kRU#Q232{?0Y^Xl<+?>=D4 z<@)`vNuja*^YAH;wp;L*Y!J&e!L(Q zDr#}?JFWB)hZ(=CcHp(U>$e*O@avimHYc0q=jUGxm$0uK>!}zXtO^z`yCAfBq|NlMb6jm*!CS8WjM zxZ>*SdNEk&dL`C|;YKcLb3UI(k3@ZkIK|6czZh1BiD&jr4AWaIW#SYgMfaZbK2ld# z_v>P`Dv?;n(azov_qUX?8)EHT$$Gde&v8_gk>@COz1&X_t36iv`MKWl8W~4tPBHV= zE9V~VGQp&JM@B{tv}YuWyU*W@D63CUPdr|OO?6nF*_<36V9}ob>BEN)K~Yh=zcHC+ zTAAi1qUNoim8=$KCwohGS{)_V#TM@!&gyb-X2itA1YIq@8~pluMaZpNlm-m&_;i;C zy?SP5adFP7p~%By%cf0N^9nm%MhlMn^thh=k;`^1uP-uhBZoxL+3TbY)Q3> zRgARs7L2v(DpZ($`fYwZ&A4vQ-cL!|S=Cp$tcn&gpImboYQ3th8PuZs2u~Z_TNS!f zMn-1KAAekta2PUn80j$4?CY<49;;vE-Wy_;BB-aQw@*l@zQd-B!(nMIRLn|rn4Tqu zUll=|iM8!1kM&qu+&H&W+%{&-nl(1FOY14wN7G46nP}3~k9VFNH0{X#aox(S`0fU+ z*Vpc^V&P1}!YlYux^u9zAP;kugqPlSQ<9gLSL@Aod&T zREid+LQkDKb<}Ovu3%|#PAk_g{zg^E3kNkgoH zp{%T|ir2Qo=`PcjQa?Zco%`kPPF60iRNUqif=w1?JxtoFB}Lb?IVqTIWvPXUhOz1C zmi>{g(J8ulgAIx@O}dVZ>zW>|udW_cjrGR5PyBl|i|Opdzzzw!m(q(r4XO1L0}UeP ztw&a_Skd2R6zR|H&!@@XLJNNKeJ&)2l^H8!s4^J@O9?4ehNA zey(j*pw4VbZK)FLIz(+xGxTiFvP%8_-TL89F@@mZ;2n|HP^AL+QPtgO64+BJL6-n|(Z6Sv7GP4X?L`_HQ!;WG={Y{AO)-US24h zzH41d=OYeDZ%zwJC z$TqW+@}{Ng&Ok10K!pabpn|^I+tOFwQnqZ}dj0FSZ^MIAgH07HR!rGug;Z@@LNc^Qp2jJz3Iu;-w9ZCcI_e#aGFEL(Bnentj~d zAJ*?WR?A7_CW z90f0rjgJk)MGodNQ)tG|{QQ`oZ^kKv*CW3ql8}Ly$^5AhaXdaKh<%umr@1sg?!%z1 z+OXqVR>8KzS_k;}BoA>x*!)oBwH(_t(-k0llQ5 zA#(<;M#}d=uQP_sA4%>xl0(Z#5QD*J0 z#A#JM$4|NZF-%Ev9b9m}Hr`9!_-)Yo@cd8bn!2f;!%Ha5HUBH zdD6thM8a_-tbwNU=7xOUOcD!+1h<%&n0mZQNlNF;^EkO?<(?Y6aN8RrdaP8QQuSxc zYSt#EUhVJ*;E?ay46`XD))XvGxA`AsWPZ5Krl;<1*g4p4mg=u|v_-Yr{xSWEh4@k) z5^;#o^#`0D^EL>?zXBv~oh0oxdq7A?#kVm*ozH%>Q}=S_d z`zLa+XJqB%@?sWxd5pSPj(Bb``c6dUcA(szHKSi*D>6YBV6-S zAk+S5gv&@>zSDU6jjA04VVAONPdmgLr^JOB-oJP6K&@z^dSYxDmxm6bSN7BhBN6Mz z6eBYG`EM3;d&``jZ4BFr!_GfS*fOlYoFa5&w*R@$MD1yow!v;4AMpYM3MJ6TrFL1= zirE^E#l65;1XVon@}eCmY7A(t5OEl~wB4{V&(SJQ_j{IkTeQ=7FVz<~>}68Yp{g+P zhLmb7xqV(G(Li|@d~@xY`w;NK7&^aXdkbdHrLH?YJ;KPapo<>X&24;kD2ujZ)23%w zq0Df{&bqqi=Q+w1!;aZd(|*p)F)M?GS0*qA2I6;Gk9jd>v0HyJwjO`YutHAp zG_V%Fef!RlCGiVGcNMr~VQpNU4hz#@WOX`MST1;P7am%4aCFqfjVBRWB^K)T7LBW@ zrMjHVaw*;*_7d1FMA|L4m}$K@KEJTQ6aO}qP({`qI}$LAm$*FU(<}>TZsgHdKKSbV z;QoDOC8fvv!@Xc?ut?)F9sj}m}DIvIZizl6(gVn>RW+=0RDg-ZM1{`H$yw)Hd6Gqq=@ z?if5w1jr-&O62DED@_UNas@8a8u)FysiDgV>k9g=Kkn>P2s=O>tbgH!d46sb>87!o zg|pGVMK=zyVGwAs1$@ao*&V;#0LmcZJYfucpoC?re&tFOp`I_~0!?e9PC9?Rzke;y zB7mWa7n?vc!?7!QHJ2-S*7|tWxQP-r{eA?fW?Z>%!pW*|CN@OODh0{g?DN~d60|ZB zzJC3hZu9Nj!oqY{JHX1>vig_GdkJO&I8g%;-MVSh6QJn3Hw$G)|s8IXhM%z(Xa`OsvcGIkKGb_s{RjD=Ql@ zv*cGSx(XTmDI<(LGhkK;r?D7|kPMl{pQnA@yvF1N3Sz+Y5^TPe?l@*0g?#^9HBMmw zS*vNVDG>xUUdJcy*EVaZs*--^UzZ?v@*IGY?Qe{Hkm0Y-eTfF8@{K9ubh(K1 zh^(%es#jpkD2j`V!y=FMk)FMPwCap?xoePhYLbVGjSdq-0fN(VS{d+CK;8r#^Bgt57tN{?>dMu0=U|j^p5S?Nx zE(}E1KJ17I#jLNJ264H1Fd*&gGD_ezP_sB(KI#K)>^*vojJ)c@U;A1oscdp4KjSV^kCJWbgU* zK|qvZu-_)j@|U}yDa4y}=I8vFo)%kNT#VI7*1Cb~_JRRA9xIg#zfr|*2$*65)NV>> z$G4uI>j%|dUYVU5HVZvi*>=>dl>Lpzk~?4+*Ou+uO^!=RRf)9d7$T3E11Stya|(n- zn+~^Uob$b$=a6i{NHZ+E2q1J3YxarXsGk|KeQ9xVab=`T*Rvs@BVk6ay)fZ;NRIm? zB-$s2+8UBBzbQ@WbnJ370*JjvxI4zI3i`?FM z&ev(+Mc}TlJA|&?i@%f>{bOR{=#wW;VlC*IH>QT#oH!L9Mc-ts%hfgXZhLk0Zvt@1 zBava)u;b{f&}x2R;fD1)MJxaD^xO#z%Q407-BB}f49|7$?f9M~mbf2VrzZX0NblQM z3Xr>#i;GJ&SxclLRbOTtvIe`M_kAB9G4gB~rcFW^+Hpt=xw**$yS+l_RzW&TS9@U6tU4(H^ee6GLbZKEthrBJMuSFLA{B0B;^Okm2* zijk|14NxHc^Yd>c1(Xze_#FaftHtD{VmZ_zM%}rGBtXeN<;@|f0S4X7A~UZPGbav! zQ=B`{5LbcCf=?c*cYEF~i5<5%*R^E&^}~JcK8n)E?A08UTYP6;$olVEHFI#SK+*i` zOk@gCi*|@ZrvZRlAfJHJM!B9JEo(|OZ+oq;nfvZN%TXg_~^+q!dSVoVG- zP(KwxulY@lw3%3(D1~xBhZ{OA{`gTk{{E$Bo>+4NPmDk0i$}*TI`c0h;rkaA6@fNp zS~3O)ACIZ$*j}Gxw$wCT{k&)EguR@sZ2f5#sTcrnV48>Qg3%uhPyaAu5$9jkCc|Vmt+^P9_Q#oz0w5*KHMvZbS zkzN0BM;z~JG>4(mf7fO;79>eUe^ zC#QJVnK8mA3Kyp6r=&9LcZ-T@d@Fs}@b2%`x*X+OzkGbMcZZl|$JQT)BQJt*f9biQ zH>bKRi`*B6I{B6_U#^y6sy^9YcbaVM*Kgi%L^R~uo8eYu(+`MhV*S!1-f(43jdrDa za=Bk3(yot>4=_z5Vp#!}wL)B5g}kMV!u({5eu74F$f?t(Cz+{5+itp?{ZcU9sfxV} zVe>h5qA~Q3mCkzAEPq#XLTh`S7>XhL@vSToVQy?{N&}lz#OCXn>o;ylm?M4`U_l2W zcI*Zi!C%RN*eQWuo@O91D}%BHLe&D>pKLYs5$8DR0cM$tF(7dgqD_WXmvqZg@ojV3 zcyATaGoa$}d3bn`Wd#Mc5!d+gssJGZZeyhh(<$cebrTyu3CV- zmtMWq5bMj${r=_Kw{NeO5Zebv@&ZdwVIPJM{0QtEIOSpT`T50(q?aYfLBg;LVfHQh~jSy@>mqR76kKJC$8`={GXPvBtPb5HEeWGEIozyuDz9=p(OZi47x zpsJaC+OMws1(_jCp<)_Kkcrs|z;yr#o*7*|g#{}$A!u97XM$SC8fgLa$AAlfcPTkn}rKn}cOJp=t zEY{ii@fr*JEK5cLvTg#fhBG9qNrYmizouSYXMszG>x`{-fxgFrIu^TT$%Cx~gM+t2 zRqs?mup}dp2%(Uzpo)m-n95p$-Jl8dV@-vK(_$^NzpR3~OT{a`X<7h?Q+px1l>vE_ z=mP`+lJ&3eHtCNih(&Cc^Cgld0+(c17s@O0(1cX+FGo4GDovYh^JZVO1z?79#Cz~!g^E5Xfy;hd)t^bXY>1&g?H(CP>GD`2 z>nc#Upr;~`@KaMn-y4-d&p0F2&{SvdFwTf7@t05-VswztHAPf)@5aF?9 zaba!}>9EhmJNy0i-E2fQd~yu{QO%fsQC9X~{cI`w77h*zfDV_s8or18Q}Y|Q3w>a1 zqMtjdpM_l>1klx^J&ID+K0dz0KlbDu_pN;V=jmO|Wo2cdfcWgxUd&x)vJ5yJ6gqq6 z4ensT?sh4wcehuTHZ(NY4b+!_snGpVUun7^L}YsCIveL)mlme06lE6FE}YlMZ%)y5 zxjcH_w-VDKFzW=hR>-#!8iasJ5sx}bJXAS3zKLPW&iu9uLbTpW-U*Aq6-fIEU2&ua z!5s|ztW)m*k&XF%Da;Uz_nhwlB0Xaks3I5-6@nT|$fmvLTK&T%9jl>u1Y_Mw&Uej2 zi6YpBAi!PXwjZu~pd=&$#3f)o#Kt)%vovpL+W7J+Bg)2uqaXYF8k7edW_}O0 z!3*p}oTLFEACJ_poeq!mSj6)gmU^dYFa7-HL%hhTLr> zjgWzfmbZEHW^-mIVgls+OKI;jQ=q;hh_2Vy<+iZ0s(o&?>52A|3`3nF5(JNjnhU6WJ?+xaNX9(T zyQ9ypo0*&AA#m-QHOj#Igi9k&SA|Qqq>O+_G(rWwbN6mJ(u!E;&F6(bzpjhx`%0n$}W07@4$dMn;5yC1_`*APlRe=!i?re=n8*8`j-b$}SK5 z(wvcsz_>9@;%P(EcQ9Q-g)HVsJve#jxsP-`q`^3|l$>+!?(VV|FZyvG)=DQM;EU-) z9b@9{Z!G;-g*MLaqy$qPF3AV|o^ZwCAjhHBXC%pD+dO#msQLY!b>k1k1waRyfU&qC zVio-S>b0>)KIEt}a_z3EH&@;*XSmM|qbi)C?J?3JE+29HGT?SSUuyo>iKS@3j*ZFY zPQk)Pk1Pu&H85u%Aya`arp@`woJSG1DTiic(faBn80j1Gwm?s$X5%o)-Dg`kbz`Q5Hfm5cDGDb??4?ohB_$>7+VYkbP4bY4*A^{2w2_V+vc7nz2-a!3 zG!V85ky7wpv$waF0fC0$N_Ln!@Gd6@ds|Dxn_!zqQMV>~6qrEnKx}9_Xxs5`4*Ntz z)Cu~_Xwl;Xzc_pLY`k`sWqXlFQSlh4{uxPq=+JmU&PI?YnoE^^&!-)UAtBV zJUkssN;@2yMVr?4x#>|WNqzCrzpC{DySuMRE&lwLIo*qAA4Gb3l5=I%C1^d*PJ0dl zpsS*uO7Ih6(qO1n;ivHqc0<-}+itYT@j&82DTIjO7*lg*+{NHMm=$f!u5~i{fJ(kk zpOTG2Pt$GnpMvZ|_8a07>#ki%i1CucnXZBaCjiaqA$;1l7yJYRYC@AOXF~R4rt`hNwy@qmMz6rREqN4J)LYO&H=HIN zh#HWQrr5!QvX+*XV`F2lo3x>66U#wf#1^;N3FQ+fZb{E{Z^>K8GHX%5G-uHDNV-Oi zu`Ol5tL;WZth_~9Hz}F`lrq1&)dYtvO^z>>h0Wk4?4j_`r=P6bZs->j)c-xgy0E{$ zf4L9alW$16GY)JuA3xSYO%QSYX^rWxG6@F<*1mlCa>$XZx4D_e#H$S+K76PS{s0`n z&En%Bd4!0&rR;fhC6qFN#J|-haBbbnqp#m}n{!Xf74ClPL0B-Fg=>!Q{eHyD0Na=rvh%AWYbIgD5gme|*IVge>K7;TXG+GGhDXF#fk`#c|M#egU zv%u*Hn=hclp1_FILC1TBoNhAFU+19Tj`Z~c3YaEp)^&cosuT5c0`XXM#0fIi;qKs& znQJ!?O^7GTa7|tUg)g6<_ep@>zR})sxcvpG6Qb(fi~?pdM6yp^UHbo)kvRrgc8XpE zU}-?YorJzQ2wL4(`|R}aAmjplqyQC64JqnDK|TPU1YG5KQwq+Dty{J{zjyEVg0XTw zQt9P3TOR7`8%=1M@Qq3(R00V;0h(@&nEPJL!UURmGc4R^<30meX_Due2GXDf6l!2# z;P>Ro)x>E)J2SvQV)-~~Kd43|VuS%rTU*qDFerI6dt>F{dznwWdfuMJ@=XG>M1&x z@of_jjs4tk787OrMhq=0JNrvKHc=OyO2Z-{c*bMV5T$%rjy^L|Fs|Y4NBSsp0xkT zc~0UNX#{Q1KGlR2EH%|?=o@1c;Z*8S)s&)39}ukxmyCm2OqORZ;;jfqb>-^Si75Rm zc=T&SIgM2aPap&pps5kumy{^;mICL=IDyRVka5oklZnBCF+u%Q_QHi)R{pX zm}01)e;>7IKZ^Xh?WfcLxJDxc)mVIliCx=7$OF*nON^a_ZTCGeJ>%-Y#*=@qYOB@+ zk`FJn^seJ@?07~nGqz)%p4+54q&`*R0BE2~!%Y!|M?yr>a|WaF4+%*C@?Zkl1oHBNNa~?)s6cEr%}bs8Yc;2mj*dU5v8AZ1*v=fbelW&ZC)HcV%4?rzRVgeit-aw*Iz47E3G5YWqfEOZs7V-W1J zPRvydI5*}y(Vhken`kzp7!QUr{5>qpEo}6CO1(h-_uE8FB+9UE0UQMFq}mRyv(wOf zJA4dl)~>Z}b##|rm{8sODMjvzhDJaRW{xA*88>TgOx5p-iH&V<20bKIum2S9y%1~K z?A1Bpc(HMG6f>$06D(z?A;WChyxD*NU$zFKuUcEbV$6b5@1XXgPU3LvE=&)e_D}aK zif;2N*(G83F_S-we*_|;m~Z9nmFtF@J-})mm_A%GmPA~I;x+V$2^*TA@7l%^DTrRr z@(ijokO0*445^BWVw*N?ibWRfMRdxXBz*J9wFr+zCwgw!xG-WJJ(m>a_4V}$CP&b{ zrd@_rS#m7vyE+Kxa0--d@RNDUQ+3cZ%nOL?Q2rcLEj zj@4#5c@7qNmVx4B1%_oC=@LexY;1*k)sHNIsGtvnm{>5!2EV#r^~UpJC{QK2q8%6! zVTn9wKpq2y4Z+^7mTV}S4vfp-S+u>MT(RRf&Xrd!El$hq{ggjDn7Hw}c;7K24Y3+r9J*lc;6`hNGba`Wb*A)haWw5He#hgNZfVn*^j(sH+1U))Dc4R zq5a&Yc;Uhk-%1qjf~_vD^rsEsR{IVd_-NjdU1w5oThA=#lT+lUQJcl38IWpks0Izg zD1wAy3H0RDaJm0{XE)l($cK4@Sk=VHIwJx;>K472!i=Vh8O|dfi>`Tnh&}XkzVR^T zFlO2GZod0DJKJ8eF!ZLTz3G$FsQ8kbNEt!Ukf$s>TCfF(-_D^+zrMcyBJ??L?l(7o zeD&^7P|>B27TOYfl5=?=%q?Vzuni=Yz``^VUrZMIu6J9BOTV4(^tyz*;_R~1m! zL-=Rnfzx!S=hyW#l`MSokr72;7RE3LW1Wc*9qY&VxbW4hS2IU%i$CI&G9@%sax~x2 z`%{67D+-2?OT2$fO^G792%@|uN>Xg`baI$>Eq{lPU}*=$q}~8+%d~}X#063{K}E!( zuK~u0$`BF0mT#p^cedH-_#xbwf)@~ctjk6x8V`|FU`N{(G5&F{k4~dBw(}+9!?%1h z?6aXr{c?b$4uRRJB2*+_hh^go>QoBa2gb(0lRrYkNO8P{AVpk`nxjbfq?~SX_>j0w z7$7l9UG1{9uaiAStf$PzP@O3&e2rBQ3^k~=G zO~U}32km^dz`@Cx0xTjSb$&*-#c80cs7N=fBFs&1$joLj?fSKA{YcvhdIh;)Df~_! z2C$NN;l03GPPGU}P0-?>ZosDMlts8ZpQEJKx>)FEI0OI8)@|Ej@uuQ_x~)BLpvO2! zDe(775fg-^WpnC!Ab3*2B!WDWWrc+P$jC^h-db@Ir(nBTmE;@qE0zme)JFY990gMP z;w>%6tp`4}t8_w+$S|&Z-z?$;IYxrk>&*~x<>jBxH^a1{8aI&cSy}Rt>2~UMX0!lu z*TBF4N*rm370?45#T)q^OyA!HEU@us%7FDE|_|uVLp^P8wDw~li0uJh{m6!DN z@lh;%-XsQ1jueXjW|4kLY>$w;(vfkwAq=(nwxt=KKYRW>^Zx#bT3;SHvS8d$z9N*O z2Q`jYkswcr7_<;6mrRn(h|7S`h#S>mCTw}v7P=|~rht{0c(Yn~DOphrg1D8S7%82( ztig6ruToSX9cGLT+l9`6)Z4V5R(joO2|t1mfuErG8tu|=-FUjds9!-20IWYKaivLJ{y3Skpf3|?3gh|Ugho5Zi1YYc5vhUGwwK{UBlD9ET^d zVZ^V#sP9u^76s(tdXL?k0Zw`0c7c`>`12z4Xb{}}8bvUY+iIB85eo_E}D9*`c z6`x+!J9THKaBid_-K62DZTE!*NQRl(iu``#T76S17geAPu@LVkgz$cAE(_cZMkEUl z{hP_M&CI4Y@$%8!>WZG@)2`yvLp1>BzkF^|f3M8x4HpOcBD$sAHCngb{i5%y@4Y`3 zK-4PWXNT#dy}j?3e7u|#%d4xKF)t}FfyfbeO`hZU{G6UZDYOc;LRTkGv!bXzx$=b_ zl3g%kliE_UevuyH9nrY}qEk^CtO^o59UmW`c}6PLMrG}u)Ru|&)8D+Fbj_V1jOD`? zMPvBM2;oE3dMMpeIbX3G%b4YtP({Kr%r`^QEc`v=qo?45$mNBbr$l>UG@w_K>)F46~NJ+InZ;9soj+ z;6+t=>bJ+j!0u1D?fYv_5(N{XIPTW1TRK)($!np6M;yIzJ#2&nPGAbnAWz=0T^Dn0 zA=0WNI}Noh3+*g;^sB(D(TiYnQ>N%K)H=vH!|p-;Nm(!5fDmU9_$nSdH!VY-<6n0Qp8%C?~_re zNG+JsqN>2_iMnnAcF(UFD0Iyk4s2ex+KH^ZJyJhDY=KM1Myv0AjC2;uyRd6}j6zA7 z_1d+V(*^6g-qu*Hta#$@{{m@9o>Xa3RCoc9N)!aL%wTEJj52wGA}AaySH(OBW^Ctd zVqWQveCEvwAD!3ptVjd)gz>0vwzv_M%|y7ChzI5%T0mfK9!=Lnz~sI>DtO47H;Pp2 zfXq=4)gpBr^)!RCgwn$p>O7p$vMa^QOZAO5BE0lEV?>5I}@wRESwCa z@(Hqf5!p-$bxjBo&rsW?0=<(`C;wbQ!b`n|FqeA*^WGmfZQc5UuxjEIL%y6KE~#WT zR8Ub2lJr(oVkaUFSnL_p#Z@7L;Il?^n?^~3utTY4xm)k*6)ReOL(s{A=9&QlXJy!9 z;^GLm%^WD=*Fe>Zq<9F3bRSM+<|d>PQs4)GPQ+Rqo1APyIl$uY5!rfDo5a5D{8BbX zvIrhpX^OjI1@A>N{0&2q0Va_+%azV;?57>^m06sv;C z0HPUt{x~v{{cR&r%%F-@PA{$06x|F2M;d)zyX>tHv0{B%}p{{T(aOov4r}fhV8WPlXy!Fii{S0 zr(e7OIOyHn-!U}}5khi8=qF@oIE<}8{* zji&kYs-6R&e+F$RxS~+L8-kk}x{OHi0TwQ!EP0*##QzI!N!*B;_K2z*M}^shg{<)! z$aX1szdWw@sLC4h378|*Le*P{@%Hxin)T(=?Qp3_E^msJ--+$!;=n}7#8B)?V@X6R zUV{m==g{Jz9F|I)VdZ|j#I6ZZO)XL5F!3)WYipAJ157wH`##q!TH4;TYyl{4!Y|so zYS6BiWGUhWK}!k|Kw6vuG@5bI44BzO&;X|NZ3vUF2#*>u`wn*GywOO};e~E`YGytU zlKa|;U>Q_oNkfA#QSzwG^zdq#{lu?`7-G@G#)OXKhroV%xj#+5=MvNg{CxP4I6r^2 ziBDSCyFY2?9;AZYpiPPNHMKGf$X-F6QG(;y()%`B;viVN^xwp zkaXusQ&P5BdPG8qOXYdv3+ zwt>!m{#|QYVIacAA9v@=sXPi(E+@_bdM;Lh=aUpHT_OP%j8{u4coaB@x@oyXQ6-K# z#6@wAnVjA9N@{nt)fd6iV;uGpePw~`o(7@vbr42&qMsDgAmv(2(lgBVqpuA~yx7tM zfu=^RTF&O%Loujdr$}EB!z>$>b>gChB7D$yVcQ4T9PLmzz;!A_PoJ`cv62+&B?@Ye zc|z2Ra316(pC&}QVOt*2vnqJcmm4n)H~UIwcWNIHyY(Xo#b3U^IFM!58H{{8 z2qD@*^&lKArr5oJ*RRaZ@*P6ImZqy~KBFK}e9SDPAZVJ~s1Hc}?8fO0`a?75|FgZf zfCA3b5(8fAtd`rx0P&!-q&*0=l8yl5KJSn2-5;MUXLyW^j_OAl@?9k96>|~qGLlpF zWh!c%7fX=0C1g180$lJbE_ zk3d_NSr`lwkX}3o{xqrzA$9k>np;qahuhwijW}=`*$_JkaiAjWMH)@_VGR<~!-EG8 zUNaY6k=_O&g3^M7MvGZw(&suif%zed4}dSc%HttwCVH1%%P$KKCDI@Bh<_GQHQ}1zPxP0VJ&%!@29+;hHq~XAzxwTj;W3;d8`}19R(4r*qIw zBf1W@7_2? z2eV`5Tv)J(Spce1&J+DtwH@&y$RFwsU2=G?iBJ0@4;(piq=mQ3dNOJy2b%>7II&%ysnvXHcR^7;9f*=m@1J z(ll};9QUUQv%(H0bkUR3`2xWyWI7NB&~bU1+yYxLh?y?y3(t%u!*#sM8Epe3>El`D z$gCu;6GG}zMU|xaZff1&nYs9orUz8}1QQae$GIX`%5n-P=ijk+400jvQ zM)TA~?BO>SQAzXZR$ZOV&$|JCG*nc4iE9B>-(w56-ChhJ)dPF@`i0PtY^LHT1!~jd5hd|T-$DbOUhllm@FOjAO5Kles-)NHq z4d>zHD@5phfr9pB0?{B{k~mK|Z?)uT<@n4>H${?b_FW8$LJ5@kz)APqwnLY$v>0$- z_PDrV&6+yW>I>Bx7KB8gJ_YS)0u{i)Nt0d^iT|WpjA}LU7>O8sxOZw{b9)SR3)*!1 zp@L?a#hbRhesS1|@51d)$oiloS{S*6@<4%9Vu8aY?`$?iPckuzQkw%Ri0uq@xZ0^< zI!VS=5mJ)q;+PQ5#y}I-`bbV6C(1P1r1*(auphD*@#v9?ZBW;O0jcJYf-_-Ps74vX zLld|#;}}03RrLM+I^wt;DV(#Uv#%gMyLzra&gQ+dgj5}m+M^i+tjzdYas#6GV=x}v zyQhTe=8c+&!w5_TC>}b@kt!K^c--WGprG;+EM!F28N`~&oa^$yW+PrIg6oJ43m6=T zT;Bv7&bj}Y=TPor0xE$|;tAS?-Zg+ZY6gF8EOc|pt9gj;^oaKmt64qM{4$6O6>gn6 zkeiVsac(EGX26e_7#<}!$n6FjdFdI!-%yNre2s(a8O$BI@YfNyIws4k>=8!@tOW=X z;g7^$fla`|u8ZAdmr|e-{rtH-g5OIZ*D*Nrz#&2VxZXf2IX9lPqm_swjU&0ca#z|d}@sq#WlBZ(kY6|LB4l)uQP{K%i z(LTk9Bt&!4crXhsHT`PwDw1*?{(euI#T`3rezj^MfSEu{A~rJ8-<~%bjOR=zRc@m9 zL0}{94C(prr!CrEpGDCvzrRx@d-+!S%^%rcyG5%)1WS|j3fhmFHCIBl4MBe#X%ybF zbElc+expHu`~s`7M~?i}Cx%$2q&PrYoM9<#aK)xx83G$Q)9xBXPf;K}G1Az3=ujm# za$`P9wEIveg7^<;D33WI4S-N^g#b{6P&9rejz)*Vw8&#N?>iv->^pL#7BWRBMm3ly z&lg^YMpUpHf}UByvtkJ8_#srg9P|%g#M@dlM0MNq+v+`C7w4)4`#CD$fbUT5fMT9wqXt^#t8v3 zT?^Y)Urop0Sb=fuEc&8VsEFAOq8ClDvNTfkP zbM5lQfi%4^dCg0;(;EzvRJT)wWELi#S}?%!EVzR~+awwtr)FM*ia|q{qqANXpQ|1o z=kE)VSz0Oy4m07TaiV(ot7jad*bTIoZB*^p{&dczVP?$PY91iG5;b*stlfurwKeP4 zABE5(j5^G#(6uO8x;4Xzfc9LU<74*(W3RMmDF;FCj7Q54S*b{C!q789ibVowyZVY) zh>Mz(YBF5}+|bBaiG<8CC5VYo1(ku&W(aa)NH`^_&4@qjLv>IHJoi<&Cw%73`3PS7 z_UXb$&lq;g4 zt>=QAoG=nU>18;A!W6MMo;iO$6u_q2nSr5eIOp4j;&g+pp|=xaCb~iFf3-iLOM+}r z0*z0Hl^$DM3R^mcIvJT+xCoAty@N}sC8&Km4${~QIGj`ZWN+%|OBDD-$PLkBkvY9E z9!Edkg$@{b>>IMq<57KeLeMwwI$bl3azzkils313eAI(xO7AEBT@tis$HP?zdPsGQ zXxQzqt`_qwjIp2>AjZq#`e+XK78IOU=9_hDw{`NQRRymRXc_E$uElf2-HvTo>Q}p zXu*EU=P@)+u-?A2j*W0!f{9gBRn-fe?Fmm-=v!Q&bGRrz8eY^yJk&PDBi1my+M8mc zBJ832(AxfXT9z{a5C|`3pb^-^qmdXuiZcYJx-e=agh{H?=VC!oX4vW>n zg9j6W_M9>y0VuRWTr5x`PMosa@xR>>|J!LVN-v?=?1#w!;tM%Mg<^dN<3rK;acG;| zUz{tcA^RaK0S+a7G~^#ZlXoXfLh-qg1cf5FNBKXaHFFK+gz}XT5z5=GR>1xa9!2Dg130FN zNk491UNXpCJUAodceAT^Zz!NsbT^ ziMVG#9(Zb2EC8=6A?Kyr_Q*Qjyi^novn>&iKS&Ab0&wPIZX$7# z6Kcq*3RoH221J)p4ji` zyF=#x>KF_+avYuqu#?$wzR{QU4Gk9dD2ORCAl-oC_=CTa?oVPZ za-avpC(@Aet$M_h7#oP@3(r=DNdqxn<{|}7Ah*$_Mq@)QeYw#G*X6*EZWTVNER|XZ znvLTnB1Z-9-o1MeJgCbVUe^b(`@=b7em|X?h*YKQz`L!PmWY4Z8 z5jC~6w4PXOq1=i-gSMUQ!R>~2WgL$EV7d*!QYkQ^tD~aVNX#~9xoaCF+A`dYr1VHo zIFuVEKzaZ->GL5Q74H5QF!P-zL6#gRgN4q=!_yOONIW{Eag%tP2>K!(qnB`Y5+|-X z-OI~M6-%1v66B$AU`90dt34jY7>qH{RazlZIvIgh7p1XqcqwABR)0}BXrerqtyTsR zqn!yBdM2$7xr15{l_v>n*9@CEa98mixJ$*T^;oaQS%v>Lk|ZCG8zDPJOl&SykT^$G zR8%HVBVuhMt3sBn3Y|%!nYqEc6>`ibni!O+^^nKyAiy!9<+OnN!9^w__5JN{&fQPW z6W^)l$Pes@*Y@g9vr3NrY!i7Q%Vb9lc;Ie0#7Ie9eLNBumqnS>9QtD zFp5+>)ZbQbRKub^YT9^!R7p3kxqcFM@iT;>9PUNvKOiBYMf{Yc*$Ahn5Wkr-5^xjb z7=s-3&(LFiV*pz`U*kVGW8*`LWwp;rw&tfvWtuR7?P()h?EW@89ExQ1e;$ZX+H4!f z21G=+g%ch%%6KeC_^G?2&(Bsv`6u=(RM3v4kH|KsOo`icf#_y->-Yj~ktTA|$%+NY zmeDnyW#e8y+|%;{UXaTkXzBhdq6;F@c0+W|Wy`e}2?N$W<#uv$k@TDS`Lh*WTfG{i z^A=l6ehoc>=B>oe|CEMYp3%PW^)R_ z5Dg%Dg*GjKtXCIGJ`7*Hvv#Yw%<}F7sP|(9xl!qS>&0bm9m{KxM4Rx)>dg=ib(rBr z$XsRvz^Bzf~8&#GQY%s}8_(xOo(+jYh=YtZRl_P zM*9l4%%ZE$AZrn#{Vc(ty#`j`!tM)`nx0(e+-C>&!^Sm$a|;f?wpdP4^1FauLd^m& zZX&H+ZTvwDa@)Ml67Z5dK0WOiVh3}GWcrbsAi=#Y8iV=3u<@`Gkj7sQ-}3`q0YgMY zBkB*7M2qVPoTP4y;F1KYcfl8e_C6}9d00$hkl=_O@_KaG6Um3WEJi;!+oXAI0y)@4 zJuv|A)WT7Ls9C5|i=EJim4=m#EsjSnptZTAtc<8{L~$S18~gY4D0h%2#|k7ZJ*0YV z|NZkxLYcI3Y+sN@DfAA$5BMyrf@DJU*a8@P4(b=?C#c0o<5?3S>=2VDn4Wr^0*6IM zwlV|~4QvAe-dH3&Le7a=LNo)!4kq>z6t5@5DF_Tt&gz*(p_CNi2zf>zZ$eVA!^vlE zvjcINn>vu86NwR)xGI5nf3>WmZ2$-B1iDreogY^z09t~J-w)$~4!|TZ`+kh12CUFW zaj=r>>IZUgL86tKn@S`KZWF8n(pmsV1+k$dO2TYKdWC)!o)K!Hj+^2mgfg2?Gvu1D z&BC@qR2ovxK`&wf>}b#~Nek!jls+qc1tsbuJB5-WL^@j8+&|!`j{h4}4E@!LQ*BV4Q=tr7EPFo>$2z9fv}f+>Z3Ail&9}O5vIy zY(DW1I3SBp6^z}pZyE=20SD8Q=a6r~j_t{TI!~@)7z`b~0eq^a*;#N77q_^ZPPUAp z_hocu;!vPx#P759pxO~)4}$;A@ueeV0bv|;1E5;^*{LHZE@4GsGFoc411GIdx?RKJwdw^oe%8KA#Wxi z8QIdF4`*`kJ}GdWKt0f)T#5DMBRn67Qxh6vw#52-D+(GxX#B1%>|YPlq0Lc>te^LK zlj>be+oeU{xHz+Kc+Rs2p|hY2o8I%gwUn1&X|}}gtdSo+oIy#B@6SK+;I|68ukr4F zn;YiGJu{al%85e<+MCX?njAQu^TA#fBeN2PCLpi|Ew%{=$H7>D;#y{2~ILh zI(|GxAzX)JB|3oP&$2m^>rrGWS_nEC+qc)>UfJ9;HyU^x4S*m9CwNZ-b-a>Q44j*D-3MSf225I%J2beW&cg-n4-CtP5Lpz=%C zZ^+68Y6XtwRuChduu5!+wv%?eJXV zW4^tW|JzFr@Z#X6!2|e|?BQRX+vL)ucl=d(rJqL9EB>+%7dTzd;O|-Y7rJ4b>g!{w z!;>qh)L#^(#G8MF+yQ;u|D`PdlP@Zt{YH5;HU_8A{Qq;v2Y5GZ|N7sjVS7prUx0>3 zI$EG_6K)5xKrdHSRTV*p2l4r$--VcgaBRg;rVWam=()g@Y4S@~5OLMxb zC8>N8jg^#^sr5LU5){aSXpp4Ym*53Jcp~5;p{RmAPrhF#Kzdc{vu(b0mn=k6_%%%v z8e<>Yi}O;)rX4M?Y$z|*AMWRW3?sz953eAHERsfjZ}0V}KUZtSfd?Uv`9gC!KyA;q zc@D)Y6#%ep5RO_1taZ(6M=zqv3up8&HZ~Tbujh&ac2d2-*utvbOnPW>x(GSj0!PFI z!K%s%_o-%)PL3`4o_m1Q#XdPHI4NAVByuD>U(mO6nzpi)crisD_-My6)ZKRq{MhNStSes<8E?_79@Sp|0F_7C#Fy^G>Kt$C8 z=mLhKoMv{`2k0L~0B&O1BNYI~l$idDzn}6X7*D2v>YOUb%$xS4@eruDh*w@thB5GHS0c zRbI$SxJ)H&eFq0&SjYUS!slUEaX9OOFF7v{D2EUi(ltOz z)F@%mAeaAsxSKqq^;WVxVHMK^+_Xb0F7ZQP>1(AK+#wAaRB{Z#J{+?`&V)iYF1#^y zCm}NF->G}9_-y)ZfVW_Ntf&I_IH1AZU($^=Sn;L< zet%L_Lf>DN4ij0?3~1&K#}3LRCnu_+^uWLO;K+aCI*MeJEB^jG3$uy#Gk14#qXn## zEcJ2{3zJk-0oXJ7_w!H}7gHW06-4Om-Xa zF6F_=Q@4+f-)Shnr)aG;vVB|9GsE)7G5CcCBugl*S5b-a{<*?_TsOtK=vv(-#|OV%kr4Uy+~)*&stEw7NPR`la)pH0cR6t5&46%sUS{*wVCmX}-EO(ea& zB6TF)`}Xajma-D+z(C0#yAfxWk>^Y?c6#_|v2Q>qBt0{^{_Ey$oJ*GfhIeF^rWvAg znrG!U{e0X%=a+i3HSFOd&cJSgnnrF$&l^4eiuV1ZX>DIZo-|(w-d?gDM;MY0v7;1@FtvW>z`Rq+P4pF06sWOKFXt~w>Lw$bti?At@Ue$j!V7R zAMw*MXT>M8n5pO;Lx)8e(b>n!CevGg1BE|D-Vo6^R>9t$)v4SfX6k)FQ11&4`oq`z zISy@Vc+=Bdpzk|BAM^S1*ZY_$*283`_^tVi-+Z`O6QDWmP90mnuDMq5`h|L&H?sEE zEnmNRQS6yq;eU{7d2vE{bF5KCqRY~KR*%E?N2B~$$punYk?8`ujyb5FgpA_r(Ru#> zBgHH5&B%gp46TG~9oFm)eCC$dxh&@UvMBrxK~L6o{SLa>vhC#iw<6?y1HCOHG_d9au&_h(8CG^<&asjeSS|=AvWUO54!fhfgY(QBIir zn&`2qfKJzj>v=V1gPD9L+_YFZyl@~v1WJ3lMeOPRLcZb+FP2emRh%TFCUowBPZq!D z9qKkOx%bwh|Ht3UQlISE^Xui7{GYG}p1Byf3M03Y;FA|>mVb{?eIp}Tcj@H+z-DUy zwZhl-h#ZLIcDlRLtUpMIdjO+N&UibKW^gdW_s`UmGyg>nWR#V{$Xk{4ng+`bn|?J{ zlBU+@eDzsLxmEv&Jh6Go-S|el^MkdxVN|Q`C)Ie20qa&=@Rq-)XJgjrzXOBoZ@*#d zyU5Y{awXR4#5CG@ef=61D5$=JLec!SEmM^4o9MNtF%G!YpPZQy4-o$EU)}N-T&niy z?c0C(5cd9zMBo?R|E^@AU!Rg7w^NsW!1~7(z#8BA?dij^oBmgEUmlm^zP|fpDpRJ2 zXrd@73uQ=?p)@MZ8cmHfDk&Nau~s5pC7P5b&7`@=uricHBPA8mq%u^7ROh;1md)P# zcRuHQ&L8Lf?ES&&?R}r;`+UFmaNXB^-EYeDA)#$H`MDW8E@qg2V#tmE{N;ZaRT2d0 z2U+Us*n2-s8&1BUpxu-CMw@VtI`&UW{#(GkEhJ*e)+M!@Tr*Q*@isAc)yF3upm^Jov_hDP!WE$AU(qm6 z`U_N31~`pCNB61#+Z9GTpNZx@3sZf!rx%Db(OyVh1dVDAT|?i#@ywai;Wk&oC|w_A zR4P3av;&~ktHqzUuUb#r4pKL0^;lfFlP;3s;V;N5R0U60L|j_B+HnX}I<)pCz{^rM zC!oQrA(Y)hW5)<=!#!Qp19|@ZWvV_kYX4i10H1mv*be9(Bp!ppK}F6m?q3fn9hGm< zBH2Zu3jnBeWag?YB>&c-5gM68-f(`2gJE)>nLvguH*WgAeoI8!rT#!r2bDZMHY-^X z$WVhT>hDlCj0gMD9@#09!Fti|-MCix@!;-WBq)Ss(@|ARpAC#RgHjyYugo5;fiQPiY4Z94KpOD4aT<)467^N2u(+e*)42 zk5BxyOa<8}ThtJsW->Z1zbM!sTW2F>YP#_5S?Dd|SM+&qXoK1dg{ep@14JB|_&OFBOejv^M-@x}rzCxQxDTbNq1(4{(;5PZ`^nuj*a3 z<^$Fr_#&39Tx+(Xl23fat4t3phI0+MYM${nN6warekl}#UG!rGt$Rsd3Xft-B_1i^ zb+GnJ#2-v3&d(I-_`8DB>f5*0wnbw(3s)-O{gsDdlGU&N%o~L&0(ro9vtaeT_;@_H zrDIXWm2H#x^^S?aZbi?AbypHU$C_{T_oB<;y{^h*B6HFNbp}@OSBS-mzUL2S(Mm8n z^XTR#e9|zC`&2x-KzW?VgE&vMHnZ702ouEb2)VE?@V_NzB)fGb(-`F75p%dCrK{`} z@bpq2%{e^ik=(WZR)~b~E!nkxD|~!*sNiEhu=TknDE~)zc0OkcC0=KQGvS zP_!W=QuTcu>od2y8m*qtDz>{1oYYaiDy?k8vAmVD%%1!nqBX0tLy_fo>o={j`JRf~ z)v|Bl7x(?skN@XiX2a%hv%0F<(gI{5UsV-iram!wtHtH7e+JOeY|nPtANqpf`9JmQ zi+>M-l0|mJ8~y99#D3Ww+uq+B$J`7dU)rp{BP?{^o>iq$ZaO|b16K4)>H)#iE=D`v zD4W?6y2of%IDh&ayOY5eS}rxyk)-V&@tZqj{dvnG&ocAUsIzZt|Jg?A-2bdfqeoiV zXwG`W<6l^Rl9%RWd+B8m7ykj1EGx&h!|VSH)gYiCb;&I8)t{TJ@Jl=r?2k)Kl-_YP zB^LidESusWyna<)1McEypmI#wBi%jUQqf2SwpnK}-AHQSnN#!rK@R>i=clR%!>wB- z8E|5+nIP|?_(Wb`WT(OG2=C_R-Mcg5D*(F;=c1rVXDzuR1(wEc${@u2Y0nwnRXxrAO2?2%8;SWLiAWkr~ zQN!T_mx@C)apEKL={(!-ahPpO+z~IEtXDe;gF4;ZDaOG#OPU~-ftgMe-f*lPbw8R! zL4E!txPki0hflei_fi`V)ei}v2A(YgZ;1?6iwzo!gL(@$ql=W9%Afr5Uiu(`odKl= zW%SpjcSbWp+HK3_S}%mf6&|cjaeek{{$*vWjB={5`4>``}H*Jd_zShawSJ0koa<#RnA$a2y+q50F$T!GXoKVEL+mL2({S{eSOuW*KqxShZ;Lt1Ct{KU3Y3=Gt0Ww5l0=Ru$$fx0>q@hVpwN8S+M3N9GC+j7iqWJ;9=C)GFlf;Cu zn;)xlH-E6Q(KzsFxNs8B3YGoXYWuL&cA-?vibJiqA?+flc;L(|Qlpj}8qES#1_?7SayJiXMkYmHD=LJC&TTd<4fF8+Q4C+zaA$waM_ny64S#bPC|8e zMV%~(N8@~MKL$5R&i?#AkpBM;$*0i3(82Zef)43korw!VxdTAe)m4}CO(?!y9A#jCO2t1eK+|4 z03c?f|6#$Iyw&toGgW_$+HSnv6Hqw(JS3r7N9~Z*cuG{pk{LBR^lR*vI>fmCX1MV# za_>fG{;<5q@%kSF%}9-dIloz2rN<}#^;cI_GT+lPUl!4spYDmDQ2-(>HnMK%ZDkI< z)NBNnOz?Wl{a{i7I5;$<2EE<$1BE>u-4=_o9ChN}`3gSEW&A_xPcFJ$iuWq+fm;iS z?$#>`*e297HgP_l6x`9tJWhE4x9|NOJijA*IYW^ESixtwjFT_*C%ekR{s?6la#5uI z%GkQu5+D2e^nu($=1!V-BYU&t@tuion?E?hshW&I3Mdk#qW;CZi4EQ4h2dwfkP)VH zfA=_mO?YqOB$6yRQTs*M+PPSd%^ zGXcj+=A%OMW6{RQ3sQ>&iIjqcRtUmS{KoZ%gIO>06c8M1FCB*OWpw0JAAdXpk}n`? zDj?BY{=wgV3x%e=m0O`_a`kq>ycv392oqJZz;C{PykUx6%WZ$Y71n_%8#r_(#QoxE zfA!qTSs&l-=?Jw|)ZbzZX9; zO?gBA9%{ii8m*Y#cW@6_wxFX0iy%|1N)P0Cg&*Mb_~UM=aowH$fcozs)2F++RBS>?;qCCsyX`0we?@z|wDrT;yvk!4Wg!U-lWTVip68_f zj5R)@-D1zDTy*vmem;K2LP8Uy0wyp4N`~jMTw>kx-FJr`!?)?sMx%K{ziuY-y);rr zO&1(B>LMy!J)aTX%H9G+4=c0_qW4k&sB}2$BAgd-{-MnoiQ1}&8u0Zks4Wv|SzJ!; zc{ax=F_(YETUD;Vq$A~cA0^~a7snuEj(w*1t$Sg=ZvwVfw)OlDCvjFTRaLiJUO%Y5d=_(YRLPds%qy_Dj`sLbx z_-XLG>3UiqrRJhGEcNG`5u{BhzkJ^oA>k>b#X8UepG4>cq@0j;>p_){)Q14JW z_Y`JAP|18`&lqv_6CkMA1am`jyA%bHX1PcbO4{f!k36veIVdhn%XVEw3HotTevso~ zd2$=~g@ayBas+5&bEHR|?K9+MbbLJHzX&@j_tDq;rLOMM`1N@1@m^BYHVkj2J)$=Yv%Kz@xt^u@+1oV&S3lv``Fa!Ri0pQa|%eGy2~5(2umkgth`4 zWeRpl$%#dx1GJrp;Q+S8L zc)&XyAj|xuj#HU-ryzI++i=Vr7CI7ds&Sota61CI+tVZ*V1Fq>qTFN4Lydp!;P zMZ{krZC?_{N_2ND9@1z#0%Ll235hVLfB=NE zk--ErzoNR&LL;?Y>Mj;m2J>&%d)mcyAZM>F~PYISC>P*Ym_Yx=NtaPZ;3 zP96_Vo547V%>lQ(pu1nFNDbN(}ByzS9hEdK-6Sxc&_ixl-heE#h-ABqCca&d$b)Af)4p; zL?Ew4935m)Nob`DEo!7ra_9}`6wjD3L#>iyb!doanuUY;jfV|h_;u&^Kmua`WF{jN zz&X%n0mDs#{cWhhjhslkXf+tTX;9YzVHn+F=>Lga zvsVRB@YR|x(0U0$x`I5ZaIq%+f|78|i37{j(3qEfOrsK~JbJu1w9%)7)m8Yu*=5^WIbXM^Xb3Oc>~|D4sg zqmoVbbCtA2hy9HPE-zPpS;&BA~?$88_Fh3bEyjbKuCC9 z*q7UOz{^$#|FVy-eBN2OOF%%k>BbKf<^AMIjMTdS8M=|e&@=sfln3z9VuVaIFF!gc zDzW&F2ae`utl|@wVE=B01j0m8LDb>d4s*xq`#<7PHk6aP#O{l0m+PHlQj_7!qNR6$ z??Nwi21vxe{RIV9KRFQ*<3#;JonP*#QyF&z{OYvz4QCVJ7Ti|9U?xk3pW;)T`+=$X znf*`U76B#fD8`Mszv(y3DQy1h7GX5v{aX2<18ULrqv%Ul>1+V>_IDuTv>*XU28cU$ z9(T|8@vgf&$}Hh;>80II9fRdNqQ8BcS0;bwu#B7L92Uw|@Zi7~OG{Y_BhL%W5>Fwd zk*dm{r0tooutVx%f3jJv&*^)=7H|DnMBoM%bo(Gbr)RK8q{Of>FySD0Q}&|$ z*e>mPMm^;Bgvue?qLk=n1vI97iAIDIQI8YJOWm5rA*unU zL0gDzn~a0*o_%@NaWcBrD$~Z1@%g5RavUonBDE{Ma5D|@f@6Q9GYmR#7YOx_!GWca zn3Rry(NKvLj82gbTwonMC<5li5a^-_4y2X?ILY|=@zKGnJx^9!oZi^*EQ>;KB79y4$+)+oGxj%yNAqn2!x*Qis3V!5R`J2}*s+bqZqE!a4y3ql_zjk$aF*<#P&@lRM5aA3SM zc)X<0((O9VhDEw)aKpRN^UjJx?zb2t3(rMp=prp5ND7pG@j8dZ_;_*fu6n*7EKk+P z8h%)NH5LL%o7@{@TjgeO7) zE$1FcpRGT9>E_eXp$saWthl_13wNA4apGDCg0)UkbZG^v7|BC$+Nl+2$3Vq0^8kGo zqb@MLZ+bK;oB@G>1PAWvBB@NY91t(+I}`{-=lV>m6KRhq0Rhn$t)qEQcd~H~9w`-< zr3;ZHQ^QnuFM1IurKYZY2vC{x09vRG~~ z^tNv~%E{Em6}j*J;Wi+dL05&^3zm~j|KR7ooF1lV`@9&Lf@;;DzV1DVE*v$?)FR4Yf~L^*d|V3tbhE?XoF3hZLo1hw-{zm=D6h8!a#60aW?JikywE9~3v z*1kU1VUeVPN{6XWAnrw5%lTUm8NF)Bq}uG-co zvA@3S%umlbuk@GOG5&UyHht)cG5j}YE)Z1)$4h5bQ!C1s|GJxp&Rd-Eo|{&vM>>~` zM`crg8>_M4hx0-mi~F})FLTrXhhcuxb}w!MqZ7tn(>&E*OHQX+qqg7TlTDbUCd&j* zC)A#qnq@1KTX#n=1yoquHD*gfhIN00i>b*hNdz?!lKRZNZA@T>3TO8_?q}u|B?A#bkk1NovSJvOn%}#1qlW|GWJT1fl=l4~!+Y0>N;P_6rk8+kW zfdM*qTwC4Dcg69ks4QNv_F?uqtfU#c=C<#}IT1lY@vQ}Em8&`pyEgD^D_(YRaryc( zNYU-x!#Vk;&s)2;7*s0pZo*!5?k5h>>(YvAMfHa1DSTU=M{vZ2 z%bhVX_Mb;SMIR{eED%#=0~o(C8S@Tei}{%ic^%A3Kk=?QTIHl$bDy2JNBe1uk&Z=? z3ZJgZJx{Ptj@s+~r&3bz&!h5dkomo_^L3}0b;RA={hAKD>zkZzyqz-Tq~%-@@kW_L z9PwtqXE6Kbmso1NTq`C@QFOXAJAUbN`|)&Gamy7Z^Mpo-Jy2M;RM6OP%P^|{c_zOh z9)4w^gJMd!>kJcT!SZkJA)6y#HGsCDv?UhC?R3h;Q$+tJ^*zKP7<;>Y5my6S1pl zncXN?VKg~*e)SczHRil?l5hnE#b)vblN}|;5ijv`@j#EfTyp1&kqR6shMa7C|yL;uE_(R_ww9dG0 z)F2EqesIaTxbw3+;@q@?viYjotU{^RxLnXtFrpI?2Jl|n}_MM{Azs_Oh#J<>Ob;K;(OOG z-#)ssYUcayjZAd8L4GWcfqBf6WxYu@rD_**_@ksHFV9KU>pAD(k+s}HLLa`)SpC%YytPx8 zBwbxpBNKDm=EAl4Hw+roSjqLt%NZrp1<|9q_(C<3Q~R3k%AcO4Zz@q9X*!~?RGXER z);C^W_F!OwnU{4~_P3!ynU0g$0l7`lK>Afkj#^rD-L@EcdPiGpj=+id3b4Vrwu?~-p8 zlRkZNUSoeohC$wx_DhfED5M1DHILG&;FmD!cD&vfYiX})ogi?(!l_psyYx1<(PPPl zixzDnS+`GZ_wTP5`HRH(K`~dMiOkTUfyzNL&ACNb7$Y{*R^KZAwUoP^=GzAK6R!mB zpIR(laM7@LXk*>L^@lc|8ILZ=ntW->e3oA09cqzmYT+%jaVG5G(J7+}N;Z;VTo8N9 zHMA@q&`rhHhNj_!l#ClDtgKxRruTO@7?JGC4XB3XdL$`biz{)NvTM`1v&+pja)%Pl z64m>fXBu7BwokV2>g)smDV5yXj}4rxzO*#@AZ`)xdR%IuS$|aT zH_cLga^{R|>-+nT*SZSDgHWXB;gwi%D6wF4%c-^iM(N$O$CA6yy>EhkD=Ph7x-=h} zG^R#oF8-t`i#eKQEzYE`Y7^eq=Z1fBK5s+k1T_c>8F33mSb03q8UFlU_N{Bul|18p z;aX1yhE4K1ywrAw%;HVFaOZg0&cOM5a&$r`3UO^#H2T}TbEHN1VH!8%aKz71m@uqQ z-h_{$f`J<#AsOT%4mAokm=Xbr8c$y-2?;$QW)%g7Ok0$Inp)@ke#<6*Wt-s%#q%XJ zR(QcvCnvJ1{{Y!EcB*|-D;I;*5t51K5rTD5GBzAG`B~UIkB63~Q~N zor%s0u3;R8HVpxv?K2J3m&9vp*?OD-QrpMR{j&Yl~6=nI@ZjyTi zn+07v)thH>tWK=1Rj*Jm9T_ejPEij3@OGcj!Ow*i5lgi>qP?fWN!g4Ed!094P6Uxq z^V@0k9~>Y&jvYBy52yK&%ErrxAdD*tIj7h^{BXQ=KssXc0|WE4s}cfFj10oBmlZ4$ zeIRg49C3g1o_BRTO!T2Ig5Ghafw|r-@e6FdbfIOz)01*R{Q71Q zPIJN6R%)k-D(;W7PD6r9Hu0JPzs3HU%#|Z&t7U6_b#Lv=YILEneRYy3K?T4eW=7whb;5l|1-5 z?|Hmbarc%awXm-`HtW64e`yRc>I~`j)g5kAteoh7#O*@L@UiL&b&YIHZ_)QIO;~4l zR@8f5{dzK*TpavLv5O@{J(4tb?r1VJiRc{)*d*~PJG0Nrz;OEGJ6c|en@zr+mDBQi z)$8>&HdiM1rYZ}@T*Z8UOv0o&8N3QR{zRUrWI7+$b1p0I*e3~fIFaI6WBzK8#O$~c zpHd#Hg>e$OU4nguWk#hNy`>g(T*6e~H7gDMm5=U)lgLq_#afXt9CfU!xA+_nf8vRP zD8WmYUCs_qm6{Wrde&{L?F7{Exi+xh zsR4nsx}!XEv?I*2Ly}Ki{%E%}MJBmF*#9!pM!$C(@lDe2e37ndG$@`eKbX{OGf;ay z^pj!eQ)8zC+qV>0w^|C@IkX4RC$5+lBgHV=|l%vJf z^}bDoMsMbRN<_R9-R+FntU2_KK)mC4qpqZB(_H`diHZ03FBnYAbt`@Kq->}4u>$b$ z{H|bQ2qg`-G=_vs4qY3m>);f4WyMn|njdS7S!qH?@nar?hW+ z_RQq-9l_25i|bk0s}~;iC%3g|lq_RlsNSO+diU=eX<2z^6&!vs5-P?82g><|DsuQ) z9SN3`ds0>nzgif7x5U2y0Hfa(Jfh~1SsuFPGZr5_w?^XS2K~wF?Ld~7h}GkrQ>8Ul zdC&)G<&e=A2StZFJ#CyC*x}8z5+i-ZM*SF;Cg3Bqr_b0qr z$NAWBRAjh_IJgt)_Dx=lP%u~f%{7NPZ^gvR-HqK~mC==+y|l~LAPL*_#@UF}ivwMW zC#urNyL&RXm3Fo*{3Y;;Sn?tkYhI8 zM!K&>AW%VCvPTuX{Dmz!o z=IOzEIc^Or9mHQGYOENEi&vC=v*Pce#?hQ^ugc0o8a=Z`HesV}n{(*VSlyvllEZ@| zD-{k)v~W(Y&|<|Uuax3pmYnkAj;<-SpI4t#bN}Phb>0WYNgXTq*s~NGuOmgfg1LQV z^qX!}eCzBzxasUTixeXT^96Qps-2^^@t=&GD3T<*aO*Uy;SAP_!xNcSxe9=$T!ueZ2TXlh4*q^AIZvHsp#i=c=FPH{pt*hSsK$-u*faP5cwxUFw*D=}jnclFiM+57?Rabu2a{M9s}-92iy zyY^?7Ka=UWXpeCdn)F^sAS(dI$9%Dx$#R!V6Eq6#e(WHHs#G=I@25P*NwI~Wsn^|E zmHR!OKg!SEs>>?REUP%3#WX4@Jqt)`qGrjg?)FMfkz zmPj=BIT#$u9WNdG*WZu#Gqq&S7^SDSdsJrp74x1+J&BkcN9f7Zz=e}ea&B|Sk;Z1{ z_gxXDYVT$%#~kJ3;BWUE)o9x0rkf1GSI zHL|d)8}61#?wKzhGqigHXPdL?r$*k+#Z0u?Nv&IV^QS6p!gtG_zuS}6(4tm#IP8{e zEB6*q&$Eu)P1yFzj4OHpyas=8@qw<0neT;@$1#2bZB7$%5+3;^VT?_K6X;$ znA@i~qBjEnF~vcWnL6g=j0CQV&=Z04o4o~)*$zB}i&F@!9 zTTIux!oijQrw;lE=#|F?IwEFAU~kJil{7gtakgui4?glt)sT)7mLfqaROa zFH7|JL+Pxwk(Cb?NHvD_$xT+td^_Yo%;9R z#~cnFzFs9>Q@hfAqmsnxd6lE597QT<8H@8sz#+|bXV`YxGmo{!z9>ukLjGI!w zQE_9u)XBdb_P-3_6Qqw{dn%#h+KeOpukIiFnAW5CVrx*EU<_ZP1|q(}JxiWm98S1V za3bz#t-vzm#R)$n!Yj8t^RK47MmV)Eb-Gd>o=el|S-ji!hgH9xD&yM_rC>K0?o_jN zTE^wh2`5k4&3-X=;=n<@DU4D>itDDa3QIXVo|jcMaU7h>!OwM7spWdo%INY)Sy4$# zi;>|s;TudRGDlTSFCG{@Iee+aSqqc>W&^HK!`#i2*qi*`g6?N~-^eq~snYU$Zs<;# zbik-l_G6z1(~rlGy*pJJ#>)J4rCW+ zI|NQw5*pLT9hZ~Cp4$#xkD{{q^XC(J8{Og$dRHPwPEJaCKm69U#`nZlL&I6mcZA0j znI$Jl)*YHLZE?o??f_2hzuV7BS|x{F*K)bqRG(g&eq?P*-?P)l8bS<}FQ;a%9~=lt zDthiw$eNyXDbtMe?d06GZ!;fsCp{K6I;yFEXGHSwRm*zYk9BqHw+8Jwqdwx5|Is)u z-e*--wu7mi!BP9?t(hs0dW&xvCWqvlYE-dYTbOe;+hB1<(tzFCt)?@tq+Nn)ywT#f z1_4)d%N0Z)%zj|KJFn=vV#b>8L-nO)@iUjs3oWl`x>w^EzOTn!EYaxXye$q@3)Rku z|5ea6{5WX(>d5hd%VH$QSggF`dy@MVq%dSb)9gou2=HxP;WsK3k+LR)q*gw)1{D~3 zGW!mkBiJ%}^cV0EK#j@O3FUAZEB}_JK!9rgaro`~{cdPL!xZTIwNLAUW?`ZZQH8rm z(+cfwm&?}8j&Tw;Za3wc^>xazV6*5OmKo8@gS6y6)~t ztV%+oeQ^UisA)dD%~nhWyrMp-0MxI|d|VUo3H~?yx8Vb4w;Q!Z#pwiHJ01ih<@aXq z>Un%}`>%ZX`0;v~oInu%^gdQZ28xjtNXHJvwN@P+KSLTFag+IFX~29Pcq!Ml-Pv?q zH%;sgnl$tTrLum|4=qYcO86jJNn-MSeSHb5dTydqO9s-Wkyx~AN;{>tOrsZ07K z$BZ7DaAjN+vJkxd#ybBfYs^w2=YcabihUB105O1d=rvI&dI3#ijw5YuOhlo!c4!O5 zc4c6)3fcpuY?ig^Ddr(uU^JwI?6VGzKO7W-V9Z!YK8JtLJfl#8l%j zU!f-i&Fj1H*^=F+ zkR4dKbZJEq`us=;vez>`esIiV*D-EK|E8gE1vz`u1x6@wG-W_xTP` z#|D~t0=XB=_Lf+*=$;&=x+ru_f@ZuN=AbwjuSrdh_wEWG71{R4`XUo{T)4;9BRf00 zzR2?$CXjWQ&jMEqgM>)~(I@vAg!d}GvLJ(S*{@53Ro2QXx7Nd%2(O;pHPNu?!+tra z7ezq2O`-Mm>oJM@jSc_!8glOy4UD8QC}>9@16&0KNK8FUj^^h~U1U6BZSK_(PXhsN zeEXn*d5EABk%T++ryQKQ$DFGQyD>Asdz9^;ey8?9mM*!VKsG)xac~J_9*kUI`W&D* zZJOod4qoKP@FuoW77ls?4|f@^h{jJ40n2jaYn_9o^pd5shmzysHUeECRX?`$G8mOa z{sXTq7IpA3ZA#nL-1@p|HwulU_Kl+U!sB;hsKyP6qZLlWNN^S zZx|55eYP9H*r6n>4-L43wWQ@V+@Il_y}kcR=C;1Hr5{imVg%4l72dBjnXq8VcsC@lfEm_0wgM2@y`pQN? z;EWBVLR9bYUgkDnv`fi{N${kY%I(mIa4!q+YcWzpsPpk9lzU#f-+NiOA z*lGiy4y;c5R}1_M#>P73H#*{f${Rlq|7DZgaDBn5slz5!x$CcLGd@SZio35~g%;a~ zu-)O%Hwi-(|9oLjL7B*+Md2@B?tm=-)V88{sN3m!7v|(V0rnb(7VI!+XN3VD`>H9S zXKK3J5!K}?P%!n3jcp;CUz8CR7Iu2xg7vX!gXa|GN`{`#2=vKDa}$kH9|pn(A2o1( z?8I5K3mYA={MYv>DjePX$JbiukZ5h*d}=EO7d7ErZ^PS)rid`owte zl!S!4XuU0=|GRb9*Sv0Ry@2b780~=cfs4!|0fbC661xhr?5~_xvyB#}8a6x3g|H=! zA*}ccM#CzMw!hord_E##9)xN5oEl(<0!4~5(DR*JHSN}7*yt}CloVINE)RXF@LdTB z@Z}^43~Of%Ht8*eNya*+p9rO0;qr1L&A-H9(!>z1a#$7zIRWhh^SGD9iF!*sZqh|3 zk<)+zM}&O%vb#syU&^x`%4a^(|G;Y-2RrmeCgVq$3b`Y8K+iB&7Z1GX1ud;@6^!=1$-q%CW8?ZEIK$9@-YQ)Oj;3}_%( z8qBR&EG&GhH}g&PH!Ud0IPg8?Yy2O;fw9%|BOPoLiA^X`b?d6*lgK~Pi5p}zAFi*9r_B*Y5b zm2z@zFa?3j?rNU@BW9gB?u6^}S_s)KXr6%lS?e>dkOtt8{Y1l;Pu(qTtefO%8MBYiep(aTsse4sl$r zydabV8lCSZ~QP{U{ur?&ik5tLQ?K*}!tI*|am?AHtMzh)=^1zmz zz&t60a97SP*?I{^KmuWsX&t&fvr(iX4a67QyQr1`(vQd&^8p7EyCq31)O{KX_rTKl z)D6`Y562%qJPO`vKV(`#`hkvBJju#p8AC-Lyn0UpuQ*_*MZmM#j80iEG^^m=?+*p)-G-8fAe&*2X4ARy4Tl+Vca&Ff%*_V9w&!HfU_`QB@$6*qvA-S;!x5&?&DDhKd2RV zBg%!WG0KG?*7w;pKo$(sjI44S+#iUBUQSQnj4em}xQebl$N!=cGg#kp6A$R*E|!uq zM90(-S;*{$4_)9szQNtyJxvmf#WJdbKb}M~iBL(2rygVkLr<`-GzW`jJJ5gvKC?59 z8km_=2l`(h#Xls^j3ka`OOo_R@#m7IeVBZw%A!UU6u9J}y;6@RgW(UM#kOcPgDpO* z?<)$7Xe6JMr9&i)I?+UjXZ-F_x6exIyP@V$#KzV1)gYVueR>@PH4TIt1?Z5WBTs^} zB#bL?@ZCCZgn8w|Bu3c@qfXPt4NOc*Yup*7NIeSRON;9WqqPihet^zJ(YjY}89eslL41JeH@T^DSuP8cl1b?Xi_ zxjU>3f8o_7Y3|t?0;w1l9vxXBv^8u{*Vc9#uzAzk`oJ-l=BcY|XjGw@yrL5wu3R$Y zh6}jJ)iRIVX`kTrUo*b{H~&l@i?s3o(}xTze)w~e*TeYLiF6%m%9}T)uitj~e*wQ~ Bqx%2= literal 0 HcmV?d00001 diff --git a/automata/plots/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..11019bacebbb480b155eb9cebbf5d2f9a9d463ab GIT binary patch literal 36680 zcmc%xcRbho|38jD+oyd_OUbB=P!UncYRDcLk&Ge=*(BR(DI+C&D_h9QrjrmdGLu!= zo<^D3-|O8uuh;v$f0xhi^8J4Q`np_R=OvyV<34V;>-BoO-tLbT!t!)(lW6t0sS2kDsKlZ8(Pi6R;Lnw^lYYu(rKssZWu+W^I1U%=(t0?t$C-mR5#l zrYATBIFBDaaMRk_+)9v(%jCZw;54(m!Nt2)@(nJs(OmMf6@{|>8u{O$|VyKUMRnGq|esS&P^z%1Y{ptJ0x-PtnaglF_59iJ2ZwkV_B^bOz9OO+! zPUYrS9PV$oI$E}u3C}^He7&e0zHQ|@%G1a-edpxGcx^yzn?7n9=(U+iIXg@wRr8+y_J3`g5A7p8Iby>Nyv(ui!rH^nZ?&X_f(CW?Be z?asG;8=8;8pXdE7+dttn+@j-h%%k*0YVp#SBGVsV|4O|0@88y|1 zm=z_oX55hRxsj=l9ae z%1TRn*|s+(`f2Ja`L|61+B6I8vz#1KoOdnH_DAH+kLIgp7|5+#yOxca`8;_D^v;rSkCA&Ja}B%>z#A0FYA#@uj+Cvy4@Y~1*A-Cs=K;$E?&H7)b=Ks zRX#Lcul$LCFl+zzLm1z&qWPMH_PsBSni4B?({dK{j_~oRK0mB*DZ`+87cFg~t1G1` zL0Q7W!s1JovD&jSJ;Tgftvp&*)qIjqtKr1#)uY72@HRC~N&HPxgndovpkI5I_ zrc@oBrKP1rr5N`M-VDh-J=fg?Pv0J{d+9Bbh_!WupI_bYh}xxW(~ijo1yKPLv;LYe zT0SG+l>AXaykpO-gszcMBCA|*^!lx|AB?gRrTsXD+OkvMn6&jNa`ih@G*!2>v_zSD z(ei0F=l6#@Z2FlPrM}l!I>LD_Ax$Hhm6`dy=U(o2AA|X-K86doc`^upX^g*EqJDHw z1{S8nqNnE;tG290OmydgVwhn(YfIYinyeFCh_9&fxH|V5<3w!FW$a zU)g>$UQC{k9aJ>1&&_;C1fHEp|?XV<^HF)_Y%GNeTBOQxaT>eZ_~ znI}rNi{`W&$j`oeu$jKnpG(Jd^_n$u*rnBrGhJo|wc#eQav=umx9q*@=;T!W`dW#* zjf;nS(wN&&Q&Na&M_%vz=Z_y{F(~_<2L&1GoVrzWwoiSsAU=%1A56%5s|( zPWjvQJd=>cHuOwQHH*>{UDoW8wztodl9N03$x z)}4!WoE#?LKme_piVH+EzTHmaL(_%utnEja4Ygqm_T# z=Ci@nP?KDDnOE3Q{+!4?ho97(U0*V8cyHXaiD!!1a>{Kx<86-G4*Bg5XkK2Ib2r|pDvE?x3RJZ4Y)!TCAz%soqC1=(QU z3Q3;DxhX64u2{MK4X>}AQ_eQkn)rHeyP$8FfK}Q3`}YGo3mr}`vUTR$rm`b;C8(u_ zS6TfU?Z~h8Wmk5;nkw`%a%0|+(r1wYw<{_tO4B=50#RvLWWKaz_N`W3j!Um@Rt9j5 z{m8A6s&kkc(&tc#zskeIL&tFH*5~6p_wT2UTQwwKIYowf&oPajNymhQguW;@1`eOk zG8qU1fk`QOmEUZfzCS+fS*pwJvhY*l&+G~8zMwoCYVeRv9LXqX{Xvpv zyXeB}lDX8Pxk^bM{MRUa{v^UVQ$@k@()>0mSD&WW_tMmErJKKge7oS&iiPkeWA~6m z7V`-tmkjGcB{Fi|{rxv+d2e35l%hF^SXIT6?J{L)J=)$%9&F8qZM)cFqobKm*iYV6 z&N5OZpB`#V(9=dH4M?V&=&L@_qG{!|@weZOU%PfK)@6BVn~RuAs&advi&MZ)TPCc$7~ zq{=qX{~>UgtM%Zyhk@?9k9?sPBF%5JvD7ZvF7oTG(9icfSp@~ZAo5#{_ef3DiY^Db zG1!05v?$$80>j!38$xQrPKO|+@(YV(cX#g9J89Z}Q_yDU`q{H*Wv^b1%w3wJR@-(t z_3s+PLX&;YD(8veNVuF48^mXP>CYXL?IPX+`W<;TCn8*yavytn@sY5Nq*1n4Z)ssd zp&?Fzap#^r1|%FKt9~5st;g)^6PZ&ivw{NTm4!qR_B#@VSn4~AtzYyML`+0J(K@KU*Ga@1)K{Gc!cc#;!8jFU0 z2$u!SIbqWFhVRcm|0GjW@Z;TP&d$dR$?9qEG+h>_Vl{IuS^4=t^BUH_|0ZEoGqDJe z5NktiW<7qqPUy$mHD!T!Bc6BK_0u<`Xr11N>=pnu z(j!8c4juaV_RlrdQRm$78^aAlxF!-xReIy1O17I5a?`dlG~n&f!|i=b1TcS;&xU2ga_I~xRu5-1mPvUgus zZmOKA)ab(OgctKf*YZ+J5oiCeD>>#-Y3fG}u!W}6Gc$R~GSIf`-5qz`5INw2(zB`9 zipNfW-Cbt@97(o>dh(@)LI>NpvCo?q>1dyK+-*zOm)S{6YjpSSUD+@}8+=U9{W@b! zwn^JbrV3;;M7b`PWfSJ08{u}bVr{Ki#sNPkCQd{+O$Swt-7WQ?*)P?XQ7dAl?lSzD z8`;^Onmj8ak*ZxNd*{xblwPbW#8I~@QGd(k+E9TLwf&>@F&-ovAwg`TT0P0dQ^)b# z@%L67I;vBo8KC2wi*0}VQ`;P3Napp59UTs1g`2i*Yo?|ary$r+zy5X4{m~<~AGej1 zlrjyfX|*t+dBf>dqExo9-CMZAy)`Uvb z*>wTlSdSrqWC;jH13$|d)f5$%3`PJ1#CR3Gq`}My3IXM(<4cEN&Ni)z?EXiNs~;c`P zsp%wOdfmOeny>(RdwXL9tojBX?l-MN0B+1QRF*d9nBZm&11@}p@pB#u1_t+!g z^n{R&w{OLSmwt54O_#-XF5V`pbK*i-SG7LgihAwJitpM#b4f`aIxb&*AXFX&`T zqH0p6{ge?{QhC&H^A)ou@UF?J79A>{_bGFAgs9F)Tecb^K-ilpB(Ow->fqdPk4?q^ zf?t585Q<-5#tg9rgM}U5fZ)VpYY1+|6zGVSzJGtSK3ZxH3=l-bEJ3%_-TvDH8oD8^ zk257$K8;8%WHTYq)}J0Lc=^}84M$F%ytH-y$)k-+h0|Y*hd#Y@TfdDiesa?KnEGom z@Zu&cizdJDlXVdJr!<^Y_B%d3%`^)p(@dlmviY?}%=c7;_+TqO3RRjn}Ol^0-`vJ&15O#sl1 zQRg<8w5E$ACFY8x9Ed1EfEWbnZ1hvpPT07U^#drp!}Rc{xhd*|SCv5qI};OAm;I_$ ztEP?LyUg~|NGSoA&<%mNCIJ~uk1q&8Vliq-3Cp`ZlISfm_aQ;(*fBYuP;JJfCJw1D z1$I_NwSO=&Mo`B-EHoyn%3$)Fj-(d6z)l$&N=j}1R^m1_@Y0(s_BHFbe3(iDQEC8F zY$|qfS+{PTfS=1$lUlk)awWzc1BHOZ7T4wWgQBo}&h=ed>#YkuxuDWvl?0?dp+9X< z9M)#So4v;xVF84jVLp$b5=kC}t*q1|lAG;ox-FLmYij{nZy}dOI5l5$0#yUfPb(+E zs(WN)#Cl{7yWY#&+q+~g)JdpV#>DiPUVnC^DB!^bpUdgjA1il+x=df|+Q z{1CO9>Bx~PP1_EeSdheN8-Y|kw{7%v8oxni(l011q}OoS+%{FGdMbupId-p9pUd)m zgp(E+CRX(WLUIbPsMd%)xPPBNv!`F&=jZr150(#dDfh8~bxx@m_khhqu>t=628RGM zurR50yG_A+iUTBq{MB!(046(#X;dZf)OJKOfpyc|%xkA}JP3lp{U&7xQZ7ko;Lo#!SE$)6cD#$W3i z3vKClKayg;_uO~?E2i9#HLM5gORwbv&9Ny43@&KYSv|>z+}7ICn|Yg7k09QUby4TM zxLf;mF@F-InBEFvG;aPlXc=iG z>LE~j%DDNco8SY1!?}VC1kFQi8+^@~Jr*?46@YN4oTe*oRk~Y^|9z3;tR+*05LOXZ zNODVmxVI;FANIh>w6rw&TALI+k6@-}grH3&Q5P^f!SV5I4uw#=x}st_nr392wb}{H ze7y7UFjaK6XD3sIBchjGnfg=H?`m2$ej7J$&giNYSaJqqJpplSCmr1_7jI-mVC;&*D_9mJ+flwj4^r{KxGd*w%UrTzo^*iRM;kL94#U0-~)cbC6|kW$!Fqm-BowP-q{3 zRb`gE_AyWiA{GT|WElw*?7>_1eR#%XCt@pqYQf6Ev}d5RFy9VY<|EmRozC+n4G5hW zpt*sUcBVT^y)U-Q1igQMUdmG7-F0k--N4_)auFiJT_ZLFb$>z_iwNIs=t7 zLJT?NksUc^Bfoi;U{haT-_>TzaS_h-kP2R2D|uK^-rrSo4jf(uNbp?8gUvLF$bpHF zLe3o(NPgMRXglll#FLwV#ys0GPCd_(lc#Nlm_w>#k@H%wg&|z z!*xutxH+@~<)Yf>5dc_mBd^rc&Vr2~m?sZYk$vJ2#*LSk7QYlZ<)2$TJ(^Pz6_a#1 z!+@u306WS$z6I$LNl%A{_r+MQWlb)I_4Z|FYI3$wg%69gfr}gFpj=4do`RrgO*;;6iSGqDVwx_~k z8A*U0V}O6t3OKJol`pe#`04kWSMv-Igxv|GqyUTOW zR*Kk$=T}44kH<$f5M{!>k9_Dq9(TBuh%c6X9t8zZQZyji6lDX_H!cN+wsPWq!rsvQ z{`=FhTYCow2ZJm7bKtvnWlyNeb0443%Fa98Tf;=0G&XMB zxJ{IG{CnbQd+Y?v@8$R$$R*6ZOWjkB8@ACYT3cr}&?tbDkM#OvI?R~v)3XdK8_>;r z5jKWht1{MExOplN((s49FXO`Pr4@vye5(X8TdLTr!!xxm)mF~TyQcYSYoY6rdWaii zq|bzLC==98#Wt>6iwnCZ3!glG{Au9R%PGX_A!yucP%D~1VhE@zCk9^A$zC!(u=0OSHM>kDl>jB2gdZ`RO64FTSS;vsj!;A0&^Jzeav zqaRq<1w_p^Y^C)zrpGDl%1e#g7;Bb&d!f4q}c z)VW~KQT4CZbh*+W#sxR@zVA=emhZS5n&du|FJ4*nirRW3qRIc*m0>NpnD%A|S?Ph#g@qqEdi0fIL(me4gHMn7mi|~!jPZ#HD|NL%t9oEazT3m< zCZAvbHK-sPQtjVwSMS%Z%_T(wSwrJBph|g*J(GoI9eG)c3+VvJe1`Ss<$`%H-no;5 zO&o{(w>U>l&1KD6ryAN-f@qo>e)td*QxiZeAw2Bt>;xAAz-cxM&uChVvaF?{E==T= z>VE1C&+$7^PH)%0<%(Ce7=g()yWNIST z_m@3q;^X71<(&87wHv=qb~<$S+L_!vT-vW79=0v7ot~a92QNG(IPxTL z{s2@BPIJybUr5~5uDt*7VIsEl9F|&GrKNLwpRJEDi5gW?Wr1f)ZLra*%F89LWSbsq z>>hva=f?ts4@Dr)bLyXFUvp@Lk6lRhA`!|C$5 zmc5!wpV_4!2sdk1jPP-#)T-48%q-MeJwbR$0{yVZ<77H7+8@&{_^e-u2o1)bFXW~Z zkE}C@wcEnvE%XA#yd=nVC|@dJ+_e~J);W1`_GKMSoVf-?l+aJ2-Bbs1pTki2r>3T2 z$Y0J*^wSt!p{eZXzoi!8eK-6$kx8@6y0kI<4Ujq#Ni`DjpHwkHH#c`A+8wlXDBSb{ ziOqhZ`cxLE7m_?tGyF?+FCyC!7Kg_>0=OS#d*Nc)owPB-3l|;&_51ZRa%XqiCy^}k z>(?D{RF;;Wd_;bq^zt>ipBD?&0n68~Uq6JBK@;%U6n5Akl5z_sD}KLe&KX?2a^f>T zzz4wUgcl1m$fd)|kZf6`B%aV&%xQ~Q_B?Wu-K~alT)5NpWg>`4%gScXs7p#q`*2@C zzz%3K%JODX0{`}obT{uyzk-$n?P=yl~D9$2EAkc#Dq_yx(_ zx4)u1?A4_tf~=jeVz6I}L*;$@le7!-iWbIY5XHZIi|C_2efx7&%F&0rD?|qkpHt%OKzGC@KsLIiT#;oyPHBPU-}|@kQF}T% z|G+7AKc7)FnAKp#;fThWE|*lqDP*q8_DJkn%?QT`_wgu#O;6pZ4R6A}rQgwmWj=^X zzbfj89zBJRJUvy+&0q7JIKefwB!Gt5UEkWbsSMW|hL>mw?T^@WaBVi@eo{@AxK z0dkFl$9%4(F?)`BQ<9o(?#Oo`?ag|qm_nrD%-`6T1Jwl4#Wn%Oy&+sIWy-YR=Y{HU z;Vb)3-ct0~bBvQC1;uV76zE9kEfKqu(wSdR>hYwy4G8$H&dUaQUfyQ&+~sNkf9Ohv zqHZ#+qVY4xr_uf6bOI5D&|igHMD4~M9M9B9k@|CeeLX3XyIs;%3%IBCf$G-~BT^30 z-eWQ&==q}*z!|8KFG+@m2=lHwR6rSPVAG~emDyQYY&C5(y3kYvt@>oc16EHBw<;46 zi6-meZZjr=5Cmqm=#9{Y*6VqqFx)+P_-F2>34zJ+aU~2TiKK;dLrKB>7B9l@ zeBYR?m4C9f_7X&kP|iXt{kq6A!LW5Ow=UmYf+9udyq!_RQ61?%ef!?QN{IA+zP{0T z`HN&BD%;7*dJ@Gv?#wmgmK2k*2d^RC(F<6fhhTX-9&s)PxbhqrEO3NVG*(_uzK)%g zq~z0{_RrTmFB%vaqy(6gtblcut~0LkyFh^5u09`$UBW46xE?S#OWGWAB12i zR%4kuWqS#l7T@CnbTNhHZUj9_UO%@m78O|)FqJ9jDFdK7^1To<@*~xusdL(&pCnfn z5$XK4;Vr7jd^STWh*YC5ijQl;>5>PPV5H^uKFIDDioA~vID`cT4ovD3wF}B%Z|itl zwA4=V^XCVUc&zU%AS#YECa38XJI~?UDNqbSlYWTQ((>{(w%E}lBgw$0##mpR%WF9X zEWQIWROt}qju8=yQ}m^P#T^F+BJR%p>h`wz@%4@u zN`y$;a|y*XkYZMn$%{C_6d?oEVXj2T1beto`P)G#jVwFp{;p)W6}7&5{MTex>hf;iBk?>1jk*i(l9BfFa`; ztCjw$4S`qYDXKc!E{is9EhDJV`BxiccuQ*e3f>-$|N8YRQdY&F{inN*H)tk9dxq}3 zZoS31GvRKLHbD^3LHP(Vw;D#4nF7PyHAvmPbLUG)?>C_~SAO`Q2x*>0|L`bzB-DYU zp``S;X`RZpx@s{8sxk#>jpOLik0KgHM-YS?FuHuE?ff=lox&~lP%spchKN?0E7aN0 z&@lC*WIK&u4TQwnZ#zPu%ncH%TO+AhR~wadsU?(IusHlOjpbH*q<>Y=1B8aQgKr>~ zSL&wmYl>XWXw8HfXkK3wOQ^9vMkdS@N{lkR3;vv1iQIZ+J+x*hrZ3L?n$_cM$3~sQ z{rL3Cwjhxmsa@oJ6nep9-R3>~uXNtr3i5gW+y;U8v~VAhLszh9?}5Yeq2|)RPVn$d zLa(W+t*wnZxMoyhvpqWjy=2#9w_AFENhJXX4<#n0kc2Wl(tt7(WN}qyEvL=hsB<)c zgV;bAA&e#u)lZUJ2uz2_mW3#6VAe4VQct4k;qW_W358Hq(~7}58+@)H@(JMJrkP1R z{0=04dF?wolY}akP8$%Xt-)-=1O0fV-yxqm4EK*wD=uMh~y<=f`iJUmD0VT=eMm} zNxfp+DIAk#2x>S4P)@2pB&MrrT08*enF8Q#i#vDp5g;I`=Gp%&rSW_AEQ)MdjNg}R zGo3#fbm|HAfMp_4(023{-bs~EZ?Y_bi%-+LL1kLe>n+}qEgEaeT)DKgRk;O^JGXJn(*8Q4<4*Q25D*c#ae3nuF23w zD221Lvk49}qr@jivKJf;%Gk2jb31b*yG|4p6_K(DFBAiW%L`;nIR$5t^@Tt#KBtjo z+M%&|&r!vf7rcfG(@BXC^J9o1T9>yZ6!&0}3@+4HC?R3}Dk=}~alx3_*e@HXnpm6I zU$J#{ipR9_RKQ&;Cw|&_t+7nOEGc05kU~Kt3c3W`!ihwnANXA)lf;t&FdIs zT|ZIkdz+&Ven#QKD)dgBZ6%}CSpw$e|+g&n>ui>0^T zB86Gz*0>i?&Vpg=NkyUO2=<@Sv{@gX-{{@_je_Q1T~R_w0r0ztYbL@6@NgUbP$nbF zlSR?(`PuyotYZyv-nzQF*5BW6B;gKAKOY{&z%g!5-AnBy?_d6cx3HX8`81tpdx_S) zcK!Nb6rYIAtNd1LdTErYX~QcoI)Qq_{C)+|OHU1(YqEeEte|2A4-DMwrc#aHy?ZB% zs9BvqRzy7>Q;k|qH3;7D6n23L@!hzw->`((_&L+4sdDYQbwS9B%18z)rXH()`8cP7 zI>Tm&!VvMe;e;e)8Zo67{?Qd4 z6&YMqP^h^{<=oGoKV!iYiDGTI>A0FEY$2Z9kW>slJUtkD_Q57{aZidwY1V-bWY)Wr1$IVA_Gu(+4H~Bu31ksNq%bhp|H9&04YSATknz-NxP}Mladh%p5F<2nA1S3-R&J~4m zr5ZMC(kGQ&cX={5IjDy&qpXmBU6?R$27ybx%%c0X3zXu=+2C6cttEnq{dX%)z#IQq*jacR^Dro z1MFahQ4ax8aT^S@oZm+F3USVn)d5E?@eRr=YxGVt`c7t(W4X_kYYuwwSn%72rK z$~s-_nU4zc!;FqU{siRoOi)jIv2n{5UWfu#f$|N3o0sWQ;0A5CZjd7uATra~tX5UW zvI9X8ck|b5P9t_Y#3W)}OT3h96z(`K>dBv&%gwwesN15op*|9fAJDv)^S949vC9H;m#tP%m4*A1MDSv?&}5y!C1_J z#woe1EsG1FM6ytTM~ZDBM&CeQ)Q1`5rH~F|j$7&8?cTEMC=9+}Juq@$Ggax&T!d%; ztya!@`nN2QshS4uYf13O9TmYjgm>=3uYWAxJhQ>P;ulCbsgx2i_K!dQSSjlx850`> zsmO+}aac8KkkM)ljYNoQ9v0b;405zKff?f7E(V6tvPb6ZQVI&Swp*Up)zuve>fGV# zfDVD2>rm2kfHI0fzM_H1*kEYKAU1&vnMF`{v9Yh;&Ja5G^_t@Y2W>2z@lfe>Y{@x1 zOb5;Hoa_LJHbqRP{aZZOM_L~^vw;%1medQjF^YuV2>TwGvHt;ak_kBo-hc2w>&I_R zV$RTe6M(JyFUJA2kfFY`)6gX<30we%F%L&OY$y197=H-5>x z!&G=XALOsRxs@9~aukgeu-T{qYUyWbsKSg& z>@!5It(qg=9ljRLmna5k-EP&VJ$?ICO}H>sWelYd;$Fcj-o0yAG`8a)>JqoxPOhS` zZ4)6~7OozAuyeZ2lNuuE@JMD6-fY&?7~1O)@{lR)-!HbLH3~TXdQD6aq?!+t9Zf+P z>L^D5TcEXtaOMy5m~`Z+Vs|#6tTl;IJ}tYPY1u1Hs%Gq^TjI)sln_D(_GT zC72{}AmAiYW*{yeXv}1ZkZjci5~`lPks@Ys5EI~QPi|DQh~Y588k47fbB0!-gwN79 zmzI?ofxz3t!$Ope))rB0`#e+>2-lnab$$6f63HiM$x|>A#e)w_n*b8bXuyevpvfc! za2J7^(Mx0!Bc%G$JUI%*eX~~kDoVh8*!0OLW48q(gpffeG<2KQ<10t^upB;2g)<_{ z)}uB^^cO631c;K4tXsdH17;dxEdi+J;*TZh6|qGXB>-H7kh?#aF0cs;cWB?hb|WtS zcO@m5)Fv$Xm7-5u(BDla%12XD+=whoT-L-qgxvKU%^QGKlixkK1cgRX^Ymi|wtl~) z@iFYQnvbuK&kF+5fsbcLyJstMnTcTHGYMY#xrJPzE!(Vxc&Hv{G80{nr;IR)X&W+{ zDk{E!5&Akb5R!;$@}Ky zz^7?@c)Ok>mlAs!d{Kswoe2D7ks|6&5wh~uy~oASzmkVa4ny+g4C47xm6n!{(i6n` z3O;F)2x=JbvJ7k6RErJt4l0^W(#*L2F)9`P`o5VwvpxRYH#j&E81E(o4Vnde6oi$K zw3`WsLpOjpmPmu1w{R@-u5@M5uB$*^KI!@K{RMjQy0-Xt$-1zYpR0eH zfj_7Zv ztL-SumCA;ILRJ7O4|@iFVqy4kUjRitGHF!{5DXFc4UDM=-TrKW_{bzRjur`f0_X~b z;!I7aYC0}i-1?tYiaK{B<`0GT)30jxH7#Oq&YE@uf!M=^Fw*i`4WR}#ZW23hoxBqD zUEua`;EtU;ZD4-r*>8 o9_4YN|$Z?DEb75`Wk8?9Q|uiATUPL`ww1#q+=IO`)P< znp)Jb;NYPj8>FsYy_)jBpG9mH(Ll(8B_(~Q$xjlK$O@34}kHfm|LlP%1J1f zXC9!q@}y$(l6@o}Au{sX8Oql5I9)DFK6Z9J%J`GS`=t;eGFR)e^b#JhL8OKUPY(0& zC_y|X6`Tn#2M9&-)LQS;M~}+-gzDzj?YYf9)AH@?0*E#-xS?Mm9uzVj6DV(E*{88g zq|)Yplv2w;k3wVylEK54_Rhj~eH~c}98tH8l|m_fjKrtdXEX9e74Itl@`(Zpq)5ujSHE0gNSs5DS}OH5l?0l3spu9SBtwOQ;?wbyy$$ z6vP_{v>Ju-x}*;nBa0NNT#rmaD~IcK_-wg96C0bPk5xU_Zqwi_Qs@}|d{J9ldk%qf z*S>v&>DvENxW4hBf*Fgpz7khURNF4X>FPAMTG+)TSrElu5B$PlAqiC zG$ryQ_5VgcQZQ#>hw~7yK1SPVN|n@NU>zeu2`rz)HpoAwB-#|*&219qW-tvB zk_k0#0BLX2_U$cq*KLOU)4JKY8Y2}0ZUA-qGEB;sVC)5-h=o^z*o2W@8UW}g=-E=x zyGP8JM2#jT8e(o9)(1c*>qoD68LsaH=ov$w(_W&1DiVsn7D@kFwjKJ#quQ17u_1T> z^dH;=0wu8(cJ3&cJG>Z0JHO3(=#jXxe+@-!AE8fHOKR=^Fi=^fNWui*cR5K4a}{U; zjL-fTX<(`##(nTUi1O7>51u0p8?pe}vRG*!VXKox=o_)| za(aT5eKmNFe@)VMj*DPYER+-}8%T3*rz3dOP z<>E{1PxGyUE8nqDHvYf(#??D+jjIFV%^*@grX33QPiua1A))tsU!om@Ksjyg%ntvx z%mV>|@Oma8PK9qH-M3;Je^KYfu)@SgW0)cqUz4X#aNHKZ8K@4>Hp3Drvg^dM>dbaT?o|hmxiM zo|CVCeUm}}>E4r9rdhgD)RUEN#yfQ5_U4BPkbitNL#iQMAi=ZyWI%7x?z6jRRQ5_? zrvAPY%UNl6UyJrw?LUv~Hk7-~cG`bOG)s9t8_NTPM~bf&iQ_w1>VscZ{v}nj?nXPK z2XjTa1TF7Cmp-7n?mMon6w3JbF|O(`>L4397K`gez*Ky(t&*(k7$6>ZlkARIuM2t@`$he+E7q{mij!LRQg1hJ7a#v&Lu3U^A_ zj(})JsVB_8iXoZHVdD_{{S=BLL_H7x%tFcGjgFS=t<>+b3|WJDkNnMiYhDQHd?9EX zgilY02L4Q)lVvy2Szr$bfK7wkDJdUT{O2caD`yRKS8knI2%M~k=UQal{%l0JlN zfIJK#rd~ogaj+%L^AyGFH_zBUhX9iRt2BY!B%7hKu3=U*8(ZkuRpjLE?X8BA-!S#; zxpU~?K7kt286Tq4`yn)hhsr47mpyRaqfhCt-ig?l7!BQVmg$0L9r9`_0Dzj$E&?)v#Vqe=0%jK;6%o-UYAoB#&!5CYQdl!f-1bmS=K&Ut z#0#;uG2@5C?vAovzI-{aFW4CU)#tTPw$e66ZcNCeicaZ1-w0AXgz3M9Bdp&hR#HYg*z!3`izVZ@-?x{ z3C|B_Btm3?Xgb-btiX;~M*8=nhxg2YrL^Uj-MD_84LU4r+gI1xQuMzBZPA&HWlgy8 zRBS@ez)-!>U zn70_@3{7G|7bJS__wU~uQFlgJGy#em*&)JdG8E}QLXOR_7jR`d+_AWILUi})=c)qy z6}ew!KZyotiMeK)U*i_Ro)$Z~!}=8I{I}`$I@PCPnx@W+DvDg-@q;abkjR5YU7RiM zZ;13vZ;dvr4OJ<#2&o$1Jjk#DQ7Ac$&mz}|?F;ZZq)(Tfp!QW-T*D)l+;1n2S5T5b zEDU%gY5d7{JJ%BvfBuRJrCiI_Dk&)?#iut&DAV6F@z22v|8w3#T`4`~>!n<;rSPW* zV&d{e8L&Kk?jme`J!$8)c+CT61qU}CJffI2pg|{ngvJ&z+U4ia&VE!>i;V?H$;`-0G>N9W1b9CoaCwNkea1-eb1@s;H7NYUukryptTsHl@^X zOj^=h%OFcSDvBoU=UcHsYATm5Nn`8IkqU!w_# z#z%5iVJIV2PCx&4q^ps6YKwXt?H^BCDj8)q*86m8`TCGMP^3l3gNp}FAGO`RIxN*M zfH^Gp!`8!xW%!J)bB%Rzt!HoQcnp6`knl;BPBg2h%S7 z_&ctUO3e^YoD;B zT?_Uy(ewWpOJ~Ne)C_y}Z58G11H3pT^7mUO4ZoZ?>}S#5mtG*oR6>TA;1aQeNL%~L zO@?;oC_QW5Ot%mBc)JcmO5qfX_9GV%`=tAH1zZ6%;7#9FkJDb2)qM)F&sAnOUNh&S z^BPa7Ej*XLs~=Umw|{AUr2Rb0)IZhNzM<>|c35xfZv z0SZC~T2_@Yuit0&{5`Lz$znB|@ptFT$u+%`*YSzb3wTBrS<~dajT@Eh^X9wRlWMO2 zsyxLfCA_9N;lkR67|cN}6Q*_tbLypz2KLS``N!lEzWLl0-k}|&a`1S>U_I8facZ^p z(oYE~&fqqD-kqRL-vf48L#DOvjg6V=Vbwnr%>y{}qDR`6wU7eYSji??oom!2C%I`{ z5jc!uzJW_&gL%SUv`-OUl}v=U@y13K6sD9Q^%9G>{mf|c{Rz&q!f5M9TL^1XQzBG` zAvh90A-;DMk~aqI5!;-%pYPUZMM9+(i@a-#xt56=5n`g@w|5UVZQZJ>sToSTui%51 z@d5uM-CV>-23Ar?*b^z;LbE5_s%-}01ZW@=3Ht-giBQrkHOw+vC&3+!q5kE4d$^xj z3I{S=L`^))qWc2mQB4@$>Orrj2utJOkcJ4^e4xn;!xE{d&Z!Y}$X#^)KDQuROm%}5W0LEf_M;6Ee+7XKss%hIQ?Bwm_ zFPp-7<%@2dVz}Ye&pWK8=!ZCo%eB&7(823Ls_d{JF%qLa7~q#2iR0VLg-~=5~Y$gSG;!{KYJMQ*I3g^}`Nw@9G`QT29vIKpiXWGtx z!`ihsA!-MUIN7JzkSPSn++}l-Q_-|o?2$-%RpKmEibKZM<<-c5pWi$3W z#q|FVmkBsdqTRS&mi8p;ztdm(xz;q_1IGk9#o5_OlGm(UVOJgz5tAR7#NXsf8mDt? zI4nRD%AOvF2a4Hs@BPXeSNz{7!?oc0b;+^fh(aOr$QycO0BOn7*l}M#_56R5LFs|) z*_53-q9?6q$`L?aeY_DG-PN@xv?AnxHg}pBN^cF=HN5nhY)eZ5hyJKCE~1WHeij_O zCn;ke!=`PeoO~TG?yv2inheK>W>IHw)%|W%M7YsNaxg1}Ff&TN&f8WWU zvs!z!wIKu7aOLsZ^Uph(bcH)rRgPQp0)cHoA|ihsxt5gK{`WUmanl^JlOeu7-wQ+z zo{?6tbs+?Vtphjuy82&uY}nd8d)ib+*(fLa>P$JZk!wAX8#%@PH`#6r-<^K9z3&9fe>byeEny<&j06||HBCW>sK>R z5lgk9xZ(tmNGB~EC3WEmT>^vxlt|>ExnF|fS<+1cE1D-NaJ&?0tVVADF^!#)*iH%f zT}Nl|n_GriQBn9446!d@Ji`xg@FA#~btu9QzIKLnXbxqDEc0(?o#0m>S~RIAan+*p z0i7Yf;o&KuMcPEH?5hb&g0%akBOi!+n};~8zD1Xh{`bnJ{%|aj+zAsYX)JRptTt#s z$W10)IH%gp@4*wwhXaV5P{$)-l-ZEjuAoUQL8ME73_XN18^Z1S_Mr<;3*AHEUs%YP ziT!cljBN&_zeIRVhU%j3mCXH}mrJfW!8dE&svlqoQP?LM?czWf7r@ukTOgD_M{ytv z=S$2CBd8gX%{qT{zKlg2>vr$#9YI%_3h1k(>`8?fVa?&;?HvG2fKtfVYZ2fDq~mG9 ze%5}0UIG1-Xy^vVj#WF0a&!OGy}gRUDSY{Iy@IGd*K)sTxEH{QuVE(S7L=f4HZa@~ zBRmrJhW3>dtaS5c{36t0zHH%Box>4fn?Y z5Pn+HO}Iafo0Ed?-Y@imO>J(3a=)WqnddXuRlCrSo%*6nfL!;jI1{uIARc2h5RsGG z7Mo$}-Acz_S2T=%LFhc688cu5q8GZO2!rWU=B%5a&SFSOZFj_mR5y?|`JjgOPR#u` z597LQc1Y}U@FkE+3;!$V{z_o)3rZJaBVE&OQ&dIf5j1*j#0Nh=Udi{{Y}w z3)=kRq2mkB_B^K*u#ARI(NUy8p4auoxx3nTWl>UqzCVNpSfCz&kHcuPDA68;#Tf9& z7{(Hk#bI%VPI~}E`mcKz5jPReS8vSQ-~@KQZD!5t)x1t~)}(i{rJR`i(Qm=l_kn!s zZ(uE^?dXJg`SmZFO5-8Uq0`xL5sx85dHKKfMxGNfq3p-ovS)4qc|^*-Tt_m(bpz@B zC$D$$oDimmoX1x3-?%ARxA`hGr0{Jkag+pXnzw+QDWq&q8nIzX6Q+?cvt~BiKv0aLz*KSq1~mxn3`i$x#@ns`7O}jTc0dNZh%#idzmP zuOu6DkKbf}TC0puDhq{a#+o)C8+>}SF#>eC8Z$Kx1=XdGBYjSVrahgL5{ z&q|48o1K$py0DP1`7S#4itp2}c^{4Z&YtTa3U7`%^T4_v@K_pQWWE49lJ0-vMu8o~ zFF@_~hWjXe;7CR_VDKNeBC(Wiq)F~RVlTKU;Qz?8nFp~$ci@`G;b9;ied5gpmqGgw zjNGK?nlHdZc^fk<`!Ll}`FZ1st6@gx`JX&DKguF0^ThU|^d^F3V%BZ6Uj+m5=`KMW z5JC{^{uiq#IjRP+nWkFPmel5OFBY2Jt24@_%q>?^u$!7^j_jrk1ia57SXlXS@^Em3?2(4W!Ltj^oD_;ptIAAxM~>*7fY8 z%z7{SfN;&YtIq=;ZUqc}xVG?j;`hL^z9YDW;(B`am!xgS)R^TypBBC$%?KdkdB0>G z+EQk8SCAttQ7^Kd9Jq+`iGVLTnLAMgM#YIyjrWOLmW=}>prFa z^Bipm0j@|ToW%>43T~??Kkk2&9jxNY2uLk#{u@9pDVi1d_UQ@Huc+OT zo-fuFQgA@eY2waCYo!YES}&DKRV=~@Mcc)Z!7<`T$fhTaKydcOm5?8;b+YJQSnxDy z<_+5!RB${2IiZ0K=Uj3X{J4t<&5Lq@g4=Htv1d~M2hhqbfqeq8xsXDZ3~9F{Mj@Ok zF-!%=OhEa~?l=!cEN$ZFv-Ml&Y-e|vvzDk8B}fhJdo9m*$cMi2Nz7Wqil3a)QUt|C z#%s|Q^K#ZhWtfB}PudEuIboGd!X)Ov#zAqta>q`J&*+ZeChz#)1OHoo*$i~Dx({3E z??!XMWKoz0k-vn0|AUN9^ zHSDcK6~{}MR$A&U#S+kyamVE9c#SOd+E1yGV{Awh8VEBl%7{qQiXiRb+YtS-uThZD z-M3?t0}BkiX)~R$-it~8ZOZ{X!6yBWwSwrso~HqxrvmhzoNHJZUaDJRvmb&0u_vbDGF5wDlA6(}4(sRSkBIa|svtN6CKf&b4hR&m zTtm4Cz)3$`Qlzh#wDJSk5jafJ>S#{)Hd3gAiLZ2iH6`YLHET>Xf2xAy)B1)EMyv~p z;$CdeI@s{xks&5FRe)^fm1CXIa6#-_I1n&itc||~=kmm%`Ns%47mB)xmzgY8&Lj`3!eTcg~Eh@U)cXI zQ+K_40Be$1xS+YEAMW?rwP#N(Ui=dAeJb8{PJxGj_%Y!BAYhI(#o*jpa>|Bw9O?AI zv1+7ZM?|~-tF-Tc$9nzyziDVvqM}e4*-}~}vW}4%BCA5#6f%>BB&&3zL3WA|5ke?Y zsYJLHqL8fY2H|;M8mG?lKfnL;ydJO4>lC+pe81QDT<`TEenwojm3Ir>fT)l=1X#@l z%XfiyI$)Nhq@-8a>B&@?Ar8H|@e!NEXJJrkB!yI-(iUrjmMav1{*Rc{Gup$$W0dhs~r9lk2*%YUJD5!h^ zBH{$cRiBpoCM77ScY78xDM>{Iy?+wDV+Bw|BH-d7q7|aoBl`)Qa%MkH5As5uI3hw6 z%%cKBP8e}D-YNoz=w;~egD`AePDkk+96UcZ@?&bhK*^$?sz-tYNOA{P^#s%?m&MIb z!(~|5V+WfU<`T<_6+%cAgBq~h^v?hHOtIJ0l)}H=)D*Mx)n>7K5I@Nd#tFnOA}B9b zj}O?Sb|auNNZdms?FbRTT*ve!qrwGoKV;w%{}<5_A_L9_SC-Vu&|VS>9707+ayN0D z;#I+LBN1Z6bJ+veyRNr)AyHccyAE55^%wiw46@mi+%5$3kpw@uFTtuC;cQfk8^(%Z zi&4zmV!u+_Q}`0%;^>>f2w_=KUY^AhPOU;)<4lmu0-IsHi9hKCa;9 z;&S9IL8L=&F!)E7MxPlJ9!pCVcDHh7s_H*ep zr4RrdmajO#mXbF!K(#_)*BW=-S1t5E9V$v5qCE43gcd%Tctf zjCoEci1;E>p$8!)w_9=zgkhwwAtyhag0SPa*05Ns>vy#B_!}w22Kw~lR>%s-&G)1u zA_SY3dqqBDU26&WjOwb6On8WE(#(qAkQxPFPe91bZ$;G83n&DT@+H&^xjnq7#0flt za14@;HobFVCeD6w0>MXET~NWmg;BFaQ|fJ(6L}VjCCgmT?Ffw~Rj~)DA(P#`)HXMd z{KV?K=$a6@@%6bm__~C`qNMWR+m2-aj9p%hIYG?cB%2OuQysX#AeT7IPwGl(7LcE$ zs#vw7>H%D_dI?GkiPMU(|2!&CogTi9uv4kU>=4&ObR+GR6^S^HpIezU6GT(>05`~J zRMA1k%_wGr5R^*~&eKtv-uD`Ion*?2tOy$Xc`~RvDPI0|5=&QjR8()A6$bU!Uq##x zkjuB`6sqOtnhl`EivRUM)P7>7G!sIzy4ao5x1tcv*}!&hNL^j0%GWhz@!N*BKS9RB z@+Yn`m1f)_i~zXF}=&@cpB}+}zr@ z2gQ~6*~3%Q2s4JBh!GB~Sm)=){tgqXuDqhIs&dFQ<_BYM{0^gr`>(7>q1~T;jsXU( z_#$U%IE8+KbS!z4u@oHfn%yzbqN1Q`8j>< zDWPiWx%{h3T`$!M`klVJ88oWYadJ`Ib@yM6xifiyy75r)P5sWpE%V~edI<*c5CJK{ zuqmOEfAHHU`u01QR+0WCoMU_cmAd;5`C90JlW#lY^XtV$M6I3UeY%-rhW8JnS+++ zZ&a}UUBK|FG8h~Vk+jh6-w}~5G2%6u=C3Nxp9jJxs<>x<3*Lcm*qNCez7=_6+R@XO z$k!OO$A*IkzOTHZ+WG3G<-Fn)->lQ*qEHPy{`0@x)35Dq3tJ8>2yZsFVO=;ouCx}= z4~O;EH9R6Pk03@s3wtB+Qxy@Fl~Hbbkp?Co(N&W(gtfIb(KQpLCW&*41`=Qc&}>h^ zku*}?VES1jXklpZZJNU4`?@xGdfB(<>hd2$YmV!o)<*V+$FMvf}Zxnr9#;WCUjY6sXYd zzB?<#Lx@_G#YEN1(XFJYD1guf)6S-Lsbs0-r{TXBsdWyx2sp_t68XTnjY zi;@@6+C3cvV#s^I9EmM42Y$uzyAX#F-rHty>g1CD6*x>-354PF5bp_4hKb9AD4K|& z=Kn;?wtoad@ebgii)qD%ZNJ29?f%fRL98pFLQF~z#(p@0!xABOtgNh5BfJQ33jjrl zaO^eoczSu+;$D%0n*h{6CCOqxI15 zD^L`9`dge#mrZeeG^{kr)COBH%|fsA=4{u-d+I# z9ca`%XQk^VZhRGI=cSL_yocSwk-cQ^o&{l2D}oKCrEvR98$F0IZVVO_1btjdrzwa%b3!OZK zb+&0dOeqL;{)5~miU|TK1U>#ZEZp&?pDjtpucV0~&qa?@`OWS=U1y= zrhYFa@R2Op6PoeCa9RE)y@?9#&+n{LUg_)o3atFu;j!PYw&h}6ZK+p(E7ATN^GTud zqRt$m{wDmp!13hHK}8#zJvW~paOdAr!U5oN_QJpGqj@}k9zt7{FlJi7@=cE!ay2RQ z_@{|-nx%d!3w!q)cYKU#fq*RCzmE82LDRKKVzSx=z902NtM=~|(fva^L;e`z%R

      G(aMizq6rpOGk)}R|VJ=?LlI*YS0Gl|~sMJMdtmVdCv|Ipq z|37de{Bzf5$xwFq_&j+eC8T1r`B>O}`WY^kx>WYR6uZ#Uhvh@Ftl?=U%*ecTxRJd- zxRG0;s|6m(S5tVa;JeG|;7aA`N;N9yukNjj_~Jfs`CP1J!4d1J8Yb zJbKO4Zl7u8Zg+G4lStZT21cu<&BNJad)IC}>UNU=nUo~#UPQ9L|9r~sDYvgvh<~i< z-ZuNXzI)!$<_K$9I zIh9}VKJH$T#<($k5iOS6|JPyEIO2yalF&6|8j6;+D$#83Z?+xPZn-y)X~Brg7XH$I zoJ65rc_!0@;4MD^!6#ocv(smkB>7>3AZZgtBQEuR4uR^%P8?J?YeiYXghQyfx^c8jFw zU8qZr%i4K5SzdlFtO5ERdn>N823Y&N9=oDlUpA4oCz?yXN0MT^2Xzn+a*ap|?8m}k za+0sS@eL3~EvS!l0vm$K@kHPqL6wQ$6KdqJX(}CFzddN6h5j-m^@D`V4|h7JaZ^~X zjJS~9J(A14KYgM zrxjPvFmpysOVzPnp6Z?Q7}8n&BHz^{%;lODq_afA%Ugo*N~rKjj(YmET#-@Pcbx9- zdPo8j;$8GGF-EMf-|{_jH|?#sxN=hxZ$^4|@~*-hH>1ls4|r#J@kjxz*m1&?zO14` zEiC@|3Jzi{GF^&y1>K`0bsT)XlvI;xMK~^pHB^3zE5#|smk+ppyeTqeanQ`HdA(A= zfs8w46+O5)B8@p}xH%V|s=Y4CJ281?#mBc+Z#6tz^;&)iT`C6vg?pcijXVU7pX7q} zeMaIn;a{1Qpahf;Z(Wy@X1rUvyFMqw=-4XV(2RM>f#bYS^>&Ybmq1bY?TOyxhjHL} zfs@GU)upETK$ffgbW#6=-O@JP*@JNHl?^bBvVUYPr2efd62uf6Y;?Ok-Oj2Th*&G!eI2B#cp27Z2p&?+Autegi z1^-9Xh{Gl-T3_+98HExpL&)64+08wt3I3@#^dhpBr*q9zcx2(A`*T&I7WUPV3k zL!pXkFRA=$i%^W7UG`li$T!Y@KB{BNP46M7fDc;I17ACB)*Ze3?WniQrVVO_Lv>KI zD~I_6gzk1(M+;il~N-MpIc4mA%09?k`cCVSaGG-*-A9=+!;nLP2qoS&l zSeKFsbKkQ_MwYVQMS)I*5?#M5>-g13A(f{b>36z2>xGv6R_3IQ1wsw9+;mfu=J!>* zD=S4W=stF)i`PwE^ugOYjHfGT9MVS?v1!Gitf5jPcszc7vX$XW^}DZ)Di<`sNU>y^ z{@j@cXryv1@;GzrekJ$ZSBX>>S|e{J1Eq?H*;k3(yH`{6*>vE6N|*LZQI}J0zv`R( zCedBFbiN0HtXS@J5aIrz8mAL=UBK-BPPbw4n_Yi99E9*tSrq^b)YTq2K~aCOH@<3h zpS=3@T%2y*x#lU!+-i1S|C+;$X_SLse#nOH)o=1U-x@(~dE}P%cIIYPUsJbDQN%-}m0y}U_hsijf*C_nd1iLug5`g5Dj6U{4d z%Kb2rW_CkK*)e>0zEcW&@3QONtB-Cx*ptgS2X!9x2ti$0?x!y~mKvXnFdOkeN`vb({e@XO7 zTrLKdqrvqfpXBx8zKQp3JtU{3(>LJ6u|-e5tzI{Lq+souS!eYeTBO4)awf+iENs1x z+n*HltA6^YLZ~E(Pk5acP5;LJ;$yAU&i!=H!+-3y-zFbD>pK(>P&0Kcn)=zgv!C;a zeS=uITGx=L-TD8NVICGg!s@$b{l^}Uv5pUd!C%K5{R}u{?AGeg_gMxybaltgIdtO> zF{?oYjVu4FjHu$2{ipDh(_4K$ulybMTZU?tKW?a}oRjT5`1=rA9v{!Fd;!T;W~?ti zI!mAqRE`|kprN7T#{x4klvpkGF%*Y2)&B=H0 zsM@j2ox;DI*(G*n{EBT_Ctw@dZfEwfF*YaSV?(@ra`49+Zb=RWL#loZvsJ_HtPH5h z+n6@0GhX#@)uDmxdB>N1`paP-SLE(WuaKv$TFpzBT|2j^bA6Z_R+U0=quVPYWg$enV5?7hh=}ZxX71opOHQDO6AO} zJv6#jGoBB=4CE=I3q^eH4i2SmOmVg6*y5_{oNHHIB&5&JYo4^9d$*^gR0+3nPNCYX z7NdOL0pnsuN(j~^rZ{|{P40%m5UZ>&=kJ;7RA6Wo&Yfur1L}MVRToe0{{l~5v|jyg zME_Ssp?gi&`x!ZFgI&9=_R!K(SX`p{yu&LM^RP61h2~UBxJGsJkywdKUz!=l_D{9F zJ}RiponEBFHS#fS-qf*ueG%NIoFQ-`Q4dUy`p&5HX-n;=H0ZX6>xuB}Y(aX1Bjd_j zk*{S0OIVGGO4P{wN>5!GsdVMaTW6HAC0G`0 z>W1%lnxPe!E{32Tl0Q_JSgjDZpa-4?&s_LkuU z8~^5{_tko?ldkX8Q)~75ZpDqcRCRi0FPtlRF6NgedD3~U+O5h3jCJ;h_RX7nNEGkg z`>2UyWErQdwc-iJJUZv-8I~0vm-yH5$A>3Qh*k>iF|uxy>CfB97n}Vj&VJ0IUz+V& zfNi6YNa=fOVe&PjZ2QO<_Bs_9V1|zz6*?vO@y5C^7fKT2^!m70O)a9>?bKnl7ZXL? z7HZqt>M#1%q|3$j$YeRIy~*VYtPRlj)<<;D8#=1R^wKOB z@i^?^yJ*{dMbjq|hFG-u8xO0!aTcmfZIlw}r>IV=)#sHi?}|)-10&^v;4-KBxTg`_ z8TJ*%#=`SU?1#EH#h6u&|Mb3va?jOXY`9I|-pP@E z#kS(^HaSYCfL&z)k3eYZuES^@5pOF+1g4BEi_D&u@II;19P2;U=T?zhgvB(we%M}S zci)o`nStDu0a=mJGWWOnhKc10v@kD8no{2;(EsxJ%WJAG!3H)AXkJ0a#*@H66axIr=banz<2&z0GOIP~j12 zA)Q?>_v^jMbvjw2@-2XgpyJ2noHoXIOitw`e>Y#go2hl`4?96@Lx*eMT_F$NPYa|N zVsGI$0(H+FYpNn(5M`N|5Ka%{a8&@DpM7l`5@Uy29B|AYv^>-SH%=nQ)T1T!rnRO9NpcQrzkO3Wn3RfrGH=nc z_3OR=gxxk}^t=|6$QKb%5uY*q4t`YAC*Dx-5i*{nf#N@F2&xDfLG(p98hJ_U zMEQx-RgxphV~tY>AtFW~W+h$iK0CSa$~#O^zyLk=w`X6}?R~$>)q3P7hPM2Lw4i!1?Agn%m_HfkYcNZB&Gg_2Aq(zId%91FgNn^=9Gdgs2KAew6D5$`VqIihyw#8Ea@)+F#NdEPsLO+!J^ z``P|ZZ`nq1@ysvuA_Taac&8FQQL#0mc0u4|LtFCc$mGXWxviGTRqnP^Tn8oE&vLP{ zMRjZ45i2S@5_Kb4Ce%xytx$d{_E~(;O&*S09*@6B9upoCOb*J57ZkD{)QT|S3k*H{ z{O;Vf-l}#{D{ZOaWm#cMH4O#TG-MK9T89+7hP|w6AIpobm`J3$Z&YcCSKTpdDwx{Y zrt`$MC&1GtDoZi^8%HH$jA*i(kJYs@d4G$AF8qQo9P>HU3tc3iiAPK%(~k^`1xRl2 zNqxC#xY5DXGK|W~9PjhsK8yDo1Nmf4wfQYl0)c@o&zB8*Z(qEcee!x|L3d~S%<|<` zv+1`5zHR2;NEC@6l0HClx*JEy-X1QJT>>M*7*3c`oEwmdOyWnP_o0S^{}o3pF_Q4~ za-S>?rh=@3y62Fa&HTKFcH!K)SeV)Ky-9CL2?*22C!qf$xwh~vVvl^tE~e^_em`Jb z)DZy~DQ7&oW5)B+!4oIm8SL2SR2aK%i|N@AaV2zGAU?ok`O+yU?G!;ZLF_`*^B({o zMNp%iGO)qp;3vw3L_aao1j-dcb+Px#+U)4CHNfjn-{!t!$Dy0#`Lvd=6jS7`eL2zl z)^}zRl?_vcNJ0=Aa2sXb3_PeKMx@}$wroLDQ+2F9;Q7>>wL=}#AtDwhZ{1ra$tA=^H_ zK(t(-*XGvQiXJzk`Vq5q9;ZjrQF)7vyXv8pVx&DMX;Mgtp;@!K2<=#Uk|EG`Su3C7 z(VINHyd?7&_eKw7C$Z`Q=V9#>EeW3ITxf?R3PS3T%)f6T0=?pMsLN-|Udq~AN>BO) zlkCXb@Of-N`{iBGZ($&`W=(>qL?5wS4}|SVj&GdxWPMKlP$_;}2=Gge0C1fREJBBkuRm z)@}lLAsz#~EWJ^oOKWAt6JQfNkq7Yub!fR$3FNJpOL;f>CJND0=7R*+?}UQ zz$x>$S3pZ2#N*sray))6JEyjB#S>`Fc7hjt3SQO$qBD&Xrb;XogEep!I3vr9RkLK^ z;=3*S?3?VY_;y}w)#^k_nmAg0DlArF)a36SJe=Ni&s_At72jmotoh}UnoLsth*Iy~ zb5LtA!jj-4uA4Wtw(NNN7v!f~`K^@?aZgWo7O7Y1k3vTEfL;c6|(@T++nBkmK~R%ad+jXe;H@$h(bW93Tkn9#o4&2Rc?MKT$mz52yXy^ei!n7fm22|Amg z8!%IBTwLkqC97kG>slhto}I_T!?Q|Ia2|W`Y_$mCQbbYvAqg&cg2$@K_?ge8GvWc| zyGj(+$|_u_Xl-2uqL^`UDTGbZ)m`UeAPU&w;jxt{$*=3C1Zenwi>mCPr;wiZ?hxEl zDClfsWn*(6a;kHeE^R&Ebw1|C_3I_j185l;1;Sh54Py;}wbL5O1??lzXROwnAJ>rZ zLuX<6H2pRNFFEvKnN)%esNyq{Z{1mCjHBG#+}cP7?XIspoq*_Y%xd6vX-~=-#X9!jre8{|qPh(`b5Yxi`px0XJ>;8<9&!5|XjhDeu zK*CcgvN}4P%(^&k3FTS??02p8Qf-Y#`UmKZut2MsQ;D*UoPV*w-MekZ3zG?UIr$J9M(`d7Thc0^r8LZQij z6i=yRVDMpSF?8F((XzxVvP23_kQcGxxv?xFC^CZVghWMlStXPS}B zpMb!?3)m!7G&CYEUuHMcJXv09(9i1sU^TSH@h`i05cUQ$wj~^E?+)jen@hHv@6Iw) z8Y_m2<7JO{z_&}P3Kl0A`vcBQe|FMd4s z8)g3gh@)q`n+XweGTCZcL6Uk6>9&_Da+p0skfNTlwVSU(4}-2kVe<`D0i zHJ1f-*Q{9*J#+EmYKs?*je)Q?vW||9enD!}B6jw(d3jq%k3oK6VFhR*nB6dyxY2AU z_0ahE_#oDvwsLF;c2N)amqJ1B1d9sBJNKqdOFuU`Gm*vxBukhkRlEie*&>|KB9 z78Y-`;$FGkdpQ^yMH3Sa60%r^iR*3>HKPO*`7aTd7VMwx?d_}9tf8-~tFyATeSl@b z>HSkSD5XbJI!Dcp9zE(L8EsJLF76`9k-aCaVv{4fT9G{S>@B$Nm%~osJ}Bk55AF{* zdp7Lez3rhBqLFGI3uO@&DYj-!baXVmY)Wb>FY<$~X~u}cZBbKOn^?9YSP7xj9D{F& zZW&_@JAQD*B>o}qQRLQd3SkRoH#evUOp^CYvB?@@)mj{_u@=@ORPdr0-UBRg$R9hHXD`>Ju)CVtd@Rx--@bWg-?{S+ z4#9GiDB6aGH_En;*6us*Z;MbCGp*-MEsm;*9;2 zo|#!_VWCtL0#$GANyB=ltf|R$NCQ#ACtr4z!JKqTg*f(eH z+#MDc?UrqCyoc2-4jwc|DhGv9WEy(s&L%|N&%)gQ(A9Ok+DbuFlgULgI*bOh!0d$T zGsM>$n%3gMkSaz2!x8UFL_lV5h#9aXTXUE)cxa&)Xf0o?q0si^TB>>+V+t8wr4TUpKV zEaHUiL^u8P>DfrJtw}Xj+K;D-j_yO#zm{X6m;)Gt`5o1-UUfzM1&NhT)Qn~I&l)$P zzv|_n>DQMa>%?_k!4B>IebC}<@SSfqwCOTRP`rsi`^d_UI&`RzhF4>T{{!)Efw7K} z(a{}g`Uy!%vutu+r#T{OZMU>&YcsoX)L#}BJZLDIsx~G%*>xw7wjl48!<%$AGH}bj z4_v&Nw}^s7Yw>LZ*nWb>C*V`sfjL)*s4C8JB-LtCNsc>R&n6~UnsK#SI*zDrN5ZX4q z3K!mjGayRl7$?e+FQAXB-@FOIXeKo`{&0zIJ0qJ`OP;Jq6|2-c46B5$dv1#%Cq!+U-baq&ry(_*>;0TDhD+6}cBda36Ym6`Y-K z4>f+I#b;-;;260W>U{E=_4W0OWiG^AxNs6>LHqmn_bt}PrKZkTS64U4b>JXEfsB5( z6)OVKAU7W0$M6=?qy?O@s=;QcpwRAz4(zk^Q(3oe-Rh3+8|R{;f*|tK)zvN8yN+Km zD?TdKnx;q*dOY}x0w~3@(4B2@lC#VZ9me2ucxHkhk@g4q^alJjKZOLu&7fH z1u1buM|M0cj2Xl-_vX#Z;Iv!_mNP@37zbA@uM9akIm#+3rHJSBd;k7GXr^HJJe)J; zB1GjBGzoGUG;SFgE?lpR5Kq!RODtcYm0G8)tXzWMt$z8^S=||H`eiG@#peSwPJG`g rKTL6G{x3I3@{9k&z4ZU^&;ch-p^z@O_r!kzhVaxB literal 0 HcmV?d00001 diff --git a/automata/plots/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png new file mode 100644 index 0000000000000000000000000000000000000000..5ead0117069a404b55d10c935a4bee5cd431a2c4 GIT binary patch literal 42825 zcmagG2UL~WvNej@YAY>tn-iE&2?_$Dq6D)dN)QAkwge^TAlX)tRzL&^N>(xm2$G|% z0ulry!zQTYELlL{&9cwE{~hli?>@#kLmD>w`}X>3Rn0kT)_Nc#b#B$l%`2Ihm{v)g zKYf{rX-N+g)8ebYF2heo*vod~A7P6#S1sg>Z&+AgH`8Xiblt+lz}Uh-S7W=CwwbxE zv5_FJFz!Pi=xG&beWhU z(r4dn?vxC0*t1Pc`o<^DNN#^w*N*D-TESJYd`^Qv33nTx)CV z%2lgUeWZhqUbzx0?->;pwfUgVc8OT|7_XU$erpMaxXI_+`_{X5l|7Tw;osovG(UaL z(a~|{i_5l^h5?FZEo-ABZQ5L2@z%K1L(7n%&owb}D}Vj9acD*hx&TO>({UARY$tt zs0fZPD=XW{7#?cLu1!=IKXdL}f9_Okb@p%`kAzaHo=>oCA6JVN!_Z&UE^Uu=u!HdH=2NnEsl{;aR7q*6B&*1`+eR5*mf768r870uqLgzhiG^JxdTw@# zhnxF?m$#?qb2qo&rl+S>NAm;(1$}~pdDYe1?3Lx(oE98JM?dW1R?SMWof?YQtBvh# z&NQFt3NRk8RaEaS*q~nXx(aA`=h$|?%sVyO-*fdbd=l6 zA^WxX{P$C-`t@~(+w8-R4Q0Hm{lfG{sC{Pk?4sLoZ}J>wYvL67&YU^Z8(^F#`%FN4 zpf3N%XsPY&V0z~l)4W|ZJ{&89gM*h|IO{aiyO%z=URC%5Uq1DO(9rFSEYDr%`s&r4 zY9Fy34B9(IgTOP0UjO%{aw+C58{Ope`Mwo1UOOj>+S{&T(CHu2Vu`Kx|f z_gUEVeD__`=&Om*w70jvIM|f>@!>k2fxeHyqKxwbvs1(QJz_&y{k-j+o!WSwS3{q! zUcI`k=Tq3F>CsMi4-bzRwcM;{M=fKEOG?b5k71*jS6@23NnBi9?#1a9<_He|Q!Xrx zb?45U*(71*5vW-{_Y~1LDC96ZnaZemCU~>#gXgYG^77szBP0BsB|d_=c2kG;N(CM$ z-1ypQ!7NdQ3el5!)rh4rA+*DhDY}nan-@ch>rYc?X z<5eviX)ofl-M3#UC8He z2w*#A)le&JJ09IzpBTcWm=H*dZtfAC+Jev%hMbGjczENRlr%JV~>tFW7GA(>qr2m)K1@GvmE_cnXdSbJouH@9QyX>Lhr|qL-9O%J;diL zPqB)I2N-2Z?3E6#*`RL!+-YG>@ynMlQtIjE-BOg(xUo9HHeH*R{_;x?(uEviAw}oY zPRqfj+JyOUU*26oIJ$2WS6j}qwK7Gw`k+C>0f(91D6eqc>PX%1-@dH;?YA293emk1 z$U_#v-2$SbssV=#tHM0Q`d%4fTj(%M1NF;*z84wwL*KL`@~>+TP$`2%Y=reW^IP4 z=Cyt6@g5id_~Q?yBn{_fzikZt{{5EwR$+k(O|OST4tyW1cI%=H^fe@fm3VW76|vi0 zL;%cSPox+$3W!cNXl@p{_3F`9;TN@Wiu$cNHXB5JS=f$p9ylNq;xPG4DMjac`cSpB z_?4iemXrY{oSj4^8t?W@3^Ek?`T1?9JNtSiAygk|`o`4JVS3W!PO*LqGtm`=kwudY^|qPF7)*1Hz0uSQLFL*cdQjqn@j!>YI3 zvaxCO>E5a-rEmQR8_oarZ6=qEX6d0GTMpyWba&AK)hl~mF3q*Q16+x_* z)vP3P11iTM>sFhn_?MD?yoD7N6$w-C5>&J4zFI6_+l<}VRqVD^xXMT!wZ>fM#I^%} z-sX~vbQ8824OeZ!9Xxyd`1kC7!SollZOmCMh!wd^Gwn6&)@hdq3TrANjR;%x$ha&h z3Y&#^%noH&cynJV(bCdtD0###swW~MQWh@p#6a8GK@?A@{NDZh{#cZz0_%YW{xz#t zYw(Dhce#0LMM?$rjo)(PzftV9`>a=EimqI+rP&W;)3aXFSaJI zoxQy=f9yKj;DeIbE>Ngb@Nk`1c!BE%9v&Xasb+HzsbCRZyVGaSBJb!ar5m;EF0kQu zUBAC-)#2vPl_$BlD*hRf3K5G(G5wh{GR?aUMi8bKu+B}dZ+ft76Em3dN2+NwOhn}` zDJ!e_=k9Voo*|@T39k#@oYxiev`g0yHoiVL)#j8h6?9bFbw5A9Y`k)M9nwkE%a{AK zZ`{yBQR%CSa8(_4!EJEu*;8l~pzbu6%Axz=@eZp_r1^9^Bezd4&bU$?-K06tn*H?Y z#)5)^UO=PLv8NCF9Qb;ykZ-IBmF+tB$RZm}%B&P+=Z27I?bra)pi2p8E4&?Is62IglX^SJb~R zDBuE&DlRUTsxWomEHu#dS`1f15XvKFvu!s#3g*@J;C7lExR#3#oTgi0R=TPAUUx^IcoEPB*e9p$le*RI_XsOvI-0z#%=Pv?#lZqY+=&$8%!ftuWQy|N&% zf5gnGl8Nca&Jz^XxSoJ^$q}|yqTRvcOO~^&y=7BC*#bERPlO`tL&S<*+ z{r6-1Fg{}9Bxp}m%UEy&Q32old}~PoHdmj1)~EgXvcUi|SQ| z{-tIIAUXc&T-s6hEr)-W*D6Uq-T5EWwx9o6K3=>xqzB9^t+qIm-Q2c-i78?0ROpi1 zTWtGcqO?+#CIBk94jrnyKG&J{UM+?S`^K==T)Sg~ck+?KKL#CB^s32ou%jGO=(fqq zvh`N`DwJ!aD=Dv2-YYOjF43>Cwpr zMA$5N!;NL@kx*XMEKW|&^Pn#EUb`g^>QrtQ9eKaTdG*2*X|WjWqS%`i!L~imU20xk zKNTeAprmd;;tZ4-vBfCkpWc3Ad@YW%gRubb%UHHXBlbBD9a7kG*r+CdVLlFzSIul6 z09#GjGr@_ku6(h$H@rqZc1MknUaD`6{EKi+YQh;narR2;GapnZU}~}U9)DFw6rwPCQrqjot<5r za=Ot>#}jGqr%$6PET2nVSCQuRwA5P(+58W_ABeA-nW6o>d##=2awut))5jKbchH`Z&*%WZK~OjL`< zr#EEHat%dGpWR_xRt~Jcy}SG7kGZ)^Sg?<~JVZ3o3>q~Q4=3u@fz0;3 zYH6*T*zQByg6mxrWmy}l?5HE*Sc||sgJOe+h(B>g+#>N z4KQFUxwD;DQ*=Bt=O!7Kjvv3h;@4jf2j3PJD(xdavA z_V#wo51}H^ZPLxj&Ao&Id$H&d+sC)g%xvYFLtL?d zyEi$W0gX16fal*pw*K?ZojY#f_E9RX?(Ra+8g2l{v-A^dsz#zA1%?Rfix)4-u%eoI z(_LG#Z6Vym6Bi~PZ~u3`ktg6ZG- zJ(bTRPdcxp6#+8y$E^eaD^0y9dJ;w))~J4?X5PZQojH()KNN{IzyJPcUwxwS;ULws zXYX$kv(I?&_umA>hg7)g59$jmB&r#5Y=WRQKi$18YGmEygtr{~nl+jyPo8uO2?=@d z=+PlmL_tb%;K5J!O8>k$e<6K>=>%30z*=In1A>f06uaiQm1htjHmj?v%f-rbRVQhl zV;nL=+TV883mDM7x_t?g3cD*mZy(SS6L0bDMN7t^m*^sU7UT`@S5E6G++tjFZkt2+ za`s!H4O6UB0%jfOq3~EY<=6=B?_rYpJ7YN;)9twT-$&Y0b*uNxfsUTZ3hC(3a!Cdi zEC#njYU8VNcsEB-6nrR8&3@#JmpK!sR`XpJrZ-n!XcRnTxof}9Sy9dAOu%7dg*b)y z4uA<%MMA((1ZDEVrrMhn@zkR3u3n6?quRWP>2?qiG}H_12S11?@<|$JCWcy+D@3OP zTLPPym_kiFLzj>m`FR=LB7OZ&eX>ZKk)r#=|BzuURt{yzuraxyc1LF%iX$FSNZh+O zySaO2eZiT5F|L9mCSTpRS=da=v*`W{2z8RF28~sd_IMchxl)G7^}NJE{26kWmg0@1 zs|T;Yy|>f-j}6@e4yHHP?77JK?bl9WOX*;dYwu+jF(p`X^knSo?d|Prd>uuQ{c!88 zQ)68p<)GWdy}QG_Up+6Ua!sft6_1b41kZVh%|v&742VKf&psIZ^}L1uqb`&?xm@z@n>_Nc5AZ%}(w{A6!G&*0K6<2Z_3BfKq77&K1|iJI#4DwCbazJ~MeCwe z`lSZ>so6@bcRhohXPGr$w9TmoY@9c)Hul4Z^X?n@-}e4J3FIrAsFo|AXK!;YUV%j4 zCwnekzI@p$z8q$W_HtcCemtOD2c>?{>b+o8 z4~sZu%yx%39Ry5nvF(rNmVI&W?YnoihyoOc!skQ8j&M(LNCcx}V{%$r;n4UJc7~i> zqqzLOMuB!?x^W1px0IJz#ecktd-vCtt9kaBR2}{H^a7S%ftDfU_~Vvefl16z&Y09h zZ}quCVokdJb@BektP=?E=Hj+Ci`u5dow9gvB~C$gQojup>7=9%s#U~;HG5-0fmq`6 z6<4>X_CW>oKVtd<@ff~r)#iqHp0cTkBO(hw#%#Nu-5e-^T>X+=)HWJ$+Br`g*&!Fp z;Fa9{oTyLUk5S2qo=>N+{cEZsB-d@-s?sx?tK!1CjrOL+%(yPq#KSEXPf9gxkl4mQ z?DB{PBBgtS02m4m%L%lDM`-a^`WUvn-e^ZLRC$vuN8mTTmMrK5u@Oi!s<>#Pn#05u z;+#ARFJINtGFt#caRUpHVvh(sWYkP5kv{f^5@bpauAMti;(POk3cN!+n9Wt_M7bS? zU7Xl8kr$t7C@Q2GTyt@l=&zS%-oRUfmADeGBt-iN{G>k1vfl#YvAS8{<;k0xQBpw` z?e2&51{#t`v4Y+)j{7}o5VqZvUF4QbcX^N;V&n?maQE)rx?r`W+O^trv!V2VPyi=b zxPp6G2Wo`f#j|6_2~_RaG~>1eb;s#5B%x=axgd*A4GthI3R=&7EjgU3I|^Wt(L$*o zUp>fHBDx)Mkcnpc6Z5w|I_2fds~StR4LXl3F7E>jgRqeyiDZ5%e<22XX<8OR7tlsp zd`})SQ`E;L=9$fCu1wgqEaNvSYo1!`_g$6IVO%_ap0jGEa3e`0sIYd$ ziP`L`ebbOBqq$-|yzk^0lM;jf`~X;HmRwv`w(s7D1UC*rl21md+U&XHzfq!#-v5Nw z(9M=COU3bL5NEcD&wHt-|M}12UBxez(}$8L`xC0Ft1s#4={+~L2G2R`^-R>x>bWt4 z4QTzy+`i4?jyaxMQiR_bcqoa01}0fX5aiB!WdiZ>>NA{oOpQPaZIF*s_(+NjB&E!K zyqaz#B|}oR_&(qSPI3{jLKr&NU+I=4jZ^yosq8H%WzltqY^%YGXc$~nQ3;G6K;uTx zs|;MwP@6Az+{;tTYM|lz)Qp(J%tndn!kR2g{WV*+8hAZokxvcD>92CQ9s25MXy)8aDfUK1%bZa>EBl_Nb5!?)#mYHvPu zu{O;M7cU+JC_e=8X1cB*)tz@JLkrbL4uTJd1QMNhfksj`t2s%jbuXVSUc7ki=FPEa zO(_$xX*pz;Rf=Cpl8{5n&TK^8Ghy?t4;o254CDM-0AqRNJRd&w*7Y8*XE!t3E_`l$ zeNzav{YtdViM+f#(zewcr?p*tgQdl$PXnUMgKYw3UrAIGokI|Qw4TN0xePrI`QatB zOHx3AaDC8>3lugV=ogJ?$?zoFT1d?r9gzvK8jEKdhTrtDC5$lOMCxX&i4$Pu^W~jOP;dy4 zYz*WSWDbZood!iY4zpG*rbTS@u~5ppDndex%YHWe97c=xqTvNPovXzoEh$-@VcJfN z$@$(r&h6We6InrG+L~sXS>NwWokxW7DG**SG-x1|$3ss(S`!E1_^8!DG%}Q0daG?5 zmQ@~9-r@Tf7pn>0&Zdw3^F#RXx#LxmAcZ;jHO2K{OLl#N)QKTW(wXl6w&?|;^g~;l zI(Csfc>iElGTKJxD55xMRjgFw)$_$FHhMszrq+Z-Zxw1 zAZJ83&_S~--Jh<5O}@dM@yy$M?Ikq+0L}cc_N1_*Z>EbJ#xe`}-`~(lI9+yahk5sS zZ#C&b@(8A-%a(CNdPB5U13epB5?xg`$~@y$lkeojm@b(PG@r}^4DUk`Pj{HF0}rMo zdof|tpZnLlLMM;JUR41Q@WEPvc7%cb&AjL?+!%&7R(3GwwQJYVW%dF8hlr@p;{=5s zT9tNxLg4JN_Zmr@P&m>4No7+WO5!J((Q$5u>)=889XodPwdLoZnrfGvC=;xRMv$;G{ZczMN3(?(F(u)G-iDMIZorI6ysMf0CxArhe-xK82lw zOvb||?x=z)T7_C1}308 zSl?G0Hvwg=X+o<98s6e1OC}m`hBVgtgyW_dhGEEequ;*0(l7Wp2!({+7*VxHTs)tr z=?3^l_0W_s#8pnP((Ls*XezGSc;Gm=xP^`c@A<&7?g~XPN;TWw-Dvt^UHIFA1*Z#o zNrvZ^kN$JY>8jWI{Yv5BSh2wDX~~BSo1$$e`mBaOK^aZaEMlRC(ER-Tg$ozVzUMy) zqtKa}syG}8@t;#fq&cAs-F2$LME$Yms^b%Ya7Y6zMfdtyRhvzVm$91#dw0wk*Y!v3zrUg@fDrW&T7Al|X))d-%h-U26lV#l6oV+D z4$f}vw)Szf+4Hugmms1WxM=-{?E$`uj2cG~| zUxtTsP$v(BKAY%j_SCLjyH4RzWPwCaASg=oQZJN9{rLp_#GWvZSgm5O8OR<7Q3I)y zN)Z}9p#K$^hg9=wBa^$!S?iFFX)ghipClQ_ZIj?QUfT~|^Ef>{okO=d!_;=9U_&i3 zZK`pb8Z9cclDL$V6xTcttZP+{&DcS-Kv6E#NJ$PKFtQO|QIDwKj+PV2K^HDv@kMT-b^kH1;M z8jS*ir|k=R5eBFcjab;=KC8j4@G=^arvtq4(8EK~#N^f2_Vx*gLH&8NL)CBoT4D)N z-{IRo%V`z)@_%UbU$)Pz*EbTpSuPLOS(9mg)5gZ87wcO?l8}#21Sow|Ep}?6?Rd{~ zN^^JwGi?j=QP}-4*WcYIg-NyLj!L%8bcNIWE>>1n`j`)0U8{K#b6$W89~Vb6?Jp0> z684T!#8OI2h0W(Ti|El2Y6cBM@u>Ma;PD{ z1bSb+h|y|f<`f`}!G@$$kag3t&`wpjaN!}4KL@bAv$ONM@8;cj4t0Rn32=MFVqqV; zyVo8Y&IzN1MGfXwPJ2nPT;jr88RX>GL9h6^dLlJQ1dyo7dF}eigO=0P}!SC zY?pX9mAU=TGr#?~P(|7o@S8r0$_#ksPc4v40}C#Gan{4F;BG!pPvWtaB}?WPae>^1 zo%2xm^Uu(_1l2gx_ChW(F*S&vKHhU-YS3mc%gG7Ze>XXE_G}+Xh-n7TDEU8r{8;kg zE+~{hE|qA$r|8vkGgt+Lc_-}lr6Zg=o^hyt&`WK~3!~jBVfOubD53>9_h*zZ-)8^q z1)~&=HN52nl#n<)AgO)>^s+Z?+Qc#oX-O8o5d+injpD68*&I5VBv?XO{h5&fQiL?# z|1FYTDcLBVa6?HZMUY#(7l9E5c88Bu&JR+-*{Ya$QkXDCG`rpT=w{ml3 zGv9JvxsI2s96B2(iYieybnXpI$3c0?RiG-MUU|eE)s!qgs7o_|Ln#^sE2-C(Hi4Jd zfoid}h6QRWfuE`dUbb3H9Rwm@qqup*$pqTkAm3%Zrs|J?eHv9?Z=gMiTSI#?hG@z$ ztAR>b29$MX3$K(!3{GX}b=J0|pglz%k1k;Iv}9-_ zPednrBLus8=Y5Gr>RS#O9PlbbLNHLIhsN;PChpk${rmT);Cu~i^;i~tj&;$lc0h-x z4i^RLr-Joa6?ysk-oQ87eRc8r^`geGmYnt4bl4~`eqZ;Gi@_p|3RY+pv=0v(!wWYJ z1=*l8+j^MS#9FWOQ-NraribVaj%T!_n#tMYokPC%c(q)Xh3*(SGL5-IW(oDpfw@yC zB9U}8ZCP1aw5-unFwjQ7@-Q$=7eOnZb>mG!d$RjA!7$LkY%Ri$Y7Dx&0LF=Scb-Fb zd|BholS5PQ8qQb){dLQCRXq~ zyKjDO)*Zm^84Pv*UM!z4#A!a$Q;TH8Y}^0%7zO}x74{Tkr5k(wLi*We0#P(-yXsXQ_4DuUGjl>=%X(${qoM zs)PaO4QdB~pR7#9(e9rvtO7wmG2Il^@{T#{qYJz32bk*q*@w=QJs>}smZXfIM59t= zq8YhWEg!6DS21i*{a)=aVFOB1iZ9el^#@f60Qh-^f44}m44*mCUdDgx+n)?myIZ%O zLIY}WxZh)8|8UqfnvY)dC_Z=FDC`jJte;yv{Jn(Hp}Odxk1Jt z4&>87T4D6gpuf-HpGJ_QU@_({-RWPW+AOOBZ$&I>A(b_&d=a2}brlEwTNsXlT56_aSn68tO>r;Gp5* zw=pg*E~on2(bh>t2et(^BWiQ)e}wD~Kf+mPj;1|UqUcm*5BY&v$=$dS3H6PWD|_7p z8iiQ^)dP<{R#(fR{chH@e+IINC1>_4Wkp?sy~wtD;e8H+>MnNj7ZZn}LWTgKGy_x#pN0e-HRW{W~C? zEXW%MoscwTbabNU0bzI^2}kYbi&72*%8uWnsi5EsLD*3LQ>Mu;ou#>I=Gouu$vlB& z(fjnm8Gm8yGL(d#XZ7|EMYhdhh#gucAZ*Xt|79<8W z9rP!6;8QdVs0mPJQGXrM1dNT18Jra)4yn!|_bcwc;QdN8KTz`;Kr6IODvd6dnZ_f% zt-0C2(gqcLo#sV=@9gZ2P6Fun01(R&@5LG>^w?AD_Wj>~SalLSbmOq*4c8R7WO&8*2)~nPXHMda%y&9s6LCX_9#i5GD z#q*oXZ5AjrfQzZc=4G(IgGVtT=WD{`Wh-V|JP*Ku_E$q@c|~Tk=wzpYkJxW>m>EyX z-6Je4T*2E8zpz!hrZ6>`(A1Vf$x5AF@Ki3h0&`_f2|-4T0R*>2M{)_VEGKOAAJBniFvVU*G6HpaKbErZ?S0K!I6{F zf8DRm&fdOwTUM;Z{|s=2gTpw>kZgZL=S9uhz_8DmMkdppS5Qm4JpX*$r2(Su>b* zT~%+xXP#bxfimF26tG;8d~a}nUaoBYxtk#lkB08r8b!z*gH^AL zr{J=xfPv&+2TU9QQ`aWRp9UDdocs%3gRFCbvsvbOzYL=WM=?rUB0i#ZX{Em4OcE$C zSuZI<88>sbPaPNnbp{}TVC`K!A>4hWdnQI9-oIt$@4tV|=IAo(%(LRP%B@2K0h(*B z>NBVd?<~>wc>&+lF^-eSsVv=nW*t8k{ej*(PXH8iGBZ%fpv{st%Iq<0mRR5XQ+fhP zCC>Z3T?}Tr1UrMFe%X?|JwZV(KN4D8Grj87IDw6jcRwLnSbqO@JzLp;cdE4+Op1(G zEKaYwEFM(MEjfLCYbhw8eAwAlHa49Lmcg?NZzAl6w6wK*^B3k4Nw9~*sV!lPnOaNf znEAKQC!iSA4bAwjbj%CSNlapHv8cY3tQ6n$>iS(c6H>0fTXre%h%7oy{$dVU=#dya zm?H#`lqVXPsvS5oa z<;%3o<{&c%{f8w~`aTq~^jVesz~Q83FxE85N5ySz;uVZgTxvAe`a6kU(CVtUWtt72 zD+%`9mp^9@)ryD!?E}V?9!LmrC)j3`uw6o`7Y-vFlQ@Jew&Z&mcHJT~Nvqv3?P0*v zq`{}7M}wI?rZ0ajv-#*OE`Om4Zns3_(sMsoKe&Rgd@E9^JYEjIJ=>OMs7yU|@T%AQ z)=TCMe{vpC-B-@9S=fV5CXb3R>Lw`u?AbE_d_QVo_sC`PYQ)Q%PuS^};h!BPT7|Y2i?w>j+(~3j8a@tn)(r)ufYX zJXGRQ*J7`_EDGg4SI)#OEi!Ts&m^#}IH;z(_R03WpFT8pfd#MKw5eByZ))54hP20> zAAs|NtXpG%H2Qm^LKN^p*8To_DC$BSYTis{Yk#MCPp*#r&$ zXm#PiR$)QbY+4b~&XOHAe`I)gNbOf%en`TEpnZ!f5-ebYzR<2lqsSE1AJv8Kg^&-bAuz1et z^JOt>>i&?km`qQURnQZoIRp4VjGXdva&yUG_p`?ff(*4MlEMmN&IM`ddT4DgQ3<2* zBgG#!^76yIcmYR{lQ^*_P)TAP)Z&9Q2nB2$VskInCe2Qowj;G`k%=(#31{3izDsMmRs%a zEZs0Xm&4fqi1=JoaodmSu`AfoLIw?$*IPP`1kaV{cEJ6S=HtU9SE!qKKTxx*zZr3f zQ4KwGhgj}5cIF(Oo(t{TSDrJDo*C&autP>bWbK$`2lH-JsyBZ$Xx3g<0lb5zv48{i ziOnJJj;{9hFtGf7@r7v*v=|b<53g6rJzpuS16u-z#7~1n76>$th{%r@OTttV0FI8Z zjU;bx(GCj>^LhMOCRAO*!QLKqcrWc6h*ShUs5j-#cI;4v_))wM3>rt#xN1y&(amm| zg<9v8yzn^3OWlCayLw#;BF!)NBLq1>m-#9Ti410~J=%XXsGfBV>5#X+-aQ2I#zP2_Q%k*@_--HgVZ zVL$U+wH~N1u=mC0egDdwt#IOI`dJlsdLdG1UuwPDYoCbl@FVuVYqj?Ly%ms}%sR=* z$pel9CA~%}YwP6^P>%D{HzT5=Hr)C%bF1HICSg;kQx`zG|5BYs`(p6y{=Ay8)Egf+ zlNTjHJA<=a5iX8#G;{T_c~-KrD&imQq^t5#Qf$;p09%uRlVq%=JYuW*b^pW0!5~=F zewAq4)fED}0`v?8P+!9dc=LwGC%_-&fCa|UAMZy}sxeG&iKH1C%+%y`T!qRRzA!iJ z)Q5%^$@FN^BE#m(?J!|MT$gz0OG;FY{}T;3G#vo$rT0VI^8)=Ezh$eD1(a z)2`i7*|t(1p3sG;ze@g+Q!UKPFMoV6hR&J!_rG3*nyQtN9|M;|ol$0<3 zS?q#cC-NV`U$hb%TDt~bPI&$5hdi30Qt4o?Td4;+lMxctot|p^07=u3gz^$|0ftjd z+t0?UWL8~o!8;qO-$GLoMfI0VkL6W62257)?(yjbIHa$f`(UMA-I6JNw#BEe0lXb%-HV^CBNnggt?8%9#qVUX7h^1 zlAzpeRIJdS)|r|CROjn3P{(KVhZ?w{S&aSNSV{8iSeepR*lR6$a{k#z^ohE;s{ zP>Bx6I#A?*;N$}Y@GyvBVXLn17@vm7ZXdAUfA!UyFCGj@QFW9&mZW^Rb73?=D@Zku z!AaSdT*PR)R6`0gl1vEzLU02Qm~+D3ge)y5afsdu0%Ib4t30Bjxd>X`ZuW8NLcwLiB6l24dO1we488sV zCeoB^mp~$-SX6W@C%tPy`Z{-Ug7qmlQ$Pb_Kv?P( zeEt1n5g~DyPm(%k0`L&HjoWPD=@cjwFlFf>q0Wf+&&+w6ohepeQ!PP@i)fM$v_Vxg z;9m#q9D-Bi6Oyy`6nhKG+vvnZE$aTDZD0nVucaH!5ZisXra70^ik>j`M(G2hu+pj4*DVxgy5)Tp%g0qs)0F_b%rzJwmOKa4}q$z+L66^#Uv<&fkm651g&)F4J+jlL@q zrQ#J1A0|!4)WXY~fZ>-|gaCc9H7(4lEtFM{@v0) z(4|EeF&4{_)f*Y`bE@w2Y1r3JQLo8@VVJIJ@oF>ItYab!pd@xvw*=IUSW(peCSlbU ze4gi^`ams^9My=8QZohemkzl)zz={NQg2qUBXo~b9;^*J$BN;Ho(Fq_D}iQe;63}< zUVvt)@bc=H1Bp7=`aFd<04zyzx{zT*M(y6Ok|87hLFfwRH-PWL zPCnpAXNg80!v|WoQnb+=7*>leV!1L>~{Im+)w>TA;TtlII=6T8OWbQfI$wkyMtnJVAB!= z;!)VEUtNDktpXnA`5U?rGEU4iJ0t@#*9rSnV z_vzpQv^fkI1~t*1wvz)fL_Z+vkQ;)0wornPa5OA+A0t=fDa_DOoMQ=OpqZv%7==P# zv(PQ`Y8qdx z?=Ph3M%K_wG;7>2fv|#wcj!(t9sxroNx&*4?s zu=~?^t}73I^yhD^_H^GQSSTN_R7(OlQXEO{V@Njs!0noD{Ag?+M7#-sA_>4M6^ROR zf&PnyG?y61`k899`q5OzIk(e4LiFL z?CClItvzpJya5f$fR8T0h@EtGA4~Tj z8!DV<0%ZHa7-1Fpd3tBN$_gT{mFoLHhuU1z46;#JUtfRE+4&jThi`s>jaylc9u+T- z{94Sza?|1;d109O_dt-Qmv*76CkQ{eMRbUdk2d(40Uj_->t+H7d<6N}8kv~oh4e;t z`xuC9BV%KNz%2skekL0#B_f2n?Q$}sc4T|&lb72p-$PjLZ`E7-*Tc(=KGsuY+yFch zQt3f-%dmHY)bx=ZgJUj7JRBJxPjMBrc7s!F%NBhGIS*+1_MNw;Fh7R%g{HW8zO8lG zfIhzf*=?Z@C67!_9)ffcdCr6V2J9ZwLlsZ&I1Gh{hd%{SZk}`+OJf)b67jcXLC(?x zkTJxl^+4;Eo5Q7$zsiu2E~4+@j)pYpKF=@${ci2K63q*5?>HXXs9Cl@y;+0f8R$l% z!Xz@lW(jg#vrGgzxD2%BGH3w#Q0*ya9Y+LdY_;YA8HPAm|Q)^*D!yWq43T9?OSY8G6>t1rb z*<>!Vp*-)kd1R$+hvzvr{-xQ$58uLWr4Ir2I*odRpHTa9YeHCHyU8KLug;@028Z|9 z^;IIlZ-&)k%^!bUr}6NBx5Fn1HtJ#kc2EQcn3f!*!9Aj)Ezgb0Q^L?I?mE-X{oxSm zwsH0Ao6>TqGi1?6(}CRS&(IyOj(G>d_;HQ2$aPF{QFjFVLb(hHe$ZlJsXLI~M`{$D z#*8??EqVMYUp3TbdLLOBUYM@{NiOu}Rc*qg=QFU%r?d%RH9Oj}04{$KdDXpEPw4sc z=Uwnz9ROZ2kM=_l!gFDS!f%8se+f;-GVl%KSq9&^@+ptkMb05k!u5)39?Xf^n*?t> z1?_LS=i;&j<%m8v4S!l}7FTiFSGe|*&OxS88pDZ$?R5s|jV}(PL`+O?QeA#wypLGvhU0=K33)*nA+F~)&LzewL$NvaGoBgLq*pjV? zt{~-jnu)+hFROk2<)}}aye#JJYT=%ExOd}`RHS$0>b@72q_Dsyuul4T#vW2MARy%G zu+3lm<@VPznA)kwBdSxea6mKw;r*MUgzH9q@7mKd+I!K0c z>dXX!5(WyL&Gt-cY+bt}Ot9R$e;X!hwjq^75)|dy$7C zj6tVz(ecCt*olXK|1AU1f#MNCy@7_b6->uv|MVAvPv00g-l_s{=Ty8}ZqxG|h{)4M z`f%#>eF}4-zTVRvYL;{pT>LUIGNkjs$H z>M=@5lRwlup-Gr{HMBrz;0}^k9~x5fw{B&ST0<|V=>R-~hZX@$Ol#NS7?L+vhT+Cb zv75(4HjQ<&baFa^``3XeV8$vOQ#KPXR?J|d5S!G;^+!ib=GV}qC(NvMXq-j@qFwMJ z9fFi~=Joqzz&SW1XxbLBorx}e1o4ap=ff%q)7A=yF;o(FSW}21SFqjY&0*z4r&Fw|xxuEyJQyCbX2UD8jJEz_K&5(FTET;caTj~;|qirth^kcf>yo91uK%yKd^GIlRBt zHK#dCYH-0S8h+M;-7pU5Q-sDf0VGIPAv*_}gOXlIHQ}_zpZ%wx0O^2qkd2DO z0ST}F0Np-n1rS^&QuY1wT`C^r*>o8iL5J{_r9=5A=yyW8Ri}X<$xO?~6-k&Ad2a?e za&Ywr=(vqa6ANP@3qJ?v4jEL^kc9-XJj|&ilKPKUzSVh7W^#SeX%L3|tg!V#Lz{t9 zkc@LaysAoMuO!bY7C>Mpv|JP|(7j#&#ePlGi~w_luQ zK8g>QZa;1I|7!51`L?@`OiiWlN7J$&3MA#ulc!Gc*@O?nTH%1QC@)sTJEh z1Z!@sZ=mF5wCjjPkp~Wh%`c^mIojsrj`o$L7eLl-2~e=0cs2CrTcO8DKH7f{wTGi9 zTsAj7l>|yKcs$pfmrtp60)k9-QtFJ6V-7Ymy?^d3B`mWJ9(?$c&Mr(jEkq&7l9aoW znYkL;dMYM%X{h+n9Xqll;;0g^BN{BFDJ!w*jy2j^S}K#mt{A(5GXUyN1egy_UjZ;a zOE*R^c<`vtPrEf@kZ!FyK_{h8>@rbAr14R2pz_eGJD|Xd;k9ZQ?xPy zFv70P26hQwvZofz-hRe`;K?wrj`PC>O!NpXi2}N4cw}T#-vA@M0zH*?nExOIZ4Qyk z9}0%Bfj$@pVD%yT3j(qtvjeYhQ29^#uj!936M$|)$bnYcXgCQ$-#LUa(4S){X)XLX zeFYO1&2avEc8q)4Ibp^WC+Ji|xu&sDnm-K&sCwe-+a)uM@Vp5n^F z?$0@Y=Koh4+u#0yquTIwn_~!=4PS5e|2Lfbufx-p{C^*w_NKIUQRppdQX+pt^zkat zFtt2F@1yd5V;I0?3_^4CTj*dN+v8C6n}o11_mFY)H+qTDSHM46q%T#rWvA~rwyeP4 zd(VX&fFY^i6TP6`bKF9Aa$ulyer~t1vEO~1O_GQ|Z!r5MBlzEQ#~w=C+vfl!uidcW z9KaMpYR}0<4pJQA@09z6Vqp4%mcqI!9fpW4E zGG;IYK!>YQB1FcgF@9{ajhP-vj`GIxp(af%V1qf?=17n`ASy_d=T<7 zoCDCSLr*G}^k;}>=~hF{ToTxt-ZYv<`<=iktpvdowGe2;Fcgp}2V#8~2{phzI;a2% zM>*)tkMGcUd}IS{MAWMP$dWq1b%b0wbfL+RQbKcP*cSSjEuqta=-rVjB)w=W5`@6S z;A0OD>Axn6kN=MMyzP46{MOME%vsFjhCydU7WN@Xa4%?*AEzA|Hl-xh#vpx>c^S@= z3tn^qq}N6-a|!sAWwGk<>)7e`OeQqg$2C$gJVHPKRD?#+02k$fnK711b7XW*UYt5S zedwuN^s>OoG}#>@Hyz5eay0leT!<&)ph8eBOQO7G0%eCL-I zXLN3evH=T~Fc`{&`3zeSyD>CF1B~Mpj^3dTgwUfnqAk80O@10HLVoJbWJUdF)EEh~ z(tGhf4(9#%?8)4DX=}@aCZ{Y+`Sw6?lLZ#00bpQ%DU31H1MR1xyN~G_9qirBm`i;7 z_U&4{Axv;_xElErIAS0^!FH2Iv-dQ64Ek7&Dwqh{UWwnVB3*6D&v(zna7b?R>!^;w z!KPcEtq`TfUMKn9<#0kia47FkCqexwJ z+TIoHleO>(pz(>L>LmV8h_a9O|7OlcWS94?NY97mAiQ)BpO^hFNhBJDvC*z@V(It`(B<=LQ`0K94dtA3T7hV* zec7@3P}(mNILa}@i1L=oPA-WH;+vw3=6Tj$zm%eEy_4&>t8|*&<)4UPvzO!;obD~8jNTE4AWz@K1@cp*Z(|_l9OfArm7O3 z#!`NMuMNE$2TaexKgU|W$(W}f$ZWN@ z58otM&bK7<-#f>;Px{_xv9w%kqDco0;p@#RIvx&R1v>=gnqKX&%e*F7TwR?y@@DYA z{^q=dr&4MO?&tC1#VT7^n^}lg;_H7V*Z(?UlVYIx@&*4hNlA}772?*ezWieZFI_7H z?0cK>KzicSq~Y0XPgvneSMO$He{o$?@^SbQrrY{-P~n?Fjwrj*W4lkN&K-)rTzp!2 z`aw9;ez8U=2?;7kpPNWbFj4+8|A2dq_n+!d2mG%h2sBz-t9TLv)t8y=_*u?=J_FI| za9VQBwbpc}OwCLf{l}NgRslf>1*K|vy?g%ePid4Z^q(SPC}MK#zZd9#dFuc7$)dV- zbe+&6x9lX_i$eZ$Q=yOF7r_1YKUSpK&BNp1^*eNryGS_s9WM}6I}$ej#FV8!=iRA; z1_mpc%G?wBq~Q2JLtJGlIXPT>{)1Y=70J;*&mU;`_YMCO z<9P=fg_5uU7tNA!{M)42$vbO*|NL)aSj2RuyfL>iDe1D3zy4P|Qj>GI*zKJ@^|_7R zULq4yTVqq&$OSmdK8k)OylCn$&OTmAyn^e7>i;GS}!)lIR zCYh&RPa;ZuUi+fguoS4m&+s*)~@30PQ(H5#l7I=`~=>ytrm z@6(8`iTbQkmXGzpk|K7PsnVDV%#hB$l$F_46=A`2xs zu*D*!X4hri>aN`>r4K}=$hvx5W0Y+Dq9Je$!A=u_VjqVdVw%~%ryfKxuA(VN>Iyyy zjZXeNRq583rPLGlKXCmHl;Vfu8<{>UnZ;X;ST+6UeV5)}W#O5TF|a-WPOR)v_++mF zImareC*Yu@uyE!XH6wI#$$bJP#!wqg4UAmW!#or;v==r2bVjXMnLbFX1X_$okDUt~ zTh<+?Aa&C2%P#A;$VD<+bxv6S1zwJ05HHh-GBjqu0|q#|Zr!>FGBQDJwZ-9$6R6pG zFztAS(_qK$ZZCrh54K}n7V7l;-alC5+H;;s#Wf){p$%cB$h_KO!$wSwgLOWKBHx-| zPij&p5KatQAvEPrhotrN^prN$W76)R?YItO3@tGX7=IaEyxc@JLm}I73DajYHMOe8 zJG%Y;QpwDyoasM=(;vK2aI7JY-{k@NpuVbV5TJ)d$ylBxpaEp2 z^(Q-+5)Qi!tpd^;oA7D1Ev=P(<8I1o%g0MC08W)Lm~wNucaP?0fmN#E7Ne;- zpMBRZV+}Fc9ae*xFT%uLHQ-*Dc2h>LzK&+bu%x|Ebn4M|)7?#_qB)4as`yD`>6b5F z1z#zH=wPSN#2V(yNe+WL)4)!hOOE2AqH}0M$l?-LUf;Mx>SG^l*@T4|hcMhgt}^P% z1K5z+lVUjArkZL>Moc(IjC{;M(bCsKi-hR{g-=}*5+Pk;pD^sxaS%X6XQ|%?1tfla z9X^3Ao58`QyMAtAglq6>yoMI?{cRpP)|vCwclm9GZ8yAyrfmG3b1TR9v& zpX0dwh+juczI7z`?u(ZzeFm2>$sAWxyWE!dZx}H#aW2a=X8!xquO|K(lFoM0PHN)6 z50pHt9Iv@way~zKP@R*vd^#o1qI3D}g^GGbf59RO7&2mHT|aP{19bbJAMV~Q(Yv?3=A)DI&X;cASec|Y{XfNhc|4VC+xF7j zZl~Qm5W7O6$Sx(3CL~fR6c#&#C}SdXwM&CiOHv9=60&5ThekV1hL9#3H~jOh-|yYe8`izERa&#C9*{o*iq6N(K%Y|8e4Y%i2H= z=XPdhbM0TF7G1Y?URKpeSyra--%V>QloatzwNKMG9g+Ojwb1J{#*{ma;*Zf6i(Cse za)*8*Ngt{=-?V4<%f-VoS&1_!7CEn~&rUiM&gbAZ{~lN6 zeEIR1YQM+Rtns-5G!scR1->aVx}iL*%r2T(54oDwY*+a>jghR=9vH~<{_g{cugZ(T z(l$tv{UuTAUj@{0XnQoR)zj;qrkS)m!f>+~U^Z35n;@igcYLhYU>RM_q)*hV#?Z`` zytcjfnT)4B6Q5r?e2a%Ay5g0a)Yt(9nv|!*7hqk;ud6RiyZ&Th>7qr1O|mk96pYNY zpa0NYVee(3MNGuP%A9=cF%xH2jxj@sq^GHoxA^o~`^Bc2m?P^rigNU%-|ujZb-lX1 zux4bmPD_zgB`%g&LeB+v&a;Mh9qKCEv@<4#?d0&ZVd2i6GzmCZ=kv7^m{E^#^+bh{ z?;vipeqbQ4w~JXYK?j&M`Y(~KDDSCL&^hZ~ASE@}o7id%Z8E&3`S~nl&*dqbH56R_ zpDE4%ITVtL@(Ku`r~Z3{m^m@{_U>tX76vo;#DjyAL^5!!A?gq$a7ZB&|Y^3!SqIM=yud^ zdm@M@Gc%Y(J1K+uGwNE9$xB0<1Be|XYE1xd6_;w={(cuMAepim22Z@^S$ioCVL%dC)1}5Vee0X zDM-hNnr9BU0wkuYAgCk#ph}S>5?ldpp*)uK{yZyFok@}Ma&L8ezumQH$;*OV9)!zY z7Y?;#yUnU@G^;!@ONe{frN67_(Ca$95BIqb#9q?Ue*gacClnD04KGCfHdqk&aW5&8ZY&GF@9KM=V9Id0S30hr?(s|PNiN)%37pj+-GIQoa6#!B` zLeyV``T#i&M5u$sqzM>}KfE2!U;Xe~r%8|i=n3Jc}4N{w=yG=epdQFGAh zaEQ>|@QN{-Vpq%(EPt%dGe?i9vYWH`R62Mk<=&4H-jv6~`fYr&D%w-_f#*-1*o=I2 z9+*irD8K+cPDus{pb-DwZ!e+t%C4~Po}CDy%h1r!_&S7`$L$ff{$8fAeecmJ&Dn-i zN9awPSoYwFTk5Kxmg1>V<-%0_0#H?tQl?~wE8#~#mKS&QW1o?F1?3+h;hFA>vHHcw zoDw&I%u_ysP@<}n9*vg3?Af81WmGl_xo*%A0J?O*-qyP@uv0EX-IBl_1V}9((TFhZ zJp*yFewlzZ`!A7RX#_Ffz*gu&=jYpOTEIXbHzE4JAVfGDl;VqkQ3V%PK^~%sflO=`fC26aaq z(}bkJ2@KE!_7E_ofRGBx6yHLS;tfD~+(c+1@5oGPp~wd*v+U`Rkj8~iNr_a*qO=B8 zvxHBem)7oHi24&`sU%ut+k61^)?v+QzS;0cEgg!9|O>=f+r`bVguJ zz=yF3rh|^P8>2C4cnudZq#YiR)Aw)mZ;-+}yXng^H!!=JRui55|L#rKWp3ZzB=2mZ zprN5h!$6@Aj%3dlYWu1lHY=Ol3BPrOZ|F?<@1OY3LBd>tWl04N<|FMNnEOtdG8{g; zzw5RKi_RhRC(@q`0ZWzZZEPSBXq3cY74C8vhH=4nHXj>nDw)xFuBNH!8{U#hG33vI z(h!hY#PRxdUu#)&ZNj_x!2G6sa=|I4h!!#pXbHDuqj@=;#8y#oPB=4vq;;I?a0KH( z?Ly9o*w4l&{W1cQdRsT;blQM(3*lnfiy?RJkY0qu$#I!+A`kuP)bBq2jC+cT7~Bm< z13jU#`!GJ0z-PT2FJDw9!01u}GY^7k^aVXECXaU#09|Ij3i$j~(k+(-NsB1Y#8;Rw zpIMuFXYiTlNi~~Fe?*!9S8t{=Kn^?@mo8kdGeWa3mzNn<>$$(Llk}iZAy6HqElZ2t zuRnr!@LCa4llc3vT@iU7t0^sICx^xFsyku0e&R;CI4g4Oe`g@v zt#G}LU&hPwpTAzW0CqK0xh4)ZHs0q@dbR8aH?8&N-z>d}9gQ4`+VUm+hHU$WY|4mR z=C6C51$h(dgHg#tDY>~&>Q8=;zM2AIc6N%clRn#CvKu=VORpbe5QS4u+mlr}=eIrf z&4;cUBpfvTaiI=t96t2&nDNO4rQgPz>|)R+biIa7J+7uu{g=O!2IZ8UoRT5hdlM%v z$=GnmQ``l7Zys(0kwR6h%fr9MqXWY_nb`pOKYvyI+Cw`^mB6RxpTH4mbRYa`aHPo{ zmk(1=Eqh@0cXbX_X z6{z{FhOlCNv^TS|E7#P&5A>!IpZv9aa#Q<9FZ%0^#0Hpzkv|O?2b8jz-Qh5!@ zDE)0fb4MIKEg%i;=8z~7H5^bs2fmYTB?EFKuGR7XRAyKFTry4Q%jd)u0*P~Vaylo2 zV%#$h^eC|B;=p%-l2!V)9^(8_GZ5PKbI^nUQ6Tl=LJH16j*PF-Um*vMl2!v3GNgv!lWM&yeG;4T<+MsaALaSpj9aj^j%rf<(QfXQf2C)z}1$U8rpr}HP4m&VJnrTkvPd17gn>bJCe>G_0fON=&7)I(LX(*;vOosc-kFc++sRGD6t zyT?w^0y#qq^Zl*$k|Ji%Ba1-zz6r*x8PWqT?^N7SX2JX=Tl|;K`+DKh2TJI$doG3S z%tU^foQ7Cq6k^G^hlq$XH&PY6GVEfY#FlH9zgLQd>JPs~`w$89$`vIXC@r*9x25mN z;*P?B4ELY_^~g)4s*F0n=+l$TuZsSd@=5L@l-*X_-dSsHh=~xx!z88j&pCVpG!r^x z&_mB(C=A+J-{+6S9{6#NUp84X2|H=(3`zZaSP`@^!azG?SO*kzQ-2$}AYVP%&Xjn# z({Z1oP#1OU`>0GIJjw8TNpXa*A*1(-mZ=zid*&8%3wq+4awO*u1?)v=?jo3cwh=lm zqgj{5=QG1bemp>(=? z@Aq1k$NCGGM4;t6vCGm00%!H8j-@zx=E-kBRboB7SN{2k`Sc@z>!ZQ`f<8CHjGXvj-xGm)G$r$#1uG1vJ! z>XMgtd(We2zpq^j{(B*sp%E3uGMH{aWXyM5$Rm~Fd=Cq);X7)z(?2`vP)3s}E&lTe zNBjg1RtiwslPN7Zl*#jJ3sEl4HA+v>mB)_)a=rfkSq~M4(ZLEPoL(J>p z$wGTacHkiY-y?sN%VQ~#tC_-NlLn@7o9E4Y!Z*poVx!WDSYwrL+ahl9lE%!@iSuze ziQi@}eCb%_g+k>jcH56adE&v)PzcKzOD+^TfBg}UHlC`?(SYtyHg5cov3_#l#uWRX zvVmU&>6>~?#czDaZ?@LEpx1|LFn7|wU!0&?+$I>ZY1gazR@70bJph%8e}dxO5#3F* z$^q&HGr8z5qQhq{P_QZ>x149%NtCvoyT60X9;(w?+l>EmP;wZ1UeL-a)IfpBpKxXM z$4~aYK7LJ?DWWhmfyxr9H6#tMg})L$+}IWnx_P|Mw4HrXkkJp{h2gT@+ik1nRih|7 z##wJN0P$hKx&P0o5=LA*^36`j-cm&a4|U~fDkX=fBp>{^@520h=Xx$b1;lPkXyV!x znE0aDGxpkkmuJ9UfYpkkPNsB=VR^xop?{-Jk!k;6w}ZWk+L=*$bqpdMCutNv2KU7* zb_hBC6FxM3u{8l)nTWs~|CJCPPHyN-$Xu#B5)A=ppvdfckIozfYXLhU+zrww5t0uz zot2^?BMQL;r{tT(gGB&_|_RCRy5V(QWO)ek${k>>)Z(^RVaN^YCCn%0d(rVy!wv&E(|< zeIj$}PbA_isL(t0JTWY+%FUoRZ16Nuz|%yzH@obN3bhx5yB*TxB?aLve*%iAX_<4I zB=!iXBPmA&eTQ?u5wI zNPGeauILe=4t$k7V2xm}nybDN4#ky7(GXwZT3!5(9XlX`Y}G@Ts2p+S3ZVUB?-yze z6n3^7xBoAEw%L6aIaNGJ%Mmjt&ikP7&vp;mF)h?a|wBtUtc~95LS39s$-6 zp|e*(BGGsH-|LRLo#n$Z2OxI8H|e4m%%dHMb?x_c4kHn7ac&cRumk@oO@@9IX@6L{ zqG^S6vcjvWDGqJQEp%NFwl?6NC^W$zx}xnQJ{mC!#peWt2@%nZsB4Iy_lL(EYSBUH z6^bEvBCw3!eBD~=w6m1TrcF6$I5_aSr>!EAh;winfYuD@$TJQ#i1sKchvQc`Mwbk! z{&x`|HWg_Ptd>4RogfVRwtPV@BdmhZftrh`TXPZE(cog|Ay=>mh}VSl@)A1GTBOk{ z5k>6-h`Gro5n)sjYw>0yzCPcx8V)tx0-k7-a@N87PPvf%X)!x)1c-9LJF6 zDh6+ha65pVwjQ&e$F8NzH2x+U2lzt}! zo#)Iicd{5peyM-YT+M^;`e;1RON3wEe7oywG=s!Tf5bH_d$ILZCQlD)ywy_b6)hro zzQ8HHPmdEa@a{_3#ic6iBqq>}7R{y&BjRUJ`)4o!iETM8) zeyo?ZAC1lgw3>YWGPv_W-LA5C_5_t85hjEC;#0+tWJl0QX zZ7aDVblD0ZuqAVsmM6YGl0!;;IuAfmhoY;>)ditG>QbqE7RY0T?jhjF*9W1?{s0|d|{QV~~0MI%(B z`1$zp8f!gh-7{ru{N^7<;BcdBde6VZVAW!fhgeTnQHc>mHY|$Rj5lB% zT45sfBpwd^D^rfCivDYvciOFY9F9*+Tit3D7A=k)(XA2~niwS>4)Bm#NzlhPlb|*= zK;aav#}T{@+b5wRAaA9}?wq#l`&0%7YIqCy3#$kNTwr~lJGt>tKIuf7;{z2M}pHD_Jf>AVCoP-}c|NQq|)0nihzkW)BFF_|?hiQm4u#L_rf}<(S#9e6~B`HGe|`Cn3Rg zHhVpfUc|$GhBe$Rw_@J)x7`6nrV$L@uRAN#{s21R;#cLMODl|AivX;2ba!i^k@B*6 zi!6?KCGrFYcfEw9EH*$4_mU9gqw1lsP_!_}G_{=Ep+-$b6hKR7tQaaodW&tl5F&e#X)g_)7gZ==~bvw zo&%C$WXH zU%`C?zj#$LA0`X{C}B7xnVBVuwDtDBO*!S8 z5PU92TPw{WP~iel4B-&9j8x3Q#rFY>2#~o&pQMa|Z7+U(;LfmKhr16cDYZUj`(bq( zJbAu9n-hAj8+g*S5kK#L4m?vEA2JOzH(J!tZ}5wIiLWE`tK8UWzKJq$PL3)ozS}fq zK_n8JW*DYm_%A|UHe#`;C`xdVJ1`B4frvtuqX;eCaTbc+XV2O@y>>bW zaLf#SN=%g;ZNclepE%pJb2#`=^z9Qon$-TG`>gcRZZseJyc;JTNyy>}OH@6;HAR4>5pnAu; zNdu3=E_Qz`yl5S|c~sSJ>qad4Yi(@Ji1jD_dUn>hf8hGByjRBaaFT@DiaK9(suk+T z^fd$73mA9k)e3Nxt*FShl(~e zn$*gI1qp%o8t(br6UF;AT5Q6fI(*)k`#|9`yZp($rYXxXlpZVUkLFKIKv9Aaf8gAj zhYu$aHU~2jZS=E4iYFN`B^i`*x>le)(MEp4Iq$&gQ2`j97|FXL=r)E59sKD z)Ui4mVG1POzo-V^x%0<5{?yF}?{^j#@Lj!tJ@a}5>6z#suAT1r^|~qgsYu=sDN_g# zQ!_9tN}yqlu0#1*i^?9fz1OUipd^g;JK*t+=%LkuYX@;Eot5>VeLm2sFt`J1Z8>11 zPUGVX2f}(-#+-I$KMN#L$p8}hvq^~!)dE-WO6ci;Dnr-fsaqXI*C$S0P_J){V*gnQ zlw{JVKLp5s@*=__SW7^oQGpiMp<|~4V8{>&K|>^|{k=sQg?I$yr_C#4SX?aLF!RM? zi)_*t%k27Pf}NGzS__nU{s6p84yI1f<^<7Hq2SFMGqg=n;YNs5)`YpT!aCF&4+3C7 z81I|Fa;2^_yy7y6RUIC8m%eloL;cN61b2}A>Qx~gbbH9rh{50!Eql~OLtU&YdD#EZ z4pvvSscI;4ydQpV;3wB1j>$)!IG(J~@28EvS5z;2 zeS9dzCgDM=5Pq1jlDk2A`nxK(1~XUY%*^qKNwM0*5i1v*kYf(!(1CZ&wl>}Z@^1ir zkEsR!yMUziP`uiX0gACvLuznWFu@LT1Wp?H?%$TM`#TYKh*;B1WX&JU5) z7d*gQ#FY3wQuq~G8^%>WnKe}NmNbppB{z3O**EklmEY%a+{B?PRnGJE^^Gpx-<{!& zzAvPE5Q@vcp>Ju)#VJreSD?&mC?AkBesNifa9bf2JR9ge&n5j#>ez-$LsU@{Xu0Tv zl%FnA#!xU>EV-IN)Vh{~FrtzNI!q)$+_|f4H^LA6lH1_d3TGMFM7|iNC&gnmhVt37 zx*%2D2T6Adky9@4WU}A!cJDL7`yTJO@NfgdvlXw*ech~!ec0Cbr_Ct*)GI8kv1LnV z7Is8tI9rbK_f0J zV&bLI8;|cR+%cI~#mT7a`GEo1*aRKT0HNctf5HKp74bLNP!S{)ozYtmc@dRcoUtmV z%K2j_&Z()YuSDpMtHr3`N^>fzrYepNiuV(Yv44|XeQR&bDv^3_qpF6bYpi~ldfpWs z2So(!m0w9{ku-3{#KbhvJC`PhjTJnZ&OeRY0W3kJV@-s_yy?7qHMP!c-pt<=u==dL zZ1kRf&gpYY=87QOvWh9bZ4oK|Rc>WZv-EKeApGfkd`;Wz;X~efj#nSEymn+r*vL53 zgzfz|AJv`X4gFC|*VHyMCDHL%6|w2w0&eYCI5-2+0Q(4K_Pq;iF?$Z3GXZ+GQ`}EcP`? z*?8>2`~(~+mC-K)<#nNUfUdbvQd0v$-(M{_NG3KwA(|W7D^0wH7OSVRsi_4nfBN)k z4h~+Zr($eY?gJm6L<3?iiX^srj$3K?Z5`g`a@FU}GhNto>hx*Q-jsz^K+(#6{=C!J ztevIAa7QvXkiHn&C}9QDr2#=y!jRy$)aX7?=T2f#TRq3FB-$rl4)=GxsxWD(@X74| zuredJA>VXiEgMo0R8S&*62cHC#CG!27s-8F*k$u%c9oxfP3%Xv0#Ny)`KjZ-X+ zJ!W%8+6~bMcqb zu;dCg1oXVihb&3%@2mW7lV=X;rjyFalus)dMk(v%`-hLqxzT&TDNpMwQz;NgkiDo~ zuq(DF=ty$<*0>QPF$%eku`^OKz9_xUXg~VAma2wr?t{)Nl}1?&rKbsaKuW5$&bGCm zx_RuicXFM;nZki+q4IaFc}mqh26pdjR1hX7>cL?47W7b(rRF=1WG2l~?V$Ce{Muku zzO!Rpwqt#l#MuR$1Hp}4)GWQmy&IaLHLnZ0nx_;+JX#IG29)AJ7hT2HXR}*AoUEM4 z?DLiRdhFM3y!aEoEdg@7&5cK~r%ZhuhrI`Du6-YuYwDM1IamLw;f43r!YbkV&Rf*m zR8OuTo-6j8hsTRzN^QzzQx&c6AN+hj%`-pnd4OjhNWkGmXMm6}7Rm!X)&$Z6X&Z`iab?0Efmes@P%uUXp8 zfZNOB{NmSOXk)SJJp7_{gs(>IIZRvhhXF?bYg2}=6u(qn`pZN3%bC$S!G1xjLrba) z$2|YB6j^Jp=9k_2=%Kt(@v!U&N2w_XGbap>x9T!H_`mP4L{uu_ewcN3tlUi_<%YLX zTa|evk-IrY)&H3#`8((K=GTwu{Jg%Gb}4$LVno)8KYUCzQ2l$+8grmw(YbZa1=)k` z`{mkYaaZ0phn#1tKm=E(vqR;J-?AuFxjeMPBK_j`uc8qhFI%}muUubA*5S}S`maGzVE8xf|?S+G2A1yr1dq}SKN`9MeRG1i|<(StBpVyjKyo>pm*@PN~gv{64 z)Y}_nUEhQ`KfETWHdv9XtGVsB8<%Hg6|MRjmlieB?)$-5B3>~GX@+#qAr{MQiQe2> zl3lwhrsY0RS5NbkbL*AY*~AWjieO#P$eAdmUbF6c{v~O0-TAA00&0AGq1*}M^Ic=+ zPn+YE-dxsDn|onmk)}p&)b1W-TelXr>V8a(flZWZri7f*vITM;m#{o!sv7+|pDJBr zpWP`aJNt&>)x4c-LwlLac228UtU$X}ejZXof7yDBB3M)%!V(jA!Jf{kA(&vc-?n<% z?=F+7(lKgEek*if=78#T1lmoV2#rak2DGpl_MOG<1>3g$i-^=F< zYYpB-`@{xRFQ&3&U;)3MhxCd$lI-3F=uC^b8dV&><~oT}=9k#{h$rWuQ2m+@5a)SA z@)s}|+r%NeSwe&|qqe$h^C?eOH} zl7WN*r|w4|p*gUGZ~xSbeyRo1wPEd%JDmr`JoiqQc9Y#3zRhi5k+0wC^jEWhv@I52 z;w!fQRZ&-3gjV!)@gx!DsJX8t#qW+U8pw8wE)knPqxrLczO-*xL}bq7@F2C!FP0i+ zaWYG+_7?|Va_+Q{OLH~wD$XxmXwv4oMYm#&lyjR!NpE+g&9JdNMC$1+n@YJeH>6#jQVV6Ag*GgBh&SHdktN`) z1`5HY=mztmS6_}8ZG}kvAs<`3 zq|dGv(94@NX9rhQMt(_azqv4RZc7#0Y*O2LXUCZ(k5Y03-W~65mq>pn@N^bbvc(}k zkbk4HVpERmCfF!C&L2zQNCtctSq)=DGmV(jy!dl{!-P!d;3g41F2zL1eP1xA#(9&Ha38~Kcw(LfokG3UlH;7g?0?a5oaR(}(cL%|gvcLOCYLxb4mO2

      ud@rTseBXXHS{`UydhF3Y9DIr}6Ruz_{77FbLBjg`1;mN@FW;R@1z@GDk?~9e1 zy81a14cmg`R!vdyc-kwluU=v^Qro`$LjRsP9bNO4u1c!0S?G6pVPC|qYu6WqEAWk1 zkoDP5s+Cx6FYp~-Py*QL6V!KG_)u<0>_%s#V6w4KDh3A}7ChTu68j9_rm8GBJ`4J= z7TBxzp<`t)`fp7^ur)z3@CEQ|(@0XenL1;J31VZb^nqRryR5kmmr+B$lAXQTIRJ&w zD-gHqgrB58(6SdoLPD2;<;Hy;a7y`L=^Y*YhfiRjC8;sRK+DJ{Am9LW;|wv|{Dn}J zv4UjwZqI>_kE&I53#RlN0gy1Eac}DaPRn1oVbGc@TvF}X0%Kg`caGH)jiPp`xw)mM z@%BH8Q$65=n)4OR#Fer#Jv&&X#6U=f4A00T(|PW>d5Kem>aER@*_mL6=+02VMByB^6b-@@2iJ>GPq`6=?-Cg@vSy2u_W7h&_%+}vzZdal6SR|rhWXE*u?_r}gg*&q0P&rM>a zOINsVSB=ktaUfuw5CECf;EvQcRVAS&b{r;NsN^;T~k%WAXh z`)pHCPyj2ir#Ix#H3f*x>e2zsTocq+3W!(<@!QhpSOof@G~&2WM**P_BGwoE{6eq> zrJoxFhfwSK>KAG^Sn;axuqAvKqp-y`-%kZFipOMX|E(*f)$27iHAyOw z07*1sIe%H;Eq4=|iQxb}2}XyRbmYyO^V2@RKjW9NVGTF9#0ZZUnNbmOx3ABIG}}q( zCORgjwykaJp!I{f{nfbJomjnao^9KvK4{%)TlyFxZ%|$h<8m)S+w?@{w+*1`P!a@IbrVX1;h)*?hQ@yk}7YYnqIhZrq? zFxZ*Rt`(>ReC>o6t0=5HC&_<0Pn5~)*RRj;PLsAR5Fkm;{x7uU<4@}Gm=$7ReIe0x zYFp`FcU<(-P;!EEm+dhO`-kZ;hPrl*UvuY9QF!p+VBU^`5}Y;1ZS_2%<*}nIckNJQ z!1tn%t)T&_{I}xzgZFmFe1dTRI`Osunb*B#ze7VqNCm~V)b}mDVV5ku?XbS7x&Ev3 zTmZuU{&O(XarK8>x2Ps$L4-XP4o>~erV1%$?A|QjxGZXF!%`;{4I-gEbi3Iugw3k<^ z*D0d~Tw>H(mSlpc<<9l%nJ$nCCB16c5p&G1iS&{ptvpmSJF~?jm%kP1zh&cBA_9riKcJQlKk|y249z+w4rCrno~tPKn>Vn##=k5_I?a?ns)J?;R8d#8o~;2 z0k_~WCyjA%^;RnM=6b)lsd$Ee%G3CJt4bf4#9SHt>^-;?K1?FN|DO3cE9)wBwcq+& zv7<1yr_NXEX=-ZO7NLzrPnj2^0yAd_Iw7Qk^MhDsqniYmZ}7|aC#(RZ}%=Vash70MnUfA*{k zlCcr(?d>zp)M=1pH8vtRzZaorrZKiz!wBAfA+Y?&o&RwJ@RMDbu>5t%nkK+qBhK-o zA)V{JD8OMB@8IUiCc_{4@5Jis!pvZyy}8|`rKJ^?nyQEJz%uq7qS{!5VAw{sU=Jo2 zM5qo&P>B$axOS?09TX?)iE>GYD0*`t1h-rizhe6suBn5zE=BtN^5(o`RsnK>N*@m^ zVhllq%O61QWjU-vY1huZsYtp(I8eLZ8hJM$B&WuUW_u$eqpQ~-XA9RW3IF6W$fkkAO)PjN{lc*>Qy1r@X0G?YCL>fOIN-QF!u~CSuS@UkOZv2ZImYSNrSI|BW zMf7FRyD_1l8b{vKSw^6-7z?eE)AL<*=1Zh|e>nV|R$#j%Z(6Upt3hF+OBke=&HDiB z1rqZlV+Jxz^6~L8GDwG+h0o>7X78MumQX%`+WkwEGhZTm$Aqf|$i}VHL*gw_v4O>M z;i19SdrXc)sD6@dIx74Jb+QbjmM5PBg+l|IO!l*9+k@7)F5j0Y6aZmxl~Q+dZ`rZq z7C?m;4IOqxM^X6SLBt%Gq6oBrv+!E3(~CNDNT6Kb0pTmvI4STz5wRTE6|pu*3O1;( zW+4twA0hILNBPNi_n{kP!$-v(_-K;^5PA1OyxS&eD|No1Y(|3AW@y8qE)xVo2jNfQ z9DuNkmOD8ilkW?OHDX`BAk^RLkg)^ZTcpd1pbb+Riky3klL8N`U8_ZoGWU0_(7XEM zDRu1e)EGL<2$DXN&Dz3;;Fh3#m}xiF*$r|4H}?&MY6GFdlg^JW`hHv;o}O z3G;3G+A10tu8UW%h6AXBZTmh1_;0X3?%cKOE&@A&&9N=x?#2zIRANz;rLg3zTnzN8$e>OHrI&f5~nv6+i*CAta0tF4-4l;D^RB+@*a^V?_mUR z4m07uvj=opEhN{ZL-}4*RMh$;St@te=*fOfm+q1WD}1IDcubj!$Y>#9{B~>Cnh+=} zb6%-;9Fl@3Z+BfCr=_>ISL8s()}S@8+~n)u zEzr009ERTv2lB*A{q2PZ6kJ~4j%m}~Q2`>c%VcJ8Zv=eh)|(&HhPPClA_@g488A0#{(IlHn+gE4H9|G6>iJXB#vnsdJWtpg|=t7{BJjr*JEI*^+dd z?}ZEV8k#qe7nt}g>8sN>P5<j^9v05`+DGV@3>9X zHN<|&j5BKnJ{utbQo{-F(fg_4mUC;8GPJd~BOdTcxPlP^2ZHU~5=RYld-haKhe{PI z&_wF#tgT}ie*0S8EP6Qb`VZ$Te)AKU$Gq$R{+Ry%b(zY+k@~xq-xJ++>^*%+6-D)p J-1UDR{a*(VJPH5+ literal 0 HcmV?d00001 diff --git a/automata/plots/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..71b5cfa81506a73dd7a0805353147449a9b5d44a GIT binary patch literal 35220 zcmbTe1yq%3`!$X|CS!s~7@!~mqM$S;siaCs3?d*Q-D!-4lm`^0mF_{L(?F!8IU*nk z(k0#S-#5;@@B97U-&+6meXivUa?W|q^W1S=d+%#s_ag;4$;}%WHqg+}Y?hWfr$j@u zs)vSV#rSV)@tY*}bzJzLp!IoGYh^QiYdalFJ(`O;*5)Q=)+UD6_S))MS{a&|9_JS1 zK6+&D4Qp$2Dz~`=#$WCIJ#xc?IH}7b?zh<8_ini2buTI`=9ZMQ_nn_{ zjBoG%R&)A8%)?t!t0NEioMPXjWV@Z>u=G$(m2zsOwEp(|(EfnOCFQB9Qv(A7mczA2 z?(5L6#7)r9L|GmeUjBjR)SWHlhg-6HPp>0C6t3|JTSb0oTPanwg8X2v30Q zsP+wBy896ktfJFxcikU8^eMVlyvr*~53kC+!ZUZ;O&z&PW2 z35D|+m%Gzub}p$ZMb<5h0%2PZNc7y_W9kzc8ah8ee<@i@bTf;XM!~{lprOUh)_l#W z7Q4{HDoIDo%*^iHzaOVt>=kg*Eacd+W9|bEcEjHiPv2b|E8)rDIGi^%K9n;oL&5h) z8iY7VWPEds@2Uulmi9fkQ*F~dy~%;bHM3j)sELpc5O>SJzj;s8y^VB6g|}9mr(@Lk zmZDqCXWA@)Z)|x(Kbp;=Ss!-#?)4N^M%h!RZeie(@?GZoQY*!j_4T6~_nlD-wb6E+ ziEPyIqhGVY%_04aM?1-)Z7E)o+2I`SguGx>9~WuW{n>EvYZ}9`>kqwH#FLihyTw&@7C$w?9KLw* z!m&Rw<5H^r#o|eu{)Uo@ii^VqOZmCExr|Ly1C0kxX53kD-L-RPWL@1Q2S>+U>djd% zM4i%0pK|&SGc4j0v3h0C7=&$2o_xGV`HqKU5O>YRYUsPctJF+J^hHKS#^PM-k_<&j zS=pwiYM;x(1huazBl&BZaddM2tjz7(w+~9H&2JcGGLJoR^D8?)e|>N2l=_7LK53V^ z$;*`?q8qtB)*MM5ro7ANKF^gg{H?Rh-?$+`?K~wyw&v5512$t7CpixsID1Gwq>fg6 zJ`9s;)K?cfJ6XRpXjH~%)HazFBnAuH^>zAdH$2*Y zh|l12kTX+9h|`c_hG|Ps`guu7y7QUrYp`NtCI_3M7Z>I@G4RIJq|5g<>b zvFp;pRJ{8>ak(IYebRyfH6a2PXY%v&1s4xk@-IC}RXs8~GLqFt|F{%4g^iJSM)=#z zSoc%R)bLWSp1%HJF0KkT?ZBEs{nV1OviL%A_7@znyxG2ZhU5Ak%#J<#$oe?WAvE@5N_g){Q&ZET(JXT=-t0SmemiDnW_C7> z?WEdp9MN~4N;hp$$N1ZPP1h~nV$)YA?J_&AXkudGwd9r+@G9v7`vrN?2|osYqXGdxXQuFDc*Hqc6PGKEV#5Y!>o0Bq(d)7b-Y@V zMUbt#F@WE=Yn;;+R||0-m6lYV##-w4Jo(K>hhC6*&TVPR&FJf!SZ5cPoeT_dn7Dqd z60Zf^r%fI6gM0T%uB8ZkcKDX-AR{Md%V$?=I^=(qWjxiO(x@&*F-|=#E;ldla;y?t zi`&wIjFgm*pPhJSOO9Q$ESZ~g=l*ndcD{uBo)~V`z7jv-UL4AA{EUQuZEbCSvu_%KCvGa`*bZ9eezeWe zL`c0{5y0O$IGBh@=zn1l@}$MIaw09W#)VZ{(wn({6|G3v&!6U!S+ru)g|QbVjWcgl z@6Y@BZeyHk$}0qIzvs_mYNO@*W1~Zq-rwK6^Y`Dw3JXu!41T>VY&&4?IA3wH^@ucs zh`qVjR37UBHe+8+QPj!wVXWHi=QA=tjKI5$l8ZyBN^zfoP4@NlkG5mlvh z&b9oT-P~Y?acAjMqlSbRm`kSOmIAke*@^z>swxGnRT6k+y8_KDU0lQ##+5x;#I<&E zUb*z*m|k6mnYLQumBv9^(UA|^4{PV=u3Wj2&;Dl{BQ+rm8(feq=f`wB4G5~eUl!|C zv}2v7hTJ_o{1B_K23}(4b@h~5aSc;VNJ?6}nIWRDKAzm;)~#C|+itJ3?yKX7wrmV_ z!skfJ*ult{5Eiy~GqZ>)2M33o-o_5$wz=T~6+9!EUVPa2?VUApb7M`^8LZPPu8iha zi1npZs>;Q{6BX6P4cAiG1qIbuT&G`lxCAfk4pH&IdbD+xI4>b#H2w3tkke#>@(bI+ zud&E{?w+2P=Oza`F_7*%IgLvFIQ%^Yc{r~mC^V(tB*A9Q+O>TcnTBE(x1f$0?BqBE z)=!m{mDR706od-nu4->)v_v5^m0^)h^wpOsmf2?wQ*x8a+KV1Dg%)7cYh9*VqOr1t zp6*6|#{gQ7_b8IsxnjkN4I4MsD$9%76q%Zkwcq$!FF3!O#c6<7?Z~c*=e+MzxWvS? zc0De#kn?wau!(_BDpkLN!W!LG?(c}~#?)$fveh{?-K5d7aXKji2{b^=CHr%TX#9)g z214m9Le^5=VzV*Gqg+_HPr0sMS(u$D8*#lLFHc1rz~3ot`I8bVm+XS{le@}IIz=@jy;RBq>xv%K7ofYj`Z2Xy>f1VB&aZoZVSV;f+#xVS5Q#yx$ zfGRc`_0F1&<3)7ZH$DdmZusptg>VT^lD6~ahH_?SxRs+eVUKGV>Zk&#jAZ%CZL zR+XZM+}zw;W_zRi8dIai z<_3n$4PGlkk;ww9Iwmy|w(;KKv$G(TtxazUX>$?A?2+QhX_wl|w{C zgxZ~SH6w`tP{nYGSfxlA$I+5QYdkQPO59z{A zs3F&3?0RY=pLLHy@s}0;sirMLpsJf5zaZyeyGN`>Mkq z#1#SxNnpZyjmntqckFKpj9)0XUjqdIrA z9DCWwHzr=qcxL_Gr2r2}f+hBUJz!I3S6A0`~c}=%M@B}nJD*+kqflNwIUpH_?J@iF zJ#BrsBrTWPYt~{HK8MlkGqbaO0FAZZ@|-4+Tg$)`fB}T8x;&79qFLPL700?ORnm;= z$7^JHG0b^}5ZXpO|yPw=|m(;aJ9uf8$fQ;j89m2J~c-pIkrt4Npzt7h%o#I<;p zd%u* z)pDwcZBBDuH_(!!0_aiiv+pdQdD|(MpKsSOAO>Nx#9@@Xry`%S=1nwQCDS;RH>DLB z8EIJk>U%6_qz!ybitlAJ! zC!jvYn~kr}2c9&ujnfptKxA9@zQXYIC*=&)P}pS02U08Jbl%_Z!=}!!)CF=U@&8hR ztBdFE;}RfQnCQU#g~_W6z__-4!Zv+=*|vkrpd){7NZH=r{1P3j{1jRuQ;h)P)!1$&Hs57pRv~gBC)x(~O>KIdtxn zuEDsD|s>-gwc2j~!Ws7pu9rl_zhUvae)% zeyq~UucEx1Z`1puc-J3N#{iAHzffPET^Ei8cfUg4>abfGR|Y+{qoqliD-&Q+iq+ z!FuqZP_XhJe}q}Ie|Y398p`^e+8$r%@Y(Q2G`v+2ZH zN{anRyK_-Mg=xkfATEB>{2BcNqM|J+F4znAS)-{=-{0N49~c;zVpw}HTDLq{nCf%g zjZ?al%do zh6kw8fKn3b>PWz%Q_Z@nM|OpS+{qPtdU>6A_3Bj;y_r_%_Quz(cE}=@COPA?^!If{ z=6}Aw56z-utj(x3*}rr!OKj%Hb__MhmSDPG!4R#;&s)lkT6vDUasM`7ZMj-kG*U;} zyTvTp|NK5UcvEENhp*SoESH0u7zK_N^Jk6E*VNQ_AQ{qUwAcpL+9D4}R}SW06Cv;K z?9>C$Ea?q-A!rqa71MT?maz$QZ7g+c*AdmWFZvlxo(~`X7A_wuCK$rWV^A5w4=kwr z=0^29sf!nFzS@l}JX>(aW7`~7_NfeR{zi-4egcGG=nWU>v~030o?bEE*&!SwA(z5) zHND*DdM+Zm*GB<` z(bC%a?Gdz$*vi1**f{*{`}+sovub{tKzOe|_SQx-H5JVEablDvsM^{mJ`Pa3ET>F5 zK6-irTokuvX?j0@{+w|*9x14MI*B`GVEXWtgq~^Ulbha811D{k{s^Sf`NcME3IVOw za$)|n_rTQD(`S!|I}k}*uua9B1&T+=!VJf#`@4KT`(Vp%aL{9jyShg-v+JG%Un)k* z>?F%wHQhw*cI67{x`52^Dr^WDN{34EW27fJ9UUDnwwxJir}e;>>e#iffMYgn+Ej;J zmV7v=IUv1Te`d7P5*u$`J!G)tP^g~{y?V;Ed#t@O4220Il<~5>JqQ2 z;KKRsV;a&VwlNxDT#dfvW&s*@e%S>c`SR?8zP7h_1+z7p0a@kJ{@_x718z?;Z%}F4 zjp{R!UW_GFsX~9>g%?gk&4R`0kCWvm7h1Dzj3Xl=ZcGieP?8oG9Ah7cmg%Q*?Av#m z>uS1Rghukh0dJA^aXX|-a+k#hHtEJQTVhm_L&ERf_p7&zMkZRbxabp9Ib8nY_-pk< zqn2!&{BP7OwN!mi?9*{X5&_SapH*jRIgTDZDoK5G>lRIPe!P~J7H;3+_Gdk$Rx+pH zm|2Vqkvt1qFj@_GlHl~6KdidjsbxlKhjBZ|V)a;78|!TLH}MqAzd~B<0RypdN8TI4 zl*oBeWlI-CZ6m3iM~+;;y;eiZIVAlx*CDmJrG=0OPQXmJg$e(N1cq_oGtJsdL3m3> zt%1{|(}dBtP=CO)Ph+WjMMX6+`${1CI~f@V#+kQl+0p=Ig0b6yYp7t!HG0WvVz5bN z=iy6LAcH(}ne)xYjfrge5R6vR9-9J(G{PgPXoNU)?Jm}ZfXCJ;cESe&h_0I!fWWJ# zoGN`!B$=z3?3!PKZ)ji%Dg!cy>+Lh=Ap7gO8~q_Rw$3k8pM{5enzO6`tShJX?#|+u zq+P$h8gy^N4wcDIAL-n5G(Tg~ckJH%;=s#f@Ce-kzk0jcqnoggIH?^wx@g!zc$LAl zHjF>VAeA27lsDb}*m0zY&Wg*b{logp398j2Q<2FIlWu!A%m!$e;A+SeiHxfrYtAwl z;3xIlUfNZoDwI}Z%|vy6Pi9edjB`C;SVTkORf5d2hx6ySn=}OGoOzfOo8P}bAjy(P z7PTA1yby8K>$JC?4a!VaBdgm?4yX~@gCxi+or7Pg@6{;E2T352HJCvi@$yP z7V_c+M|{0{n5nRT>0)`_^l{`PO~>!|=-yzbGCnf1rC6s8Q)Pq2T+|8Zd3FA=Wv+^) z>?iIiL8}p|aq1|Of@&*^(iLhV5SUt1hM8TTnM>Mw^~nXT9NU}GgIK3=NKIaq1u{<$ zciJcU`1q{6sFrQkDkg2|7}^zit;k()?e`;}x<3Pn@Y@ck7Jc~eWBPlsQQEGaJhsjS zM`c?e zYR=A>q^N@CR&aXJ`GqCZ(t^*o_13ocM$Vy{nmuoCIB0f>4?9gyTE8zEC4aQnu zHq5Shesv~y@wiLm?Yj|oH2a}$DC0qD@U4+hD-02?395%GTzqC`+voD~OJE=T*wz|T z+5xMzdIR(eA_H!80QV8?%A|vPWjRaqpbRs;o;%o($3ewQs8`M zn3kmXVIG^XH*e}&Eka)!z#?Jjs3Ad_sR3}u-j6LWzYyK9``+%3G_Bh4ace@z<-|XT zOn%WN)t?ai_VrNZIoa8z@UextDZ6ZDFr8}DXc$A+EJ4{OB&Z@-SOtn@8-LMLmYF;% zgu@AdGeby7L@XRf`Kk{KDAY7(@C3fO?=^J^YQ_vhLjokL z9^dF!Fd)T!?p5g-(0|!DmO+hCJbPbTD3%tby3drdK~?JMbl?>RQ$_ zeV0ajb{wdc!!TG=Xh6&4njecZZh*FkOVR*gWNp~lp1qca7sVq#)6 zyfyuXsdrQ}&0k_;=b<|lPcWLvuqi#kp2=v(j)wnwc*{c5^NHPN#;I30qI z8+h$MaG-N|*sUnw%e!fldzUMOe$PI8#z^=L;p3$ZdlK_W20qqR#sLlz$Jk;QF6g?q~3uwN(Hy)aatN5 zY7v&C%Wej=ui`!IHc9)DlzVEIjJ=tJqwpwAyzJLc>)9EwOHGMti1*y}Ix|szyb`jk zJYfys{8j@e;}4R>aBS1rRckkWN?X5(+{C2p43X+0L;$&3KdBl(U{atA?*eDNIy5wd zdYiM?*s)Cqig%o)z5*5anxgw4AIXt%Zq)H&8FUq(n%-c$Z`C6m#a06a_Ooy9fRGk+ zZLQ9+>5t0H6o_^RtPB-TMp@x1IJQw!`XE1(_(?D*f_2Av%1>Z!IK@sBP=z3YNxHS8 zh>B=5_?o`}utFKy+XPUhpy*<_w^(WQj}aoAREJBFUv>(}VYn&2zRC7tbXInDDoEht zfWw`$2NYae58>_wwE}@eyXm_NTU)i2KC{RWkq5#?4^;9`6U-G}?^{|lv6C8*(PG~} zpcS56f?}wiWvQ2cjVlIev9~+a?aGA<9=cai4f^IXrFj{reenaOC?XyzJ33~Y=1p9YR(mvu;PvKu$+k3;#u~!}pXMJEf+~Jk z0xwCmaNoXtUe%+K&EkQru5*KoiN)Lt;-oN*f{4TA#Ak#9)+L&kP}qcA=cn}ym_7~X z*+N}m^sbP5mAs?Be*AQ@c0oSwIULxK%8?Gq<`YU^6_RFY>S<0>rqM~OvRoc8i#lFn zasGK5qyA%bto}V?U0ApR;V+N_Q;=eriMaSrHTwNgYf{BRCbP7%;+*Uf$!NBGtX~lj zN%SlNRBx?V1>D7jDU*XapbEurrnK{R%@z;7W|$>ouC$;eUjp|7@IUM_QLp0I{^$@R z|5j4_DdQIiYTXq zOj-9Tk)V$q`+33wP(cZ^UWY&_I$m`acqbb>Yv=au;baFIdiBkd(jXD!2u4D(zl6!M zsx#6k0V?4&T@XgMi z>jmNV=NuF>f#GQudP}jca?{oHQxlCM6)Gp8h6$1Ydjeva8 zi_A3(PMwAc&{#Ta9ZOWS?FTPZA@JKkIl9sPIe4}w+&jqVw^Z%2wzfaWFzJ>0Jt-(C zAYvlq>Ryt}h+v6tHU8Q5melsVm__68n4CwCDrmbcq(vn38WDk$q-#=_=_n4yo9SY- zOi3vNTt)XJ=w&G}{42@ZgrCyNO!AJH<#6vH484u*R8*fAw6<}#asJAeIklxVhq z&MN-gnspGy2OCo*Aq_U5R2ejEp}t{19vSry|6VWQp(>)O!aD<0a8$)Fv z$Yog;iZ+TP4_6k`p)w9UW{5clDWhT~T}Cm9Y#9f!g9TGx0m{b_IhPBg?(Q|jAmKD= z0s~8l;oiz-jf*VS9P#~^QQ1Q3KST=7*j_pMpMzr8u{c-p?s~-P0&a%t?_b1>19=Im zZD#4v>{g&W3`-yK5itXN1Ad8jUq`+Diiwq(8V_d20BC$10nTuGdYT@#2njF_5BOO= ze93poQEtqQQrjcuZ12^fCA6UG8l{%=1sT#4fUZ>nitzW|Uc*2C{F5HC$x*TSpJ$_c zO;JZN@L=FCRZPOueuTs_#K&|oy;5wh{054L--n0IrswANAae2Er)4n(1UghKs5QuE z4EGm^^DzkzdYwz)mP90m-h6#IxAR{yRnCJlHqew&nYpw$M?|>ywY9Y|*gO^}TJHh6 zC>aqlZG2tSo04_$><&6Q1MA^$E$pyBcySb3`Zg_J9|fC_*r}eDou#`$%_Q*TRv$uK zVw{LGm%9uHVtzf6OIB@0xjr*mrd0|)OR_yKCw zW}=4vws|u@_Lf-!)_`_OC91Ix-QADD(cp=h*n>L938Yvf>)x88SPjU3BVUb^cVoAo zB=5jR3^%Ne`iLs)=Ja z!*bNoWi-2B)V)KgQCU)t2Z&q(JKj^wWtN^y1aDq2G;=(>C#o0>WJzJAi~xDjLz1%2 z4o#j|2pB|N_XHxU-s*Mh_MAR_TB5*p!2=**H^l>3Kx@R=YL2ns+3>C0q>jkpqItR0 zN%$7_AcrjvEF5?ANE2lfdFjZi;mAv59BMCJba0Wc2okJ~fylPJG#@}{)%mexWq=JY0TFr=NL)B#_DAF7 zJbh=>w*+JhYR*@7o;ezZ&iV?d^+c&Tx@7{YNNnN>JnUTo$A zJgBa zWZ#D`LlMT7j(c=kpGLl3Z|$cmpd-~QGS=kwV0P2-<5c6m;1MlkV-&F`nXV3nb3!aR`S>nDWvq=)&X0ox z7s$k%bQan{c6*!7Jl#8IAlSSC>nB7o1nhR_+3P1nJeL70`A*W&daP~xN(`vC7_aH- zqNtft_Kd?_Fh}tyc6q*u>;vdK@yvM)J`tF)8@OkGE@jj$qc*MDu>N13)YI+Dp44By z)g7-u<^U0^hUsW%cF^NZVIN>fn^7P2<&%dW4`Q<3lj4Cs=sHnQv<;!jQLTgUBpO6~ zBu*o7ad83{G3gO7bOajDU~MlaIB14MFvM=^o1YmIEDaWQx&ml-8IwnRQ{b#bpD41u zKttnx=RqUp!8{RWf}Zgy*dE?sYce+B37m>_;h^}JFYx$>ZQcL29LB+QsWD-3e+yF_ z77~(|OPo@qJA|BA2#rR7c?2s3N9hyM-f?mumhd9T0S#Ei6R7F+!;%#M&KRx%%_rM# zI0;$52cYaqmSrc&eWXNiHN%wf3-|Ho7@wVR_?~)%ubC2DSm^K;CsL_kdiXTT?dMR6 zwffqC#7lq;i_7>E;_E1$j1F-m+`k5nh9BRbOlbSTF-0E8TYNDSIK4xlix?P*HV>~E zC4yASPd1z1Md?4DyhX};Ju?EBmNg!_s@?U4f(Lq&bmfeDyBbM`E8 z8X=1xb9X_F@Mry7nuntN<_qGM%X!`OF!nX0X`e1POK$%n28C91y-s9$eaLD zm8GCY^$M=5(@3LK(7o|b2fS}!@<=pLQc~K$Sc?@)92tP!Qe=_qmp^~GV%6FkpfFw? zMa9Ma&#sy-J9>b#N$vSbg}yRS5i#m$O!QlHmG34H72KqOlHY${+zDx-uLhM$z)(VbEDMc# zX4$<5v$6!2PDVM5b;-bY1Y?rg_2ShuVeHi($dC}IjZITah!vq;6h7qfWdf5o@eIi3 zB_Y}<(bS?W@(R$g`v!Aso|BzqZMO+wY_Gz@CvdZdFiWp-H!Oe7>;CvL3hfI&{7%U| zKl)ZNeyJ}$`7jC*MEnKkVwI*99rwXCBS8QAL8Z!{D0CHL{NDWWcBN$b+54Lmk?p^^ zEx8ci3qm$L74gIsL#(!rDz^z_h9n@D+zq9IO&UdsPm1{f6+*TH&y^boST=HV`MbCx zLLH&#uB1`$i-8H>&k+iTe@;#g@j1L%_*Iqj3g{@yvOk&%2@&W~hLAjSbMxDhvyfiv zh>##WlzBjMFv+jJPE2?R$UvB4B~AP+pnx_%+fEmK{J5*ffk*6Pk#q*UKF}VMuspi^ zN3bw_b?D*B*0>!yhaKNQ5&|}1jbU3F{L#{sj0`)kVjx$6Ndy0i_~xSG!|uzsO1c9g zzx}Fk#2(Wt6}VZ+T)%*?QxTDXLP7>Xl4TMIivtTBb=;@*MqCOaFf?DfcI_3sFXly= z07${QPN&;HUyPJ_$|%0_`o>=sl%ziU8KR~VcNq~%U?yvS!!x(er+L<~$>c;dixec# zu_JaPDemngYO#^NgwgLQ#mu$DcSb@?sOxMj&@nOj#G_+Hs<7MGmF;{t0Fi!4Q0-ry zAP7lh1`%bu-?)IbVd;*_*!p8vqoCLa>U9Z_ZX(%jL6#`Njj0A38Rd}`R<2q#f#KEW z9fH93Ei3|+Q>RXO9c#2oTtY0DYx+lX zGvuB`TIfOct{8d$39FYCDXPW%{pRz_sb(9=adp@vfv_N0dI*U@L57JD3$#9^qP10= z8qw6!A}YCg3?wVqfNP>N6AB%1@5!3?bsXClyjvRn??UMBQW(De!I^$BW(NFAh8| zYUc~nz&Pz>VM#{5ZBF4r8If36QF;5`BdfJzdE4{43*%{WI=qDIkWfXJ=Eu+&5{C7f z036W^h*5*ij_*?DY_UN3>L_ZGFo|4=S1%G>0ogDK?GcBeuoLbGS&gu0pdYQv7km$1 zBx$QI{pQtwd~?{QY4#)6TwrM5fVv`d*JvdEb8rRK!*ET!*T`lH>$Wgf8HB=0@HP(y zW_a}?KYHvA{~P)|-o;e|cYE?Ie>{|sJ9qCA-HaG37Z(?es$bnB35kR?qEaK%CkrTO zfV;nOTXGd0D?dI96h1-9QIq!`Jm}Y6n)UA(#!PF9I*uz~RO<@d+=#(A0QL!ze-zdaPn+_bG6*y#z!uON!tc>d?*-r@T0s*#6u zp|=WprJ-gQ4t_#_@m6MLQ*?AJ@xlokeBc>!1p{Jy<;XO)7Xvn*T+@G0um}4}o}-jf zD+mZT>E6xGQ5gwrDOl<(j{Nd*BTw!h5s{Id>~^!`hPprq68PfH*gM3L z`VnBj((~o7UH%un#8$80mfN6cM(>IJzqCKuKWCzGCl(3i=le>qahB`CnD?+J8m+wa9F_zDHh7ffr<-EnQ5QzGG)sGu^ z{Z_w}ew6hOsRqZ+Qc6i$!=p!!;xw{eACSB?BUP1rys_fzs#U9`N%z*RcE6w_K>TST zeylTdfqN>&duIEDddNla;{RQbbkc&+>}#6}v;?;vDRs29|IB$Gz1|>_rJz47)xYmy!RgG*!b#BA5OQ zg1u#@>i~P(yZ^W;9tk9gdg32P=pY_<aF#L%I#Ux2&2_KNZ$uehigNARHFOyaNPT9D z#m0yFPN0}y|Jc_-TQ=DGNYf<^4fX6DtqYUGt;xiliAaS)NhIlcgCV#NQl%ej5y6yb zItgZ`V`d)uLWk@F)+szV_4B6!bc68nNZ2?@D?_moXwN$_esa}Q`}UsZIS99Ec5hT5 zA8OMru!J$dnnbL}(3CTzLhS$#VVLpiMBqO^>r6g%E1ulU;Y%@LU~hsq0ky2M-!SP7F5i=5=@V*9700sNZ0kG zj;4qIL_-UJ^!kea^Gde*EIyvW`HHGy-z|N?yzBU_+ILe(&t_rKQFkZa-G~IHS)IEG zJtLF@6<-5l`f!Bq#U_mcG^+7`lI|)}D#72{$2|El$fcx3Lg|X96Vepp#SW-~#4`_p zG<0jTgxBWfL;{jWA0$g?LQjc8kFE%TQfD+t5#zj&bep} z8^&ZmTeArXw@i@5x#FoNy^Z|8qUoB`pZV#!uvL*4cAMoi?!!xac{n)qC28m+HVd`A zOSr-z79!S(Ul&f?Vz4g!dj_m$%_)<^rG3gn9XD++;Z+*<4g5W~9?M8SK{R)m?n@aA%i5d5y^&*uE#f3-r?G-@wb7Pzd!1;cGwNJ>Zw?}Y`?QScQ-(-WWws|624A+ z%jc}CFwnfR+39|xB8mB#yKsYSs?W7wA3I**MIzcvd)L9Vo4*#WkU7)qNVOd-JTo)W zr%&rk;&SG}KPR4^FgYr`A@k@q>oy_Z8&fr(TQ}*+3B`mRKFu(4?Kf%CAl$w(a)UP->buqYzp`o)(GHPdQy0~0|}@?}HfAp#u_y@oT& zb{S~};YMgS&|Pd^LASFqrhu!BNq?!9viNxP6 z;UpI)>8A5NZtqB48%5sw2lv`XtCEzZ4Yj`RHfFb~Ilboc`kIGyXLszlzC25j&jSPN z5*qK>v~A1fyw&f=_5N%~I%^v5iNm6ACbLcRIU7a$SABOItfN{Psp{ge0re z-%g~SCHJ}apAPet{{a+?>J#oQ-utxX?uQkhp4K~lcY0qbziBVV%RF(@S;PbaMesR6 z)qgfG|5AW~po9Zi9PSKw@E<;u{n)7WO?LMj=aT;Lv%?Ev^a^*k?3KqpRpX59`bd_6 z1}&lA_*1wBuRTBFbo9j9Yvi$$%vgJFJ>q8e;Bwk~0{`|?+V%KS@;CCBg?9vd`h_{cgIvVm0e8CxTUhv?{~ae1_0BL%AFd1YvX~_>oiXN<$dvW;8^p&$8csw z?_zAj)IOt8+{CSRjDF_B$HpnOHLO{5wPX7BWN&GS1^yW3bP1`t92>jbjep95T&!?8 z+;he65x5kY3JDHU7DHn_#nT)w5vkr(~sV35&~V0B&# zCju`5&8q-Alm1AQB-q7r&W?&B5hlP&R0i({$^J;?iIB+Xrebj&+zAbTPf-lW5}{}v zX0+ZLd6wY$9|u>yG16W{ihmEc9;nN)GrNiIQ;Oe{Cogd^&i(t(h|mALOIo}MafWgq zz-OqG61tIGGt3;w=>Xb-(UbGzi)otr1c*^T(J;^ncu<yU1Cpg|7O z3A>1h26A9E)X@pJcZ|@D1Z%|Mp<1#EXm;!m$fOG=Hc7C5Qfwy;IZR^Cs+2c2{Z~lQ z7GTBeHR@}MPY++-v3>giY4=BuNcYW7;1Bj%P$Qrh0?Ue=_LB?VIwQH+kr(|u_i!`; z=@IWoF^cq*6GwEb+mfb*1^Ir`%U7!lAhVN>?vOM9lahQ|H_YFPwZ4=J#{VcMCHg32FhEfvjlJBSI}{azil?9Z9{! zO{E9x0h3DuyxW!@eIW~WrVC$FNeLQmk`zW1dClclN6HvwM~mE)HZuJ1>96R1=j_I< zWMHYZ+pK+A+1L!h`QsE`-a*aoFxY3JW==zj8*J1<&eMNEpJS7*uCD%?Wfcu${&)6N z#|a~}eiDzTgP8X}AgWEK)V?WM<2PLO)XP_ooOm7jVxz5#ne50j17_Be?z5qxB+^fY z(iiDUmhfgyM3XIPBZW?+3?QYRZo(l=+%KfUO!QBea4d|L{fa6@*U|pv-!cqi8JyaN&@3FD zJwnkM$abSJA9?$&jbXI^bqdFJJDM5&G#L&KHD&v?YhEyI#v2u~v8zA%e>m5B_hcoz z=-b1Umj6ys3J*bY_G&9BM~<(K|4P5-DJYYS`|^bOo$4&r<2uESps29-t=NeYQ`;T5 z9Gg!;f%RxaqhjGbQdC;LlmBt($0-Xb3|U&4x{`8**IMp}zX-GfeycLH;_&3`BCC#G)Gq1j`ctTzJJcJ`9DmOd}K?|utK}X0ipa> z?zxIz*u+l`={_@|&RX8#E2XaHVM*MexS8!aeE3xFxy?eioH;sfo)iX(xkW*L@xX6w z@BRgp=44As^d(o&NnoJKpZ_`u#rRVj;i5 zC`qY>&5VI%AJ?xwDT|1SGo-7KOp}+K0Skm`^#wIfnPZWW=D8e z>>QgBf$CAXAcq1t&x{gFvrPyG1NlB`clV)SfhTFxGrwjgdp#-m*nM-5L>bQVtC&$8 zJ2{VpbR?fJZH_^*B4uK)1t{NrC{&ZC5Afz5{H;UTYXZ%#JEu6vh1uC3pWm>tO#R5N zU%-q<9|N5Y3Qv5G9IUJ#Qd*4C`k+lxVUQumkPyk0WLaX{C5^BYa&87`9!8ViQZzK` z7%2P!0v4}`o9@jUzErvOVaw`Qof;pn1CC(wMrpyD0I!~&8`4A^AeCWs-UyT?z&H%A zJnGk4NtOL*KSfnGngj@%Hpd=37;$`}MNi=77>*VIlw)douxa-z6uC(89v@t8MQ374 zgsLP%fpAZ}d8BF<05Ph)y`3D@a|35Mj7BYyGqY&?Zm{-nUq_)5A`WS3xt`Hf4;)nS znfcrq3QAc-oFYY7NEcAS8DNJ-N8}&Z>d0qry*qWslvL>j76$(#-H9DUE=LiBr=4VB z=yFI8lapcC{FNrjFBBM?nzfH0lqi=2luwUGkU5oClY?o*Q>{y$u_dF!s|DD z>K5nz)0GcM2`4e*TMd-oarAZf022}vfy!7IJbry>DbauM8{M;C%%$ex6CHW#%%)`q zMbqXkRkg7Y2P(l_)_~J3CLrt?!hz%n6hu^Ha>xt(vzd+i-rZX>t6)P?&R%esH9t`{ zC0$wMxF0@P4MoxQ0b^AtWcEbFiCz>q`Gn6E^8E^`0pnPQd+GA?YlaI9xbpK!M*E>- zOT+dS`=9i?5U(LIdce+r2Dp=1S$Yfkitq$igo+OY3CO$*nKXRF0R>> zDK**LJ?tU)X}%kuK!pJBBD)at*ZGAR2TOq;1^&KOLlbW!IuW#)E^(6G&Cj#;%qZY8 z3y`7&(}%yLoQ2z#f8YMhWAPJbQYViVTz@)okykk4+EdY%uOl57vdH;!J67NQ(D@$5 z)NpbL!i5*dNb3r#Am$St5tLw6A@*1q)_FPeadvC-1JZq)puZuwb zaTL1{B%nyl$`7_M5w8XXeT;qJOwqJLLDx^-G&7t}aG7)zatroccp}=O&J%iZbn2;? zd{3#LF>d3O*psmCyC@#RLAqp!ZfoMo2f3(+FZulW^DmefG%kfzPKfT;SZ1KoGW^Sl zKkNsT)?0f_GfxvX(WpbiCSmJlEiSJ37|XJ);{f)`uf06u1JZ}WnK6RA5PF4=9X}pC ziN?9l5ua$NPnQ*z*R$d4F2Cdf?7h|85*cWAVp)J0ceckk@VhNK+YEoxB&P)wUE>vI zE$obpaw-LRKJoF&0;TF%K7l@kJAJ~s-=ocpc$4GcebIlg(of(Y{lR=Q*34Biy+jyO z{$4Yfu(r<5NT}ZdOk^@{QI3deI(EHCn2=;)J1x1zRDYeqHqru3&KyIpY2!=039O&P zsA}vx)-P$KNW&3b^~u_VzRJzP5MkxJe>uYY?ZVZ6M{xk`2BjYIxv(7vel5}$Oe8IV zl!eneiV@>AIU)hZvT&4+q$#AR1dp!ofmIrz5QV1gd#5c*jQE8KKq%x_yc`%M-Z&be&*sd1E`MzJ2*?m$jXVQMH%Q(@3QSw1KE;&kKts)eFRoM@D#s z88Y``7Mk)D z0*KnEF8}zlh*pJotoeiIh^$D%ev?FHv^kRVbvlSI2*W^5b3q(B&T}+ubt&^vuea?O z1)D>nngRTr#?ta9$$bQ5cE2Zf71ZqGG2E{kO=hu-6A8^HCj-IpaLv~K)T1ZA*4bK* zjdAb(u)qQp@_lyDlm1DX*bSc_y@o~t=AvW^!?-ty%}YwXaL$vdAYKJh?x_v4pyB4> zZ&6+rzS8^r|4f&W-nXnPy~h6W1sFhIoEQpyGWYhH1uiS1G~5pmK~Q@!Zv?t>bK^a~ zJooI0c-HUaG?`gpG`->!Ca46I&`_3NV7x7W*WF1BN5gzHlt$+?PX2(z!3lwmjMI({ z+s5Nb*8({xP0)zCoE9?~_$&(6GBYz1^8$7v8PD}7-szQbFO#y$2e7sYE!?EPPXre@ zcKT3~;^$Zvl-b-LJgCb<(To7=?z5!rc`;q}2st(hYD*OQ18alA$Q5ZKHz3lWlpL_U zf^Si{MK$5rPnd8Tekvkb;kgbE`zw*3RS)2^H*at(aAocJbQ>c8jvhSx8k1XLGe?fR z!9gZyUs9luqe=46!%xgLtR?!Xz3{}Ki1hd$lo29I4k`4~Mbo@0WEeCM^b=_c#bTq; zA0?wd+m4a(JS8ou?@tS}ZY}D`ejy=AKv1$2_%h|Qa&r3NShw_pG0=gT)QTO^#(|Z} z1qT+X_XAv$^Sz>QVPl-9M!N3az$LI|&6?%*h?bm;6K3CzNSA*4q=2IMPE>7({|Zfa zRLmz2L=LD;u{X47G@jHSj*O5R8Br7WDE*uE`te~wnM1pX!73-M25{%^mnP@ekcvKl zaX+56oXX2RS<0DA4oaHEiXcb1<-w*s3)D@JxHN@$(&6Lm16sX=bACuK3OqkXfQ;x` zRY4h?G+m0$4Wz<45d>rEhNTZrcnH~U-wkQhhPy~}&aQE%X6rxV)_m zhH=u%w(Z+d$x0FlEi=vF8rRyo3EX^?(XNE)mB6tD!EFFYW^qqy4aZP5}4b zfQHZs$eM;YpoSn=c>5k7wIn98|E?0Uj5|L^4I4sB>-$Nj8((1A2Qql z#1ac|Nr`}3WP}ML>4Th;$;ria5!F4LxbtvFr~ps0au5*|F1p$gBE8Lxwhs<+;ap7T zVuB^Z9@;y>?BqyFZ2U-7a5aJx^aG%IZEXRWOvJw+H7&(?2ci=@rzHtrSBiF5;!PiD z`u}GS-|9mND!SGF{reOCC5Hl6HPnslRdy6YOSC~dDQsF2D0?5<)bUz5Ueg4FK{hF| z#UfAj5-k=>;EiRc4B0ENTrh|_zJdF4Cr(x@W_G#&sgJm4Sb=!uz*R!lZlVu^+ku^% zTaNUDqJKedv*7ZATuF8bPB+p^-q<_@+w)>KWkerahE|Lo3*C8(## z5XThUa6#!*)L@ask8vD+Uh#`Y)IRWi14%4h;TH=~pzum*h_N0z1j(JJcoOcT+NC+6 z|C2CS|MON7v$0XrU|TG1h4z5TH=%N*tK!;q^EJ1{Y=0GC6gE_S5M?39CZYAY2gX80 zG*pnI5&+6%QOa&WoT=DC3Y|0x8x(*u0Jo~(W+G-gLLV-{E#^2iln6%+Im}l70fD_V z>}z697uN8$EkK=WV)-o|LN zhHZH`|0+2c&)z<>ElRP&*0LOTtrYLN?%wqn&Pl7;pjFh* z|L~sw)MaV9!q+a~C=)dG-NnIDT++ZYjz6AAT6(mjgF7^EE3-oTKav%V`EJ%8e{x1s zbipuShwuJnAmC?9ehUWoYtm^n4*jEW+B-&`nKKn$#nN|bPA7nDfWs<)>EbcXd@#@W~p%C3fr%ylB)aW-Q7f zoqc^)A4f*tGW_=ljE?z=lp&2i-pAUDH)nEJufyvm|6gm@0oQZ>|GTq}Qw|w*lGE0; zltZCJ(cYyrtV&Z-Nu(}2iiS#?N<-slXy>FM5oypMDU}9o4fTJ%zQwuU?|%RBc>F!i zK~j)F;a4iHRby(jDSzdPxx`PiF^LeT|N zsOCQgRDZ#qv2Fykrpg>zlJ3n-tvs7Qr%^pa%3}IOZ_IAVG-~PBV(UapgMZ=Lwb4*o z8WeQ!J`9`Od7o{rq`J)1#Tm9GH2QN+muK=6dd$Dj`nULF{eM?Av8qq$kd(OO&u%tq z6E9~#05TQ`%r=aX;hdtxnfT?t#ZnE=QceFU@#F-4fO~^yVQ9!ay*($;X~OIuNLQI& zXqw!WcB%~f#|kOfT=Ie*Y7I{j15|f!mczpeT-0K7WVGJ$G5f~X6>3#+uvhp##&eY# znxaluMci3j^vPL3NX0kj<-)5cUmkf9%eSjl-`ng1ZkW^keZIwB;!|ArDo$Zl)^BtO zIvs(V+fIPm&R05k%b%4&-})OvM$q?*lt$OzuXZD84_9kFVZvD7g90z=O+{w*14(>53KJ9Wif06F^I*9b!yR+X!rZ#X z!HTWyz3QHVmyEsReq#qfdEug|E#op`SQXZkJH_wIT?YOw9RC-u$uAF-TyIahu|zrp zQe|BTsEz6bN~D4q~5t{X`_1IiSqR zpBS|g0w{qX^eR&5g9|O0KwuIzwFo?;4r&0u$zto$5ffOxA*NGyXuwj)D=0Dl>9p)3 zGVR6!7qJnb3tN`&qI&FvW7m%xmMk^+imKtlphQp{cREPE ztH#B}x^iVQ;HiV?@hM$n9q3<}L$4jStUV*cneYThh@BVqQ*3zlA1sC*><)fNq*H)F zD306We<%jmY}(YIaT7OyqOvmLV{$yjTxjRbde_R6H{ntv+sbagl{tGZTK_==6OkfL z2hJgGg>Oo{m;Z$2=6sgzJ_OKsZ`f29{gcKiTMt0!ooJ^hRK{~W>st}nYByDS*{srX zf0mWy2Bi8RbTBW-Yq^*#iZSXSsKhQA`iA*L>g`*U_HX!)bj0<%bTbdkstOX@e<0m} z;}LL~dA-*3En9Y5CTJ%a)c6KllJEtO{ekFw`mQD?de4wp3m@~w?n5y1;>t@$FI|!W zEqFV?a0F`ya8o^v%7oyLsB-Xpu@K2!4hHlhOv&fAU_AkUrTQPOib*_r z2k$L!QS4kr@p`$!oF&>kJGqSK|Du4s zE)!4My7`5f``BO#B;zy8A!Vt`P#7bV-WV1Y;fgQU;kPhglJ1MRO6$#>s3Ml} znd-Ko;&?iBuzMnzd!RjvD5H&0O zpl`r`d^|dG)seSoYcp3bSODmg$#Zr}qeD23+cE1aV=uL`d0f9pX6c@9ssl9_`9J`|x)!&ZQ@J)bi}A8o4xRmF zN0LWG#I&yW3$LiD8SU<#c;=m3>8vS~g6Y4T5h3a+Ww#KDj9l-pw-41PnZ^KkCjrV{ zTTFy?!V!UKb;}gT+2n%aWSomf4i{YlGPozy|YOr+H@Kh3^6r z>6*d+k%@o%jUJFmanrxmDolE(X5zCB@Q2*(_Sv<39R3jzE&9TLEz%2x5>`x#61&fy zgTUc^YpN{pUHTCrZi>RkQYvSE=fLd)Lc|h-{soz=c^%iz_v73#!5l<>**SjI7)^oL z|2=&el}Tuh%wfBuf!U5ZblOg1C#No7hIZ!5Q^eOWIM-DVEw47ejRDifMW3Tx-i-@V z$;baztlT*h%vgzvF)are670o%+-`1Ey`hSz&HEu1)V>zl~E(GVW;ciYlm252Oc^D(l`X1pjED1Ei0F^1vts z1I;um_yyc-aMj|Ya1m2bRnP13*aO` z3}LD~=!S#wFBV$crL_V~Jl@^8|Gb=QlUfeIzGbDL8o-VGG8xL|fkv8yyLd40Ol_sd zRTdy*Wq*&~R^qS-FN`ueP(B@LG+%y}LjRW;JOBAC%@j%T6rM&#H6&$qqU3mrY@S;u}ptJ;Wsad?@#NX=&*`sb%-BLL4D^OjA+GuO&P^>B}Z!W5XdDeR^iB^kq=9 zhw?|{LA}}4okR);CZ6OipK(esa(3e^q}< z5|a@q3}QW^Z&L;k0oc->fA6n5r5Jd+O#EBUuBi{oBu7Lw1QG20=kyJQ{`PzWmt4Vrn1z=?Pezoc9z zo*bZFIm?2gOEVj1ZQs6qr!UYV9W2C>p--Qjv6UWZyaPS0dRYqIc-4q4-OeX$Va~y< z1fx$|X(MNvA*j)@{P%nWYmq=4Jdr=#2+*-T*0!o;Tja1z9n>DhUjqv8KD`O>9MWt2 zup)T{ZXGHE&Xf*$9OBBfeJME%)Dq>(o1LLHvWXp2Ka7CYfsW2wQBPPPUd6Y+^Cw!t z0IvbEakz2fp@HYtLm^2362%2!S5YE<41RY&Ij)VE1K6Ae6u{ghQ>yj3l`cC`P3iz& zBl9QLmbeGWmem(!W+^-lwz!AL%v#&Pl!5}{=YULZSV93Ts8XvDtm*gt8GT3*9^zGQ z0Nj(Bc+#_M3wmYZFDo|nUqZ?gxp&FeO+G#>QbCj^CHuFGwsTQUhfIzuNC}36B8pAi zjCCx_f2r;*f8W(bB~oe+iEL+`Yhq&YXz7S_-}x?E+rFzbtB6wD@x(1Fqc4z)jZ_kl zMfMF0NJ#BtWl;XfMpA5Neg2b3-RS67*UNiD&zzwTcLcNZ8GTNZizr~yl2PE^l#Yh| zV1$#7@`}g-dd%6GqU?yYyWn#p(^z_t3+2u0O z{^kV~1sn05!nU;6{_<{XiK9@th`y<-RyoUzq6YzH8YfQZ{)oQZeP5vOYMrFu^ymYh zIVGR~0luVKL?Q#!yjCbwi#WNI(Tciv%HC*Hl5!I#%E=>PCiVUE=B*{ox}A~O{EnyB zf9&)H1-=TOGeNsJWt&y^@Lo4#TyVkBap(Pb$>v(gjQ2p$nk%fV7*qZy7_mZ~~CL<&Nc3+`JT2 zk(KrAhinNhES{3D<;m~YzL0Dlnwg9N2g=s%Q5GaeVLjT{oAVk%Gd*1Oc1BX;GW9 zeSB9}r$nSjM+cF*ZC!h&FoY5+jFoJ*T+_OXC~05>^a#HcIQNS5C$0rB$KZ+4UuSNZ zeIaMdR1xQ{fE?MY_Rri8n zJYPKO%-kR|=33@kI-U&wNbg&&zCXeK+^DKhqYcK6GqD*4hB*r)ZQ!fd02j=yfYqo8 z*$Cz|+ynrC1i)>)Gv|ua$$*YVoG<)YN1?)$tQ;ymy}eU1%afVCPe!F6>{IriIP{J! zDyVqA39azVi-M1_Q9^D*zmIb5Uq94 zkRD(b)o_!cZB{BvP$_^bjqw`n4*r%eRs2&!GUklFc+4_an0xxzkk~hvl^5>Y^~JIj zQ>u2TKBVk*m9AW}tP8i^z)Q^I z7uOnX4g9fl5(+SNP&``CfT}MuKVY|zyPZG%PDuJNKu^DG`svs4UAMkmD_oUeo_)-s za+Kvx$?hfEXHKF(jr{naxcEJA14SjJBXzHk{N=aWgAJ3t));NtcYN2&mWytYGm{ma zlCl|~VA3eh^(0MAT88)1Ut;JGQC_GG%l6$a6`il(+Ztilb^RocYc04jk=~ z-D*1}sOhVOWV*0#3JqtE(K(*hT=@+ zRlxQkV!M1kGw-z8nKjV9HFUxnc72KzL|qV%DubvDls_~!F9C0ich=n0sf`J@>TsZH zxI-NY)-a98%A*#I(m@<)(=;4#NU7USDc}iM!iduQcG;BV$50XLDLD-PUGirg zY=5>5Tty_s(V=ikz{L;$$`u@<(F_TQkh09;qyF<=9*F?{`Yk7`9?Xym2QvEpRPvMY z$eP_uI~>JrG2t<56z`jK8L&{lihltXxC&zggm(QQ1N5ta&F4Nh;t#b;!^d*bEIan= z2ZG20(|SEkQL&$FORk$bB40Vbxir-E&@%7vC%c*gI1?A563`od*jzMP;Wpt%1aQ4= zjtXMmLaF*$y!zC&IIRCg)6KPvh54h8SFqAlo}YZ~F?hFh<)Nz~=j3uG1~dzQ?&`Zd zpIkz5`nWlcjdl;eUf23~eSgDiMC@U-Qq*!T4?$oZ?zdW6!%61lGGeXiIi5CVt<~t8 zuk)JIDt5*kSyuKn$6U;=#t3Y}(fgu9+#Dcfc-sWPz%W?hzkCZT?Wx_DvzyUX#lKx( zG3k@Y?kFPiFm*-xdmQE-Kva)8w}g2U=@0#D(ej0c-{C}OUA?1!cwiTYlWG#TGV=uI%|I~& z^o*Oit8sU>GIKV!yj=l{Ph`}CGF69(kxMfS$;g#=JVqxX+-EE+aqlaOAr=T$ieH;3 zK6$@9RQSny)orG;u9*6$wuv}--b zhM#U&R>#q`%+wzlb-FBkIM?g8Mw>U!`;U7CgdTUrxi?HJp{A789-IAIyTf~elw4t+ zE)SyueUXE|b&st+mzkT`+w&7I_6B<0mT0UHW zcFC2Yd}xlI47s-M`=PJ?zErLm$&E2wx%HL5)(yr6vcK9B=+<(^=aoo!R#S69j38gb zvIU9!VjfsGB)k;a%aE_3m7|bhx`AOqy@ej44rDms@9gD$GzWw8W}bI^gG>zvoFnmcAsrT zEi-kFE)gKUe=Q`Y%tf;=2=1kX3Tj-CBcz+>GAMzf9Ww6@Bs7XjrOBG7E5aK*hh^u( zl0;RmJ%NL!+lBmDGUi`i!If)XP|zrJ&D-bIYuDcMCrysZ3U%v?FY9{g=V&s3D+59- zhn`(GSXNwN;e3*P$eU9ynXB*|JfP(wSwR(~!XMen>@wFEN@S1%mLTiBZEz@4myBat z`BK;W)|$58HXA9bJWkpu^|@TbrS&&&S*N~NkIelv{i`h>l$Mq!9FAakKy_}q-l_Co zSK;#h)3!P{?pqeQfr0)SygP@zN)ueAUF(jmk!7H3%X*{)%nOEddn&s62KHl(@*8ru z^X$az6r_`25BH>PMkzyyYlC8N%Q%glnf$bSGG0?jS^3v&nSKCTufpu*+thf<0&Jgg z9?#Q`QVbsA7}BivY#SVYrOj;nhnzy2YnoKLx3|8yfB3cNZMy4YN^cC5bBFCLvm0H1 z*HzBwRe76JdLNHKjqiW~cWjJg21kZLwEqSjwO1+I;;Yj|{!|g@^VMwDewl4@Tuo2U z&%e7&x&P@L>GY=$XY6qN*nZ}?dU54JzwVPElNE&>qOu^8?V z%Vg&%rr3wu`{XFK9QePJwHsW}G-8ov3vOH~4&ntf0P{B#63waZ0e{tYSkBf;%|FjR zuqXzo0^*D*%RqpZ9O#KpxOk#j+_=9XTJQEvw0q79{+V@v5mn4p%H ziM?UZ%!pZBn?BH77ocibTY1rHx8&96PRr$Ip^=M)?K^ebpVB*@D*c4ib871$8KKFg zJf=Ji_+vHfdiJiD;K%}s5SB4(&YWcmCmaQTSM)f5y~Gnkn&^g$zqfb}+#x1rg;A0Z^5aNM1CZ z1waFl8EoVI`&;@NCY~SXy3D2E&rKm|A%8*=1hnn(Gyj!5oPWLQg-!#P!!}BM$%4tV zrl3?*^RP5Bz5&x00Cv$-asGE7OACq`eL}Y&`=`JHl5__O6+rbx2qFX?1i65i=t+Bx z!3_|nk)@5)u($W`fF#*O?%2FixxFT}$O)y{oXD+m5Gd1W`F8B=;7+?DO_=nAu?}Z`+Sr8g%sE+uz9j{r(I^@`T zyvC8Wr4AncHmbkSBt!a;LbM%*7pa@^0=T4JY%oSnonO#2yX20A?Ra766j-au~~2Z zB9aVxm?@)&<`gwwBJhb0M4Nf9Jy8*y!k>KW!EmA=e|tJJ9Qsgstgvs%CBB6&CKf)0#RdR4S&C>DipEsQ z_tWQioyZEdvMLtS5G`_K#-?>FWL|GqfjM1S8HaLv&oUyhAp;{Tmo;|!39Pjvg~Qgp zIdxW@=+kj#Qba!uqO8V9Se5Wi`iq8t6}~)^Llq4W#UeBOv_fc7=)87ta7ey<0XNGU z5d{n}bn;KpO$x@^4=ux(C`uG5>kr~Lq}S+2uRyXv9AmO?W_k-||MgR1d_Wq)nR;IC zb4agsLW4$@E(+%WgjH_A`8xHTAQt7%`Q{f*_PVY#H!~} zqB(=|m}n*jM3rm9h8KX(#c>rv@waCa&LHnT%JBsxb%`P$(Pv6iOf5Sk^ToK1I85n- zp?~%XSluPu1CKNNpGbM(2xY@C&Z3hiYj54pPsXkhC(R`nFK_V%P(Zgav*In3y`<$b zePR8Z){|Zrou^h-7&3SYjA0nqq~s z_!+XSxqkh%{38HntoutSJkQU3!aXZ110iOj+^xH4(B6mrH=J>$P!^0A=AkUdCX+An zT;hc*xc&unC}QCY?<{Gllb4fgb+N%w)yZEtoM^>gPVdo5pfueTmyj2hCOfu|JZ5n% zab(fKSmrgW?SEKZwzTf3XPlnF%%p(RLOb`#^6KBe_nnV7~8KqINI zufMX^91(ZWH;$No9@oQPAoK`@a5b_vLspEXY~BGn1c|W)(I!kx6HAxwzckXQ!o>8E z&v~HThtwXBwRS*QjCcc0P#3tIqk-&}!BuQji-~&FXNJG=bPy=21KKiiN#6qlt zcw{A)v7sbvRT}(CNu6+-kG>fmi$=Z^c^?Qwgo!byaiTg12hWbpZhfD6_v4bz8E!X+ z8de=HydNf*+zV#&;r%!_Ax(k6EPH!`^Ww9hdR>sbe)_su)*4ramfyD2vzb; zNjY?JD-5G~G;|lY1hhDgpGO_Z>m_26Uj?8re=ILwd-ra^z(+CU=>sI~l#};ROwDD& z5Yg->EjP?zYDzf(yyzk@4l_u%tu3vrLP8H6JZSe?X)T{>sA%zWEq#3p?rQ*t{jOZu zgR)5l6+o7A?~R--n8S#0;dMDf$fxu|4mYArt?eh^3+fp|g?9~T5Ia1xFjPLKJHNW7 zy80S&Di<$ZY6e6~86nro#>U}d#X-5bo4DeiRX6O?+8hD={y|Ae2%bm?!kqm=L%YI% zT(Dq0_PrkG$;gh(K+Qb$iu z5YRw%bv67YM}}!Q8FDws7}j$+=`O}VVJd@fRm+P&%5wDgXH7E9s@%Nv=b!5jbR+9g zTU(nu@KNi;ntNCwSMm0+ZY)sN_(q>SI~z4gDXu49l7lrg7-Fn|JgO^HwSE2lRvCQQ z#uA}82|k7adek;Bpx}uP@DHyOy)Ilh{Mv0^op9izD91};Lg7!9G>;w2LZSHLpf$XQ zcqZzuu6bo;W!fetBIgRPySpvCezuy`&Ls^le{Y) z_iyi!rE#C*NzCQ3cOBv1;qYh%1>(LGMJ&MCOzHQZ6~KXTyN>(Z4M?-BE_0m}uwE}A z;hdI_B?W)1j+WN*W`WVWRW&tbmgxzZnY(mvr9U&2k-2wNTCdM~!Ilq{stCSkT<=K4 zq+@;CabDMk^=iZOncSrp(%F!<3P~R{k^~EE0H4_8$SApy;Y&vu7ZU2$+kA$b24*2b z^Pq&Dy85bfg}>aYPQbC1ke_cX97r)KUdf!FgPgI40q|~4@Is0PY9&lX>et~!>#{P% zBK0LcmB~Dz8B9%%big|Afl+4k~ literal 0 HcmV?d00001 diff --git a/automata/plots/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png new file mode 100644 index 0000000000000000000000000000000000000000..f4ddab2f0b36a87a1457c61147b291d59ef7faed GIT binary patch literal 42703 zcmb5W2UJzrwk^8NWx^^IF%YU0R761}NXCSUfFzX+rAW?Mve^<41PPK=a+aLI5&_9M zCzYHfXZU?`PMvrEzyH419<5a?gw5V-%{9juz4y__d?|JF+U^~PcTgyl-J;j8$WSPo z1}Kz`^1p1wPbTQgneabea}jxSStCtztGlKe6p6d$#`;F)`a1W1x708-(=jsSVC7{! zd-`{6b8}-eJ~lRk|Ga?J$W)7sbMy5yyvcUs>k4KR%AULAzYUSX5jqq~xPa)Di?<#G zjC5E%*nfLzZ9>u}f$>rG#?7HLB4O9P_UhdD?aSkbJ5H%2vdHZJm0INDh2Y|CzkX*C z`S|WHbLoq}ZDIcKyTq1_?-?2WgQk{_<;R}RX7;>){-=XVlWJ2>Kr+W%d8OfOC$E{S zKYP(HxCjb`$16K|)B1N5M%*aAGB)ouU;jp#vYl`J8`g)L>DIrYx$u~ZeDiSU?-#d` zZ$52#{ch8z+xOZtOiazpvP1hT1Nr3)4GsCs2dcexM;|N?7FJ8uZSe5%@ws&Qa$Ijh z?yO(*?U>_x_Uz%(t-tPZE9?gK?t^E)eQ0zXsQx1}GgD`*JyY&EQ;aSFaizSEm?q=Q?dYLh+}Hl7cgyhMBzw$V=ZGmpGMnFy7Ob zLrZnqjk52!xDgr_iAqj`M^-o$^S&epN%awVbsrz2=!s6$*i-ljlT=z&y zO7isbVp3D`05vbj`I?qb{M_39226tK}S31F21_vbws_Ik~xUy@P{; zrdC#XR&ws?cU`1yY_f84a(cdhHxcO;R?D@S+5g*b?{^>J-XFD6^5(?t_m{R*_@9@w z>aw4sc2>s@I4tatqr5QusW5L$uJ+^Ig6T^BaUKC79UYy?>1of12(3i@Hm{Z0Hlt|S z2-n7Vl^7+X+=iC#Sd;G7CAW=~uus8`t5JFOOQ((>zpB?1f7{$VMPkL1S(ekRPdqbw zt?joV)4f~v>~TBF6rz--Uvtb&;Dcs`-(VSA{w*n~*Qti}k-@lD%<*RhN(DKjA);2cLO6i7`RAFCKMut^olqUq3 znN#(e?%-xQt;UoQ2pJx`D4%+F(F-(RKZg%xo-`|RrPE_wmiM{;oQh7@n@!Dds4-3t z>n9P&XHj12#bVHk9a4P#+_pXRr;U%KcUbyQOiy#Z*u%goBVJNc(l=4eaGsjw4rga) zXJ6KEJO_yh{5(;Q-*MH>tYG)~gKBDO`wkq?#13XP>-qYdp1ruZi~IeluWkK18O-|1 z6NMri*H*dPc+L7;4sq#vzI^$T9d8zX>Di8OwS0%Zo{~332i2+Q1+#twB$H$Gbti}zoWYXXAQVct?KB>1v z-)5-`mpJmm0{6{sVq$Wfho^adVZrxKoT9H${z_wfN4SK4`K$At+IDt!;t2Edk(Ok- zpz{Zu3wJRHwd27RZQi=o4{zq1zqZo$jFn!3p1-r<1`s;{Vc9c zxhIDO*P1Pc>PwzJe|{J-E1U0N&tcHYsqVtQvNUIv5h&2l;Kn58eNa@h;Q4OLwzq<| zY3}ze$J%wyWP9|>2C?NY*QRLKe4bxg^8fVdLS3erRwCt-H=rpSpFH zERu4jX&<&=y7jnGM^=ORNOKLj&iTbfzf-rP-{RU@4aO6T={erNe^1p_MR_PzKy6Mj zzQ}SXR%&Lbp&?ZCO_^#_dY40tMwz$H*VljS*s-Iw%_u)kHP>eFtNXE2vf<+HP3npA zBm%J{H@sNnSW|M@ui{U#8xzzLwlUaAy*kWQi!3J}l$D#Dw zZ@*Cmr`ygMc9@o(iI#f*ILNy1(3Z`cwI_ZQ4t3^c3$4zp&kWQQgs=SkUO;`|KzO2h z@lf^q%YNJje$RIw2^VobAnJh)5ROE}a`voLmGD{)W0ZbN(gJ;1dAYbjN7ijOp~Xm* zjx3Ae`Y72GT!!uP>cy^J+1c5B<-Q?^{oDTB2DKIEyH1O?W|~FtS&l@0{d)b?k@Ghd z6ci5gTgDcQQXM>d!I_5bPQJrReTt5(L3@U@N|t$|9t{IS0zSGF#Q?iO_Wu3QJMqd< zWNAf3MGtf7-pX5Ir0yD4^_;m;JJb-?@5^%4#aZNE6Z zI5(bzkvF_fd4yss=**3E92T<6h`tr|Vc&_H+IV|D z)1JR(#&f26e6@n4wY4Lu==eghhgwF>P|s%i{Ec++H;wk2D9XpR)-F*fAHCkb)n@b^ z>&R|v2;?;@3J|caUHmA2x-n}x{++F@tv}*IsmyYu`7WdHU|ob#nUm=j!EtNc)ahCW zyUCIhS3Rte{S8X-nK!%p`ZQk+;^`F?6cmUD@YIBNpi;kzh=`D|?iA`%8Lh0#cXZtM z>#u*(6g-owRHYjV|Xsd`#NO$kP|wYB=K=Z!ksk!uSSy{%~5 z(v6JFZcmVqp{J+sLk4I}!V^DW(;!f_y0SE?nw)b`w?6Xjj~_qu)3g%h#T%k;OT3_> zi`D4JwmP4em&cvUfWo9MARwS$>2J`Mc1Tnc@6FwI`0Sq#JE*7eP^+(8yXOD&>1O{l z`=wc~KmPcGyTAXL)362GkWF$@()t@BL6U4J(KhAQi@O}{l(S|Pphsy+f9d3O4*RJw z348Al$}7j+&ztpHyo7>r|60H#74I%S(f`5ku$-}d`}RcdV661@b0j4ftgsio?Je^; zBC0vu7`KpCGPN?-g@4q15P6oig|dHlNXDjz&Z0MNcraqWv^J#b)LnIVcW*4_AJ35; zSZqxlI8+R`@pEvte7P)v& z#xqK3;=H`PLv;~ud-v{*bu;ZPjk@~kup)N9NTI@OH{n%zRNs{BOU%q&e^1;D7K*bN zZj6!)7UHuS3*gElaEO)l=F;qFo$%VS`c%N*PqwwiCSZ@1R#rA5O4*pl@ETE%&!0c* zm!<;-VL1nbY{zP%WFuk|!$LzNRkAG?u@gPtya^c@(T`J1y@7|6KDZ*4ZD~+gSlALf z6_b$X!MOX-xi8^%^FP0HJ04M=Mm>u`5j|JboMVY9aYJ0Z9=RZ3T!^}9Shap;b+U|& z@4?S^xDyR4qouH${8j)xgI`|m_4ta1DLbeYc zM2fyS-e_N$t>%b0=fe{&u>Z<`fFxs0P0dG3{#HWA85#Gl{Jw#*;|h%x#hBfCyRoTh zl1fMRcwUTIeoKP zgE*g1EJ?}15Tpg^R1Y&t;|9*ROdd#&tVBYLs?q6meSe`Wv^fV>%bYsP|ML) z(bCb*&PeHFDpnm99!~vsrTlv)kHnrC&mHdW4guEGo*t+RKMV|L zzX*BX-|@y_p!)sM1h)K|7B=zO9aswspe9`aeVUn^&pkaoUy+2dea#QXgamD7Vm@)= zn#c5)eUi;829;)aCvC!9t%GtBH?oTVoVsT_n%aceKK7z&_pV*HY-|>p4AOtMZp$0b zTbf*Xgh1T7MJS&~)k-T!5>SN{A;7D6VC++PjDVSe70V-qCPKY&W~<8!jaQcJ`m4sy z>ein`7)S)$O}+#$31e3;(w^)oQA{@sjL%=SA(UdUHmo&C!&zu;*^F%IJpw-;hTjZ~ zMz}T8=I2bY=O-SaP-xu1ag?QeSXHLG)>h?6F|~NjrZqJ;*A$oD8I6w^1PPD{yWzD% zpJCs=5H7vOf%Z%@Zn+wyZ9VK91p6WNTdBIYhi@1C*n8xNZB5;$+c9?}WX8OjW=Gr9 z66IO@qSbp#y?XomBS2DGJ^MSdex;>V{!<@mV{&RLSye}{Ydn9=aLNkl%+%D>9Pr;i zrg~{^JY7i(05>T)nQbs*|9VvQ(Pbl8sSmCds?y~ldN_?b1>#h)?~rQm!rnMGDl-uv zX}z?Un)-IAMNv_aF80M?L7Nm@NdzKMXQ)1E@n^xFI0Ld#P)c=we0iyuVf=n9cTUwF zB*A9j{fk(G$;#p!Rd&k5vSPsj%D2ZsHbcw{OH0F#w$V%3+2yFLgsHyFRVGE9{p!l% zj9K#*$F?*BppPKNCj(8egX_C8y zjhUieOm#*ruRWeMU;QvObr`on>p+K9R|8PT$dF`^fVF7i=FOW2P+vrJhkJX&ju_=g z3$IMSk+4Sjq&{*arb*4Qs}t!;(bIowy|Ho1M2iu$fvt zkup2_jKD!rmcH-3Tujn=6PZ^@nJ9 zh67FRO1hxJF*7n=!G6jec)Nk(YO;lFJ0QXolFDmq9f@IY!O z4XY=z#;H58@*hmNj5?K3(OsYKI`jbmGYWt|S~}!8s#yez!$5MCP#u8CX;F|8|JF2v znEqf#Rg_y9l$j!qoTEPwPFTbeIwYA!^Wy|2Vzn>`P z*=26sLmzu0=)n)CFKd9Qx`?5nj_h;-Bngm{|HO6LU$jQm6bdLU>XjZo?|Mc=y z6$>+SiH&3;Zk51Tki?rHXYpI9Xd{tn2MADJoEfIZQX@Aidyq_KKhq$m+maMU79%$H zv_!Cw3Ko_SecgR>B-?>OfR&Z@0 z(T_{d9EjU)E@C|eH+6KV5Nwxj*g=xkZdx9xnwpx{Y^wyz@lJ!4?;k*=JVJjvcJ(Bx zF0juKpio}h+~lMTQu<8IH3nuTCJ|gpmWn@%z0j6z+w^erz)-=48Q-_gjJC-k>&M)da6(j;wn4-e}tFE5KD z2bP06--8fhSjU~O(@1!1dgsmv29{Dzy?#Wne`bG>t@y%Z?<;5lggB12rgGrpIiQd< zS|asxxCzd_O;y3JE!RuP)#T8)6$EtBOb8f)^zFlk6xo$d!)_*P zy09bu&tV^O{KLiW6*`4GuB|pkeWsNlzjs_+h{#-9U6Me>a=}MOft3ulrp72_nMZY) zdCB5 z$SD#kFtVFMwq=||HnyQ((W@gzjEszA;}p3#Y-jaf^h?~h;dF@4JaYS z{`!+6Q02}Y??a#hFI`+Xp^R}C-=Gms_SQn`x$0qJX2#*TGUHP)A3wd|DMwF3qjl-h zB^T&kFJHalBD9sHIN(sAU$UBHRmnT!MdHw#%6}9(#|_Uf^aocURT_ZX=#!hhb<2~i zngyLTVLHc35OPJ|S2s{tU-`4&96GU`LSZd^vPUQqHSRJf*r^Evqpmy^sY>p`g@^6!?J4$4mRc`vMS|~ZL+God+C&o-nVUiC-$`}<>u$@QdRyR&pYbo#BIgOb6$cUtd?re?U!+*lmRIiSAv z%L`M~`}TE@eEfC=I;Mtu{_6uiNKHfrC0ZR9Bq8kis;G(mMHLkli$ABQZ#{UBarnGp ztoyNRx=1vYRC|1MK&Zn`MVY5P+et%2f=a3odAqfhIlL^OGDy%?q{)A-Tcop~tV|57 zU$-+S6R4k;j@Puu$uNPjcZJ9M_3J-nSFr<_xw-G4$Sq<^1@2dgM*yfH9eHCzg2TN> z2&vWD9KRWG5^Ipnu$Rrwp3QF8Va~7NE7&CFZ3gMgJUsFjFJ2sKP7En>9 zW|&_rGi;VM`lV1on{kdor! zYuHnyp2Z@&`&*K22VIfSaR?QW;75cjk(~LW*p?9X)|4nvy4&I6hf)nY6bXxUcU!r} zV1K_Z?VWo4`^($>)4;~-5vTD<8fB{Wd#v$%jpx-n)f`vCCc2An^*HwRl*kYKku&e3$GDTr)R|Y+eSkFa;GZ!Z%WiQ#VJJ)@HNt$c+>g&J&S?r zi&*k}7j{CTTeQ&L`6k$htxTeeF33%>#l?Es;jG6@^V3y zlmhv!?%cfTS{c9_0-`|nkj-#h`ZU->3?7r5oxk;sNxM}QlOB%B5GO9?(^+Z zBW>kXglk=+x4r_JREw*Om+O-uF+M>@90s zUIBcK!9L>FC^{%O`Sn<|OqkQDTam^!!^^`7`Q}p<=UITW5Pz}=7;dA^SRhGV6t~6c zI>|VL@$7M-GYUyp2pKTUnYe1uk|d&DQR_fm(2g^{QoLgrnU&PH15j(6tFH7)>FXilYvGz~-qJJdq< z(wI6dTDy}i=NCQkhjZ@B)A(9pm(bGF^%38VE*`@I`*8v!`00O!A ztS3W(tV5@#%>m?Tm@PAYd7}3jsp=JD^8FGIbXvgZ?im=lu;Yu=W}1~8y_!P$E&xQo zAB(@792&j@ic=RR=5whnEIizAWMqWp*Op%QbunBn2zi9uE~777-u&n7?kXyHf(C%1 zwxU&lfFn%7O~7YdxTw6){;VXig^@E(q=w_`o1u7~I!J9-(K!A>w z4DBh{I zjX6ng_wypr>sA+s+59JSsvbfKJ}jz<9I++-1k?n?NTK-KvwwfrDnwd}9d{Q1-3SNw z4F{g$?nQn&*NN5wG*|9kV7+sH|NS?&29aX7@7~R|jf(c9zMS-q>cSNWY@aA3PkPj6 zTN!~UMC*=qsN-%q!Ch9$M_twike3V8dOs91kp%Lby%^{^M@k;?8S?=W!<0?%*>*Y zU2T56Ji*ADmp+HYc9_Tb9oXeb+&X0PVORb!pxqZvv}+Izx$b}cwINnP*1^F6y$u(n zLxXfzXI`HeDBIY6L)f2L8!{#B@7S>S99PVzh+4 z^teS3hn6e36%i2;Qs2??sR2G6`GLM`I=5lFwjjfl(1|JMiF=iWpaa*SKg#|2=ewiF zj?F++;u-lM|CYgF{vxSYsMF+ezq`1}zbf^y&=IG_yjA4(1_=0GY-*|qH`2ouW6Qn2 z&j<*0x{yX~0IiJ1Zm+q_psrz4_BB01k8*A3Aa|khbD&j%Ab4-+2NLPiz_4g9RD^4Z zq2K!W@nijXzo0G)3$!_Hpsh2B;$~A9?D)D)1lxT;VqL!%P)|8E``droJwr>b2C?Dg z?ta%SJ{a{Mv3yAfu4S2Xvb~vxW7(v8%ZjvrU8&7 zoE>FRcY#E5|BN1xrpg{yB!EaX0WE{KqdS8fk+k5t7c3r2fsN1W!V8*w=+L2svASoq zb#*gDPDT!D9FMl9wO2dym5_yi0NUZT(VY!(N^$_O+!{n3Y|l)_f*D~aR4N9|(S7@@ zDgb)Uz2q=EqCi^okl5}3J>n6(pPrs}b~+OOZ1c+DpFj=6pto-rUmaw>G}T|#1c=5a zs+g?#3ObJYk1yMil5QehXXLG|+7en$mH!P2pAu9ZK$xU#pHlZfE^0q;6&!B~_ zJewzf`T$uo?9BIL`D+fj$e3BZ-b&LW$yKd(8+ociIe} zA#%vh1E-~wl>^{Lh#Mt|hqNytLe)bP2nQmL!e!kM6=nX((-g0wgteBta^)#D!~G5i zr0UcPgk~sk!X*+L$0ht2!N)6LAA$Daju<>H859deSf?dPL$~I`vyR*kP#+-Iyg@Aq zC1HjvT>~~i`t%)^Z3bBrMMt9rSNfHOdYQ)A%9luFU1H zkA58A>f4aFaR-EM&Voibpuqe2A$k=DeagK%r?zAaU2nz*J1Z7c+`t`6jN z!n^t^1BcHp2&kdPc%flL907`HKuVd}*-CG=i7uibdIki<0+{eBOCnw@u;0ZzEXuui z3J2%Gdw?#|72x*<65uH*oJ5O-Ky>PC(PvJ*MscX8iin%kkx!2{Ekc1L^)MHYm}K8n zv;LbT-mbaPdwKc`kZ;i?PE+bfuNHQd_no=6{Oy{kh6w2tJow!VLhG6-(KI)0qf)LF zoS&GO$N~(sSe`clM!Ipn!~BiJO5y5wPBrSe=j+!}1KrD2@u1`)9wQDXwc9fiNtT=0 zQUXmIMP#P>@}4M%l|>QW{T`-l2LPJo9Z!}4>y4fLdwOn84xdekm+UH_p}b=T8x*4= zmqY4Pc@~Tu9I~XP4LObOxSxoER_7kCJwo&Eh%G69bx{nssul&2^WK+V^yJoZp8ou7 zUplOqi-)#RovY|1lt5N%12k{)7Kd1f-U(b>i~Hq5rblVeMT^^V_z?IV9w|X7{)Sni zAh#Be+PqAS7Wi#vV>|TB6J2R}Kgg+CivWw2%oRUbrWJNjUR_<~R;g)A(FsA22rmCD zSVS>22YIas5>z6FBuLA826On~sWWFJu&>lE{V{vF?5-PxYbe7KM z^;|Qb<7?S+r#-g+^2=Gr<%t&(*;+x?MGqc4cnf}WP~GJauW9IZDypYk-YKt);v>IQo;@e=sdRcNAF%bXH>g3^BS9x#9|ku z8eS|5L^kYg-|A{94(;mS{olGW2pd9X(=SE)#fT9-d+Q=Y2Cxd17Eq2?(06$4=0B#M z&SxF7?)ZM-v^?|^6#o{_U>=jt573gg7g#fAIQ;=hpiZJJ1@&GRQ z@Zp0v7_)xX_IUZk&)3f(6MjfNJw7k)$62CiiR94T->(I^s+{N-XSx8<-Lv8j$v$Xm z1Uft{+8A$#wzg%*JUF|0srMN@BF*c;vlHXOI0gBpEoBrHGU`s8A4~_VcGmshv9VcW z#MJ1o^_TZm_`hPD`gybB0tvAkf*-gDl9YI^RsJOV;1vEy{d(I|7Ex%K- zG0Q?P+W^|CKNzboAc;a5n(IY8tF$I5j_CMu7dO6L&dyLf*c}$&3@hA6g??ZXBdAaM z>2b^VH8gy2RenfjB<1;MO{qEmEAwy{O-$I#e}C~RKR>^sU&TSCoi3M^W+}gKdF};! z5gJwn#F}HM)L&Lv$qhcx7Znk7uBeCJ=bT3ATkQEG=-`-*we!LwWRx@U+{DT%o!6Dd zVe9_J!j87KHuP(|G}YG45i|$YrL(?wniSJr^$-;o=Pc^6bj;^$A}j6C>P>d;ufl+LeSvK^~xn zM6+e|1uj!8W55ICFl^_U0s`_!O8C?c`Sz*@im~LQwpH{;UNLgO2$!AZtk6$TEwp@n z*KxoXqq^hcOLb5Z4NA4Df(#gafk&wi4&w)S$S8$vo_M1E$VV;u{1AtTGRQqj#UP{) z%Z)bbjE2zC2nR7+$wHv*9vd@6qe=Q(n(fSx2IS-sA*CugPu4NQy>tNRX2w6~arCsL z8wF3y%y0p1CNo!+magmis;a7u_H#dfo<-XvNoNkA^q?q&jB|aE)wlr`&T?o~a)MiO z-MxFa4SN<11eZt@%tbVcMuVol9&=N!=f=+%;r%Of z<*FjIDM>>Nc&cStrW5W>4K1xYcT@yngy$R*3-CuF}UUk0fy3TcUs$M{>4I@PXSo{V}lT-f@0=ktJzi5Q1OK+uoDRgOH=H0s}e zyIZ&ACz2p3pfC}}+okvS_n!c~BD!_F|70Q08jqHyCcuDC(<54qei;dr~sw$*&!iHPgs}rPYx|9CJCxq2OHr#1W7!OGB_krxV@O$`ZAsPhfze3zTmN;~DHwII;Bxm<`se2# z;6a_@<7Df4T;sjo7L_vK+Mk*#bn)6zFg0 z;WaHD?mKku{$E6c7M%a~gy1X$S{S-sYG7H(MFIV&c}>{hglrLAgNS>iL0afcqlc=x zVCV>DMfT}Juod%gEJRFHh%n;kBaLa2)UokOY}%eOqRXcMRgMt%6#bTSbg-@fNHh}u zA}Lw5(aogu_5`B2Wk#ML5bU6ad`Cy3ajv18x}T0N4xIp9)YwK#VB$ukWBcn4LoK_Ti?4Cg2#m8V)58of(iJhyjGf=nuiQwI98A zfKOrtMkOcRQnK0Y0n-{St46Zpp*NC3HAFJ8aei<9=l(f8`A(m~ zo!54FnP&f<03gQ9%*=hv3z%`{Lz+qA=+0!Al~*8=F04KgF!}K`wB6B;peJn9Tks!S zj5JGwE|~Dxe_cRAizOMhh7~;-!>Ks{Zw;3kh;raRZ|&519lwx9Q(OIuXU{}ExDw&d zf|u`pg**DE{`rD}f}>+z9;Vsyx${4q7s1;`JkmZe9)p=m_TD{|>JPMy{dCoA!0QvfD1X)yKCy?(D>zb?CBJk_)EW*1xl-ei5S znH#X_4YH_$@*RVMf(ZLMz^WWc)Y$oXZ7`kE^77L^om1gUCjxLy$h8<4DoI--%W^cD zY%2IiSWMd?<@*U(ClMbd5lM;;>IH_Fg?}{T&9}5Ra5jyl%e{#dyND{h(|+t3ks*nw zj%IwC*oD3O_Qh?#A+7S#EHSe9k17CtW>FD8hRzzT%hFv!WHTDq}cjDJdzL?H*qx2W?ppv1HTz z>U_$de{UrIRbreSLyN)L!RUJJ3kHWsWaKIvcmVoYdma0q!IAIn>{?P)#nxr(QCC~L zW7Ku|^G>#t0s_hfFZSd|j7=8R!6){4`ozgK)gp>+;$txU@fk8+88*A65~8zB(rniec()*_sHdwK>4V*_@G z10?y{)Felu1~f@MHx4N38bmMMM@wel7#4%IB9P=1Nh4b%5PP5urhhDbX6gvkHe&xE z28g!h-!0zfOsJ4{!V2;RRX&IP@W7kG_UJ?3^-UVQB8 zY??S%&!ZdMb-`HV&{<;QLSw92R#LF{<0=Zs8%D@=ItT{jCNE;OMF!CY@XSK9K5p$7 zwriaa%?XPK-=a;+JR4P&aN?rsInVS;C=vYP@s+_FuP5b3dz?URCGQJJGXtd#rW{3x zl+|bohHTihwRv}_Pgfp3NFiTddEj0=y|SybU=yon*97Z`MFwrQ<){a+I@iJ~BpfbC z*F*&YNe@ME#?GDYXHvE%G@P`hu^zXe*`z+0xQ8q+21(+yv46RFTF3A>W-3 zx_1+)7-~B~D#XKkU{KH`GyXo?hY!ZnEmHM!Gcd?B06r7<$LFWpQL?;HPaIYkv;zGV)Ld6_clv1?c6UTICjsoH+Y4#g30r5YDViaWvY=c{n|Hiqz56viGST2Q^uC8SIgn-(qCl|qS z0T(oU4hEt{Xm0~E1hLx;3$Do+-V65ijRJr}JGeRA>Ut3R($OeQx}ebo7Lu4TAe#k> zeBA5TzcwVOb@6FRbzHk8Mx|->21sT;s^EHx8;QgQ>pH_?z#}>|#Fn1!LgX&$bq#LxYRhcsEdW4OjR}QTytLmU1+q?f-~SRi1Cql zW(o;*#H5ResYAy@-!(nNx=RTN1*H~(;&uF24ZHUa+Rza@NH)Y`c-4)bz_Td$M~HF- zPf5X1K}TXB>&nlE(xrPw3<)iC!w2OG1XDbUpZ#o$7Pp)rUB@{YPX$KC{s3p|;5~@< ztk9|#AMz5;>o>nc=_E=Z_mfE8!&fF`T$`T7Pp|m_^D7|w(5`-ic)3saDi>PUx+@B< z1;sVi>(X%8P@MfG8%7^OLgVD9*8t-D{|?>K0-tuE?8{ZMgV3xt3q>z>C3b4(-O zIY;Cg#@@~#(^c9QV&H+7Gj_%m30}Cgq@?Dr-;NP=Cwmb&WL>XO@pqj6zHJotVvy&P zXDfGV6)J!>SbQpd+|zN>z00kS2(5@fL%2IPHpw>gb$55u%{rA0|K{!Gr6D_p4ji6= z;u^79LyA+Mvxx``ivqG+BuG`W;xMA2*zgEIvIni&r;_sWlr~H0IcCYuUzXr8dhO;W z`F^;RG@U$seFr~U6_ai=2907=!B`XJ$wi;_~dsNvx( z!i5X&SvfvEYkoQI{%hlFtCH7TX%jOa2l@F$6Y&}0M>Xyyq~;LpRyYWalB9Z!rNs%K zzV6x;EarXMWL`snlk*nVOEKp`qR`^NF>71fHpVTkj7&@|OnhJ`KH1qz8WIil32MUV z1xujq5C<(Gth~IOWio$CX6#}<;g|IEhUasCfE}WbX*3lifuSN~wYczJx83 zmmDD(Flx+TV5zmx_q@H9L!Ccwl6K8eG8u#bNt%6(;Rz(?^0nX}w>%1het{BS5BC6R z;AY39(PUS`*L*X7dD5A%EC1QGImb1vsg6?j`uba>(?GgCqS~lOWKND0Pu!w3lm}X& zd|Wgsh>(NzJ2%1cl1{QiomhEICSq`H-9-U&-nXBE!Ck*B(GZIZRn>3IbDhgDTM}nz z<1Co~QH5?w^mnRjAF9kcEShv6QFC|cBqt{mWPv_|f@20UYB&ZrBPE4bZUOr@ra^2? zC7t`>SizHm8IK)at()G-{1Y$*5qi;7=CWTjfA;jLyrXqqEx{}>hA0Z!Ojjc_+)tE; z`hA-C6sWd^@^yhOMO6tciKB!!z(Pg3#c1ehBf}FcNoI&Jy(c(beVGs122nq6L%V@~ z(TF_@pYO2-sGwalR)9+A|0R>ujIkjCya>mM?Z~ankDmPBT6YaNt{F&g{y&;mxi=;8 z$iT)$oT)EQ1g&E_Fe?IIsS>pNSAOszK zL*GYJQNn#($y@_wkd)bQYg8F8G(^^x`-MptRP0w`<3pw&M0L4?y@dqS`?2jkN2Lhn zl)ys7&=-WOY^Z1TvNfo=a>f>Ohd0zHdmKf2E z2=&Xz$hfpE4{fPHGB}7_F$_*23(X%!Fg7Sz!?|C4ba4-44-@YnA-Z^_NKGU5#N#?kkjzPgY8b$eJPR)*RV0I95YIX|;w>cJzYY=4-f;4H($1JUeT$SFrmQ zyVh1C(0v+kX3P6{$X^3W3yDF3^Pu6i#;41v?(u-^CiwHyrp0l`wHW9~QBbeQa2Hub zWIg}RKgbaJjCVK^>o7bT1Q~jHc>MTz^qJ?9x+EOiak3@6=g_W&I@G-Q1jYIGtHt3Gozu)n`KN1VC&SfSvn*l?770>75vd{#6jTDgJ;KW$ zuh+#Mdc#lGLfTIlbu~mulRzJtNYU0HF%qC5=-og;_rrrFgT>vWqw7{^dWZSDW^hei zQWu8nZQaris}YhkJ26%hZ=d^p4nZIGqGde$J^wj`)r%FIilYp(UV15oWjL?*f(03!3cL=iu7CYWeMF?WQoCCEy56y^Jc*mOaA?}ee z?4qiws?A%r_=3>;M+DiFYG%1&$8x|5vX73=fH?I*UdlmCX!8tR_j6V#I>@e`R!sS- z497U>(L8Tyoadh$|Dv;;MQ;w(qaOijyy zl86}|P>>y3NUlQSJ&`=w-F-bhZ!x-hNVE^BC@m)6crp5acAW3*@R=e5sk>--s;^wR z@)kaheK4-iVhn1IPqjQVpo<+zBDLa{=7L0W-+)Ed&kSk{zf@GQa!&2)PydWsBYVGH zTN!t>tkb3wc4#*rtS!W991?BhnX*k#t;`%aS@~fe&NDJBDo!38nt_0YAAMV6-c@Z? zcbd&xMXZV=9lQz-4rW%%%dy6Gj+NaI+8!s3iAP!VOf`{BZ(CB&8 zV#|zNFlv8Xvtm~@Hn0R?x zzUPkhJG;1?p3wR9=P>ZpLS@bAUaGx!Wa^G=q(RENrK_v^$beR2_YO)1r}D*ZtRFGL zg;OAIYyfN+jm6jAOQ0=!y7cg}f??tV&3!WcoZJ32$%%XYv?YU|pWHNsLJn{FM4fuKU@Mu5#8p*NZJ|&+&*9vc zhcZ-V7MYBP;|&OHNh7Ww*7PQIH^FdRTp6@Zj74mrvYEs9 z*dVCOYv@{NW)he6DHfKp_zqAhF4PY+6;5G-4j0=%Xwtpm&6IaMXDbd<-qrhKRHveg zI0iA9Y9OZyY;~!LOQ)8x!@55Z)1OOTyAtbpZKfj$Ccs{XzID|nCkRUVFrGI-X}9nv z8~3e(YD9y^lcfxo43394X9#($5#~68rS-DWCL;nY49L|4PXjR%Q$3~=$ZQJ=;H!Ho zCn%J{XP5w$BAsA+Zbu{d!O=%ZW4Tt6jlFLH1brK$-Fh41}6~fcVBnm4WR{J*G5$~4{($mMkd-v{A8_}Vm zsMG)~#l1`+BjQ(z4njGqS4=Y>l<_*FbO(c!GVd1)p#rzInIOF??B$o zmqyd|fRKFb1jtMTFrox8wxMB)*PS8SErEWa?MfSfD1R3{jP~)2dGg>`;;7Wyln9|svn*06vk)AQbB`(q$_eL)ikXrg*i&0ZZM=@?# z0yM-iEPMoV*}&e;Bnmn8HW&a1xRDOdHzM9vI0z%i;008Jr^bjQ;c$Luww&k++P@q>akT$48u5sXG31 z>VH2Q4Q*eE!DS@I?xQ^X@dbyee7Zf3i5@ZoeAVUPU0ESi(L?I7a;`gn!0@6{SzeA+ zj<|&uESmYM)7QH&3$kti15nP6$(AvcTgu5W%3ILXGi4P;pO>sX;lbEm%Jr62YQ+np z>G(3lE6_53cfHC8X~BgZ1+bmTpo@qHqU78sl|Uq{RG|a|htWzkIg|CPyMhFnF+>`x z9{8qEMPnv9nKn_`wTo>EYo)`qG!W$(X;& zLgAOu>%;~xys-zvlXb**qhl|3sdLZou46Md#l(^q9(^JGD$D+a7@o%MlnW+DF?Ij$ zm*;yJ;*qmRd=P<#sEasOMp2{GlNjb@)w9pGRK5ue9R1jiLp<&-ENtrYO38`uvF@m? zvKnb-hv~U99Jj-$&~~7hZv*AzO_JDSR8dz*1R&U3JjXk-n-qgjxpycWZ<`H1@C@uf)>xXWiL$;-GKwgMJ*GRho~)?*Se*YC;JrFP*?R! zQGcWJalVfx>nwD?L1?;ZOLu#)*Ipyp#DfRkQzF^*C97|^`yk{Fk5H(qH$6DvU?OfB2!=ok$!YdDyMbgy zf~PR)oPZP;c8Eh0#{|$Pby~6Y9Zh#PwiW(wv<%%}AH8}tP;{^t3YP2NJHy@-> z;?E(EanY+>fz^b*mw!23{f5i3yI3_KHeMrl&1H z0jz*%tAizZg%ps9vk5A265B}Q40f&`jDbhs2$RKeYEw8j%@^Rat*{myJXs7KX7|tG zQqY5G_Ou74BwLr@+w14hqe^Tk2J|_Q<%VOwI6Y{ESlffxi%#P}1A>s}=jY$zGyKq5 z|NH*^`^~AuiDZpl6Q;~GTo5KYAWSWU0v~iz52R4`Z#%CZz;krhI&6FW1&1$?um8J) z`5y4`Q#@k|4|$(}F9(T_H_C2d($uQIHIC)?i}^*gcomd0Q%gJ~ z3Pt$~bj&bZG9Ul0zc#PCoG01Y-4Xjp0W3@+J9d?;+`Q?%abv)dJ^HVYWY8OO zlF$3sL4xF)ZyT>yZy?_oZ}{gtLdt(XkI;JkHT(B4Fz6IIIr?na|JV8_T$uPd?U`k6 zV!8i9)J2>JL%x(La{qd#RfaoBzK{3|Al%$Wj7!cIddSsce<{om{lB^xl0;&V?p{`T6_z$|Oxt zjPC{oWljZeI=PqpTI&AGm$fcFl_xp=sJWXfcjd3=ueKi(-A4Jg7pE#x9v)4W4=sOs zWoB9_>iXJ#|ExFOlrv%jjLyKRpVoZ5n9isLWw(c18>6 zNuj)Z@W5Jh(^ek-9q;PjIsc1bus&p2->6R4?s%u@-X1em4(JhG+_3+t)h`rE)4MNM zO74~9cXp}m*v_2!fTA2$TNf6uV&?Pa4O#Y|R2wMY4!?POvf{y@%ej4frwqEOfBSG( z{qyx&l(LItFDR>@KETZJhqU0zol~{Kh4HJQOc%=b@|E2CgOpE3f+CGyIZaDSn@c5i zm)3i{0=qfu^zUnX^v@mr=LpMh^y|l578bNA`LTC*X;8M1GW_k7SC?}C#DvV%t0l#o zz8&uAW!g21UD%{tMmDZ-(&N1bqLWU) z)O=*WYblylcvRy!V{}B9SMH4<&#}0`{KLKCe2k8cZG2h9nA^Ae=Wj;;*+zvz7pwLS zI_k)kOug|NWJ*Z6Kl8IA^pwT`{T|8%QL?6=M0jqbFo{MnF*q}d%&W9~VL)ms?`T<% zPs)G7a^ruF3AO!qShBGVHpu-a3K02NW1C4)t!o=R51X6(JDQAf@(D=k#Mer1hgDvy zh37}$@9Zzyl)>|_?O1s1j6~K#Uwd!QedgakWlm67UCD6(_{#XtM^m=jZ1;r|YF+0> zaXWSD1}4Uu$SFERC+0@dOSUHR3bz6AyrZG_wW~`F?R+vu;N|6Y+anusL!q49+WtiK z5@~ruXdVjpHN^#aYyCOr zbLkSRL*T!6uA7_BxpS-z_7tgmIXR(;>i^yjCk~<#6Yv14));R0^V{Ezy-+||KpKF2 z>Of$!C2gUnG+2~iu1qc$?Ql*LFNu6en+lSU-RqzyTy)*@@Y*}Kk68~ zvD0V2`Jl){DVo)z75&0QxlmDo8APJN4T_MfZu40UdID5E;fswc*iqi?M$)K+fJ8JUy*r7uo(OI!I(zh2*#!w3B$0UjWE}{l=Hyq)?m~YlTH>E|$zvNBQJc{vy0&QFLNk zPu=2>3~l;u%E>=?d25aGds&;}&t!6JJ|Ok$-s!#PFduS8IYWxrPch9HJLmG^>C>-O zRg&b)72-jJWrWQC5zpWZx@S?~x#Vz3Ml!@j@HL)M1ev-jc4KHF!|R9>kEfvRHwsPK zC=d5~`km^1mFbBLrF=yA^hO^iZ2NMwusq15oBt#Z=ObrrOwP`dQ+9|?h#WVE)3k^M zQuV?2EqY4m1Cc`+$)GZkX;QOzInq-}CM|;mlKd{U3beEo-Ky1crB8iLU{X6NxDg^=a zKdrKAKQnFdveQR-Ge1UZ!O{Jk(ept8*Ciy4Vq?WmY}rPMFDes*1NR@u@lfoW_N|He z`+aj;C`URwYxNR%Nkv>g9hvE9zU>@SNtar=254m;DNhesj-M%zn3$OD6&0<0!BP3O zJ76Vu$)o3=O7|#6;-;&4&-F3vMi2fs*Eeh-X_z8+MJ6lVa#h!pWAOFziovkyw(8`8 z%;Uqi*vn@-SN_T8fCU*tq2V`f$MmtDI3c#7eaGhgPf68N{w>N^b@GPTojqL=(K1C7 z6r1;|vvXtpLYYq=;~e5=|GKhMpWQZ0Be(8v-@Kj@|KDdk|9_Tq*Itsu0Rn7pTz30c_?WsNK`!Az*?r%nN- zDD3#f_&-0t>Er!9eEz}G>7A_+w&H~TpXDrtA`EehoW1}w^n7ZZ<-$>7r%En4B9CFYPJ z$yAsBDQ`)qiXA2%N2yjfGi$GYB4Adq2+l^dbzLgU6I9XpOKj(&-OX1^Bg+# zJU5rKGj6D)<(-e`3`N);OQs*3;x*xaiR%8?k9g%me|_tDTBWsBXJN7!)AfmSjm$0c z$a{BXcuG+KzqG_Ni5eW36AP=46*tdoS6S*C99Fey^QCp%hyw>x6737umZsGD4ZqAc zL3*Q^*?^oz-&dX4vqceOcPcAKF6-!b7F0h>hiAP1klhgcu}~1Piqfr~!Qe%tDYMVr zBT7_hGB)9N_gsY8k`JglMsh;CWBuh??lEl)8b|zje4@Oxw7wP;K+&oJ)&gN z?P$aKQ~bZ73W=$Ez4OIMji^)A)8n?~F{vFCEK>h?chhAdF5P{DF%iYx1e7UA{a7u2 zhNG`D4*uG+)0iGWz=BjT@u=jvOtr+lqvcgUzfx^FfC~=e3*N?Y;c29*(U}g*-fG zjl^l!v`as<`9=eqZZK}qEKkouln~Aj6IbXJ97lKZKPi*0vYuY#vuBlB+S)a3hb?E4 zfRtCPp7Dv0ceQOfwY5=a&$4|+C+-myS+Z={k5$tsG}6(wt-nNkZ{h5|uN9@CzhiBC zZ5NynC;y07`p1&?XiM8aR%vxrdVZOPQjcY5pH$ra@j2Hz?@^4`5!uz83J?QH`?O;y zmu;rbPi%;MAb&w&q6IaM1PinbMib!x`yna*0NUd_^k<_Y=vEsL@sWB1wr3U8|54kO zd~QlJkKr4RUH0DoT1_HclR7zewg9kTQIwW^pV~BUmRqZ=2Y_7Td%I3koQcv(466I3 zUr_U<;siS2sbT<47iDUKrfxvF1CZ)s#4o0#06$LRan|FBSV&QrHY7L^iVB-h+vad2sn$>I}o~-md}G09#L(Gr_vS) z`BP~6)pKr;or=hRB2N((!igZDwE$zR%h7$c5&uqjv{Y?rer$fM!!EFcxS`6cO3~Nx z9&%t{>_jg_Ec+AO2QWOPNvSd`J&s~u5b8>^0a_TgR*b;gL{O!Gxj_39v;7C;y>e=2 zed2|7*FuUghzA0-3-blkm5bgiVzq?CHlies`qkx!xq#Hn@2973sOl;=d4^I7#0HF9 zWN=KcISVzF+Q zJ%Ei5(6x-7ugB$kz%Kz~kqTJad$j1H7z)cpcR^{DG&qT$P3*D`L7uT=eNo&-rR5V~ zcq)S!LCgqUhzh716QK+#PJjsID1a3=KqvSUs;JF?++1sp3&(y4@X|RwnC^RM?0cR)j7eNGFi_b3hO;PL+(X0p|F$U2=f7$5 zrc%qZ$dS48?k5N^%_2XH6V(l382`vI|Lua2N!ur5q|RB$gkJx;#E4Iva4m5StEsBI zFLpy-}PcDDQxk5WG6rUM??(vx;nJC?TF<=6;cP@Ur+S4=d+-SS~ zgiQox0|(R9eqXm5eB_^txXG;Hb_l2}xoCg$)>-2}pFi6vs7NT3D-q{bau(aAordT< zZMm&V*MLKv>~_>bz-Bl2`^~?fliHhCw6lBT{krq#d}}(7oz+g3bIuH3_^B~_wHW{D zv=!;eWGpTGx$H9^zKke^Pm11dQ{J$ojacU zeEn*l^%L#%G&|j*DQ8e?~i!itSCfPGz;&<@` zfyLVoNu^aB7UDpOqcD>aUkrVqgTI%g-)kZy9W96ZB=s{~A2v(`1||sbe_?C?vWJOq ziHu^UxizR37G4&bP~G`sB>1#ip)Ovjb>PwcYg{I?I8O$c<-b1sFK?N_i%|~cV6roR zjM0Gsz16FqKON49Z>7P_NQ?j9f=WAUywAS#7iL*~1bo+1k@Z=c>2R~rabXA;q zF!2r$SIP{2%(Zt}oGH(EYq=)NZ&z=htMaDo6(dcW(Hsct1-m{s$79#-rOT#gzW0p~ zAZcD|Xf^Ev4Z;v2qhhOQS7H*U|NAj2;!ZLM+4$`kzXrTic<3XVa%=mZ&6dk1~{1frxj;~)wU94 z74(7|=wSg9#1fupT zsyYKUabd}FWk%f_lBm!(cGlF-)6o2}u*v)dwxa?>YEYZ%xK~<)8Xh+5o0*D;D=6T2 zl1%D8+dR4hpj;P2vSw^~@WYAlOkyrCf@BVD{)jI*_38Q+X-x5e$I6YzpFMk~3;wUp zt}QbZt#l#yif#HPagERzd#{wp@bE7wtutYRk|=|lL}H1eynt^}k^t;}Wu=2~Q&Zmg zQFaGK8jri6h^HMnuFpE*O*FNA&;x?;-#I-pikp;8j-IBR4wq15nnYS}t;jK$^P zju?S*Kz$)#SCIQaP-+#dg)G6pHu$T`k`aDGV+RL&6m8TZepK16H3QxU(}3wqAx;TE_73$oNivPf^4_ zmI(kZLqZwGUy+6x3jRWYK9F33h_C2OJc!H;&VE-{{dF~kZ%gVL#DtVNyRccIR1S zUD1F#sY`Odo&k*`i3`57Rld8ocm8#noscjX8@SG1AwA7B3;jk!x;i#?O7Y#DT4EX~ z8!`UFE?p{Yx!oY`GehghM7|?f;85hSeLpzgeSFwWP{Z!VfKQta^uS`e4ap2LW5 z_8pM$o~Zpu;>?d&i!qXM-aERwnR-sn&0MNSjGw@7D6W&J4vjW3O?obgOVre$m0fu< zJbZB1cb$z+#w(}{8{X8@0K*kLCPQ!$0#H6iTkx`F%J@*GQ&NhKQ%k*SB}>KYaRF8m z?03Gv`JkJZ$Wg@YN0tOx`_ZJS%l5x` z@dl>yKHN)^xA2=glF>9lE^-5v-@?es_t1k&O$!|?33tf?od(f(H5f1loX`bK-GSZE zGC^QqH}-5Iz#|sMM(@X@ob{?K8XGf~cVcsxNb|a{6il2Ac+OIPV(YX!I5$50yLfFw z#9OLDnoPtN3!aJ4y4!)-=>I12JKjb=MsmEL+zp_U2twnF1X5y#`I+Nb&B34{*cbad zD)!W~402j)GxZQ1Xx-%0R$emJ7mp3ILvuWDkPmh4lT?$_Yt!r0lYo?u&FLZr;b8+h zrNW@->D+7ye5x$VFWb!wZW5+=-7cLq@wkIacVo+)2G>4?|#MlxKX?CwB0)1OT*6X;K8MfXJuvq0rMKi zTI0Vb)lu`(*wYhR(l|l?-&5BX7E!8TyKR=R%M_|?XU zU0=P6rBXtR*T@`<5{*6CG0#w9=hvf|KasGPQYmZki6xpyopq0ef8!Z8h=OIlf6-Ao z_4M8Oh$T2!o{0uGHWtY+{Dv_aMR9qiVPwP>Bk!H_$KgFhKxXWw+B>#*M@p#%j%2D| zaMD~nA+Q~$N)1L|B0I7g1N59&yREDsnXzwv(zfWyNb zg4}xMEg#MOo3`=)B|#WW_Cf#n=*urN@B?j*;A7?3>AR@Fd3iSS=NH2nQfA>sV4-K?CT2I-zgUpEaQ^>mk$ z*lMQK1kvLOxz}6Ah-nOuc<{Vqqadr3>Z965UkgpO61MDnevQvY{s1 zpOZfhXyDO_J~Q(LpQ5D5Hfqi{{nlo|R_wgh<@D0JNlhKS%~Ox2(aN7vIhbVOMef0* z`CZ$B+)G_Q(E>_1w{9(jU_L>voOSkEDae{~@LG<=vS|&_{mk6=M;$Z240hAjnT-U`2t7hy}uR2pT_}*T61@ zVijUBqT@buegoW18-1_`=@^U&&)DQ~OJGLEane(KPgVRlbJqk8=WeTLiADRWlsaV0vOC{xb^E0{XGm66%}p58S4Vc6k#FeEJ9`ruDGIQ2sT|(3<0Z9 z;v+0=@MFY(Eivc<`Yh4Z{`N}`q&Od<%6 zU-2=@JGQnKPtOjPU(=5DgGLTb_qgs36zWab1X2=sPEB$|oJacsX+WR}umGiN*r#r5 zae!1`1Z|DT8PFn3CNZSuAJm&p=dJN>2-_#^*aNhhKfUPQ@}{y<9=377KWD#HM1&8J zcE|o>oV#wf2=f#_S#y_dDSsg0oU~g9Ev}rB+z)JEwT@q>P1l+qoVOpOvp-ncId(-O z@24C80uN0rX+BRw_R4<-E7p%HwfYYB&>dl0$IntR-ipOLb86r(##CE#-ao6@7s7{b z4Sr_&&V{@YyT^v^x{IBNLprw0&FR>e;Amm0wBR?h>g{Kp_FsF5&Uk*td-JhvLuh4* zrTBPa^i;=(Tar_yLwyH6Z?muU6P!u+<2=rZ^HPX(DE=wV0zUIcwo!`ct0>UFb86m; zrhRGtg~(6=*-dA?Y7-SepZww#{eZWm0dJAY&s)2r5cRBdVFVC~- zkg>XxlK*FBTRQ<`>R0}S;2}oml##rK{l@N4OiureM`!LPu$oantS6UN7Z7-BR(gm* z)S7<*(m`i9&sc+ZaJ|QNjM8k>v7jLN1FiqM$l9kIV!(F3f0Gg~&umI~YaaxYjmjj| zF@rTqkfK(v4QMXO`9+oF44Z0REcQbO2kr&&6ufjU{Lg~`4!R{(YYSzip9q>d z7w3-KZp$-iz>yLQaSDG3|8v9L84vqw??1$}l`PXdO?RZ}5sfSK&ABK zJYL`$|6Iv%{LVXzVG7JWU00tyv?47&eyoyL?2#etpk?bGuS}bU-PZfeH7HM>vWNW!L2yu9FYwmOMTCZ_Gx8ogWp-Y=G zb24nQe@3DBi1;l2GkjA61}B5``2S1>zF1GTp1wmv#WHBRI2`3NnKl?m^TjeOY(1TR zWWfz3#hcJthR2I9i5UQDp_~@2zV-)hcvI>7J z?j%D^4OZBIqCxQ{Q)?hJg-FCN3rbcS;I?a@`&IcdHyRSz-l*FN6k1~nk_%{rzJW+* z={;<(BsWEDq|j-C)$a8131>9Gx-eLu5dek#uq6#u9gp~}6e2tMr9_R1;)> z!Y`$Z0{lhYHsm@9)n-Td5{Qi&zeIo&mU^!RBL~YZl?4VFtz{Q=k02aQaB6Lzk=b3AskxS1F?8?S^(ND4H@|Dko?DpJXF-SXi_ z`ThTXlC^36y@5r3Aaac$Z9tM0plp&tBii)wKyHHymIHm&q>sbaQEmaU4dQGEmqV^J zIA&`E-W8r^pqGAH#pErL#5jkD4h#+IDnv=W4zdkkcP%QJ9&f=p4Lk4O<^GhfMZbAi zOOrd#>ruA`l*)o#KQ-=Hprfr#!)bNi{#;He!b?B$AA~!b)?aIyklNx5sSe)Z&yucs zva58~25eLJBK{{w0B|()_YqgUJbK=8un2Kk@^OCp3^#Xs_4KxJ$(_=&UYDh~FZhRr zNvp8{qHjR|EATopFr`L+nj~l>kpeif_ayg{shshk9dIN*RnF_OW$*&ll`HH>jG=uH zxglu_Xdho81rM|_vmwHUj*uvH?Jkis$h?WQ012=pE>-$8SDlGTm3sq8Nj+>un;ky7 ztS6#2_~)L7^x3(puj3x|Io&{O1cH|Y#c|x+C}67NPMYX~s`TKdz>5%jY+L@k>FF?+ zP}D$S*AGn&z?-jua9FOq;`^b+F4e}E2$@ksaq?&+*Abs868B$&!9yI`?co$SLQ0_1 zQcRCN2qOUR@@Up#JDK?5%oF*B%*TvG32ba$Ei)h`3D9A;9M2aZG^Fs+0xf|eJaUq3 zXhxJ~0O|KBb4O~2xz(&?BI-20G)(Mw7`S#e{HSLKAwN-(@Y_oA@vjuFLeqLI(u#6< z#Gj#6?p{xx(ZQ)wHe z{dH%jVW1{1f#Q29B)?i;w16`USlJj|tQ<*kKxJa9Mq_#>pScOwK@7A#9_~O&OOv50 zwuYqos4EB`Z$?ub6$z$XBb-n=55$W2#Z@jV(VSd_rfX3am>kr^2$>vdmiO7Sbu0Md zS(QiI&EWHZb+eS^+RtC}!uIB`ym;`l zXU|tjh(eME5>!JTfSF-vWF)mhSjn0xmM``j!nZeD+kNx(?!4C<&QC{^4}s-I30nAG!)el_<=g4Hwl z8u=H&8lj;Uowefdpnx(2=ehComqvQzp~I8_Un9cj0-Ybdh(2Mn4OVMcucpr634S`Q zwq+7?`P-R}y*08-ka)p@TdAogD6AEe z#3YtaNf_2Z29lKPMOo-Fe+}HxKRCF&S``!#$k@G$yMUqN9&=S`_42(r3aX!0iXK>^ zAKP|JWrgLL>}NLD)q8>qbS-K%w`pLSOp)}UspoFpKewkJJM6M4?IHk=HEzbE2 z!DG0=5>vWIj|xHRa+jCRb!v4P*uTM-Z}O|g>x)=3jpy=DC2+EO>4C3(;fHSCxN+f| zR)#PdnMgwjq^Er<3uI*0;S=5aTNldCB5pWIIB5#g?a#i)FzACrN6V8Q&^0 zny?0`o}c((0k~={MIZxpL$b~^<4ehH z5f+{*<;yhNZXS~~jXUe|vP?3Bdt8f+%zXct zm{eh4w|4@YoA;5_A?Z+2Gy?2u+sP5Vd?S?@AMv>HrD1P0&mYv{o3%A%=%5M*&|n@l zUFqO_^nByWH}&1tK#0B{PE;?l=N+Tf_{T#6MqO;ZoH&JTY^wWXw@M z$44f$E7c6lPRczj@0@wp*m$WyLyQOb&k=_9PMw?BN5EzF*eI`&ybMg7=g-xY10A!b z8a1Nxf^HNQ5UKYc47`s!E_gZNMkPkFd7st?p3eKoLV1wZPIw*h_zK8soJagT(H+O;F4k9r@Xy!{=? zItNmUujlt=A3Uh%l1NSCq#Om!(|cuBi=M7#TPdQL7ajf7=+!V)915H8#*V^RpTE0z zy%^oho14}Wlr;@gPk5G&E5wA!Fc}-!O%N~2;m<`91Vor4gJ_~K5 z3ju@gX)SwoHYK;&Tfu6TBrnjoK=`GX7xUAI2x11*uDR{xnBMUi5)AV}CMf007@Y*u z^x)v>8k%9@ri$R#aZCwOUWPyqp=;T%xYF^!@pk#i^j6PrUz)J6>LPf8GSpQluS&v` zliV~AMAx)@V8XAe)8-g_I;vti`lP;QIMu)G^Ap5o_iF9pH<6a{Nt&e53nD@dP5Z%j zS1TY_%*%#ySQN2O;jg9#`MtbLm4{2cIoIj6_irn;`SVU8Ihn1qDdY+!& z)I>$oiIWx)kGdL32JZ@eXTm1wYL3=4P-Txvg4=~qr|4h9I{m<^UBXb{^|sUZt0XaL z$ETPkH%qb#+uxaiTMPMo65fS8mz%A|s7<^hm8$o)9=MsDxN6GdDnqL!EpY%$#>r{E z$ng^i9nY<2Vq$XCv=+uv$R2-w;JVq9&9+k+rq>6L6>64teUqn6yMc`NpzNGXSMh?w z8zUp@`lt4OId<|)Y&(M1vcaXq*3vp0F2f`+gQ{frBgjpG;+e zbLK=&5&L;vd+t?4HNWFsJI2lEZcY2%#WgQ2~FJ->-Nk+i~jgla@z|-+x{je)GnK zr)QUb?|tJOb!Xw*r^7eR{PEtYCCj;$w#0wDA}o3LsGCi=pR(M|HqoUs3j-JYcrN(% z?aO6%w5NFFP4O!qW~auvaS_M6{)&9WRAL?bFuPOy18@PWg_gn9+SUs_3W z4tTC%--({oDR;j#f6{$Z937@8e7Rpn!dKEe>imv|d=b8>tLwLkP2H3ubORS2p_6ZA zJVh`nC0Z-ix+2*+X!@ekf`#%Yf$q&b)t*{L-n?AKJA!Y z)it9b?1JM8-uq97Pq?B!y3RGR?~4Ab;2;(4fa9W0C)lj`lV_8rpLnVZl4Etgv`YAS z)AiBr5z?<-PUk^Xt7IIYlN&s%;>v(r-h>IFekMGE4okvCy|J z*+P0VUhrg29avGVUv>H7xy?nGG0mNge>pr|J$mBhL#=j87N;beb=(|V=dLh&q1{sP zf*QG?;ETEXekT`NVmzyxRt3A{l}vSeF87v8r8}+2@YUObI4)kX5d{mm9edBlN|mpf zg$1c#Q4$@d!z-+}swt+?*~!xDulb+Nr;SV&Ci*({xk9Lxv@}Un6hJ|J%bnm`=~Crv z$48MCE5oG~CR5jh`|T@z9>HIPboZ4X%Va~hA~dH$%(QZP=5g`F6^GmRk{tXc;veY%-6h1P{kXX$RCJM$K4JFoTGSn;S^xhLE5_O?2` zx5Gn}&ZNZ}dPSaCzhdDTmFaX`P8<$uUNVI9L|HHAwf3yisS>$B<^??`*MOD~2?@lD_K_2AwZNrN`=*RR;jrHC)v zI_xWgyG+W>Yu`?>-e`5-SouMp^Ojean1GENCAS^^Qok!=j$}z=Lt*Kn^78?s8Xr%~ zf9z+y3)ZO6h%HU$+R&pQ!tA`u8e6qY*dm#jM%AJIedRN98PmeZzL1wH|F)R!D`UNV#Hg_Rr|{|L#gfAUQE`e4Fa0!%CRQTLmO5w~Xxl&(;{b=-Z^ z=%hRRojVrPJu$8f<=J@_eKf^M4tp1`8tojR-ZK|s>C|^qqan8m>=H>;)%2={V-S)M z5s55)gfQ};?r0mEcOB$ea^E|12fW zkR(gWt+5lAl8P<8z{wN5zSnRkhd+PztN>g`GO7c%XYrgZN_els#=*B7x~kqIN9r)t zl8bt0Y(#`Q2#cVDq+RDk?|THX6~naSmfQp3Dy{#X%LSi6pUs2Bl{*Zl7KO1tY%q^t z?l7E%mSN_5abhS$4iV}n-&5X;6pY+&p$vAQy|U@vcd~T=xFiKN7R;yDZwEdnD0!f$ zew}o!P#g9>b*jM7$TSKQ?O^jHV?O7GYd{X*9A$)tCEUYk=#SC73{yVF|K7gyu5-uM zH?X*Zh@F4#o+8ZD;I#GqnQxLVLSri)@eav!;aC(^!6UWf&$;HCl|Lrzhw}ZnUH8jK z8>VN}nIJY8 z0hVY}CYIN=N}4*WAc)>Xjy9x=h3t;_0W^NZc%n2utWuTkMSZ$ETWw$i6h}X-YFxk; z>)ek>kb1zO$ih)?4GOvrBJ);6(_zYd84agRl%e7C<%#e>1Tbm~a3)-lF+wtK1!<}I zoh+PVVxvlK=HL}bfE*4jb0cswop5WY?He1>Mx!|%` z=PR%wx+>ldJlYrz4Z4e@S$fVlVNFnokFd__)eGUvbD%|ai`@FUcV@sDG}%xO&~aE{ zJykit=ia?V4!FC)Altq@J9B9vNix`YC+_ZArRv!g^7bMgPomt*jekx_ng+GyJ}7BTEm8NEJ&^FI9m;gShS%_y*4_#M>&r2bvL&B~^n07mQ zG8=7_frf+2yaZ6lqy-Q?!e9cX?v|EchCky5*w~xeTRZHQ5X~9f1_>1vQ{eIjm~tS$ zH{7i?mr(ZQVI_n5K@Q5q!FW22gr%sF4&?F1OT#T@2eWy$wcc0wQ2KSFp57eRzPIUV z6`#v^4=xfWN(t^}OMk|R69*-QVWDIMI~fT0AE0h6Dlvr*d=hg$R%v!nQUK(Hhwx=3 zCtn?Qdhfe&)Yk^G-rej+A01>iM|h6s#}KJrrJ(Cxl(S=%L0hYLt;WLq4j=L zr-3R_Zb;e@=&!BKsW|WJo%UIaB~gnwwzocDRCJ{)vhKXw|o|dA1<%y8TD! z%vnOhxf!Q(~_wJ@mWp*F6fgiuGY%cW+|UXCIbq_K+jc~moTZ}1nA3uwOPquS{t z9#=?P6DjB+5mxOA*mUek4VfMT^AY1{`la`G>d-`jPv*z{j&V6yZEunY0yQd-aC>E? z37s^~a-P5}GAts!HrOoHe~;onF-$0MDr%ajK|rRvw0!HPO@CLf62+L6{+j*QUpD~h z!9{g_oT}Q_vi#n6ZezoqX=!L24|DHi5%-c*$3-llnE;%s1VZ-W1*YcOs_u95OEZf) zDnM{29ZyPwO_LohJ`Wfxt*_gOg+NkL5+&u8mn)!6N{l6vH3i&??bK>x<${3g1FC3C zG3eOahmuTiYJOmzeo}Au?L%#;-qI{uyea2~d^ESCK(L>W#ugak23?(I$Yw z&YyWOuCPHF?!9@HsxFwUHmXMgv!?Xjh>zdsF;-M@Ofj?gU`-bUsr4P@?Din*t2ZtdSIkkLqbk@Cv0%GlcwhsI5?2U)NSE#wU4W$ zN$WR0@g4Vlj3@^fzTQ93W{hh5PHI`kTQZU=-REz*lL-@m5GqfWHmm^j5~m8e7P&*; zTDIllspOIfat%0S=V>;a|`3|W* zdGPy46Z{jL^sHbGl&4DK_#x232__>}=-!i{@Ooj*Gd1n*bqx(6P=*Y~6@}o{qF5uD zE@%VJIQgXJ+>?)PL4H1{?#y60dBW(ptkL7@j`lnak2dy86n)d2bv<8BIW$8}^RVYZ zZ1_OEzRRItCx_@Q8eu_wRM6JW!dJbEog1z`cu-8cQ#95MlF%j_QswSq{b>9g^2qi8d79_V%RET#|xRf<_g+tj{*{AnkHxgP6wE{aHq-*%$ z{|P^g{4e~#$=CnKw9y0!ziM3l2|(w_ofO8Zr-~E zLvH%iu90HvE>i^3rDA`Q%sjAKU;Qwec`%JQ!4Z=Qfd$iowk6UtME4oFfU11{dndI` z41DxCwB+m4?CizKOM)U%P1E5|KGa_;9Dwe8xHgiP5yX~Ab07RkvQJywmngk)>(=W zB#YR!kdWN`zAY$Ac+BD`;fo}r^PkZtrA zm0~$?BKcg*9E#rKVS-2AMr`Uv0T+02Vw>5F#WuxMm^!nqe+5=Iq<^5uKbfu^O%7j( z9Vs%V{(e#shCFj2dcp?7c0)}pg zEhHx$*@vBKx~{pv)Ts*1PG@CbSN=Y*Wac^7Z)gKT3PTh8Mf5)FbwT+M)M&4s`y)9cO;ajhYUtWgoIgfl)NwjD& zspiGhi3rE`0Y8pQAV}19zs_iTQ~^fwE!03tD?CARW)fjZ%eAH zYuBEGCrdH<=Zw{0%&xjUlR<4qA*KVt6yoU!7zh=go;z<|^sC!~IAm~eaP*1sjMsZw z#tX&}(;eH=^&ieMD42(1AGl2x>uBsW43#QuC;xgPVP$-M)8U934&f_G&^D*@_=dto zF$g!JELtq^Y~|4|O5)J)6d(@c=(l6mQ^67AxCtKGg~-rL8(+f*q8NkLvF_Pqc>Xy!2{F|@ zgiM$pLuzszPGuVaj1jssVdfHD#36(Y!ic14K3nBIfo~{X%%ijj`fx_*$#TN-0$}!0 z-Y|FatOEn)A=+iJwynoaEww%LbqgvNB}w5lM}RoKLI@7?VOLI?jx@O>ZcDBACF0ibPRR$!19^8AXDMfPe&vl2Kb}ML;(oIjCd=L_jjw zB1q0bvXV1O&b(1*pVQ~w```E8&-b0v2%EKP)vB6v%rVBS$1)esuV1@uErmi^FCl(L zjzU?{L!m4i`)w6|63e!l3;z)?JA2to-bmZb^16u@<-&C{sqvd}Uy)ip9a z!Y#mkh;!F1Gc#jTK^`81e|>=4$V7*SZ>9KqTx5;0_!UzMh5kDE-?9j?a9s+;rBvd~ zNrk)q1I?Cq85A2o|7ZRQH=gn?$0#Ti?#^$0OW$Bff=k~R-doAM^v$so_vy$tj@x&gTur|Du>M)_3i8d@ zRpRB#$T!9-STQ~LN?EqiZ0Vb(e_h7$|MD^(PabbNPfVI(G4{Ety!53$wtF{ zha?qS`fm?S7F-gWSLo0m9ddh@wxFJGc~VQMMKt`h6P;p!p!pNE_mZCMTH9r|ayXZb zDr?y7!_7jaycn;%XPw>77AIaV8(}v)p<5jxn>N+vy!rRvgB=|y{Dw`J_nvpHes9pI z%2@Y;>#Esk$+2jQ!G@9XamCA*y#*}>A|BE*v2$=l7q?i}#j4?1BKm5g!@V@@ukd7! zQCW363q7sB|Fzn@(^FaR+sB8#g64WYxiTtUC4S1U98QH_42Z%b_r|6VRr(oaMgH|* zwU?T)vCV3Fmg-NBHzjEmF?!|7e3|ZveMHC1?wotWK_OD^ta*Q}Vr!P&_+P7cvIz+_ z*6eQ6`11DpgZ&r%Bjm#`rV4tPT<zcFdY-agC z<>Z|H>#x7kI;c{7cfVhYQAvubZlzyrIS^#~N{S~_!QS3Jt>=|9-}R3x0|ZRN^6NSm zu3au~Z?eqqU8x z&6TAvxR8d5e*HE%#lJ4YDjgp!eDE*Mv(nX=(K{&HHybk1)JM^u22CAqd9UQ$*= z`N)KT-E^lHv;DP%`rE#Ix>QzA2`NXFBt6}RL|tl#hX=#_ba#--``bP(*8N=L!>t-d znd3@63-sUm%1m442TPUSTz(lSViSc0>U%`T^}SJR?18|$r_Q_XsK7KkC%JAn%8*q{ zw=nl++PPDM@!Ln2XTf`eL~JH*ef@Cn$>YZrm{EmHYjdYgY>`APy>8=s6C)#3ueyhJ z{=y<6oxQzRZl(@rFRGKb(bnERj`47?vE^qCwAc*S;EzHy9OlRG-(YjaZV;Eta>#Ps zA+X26!NI9RRW9D%IKSvde12Kk@O@2A4vb2+JA2id0;x3ty->F5j(JG3v%4l9p#l_Z&TO3p6kV*_A2M&&)-`ufrO z?To3eSowUdKhEvD<|usb>6YuPKA4iMFL6GHuHP@1y+gfu&UJ^b=-l_yRUs0a+Og`k z9W%U*ck@lg5Ig%EwLaOX)vEQiX?JN}QBl!AYj*Z!-hBrS_}yvG^TFHRx^w4F(;vA^ zep`=dV?qXOwOVaQFPQd*dTkRE6O&KUQ#^9*1I6^~hh?)PSj2k^zCBMbvD!(?#GRO} zo&Rh%-LUCMhlD9&p)Y<-?ypz-Mt2oG%WYQ{5xu9p+E{IL{rTgKM%g~1b~D~liqYG! zpf@ow>4+{&wJ)D+Pj0o>&vRwg-?L|r^obLWz4Zy<0wx{#R>_@x(Q(|yJ7cdV$9^y< z7EyZq_;FY5RU`hID8(aLSy^FLqg~n+ug>D?&0%EpR}!>+(#-p}VZVr{& z4ISOlg@uJM?5{3NZ3)vb0#J#TmzuV%o!y1zH1m@CG_-3)47=F}Y>U-uW3C<>&1KT? zPDwf5-rujUUE-^SS5p=!5@ytz6{c4cmDk$ZnrPVEz^Rdy@nL=x8_WmE({~%co;SN< zls9>E2;x48iF`-2i??jrx>a}iiWMd0FHes$C){7R_3$T*moaTFtv~h%qjT;+OJ<|! z@M|~G!x$fbO|=0d?8x6zaBqRFc(Ia0Bd32)Dh$&U1+m~1K(PKBaW7n@=&nqh{Q?>35)h?j!n=afu znczRWbqc|-_}T8$(&FNOlKDZBElCcric84Nq+?7JTbt&3yE(0f4E9rA-qIr6yjcr- zOxu-N=mk&9$5?k7J0_2@gsD%PE_ow3k&l=TCe`_hEljSI$nIy@iJK06=u@S z%}=&=J=$(~h|JiYJs+DaTkYt&&9BF1&FEp%9#@l`dz;I zvAoZpKhOL8`7@thb$+qmv9fPTSQ$s+C+omWA0&4oznTl{L4fKCxM^ zl4=r~iUf6m%=@}^d`ud)@%XT9d^_i3W+96$652yesdS@@)7?Aw7D)RX?#zf2n;iA` z_rG0PRaL}#G39_>`SY@o&LYKZd%GmV<{6E+eyr)5cUnbelg*Y0`Ql|_iy1Rxy{}iS zrehNp&iK+FUw>OALEEJvNk80~J1ruAByY=jPsM5M?W*tJa`2~8B)M6Cy|;P{e|xL; z&6SCFmqe#SSZoG(NiHKW4s#zRVA>UdH9FJjrNOXmTU335PQS~smU5?^_7T&g-O)g2 zdMz2LeRXkhUh38oWFchs_H9;HmAxiiP*9-P_&&ydcJNrUb$?9SSf!Ntz!zS-k%9v= zv%}e&k>J1fTMT@8$q|CLOTqc+L-+o{mdP~A^|ZkWhg zQK|!AWW6{)N$z*{%$W!P-^H1Q(zYG_PoJ(c@2i&R?d?tL4zyulW{z=Km_A?R#Zwn4 zAI`9Gqg>BScUe%J?CW!p2958x30b_^xN&23g3cwy7!}1Ny_$DkMWv-mZY&~WgUPLW zxSd{g#B+iX5T$!3TOI1o@3iZ9+tTKL9${UtD$E7D0HH86KVLlNa{Q?rCwgT$Ik_y? z`7mjpJ;+hb4vX`Wmo9m^xw%;kHAT9K&WO*?jLRb|Z``zLyv>=X580x&G(br4^||$U z9B~BHS_FjH4SUZ;V1(3C`ym3hxYg3wxVbNG+AsYKn~;%PH9|iwQ>ni$PB~gBhE<|5 z*{IIEPAwe6xZr!FiV|9G8-GM+rqthds(yCPAys$+OK4om7XrZ61gZ?BP&k=5P1Jskz^ zfWxn{78h)|R1(FpFRc+CoS)9xB7eTY?n7W!B*1@Pr`cVlP|3|M+mBsTj8dq;vL8pZ z<2ZOw0^#@>D*?Pn@HIL?c47AOGxc>k3H4*W;X!&pe-GcwSYs>jV{GGtjmnyNPi0k9 zd{H}u?X;gdd92w?K3>xSv8ej>dHVI+_{6tv-D-_pR}-fp#-)*^ihyCtc9lB($HM$9 z$I+uoRbdyZu%q4(l#J1FC=Fhdt^2DDiO+Lls5$z2&ZC2Zf+|851LeRiA=v&s*b82{ zH)MxfGRN_4e}H96#hWV$19c<$`T5K1u2hz_$zKxLhontj@jI0mUs1cXRqMBfV0bUT zG|EzkgYL(!&lQO~X3!9_e)~~^9?7c5a^rJYumzk~7qT2u0CFI~pyKuUek}hwhs9Y9 zvI?jJ4x{Xd!)>|F<}+iu&38UCzq`yyZh?FslW8-_s4}|^8$axVUmr@Hik^zs`#Nov zxEP%;`X7G@#2f_>O${0EuWO96u{wM1oZiCRG_qVeGCt4vQ1eylj@V0Au3Q1Eb5}_= zjL`|SIv1@RSDR2K8f`t^M@lI6k;{yERaNrGTJF9k;m2-vFnPk%2-g7`e{4P0vl|H0 zZl*Up4Y}VlARy-X-t&@$sjf{XMO=X5?%dgPCbNQ*!>w^Z5-s+b2lG*b@f$SoHCr?q zV1;;6snoHmOJcpK#DCIR3mZeK?EbFn4rKRB>_fo}%gL>3X4MbBK+s5?*Q+KBs*U zRw9&QR3tiHa!>j_8fAuRH@WktC@MTcZ zSAW)|QeavVDAFi?7!}V8JN0wtmQV*a9gwvG1BL5Fjj$bQ-jC&%mLA1p9Rj6bGPSPZ_R&q-x9cwqFD{gc#_5y=60r30Y%zkP zOL(}>bN-$@27A%2+E@qRe!5XWclEsm*MovY?HT}#P<-@#NfxqPBq;Re&6{6}TJE;H z5QvJ9>M_UM#;yW}1te*~H^-Kwyz2K_j5Z;hrhlcD&`@!G4*>aEyX zn^;(e4#mCQHrA%P+8L8u&U?2zz;a};5kQ||M&!k@JgPn8c7DAM8JmeF)3U7++E^#k zEzyT^rxy+mG{{g#(}L%d?zErVTafW1Z~KIm)CE(d_+eDkz0(%Yw+fhqoGzJ4xzjG4ZZRm0ELMz4)`d53hnRiSWllyX--!(VwDWE( z<`Mj2bwHX=S)KYLdGqGF#TM^GgmM>8>y^9kb|KI6QFpX)^mv=~RTospT&-JZ(o0%G zldX1>0v>*dKJk}1>FRnjg1Q;GR61rCgF^tafDsaRUeYX8|6H1!?Q*b%pTHIxdmV<) zC^pot75$mvW;!V~#J}5!mZJGIb#9~x7|x({HgI-w_*k8qWq^;EL)LVM`=w&whLW>P zYBz<2g-4R!pUjoFH$47_JnO!F5_0!)91{^T0SqTTH>H|7t7?39Wmb$+7nwx~>c?^X z_+?m!ksi2&~P&*SGg+ERZ10Plsd~!t$ z3biwL0?StKv<)VY70vuyq35mKfs6j-2+cLw4h{iWVl1sc+CSGs${(2j@p0 zBR4+%<}{vU(5Qq++JMhR8aR6-xV?V;nk3tXZYvubeU#6V7cbVUde*>fXO^|#;Oh+9N`U5T5RBhU(seLi%nd>24T&C3DmJ}EG1d--pF zDc}8qq9*_v$m~4B`}*AhS3Sy z&!t2uM7~1eXKn4L1w>^e&ym&}=4UoHb;oAi!Gj0;%3nUnn(o@JrK7{a!6Bt#KOJg4 zG0`;v03VvICR8Hb`l+8K!QRhNfHJ8(giweUuPga-~VHHL~qz zaB)w7Y@S6_bCKAPbd7$>w{Ar&EX*1iG$i(FZ?_9}L-QnVsgSrzsG$=8K?Nl1=7X;NO?1h{HF zjrVdu1gk~@AAPU7ZvFZiq_#2CgLdj&gTnu4iMyk5mo8 z?gWQL`x>l2jZ;C5e{fF*C8C@-owo%9WAKM@4{aS*n~4EgL}AG>U$MnG`MfP66JIo~ z2jV}kXbc(w7ilvLx|_=Mk)j4iM~6n6G&K-aZATLl610+3q|6#Gs;Aa9 znZ{iqU=dtFRFZyOmz1RGV*Cq}jZ{*JxnB~kxNxjFq@&}e-NJPD#Qv;@Ry{AB60OJe z5St|d%9gOYpJAE=;HcK)8yZ=*sf497sDF1B8F*rvCeu#T09l~PpAO_T#zS_0T{OEpX6HOe{fQ{ z1&BVo+&4F4&2`V?jL`i=3Mi9f%b1nZ-srxy3pfmEbE- z6QpuNMB`F&Ic?}e;DF$qiYL3`+Bv6CKF@P*gAWHs-w9@$#HFTokD^vJ1LH>08tOr% zOzZKE?(Xm)hlMNjB4f{Te%wOgNf=oaq#7uN+(qZd<>&N~vH~Wlgow z+CecP6fTRy+@0A&vS+Vk+h+p4zl8Fl+mc}wrJk7vMTu0{TD3tS%4V0jU1RSk)Pl)TaDhp~0tdlFvTm-LL4PH5VYU=L8KmN$S z5l_k;!|ZHS&o94xxon3mOtgWgyieTRl(GB>O*}t4sgLMMiqHkcxQX1YNnNKpGhG1! z&O@z`!8_+S?UJsERl5r8MzR8c2B(u|CGs83%9TCfmg>N0yd-k~@q*6oDnke;k%j~v zxB1x-Pi1vdt|eakYdNVmwBE-M%4cM9vhG-`?Q3X0y(o36K>54`8-A%y-6lpUR@JJd z-30IoLtKFJ5JfmY4^cWVJ$9kBs-!92+sRm@Q>tx&q@$%=Fk`0^33OV9> z5V$kG(u(WS{`OmWQk{AZlqtKoNTBjA&`^~fX|t9xfF%HD!8vSWsTaH+Ja|yH z{XAaV-26Q4?TtQ-8HtI|q8L(!-pysa_=E!VAk?&Bh2H46EP`N?Zr2~i43w%H0`${l zWjQP^Sff<;@bCyBvyCtve=Jut2&58W09LG8Cxcpr6t+;zeQ(*#H=1n75B*J=*pBZjX&SK z;lxh348m}t@xap73J)hi{m!i`GUbCdAT!ezX8H+7g%BW*EFOrL6pb2_VY(%iKOGBK z-o)e`DeJ*Szc_xf%*Jr5<{0h}n0z#gwQd(U1M{BplUU^C;FS5n){B5q2VQEn5^Drj zD7EA`dy+f^#7qh5{O32o`32t`dLgp)Aq3R|Y&}ucIB8<^kgb600h>e0YUXL-sjm;# zV)4Z!w?uvV^vSkJO>vVDBKTHKh=E_1`+YTP$+&_QnZ_EaUl&_gSXfERlkrtX8&Dm@ zLSJR5bBMolYyz=I(HHtzDv&6nK!FL3J+bX7-df^wC1}&7OJ%mROZ57Tz;El;d3Y>3QNhK7%)eA7JSu&!`OPg*II^FC9!=HB|T^zr?awuHO8Tg4Ej)TL-NPJ?fAkMoq5nDk1> z(kJT+Jc5l0dncE62U#`CZnmKtRR{2U(YK?|?q?+vx}5O%gn!O_ z#Iku4e@}k+$p@=cGVaD3X8bs(W>T>4Z-ra)DYW45TxX^ta0|T`^kY-n)|LbaDT7)_ z-gfkM1jZbVKNYl_Nz9t*;~*6EL_-P4%zi|*ioI^aa7L^IfH}pX99xYL{KjTDvrc`l z49Y?gkT68>v=e^=ISR<)65-__M7|`cU!lzb6g!AcIe@WCBuTfmwV5IGlUt~~y>{~D zWFi@evYNRk!c7=xeKq0}xN+mvQNyMPz>uq;fVl2(-nnzf7u72PZ(trZfSnU8Wt3F+ zo_ksj2_@p?X(v6@rzG`}=n6UFVuDT?w}q4az72pc;5>Cp{ROZAqm<(UU+`!I4!4xw zXPCT91bMLKa==Vx*lGO;6V^zfgA&Hqp~&#vX*<&l@jeaHOv=-JtgN@d(~xVNjw$^5 z*Mo6Lv;C-usv#?y0cpWfA%(43iARs)$(}phTF!aasxLAe%9$X93l%K?bga=gn+{wg zfv^^^igvD>HLgD{Tb=OHZ?ET=>UOvDCgjOW$T%m}HunUOIJwX+)TT!s4ldz|kZ#yX!PI%5!2B?==Io3b6UMW;J9 z;bIr+R83t@FD@h7BT6YIYWL|!w@`g!a>>-uUI^pP9Frq2$xV3VPhfxNakp_onfLVE zQnTvxeDdT;rBU{L7?b+llOT^dCZ-#qK9T^BqPCX6c}Rb^pa?~wM)lcoUS};Gof0OM z&u+#{OIte%0StnY*1ec5Cd0CJP(ApJzn%aC5Di{p;>?(8>=dVZ&!n4&dobf0~d@Y$_0DUv9FDjbv_LoDXP)1>Zxypj&VB(a9JmLxX)bWyI ztr6Hd#76T#X^2V3{T+~_4!kW4;^ zblc$!XdfOnLTI@)lree{0yU%4yNBx&jzYJ$?dQ6E*?)9>f<-K<8b1_g1t48=?%LS+ zfwuPr2=vB6Y`*?yL{<1Dzj)2h4MnJcKNNfO=3MvoRwZyH6%Q|c?OHGq6T$fN5v@4g za=0|vg-Nj3msj9);?r&Xh1IBs|JK~GM!z`avETCEsreL@qgyJd6KONE#2*tAM}cUsC;{00VZ#v4v7VvjKW%xvimP9`b;dacQ3^EW6M^a)ub zkKozf-L3QS5jZQ8U+lc@9%oCx`=gEb(HT7bC_c-b4=RRd7j zC!)iW`9jJ)0+6Peq~hGfL}Ql)wW}om`Q8gi6fVih$&X!Kj{^T3BDStf>7nkI!Ph&$ z)fC%JHtQgc83JgQ0K)4c+Iky(*{f;th+D5ICH}|ANMZ7@!*nN86$(a>t%hVk($Y_R z;ST{CcF7UM*3u^~4a7<5fBOln0*t(qK0cZwliUlzd(Haw{IF$(DMl+zKZ-thdy&Dy zelz2F_0$}WPSNGdmrH|^mIkL$Tp21gy52|!4hFl)0MNcJ*k;GD;ttV^P6bZ`j?gj( z_B}t(!b_D#EkpZs_wXHCMC=QQ34_;bXXzn*h)K!4HPK#Vgu8d|4nwr*LP)2fd(E#^$RMAfeWCr^ zw{O4eob2w)p5|nn5Rvuxx4u7)GJLRg4Waz;0EaOMcH^BHU|flbVdCXxQ@0Bz>--#M z)#S^6uoI&ADJxkyL6d-4+a$seMW+jy_y+2*lm_bFo3^IEU1WM<(_AFfq>NHk8njI@ zHt=mApetYXN!+c8Hc*ylMkLQ98d4S9|DnQ~m z>B`$~#E0x_6W^ZkJ4xue@IC$*ALqxT9EP@fE6dK^rde?ENao!iH>zUQgoxuKBO^ol z%$YyPq}F4&K6$j0*Ld@CMb0lfLGuE-6^bAzV(B0D55mBCf_v!XYDYQhix)5A){MXk z_7X{vm>FZ&5KnC9D*hgdj3hxL&=8dH%H{9gO|f5?*2$ddizZs}QKJ@4=)THMzcEND zDJeYL%k4ZZt7H)w8F|)~hlP zy4)H`(;RT*;lqc$FRmI^fcwZ5%V$$Y+Th8}%L_~{hPq2&K=;Z&mJ>f0LfRLrqBmEQ zT^WUqA0zl2UnivU%v9*yif0eD!I=7W7Z=xsR$xP`A`tt>H0T$NV<9o=f}!l@!gdMA zo)tW}=j$7!dxBWHxri<6(Yh5Q|FXW40g^96;%jx38w08@xDnrjWo=^4Mxg}z?}ka% z!-mm0^s-wUYY7l@4YYEFF5dKX;tp*4^tb`EbGAwu{+|!tEaF^6iA7wKX4qVC2g%dC zScD8<1`}6dS=l8fHM8gYrM-iX=#+MFSc2Mf*}{7Y)3$cqx@ttG*N92=y8SCD!JOsJ zLX_Yp8>D&Wz--7SP<0ivrd_u2vzw@49K_yP1Kd@)F1|_N?)PATlMph|@Fy{41QMYg zODhc$mwClmCS3w@;G7zR(AN(zWU=LjZtj!K#Q6Y&Y#fXiOE9SI@c}cCnHFe{H_o0){Og!9G=F2HEO1IkRC=m=OmdF%GVr9W=TeHtg^%W6(yXmxV z#9#KHQeTnG*1{=j`LqS3Oh3rKT6~6B5@8F7Mg)SrBju|%L2?lLRIwom=zvcH_{s7h zTsZ35kjddT2}0IjfZG?=&>rwBrkBf5!`_U)Jd!I{KK~skTp6rtl4 zFx01RM5qqbSee!*Y0>I#L*njg1|?dVoUFdW^*@^KGjpu?^tn zQUu%qU7Hu|^XfsQE{BLV(Afej;q=T*6yhPljs&R@>%=ow=noQv5rgS=9E8*o#zuWm z4fhHpoQm?fM%5bCAQPEY^YK@ z2Bci>=g<8Q=tawst)v*Lrhc@WPkp~W570)prUMT)m^4GGX8?gD`*~|39Z^F_T?MpN zhgmnvS%0iUip{wle{K!=Y=D;@OAQ1VaV6J;N->>1dp44&C(z0_!uIb&sutVWebbIG@4*sKmXN5>*eV75?kYm&Z~omK2dYBRVAJrW)# z>UC<8jWpmFnGcFh>thGbiTd>8%(-*yAj`7>{+{1KED~y+%ebQqfs8tmYx0tRKf= zulm2I!*OlgPZF)Lu73(FGa_6yR_JWThYuf?yBiV;ioe*jtN38ziy2#p*~DK)oHEnY z^S!q(SisLU4joSq)!Kv>gje`MyhOUqe@Yz=)_hT!QO(Ev~q@SdD@G68TQqy^Y}?I24C zp%uh}<%*W@a&3^On=gn&*aLxPA% z_&f6w{yNg0aMpsM4rb)R=5%EO*|X*+t}Z#5wBSjc$zGfln;nH16M?;xHk8&+s^a;X z{y2gFh(1+6obF{p?Io=apfehfcu--Hs#Qx%OBYQEbi*1;^H{uvLSgqtMeCcPaR+S| zM>RjY@)O|N($W$J3QHS>*nV`Eylje9OD8Ukr;rz(-vr5vMx-u8M{Qi5SY*+Wl1uCt z10dAE<9;dHqFD?U=P7Ff5d5BY!gnkci6G+%?gc5uPs&W98XkrY3zyaeKbRR3QwZjU zFIu=Y4VAbix@&Hc(nCSPV|v(OQ6K8DC(jF@H&V926X1lQ;A=-0dFe|=W@u>Qhav2k zeaTz1X+J}%3w5oXs@-_abfLr4H>WV5C*tR+Msg9J>3O|>@7}!{sdz`;Sf73{s%-lG z_iNvefR&b&x*9mbd&ZKu!EZ!7|+55lg%+g5NU3bNCGB4U2q-wh+!Kja5*p=s?4j-+*j{iNkb!1D6j_l zhT4wx_`S^In>tbs^PWf4(%*Nqsq}}0utI-o4BY!+T)dpar%8JdEY?!Tm*bJp5OMT= zNFO*Lb?;uROSePHc#WO$>!q%+pBS0k@c+}JtxF)yb(GSto%@>YChK)~(Ti>-Klr*X zE32|8HP&^x;nV#?^%tb64gfAJ;#haWdBBtw=uovsJD1T7pDPROjEL zT5ag`uRr|n{b@Gk%M{p@^h*cTQkO3edG>o!w-gavXY-?y{aP#uQOS#I&#nsTiQtkcay5Tma&Bo1ljrZ#1%G_JPF!|8 zxWoTIWULDfI_FA@q_!RI7~p%hI*8O!6ysGI8oCvGl+Q0ac8=%oXWM9YfUx{T@aGT~ zRz*ojhx)TbUL9)M94;- z+{43zS58v0G-r$Q`4z{`+#g~k>JeClgYdBuvo6whH8DJ*_Gu_WwXa6(+C)G@WqA@R z577ufN(^WbTPIYxTL4l^qAE->2xuQS`>n)Xf?01Ljg<8C|D4+Xart77NYBL)(43^N zO(n(nrJXuNKD&l3uZc0B;{48<^~aiaNf3a;uz7PR!4~j_R}##j@} zXxFTf1=&w@42en*jHG4oQt7@(M5dAN-^=O6=48IkhJ}a2ja%^TXEUQ1YtO}Zmc#0( zYBb=>D<>Y3^r1AV*XP}8!3A?m2-;4)Wj)BwUii(N`2Dq<=y#HAy5oh7mDNE`&SLfb zaoFt#Sy?|V5PQ0=(KhlPf*GC#3rPSa5C--_fS}^ybeRJm%u~%MND15SlQj&u2)=XB z4H-OIx|N>%nelb;@_-P~qJ;U$$v}k-|V<^f~(fyv}7k<^=qc$0ra92EGVl&0p$kBy}`s+nP<6 zgkNHC_4nXC zn>uN&E~sx{{9UI5vC1S`A%q54n?JW5x*fUkX&c zv3&>oP5z*DfG(y%+aK@gKtG_ZF_4BYQj%r!pVAv{? z@t?m_c)o0(k)i$WI4ogfp@RqIJlO@R3JT<|1?#upYrO8wkE>89|LDp^KrBo$wXwP+ z?Q!_9>UOf!j9&tIdR(=#u@W;Ft!`oNm85lN=xF$YUpZ1S02#y1!A?6Ji;%96&%M%N z(R)dplypV>^sq_I%y61*RAnYn&G@f~pN+yg-^V=CEJTFXcbxncm%nx&u$%CSe(kt@ zFRm9GqIKEB+xy6cIKnwapm}1M$99Qc(T1!NHXFVB%a`{gk<_@E7NOW=FMrk57Ttor z&SZ7-kG2Vs6C^NG|=--4?2ZEhUa&?9tAJa6B+wImi7Uyjkq zevqO;=$qqW2;W*C{}tS+KYz@&7B@P4JwXETzHc!5)bnMz=^ArQ+bkceSmLh~xRLV; z6>gsRF~n4MwVhkGAAQk|g%4LUJ6_GlzaOhNVD@Dq(H(8fk;*?r?Fq#w6*yT~Dr=O3 z0#*?cNhWgXneR?mop5B>*p_w|T-(03VII42&%b9ymo;?u*6h*O1CeXi{+934&Aj22 ztefIK3G`k&7CjGM5y2;SB(pQ%#T#||e#HaAXU`klQ?YpCeEaB9YD;0kGsu|^9nu{V zKBMx-V*PBBXJ5l*avLgjPfeuzk$`8rXewLjcHmNMo2{HAI7)xl?QWqTDqSOjPelq? z6xVF{;PS8E>iwCRG5O#~mjGsfT?qFGWw-QBeDz4Y$VTkAW+2u;@H@@#A{1^<8?n17 z*(EhE@j(jr*`IIRaeMG%AxFuqpi%f)W=U~J|YR2AEe0{umXYp`a zA97Bo4ZKUJI>CZ@W{=5Wu3=81(W{T=epgRQq7z%cPkJ3SFfnH^)+8UuB-fPqnOG^F zOoQy?zW-`P|GMs|AF7GcoV?!?^4+l7WtJ;Nw@)6-%vwQlym91QL-ry`!)SJAaQ}PH zT^Sth87C_)6z`Psq(IyKu-lcIMu&%cR{Z+8Gkz|~cGyw9mAvVh9@eGKc;K7$f{r&{ zKj6dP1`pueRtwUa-aRXPBg^l)X4sv z@8?gNPOAK85MBD1V*)Oja;>}e=z;x`TekvcwMv$Zy|7eyXFVOG9Ps@~qa-dy83L>G zfu`VUqisW1WTsH1C*%Hu`85^uLK_w~Cwt-p#=HG4q|J@^_g?V3Y4mRO96go_Ej9VQ z)qn13WBELBA{djKo()>t2}{zoI4X?voMj%2u(!j9yDgWCY3vM8*+a%FIJ=H3_9RhVk`qu z!3O?9$7t#01~XKAYJN;$7WBQ-s5D@feqe@yy4AFcgm=tDz5YKk3CHVjp3Qrl+RZ z`1q>7@dIHj;f-E&#?cj64UIHuJ(Rd~N!i*uZQcr$=0SrEG6D*T@h!_Jj+R#a3J=I56~Y~4}Fx_^Je@D(>#*V4LZo1xMBL;7X>aLB;=Fx!rrg1veD zGWNF#nwfFs%-^JHYK&r}t@mqYk{BWVEI3^pejpTKuR%_6po5?C|-fA0Sh3_q!Xtr?GFbm(6 zA)R5c?+}Xxit$@h-@g$nE#YH#?091{lzRThj~}F8jkOnguRJcyk3#}30Q3UG)e;*k ziq}HabGcW^Q5V7Dk&$xg76MhRwtGFl#l*4&0gH7I^AXw%BcR!EfOsPA2+{pku&R8Tm4w)Dej1A}~N|V9}2zQSL1U{>go5}_x5I9ovOJ4xtFNLHu z_YCl&-D*QHJEod;>p^XQ_yW%43c{l{yj)uAO_a(1b_NIE9Y{7elO*4p3fj>B_UzOt zRVI?w3juv7Z2Od=$3A+v7Yb`9m5sXoRuSdXGv}4r4)6NU zjPhMXzHVU&a|2GS8kd!;B+t9039e1y6?}}V{SSwOeAp@{ zA38B;$`aYM+G*}rvFpEE=<3W&|F6Kf)_lmjeHu$vK9X>JSR!!)M7o@e7-SxtJb9pZ|SZ2{s93_h?4hp z?tg;-9e_I&EzXZ(XKNl%O#?&Hjxu6|DLnsrL*&-@D*b&6+t&6zwy$~r8q|L|*yY34 z%E}P?c@q|0-B{OEhJO-BO`-Vj=8#fJm!nz@%2BQ0n;A5;%$P;K0huU zL0;Lyd}9M)eDH+Usrz&%l{9KQotO4(>^oCu{LLW-3H8Hro^bwpngO8M0b@4`9 z&&J7M*;#0x*Sl!#UwSi5@Gw3SYyuGRbr)7E9@5i$M^B#&e#-vBk#bOA`d4N@F01nB z?BmBeL917a@7^8jj4gfqdF~z>xi$Ac0^c~g{~Kvd>@3M7P$WKzwHMbRa-WXGKXWX@ ze_)XahRUi?p`m;q`yXcu>gtkyd>F*kIl7;n>Tc@hk&yhkJ06$%KUa4U(Xk#<-DuX) z{(pJGj#@`#cpx?RMg)qm{#+l;1ypx;NPW99QEElu z1Q@%l8oe6OYf&gm`=E*|s;c^vwq0mCJ>bv1SYuRELTo2;})Y4;U)2_I_@H6-J9?FJTMvj$9{JX#>o^*&L^+n(hN%`7<7C%!` zfKomnZ+e|`Ew%~?PZ!*lvKthdj1LL5GbrZJ8xv+*M7L9v$kq=ZJrXQ-gB1!S-k?_L zg;GtMr z2n?j|un_t^k&eFXM8#~;V6zk`pSZ1TmViwD2H>fuQi{jZ%gYNI{TT8;>4C++ynstQ zo;6d>j2&Cr)ZgQtgJnRWnusilPKw-xl!13e ze0U|ZiGWLR#ArGY@8JJy!nH-d{grUZh5H;|jNbC@9grj$Et zX=&xbJ;B|~f-D}5&rn0qW_yvix*$Ulag#7IAbKKj;K@OaAq^5U98FwSHoFu`rzO)yjd|%Pt>F86Px3s1&uYn?NtQK^-B5N~;jt}RQP7O7 z`?+_13<*_^9K6LUymQb`2|)&CDjfY~x@cY4CTg1kX|l7g+>us0Ns>oeAhK9fNuu(< z=fZQ?MLBj=M1HDc?<0MZJc^NMer#X_Y2;Civ685`2&A_t3t+WTpKg z@;W_ngt{|cvvF+Wci?6yMkEA?Kv0}P=ZrbrZiK)~gB^=p7G@5Q%Rd1CM^kIpQowbT zbXl3Xl5msYY@10F1-U79wgzbU3IKni1veY#tdFJJa6-WSXYrFod84F!9=9$8|3B6r zCqVDuK*-5YB0af>(Comanj!hz*%7Zf`Zk3C! z>rPm`@a^RqPP{ojay3ry+d)A++Uj?jYBv**Bmg9f<(^+i@El403kOnl+?(G9$yp;tFU^ zL-g-mC>eaX!T1QDE|0?&3+&op6KsxEh_J-1L*o2uj{<75{`-QYx-2kPrc{~^j>k_JN2*RhCxbD|!?z^H=4 zg;<)SPp_0&^KXRoZ!U_L8=&^Y*%KHF&ZDRRQy&Hj7>J}vG+Q}NJ#BuXQEkgs$3oVB zGIsK2)r=8ZpVRWS!TeEzRlkqA*Tx7fQG@F1aDWFf+jY3>_~i-BsD zMDH=IV%16d%5^lWf-7HF9Y^qaUM#IU)bw{afA!dgS9o?Hfz)io1&*lQY*uw)1`;(+ zdwWSve5(1jEFz?bj}D1z|K8K^Rq0sw$P_d-hJO1nk5zLTidv$1zfvY31?g8JPzXv4 z=w)$;HL-N`C-$8Uzk>mS(6r{Yva;%hqsGE~3*{MoKptLY-VTCl>i zV2xmK={w@9k5w&W*c#dI2HP%#Hy5Aq+1p~ zGt*lmEx>m;HH=s;A7&8}3+JEgV2SYlAMwdyHRi1tgJT=XNKm1fMXdQ+=a82A#(JxA z)yvQ~qlgy_lUg6?^C0Iw0Z8?ODI59mLl)igr>8-|5#&iV1E=QHA#70j(M+cMkQjVU@IMVj)<0CNm zFf${AoJ?8b&HMUGKe!=TfQ5Y$(AUW6F@ZKi0;D+*r)^+`dz|L7hT?|<8}><{79jo( z=2|Z}mo=2O0IXvg7=_M}#iaGAP8t36gkB*K5fm)SrEu_7jW%XtciR3S|AI+}R^14B z8lZbK6Vm~r246|Y%eoCcP|*0RBZ#@PFlCW2M)A)n z;?S8J1wjyYPk2hf;{$vxWUZshxrm5&IM3hmR+6d9PBC@T$ATj*Lf~f7|IwBU*cC@w z8cE{^rjr=oNFN3Iut`G?X^zF>WtAYOVvtY_i-SJS4KmBr0KC`lacy ziHN8HT2|tG&w;qfv9W3#YPMwU6cts64!-U1%|D4=r`<^QMKD8vz+Stl>!oIK>ea9I z?iAgSdk6$Jl6XJlSz>{drDi6Ffg-+bl3ho7yND2tEiX`PR33Z}wz%O} z5i<2xVk&9nFS3KZqniDL_fLu^6&9NS7P7d6gzSkEC$gr|vHNwwDCOxtZ40;lllzB8 zK=KLcv?JYc3r#oTaUASbytg`-joUxwQx5*5Ts99GnG(Y@C^H(pa_8%KKLq@dN&t-z zJy27t$tgvonGBH&$&Y+gW*LDVs19qep<<(B(f@L!TyOT9{SSL;XK!LN_I@hT){^#MrAR7R1=pvQ4 zyG3vuB3i0U?%X67E({nm>z(O04Rd#wD1S~L^ylcIyyLhY0`4Wy=Icm!z{_d{rl9%?wDG7q*k$rey*YOV9tMp7B`C z+S7ggX$8E8XsqIpz+tIXXhHCaW12*$OWh+(VUzj8;h!`wg-vwh*yt9l|C~{@t=6A? zPM(IsE{LCAM)4Ybdg+3pEQS{aN|5QB5PjtRdyg27-MwC02*d-8xweX9C zeD1j~MkDA*^ZS^N-rk10UoF5V1}~Q?ddtT9V_?*g!n+@6GnV>dznbXF8>Is6BA<)@R@fzXaY%t| z^6v%RBP^n}oxTY?w9LiJ|H~E*-U13%DaHhACiKIJUmhoqP5-b0JbU#IDxCPcPUwDR zF$?zp={>sn@NZe(QI7a&|DV>r1RBfrYyVZJ9F#IQ7)mHZ6e?pQ8Hyxhp(IU2%8;p? zN|Yv3G83gJq>Q0aiV`9jl0qUwAq}SgwO`fg{MYYy*0z1x_@yPT4jDf~o{{}; z?TG|7z{D3H6>CK(Rs3j;I!HNY{4=`6Z_TJp1TOMS9VnU>QiD$b!|ienQuBYlL{85kj{>EoD;)KQ*WBKtXSy+OjEd2O`a!=J_@Q0PqrmUz_Tl)Gf+(|t zT3w*F6g+u(-R3hH3&M7l>UkH`iKG!IRQu6hh5rDxS3zgB1kO^4WV`!>-bzVTH?vID zdtu2buQ!JGukB`?hz};k7LlX+7z~*=AH7I*YjQ1uz)ZkJk9TKw{I8PI<`a6WByG$< zS@B^nso#`0Ix?2X-14v99V!MfkWLW2)srV{2@1Bl^gls>c@pR>FxZO7baJ}#6sZ~m z#_n> ztgK^FDVIxLnD}Y}FwHBJ>4B8%5PrJ`?lbV%+-sa8Dr5sM zii10ej-i)VKKXe9e12Jabz`P37@Z)PIsMi10b*MuVt&k=_0I6#DS5#s1(gjUrg=dU z63EC0)tiw$!$iasWzVrGBB{s-L3>+^mteY$iio6vDXblY5=@22+$b|&AYZ4hwmK-X zGvLz(YMN!PJ7PG9X=QtIcz%T-pA#nmi<7LLoX!jG55Wqbd@zF&p=%_rxA*t{^?%oU zwWS^&9=mZH$<&b-Z%k$yDEFY>a(%I#aarT{)?dq$-y5GH7*#NL;X{CW5LuD^CIDoP z`9Hy9#Z}{d#$DX*QK~xMykO`>ivEEUr|ZULcA5#)+A~i%TN;nB_ZQ#m=m_<#N+v}= zpfduK5q?pidV{(P2mi_VY*!oBV?no;esio5h`*F=IqBSKR_3g6blY_#fjQKO#Mj=5 zk$TA{XrLh)O>!n&@%Mk2bGAC7Z&k9G_!uvQneTkSu_U|o-+<#g-w=KUuKyiBe*uTl zkDXnZsfxv4IPC-inDo`Zj}V5yFVMUE0Te{`KaP-?a7lO1*s+sDX_+i;!~{7x$hc_V zdV!Zy6co~(&{cmjBS~W3tXXr-Uw^uFCc-jGRwOn`{x@1J``ZuFaGs-s6c>np^^Yv3 z&Rx;)mVVKdTc%}w30ceMtG>`&%*6KZ_)@zrMEmF={o-SY=A6&Ob*{)x!v1vIv9`=$ zsbQJ7HGcr{;NpXU`~0}4hT?73Hh+jPo2B@F|2o~G|1GCdV6{iqva=5~BAZqNId#z+Z9}Ps`!^(Quy2 z9ug80BYQ{(bn5P5;@d0nC?~!mn+3AV+K$WQ&kY z1^_8eMqb?k2b%TJxuaDE5&SA>YpO5KzMo4sfpW8_MfpnZ7C9=szZmqI zAkWC6Y=%#V85LtF`pR%cG{< zxND54hr3-m^B2!r&d%m!i9Ap#)XxtlVC+M~ZWniKFWF4ZA0uF6iyRv*=5NX}LY_k0 ztwk`;z}2Llo~BRy`@QTb#vaxsI-uvnfKuz|&MF(AX)KITGy%~v+_<;wDkLIwZ9kV5 z?8PGwh=ei<4#(s)6ML{2+?t#Aeen~YjzkoQ+#x6vXCN={pHEQUlz z68bGDSEvaH{5U#?kMXew>VnH21{q%J3Yp%K6>qPwc{q8MHTz1=waw%&KuRxl0yQ$2 z*!9*{1_rp(riMrafva7Bk0*I`OppalATI{y1@q0)mov3of{wh7WFhboki+~*3o3zZ(rtSz` z^Y3W+Ac>N&bgi`wN+g$ev;fh1-C+bBXVM-H2Cpfzt)cv!SVOBvT`i*n&7i z2oouUVg+DJ13bwNQ1lF?y>aArQ(kW1xldLHqJj_@2Os?UhSkrB=UHe>Oe(aOgMCN| zGwP=@l(c^1Z!+3%KHcEymMA@ct>M{}gz=0!>cH_=1HEe>nMP->USf+3`DOkIL4Ee}wI02dW zML~52uZ$zlKY&F30y5)N^-a^n{y+|7vxUP%$K+3#ZNLdVR=s#-k(1#+&&6g%yYJ zo3hG>hjO6?-J^%f_J|@})I1!=@VONioKy1GihjDlJDQlnU|TAbWLgOeR1$}PpHvy& z08}3-MRVuJCOjef#U@cYEa9y^S*H?*AuOis)X_Z5dvk0i`PzHtVl9@!nB3UW*Co6kksX-A5+~=qi@WKAUwqr&;gI?6q*-u)buEN@ zPq!+oKB*g3@y66Ac6Rn4CVdJ>18Z}92fCSKWW@V|I*-pYH3qcAALOILb?Rxa<)iT|*@+$9%O~_rm zI8Offq%CHP8Oy(sf|Y}zq;L5s*ZQJST!J-Eg%{5$N5LjBT6K|rWk}1m2^0U= zi4wQX`!TTIXr7tBIGYu6LGlXwBP>UNK>MD%F_f0%W<(kUdd?aj#3U6JcX+%~F+DbJ z$xjYnTt;43Ry~oA(3#I+`%$U|qBBL7ugTC&lDj_9uc~L?_5G2YYGP!P4eWljN!5f3 zIT7wal(*oNG)6}ITdJjC1|Ij?vgRnxCi3tC2ZRhpm`l?6y+HvyI>=Ir`>_{MN zK>Hx{@Ag5PTeq@w>!c+!$Mhwk7R!B{V>W&QUIJpzI+AmdNi`Z{I4voO|4jfPu9LJU zrta1p%U#w%he4w;F#o}NvvwyE$MnoR7TRA*Gv?5eg(cA!L>H)kEIG<*T}uGiQ*f!n!B5bq>axZm#O zGrgC&TDUTHWR6gJ77&vUgBqsWi0PagoqYcs<_MH91JRvPdY7nuJgz#1$#ym@45Otq zAOvS6Xny4I369JevT~pqGwL{M(T1V)cxZ|qDV3V+(VMM8pu(^l8nZ{%yd--==0&qm zs2>B?mVOKIR^51}pWP72|Fh|HxhW$fgO@ktxrG93UU0&Oh(SHL6RpG4Nt0!vhM~Qq zv_|9TeKg)9cO%b6on(wZhzSUQ?L8FzhB$64dBrS9YlE+-*$WI*JgTgjEPV8nb)YK` zCRcZAe#7g@0}i7WT;di#NXQn6*fs<0;5O_8*GC0SP3)B2J&%P#S$~uo93UTjfD7$& zAfjow3b^oX@2E)d0}sEuqr6E}?EU4ct0wK`@ljgcIc>Ot<>A_Tp>^3|`0sixIirwe zE)`brDpR113eHRox+XBulrz=h5P-5tYCfn|XUCG!-)P1LcOjtOd}zMT#{P#hzk}sL z+$1u4;VgQADK=0ucF>$6B6*z9enVGsbJ`cdJGuWvt4jY~XztrDwRCw8EE4+&k;msU zz_$>uN6IOOC6cxU{pWO~W_!5%b&vfa6l#T!GX`q=aQqX(8i=`?eC316JoSoXC^YLn z3*8>PTwB!M`{}X!sozf3t@Q_oji1MQXO*{7;}(fg&jWuZu#fx}k}{F5GQF2>!l$ZI zH#l{4hxQHqqbBOxxceo*8<)2&I-0Eq|Kgn`C8Z0=vGZ1qz34pQK^Nz;4dy=UTYNm} z7>;mmICl2-N~sC;q2mhDN7OW~1{T5r1ZFt~e?7eWW!O(O=h@hWt3lrjO-pn9i_X?) z!5_aly3%@4Cyw*t3=r#BLvweIo5Bb!AN3Fws=Sr$95cgN$9bwLTVPzm%H~*WMyhjn z`W_vf%1v@nA#J--yp_?Khznwy6k=#7ro&+=$lk!irXqDUzd35nkiw)p?!Ao(2bqmk z`|pk)GLwxnoAlp(<>G?!59b@7NuyI)--tpKvv;ea%iuFE^sE}|Kg2gqaFd_=X^tp3 zazc2?{065oj?|~ROgV$87F*nf63;UpsrhVb(IqU)#m}CT_}m_>FnpIaC^nYRs@W^F zF0MD*^CEn$sn*0edDYEH`+$f`poKKlH>RApY*5z4o0=}s>07;>#pl-J`U=~zg_4`n zW1cieA5tR$HVsd-xNp= zp~dh}RsijjbkJapoEO`5_wa=8Ae{7rQbgA1u1?Ojawuy;j+jiI^!VF9Ufr{M(fluq zqk}k`&wYt7FJIs&Ph#-z;PsW(4ZT(heX??w*}P2*{2hdijql!7e)gaBG;%O59@Ws)+=Zw#p-=*p0y3p&!@}Gb z84_aT`WHXR4HbtI%LJbt7oY$9!t0U#^}*k<2g^o>oRgEd53Z?BzZA(kJ>-)2^!U2a zIs?zs?(;TSscgxdr=V&+cuiQoQBAJrnRu?+#F)N(HMMn*wX56v6)$c}RFQe@{X{E6 z=!Na{O}s+qM5l;t9WnR*o$FAK_|XM&(g7ab9ct4S$Z8TA#)@p zcO(S|Su_TFI_PgX>9k8wsdTH-jMj&sY8a#9CLeB~QUl*Wn294VLMqt4St-D)4J@w5 z;noCh&eI|zHvodA)z-_a;=-ii+5{sbqqn(Ttm3fFlu}X2yHj%#H7Uxs8_S-->;hiA zyu!l3tM)a1S);3K2m%kH`yolCZ0|W1$C}?PRpReHV)MpINtpf^`z{b+_lgK| ze7X0D`N!CITC*GGwwP#_mxiMSLWLUitEI34k;VX`O%VMJSiK@xlF`aTOB{Rv!WyA@ z&!IvdkYoo?w?{QjOj1Lf7g&paC@zh61`kxWpbLY-u*FVvN=?&&oGGV$2b;`t1WxeSQQTN5I$}zNR$V574?2vT3QTW zXZ2oEJfjJAqOiyN*~H}qU4}3(q5wmcS8gqY5D`d{Q8i3pwaxHu)!7v*fLQ)CI~L-P zPJ?587q(pVmgyDtYbXXp(rK$C$8H+bjIx9iQo7>8WtfBHz2d`KP!*s80gE{mb1kXN z)m^(*=IK+ZFx^43|JG!E4tHj+wuhiNnAb&`bcYOFKaVNKg~JVikNxDM1bn5tn%9@R z9fraNuia&0VB6Q zfLAj>NV$Pj%`+UF!4eFsK936P5e=<`$JTwC&4dZSp5Z7ZBZ14E2Lq;&21(J_#sc&2_UUSnA9hYf{<#2|!Z>NP@5P z`^r=$P(eY2@!{|b7@E07AR&yzGdxdr>qrG3S~wN)*=B~ft~3`60Ky%Pj$8zqoz1pv=&N8aNz7MZLe_p3&r2y8M$1A9gn6KG&899gvCB2pZo-uN|Qw!07&{4&c#(mIa$#+W80Z+J@uLA21Kdj< zj@x_#5+}djAi!O7J--3IW-5YhiO~l1!ILgRN>R~>jN=Pv1+~Jdg3LjyveMKf18mk$ zO{oUe{Q_`Izi(tgNAB{}@4)qyBkz*+vMI^UP~+bWD*_U16S>jtl}i{#0d=QymT_p6 zDap~WMhpen1zGL4b52%Dd1sr~&-l;)@J(JpL8t_JaMD0mOt|gnZpvSLVHPylK_K?M zTQG{!$OP`ApxY;7GD7M08=-Zc=a$&I%lrpn^`LxNz+vU)222<%C;be`HbA?wp58Vw zs;IP@CC*+@)pae>Mq*Z-7lDBcphLc|5nvJun2mtmweV@N0fRLF-Rm#hDkR z18f4xB#tmevf3tvj`s*zYNJy{+Hyc~&sV|c5YA+FwHdY-dkb6j%!L97hsL5|I)s8- zhVxSgytiu5k(1GkFAG?y)ZFkD@dtW0N%%omSue$Xf)&8LHarwEM#u02KvI6Tbc(K9 zg1!lCWC?l3h&V+$>Qt-P?O-!K&<<$$3P{vM!Xs-}Og6ad8))p1Rxl8OI!g?vhTpd+ zfy@?y{3nwTF)jfJPC-nk(IeEz>Rcdw6;y5fY>8tkJ_JnwLC`z+*ZhM` zY9!4khjbvON>AFb{VN_696sUi5ApVnLg8hIb9_QVmQ8j5eV=Vw`o(d*EzqgA=|gxh zsP#1Bdp1>ILp=(OjOxKmb)Y}{F00FFBbc~g;sTuDL%dc=`Cv7-!Jsh}W@R*YqORty z`4xFuoZh+8SLcV6Nb|7I1y31Pv5{M+J$> zhkRSGy65W**qPgIcu_1$1G!}3HtN?ii6ZXz0~pY~8DwkOfiK65+@DPjna|zNUINh& z=)6p+yA_^4WgT$79=DlCM5M>SDhL*2wsImfXQsfy$4~x;;ZCRR-)1|tR@;&1!0Rh( z^AoAa3?=@`+Lj?4&*iwwI0~({$$*3$=;x z1Rxd}<1#SqLo@KY(LmqIymZ>UCj$b45zSVGW7QFJRbZ&F)zVy$LvqLYDkMbhWHwF^ z!OWSPTI{myYemOCyh*WW8U{Oc)!ryBj8&FnH+fNPgMsBl0|M*bWLs^?L5H}Lxp`qK zA<=MptRX{eNJqobsEWXXIgco`AKSxbL20eYc}n7GJnc-CHSCr;B(^O|NNQYh_{(J z2R>a;!-TI4jMi~d5)?i&JZ<`PF0Q~!mn031+(}AG$SG-i`tz_5DLYWmCXUF%V6|FiTi=gYZZlh){BY`4-a3c`Ou1+AGJWD zhvRjsi~8!-s~kbrw7uGY0r z*24Fa&3x+mEu3+xvb? zcC&yB7esgM+&MMrxg_jo0rZHW8`9vA&3%9H-mP}CDS@T8CyMa!%)yj{lA{aV9m}6S z95=i;8;)5pDd39Mp9^o!UL;78-q@ExhYycC^A%y?c&$A@eumT=5PNgQvc-!fz`f-L z^n_$FC_G%!($Z3RAtXt`ppWZ9Oo|Lj+uAyQ(xgdi>lc;rZph`=PujpZp#CtnzP7PZ z_DjS5Gt*A3&P5>GhG=QHabw4N#gWZ=ts5~VX9aaj=*|Q4(E%Q2-;h(0z~Fl0{if9D zw$^cf+NU7nwO~Lb&-VkHEna0_^-KE_Pd@10`doqW@w15?@C36j`aKGe;`*1iMwFFC zab5D5?=}21ed9IU#hRMADDC9of(WO3-r&b#G*cq>v&@Fu{JFWg+UOiV zl+*$^ucANZ)lE#-*J+ud*}uDvu8e-%huWT6%7q1(a^k* zmp7yMjEL!0I4};&ma)v5H*aU+MEcg0}i}LBakytldlb6K8Gq z`sC~HuN1A%GAlGRG$=4|HnclIXV1>k)6>(0HRY!5hfDzvwE-crLs(^?7#yLtTX$M=VYglL0ANH+7_ zGiOSJuNM>ubhxQ{9=o?s=nZo%DlcGuz6jY^^3?&Ru( z+zw^TcAOYcG|uln%Z=KT*qCq8!asQG5JI;_{sAr=hM((}jaYsh7;sg??9xZ2rK_~G zSg9?>Do7nemdX3qSCi6|@#n9Ll3eh<5zOE!!H|3Na@Z?_bCs7k8IWbSeejYL;pSQQS|LM~vy~MS}@DWVzPWH0* z#;`g6lPCXRr0p5S4V7(aZMB9+y6z@Cu9}x9u;Vf_`5dx0eUn;lZazIZIe9M%3KAwV ze6C+#Xk=t`XA6|3$fx}B@>DwOGC5W!aH&LddK5J7pm3ou*^OdF>IOSIX+cg_WDyJH z<@Z&;#E78Q&j;eWTyG7}(9)2270>EZR;GUy-OYqOnCy z5!kxZ-d@AeF>Q11*SC9>&W4A#n|1)FDN|*I64o57OOe+rP!pFG%a7pA->_R`pRcC?W-GEu* zt9Ms4HgaAw`A{JsDCqU7ZNgCG5$Qhv6DP3V?;kCc7J22`8pRUU_VlaLw$IY;n$ z6^|p6Q2Tgi{L5@d5wyHxBbScAKaeF_-;WfVcB9|=+E^Hfaz~zS?|YA~DIQe$?o0%b zd-%8w4olWb1Q$Cci14h_)?RLD8NK;Br~pcy12S+smT2KZ?egV3?kNKIcj7p!Q9ttU*KXxbFmRaGQvE0T6n56Rf z$fw7k1m*g$K_%XU>=DvOV(qUdrgpEI8smcBk*`J__^PlMbJiu9h3Md>Z*3LV~twa0Fu9;v` zW5VUje?lC&!qs&#`6I!{x53~b5^N=}uM40JItD-YCa~1C?Cer%%y3HK{N%=o3hu?x zTKm;jR>HVpNBsT&yj^_LOa>3ltk6ptak-+V#%)y%_ONrxE)5L_7w#WN->6%|ivPiZ nNN4922FL&HDf=%kIyx@Ag2gl&A=TRH=&eCcT4- zfHaY|>7XLLg)aR(ljJM+-v8V)#$k+%sB9K%%{AxyK5fp2a+f8x((R?AP$*lemoCUt zDC-9(lpj=n+=PFbV6JAv{{*eYRjd`v^sMc!Tk29|u3MWMn^_wh+&EyXYiVU*X3EPY z$aVbafm_zr=2k-7+$R720GFAiJ~!WnOIf(c7V}H0Rusy%>*T+6v0^a>6v_*C>V>n4 z_8}vkcJ>TSE9Dcl(Q|*CInYS?b?|OP{psxnT6yfhv)`3WjZhXBfAr_ZpXh$f`stCm z(sTP?FFe2d=Ogxdzg=>7KJBP)pI`RYzUtq}C!H4jZP_u*rA4HFq}opJaEYtk#}FN! zvfb-&3lvI>rIqd4A1JpsFs=O|;LKfm@`u|$9XPw0{Nc^UrxEMPA3pzZ>C@UznXhBT zkl-tavfY}(&UQ#P?C9fCOQmtm*VpbG-SzloWaLi*vA@4I|8lM=L0L8|ER1f;mQ?@R zK%VoNM$P{D`T5WJO^#6GRnwy%Y-7=i=#`L=sJfAQ>+Ri*_jg%cpYQP!`_|JFnWUb* ztL?;Ug@r;0-DEB!*k%vcP{&-P>U6+G|&vcWr_TWT0i*hi(37^}FvrM>X;fEXSN6iXn zuHJFm5GZ65ua)@9U;f**x!Huos~K` zI4CJA8{p+7d#BmY+xtaE2A_kIQ@_K>nZmiQhUK~L6iL4$1_Pg7#4E&ja%twh+PaT_ z;4yd6rwoIJ=|%-v%_jbS-L3)$$Io{*TmSX>tfp1XN!sM$aA$d5y=pmmd7pxUg2Y}9 z4h~Bzt7kDW`bEvxJ+4SfJ`xrY=^Y!>ik;9-z7lycUhc)+qLqbV=S(rHK9BgTN%7l6 zzn{tOc6EAD%HuG3Qzqzyc=D1>L`1mL^}VNU6Z@)zddyc@4U#3lr!)Kbjph13hK4fHQ+)U8j=SOIt)piVO?-QAGw1KWpCjMyt@JY)(smqVE1aRJ zTUssVA8Zt(GIVryPWgGbt}f5zt*$IK#Vc_pX%(v7xpRk>=g#7)BDOsJY<8s8N{Q!N z`Cvl~TSfF^E8Em(-s`b%!St1y&FGL>_nUrR${ z;uHth%y6@ECbje?%4f@qPxk7v28|c5igu3&@frB!PG)dbc5>w&p$&{dGDnrj(VviyBCyZgBWv%`DESh=^~=jVe&T^0fxVr2XCjxh;Y zf3VTcGVAWL9%-q&-Z|IpX7=*sOKCZ|rxP>sb>Z5GtGHx@8lHR zmT461Fx4k0Y`T5Nj+z{c9_jhXUYRpzZVz_mXU|X7iX|;BS-P#v$K)=K<;#>l+L=_| zyf|JQKAfeI%q}{&baZagrMb|_ZpZfRH#7$zW*W3-B~46C@vd99E?UBiS+6!sgx}y?stD=99_FY_?gqX`aonUS$BcnX|LAbj|aVHJx_dCfP+~SpN9q zk5fxdnR@v-B%Xw;dZm)CM@iej?=d`ZrU_dBhamgQMOt7 zZsEtRE!tg0m6mRNuytQ!k&9DP?3IJHvt_$G9fy>FDw3@89iFXD=_#jW>(Tbwpxv4UV*? zFDy;f&h&@7#h<%RN8g=oH?Eaw&~Q;H;cC+}Sy2u*H#e7s!I+_j7%%^0>d{3mi)|S! z0;VCAew;DXXNNe1gw%NTKQ^K|%~Tu?zvQF$F(l5Sr;G!)A}h9>!5SwYB`G*og$iZT zU8K29_^;cVon=qFHNu#0Z!3MmN zP)`;yQ;M$&8dQuVNiZB5cseh|vL+Z83n*pOqP^DHF9xS_~qm==9GREU-~ zvfP618JzIQOL+263p+ajMsBSP|C7co$7>V%TIrdDZq5bimdnLlX4x) zKjp`%q`sue%4YkA3Om&2RC>PXzbe_xfws;|1j%0V;VR_W%=S2Hs<&6+V05eJwAEx*No&08v(>PSS_8XFsP z{Oj#zlS&qs=_`A5GW2TpQtMGx{DOiAVj+u_CV_%A)EE~j6U@Jp{bR>b^(<)sh1C3W z9316uCq9OYr99auuvRkgC?|`o`ag0UIU>1v8*?M3h3-@s`gZHl6x>MVhYz1pb;^^E zjNvm>AFOA61$_K6ld!#d+iv3XsL!4(6fUiT zSk%}~yxF2YY$@`&}aYVq@9TMYhYlIYic$-VUL!-G|oynlRU8Y zK2ERm^zzD1a9SMAwi&EvD}Dcd;N$7>>gLJ)HWJ**$r_&8pRBesFtAeb{^g6>SWeqY zE5$3ON(~G*rXcDSg3Rf3;n=g9j;xW!Q=BCGn9>rCS5fllA4+-Nu^!^#42&o$Trmso=@~* zI(pg4l&4KwI;ZZovA#=x4;y|hTbx|JUbkh{F*UVz-#jzkt*sC(T}R3dP)WROxM*IF=joA6n$@DrDYKimQf`X?_?Yv&efu^Z zi>{>ZQ~Eg7%hU7Y+@$5+(B;aT+}zC?R!>kkGMwhdekkPT4hjlNQ#q=ZuJ@!wg=vPB z{WAW+=T$kgQ}vjkRTk&7=67xVt!d?SIVaxMdYY7Z>@jT1h%1@fv|$4~8(VKYEjW0@ zrrV)ERB+{td8bWt@50K5+5jYS(&Fod!oS}A)RtornOwZ$sCsnQG0i;1ZnxFK74%#K z^xnMwFsJFEgp?tGknC2s)^eT8Isz05ohRszh8&;+X{3YYEN&U}lfA~SuC7BJx#|3- z9kF67-_L_N)MmO|xbO!pMLR_*fU8wQT+ICQ?MyA7-wz(t^|*rGlBm4rvEmY7U8iB6*|kNRN%?UnVF`#NC}h5bTiE#>F6p?X1#uWe12g;EhR&13^gm= zf$7&@Utn2)%{2BMnSOEJeZ+sy?%lB-9v%s8+<#ZT)OVJr-YL1PTOG7@1NJ3 zw7foxjvv5N)>f!_M>ExbXYtnQy9Sjcf{qP(}iKgMY+SAvI! z$96{9iETFgIdHKD&t4$V60Yy4;h#3MI3J)6)kV6WIB|l{Y1TNHpTHc@!aTciF6vNo zN;t6mN!?0@{LvF-D&xgmKQAxNHRCh!J2|hmH1%f4a$Zf0#S|R^RHXqGj1JX?2wEwn zeqUT1{#yEY-f(zuFb??hECKy80G~BG_w0#N)^aHQ((la_40;LFI^C)tJ_yWBTfo(g z@Z$N$D~jS5Y3gRJzO~O!R`q4#a|?6hDY{kuf=hJ=Q%G0gvWNIYa%4}Q}Wr*K$gdAi||r{`6mDnexqK&~9We{oMzUdD_ipOgtaeiq<>;JzQ$ zueX^VxRRujdJaUWUdK!1D*MFhV)rVoK1%AO`R6m8R<$CAU=pPJ)QYWYVB{5W;r&Hs zA43EUfx`C+m?nB3l!yo4e)RBRU6x7vGyvyNv$oqY^P>do056eWN_c3zO6m>IxnHE} zi&tj2*KYIiURweUGy3Mqo3@X8PsyS*&)cw8EE5UmtTDHbl!9*1f!c z(Q|(sxZA+e{M5pHe|Vj`7;Xu4EDUJ$)KMW@WO>br#vPXU{%A zZI}Fjo+%!9+~BXzZ|Q#esbQk0e5RC9I~HC3xrkF1=&c2jIV#DK(MlJE~}qJ5$j*N6;Ilx;eGD~j_es9H-ieI zkAkn`x;QG3Z&J`^K=a_~!*J@2w4{=mTvk<8rI>KFhLAiVrNGFw@Bj6sq%S#t?8KKZ zU&8C*bqoqG01Msr4!sm-(PBK=#+WzV7&=I%Q_@1+=2C0S^(yiYbu+Co;8)P zq2n<>+iq3^Mre$6^aNEScPww%I67TQR#pI{miPMg>t#1mTShoFd1}nBc<} zUs2nNT=KI_JJntdQza$SID-YPqB}Y|zbVkW$mZPefawaU*hg; z?>X4aX8;p4C{!?=O zwc%?_58&kpreo{%w-2wTXpK&DS3-PgzPs_K={M`Q-TLzGKIxRpDQv3k=R}<==w(iZFD(!lQ%>_lYoF~MM+R-lC8t*@NFjThBtkG>{ibYpX zZx?$Rs;^ddmtz8cRPpQf-<31$CvKoBHnd*%-JNW1%5h|IcC-PH^V5ubSe0MYR23=J zc&aF=fHvQl=;(Om6fJ0j4Y*=>f|~91dC;In5MF4j1Xw}`yjFBESyocA{?A_zHbU{( zxOp=tI5enA-9EDdB3S0n0=uOr$7tkQ?md3(jAwZZZYmkWR8d|oani8y(<|yT->@*# z20fH}g3hc*Gn*@GYh@u}&>(XrJUcAgc5J*-=is76)v@fBjCM@FGEb%iQ1MEM#+YwY9aO+GvHI zwxa=k7&asyC?5duGwuw>THOoo`7umn`1L3*oPs4(h1<0mYOG6CO}ErA%?dUvQvF+m z$mFP9sXG-@{!;w$h(EyxvCvc|=jN0zUHTK8CJ8)EZTKh0j<=aS3`Tp*zyEce3A|&x zXfb)La866#eLdrA#~H(#Al~vg?N%v->d1iJj0)opp+2JsAc~)FB$V$?wyH2z+y(vM2IH$?jACUNX%lb_}f5Hlw!Auzna~k7l z>}7n9R?`F(p(#aMJEd^;`O4CiY~f@jr;z<$5s+`54LjjiW z<+ehnZ1jw1EHR_8j$E3ptnkDi1ijo@zd0T%hLGjAKOq+;;nD^G3Uu4HWj~yo)H$f` zcSOlps~93rTb@nACi?xc!^!!VQL*Y#iJO2BU7$k~S*T_~+jU-d>+a)ch@><-+8(2t zu4e#zz+Wz1?7D1SbF#T*v^XZrQF3BpB5$H>pGoC-Za?!ewTw%4oi+hv8vpUf26FpC zE(;kl`Af`^VChW*b&+JehV_@QoCjjUUF-1<4?rL`Y6nG7hcH`ApexV=QPKzo@e2%$ zJsf8L?#pBVw{|j$hG3#mcTwRkE{$8tknU54v9Of_xHOF`56gxnqInv=xxH?$sB=zz zeSL<0Ei>kVHjRIy;F#PGyL}zIou{67--PTcf2+#F%Zs}nI_8dFf4z<+clGm}pZLbk zV$u-BAt!d%CP9OV)~^k7$dZzjJOL}^{x7X!MDsyYs7}+Z+D|jMgGH>XZ+YupzT+r%JWwQPX?Rg>P}|a>G8(lK zm@((3H#_%+{Bv|iUFw$)=tCwq_{su7NIQvm{@eKnDpi+5PF)A7u7<*3()JP5tZA07fn>2RK^ z;qPtFGU46zxU>N7gacQ}uM*`<8Z4R}Qn^qg5>RG*USZW#-bjsw@Jd@iRf`AErg8DE zE;JWs;E{uMZ`z$FZF(%Hhu)7<`7&l3i0>{CqfRVgG7f?;YGytV`GBCV?oI3nOpzDLxJO;l314aH3x;X4E zY3S$)B~CKiV4tm9zloiXPf=7%|*!!Oi&)M7p`ABg$q0VLzK3iFs9zWvI^ z#@1TkhT`mVvmxq;I&2&whm(ecCV|>f?=sgJ^AjUi%lqpdb)YRkvL}fhsStD7HdV-{ zGjjqfd;we}aTo$i7L7cvV_%RyMn{RXR-!9r+^pD6l=GsZB4WUe6--?Y)_%&}EmrQu zg05T$-7z9wDM2mUVQ#FGh!ji9%R7Jl)jLJoFWaO&8r>5G>I$LTCHw*%=J#f-*nftc zVc41$g$1{tnNyG>k<*F55)i#;j4D9 zd1`Ro`aXsxfEKqk_Rp;@zuV5p7z0o{2xU?c)>`HgC=a#+_&A_VL0K_9qs?%ds??_Yn) z?=4=MtilgBVn+GvA8jR?+aR<9+jdc_KI!}J?!zzKnSFQ;X=kfyj8*o~vz@OPG=cCSTYQzOq2GjDFu^{V2QHovc1OB5D#Cm$k|~T$^ub32#7+n zyC6^FvH1Fa3v{86*BKMwQ^nAJ(@~$)z1Cx`JX=T>H zUqkm9wdACwJ-Y0BwwiS2DPaygK6mb1;_!zLALLM)n&5>NVqPF7;SIdQi6TtYp1o*I zK-Dpj?*_>NKqvxwK+=AlmG0G*!_+*GYpYIv37E=ET@AaoZ}-u+>xNtN0lt7<`=cr> zC!+8fe13BWMbQ7ojT_UT-=s~E4y4KWfgnUvQ&UoX820T;AguHJgP-frZmu;DPc5(4 zU%fF!TMP~S5|rGg9kRkNPy`e3YIDnck+mQ%;a1%_@)C&JtE}y!1lfhW1-c9u46z)R zY?&8J%I(_}la8D#WLUp`{mQ3P_A|8}m6KR_%NScnAS*VG<~u`lj+dGEZau}QMgf+e z6<`^#D1Z%n}a7c6@bF@S&HN zvZbYEn1#Kg=~?waG9TfLc7lBS7w-CW0dPXD(NRcgJiY^flM{UPh4b%9@&E9tv z+RX^&#I7#&i_r&!KNEkvtD?ENc}yY?ML8DjfDAE_M!`leL;rGw7ta)yGAT4Bcka~0 zkjSG7Kh26Xe4vrYJ0Yj-KB~<^ve}EbW(Ai=wd#<}^P8+e@XkcEhpWaew}BNs1FKdL zK%H^#6i;uq$mPtJ6r1a?A_~&d%HlZxXqfXPwP$S1l-ScynNXZh007tyf2=|a^kC&h z%`#HGc=5p?(1rI+c=u+<#!)Q|I&xB}moI1e<1wED(gvd=s#K-Ti8m)}n&e#}tc`fh zKzDU;Q6VJ|q^g;n4D>_vt>8)GH&gq-lr!2NKrPQtBRmzr*=nSP$4K>Zr(CviD*_)F zqgG!xzzY7}7};=s_}+wO@VAp!u!lN7^mQy&>eg(kTE4AGunCyMN#IL90Fx6`DwQ?~ zPKRHD8j77ndicH+WdwmQpj9-rQL~KNQ`HCVQ}A!9kbs7Xl7N z$p@3F#_m3E&;cl>Wg!`J91S3yOCM>EzPFoM_6@~pbO1;58=$~}AbY&4IGg4#$x zJ?5cWRhn2js$0AD9cPqCXqHZMrbem&H1Lo?Xw|CZf#2cq4t5t8*El9G1y`+TaBFAt zlxcvwN24b4>nfXOM{kwR;_agDz56ERly$QTe;9y)!2%se!NC+_ab=RKuUr+zT?MUb zwy;BcMn_HHKGtdUa6ax27@4{_>l)0f?^$9yzw9Pd!YJOnq z9n8#ODJDxGE=K8|Bu+HamRY41?(KaY?L(Sy)h@f)5mlllvj!oQQGv+>=IFud-tL4! zeGX{ex3>zGgg$E!7Ez0DH~y?Q`K>|^J-83fARke_yl+m;`8F@hHRtB$8bDg+AN_wv3Opf1{1Yk27`7ELY-A5M zRfJrmfPw&d7b1A$Z z6k`#0&1x=|UwBwqFW@o!pcmAnjN(s9s4t%T1$~T!TQx^g3LJ&Zx`fx#7@nrfyH6VW zqDJY@-2#c1$;V_?2~a?yfoQ7`5UkrSm4VpNOno3+2-%H={P4pMig4gaiotdidVpy# z*Hb+8GuC{UeYjt%%(qolQUaaU3Sr@Avp8$d<9k(ePTY3$6MoBf9q7GmhYk&)u58rO zx*np?j+cRPRQ1X(fN6J;^jnh1g4*5ED43@^P&so6j9`i2!FCEXR;eWna^zB<`61jRgd3j(wZhNPt#vUKOmHku*FPg z=t3lPyJsXm0@uDKG8UDnbrxgQyX5m2&CbEz{#(mEj^fqv{%=4Eb~$dz&IJoY3ADMJ z-C19-n6rf;HwCu~SvG*;0bE{|@;_RK1;i~YD;wPP2cT6RMknKX$tD7+N$v!bg74O+ z14gnLBR0#=0{P9l5;+v2G3;jvJC*4qIx3Q6ad5|o#(gzeBMvBT2v{jIzv-LhX8Qe~ z;6ybd*%_?$0Ix^k@vdV~;J6J|mgZq$(g1p`!4xVQ8hD#erAu%Xr#-f_4IrtOHCK~F zTroDcAQT;ehX9D{-*duB{>8bC1TPWyO3P(N2}zs_>RHBh$lvOX3YyOs6{k75WpU0e z|fwq(2TPPB16X=AXZe00;Y1>my zq6kAW$+9i2wAIay0F15J9f?d}+ml!)hofj^nMFmDRaP(pSSuX0=Sa|`Voa>oIG}s; zVJafFw8aH(JERar7Dv`{exqZ1yq-L<$r-64F&~6c;I_UjSr~B%aajUqFOL>IdbB#v zWc9sY`DN2`qe90SX- zr)4Aw4DGlxd^5fBY)79DPevs!z9(KJ;ugbvT!Jq2rN4nanH5YtAciFgGU&CFv}Lns zijHt_WNid^5&zte{qO7g)si)Gg~h}qX2&`c^uru3?h`Q0klHXcm2DZ7AQ;n^Rg2ze z$9j6A%1qv&x4Q`suIrJyc>1HQ17owBBM@&8ufA_!U|`P*;hpH}*Be~;i_2U5NEsyD z0%DPn^Y_;%)rfNH%5+G;^@Zz299P@9v0d-|CUna`%(Lkusgy=U9H82@H3xcUJT$eq z>Ux!tcNcR0p&Ecrt8l@ zZ%~(L7^fu#ljJ9EMb#}Mw=Ixp7a;cFqZb`9zb1Fikz58Csxs6DWvtrKA=yx&D3V14 zFa|Tp%>O0bxb*}{Nztx+2d+Blx@7MHw77tH#Qx-l-I1um3Ah|h{YsjynL0qJv8mIR zAAckfXA<(@5D_VS!+W6s{(vNm8gO&HLggi*J|Ln-Vu((dsl7){57oR~rE0dUOM_^m zoH6$-ve)3i41ffh&g`~i;Xc!><&?x4ccb)CTdq|M^woraY`^EoHNz(5a)E@svE^<^ z&r=c~l18M0zFi}zvA^-zo26Bkh}J3u{9cso81P%2&~UZkRYwmpEt=PZU#~?ZefSNB z!7GV~4Ncp=Xj3CZQALD}nLfTnUXGi3KPjTT&Cjx}+rfoikT~G467T48t^S}|=x9Sw zzE7gEeX@UXv0G8mEye(VMI(4BYf+&Nt6C0diiAqS5oKbQn(xe3UflC-w(D*lbQ%Oj zBM|VD2^AvjaB^az4uC5WO8mN!ZY$U-m`=!tz*ebphd?6CYKDUF#n||IM0cApsQ#m=K%V-?*on$KrCL~b< z5)~tFh6uL60jkAP8q5l_JQfbpXmHOu7l?d@mLY>g7y%qJ?hyqyxmS^wu(d%+A<7KN z>tQvW>R?38Xad z1xQCVUh4C|?%$t?`ZoljmZVjXutK`MG0(<`wDEGiSme==CR)o4vSi9DDA)i<899?k zGzl0KVrtt?wP@#AQxRn$rLI#v0ug#*j-b{0cDk&#-uuP2hyvEb`i`eaz6?cieAE}I^pq4R+8g^q^zxd0*Qe}#6f1p zI@L+bhVDk#wM@tV$=oycPm)nlwuZ&1I{F7px~v$dl!dqGKuJlkOFcQEao86@dk!q*+s4)muL7SNJn| zR3n!wgG~tm#Po%U^kIxn)*uu83dSTAYG#qlJc7n z&QH)D*L){{IV4M83+~!qF`l(kQB}BDBN+-P$XF6t6Hre8OG?`kA`h&NpPu}5ep~Ob z`#fX=6^UaTb>S6{2F7R9A~Z z7|tU@mQB+x8h4r=xPEMPFecnLD99j53JNDq_7hA<#+6AODsq6nzrXY7O~=P64$U zmXt|edYG_-JOXharV5b=O1ms!74?{r`v{~Jd77JafR&Y1x^0kUqsUQpMMYoS%rxkt zTGa_&-lT?2x(QecLbfBZSeWf!xJNbyrS(nPY~Hxh04)ovFF#&aZ#B2C69C_W~gguG1}eAuM+yHbxB>|aiL6&*d4 zl--qPG(0{Yp2E%l@l?!%`}c{OwNUG}5{dQO-q_o3Kk{FJLD-PPxf#bl9#aP4QO3Rj za{b^08H9h-3hYxMdIYDKuFMk&jA(Mm)YlhG%=>Ele`pYXk_J3VN;_uzqZ&XO=pOASU(TjfiieL&Pb_6eLJ45>CIC!w6 z&prCvx0}Sd255b)^>#G|{@_o_pQ>K(;ngF?3Y1MhK%MKM+u2W@I#nz9M+)up+j}$b zcgV&_LsoVM|MvIUX>6QG;uP>#+Y>d+K)DSp!$%dNLT6WVnw!<o^VcwrRY{6V(}6^gi@tqphSUxDmuJ|y4dgS+^$V!its#K>{k@myQVZXn$?^e!5|4(q z$joF>COAWOL18MATm;lNNjSXnc!y*hG0k|J=MX?f@Y~=yCL^4XrWjckvUdtvDhYUF zk`YTGQSRe0Pw8O(nzllR>47@z(E9|En}iS)@eWq)yET%D+niwCs{IEra1)>b*`a`0 zQEhP`))-~h4-y3NaZ1a|DiMcAOX2c$%B^afFZISEGQftGA?!#as1c2ct(y>E!?Cjg zY0)gkP$pSu_0XTfngf!#OiY{^vn3$)dZYyt*B{UV)Ie3lZ447c z5Uh2Lj5^skggg)S|HHcY-XvC;z zZq?=$=YbdQz9AvR=s9xim<&3`nvsRP)|=};6xoidVR$}%+4;?Q$06xYiR(AVET8X&kmqh_3k*wlv5Ur1z@bZwHW#t78|>==*zHitMnZaaoYr|cHI7@8I{ z8Hh0C7lxC5C6Z}ZvSk#QSF5IAK$`2D&P<~KsLmDpod!C3SYK7)$|^whSJay@%M@KTMBxwv%l`(K53PBG79qnitYy z-nSwaRH)MOJ$9}>3C4_fu8_vQ_4u+!`1c0UkZ+dna8=2QqtkAQG@Jlp#qF>fPG)Oc- z|E~7sP>=?^cmhjeuq8DTt;(yUw#K_7TGh%raj#A__LSTpdnAZ*i(q@r)8EclqkI6u z#w<6W{xrP4UgBKp{S2`%Vgximm)XI@gvxo15uTFH@>;4R`8 z6zLv0_`=c$d&S6Rl;Qq%pn-H0UUJD`j)#^D)%#`6`#0EX2`=Bb+>j`^purS++Ski~ zhD50$wi6kU2SS9R8cWX%v$9PtmU!p$^bGErLS+kvhnZ(mEQy=`?xN|wA z`U5&X&Jb(Y!pe$Qpvyk;;p4|u&8v&z*TF!dQBTXt%gc!*jAas-lXJ?w-D2LN&}Gq< z7dp5CFgAG!u%3iSZwjJsB$VF#j~1f$NA-N6m7s5^KG;u_q*oeiMb0OUx1 z5C*7Tm_y&5e3z#pHldN&qtObdG!S&=IZDJ{{3Njt5P2RmU(R(IQx0=OUo}HbyFq>> zCJ#LN$F11m=eg*B!~%(4>p4nFU|Y8F!tAKg-Me>5Zk(7v^MD!HN zKTWpYf&=nFqBrmyb_42@?##1!0zwMn!-t%Nqi1+SuWuEfk*w(aD}=TAZUL|9wY>q%Y_2CKH0$IV^WQJT-;cSHjnkZm&PW=F7{WB9pIGKqfj*^a2_ zyFWNFLiT`QwuBl5qxZzYGAzwI$`HCFy-j@cDTYlSxhbF3*7l^0Azh0dp=QY@cmc_H zlRJm;>+n|fL;Lv;E1wqNGZ$R@^uNzmF#Wi8{sM(Uj$M$8B{T@wk?ijHNWYOn@jZ^i z7jAE_y^;ED*gO1{1EBl@_G~^9)>F0vIg$wzRz=8pNup{V`p`6xA8{8UOn8^xz`j#! z&rx(0D?koutQb;rVI01ip0>`n#r{oVJ!2~_2}%)0Nj{l+YzO7`%Qx&}_?>2mC-bL> zE&X+#qz#e_;08Nz8Q}&H?7fZuDFpuJf9mk%kWZ*R#KDGLIUOHBR(~P%G1#PcNF2%N zT`@L1f+b0ydlOQD?PR7HL>ZWTG~m*tQLvY$bbZ-nl)kmC(sVnI41g)fBPNuoQ%+Bu z-b(>nC}*zxh7&4$?GfdRsTl_S)gnn_PKk+pv|5{qui^w|_$g~uoILA>7=SexH|bnH z?h-U*Un1HdIznQbL_MOaT^3Ob%8K9-b>iU`H32>L>#Xz|i!ynxfy3xCAhmuFNYo0{}1VaYQws zrNOn0$Bu6DzA}#@X9ezAkNAt9kB|J#stuF~c9Oc66w&c8#X%T_pfe;-G2LdALSXOO zOG7wSz5N&{6YLcPctR0HjfD+2gh77BO7@6D%MabOjX4o2p#n*?@*B5Az(Y8~!;|`k zhwRKIB9!RLcOAlq*6eZX0XZUk(t5EYkj!c#HozcCA}RNZii$kEb`bDK30*9VTpFK_ zWp}*9%Nqcr#*3Pn1`#1U4Sdo}H`t5XmG}`4pIX0F zpyQf?R+QvUqKB)6cV;1MVQH1Vyw?iEgN!Jo94GI!^>KmGj&de$4&=fJdp!^?e@+r< z)Or{iBtBS(-le{CZ4IngBD* z^J(;e7S^Z0pqW}tZWE=9J9q4eB>FYNl|HYCf08$x+yL2ZCdF;Jit9zS*N(%N2k=7~ zWx_Y!|0sUp!T?MgWx#t#9Bek@U794Q0zjs8G@B04M&3s;*HSk>5ASvu>IA<@y4%s5 zv{2tn7X&=Hd~|=H$ob~rKp6HJ>{d92T}~tp!ru#673;x6<1Ej`$q<>MvQknF*!E$K zxHCH|>#H{hUG(+zhOjA90nas>JSM5CIhx*6gocq=k;}Sq!-iWJd*bOp38%~GstT}h zs2_zm8El$Ig+O1?yoenl>^dHZ?K>+C+p(gM`+P&EQ|`y!n50_MV1@ju040Y1OvFMI z;5dXjZ0FADdkwi_laX+MH_$S+!qXhLIRWjF69$NI!q1;|W`cNeh>sJuEX<-gNxeC_ z;DE(xdC<&ZFG?%Mf`m6UnkMPa&u%;5IW}_{X@~hc@0*(i%54L<6WIMp@%bIa=Ku>R zW(=8sWPuPM4FD>MGNb^$ft}QYjV;O2S?MtHP94SI*{QhB-*zZHme1*6n>}5HUFq^< z|FJ=^!f7fkOFUJYLV2`(ix4HE5!vNWfO2GCU+^R`Er-*4eMhhdSP}kK17Rq{sOSqe zy9$(pT37l*`3^iGs@iC4`r+CfH?r?)lCy^kM2@w!)G|}KB`Rd@{FRC@qh;J?8i$z0 z*FQ*vEI79Xs$)FaL^S5^4Mp`V>P;RZz>kfCC=>=ZYzaOS*NlAyc!riILL^I$qk0J6 zr=38XaHnR2cXjUU!`kSz_Y)F;P)_y|lIUM6n^%3eavC(V7cge7;6~GFY%qnPiCn=# zY>GI$o+=M=&1wKMm}UzDmPkf)`_=hzVd^ZkSn;(1Z88C21O$Y`kk@7kc7ceorlhP} zAksFBO!%iAYPL|GNZ|$t%IcER`g>yVJUWem90ut_KIIi2S`FebHdZ_=S{UL?(#Vx3 z(c_bE{a#_yyAfPyMvD!%;hRh*{jBN%^Fv59%fdLdGa@dU`scOCM$e?AtnUF^1i{*)bj@iv}#RR;hq?46s4Ofu4a8(Kd`c z)d%SL2$gIh1W0B;U>03Rt^FeoTp}3=5TR%|XJj`A`3Tu|GVC%ZfAvHsj@BT#TG9lF z=7JAP;Wa!zq5G(2;qeVJ0rsq?oZ-M}LA$Mb-7Fx3ogl|O{A+I@KmrfGcN}Us|0tZT zYq*dZ0Q?hHUc`=cJb18*jsr7i$H9|^C3PIeP9My1vLUanY_|@MO+si1y}x%)Kkm3% z)2>tZ-Me?>#2SR*vLGyZAj^}QB?t#^4=~0*Kz}Wafv{kjIt|%$8H603ke`4f=P(o( zQ;o+RxdG$vo&iR7bf}2*?{#!zBDLU*5r%pU*~N7_b#=6&e^g*b(+GE0XF$87s!AVc-x9dLU;3y=(OyN3=m^rqpW%vDP4$NJ4>hzBc;UFhu3l~4X zKla1lu0Q(QS-KxTI5M+v&o7=PKjYrC5U%USA|wG z4O<(ekBt;cKmcxq_u-0~YgYdD9iidh4@Egt@(OCXxa`-~wDUWK4VOkYo@d^eeD@Rg z02E6_@H?C$5Q}8<089jIy~RN%M9D4(sxWKl1Mnb$ex#HYQ*VebBdvNBsdEccI?5@T z*`1?REXs#Qk`F8n?edO}d0~!29E8RpefEr`CptfPA3SL@ zq&RF;T(xjX@8-=|g#NHIs~L5KcsD~x3;Q70ij6#4iS29igV}qktmqkx%Z{nqm>y#a5ZP{GjFvpNSnOoT1;>LCPd(l#FNtstFqvJIm6jAK6s3!-Z@rzvLkt z=FgI&k?o$}rly1le^UGmkq;tVLcT5qKp5!a0dK0AQvVY7zxH zS~_Ub>+42}azKdT6={zip+07bpx$1#n();*D@>z)V})+q;>bf6&!2r;m)Ab*kC*5F|7g>Xz6l* zT-f!(Me?VH*cXL)B1DykNklG8_6(DV2U=$o$(cY5`fbZ*xjx-m5!1tQ-*wh$oWp9f zHK9$#vRB+oalvlsQwogF0BW(}!*=ABf++e0*#wLfD$(0XR0N&{$qtayE3h$B$7FbH zEE(fCcxN-S9J&)Zpb*%lwK|xd^15_+kUd>q{*_i?T3C7cvxxO)w!8_-3*4<^nFO4X zhaFPE!U5P~_W}i(@u~_%F5be86c8$@Xi>Z7V%Ae``}~1*EI0J`H@0+y{JqkW z+5TN~*ET{&@J&wo=+&+)3R2$m{!=!?!oWyAdIHo_2$99tn~mlhah(Xh$`4Poj4K?w zl0(0Zjdj>lC=LYQQrMsPJd48Y#7#@BtbBa3nez1TzpM2BO|^}QnVzirPqn>W|Dj3> zd@+=1BPD`D6cc>i{^>JL#h{!q@b&&}dC7`4rB}mhXV+i0p7LP_X`}c?$WcV_Xj9+q z5t_)Ipim|W10!GmL!tk#?co1B^S?(bP!Gr6Y(L6>RZ`koqrd;~#?6do!sfqWoL*7? zbCZ&>Eh+}HR*b&3{Iu(Z`uDFr303iAElk7!ACk4TWuV;tfxLu>KP07n>pzyohmY^Q zKhM_E7)qUPo=orb3%rDOc7_V+igIQPV_!f-<(-Myozzm6pENG%MQ6CV(WVw=*aRLh z|3Fce_`CD5u~9+FMZCNMmX<^JZKE8JUGgPIlK%IxoS#b3qHp;8v%aG*piq#u$8ax) zfqS$|*H=(P&DC{wM*1P@8hKUho2Uk1lhU5b+TrLpVH|b18aeWZ^61J&?X@5G{Lehm z@%m4bK9l-SPvp6z_3K}lRn_MIerSp~7ys4g%N-lh+H6#64>8fqiUQC$hnb7Ug z(%dw%p7JJhO@-UUbB%>UNp{DDZlCzjM82~&*1iVG$FH$G`qSMV8c%oaItrIp`bk{u zmoZK5-wFz&1g%2WCN{bDnIemEOkQzv5z4oHbIAb*$}Z{G>WQStolR2-S$oOk{YAXV zu`AqgN!s_w)#^3m74T$m{kjNNtAC%=it`vK5x=m-s4?u&(PrLpFe-YNn=m>TxD~!3 z_dd$rV2&%Yda!PCDm^LRcOdzolY;O5BOI@T$@Q*FIKy(m6qN42;96|oZ-I8tyZ4DobDv+F;UzSr)g=sG;vTm1dPHYO3Z%YH{% zivtpdQI{T&kL3tUM3(i_qO`safxvzv(p-dZrNJBiikVF&`On|>S`N$ChK%?K3nN~> z;!003cL+(sq`W_wm$xLl$%NB*)!JN8LUV|X=Wu>@cE+_k>5=&5Yq&W|&Qv)dDuE>< ziJhVJvn3w&0(n&58-kjeMQvx>AIV>*=h{pyTM`iq4G+JWdJ0hWOxQma^3jW?6i?ZJx^W&YRSTXmi3&r+dkQh0oGTEZ zt9((XCaWd6RXt3oiunJit5=n!*Y@x3;k`(l4H73HJAtsRkg&$3)m5=-oSS)p zWGF~r0r63?&kcOK0sa^p6?BpyL}bBcAeRq94ToTr{|zTN!C*XXHASJAb4*MA{YL+1 z47U>;7y6(!)SIga1F%s+#FTOU89>kkP-&!=Q?T_>G)cQy3&s&i2+Sb7GWhUt*eCqD zUVM4Tte3l3S|<7Mq37^`=+DY$*T(hS-7!|=*nD0=52e;adL*_du$fvrj*XNh=SpC! zWFsgtv^E*YVOfKd%sAtY>;@$JjiBCY7wlUXQT^zNpPrcASp$6?CR)J5u@cOj`yLxQ zw?M|8K_(~x{1!@+H!Jb#v29Ks>VQl;-VXUYjX&UUf9p)EjpwUZuW%|_>4Fd!SMqEA z^=J0@{})||Ts)4pcm2RwySv0`1(9FCcDKjQ|AKn*--g%8@!y}XbJ>jw@H$8E^zAfq z)DFOxA9?l2W~kyc-VzeF!Z@~Ncs+c01!40{nd+TWr8kQ|np#CchhXRDr;(G3#ON#t zH^Ot=-%tpULR=4WEELctwlZfL4*6}u*c8bsp29jXP=Z+1o!-ivj}so+M=)Qd0pWvWwf5jT z`jsnvvGh@W-Hps9q4q$RF9Bqrb%6Mkgcj7Z5}<0rGmIo^6#{|;Bu={@7>0aAA{Gh6 z{-WafPFJ?4+r{&7Jnwz~iGjmeVX2jZtzlVjvH-DZu_WTb(5yDQYI(yo&+GMCX^F^x0boE|78n~(#4rRof!ytynlqH7M}f(w9>)hK z1ANMLy3Zb3ii0;w-!;n`5&{Z_`l5@ zx(h=W`U3?mn$zRHaeUHHeATKUQ+mow1pKtvHb?HL+ ztlqzynyNXk{KxOnIjVEl&t_1dFo<=Bgha!0#XAEcDSM?09(mFQuVU4CkevJ-MJbv) zNsi-;#}T`f?Kt1XCzr0N+Wzo_dODxr!Bn*X9`R!Nm$1VJq-hS2%FDg`edf2C6rO6C z4rW*ZYq_-1eE|vgIoRb+p47U3<3={(x*#_~JGAJ{+^(IPifC?bxwlx7U-(jW-5)=X zSB1>~Mei4|;lQOg+JZ zf5CeF4K2ITOh5#NgKw*_7of5H0(mwDj44T3D7_pOUIY zOoU|g4SY(ahg_3IL1Eb2&?0+c;=F3{(2_mYzj|bMS#q{2Tz&Ir_gm)FkPDxAv-Ij= zZ;9{Z9=|kqNgT`C3+iiD4-Q5csjzg3t17JB(%&%lGqS}M_H>D3#aYrG&6)fx`R)I} zbl=PhFBp$^%4759IoE`&XXJ*E{@Kt!7uWvh_#$+df`X@MHh-^&cUzwkMUB6pW&R>n z&qM*=IyZK-jr!lx=aUit#nDg&=@q3Azmzd(!#qSpG{^CQ*H0f`LV{Z;!?u-s)yxbU zAO6{Sp$G5$CpUv<1Cmgof6_c21BG9`J>|!-qQ7nim8rQ4Y0T}-ejd-e626-~yxFY> zLq;5m*P~Z;F3KW~qsn@NGYaS@rj53K0Q}v5KLXiYcrlToP*I?5;L&z|el=s`Z|`tq zIbFjIIjL>@J8Vdc|J6tRp^wi<&S2&wx!r#;fvLeYc7Hjj0bbYUH;Y}qJa_V8u2k;c z7_TesWuYwyN(ilC-tO)fMUm&AMaO1gL2vK7r|>#0Ch;9bb&?@rdhKT&+V|dM>NokJ zgx?dMtp4!rB0XiW0Q)-Q_uPc}28yPwvO#}^aJD{Ih6@VRW@ofY{dRacILz3+pqw_7 z6OA`QE-zuenU)(a!Ok&#{pOj|a`Bq8f2BBIEMzS3v&ML2?AmLHl}TQIZL}q{Wrnw? z0djhCEjZ}$8}%ca_V&!CD7gg`!y*!(IbC_r5iR$9%+HnkEh8N@!%h3;fmaN7@Yc2c zEq4o0!ytfXk{||N@1f)91EpzLEpS?#XH9Rka8U|`9V6_Xg#H2!27rrbNx=sAC=FF-EC+?K zw$tdtPmr}pNkwM3ZN6@!i#)0xp#C1yX#l>12ZVVin}9GIK})wWa&V;2o1I4GaGzED zdm&G947{P6tb!PUmjVJ2k&3Ayd`FurRj{32Gg>hX!PAOIU6&Aju-Z1yBiJ=@WFH3ns%?ZOyN~LWXMSu*VUAqpmj29xdCTa34G;lVW)d<3J0%fyG@RFmVCFe;J zLIAziXTO730UQd{iZt9lIDWaw#K6LG-jUGg%B5pP;#joqY8lv!iuHNNPXNoHR$)z~ zB0#K^h`OB4h{e`}{-LDmt@kcJ-y>pv{>D9f&ee0sPEEbhd5^z;EOl)lj8It+I0M>} z2=N4=;UZ+nd(izZf((<}SfZlVSlXpamzbt|6x&k}yVFqb_#)PUE{s zs+x(AxudntlCbsC952$4Lik0o7!*ATXDvzz1VR7c5naZCQ(;J79GP~g;VR;L8AY>l-KOZNs&459=kBp#MAPo%B=r|=+E5h-Gwr56G)+DqG_oB*B13JlY zApGUk;D%cRlxhT!E#NI7fGrVM5olWfKN{yTG5($E(9A3P)l|gm@#3OE_u*WUMo(b# zy+*7@9lwy;CLV}n@dzZIJP*JTVSp5L6QY>zkX&@-lkfsuG()Byjs3Ya*5}!#@QsRWbniC ziUjWt1!YS$GfL-v{$^A{M3+*M^T-LcL>-CuUWbEXdauZ_Ez&{T#`lou`|>)Km79Cc z7|$6KRr}}PUoO_V|J}+^7MZNYtG?*`pNa>*$_O@b)*-EBVYzh3<3@?Q8}kO8P!MAR^!(CngID z2t37d2PU^-iN`#y0*k4sBc#N`)@fo6%gc9m0rB}YRbRocS_}lT$!c&g9qI5$Rhg^qD3riA>qwb zo(CIu#j5y-2n)&>jdmE^No0hLx=zUyR>89M^T2$?~>@Sr^~zd7}Y{6@KPGOJ5TXLI8kBM;Hx&#qi|k$IB}s(?1p3&kTJa7Kjd$ut`{0i_m$K zLNQ^C16$~x5yE)qwHZf?Cv;g_Y72v{f(LG1X>K_ zX3%N|^7o;YoA#H!#^M=x?10XAkXBqg3PaOum781sF??=x2lnSF5C|0^@emRv1d-#l$E~zJ3Y%~TPlYbBJ;_atjikMr^veMxXsM=w%h|~(dL6gp=pAn>_-i0f zqUX0{CGEjg7GYp35SKL8geuuDJ|wOO9ln1`A_ zNr(W|U$O$KJ8)aJ?Yw)5mEbi{EFm0yIB>H`*E@QlXzCIBeuSpJrj4riDjf_PIAdbL zxfBnWTXhPUf{j49vV0ZIgmdk}2c*FJg(mv`LUC~bUmtY;y?K||vyx^DXI6VTpy3|- z;(qn)!I)bKPQR@(7((}DaPUh*5}cEh=S(L4g76Tcu!0?{j_M063yHKDz!io1zOX1U zXJlHS0Q1+hTq+w@LA*#h)k#GH<@b&91c-pnfSxvDaBz++k%;a%0YnnP-l0lG`kerv zItTWCQlT-;{w4z+A{BIZncMi|^KOw*3SL_c#nse?1-1>1WkAueJORwKk9)|f)l z^-XYI!kYxJJRLA~Q3ng`BO--G*He=F$Uy{ySOx5rr@kX;&_N7+%9Xa3RRTOhJ2!&M z_{(?WI@I8;AZzjKTcJoG)C2bCHj-u2uLkI{3;)kKmbn&k9qbx}eP01coOtkbAV2R# z#67nDiQ!ZTpc$74udOC*{QRz;7g0Z$D-zn9N#KwAnl*qO#z=+`|AD<5@Ph!fhmaO0 zm>yAKBXa+mj4gdH~)h%ZKJshpG`N%{xiEO&kxPYfpm5<=j%i2+vbklQL4 z=I8%S3>>__dLFfTf9YZLHUdhO2!IiB0tDX1zyl%e7O7HLdK?EAeqL~RrE5C3%bl^j zp7x(PD-!)uY@nb?UFzVFWG@aJtkks-dW=y8Xz{vmkRcsyz|r~hWMA1U&a>cL-y4gi z9h1u_Z!Vhs;W+q<2T=N~Ve0QhV><&&Uj#Le(!5DL_s|S zr&LC1aahLVS0Q+(`T74?x?&Lcv=3-tEj}DM%*&~bdNhxiq+et8W&d}mKxmQ6T+M!b zT>j zQoYdonV8-8QA+l{uX?1yvq2YHC4wJLD&=jD&u`=|;+xBB{A)2i%ljq&{-Xs!yJRC>l@6-WT^;jc*m>+D>a8aRErdXfrcfXJ4h0YDmnmwB8*@t0~7QTU^ZO)_T{ckM|k4R@b<&8 ziSHE&>o?uStCIuULh}d4$w;KRFC5;d06VCtoK-h}f3sRy#)+HVIujDKV2I9X@gn zc&+?2pbeg$^uN!(DfrUcSec?OS=f=EPFR%3t+>1 zXq;m(HKa`^cWOwH;8+Q{B0HgkB8`2=?b;a;ghkdq15_I}=LfI=bOiGS%N>i>j_MR7 z$O)DU5CXtpkyzfeX;XEZjwep-Z6I@+M#5N_R}>Acz$fmZ$2TmBh*nheJuO~d@z*e7%Z5_?9kC#fiCmi=xCHNBWBu3&FR+&V+2WRnm$Vfq1#59n+K{l;ZQn&cSls5 z96>b&p!}0uLlFKDxGp#%H)BqSateCx&pf%XjNEVNSC3F8FE}KHYrXVyKnIS|2VkX= zrQyb{TgHH5O8>!1K1a(z!Z>Ye?FQ=N;mE5GA2MH}QayLd?i%{;eT$yY_b}~<7p|G4 z9bKy+6lg@-x*5iQLyXS5nTXAu=j`2-`(j$`U(O}2J8^0bt`KgNJNm0@zN)XMlzrmd zc-?@)L9&ChX{WFE0pCgnP#+{PefuWu8)~?0SW%_@h3z{ZdFkiI6xZ(m@lf`bKa|$> z{Vey?EMO`e>+%vh585rFl3Zv;gW+ca>S2*kRPRh)-?ZUu}aK=VgIVWU-&kcT0%a+$!l&N z{`j>Dzwf_<;$~~`zy=5Ag1f&b0^R#z5N zhQMm5^!ysy`K@ZQK7HY?rxeG+HCJGPHMXzoE}t4pIeyT8qn%xQeaOHd)$D+IQONnl z%sn*mEBRNgLT5qK=Xo#2@qpgzPF^0>75Qn3GNOW>=kXBSj8n=jT5a^FVNo&O`8x|1 zzk&dsBa&`D^8Qq41aiXgzVU|l4&jjiPybabB@18#Lp4rr6r$drf?vCGL(1`tEYZFG z2YinubKl|qLU{w!g)fTq$a1cH5}q2)wJLKY;FN+8#jy@18dqSK&52^?=U{PKg(WC? z=apPP<*v-BF5)QCYj@QDuOcwH^|h{*E2(iqd1b#(!GR;EUM(p2@PXSL`GRgFrca$> zsSylirlx=rki7E}-=dQ8hV#<7mt!MVKTajAQ7(0V_|TDgk=1;sJisHk%-6;Oa(L^_ zE@cDu$hh=LCS$!4-Ffq#jV$k4L_MP|1(k>cVyhTfo1-LU(>LhtvW<+QV}_Y+hj?TG+gi8CYgdzh$Df6j$Kf6*sjGY#Ql%V3;L&;X<0rZIw_>4y6*r-6kSWf2o+w z+BH%tzH`_6_}QU6~#C!Ut(d7;Z` zIc%DelFMH!gjC!#GuTN+NdAqHnkE|#av4QiA zT6wzu(JlqZk#KxY$*R(u;Tk+<(X!a-+8mZ^-M2Eo;nSy8)0J)F^`_5(FWOp{jWy}5 zj|J<-m6VDDZ72(Gmo8TRSgEw%SQRu=4}LgDU8oD|a$#!k9!R>~tYEBSnwToJz)64r zdZm^B*v57X6mzho{?xc(+TGNP+SJ^Jay3D42aohX@x+RhbDx%X(OscBam8E6ztc8K>}hPSeU7^ZQ&JA6D_40dy);%e@Ns)L{iyWHtnNo9 zzQWhVN`JikVyrTt7@fat4yVT@7`MPz(_q$SeS=uOJ^e(aH$(q+gR#)9*kt+=OhnD% zzc>-i0Y4{b%w8hwW4we4$LvO31*NJiupQ+@E0dNGdlmoerU@?INFdO+GyJqrxtnQ5 zVrmXdxaEvP`kyt2{bMp!uasWT{qp{grgUSU=hB}dl*js19=0ofA9mcr&@njJW;8Ff z?q0j z(VF*|=YqzQu-sY8Jj5L`yShV1Wbcb?!s)i;`LYLMb}9I6aX7?uswWU6+yk-&borX# z^CkIY|DcZFagJoX+OlJ^yDXo6r1tG>&x^WL&xlIbT@IkTsRah$SXNE@S34A&GZHx0W^t83|wkNpU!<$^gw+%fw*m-Z-oC#J65^ zS}uAuo91<4%eMY6kG>Zjw9Cjmt2UYSeVYI5=gd3}j-6$7kLV;H{CREQ6cQ#311I9V z;H~FCy@}ABAjh;_o-k;kOD~zUKcX*e`+y4So;;~XBS01tk~Q6QR^WY>+ou7GhuPCJ z_X@d^Os_ ztw1dIZ+uMkKlqp+Mx^r1RNuZMUqk4@3-D4v{idd1K}1Bz zgICueu#jflhe{ELYbr3Y0(TcQ-9*^dG%*ES5uprZ0Em{b>><3=Oe-Q(%P3%QCy+TU zjHo@z&HvFH7%`ywv%gVX!H9K^q8yf#GpbE+&!m_@=%o;?1jcuvO?l;@R_UITuNDAq z@`*rmNW%nQ;bV;Pvd0mT3Uw0Y%EX}(-Wy6#q<`Ze|G{~Ez3&m4^%!(sgw7cO&S8|! z+JSz;dWpF*JL4GvFt-w+^hc0np>qp;EYPlT;UPsHKVOu652aRiSaFE)t15^x$6wAp z$I#(-Lj5A=N4*cFHkzk4FA;IN;)Wp*8?DtR{1#|*u_9f-0lVZuOG5PI7(uOtc-n}t zJFHl77>x5I1&UaW{~A0GE{#a*zR`cVtRr^1OXx{(Ai3D`%~nR!AgYiT)utg*Z35P( z2AF8lOb2Wf(NNTc1TT9x5}bZN>oKUm5nglj>snY;VyQpnPQ3o+U)al}8}rRbz}SYU zvn1^kqy@lp^$|UJce#=9Q(4o`EUtZ+Zhr6v8IRcJ4?bp8(jB;F9tCILH2AOO-ktUX z8D*hS+4BjUSEhX;Y&;`+bPg<{qG2Uf*e#g9jsAl+D8F=d5vAZdEH6Lt`Q>0$*0a=kea;O~b!j-9kDS={R*LzK=hW^32L|3%dWY;D(jS?N9O3<^|PJvb;KGN4!x` zh7-@F<|dPU@6OmowOy2o&02cpZZ}bOdB>=O=&|3DRR>Ws^=9?A#4C9#+(L=6f;}(I}?j1{| z7?|eFb`qFB>&=HEHe0NnEZ$t;U7cAq#GTGvo3VSDq&cm;&vkSA*;r^0dPZFNY!kT3 zqTogHk`+~=IjrSz)A@|Sy%xI`GN+%J$Hn`zyIh)mhmwM#dR9-B^@rUxZM8+8!D_0J zSv@gPnjvK1JEGV_HKXMKtMKv16D2Itdf6n)7+OTTnA3`+;Q2qn75~CD05{Uic8BER z`hUTMP+YMv9y)3N?$xsPliYB+aq|CqGf|4Dnn7es3~&zs}^71W;Z8T~aw z#?|WT9KFloM^#R`nG~`@0EPqE^;Zh+C$y+p;lW#@x7CRggCXG}Hs)?;rc_ifd_T{j zr>yMUKX#8baobg^D|AjRZ#S9~AE0qKaBpwyJ?8e#?j3AncPGqB*WA+rNz-W6_3P~e zZ)^UfxJ>7gXSC6FUFR7=pM(DA`>e*QY0;b)jH35hf39>qHyb`?nseB6VYUQt$5ubi zGLUTmZ1}3x)?&Pe#Cs~AtVxfxN!;#vNauN5b}dEO%$fR3n1FHHTAQHnRu?t3Wo~(G zrlW)o0C@6ZHtk~POVz{Ov+pE=4~Z~uTC(KyJo!H*7c4n;gUxiO6pO|g9ohW-3#`q~ zyivAs7Tnl)QgzcjkL{& zvqfR7iC<2ln&M<^SfkQ@I;yASlt&BFJ~es6Zl5Mv*)}Ng8C*`tljY>z%q8df-BQ)V z)UK18L)x*;1C}#dHFSPV1(#jzg+tuDMdKFlgI=jzy!jgyv$d6Nii(PNUmdi-R1?}_7Xo?&9Ewo%PjFdi{6a@!vGe;=l_MRTI;w(AFJ_?0WPbX_Fe2#ecCZDU>wriuLXV8GM?CU=lYvwFf z^3>>?IZFNDT}q;aGXn!5;s#H&t;4wFW-cdMN%`d(Z&3U4v~)0QxqD2-ycgj==R7iR zHs^FI_pqF6h+LL}<)UPDKcUW#pDIjPm;O#|yhBHv^g5o{n6g{*7guiDF5|h2uT^5{ z3K4LCo# zzq#k--j`e`o{~eUxRF`(qVbTArijUht0*&GnX;>AIQf*fZHvp@ z!Tx8$>!s9=8{g99>BTn6i$LK}fv2RTKDT{ftM^)S8&9Du{%xt68p4aH7dc$`L-v1G z=`-<-B0BVkTq5KaJFSV5>aCvGvsaTzdNk&lU+p6Q)>`Zdh*GJq7- zSoK6O-CCi3S^nJpTg#|W$;H~9|mvbE#G6&G&q1XW!XunM|0!bcwks4_AuuY>ArBQ;#?6 zGpMqJx`Z!1RY~E`-yF8&VaTTQ%B9=Egr_~g;J277G(u(XV#laAT%AkWZ0Z`er9FMP ztx%lwaG0Ga*9>jP;A#7JHOH-f-_CH$o@+f^iq+(@tP;v3DU8=zg3>Sw*)AgL<)7d3 zQAIl?fYZn)V#tDfV`z^J=Y@sZKR3er9}N-atzsKwT#hs>NaQeB)8BYby)-E@r7oz! zKbz4gleQ5krWosM)%qqQO$C=Hu1k2O(+RndwNIHns^>H^7&=0A;+}BDTiY4i%XyN6 zW(>Y}^<1!7MAjTgLwf z=ECT9z3&MgK0i9TxC@r~L+5wvuIP%ZnIAA8pKu|c2z^9GqdYSD$~ykAj>6@|GA4?T zeY~}vS|%%rXZaSMiJxeUIv$evEPkHuH+xCT{a2B`Dq~r<1&r3C`~f-m`UdNS#9Yxj zw4osz>P7mMAv(~O&? zf-p;8f2ZB~r?6)Q?fzve%-C>yugN1)wrVC`ALI{qEy`Gp$3E3)h~H&v;dlIxn46Dd z{Fj+OL~C96QSB8Y%>zr?C=DFw8NZJ`m`{o2FQ^5N@vzleNw2u>!Z(5$daSu_bQ|`? zKBMovb$RFB4*$+9*BlcD@?q+8+m6-mt85Hf);03c>&aeS`Oq>KA9Eld(|L=l2Jl=6 zkW6~UvzlYTPj(o?{ZPHZ*-}cvpV{&tul{1nc8j8P=J$@k=qs7iHU$rp9b@u_l{Sub zDA(|aimLJRmy}wzpU$XCbh6xYq9&WOnb$$>wPDqdFO9e9JKnN*wU<-W@%**iJiXub zvzk($yy!f<_o|Lbc(0E1Z@ZQ+6v_7G@!fi^h<|uE{&R`NS)Az{aVAzxHA$PT@~31Z zrBp&+^JKQ<4!mVajVKC>9KND@f}i$aLGjN&TI)T(TgEudJa2{c)q(3EdWt~!K)C-1 z?;|2DBGatwT(vRnp3%bzZspgn0|)R;jXcMXf7#kwYWJMu?qm@xy-oq6rfSGw#%{;K z^F?ngT?@lEag{k15sE+{?#`j;LMVu!P?8KTNE%xm7-yni$NN2ZHFBPg>Ym-w;D0GU zvlI*Sh4uPNj0Q@Iui85mlli8ktFKKs4tiIHj^A7BBP*pEI_VD$(nF;C08IVJBO=fy zgw;gL9;mZB6I!l^w%k`YR2v-^Vs60B6{;KK0j5p>FIKYu6+>+2?r7E z6V3IW+74)@BPue1I8J>hdQ9S;KCS$A>G-Ga*_QU2U9At885!gv4Hj;Dx`yYyc1xvA zT*A@z(E}TbhP{@UT@GX|Os%Z7$*xr%m%ceMGwHy{Ae499G)d#AM(FwYhf5WDFBX*# z(PjHOLnmhg@ce`lihQI*5bVB4O`@yt4dKPHkg0*CJ2Wn@(w zYpq@rZ)N{vflFl1X#Irh(T?cy6gozRHlE7YOs7I(m$>qWtXQye&1=2ah6L3|dT>ea z322N&o+*Qt3f&`>ph%1p>m;o?AkgYA*@?NOez*fyNTi!WR?a`QAgAsUsFeuG`MW`z zEL{L-RM29*y=pqEw0LNE*!tx{rY;~`iL6BQ>$BDG(=NFij%_R*kVi)hdQ>sTJF*4I6gESH%VC6+3u%d4<>3)*3$qn_mog5~5Aedy%yC z$xD=pi=ER0-OrIP+#k~9tdq6a&W6pRpS7*daeY9qndyzOZI?qiTWSe|3kjS1IbNxGUBWS(PX>1Fmue*vZ|1cA|h;$RAHD1H9NvmYL{4h7=gBDi8%H zh0ETLL#3RQsX8@6Vpx3AbA_L%CS>@1rtk3sHu8=U=q7v@>89b~ z`B2sL)n4gA=g^Ra62N`{Wswpvq2+}Hd@lfI7P6Yz$JO(qOGj$*X3`FI7W=+nw1ePP zx@pFjMK_(Dd4N^*)3td3PL{Sp(;qjYN~}+wd_)B0th>tg1G+?LQ_(}-*JEm%Gtp)T z{$escz~i7~PQcUCy?V12_0GeO?(<8o1~bcpCw1pLz#g?5*(|)nc4+Ml?+2Z zPYFDDc2H|628ziLe6i<|?Yw}LWoL=09fxLibm>vhu@Z7|sB5ll$}KnB|aZbJVF}7-t7ybcU-nmBtQcjq!@Mk4SAYJjszf6CI}4U@V>p9 zHa&XFw;r1~3V6K^oTLKaSTg>$@Hx+rm_Z?fB^cNC82IliWwc`jY&8?a_QB7Z0QEit zQL=k(HGaD}Yu>I^S5-X;Mj0BZqAUMf)AT?jPz6CE^ll$G@^^t`r30BN>oGl_71fkXqT05ifogT>+(joC) zetuh_^L_jF?YFo3QgwXJWi=%c7zJ>3fU(GWz3V@x<6($j;`(vGtq{c)BB??2E&w}A z>bh2HR&{9tw^9R3K7uo>aBVnf1pAw^H1j5#1_QF`b3>ol?Rm=u`dNZW#Xj0`XZR6c zn53*15w_jN!viX_)~Di}oH7tbG5Kol2liaT7XjjB)AP5Buf-2#1M!*jqs4_F<@Zf} zm74CqaHT?uUOa;E@;#Xw3=dh>k1z*>Sr@!wgdLe68`0kIvDV%3h>WmTL?*bukSI_kI141;vruh9_+5H)F8}iNFcixpQ%WzIUWz`GU2-)e4`%Om3;W1 zj@0hy)Vf`uM1rnN511r9-i((qjbB2EYL7ELTQ$H%34~=F7|W2Az2RX zOg(5qXaHo`6IQpRaa)jN5jN>A!n=&s2P*nlbFf|R+ZQ6Xw+v?ibZi71hYGej9Lgvg z9|B`V68t3Hw`<8zvfh3?9>ZHhd=mnKLEaXn8(X1Q9gm)iHT2uamjh22Gdr0#>%~rF z4uC{1M-wJGDmUKG@BLsrF(n7BCIXB_9-P2uK>8UARmWq!5_GBPY4nur`5Pj+&GcbsR45~Vz z4TMQe(N4T~x1k2-kS77cLc~neB&*F+@hL>l7O_?MVW;3=vTzMkR72r_=&uxqh-c-m z>AF`i0u(rDtwe|Feo#oc^&5ux!RiBG8?BFxlhu7~Y*W(v;dO?0hp$7i0_)fGV|b_M zIg4rV8*}g7s|jvOtMl;*36+HP1m=5#kXfkwWb-nd=v`e#~*;w`x z=Y0jQy(%9)(1J}}vV8e2oaeiN@f9Gfk9Th0-iiGWy>CH_Ho0N&l?sjW?bxv!_&7oG z59&RH)AtO1=H%gte_L~6&BdBFVGz=TGC2@L?*R!3+lR3o{GkUu3LJxywDFe3~mTMORMOUr7 z%Q@qqhAc)8dJ)zy5k$9xm1CJS+xLA3@!p7jIV{E7GpP^IP8CQvb3g9E-V}s7+q*&d z4l-&!57BL1W$Uo?dj*#26$prSz$)*Cp^L(%??4BZ4V0NQ)jNeHBtDBxeSJ;7kg#f7 z^;8xd3>HbtXA*o{$yWoawWunVDQ z2NNI5q%_21cJ6$9=-m!p-Xr_>Uxf|T?7fU`uK;wIKRaI+*3xo{D8|8j6BbX1M;TUg`RXPbEDr$avZ%QD|dIFFLCy`p< zQZZ-YC^o~J)FN#gM28LD-#H@EflaOd8Ig|&Q>Q1|+Z;X}7$f?_a17zara6pTfRt2` z@GKlZ9s-zd-J-GHnx)H@`2+^WBd&%D&T+I;RGG#r7IhNw39mJs$QvpGfge-@EV~l) zEf3-YY5g`?P2Y}s+RaXnfmr>tp&_&U8IUub!ToXy34!H>gK+){kLsa1zJ#7W`CA%2 zxTeqV30$|=R41*UC()R7cB>f~4TwCq>@nyJ*+Cv6_*5?X7Y;(6V9By& zf_dY`7Y?F{BOF$?I|`!e9S>)xqRG|3Z@lMXqq%cIY3W{^OaP*8GdD0atnrt^ywBT$ z6m-x#BJ@PY8Jz_vtR~v9x#X+$@<$yCjsr2@HppK=u%HTDm$4w^5XqUz8qAGPNf7`) zb7uXh;MlbbuzRrVS-0rfl5oOzk(d~q`cI+e^DY-e{h?&yu=dZAhDj)HS)q#oPLm>x zZzhg>WF~SQGC>op*7{8E7}~x}fl$?j1QwZd^x=V~V0Qha6%p@%H6zTEpooma@-oK$ z6#@CD{zC#8fLcf;NW!0jk(nr_kg$(^$I-` zBUyFZEQBwRsB_`Vtv!1Q!wH9qU7k3x@S${D`8f{-#n8-P2xu@zx;{$bA)uAlR5CdM z<3eJ0bfXwI4Wg^B0tka$CiT1I)zFJaI{zS0q6we18Y}MU>4H_HERW7aw+zyIii6V# z>)P!@b;HxMh~baQ$JsO_7Y7NeBZW{yQVO-eCL|k=k**k`eA(Ej^DdFX;vwSQBM@Bf z#sTZcj*xu^xKy!NX(YNtBSFxxL<2z-mK!#%u`2-Ldar-O5wn7bL8Fn9JOzA`w1Gfx z?>1Y9sIrpc;>3#HwfZHZ2l(W(E)G^RYU+G>+JBcPN#)29UrbdRxT+5yIYQiL!i~{t z2z14kdra$pWgAZrHQV4bsUU`5VWvN?jQb3_eM9kQO}Mr1wuwh?9?(kn>laS8N<5VcCoj+c@R z5>5?b$O!8#A%zCnPb`tr69@SY5guz5B6^(26eJS*SeVdirM*oNv!LB2LTlkI%n+m@ zl8g`;(k99v7p_bmL$*gFD;Xy5%FHmEF7BQP+yU0CNqFrbQ=@V4;K5)$OL$vwyh*YI zM+r&G?T$kqf^9(lT79t%=wHEW#|Cl);x%VS@k2I6igjhdE~cS=H|v`{2Uy&|Na2Gk*N*`_v#Dpagp`L7ZlB?sJ5z;|E-8T6`@N-b@!h5 z`7>9o{RWz?tasKf7W^m=*V(cCm-XvQE9^4v-nhDYjmU?y)EozXyLRNpib}S_RXca? zx)N=h<@_Kf`1i*L=+BEthaUXpEY*Y6XB(aw&^F90c&K?BY+!sgU_hDbx9KX<>>3!b zveeP(&gd@T+nvj~X$9_tib~ezCH?X*RKJ~BM}GNm@LA9*@=M!_3l+lo~VMBQkM>g%uVVv{##cbcfZCKqv;-p0-@MlMF45~`G}r#sU2hsak) z1B2KjyPtHG2dWtyqkb3~%DB+4wj^`)sux}ju>QV2>0Ej!8y~ZJKyaqf8i##%p3)0M z-z<1qwp1T?{m_%V;Bw))0g5}lp!FNQ+UU;25{-H&zZ{e+|{YLoruP&C=$;s)#g9lM&-DSQfjRKByaY+u?Obs>1{BdtxjA3)S?NqbX zM47w5hR}n>?hkO(^FV@yD{2Pu7n6ZxpRr=WaFd<(M18Db>dJx4DkG+!b~YFwAw?+*h9v7=0~){nV*b4_sWLRWdAn zc};@9x3{Z&wjB6!W%m=N)~G8XqGhHH)Iklhr%yX$AVJ#>igq+~g~ckoJ$vrq7P%zt z(vHDFmFVpUq~7V2@57e_bOb#U{MIBxVU`MrWs>yv`ZCFvvMw3uO-F?eFlx^-+v zj$B-|Zc7dBedELzJgm++N8#~`b4+wRO?d?aR5#+oBz^jZGKRg~-QCx2q6zXodi`^8 zv83J9Q0@1;Cp^279LG@71;eqheUEEN1l-0W=~6sl^8I{myvp^csHoX*4;i>I zbceaYl&{J9KC$xpuQilYjb97TbnH-Zn5d1GkNes=7`aa2twx^KsmW%m*5|q3SiE_$ zG(y(zV2;GPwxM{iJ$f6P{v|Dpx0Twea5()IR!m=YguCr{&y|7lf*B?!k+gj7Mm48} zu)Ri^S6;t1zv?IGc9;2o&9q4>=FvWb#};-d(7sAb@!s0a5{ETY_pG<& zo5UERot73KKYdz<$&^dhlk=HK$Q*sFT^=w1S|}ddng3|VAx2gy*{?eeU1s6rITKl%t8GSqQlw)fsv;X<>4oFDmnZQI>Wjta7Kb6>^Y zGvQ;8e5`JDcyBRBPL0r1lWgSeivfa)!`XB3_6`mfcrrdc ze94TvCYvaMl*K#Tjn6;bdLJB+`{Z6mi_dpcrg{;PyqT~Y53=&dS9>0kk~cL?d~eVY z921`|L8*Cv`+Bo!@lmpWT{iEvEV_L)K{cylm{lUM%Ivv|#z~95t4xOu>9=Is*ig(^ z`z5>I7VMKP_2uy|9?hsfJhvEx%@(Pcq&+${b*(!5(gYSjnit!^!Wpc^XL%ZxVhj!) z6h9q(3`Ww;7+)P=KPs*xJB=^vORiV-RHw1oH-|+QZP8!1Vbi9o3JNb~r-l!an0747J@ZTptVP>CRjn~=DC+42O_XG8vgR-qo9@_^bxkAsN5N3s86u!z$!DSlJ_ zyUe%Fwq)7WMo2Lrz_I@J+v(e1-&I~yb9g@7Ki%$rO0OpJ%H!XEmzI`(W;;31TP289 ztn@X@E~PF(ZP+y}XzsV9;YLC8o@d!JU3+zA2B!KxJ=#IbZytHz;K5zL{z^iF-XC|@ zus0UAMAWO=U8;_dy4IX-(K$SvAY?b$G3QtH;AVG-yRZyqguIBmD%(?@ZqYyL@bn{h zV@{3TQSrH{;cLS!S-W=a3UhX*s*SvIZeec9r&K$mV^XKoH;mt+56ey(;kp)6HJVk= zee~!h>~+~J+ldZb(w9fSuQwu4UP(zQJ0UMjSd210)#}v0I5&JvQ!_NF$!Td$&F6SS z!nXnjr&toNYGbbX)auD;Xarvl6ppJ55sR@I>)Nnoi~NNPzo%OcMh`ZoWC$+$>c@L9 zZr*d8vD}11{MCuuRku@`!z(JJ731VBdMeJGTAaQaVC^*hZJml)DbI#qev!toC$NXq zMkk(cSQOMw$XJ+cOtzmfP1daz#gZ=@+$U%)?JzefhX)%g9}}N7spK$LdU7UPIM8u6 ziuvM;AZ*!~vkx|qcwlhiRaI5h_@^CGkrK}juU8l&mOYx2(z%aQpZNw3V0&*rmMj?St1k$Yd?-;N>k zj7T_~vy?5F_A#J6^zQJmB`=+AZ35Yf$RR%sUzfu;$ zx5wr6$cV8UEzjq)l5fV58hMXLCnxI~l63rw)oeO<%}h_Tu(FEFwDcbUNa*O$JgV^K zLz>Zy%E3+h1Qh^EuHL#8>9T3hfsAIyN}8}y8^@wa?7t}WTo>}B`s?B*7N%M=V#|kV z#}G=cBGt>qDe;i4gKY21tt%7I$e7Tf)MjeGIMbbu2kBpw#%M9rq_~-uyMpBZp25(F z2sS>xG{&>{iz3f(6nL|%kO4&@i(ku(V{n{4^MsnC?x4G1@P=K7d*V`BWU$07ItsVR z#Ve;(G`?*dRLZhVHq87X>a*k8nN7JB{#Gqf$@=wrKrO&J&%HU+;v)iVC7hNPQi?f> zII_km`A_L%NU$V<@N$4))E+MFp8UN=HFa^<<=$$DTnZFcArCZr`uoPxmt10h{PBlg zW$*(mstBtV8?jd>jp|5N7O%3XSMf2rC@wCp*P5N>xU^u^j4w%_?TdN->{(Dk_N;`{ z!i3Mq+}tsTrlIBxi-n2$7>vxe>!r@lojXINPAyy&vK_C$PKpl@vP<`J8m|bVwX{pkyj-?@7bht-{l%4~jj# ziihl18h+rw0WS(A82GObaDkvUz54h#kte$ekmR?UjNRunZ{l;i^wmizio|A2sac9nD%gbH`z*~sAFU=kGcd#l25 zF@x+&ONnHP4vM-;&rJ^Un08#q%g>J%bKe(zHHw0m`0YryF|T>Izg6Eu2FHpw>bW(k zCN~G0(qxS?f4D3na0*Vb?Cvt#$-s~RGPNbJr%{Zj`6IGwZ(GY}+4)AYL*3qupY0 z-UbgM{=>~<5x|)ZlY@;Bc0*}mnC+l_)@>_z48BPJ`0*osD7{}ZrE%iRP4_6%&d*A3 zZrmBl9J}l=*`Q-1EG8R%@yd-GK>;>hd+2$MPjhLPJWEJO$jr<%?<(0taO|n2`6Ph) z1mK{4+$;-c3&PG`h$+EkJ7y&1bY?s|$m z{!HbwY9F1|F^-)1MBEU!?f9(*gADA+RMmh7NPaJ1^4^0fWs`2R6 zNTUepDtQ@#wWWuNPE?9Z2hJcv@5Q#PN-7tQ!L&+J#*7R_gd*6LQ>6j3s)0yY5L=>T zBLLA=`K?E8y!H$#DY@9}IJdlWNoqzyQ6``L{G1Itm%TRbdcER_95ZY6oWLyz_Icgj zO^-)~I8<6DenE0s;a89KMELXv+S(I6{nn*+8LHuMz|LLSjW&q zwl`vQf9(3wnOO;$9LI&L8J4#%y*w_GvoQH;aV&6&qy*c}=hrsaZ!PYh5uqSgCy?#t zE;RXKeqn(JE4K}UPsoTculOD!$S0n+i9xT_&zQh0Z`IV>htWD_eyb}OG>Vqo4*r%O82t6 z>5fdv=`_uxhE3w4?)!vBV+G8*Tunwh#JjP${QEJjIvv6WjC-*9^YK{yir*Wx8eTZA zUGn0a@(H6B!E+Q7Y?zhppBlKJ=I%X@J8WC*$a)EH#Y;Z zwukwsnzE)~z2_Db6lmE@3I_<^YHcUlUYpfkLN-mHmvNuz;8L!)Q~2GPkS5` zqitzv$zM)5z9(+$p_be)MYrbB)2AoWt%ipZ4Q9uCT^QSQx1KU*mz0t^siC3aiU~e= z>{z8%;MuchU4fN%_RTQv!E??>5LNL`P|2u!rWuR>*RpX;xIT0<@y+lABKKzT{9utM z8+PfxfA@|%1bZ=`r(XG{rluyZPkG>})@L1~woa%dU3`3e-eS-D+%EAKsDGw8j~K+B zAfhfThLQ0gc<3=QGNu|N0sM<1_l=GDF3{FR$rf~S8PK?3qA3sM+u&BJb@cAmK7C#Cgt@D_6SaKHMtcGuV(+ zFfut=X2xD5btbT&r{~r=$`1l^k2rmQbZC<}d%{ebS+^@P>tFL3%>VR>2Gt|A+XRv?H{%|FMk~c3V_xO5s6$c#=6sg?<~=tq ze73U1!2LTDPt5_>97o2}r4zEPna0T7u;cauQ{^LgSX54LsLHaNk{oKx>k!Vy!%jEv z)u_SPwG=1qCXwd_eEfM$K8{RHog|36J2BX=9beEk`m)$j4VlOwG%SqICkHUfh4Ch~ zbD0(v(dVRAimOR`zKVJ43B#sa7ml|$Eje^2A|Z9!m3`*O4-SxJyB2TYC+zT5@x&bO z+-!fsnBcWDi*v0@v=mpAD4mKvb9SshgF*awlLn1VtItQr^1Y(p%0p&sz?hIF-QB-b zcim_Y=0X(IfEz+xtBX2~sJ3?a6(sbV9fclc1)WwZNV^@TD$g@akx7y z+;1+>VW3;kNz<+`DgqBJFloNYq<}u3Eg@6mh+^U=>*1^^S7eR76j$J!^ujr+^7A{U zOb;JBc7-y!uX%<&|f6ZkLy*v^uh3 zfI^dBZn77n(h~=wLw*#e?B-BC@-X)`a187I{eSR@h=@etcO^tPkMEf;P>(93CNGhd zJrwofwF1HCB>So5IO3c9xUvCCqp(iD<~ZdnF3uVG6l~giqD0FMi2WKSZ3~02vccQ| zt*rbjSFW&61*)@WV z2|0_=_=es)>-HI^4I6)OUQwo2m~>R>-36pn`4CYzWsM@k<1gk?GitgEIX5{FY}o!( zK$FI$_(XW#}7FyElip6(jmgujCK~+hKOzT*?o+BwGX=r`;4HEOorv4VB-vmj9OBx z8s}~<)52v58bXX5Yce%yb(l)4Is0C}{<4dD4=Nxl*7|rA0eT_Zt0>SpI0NpM#hiFm z+UW}CF%8UpGP+tnVn6Wef_auW!`vG3sJq1Q!+`v*$CNdfyDJgjxP=DTagdOVKg$RVr4^VV%W3YUWo1{Q_GDZl>TWiH(C_GprIqi*t5AOUynsYNui* z#o#dRF?NiVm6b9&oWqi_{!bE?44Avmhg6|^s-hshY zf;%oX6-N!M=AGLY?bqTscbiaMKv@rloDbx5^&q2Gz2wq)yz?3g%+S~!y6SYo_6oHq z={+lSP981Ee%6TfyeU_DVRmAy`Lan1+XUfpuvkTGOOQ6Pz6kVxd$XYHdKb!XcC}|| zYGVT%Q-ia+d`wZA)h4K&k}A+hQ)@RMIHYRwiPECXhB;MC(RHlas&~58z~~H77ywLJLsyy#3J#S!c%lZcNAaNAwsm&{eUKIwcuz->Cz;?Dn{NM=5BC;l zmCmcS4yaZl`otmUq$#)U4BykfxG=}0#k91hDBE3tiHWIoDi}4^1H;ePp3P4Vj(p3V zX?gECW?kCAczjAfV4tYr4DuV9V+uQHlvnL9rzwg%{t?s85BN3K$QUBYp8{acxv9*19i8B7Xb48}68d&YEF>S!NdGVf$3Ld#XG(~Y$+6^F{@u4D%yDpLXx zl65kg`aNP2vX$gx$Qx*z4>vu4A3FsWcKo)5QM4!6V+ib20FwrH$fY_faGG+_;66!riKEFP0gb7J@A zXSu~MU9w=6RoMMR1Qih3>&b@A{QT~0t1eU&M}cD?#b|2)PZEdWlj8yUXM}XRGGDN| zViy$wFbh}>9jR((&--Rv2qvf@QEMh&sb((i@%71P$3YgcztKKsbyh(+!N!EGk6O~P zbEBTF@msaeNxM3;98t^h0LnVdbowa0)p)SaZr~UJmITiiXLa}#qt?dcVQDL6_nRHM z<6|q8NZ|Zs7!Qkh~mEpM+S3fY6y~$+_i%FPFvEmBC8o zzWtTEHdavu<@*AgKM;SXXJ; z7XK3MWF-smKKh^z`BAFGg2o~_UIt@_;9=Y#OOfhUe zu$7gvurW3v!RWP9C%fz2?ajfzgXcwA(*fw@C{n&aOC2%r^?s9o-mY+6{VT2gm?}bT z*&vZHv*lVdm?;(hV@FuJ2D(D_@83`DcJRP~vxMiOo$^DV zw&HuOCSz`Hp54e^)XsAqJCA4pM->y#1MTH#c1vpg0SzS%pcmBnHTLAYc{YvDUPA8S z!k)T-Oq_0}sHdkFU?zJ-xK-OvmfYB-S0`8x9t~#DV(+76-)@2b3cEd^FX(Cn9_+nYPAltnBP%Vci{L-R1iEu6qct`EUz;{H?heR4?8sDOLgMS0M*D6cy~A z%(@J&!t9g@R%T~sr$wc2>xtW6BT0nzFgL^+ zVjnWp?EF~y*uu8RHwBN#rR%jTgGFp+`3keCN*p#JswrU^*McJP9@gO&*n**1^j3*T zdLOAoiRIUi7-Dr)Ejv^C?QS`&@OL(2+P9lhE7Okf@hJ{xjy(ktCKtOv-=PE1PvXLb zid9<$gIrx*F|UT-WSSE7SDKw%2!LRxxPMp7yf7Pxio$B&h@f%_#}eL%$)V=!>({Th z$z}_aWbphmE;w$O6H=r5nqriIl}8w}lTF6=xGD|7gb7c#t)dsOjFp}Wq%N>Ba{Syl z!_x*4v+=yq4eG$3T$W(kxO<+34V+1jX^|Hwf`aFwudX9k5T@?hFzqzbwI&Q zP$Y_Yl_Nh+P1MNF4kVS=q!_7@Fi(glg2V|m2!&J*HwbDlRx!yuck@Y-FKpZHth)*U zIIo~UABmY1B+B_7M`Kam>VtW<#nt5!RE0ni<~5vARNuV!#6>LK_iMNAiv`$^#J(k8 zH%{aT#LWjo6$vb7&z-Bq*O$IHb`E=)ETXC~$+0Fi|GRyw(8C6286cd?-pu$kk#VlUbaEk6RdaT9U<82z|v09e3mIBhXVH zjsr;hOlNs5&3B(75RfEwL@0TrMmc;p(XH@Dv&dl)prbo_r7N_Pdcj_lSiNF0IrR-W z#P6m81Gqj^2R5p=8xq5YQrn-Nz1@xS^f^>m{A-KQblW`%35hD8_n54!1@qz|~|E<<+hqC=ujJ<^N_Tw{SjFMh& zi>yHY60!agLWL}z+7qn{jiZ*1ML>^Sh&6dyFL=bMy$2EW7 zwr`)|^vuj2F!tp;>?VcDOj0{M_1nO235tf0Ipagkjc=6VM8hPWyJGuRd;vEUP=7S% zW)&yKdTwqnFeF5!A7UYh5cv@3 zx@6cvH(7%lbp;npySTWxe0c<-y~yO81}7Ss)Sk>gMRK+#QzHrtwpmS0?cm|VpL=Se zJb%FB!CS1!uytlLy(dUB!I=(EQ7kOC4?cZ;91Eh= zH65NJ=-s>;t58Y!8!*56M^w^l!Y-ak0L_+g_d81=roa^ojRw(&2RgUgvuD4CV9DpF znzXyN7r1A5Wqskiz^4{+S0jV2q4BfPXCv##C!}t5-F;MvhD;vNrRz0Sn>@bQYh_~& zXNDDr+T&TeQ?c@j7qYvo%8r(B>g$yGnFP$;y?4(I!U+w`9;H)eGYCesAWTiR?0-S8 z;}{sjCKS>2G>LP-GUG>+S@|Bs8q0u_9iMku(GLBCRdHj$@z0luN4;Dj+^dc{ z=zV<`^(y#`V!_NB#`HE@DB}zrWoWe@lQMYVgBx5bz82lA}Qk*p3z*vVb4PzL;3JORMOjf7`ISK_Yr3m`%(^q zgA#=3fKD)E*&XkR-HAkFhG@{I4xgsSz(t`{_2D_aAN)TE6%N*=SA0dUx`~`T- zx-Jqw&nyzUvJ2Jq_XaOv#Cc7WB0%S_X=V`wD}g;e3(?BN+l-g455*irjAdySileWP z-Ftq^fk*;lfHj!XFJU=sfGIDiCIio2WpN4HA{l^Mu=tx}pu^-#e7Gku7SW0%5#iaM zgTxSL%FZBU`%dZIt=9l+g$0NDw=)3|z@Sn`(hwpvU&;*XH(g+B;tgPo0v}4K5rESO zU_|ep6Dz1#Sh-EsQF(1FDk>tg3}e_OB4?9HA557oqG8hAm-RU*J4_IZNEBw8$lP=(&!-m>Fh|E?kz@7lea8J0R=d-+!T zF}Gq%k`kZfQ4V>}4?P_I@-_t0Q#d>zJxHe%*e$S~cwnLNDIk6cO6dM`F1%__2236e zT4n&L$K1bvUvlW?P=_)F3^uFyEb0yaVq%@bC2oN?EjzD7Au=I~A|#@cGyq0nS(Ngq zm^zhrLw&{c6I;+#*gziL-a+L|IS(f!%h;dF`pFjSb1BW1uaFhOvAn>22UJB~3GwSB z=!HxaxUt!`dt1ke0*C*3F)jcG&Z3^Hfu}8NqVBqF&+CWpY$xqc1<-UMEP9~4NThB6E&bGg`uqn?-md{k}4AzTysjg)c9ll>;pQi)2Z2e73I z8H1FqON&!E$p#I_#T8RlLZi7NBfn!}p#D1$j~CsL_T55XpVdaBdn!H)!}f=cF) z9p1rdmo@$Ui7l!RMsX~MYj~^^aE|B!AQ0+f2s|M%@e%GSpzB9-hLzO`hcZiqPZnlo zQGz!xUWL#X*efBasl0F&6*1lMgNHFmehID*d3*cJ69!*`5M<9##y_mu8VPho%cJK7 zEEX@gUQ3-A^++`3>H>s4%+IfctrIab%9%g|hZ|LH-Vsmq<%X3wuI0 z;60N#GGVD~Hewm}(+kOl0fvpHKE*9LAUu2u$z~9*L5TXCiO3<3zanu|+4~fd`SDG; zie~o5_yo9$3kxeC?gHHi$-zunDC8hOw}sFXR!t^i0bf;EW1<`^oA7)sn7b)E!BS!; zky64AtFvmXt4Xvhw6VNgiYx$_L^n=MBWQf)+yr$zyRbaV_}f_$`^ipJ;a8Ou7x!Sq zBI~xf2p6ZBgJr|r&z(*3;s*a(rjRaTF`OvW4D7{8b{3~#xnWB2fF*)j)%p*ct#;Pd zsbJ^LCkGT84Bj8eGlR$q{WcmUp^s|@?#;%VnrUbrZm!&!gQwp^AnwIN@k!45NZ4{z zlhH`(Jw!oO^jTPS!EwqqB0M~O{`7Vl8igBaevOA8kpN2}PGgq)aH?G;hLhQe{s>Ym zvB}3)AUqJ;4^(>Do5lVHI>jX=C01#u`Lm17EMHt}B0&+RA7Y5B)(Ldzs?vRB{+iXs zGHKlJDZ{CFj4jRUXrv#bP6Oo&GZhunBN&#YyF|pq`oFxrNyMGvQP3Rx^*U@U4GY-Z z+_x%z%L2bn0-j-7=We2Q5bK6V`y<%ZK%^6QVo~bUV55(Y%}^?vTr{J&jYe7%tz}eO z{WntrN74u1H(mu*LLxk9kTO|jyVwcTS+!a-;L^uIKc%_mwM5IY0o@weIMOt{)AfWg z3z1n`qj5D=5TnQPA|jLu7Z;aQLOU^kpm4wn?Ni>pbElV46(~Ue2p1b{fHie8YOWAz zN&WzP#V<9=q7qp&gp>`TI~E(4zaCXsKU_Wl^~p7%;yc7;P?9o=ZidJgAfFDjngaOA0kw|$g6hk9&>C%U{v$ry!$fhachHaa>3bJVGXDcVL)KX~LOjmulh zK_wt&tZ>PE8|XXjsF}I&@HYVqhd@inhp^%X{z~U1xbx~B><}UsAN=jN54Ygfc#F#k zHqMTfpK=4lSuRMBCx2j1(E3of;KJVd>p zNA{e_m)^d-j}$hAthT%Vv(MqdN1^{s6T|cida5SK6FrC)(bBK)VjDJmBWRWLkva_t zAMk!Lb8z$-3ax+-nt(s(2-O3e00rwauZjJe)~`RtM~nA^ z=uCJ+L&TE0^y|DX#wUXly-IAod@D=D?y8n)p48vEe*OOCri><5K1IFC1Ny?O;u|&` zKN+x85SI{eZ|`REEx^tHH|-fWUht4VGG52P08Wp+WL28+Rq}$f!1SDClJ-mbHG(vk zn*IdjB%6`9Xk5IWJ>y~6$F6v!D}R;yxu3lrLpM?+<)Sr94>5_KIkWuw4l8mgs{f%q zEt+XfNg)OF35RN+P?iWP3%j6FsrX z!VMCSEv$*bPV?;ygogL;-wJ*hms}s{L`oNKI_Ra+H5XVG-G#!}Y}|c;f|{98+{43z z-TjHHt9ksBCr@OdV=LFq!Fqe-NQokI3ae~53paNSABLZlYPGxvq&MNRpRh|2Wb2R; zCfuFo&mkXF6XG6}sCUoU(>+|GAQ}1KNqBcYa4WePV{$X0KnNtQ6enU7{fMWO(8x#@ zaT#Dp$(NvOy3_Gb;^Wa;K%HnYJFctqvI(@}uI<~uA77Ej%F`S?ZQVOiKtO4_`mWe%w{UCu0w(Ndjmckl-)Lxd!mS)&ln~k|HEfL^vdSE{ z?|kJO8n9yT&YdhrFZUeI$fBG*SNe1lw$dsaJ4uIGCN5;Twz@e;2<{vrC0@Pp+>J-vQlvDzU7m8LQ;_@CH9VOmm;0z-ya+WZI z_ZxE!;q&vnsHW%O_;HozE`#S@GO@2$VrL&+v7#ziL|bgdR?)jdqJ;f5geh@l{q-Ze zFQHz6>+Q&!i(u-&g(__S_L}ZZL+DG-GM0n;W9ZXCN{PB=Nw+&hO^~N9v1KY~Rp;-` z>{^UpYS@fllE5N*w^Z@E>We?$=jl1kw^RL6nJ;UQ_-t4mLSWl*#zT^S{Gm7|E-oYe zEbYgKcIkWnz1^+i6aDGeno~pj7&yWrUeS|vDLo0sA~n=6DT>OnwfOH}T865c8muEFH>78zo z!MU~L?4RNH*I$2g7;|g5^5Gr;Ba5_Ny2y_oieuwVo;4 z3H6-bqmv?ucP2JuPG@zT*vm73H=JKao>}+#(J%UmbWi8&wdxZCg(>Ha2FW|(c&9B^ zE2r+ug@3%TbNe%G%U|%m7Eo@@>)Z!6zfogsdCX+zO~=~A$Zgonb8;U(;J%%PCGNV8 z<<5~C$cT?cG<*Xshd4W4(6PnHjc(pr`}^DH7pgE^=d-~oYn(MaDBsvxYZxasDTJ%u zDJI#c+3@E>=sk0Hi`SJCugvFD=N?|(xb>p^eVzsfDcpp#5*EU?ZHltT>m>`HFb|#H z<0WLEBzpH!_dv^| zFwP?2b+u^=S3p!Oqi}c>-w&*C(tY{)-Ji3flB#2WZ(w$bQMfwm2MNllNRuqx*b;g4 z()g$I3?Zb*&(_meF55klR`JKkxjrPXDX(15@2ugo{K`KDeR`&=lPOu(OnqPB1Ek!y z#SJS|q=Vk^zK$8NBu$;tWoy<-Vf{Oq`M;nKJH?)1ZKE(7qb{XthHqYZaCA@p8`4+=m>%7Wg#hgTI%E`1m-vMXY^i z)&Wb_gMW~TCwuVtc7u20n1$16qMP}tWJMG_leBw!NwDjr!)hcy)>L{GcVyr@!0*n9 zcQ7A$8~SdMUAC`K!^4+5?dQhu(%=(N@(j&eucDP=r+PQQ*YJwHeVt(PJf25WqEc9M z#xfefpRW>33rYUOeQK~tz3>>HygVEE4Ato~Sm?(YbuL-hrl-Btlq?!~Zlp)CU27mM z9n@VnO5l+8K|HG8{dj6$j@JFrtShmZOCWmV&u}HS{E5^D&Fm^>m+Iy@ax{5t)|rw= zOFnO@h-aT%rt@Ms2Ka3{_cf{equ{fR>-nYg@2_KKYZ&+qm#5nK(x+jC7d7}yA5>T` zL0ohw2cl>2TkgXc0$3odldh#e2d*DW0;V0m!x+pCLJZPa4`G*(rJA$Y$c3D@pWd9l zm*@7^tEj3>7l+%;zI8G{z9B7Dq(VYLMH(K!WQ8#}&0nE-y?hx3VTJARVF}`VBjxkl zP=*w03(^bNIJJgcR5}w$vk-P5WHTG@MuQWCZy-{#VfKu+cvYs&7-?BpfIOc*`Bk6P zX7KNd;Ra+-43OqQ$QR3=mV9>x4sg>}!^FMJLZ2^*3pZS$uNkVvDKCH#k1SoNxJ2>t3MI}a zf?>g&clP(kK=Bo*A8t&M5_?K_1$cvz6)YOuTs6dMuO%O^90g&AN4F~UL-!B#5Q5_< zUj5=I62S9SgD72aW$T^3sToB*l_3^{g9Dr?cuHRl6$mZBaiq(GtR(d2;pv3EdBX`4 zQxAl2IeZmqHWRNRB`@g)Yx{7=m){~9lRS>~p${Q!bSlDu)JknXWMo438kP7iE!st` zHnI@uB}kg|0}+P;vB_-Pwk`de%ieL6m&6Q183#F8h~{9BH|W6gh4(rbU_*dm7`H^) zhyg0)aRacY5Jm?ep)yv5#98T`TON-0Cy*k6Kv59g**&vpOGD*_@~8Chn~PAQin8_BK4>kvuzDfg|~l`Sa$>B$t2weZ)BFpz}HemNt(Au|yyesNUUq1v;hG%OzFkHbg541nA@$=Z@GFoXXEX*EoaWi9IxHR@~Pf4{NSQ z*-gc=^3)F8YP<92<7wK@B@6G~#3g zKY!5`;V-a>kGbHp-gEohb37UbOcZ27Dlc)Qv$nT?gWMJ8# z`gHBS-+!K@usn`|q*zw2YBIY2pCcIBgI0yzFJ*2Rl(EnB3P2vleNa8#i|4c9?}EDe zzdd4>%NU!)iVPLh(NVx778?}~9z1%ko2z7bXs1nr*V40yUz3+r3 zKq_b9`M1er+5SWXl!U+r0&}Rs&i*INC9Mr9(^+OeQ|`6wDDl2MZ!TgF00A%qT}G1o z{_W@`T0vfY2}zVu*1wT!NdSW2PL?B(w0U>A(kdm6{XHXupkYO#iLMR`%wASp|R$j|4D zjUt9raydl%Bt~77-lWk_cz)y@ z<7DP>ZbP~tyRfh-fD5VdBL%b4b(R8Em{X43%rDeV;)?)Vw|l8(gJE_tl7# zGznGNPZlIG_l*x!-I?e}luu9{v@e0Z#TA<*tN}lgOArDZL;->%qi!mM<*BJn3kUAiHNoXawid*PM}p2JRZbq0+LU z^Jgh3DJi5yn5d}4xx8Tm7_xiZI9_5$2szefIUDSN(q7iN^p7k!atzi}VuhCEJx)I5 zoIx}Rl37--m3X*CWtj$87VE7>Mk#u=%K?B8{rLG;jSw0kDJArrXSp24c3D0$CiR@C z3(k~KlofUPxz@>Lm(QBn_zk>}_CxYdDwg&O6&qixX4$4gi62KUKg@$@Z!G;3k?lvj zjJ;qAD|t>@^y_W+&*L`9{v+rETn({{5jLbj{k3b-G7Zo(cPjA>BwPh!}MbNl## zX>f!Sg$Lau0eDGI2Rx8*1h|1KuYpWtUaw;HlKz0SVQBdEoeY5%?%Ac<%OU>3uQV)! zU!U`=SxbV@Gk4SqYtf%t4de|&vM?n6OGMiQv&YPl5Zg++>f#6jhB2;d?FO$M|4Q1i z@_zypnOl*|*i`vGD(rVrKN$t;k1)HLqccb!ozQ5T*UQ!-;SgxQywqbwr|e%8!i{@( zSB5RuTb^Wz1eqT^!*L&kqgtXX;Pu+gv>h(Ds5D6t{YFmaaf1gYZs%FsbZ#5dy7?qH zW*rH0jD7Kd6OEZb(k$hpr2QI>Gv@R66J6hy<3WFpbln7xVl3;uZ#K`U@ysv6X9yMA z#`{{7jEHBF(~4D(SKJIFOR1B*O~+??9u}dpBtc+Rpx$Hq4|vJBI*>}kOO3JTfi%=P zG{hb(A0?i16jkJ_n5~j5^MyHRU6gU1(~74LnLIEq7n1S1DI9|Mr(+7X?k z$)7MQT+wbDX9wX9KX2GRes*MRtQrTb1fx#U1%>!0KfQ~d{cy`~en1_H6tHqk28E6zLR3w7R(aN#4LSs*Zc)qg2wq z9vB=kAdq?oaw0M4JovDHQvJihun0+`?3X-C)9sYNK*E(_BJN@-5F?@`4Q`rBBFS}A zZ*N3W7lY0H)$}&jFX>O~j&yiR^}#yprB0*$kRT5#mJpn8aG#uLfO4%CF}? zW7RUP-{QW>hnA--68aq68@fNQ?tI*Jb=I%QjylV<5$K4gb`=|YF%~T1=YO?HQOu#$ zpmXRY-5%$=%X^H2{uFzI0a$!oRvEOz17k>F#3{j#A{#N)y!dDe=}I6S&|b)4;FW#p z4>&9Tq-pmTbSNmsQI^R@t&0RlTC?l@oW^U&9i)RD9qIf&Qv(gMIF0DUvEx*0#Q$O! zj{GTY6d9fr0L+$-U$gpxe!cdk6)ToSh0V764bU<|it>3=H(3RownBXI%pz-oIRE5H zH7pqk!+}T0Z^=#27{2?DZ^kSTkjqD5K9hv_#JQhDEiCPGcU6BOUbS$kz@hn8jkn}X z3n-_uuyd7c+;sYNr8*r1E)`K1ZhiSWFAw#f6c5LJDAy`Pu0UoZhZx~hhd|O#h$9;& za+Vg#2S&g?(UZc({aFCJ8;u9gDeE^K{rY;mBZ6epLA<-&nymt^;VsUYdJUT^QBq)( zGw$Wy;;fTiq29E1%^Ha(JJLTJ9wMZtv(ElA9E=PM49#c-0uF53P(kjDN)Trb?azb{ zi(18rbRM!22##?f9RC94Hnn&OmUr~ojgF0Z*6K0+*KNCVf;$nyz>f5Lc-7OLvGPo0NM1Mi)QK6pyb`Bg4m(zFkL)g z7l8Z4-lrUgN|5sn;Js&zf_2*#r?n8lTU-Xx66rp6K;wyoq@*mm1-Rj6fGo|QVgmFc zG(VDyCfGOtV1$t0h<{sHIMa;`LHesl!>*5T7baWu%WG+BMuJ13gpvanU~M5DI{(fi zyCv^5!p`IZd!QC+3vf}tg}_bB)bH>|gnA-61x6f#n9d5hh@5-@%PR5QOHgp$83`}w z#f9I=5sAIP0*{lN?*#+QxBZhoq^y-ehw4T6nvtj23(Evb#v>@^55N5sidYvjla7>N`ie#Mcq z)ri{*BG_YBS3;JN6T24R8K}d_7HFHeHZSmWJL-L|L;hEOa=rYi0+*uHe?o~57ge>_ zNz-P+G=dYn9&_>egc2JJ+*X;fs!iB{69}b55CQ)BCzeQzK)BD3A5Z+cA9~*{oY7!Q+WNBSamUD8Qj{7P znu$Tq7L9Bc&?DJ|gjCQNY7r#@pnnYv8Y3&%OLQPuHmE|uGgCQ(;p6-#wH_L>yS#pN za_X&?BHLH`p6V}XyhK%i;|e1Dgwg|Hb|q)KNlRB~8Py|n;`9{YV(&lkzH$n{6+LhT zo+5=vcjQzSoI_^pt(ayS24xu58qeZZKC(=QzO{SuEZVeYD}s%n+a+QQOA7rdM`d92 z5cr3+X!1oK$`|XFyg1hPH5o3{zQd$(m#j~qws$ZUqpg9Q$3r}8=yN13?!+2}Zzh~7 zlQ@ap=z$DIkFFjXxxr*sgBD8wK`eW2nN8KA!anf>YX(n9H7HP&yziWr9Ldp3J$kEX#hh}>6-Q+AXO6dPkP6P-w&RC<9>ZnTk)vc%I-=O9p=klDn zw^kP|i%joZ$!=g{@)y2SwohEv6Zh(?oWclIU>k2_3VYqm(eX(nlukx zziG+s?0?)^)&!8D0VJ!1oWigKGcx2^NSC!}N7U5NWN`x=i>AAEQUD4mga{Yrp$D8O z(qLQ{Cx&m(xf2jW^-*n;Mh((1kd(WeZ@gC2U?ZW-7zc>zLCH};TE%go6x^zka8}9z zQ~#5+Iz@xgUcx(H_SCpl2G-T#YoW^R3k3wX_zAfKMU-5Hpb_b@2k_WFLA&v0UI&1 z$f}^!pH&Z!QL@DA*C-J1M;Cx}DFW*2q-Pn!XLP%_oO@dIHc^SGbwt{Y=K7;$Wjs8D zdg=*|Zm}6U)*WCLWd65$^WX3ll{4-5ljEDt;oJysxQZBAaX26vv!nx5o2WTd4MeS} z;!pn<{j2aS=7AjXGPBfTH_Y=F-Vnp95Foe&h(<lMZ;^htU$+qd$j@t zS*QGeBHM0k7&@~~+AvIW`twO1aiLY-gzAIbt(o#_S$g`+2J4KM-G5;)y>$MjP5+&9 z#O27%T8&IR55JuC4+$D06`JrO1!Lu>e+^9fqrr(HL!a;MVdLgWAy|9Py2rV~S{;jh zb7u9>oz-OBW&)XQyXJpNsj{Kr61N+*|BJIIX!XC9;eU$eRD#=hdYt#3SMcmKenG#? zC`l0=k^Jm)rZuOUcKVaUz8;5CH|+;r53(oDD)IlJ7+z-Uof{!iQZfGL8Qg&x{O#e$ z2hBCtnZlG6yoJ28&R4_zWV{BO%%uHK!j$PZf!9ymeX6QK@LoI6tuVR$QtJx%nnuPv z^W9JWBu#@}bYATFXPEL~!v`tX_>9PcKD;OACIT$4^xb0 zjVW(vt5dnJQIo=Guq0W3^z8+44_}^QUnvR7-Mb}j z>-Iea=WJTU*P#^7-W2|8n~|j^F2+)POLhfSS_hqJ+)uirDIBjlZx_Rq?)(k1P?7dJ z@=Q(dK}BWW6i0S+n?%K@=1b%Z1mX-qtsxE8vIYlM(x28m}@|6C>I$q3#?gO`qBfFFdxFhP7 ztLrAxAS-b>yTaKLXV=W4V=5Uo)Ht;qRR~qGz?**kz+nVyf(-2^SQ8FVZl^{2tdWl! zwFkDF7V^ELojO9o3<3RCp5(a5&Lu*d0Ll^2M!JP?;Mf17*vVzNnUC`wDfKsW^s~9` zb09H-*4*=p!3l90*jE^JVT=7-SV&F+^VdT94<$V+a8|*F-;{aUn z62|z9W45>&l}K0jp{!ZGy7Qg1qh~g!uczDckQ{TY0(^#JhF>zGH~TUUHy}n<$%da| zCtq>L#j>P&orGd3=x0?`>`j~eU%XII&LFvhibb?0=+zCd<3JBSAa~ohJH`Lgc=ag| z4hO2!!gO0;PS^jQeWByt>gG~%{vO0PJvf+1PBydoho(6SP4n^N$EMyz%`tY9OAT74 z|5P-O4H31?`K+Y4hhBY|uMCU_L=tJfggy#5l*WOkZvm0wSc3P(v#3eP84D<*E!i7U z$U!F#{>w~-v$UdM2ZEUjK02Ha0B@Igc6mR}qlC!$mkEtH=*WUZ6H6cI-2lDgH|6@! z#pN&#{QQ3qGpA0PO*xw$gfnHp<%oRDPFg)fK{A;FkQy~nrcgrR)=xhY__JZ^h&VZP zmYiaNlTyiHeW3E7 z;?w7~hyQ7qWZ8|~p+S?+RE&ntTj)dutdhT@h4YIiV4~iwbBk&N>)!&*nKO5)zTb~e zY!oN$SJJ2`(X{oGO*r4mzPtqf?#KE|)B2-8%(laWXl!)E#ssl$aj{Bd_SMQ;-l}T88N_A1hw>Oh^lcwM+aQ`zktE`@DIrp6(M0OBZ=@*^D#=t@lqJGokjimdv`8vM7-eZuqLMl- zv^rFl_FbwWqW8K_VdnFD-~ZnJDIaI~F3$Cx1)xFptnlt1G!>wEif_O|eK z`^xTC&(ZqMs*6F`#WPDZT5EnlRck&%T${k3fEp=4n*}9LJ+OIBrGMaTN@6^Y!mUU$d1@PpLD6<45>5+ut;9py-Zz`V3HQl=eAi1;ka&$N(t; zfI)=#RE2|Ij5gelk66fUwMD+3rhikgKw`26_> zD8B)0tbLK~pLs6sQOQV7l*2?@giNj>r)aZ7s8OSLQS!Z1DFU1%x+@y`h$bYYzvKR@ zzSHcr(@6VzGaFoYU09X}l7%Yjf6H-H6UlPqd1vMK<8U5%QC zN^Kw$hHxudL9ZO)Lv3cGTh$)ro^4M40%3Du?1YMYnT%}2v5~{5efZM0y}IkseX3On zE!;D`zq7Q#ESnM={M1U$)Be;Pl`J<;o4p)9q(q~H+rSDnRlom?2r_e+q}c%Bo$TK; zyE63kZ3qTo#6f}f zO=-qnH7t3%!{7N}G5=;o8pJeiOEL&e9u$&ExG;~3RTNU@KpSH60dL&FJ!1EH{<-hz zAwxV1qm=M}Vd0k@L@5xI^>9WzAJENgXg*om8IegYVd$Wco-ObnvGIwqaazc>=INe{woLSq0n-x@;?MXclB=uxhn1T1k27TZw`;W}NT z4&4q^LgdirmE)np|G@8YgcyFMa}04@m6ygc%<8-9GOfWa_pt%;B9jGARJwwsVg@O? zmFFC*ET@wug#PP(G@r=lj>JGV3Nt`t&vVRj5G8EW>duaJfYYzy#0Y^lJO^_hSNP^p z-xZy3Wi(WQ?WgZr%&t)xdsD4+DWrJE}O($rAiiGTLo~7;19^#;4NQeX@Vav@HuBy2oC#eph<;Zse}5#fDfctdvU?QhD#zt_=Ce=Ny|!Z@NF>MG)E7D z$%0Xh89;vW^iM*~@Ah&g<7hZ2l7D}2*_+XkF&ZAzG!+<(&0&9x3qSZ0^f_qA+JRtN z13V;KZ+Mz;vCMI|&oY0n%LwiG;(2&n-B@u>gSt~#qZ)h2b zz=!z?I7ws07=uRYpnRj(N!?q(u=`Qf7jgbcOEM)h&+GPC)W>^L-p8DkGJ}8_n7bU0q%kY3t~F(Pg3HA4*813UogzTkKdHv2-h}XQL~CSC&kh zBxz-*P6m)T~}9W)nXHDWqo1MU4bZ&LUGS;pX&#W=oi z_;*IC|5Q^OSu=Uj6J0NyxQw_`$o|eS!7yk=T1aI`YB3ff&bJcoiuVfmsFSRH?U8P2 zv^2;yy>A%!o(qB!sod6CZzO-T|4RnIB8LDP&7t`&XKbXp?+vglmv71Y2`-GW5_71+ zE6?E?7IpWZE3FR^obIhMh>o=ntT5Du=K`2yx&YRtp#|p;d~zY97l@_Fw~x9i{(xp- zcO`ru6b!mV7n_Gyh0rRH_aKNTXk=Su-!$~z! zzxnvWw&%ARbk%nQ(TRk(SK1_c!{&3~7cR0(`-}N#wcIIVD%u>bms4&4+{Mpb1$u^CTaQ8%a7|J6#{{6(n1o zoPqGG8})c=pwN0ZkEfYo$gW!0tveBN!o7I7Lpwc$)3QOgpjOcA1&3w$U%l&=MBVRq zr^Me1L2_bdV54AhR+^pgw@PiuK%#vButKOV9}W&f*_w!?tB`wY?Ndj}v;6)%yw^K? zRDj_c;(ct(SjGhopM1TzBaX-{c#PrO6tiX8yzhP6-p}Tl z?F4GCR~u}v1^(G^nNy~j;hukFtvTa=scuZ3Mc=@XJ)3rD%*TUju5y{?YVt_p`Fjv9jeW`c{^=#%^r{DV#3CM z_sX-rm!YrcLwL7hJ=?qfr7a+L#cTfl{-I~iIOuGCC(LY>t@)M!{M8m+XFJgspi6P* zl>mj&5~*dVS9af?Ef@RW6fb+P<@_(D9_K&k`++5b2_(LXhQ`KKs|7U^us&K+V1*s^ zi-eKR;ULcvw{Xz>+eOlhWag|d(RaPxH?)0{;E&2`q2>Ik8|-pSN@Z<{PTs0 zFBB`&Dr%AL3Ub)<>-^%GF7+Q?86G+$J#n1rY8=vWr!HAzMDI|$KbzECYf-MG>Rjob zW6qM4WOkqw6F9#5(?AWCyZvv2JY~Sx7-6zLO`elje^l&)V@AH~oddS675lb+lW3v4 z#rx$yjDYA2IO^F3EpEl$YeOBXudv*e1Iaq?k0+a@r+af|lf1+)$f>J(+q!ADqvp&o zOQzzxF{<0Bdf$j7iB|zu_d5Zu^>qs%G=0O6dUYV8ln%q7`zD&5=YA10!UN5jvfNc~ zkFZ39k9)?5UZc?o9j0Nu!8KD?7LAX*Lu>b)cjbk6yAywv+Y(c}*!k9mZMQbOS6Dsx zZFNnTP-H2Y#FT@Bg?`y$mcftP$ns2IHK%DJo^1T2tu_nsexJZ>%YJxd)*nM@Z5AZU^Y%-~(1Jpew+ zu>rkj8;c^jmTUbtPIiDN_f1Ik&2Xka=lqS!1%bP4$RU9$3pPJx1w_JZZ4#KYvM4!v zYiulEoTI!oHolhiT{z`<$KafZj!(~@U=5#9Qetj;mF&sv#&xJUbYx=H{XJeS!+4mW zW%K;{>hABhRA>Y~-HhFfvnS9$=)J-Zyk*+rRmS!&SuVXR_6%;g{aJ98vU`a1s#X6W ziRT!XzSybwAv$(wxV|nG!RFX+^2Z665&sGFsgy>e>aLU>J-q6STxTL(9WBUcdm3kO zGBCjjYuxvWc@`W3UL>N_YR)`>s6Y^0RQzEceL{4hNp)(=ocfuO4=q!tF#`5^XAZ0< z^b<_iedo`=fLArLqH#Vw^>qoYn`a>S$+mc|I8wGTHT%0p=;X^(bZ9HkM~1Xd8JPkp z7uZBPgQ27)r8e+JarNYQsNn4Z3HOyd9%Lc;j(a5=jB2NC+HGN<>-%T9TzA~I z^0rsm(Op$Z##o)QT8Nj+fGZ7FeoT}LouQK>Qn<%`?~Y5s%UmuCp#^+WR(V}}ox1DS zzOqEStb1eea?AJEdey06q0KwHNd}<(>*?r;xIY-_rUY5YXKqdV`0>6m&#U_57?0rS z7-gpsP)f=_c4f>Ogp`!SA?*ZsQuKOlfDbnOG{EwanJUVj`K586J!T$Z`;5Aevl4 zc6V1T5>N8pgkFiB`PPP&zOn4CZG0XhGG(mOlbhimoL^oyzZg6UY1w>8a`vqi74?%m z5pJhvmsZPE_mw$QD}>G^u)BT>Cuo4lrExhx3|2XLz=DC%3bN2mG8H@I~9wzC}C0w?Tx_AmoH7>T0hmi#_JnYcD(6fnIe9u zIbR^BD*w}dS=ke1QEATpcPo4x(!+yYEeDGy$7T4gkvjT^ovL1A_mTOTg)lZ$(_NV6 z;_py|Aj)CljF^&=zrwf?%h=mS0<{*J8O@&~P{{yCP#eC-ONk7TmX;2)yKofUtsW!I z_`b{2Ln9rY^-LV9ylo#Tp0Ol$cfIYc2bZ_&r*7hSYiaMZ6l*IRx0vT>ery5j`0vFt zTZT>~7zLj=x~DAqLG4zinx<5Z=c+=9%PZPmaxO;4c8PN<#@_DpUT`PH{p^A|z2Uk_ zlM@HONG*=N-|}bH@Ao;9tG?V-HkT9Hoxv&GW769fDlRG6{y}?v$(M`1Wlz`}-l;t) zvwoi>e$m0SVy6VdOn~h*ln@iKeXnUZPwkL{=%vSprYKD4S(~&A3_18`ZY16rn*GsS zu+3else)Rvs4oKjU03)X3@KAMn!DT-xUtQ!H9{+3 z|Fa7lJQU(ocWK0>efurka!a^K(@x^(xGc^rR5gUNlNT*;JrXp-Au=W_gEmlxfeh|` zGkoc)u@4h>pM0Hx6_tbK8-BS#m0qLWrgPYSGNuAu%#rTuev1+hwvA0LT7tqN1=CLo z6$qW2^8L33PY*H~`tf5dPUU|ETl1-~O}Dq7 zp-vIl+sf|sb{GV3ox3-8Nk5K|sKvw|MK|dV@Bnu0c)yUhTIAKHa4P?;5^)=)(x<%p zSywHL48*Y$5K9;nH*xBpMBIfO4R_5o1t+@9%Z=u>P3j(_p=%zLNTLKFRMtRT2{Xf^ zre?b5MpV%~e0G}K!aDt@{2@#*iz!ESPA1kAs@lsFPnkrko^c-}(E>OO!Q>7Eh7FBB zqPvH^t4U!Q=o2Ifr+Sn$@>FGj4+RUW?iY(95|}|UEaE|UgHhAcPo%>+nPY`S1~!20 z2e+so;-P^~Cc<4|zMGTR%VZJGq^9x(EF`Hrbf%hN1T>LmjYy@C5%P)Js7c8aBE}Ji z|G?m_9~-}`1UUP!3Y5_&>K4^_R&+CDp;cj)s?BNDfkq)AEDxtpl{u;9;)EFnuQEqLr z+q*Y|<_N-WMLnF#Yl6d|zRV8h!4TDO4~wpO>JR{Ku)bO>q(|%;kM%YqNkjfbgWPN!7TDKn;TY!ymuYYeGZcbBsI#-P%MLzq>Qv_T!OjP|Jn5oi zY}NA#$xgo!PaRr{>%^NUv=U;<&~xW(hSbLdd#Dw#XT4n0W@gdjkEKq%S^^cwHiDp6 z0IVI@O{~R~G^}=s8xn_wyz8AU9{X4huA5$PHqXb>rDf}GpqFx>YWtR|;L#wNCeU*7 zyvO+z<~?C>oS~EPDZK~O7vPH}lz(K#3s!1n-jml!w3vuD31&|4*~Yj15F*sOit*;slnc( zC-wTqhir_cfR)~umP<;V20@AB!9k;?h>8d$foix{oz;QRyk5@S8&L)`r}ul7!t)Ey z3QgCH;i9`smn|Y9V*gwrA)y8fdp2OlHib>F+{Nlo=dg^7DuGWHwGISuG!HM9)QOA^T27JkQcDN7L+$O1A8coMLE?GS8v~S;> z4H)=24YdK8+#Rq~fhY`|`947K|6U@HE2`>op|^NhnJO0y@L)KV2KNGPob>>6V3)ep zs*ha%$>m`Qy5{vs03~(*` z!7vviGf6BU{v4yVh>NGOPc?uJ@Ahg{nyGnkBFZ%$82HP`5WWG#xKcU-MT!ftCqMgP zrS~uR^*Ek(XodtDsChFqG!zIpLyX7>UK`2c2!yzF&M#-O1bs=VYOxr-jy9~j*-R)ZN69(Y=LSU%@i^cai z1MivCR44`>y#2zRfg}y=;BPVxt2mvb8eFKvCX0C81-CV=?!BclPcNzX!Q zz~+yVLNcXqU{K_XRpU`=s6_J>F}Aw_zS|f92EwNbc`uMD=mJ4{#C1i^X z@c1;k3t|`ug)LH1$aZGffKG%8Xb9vW+<+8n1^RhYG4Blbw&_F%PH24gG33`1h=S%Z z2~R~ilD6ghKYGB5waNDJmRok-vmwQaCXE#KVZ@#anjPyvIa!Z0n^Joj>OUGui%#=7{wUv@*}tJjP|gSU zzYg`8lI;?$64=Mz0bhx91z^>_+HZ+2Dpf?3!4M}H+8Tw*j!BGw%kP&GG^0^BGIclS;AR3ulH!?*pH2Sa`Ow%V@8L)R2)ZyatcAQxo>?q><$Gq|_3R zo~AO937w)VX1-)Q(&$<81SRfs{p5Fu?Jk9EDKgRr?RyD}o%@Ewtu)b@RgOmR9axuU z^_Lsc%oK=#FunTF(lO8$kX|~+k%W4Po|mv$EnKvy>!PFW?d@-(%S>*Yq8)vuWvM^| zTe+XzkKBy9FupdsF-XQ0_mxIfAqF5@NJ5a6RaJeiMuiDBGUvE0a!>G)*zGRsgkn5X zCWcsB!9g-y6#=wyx*k&Y=)!c)K!(WQ%D|!<^pk{ z@dO^l`%lZ-@R_j70ylo&WR|!mZ1AxzB(`LE@A(}?I-aNI6#J35qV! zM!FV@scXs9kwUky^j6)?JgNtfwVQ$nUO|Rr2$nPaOb=iq77-GPm(bk19h(R2A*%=? z!V_)+8ntU&Y$~>WAPHwdCcvy%?Jn{;riT25pW#h?jcN#lSuqrsMEn?bEeqN;b@D}q zKBa9GYl{p5yrtDAl&?ngBGZ_+&Hb!li> zmi^+pFMn^`^EIgPL5iJXgJ*hP-(X;`pLmJWG9c|7Zj*0-Z)TmU__SNEdgANc3if6N zl{g8d@;d#?-0q!f^A@{SwNUKz+Q7B(X?1Sq*Q&H$xGxdS>-7t)XcLYxkvW#@V0W`- zZkdzKjFvvNPhSocxAa}9=~#Ns=K>`5*3RecrMFN_ezA>vz2`uYF$AAVzAHJugQWg7AbpUq(Dnyk5@v-$A<0OU!0 AIRF3v literal 0 HcmV?d00001 diff --git a/automata/plots/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png new file mode 100644 index 0000000000000000000000000000000000000000..35220d78f1a9a5e4af8daa417fe1570032452d98 GIT binary patch literal 41179 zcma&O2UJyAmo1Ezp-fmtPzhRsq9}+03KCRIWF%)KDj*<9GMG_8(JMKM+q8?rgB#NkI(9ovXz{fft8K6g+7g>w$<%hW>&Whb@t!Ux3DxcGd;z@ z$8qA={+m`-w=MZOIZgik2OMS=H#oW1Tz!u>*>L-+iX{!rR&Da%s%YUTLmHYlS4A(L zm$wZZYO}H3S-(^~RvCGt_K$m20aq3NlDEIYubI97@BPojlCN`K-L+41)Bf)q`#&k1 z`-}7bpMTzeRulf9X7$m({$xGSG#S{zJgcvrx?#ghJv!Th;2X>am4QLC--Zmnj|QLW zRd(mPj4Pm_`4AzX&baa&&HnT2SAKH*<(ogqH$T>0ty)FCx%~$V764zFtF~LMeA7y^ zfq&&2)4OXJX%ctn7QgT+)X93=_|2b3e7D=BYuB!=-6wy*_tcFSu}VoCW@cuO9zSj_ z>#!d@u8^p%5*!>HtCo?-5~EZ2Y%llCDt!~-qesQ?x>SRTqwjn-m1?;xvI+|eFD^_} zu6;45ACvvH8~^;XDn-9copB?Lx(%-N!*fO(66sH1qpsbF!{$*{|mJCIKTkqe5QnN>cgx`5U)xRcd)}!eiMZ z5fK$d*X%q!+!A&E!MYeRucLD_ogP!wSC~a9`O8ZVg7ZVEMm6D24Za1&h`v6wOLgu^hkwA=3EHLng{v6}go(KBiB*UjSeTtq&9hI> zU!=#>5JxMY$-c7zw|V{(=tg z=cWdguA93vo>lBDdj9&X3u9*Mbl(2w^jsHeBPGkm7FbwWOUlZ`ag&cy%xvDodD}Tgw$}D&6vCzzq zKkRJP`~I}%d3rx8>P9}L8nL0^Au#@AFON~Uewp_XHny+%BTo+pSM^i`q~jXdpB)gE z3KlpbN~;l=TDrKn7)0U5ij}pyk_cty+t|_@;=;kn$!R^@Twfo$Gpo!Ak#*Kt>Y3Q{ zy*%=`*$RIiH-z;@$|{=7pimLly`nvhS}qmS#zpRXbW^k%Sp9x}b`2F@ z%q*8`AerhoYvF2t>c%&2N;!VbndL#t$WM=tvF!T#%CT@KGqc&{=X>=_y^k9^Iy#mk zLT|NWJG_4N>ZiQTw?Mu~%{=>}%F4=zj~@9UG>RDn?d$UMFFe|KnezGIpl_-$V$aZ} z;={c^7^#-jA(e?QJEVO#?m9|OK0i`o&#CJlXealCW@mA_n@15uR4 z)dRIr9!!qE&j;~ai{Y7Go9L;SnjbA-=jN6l&7V&cnjboKTr*d>HcDFQ`t>)ac~gpQ zR<)9IePJGH=AD!p`-bj(HOi$n+v+*{8ilV?A*bH|P_v;5i1F3XD< zc<#ZSgLg*T6AnrGM`JhJBOmPg>#sMn6TNY28K!f%p1M2-8`n8JOnGHxUj%+wbTnHY zZe%Z)&cpnLadFX_oYDL^q^hGQPRMZPO;T85^hzjM!DV%I@+Qq`q8>tX(Y4vk&NJs3 z&)$(=oSWh?D5pn`x!F_hXVjLR-jJk~gqxS6q*?Y#Vc$w^+qP}***ozyH8tGGR}9l< zZ&vNE2ocu$W8G#MEcR5Vhj6TA?>DKbw_#!R@3ci!j_oF?1}{_1cg%XcdC%L-%rk;x zUv^|My_UBfb#Q*qF3PTyDDT6eA&-0_xHQxG%-y}NJI1A(xRMSaT5M8@$M>)B^df%DbZ?GkjPPf~N z@CHbdhk@WD&nXTGpAwEOXEZ(1wwKQ${HS7l^y|aYM%|@e{PvU4i*^mYU9-I*N;hvt zzkT~Q?Pm4gQM!p*1^MlEy^O={c`eSjXzs>!4QTyIL-RsMSNAzfZGzhADC--Q!8}n? zK`Fwwcmtd?Opo^=W%pobP*YGb_K6xGzNsk-X>V@ijf@pDS2mhEE>1OGrudyPe=A~_ zq?zYlsFPg0bJs3?0YSlvxTO368MEGRK}BU{WuXFt^r@;jshb(jRIORF=1k$sytRv7 zN}61h^0$}V0tXDzSNGK2Z;zDRx3Ve2!&zMCp6@%&s}QG{?xP=6{NAL6KkcZ{Y}f0e z+S=N{vo_x}72^~W1k@^08P44P&@Wi_EYzqzHqvRHN;{w0bSqLeLaZk-XC%c3`=DZG zc9w6_`FrXOkFm)~tC?2R&BCiEr3J#Dmir1$kNIXt`_J9c!+WSDj2A7Wwo z@^ivZLpyJDw#`&k)jvi)h7uzadY{jM8ZXl3R@wdg=jWiM#1uVYX2jenRx!^LhK7dJ zl+I$0eJHV~oEK~zRL;8ue+v;dyC5P`A+lAl>#vTdI}S@+z4|0?VW=tfGR1B%A;Us| zN!MK^*Eac;9G~=$YwOdRyi}r<0 zPx+q3-=DXVoI!5JV-$$Us3Sj*I@*zh`d<8#N5qxZ`nx7Dm1l5pB6hO+wbm%<5O0=8 zj~?-Pnzg)_BzPcix;+jt+@dRf^{Pw&uSuF|8^6Au9-E+`2D@UsOonM2gS~KF^feL0 zn$7nf61j7c3!NTT_Rc7(5OPsvpzHmXC>v@eyc`uhf;0kXVx5PVj1vv+K*3&Y)?i^!wv_@*FFLmxoRWJ7_xwr@ZI8 z@r}XZty8kw4IA5EPY>6n8!I^>>!~K|Ji6?`l+dW@ASt}?`+;fBFfR(larI1@f~C2* zrRjoYLlk@aANSTzQd`Uhf$OZ#xTu5_w-%Yw(5MT6-`o}nI&0H#IK=TSGF|ifSqmP} zh=v5UL04wyDuB-ji|$g56z4}9ccmHCA4L?khwgIf$akVnQRK1X_vn(R>%gw79U~i2 zsxSSAQkI3jsNeAE%sp_@)>PH6+-WJvjOl1C_qwQ?#`8+We}93k#k4mAe%7gtexp2pF@O1Xw)Pqu4+YqiA7Mm!6)A2>qdqq)GPV4xu(E~CR)4Im^d zPYMN=)YLpwe*e>E!E@82NgxjwwhGO>$&+g6<%(00Lg{=a= z@1hh3HE0=%57qBIW#I14wfDsJb1yW0XWVLf+mw1koWgHC5RTL?8N^>7`VH0opj+YF z7mR1cDE5%6=?>-pgfW1uA3?y12>C9k6j+<>tR9Uk%DQR?dRog7F^ zkkae4Nb0^$;YQa+z4QTR1QcyI5SF>^NPm9}DmHR!e(Bg1kKAwK|CAOWCh{B!;*lEt zT$r@!&p%&=I~FM6DJt07W)cMCG~4ZyJ@M@$Nkd8+1a)NyNmGnKqkDbruRr|7#~xNt!p)w1lx9-5b@RI%^2C?u#V z;CAE+oEHH*c&0`>w5$i}UU6Lpq;JTzo9O!aGZbidx1l;#t^t*X`_}gp3Q3w81SHkR zDp)Tq*d=J>D0VnbJU=8A$R;|_oE`^~65*q1FA7o~D;M>G@Y&-kDHlnd&8trW*YyWb z(6s%z_R^(GF+hJCH*Ty!Y^G!9ZDHh>mlj^My7y%nfb}Ml^*~!r29xcNRrN_)S~tE0 zR-f*04BK$fWU zoz$O14!8+^wvm>$VR>mG0w48DcaoQ!y)$(CNgNj4e!9)Z zdT!Eip4%9OF^Z*lcQ^LEhH*puHIx@z=hhg53V(jf9(U9&WPZi|a=%kqOwucnkm%~_ z8Yvx;n5dBxYuc8*SHSiimMj8@#t?#VKk(lw4egctc%}1x(2r>1b(D6SSYK zqSJB=efV&VWUxR}j1+JOh!l_0oYfZk6X&J|>gA9(c5T}hikdReVpgE=`j8~I^?>{$ zK%!A?)kbt+s6L(q|E5?E-0wXd|b1b^W zz-+x7s#d+(zpF%fjOH%8#g7lGCcqN>15C3^fV%d$xVXsW*;`M1J?PueP>!q+|fE0c!9eLBTf7Q54snlEWcs zjR>$<0+|>h-Al&-2K?}M{@A5E{`%`W)F0EwTbWIPwzo#<=GGWCxO4RYs2F^CvMmzj zv#7YZ*z>qr0|B5y3d&No@q2X3KR#Grfp9VV`{2Rn85tQz zpk_tdPYsZF#vl0tDEor8wPYk)4=UCIH_7EY+7Z4l=Eq;c+Jd2{YR61PCoJSR(Zle4XApJr0@SW?Qy(bBg|^ z<9#$TcQe;B(%d!v;>)Fr^mB+PbdRz_zI?eDl>%s}gk5XYo@*C6vTuaoQL=-%&3|2_ zSkkavZ+$>Z^MU6rs-M&Y$6b$+Iph#z*N_3by1OH~%Y2My$Gi9PTipx}o9>)bidRl% zSkJnKMqMyF6ME!&0u8a*({5BU6&4rA;cZZD?rPfiv%2!7ucA5k@$Y}>ms@V5Op&h@ zaguy<`rLhIM&zc~drzCjBQk*q5cL)H2fF{IK)#Io{6W8TbbdE8bJBWdN10czUZp4> zvj?!)D9Ee64`fX*S()3o;h00yoAVEL($o7UHL8JsGM;T%a%_lK!5=?+_UvdKy}4mi z2c3-#-|~8ec;#yv*;Yqd@8a{1ZJ!*JFfxj@pB_noMAR2#(_S6OXDN>wujIOxPWAmQ zzp?^0X@71}M0HJ=hfpk^WzWqIcUN&dKP*gn{h9|UjmM-}9-DA{Z0s6#gEey6V8QZY z5&*%lb?WxaRwhJHcAjaO_i@ICN3O1eFV2osxhzdE14MM4MdqdUH{A$Pz@yx?b7wes zSPaN?bFQ7`yd@dW}>l=MQb0iiPtNktmqU1~}xQQfdZ8tMX~*=z8|P=HzfHI&`1-rgv{Nn@xyV&dYK(W&-R zMuNXT{EEHzw<(7Ej7i3H-(9j-|BXB2BMMZ0RY;v=g!?N_2Ens za+>Qyy(s7U2ILS6^^IUk6cKKtIyP1omNRvGP$F1`KQ~1^F9!!fyaI7*%+AlpDJSa? zjpDso$B4`*Qd&JKOag^fyk|D-2Qs?0a0pQ=PU=0;(b2JppNAs0^7a!Ga@b^eSf1(` z0o_Oe6hPxA+YU06raE(f8|JbZQI9equ)(M<`qk>yt9S0*8w)&6kmc>@Qz#2lBW-Hf z2tI{6B@^q5P>EuImdV;7y`jz|aTY9`tn9pRd}8OIbq@q9e((vQr5RnaAc?f=O|Lhl z==<}U_=^`@T?RKa`u;8y(oJUyJx4K?fYefxrj$z{X^o&0@xOoH4mx9g0UNM}u)sgo z)82##MVo|d5CY`Zm6q3Hnp5%94sSZuY@F0IJ%tD|{QC01+(e}?WBx6zQi76!599?M zsCDnOKkwYPFK(;wg3OkEymiP1QIH2Te^%2aK&E7a(hNyiX>tyHX!Sk?M`Q_5Iv=^M z9&yjd?5$&r#n0z+Uiyh#`_i@e5w9EG@@8wMIYEGsQIy}z|C*yT`Bud#ae}!>FuN=y z1BTp-Yi_Uq4pkqUI}CzwU&r!N1_-Aa>a7Z4w+JN8*=D3C$SZ1))nozwy8)s|yh;nr zhC{(T4YjjU(*}ELuCZV#0>Rin)u^SUt{&L#Fe*rPUBU8F&fkCkJ!I{}sg(!}5ChrS z|D^u2J0qn>8ZzlCs zgjIhHZDj|@8cCl7Q4uMRJPJsc3fKaZs5P14j`M zcc#vv^Z99lUfS$>gZP&ATPFLRx?zOi${tM2;Wn&cArc9qflw~%lE#mZHYc(RFU^F# z(%XGZS>}3+yN3s7-CPm99CGNX+dn>(Ik!FUv#1;;1zLMCrgz#Y4$@G6YnEm3)b<@a zB<=0(S6#egO~h<4@Ny+BC$G*qq%1#NOzYADUiOdhGv0a!I*bHFKZa7QoCJbj68S__ zRJ26NJ>aw%Z*OIY4V&B3r(8$@kwE*i&5v{TLKEEZ=bxEqfCci^UOfr8o4eOKDtX=j~>G(s76w&cOp?!R_ zK%R^`+(o`X1+_DCbN)+<^DSkdYzDcxx#f3P{lPFG<#!S)9T-Lh>$K%$-!<}nL`9QX z>h{qB%&2~Q$*#!XI!M@h!1I+JNk8(3`S_Y1K7QiT`N`t2j9Mc_Zl ze>Dsa95~Q}!pG}C9Wwu31XKfH=`d|dfYgq?dyT-70|tds^EW4Hs$8>fo&TFR`{ke` zPvGNv?DA1L${|eMxPSjXkshWiq{tEHtS_x9q3 zQ&xR4QOgfco;+FpaKjE@cYSx#5kh`$g7^}=!M=emb;#qh>(-XWMaV2Xq$fbg0|B>? zRg36#dn!ZBu=F=b#|05AvAncc(c!Wj)H%zCI)<&9iam59LfnTJd61`wK2^7vwl-FQ zT{m4-640;$d)e|i4=UG!4vXIvCOekOY?VanrZldi$$|Q^t0$KiCZzMH170%;+WY?g z{kzP*qQ5q(LQYyx->5Os1koXZGTL7i`k)EfSR^lgdI;~u4IT={=*fkKa3rd&0j`SH zI`xGm*j*$NeNjh8hbMLcOAx672ORiM095iy2qie6jK+<-vmUl(9XQx|&)X zQdM$ta*`fQf@B|_GAO?t8_=;ly-5uE@7VbG$x49p%;~%V>7A<@j)JqWI=2r z;;aC_uSafinyObCXwS1s4Z%)Sj=ZGY@n?{_hyVqw zCDoj59S2+)<>~1up6>zBQUz2p2^t!UEN72q3yUb~Hg$gFkc97kBx}LN$yx}}-X0zv zf{|xOGDVW|sQ%EbrhtX|VH9Y9hLBiQB{MGsqE!z7&12TCjy`H+&$pnsZ3i#2?caZn zWICdlBJbQpy~{=_uaCZVkhmBceV367MJdSn`Ql7!Qnz^3UQDOK4AaxpHeD4e0*i&! znfL7GzrJjM#bO~v)3UGX01+(-DmFXINNN zGyo%kJW|#aRaW#;YO^tU1ZWBF@M636$+@l61O4AVUGhte0=6>C^Bv2R zkX`xfD*E>>;hXLJjdqfnWV$@^h&@nRvEm1v3JXhTy75~AGkwXyq0pg~VmyGb-i1`Fx5V7QavPRX~=R!hMff2IvZa(x;&rt z)WbtbR#rCH+}6Q?orUG%N`D*LPd_q^O>}2xXIQrN;J|c;OJ!qnM0hwG2Zz+tr%yq| zQx8c8$Ac+-&#^vy_^>!-0nQao<8;+@z!Aa?ph-}j3_M~$9*#mc3FZReXGi%ip6&;P zl?O(}$I7SZi4x`2zS~P_JlCn1J`4fmT6xE`*mH^z)$F)WYY)mOOjvvf3Me?wf+imUbo7Ehd zTo%lCFfa_Ijpphtjysr(JJ{Q28-nf2iL0Q&R(?FARR_ZTkUsKdBrZM@4Qy&kyk+%! z6E#;YAg^)J&i?-X--G&S2Q`M z>>Get>N!i4VmFK&-$EC_#YpXd-=OJdCSh*}k7#MMS`KXYpHhJxA?0&2VFKiKk<0>6 zCLCtbrF_mZQOch5y)5NhWw_|;A$?*Dz=J8$N%lpz=96YVq-S*(?E+2djrvdbT-c;!>fxrgK`rg3HW6k!zM()==z0hmu=s(NY0h2j(S|-m-VSI& zt6>n!5U3hW%Pe#Y>S@KySm&_5%BTu93Pbj}eCRlrDNR|HQF+JWF3qJ@3Z?q69zGoK z_3PEz)Em;Si+aleW%gQ}?HOD}t#?{Xh}24}-_%hXs9I$?r)Gzw2E&f^OwP9iHwP&$ z%@Lj{I8|9RbpQ9)T8Sxe%LT)J%yom84P_-?m<)PWQY^hkGPhev$z)cv=UwW>d6r2 zxfravKEH#TbA!#34JaM8b7d4@WfM`f?Cny#}=9F&P<9)C@P}@V$)8O4i$H9#_F-zVKwC!;frNgWy@T=_;9hBWVuG@OY%^~t?cW-@k868@eZ}bTnl?l;1t^P zTJ=|p;IgPA+8$a~ME=c-Z=9Q(Yj(MW-fJVs(Jp%WXrwnotf$lzw#_jhqWKAk38IwR ztSy^2TirDIJvLSix!SMS;U(+5H7Vq?&clTqOOE=BjHitoBw&F8pvV~--t~ni9lzyw znoC=p@b&=~LsGRSopyP2BwVfOmNk0b7r=!;90GVE<}(f+?(Xua0gQ=fv4cxE@L)l! z@{s5wOTE}z%EZxUa~RE25?-8qU2FGskl#N5mu85{Lpj+oi05eBR~33xGdDBO5kK3w zWs5ca(0~O{LhVwP&q;^1&`+Nama$&Eas?eB_C_X&*+m!O)0IN=w_fxfp6`Up^}gT` zbV=DBo)c%$Y?+_SMN40dG#Y?WC(#^(A+{y-bSU5!lk8*3-{=QEfHV`2R!lDM> zRGH8A_XT>7Lam6wkBD&mIh&}W1Sxwk339`kNgA$O1t(vE0w+Px;%PJ)f!P;iSt;!D za|Zi84RK1+TlR8S?K8^_g${NUcIYx6&c@GMg^!t;jfxlf@mSaa<-sp-`I|6S7)H*w z1jLgLonn$^0-R@tzrH-pGCg$~zEmY_RbmFnTcoxC4!$H_JK`yAxBT(T(q(Mfgs#ka z1j0~QQvTdP%8eyu;6#824!a>#x2FVIPW9Jb>2RJ;FlvamyHp&U-j;f!(g@^euds8j zJ#{Ds9vu>y_MlwQ@MhVYIX2R1w3^YVXx${%nY2Wx?Zk@#1r6bR9o`kXAA#zoi@8G` z1zMyrOJ6^!qjJ!Wb|0_AL~o@MGNuB!2k`-t(D3JF$$?>scu=T`$|@-yC+*R~+@s5F zKY251n>FW)h<~g%1p=;*9*LF?jRaWVq698Yly662|J{myDe{SRtPSL;yzx@@xt;*C zp_Xsk_w5Vle9!qFgd4~?7XAXh#7h2Rm5>lzGk?6tlPB+(Tk5|qHD%THrX%msYACQa zMM-2SL!W_fchEBv4YxBvaYN8-SoD{oyz95fQm`6^%NLeG|M?^yct&71&F*c>#PgVg zB&46LJXD+6MHTA0g1#b}CU0@GgYdqVPBZ*cfs`^yXa=0*Rm2SPA_06zYHDK6{YFW@ z;Gdf|)k1h1cRvy}%>(075$j)UpNay z^{EAMD;}oKNt?j#UmS^KYmGnwOli866`Tb54Zu!|w(Z8m{GPHzY*>FT-Nz7#-k`%? zs*@ajE$lM&%Odh<4RT;TU`E_Pv!7soJbhMv*9gc)9hgiU^xS?h03}dHhKAm0)J2kl z`iq|dQqg_Om0Jl-rzy0UyVysfg6+kK=C7Eb8Uf{xKS9|1*F%1rk$504n0u;X z4v=D50~?tx^P`U1S~+a18mPz7AO{DFo%ZT-o3#r-dv0-N7xRwSCDQO`6HYXE2_q)` zP9Ss*>gH`&*ifj&Q)uB1f-!h|+69QB%TBDCu9hJ!2@cT40R082-*rj%vG&hNI|6t= zef}I|I#JsE9<&63qt7}0`#15lg>mT?^}+tnr|G~^*wLZ2VZ#QraY97wVDKQWg?{h= zo6HKDk$YUg5(0p z4JhMea)GG){!j|_8P1QGU#)>Um_QwF=~X`LARD44y?SDK`ksM_B`Tqm+?%Twa~{3F z8Y+$fn-H1Z3LZjSr6mF3kjGZc6_Dv?{YQC`qv4(WYECO9n&m8d^rp|eN*PDSL{Q`W z%K&J2;uN$ex__@tQO~kCs+1VW(xhga2o7@Yp5y~>3gs=K!r0SD0foELH%g(g2{_R3 z$5w$i8+IIG6A(}bB_r)si-luQS2X(_ZpSogCZZ!rY-+^Z0kBE@lbCxT#mRmotCz#r zv@gz_r}vkb-f|8+ga5Xju?}uBI**>^C$He7c<)}q{J=8-aD#DAh|5!XAmq12StXx2bE8JcdMpPA`{k-i$S7fbr+tm58v*dy_zYT*v4quc2~y!4I8R)kyc27#MgsC zf>_vONdp`Pg!%8ABgDL9L3|*|_5Ti2L`zpHM99Qr6ga*X8!Z$9R+S;sJkk|AY7s)= zw$U15q#~sRBN6;<)67gv94MO5GWa#LQgryBpz9y*gP7Mq(ABs8!j^~g2hJC)LI>nL z#bSZS5^$0fYY}nj^Ba)cP(lJrCkEcKi9#s327i8jz8>IZG_0g#QzAJMa}yCi_6pit zy_hf+^Xt_E7DOJSrK>`-@=RUXz>EIjVU6orwz2Xte;=9nWgF1~b{n+>A-Ez~Pz}4Q zAWtAFaVcw229$Oe7=ReGwk$nL;M8mrOmHI8b-*dRN*^u$sx+o*u5(!!b9HjkM#IjH zaN3HXvyCy2ire(y!-GuFh`{G@S#pGe`|H{J)Z0HvvssLQagkZvO``2NHk)KjC=i;9 z9+JgP)-&+E%C)sFDW+H!^6(6rnPDygEl|iUU+Keu$uv$@A9-Rdeg~3NifTeuFelnJ zQ5UyLcr9NDPW)+u$#~1&m!0&4&j~0M}u1gZL{sh`RtECeptr4#wS( zqB3{Arcj6zllYh5I#UQ1+!3poVC2F)J=7Ei2evVi3tt1=dx?PEBT#FjtPwAYa17KY zJdo`fo1dNSo-cL{)YD)NFJJC>4;vwT2+fUJjw5HS2lO~Qppqaih6aJEV(aSa7?vLk zVf(shkfZ> zTyy+Q-u^b#@!=pfoR^BmWQ(T2*v=a6xk*rW= zv|kjwLzn$%rEZB~2N)BPeP!k3l5Pg56eMc4s_ME|Ba8IPpJu=IbxBtgh>p0pkv-4k z9XfuzLbCwRj!0^rN8}i&Hd)ge-HiaWiI5CP8KoWliTaR^kt^$w)+`xnKm?R%lJa3R zW;O&XJ>6-q| z(fHifsbs`k&9oXsDQ;%Qw#~XxgE}bTyxdV);nn(pY5VrKpoIevx@|J)$S4(Zz0zoV z9>fY=MfKL41BVVBDxPMKbF-sXe@G1wuuCC>K_NdcQUKN>u%`!MxUuLnKLY~>oI$Q5 zm84A9#k?j`JJR&AMm6PMzkUVg@7SX|G|i*cDslo$h4ch?Z+(A*b}qq8J_3*3h+UUx zll4Xw=EuS?2Xh?k6)on9bk-Tjuw-(r`*+xN@N5F#K^f@2M|ToJ0n;LpsGG}FGfWfU z${_N2=m`8M@Vg9m2+vW6;}Cdf1zCu~O(MOvd?$q<8srI~Vy;8s<+>nrHZ!3|jvNt1 zJSrefCPiN)g8Q>o(HiKvA~#-F`R+z3qO;#z4!05lG?D081<2ye*f*RL~F3 z709=-YNlD22w4KKh=+U$gTZ-#oD67w&MLjEXU>oTs7Can<&!i8$XFB= z<|5W8uZtJ;Kat4VKyeMImSI1BTqmszzV|n8XgD%E3~{BKb!Z~m2U;?cFzXXaIt@ho zM<_)C+myh+Nh&WPg23qLH))b)41rg~TMlQ}HP|hQuY$PN9@S(I3=b!eksxAJMZP5y z4Dg%oVpp`9sZ4w4h*%mx=aFz*fcjW$-i@e%sO!W;j>Y0AHvB}~r^JmAlZ(>eGsSvX zm^4|4`<*-`4C>W7g8&4NDz?Jde{*4GjF?eLMMp+8!ZxQZc&`;l{*8%02o5sDs)0m{ zC;z(BhX{~^;0`DvVOGVAHs41b%Ac|)#sC!MlSRjqFa(`OA*I0XHi=wfgc%keM-$?z zhIUK(Oz^nL!jr!f1~O1r9#-x5gq%kmN~xZ-eJ#RM2H-M*!!c#ro{|b1zIXU?VswOk3Q@s!rtO zGsNBRKCT)LjdB1w3n3;Gi_6ZYiCs)qM=a+)!a@}X*hsF0cz+1%MZ-7fvn}tw)275> zje#=y`HmT=vx)F3e_wx2z-1{HrlL^NF$3P9&HF$&0ErK{7qig+Kw&>hhR=urUW7f- z)6R)#a3Bz8Nx@~azwfy5OvX7T5!rUf3{~IOuGtjRGZt6ax%?Kpk;?P0)@Erkw_qf zO5I`RG#-?j?&JnwVu&^-V^Ev7Ap$)Uu!BE-N9r^^&m|XFELc%8?fHWx==~E+bmXD(> zS1v7{LP-Suf5$uz_G4lezhb$o#I);!wxwVCF+r_i7TfYEX1GJw%N5(Ww~t4dz&$*I*& zZmkEb#IDF0Q?`~6K8T@%H0{ZVsq@n8je{lH_8hwIe73*e5I2V;U=1-&6K?_11sAl? z@(Fdlyu(dVgQ$GZ4bd(|q2Y3Nc8D-d{We%%lt3m@y(r5<87d zs_79!A~&Nv=HB*TyzuFhCnt8h752BfpsKG}nc-C+nl}1 zC$J$(l^C)_B_z1XC@R^Kn4;o^{C?=<$r_N7!g7FRZKHzR$n)7V4Bfk1x=W44LfxYF zl!+sb?a+B08a0DnP!9Sofdt7A$x=EjSZ264rS-+B`AN4dxS?z3{cF=jW_=BYu~m8D zBIHISM&iwTP*!;`j&^%42fnY?v*ndQHCuRv0 zcRmRRuST8)BBP@W^Q>C6iiq$ef?+6X1vqA=@)MY{lu!Sf?~yEYOi7qjlT{NUAszPk zXgQaR<#tW;`@e=5v2StN>MmUXHpnZ_PHt^JjWS}ql!L8p&$o#G1u8DFnLl-ND;qn*v7~O+oK`}t9wgL= z?~2$;P~Ij+U6xy5-Qv$(0{S^c8Y09IggJ5I=^}&B+Wa5g$jD4xf?6YaAxudAxbmic z20cj)pW4n}gG1nJ62L=}APLVyLPE&>L8#^%5jK8S-pWK5z-Ji=VDW-9%g}8hF8>}> z!>>~UI1ix_ZOpS0(tfW|*Zk3g4L}_w?kXf`6C}Mp`BB+qO~(Y~Y^#_oIEIK1pS-{J z=f?)n1+zw$fvrwL<6SWtA)oKXeaCEOcpIQZr14kf|tGsGLNPCIhGc#AQVdSqvL$VQ%+ z*+Vty$0Alkw7UB3=SehZ?P%q9Gcg7C3Z|{iJH9h`L1L>{t*85k?q74OX+}KOFrJPF zo*P8fY(SsR%hNL)qZXo=Fe3I}b;iA>*WoygShtnQv4o$@ouCuzW~Ig^Fzd(k?3*du zpXypP9~P?%8EIO-LTNzDcSO7)Myntn?a*iB??A4TD@6kW*n{@%&7^Onqq*(!?=v~J zDy^K`K|@21>tK^XJ;PZX)wor1=mbq>5joBy(QdaJtCq(CO9i%I4VixF?UA5Ys&dy?|E(2LL*xAOR~Nl8MfO z*0>3j@2~GS(45o0zS9O)e=}fl+DgLE(9*1l$%Q6tXKD;35SZHsNJ#PJ0ZmJwA<|_f zMtl&kkzHmt03b-iSOJGBz(&zY*{}>ML#!x-IgurWMzYdP7O;~=8HAVl>sJ}bIAnNC zaH9MafuZEw2=eD-zyQ&=$vS|BX6J59_kG|&`WmscU4q4y%wzSfq7(bmyp2R+>-@w*Q{SpF5Dh52!pP*XbqfGQ$SNUKi*$U?uLaZ|HPqArrZ%> zNirE^9YWpC()@T#+Ehfq#K*k`wt?6jS@Qbu*>Wz^WMxnM4h5_wr*P|D?yD3l;AP}J z30(7Qupk&CBT<31QgZHS5;j6k5CCKL#=8L9hLa8eAU~Dgm6lN!JA4-;84N2T!;)zt z>+j#Jqe_x-^@`e3_rNkf= z#mVW})2Ag9^q)U}#=wB*jXYw=h7XvaEWuaa;n?9N^kI)S(KVOt=1`9Y!;1wMq^3Y! zBFzJF?_<|2EG$AzcF^4Ybn!kdP3FiRT`MxQfCO+2*E@;KriR!4t{{FVQ>}ofgO6YkkbUn@HL@9P;|7&;UA>u0oy>SL8`_b2?&j~c-I&*u}Ekc zIg^15SP^50lLID#(78w^a1Ynq4>!L83ergayeZP=%(Kd3EPs8d$ol#ixht@ey(h#0 zhB_%|tUjK0>>p6`Sw#`(=^<_qVZcMJ$6HrBoLF5iGhqJ7hJJ>kkb|mL}XoV z{v^5smMetGu4^0Y8ci_{j)?JLjgV9;07YQE8o1vgR{gO~T~UH?NU6Xxq3GCD9Jt4T z9!;LYGKjPiCdPvrrCn-R*5%a1^)-7fjFj!Q6nHTJ7=ZJ(X9(rr#S#RQ} z`H_tY(Esm@dvXSY)-%Mk6CW@jj3o_Z_zy>Ilri<6g+2muoSuDWc%UwuUH?vc<+FLv z#I(b`6b#!$qkxf)7?NOC{Gw*=bGO%~XjBs8IJ#Rh`I;Rm`r>E~VP1v3*+mNaJ*y}J zNoo*JwbD`xB z4b7vcI5p>X+aRP9Xp}*h8C?+k7@Q(=Ck`rT4!jV}fWRoXX#%2^g-JyIP9P*G1CqoG z7D&0$e?j~XNHx)e!1+Jsa~wEu9>aC7$T1o)B8yRo$}0-w5tOHiV!mRKe{ozK&L@`M zaINfI!-jE?Jyp`p!0!&aTA~-dqUfxe1G|j?#sHH2s<|5{p%B#ug_7z}vPqYehC`Rl z*VCv^BLE>-suG1?79K~!MsU}fNM_YLqy@C4Z?nb#IYHX=T3Q@+i32hvd>Q7mH-wR+ z+>u!wh%aQ~m59wiTsd!jamY$Ic^iCs6>-3YUEYF$W_7q7tAJIo2V{unat;YG4%LvH z3n2$@1R3-M%N_)JP4W1l8K-!h=hk-_veof9VNi*jVA#ThRL(C;MQGd5;f)~tVR)B} zKaooU+A_q!Ou)fj_{HnqbLP-7$=nJHF*bU$U@BW7G&B@_^Ll`kA!~9vR~szpggcX5 zi*Pr@3fMz`7@lqu_bahNW#&Pd7;Z|v0zIk`vfvx|7l~I(d-+kaBn{2R=c{Ob@Sg(v zd%akYiRM87ajFyhG+<-^3ZFkt04Rf;ex|M^!z{!QWP5CS`ZR@{^YfgmC{WO$VKbA! zcj9*@K6VIE0kG@&5m($GJhljemAOxUfldK9##dMt;K$h16c3m@FIMX`8Gzu2lYyHU z+;MjVDz_q07+~i}weW+R8MeGnAg@5Lh8q>*txA?fgxs-zaU2W#MO+FQ6lExdNT-8h zWC+RpU#@&zhEoO-!NsZu(lJGe^M@c@S_CDSYL`o9f6uCT@WPH)o z^aZfl6IX8pjY*rFB%-_dpOt!0NKg0T&y|DLXjsT#J^3<4A8_RxOf1rpZ|?5ZF$;w6eojT>SeyewGp2l7&3`C*R zaHDeD5BuG^?&j8ivGF4*l7PQ;>)6V1a5A3Tw}*fDP~JUbdu0EIh@UU_Wip%MObL8_ z`2V^5e*@V6d8nM-%E5DQ*ktmAX>UDHk11hpwjl3>gcqSCgZk@-lp5}w3ot^$S7uv4-sKGGEX6&!$^o(~TSpZqh@pi^^ShgRr-*3qpNyOXFa4J3I`Kak!y8F!~E=K)S zjeSptrz{w7sovg)j%(ru@*E7@_-}6$+D3DC^)_uunV2`W#h)%VezD+5^yviB5AD(e z3?<9I-Rg`sAUOH@???5KpZssPPT$B({^Z$x4-an3o=5uo_x8rUXfB~;_7_AGc-ETZLNM%t3J1Et(I*lzd>=rM%*dOj#_`4VW`e%W9cRjttya`v! z`_KM4ckTDst4OK5cboM@{@G%eKDMas6>6=&_Tf2K#a?ph7#zmIU-)9%*xwJe(XR}K zC^TQ5uQzr5XMaAsAWH$`>9KIk-TBv#X4@Zk{vD40%YOZLIQ=`|YvaiZ;+m-5?T!o(MtXXhcKqC9Lsp_+Er2o3{8~>;63C^H!d?FBhHny<3D= zlIJ`#b5*xEn}1^_7jEFg7FJ%xl%~M4u&@YE&$k}np!+wGcz(QXAG>7GZN(U_WU0Y# zEdtgzZBi(oSl8}y!s%A~&Ru?-W@FZ4@q903y~zEK+wh9kHx|aC?^PpSzI^Ku#rEHJ zgLYf6`=64ciAiblbZghsWG=BD62q}=9L2@rt5&T%kC0o>z8WXxtyuRVUL3vl_94;O z0sTLRN`Ym=fy2N=7=uU<90&yZpwUYHD%h@P4@@7sxIcyjz>U~`yw&dAby-iwwQw4(`^BOn8XOdb`8 zNBh$nV&))+sG*y_af+Ts-6chp!pM?+$otr7okj=T#nUxy`Z~)6%QpcqL}t+|pMpxu zj)SI9?CW7v8BXZi$9t;^9_Y7Vbj^b}ia?W`exv5HBMe||GZB5%+;&H+e0_1qi*dU&(55tKy0>?bc zpdP1VzKdM(9FBG)4ja)L^g|dZmZH?&!%~4?&9z8B25N-T)hnxMvfRX})!!H|?|J>! zs=AGzVj=y$-+n9hsvb)p#|a<~B4-oXSY#F$Yq*R^L_k0hL|n%7NGuNH*)=>!kj_TGCwdtuTv@gt7U8JQ^ip+HR$kL)zqaie( zH&k6MD<<}HbRW%K20I6FXMtRY#9XQA!E|^5VFbW%-S_; z$V3tCMC2bIriLtX%5D_+2=WWP`HFkH``UeTe_wTZ_jot!)~$_2e`JW<*SzS?<)f~J zsRnYYhn;B@>@H|7shoebmSnDImP2AH8QDe18cIu_xe}!p^hiDb-_g~-bLI*)sHMmr zd-meaF}D}qva;$s5O^QF2&LPZ6-Y7aAKx*UsmDCrs_n^jL`-q;(f9=d1(&I7S9Ky*`5>wtbvbovw2}*@J8>r)gd$##g)U^y_ z*6urtbu4UD^5?A}mFX37|1)`0(R8csr`G1nYrHl-%MkW>v6bzK3^K;Eok*kVy(@4e zxtwvN`dhHPc%!CH#o{Q<-7+2bojYD(7WildpLo_WClRF%!0N^3QH+@q} zaKr`t2VUNz*Z#KT6Vlw6`QF+0^3Q|k*WVrVtvD1>^d;7H+2WFN)|H(7=F7M?wwqX= z+kZTHXW?;2`{xp>yNt~La*{APHRPq)2*3V5EZh`1H25W_MAJH&4+`VsI4&(0<@j^d z>i_)Vl$SxpzoHj+@X6BzPwUZxe-+>RTy*O!lT}&W3e(3v44-(0%fW748z8xHbGf4) zv-K{dYVgqO53LEv+DF!A{YHz2Q{g+^-i8I0i6S}CY$VtVKQ?+e^mG6K4FTbZbT)4=%!|7>%9X@{JzA$o13E;=NoBx4T z`;SZwSpN$w;y2IkhlHeEzZVyFcV8HELGtxqPbgU_zn8EvQj||JZ`fehSiI$5XyboH zZ2uJJ|9VC<=fCve(`%%qq3drdJIDJ^EX(X%SO|wMNV0+z_%6OaY^fq}Ynzx@G8=#M ze?VEL|I^!-hf}q`?Jv!vCembVD?^b=A~F=&REEkFI+~*-k;qi15eX5|AXGx6sBJ1I zsc0Z$g))yB3KgZ^``OfSzQcR{-hY1ky3SGAd#%0J`V7x=Klgn%{XmucE|fNw%hM?+M>IZMLAIJq^IAU1B6iYJxw6J`z1x16?5| z2BALDXHl#m>=E2!XcyLFN#++6Y}Ic-G|&u5HUJ)aJL$7vq^apFL8tfBP{W$*{{7=B zYz5}ztVbIY3e`m59z9y%8rubCwB4xr>JiF8L|h<9HwYjmT?`!;^s_Dk(4lHXT7S;c zxsKm>)?_+(IP)qyB|{JiY_bJ$7G@-lllVBq~&XkuVbe$ip+Mh5jv0 zX|03K4y?CV05NBoy^4&CdjMSE#vTj5lZRswvc5MeBDVCf#^4o z)rV>-v2cJEv)IH}v2^R+a1kXM#IJrV6o3pta*ILX`<2i{COq?z__v)6ypcX^gWG0; zrOtn6c;zT#c|S#rO@Rr?CJ@zsKJ<8nhDL3Bdjg2FR0Bboj-DHtsUdozC<)IgkVT_U z-ln7o9EUDct(sBha{(SBkLb`Who^GJxsc}h?NJ9EzidqK%9dIE!1-6MP1~#8Y!P)? zF%*=7S*RQpTye$N0*vOzYC>(n9}*DKJ-{cOctgUj9fvdGfn}1BJ5^zT#}n)Z z`2xULI2wtG0Wa#!*M8Y%9>?)GqBA^u+0;3ybEYzCqPN~eEo*yf{w|5Vw&I#y)@+>j zafosYs@A(;WCMuSEZz~`AmI=(@NeD8j4|CEx7hKaDRyC{n~~oZV){?q5~XrTX5P>@ z$ZFL@@4SgB3Nh*K*c3lXx+2(ML1Pew-?a32X&()0dnPfhD;G<8FV$f(<&RrVN7?f- zt?wMISJFcPh*RRml=^cw$o-bVWqnQMdAyA0AxdT|l_mv$h`hMWXW<;px~2Q|)_%FZ zUv(M7C+e*kqhIxF2`)YLX#HO2x!JL4?_D;`J6Cy2=H9o$l*{-Ae#KInnkfTWBNM+U zyKg^7!6LPG;2bT^9Gsh8YN#AAw)3y6zmGsl$yfSlD8m_Z>Xcz;{rP7tCF~zRekb4x zL1p248}?jMN?K;ht_nC}K2?aRwBNQ>J4|8I09cf{rfx}N**_QBF|+70ZDqcN?|t== zN5%(BDc{r)r?}hpe*&n;unaHFs|WWPuVNIm2Jiw=5j99EDJr9aExrDIHTDaUNZx(E zM|-t{<6^rNzYZiidqwZZC$!M_=kf!=f&$-6={LJy)^T$LntLdjt-{G{=PWS_RjP^u z)N!%o;yvf){I;#)$8^U?^}fbQ^$+3+W*+-HE}iU~9kcf-g0v~KN?LPH<_FdSJ)8ef z8`W}BF&7HXcTfI6v^-wN5zU6}vVy$obIwq5Aa*0KM`y;QLwtqp(4XMju}PAtaMzH&-m{^bf41u%SQR0_b&J zcdWp6xB^%RjxV1`1B?4%xI!}=brv@#Hkm3o|7sLx4uw-EaqED7nBP8gplv~J2%mUt zw?>b1*md64wMK@VD3Rb}hy=LvbG+!kgiv3$uH30(?{@WS>H;tpM5xH(Ia6m)5@2Tq zkhOC2@A!!j(J}hFwHo5ylmJ7ZrNlB(x8S+uaQ5{I7lbSa9!r)IEMMc_j`#_ zd?6Gl#24{R>!{??*NGP%;bx81&fotE`~f!Eu>sx}EP+&%KI;PeSc{2R4cjCK-*bzQ zoXY$+3)YwwYUR92Tze|5AGp;Dz>+H#0t|l2S$yCXPCiLybk~`la zq2Fh)o(599q*1KHr&{h4>r(casjwFGc`m^ln{UqMM2-@R-c~B+t?6~ru0PFphI`R* z&@8Da%u(W_-)A~L&no8Oqy+}@L9zO}ANuE%h|kr{I>mo#~U9cANe!b!9 zRkpCJ-=OEHt)o+bXl^g04;m2W5s7q`P){bq3s8&`Mfwxg*nuQy?$3zgSv? zBEAn!3vPY@Y@%GX2c-s z3yy;uW-K(?vr6HoWBlIj%SC!{AV^pQkX0;!A9w&pfFH)P*3v;dZSu1#PRGGV7qN>z z=n~{r(hNHGXGefz`jGvrC4yX}Fnl6r`JMTIICKwe`-$5An60YN zMeBnZ59*ybnO+cH2s5T=L@Q50jYmAF4^`JJ%NiJ9_Pg3$Baf0x;Kzi4MLCPU4`{t_r4+G-v#2| z@JSe-2&*Uhhc{Fa{VLHFq@QC-M_d5GYykO@94|n!FaTkZ zBdkNcGhRYa6b|vBJj_f>TR~KlTDtT#VrMmX?piq?1<|TW+~rbfA;J>pgW8nMC~Id| z`b_PTPC`8u{G+-wcQm#jM=K9^Oe&D5*Hl$if!1Ei*;i8p3M@gb0Q+1(X>bI)^9G8C z0a1uZqe-jUc;&?6Esw`RBV`TeH1NJy z=i@tzqW1aj-Mh7Q_#YI3cIqpcF@}R;oR;3fijfF_h;(P zAuu8$8WB0Y619s(!dj3-?h=<=VAaU*@RcTl4KC+c;uQ5Wb{9W&_*oYZpjyrnP)!cl zO%vIwf0$xK%lKkH!@E_i_`aBfb36e#(>2IXz@y;mXF*h?T&#^#!wdG5F48b3#}N8N zJinx5!Ry5HX9D?*R}EEIdE}BeZl^H`DUc^!EFqTyEJ`J`j0>zJ7@;yWFjVUF%-|mF zHIB4jV@u9P$-VpW%)Pa#_wkHEm7VP;X$=dH9>DltcG;-?Rn$X zNz&1u1EqF<>W@HnutcO|k)9a(t92lakOQK?s?l`AIF=Yf5r7GLLDuCi@u&`hrokfgW8J2zCe1nXUp)>z2YQh1Xe(VA4jeton)Elr;(zB5DfeA3{_QdF8T*Z z&%~)ysV0i)x1oJHpcFJe{LXi#`om~722UVlL@h!ULD|;wEu*`<0uK!o4$ifbSW&Vz`g`Z zh?XP$$z|p??SEj@ye*%9hoce*M=Rect6V)d--0TY2!hQISN|9-#n0ESKNSm2#7@r^ zJ==Q$QP*_dy;FSfmNOo$`c(_zDe{5YDS`Es$prl7uaVM5Lc#cpPIcgAkbvJKM$k7G^8K<`%j5Mf0=l2^E;nvoEK@} zU!}%osa?MkUP7E@WpC`?!A%~H@N(;(Z+81`qb$zLrkYk#8RS5f$0z=-hw|19PFkk` z3+Jfg-t2GKF7u^b*7;D{06ecSENqR==~Ejf{Hy~Q`1;vDGXT3S+HC(36JDCPRfG)_ zT#GQXTpwj{-1WU4LjB7-hU?h>mQejiF2wkZ;t>%plRBykAGjD zV^hGtU!H(Jcx==KM+zKJ@Nh^_bE5n4G;*H+Q#X(tvEU!o`u@TDD=$$GD|+DJ0V^}= z>;-E?sGslN*h*iLDP^JP7ywc*448Lf_fw1~3*c^)d#U>zIrG9#Bb>ygl9D-=*FApz zcnjx5LSGSt0~2*519bzzA#|+piTesyOlpFv95H7|jnWn$(vxLig(TUHIJ@`5ojfuO zqoL>8kK9$+gI*G=;P5*KsbfmP*Rf5m4^l#MGXW8~=-%EvOGn0I25DApJq1wUU3}NCV)Vrzl~&HILx}blYZ{$iI?LWH^U=zG|<#PP`*4zoiNjr%#t; zd%ZmHr#a}fZWaSk@~!3lQF3BwPR>}_^l)Iw-)bO1kg9B?sbA}T@7`k9gY{WuWyP;D z$NS?Bp& z5UJ9=vD$KFbxjTJJl{G=fd{;rnpi@C*o`9lP6+VGcbcf-Fz}*BhRiCAMd1{Q4~d=d zB1CQl+}Ft$8XUi8quTIYGm}LCraV}_KgD!WPGKPx)%?N*{E-mGA{hJJfG-)qB0(WJ zF~T4q77Z<^GYI&|>#(hML&}u{n%$33Tm*&I6idOJjRJDAUeI*Mu)(ZXGYkj}n)2v3 zbpu6WXpsybhnRD{^by7)$IVM#3t$&SYvXBEJf%TI586Md=*svBV>ZW24?-{o)xMv~ zC(^wS*1)oxy7>+p6qM$w2j-JX#_ktt|AmM-TG`Pxi(^gV$Y>%$Q}*?35RzqlF|Ko$ zWZhup^z*rZ+HlvL@pEO~tXk$YZQE+EfZ}G(%d~?hwS0JIvr+q1BqEPp7JKjxDPVg- zaWDd)32{iKyySKNx8hnhBki2MzAbx)PjgWKTL!GEu)PBWH@g=(d!i1Udi9nE_)h0X z|4Yt~2TH%3`r0LiX^(cc;)`<*0Hfh--zI#+Vsp{~Y`~8T3a{SWxG1=#_^h&u1<`)` z!6?3CQ7mX}7X{bUTxDiVt$Ye30H4PTye-bDa;gmOt`)rLVJ4sO}N4h`ER5nZW{<(@b3bvpTB5pMOcb? zB~VhDBO>G=K?nyI3#T`bw~;fs17}dH+nwAFv;9Ac=3@9 zy!tS7E|T1T(35D&zR{gX~QhGL(4#{Ct|*1X7?luamUGNr=D z#}C8L!CUSCQH)q;F1<|yML)cSyFCq1Hh%A$RGh_26Tq>O%i{ehuFg4sel}dn-7FhDl^fF`A|8qXX+yC3cgKGOzKGgkwnz)=y;%1>( zF;I@&VijSt8Q7)*jd{=5z`~6B-;s`a7>>p#dH>N6&b!(J34?LX(nlj0&RxtkiG{AG zhTEy+wpw=nW;w`=<7MpDfTyXy_3PxZl`iM{EIS(yUeg=mcRDy2?jHnyQM6q7_-wcM zk{04(v5(-Q;uY@SFG$)oW1_(IM?T}&1z7AXX7QDeRxP8ur8WunwfgX;z@|%XqX^H* z3Y1!3Y(W1!D2a@L>3}49FLs6IByP-rz~v9HBqFCznWHT#8o*UILk)=CDh!g#c=+#V zLEnzHXNKU>lg>zBj7McKqC%=z4Ncwqz->W6l_6_1?M*Ib@0leDbpD~a7K zw>^TW+D-+DmZ&8^xB zDVso=z8>~G=7K_A)A}LwN-^RDlZ+nXlk6+s(cq8nfX$I3&$s~`=hW-h&*h@*Hz&Ux z={CYnkVK%AKVKiFV$-p-+=M%%%GG`kxO&dJ--~7ZB5Joly#Sz5kcPsvxGFQd{{xru+-gW|nq5yiM9~xKlNvs#o#=F6LD7qgFN4X{zVzSIz(w8m~^Z8j>00eQP_fMguFcaSM-rrmNdk(>t@g$mI&DV3{!JcSP?`&&WW- zE%|zl2Y=CKAQs&0#a392(f$1fU~6(8fZ(z08ItcLJo13fnMf);r33m;fi3>ww4CjQ zo@nsA>ax3(N9+dj!U%0whC#uvC&(vZehkb1hMYv{ITZ^qaxc8uZTLs{5SF;!rFr-S zJp)KCsQm*COF)qZG)lqs2SS~uw3&~XmUu~MEMiG6ULQbEGBsDgzF$b0I>hx75XL}- zOQHu-2j}V=JmTI~CR6iv{WAC>rnPQE%YstCm7I}%Be;VWnaORC2dQxwxfI<7C#+5V zfqMS}>gin+Z?O@oWC9+L*VlB6>icQi!P$4P)`AOj>QAE~gy=OECTyh4Bq1z`%0MAo zho5B920REv^N5q&1{bFY%?f^GR-Hs_lA#CZstrSMlNeL-tp9pcc0dJ89P1bjxm`xh=7gT zQ92Cy{9i*(M8I;u1`Z2Q?_OBp4A6^&JI^p4&+oYO3KYh5f&LFQX$_3lP5yLY&>q4* zhy_l%?J^bCe2>uvsPaIY571bcXjwQnf_-<0OUa$ouCGQNUR?7seg~$q) z3il61yP;TRDB`@B3$N&F&`rh?w-Xa)tk?Ui2N!2lzt%HIBnShXH50p~!4kyiK&^*%u{;DC2r?g+$AED!-Mx!ge(;^J2 z0>J7Y@-ot8(z$(GXptg!6#$_W%A(2F6}ZN~;lJ{)AH~%8{FjK#RCJ~xOGen%tOJ!( zoDFpb745m5Rv-)16qG_}HRjF8!mT1}7-j{NdLAZvT!9a+j4BwoKRN;ANJK1`J!K`9 zWb{V<1~7r~Yx#^6gkM0Qp@XrXGE-Vmwe9=K(~gdm(kU$Q&aS4L0K&;^N{T?;B-oY| zKv3t~p zbg62RbZmC8>RGrzyZrRwVHKwxKD>T)-xVF%VlYg|^$V_(vK}5krQg<5rb1%N%TKbi zvB=pQ3rfeU4rV9W>D3M{;6lN`<&0%S1h+x;gB(+)(zDXGvAXRsSS^l7OAvhwacFVNx2X4afJ&9Fi&fW^~= z5^-_yCh`zgl?5)UEPJO|uvEw_zruv@ej(*(l(eFuyduLR$Zd;}S+EPpri?hi_ zzS2e4h9c{gI7oia#L335$j=Z~5WQFcNVv#8|L4jH*!jp7%zL(`ff$|$21OF7zDWCs zAxi3IY8{!dNfmhMPSmSVJqQGp&X3lPPz}<_d@6l4vK`d$Y=^T%!8q3l=rV69p?O69 zu3(rqp_zt0_82O~z@g_|_Th&cXbMnq1Q*eSN)q&i`jk3Bg)Ai|h9f}jI8Yf_|LJG4 zQ^PBRVkhAzsw+M}nke$u(Obi#c+}MvoE~{2`<#haSE6<7!z{}d!zzg(x1AaPp|?4n zN3-9qyR~Y#fS=eX%}>L8$J`z!CNa$*D?&|U*qqF*vpWy{2p>1@{OHl==jVKLT>J8T zPsOq??(MZs+uNMnH?mJrr$LC`dlapU1m=xI%v#B_B#gDI1u;;d{}phaC}D+^zkmed z@UmNX{``3_uWHNKc7jTXyLu7{P1v z3=}}th>iq_aTbezrIwDI-2KxCES=lVJq(QU<4ik!p*$q-P`EF3+qr$`4uLfuCx*x( z(ry-s-2js}vu(rU!}K`2hI*#{Rbd!1caMSDhJ52CGcR|msqM;FYc6j2RAU{UcBl^v zZjt(uu=PfN6c3%$QoQ(6df^h=w@i3jii_lGwxPerW*+@hCr9n--0rdJFaw0J$ZE}O zi}G9S@+1TZ49`h+HGVM6D27WCDN+yK?(|^Blw(8O9e$(-20DEFcx45mm!M77i6-fj zClBFrchm&4KD4PZ(h{8bU^%uqeF>x#PZp#toA~v^fwcOUmu`X>6`ho{9xdTZ;2nXk zlU4RVvBpWmBK(QL!_sL)cF|vD5n9n#@V;335YusaI{G?5^qyLEd?u+6$PZ_>mXBSU z2M};*!fUfeRZZZ2$I4Wbn*za~(`VF_AGY}hXG%igX>Vc|KzdB>H+?n2KlT5#j`#OX z?Pu{8Z%@`~D%6XO%QUl^NgrEg-xUp)N1-R3NlA-g!-e|5YKZbWwruT~%iVd_hrO5+ z#Bb8A_Q>UWe5cR;kumiU;RF6~k{SyUnyKme%VHWLT=`9=qsxa*gH)$QaDP7?y=>1@J~-)S=!k|6&(s{-a>JQ5#WT z)bzjK0shwbZCaIaKN49v_ObSf3AzBxRKu3sh>CiYNIXUWZGkmCm_31K&(@rgs9H7f z<}HsybS_7_Zw>(3?&%W6DT+u}E-e$Ao&C0ssqBAK_ev{v^ygOj+j+`SPoH{~t*G9- z*xr6ifJ5d;V3G5t>K&opyidG!pU1mSgm;&e&3zT_xxi?<3l zEn-!_S4{|rg7ibl(Pjb^$+SnI82;esn4jFI$uPpOaX1fujRx&}($w5oHy81tb^y61 zVN|cqL#G+ltfOZVdHYZM8nykKWL$RR1Ipb7+qYj^xM-0)I-r`_Anf)JMbB}%4$lx>|q3KOE3)UesTC;b)O5d=Tonf2GNHPwDS*} zJ+}@jxPIBl^lB3}#xsWEGs^&-!jPB<14+HdD%WSq@c7D36X-#VOP{!P9DSxHl*~h-chlJfRg37o) zC}@Yms;jM~7VrWx=J_x|`94eBmA=3ZuUrj2L)W!mPI$ybna~lWp4drcE(0i;3_p*) z*1aB7@!sm=&%zWYF)^(K_-)_70j^hz#gxt$V)VakSTZbT*Sz;LJ+FhUphco1aMj5Z zmmNU6H#E~<6&HTxE^f@UA;W1bCEL37eDolTHz1hqW5yglN<~>_+~Favq6-a`9G<>6 z5b@+DF`0)&^_fc5@!$LTc?cp=7+@GAO9AdZ&%8Y}HGlYy;5jMNrZ(Ry+0wkZUMF~a z$#6!*j}toHGIidczQ}fi|)uUBKe%K z@sghA0|)Pmo9uGS2Qazo*sDBhDXYK=)8C#oI@(6 zw?+Ef+H+ESCnYqc@MKQG_nZ;aCfgoVq0GGo9Ng*lO7EqfZ=rjRKAu}5v3JJCicKTSi`NXdfYh|x)O=;}A-@eJ&6Yxfk?ON&##&`b`>s3I z{yH{qQ$_o}oW3(di!Z7Rbr%%}O(*oBQrzL{P$qnPd9uq-yVS((+dmtzFBRLoPYmi? zT4}xHYv^;4GcGJC9i+@}zg>BUr;&a%9*gS148Zqr7L3KyH~P$|_m@XsCDQuD_R9o8&6xyy{Ye}{s{LiHC!Yu0eS0cF11$t2k~ zZPT^RPf?vu;+lnP%DXSUDJA-Ge1YLb`C=87aegHS!#|6tCv2nY(`g|UGqO`aeJLI? zGqTOe&B=LnTH#$|d&l?OieNp{^L&%5&5cYXGJ@RA)OSe#Sm@Ry(9!sQ0ew%qn@WqG z8sEL<;_Tov;`Hvg|w zAX59Pw1wrJoia~#lagEQs_rqp=5kfpzMsrD&Td^+tbXt9?VyPVG@WtO;_1q6XoEy)v$der9nDStK-=RzUug16EE3a5* z>YbI`ZK79KH+%zU!V38d4NyMD(eR%5a@yb9pa zALvy4T*TSgSw~yjt|t_xm_ULRg8&^q-6&dOf=H*OZ=|?X#INHF9MzmJD{2VO)x!^l zsuhE?NS#vGX=xpgd~SOWUJF?_XjMdQ_4AeC8Rw>}xFj9t6^sGDl4xa+r4Syr#fY1= zsI@{m@k|*U9wp~bQPh+Jmq;|dV$?JlN}DeKtxRDV+fxr(1_+OxRqsYkmuO+ zHR*XkaT9=WkZNm9i4fL6KNo>?)_KX!gBKN=v&o7?{m&7SOO_bH8iph~@J_6|D($Io zFx4_JIN0V>Z4OoT&>03+mI}L&GH$jkdV5u=yBf1MACVS0hf%vHKvA)`9>{6ItIGiJ z1|J&SBc=!cF~2OBXF})J3<+uJLXhdW;%H4xNwnZV5&RV#g4atZ?-19$iP&-&05l)yBE+mfQ9R|>YYm#3^l88#Ko7OGF@ zS82YB7J%815y_fh6by508+0HbRY)-`ANN|0QGPnJdowgcWUGtZl4`4j9g=Y-ykFCu zB|E~KOT1AFwLv@X+~?1WFsVt_+Slgv0A@*jwXZ>yRCH-gE=}5+Gnv3yR0^64ub=Vq z_I7hLjTY4_9UJ!I8jR`a26Bt_=wWc-!mJ7?q3@^9EAmrVE-TXmqE|P%kfBZTE8HaW zt&FVpnlh>;UH9 zuRQG{hgOrFv77pG&ssfvl5QXi{Bp;SPr(nC22m^R?aEFsd*l3UTAC9X_CE9!02YpJ=sK-gJR2>^(vq_|*$gfKL|G0!K2Es9DC1UHD>>(0a{Fuw z#672G-_W*U-SF-t9wT6#&|V`u8bNW5Y7Qr+bz0SoRtiLz@w%!37r<;z|F2` z3|7TrGONQ7SPAg>2k%IpM_8xC#WnHhpqqfX(k3@>N#~hr9I-q@`44g4yMZ=EW7)}l z`LYDJB`_pJJ0p4|QO8k`*a?i(bw_5ES$9NS+-jl^`pD7b5EeVC%83y$H8l-Y^|%j1 zfcXG68%7ztN0bWUg#g*-)z#H01~t^xS?nLO)amx^+kuxaC!mHRjgkn|Uql49Jk%;r zrGxbJ@+nucyfHLcH!ydp^})I~7=dwMmz#f)t6KIhMgX09;z+&+!gnlSHSRNmYeNP) zpvsS*zFhyT%f|v;*hr=gHvm0PZVJ{$Pkk*m5Sl6l28Aq z&Q25=q@TDoK=DXceb}3wYZfviv38n+*KM2Dx&$uXOLKvlz`39Z54c5XJ6Ny~eJ$U% zW5==|SVR|t?TbH4OGrFjSCys9y##b(Lm0D9>KjICF=}xw%jdX0+1UMX`<)x=LmLt} zxHoTFKhwW9xU^)WCFNpRQxPu)_I+#1uqj4@Q*nI@q62H}mGUt*9fEs{#x~j8yLVKo zlK~#An=DTWzpKL3CI==ohHbjP2n#3OBSbSl54M^y?B~_I?T~REgC*G_U^I(hV68wL zTPoBkLc1^bI0TCSFfx(ih8QSZQ|zVnId4>YwZe9Xts-}AlK&P~}u7Hh@} zj943_kXC@?E`G+n`uI#fqBs4c^FI0Q`%WbIg=g8I8~7in{A>dpy~f%)rUzK>tTI6J z+psS;AG{P6X2aU>6;0oQ%WBSsm#)P?AWN~7x^o*>1LvS_z&&suYm1CMd>#87(4kOZ z(r@9)oqP1ei7>2Lp-_+d&TKQgrqoScC1qN&u?-1+d)<0~41=c#3-5(VC)Zzf?ONXn z38OAm=D1X~b*>D^dH%es_1G0H1qcU2RdT6!S1h4ox8ADBx55+r&%JpmAY9N zqfOuin)uiCgvIB~ky286yUldN=KF@g-&H~{3}y7^LIGsA1`&lExqt!r*`HDY+Yv5a5wqIDqrHFc*<0+(+yZ3hO zdQt=P@Jy=3&_5&X2t)5w^m?eS-i$VG)6Ry3?8H=}F^hqMjrZ*N^SfAzeJRrW`8z>< zUyXta&0|dbdU7n?Z3DrxGd#F2Zg#KrU$q(`?kQj2B@cRD>|K4}z}+q1Fe=x;0-4+7 zn>s!h-m+TJiQ5^502-Z^QEj|A(HNU#*_Vlo=UcABQG69B1SN>toc~eYz88i`_$iR~% z+|Y_3q)yGa2A4T~P`}L{xMyHTDMGXA?zW1J;62!X=p_3@R20mx_R#1c$pUtRfGBVb zVzD)norohk4pOZRzl$sQ22eUT*P8**-Rd+xHf;%|WW=&7JF1 zb3?>J#Ch!LF#IVQuTWn3wG2D>eNg(Ova8o(aG;N-#Z@SH0UeZg{_lVXSA9QyAwsRwYQ+mZrLFDnNOKEil(P?HmN%_$E1bD{K=AdY}VD z#|u2Mk2ZHBjHyvA*%@MxA(^{yx56%Ke5srH4eR#5g7z&2?i;4CH~v;@?$xq**Sx5I zJsHwR!XMG_xD=zo&Hab!&z?Mr(6ITM+p0o{!fGNm31&cBQY%KTF&-Yy10QXLpx|I> zRn<+X^Y8DC-KFpm=8h7xXGiLML)2qIqAfc+yJJhi3yE=kiH!|!-?aBBhSV&=$YcI^ z6``4GS9OFO4&Zgui~=b^9N06jf=F~t!#im%CA8%0L+t?3$bKd8?N?YX$&87bb(f+- zD9)z#fq1Of^e)H4m)3|rOT{k?Ot!$r>XDF|Q_nQSGr2Eb6hrJb%O%FvOvw5S^`pvPSYHMjF?Y~*dU1F0=1epV&J6sp^UW(_gX5i zh1pVpHt^iJYe49!SpvBVATxs7s>!N=5A%uELzcMIs)`D$ICwZ1ItiEnS7!5IW~8Bg zh6*(;BS$96f(0xOsw4T{KWhghcQY1lJqcoSB(Uce(vhKtj4O(rk?n+LaZQ-trC19c zP|I$<_n_}426C1CChU4B@tM$BNZOAs6S3eyE1}mCkmgv|mq;X~u=}Bcv>t0bT9Ek9 zumDT%$M%7p53^s*ZPkF@_y2jf#i#y}Y~$|?^MBv8|Nk7O@+Z%jp>@+ny)Jl7Uz4r5 Lc4fTAA4mQNADWum literal 0 HcmV?d00001 diff --git a/automata/plots/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..58dae26d46f753da3007211c21be5b52eecc7911 GIT binary patch literal 33878 zcmbTe2UJv9*DZzXNd8+9FBNA>Lv!<; z{7Gr`>!AZJ*RC_vEf$Yd#u{(gtZ@9e;GeDEyuHqDVh~!%6#SRgCVwub=bnsda%#uU zKCi0nr+x2OOtfx@=N;) zxvCZ9m!C9j7#RFqr`c@3{EIlvICR z#Rc}A>YPDR9tFX|=KBo{3^Y=->og>dN*RPrs*bg`wwg7hhOs5MFU;-`zi$1azR+XI zz459@dDv0v`%Ap*mv3xaHv2%)Yk5!oJ#seNs|Vw{G7~G%WVrA?2R; zy`!V0&#|{!MkFNVb;9|KE2+++2O>q)jve#FgFO58?oPK(cjJ+;Gvz`2CmQswg_+eQ z#vIg0>|tG+zH_BKSR=8x-ur5?FY}J0j@%{Eo1EUhh!MhVo~7T)%bhu4=gPU{J~wz+ z&tqYNZo>x6iM~2v>-J;J63#E>{89`G-ERzcyG^xdm7a}Co<7G+lbmVtd2fqzf6C~{ z$mc<7Tk0!|rqZ%9#iQ4TYU3i@6LEv47-w&9Zwi~l*e5~fzJ$1n{_HgycEzt)wdP}6 z+ft~*(pbb&Pr=-f+R2lDk~cow-`QWApr-xe(yiOSZ-4gg&c^=UxCqI#BNaxtozl|M z>ZG)S#8dZoWS45C>T>e&@#QZ}HjR#r*#!)L%~aIaFPcl?I(Sfllaq6FVuI&I7QKMo zkJGnq-D1qX<sWDeaV4Gn{^feSGuBuAWckX4k zXvxvoDRR~NXfgNcT*txjo+!VZ0AbVW=$FS&ZQm!I_MSY}`fZ1fojrS&j6Rl5*Q@zk zTlK3xJrQi7D6_J%&P<24S#}H#@>p37+ttsF6tgk3d3x=^;ilOT(_ScvF-eet*c+brSsz^+BIu_9JLOw43w@&s|o+{@!>wR&(CD;rVNkw z)?i`}RtMf^Gcq#bl#poIXAt7OTUc1b-QB%tQMyFomK)2Mzy}Vza^uDgqdzphElw3K znZEsV9oZ*8DkCDS+9E_Of@76J9uM0*efl(~!}qB7_^y`RYYpsyx_f_xmL0-oCfHN6 z^JA3`O%~L!v5|)lAAZeoNYZ|FwfA7|RI7`_RLeEx z^pg-6&3dYycI(Q9i8*-Bhd_zVJ9YG45Q1$85*($_#`eDyd-}(CYTNd@~nGYM4(>P@8 zjNOkC2#FO_CO$UFXM#8J3FO6=C$Q>$Os} zHQGgf2RIn`o=OlxAFVBc-St{%fGW*V&s zYrNL#HlOykJb7{( zZcZ)k46|K-3N`rA0cEBgcD}teaUnfDCR_ga;{tE~xat^!Rd7Yv(QcRfYHDib8I_Xe zJ4CLU%+JrCMwl<}@RPE{My7Y=shAKI_z+aMI9t~2(4ZHK5Sr?2Rk-jJg5UbO3lY{pQ3k#oMz4Lzvl3JX8H{Rb+sh*@+zIx4?U|;5=!7}%l7^i3Fhdq`A zkvN1i%^O7Cym=FA)mHGMv*gi!Vc|OQ`JeChi;Fj}rlo!I=H}XNmrAq3e-h3$S%=deIK5Sz}TMZccZI%{> zJ<98}3@qNhdv`w~BEqyaFZ+q8-IW4o(c#9gndap&f%<0i3kyn!kWUanb@HFFbolVk zNZMt$HFSr&R3PFPPtVPTn5Slc7--FJ8hmkc&3XYuB1@y}DSktr#zK$6?4`vyB}ClQ zWL4|u=kzwDMKn#FJCo-W7uumEU3}|1i(1?Dj`d{Z$SUT|?%bSl@!jo}t#>mN<>mPe zKlt$9-+5RB3va)GK=t@gOVdDO#(}mmM*H9SN~hH1cj?eM8+gx37=(71Se`$BJ{DPq zEbG+tPoGY2*|EbcFE8)Y-7N=nyRfQ6fM`-HueTbWmu`A&=lekI+SE`B*-ra~glhl% z^Uoj*Ye;8jXT}GU(_P{Pos!BX)zNoHrlt;WHE?}_%&2r@qaXY9czOc9Jd?Rs8-I46!@!pjuLhEWdTW%W>Q-$Ok0kjY@kkBZ*rEOPin{o-Q6Kwl z#KK6BPtEB&*pTLJZ0Pe@>2OQ5Mv|uK#|L`|QhUsO{#h}rhpxxc0=0>+q*7`r@01@) z%HqOYzroUMAVNbT*0mm4yzUDVS^#?*X?dgGtxny{Zj+71z<`gvZr-emRoW?RRx4*! zFcT|s^-JW^e76)Ox{R+d?{yG`Lcz2jK=!uEnH$P=7%AGywP%mCf$PYv#o2y7lCr0> z2Ain;-dw3FSd`EzrxtN41>3V1*Q0e@DC0M;=U&e$ zsf)*}{%g~|m%zk8If`|O8fpkcdJ_oe_BBd}dvk{iYO0=|sLOM*BYC_gR;gyVa4CFv zN6|A^U!X#VMx(&&H5KbNZfy8obWiy5$3NKj@Bgv$ixpBNuu+YnpF}L~VrFK>6cI{0 z%lfHhb{CV3tSpzLq`p<&$Zc%*Wague@s5LE&9Het__3xLN4RO8xU)ec?o1e4SmQ9z zR>DwAZj#&FBpGPz1%h$)?8=3;a~)H}?0a_0lU$mbJ0y1N&K+|=aWS{qmmhq#tMwEF z>0FE`-i7d1Z9#2`bs5grnrgQ53l_0RoSwd}=RVVAD;DP5^Yo5-)T#A=Ldu6*>>o)2 zkGMueVa;=;&xQcA}8uz`2F#4!_`|*HWKFMNJH3R5I-t z#>k{%ob{GaP%!M;@0@%l#8%2lfv85r#Ai+|V~^HjWewcEzVhN9lXpLi(a zO1Wy;V;%<#c1dxutbzMX49oTQ6@VkAC<-hcrtsaETe3TL2$?)soNHS$Bj~WLAYbQR zi2aaZbK~i7@$>rn`pyF{iaV{3j3YkwVQDwaPW0c)w2)dDf8;*>Z7l&<4*m6Y*hff$ z+z!CZu4&Ywc9 z)r+939wF)W^4f6gUaE-kl`DO>cUo3?Gja)CcugaL&@SfC=l_^TC)T3rRRSVlY7Q;) zyL+<>7kCOmjClD{jGvK z0Ta`E<<0ApKa));F9%hIZ{*bL=H&#EyWV zpm?AGxoX-ldekzaVHI{Ch6e{z@Hg_5#l<-*W>MSsb&7ka8<@p<023s;XQKy(FQA4) zoR*Q1F~y#q@nz;HPF}o4Q*V7_*C|SGU6NLT5lPUpek=}3XX0uylb%@n8CLWOCARu83+>_W0JT;H_-kT8+*6PF;++IfTg6 z^zm`~EnBu2V$75-U3%6ea_i4OJI%We`ml9$bs4>~Y8%pY-^0@*0M_ii(1W!iNI&ofAqvezXp#3_E(*fbSOK-%dcS48RVm!>4cwKv6RHP3C9)D?dNj zbK-Q0cIN5h$Gw`w*8aZj!toO)^dcHU8=gzwTw@t=(J)_{-G=jKc!iJ3>fYSFq>MTyIX@}cb+6}MxeL1H#LXa;u!Lx@oKEg z)R1NW{kwNd8WIB=fQl{Io*?uWrHFHJl??_tkN2FVy2aUbSJ1x7krx2EPfOCTF!q=k z?fTL4IqFCIo0~u0ZIlus1B0UCM_S>cn7OO*qsNc0XumYMh;Y(!iOV~0E|CAj`wt(2 zk(jeERmN@Zb16v!s9ip^wY7;O^rxnO-_=29E^URdDX*w#7f?9cmvoBKh*+4E%)!$` zYtfYB&=06oadbGV6!}D@oj)mZ+dY@lDQBZ@i@MKeC0SOuPj&?w{BTKqJC774O!pm#<#MpBLYzyw&+C|Nf;p)!JbvLvQz8JRkiz)qJQ_YX5}CU}nQ z_wLugLq`qfvn%=OXXjfHqCZ$tb0@pTB(@&<@oCN}m2+w_G-J41(!KNg{7CWrXuHY! zoRJSZ%jx;@E->-xnzXvlS=1n%?<)}p1yaR6|2jMH3KLESL0unYyG z_O_{*z&nR6@fG-BGV;BM60Iz? zppJb*3ck&oH|wfhz8t;duw^oym659=W2Wa?{cstX|7*SrbrI3F59C1VHp-(%b(!W` zB!;7gR=sj1mLNC%eCOWG#3@Jc3WdM*P1w_aN0b{63gxqGwFBvF@xGdQo z*`**Sr-HG}1TP}GYXdb0HLrDMkV0d=Jz#-$`?aE5yE=w)`gy7Sc6Q+zS#9#!RGxkN zP5`~AMV-2@o@rLM*G-d7wb`&Qh1%NZcvUpQf~)}sCZ<@Ry+dv3d2NbLe&32_+;gf7 z6{P{|BRX6wWo;+ZSly?kRUH+bur3JxOwr5Lq`U-A6DICdZNVzZ>LlAVRGaV!H~d5F zHbZneivb&b0+MqD^RZU_qzw|$I1`)V~p#uychrxk=^?cfezM- zycYailus#@_k2X5jPkg2+&^sJSIb#cT)fqZ#@j0=N-IfI35kqDQ+LmvJ(To~(J~|0 z$B6)LGn;2aQ*VhLu+6^nL`6lBM6DDirU4uh z4vY~UVwpo|(&F>EFT1WUV^(V(BF|I6m5;!8n>KC2j_RddKYthmbw2o!;6oR^NXi%}M#VEl5N>^n zPT=tBhHutcZsFczdNzBCvnXPcAYM?&$p;G>`w}R!-B7n|ba7fmy+|VV@%vW@jjUv= zKBPqDMI?Q9mD1~Z5wlxnA-vM2pnD&w{01Cz>r?fTzI-`H79MgW31s>n3l1nMayCyi zOVNb;W#q?+c1t^H)OXyAURij8aMW=%37EBm0s`r;i!Is;^eV;2d^A&ap9~lKg;oyF zgwxBZB68G5O5eO>p;+O!2E#Y=m|U`s^I%AM?52IEOiC#1+WF4HH;Xl(3dI<#9p<43PcT})*aVdgq2OY(GsQ$ZtrAD=_CFj@| zLqEo^=|PA0a3?h6MKey_i;0}QH6g@NDxrRFOurCBDMH}LOCdzxa{ysn= z!}W#lGeN+b;jW|dD2?5me>^evUYG`VazZcHQ3LT=$e~Xi7*QF7BjIg@App3}soCf^ z(2ITus2v%3vzE0M>_7Q_4g>>Gj8H!i>W)2Wp-WEon{blS`a9IfA8BhSYiQ6y;I5^% zxhF}uOmgt@5>`bO6t{qYz)SZ9XEOJw>$x=fUQoPW2(TFNzAt%npf20a7>LefetN|0 z%k!rzSFRjKsoYa?Ai}#Hz#Mp>)WY$$d7t+rz@BrZD5rQO=|`1uK`#!mUC34 zV&*+E-@S!%*I71?D_n@MmUoP~Nj=&tAID z*y8R=2OB0rQx!$0tgP_eKK$OkzPuB2CsDOO|3bY{HbYzA&_MlIXuDPB;$2IdlYrT% zmymL7=NKi1&2=fZ+FM39FlqUxrWCoQVezD3hWnowhkxEEH6O{9nsq$GxUwGkQR~7& z=wM5Rv0rMzteMsfn7K?KYU=826e?fyoHBBNM)wZOpc)6E{Or@GPxN1vQ41RCxlPnL zBg?gvDu;{rig+qthx6jP#eg%*{wr(L5&qb$u&2%VDlvJ6Z z(9OTSz2)2$pj9C{O{pUb6V=R;Dyk@Ndrmd!g85O!n3$N}dwd1f=8W7WWw(>Zv6aoi z=Qz)F1?m|kBqYrEDizJR>e!sN!1&as8Kn96_*|OW##J#@bBjfX4&ZEtQiW7NDj@9w z*X*}%-_|Cd7lfLXd9_g$_f-cb%;DYo!=ZK(>^6CoNtkw9hH>Um;E^&*>egAq639&i zM!3!P#^v-SCh2y8>*IRvZc|Ci)(Z-)8j-nTy9eN2(&r?sC_0q;AZD-xZm-`-xA1vR z*OvENRu!vX`}V9g`I}vkXD(Bl$QDAGFWF|BqwFu-th3w1qVj4G<1X$A#+O&+C z{Jh~MXwkmvn0u|)JMORa(7?rdoQgK1&VIA+*;LQx6DYDR_Z`4cYa_$uV8>#echhTo zNMn*Z2L}g5o~5#thl-Ac`tkI+gari!4Lg6w;wdXD>rdt>4Aix~YgQZol-lZCHaLRJ zqhG-5kK(g|P$_tktIZj-jelq;>im-OrY0Q_6m)trW3P_|v zU9s*$t6MxiK(-e|k(iZIQKB~2U0k?CL^Pp+)h?6d9+1Ew&P2<-VAAqqk$8FW-5OMS z6&jC2Lz9WnH__j~_jzOkodDPeb~d)2aF?O8r%s(J=+d0BE*Sx}Z1&o71)0Bb;OMYx zTkAs~zs}Pu?EdsbZLf`XN@Qgziq`P7!^#&U0=&-IoCdN;1Ed{w(^BYeJ#cSq!Tu?9 z2Zjlk0yd<6d4zJZaP9G5&gMZ(yD8K|pg5I>sZxA*hg-eWUv((@0#Ik)zi9olUD^!{ zZ4RJQMI-&eDRWAAc=)jRch^eV=&{^2dZmlvyxK42)^2364@f!p;&|cGVlJVAw9cP8 zb=z^Mxpy-AsQdi&f(~W;d%toxH%esc?N$B;FC(=s0a4Urv8FXy<|=`@ulq;x+ZKf( z?FC5@7#OH^*M5S>7hy|R@XDtu!arhln6|&ZVb+}W0yiInDBDlA*}^j?V4J?aq_q0N zr3I_Own78Y6?N4yiW5N7{ip(MGRK9leo-OiH*!)}4!dT+L5-I{3xr_YA!Z-X;xh1J z^W7zE)CN$M$vT$VG6?R}uT-lv$Z_Obs=)Bpp)6R*df4#8?|M#M0cI^ZnM2v#EJT!s z9HC9M3?po#1)%bm7r3}Sl0h}XR2;rCf$;q+O1%l$=Zu>bg4S%&oOKopVEGF{H0gu% zRCu^{oXfYWN~OiNjK>)Shfzjj?emK#0BJeeChBN8`&{x-ix8fV+H8A|D7Bz>i3Xg? zmURdj2Wo6Gi|bEmLZ*@WhLD)pB8iBImOKYmt=&*7%jy;l0zetcM>V6C?o$*71a1;4 z6mVa4AoWjxtNKKZq*@?$QiVWSyXDI&l}f0YvOqpQ)u~rIEwiLCERcm;V#xd;M%SUv z3mn$YLHI}n7zmbdc}0S5WaMsyp|hVqe_qZWg!KapAxL{zqF7004iMiEp( z8^IA?Cbcx9jL9eLel_le&{%|<6cs(+^va@!{544I&Ydb%->iF(zj>^~*xe+)MR+VG z5CjT%0u{8ziA8w8W z{lNu|6w_3N3LR;1)U`p4YTj@L)V}k#TU){6bq)`wL6bNIuI>}{43}@hwN|G%!g1f< zC8`QFRRu)^LQis6Sz!N-wJcSDx32ZYTPNlc*nD}M7|9lX|NcEeoFG4KTlOkZ2;+{- zuSoIskECL`VR9N!hG^tETHuibKk`^`HI1;#VxmzN^gD(K%NtwdBR!RYVHaM%Lr9K* zDG+x=^cHvTLXpm^}hzn%mbSDT}C7dE)Vl`|C z>?IBxn$rxV@TL7=Zkz#niC9fM3swCiXDj@_|2D#L0F)y)lsio++&^Mz$5IjsW( zLg(ZcFH0q+ty_)3Z<=DMQ-+x?&~o;On19%|g_YHc6r4l@BSK(*eacu-c!rW%>}k<{ zyH3q71%^KSU=M{6>x3P1TZrJ+jQw*3OLRt`>NP2ESh1i#+>+bSjM0h3-X*MxdYXQV zE|AL=&`vVm65UMVME3-({sV#ZFgC$qq7LfhgV-B;OV1Ys)^-QcFEQCfU=@Trp~Lz} z#f&z?OApk5A-L=lh#%WQP>{z2STbvM9aGW@3te~`sZ$&s8yk#RQA^|`q6PwYy-n7k z^0o~|`jix8D&J$`@$vIhE@)W9*9xN^=O^?RQN#`&EFB+iYfC=&;;jWUh+BSgZ-`B? zVEe9M8Qdzcata$1F{d3&`f%C97sbDEqGpO2FzV?$8<;;qeroPxn4D#poH@wt`!-oW z|0_`?mu0Ql**y8IUZ?{(!mb247qrUn}IQ;7`SJ>vA)o7yH4~C1Q>;*qV8ckfGoi8v&kgM3fPj zAY@YY+JXK}=n?u^UA-Ru3D?#GaW$rk5GjcW++Y(0E6We4ut&PbwyV7yj-woT#V}q# z67G@W&u?{s3r_ z6JI{jVIt9(lO;{4P^rZcKUb;{caQM=;@oh#QJ~%xvU8vlmv2!Pzlf0ieR3wR%I?M( z*>iR+4h`FLTP(?VS{5!iZrQrETk}A-;1icNLe7=nKit|QR`~md4I-d7V`iW>DG2NP z^MvrTRI{$3DSd(JmvAq@YP61~#0^$)%e-nuWDq3mF^5Mk-C@`4=cjETH53I$;$4-Y z&oGY_y>y;1yT6V9I7vwaUy)2fq-{7{QjzFOD=RDe{x~aNR8$n^;B?_ayXf$s&W`@$ zy>iORQr%fwPyw;qDjxUjpjQ!r<18|WBrT#}ASza&20=yQFahv~yu@p*!V#Gq+COr&qeLp72+H1EyOB4x$AfQCX{w@xzT{Kt#a0i!?LbIshCPYE;3?Re^AVq?^t6b?Jq;z#@D-Tmc4Di+-?e0fYM0AWM+%y3vq zqq1Wg+Xjqzd4yEk;1be@EXt-btybV}yHxY<@9*|O#>S4;pzL{k6g!Dve03~-i1tHy z4TPnvOV!gMUNqjEp1sTBUz~CSc5e#d3kR7lpfcBl0f^|9`9Ly6g99KHg+_7`k=nMd z46I;fxI`u-4hcwVboBH!AYJP4aROxsNmNH}Q=8ZZyIPsAHGi92!rq9-D0gwmHqJp_ zBOj)wgXdqahXBFHp)ZtaEP@3{01nj7u}^SyO;XV23;bb(q6mU%FPvnyI+aLyo{_rSu>cN+-{ ztM4)>OxO-0^yk?3fAYCfE;^Q6y zXTZ0m)z+%FK!cuzwpuYaam42PpQ(k5&WKx@e1-Gr__J72Y+)5X_IKla4Jg5GbnR@V z6AuA8@&wJH#I#e2kX*IXRNuSx_q&w`_?bwgEgax8`Z^$f~-!p(y2tA0Go)Zmmm{ z!ahfuHAke*0UTkMCpt9>;;4uFWc$GTRs^ar6(L}Z6EWu!i@@c-P{WRc>P&)!0b_v* z^aY|qAKbq`_B|itb%G*M;Z8cUNV=Y*05YVwPME`!iG`6}S3dJ%w^e@VpgH8fgyiL? zq(_i?I|l-)3wkG_>Bp4$&$6rm{2%IUT}86j3YLBRSoOlNm^eLv2Q$Cyb2ElQ4QhjE zF=LrS3XOV$cHf5}262f7Mz^waH zC@fIxi`<8%+B^(M3Se;?KTEyQfU=rR9@}V!1<HAxL@iI zIRtzVTS3F2M4ZkHZ{Wv@2NkYQ$N^F?#V7`vL7*TZ0(vC(eIBdyuzkb`UwuvNZ6 zWQO2&g2?PTGw_k=mDw>o9)OXvn3x0f-DiwYA}V8RrKF-fM0QC3GVufEJG$ zHxpc|6@GY#NZP6e=PIbT^bXED907tIxkI*BUGjM~BGv%gjMbH7H_U?O8PIfxRT$-^ zf#uXCD_C^kn+SB3@<}!*)OXC)QwkR1%p{RKm_%|$eJ~gBDnGHR9f7N^YR%mK^ zWMt&ZN0xYgSDsG*H_lH}YK@^C$3VF0MN#-EP+Y-SJKbfx=P6LV2^MCmQAtUOGt>$V zl9Wt7AE%JgR=yh4W`APflP3wNcrw1c==zP0j^Z!X8|Zy4Br_}P2#QPxV$y(4g8A3K zkPl!>{J`W&E&4V14Y!oNo}&RJ2sT_l%t{UcAX7}33T_>#hOOVN4~8KU@^u|tgkW;c zpytxLzeBi!D;6FSv)<~MzUJ%Bp)TFCSp91oNiy`Fx;v~ zN-w0SRHv~Y#Me9vy-9ap78UGXpq}Fs5C$=*ual6>XAyxNX2*NS+{@uBjK{Jz1B6ag zjqwINASF7gF5-g7fmAFES;B4u!!=@z7;eoc;?Ov;Zvju*@!b3CFXAQbpY#^E|r)vQu~Ku1}@L0m+{t++8)F+2RHX=xX#tV>7h99o}7<)afXIQ z;rOH#HQV9sT{w(DiQvX>%XAg&JLlI*t8@4#EEbC?xP< z8!?I6fjoHf{Q03RyLMg0#w^FuS0ZerFaL*R?aWd+0R%WP<4}^Lv!Qn@0S^(!8_L#0 zq?!Yhl`2M-II->}XlEv_`|YkG{qJ>!EM@ASoo{=)Pg*5osfc8v?f*WXvgrd zRbPFIdAQS$?T^5QrL_W{mJ@pe)__lo<>9cS*F=_m3;h1eOK!c0p@PlHZOd>{g-!S7 z|3#;Tr(fNQ$g6MsT_ic>>FCl$!k3C;(!y`juP5K~|Fc1)UBsOH zkqVQmYxG){BZ3<{-{>#*nHarkGYIB?*T>QRrUzRUKb~va+R|TghQ=^>?yb`{YUe!~2I`^9qK0HJnClM`{mPznERkt9i=nU0pD_ zz4m#OKka#cHa*HPR!zQ-t3@{d9C^5Az1V+yrlSr2%QNkk<~u>mkdUc1z(aWg;FEBP z?u#?V4Yr0p;ck=X!E`9%Wh}N3$Klq&SH6UW1US%w(-*~E;+_+?IUwOAAEw299JATJ zkNtqL@`rQG>&5?A=e%8%Kr7g>W@cy2;CLXKJjo<5IFxI21NhXMr{%{sW*D1;?4qNi zQ$@{-3Qy00l#E0YL|p-!^u2LHK!dQ-7?|lF;8%Noy1gg6h=F+Z_IaxumX$^!f--7SC808{>s`N zcOwVTP>Ym8O(%Kd^^H}OXml^htGc@8>4d@9*pQBY60e#CQMnvYgKLH5p}b+-y!pGx z3U*H6me}d*y+1FOe0wgo0~d{)--`*-(zUq-F&`lg#SH0WQJwU(L8Age@#ao&(-7$? zC}^9!>gm%yXTrr3P{QT(CF^FZ5_b$dA=|Igw)66rE9+3VCPWdp}X%!^M_c1@$l)h0Nx2~njUQ^8^zV0Dn#P!`) zRtW}$f@8;6*m{gQs}=d`;4O_k8+FPQN+&7Oh({Og1uYugcMpWC*xII(WK8S=rCe#X z02onVgtWrI<0=zdE|y#uAPXD~eaMX&mmaB{5#42MnQKbrG7xY}?V?>re_Hdoo~pv# z+h`M1d9ix696i%HW?J!W*kw82Ztt{*2*;4qjD|6MKl-X%pE{7V4)|Lr^!5aMyR{q! zOy$&ZM=ATZ=PK)2-C~R8bjwJz^JhUkI=CrLtyIoBUb+3!#5&z%grB6$JdVHL*RHyu zz|kBYDxoG9IBv&-aP--TF4$Qvq5D_2IR6{L&NT|b2Oz*`DRR8C1r zm+*&8cudb~8LthI$L^ZCf6Xc4F#qmu?)xY}yjCN^B?bi{`@KMduj zr8QD6DbbW&wecjqm}dqZ{b?oxR(uWn``(vgE6GUP%AFBm40#yzx_=t>+kR z_unJ!bs{d*IF)_lPpX&zxw~we^6Xch8VgiJ-uOU?Q5R- zB>rISIx)}9kAf}LTwN#gT6k~W*4~Ld?J2wNcYn>aSAP!(``%wW$VjP~FIR7LJ$>EJ z&vkOuWN`LAGoZyo|1${Zk|l543wYT6pvLsq^vp*meL zzBDX8tC{0HZ7oCUk;r_nG)_2c&$$A^x|Ls#O@A~U^tk>#J$Zb5s_N}v3EHTxH$E}{ z&`_GNr2Jj5OhgiI(ij5{1n8c-ke;=YG|oO}x%r-~W+Yq;n#w`jjmM0s_vW6G%-W4L z8Tr18#k0aP(DmJMVOM)$3ff0ivYnhry?%w|`Sq&LMa-T? zyL<)PlzhgKqrrYeOD%~bA7dzAZ{Bc6$nEVq3=2n*tzqMl%pUQ&2)nVW zh73c%4xSzwZbnPxitvlk*YJY6Emi^k|LajpMb~JPe;r(d1-XmsYNRm!aea4)lG*3) zzgC8dZx@S+5=By}hc~WfZ1Z@neaQEYjBe8|Y~+B)ExZ|rj(=xhTE8lW42WFxHz4iioX888_dM+Pq_A4o0itul1mDoxFC!#_xjkP z8pdfg*b*LF+ovh(a0-*-H8}cF(;agu@XcN!P(N5=sYba`ul0tmT-6P_z1I{o)g1G~ z>-FOVlYPl7@_vvz>KOWD?I>D+4+dep*>#w)ZfHC&jirlumR|bRp=+rI7EregWizOe zLj<_MAk_!O`MVwO{zZ?q8+NIH9Rwo=7mN}i2;thdKW|08fF_cm%1i$?5%W-1nf=figC5n+PDZ9wbka0zhSbM(pI1Fa7jM9T#KVzCD4M?Cxx2tq;4_$_YA`$V#86 z%P>JD9jWtypP%2}ef!1&j_%q(`Zoz7=uj@)AV>M}=}8nxrzpm2!JEgDBA&D?z)*qQ zUJE?06m&=$Bu?}Pm=UC;3e#IjJfS(Z?%6$;?Zg`iNRk4#ZVxfvL(gZEhs{A9YBsRO zkHjW8GW6^}%Mjg{%@p-5!Em^+t^?{BVmycJ5jc38T#-g$7f+8-H0+S1y@1$AkbKOW zvusdbK7ytki!v7t6$z-}E&c9-`vI54#>vZD!6RCEK0G7&5Xv0|7=jlff`ZN+*I6CP zs+^~V^?U5e^Tz1-_`lO(G%3qxpnAmPi_j@sO_+<^}QKeTwOELT`jUg!F@eHH7Pi9t3(Uh4=}eClI=a^u_|75~gIM zF^q!%i~af2npgm4!J;y}8tEE~Q!2H7r4+x58dx=(TMoY0qpe+RCr^845=F#6C~|ji&)K9X z&$WgRj^G6vn*VVQKZ|Db;{%;*zKl=T;*GTTmMrh#pJHC`Y4W0Y5xLC2b7dal6 zh-5=X={h|$_h*Eyv-$9(P>d#3>>#=LR`1o!9LBb72j)#4>!rnIHuV0U6qRG0&?{0@ zY+PBxMLrX-X`PtLnOjYdxIV=w{tIRFolf(l@krW7zM*sj#GvQ83b)f-)gILzz3{?$ zb+W&FS^OXQEAg)9ca)f(#lHdQrPoR01^@lIEq^~g{uRl+npVCZn9N4Gvxgaxlh zzQhRpJojIB-#AFIIv0Q2FZC1!Da@1ZF7FVHxaNP||F0tS1QOm^vKC@)lI!vT9lUXr z=hT!XPvy^|{m(l2m9>tY|Ba5~^MYWK|Ge|xPIcg*Pe`cdpb3KSx4LNv|zkcjttySj_ZwPKlO26Y@cSA(9`hk3{!wIm5B< z%~Q2A|H)J&hDWj?VRNhvJ;RCjfPU)sU5GiYefx~@Ic7$@?MVR$RPjZH9S~sTz<^hd z@HyuC``iBw9`LiSF;R#Sj3|gK$-#3B1Twd zVr@e#0iT&GF@$=s4=ua!`$7v#Agz>f*)rt&+GhqFdp|xLD6s_4zrK63J^ehGF5)k$ zMYkk%lvHP+Vr$`NfwOK0_%S&m7V%X6%C02BlkAF`w+7M`Q5zml>?hB`!5gAP(B)N; zUk}e`h)AA;>-SD-xR)k{QOPE0m% zqzu;PyIdpb7FI45XXl(>;g5!61as4vUPIqVqB2c)|G25?k52T=`avhtf^D0P6L#LV_#x4y?%EP_ zh%)GFNbQBQmc4LUjP|5I<)wcL9*sn>&Sq%cNbRL4@{*G>hJvRiChE|!r|Z|4X&$&? z*OAD7O8QrpEs6VNeY5(YeV+#BN6tvNQP~e85=<2Ta3QdF`lu(U%7B5e<)Q}}1S(Uv z>%{HfKSLcP(mPUc4?N52;0Sng2L$A+(Y_u>jyQo6&lyGwMzABs;ZCPO%RWL692vi3 z*{8gQq@gnIM^D%U8eV{3yzk$y`xGk8#^&VWVvZZhK@T<&(clmxUL^2a)I(;=e=NUS zno30Xmc@T(LROHq2&juW{>wp~#vj<1e4K;+#*OL%H{%~S#DB%6Nbc)S@)P|!q)JEN zC!hIeTOw4)Df&r;OT@(KEK_C6f!Y6-&+qWWrpNgpzbtQc@;9$>49?a!V2M&TEH5&Z zHxDDXN<-*d*5t{mHZx1C`xd#`=1BCrI|zBaY9#O;6x%$$cNz_B4e0^gDYx*-$R z&!l(9|E^Q3c1BH_FTTGyYhf3xTJsBpA2Zz}&F2NarWft+bwn9#TUyj2$TvVsA7?LU zn*uG0IgiKJ?RmBmLH6&O#m_T9z;wG<`MJIL_G7nXy!3yEL$|Lc&X3^gt@_uc(W&v- z5M8@iq`eRuYhm(E*|3RGB}?MG@X9dFJLK^q{qc0~APpt2Wx0L~Eiu(_l1)IB?}gM{ zm2Ol98Ff#K>sYzwo!``V{7S(FQNz|?9PzE2Rsl4VtouY$eB_coI$WJ{odm;MfsH&e9zK*tMh*&p&drYPOdgM z*WseMD19>CWYp2TyS2OM9Zv%;qq6CcobIM($0m#A2Im+BMm-2ClxWbHJqWw?o-0;y z`)=scJ42ns+BhScpLxwCST#w9S!3qSuM3N1R#u}Bp}LdyFd&@gzC zkJ6}wV-3H#!|EQ7V>9Hi=$?x)(8#==03Lh2FD6bgtpIiK&v%rFh|H1K9TD{c?L4nL%KhJ#3=_edgeb|nW&HGgFWSDjaG{yeJ_Q$at8rpf+ zU!bNXWhu1_CtD=ozR8CU(jf@MLzQx#8nXCxbx%4UOfpJRLx$oF2JEFkU05_Hvc!$ ze?$<3yVH=`IWX#<98A@&lBy6#fbRS^t?DJ(vHpQG+L+*rXOu*L_w>2cY|2Uk9Q3>Oec z_FcpB7w?eFPY}?=br1Kg3Su&8Xe7;<#GVAd?*)hJG!-{ibYRG3<&*<&1J$sKpBtUX z6xu~PTlU7|$Of{c(OaUT^XlqZoN+`>iy|DdMb#0S@ZL|JHs*{B9B#o?dS?zSV>oeo z+$nN;kMGf;=VHIpZ1p6Ur)e)im}v)1A=*ERaF^k;cX=_WgP)Z72^lwcA>!e~J#jUh zKq8HUj=$2^Yg$8wslCJt)8r4IE!?fWV5%?ws;`dS-7PJp4DP%hSYa$P6^{?WK(gn% z`wFzjk+qWaj=ZG8GCikwk11@K!Qu0QaPoH0!_bG=4j>nhQ!k!#ESFSW-hO_y8K@fw zI^HS`vsd#Xwec$H{vaR@PP4{kV;^RN4$lZN<2>_nku=J??*wqqz)X`>psU+5BKmcH zTN=k4)-O_=#4Q8J7pgK%h58V<;sWx_uv7IW;gh?DFV> zaUTCHJAn;-kcUU<#fulgqIR)_KIuPV-R?=8!ayVnV3>#x0%k8ZR@T;2{1GfcUp4P=M+%ZfHU@+-@iYqd3W5voJl>r5h;{ zzvBNL`DAZE<4^ai%$XiwRU>n(Ziy+j2JB9Rz)I2tn3VnUVwhB7118QYL?n}k^$(kf z4GII&3lOgk%4h=2Qa|<#8U20Boq)tM3Gc>PVgvXaLYu(wOAJ9k(LxvBu9iS^DzW*) zS*+mx?yT9a4W_eyZUJxE<6ooWLXG3h%=uLpKBolMt?*w_;q>WRAbonb zRD>FU@EoP*;s4P_f0fl$q)I1i<^nr*mmL1!bCm2@0IP&E9RFblN1X{Og`H?-Zmu8B zh#I2b08Ns{Hh6?__)4PA0s!)|1o!>>_h!m3kS_QysLd#P2i%C(f9k6LD=NU z=^ex{mk%384vM6I$g|96#l^*30s^WO22h!#c`k)dQnEEOnK-3!kOiNu5AL5v;cj6e zb^}R@CenN>asI>;LF47F>`g6x=)J(d4svkxh!-w0{JY>KBM6h67=oO>-LS&hJhPeDPe_l&vwOVNu*i?Ycx(>YQ#<|g zU1*-f6-j_Cx^IXYO}b6MiIzq;2hor);Hg)EmJh%(y+Ud8l{plU8(+>L@}MUxl2UoDy&Z z6(~_PNY_^?LVKO_aE1YvQ8dDU0Y5)KRPAbXunM`)PpdXrl4ob{88_|Cs7&v6nTlm( zo_Q|I@CLmDo&EhuAOhpz!$}>*@rxR$m$+5E7O^iQ9Gq}G6zTNE>1qtx2S7B!N9FK& z)tzFSBk5Kzm{|Fi%LrV%R9!o`w$NkJRdw?^vC)fu9A1QLMwcu(4@k!eZ4Bgq1Z@V! z(w%os1WSJV6Fh_1|0>1Nh|}JD&nOMSa=_80U=-z$-NIq-Prd&5Xy2Bsa}p~xOQVf? z>~H_t+dl~^TW%4AIVN?yfwB>_h&;|ACkbuAJx5>+Ozaeq|@`0S#I<@yYiZ#;U zzW@`Qg0gZ0{Nqo-QInpHSxj-thGjikWd)e})rh^-DvB92)Ja%01|%C&tn%mEkEKOLJ|Scb3yse571eX2kx#!qKQpUvbFHy*K>?{CP6DEYqREdy&P?=_lI1QfEp1tb2x4~j zGP#zgx7X?g?#ZE+ByxBFtZ+FvrH)-5HqTrg=8*C$GA86xr8xa6hFvke+t84mwVFT6 z(C^4S*qD}`Sy+5*y`VGdh#3MA=iYK%sWKEDBY(L0fkcG=N#wIH`zqdU>zG`^QAh!y zp;yle(I_aG$puGVCz35GVI?(o3J)X^SIGm-40Hh*y^UrNLPSj=7yXnG(N6 zB|VJB6TY_f`R>jn62j9a{6p7ngTEE$_JUC*CDmciA~L(%*KH6D)08EQSe2K%=7(+M zL{LNsN;L7zqT-o3WwQh-BjvY^uW1QY2~FC&?jd=^Mhx>Ma`xU*n@uq@lMD&HH1R#; zRq!#IcgR0!;@SSGji+biYvLk)Nj-Q2>RCV6`khyZ5=HEBXnv;_5W`g z0FR2(_sEm|hq|ru+Tbtn-zdrpPd=UQ4Kzsa<|{ZiI{8WjCL&Ol45I%K=T)3>)JaQa zH8Y3hyynTSsur_>IsIQ6{JoOV3*ODJ`8c2*km;T3q z9_u=e=cW7~sY|2VAcS{w{>LYA&TZvZu6=I+Etkc6l_z*in(V*J+pg2+EAj`}a|*!h z(_^ylZ@2qJo^sHNuG4eP^AERl5X$-^d)SEY^8|)cmqtp;bl@Ce`S(e$RX8{F=g_}! z#W&Zkg1~&Xe}Q2I7BKK{Z4cPXW(+t>q~tGCx4i0E5~42qy9Orkm~;UF>y}!Q5FMsD%!*?7@h=LP>ZWB{b^5vwPZ=jq6F%MVUHm*pGN5!aZot>$XQj-FTNu*C@~EKHB=GGtg};)*+kZ7 z+fx8CRdf+o;T{NtpTJp@nc}E}(cZ5PYLuMqg(d}MQWlfrB#ZX%32dfnb_5&YNocxn z@(vkwhFBHY%z5CvOBi8e33f|L&4ID#1hHJVdMvr=q5YE*4PzEbY(%6YO$w&4rxGjJ zV?Kja#5%`HHu3b`8l4D0Pb^Wgd3u;^j_jgDgOO9D z{J-Kv*uAp)aLN&}W;ao-_}=x9Ou-O>$Zw=Dd9q^%-7)$cT9T~D@vh`NJ{UdO1-&81tK%_x-%*k1;-4&Uv2ux$o=x zZr8;O4JRAz>gsCtInP&HUIU?JJ>eZC;Ar`qz60b~1N!tGnuv3Q`yg9pqFP8rqN8{0 z=Wx1Of-dx{*1ob~Zd20auP-JwiQ?yRCfX1nz2Ng2K zHYi#p@8J;sMa(#AY+m*YS!Lk>u=PMU6bBd_YM_v4Q%$Lhgzy?o8E8cq{_-OvSHK&baz0aTe>G~2P+Cz+A3o>_YwV%@jmPcb zR46WXKlh(F##dP=P8ZxqpLB-+c2JP!98uZ&-Ozys>WmyPjyK!bJ8SP>G}dPwKb}mu zKXzJr9YCdXOsIL!w&6)L{;d0adLXG$HU6q9f%qn+u%U*%p^3K+HNK)ewdL{!o)>qg%{*MIAZIeT!#{M*o2+I z(ZM_vLP!cIji;vKY>!s1B0GB0&zpW$cS7iVIi3vuyyK!cCwk z)I2e78EggNCw`x67`bN^mRZDKMG5TXWo2d+q4m9M&+2JwQ=&WIsVE>11&PE-;x0+I zawdUUZvAtW{#9COGG8rX#%p&48JRUK@BqgSS;Ff`>0u~Al9QuPlwgPQhwPJwsN=n^ z^b(Vn2SRp?^?xiO3*HjKcgX2v$RzBvWP%kN%7j-Fc2p)ZYHQJuUxMG|9wG!lM%F+Y zl`=u(>&<8FEAEATsm#(7b`E@t->!#>b4M`Bt9K!Jp#T~$uZZchlYw!OZV8s9ZJW1U z{cd#KQQ|M$tR|4VAU$tmPD1!t2*q;xI!`Ep2 zo8!ENCL0Q$r0|%KWSfk}t`kLDN(7r=tEU8aN+v2q?8TF-n@=EF`ktx-dnrA?6I4f) zp<;w}N2s$A>9WIc93v{dA#Yziu>CfxTC~h~FNSmpQ3H8Exc(Xf_H4OTY#>~VdceW9 zm(Fyxz)4Rw;XTh+<#0>I$+QL(@EpwA@Lw!@gCy#dO1MQlKvt0?30I3wabUg{zii}d zUIhsYw>#nzAp570x%RFBPtqWm2tw;d5h2DkABauscITkH>l7@UspNd4g$LN5UkEl>*gx?y)RG zZtmB!x3l&g7^H9`Uc(bRe^hB2BEuw|J{d@{2ascx6$3vkT^nFQ=cP}-a zk;?9{IUzNF!Jgk#bP;XhPo^1qMp-drT}EsgWd{pP5RZb-)$rM&-d_nnvvVtxVZ{JW zup`pYU_oIFmFV@^47q&hC*6vSYigR#k2Z&~_kYKkX~oprGn4~Fi8KPUk9^on+Ag%t z6d4SVoRWo^)j*2N2ad>SAMfHraTX8B7Z2$aoiU?*@ajYa>Hec}ps*ooN*>9%5Rlz> z6q{7r&)+ka{i)M&EdLg7HLgjtRHPsroDUDN>5?1`zl^{?Gf$yG2-Mgd4%f5T-9kh9 z_3R&c23EKWtY-hS#XxWo5Kln=sVAibOr|;Ir>AlLBHBEVcxHaS9uyL$MLh_^NkBjs zO$$M8+ZZ899h>K^=LKE9(Gghrj5@44?wVIPTRu+Tnmm!u(PwPam=<@tvgL1e z;5FD~11Z8;3AGp5A3;pfUYlg3{nciGt%ac>JU)Ni>9c38@P$^%>z^wa0N@1zgYr{~ zNxLufEHvQ4Is(aH3SfF50a5C`z(b2<&g_EI0sIO!-n}_XJAqY$uCjMGg$pEVQ(!zcCD~UW<1XrSZ0hWG#ggo^19MflxH?Y9{~KvAMH*5wPU^;q7ypsxd0$D@4ky zW05lF)X3>^=yStX`Wz*q;&RC1_0oK_J%h7n;oH@au*AUo>NM+*oB!einEg$KSoY=` zeu#szfM1dXq|DQ9{1?Qx=b#e)ef@SQRiWWbSDyd`(7jpd)|gX1YSq2@R_l-Bj8|fhl!^bn!_i2G6j6csocg9gWY9S(dexd zDKY?bg&EAe?j<7Duc2VF@)Zz*O3G&(!B@GO_3aCBwoM<{{K=d8HW26Fyn`t`4cV%2 z${Rf?*q`?J`Ax|Yk(x=VnVC8F<-S*OG_MCblC@)B36}qnto9(c|v+k6ZKplz7I$9Hp(C5DImX4H7id+C9b@2yRq7d zdyG7kRxOkNG=4pHp<;O-!$ny126Kp#0 zoZoJ5iAX+j7y2k^Uncf#umfUqFI~BEWl_K+s}T^-XVLqQ2sX!2Y6a8<6-BhQ{b5VA z^op5B;Htv*Y4^+ITY_Ki|I>lyF^G0EC$rYAQ$l@^*t8e+KQ$MP7O~zr`bDCl5>p?k898((I=tuh>b9n~ zc`b*_=Q6)Bd&rFoP@y18?54a3z7A@*G(4> z9CK0nD^_S_L_cE9z`dkFQoqEiS7zqcG@^(6u`EuJ-}KuIQgQMqMs%Mwp6+DYLjw ze-rI5$*WB^ZVMBC(2SH}=Uyz;wA_%vRs`x;OyrQUi#ut-GY5rLYxlELpt-b9k zh!lk%e09_hsaofFj#7O>a;DTD^%(A#=@@}LpU-H+TR-rN%)Rr9bVv`wheqzWx?$uD zL!3~M{QVE2m(MI$;Lp#BUL+`Vzvw5s5ru5eqSElbqZUS)xKL3W@fz@4gpm+lhx4IcIB%84U*xt zf%>d235`EeN96iW$u6gKcfzTOP^flz{jtLR<4A z(;In@OObX5>oB}1B34}oBj;44cl2exZyb`~7=252{JAXTrF44wDpJ?Jz^bf&lCeJx zh1r`yEg(LyW2O!-M`$z}LYv7mlt8cu1|E!zUS#m6aO>RpNZHi(#LNS}*AMM}^0^># z!!l+_WaKwoiixg~x`azz_?%C}RZaUKQP`W5rGFaxkHRs6DhyJ$HGKo+JtBtW`HOI{`t=^q75$6jishHX%8_eYmx3y>$Q36lz+1(o!*^BGG%J){`knCe)(}t zPx%@JpU*OXkT!|Ic=ke$Azrehh zQN*)iXXPPnyZR*Ch~(sz9a{vNyLN9~G40&#R^!GDt%f#r^DgeorQt9*;-k<*>Oq{zZoxolk%xJ_I0Y2mVBGL zk7wMHnmOY)xs}HSBujs4b10H-4U~5DUZ-^b;H!@VT~cLj@?Pbiq@BX&GoQsw<9^=V zs$eYqu=Zueqsly{P1}mW?!mMAA3GL!4YX+Kc3!`2FukW{L9wiYVu!WPMMl6BYI>45~dIBJh|ibRQIrP47N{;t(NmV*$pdL2aSvz0z(2 zEu8Ihc)X0?r|~kUM*obB>BnwC`KZ)7uXL9ikM(sLLKO-%fyVC&&wM?#3;(+V4G;ec zjGwSa!|X!&0Ls@c0FL=^S=-OSeid`e(N)aNqkqbm9hPVB%GH1_OpV6Hk!YLT`7{K8 z#v}oONHuNZHG15s_!^p-)(-rJc2AOsldu`IRoSvVJd<72Ay8$$piVaJIR8HV1vKf1 zKx^q(Av{fNXo~)np{e?UU;i{KxibPj0)}6ZL`5fFBPAc>z}S(~`L9+aRtz*7SCAD( zh!i?0sIPy?sI^BJ3n8XHJ`4f~DHW&TAM+OMLc$YBKN zplpA*GE5OQdn2JB{&1(G;AAv&j;o7Ifie4xdO{NtQEGB;xH-Hn$l> zdo*LfI^thp9_6Hp<7@P{9%aQ)(+qu&r{Nr^bZmA{RI+G1T-N5E2nlp3qJ-e`GuRe! zMV0rpAf)nVg+Y>4Q2k`=fzvO#3}Dl*{TWl1urA2oh)(??ndeC4nW`SX%yLugH7#cN zGR`gm&L(*9?t@~o9mWiyP%OMK7zstz7enO}2V}y<5jemSN>9a{Ijm?3oTR|c4M%|P zQK|}ZaZZ^1@!bIyE=+(54L^H@jI8;b1JCpP3l?xiMMN9{saRd^SUq4hW2gpT$~tI1 z3>NCM$BB7Mr~&IqKr{*sgj4yYH?BN2rhnd6T;T2<+G#D-H8liD@DQI@aQmYtppS!x z4F7fMlYv{W){@`||1)RyC1E;SBH&KZd?Skq_;h2B}D&Bm{9r^6Ujss52M%_@~n z_UT(9AvZTSqxQkT#&D0zTjYNI#4PWMqgH-LiN6Tt$dZeP;)9@{l_{S5_WRb1 z1vb}=*ut@WPtjkQ5@k#o2Vn9jRftep>;oQ`=Kik3xn1-QAwx9WAvGodmndn;`+0u7 zaXpoH+R@Y50*Gr4bw$rl5oO>WcS7(*SjeehzAN|h_jh-Nxgq~9CJvNvV(M~6+qSjX zbhLg{u2eTgO3r7CAZWkjkTL|DLf+e`=fPhtYHRPCM3&d`4RQmP8Qt@6W#lnE=-KDQZDA5IoTC1{>u|nzLcIm@B z9;q6zHZWv30cLkD8f;h0;UafrJ7yTlN=n|Mi-!g-6pCn0N!*Pw?3T|h?&=jlp`2(m zWLjF9pTGYiAcDfeM%1Che`$r+8Wv3>iVdm5==l=MZ>H*gV{00+B^KL?>0)WtSX$zZ)}qXdH5Dp`8~5|FAPk!7646HpMblpYz>4 z|0(-iFqA`4>AN3cF7WHZgUMpyO1Qv+8kI-Z9Cgg$Qnh`_hg}tV+J?={c za;jYe4WqrJGcIH2V+B0FxUP#>jd8ci1^ox$Azw&^5XF<>wk*UM?WTMNYZH9pzB67> zwbC$KP_8As^k(wzacO`k4*I3t*L%;>GDao$3R1+Setv$X;#+Z3*$Yy^`iczBKnmY% zB0F!WNnm^vU2L4P0FEpipmOxA_4tSufhSM~4U>RHlK&>V!5yflq~~CI1IMuQ zpt;b>wz>so2F#oI57oITsiO&GmNYtuED0~QR@w4 z*%BXSsrS1bOfxj*l+SAT+oClH53U8PMRd_DIJH21dzSPegM9}?l%cA7FDEs?KKB@T z6!J{|b6m=i+=c8sq%?;oCF4%=*M1`S9VS1@G4PPTLDUr<@pg#7YH?v?m{_M2{s1YD zB$Ko`U{5Yl#3Ys^lusc|E(?~(LdH0gq%5k&6n%_};}M(+AfO_$T*7|(*|t~B?>%;6 z|92Xt7xra8G^mE$D~@uxQ#v7}dWd_)K|uk7r~=evK-EowtL~yU1lK)Kvc&8Htr6VH zHHihFh4HW@Kuw1Y{6TEZ zyA63C1_$$B?PI+`aE_$rQCveLLAaxn*q41d(h&3x7ze7i;PWg{7MeJ5MR%Y6nu9;M z-7&>h3_eHwS$boR%e_yb%=)yAruK{Rp`~~q+7~_PYXUd`lR#{1`|80nL^>iDgQip} z?HK^IB*O%0Ux$;aJG&D~Z$eh6ccRgfNDO%tEHzyB^wV|eDW!WQhV`nhnO7xD3SgZM z*gW4(^0t=4b^c@G!xxW0H zoyE2_#X8mZ3%z>3@WKAGt{11jGCXtUjF#=oBH5zs>^S|{Mb#VbrN0{-Ohn^jybr@= z0gAwUVM$hG(r9Nnw?o2ybm1sz+E;FthajR%$aTyYq@SV z5k_mXHW>Q)`sNoG&+#%YewOB4m}(Rs4Ya_hj*l^{@f~od$z#9cTN-A#Mso5j2?@Dr zf@Rr1bKTVPQkMs`6wCa!F41;=QeB7qj9(SRCnyB#?eO;Y7H>Z1*w)^zFD53o!Ore+ zRaNlWz(A3}JHGvDnwpkMqUH*m>Yko-i91zIO%bA^qNSm(yLK7W)zvA8p4nh;Z>=g} z6+;&4PNDl6MDnljl5 zV5=ux3oa=F~{e5TrW1ln5IE=BzX3LB>p69-=y5IXs3exM>vaV%fVp=bA;j9W1 z(~1EmrsZ1yT8)4C!BMjp|0C*jPRmKv&eX~Eih~K0{1qpAYda@v3&UM5CJv4kcD6_P zMfndO+GXzKWbY^@AYk)9FW|RxFcT13d4Ylt`NRIgB}XQvjaSHj%i^WtESQ*H?Uy-w zO6^+sFx}N@Yx8`?kNSPlPflML_-ohXK9*Gh{1@UcGN1kP!Aqf4!>f3BThA>^U-7#2 zz=MCOY+I)MS4^LcyP13da8QGbpwSi@Z4exHPS$8b{^kK6)w&p~2Sq=`4wQJXA1eN@3 zw@TE`PVAu5o8MeHBcsw=6(nr`<*ld9(wBF)GPDkb3R`L1DAQG1T$na+^YE}*n44Nf zsXdry`#{CJbNaPmx|WdlubDmcxP!;N=CXeM`jur|x!LUQawaMpj@ACknhk89?rq{y zi#or4c5beUO4W28YHIlYwKUs?b}X(e+oXCs-LYOGQ7ip*VPWA`HnwD!k#>u|nvjc% ziUL^+qivbeE7ojKyLK&C^4Iq>Ufj#Cu`wp+`TuE3Dq%{==cyXU+J0F>~}LuJh(|lY<-T6;)IMA8b1qYgqPRTUD`M z+bF$2Jx+l=MLYXq4&5azvvk>YtMaL7=2c9o%YBv>a^`-HB)xfanEc(O`dPNlQq{q< z0lI5fP#EpbBPGqi1GxnS{X9DsMsm6)Kb_f_V9^+>ond_c*TRAgu}>0KK} z>HGJ7+y!^1o@Yv$)`eSm$g8P6rF+*!NLb;NP2S_LadB}x2E~Ot4qv`5>NXxNSpFPK zxYefAa(a{=YgQi-d-ne3^6Kj9vuDpf$D*zK>ZY4x`(lTLd)6O+{2^FeTpX*DW7~%d z7A*cuBSl+pT$f_q_BqRz-u^Ye%X_}|?D_Md*RL~mcXu0UQ>-moQgnh-I@`0YYUM@f z#@I!2*x|JvV@3Vn^JOkvILsyeNNBI@GodnHW)WOq;iZM?$dPb^;gY4rqtkTPNFMdX zrz3N7Gu{3IZiko;`b|p+(28a{oQGQ*R<2sL!@$5mwZz-&s7cjUBR@f9W#tXiM$SKG zXZphI{J1A3>ZQzR75FkU?vN2$4y|hKxO)a!1Qwlzc|WG6gvqzQ5OY3)b?_$1aky3R zsQs6ds>Pme$$^G_2M&Dv z+P{Oz-p%~f8Ybo}>{j(84SDSRyl*xsIynmKwjcWR=1OVL*jSotr<=5d$Im9*EcFcI zN^!gWyLX?$9#pA*#;2a35~Iu5Y2;MF?m7?`>HYcTsas8`dwe<+Ie)3e+(&GpuX8%x zt2L%$g7rVQrW-ZKDRN4Df4f2q_c2!CMdC9)ouRanMHMBb$FXuDuN9>h)YdWcH~H;2 zs#bXIs<8Q|leqScYdAe$KHMoX6y+}&$W3==q--#H;OndEyPYq~W7?LEt(A|Zg+j=~ zr=4|y+>g_zPqP)<_Se0zY)KBO3KmFIyZm7zYPvA)%0m{x(*|BsLEPkWvWhxHKVTL}HH-Ap2vo~=8f2?Cv9wG)X44-1 z>dakJogDWmOWaxIO`A5cir9vCbaapsN_U~zXcxGo;GYi3v=@67wCC8Refp&IkW)(E z!oq^QvUFhs+i@iWpM~tzf3m#PvCTVY)sn1?BhGC0ee|e>FQ;RVZ`o^YYO=xn z&A7B%ckWD5jym6aO-|)&(U@CXDtC%j`f0siL6G_*8eEWSJ64ehDIFmCSYDr0QpBj?kongpSv7Hs* z<-HgX5a8Y$r1|vmZo&{w%|? zwd|6ftv@^5Ux-gNsiGHt#?{Qe{O+c81>2@gudoPYPq>a|vF~L1vQ~7Sc{$VdqUX<9 zxGJ3(Eqt_m)Y{M|`xV>_Usp?m;XUgexdiV*~It`5+Te_}JZOYHFuE-II%yK2Xbjyw%7C9xiZ?9C1xwy>{ zrIc2c@60eQEGimtml|%*u1002>4}7i*c}V3iC2yq{z*`QHQ&Ik)$5O-7YN5GyvRtR z<=7c)VPP?M^)gl08uQT4348X;G*K_7kR9eKja^HYTgQB+w~4QEozT8)#*&zh0LLMpL-ItTKH`X~k99{7k#-SjyO$bmgqAlerVHVA@);ZRy&tUcI7JOb#|W z()9~mMz(Tr*m`unJhfug%9R6=K8tzDx%|arzf_(by0pjD)m7rx_fnT$f62LcKSAw$ zrvz?`cQ;p6ef+2tDe2{ey-JJ1YE9HH%J-fdjPopW+<2c${)aMdi`0?iZqt z=aV$kG|0;rf4S*+#wkW>7#m0b9HGUb2DcWOetf*!g=W?8`p)OZMrZV(>Id^UxWMSm zdoQ*I*|lYyLji0=e@$tOQ=}RC`ul6rC^l2o0wo8yxXug?4x-wJklRF^e+88Ez|Sv> z)`zlnK!)|0^>e-1j{#gG5j%~9d=@>ON7~iPSqi54j~r1E6cn68nRXP9eed2ikxwsK zoRcN647W9dPV>%dtRu)r?CQ7M^tV0}eYL9R&;LD|&)}E2<0wJ)EA}`Vz{2pOHacAo zB{!WtbIN-G*Y6T~ne(+jTO89-k7HtE^~bNJP`k1A$GroYn1atTyE54ewyZqP&(BZG zpYHN8=&z5|baKiX&Fha4x2acloy3Xv%xrX5SiXEYw+#MTuet!Jh1&1Xws{U6jn*Rj zx!7yo*iRWCfZcY#6xW;nzOj-e4Q%O&DYE0LS)$U7D*BG6G+|q-p{>v+lKVSCKlV(A zo0(+zaTnWlNy@0Gsi{3myMO<_vV%j$<}F*;Bf5cW+iT6d20rc1%gal+7{u!`#m^z3 zSH-5j*pcTr_vO|`>&6HZ6ZVeUfPb#q(xOh_+AJ%VyBpZIvarOb70+G7E)06wR#bGQ z^zTIFsK2A%=S3t_Pbu8Wz9dzkudh!E(&Rvtf1=ai=ltGhI!!UM%yhI$Ue#DX?gTWj zp|;GpeR9uVl4^r4MmDMwIgwqQ+&Xo?Y@1rVR3*l@?AblMd+uo^J66jc7;Fw2BH%wm@q5i zaAYl5#`M?+r02^`G1t*#Y{?5dMQpRykM~*w9p#TuXjy1u3wR@V!?(SRyLawbfVhbH zEEeh=oQsg~ux9M#5f|4jXF9MX7DcZ4xg@vGq z2=7b%F>gAj3vH?Hqb|d(S1V^GXkwmJJy(mL!)@BxmO(CKoqR@qDINuC$Ei=Iw6M&A z;%xrDdzaB5&Djiekmxo4GXbl|z5AiaWSd!J+fau?H6K|klb>Y;EJi!>hPp~hihqsE z5)eWWYhg6BA6(63-ne21 zG_8-|lK~!nf~q5I(=JpXhKBJBH$u#1_<+n%L)2ZcKjACyZ(CQG_@&c*^!{@HIh=s? zX!-U1owk-+L6}v4XMapfw$E56Ae}9}~e_d}v>fO6{ZSx2BE&Qn9 zbm;}OSi5l}73F#K`@);@zR}Utj~_3P^&sXs^TuWYtRvgH?MMMtOUJp(Yg(^hoU}^` zRA5bPYhhHcyHf5wF8XU3UiAzYtc>%xi|15hi!awl9H0Cn($~&)jP3j%^C*k z|7T4DubA?OJ85)&B^IhGN-pY&ki}>2yVDPKazX$JqNBMBoWFkkIzBy}GnH}NN`gQiABsgzr5HYS1t;BcuoR;(eL zZvBoUXZGq}THyDU`%{d9% zb?O2mP(kF?vn|!nNlROm{=I$<9XsP=ux_OePCDLflj*gAM*`&4zTem6^=2G>HF9}fJ936_n z$-igM9&Q;B?KgY4xO%bZ&^Y>XeKu~~I5p642458Ot-E^)sL(7)^%GU~wBjYZo_it$dTLnkCq>3I)Xh3sG8gVk;0;7A1;V3cl@Qo{%1ER1uy0Ak~D*E?=)U|N-Mq5Q!bCf#S~SYg27p;#(A z?Ck6ag~P8V9PR_VGa-c(hwuxRlU>;v{N{cvwntmo`_IWz~gc%^q|&z)6 z-o*mX5lU=|YJ5J>ZMHW!vrHI#Up3wET=&!p^2Ad?*p;#EHa6cDSHph7Mi#YStSvxs)#$U)6ir)!=NGK>VvWfr)XF`X>_ zlU3-#(tOua7GT|;u4#0|rg&v8ub*vZC_O#_W1Oib_=maPV1q2T2~%w-Axu{{LIKpg zf3>?Ds*Aif82YQx{eXHpZBKbrd;0of@gduXioeb&L`tTR4vI3gr&5$@>)}yQ=r6p= zpu*O-Jh%Og;;9atuMu|4Mh*OfPcQ#BeS5t7j01ZSC$$*jnHbyCztD6BzCmIfP6i|- zn>|&p018SRdYZ-C>&x76tRsC*kYiW*{zsC0EAd}sOMY^=`BN=Az5V_B!5BfkkDrLv zRZrEuga+&6!tyb$u-NYE)vNAbZmdy@mD_RY&~_*@iJy$leBB}C?MYF7$+zA2ydO&d z!^*5SbT2*v)v~=xJI6K!J&M`g?_)^RbXgD)$Dm)%&Gtu5=(=Lb-r;0n`jUV4<|8&h z)kN2^PBF(mzfN}sUv0=y=_^;R)NNR&K*URM-p&L;xlkb)=!>5}y*eWd&2&A>;kOAt zdd>kq5*Yw{G6^Ei_~axQX76t`!B?PIiEPJF5Ev-0lPEMan^Kl2XaP#wean7wJU+BF z9E1xWFR3WQdIUgP1}G>cv-H4LG|^_Tooy!ojCT+&UbVXIcH;@P$9BqWl!MO+y1 zBA3t6G6ZgHWo6|>JyK88*F!h@48S%r#4h2kHr?Uq4@rUtyBhCJz-kMX@Sr&CEFJ`* zt^dJR{^7#_kz#@FdV!-L7Ouxq2IZq9CiLrr39^Etc-MJB6Wym6K|0SzsMFAvHBn}WUQpoP!pYAr@rYB(Rx`(;w`v1J z0xGAQ*fHG&mIvEJ=Kw!J;&yw@e7#H7YB>7_-M82*LTJ5l`v$=Ti74_KmrRuJ?_b9u zAOUa1*M^B41ShMPm=3>r>y|TkZi;T63YuyT=y@8UGP&!G{Qh3QGZtFNZ=rh5pL^9H z7*nIFqJ;CMG^ca+)C9*nrzYf-LM|h}d-|m~l>*H`sl941jb3G}!hMpOQ}C zN+RkNxQ;z5DJkK$0QKh8ObrM1KAhGJNwxIid zenNo5ri;I3H&E@`vnoBYE-3w|WQPNP>*)tGBc>rowv1*=EljH3@Hww{gUI#YtKDtT z|K;%C_(DF^G*%g+<_BjRXa)rYT-m&N^I8)cBv9(Gs|^62yq1<0W&Gem%}7_t?`{rx zAS_DS-&7|uG}N-wd)~%z=KB?$Hn1N*Zbx_`kc*@ru?aROX^NaWb;=Z7$0g1G!Gk0C z$lz_XvJCIlkP_9oDm%c)6_)h9K-T@ZGp}}^*CD>h!-9eWH|RV9R$-7tjt17iy$P_Q z^XuiafPg%C_UxIBo}uAuB2$OJa4H>32h`pvW7?i&;nExFIetID7{<}%gY&ri88$xP zgXaThzn5+tsoKaXY3*S^c4*w#+k(;j>JEsnu~-MOw)A`#hC+n61-N9uh%iC80mitK zW(Vid%pP)QLS`w*2fQc@FkbvMp{Uaqq#KD^dkp>MPY&_c)L(G@C}X*Wi~dK9%Kuc& zFqWBs$lB^fNgj6}UBYtasuYJ3;NpxDVZ$9F(&gExaSZY=7Z1&>CE(4QH{uJCx2%}; zI=+5_+l94vP(}q?F4H+gyU0Bo3}ZLW9cyW@?!;IVF473)%E;?1D=I(TYnsjrmjsA2 zqFXYB?$eTdDT-`IU?1?Ln|u)jy?V&&kFA$*9StYm5CB(Ib+s(Mr14-{VPJ}HXRv{H z!o7R{nw_6Nh#p0l3(c>h801ROI0sJFw+l0uduu?(R16P-xZrEv-J7sOJ2lqC`u$IzZk2#W{ovj`rOTIJf^#&zKDUnWI+q`R|NZyHK!{wI3n`M0=ea=-wkNT0z6|~w_wlY+d>f!I&?_|*Ad6`(PihIGDBrg&q7Ec zHYW^P1i2mD4M>ZCwW0}#PCCQikf~Fu%^58z;U-$9xWJag?Od6-S-@DebCbdj!B}9kRAqZXI=4ZYD^Its=oW+UiEmTQ#cn(8s)eA zZsiBrFcCad7`rZrPv;nI4qogaI-mxqC42EAEGME8D1;w>MO^OKFxx8UNX;QEizbLY zuRKQcq>q}_Wm&DSWlVdYBHIn!%CtbE34kX7M4R{|C|NDjRApvUY3D7QH$M#w478y` zB}v4RCHHrOfz?77oFNN14cYcrtCOQ_Atks514G!Ug8&#vuzJt-G6SdxRM3vYm{No8 zCq5!2RbdRt%hp3r-|I&i^O17nd5=r@l)LjED?^T&O?EieTfpSqppzO?7 zOf$@F zjd?_$6O+zaYaA39`0dRdPO4;nZs{wsQ*d_FXqhLID2WU>i4?D81P1}ysi7hWd;huy zBis_A74gGR>*}qSK2DC(bx_U8+Z>AQWCICEB5M{4Z`F7iaeiQy4q`#OBP9UIXzv0p zhC6CF{4PNnXFTEK1|{C)Ug*2^Zj%Wy_`sm1QL#G$yMG=%a)c-gHXXUjP@vUec~63L z^YHTW>d;@Da810FX-Z^|2=^hL+1c4aFg>Ey5~-cW$&>_mod`Zae6kH3;_*DHvF0Gw zb3;jK*3R&sqvGQaoI8JhC`eOZ`Sj_VM0Wrlz-KIGcu0Nz{CVq+9SP(grldbg&PGd;e<7w$Y(gNDoiZWR4-HY$*|4y{T=vt_B|v*2XFnS)7?UI(hM4`A z>##^-iO!D`42C$zJqVCP1x1MmeSq4gKv+X_v6si)rD0u?xCn*aecqoVW$iZJ)_m_f zfB)US`383BsfdUO_u=%4r${3xDk|#8p=D$ev^+3iUbOI&2HIJ)IL8nukop8PFw~kJ z1<5yoFiK*tfTWRzAu&IkNfb2q$$?kXogRw#FD>+#O=wC|ds*?)qKC|9)H%mWqv}eO z*(tP^fy(`nHR&fzPJOJNx5Jtv@}aQB=d)yIYozKXh;&{%12K9{fk#KUPB0%K`^kzw?;f;^Lxv{|ncqOfyB;e#fc&$;`eFA2yS~1|&WL zpom~6xj18l+hhs4KvZ!E1j1;eB&I>E*M;ZAEoRG^f4gF%Ir=$57{MG~lgbOgiJ{_d z8PIxD?yO^OZ>9r(LIR9Ab!#=&&qV?TR&QX7M{B#gw6fnA$qZI0??O_d zU^OEWK`t89n1({PiOHTPiix-+xRpka=FMSM70-{JC@U}LMfWXdNiitV2i7AUlGye# zAyOBJeS*!gA!lMZvz~X~zVl?A5?U=&h;t^0)frF-Zu6zKz_*3oVwiQ z9Z=l%@Jx)2P;6*U_)@c^#@wq$dw9Q-?Sru0o1v$c5_(isZLK_My`9&(*ONv7)vi%i zpeP!x)1;t899taf>BS2dlpyIf;eAEpRR{APz4(s3nuNAs36s3ou+DP0HJvy{WI+^t zf4|Pn`$d!yR87r0Yqw28x{QZFO#nUd&G$!KI}LiH3^g;;CJwh5v4ba|eo#cG$V;&- z+lEr~i?m^*AYi2lppRYeRk?KT>cgv+^Aft+3VO4k%I3g6CJ>Hn4$|_Sldd{C9wnPL zrKX)P4HeX_Ju-V<5wJMZncern1BX`nr+j~3lM&v9_v-`*Je~k$sZZ?$VKsrZV59d3 zr(4gaEr0#>%tMp`RPG1adBZZ+k)B)M@Ul(%CVuf;5u}1@7>#0g%nOr zN=~OG5jDXee6fT>(7|+OQ6vaB7X^+)vIdPN?B&Z{clC;wuUIis6$RIvd!k8I(d5Kx zX}!z)6(g*ngoru~JWe?jH);eqRyeQ*WX@J|vD;s&Jt*?{)%Vxn-9x#gu~UIYjJSIf z3X-Ez4O*&q+vPaO5r4u=&9!rfLy!ats#o_=M9f<$Ld z@q~}zHnf3Wmm#21gLl{c~NSuZMn@4?{E*JVK8S zY#eg$-aYFICBS#bzM366vrq?+u7Tv!snIuZ^iU-^;QuphkR17h_)}FGE>{(0Wskzk zbDK(sB#E|T1R)W7XQ`eecVf{ctHKHw;ckLkH7 z=yhZk3$)b3)fyQwj6{tOFqWL{*`jj^BoFrmT&TS&@W~S(XA?PGBlZ`pVOXR%2=uvf z79;FrQ|^$?B9E|r@}aFm^s5!@vB-~5`djK7%IMmTjBl{raAW7 zC)Ir`^OeUQ9ii+%nxZaJD$=Th#3N8;+9WHOt5baEQCQ>vh(+P83zi=r{x*660wVhF zBZ#jLWaQQ+lG8V;Xo7XM_WmJHCkp%fo-A2B^}Yd^R`+)e*7RuL2lL#qe-fPPp|t1 zf}U2bUOj{}$noU@%|bRUrz{;l6B?>{&&L3l3U#Fwg6H6Yuvc^X{Cc%zzXI{H#((~# z1i7Ngq9Twa=VP0l%p32qY~30S*i}_uuZZTE9z;#PqzZnT_lVVcr#zE&jkuGUtvSkn`?ZN{$@FX&e`4cBMN9gUwvgR8)yLuVYJ1eWB-TjRmyzufHDm z2ZW}O(s|1V3NCTPh@VE{eLH8xN|L)AAws1e%=tO=(OnO|RE5j1ifNiZj;4>HRlM+1 zhr9`0q`u`rNcOxJL^L2w3(aTLu~U_c?yx_T4Gj%J(R`~V4O;3KNWRCAQ~cT+*rpjT z(y**)Q(`}$Z3757N)YK)1=_MrMTX0WHtA!e7ZCknFE{r`mMBo*wj$2pZUBYMoof67 zR2PM=H7cgT?Y<>jl5<*g523H)Lc6vK7a!ItxdoT;+jlz$vI#c>_5zgm3|=uQ8YypJ zy4^B1lbq9cd^1wO`1b)YIx6Bp+cs~0otu07uJim9BM$#=4zin%32&g)O6l_1%BV>gE2NY1vlPAskgf4}*BQFekMjtHqaYrxuc|a)i&K+e7vfEiO8W z`XoY!j{X_@RW13s*P4#;-s&VGb{{c$u$^BwUeKs~02ROfSZ-fW9OV}u$NnJ+~rN-HORuv5L*j4q}{G2I2yb@`v*6<4nHSq@&=w3>DA*+{0_8UyRSo~WfK;C)!lf?LO$MX7-$lJPNJvP)ac{QnuWsm1K|O4X<*cqE z;VCGykS+I`>>EItRRV${?1p4vNMsx=I`#Oel5nf}Z)3NTJAIbCULZZ*(9j^-xp@NN zkU_+98qoPtvEzDYymXWh5p*J&FPtP4b5`Vs>2tux{n3aD%`T?Do9k9?N$22h3w%}B z;XjPHEkmIb5hNmF*MjQ^65-}w3>+<-Q258UYa)T8&hm6r2x0)iIc*Ef`}L-7&k={7kDf)N z*;M^Td{jK)l+fBTbaEiiIS+n5SF-Rk%tr1uATcqfh_47TVb+}Qm7-UmK@uW2Z{AdcScd=Ga_m`E z(7u7-Ek=Mlcr)YhsW(WfB`n*hlWiFT;;sz=O$o^ygkt)w8&$VO6WxobDCp%RBgcz` zcWTh|#ggeQTeeJ0u6V;u>&p4^&8HhVe{%kfMM+2;>5|xNwi2fXjgMVt*6AmMxddDN0!$1K|v*U zV=p$RM`ZG?<jrdODJc@-sQLPf+50mBz%$H&9hRjC;xO?g{fp_mpM;KPFvts_D5_3`S z=P?xeRFdE!Uhrtqw7yPWRO+JWUTz>yvR{EiTq?QS+!uyvIrT1*(KUJR*BLc+`KD2m zi~hucdsMppz3w#B-bvgt2I;F;PbSLpT*`Hl(3ikCcl(1s; zDZ(RZzPW1MaB3G?b6az@BEud87DO=%tps^6ng$0udkXxiZB@=BkpsF&bX-t?!enZH zuZKM>DquO%6o>OS)njez&oSEOzxjb*MBQH~OZh(vEg%GCerWxd#qVt@^fW*+}7+;);cbSx&{sXuJ zfP2vh;G08cB12c}O+%?;3*nv+mh)T~l#IpiU(r-RP8fhFA2s?>|1@#K9ocvB??=Ad zZSLLM_9D9WG=`=w%F8>?urGl}4Iw7hj3^Sp3P^TUvph+;`mQ~5KObLh>My_nvagWn z;^DiL!A-r<#NP{D6j9JmNGK(v5Fe+_!5AC}kmg8d#4bVU90Vm)BBnv7%Wf0zF;UAy zm4nYSGCIeD8#js(R0A44^7Cf(6h7M$0BnPgc_Eo$C|xgNj^0PfC=B;t*zCIG-!;e4 z{~L}zC=@c(vWw(NT)pu)^E4JHNozr~wM3_N`C|g)BnyEeYrV*|7ct!hKsua%oa2Pc zA)0yRBVhlEV{~;5GG5?yBSO-v-S$OTSXj!5pr}zN4RjY=h-RFI`N8UsA3y%ANXGuQ zq~~Xorg^ty@kFR3p9o&H_Fw<{1aWCNf3(jmtmWBDUmb5h!3}Z2nTs=lQx$;#I$#s@ zulM3H<3O3iT6qGk6!{LzoRY$h99L12X#{w_I94c15MJ3@DpS_;-lq&wqa6@%1KiD=vivAp4S>7`0e;wA8S-J%==!D}FE9=eQKyN8)-yPm zfDA_ke+vP%2>q;bFNQC^2Nj!WNNYE2pgauhA{Gp&jy8f95!&?&zkZE(<*&SFJ(jc zT4D2N$bN>YmIOsU31J!+=V<^aSjDu63W#gKBRYpjJ|6XGMEi#0-25y`UA19)YwRQg zuoIm)rjzqEwebiV2y(Ds1bB2km7kZ1RLbnEH4Y4I?u{7iS$5 zIlW{_urD8CB+#}rQD>Zy>;+@@NQ62=FM12-ko;CWH*^s9>I~Em0uXGHultgKEis`% zFJ7Y8kQ{$|?$sz*izz^{+p45UXrnQ+UNVV*U4rvbR(pDTV{j=E7jVdPS*l@7U&dEX zK}b#n(;{Tn`P+v-NO%M9t#;XX4OjNJ)6wOrieS4ciV&Lu=XL~CiG>T4tc3DTVrS+6 z5AIOMow25w2Ns?}*M;Hv2^ZQlY=vHx^(lW0kpRj^Y@USwK)g)Wqo#huGu(#6KcIfm zw;7yRDqNIAD7&z^V*fM#TF%0L-2NoaFbI{mH2pOHPvX^KF@_$#a+7rZf|b0&!s^6N zrchU|Swm7U!P{KH!%13)baB))*pliI|5G=*%RI6ChtNAYJcb1^+d2SaQ*H2b%*g19 zXGbc^Et(U9_}n_cP{ESokd2T<{Rza^FV1vtBx%S*#4YGT8ZGat0is?)mK`L=gWF5y z+hD@AyEhZ4L{l@=ATl@{I_r7_QR1Qh=#kkn;#CpP7gQ#Wv~T=QwM}f^z%EASff@+C zCUVBZ5EVF^bVNrf{UyJ~eQoSNAfLi3DcR|=J_`sLj6m(eg?oC3G+H=W1@v8!0wWL- zaYKMnP0HZ0okHf9t=_T-8s5f;Xab;?CDbKM4>tlDO(JhiM6?{Q{cKpgL|wsjjdi~j z;TWhh<^QKD0_X&91?B%%qv!Wl{4ZFl_f7D3q#bLWINiT7(K49f{-efGsPJn@eV8$C+qt{{|Tai#OiAy6VAP=Zn19Qtkg85PGii~H{n4iTvyGKTBP}FJ>b*Y8g zcO}U&VbB#eg9#R&83GZuD8MyDq-@mI6PMS8kF*0O&mZg83vc(`OUol62|4UjD2;;f z7h_Rp`w)dZ4D6cSETgC>f^B-3jLM;u#9~#Mf~;=n5|QQ?uGLm(d`R{p5x2=8Fm_KE z?pGKnM187)LjV3a9&@&`fG2RO$k=ToVr6hoE+aByN=^$?oraQ2zZ?sA{E}6lk|CZp zN+y^$Nt2W5J7n_>PmG3hU{%zrdb)WnIf_YNlDZo#w%R15>QJ0T3!A*+(<#=7v9YnCe{9+J9H@~6FoQ&|Cy?); z$-gpx*w)}2C|p-a7L+yBf#lOszH4x_4)jPtw|Nes^5?)Qt)Pl@@+GJVA<#O+#MdCZ zBZ$2ugeyd`2=cr7tC;19Xpt(~m>;?Zu`YJN6 zN>WdPT>xN3OYLZww$#-P&qF1(QI))0C(-&H__8pyC1e)PYxb{REj~PdiQiYvaaxRqOJeUpqQ5o=R3IIsmzY<aRhXAHt5@uq zhl=ORgUrc~@81uTr2|%K3hmEDb!Q)UoZ}3#B_UYGT>!OZ#OncH2}P>djJ6b0Ow06k z)k@nW?cWi*!g(^Jdc;n)#RgAFs31p!{C2~&YuBD5hC6{)9Wpa>P3Hx4|4`&cD%6rR zYG>x=SOo+G$dLR|%*ParMfy&S(5QG%t2`sDImWPdcw~@kMl(jG$fG>$y>_2kv-TvCb@W}LkWDOsp-J&a zn=e#a^MgDN!`|i#hto?YKTPvtqR+BDD*=uYCU=*UxCc=1=1S3UT+E|{Mqe!|C^*6O zKL0wV6AT=R{QVVQDa74joN;$|PhD{rLvOzxoL`H%3{mY*H7e3#XR>BnJ0x|TzSaUR z1_VdDVK2|&s;-kT)pUh4NK^3zH;x9in95=%4Hy!2TpW)9r1?mN6apQ!aBgQ|=I=Cl#Z!L~DU6WqdFV zP$HE^vbiYuF$4!0-_v}7FSJD5fpl${%GcUxZEvpJ>U8U8C$lt=r;Cl>mw;3eNJk_) z%nM~>3c6_Kn=hG0MN;8PQZNSZV9r_r$q@~Ucmc3OHOb2XZq*SOI8EQj#B}Elh7RnT z3lJ$Ej#whB2L+1au(jyKXzm$6ttSZg>0|xL?i;`q)pJ%M^OxvONm}VOKFa?Li%E=s zdAaYJk#t1bIWWiG80*5^&F63d8tN!ZrFfuv`^|3nqCZUAPGrR&T5lj z)jlIXTwb$-7z~LZ;YJP#_tq)|V#pvAKFsx^f&zb*&2lEC=j0hRRBO~WECs>hyhxuVd)5k0^G5F9zk6Heb*OPOlPNBk(NqhomKp+!e-I+U_Wq#e>eQT|{$dF8e538pWhIoMVt zWC3XWn#}vjdr@UQ|D0(Ce;HAK7NP{E$hboL(uCQe~ws#8<-kVa7@k9#1h zyQUnTFp-4`gjDndI{%GuLlM z04RF_WKo{4S4+CJ^dOn2jDVs59P4CQa65 zv^+WDp9WZSCqtfzY3&xi0jBF#ov?m;FkA=m1$kqb*Fl2iEe@VMq=ol_T)&X?(#9#N zDk&)yOV8CoaY8^o2?*HKiXL>Npk1fi7FUf=G&mYq^nXR94XY(r#0+`rD zx)hIBDN*^HVonFBHr)I6k(14#mvW$ZATWqHp8_Sk|ged&o!(&VJmT?{6UZm1UEIGh%LsUT3NAjSYD zhY{KMdi3xinT%#WzyIA889%n zKKp1tp1uL^jf{DuULB(si0HVr;WzKg-y4s7VGR+)XGg)(kR-`ECtoJoXgf z*xY1PJ8+WZPliZf;MPXTkFM4lKu&=f`xjIIkE)a40z$yhCUg12b%PjBF;3SSUOm8o z_K!hB(*1SXkgFj1X)<$3@u*z)?`3iRD%$%*KEzp2!~rmnW+18GswId4QSO8+n-1vQ zJSYRKOSEfJx*$0y5c>FJpF9x>$b1;F9&xA;@LuAtiMXx7+ZrJ)Lc(+a%)3Y;*U%41 z(v-+cL`s7>GKnD4AQ=n;aGU~rK8PS0N>U3A=BRI z!g@bN*CFHu^N~#TA{1YZpaGmLGWL{(NGKV~LAk1Sewm90laPRDU>0bQ4DqnHBAS3q z30&>>8q>sjV|VR%1wNI8sT-_}yCfZo=U}~c=_+~}BG*Mm&SCnHApf1)x5)#Z)G^6M zGTS*z|6b(ffL#yC#AD^${!tk2rg*+cEVPXB($Z1_>kGj__Hl8Qrgp*@lmn`M2;CvT zm^{NousmGCqoo5)dmlIVhphto9pv#v*jEIl>ac^cLCr=s2zqueYd^Sd4PkF&I1{Kd z0U2=ewK56{lx9Nh?#B?us-vV33V@@pBkTf3WEiH8$}y(6N9Pcz z#1UNM+Mja(YFoB%H`V-!(+dIcdJY2$!6O2@D~_Wk>H7Zw5j-DQD&4YxL=dEPd2ET_ z2Z1b*8-n_B7cX9V-x`k9)V4OalGe&if17v5BeN*!;y$=vj4bVccTdTFnrwd|2(5^ z+5d-U)V&q|JrJt2wXiU{%va#hic61CS(unkDj(308|r9lQ+|7=0kDevFrQra`w@3r z?=-0mPShU_o}UgD7Z2aLQFp_?pMAIW&eN@f#q&pkJ*M}al0N2yjgFtUtN#6w|NY1& z_mIID@|Y&nNT`@fxN`&y(B|N3uIH50C729Zmu3WoiG*y^jm}Nnz_qxkm-MEE$I*qho}skY_28E=)!UWj>QgGn`09m|bxLa38s)h})L_oI^7p zxm{p9f;ENlNCNN(Su)&{x#17;;Y!yJm9umY?@HAK^>iP}rZy#M3P7DD?hElexh;^O zBWQ&bCGtEbXsGH?I>=W9@#|>^PNHxOB1+waX-*i7A#q;i$nhRNtc2!=b3c$}M6Uhg zbK0R<_E-8Grbkr-`|I50ZNIpipK`s4<0CpaAS{6i*%&(}W3xbs6fqP$2s1%h7&npm zjEb&?;bR>Kei=9}Xs6lP?@2;8xwTcRU=7o8RXIPW;pYon`^wvtmoX`=e6X!Le5ugY zE^dFny}a(WbLPkj{w8r?T$pa*)6G>PPY6VOmbe@w88=755wHXH%2fDs=E&BiFj5!} zN1!mvKR^8H^2U`+{P+%`kvo|eB}^g%JZ`VF{Ls32?VnC6mvMS{Kw{Cq2o?nmQkIh= zs5TCzAO%9F()2783@d;pN`HEKIwtlEUyW{IatM69D< z9`u+zVKKKnPm9?#mm~Gw9&&g{h{^W*8ZXCcu5ZEHYjf}E9Q+00AJC-ycLCb?|f0vSa` zMZ%b?g+eY-A%?sPgi@JPcYjwr`(@+_3;6l{=u7g;+f{^{;pf54xHvrC?2gHS&uvDFaD`|x>1IP(YJ4}tM~GXd3&X8|4= z%f@|I^G z^PZRRe8$@(qQ8I3udFX>(tEjoSI%5sT&mo^@BChtx_wX1_Lt*AT$eT4`ky2G_rc>D z;0j(}9^l+`?S4QvF5&ns!okbf9TD}n+pOUC9RI9`J0H#_=oi)W<{q!Cuh0AOw)gv!_4uU!y51myF&$VgD5!G!rdLQ> z+E$i<@N3Ds!u+^bj7|8wtr^c*EZWzZ1-bKN$D*9s@@_sdivDs3B$bSN#(0RwJJ)_ zU@~Z3^~vr3Zv0AH#U)~>`i?GJ?XUQe2Stz#`Eu32_u=XDe>=_C_c_E|4BR;q^F|u$ z0YB$<3o0k7?EOF1ZqSuc2fWv63r<4!Tq-56`iaV+2ak%si;HPrl)0*pmBp0mhdYtF zN3*e`H@z~Vy}0&((dSdMbEeN;DB4q{PCNhf^8Kj-(3Ww0rsruXq*m4;XU*_wEZ($>wJ zqg7b2VqmNFH&A(5ZU9Dp88=HSS%I_wvspjkj0a&ZQe;PWjroW2IJV0eg4(o+lc z_4gbkUIm9<7tw`tZU@MrTt9tso%<%pLJu*^m)aH?nJXNUERg_3fkm3QkNFJ1zZ!iDKM2%@RR za+9?4Nlf-LB255BJ)borBxd)AJMs5!uiod<`cNOc|_(%Sh zKLIN7=+jTXW2|@o++nDbYEV*4qA&>I4w0bFwQDmbBMgwBmgj;-*7Zh4M(TKOPW3vr z>t}XL{@`VBy1v@g;FgYK|1xy$rv3*^)xCm8Lvr=X7y;tHl!F@vLl|0?dy z<7!;rw(%80wbe$Hl&PXYwL=<6LYmR6G>{@C(yXX95=vMa43%~z&7o0+3>hkElqNEy zG@^+}?{Ti!@_l~K^S+hN!&p6k$$Bk~N9F_lp^Im>J{TXq_K@YeAlYzpD?rDH4;R*U9f7hM z$`tk)Ga1iWr@^VW=FqQ9=*PBH=wEc-{PRB+%$V5AAt85P$_Q5>ux4TSPI|Jkm6?2H z68(ljshtN7<$td`pAxrK^Ltq!E$r;4u#A}-j@^wj^1q}7ZPL{Z-ei_^_ArjK`fu7J z`S{ws|HVQdEMMN+2Eo&FmJ{>on;kSUk z&O~u%R=t(B;1fmPC3iM*ZE!POGY;Pn?RWp7c2VHy4z6>F(;M4Ivxq5xuw5SQF}t&F z8(XYwEf5iBO?kf#9(+XM@7O)>U9TY8%e@6C%5S<&SJ(y*dt5#u7Qg8hjZ%@_)%aJf z{C{;$A6=9EVw$_9-P&EZ&3bf*wTB}#%*pAy$Mbt6I2wE)2*a1+hu8nJ=i{d`y;JA* zblNo^BF{Z1-N55#K#nXqz>2``k7wkT*$&4}Fh7FBIz9Onc6AmjuNfz2y_ulhMqvTfcwcCW=)KjJuiAAjH&zcTHA zuj$>wEPJ=H*L3PsU++`aHC=L~4~>nA@^Z)LcHh5mQ+Dbg1w)ILGZp@XmXyJm(ko%?rV zUwnHf(V#4tA&t!#ANp@%raSvNymnu|lD&6n@j2H`w{D%cZJplO|Fq0TlwJFiM^_i7 zcylrCYOeHX$T^w`EzmrkIOmhb2?LLwtR(X#y#a?UX8m*Fg5W=yhP5wO;lk1ojx%yk z({3%e?%|AY2Y313Jc!?$uOh?`KVt%MmTwgWWKVSS-p7v(Sq>bC)4j-=`zj6ep|PX< zGpxa8T^zb}E(b?hFve#T(TNu07X}xLhJG}n`*+U#kEy|5qj4ZFd!Sm9LF?E=z{+Y@ z>xSPGfzdhm@9|DRI1VNLJK_0v>M9D^S@vI;qU_t_Eb=KF`4MxBNrL_dAY^om{9?9V z)7Z9+FYNEdc353Otat|ebTP~^i1bJR?u(n=UG0!#?)v=Ul?3>?WD@~|PeMtlKCKLT z*&5IsQI*2Zp-I`*#4{t0fH?N@#6BO~{wh@gQ(WasUM#msQ;b-*{Oz*PWOkOdF11fe-;gV606a$vUx#~e*2 zQFKr{>p-ERim=%KZ6s4QD_~-?0N=&V#IA;*B@2ZzhoAS1u6|;FU2Vo$2Wqd? z$evq@y=Ts~(Yi%w4ye!wm9$9qfs%m;At~XY-TwB8rNp z5RkG^5q39zM%vQRKqUN2+~n_9Cima8^Hs~lb#WT4KicPyW?~;-!%$5fU}XK9q}5s?1v)szW^uMO62<55akx) z;SiY;_}5A{Mq!q}cX{A3+4ZQ`mjk^eK|Q&@ z?m74iIoVQ&3GD`(ATXm0ndH_4j;;l;i>o!J;O(LiY=}T4;A=n3Zej7%gsR7K)1Jev zx3GpgNyV_=JVxOh?nn*b>_vD^8kFAvD24lo9%K)wz{No*CI*ln=pqTi!Cy}zWR6J@ zIMuvS(<>(pJm?4=Wa$ME2fZU&O7D$#ihNw(#L95QzYW(nO_JGXg*_-Y9)ooT3{4Ft z5&=h(Rj>^qF($JQB8bPRvH(Xngrt=8-Kb^Mx936MfpH~k1bn#!wAfHHk}roE?ql=S z{4ZZ7cnoJOHPyVs{1z!N2g{@p1^4{hol`-FN`<|R1I$bnpTVH93Y9+2CCi#G%$zQq zFI}!yQ|T?0U*2>eRU$knT%@aba!vKy$(JuHDJo#qwa_@0AKaFaXvmUmt*Zv*fiuM$7~wf+CBZRUt3P^J4a8-jC zV^uNNWo@HDDK{6k$+9t=#E&0`E$R6Z?QpGCt5{e7YZJaUa3T8P1V-Uy8ygLWXXcwH zUUzbF$1(Bqvs+5|*lsEG!kFEHe8ll{;zWA-k4wV85J0ppDtfqL1!wMG*huLOV>aZU zTLqIDR~ET+uBPU1TSeRzZS62RjUU_~AIw@c!^L2HT_vnrM4c=sM zYUneUZC(BDQ-mTjC&%T@-zA7j{6_d*Pfx%8eIFm^v`9WKOv{OvuW0wavz2~&p{06L z^MxNn_W$?7IwXsVEHFN!qruvh5RLqX(TzrCVw{g31HLaERA_3?aUF#brDH4^7b zDk}7~PPh;bWpX2P84Q?9Ti#b8^BIloqXI$gfU}M+?P3;RKzDV8lU+OLH2d^z7@P)U zBb3Uq&xjCBhBP&iwi^m4RKr0zBXrTCMI9hPZ#Xu2wVsAf|7msoh&=CfqZa1J`p~IK ziI1mhX}h`G;A6SQXQErTR>Y`fw}1x-T(o=u`HBU|aR|CXBmbP`7sER`uqT4I-zPYM zS9)5XAX*IQGEv_|jn_7(3|(JPaeOv=Z^5f0kMI_RxeM?n8%%B{_T3mjr{XBAJ)X*% zH)*zXrZ9lXSj&2^`6P|<-mNIe6RUzCVh7V4;^{^3&cN$_$(ZD>ukW(}(mr#YbAPEq z6Ix9qQJ}ZQRCf}g!DJU4N<9JDvWd2i*3%%{XE{_e;oaC7E zaSWQH(pt-WKAsV=KuQ;U=h7AvD^cL%^sQQ2EGjmYW#PC2=;G>@5g;i_;!BV&h>pd4 zJT)tS=2rG)>G{n2SpTTF-D(YI4sv`E*@Z%_dk6nt+>8jB`-=$Q6Va^L=X2xP?MBv{ zuj0+GQLA-!pA5L=^vls--cTHc_ZYxm(!juRd7Rb>`$y@!cC5jvm6+CNzPU#wheRu= zYh*&mk5yT55eu~`lna=k%twyg_dWqAfl4dwSS;O3r<7IOWj}h^>11@Ew=^7gwhcD&$6|Ef14l0h(;)K4 zjo+YkqOUXKe2L6Wk^Npu@^gTb^_hdt2On-17X!ozascAVkVX?#8{ED2xOlDf+fg@G z`m6*FK40}|5h!+%LKN$vrnvf0lsc$F&)^9ss)>555lloQ1gElIG+T2hDiG5u0mWx> zW1YdvE24>@E&?MJ3);RuSY~BY{-pOh>2Bp6G$&>s6)6Brkzx`a(CdMqY(i&;IX<6X zt=!v6$OoV%DuaTBK*r+k9YnAqoD42EhbCR5zHi>i`ht`5aON0_ z1R{}vftDRg+cMfM)S_^E zN|GAN{*OmgSx=rhw?(51Dq!<@cuwtZf%heNACG$7$@3F*8_Vm#DEffB`^KpWgVc`z zlvX38BNs(9Nznmtge+r|0YU8#W@il?%5YDMpr($e&M3qx4i!>#UPsUgrYo1L6_Ef5 zD+G*XkIPmfXYD57Zm9m-XqSm5qE<(eB4A8WZ#gaPR{ zkX49i;)am14yUUMsHRy`wdqz?WP*t^BH5^B}NR?07SaagFK#0$e~fqE+4Rh903#uyOHn1tg2ia^j7X}aNu$Uo+Q|_ zC45Pb0}sS4-dGwnwXTUNnJKyJoCprn*N+gwZ1$fgswSYas`t*^6$*IPxk(=iI>`zh zJ3w9i;HHpKn<1$5oVFt*vLW$47E&!H1%e10De{Lr<8;Uu;WaRb16@*IOcoIGG2Mac z0mt>T&T<#mnkZdrPV;qNC@H>~c{?L^JR_QMIbLh}LK|t2=}>bd&Zy6$_b3JOma7E@3# zp1c|Yu2`3MsZ|Y3QQM%$`-U;_&Q0r)Z~>IO*m`hWZR|OI@mC|gE4pogBo)>inV>ug zlqOb}C+LdM+^!)Nwx-lRfmlC_)Fu_4`L~3!e%jy?%;DyCEM|uZodh<#2^rNg>-((g zGLu-9q~8H&nS6001x5V=e=DzKNeUYpoE6Ru$G|a6*s+C&An$_qDfuY35XpM#pD8z4 zUlW6B3Cj@y-8cqAea*q8J+{HYy)M`tG2&5YqOI0I1Va7>U=rD5A}@JBwoc@}nX#50 zGpDSN17XYe6tGags7Ww9D95bq{IP93X>1bx#A!}QT)4|ejZWiV5hUXT>$gld5qHTk zkh%Fyef_wcmu2QYZ>K)4s-m(KkOe1kQ+4a`xZfbGLZiiUMqaOvm$q!Xr%`@}xX zLdTmHj>6Xjz|^tUN(R+j%|)41*U6UI-mGBW#s4RsFLNMCekFlpo`%6SisK)?vVY)r zjKP>Ei6~H7=HEQnI8=LylVIAEKaNdiFs`F|<5V;G<2D@3n{}|w#9Ct&Xa>SyRR0rg zVK1#{-kX@n40!0@N-?8W13NRHX^{=BLC zsyh}VojS()S4DhV@1qf=ITs-`in$T*hXtp6&+f2E7>EemRBO#QQK|7~94M92#>S9d zBxeNTT4~GtwVnCKY*c0{{6{kKMbGOyFJs<(6RG2IwUZjpFjvPoPZeGgK8ag|71}Tu z3Wa?>2vHK~N}M=!dXOxfIPn`J92b~7T5Z4y{eUe28L7U;3n*!O?$-?DvlV8iJRz$#BV8uAa#X%spl^*QYJrunA2blJMhBJ+Z z?Krcl6uR-OV%e?lLqG2YL9EtAOIlSXIj{b&1@Ou^f3BtBaGu(&H%a>L4A#t1o3Civ zUbP4%LlkQ3ew6tce1#i5B5>ho`<8Q$Eo7d3cuWlFDd zb^aSr{!4@9*gW9;*vfe=8(oXE!C0)`l9@UBP=|zF80q?VrKIwr=Wl6MVLv6Fev-WH zvnh>Y#74p&1HrJEGTH|rn+ zP16dFkIiGgPsJ}dEkNqoZTimHCeAR(^^bwv1q}1h>l@TXE$aG=@w&e>hOv?=uQZHK zYK+_@i)#r5AGJ}xjv1K$S5UY6muN8d_nI1~ z^*0tJ1U%LEA6hbPMH)A&@V8UC>J1)BUJ(rD2EO(Zjm})9UlD&xhxRGdWmfI?(yEI8 znGnu9^;?x~r83apFK=GWpE9?bl3_|c{SI(`eB9ZuSGj2ZU@^{r|2m?MnVe6_n5)60 z(zxe)ui$n(JDa@nGTj~DIS0;U=I4(lw=xSz;746E9A6ZeBK)WR9*_mfH+XFiLLu!6 z$o88M^+CY)WEr?)Fo$h2hQ-HH!gt8M@&~iU3sI;M_)Cir^%l+&eBv`tb2RrpBE{xm zDB~c+SUpu+iwRvEs6A)D@q14iXnSqB4pdkc8I{^|*4~C;DA`o9h+9O$1tkW^PH0Go zO>)(3UtcPC0y!-QbDElh*?~Q+=7zP8&*@|5BmxB|X_py*wgm3N_FA*3tf*KFLt$1q z>RLa-P$l!7K^5pUKyIyM;v6DE9C5-M$&(0DAQKp-lc+oaX(eLQJxmc|meMv!ss<2t zXVhI|Fd}+h*YSvG9^ao3z83j$vj8AQHbmg%NMNWh&lXd_VTf*G0BCA3iJt}@7cs<0 zVh=f|4}v4XoXCGkV$DM~k@tq5U*kG;?p&i4t#T8k+N7HiNHXIPmp6oh)>fb0jekRa z7ScqXx#9{6&y62a*_>LPvJ1*Gn(fcJaeGL1Yh!tJI~{HH=05>LSL<~Qzi(Hwy|$>S zYm1A2dAZ@4Vx#EqMO$+=jyx_g>dz$(+bU%3S)s(@f|Yf)65)j27LWm=GvRjco5C;- zMprC}&(UlQ|1!Pg!7;Ew?`_=SRPP0sK86!*R~OQHd&jD&l!^qwqo|PrfEVV<|feYUXCt<_2!L z8T;nkQa(nSSyWWzn^P>z3p~e9U>nf1fE(Y}yYN{g2tXM=IV5sHvk+HkhA3nsdqAS+ zr+jMaC9QF4HcCrozX!+uDb2zWp=?vgSc?q9%X zX0B(E4>-4Y9%0tg?1KGs_CjRlsd)X}hw zU6Myp$FWVJQ7RNeyT9{QIhy)ZrhDDU8bcG5W1}D4zpqhcsgPW4Aj^#F<>(&Tx$`>n zkm#2c^4K~Vg>~2&dC&i>Bv65};1@rJ73@#_@ZmIM+oOB8-vYkTy$r}zH%b9cLLd9k zzxWA@?W93e10pT`j4Z%*dUfx7NvMS8f3lslLRoC5Qw_sgPhHy0`q&ug^WX3RL@top zG$CNI za`MOHCZ;0_7(hXTK|H-6Ob9GzU9|}-E$3yIk=ZrmN}=Kdv2NBG|Dq7`3r8x2-VmI& zz;y9XJR0v{mF|)ZS^VjTp7XD&{}$^+m!l}VoZq6f)&!*04WKvWF2VWwFYHix#{xBb zU$bq>{QsVUeki=K@p7tyttb1@w}DR4ygRPgpVeO$=AML&`56En`n z#QX;fYR402LI_KLvN3;>zYfXry^HSumu2yj)_r6G`gE2C$RW5}!=>amZtC>yBOVKX zal8s^jv~yNfqMJD0mj(Mu_eux!WxwG3ukDL2{s;RGk;B7B6fkA2Vi;A*3l<#1Cv*% zwe_tXe(#seHCkI=Jyl?yxU8%m(-ozm)`{c8aXxsR!8>0?6LqjpXQ+)VHQgmJ0);x- zu@kT*kmMem+z26w6U3chi0S_)yXizwetvaw_=~e~Oi@uy+93)5gX5HAQ=Sn??tvbV z=Q@BDZMY@4**_99qaikbctXiE__sXhhPp=d`XDJ)CU{(4{egqNZ{5nFGGF!$HI?gM0+#5R+(o~@Btb|YRWu)$e2oMTNxjXeg zhjoRMyQi2nPUw@AL*N$HiUKIte9q2=CG%JD?Kt@8kN6J*XcoR3>|kOK9sOfg3~fVz zhbSI$8|XBpVS@{^yZbS*HFTgNy}*XwpHIJ%)z|-EsEMqyl(1Ym$_1&~` z)QCq&DGpc0doaj}xT#-WCloo3owpb+TLM_XTei_IPaTYZGjtb11L?r5qSO@M2(2Lz zl25Qd@|q1lQ@%N}vSq=Xj5OjPJ;R1W5F;RkQMtj@Z6R(9F*6`%fRXf&-?NYsfMaB^ z3|DR$sMB@^1T0uj1i#(%GE# zj7`hPfCbnKnZRUU2YiJo5c>9;(*4mUS(}bb)X>r?{npY8$foYuB#^ivmITe(bE^8p zox-Xf^HDPlN53*}60c{k5*OD5LCOT|B#JuwJL?Q8_%^O5QcO$+Zq*aCiE^;F0W9W>S5FM4*A@1cPPtjB7Fh|OI|%A9ym zd;|@KiW@B4vL6(DvRNn0pFD#_b^&-J5d$^rVU&o&ojTWWwgEa*33x|FqP~LKy&R&N!Vc5#sV~&uU+lcQsIgYw19H&qFi?UU% zW~;mXST)f4__!>ia)}Ras@&G6iVURU45R=2TNt7qTXCtZ=&TufVqS6jT0SDfoKwxT zCUC_0sjkkrsxiQR?(5gXOKg~I*Gt3Reo@$2_N8>V@k^=q(GuMkHwImLph`f++B&%b z!cMoI7Z#?brcs=HIQi8}-@bkO$Udt+6lx7;9+Xrg}QM?&zzk-kFkaYGIMu-frK}%VbV7@ki>)Xx>p=a=9!reGcCYxIL0X zJPfZ%j!R{jZoNSd-%KBoHcK0lGrYl^ltd99UDT*|2dexRT%Uk5NMBpV3800s+QrcD zx$=|J(rOYf!@VFOGt&^avI?XQcur9>1(+M^fN(d@bg%Ha*WE?HgwX;e0kcpNk+Gbd zT%PC07>mfech>|ArdTaSFgSycuVD^7>-(zl4GaMm|8uWT?`$&3qVqu183(Ow56!12 z&(|EoZ|05=3h0V;Vq*ZO{5;h`Yg=1e(tg7ZjC8p~+Ji%v`zm>P6CmW3Xz{+s^CT=s zs4~$_v$1f6AOw;G7fa4YMn<|zY8FBaPt?F+%G34Fb>bZRCTF6bg-j#BWe-UVfU%ez|#EG za}{3uc=Gtr{x*orSKxR>wnHz!lzH@l(J6tyGf5)&<@0CqTGMlL%K{jB859>!1$!DK zUGkzNJAbGI%h4*a8k4D}y4nuNCIRds;y41BsdIvPyH_9TRs%xoS=9^50c8os>6Tsb z$LJ`z`rrWIrw=w)2{5Kb-J={V7D~m)v7bp@O9AG4Dd^{p=TItN&&yZ4WtrifJNlc? z?Ic25a~LuR`Yj#Z+>kK_t54ucUqWn88hbBJMRgSkU-?YU=&2kKB$^sIEB7TWJ#{M z>_4`(ToTGufo3qg8w=?VM)xL5X|?s12SdWWl>|KJuV>ZI3oXhbdtE1dunuBjfPUc_ zn-@oMv+XIIjBVPEnb#nn=hd-3J8(jI*fkCF1{NDY;7P^6$+X72GhGYVGSTxdq5@un zefckkH!wrao{hzd&7;n4f`GIBYLY-8Cs$Vq|H*OXf4b%Db?tw4ayK7GbgCknNRZk8 zmP0RqAn>S9@Id5IpTM;DMZRTY;i`YP%PbDD zw_iCMtHf#tYN+zE?;9TWrss-m6J!7Zb0ps=&}@&e@ied+D#m zi*?A5_+rf8IrxsP27|Zy1Rdgxjd?0sw4;Lm0E9RrA>s5;-x-nAr;pDxY2D-w2@P%P zTWL1ecp+oc)2y$RE7*-ZmFR4r-Q#~>B6C^hcJ-%F$-OWl%QOV=?`*L3!w-Q#^NtKF zA5&JL(*;jC?L~-Ldfp{8@6sX4UXGzRo91yf5w_?X-*fjwMnxzYVNE1AF-PLau-+e~ zoLpL}!?S+!Mw~8#A#ddI^CLbAdm^Nbjfm<(6mF2Dw`rGgadCy7Kc5JF?8X2NdCC<= zKccyK0S9Blhtj1_+kp0Xfm+`OJ+dA7KA;9iAHm(;7%+*4^(|AJ9oaNBB^GmibXxYr z!2E!lY)k#2!N3DI=GVNc<=eedm zPivG}p!4);*J>trq1)n_4a*&PMtVlHZr#c@fYzC8ySQWuwhl6}JLk%+^PEW`rJaF< zM4Wc(iGHW@hbR8HrDQv@TkTkO#O&A;oCt-ac?A~>ty-+fd2wZ3H)YStQ>PaE!TQ|U z1&7l&)`g20c}dS?I6j5Dq_WVsfKR{B@7$2S7AYb<$#l^fYSb=3U(R7Qj~>p#TK-PQ1NWRG?^ ztmiIcXNHTb29pGcM6$c0GMxDEuK!m`Y5jIMlv%zHwv<%dTald?c=uYs3dSkf^~I0R zhz##~v;IkhTuFD|rIBwtDUxCK!N7wWhKsa0j$TdnyUx(=wyZMq%+&4}r_NX0g|h`m zUUQMtLw4&Z1M8adMlb; KL4U?pg*fH8IH)Q8P9H&|tM)yFtV9pv#~q~0rfZJqC3 z2JNJS#|v!Ik?IZ2E*%tffHc@%e>o6)a_{UY6|g;^8gGAatQqSMYo~c~%VT7iS}r9e zCACK;r=(Ov3EdBeKF@heJf|5nj=pKfm3aFqtM4%|Kq=d$;e=MT-_X(i)7Q#HIsHFsw~Oe>|+MWj-*;wz-Z$NwhA%O*3VYl9slDrgfREc zE^^%HjdnWl*XzIxR`U6lD+ytcSQhttEqsvUX%<;Ihjfk+*WvZlVHWs9iF7o*T! z=FKDGw+wEGydOLLHt3s*qw`zM8{cnhIXOS=Uim?Zl^>4Gm};1IuKaojduUW3`)Wy> zEUl5D+Wzg)+ynFoV$kxOY>b`4+di#bI1G(8&ml)-23~vKxy$o1I?&e<)jq!t+ zwTx!LU}MYMu9}~E^S>8d-ISELuk5R0dzI*r8^g~9=!&$l-hAvrDFKI98QVC~0sYP@ znC-ur^dRQm$j4ft<29cKZ<`sLy-JqhHc3v3jVph5b7#{k3u{?LhF>oZuxHvVbB9;+ zX9|t;+u@S=$*ZhRL+GZ$Iu$#U=DSqG>)78x|@mq(r?&N%>%aQLp8D@v` z1}(jl_PSKJdcD!`G1wb8j^W8iC$r3^#Z5i=i{)%1&YOenqX*SZYx3?oeyeN8!97i9 zzU3V+xDp>$ds8YY>G>+@&6>DR&KuR)WRSfn z=(!BeOIMaVbAL9&EUfrO@-Q+~w8m=bCBqEV%N9K#H% zheCFKj!Aym$^RIXe2JAVpJ-&Hd1|F|zi00b@xRJ5J{ERhF3l;|&+cMlEVIBNd(|zX zr`&K>8|tu1pF19?^!Po`&N+J1Gmt4H(&pDLQ(0B6Y<=;1F3*U0h-u3peWsXslnY$Bg52!x3UjH(66+OOPmIMXg&*;^zplxbJ1 zVZ=AHAwJrqX0z*OmG61N*UY|uHz`S5_-4k1$ZsRnS>uIYVGcDLi!#NIfSMb!= zTnd}h{ZK=JQFt)dh?8L^Gp%oCTzvd`xV52?M#gSi7|OuGOV8Li>|U**iAgdxsDXmq z&+V?ANQr7EHZY2cDtj!4*M~oCcxdhT((;sUS9H0VFyn#7%)sG}jxf2n;MnUi3ldXe z4ENt!C6T)4ib2s#i|b*D1@ZcqYmAt2pDq;74m)VtDg4Hx|8`|o?TeI@`EC~s-lf*s zzpve^dF_)$X6fcH(q@Am`_d}aMQ0!{iCK5~GShIRb>sH!j>S*oTtZhRrHLEu+I4)* z=Zj04eOg*-Pibqdyv6*Q6;a6lrb59fvgkv4h4ld#86t?)=I>WUFuCL)f3#w_QB zgQd?GTloFFjNC?KDmzsojleI*OX-heQ~Qkf!s&=wA$Q%Vv9CdUF?eJxGHvIUx)%#K zifTleWVqAikiH>c`AK&+bvr(%Bkq6C{>QQKj6>IgMT^uSY>(oeG@^Fs#i4cU)=`IJ z|EzGwP$WGGaDxp<=Kw_tRA&oQkZh9I9GMO)?Wnm?2?4(!3kl+*hYufCZEL>$IowY5 z+wia)vNM>qG!&;8CxZsm6<>h59u~zp>oGAXm4Xu)WneH;%fy@u4G(WHc4IC6nJ89D zm7IR`2LaWm(lP5EGdihr~C+RlT{{0q{wzzqb5TGf&7`w%V7P|e#-Y-tcB1} z(6c*rU5CEMxY_CCCpf|%0N*XJ!ac=8aoB$+?P?!>JiFBU1$pycS_}|V>+9*Axi^H) z%alnG5u~lHZMG#m*>9m2O^z}(TrxR0A$Rrm1~jufN@*$LI&n!!ZBlf=iy|E=yJF+k z8WXFUbl+hIGV=!}WduW0%1x7!Bs>l-R`^@8{-_ABp!&3@p1>CyKkjQ5IqArU0HYdd zDzbpfFvGV8$%_P$-v@GT*R_}L%sh~0$2Vkf*%-lm(n(2QuFN;;PEZQa`rw5&WW!sft~9`L|13-P#Q= zm?u!P?t+z!ebxoc+6*{$Y>9-n?*fnjIBoPO$b067WHcO=eSo&@kIC7wjC;nO>PGi% zK`gJ9+n1N4ezpt~5`u1Ni5|h<@4D3Qhk`DPdY`44--yBElK%<+gGW^6<67PS7GeSp zwOoF8?zyG)MNfUdyWleFeKybJ<$a!}H+Z48?9SI4F^(E0SCY|2;U0lA)P5Ak-DHhX zTwIJ2db)wi_=xnxF7)Bq46ka!G2n=jwd08Z+;k2y+m@P*H_7BW{ypZhgI4}$@QcZ9 zO>D)AhFANCxSk?XF*^oj#PeXR?&%Qg78Mm?7U*)1d^-Nj77%7V{F9M6@$&Pxy?1I> z+f%)q%!gLo`qA!?jCjer9;9pKsS=IzU~yGfS0^DUNk|3RT!TDFIAs*~lsT@+?y9~O z*=SwTPSz)o-GXEG>b=vZNgTMjFnRja-*2>S+dmfjw{3f+%jf5ig8uR7&(@9wX+!=( z^DBy7)<2ARDM12|)=->&GwteCa!qls6~sc-dniB~1Ex?(CNb;Qwc(TB?lz5EmSq7y zTrou9%w_PTC9WpPPmfI%#_+IVc+}fu%)%aI6Bo7(TjtOm9-pm}8D^=>IQX9-MF{_X z_b@buPD>yxA@@a4$+DLu*CfG-1$Fe&T|EZI#_{;@bGHj0EOj0ENGwauiO4b>{7?5* zYOsmNBi|t`B!rBiH#j;tNtt9$QAfc#7SL4H&dfi{hD@!q%#187q>itOm2*^ltjGTQo6eK0>1K|-hhpzM}SOiX+SbES9SA7?88Q~V20!$KLEr=4)qM?aBs zu%D>VYmo8D#q}L> z<%NqDJzTscyOfNhQnuuj83(M2ZEzdGS>UDe5LbD;S#)UWvUrR8 zMMa9c`KaB1l5uiPY2=F9b!uwov5YN6cX?1FIv#ACuyfyz2CON6fdO)xnyUjGSST%B zrW2`DGY}|X7W^PH5P0LcBS$7o=jXQrNqH-POo!a`-%UYP)u6a|`$593&=2!r9tVm9G7|C?=;K2*qseTmU*gL*y6RgO->n3!TK zS2o&yT=on*W$5YC^WZ*7yaVnMf!RP6spZ=%rY9T2PKw-&-p@mX!+`}d6UHwj1Vc2WV4*hB z%Q`@vbxlpr-|NMca9{lRTZ@dZ>;wL@;o<1|hydv#&i5P$G(-Uc=X1`MVUTn$qFejy zTZ4$SPQo%`KYEo2MUm`b_d|MY@at1F18HN$YUb{ioRm}w*E}7N=sCE#mjeaZfp102 zMJzqGB6Z4p4Bv^p1J$Yg4{9rP+k%Or11N0@(U}&M!&1)_xhX7lpt(Br5q14 zYAkwdz2H$L2jgDIAMO|r65xXSMnq;j{q3-)tbvr2WorTI3Hq^yiV)2UWd-@g$qp!$ zlBMgd!J9qru{=>jRDJ!*DJoS|6N!mgK$e*l3y{4g=;ZA{T39Tga!mDp9Q!@qr@v!I zJYui~nqCO<(ctYb;!EN92*pfbKQGXCa2%sKm9}j>U`^mh*#=R&`p#nXA2c*F64gZI z@`BHo5~~*<1h7ncHUB+HL=$VZ33^75*;0RZ)7P*bUj!eBTP?8%$)^t1JEZRdwf({h zk2DdgTPrFmQZp#xJAtXCg;sR6@Iu6_a|m?64WTB@XhCChG5ZBV6xf<+Gw)r`qZZgO z&{D;B<%CiVXu1Fn2Z(pNY+ zCZ?odO?0~+D2%N{I+%pS&e9gcF9e1n*%;;1WC79?N{OIHA$1+`vZ}&%t!cuyKYs>P zkqsZSY#QvdmbVR~-IS5Jc?x>AYzdBese|W`A{#KOQ2VHl%tzym3kNI`w;|zHKv62> z%o)8N^RCned*7XvH9e{Syab(F3R^rT_8L^ETwfj>L>B`i2^krWuU|(#1gL~yY%I~4 zI-pg?vOo;(%sIDH(Q=|8vH`~8nCdO)N(J50dsJYtTOMtEeSLisYlJ|| z$AVc+Dd9e(aLYa`4-XH!K|mIN^bdv~!9a{?Hfjb~5-vk=0IMAYT8p7m9ra0lM%wC= z8Y|%W-9)7*YCK474VNrk+7I=uJ$kqdRh;qx*OpI!Cy z40UxA`3^aCEs+JNek>!i5pyM@tLudz*~}nEpmuR|L-AC~7c5f2;s~xp75033+R;W; zA9n8*NFMr-btK>EnT2jAWMqa=2x=g~*bau@O!C9y4keN%61I->JEQb)MvfexQG=$&EYzC`<*X{$rDh_IRvzxF z%I-kZFH0(U(3JwB-39kmR8vM0QKpiYyoHsv4QpE!+-(ymQ$zJ94FZeSt7)kCS&a;t z0Pbv}jEB~!ZFeWI9P&<_u>arEG~A|NS^O^Kw0l!}C)bV%E70Yw2p8bv@_1*F5EVS%Jb zDzRvkl>X+s+~?eL?mhSaAK&K~XB;-H^@}&2XFhYz=Y61bR(jp)9joc+=+?=~oK&Hs zTh>cQw`BZ}75GgO`${hSpNQ=#O_L$h(TH1*6@Lc=n2e>V)jd=u?%e=!yR$0nu+0fB#xJdrD-7AS;JXSp=}IYVIr>%niblp1iW_xs@M@kj zCFIR^11~%T9o>znoP_nXpXeS(EF(X3Y?P^9LVox`$AVYKzw30HY-vA;)2$Mv{jmGS zawggj8;;(hef!4BJ;zp(-xMtS$7PoMKVIg3RMEqo2ZAf@^{PVojUQbV3Z5KnQhj^u z=`F{xo>=9`)1wm;=dNGRu$h+U$$cqm*I&}ytj(qU&X1)&Nmu*!igltfLnBQo(n7%s zHa!&_Z=T5?my`2Ym`HZ#ICxMFzx5U${i}X&X#L$?zON~nIToi}cPmda*bna%FnN4X z?UhmjwfU;h!<|Pc(-{JJ8sZakgQcVSJYmB+dFf`2Nr?kV*-5s`-f9ML>)MvG285*T z3SSpt$*x6+if&@OlzW8x`b|hbWYa`yvjvDF^XH*$9 zIyI$H=&_|f%}k>*OhUV8S{e#0~VvdMaygELkSUBYZt)*~;}MEg4o{ zGpr&Fc^M`g$8Fo)7jtK(Mw0vMW;@E4Jhb|2Rr>Ak%{(sDYSjc1kHba#O6yNh0*bEnz{Mh!~h&c$C&X-c*H z_Ce)Ac7mAOT*kfiOmPR##jy(uYij5@M!C%nrC*Y8sE#=Hw&^N;^y!B?o?6$jd%9qi zc9#d}yTxjoXP%Ojl+5aUBv$w0)EY-e$G$45Mf~VFUbNG~WNNt8AwIFqY>Q78Z=TW+`GLy?L|4s+TXnB!8Hh7#R5UVDtGrm&|)>x4*c(azlS# zOt@sSFvX}o?p#@E>F4~#d5ijZjjBu+%-HDYXifG=9;cL)6m|4k^SjdWffhG0&j$~b z&z}!+adnkHH2k3=L`3x|rv|sZ{CkfroOMaMVh@?b-l=sSZ?fztSn`lrN-xc<(SDNA zD*c6|ci7d6XS_keRxkSNVk3{;UJ-jXR8&q;u@TQTQO22UGTf5+HPeQ=J^jt4!qvL& z^Ao0DUO)He(vHTZvp8mI?4DEeQd0${fB9A9A0MMuH8Q);DM!RS&ZbluR(>z^6f`LE zI_^8}m?VH|v%C&{x)(^Y=F}t9$R3NOhZcvKwensFIvbIH;cR z>du|z*i&cH+ugG52fsZ394WmmbDe?L?&}>(awi(JcSty;8cO;3MOB?Xd-jpjM1Pb* zuu$L6VrGr*vZsPJJ!kCtYEBI_CTq;kOjKp9b9Z;o9ixbGmw)*1L5}mX-$g^};7adw z8|v9sr-4Mw*XPmh@^gvj1p_8{@_xNAqJ;E~vi5X#+O+9^XlrX5ot%_3%M5p$k)3LF z2><^5d+PO{m+s!VBitx4TC#s;qEUaMnAtr_jwEQNK; zz{>k`h$2guE~SVS)mY;bf>&x@etH-1^l4N`NXSwFGecD zxYAoLO%AsX=rC{IY`~Iv#&I^pJxId&-IxfXlC5JXo;FZ=x8o=LW5hO6&2_TlzfeGD z^Xtb&120|#QTwLTVTs!5L3ysTL4W=AN9V|h#rbseYm$p|W5)-6-e-0@y#KVE>(#0(Hw*tO!DE31oKr_55fKNe7vOZ_B;%^Ydd> zV;%(xnyEh-Y3}ow5${PHsE-er?g_RyGtiLu5Fc>FD)-_o8f?j|9Uo|{I(hQsvx0)7 zwePNJk97y=Z#^%?>^lBr`w{by2ag^JZ8@lR*mZVNu-KdSUOnILGYg%IQ{#RA{=E^R zI(=Kp2LY4n0<|QarVwGP?+J!uw!x8>0I zVtl=$;3gTE!S?+2mg}7l$Pa7B*Vxa#_GU-kuJF-3_fbh3+FFFOAW^)BiC#_#6CH>#&>FZ9-&V`M<-;}AAcN1b`!G5`FZ;Jo6v=( zFL;RU!j=)_!breue0())cZ+}7C1U-lJF~R3l&lZ?1%0(Bxh=IoLn&_aGiy9@*^jil zq&)EQ5&$ydF2BE?$@JE(TNEeBDlr~IL&NRat$GJ}U(7|&GqLuR^W>}LI!)9ea;|A> z*dR3*amsUR-_4b~m1Jc8idG1YMi?<2Y0HgMi&c4(?i&;o2OJTPDMnmq&??_)U<<%v zf=#}I@A6;g-(8Kh$e&mDmRiWb7%~U=$5F%G^{~~{7Z>J%A?M|hFdMM{ldzYre7v`A z^@a_Nb+M`wZO$WowTe>pJ1ugauikR-6~JnoMsir2(*PG@8KtSU&x13GT_D=ekHK#6 zi!wH4eXB!zqI%-_zLF>VXTE##q+;ivOVY`#re14$dupgTU1OrZexgoQkps{OS^bUE z)NrDr8~H(u(Z8dWbtm+G{kL<^7Doj!dJ zAeQa^$LHiJm6ereFpA@d75%?{b{Y>BO%kMrr|tjpCi1iw<8uk;$ybQu0Fg=$cL;`b zTU%R`S?NWruSRUI&#*GM)|R7{oI4q`Ff+j8I@x5*-ONRyvh(sP4}DGZtu(474}vx1 ziiJof(#O|#jcsEna1~PA_!k53(r=a}z`Z|z{+t<1sj?lbJi;j?r2gQ+11J1gpJ`)U zSX|60Dtexb(VbPB1&k^f*D;BzF^Spx+4g7XzqxeRX}tG&L!!3X;FmW91!6$#>d$HP z0eWi$3teN84L)Mgkk+Ud4=_uxcUf6k&6hU@p5j{-H2@^4us&_E)%&ne>LsRHBJZu+ zc@U4Up<{JdMOAg8`oxA@sAr|-$9+iw@a2oj@@h)FCO=_Fn; zT$13Ot=u}V4urd?R0avE0xwb+RqgHHVUnZqUj3NahPQ_0;{dF$%v-av78ho#t}K%0 z!U{C$DtQv8^!%23g64BxgCcej5iOqFaUYgGvNBuE8yDthL)$kSJ5>=>yIaEP6?WDR zB$Jw&8d`OMWHN(tXtk~9FrMR*fq|go=;iszW(y}2Q))<)xxc=97PfgKjOmi;!T^z) z;%l0j8I=+`lfO7CB?0KbZD@fQT%WA355VKYds^iu<+cxjQc=;-{R^`r8c}jjQ_WjN zbFsp{=DX)_J*2ruHfyTQ*$$wcOE*gmIZ4cHQ2X6g<>E(7TXyV-I}mpLcwSx}Z2?8e zZ%fq6%_>-AGM<&>JcEdZGG`n+T%>9ZiLaQl@sAs%gv*&ET{KCdcW(o;UavjM*O&Kq zJIT~WE7T%-B%(x=_ZdrO8T#_(1fX;67L^M;yCdmt|)rcRW{Dfj0B1W!*zCYlFYpu9gil071c<)`%V{ss*UmF;-1^8AmF8@^`Q z#h=G$cTMv1^Bbl&d!}tb5U`#6v-$PK+vE=s#hTa$<0xDElJgf-kUc0Fxpj4FckkUh zC@6Riu_|lmUGq31U0CBZQ+G&x{+|&pubYQX`}DPDJKVIxsPZGY+MkVC^w3jVlZA4! z>5ajCn*hw&BfPis7s>E>Zsj_tB$RwE|F!<}RqXm$4}%rvK7soketxkgoUpapUN zAs#Cm_$)pa?*b@jS+5@zMnyJd^Y%ge7ey)87HzMC4cZ7R17 z_}ei}TzJ=d)mRl)8`Q_a6%}Wwqarpv482i@0j3Ec&0Ab>4!BkkBv>xPC$;b^QeKyV zY9nyDbBb#jjek#>P!=tp7DO40rfN18ePxvGjw3ZMn?^AE9m#4wwi2 zy!(!&r>pB33d&&Y&CFf5fhO35gc@{gDg`NqK>I=fs@xKnfMgz~r%!2VS3l&K8GF{4 zwNQDaJ>!sj*Arnhcp)0^KNbb~D6F~r2jprj*F7m#++Ek;Kc)os@gi~GSRqQe{8!dK?x)ejl;sI>W zp|_R6=2@j`KnDe8p|UY&L(j;_$lPqZ9OK?IsyBjHv*EDeZg;#}-`G{^`>@i;#&PK4 z$9r3*11lHv#)n&*NjVfM<{%otBy3qgAUGyNBp|eWO6wxFWq%D{8%iS^SgU;FTA`a|tNirfxsY0~?fjIiT*Qw!tR+e@HkgKq3850~^sGYNTBidK z>E&pmWOo8k)bW=B9N{bK1zhrH;X0oxBO)R~a>=7zBHu$^ym+CO@8+7QlQ|mlUEG%d z8+?SlTIE1&NwXX)E9(_374qq`A;RChMtVO-_BSL3zq4phLijB176IvG*QAGGc^Vp; zn7_D?{b}-4Sz;#^N~?YIHHsmL%yE^AM)0@|LDT#sRS=wkgJ3A|;z2$963c2XHS4zj$?G!rH@JIU2Bj$CJ zL(O&|x(4u86vne*;<53`dFM%;2;}33_aPV*JJY^zV=b@`%Eh6CWE&v>Gx~Qa;6Bo> z)ShM%wYB7qM_wh#4giW>QnD>-PS>Heo3BH;`Q0@`FOKRm2LN z)3ZZV<1q{uF3*9M=m+)X;pL@fV$$2>u&^{_U{(rwA;7F}%t^INDqrK3()*~WYTza$ z9gfMV0@tZl>SzY4PwE`gzS8dNRbt_whm;XfX2zW%Y*y;S+TWU;4w|e}M-Nm{E11F=VAIugAE({I38p4__GQbI6Snyd zQQKDsHIfE(7QkO{ii_uHrf=kwLpBR3&h=}~PQVs6mXP!mJwPICw~OV>^g+e8*4?Pg zEZeNY*AN=Tc_f!oj3S)|0YDlh>gVT`P($73UdF@>0J57lCWW$OhA4jc_;CX7K2UIT z8I?f;StZrBujY~hKre+F6&1BbwBcx*;P{m*SBza+OMMRv+})<9gj&K5N!OGTBI1NH zV*(J3&s1`Cgr}I?Nxh{ZK0YcJT7xa}VmBW+3yAyXOY7U!1CMrZ-1r+4B&ZbI&h^XbTU`VqmJ3!;?GJ9j#tZI)^rHCAnz5(P-!Fa4+v z>oabu-CZ95s}5yvgxE;Vm{)7_*yNGLzrKTxrO(PV$IVgJaE-3?%vn-B8Zu;K3rdGc z%1y^2cS8M1`p)wF$`AcVEY!vW`HfA%({iW(;-Ii{pmGlI3!d9nXr5mF&61sqE3ta& z1t#b&n-KNIYu8x->@~SpspFj!Y$kfWDjS_ljvriJtV}X`8q=LwrQBRjq9SPa}tpeZg%nR+xJ2@KFj%(oFQwt zQ1t=pcBnO51H8`XZTc?C5qVWHdFz=a6YA>f_6=|zI3PVcIb_qf!!57fn2cV6RthP! zhFUUJAx4mN`Ds4PdH6F%HyL3;zq;cYbykYfN4-;6b9=~z_X%nP#RKtPh zpnGlHB+Ga<+4}wU`t@O`1Bun2tH%~HB?4w|Zk_OcIo+OSS$Hm4Ph$GlFB5=d>Ud5H z3i~H0%0MgXnk1;}EBg8R?w55Md{gXkRjVTWPk*)0fK;3L8qNe4Wr=mGXAiLD+c+lc zJ9ckbw?jZC+GJ4L#nbIS9v*u62@2;^*8gaK8 z_1Ss#DII}uO+VaO6{nq^1eSTc*&@HM^g#HbhM&5dT3p>Ii(2f%j)%p> zv>SD79%6pRF^_RrfveZAZ;)D?Bdoupi)(k9xI0h)%9a42>8Os53nZo?mZ?I%BK%}W zkgG$X!;Hvt6hxG6L9+(iu*LoR_SvGmT3VHeM3A>IV`kT1C+pB+b^rK@6Lw(j!bZ6L zf>2Q72w|d~j9a#E-wqk*p!y+@ zcUE~C5JPI;-(I=KuTlW^Kh~}VXY7@!zpA;Nl+7qhZMmyZkAvgW+0=!q)fD5JHPat2-}~nMMp>4I=bU$%9MKhU9q!A^(JK%Xqk{HH=K^U@i(h8-=juTTKx3pfnx zv=aE*?I~sRC6|nA-K@2=f z=(OVF7v(zdAC}D;&Kem1u!g4>Dbhi<+A|*X15q2lrduRSy3Uw@QuXlkY%V40|G?_;ulLHI0qt(w8q z=;WDIUB>%SG*LUpj^r=q6)bXN-KP*rZ@~S1j=T}2n@>__SH=p^c@GYRDPiplW4}?; z&c>v~u_AlD;VUvJxUuA}{d?4TxjmFnPFYgq0$T~X&e#U<5n>1u&)CcM7)54BXJ@my zUq9(5%NZj<-1%$HVZ+p;h#ZHow^dU^Efl2NIUw54NU>VIJb6GPlF6E&oq4XG9LEwl zxOeY+LxI+WghPZ2Ak>AZ!?4S-W*$toS59v31Qti;p>PyzTH)GAks>0Q1rwjJ!+Zk* z8n&a z^?Y$|M)8C6bcdT+TCXo0yJ@w4bV0e?eQla~>v?RfdT^aOy~YAO>n$uS@ZSpIu9JZ@ zsU_cTK%JzgLXQcZ3CQKBG-@&Xq2&ZyqE?hg)yDn#=la$B<}JcZBGxCdJ-qq&`PU@y zP#h;v=K+e((*o=CiO+Z0hiCP-VwZ*Hxg!eP4HLuIc-G&|#=M#~y^X^74~%O40%%FS zT)GLj8~d=VDh50vu$k||SomUwi~Y;*OeYE@Hf&YbFJhdZZC~VmUHO8tavCo?0J*Fl zt7EukGY|MLNR}FaByzSPcfmNB0`o)b3FSX#fg534k_F0s_^=Wuk8BHS9A-1C zC&-LOGyr(X4GmL0~*WgC^xKI0X#U5;R5XJZ7ZG zZBDV>h+>9b%2?J_jQre^sS%N%>Od_K0rpyYYcw!J|0A(sCB)LpUY|ju2|`GRRQ*&& zqus^|*w&=TYr9j&&6QBp_OD|+d=z?KHBSAJL00uR$){ronGqa@iOBq?9I^r9h2H-3J0 z$_%lRx=S8QY67%vZzeSilHCL$-l%kjg@U%dN@SP;ogX(O>n9W14fmTtkt&GmT-wm< zzzwa05UvA+zN|D-ZOyWqAi7aTUgF_G*JKUwg5N&gAAsPb4*P~5WLc2sBEB6jP+MOC zlj?+mmQby+?u!eA-yysrVt7{Sr?nV48p8$33WcN!A!`2quEmpAgfl}Kp&2#A5$N0rnz|!N*~6j=&ki4h1E2u}&~wx-1Bi?~ zmRuL`z`$Ec7%vVMmXnZMh;;%)FodpD%|^EH_?R#!IcAq1HwmpwkPbj+9Yn%3=P7eiR&KLpGPP75IdW9?>6851F97M_BJURGTL*Mn> zg~#vbJe+r5h46&z9$&oM`3$I7Z=jP2AS4E-Yj%1*lZ5(4;Q*DNdsMUq8sAxPl;;o> z#tW8hC@C(M25}n=atK(=`n{b^7UD!dc~y`x_Ks7NleFm~6*FSG)%LE}hlv{~Jw08| z<>#rUA^Yjs*#T7TDnKwi!r;}W@(J`IVhSOffq#kYaQyf!LO%oM4JV}UO+c+@qfgjv zsHN|_$7aaGiqc(b6KpTs$i$RLU=m(Y8OwE?cmg_$9ugAOV^_=p0Rgp8QM(#H4pqOv zz*rKNP`J`NB|z&uE@)b(gg8rVD+GjrdadQjpR;bzJ5F_8=S2PjugJRH;+jw?;&d|K z!Uqux!xkJPZBc{u8v0y)by1;E{IW2ccF+<;cvOF3iKl@Pup4R9J<@i)Q>6H|byDiR z`^AN3phkMYYacJmvntPDOsAB%@AUoNVl-q6zs3<_ z_#i4S*b}yW`#$KnPShKLF5yo9LlpeqcHT>OQglE}S3*GVvM%=*4|f@T(1*ESwSK)2 zHbyjHt8XT1er{e$^TZpjUdfZv<3Jl6Q=zov2@d>O=l3?X#}12jV;lyw1rvO*n)sc zgR$dwLbwHoo3iu`m8S387Bvd%f~w~&+9m1oWqhc)aXCGGAp8V`BMbtk+L@59Rc`Zc z%Be9)w+Hot5JDr-?4vIgdh`G?3SfRX)dvy%_<4DGi`v`ULH!oZA)rR%lhH6paCh_Z z@l|;81ga9GD)eR;1YDR8z75k7VwTvQ^SMV6oMF;nZuXb<-;^m3yedk zW8#arbm`I=kO`F#c68spahfo#g+kCtr5Ym@8=&Gl*EQ?k9%!DTUN=-^KiqN!B(O0E z3x%UcZ(OO3emD(!ShtMfoYX1TJP(gZcED0T%q~B+3O`u^5VCdbn+%PBzdG`MlXr{;i$pv2^j|mX|ESRU0-qv^B)NVtmMJ z)b!Rc8abZ~&7FJqf`EeCU_slq!)BqgODBJE6oH<(Cpy^NdUrYKA^|`?$$^1x4vK>w z%uan@)8b=+;9{|zkhz>g(yxo>u7CUXZ3XmE6YznTfE&x5eHUGMi=MT+%~skDG*rR_ z_?|2l&g7gLtf=T}Cl1P#mNLlXOXK;?OTvb6C4L{Beon=U)OtK_GlYO*$2BE6joke@ zs$ZtxvV-n1!W6J^b5rolJHRJx-m=Azq?j>m$zVVe<0gLB05^bi@?M{cih=+RsR`+O z%H2JyUUa#-!Re*3dD}K)6qE#Z5>JVI<_F20z>yBSBjGaWLB14Pxqg?W2peLfBSt|1 zXak$$FR~W_VGhIXa!B2U%E`e|x)vcD9Cs;sD`JxoZtyB~^;VQpM0r%v0>@CaUak`x zJ9`OH4gi&dWPRB(Tl_bd81NT;-xxthM-QvdD+2Mb`kw24g+Wwl!E&7_o#r74iQJ>2KOKH z@+Hf;1WjeIA9YYOmG<3Uy@YB2UTuf?^&i{I6Ld0t^mcD0*3PlBET_KdOZeS^_ss+` z@l=xcg9ldIuP_%(?JS0rA2bhE*DIHmHTX zbgX$POGIcn2_r=Z;s}I}3sN{IV(1V!a$+RH(us_S*dvIlpNRC2U>P)-hBNLs##04* z7e1A!HwMKAIXUBxW#crHs|0V~rd6*PW}9ZAC3NiTB-Qb11$TpvScH{#l1V~p z<$9fC)mdcRO1z{1tx^-frz|H9*{t6s9D$lH9&A2fez&8AF)r)z=utzcLt89@(-jn< zL0E@ddGr#nRTQv&DR1@N=hH|o#i$Z_x)Hv(i58nGmby zE1LlRFAmRf9<>~y9pjpp(?z5b-*8zDD1_SXpJ04mM#%?k)m%TNO_G528&UzG46Oqh z2ouJDKBXJ@_8DF)iB;aer1-#;zF&2<5>TBi#KG4<#9b{t{~uO4dAndbI=`)18O!Ln zR};!P(pxePpD$}~*GCYkL!mWj?QMcN1Oa7=Kuj_JiDd7?G7sQE!|ksxo}gc`0)s9` zpfyi#UOoXf#6sHJYXZnY+y$WY^09hD3^Afnq}T+;Q$ukJj2r{WvCL2mE?)3toPWw+ zZ2af|%VdC#^#kZ|WD*a;Ka5P+2qd8s<^Y*c-Uk?SFu@abr;HD=44@L|N0DOOTKr+y z*9{IISsz%9`gOK4Gbdx^q6nx9l##Dlwn2Q4ffw}qUY&QA-;Toy5(iD6Vu%t|nV4FT zV8FZjeI@Hf0W123broaePVIGSyhT@hf*@bhK_g@eu*O5erS&5v`1?6?6u`H^ z(rvF?74HcVPS%Hn2NGyz#`~xfGr&zgFM$)p0 zy_}w2(qa*^{AnU+;Hq-h$TDFg%cLxq>_1NRglfn`F~(tzr+oyF)mvT0Drcth7ZXvz z#1rcS*ho7FImE_GpH)27UtiudAyS2%kqqQafc=ic7YalQfyCHZSy*~8hxW324xD+` zakbw4+udz`&z`*kMWP3F=P?UWqDB7mvwW2;co$oatTq#ogtW?FBHkQ4CMQEF=! zPe8gmXbaA#*Ot;L1(AU5=j^$S#~;{vw^Q%lfNm0eym%@8o%|xMhf^R^Gf6n9VX{=O zU;icIJs#@o8wtbk84yFRHyd<0(&JtATCmZr*r+~g&yUlSGL*n%7neDa+~K}vVTr!U zu`yM+1X2OJFG=Jh2!Po^iASCLN=j$)F2vGk*pUWLv#d{kzWYt;^5x5g8>vsZ;#&He z4?d(lDha3EZD3XsvDsh*&Nx)Hvwj}qCOIGkxs;f9sDguVh^j-hv;~XTG&E`BL4^t} zclK-pD|T5!#!jKDnir-sKj}V0v=DY*Ub6XbeWh{IV*p{M5#EcsMC~Iq@5sQY8y&~s z`H}H)+W=-6Fo2$i9A@6h8PJvo>5lOD_I@RE9q5Q;u&o2wDGffX@=$_Q2oVJ8(!a=G zs)^zo8milCZDBETJRn^1f}SkQ1ir-WqYDe?`3%eFV?`w0D1W+h_u>FNk!$-VNjQX@QUO@5=K-FPs;4s zVb@!IjM%cM*MW3iAV89;(fFY=LFfKdZ?S#*j{B_sWSz$~sPcKjQW6L;mRNp}Ue4!S ze?yufBF?nsHV`Zl&`nkzUQTzounjCSG2qaZ3 zMkvFO{TWBDeO1FnYhNix`uX|2L|;HZzN@CL-r(4%^}kUU$fu%&U4ngZP-~^f04idV zq==y;@)HzTK^ z662JV)Wg1Os0idIx;&wXbKI_6-As2w#Q;Fa7{r*-sCyxdc^|wOc|SnD+NrOvuL|OP ztVW(E5Jvm}YhsV;1C>bpygn6J=?_uE0jCn*DDm$ScurvY9LAoFjjc!vrV8~WohvMX zxO12w1!jO|;_-;a#FMg(pmSIuDqy)WCSHvocua}omUwZIjSTYOeO=m&E{hmaEf7QZ zlP6DlKo$!Tu=J-qv8|vATqEvI48^#iVH3i(`QI*a*kPR~uLii{2?w>NlvSRn;`3|# z7Gb7RKm|!mwU8U{IYJjuIDPu`O>4kpBgF1#KnH@jiTfE3z;m}qX$Jv90$;p13OAxH z4F8V4AsCzd`@ieBBB*bQ^sa#50YS7cxYEc@m|W)2C9lt*85x+ExOjNJnoBHMHFK&5 zBOHe+r=E7tAAdqYQAJKnSifxFvHV_GT4c)R|Gana-uYeYa0SbakoG2r%0rX2RNrRQ zgZ$PaQdG|$uXp2GY{}ZrCMN8(HnEPg2NdNhgQ=95moo3)Hx!LY>CE(tWK@&qK-1g* zRp*#_3hBS28}8`b4_YhMaS!t&(xOLaxzgSJO3~W*$QvsoJ;lgxFj8A--D;LA4PNe- zwx)7w_+J$=>%3V^L-}-c4l)W)LnWt(y4l3 z3=AxH?`koT5ukIxmBjyQRlwkE7p~^!a@3XU8v;Ubwitytz!Va@n+{8u`Etv0t`AkTUDA;v6Lb%O!wy19BF$vi+VffscVdN+ z_9zB;6tT=f*PTSQKHRp2T##DE2<4%rlrcW?=E{A?9DG4d#-hANS6w}>nF!!WG6-?L z_y@ueN+24D&pxbpbxX_FgcCy&G!7IS&NzW;=`&P!Lgw}(b=Ly(Cw^h2-DRKPxj3c0 z4wnQjFx)b$ZtWsc7@&qAwhHwv%&OEJ-qXaTOyqVz8)ctyAV>~i7$Rv9{CKT3>s-6b z*h4gsZPNt@;qwwtr%TE_VDki|{i$IFa;Jz-)whP(^j&`5<%aA+;8@)Gv^Z`^y}3wH zlnL~csDs?gvL6C4MhHekHbu1bc?m`2ptyKTV2Hd52%zrn?kJ)=S2x-T?*d4$41Vo+cBk0;TlRgP{|Rxl~4@ma(XAM(5eEfHCU&^B?&VgQIBFR5UI@>E$Wg$Tv%8r>x0fK0;b@EY11--QbPoJe6#iSHp_s`+ugp-Wq+QNbrx{_&g(lS(Jj!6Nw}4`8%XOA7yJiLB zes+qPi;+<@46{l2&eM%8<$>den5Uy-UioSz>wDX(o0{JF@F9T~5Vn14*6wc{sS|&^ z0dJ;*#WRCA4BnNUQ2X#tL7I&t9%th~lIlq1hed0Lmm*M!tT*s2A%<=4i>|~8kIE+v zD54I|L)0^s9=abyUN_rV*llNE2{f#O541vvUb9V zWk(cN4;_n?CIK{)-~pbO@DY|Dty=Q?#r-yA>jp{we8%VfrCVF%%tvYJyL(iwfG!;p z={mj_3icl5kXLw$Ki8KgsP}BlR#DXr2+v!KzZMjFE@!gz{Xv%%j~naMoelH5`mUv~ zOZNAk{tu0~8!o2HKX{;W`ddqlKmsyK`NQjeUxVD>{fE=! z4;6=aFtvxB5X=h-JGx}i{NNz!SkrIPaT5iK_|dq*0eDUef|Ep(>i|tQgZ83TtQCOG|tcQlUx7HXoBj% z==lbI{zT6W`vl$bmB`eRHsJM6L9N@kg-u8Q3pxE4P7U0t-qc@+i6h|dpHhN^qb(bmTgOyMV*UJ zc(io4*K(#G7dWtCc3JrGU-AB6diTn&-alx2CL-j8K7GggniSWr;IJ2GjnXjxPlHT< z-%f7LDp94?qvnzRPn7wZ*NiFh1g^tG6o?|xo{Q^3zCF*hPW(^ZmYbW5$O!bboxaw% z_5Syuu=4?77i+(LT$FFgY(Z5Lu? z>sf!CEX9bqiwq7CYh}oVuSbT+Iy0zqp7|&(&5nV2MF!?C~|1+qXVNSmCc>6vn=he3ElPI2ro=OBSyvA+LH=OM06_ zgqIv`=WTByZSL#`WU6oSaf{!0(u&c(G5XKu_X6zERd1TH4ryOJjWN2Bv!t0Nwq0W5 zR%tRU-j`Ek6@o&7R*nKQ$Q^CFam~liUp;G;lhZu~?8gfiVrd&%?!40DR71~t<$~K! z@KiE#_risWcXproxhL z=x=*mODk%O1{Pbqmou^N#S~myXzi`NGMj4Wdt&>e8t25r?&gVzE=oNwqvaHWd(Otj zs!K21a1xLG`1iJZ^>6#VAd+!^VKMb=ktSJHSb86h&&j{(+eKbB^Axf!R3xUeYMiW0?)z$3l+H%WTJ)ytw_?U4MyDu{T`^Rx+Yyo zOrrBUw8{3!=+B?ZYHDgXyX~`eA?YRcRD~y_Ur^3R0QiFxS)^@-uy7y`;hWV1PAC1~ zr27l#xF2d?U4~U>7nMpKCR2{9?#ar?{tSB_NlkF~^g`UPMv7vUB~8xAP6S^ZYKE8( z=|mpn##5F=-E4Ir9&+83Gw=qZ$v6SkVTOY=xgZ_uqph|_u0Tg7YBsS8KwsGb*+|rW z@D<+n1n4UCA%keiD7V?SfB)0RkN3y|Ygo!s#u})JoE{&)J^pBATKyIvV$;|Cnw3wk z_$JpM!-XS$T@~VB>-jqc5>viNJ6d1Ut~IMe#+reAg>Gg|(_}Hg5-5v#b?-Kqy}bPE zidl~G<6YKweq&q@R(6@MDaHNl9q)U;n?C`HBz?xHaFj6kpfm{#2;c+epqMp8zId_P zt3PZiHSxKEiKm8RXe7KH$SpYZ)-%RX8DHQ;jq~QkB%rGqq<`K;mcK-lq+{5Oh z=4I;bN1Mnz7im{b!$1~}>O-GS_96SMO>m!slSj&X3f1~CD z(&%Pa9Xl$CTa3co9A@PTy5Fec+4JrEMhsdgK2L+7)iMD4zT`UFq-uSa!&tL#Q? z5*6Lkc8T9>Hj+dk!`0ZlXIV&6>;5miA^rFz?T>#TUs&(sQYaI@q;VkSJSrMFg*4H9 z_#T5&ruFc0hFi$7A*(jX1ng3m#_et_y>&b4 zInewYlK7oVjaasAkD%aGTjx;4`9P9^6?P%QF-aaWysSAkLoUF*iwoiSk9Dtyi#q>K zt~7XIU1F7K_?&zqgASK5)N%S9G_`*+1(ub)rM)Q~^)`9QKYpesZ6V9F5FNgD%YR(> zE%0=#fB(Lw)E95R;q*2Ka;5+D#uB>y^_&iJ$V>nF#uWdpJb%A2?Te(4XTM*=e^u^` z-=KZ`elmYbI<{6T%L4t@N?m(&q%1I1`eGU)pY1g$Kk|BuD;`&<{x`{TBKJ;63HwkyU@9s9>C zH#OCKxSOeJ|E~UX!7^ke^7I}5@lclzaRR_z_&vF3$3i|;wu~9Lv~1sReCsnAZ9)Sf zzpLOIZxQ%9#F2rp&`gaR%7poz7VZfl-{bz1tbjk(S!yy7xK`!?@Wk3p3uK~7kD`pf zfE;&T*summ3aijFq>_z(r8cRR$?A?m2(!siro5C`9lzzD^*G&zBIIb1r(r|;+s7IH z9adzNi0rC~IF{*qTb@;!q&Ldl=@@O=tywrY<%7hIIFRK*103Y>{^y+k|Bx75qcE?P z7^U0F{R~%; zAPzo2e`rx_Ho0(zPSaIHs!SwrJAofZ5o`Prkx4~QEQ>h9A*6iBKD*6zN;elC*{uG! zctUNGgKEg-AkMMSj-`Q6HPODfpnT*$+;gV2m?I>>S1+)JZf-s3&Pl->o0x!H1Th0^^A9kTe!Am zeE{nxa(4E|fddEhOSoy*)7R3fsR+y*Q;n8cSZF9(=6zyKR`4LYWQcS~N=V~J1|P17Ae1m)BZ!J+yQ? zB0qX~c=)iO&vFZ6y~K!>Uf>*#d_eg<90Dw%F)Bt2ix~(r=GFi`W|&rTWRFc2PG+zz zW^xdwy8fLTZNOVZquM{n&3)Df0#6LFr=fJE@PVT|hqQ+BTBUbj2Erpu8-`^6&|Tl1 z1is+$<3EYKz+Da#=Q%7s>ge7R_h>!2nr~hZBNj|#zLK-m$kskl?7X6_8m6=ZlK}W8HzcaUH|9J6t#a6Zk-!g%f zbzy$QowNweRJkt@yYYJ-@X{I16leob}um6as-}^z~_%ahwvZ9pU%2Zdqhk-PX=%^U&TGGBl z%y;nb)B#M9mgZKRh=IE@97Hwo=~D|g$)T@hE<}tMGiRz^h#*maT9fIh)(sQzQ_`Gp7g7rZX ztRDvi)TPG$E^xMeB!?t`FeImSsX&oj%|%W-$(qO=FU$C{byK9~Q@g0f*TjDa>)h5`OAgE;O_qoB zQBHuaGdp(j_0lORj8Or7X@y^rHj5-Sr-_RDy%?=alVJU*80>x|h<}1{ z>I9it@joLowta;6I1P?qT@*^AKT8weLNy`F0B=kQ?f;s0R*XrZ%(ihdr#aD(c}x0v zvQJRIIq||z+XtgV4f+0+S~lWe0JRGd`HiSRhOE}eR}yav#-2okV`6r^LSKsd{Utho zN=K7gRq3(GDLjH@%ndqN+ zdhEcEvS#Apb<7GH1UjYvob>0;Zy}Wh2K5^-ZbOKO4M`9rN`VhlzrQ>r;A$tUl(dIv z;Ka;?jBygVFP-=wcmo%-HIWjgKE+ru{=^cwlh53<>i6QWIxg7$?u%j$3*YXuN=g0Z z`*~Kt69^AQRsUgpgwD?}FtBE`Vi!f~2M)4Z-67dq_ye7<{m5bIUcBn}X+e`c#^e~! zJ=i{v;UJ+p!ia+bFKcXUG@Qo~V~0Fwg{zX@_aWkY)XSHeyS7`p{W}QUgI4H6q!W)g91!WtzFGDLnI$R1 z&_#@_C?rr#miPa8)5gc=TTJE8(;~i;>dAxS#0<>_tGUxYRaBwsvf;T_B@_qEor1g zg}p!DWr_n%#CPN*6wen+xpn?I+TuC6QQW#TE^F)fr4sPK_V)HSyJ1e#!1L16*h0Fp zod|vz$P_Swt5FRg0^{%#9EGNi@R7=WIAZx>O>hY}f-f7%@f&rW4Gg5Q5!79q-)2zW>AyNpT0a>OG~6jWw1Xj#yLA zkzyh1`O+`~+;(!ZvY(;llYE-7cE?IT!I%}E+P{h8-=XEg7Ca{?gU|3eU9n?48hhb2 z5z7jkFrhynON3g@leXGu8T=BY#TKkX@wp!#xxH}^!qcFjgIHuZH}7wV%*{x4C@N4L z^0ugG6=3DK@R+8)9euFpn3N)s5r|bS!j5)^;*GIm+oslZKrTQrsL4dw-y3fW+Vy8f z%m3bFKOmlDhzk|Ud>DAV|$G6rVmSPdS+v+l>_gOJD;f7f)CSiwm16%le8 zmeZ4`X4k;T>^*Rxxc^V`pMG}O3bP|rO1stlt^qR=FaLr2w{NfMc%M0Tr2WjTM@vcE zLw{Kz_bjdHZtmfcwrUc*F@rKbfIM+H(1SSOeO@ACO2EWAg9!EyM1W)PAf!@g3=pwG zL8FZ&=Yc>)4H9>J>*8{KCrQT<3HwtxfiQ$j&_Y#KQK5$aW0i&HAOO8KNM4-ABEgmF zT|zi?==nCi>&GyD0lcSiNKrkW<`us83Rcz~a3<%0awbhqFh}l?bjbh|jzn{SvJYvf zCU6+XKN9>3l^Vg)0Sks4Z*j17b%qS7UoH)A2pxS#N(;;}6XsY4kFa{xDgvLkY}~k4 z7R<~u;_@ftj?EMh^5CAiMz7b|hAZCf_E?;um3680eb1UY#WS>p+6V@Sx&q-YC3k81{;&k1i0rgA# z=#z6sJ&>jb&!BA<-i<1Be>gt;9)|ZLjw%3FH5|c2x-ekXA$VJh__6;x%9$B#RFLa2#V+8Tanf#$@~1S0h?)_(bUeDy!7Jt(Ib z^A_7$1vocf!{POkw4T79MqCbr!T}8!^QHL;PCpbfZ+Qi+PK&H50xy64`laHfgW*R( zoo$2Np&y&Kn@nTJoaH(vUbJ}26SJT>Iso$l( z6EBRmSHSEMddTMF6ilj>*bVTgP;*<6tr5(Lp%E5qn#k4)aG&ZhqW2GxEfqtHs8OP2 zL|U5GtviQxN^z%>SIW5WtvEbiWsxW10JSCZ`!3>Ig=ItyO@5Gu*$pbTTO`_(;{;=| zEy>j5_=M-vV^lNjB+?JF1sdr8Qvq;#jR<)Fzh#JumgwW37-`o>iu6P82x^&gI5Le0 z%{b+ya7XDpDihdVvTb2vg7g^+hajyNr&6#{#)q7{hi;Wv2%G3RCWktZ^B!?5;{R4V z_b98h9!k6I=EPq18~a}{;_Rrsu#b@TYnW*5x%0dIwbANWa*4H9h*sH8}mm5N3HC9QpnG%12}VA>fTbGbFe|^_`{*9PxA69<>#qihH3^IADK0?K~#a(f-m3jq`&=X%SSA0*r3!dII5^@ zYIF}c5gV&wRI_TkboAS|z?b-3LE)|Cxr~I}1%R%a{$iBEao~WoYV?`Ua57%Gco`po zv~Y`ixbQHDNCNH1xt33#Jb6xpN>szNcBQ$W((xb3U|=3_n#@O7*$J;S-`F~yQi8||(-5sWcC3P5{XXq7>@g@6J|GmrG?V??0m42o zH}|qBg;ZVDg}IEwIb)QRwqnBi(@{zqHFgNFJB&`G5nkjx0s|+f{Ni+#dny=wvZS%Z zxd-%JC(e29`~8?GUyMnqg)@h=-RFMZ2j|NwOT3jjWnZoeaULh1QfjztDBJE9EY_YF z+;u{9g~qOp#%PprWy0DfON^z}x}1v?*dW5W9uWj~G_ccBrcpOQEZpZf(p1KZ`L$lW z+};=pvruuzninQFYMzE&RK4`#a=JFtDty7x>idCUo5xZYSC)DHuRL2uM)fVX6+*#@ z1%f>~HjhTxC7Px4`Z)S8t8{aC19`9~Z!PlGiI(24XX$$UI=v=BSD@G&1yPrf(?M z{G|4R47*tq&?H%Pl!^X4f{97U3Cha)B;rGjL0U>e_}GlquR zG_O%vRLCwI?bX5o!1r4@UpOF8aMA9M-5fOW&?b9vcA6&j9Nq5k&!%fFi|FUUu+>%B-zrz=?<2zqFaix>Yj&T*!3v$*B4NY3)j&vCiAJYP6^{qm7EDQlUI0 zDZ8eP#~xB-skf9Cl6{G^Y6g+rWGzdC3R$wXOv=8Lj4fm*%9d>TuKS_hdFOq<^L^(# zpL6D%5uWGy|Np<={k!k$zOL&|ZT;{y)QE*}>=@p2iL)VY=UB&AYNGpWhBA=w7joORaD+ybJd1I{$Ll1qQc2XH#2VgU9aGr!`4oM4={aal=D~-u zsm~UA5@HomW(8h%o@pvsNBv(Dy|h_x?HXC{VK&#$u;bxN+9IWwOn=I#V=!X@%JH8B z!bpiQcuB!V$ZH}Y#R7QF;7gGa7DCC)o;2ol|4O}bq7>l<=uWz&K>VLa97Y2!q;uSlCf`ark zGFUj7z%R*RhYmx|M;g=tlv-?N9%XmF8j1Vce_M<#V5aO}?GHkslL-t}Ov!pSB0HQZ_x&Cb$G zE;^+9`=aHyq#`4+NP%5EzQui%dclq(9nre*VuT1*|1FxT-&3fn|3wPL;i!*z4YQ8N z%Jd#=CC|m$O}AhT7KO?g68Q^y^PoyMm#bF=p*W{10!EU=y$3QQ1YPF>*)L(BK#@q3 zSx!!mMCXMq0r@6En>YYT56robz}r35e8}vk*|BP$00DM(=8+>PZ1H|Ro07va@=!jl z%BUkv#9chrVgh8${m5b05*Q98MWmt!hbtN05N-Al`a44V0Up0LQhS`ms)Y3XzWK2A8Nuq#A~%MD2KgBxop9J_$Cx~(pl!dTbxEK}cD zm8;}*1O1S$!LFOdiYo45i&;bmJntFe>yLcx&~~90@=^L8w`sdh#bRIoCE9#H3OvJ_ za9sbDrnH0cIIZdSKSMvrJnDLylL4JgxAfdklPryje??5uU|agIl+A^O3$Zyb{2u7h zEDcJUJRb{{^C}N;aClAe#-2PM{-Q8rRtR_+jdwvvnZhwm#_Fpdm8cah6JNA~_j^yN z_>X$S-$kc-aS3=mo!_-aC(1TYTf}P)@g_iVll@uJ@r*uM7a6ydeIS&ri9p zs$zdy#9wu0vi-n1ideTMd}q(@pEo{+re{X)P@S=lntjo_&VKqPXw1DO~jZdD`O}7^=Yk0uQ zOZ42PPmf@q%Q}y6@AMw9?w!S^HMj&eGbd1o%zpXr5MQ>i51>;$VP~TMf7TvIUIn$6 zPsOr`WVXmt*WMET#_K{#;&c6bYLUP7-!qE8F?^i=Ic>shB{2=b13r5;=0wRPU_$@U zzzJ0AfT7OcsI+MUfBs9WQeFIU+MU{@?@ecGlXC(IF{}^SaNDvkf|lx7_%02z2b74E zUb9pqhfjX`Rxp zYYxDy1oq|Sm0vKBhyqi2SeuhTd;SjGK(9sI0`a;ni2^{o!5ewpo4XutBB&)%Xmz6U zwy|)2u#7&2ub-bo{Vpj%g z84fniNs1+Xw9*qj6k}qNZzBe_H#1|byK9GK93mPHlL;TnB44~V?9NTb}siM06J&6 zqom1Sn_VGi$%+;y6X-p0oa`Vv)Xm`M=U4DT)yC?}N>+kja~BVm(FLn5Em%~X2z;je zmwaOF3K`E0GE%8Z4*#;fKAi^)pGCO@N-kqaC&>7h23BBZ!$IC<8+TkXC`P6JjdxVi z>4{eUm)Dj^snzwsSt=!E6p{z>l!Wy5F&5`yF0R{sti$1{M=3x|Hm znO%0NXBrZe#fuk5!fIT~f9?A9T|}S90UlBNbPd$J3BWL=3gY061!)+WiPRjWgxSn# zrUJyz-uwVGQlE@KuSM2eNN+7Hjy+f=+-^$5DJZtZS0YJ11j(=#NZ23^2ve444^_Gr zism+xw-6syWZ0Z#YJi|uk>y}RIzl3!!|;dh1I^rUYoK0_54(Xuxsku%mybCuuL`xo zBCr5909ZtG`2g+!?G8}$G{AlK1dZ4Q~hP;Q&!d9u_3`Lhl=_Ka0_9pS9K*J^`;xa`0gqrlH$w z=u{T>dPz4fk0KZL2sNt65r>Rl0NjyZ4ituYiDr#X=$fOKxs>PVf5)-TG|&5wXJJ}? zM*T2c3>);U-~TZOVe;nb(oH+{F5fWUz>4l|DTeqwpU8#-6!&vFOSrh6iM1~k)GgiD zb9JU!&87_!TTH;;xpXPw!RC8+kSjk>KNb5X0!7sMOo-u>80ouVBteaI#O}r|S6y5V zEo0PrfGridPP9hpP?LMBTJ;?eolr`!j^MdGYsSZIdIoX|3=iBlh{uzMp`QMF)u2+q zQ1S2~AYz#YR)U!QfH9E^s?!>`;doJ0N$K?pUGuk=j&uP8U~wc_psZH*>lc=LIuQlV zoQb0xlGJl76A^^xd%LbKM};k5^)2mdxJmvwVkVuEzxU#S#iO3W0x&5Dm`I}84gkF= z0z1>D@~VRo;J4Ys$6)Tp9Q3mZ>HZVFR4m8q2vW; zyfCOiT-RKcVqL|*(W;s0Hp^BW0o<^3{;lpeCU4JdYkN-*2u-m{6r+#MHSHw}E?fn1 zHGFC=$y$Fn*wWnms=!sXw1rMu4gYWSp~-Yv;d<$_R1ZNwLfO6+3$49y;;Hu_&p(v1 zDE%>{|F}`w7hAATF{&c#O}3*$1?YoY*Iaq=WthE1+dPqoQj5g(-x>FuJgL$8lT@l9 zP78r`{W+sich0Z*MLr!_aFU@^Lj0{2`NVnojf?L|cO_P&voxIc{53Qq3nLaz75fB1 zhSgrsfI1<#edqO^Q+lzq%OV=*$4DnNN&0&7yh?TXAaBdk$z<48eCDqi;<#V*qApc% zJIAi=Jih|M@qhsCxoa-by=47N0suAl^Lt*icM`_2c~BLRY1%n& z9qM?Mt&je)pMcr(e^iQXNfC^k=yt<5gd8 z>|7artU2XwiG6QCib;VZaclD3gH}M-6^ZZ)&#mBx?cgF)8+1GSOf{sI=8amFpIIQ! zxo*2aAFRn>N|{gR+0?F zhi3xfQPQiD`isI8C4K0C5|;{|6Dg9?2T{niOxLf$ol##xrwjR(Q9!~WMcoWoXkM#0 z@^tm&YHVQmZcy?XskOecU^KL#hLwFfCn+d-+Yfm17lF8LD6HS9TpFzwnt&`^2nns%08#;BK2yiisPWmj zLg~JB=O+4HcTGwH)IAAj+=};JDzIK&H%r%Rz-jNb5N@%2qd{~Qsn5bJzc4Xs2;$V` zAI4WV8CgLXCT=y+PfMfcf&nL?yZs-DcTrYQ!iOn6F%g2Q+mXbFVkdK{2Vm?#h?8ua`cU6i_-}o;xx52TAt8^JsCP zg}azLMn+gz1sflyWY)&tIJJT5sz-@uWS_|G`q-pmxu?~B+&&^nLz4-v>yE140T9ER z)a3Tl$%)K|NbFw8CNw^~@g=ZY-n*xG@Oys4W{8So&mYyuM^B^=qMmyg*mWWQu!Nz-j zeIUtidwsH3p%{{=Hp?bbDCL~9^~W3PXEq9>L<>7}7hoX?n60=!vAMm!v1QfA?6zR# zp4so93IqvLo?Xq;M#UbvG*3*`$We=)EL1ttx$Qkz2LhT{cTu(uEjJp*JCYr%ALoV7 zGoAnI#GGCmfg0PqlAC|g9%7S(#aqe_Gg`0wN1_mM-g< z@e+I0*6qWYlfCaJOL2jPUfvUxk#$l-=ibeJ_oS+MJ|iGdaCoGZbBk?uWmKrF`l?Ej zbA?6R4Dn~j$L&M)Ym%Frj`qnOIbf|| z>eub~zVO$fjv0%cY`(2G@b0+z6Wr{;8m&!?;CoKv62elwwSCA`NO`Bick91V^ziV_lCzsI3_TU9xi zZ}`S;$y44M3$PyL z=s3EZ7rGkzGXAHL*5^mfS6InJ-Fj;wARwf*D>UqoG%n~7+NeeA*B_GgaxhRm+#cI0 za^{-NokBQ4Ib)_%0$Qj7F!o9xgI8@SdKF~}Un>uU8?^+Dq&ZckVI%~6vA7#6XkP`@MzPcZIf4lrc*1TTmhTzsoni?|J z&@g?Lh5rR6pIO=lf3E^qA{gn|+S&@r3jqu_=du>X3*9|Suj(ObgSVh>?i6E!U#FB? z*GFlNIrcoFDD~#A5LYK|8A1+?o9cvtErB2v;n?+H@3Z08EDD5E+mSUa6Fu$*Nc;_q zLLA}z$v*Q2rITzv!q|_c__^zca#Jys(=-@!N2MMVlaBTE zO@HU{pDYBL;z%t+b?nbS?;uPAiuK}yPERkf<6+!{x)%oQqQVB5e;Q?p>;*2q5ByWo z)C1}`1$Jp<`dlMLX5|pzA`I}+qX|gAAQgoIE^gAmb)Pjj&^=y^#(L|0J%m%v~pM>L8R=vD&C zTD)RK9MC=Z{Ma#!#B)pHBD!uhjeaN|n)r=KJ%Gi45?bpNi}WiP~w?yE=swY4t8W;+Nama1?O=&4@oVVwYz?K;VRXsiO!0eP}} z&z?Y(gx$FKhl1{sD=~lUB)nA$M4T|tOXHn)VxwNyD2OK85zRNlWM?zDMq=QTZb5>5 z9DJVQEw~eLTRVgLZOgEF55TwssNgaBxVUA7z`rnsCKaAqXM=D%T(y@C7WFzFZyUYv z0?$GP*`W&9&qW|Rv?ty;TAOq;tjUeeKoH1U&j$qun_wdpVP(!0uFt{HNAODhjj#-$ z9CEl1i$Ao)$cfLuzGH106%fm@2>W5(XEpdO^~tsoi-s^_d|3h`j{2xwqh8g&-20ww*47y|$f ziU^bN5*_FwlLCJb&{#K#)d`#5TIyPU_oFmC8_C)fnzda-y9eXQIPc>Q z9t+t)lNZ|xyvyT4fjtty3OC*|UYpu*EGGlwG$RA%8=F(7Vu1;fSu7I|C2DJ@^n$kD zON?a16e1>(=75~E-gC=&(_5{mzbaKP848GxI=NsGEjsv8q-U6B^M=q!jDJ4>)~{L> zUfM@}#zDJ+--Ik43b~K?Mc`6stQe{NVMaIzh5kK|l}H5w#-EateE#+Rn6n#FbV7Wz z$C0gR!zGPSFe`wsP%IjtvVH?%U%02I=iK=jg+jlMIKfv7%FOOD`5P8r0)6)eD+RrD zHP0S2Nv+wB@uHwxktsO%SY#Z{f6gtGdGbx_AH9z2+BDn9?uIH{z(5a62kDtWpw&he z6m92`CllSjBL2_;a%?Bt&LhWmOK+eudrzfJY`_s4-2jle<_NBG%~ zll3rjMbin5WrOKPo0GY!E=n7}(##gHSm#@92OJswcjMiBz75!At-F3NU*m zRvj$hdi4C@6$UhP1A~!J+J;G4=|28s@h4gEGB;O9NGLy2dD3a3Z8hQwT~HysrdX46 zaOaOr-*o4n7lgo6hIJ#6TauI=jrj~D*@e4anUTMKYvR-bSbDABHo;3W8uHjzjb;i{ zEBKk&`B3u&t9Jw4U;P@s^i2F1>lO~K>!22WhV`#KQ<%koOqZ{~* zFwzY#5ca_OYSg%9VOxe!CE*cTg%Ae^$U?YS72^I5LD9Pn2Z*KM1h&I1K=m};_jU3~ z&3^2g^th6|JP~-aZUZHlOqp2D!brh;{`B1v&fg^^CRU*b@e#|j32b{bs{`QE?Q*Pl zD~?{6xNP&{P{unjK5yICXXS)6BLJI>HLMjIoYIZ}goU(o9?~`GZ)|8P!=Masyc0ad zjVBIxVGE9ZD2~hyg?X1IbUss~ij{%L4+A35PkAZgbbPH&{fhb*76}u}LlPeR5R9{> z3PW$ROg^)cj-TbG^psEj?-TBK%t@*`L(ZSS={sRnVRY!GN4CWk7+nzsI!Yeo!I(|2 z5MEF$)=C%$hyamXo4`iCTEu-cj&nMA;Xgx=MI%vQOcDuxESR*)I1yiyK_?V3u#9}A z!$8u3W&5Jq6cfoQqyUZ#d03n8yI~LxTPzzs! z5rX9_9_Znr_V6FYG@2RKZBku#`7zsQ51M)Wz3>WLPOX0Rc^TH-<<#2)Y0?<&72+Ne zUQ4t^;(#EQv~FC!c=7%Z&3az2DJuEBJsYPxlA?QHISfE+PYQfQS}$0a1L-z@H|lE$ z>?Dj7p>}ak8pGsHm4gQl-n^f6wqBOZlKJeKZ|o$ui+*zb7$fL4LY4_$;Li2B{E=qKJHE-1UL*c5~BBCNA zp1ZwNAI(mT`|;s|D^IU%{GBWMN}<-6a{#xH(7cT+Djj~DKO80T=3U0k@rkE1p6hNe zd3+*RKdvp1sjR$J`(6dD^v=#s!ADI^O;HgMe^7pf;V<4HA*R(eHLyNQPEB3T)JzD> zjp|B|jC_I75rGhV20)Wfn9D89o)-}l6VtS32nlULwn?VVXKK^R()1Yh7&(xRXer{q z$#5H*xJVreKVXRS`H_J<3|j{JeWCNTv9WQk%nxjb84ZBIoOLoChEz>VOrQvSi?&&G z{2UIBkro+rr7-fb#XKEJF}xcYD$2@V9yw`hdS^S0$6{BjN==OGe@aMT(BMkUn(XZ8 zAfGXq&_!LlHq)>hqNg4J;m2p7H{h7$qgvx{(Uts%l=lC^tv9NmtVUP zidW zPnnqPmzQ@@4V4vU#>U6*M`8s#fS*%qgi~wCDKh6XeCT$FeLTAz#Eh`z+}xfbd(q?3 z%*7a;t+KKVCS5gPo#UA4c~!$x?v9TMCvCf$$*Hd{)z^xB@kKV9pDVJ(R1wlg)!5hy#e%RYKivvajn-rM)36~Nx`uDptzSPXdtpH}pU2Dl zR&F9mA*D(hXV2b8@)zv}PJApb%i#V285x;A`z&a%AbaT5=jG*HwqnJ=J^w%~B_kuF z;r*i@szlx0-36tk&nvFnwQHB=$aQ!3!K)S>HQB=%C-CNb=*>5~!s!%(m|?!bucl~F zdS#ElsyPD-j*p{bGH29ORYx9W1408A4E7u+WcEz>K71&mvvG-)l~vw99x4aUoik^+ zdsOjj_frqY-Fx?TA`g%&8vjyhBG(f*U{XI;C(6dwx>^+gU%(#pskfbd7x(zFq~q7I z;S1Scv3QIg=~@BBJ=rFA{>#ryAg#WVQc}@{R@T<}$CL05>Wc*oKA zD7SGpohqU*3KqRjWJd4Q95Eg1OIB3HDc{Pj@jAb0Y_r9GK&NNStoQvMEPu=?Qvp9u z6L)cBWW=&1e=&;ezUYM=6A@Tx6>r|$O-a#)@VB$Qz4X-Y$8m|C@8TU*f!3#!>n zTuVnM1}G*N{z|d;?s?al`VVyTJ0WZ#ikCuWuyyNJ{^-{oqi2WY_Q97H9ERA;OuekE zEbOho-rz9|20;H?03>p3*JXTsZ_!}gud5pita&8sI2wI?a!zrLjYqN^NBv#{BMy?^ zF^lcV0`RG|Y;00#EFne+gF`_VvXr6cS!X(QwRyr1uW~OwUgf@Fj<%_30v3HToG!rO zAD(WDY9YZeCm}a?FXS}3cz%^&Q0zZ=usuV~(J_mIg9F2kZo@wg&9ip=1Qo>a%E44P z)+0Q{L`Lo*92F=y)^~LLd=8Fs9Ou-dC;pf_o(hp*m?NUe*xjSfZG57 literal 0 HcmV?d00001 diff --git a/automata/plots/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png new file mode 100644 index 0000000000000000000000000000000000000000..e954bf760d6ee0adbc533e83295862a3cac812c4 GIT binary patch literal 39435 zcmbrm2UL~WmMwhDS1t9H5d)wlq9~vsL9&FxC>gM7(U)W)-Ip>;d-#B$rX2r5i%NPvC3OU&$ zN({z=9tLCnnSU(CUxwMrci{ht*d0A%r)+Ix=XlP>kfCtS?t+E2orUT7tqz7Zwx-rr z`*}rp_i=AEv9r5iE4p{D<-b3`Yi(n^S74!R1}?Jnf~R#Y3k-x1r=gW9kG~ZlkMl zrPp=7qJQ8C7>on=qf-~m{l?(HTjD2c;cC0NU$hxZMdyCuy|j>Z?w1V*udJkBE-l|G zy@Y;wzUa=Q1qZkBIrN`#c5>3LvF)yWxM$U>RjdatY_LqN(7-54ADM%a$#Br>^JT*?)@hsCpY7X+wtR z504d_g-)o(s+>N1_R;(W3sl38tysY-s^a;5_fd zXIKgvS8j=nj_z(|4mPFBFIfE3sn<8xjkmcDnSSkW^o_7Cm^`K^HIo)BWEm@B+hy|U z)s4yZhjoMa^p7QaE@YAN$lD}n77?Wo(xrHcw=}4GCN8NUXWP9m{cE|Dj;xaW_UM=o z+rZp24(}^sF(57_r0DoSc*k6~dGW#(* zvs*p!0Y~qr*SB(m24Zs zhfPe);gCDb?6#w`!~bkLTA$V?on*96DJS zqzeiP>PP(i);hbmlol87EKWM-b^7@6n{IAy9i5%`qlfhp)e$gCQYUrs z({IP`?~ZgH?TWE(FK}L8{61M<(5mG?_DI9!me7ej0gLzh6v8B1KMu>CJn4@&%*)Ro z?M&Bctb8a&(~+Q)tCrd75R&?G-lapIi>7_%Gpx?G7r6J;MEjK9-xHl~-Vl4_#%dv^ zp6h^MMIhhd(9i(ULpq92KHzb}4eV;76kIy)%G5^4t#Kc(Q(v}pX>#IbzVp9%%#5pB zwinCv^c5^ozI&Vs{2MoJbg=KP3bXEONV3KxD;zoUTQ)N>xBT(p>+#I8`+JNz z8pXM%-8%IvABfa2B)=P`_g4U?Yx8X7s zm*y=vf#LB=N=o9=&CBY27kR6~)pN9~BFcUGYn1HWUy9n>+x_Ag$*%d=;A};@Is?IujWl-##wk(aBLceC?;xva-LoId`*;_q@g9 zvnt*F<)}^G!-xnDTH!pJX{Q=f43jk5S;BdBa!gut>|H)wUZRp|rIVnUeq2#v+;1hj zWPHiJom$L-?;~ZKBwW&5CI%Chu)CewdGbLu;#=L5qswPzr-zoUTGimkr94*nV@9#e zpQolgX#ct`TjCKd;*=tf2TQnScuaO~$p0}r?Hi$GonLqE#L}fp&D!#^9R^!sriTjk z#+eNbxKaA~*UM%m+C6D6zwDkFZ_qPqN{gYrY#ipUCM_+knPze~$6+8A(M|==n;IkK z_U*#aBS%ci1NlTRe7F>KBIwDvm)CmlDN5euPzd5b`ttfJ^$QoCg?i39%PHB}+4&dq z^YAEy2wT^Gc=78%z5Db)W?%K=UpEPuJmS+YdQ(%QY}-}-)-tm-3Q_tgF6A2`_2awp zKy#+Lii%&6H*4Ij4SUUSx0QO1NDTBmQ{&9&qT8FzXQsyc-Y19aTcu z$RhB`lP765oyR4K(^>l8f1tv53-b zyHC0gzuw@|pIkil<>e~oo4ecTV_j8YVFLwr{qIk|c=3YntC?Y8nmUL#JzWtjs2Zon zBj@ZXAs6&(&-hTgUUG7>%RqXApPyeu(0=1sEWRlWtZIQ9hQWtTVyr>W)AZYykGu5> z^1Rul66@mBnbnUE*BA0Ml%!Tk#vvIZMIMw7;7xDtUc6$H$w)`Z6f>zXetIz@>tyBZ zRR-hi9!beIS$>^dhjcB+uJVnxpI$9xZs+1E$>EJ#Z>OiHm+CmAYu=b)+3dx!-@Z@9 zT;rr>HBXf*Udtwpy)0m_uy6TqOV?PGx_<396&Dwe=ffSJJ2^WCAvH8cwS{@knj$V+ zmhw!Sm=0w0v=}D z%_S~IJ3A%4+-3{1r+H260h2eQZY;gOM)Y^w~5#`7FOKW{(wKCd3zwqLWF z-RZ+Tj#&Z6V*h zS;dV0_~VcGPUFf4e7@ztDO(18_=>o-GRkH7v79SYykBEe7;pqBN=|mf+RtN%yxcX& z_;4O6ZKvF_l`Au}8e&!V96fqegS{qNv9RxJQ-)<6Zm#(wQ71R!(BZ@5RZ>5+m9+!f z9YY@`6-*u1)zx(wdn;pE8s_wA=|+88!*cK5Matj5d-ri$zALk%XQd>#d0%AINNvbsTCF^_G%@e|B=_3B8vY0WX9 zihO>4e!tMrL@fIlpb4RT_E`0##P{#dgjgcUHuy$tJACcE-zs*=mM&|3FUgrPWu#J# zB9;)_4VyQ|ef#Ew%xA4JsO<4@;(^r!B2L5X%(US7SO3U$ZBDXp%FZ3kkuUaP&)oRU zy2N)!>6wCRIqf0w)7bG&lmg$;MX zw@=F>BO?uS3;mhH7%34cS;i%cx35_l+Fm>6os^Y*rZs_7(f56F^yaNwHTe^5A>jie zeco(8|9rP|!&v-p*RCD+tqhY23!hrDicJO2FtB>6uP#ojLH=E+gsXwq>CV#otX4aP zw?EUXC~%*y4VUrJmM|V_%jYjL8S8ngadMCS_iq>P?^Z3Hnz&!w;`^rKYoK0J4z zL3WSC%Iw1^Wo)*4Ya^k{T(yb8a0LnYa2`8B1)J`A_+za>IjIXD4ti$>)b;eMbGoW4 z$0+S^c6DW9HJ8_oCUS1yei(sRGutNe5ysth+ z`$9M0W#r43YTq65X{I%t?z5BKc}d)MtzD<2oQux_`?9lypA#DZq=TRVgkyba6zRRKu94z*h= zTV>mC6A%z+evcHk_MiVeYiXL_GT54HIm-*!j}4dxE)$~GlkYmwWVxS%;|TU}gPr!D zfzMw*6X?a_bCo6Y3$_knaZ`lVrfl12FTVQ00i{`OMSpiLwfHmM85(#piQ!jkTt3~{ znT8Etm!PE%N)sjd{mWtVhe)k)7e5!dOm+sOU-)>a)wW7v3PU~q;n!7~%rl8H@<}X= z=i{H*Xmp4K0WR7D((U2pt+bj+&v>PqM2Vdx++$`+r2k5xVcGhM5Mf1MyJA+yT@n&H z!0M?n`<+J&zz?4yH2X&270b%X zNDI`l-CbSAhb>*p6O_yR=8j#vWR0srD^BaMv$MCljaEzn!C01V2Dm_^?Yk}9cEL%K zI~nYfq99UW!yJTm1PH>?XcRAg7b~V;^i#-4jB<3-_kqsNNNk861XcTQ;l*{{@^jHD z6EAY}#*MeYTm6+UJFAv2Tjm?FB`gk8xSO9}Da>u;25m(_i}%%C4wt`Yg`U^fU$<#f zEReToo^?w~1>oO~ojaT3BICg)`c@sg68!-W4$#RgNk$OpaEEQzj37s z6b)5C_7z(WoZ4~RuNpCvz@3I?mPz%a%N)ILW!P20kMi>JYH=ZMz4qc_nbus#hGKTl zc;wUk;iAnB_9Ig+%T}zYL-wjm(v!k}dO$L#0eDxkibm`${H~-BB2+=>HeCFJW%ozv$rRCR^ z4Ck1GMK_l)wC^Ey1i$!oNeGg~Mo&-AHHb3ELq=@Q9Y3eqGu1+JG!#;W?0Qb+4(N)^ zoH-e#k=p_SSdLU{dEB4d6birzKn2s9sM|rfy_}+AX1y40yivp^B3&0LvI0QKBFZb} z+gOdFLaI^4iBqTU07dfG#j5VdW*5wL9Li`eHh*YT!JCQC1K!1<<<$ z<*OpW^zUB>nvIc-B$e}=E`I*}S)V=!Tw>tQt#RIQOVWcUG;zm#H8QOprb7eLkJ2yp z=H%dbC7aXdXO1B%YHn^W50h%QYQduClIbrAaz%OFIn~_=oPjR z6aF?e6^vyX2(?ui z->s{O*NE56Z<6Il-s}R_vS-oL)l>8z0lHeVe!USX0HDZ3Tg#IQXU)9$x&UyDda55s zAtZ9{+V$qQt5<`tYlFbWH8O{rtqX&IP=Zqo%Qg`gk3Yj#6QjJ7DZ~x(XUY+TWqqJU zit#)h+LPQ2$2`WtL~(GXDP*~H@UQuv1K3xTDyKk(?5iXu)_!BYO!s2pJ484Ti2TrU zQAWqML8xob6}&d?KStyZTP!ds$@b$Pi*i%Al%t5(f$qL(Xt>4{1C(roE~OB-?{dc$ z#t6&AqXmo)oTdIe=E85(J)8g^(-8yHty(qP+S&*>s3mI0NdLN6$9~LXt;f-uYcC$y zwTRoLWLH_L7^=&lvqG9n_vq^~x{tUf;ImtTJAU^3%?W@5q2rh3ACfY7ZHT=6u> zt!LOlD0XXQ!~+|4t(Ur!9gIAL7Z8$>+r+Q%;J|65Lq`Xe$@3roxQe)Vyui{En~w-| ztV+z2=g$uU>BM4HZGx~h`|b0pkQ{&Z-?>-Gw{FmNl12F#+^Ouh=DPBP{p)@Eql&AdT`>3LKsMy6%M+k+UK7D#*VnQ9!f(XFF0~dd3?&dl3 z>>!puc#}hx2dVtMDylvT?dRto10mkS$$4ycb~Y9iN^+`ad#)$~oGS95 zO4Nysixw@4fi6ku{S_WUP zl8T37Qqtb8M=M~#D)F<*#uJ0Bn-I{f^2gOCr>Bjl!?g|_x&j^HG1ypHRh1$FYXd?z zYrTZ)*LWnch^J3?(ar6d^;3YETk6x_XIh5|UeoiOsWZ~Sx=3kp1VG8PBrTR8)A{q~ zJG#50apM@km*dBer__spjfT2^)u3&#ZQHiS*-HW7eTYS*i(^>S?CjD+?Rp-Cc}$g@ zn`!r$R?x|@JB{c>iZ--}{LxCW#z847@t)@#lLPg$V_+b`bue4TzOVK!z>mW~Q)HxkfEn;ZQ=w;J>#A1D%}}0JuU7{6 z8K75BAe|jLe~yb&-c(;4fr`39PfyatM#k(;HY;FWH8ZUez)vM6T5Ly#huOLDq@KhbTll2c)l?i_|5 zl@J|I-QFx*zuiat3DUYLaLp!&%=L*naR4RtF1(03(STN5fKxsaUjq@M5^>KMaDL5a zXD`!qG0hbrmRdFCqH550b%XAy>8}HprNB^nf|gAxzGH8;`#c4P61D00eeStj2$o@= zhNEin)MdO+WA;l3xIXgF47MBv0D_}LrU0x&ZM(ceT?a+XTfMw~vWGeb!KX%9Q6lom z(OYIkUK@cy?;}Zk`ck}5j&>0wrTf0V=Q9WK?wQkrL4ko!W!RiwS+ygj(@2y22sQ8y zA;2{|Pnx{EwgMcPYBdq%>^pTK_^T#rYY4a6-4n8E>Dk9C=h7DwJ%#|@3$#;rXWL=B zul*YNs6&`FrbMDVBtt-4b0WmL;56n+HAz?EHk*VdB)lf?-_bI26Uguj-sgQB<%<{2B1INb3 z#DDLff`+w8QBiTUH#$sIyU=;mX!PTCcFiAcSdVuNI2D2ol&z7tkNIvCFgaCF6cWY} zgbV7{*kVbU5|L$gBl!Ix%a47S9o1m3iU7(960DcOx^}IKiPT{+hkg^%^VJIw1DI2u znGpEatX*pW>BY)>i^%y*NgkexJVeSak`hxuyIAD9u<(TJ0adIxf)FdXijzD$U74Uo zQ2(&dy2q+sH0Zik$nqC{AGwuofgvga`SRK%*cY6UZBVj$dx;xFsFe*;qviXfFqd7J zYd#3U4ov7G7W3!NF9&=~FpN`A0v5_0Dlq54kp3VXRFPcq=FL82S7Gc+Arj(>Sngrw zX-;w*HVRukxND%6q-)8O`XB_%UbF07O-%()X3Kf3U@IjhrIgl*09}_7*%a4&py0s3 zKo)3xB^F_x5U6ZH1@yhmT=aE89>h1%eaTenjE-A77xIt+zD z)C+;8T9aw5cm1LpAVv|wO5T@0mLKzN%yYKQxVTxr9GU?Zz}Xk`Lq-S^O${5d{?W>8D-;kTW5$YnlOA|O3BdqcA3cWF=CEvuKj$nN0KD zYVjtz?&GStt7?2Cr{2^i>9teAz?WPfVa7PeaiVZFA9yj#noSxYYft`m%rZO)%X zk=0Ow9lNRvTw`Bzrgdga4I(S8PEvW1sm@;c_1B7rj%}vEt5_n!$dv+k96r<*qwIR$ z89}BIT6!tm{L_ej7+?#hVyFce&N+hT$>(2}Ka&2n9CD`Rr#Dzsd-KP9xm08Qmj2@( z`%o(3$NdV;u2@aZckk2(XsNencOSd!jOeZaUV0m_8bw(zKF-lw$511i-G{3f&t$#*^{4rq)s5FDIvp|Rj-8JxpS5y2+60@NlQc|sYttN0?DMR1(cPLI1Q9Il$H9ukJO94g1iu;V1YJI zm9b{GNui=)*Baj=q$1bGYt#_sK+Fxizel~PHdXsafTw95zqF#993Qf+5P**`=q(ko zXa%{UbmB0qJNb-*>3#l$y!?I=t_QUM9Lt}c4nJXIlcJDM@e9gzFyLvRmR0uaZeWPb}}H>~-ozCHTokySsHZTJGl*)$N+ z`Qv8fAauj?oF@X$68FQ>C`X~l2qk#iI+i6XHbHy`H`Yl{JgT;I3T$}`=eEXdacNJC z^=%GYWa%cI1tK#KD&;BFW_S8)^_ODhSYyvPDKyjOyUnrRw(CT$Jyt~~y#++R$nn&H zIM1T=Pu7J(F^fLG=cAJf3Kb4w0fkZF3*Aucgo4_tf# zvE*@F!B^zpG=#JKZ=Y^Cznc-@;*x_tQHz4`Q)Fbtp}bLV@<>3k@5Nwc)@y;hp$HTA z`|tnA|Jr2kf;ugffjuPUHd;wRI>tEG%dopgAb>In!J%GDh%GnAb7nkXldx4hKG4@_ z99D( zskqT%vO!~g*$pVh za_>}gf7RvP*SCUSi5-K&Fgi`U*=JiWuvVU0TpcbH(B>`h`0@h2Y~c#JVM52yfT zV$S#iSf}dl$JMHAa*1#2x(y$N8rI&lV&cBKZnA@6ehWsRF4b5Oh~Xq@)JReSXP+~W z(e<*M0-#fq;7P#!+wf;_ngitH0Xs@i$j4RVkX+3g5+AmCOj|TE#Asciw4UT>k0>;hP{eE;l)rZqtB z$k7v>KYe`S6 zeNvZZ8*@Dw@sDS5=DpYQq04Y*P9X7{17Zrbeuyj|GW1=` z%9-)>zy?a9jXEk0=;tO%m+Z`IT@JRPjOovINIm)fn zkBfK*sOi-$#Z>rC(9PE*>X>bhCFpSq$&dI0u-Wc?`%dB7urc%s`ZTZp=RY4o!!R9e z$tH3{>M9Ke8M+{2g1Q?d0dTTVrGgw|{*?D2;F^_Sywgmp?r_LxEOw9p*z$}U(xMp%~c#oP~q;r*vkY@lX8b}5e*0wKT*P5lk1^cdGD1+dD?f9m9JFuS^JoyFH3f`WBx zQM-b)Ri>SF;f3ZbjB216_`hlX8s1f)8wrL~Bgdc@y?pu74FLtO2;8zTojaFzP`${ccYFjTtfpF5FofG2A@!30OB>|~n`Zj6(l`Js?F@DL zV=z4>1x2yXn3QL(9i2lzmoeQDZiMV@rY4QNX2$OX2b+Ny8CvBI2!)Kq=Va+Q>v9iu zL#=LpWo0^Vw(!TalzC9(_>||5>9BO}9XnpH-K*PzGUUs*kCU77oKqFbvLaPe)RT0h zsFdvj9Vgk;v@m5+Yhaw?MaY6V753u@Qk&(vsHVza0Ci$}i5=V#R;{p>ShO(%!WNW` zXSz;U(N0K3QE(JUleFG7tgMy|HbJa2KiU}nKeD}NeLBZ%MfdoRhTXe6(7UyslH6T`8TQs>eHk)! z<+{MGp)o6!PjOAb#N=s(@po*T+t>>ta04l{O1e+6$QiwVc22`;=*G^_XQm11PQ;SJ zDv&30Cp+#bl9l2Fbefnm$>;qWlpJ_^{6ksPzpi#dA?h{P4|rMn84?_qODOwdZ2z$6r%(q0Je5eE{0%RKw168xQ zarGl;=HEY(`!xcjXLH;7` z^s5I;#fxB$p#-R~1>pV^MqSVw^8YSDK~>x)voR@e)3X@JzCzO@AOL+xp_}*(en-I} zp%Y?<3XHlInk#vD+5Ny!wW0rzW)4T1B~KC}C4x?p=(6O<*F&YJe>1KKj--?x4#m=; ziWPzt3LGjZ+~69=AwSiaC*}KFGKcQlxauakB?(!#wS1Ipvv1J3`TOtBVs>)Lg!5-w zHmgCcO`ApVutY@eaynvst4zxQF^`0Dojj-0NMfU^GAk=@c8)Sj{kySS5Bc^d27p4H znb0YB5 zY%jhkWFU*m;&he+7al3xI(IU0Aik|zsq6V~0fh}%URLVSh!!_*-c&kq!i&x0+d0@g z<>t^vB!4tSY7Rr)o!+z8yJ(}rL`)bkbG60oU+otzgWWV7Z4CY zZbFDcax@`(lJd?E91W>1!B2i&SUkH9nu!WaW_%nYL&%%^`1RkEiL8=A&e%gM@~!Z4>VQHCl% zUMV)zgW;~HVk!g$?HXqIh4X72JC@6zKa*~znrlzeJV2OVV4z9O%q~t&PW7a_%~R^w zIczg{Ngeem zaUk&?B%AxZI!(M9(3Mlg)X3g^*Kcx_I5&5>W*gu(0Jgl6(TL-ufcbjRMkS<>j^5rF z1R>PR_cw$acX#E9HccQ-U7vPJXYz}wOA6;UWCz0{(hH@$76WaO)2+)iego9g+1qP6 z(FPinh5en-aPO#Ye;KNYxL}awp>rQi3Xugl4IN&FqRNtC)oQliY$V-#ZD`$eSwn+5 z=KYzNu6LUZ48{&MK01h$@=y_y9gN$bo%@x7B?;G{Eg?ddFo&j{gy!A4bShoDIiRpA zX$)EHFN0Ruh*|(htqSB1VEfZp6_y^)OK%e^ggcY?C()<7+hv;Kt9rZb)QR0e{CyGe9dMYyffeKYb(Mf1NYcX>1<(CF;_p zOXfFcfVtmN0b>c9)AK=@VX!@O5PtHO$7kvzjcY4MogjLd`e3~kq$N?eZ_iqt^ToYE zQkuV?sgG0N3(*D-KBk zcL=XWqf>zP>5WAw)+dlr2C9C!&05zMC)w(c{5B(16K3P7Q}cUwC1)!gJ9Z847L6p> z^l=KvS=N_WFeN`+{a+A%trc-qF3)657x* zrkP#;`C@)mehVoL^A;>7vkKJ(R8Z_@9$4V->Xf8Y;784!M{ID8C<~MIw zW%$Pb@cCu?c4C=O2%74W{qA#X@XIvkwIpP=#bOPcytuLm1>Sp~K7S^*y<#K(5v+vN zuV%8cvUm87Em^tc6!b|3C2>7i`$! zWW@&JBeM_{95xu=SiQr>&Ko(zl&}f%YW>7-oj=+k)1ZR5?Yfkkreye*+e_}&703s* zGZPKlL4RCP$%gS)9!AngWTnSsZ|HdB>o%61rNHTqEL9qesg%6UCKb!I)FAl4xej`rK0EIpB@tgJi^%TX^d zZT*ov6awoP=0hx9Ss0-==+d>W>SVDu>o|xz6JRv39{ zR=zf~A`kClf4}1VSmoWhWCf&(R=XMnGSm(9eTTau7BD(}$ssH34=vAqBz#b%6}l4@ zmonovuUQjLrGB^y)M3wByKY_Qz9=$HcDbK{TZ&4q6S+wXBk7EjRX5yq)IUvEwM#SqwH{=NFmF;Oerzt(G=WLq(lOI_zg; z2VpNy4fFnlwVxSli&@sAae6UrEs;UTQ{q+weT5P?sO;xV9a+fqPP7w`BAtB6La=@>xu~os6Y?2 zJ22n+WQM6JUrydtcq;)un-dc|iv#xjxQu#>7WTDEZ)8A!sO|8lqvkW<#OT|SA+F?{ zzeh%?au3NrbO*rm#s@D^Z!kkpp%Q;VUgA-#bBfp%p%Pjs+y}iBovdpL4jJw9-ZIb* z3L1}cG|Cg-O}cvI+wXIS>8b1b_^bJS&(cL_$Zjl@+w4+piRy<>CfOA?x!sV9I(wYbf$x!zU7(j+oSy*|U(3!O7F`?%=t`j&87vBJ4@ziCMxP4c z&xJ8dQYN7r#YYjVMU}UatTZvRIao;vdV_ld^oDF@$VQLlM@=te5JxiI!_^&Dqmk|J zS{+$l{|R%|%<&4<&^apr5N=~_D>~```wV8p`1npk>UBtVgThVfl0C;)D!2pLIryOD zR|ZcA>2N5n#8(YL_9Kt^3}A143dG1hR6R3p^a7Cjq4qgmV9qtFT^TGWA9?)#J4A9b zp3LuxTxj;dmu_j#{DTw)2)FW(Ms40-nMJ_pg?yt?xvLu4+SJ=B;=EFsOVSINAQI(D3f&r_G$RQLy6V4(6XHvSGd>%8G>FWXo(Zfjeg z1`Z}Ul4erDI*nQtF=9i41G$}BNSqPsg#9DLVW=$uv__+h`*V%kmlsQf?BQK-hmTwA zfhj|n7j)Pf1?)L|EO(ES+LY|z?IHjJMhPX?q9D%*;BBmYf7Mfj4-yYat)tc#L?3n5 z4?QSXyu*q^)6&irEc*@;|2%*G$t>b6k4DN7N@LIr$yD42k7dq4Mzab^nq*qRs#OKC z9awCTtqlqe4tAK#%1ybBNrWX3EXkGWYoTTFzc88hWx?4`CJ{nm_%8_p#jf4EkE1zj zPHsmx8>B+hMyqhdnOGQfiSZCt0rIThE2W;Lvo{jM6%5Tb(|qd9soEN zx=$JQ8nsve@R4v62Tu?9-a8U-)pebZlIxz;vE?yFScin+d%U6QDQ=J1!58UbK-atB z!@hwqiP4j{FtLw_JT-NLc-bRqn|8EvSjaJHAB>%*Bu z0yic7>4~9+c#TvQ^i_tqUS2SNKK({z@mLhI06oYp#AIOv#389qO$;TWmOu>_bM^_i zRIp_f!N65f2px5kB2^WVn=Vyg3BQw98xAN~{?t%v9WULJgnBu4J>8g6Jc;2%@t_!I z(ez+3G`22idnCOeK_m4TeS#7{N|M)WuA?``wD##~RCONE*X(=W9i^QLOQBsEPi9BS z*p>Cz?`9}RLo<#*UyYWOI*`_5xM-oSbnTM1#y^pEMOCUCl=s%cFouumIl3Xh)&FsI zc^%6CstKB^@b>rsQ*GDxg3mq)^^8)0)Q>D%C%0iKfW)d%1WY$qN0**Z@xQ~zunzfY z>CFiD!um?C6E2kcMH%5oq3w`+#oTcSgzhP@6?v3Y5;O(T%+UwQr;d;*x|x~iGP~#J z>`waKV0r*pFC|4Qa@9w_zO^9^D1{o&{NNSBMkBv;O7D(S*b49*9-{ULP0e5`+4ATW zXhVLe2F!?;S{n)@8N`A)FOEweSMI#k@OeMQjy>}u5fxeN>`2%@sbe@;#5M|(p4z{< z5JDNcC^Vvv<@=({Pum+XA`Xy&_6AAglvSp(&;QKMZk?ah^iI_kI|H4D>VUBoDv2oU zso;S?mv=xMIsrV$;1I9f5%L{ZI{@{&kp4;r5?&OyG2{!U~ zA8Q@`BP4QrSMF2{jR(j>yQ~ovme#SeCqe9%hd7eFdBNE~ep~8m@NlK=?Dxs~VH56} z0y3GC76&e32QLV!FS_t^*CD#BLwR}sGfR|f?V!Cef6Na3utO4Lj^`p$-X>p*)yIR| z)K0y89sZ@%ELaex4!GJ((dI~Q0&Mdr*gYI-JkCVjfkb`8TX)Dz+0qRqWXi_m8o{L2 zx#1DXlpI*z`v$_BA-079S(XvPDk$2wIelJn54x}ypAojjTpuaqP5QPUk5;|-_b)HI zdftYs-<~1W8|YjJ7C%n#_n%nyJ^zm4=P}=kG3_FjRQUF6$(?~nvKgA8a;yp$DWa)x zkH)brm#JB-QL3-6uK+MZWnY9s0dT5)z|nE(-r>DQ+!*_FR3|_cWA53gDDZH$Z^ZP| zfAJl+CZowHgRCAj3V50>tUP|IBUcFQ1e!2{L>~o`#JP3r^E9)%QtF=l=xoc8Yg)fW zC$5NPv}9*kAePxiQk^$$G^GZGQ3SZg+LFF+X_#o(8}`dwH0Z=GG(z{Ec~Yp;TXHYd>^Vn0DJ;tObaW?5tNvLg=s7vPL(FwzP!O&? zAvBWl!{>}BP|=aGpjKuWUJoWLWKEuRbzh?7Fwk9oa$d$DZrM;orA09Z@@m!+## z2~*S*LCVp|hp^2wzKxPJb+=E#7H-*hCh=Z8oBFIZ6DbjfZ?8EMh`hgmkNC*%Fk;!V z7`wUU(IQ0|wyn; zLzZmR=@}vWGpY8-lg@Q9HC`pNxq2=xIphUG-FH?sGu36>tOjWQ^U#nrhC%@@=`9|f zWrN~6yx@Lb0H(+=FUhw><|}NaQ2@AR%l)WodBM!>w@1D5+qZ9ln4chkD?LG@7AJ8p zuIIBVjDBuJT;Pxzl>JYAm|&+fF)pxj^c4tR10ODbPj?4x+0pmkK z))LlT2O+OFAkWZ=1d(uTL%<>%g#ZGKuWd&*^#47Af`Vn^z!Y9vnDbG7^Ba0Ec4;(m9=A1f@k$82z-6IB%cGf8>G6V3(q3xD*WGt18jTVdE?13xl z9Sn`B+IorF*%sY8$6jPL`RPJzYG}!}UCzmp^$;F~0}s6WY+#Tm$$X(PkKud^hj=WD zL0C5s+vIxiAmcMz7NgAVg$9>KN<>9V>GMvM^Ap15jU&Nig>0)AFtj)P%Ub_@v`>|+ z^^Aia+tCN`h~b8bqt-fb@NOJz!MJqm7yNy#COq9DE*%`Ep^)q#`GyYh<>sJ%NoRK8 zdiac{tE+e5SkyjdEw%Oit z4dc?4KLpGfmkyaDWe9ox81np40}eM(itO%DXGwl{&I3Cp)S zrZ~x2?7ui*8#%uNsnN&(QrlF?#0w+RBbctt0VnHSpkh(?IjB}tbg0X5q|rJc7ZAQZ zmW?S#v9T)0h2}AK$)fk*(jg|0MEayFUxeAVg=d|Nt7OhVo7x*8X-^w!Aso1rwI3rfd)Q>4@I-kBj4T?!cNY3y%s*co76kBbES|m z1`-_hT7R%lF<25wgmH+6E|_f~R6z;YZAo{HDA$@-X_?0m zjwj-TVW>klAa%>g`(9hgN^L&9Xj!O7p^N%e$rwaxH=W6oJ2;F9NOOqJ=s`Peuz=|k zQskj}m#LlzKX&^atOjFP1kD_G$cUKHR|tna^;RRkQ}UOa>-&Ss%tYO#fsCL55nZn^ zaCB%z)uvIjT0BApzW3KvlBdAN$Ql9++5=w!q0D6+YL}tq9ruN@e=ai-NQB(#3OZ#z zi`47y@lOl^u9VizZLl=76Iq?nb05DCgT)xgT9cm?_#%JN87=QrG9T)kl$S^7k0#^_ zxyx9@#Yv62X`xLJlTNf(FYPz8zLAUOr}_?UUtlMo&8=i}LRf!O$J8yjU3Sk3&;ri# zQ-8Lyv}2oZ)E5BUGIw#8LCp=);^=6qRyWd+j&)3kYJOSf{gAo+D2pZ};dlhG`dl}y>_$!oW6=%7_e;!uFvjKM zG!ZK2tw+g=1OcKvIGV)o?%j{I?-NgC@W6`A>W}7n5$-~_=XqC*daqga`g>$!2I#4U z>{DZRmS_qKH!oy7+In|xyrJaME}%mbLdfo+(V%5;zn>S>o{|o^^N14QA4pfnDG(t{ zC+ccOOoJ0nPY^uPvH8Blasm~UXCqOe*M!eMA z-Un)uI(@DKRFvWfI+T3>jCOyHF3xv3jFjmR?yZP+D&!nGVkDg#hTL=S(A8_$@P|0u zrrcUFsc?0~px)Jog_|kQ7Aeou=-6`cI(0#y`tml17m<;O4JycVE|HuP#KIkN*l_vj zy1*U4QV*H$xvyNg!qK>MMrklgqbvpurtl4!1p`i3@L^h_&=6*^xQF?F&~03*oUJk_ zLZNKQc)o%fG)ao3^HONV;W6Jrs|&A^oIU|y_KY*jxAwo2XE?xQiS;9XQ7IPnZxghM zP`A#Ue$Pkg4yE$jBrm{1LtZUWxINGS6%R|d^v91MUEsDL-8cqKnIztTzF)Em5dSVh@_bAyS`1^cH!rw!qz$9E7N-G*HhgG$GBQ+yMSH zW5_Dz$PrCA4}|J{DBMs7IbJo@dFFu?lKy-{98V_w6RT*g_GHo!hQp}i&D|(0*`ng& zVmfBz1U$?J1_tkIn<4v|zI}3)=#DR)B6ORt2-Tk=I^$=~-VWD1oQbLC4ZO;U+9Kwx z;E8A~oiqPC)*V>ICT>Di6|&@$MIGL#a_RxasaWZiP;gEFWh;Ou6XJ#WT7b+ntr-B+ z#ze>H8z^@=gC&&{Dmf34F_N%!>nPM3YwGb(#)O0gVJ2B%NZek6#;Rf?_F}J%wsr0; z)KAj!~^%?=m-nYamB)(86cZCyRK z8Ao#b9#JlQ4j!U=;dG5V=BB3a9*6{$Em(3~QnDc}2sd<@|sx z5ay_+NDZRsW+Vhmrw5^k&CQj%xfC#Q3_y#NRXWB9-3>7q+HR9+Xx+--%qXeJ&Aq0h zU*N7qON@DUa>z7Q}SW0QV*TJLcoRaHe5yV_PU-k_S9oXOWtF4 z(ioaHoheXKQgYI3%iIg*n@Bru!@iBDh8MDVest0IBDITbDx@HBaG~!1_U&8pX`&I& zwyxoWI?fYgJg<0rMc3r*mBB+eo#8P;rv~7c5}F`X(7Z(Mi~4cW^pJ0BQSmj`z?)#5 zL|}7@Za1J?A7tBxTO%|1jC+hg-lKEfXj7v^CoV^MnnMn^6{@=B?VXXBtAsTR{$)H$ zUu9&m9lPkb4PZ70=2k)Q6FDW^J*~f|1faQ0cUFuPvpoyjha=DEAIZ zl~1whg$&7Z0h-PshtLqf@%r`a##-vcNz8qR&;gC#+WkAA$mBmo=(`_W=sl?nPYJ+} zN^j^bd%!`l1K)1|UZCcBxu6ANRCFSz$V*F{WKvR9wO8*mows=E()aHXdkeDCybk@k zu=Oh1Qz;n>hCFDWC=&;s6zfoV;|_Q1%O2`ny=# z+LVgDE4}AWUc%*CY|3~LHL0CC5*~PJH>Hw4x&!qSMiChIAVI)m@eZOXnJdT`h+bC5 z^BweZmzb}`dxTlKL>J@Yf~@soA0Rt4C%yi+$nQAGMW z^BhtE{rtyP`=8HOq|bhsA83SbXWZvTSQubpq~Y34bX3c+PoE9xwAZ?~oj8k(4B0+4R>q<1Zghy17L>KKzh%(a1bP*!a0HkH9EBx}0Kw zki{Eqt2XVC5gRMb6-k#|y_k-J2clw@BNW4m1XeiSEk z@^Wy=9T(e}G&pb1x^;mjsa7(_{Gy@+s$UE2T!a;({i}};D!Bpvr%mRrcyrkal^b^! zhNNUI>^iWB!SHo+kBknraaj9i$xo~2633Y+E5=R%{+Y`bRsVSw=^)4U!%f-yZL?kMOYS)|{Bh;42P(O`Tq!{_sBGy{rBioo zKTC&xj9yO{{~sUV@5h?bXaBbCFlHV1{>vkAD$I@2zaQxi0wv;aDHTLdgXS@(Al%U5 zqv$O@4Lc^~1g(m;}*{{icYk$*1DxkVTOwp25BD9Eeo?V+61 z0s$#o#LwT77G?mT!m%3@k6cy1deRvGeb))jD1{YjVz=!v=XB{S^mM z|E@&~6{lP<8V%_LFZ55vK(}ASx|`l^>ncR&^W;LMLj@rFP~(9ej2&|C04JzA4!J{< zsTQZEK(Y+r*~4|bb6@nSMp&n;go83;L0brJ;-9IL!W@z!Rj#0y!%$;2`T)co#FD$r zGAaUR)9!dZHGwaU>~W(DJ-6SAREFZ#GhT=!w6i=u|Ox3xS(G?q2rEV zbc6Xy6{(qIODagwNwNSpIO`)3rIvkHC|+IIKK#}H+D~&KEw%R$%Cb`91I_B>{)JBx z&;kfqhzm6-UjaHG$;BlWMGoqQhBp{Ty?pF=Iycd~q@+xz?2KhDyB)-+OX6l04b!l7 z08|85hWtzqx{USD-F0DSk?c-IBi;=>yPcg52(xu;{MX;*jcqPs{40dxkuF^5dg=Q# z{M3KncmE53ddc~(8#p=3Nx1529(yePS4eo(uBVyzzVY-{_G&sr1V8`n5g${xvnlszS{r!38qHm=jQDH6!BZ+&OceZ)^Aew zgq?%Ho5OT&4}JzYxk?&;#)JR)D*wAwdhE}b==iCZE8W7`bmP^s;?;os=xIZi~R zTbvY^hyH^=lE`4J^B$cUy=f@PsW~C=0S8wya|T7U-^pm66~2s-(R5 zIoVE~eKg||_T=0qA<-)wn7ij!AwV45c41qEjAY5uzOF*)&RZN!@nUz^Mnvuu+r>qy z2jltuxeqA`Z2dbpIVdT2+}Eu3jdok|;gz{nFL+4Gpk%^#3{IhU{L5Bc`%ZuO^Av0P z<#qMvH&$N?yYFP(+7cU%L1DZ-{EYj|77uyqNab1Ma`&+&AK18JBR# zXO=)k@b&Aq`qH5!P(D9;WD!5Uv2_X1TH)+p3AXzQHFVr?)J6Gr!bdMPq_?wOZX*(+U(d%5wJA(KQ-(oMqS(ExDI~sm#x+z{#%E> z5SSC{quk(>!7a&OZKCU6mC zXgQ*P4A!sR=z)(C7Zufn;9F)B0_Ps$Uh=FvI=94cZJ_JiaRkAdW0BMVPY1@JK<1p$ zN)`*4QtD-(b&psy(?>7m9lkR73r?YU0%?-^$zaT+W2ftr^pYIgoMqbD+USIA@Mb!n zbTkhsc->xI@v;H$O@havz||MSwir_7I-f386{%Bfy8(UgAlom}j@!}8=MSeQ!37-4{ko`#PTHtkxtu;AJ@VyF>HXZl z_z=7ojzXUQ$_D7rww+IJ@xkr#<#(4C%*A8rPjun`zJr0Gd2uR;G%+%LA$0xBhp7oODV>qm*hZL#QMn(kPT!%GgPgWS$ZsosK3$TPP6~8qr|RbedGA zlA$t|IWq|f?`Lhgr*qGJ-{1Z7=Z|~tIksm%!}nR=wbo}?|4LT*$NYAE>Gq;= zFryOHFQzDm{8MqEstT(}?fD(IY?ZAX%l`eWIs^Lo z5#rnH9&^C&FE589tzp)(vE0msb$)RyJb4isVYo*>|6M{lTB_MfA3t8;$3V%*-c2f$ zH3BYNY-$w>;3oJ5KcfjU*KYgUKA%13r(<<{PZ6EJ{*gVvo=N9PHjz$vH0(-rl3;#0m-Ahj?YZ zMBWI!chy{>HB{nFJ~N4Vd&_q3p)=YXi)e)yPB`(D@`j(I+5eG*YqD#Z?C^;k%FowP zK>pt%zU}gtFCjL#9 z-x-FN;V-{lm^o7%OK&V8aQXCcF$aeXomN^3J68V)(b=%s-acW{eg!S9(d>C_@t&On zFU-{td&|nruUkCx%X$r98)%-siu;Z}0kK+nmW;mVeE6j;%(J3z+$aya5f#-0YMt6C z_Edx#>$%T{Wbf|2|2Qojunu6_JtJ!B>g;v}ES{Hdq0R*MNM=*nRZ!7cOc;N`6}tLB zILLuub;YBn`*!kq_EV^sI{BLuTrC2a&z?S|;7#V+flEivK@{h34~jl>A37kz)`8jN zx*yOJLvdRyrYlz3MY9<0fl}&+R{szVVEwIfARc4%8@q|FWx+p=VpREkNSaH(a@c-b#J|d zy9F*`Kdh7~xV}!r|C_LZU_~MOF28Gwrm0q!+XU zvX0wPZ#X$`Pf;7oQU35|0#_GO)Iz6z){Gff(Kot-LlRLPyy81Zr9V`9Pbu5#eT5V4 z=x{5&uf(rouse;mOD_s4fBeXbLU+p&f(jY|K`<@>WN^mBUa^Ba=6{@7uw-N5 zgy6wKv7(|P@`@uaJO0i^4Inq}(Olpl+Ne;9f$mwpALwaJ#Airpq;~Gt)Q$LdfRC;B z+yQsP?f*rWGxa0^|9!^yu%d95p9$|mvB5O+n?3TBN4*J+@?B`q!9!FEqQ#B zuO!3G1r%RnvJyq3FKoVuz0d3~?g@6a+dw97Wc#&Q4Ff|7k%F5Bd4bV6z_mUS3z7#gS2Ae=UqhtXX1tAXvpORD`D9SdXJHj~d;pQ#VXkCaJ z-1l8YMJ3TKVCeKMH0cs7s!#}1M-CdJH$NAsfSrF7s1J9%hD`4Qe29hy0Zo_jax-dJ z{YO9!=}OC16kf5yrSR<8KrQVaaRr9r;*d}g`4RVq?pz7g%*=045BI`^f)qn*b%6lf z1dKh~{ang2yp#g1XKeNnof}F>0JiaH^*0_eAeI2_-$>dxI5{mrC5AHZ570zK03V(l z8PS|CcJ2CgPzvuu91rp&nJ=fF8OI1n>_1}hLDd}1x2lh0+3sU;<-&H?#=!J1g(ku( zeiwLI+#4q_xIz-vH2X@g4$1Kgaz9oAehJvB@5DDI|GJQ~PZ0|anOmTFIh_`yAW{6I@@Bki0W+Y* z3d(YDPE}Y@pk}eNRDj-)e7Xoje+mLaqQzGKvuDYI|6#?I(PYVoM zqYPBIUYwQ%C?(_&M*uh?p&`*7;0250(bL>!OWiDMGK$s!$V9eKmhTa)DIBpJq&MLS zXAXa}1e^AGXqc)N8YF9A9cwssCdnFc^kejrkX<*b0h%g-_cxG9CX-mJ1hkX}fXU#*J`o3Lsm~hYAoK06Wsd<`m8&VDCFoo*N+A3t(z-72rAp zEs&`yzzZJGb`-`ynCxN%^r_J49377hQLy8>LLY0;)KEP>>3Vw2$HgbX*@WV z;%}@_5nukx1KW27F)1XY3IMzG0{J%s`ccO-q$wiMV(TL8>EpF=I#B##+{`a6E6rZ< z%8zN54dws_CRRG_wLI*-R^woFG)$4r6pD(N%48HsTMxm?AR82+k|9Ac!5jFJ_)Lhj z@UQC74cppxzLj^ataG0{_}f!zr_rs#^LqpVtyL*aGy>~Q6K%FIUJL|ag?+wycX$!{Prv=f!N(0i zi~5X3sJVLInfl+tg9Df2Ew+|=tS;~@wzE9oc>SeF zW8WN+B*@9AFr?F_SSWNWt7%A&OcgO<{sX<4jTA~3J5t*#)ZKBQ9NvZobu|BdQi2C| zgV;F89Ey;iB*1BKo+*uw!mO8da%&j(H2>a8$#&}O3&ECOWG}vZ{;ZFoh=|+KOCYAY zxeukBk@tGKSuf?*5f}Q?5dHgxfxSTAign zj$vC_R1|e1qQG$BYNp=gG#?)&1&)*H)NN5*_|jVCQIE3mx5jv0K_wL~JC!30#>(ws zXNiU=;J;rwy3+5Q(9WF}k!LN`xKN5IgTtc%PIfr|qz9u%a99&NumuoeF>JdFYY~fG}Br_Kx_3{y2X0s88+0Eax28d(})&02tq)fg)_iBBs+(P zPaaEAHwQn`y;=SWMW6wKGA%-keY|I>(7BQ}&D`e?%du%`)}LQzjj&C+hbs|O(CQ&X zUF{rK*_lzx;_UGLLDiO0WtMo7#ZpAr%Owg53M#6mI$ADNWeFAkJILqN(oip$ct}v# z;X?xCurDy&DNR;JW)HD(y}iY!LQv3Ln9z zD^PGrkb=d~qrqZYNwj>jcjgauZa$WJ zz*lNx#9FIR@(1wpVkj4ZyhD>He8C&O^xG1jA0TM4H*8uu%{8ot5cKth zMZlr+z%i&Z^N*&iMPJYQgz!V0-{Bx}T@?^k$i9p}ZUh+>YAS&^N&%_2!l6(`QonBeST~o)#-@2B`HYh4kKiCb*!pnw^X;s$U57@cA#|wy zIvceJyDwqA0wEv1#ED>7$0EZ~VUfZIy1V5{e^iXEVi#8MGO^tOsqTgHc%V#Sw5D(} zj{EkqmjkY=MomjQ`uGIN5Vzh3%bILGujs|It5-%h-{^?}mi5){_4`a!7+_(WX;OJ~gvQ>I_rE*BQo zx}ipx4YTRwFaH8mzZZ{Zym091!YG_|Gv^8&m`9(b2M}-ral%3(T=T=rBR(z1&irBV z?qJM#RM#mp@tg$I1qGFX8kflLjlMRX$Eq}ZJ6BOrApeC6>`soYAa0Ig=BZIEcyQJn zE(L;1U2wAEbuedpL#YgWMo~5I0L`xij6SQ+RQ|)5UIccVh>|5RrvM*BMtC2cz9Qm+ z%i@-@crwq&;F@LR;bmcAK_vQ_JQ7Yb(5sG882Ro1^NHQ`F|@LaQF<=lMm&c|#er`s zZ)409uxAiHV^m@E0_Ck$Pamo}(9u>A>l#vG4ag1@`fDZ-S)N7;GI8T&C_yI;8N01| zm`;Y{WscH(*w-WwLvQoQ)4P4VTFghpiW%LzT zOhkhn5W+%Pm3)g2v{x9g$y5};kL4PW*m{=~FaDp7{5K$^E$yeRFZF9m&yv}vTgEeL z9v8ihp31j6;pkP88ITye1uiJoI-$wS$Qz~z!62B8qtXZ0>G6oU;dZj0%ic@|!mV<$R) zZ&rTF#76g2Ti&zGI0Rmenz_#^PtG-^nUUyW>>x8g5YG>nN<#vMZIH62#KUM>P_=>x zul4#PJNR@@7i$vVkHx2-VtbW*wLz`l-66_7Wr{ZD>!2d~l0AXD37r`|n5F~Kl>#po zHRSIzM%$hF=K<9t^HE`e%xR{rfT@inTm8>KtY-H4(eIo;Ic>@+crE!stWR=BxP;D8 z+(HY?%X<@|m-ITl&=AnWYPM~oe_J{FZ*>7b^DVNc<^?qfB7cynYY{~@O!O8CmMO*Q zbvTf;2n8v6`<&3{YKC=*gJhTpw}KQ&#ZC?LDHJ%L`Rb9|12_l z|NiYh)6B#}#6(?JC+z<12bK*q18g}5nZ+BquKgBuujZdD76RPY1)$1FSvP1OGd<7a z^Rs_F|46#Mj2f;+E%)BWMcd}_a0{(`?Of@raB{D+wuA~x{msg$eEb_((-_%Oqo15p zXY;yx1@0@~}>!hsRth zXLXNy?Ka)HRb>pX^%pKMXNd-5*B0PdQ{K^%nIp3eY&%X}_^#)%)?ca`= zOkjA0AtB{D-`Zg995QhF;bqf-Z4sXHrDGm!xE6A{1}k_6TUTiVaNag2xkjF2wi*TRxz$C?s2)n=jssxkqef2jSs0z(A*J? z!`sgKiwH51U-5XZ^#`FCExd2pzLY7xUH8`k<^uF|kXfnG-DyjVu`#MuJGfh1(+b>o z&vfGD8qH$=<6;G>SJC+(G|=eP0vADg*X`!ynVFO%HV&+sOsK7lgQUDNJ z%2hMz<&T&Hqx?U2;f(PP@8?)|brmIq6bPXYSSedz^D(H>HKc$2L@#etEj51xSBAAN zXL%=l+0Q8`*md%Y3LX6C1VScD`b=wqT!arpV|w5cX=Qm`n%PJRVlfcm8^h z`02vU*+KsYL1V1k`ezE+&RnJ0-TA_uxy(32p<)uI$Ox^u7{X_3l9z>$Fj>}XlecT? zxV~rK0RitvDyt#1QbM{W^P(po!)pg_9M`Od`biaYdTbyUar|{=<0k5QP*agwPpGCL zPqThlHTOCt>_iE|u7NDz4rF8NmhYyes|e8EW$~CD4x)X#?GRk^;s{WN(M}OLWk8e$ za8^V{Ce>>x8(6860zoMNRX&Y6n^p$R2)Z^I@S&%+lc4g*VD$(oUm!%g1F;duJa(tV zysMjqE(WconU2!;0S8ga0F8NKFii@BVa5kY9)l+zMJJQ$Cr?;Mh*z6(aPh=gpOAa> zq1cR7+iO^jRQUT)v_zI8vE-Od)}LVa!HNR=>T);!r$tuDc#KSCVmg6K^v9nzFTS+- znp=3XNn!6)hL;0aoc90TGd{<&bbJM;cJiO$MpmC6xY~u+MLSj+JoS(-L+i9)qj&o< zkj})FAqLWhXUg4r2%>JoBqF%5r>6&ls!cq6IC&54sGQ^yTwiQ<XPm` zGE5ZhD=;}C7e`nz!l&mhx^^+}IMzqmSinUoHX}d@EQsw;=j=cC(mn$#h;RV(#pmp$ zq#qeTwmf!D{QR`Hj3({b;pjn%8T`ypVhSjJYnNkJ1BGJ${#T<_RZ8H~Eg*;WoCnej zWEDD7FHp+=zMH-{eOKWTQ+TBY*A&rrM?fhITi@LJO8__CNNl`g^-{8di^5CQk?%p* z>b5H{=2*nX*f02~P+YnDFF@Y<1cDQb6$PH~=Y{vQG><1$Mmg`_VsS`ig3%5KEn7yw z$yS9&YD^A`=9kk{RH$-Hp&e`&yLZppt35kpdR^2(hJg8kW6tPfj5YzdC!MAi?9cp~ zF}%F}>050u(8o$7`bhZS7(tARQ7FANxAs$1ak005PSAd*!_2-*OT%5O#??HhWXtQa zY{;iO8%9>Xx_CtK`0=Ecg5|Ew5m{On76=PJ75*rr>zuRA-XDE~Mt+9%dJ3f}w|;J! zJ#}8#`BTae7HH;jxWdfOvB8xy0Gw(x2J>KxS=Sk|J%wr`FudO|23@mjXL^V6`dZpK z9%iPNENIT_nU?Lhs_4%XL=9b8$L0?IGnjczsafclBB*!Sxk117WxK0|1xoE>1HC)K zpE~Zq<$JX(+2~VlmuO)gCv~OuN(eUdtl_UEJ9V|{S}Y&6>)%k@C%cSpQ{wr^Cv7Po z5+uv!t2-B#+bvOfRIpaVyd(Xx?CIu<_ypHvZhzIccZvNsyH0qfV~W`5m)d<v-jGsFHjx&YYA1X@Zi+Ou==#N?-=tGh<++nAGBkFxd02IdKc#PfC!e3>IPNem z@*cZC@#5so>@7jRDBm-&yINzK`o>P2!MpZfJo6v4)7Czwf6W_y=mLMre{w)_vdx{11}=4Z#^xTq^)Q$>rnmN zGisJOb}J`D^DbGpNkqqy*Z;nKLcv^--Jg%F{B=hEtu5DtHJ>YTS){D-*)(~wlEC}E z4(?@BRNGAhJC+sZZhUy8mth+>WsZ@E@U3HE?jKi( z<+mK~?uoSt*Bb1rx4x;=AFZm@*PiGvCw7JLdX{G7lk@XG+vt0U?;aV7(VFv3nagS< zahz?iWRP{+$cMT;c98B4_??#syB_T-ui=q7HC7w-b;Zst?OAQYsqX)_@R5w%6~_FJUE57OTEI0 zsVZ{R<@F)Px;;AT-CG3?S{QR*h_Eqgxlp|LSSsHcr^u%~jI{X*W2_y{NJVz}l08m{ z-3esaGKME%VL8f7P26&Q>Yj4Tn{5Ve$&oF;o?8CeRTB(8FY)NB!3Pr-Te?k6JQnyN znZw9jas9_xvr68GdM(lz{lK54R``GeK494~+cA7x*YC_*E;h}B9dbu!bxz>I+x%Kk zs`${kwfn8&`W` zdHplv`T67G6t2X!Ng3#k=qrDj#Np+v$Zf|+Ip@)PP@FD`!T4p3(~$h~@e4Un$}t!d zSydU)56$@^e7rVaW;3A~3%ulLm-1-vpBWL8HpY1{}|NRw1)lYJ{o?=cYsqe|j2OJN8J5=jt=4;>U7 z?EIyOeUMni;|uqaW|G{B#w1{OG1q7(v`aAdtEg~wKVG75Xw@rR z{9;pBPBxeCFDl?{&P(N*#T%yS>e|+OQCVDXs3q1WJwfO8I=#5ZH6O~}ytZ8X<=AkF z$MdiaU!M#J=o*XY-Md}hmNn&hTEkqod>PZ@-EP;UvNji9i5=-Xrdn8DRGr})n<$_2 zy{p4VG1b}ASH?o#cPLCmBKS`F_j5;+zew^I8uz{&F)v8y53H~}G+xs3c~-RhZ2tZM>MMb-o1N%#%ebJ)S!or%4j*j8gusoq=VT37o z9mD$jvL{cOQXAs62uE0wIlT49p%?9=LuY+HV*{50&e%y#AMyB3mA93GGjie5rDpkt zt|Ro%o?sVxyoxm+rycdW1lc|@nqUh>EES3LPH(U}?*O=S{CTyI+2Jub1d%5rGE*sx z0zpQ-6Sf$wP0<|iUz#2r9bIyCaKnd5Kdv$BR6Jed;-t|toHR{gj6BX+WAh_6jlN~H zstK=VFn$hSGw#vUHjqnuo8D}OB>z=GL7YoFpH2Ez5-gKm0FE$0VPUP3Bj}t_--<>K zl64@AHOaV%20=yiJbm`;Wxf5tdWf`#oPGJD#Y{z&L2QVdl?*OugbW^B5sfi~!3n^+ zgCNX8OWv8=>y(h>*O7QX*7dG_;w!lucUp~ZxpomfGzcTuAR(vkfxx@8dSuuoLgqjW zNIR74eui)vb_HbT86neJohCKg#NNirD#P<-R^|uU%(`mPP@eKTP=UUvw}*?8g+k8D zjLZ+KGwY0fBn24w?-$G4k^sQG2j$I_Tqf{UqQb(r9ERgPdPNP;y#wp3aN2@(dvOg( zkZxcs?BzE2PF%xI4kmLMmEv7Y&AdcRRV^lj?BB-PHTB@R~eG#w>WqPvCj;S#n!@#sPDe?1clQp~F-%6RGNsX1sfOY-75=j4jA^9{-CSUG=8We&xS)m0 zt?X`Zmy{$QEJB8w)jd~BO8V!R0uo9BK-tlccBL2w<`U;h(sU$gS*BC-?bNco4PAmG z#%~r5Cf{kO4t|<+`}Qlcw;pUU8PT_lV7VPjbaHPg3UY{l+d121Vi@|pBFmR6K?z%B z3a>^LHML#%2`sRKPZyjwl_6BR;**?bt1kYuxZ_-itJKBHV#h>EHrW~l7g@nxYZ4h`Zo{BO!%-Ld!k`tFgSpx`&i z#n<2w>YIkUcBsVq$6pebl+;G6d9=bt!3=l3uQKKkXJe~LZ`?nUv>w-aCRMN7#{Feh z+e6PshlZ^z4wE$-pwr@c680UlhELfTr5$Q_x@OIv!H7&n2c1(_Pmi?d3OTSYyh#>K z%?rp)6eX(qgGV30bW6a@N&?)#MX#z=U*Glnb3cCKo?Ac~4&SKrummLEjpXm%3!a+X z->Izp2IALvw9hfeNYV3q?II^ktipDr3gaf6aw(?Kx);0!|A#E40i(obt@JtQpYaH^ zJDOJl@lc;k)%(7<;_m+7pdixx-oATR2cj}6>&ah^Rafch6#fuTzP!8N_|BaME~@FbAUU>aupn-e=CxB2_h#Fqg<;XpW^XAlyrJMSTHZGZhZ+o<7Km_wtWTfyE-Utwjc?o)H^GtTeTV8yMxG{%HdZ%0 zPr{O*b1C#3cIa5;pR=^No4@n>cX#^^-S0E1>2}UcExXmv=Qwcz?ml26togTYd9__a zSo=K7cHHb6q#2#$DuW)@<-%&wlAFp};F%VI_rW`F-uotfdk2SE7&F--w(IySllvK^ zxZ94H9?>CDi9CWFHebDb*;OzA=3G5C-3u3r&xqR3#?_KzJfiX%4C~ugR`mWWtv}=3 z+OC@q9%!)$w832(4C_GxL5`h$VF;2rdQ19BJN4Y-w+{EJyFaoYwz579$I@+W)mbK~ zsi{>t7lgGPi5Dm>t%o+5V4v}`MO{HJGW<%9FVf&l*bVd@V9q-j%dC))C?tX%EKu%! z`m|3{(hX)ct=yjdCtN%bsZ%Sh%Q0X@{mv<*B$ASF0KA4N-OpeSy$|1`;DEO)KkqQ! z$0Q8>$<5DC^!6U_Mw3L)@>z>C@+-I3qC}^|n7AbdgRln=9$-^_O`dvy=o0y?Q~re0 zOO3ob+HPQpV7_0aB{VX(Ds7)k4NuZlF?gQ54Pg#cv0Ny4O7!F3>wb;f(^LCs-!raq zIGW>j?>08R0@#zRuMUuBD|>&zuKg}+xL0BjX3AEG-A+m0ej8c40XwRR6~9S$yo6^R zr(}2ho*q-T*fa&RunM=W207Sw4)ZqsvYU)Kja(|78k`?leedu3in(WQIUa~6tzBCR%5mdRv{o$!&#^A8 z(JoB@8L;eVMqGkRe(0QPB;N+WWRU_r!Q?kfEY5pi!$kDBu3u>IVE^f<@ZW%i2w4CI zM?`c;`V6`4all>~8!J|;Ivg7t+jC;xK=L++eYkcmNBj8rq;nFfW$z6S9Pr563GNnt z=0C0eQFHN*Hr&=RM#~+>G{xg=+Jn~wssr&;!}yOMQRH(-HN;b~3~aP{cW)y$91jC^ z2O0tlH4vsRm*O4Y(|ErjP6l`;Wtb+VQy7ZoA6HAZG;L)trvHMBk_I6kgO#o<@)m|f8<1BS`bZ#aj=s=LP3tJz~r)7QV1u2tQyg^p_VG|gy zh0z;5Sd3L-g+gN&qH|+PPHmS$$o`SCb&G1!d{sDIo0hdFYd zNEBu-Txi^3NmHpRtdoJQ1v>eWm0OQOHD2pV_nv$#b6Sj;Bikm~2R_Z$Vr}(3I1zg3 z(0;YSQ0g_34{=XJnGs6Iaz5+#;AWbmXFnSggut{#kY3ZV8**AA(3gom>kH8D-4c>~xy?=Vk=2#BT zUXSdFHdX?VLDX)6QD7?1-UOb5<0p&}O*1zrj}O1S;p+Z{J8_4ZSqD z;l(xS;7l4rZ(W4zW-3pfj3PYuEs{f;EJN4_(Ltc2=jGw4H7bKvBLUJztmwysNxjIh z;K{4c`n=vb7IVjUQSd?IKRpLLPTj@|@+^D*{=JBpSnsfKHnIRB5RO))b!7sVDu-gVeX_`>8ceW#-* zbkn1RgaqYy(*wR$S3{z(+czN>?~`$+DG;E#+>VPYMI6;NGKz)Z97abugYPojl2L(# zCIo-0YiOY1iaSFG;R${V2@n>kLW|If6<_u!85)KquL}{+iM_RI0z+WB9Vh&}wmr?s z$*s3{t^RCeitL0X?)k#NluQ7Q8EYSQTYqI)h6h}Ev10JVikpnS{DFT8ty{NSMn(p4 z?CU(lZS}K-qEcd$^x{oX?m;-C7keKg0F3x0o9!z?=Swme<7c>_ygj%D?Evz1CHF9z zRPZQkSi*Ba6*q>4r91h7X0Ok}i~#9o+_Ii|pq>?yjWJ3m;!u{9fC4F|i_l+qJ<*0| z5ngjtAD7oa?|C2T?Jh*HL$OOmL~g%~Z+3o!yHi;tIDt{Kj^gv0KZy;4iiq$RRD`ma zEe1|5O!aKYtT3^CdvY}1fI}#Zj-m*Xa%nfDMN5vrSOPJWjgmZ**$fkMtpf*QuDCYL z8*1Dz@`gCR5O=_QQ@5yIu8Ssm5-pl0N8p`Ceg5^UvyCryOCopTb$JVpc>+S)(UD~v z&^4l$0S;9ZPf1w&!}A*&k+lO-wQy+%0!6>r@V#?_OW8QaIDd2nyq2Y46fPW#6=<{w zG!sO7oXNw}Tcj!hx=@J$b1=8Vqfd?^2$5ar{jEGw>-#O=#^XAQdYf?yn8Z3%yJ$oM zLBQk7^+gu26V=ajPlX*>n|vX39i+RF?=9AzziQv_#DAB_?B9fZ%IHq1G#q`%wuold z)AUpF=B74;LtJis5m{7|GzgiGCKe6FA2b9Gp~~6mk&nm)2}=t`9PENLha@YzjIf3B z=bIfUeRG!fQby#R+G*^z;(xu*;*b7cTk-!dAL$%w literal 0 HcmV?d00001 diff --git a/automata/plots/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..20901e1602462193a28635e530e0ce41eb367797 GIT binary patch literal 33705 zcmbTe1yt4R)-{gDI?7Rwih=zG?zH`S)Oa^2kIma+LQ{TsV2wN1_Rjg5|R z@pBzHyj#!Q+{8?PoBQ^^KEP#cs>{v0>QV+Svd-j^vKb8x-F5Q66)%Nj^l4}wY!f?w zM*eQlw>GQ0^bL!}qgBzil>Ir_pJYIYzys6`kmY2?q6Hs8LhFp z+j;f*iM`@mUekpC{$!Qs!QHGA8^k_F2Y0Y!D_`{z`HeMo&q&jF`TKAFsi__Q!EHT( zX1%)td5V6=L(tG%Eqy<*`~#jyVEG55d#jk1e>fp>eUzc(Ef4mI+I;|oX&kCK~1ZrjQDW&6qSLUWi3UbbD zb($Hc##;`39-Ep{e7cz}s3$ppHZD#v@t~BH6rWM+RWJE$Q|-x-4q?r?jsnMmTgL-? zD}!wtZshOSym|A4@-`|9UR;bDJ3Pe8098jTX}HzP)nxL!t5ls zvb!O3)=}2JSLONkbG$b{{@IYAEVp9CiuJ$$F5Q-6!FTujwS~pG5#Pde?Xqo?{dJ;S z4=H*lCnt;h9**6}B%oIr#4j!-#r>*jVZ2JXp}^5mAztyyNd8<>yETy&S*Lc)8kLgyHH_?s%wQdWq)v%i2*vEYV!jAc~Q$wmIfB!wiBxH9L zqgdn1se1U?p3JI<+_^80S?c4JxP7=aHH3tO)^FIL@N63=uTksC!otGr`r94(c^EJ= z4&{`{q=H48yrspt(vKfs_5JRgw3>FC-avh<;$xYchgCBYF0p-?*|cR#1dmn`{nhtQ z@4r;58s|kdCaNAfeE2dh?d;-G&t%p5!d+N)b$ zt!D0T-n=pIu%C{ViMTlS{d;w&<6>;#GX}%P1m(|}#-ZWi;jCiZZ@%9Tv7c%#vq{8k z47A&h_#`KfunjKGbu2Z$rxQ;2{@rA9s6~m-puXDwm~NWQq``(=C#6N*cGZ|w30f)N zQ7g6Tu#a(Z`6F+pH!w~kFDG@r#kj!d@#Dw1mf*~fA1BMKhFdx4+~*fuIS(Eb*R2Zi z$;_Nqcy@{%QzGAA8#Ue<{(UI3BTl=_cZZ;j`Msit;a|RgdB5Y7Wx_$Fq;KDNWIvhC zoz6+cTj!d&kDHwyNsd#9KgiFo9C-Y8?O<|2lJ$76epQGdS5>U^i~IW}gARxZ zSbp;p`q8lspaLs*Fkw_@@3@C<;yNbZcOo0LoM;9J*7&M>26G?qOsEq>!Pm=e0m+B zaret=pTo+suV24bNjLCWoJ@AqpB`?r87*W`4{6G^GPdZiz0lv^|M|7nW1WhCsN{l0 zm7T|LWes$sUg!^~`uI`0DM>xuVo*_VvR>|>dQO^7Wl${cMy?+x6H&xA{bg`4-f?NJ zgG>9xix;c69(BGKK0fr=uqZ^()_f#y`XGiiUMX2I+q6e5Ln?q*3IL7 zo88*RMkA&D(T1H9-`~?65)e=+^W~H?F?nUyf}K5y(Hn3VUd&2h9Q)c=6XE5Zcxb35 zLbPXOWW*~-qO^`>7uU_y=58w0s+nh-cZ8^WoKahj(rrh5eSNI>kCv6D&pka~cze@l zo<7lZzq|V;CcS%(PF%5cX#DOTEf=rn&v7ly-(`A+pGyhV{21+Oz`m*o6&7wu7uGJN zzv6$Ct!4b|xpNIMQY_T2$ILdD(hVAFC;IF79Omz4F40Z-IK*r%(rs5Suo^$e!y|L= z-o1yj0T+hs)GJ3udj?uElaCv>CsYZ|UB*((EX(lRCpyri>DYidN)=2Nd%mA5bW$-< zrQhw;aCL%m>cmuwv1S9~vs%6ay_&s=s+p3s3|#W=%z~_9c{Y=>6#;yFHWPZBS6_8{ z&3zvmGv&{GyY-mJo}IjU9-cRk-}>Z1rMfT+epb7iEq?UDTDs%dR@t#i$swboqdXRa zjeMGp3+WPh{ARt3Vmcl9_6+u}lEDJoxw*N=r#l>}9MOOMwd$DN4->f;XIFQ1b!izi zCg^L}Pby##JrjrLXU4BQ-+#p=G&FP_E$uO~i}_7Doy=_I<-I+-Q*JViKP(I4Hw&uj zZ%Pg=8w?V#DE)&;p#J=Y3)@*(Smg5Utm`t3HO;<#;?Z*9nVT9iYZmooI%VlM+?E^o z>eZ31!9l}-X0t{r>$(;0fc( zp5RkfL-SPOrR5RP(9q~bthOpj#rof+*)>1zTgRtg9@Sx}5{xl0irIU357zIoNap>udkXlb_57>Pv1lr(kWGt-w6K<>LTJm++jl1f9 zPKzZUkc+;|Q^bgmFxN$h(rwwcO=o^#;R;eqd2N)0*=gZWyRoO+kLkEPb#dW6bLLF6 z?euUj#$Z1`fAi_l4_l%y`ybtZN^0 zO~hl*n~O8l(9=Wg+#~TkNyUq`65Re{J!LyJH8suZuAK14qxCShAktjHLUAo9C?NO5 z;xmn<)aj;b7C4X_?GiBm*lJA;CO>;~seg81H^eDaWZmgfn`%H#y47@9US2+lXNOk#KtueM!N$ZZA|g)fHf-RtYQ6LL z>C>loVxL>&4P&uQ3^rB$_2^N6hsU3FNNUgh{O-QaWD`AQ`R$0H?G$g61m(DcgF`eH zP%oB8*_2I7rtyh9+v($M;@(GGcb>2`sw$gqA*;h?qVM`a#e}~3;q3zEFU7>gO&hUU zG~GhS4>RO*7cq__Klx)z`ge9-+rr4GXOz>wKhdG6!ndB%Gya`o&m z!A5NY`$|sFe}7L&2<(~f_&CnS%E~C#>#J&1GM=9zL@8LDjeqLqw)|2^D>_KZ{Q12z zP4fT-R|*^!E|W!%{jiRX?!?M9e;g@xXR)$2va@?*{q-q((2_fcT(nDn^@|71Y5H;@ zUFGh`1p&y_&qG3nWrg&rcW?RgPm_|7j)alGv@~9=%obYKi}b>2VG-2?93TKIVaX-k z)f8U*5wVS1BSDnKUjFaD|3+*G$gvtpTDf-POZiw?>vkzwSue$8jYO>WIN2z1N`kRV z4FM~BhK+iiZ|@njX1(_1)=Y{Cu@PUIA9t6KXei?@NWd7%AePoHEp#mPe|oKDGnklJ zpK)9DcKaJ;%vW`NtlZ?^YgziR37Zg+>FMbs5r*Qha&4%=R%v&-F6vIl?lj8UQ|t#Q zS|5F7=g_Cu=jcv?%_a3L4jnbP$GNC-FMoWX1(Pyrlu)tHtgu$b*l45KHwU8rX5FbK0&li z#BLeHwq~%ejOy;mlN1w^DRyJ(F*!N$Nz0vM@7}XyFnzhyQ`DT$pP}R6T*$i9P#peWlIz?b~y@+)hm(pc_<&or#l+al?c~V~z9yZPa?PNvKT) zQmSOs)PhtpZgB)wMB~+8B9zR|4kq)Nbcz%f7wZl-oB+0|W1K=tjEMP$}vFi>#aRN|*##n=MhY2{f7;aU* z5_r4;kfP_ymlw!~ebIqNwRFPsVZ9ZB5?tQbUvU%*`nh7>{;E06Rly9k*tEiY#4TLTq)+%aMn32=F%ztfRlH^ z5ltt*rB)db1cp`DJv78gM@NUp6esu|tBk;Zg;?1O5f@!c`P#7!B?vfN99dfAu6hum zUf!N(+tc6gPrWxfHQZ)fGCgUR{ASGg^y$+R-Or^;jWP|#x=V6UZcJeD=GLFG81Tk2 ziOe0zS0yVx{KB(|@?%vm&pcQ&(3(AdK?|jd5~j8x`~q#>)MrD25H%bZEJ)4betPUu zeq}N8=vHiiFYg~8I&k1phr?XrMb{lsKYrZJn;nSvill}*YFOr~Ki>ae8wE$=F> zAYe6|0Q_rE?#ClwJC)FGGssESKNIp*e(|b50BES)amgOltR@zn0*1iU zb+lkU(r}1+_i~88OBOAxKS#y*G!{k7N1TsfsOsGSgD6{o>)L=H9_tu))w_`BU ztwuC9Fdh-vv}x1leEVEdQ=-;W2VghZ*ggaNY*-V1f$U;Lm-sF0l6}Q2j`gSr>LbOT zt4)Un1RTt53yIM>fVwbMvY8Keo*f>~O&x?tP zt*51x8)?tu)31$;AG3G4Q94lYXV~4>EkhT*`jHMYZWDxpF)`z!E~N`*ZZikeOSPRg z(rw0HU0KH)RgL+}#%k|}Ouj+z*(+828hdtM$(xB<39cSNn~5XG11q+Zpy3)56JtHo zLs1{N-I7sp*V;PUTbD^o(a_2_p`cQu@7=Zu0IKa`I-_3;n+J5#2dEQDLxINm&AfWm zZ+ntIAk6eW+G%tI#h{6=c5pGO@vMo>j0lgT6BFk83yDg}8cB)0{3Ql5Cp!@1@o1q- z^To=(US2oCBOAf5u53tx6ub4P6w*C12RE4E?iq2S{+W~@(A#mw7a~I5eX+6`r zc<~YH5oLUS-rhIk6jH0({91+Gl@kXEtdp2Q z3FXR4F>~lG-!2y=zEuvK3iXa|aOmvhU?7Sj-8KZ2oq-iP*t6eKI{NzbbR}*XrKl_- z0S(B8czS*r3$_7Vrx?Znk3|E(Ro*6`hg4*qH;u5RB|;(&Tia`5 z*;jH4Q^a&o}$we)#sX3nsO|M0=jH{oA!Yad6; zoghKm#vU_=fqD*VM#7-+w@!h2V)UhlGUK%#RkUmx{VDqHNAzoHZ1y z{aX0U2i3Jko=rar=Sns}146|B_K$6)7TQfU>l)O*l*#ZF5X+W4WHHt)Wk7}28TQA|CxpC8Z)XBU`gFTx0cG+HDUSn^TQ0*#U@ndombrp0PclIb zmRV|M0P?2#>=hJL$3>+PFi_q3#B4Ilywx0z{n4+vG)s{TI{C$A4~T#h9d@btON+MJ zH*X%mH_9m7N~mDfY(60Nh@$F!(>G&nnY`4^W_LemL2%wn-lxZ{V9pEj}2<17_(Ge9R1)OJ5#+j*yCvOgU zUiUiapwTdSeraK1jt!4h$C~-KZ<1wu!H?|)&H2K4a^Gw1HYA0Gv9=Py) zeq(JG@>NjN#wJHG;pz);HnAAX$}vR8J17%=J|uc)*%dIe!A*JI&4vkB>y$S_W^)Mu3N6@ni__A+KyLAXli-V` zk^9q8-Chac^$EpiI8oijQX*tmxwsR-N3lXHQE;W`~2SZe0)k{N3xQqsRDH1R2GfH*aSAB@|Dq+UWQjHV&KC<)jEFjfxe1h+z@nQK*Cb z*cHA!7rFC)+{oCZnYv5RMjoYyl~DfoAYHb{GlEpg7z)vNz_{j|VD-ChsVJq`H0P>} z7bHpsZPk$_Hn0e(8NV5QBsBm190B#D8lIi#H>(*QQZBar^5iQhljfZFD2yeL3_ecM zZBt$urk!0+?L%M_u%Ar>E(unP*_mq+${*a3AX9@Ei$z+?zP#F-V&t1^IppQ-KTj<( z$}Ib0(g(JaKc4{zv6N>;se6#y5MHx#G$VLCxoLdqoZ}b%Dw~l*iV1#+r}ynUhuzp@ z=G`)FfX%0vq{hKvmQ$24{D~T`mYvdWKdnv;lSBlP#({Sa2Ry2)s^V^$bmTACAgePyz@TyW3^48OjPpm5)eWjBlgdfJz8SYI2I^}-Mx<^i zw|s5pJ2_{;qx@7;<9R7<^631$FVjgA5lnwA5UKx=oo3|>A#)LMOa(OoLIm!950hy6 zUbYZSP^L~*NMc*A6+y8n&9|K0+${GG(+T|ubNKOPE#7&+c}?D%)}`E_C1v5I>2UBV zmD83Vo^0ZmTz3j}GAV7CnVGT9|3cWbQhv~K;o?P|oxHEWG>7 z>eM``A~ozrFC?m@ivyY%=ZDgHghfa{eDo+zE!&je?NP{NXv=*0&VZJ_Z@rGw2t$d)~W))X&K&pjyIP|pbzUro#x<}gg^Vh^=D+T>eEyX9THMP+iv{Nj^ddEv~E zHT(;@)Uz|z$q3FC1QKi7jXoqn09aKGn6(~dklHX?ff~jV_2RwuyIrokGBy2HX$%Nf zKg_t!c?Wlz3cNv8+;y>gBQrAR=Gb!O_o8x$znlC&t_y}KMU zlA_~zZrB=8=S_t)mB)uPe&h|{@#pCVF&d_JM%S)&YA?i0+0EE%j@!5>jj2DU_@5g4 ziXzycDJdAG0;wZOSp=GA7J2|Fqv${5!58vuzwm`Ljbs92wwac33RsUthFJG*2fw5W zs%{nmqaKV=rm&_mXBDcOJml5*{Z|4G962J5LZ=30gSUrASViCo-CW&*S6@#prMAZ@ z9MZKeblw`=F^EMgfVww>+W1nY%UO6(DI6#kc_KK(W`KjpWMJXIb4w#qs3ko^B92A$ zngvS`?07YZSKkZliCxWWc3D|jER&Mcg|g9?w^MDUlhpW`_)S?=gA-C{i>p7=`waJ1+pl3HcK5e9Dr^d8$CSqTM~Y;A2d8(4;0H@D3{adxi722X+} zL-BQ{tr~6cZYVYVa_x?Fe|~7kbPh^WGU-INAmlgJV=V&2B-p{8tHOhKQFJFlV5(6L zK}EhWH=WD+5tLpXDh-SAiW8bX)8Pp8>o;yxw6U4ps?LteyVmtY`^#l=bsn?H^?1gl_V_!m&B;<5BA#}L-E;{%(jR2tJgS|(+|_{1+V>)1DG4$Hr=UT|p1xE%;$ zm>cseg{WJQdODuHcxKEdpD;B}PEKl7l*f;Y*&I{H34sMv??nQ`P+M+O^M*X!V26-h z);2D+msnjC!#(UuUA8CKGutc!iCkp=Det7P#cOa!1LFN!M>7p zn|ix!C%<0>}4(_9zvoJeh!&Xy=KvD z^VY3wP?Si~&eemJ`KH@!d{(0v^ighT7FHH?#w@)uV-WrFaq=8_bHlk@RRl+*T0Hv( zR0=|xh5WL4%53VJGTZ+B8e?}WsZcxde1o9w%0`8MSm#Ne78Fbk4g~9T42vN8pr zC~v&-6oTxS0@KKDc0vPik*EL=J%BWFdoQ*2Jr4V6g75rmfGh7(8t;UKM}*_UAs#Ktqx1&fs-62nAbr z?MhJ6u)eUkxM=V>t^dNbXOmW0GNM2~h~t`5BX1%AI`$R|tX^<@30{|CT_-0iO9U-~ zzOq9oK}ob6W<@UJQ86*PbAR|?lA$V5zHPV2o(`Mtt2uY)&K;FEcVDM|LouO}W%2^` zr6r|>hE!*}7Bot~tqHA5^aQ_3;kgL#o}*VTVx)&?6_3hz+u^HWC}mMes}TANRmZ;V zT4}}|LQu*?kU^EA;*A|zP2O(^;L&=-Y(F7G;xqQH0=PkQ6vwCxtY*i`xPub|fy8o+ z-i%%p1j|Xd*d2TZkr4U&o^j__qnr-rv?mcqf;%q~kXRt*1ENhM)aePpWJA!KHe)61 z$>Q@;f|K50=p(^=50K3QxpcVz!oCX-w9UXpy}QPt<-S1ZipSEl`TqA>EFlHx_xe~F z0_J@l8AfdZBUecVS5DRGkD_SEBIhbVETYnATk`=OAEc-(gauNKRKUK0H#gIN-49VyXkkK55CVcqs*WqdeiQ-}DHLXbZ`18&Ou@h( z)};3OC~4H-;`QJc1%Grth*Ql>k_`q+5kNv68h^Pcsr#MFE&2o_R|PAQlYRK zY;8*pU|5=MDwqHq(F2PAoOLH+IB!~m+!&J3EcO|yY8H-@Cr`FG-B&uN(a{v%2i{5g z>Qz6mDlr7bz~zFmtm0XRZ4xUq)4hctY9hpd!Z*jbQ?oiyuPcB>Rx~$HTeERjUyu$b zFRwgyKZl2wKV%N1_(Y%tJ;ImEMmbN7bRXl8N0P)5fyDVvXFdsadO15bfxgya~fZc8I2w?Mht;f0#37w!q%6BDD zA8SOHVukqGhJB)f8XA=7$kC72C3l=KI*ebVXc7b0o1dSbgLN?`n14=k5fs`>4B|>D+{xH(HwT}ZVqYq}ls*HFP#SQX#CfdYexU9eux<`DSzOc16QEdM5^u(l zYfg{@pt$H)1o6wk&_Em-5^dlIm20zAd9<{&ETFW+0zXu?&=FAxUqYgk%t7=WXQJEv zRKM|BFo1d>IM)yI$r^1xW@fen7RiAk7{`JP!~v!&E-_fe8hc! z$Av-7{YQ`1-nF$QBDNXUT_F4(*_YW!U^#Z{(-GY~Y9z3fK>QKFnfJ+4dE6sFc+<-cNo!v(zJHy#2f zo<4bUq`kd8+HPj7H>1Vq7*QH5nH^_(7%0?UUOr_c%6?!u&{~zpS6`Jh4bZ7z)FN^@ zw%cX6TU?={=wpp#d`fleZ&1?A>oW}E&NM7$)BZ#oOV$u1Y#B7a+yZzT|GTML#@W`Z<<>X;-gXO z7Bw|B!I0n&tn7~flKV{yn~9K+MZgL2i7E}{A%drxriacl1nO|c7&iEoSINMBaT(=5 zc~O1vG|D;Vu@b?pl~P8b$*o^MR>0VyOLScj^tx~I@~(hABZ~WWL7Oyw)9xn{ZFnYs z$cH`p1q{!druj0ps`_m?GCv_)P>=d38`UNBOa%M4jC_oWR-QuuzYGV=KZ>`M@Isn0 zj1w6nd9Y@TCp#{bc^{B@cgeKKzh!zDqkS2H)CI-dx^?S#Na{k2D&gs+?O2*$Owyh~ zv?^D(YU_D((Xb&-8x>xmM81aan|WVwOMcj`eqmv|<*;eS0XPI=j7~4@f_&~@%xqik z%^_Fx>DF<|bnm zoj2j-*=?Gi(mi26Gn_jTfF~4)u`IV4YRx}qI?G&M(VVJV0S4>}0v~x~grnuzwQRZF z3r80(KwV`HWqhZ9U_w<7%1HxI^R5{8r_RntAvan<{pWLpae|u8uw#b-l9xWjoo{0r zr*>^z_E&(`_(wX&rn?EZl6B#0&2p5)6>smYyaJl|GBkdDn3^&SKl+tV56_Q;A`JKo z+0XhRM+7=K(U3)nA9Z2Q>pbeZ-$V1b)?w!6bu=c;M~@zrN6FBJrNnQk4;Q6K&EJB3 zG}7l;+1YgmRpy9l++FhA0QNh+Gq6;4#=Th0MC1Gfh(r>MnH&+X06dBAWdm!JJcv5f zfc;+67k-<$1DGSR(MB=lrdZOcXU#*Fpp>Sg9b;1Uq6C+-iSRYAtXt=R~SZ!Zi&p?%c8bK4-mg4rX_*6*5v zYL^KWhJ~q?DSF{Two4dY*fmf1L7i^7?cxtdHq=a$#IB^hdGl_!I!tC5WxE;y%CQ_i zXLmx7ovd}(hVWR{tG?EG-@n|V4?Zj#Nq;&@vz+tihEEX@4d6=g@ozLV&W!k^h^KC9 z^H^Fpn|{cV>-S;MknQBj&3*rv&Jcp(XGnothjbzFzdmxYe6W>6yptLr@c3BU*3+z!t29K_G?;>`~VmF1JQlAERMatT%z{k>W z-yVxK@)A|rXVi2kYe)v^#~q$y^Q8_WyC)JB6PS_|CD0*`=OOb7*i5_xSJRU~0Z$Ig zi2=$Sn}OJve-ag`azMJG)O7u=jh%*O^+WhY}AH%h=X0@NNcf`VY_ zip8KA{(XP->KrK=n)U0|TUXE&p1pA+9Kyv5I8;lUnv@XNYYmh0dXI{xRp`j!Z-giQ zwhdNXN3mM)7|U1!AM(Q66V(+sSEFYBEpY|_&%FHj@zTufY#jb#)9oqh?dA0~Ar;ys z;j`EzeC4qPA@#=s(v)fon^7x$Ds;-WNk~q=&ou7PKonQPiX#}DOg?g3z-jB0vT@>M z6{|(&3ZmY?%Jz!YZTKCQvb1wBn;6`bvhI9j9! zfLxh!;n_Bh)2G#l8!t5hg$WrGk}mjnx&78crr;^2z@*|>Q6I77Aq*l~vF9PTA(Z(N z+67>)RoNI?^4R300_t5}EGifVH3@&rx(rWHK@saC(4W2yrYarPcsgDTV(N@rKis2) z>=#=6q16VLDlxUd=o^p85}0OSV2FXUnN9$lq}mPfUY&CW={T+^bzO! zp%f`0c};?g>H{M3^|n6r77LbD+ft@VfC21*59{sLEEz&(g8JYdoCFGD6I*7_iPy!e zK0)~yB?mQF99*epwu)^)oFCu6pDf@((pG}E2FykBuQA~org1WC$MeKOELS99KE!d+ zTCBG7?*|R3x>BU5B-I4QC>qW=ziiK1Q_YvTa)Il>}qN&u>)Xc*EP>)%*E95op zzEoILGywc+DYm=Vbtm;!gCi(&dW-=f{6YWtvXZL7;M1!YkLXyEP+%TYJ?qc#n2x1! zEsI^Ji#4=$XYfhj*JA+Z4`EgTslk**&@(aFHyCgA0|SO?UA>ZuQjJv%8@f!f0DLAG zlUEXL3Buddu5u6lfZ#2?du|m?*zOuw@*j3s z!Od3e-crSo&@3}qz)LF2ij=<|J_JIOqofzSAv_Q-tTz@=zz}d#$}$p!ox07Ft>79e zW4Qz$i&>)8V*dIYp)@q~tR()Ab-pfUt|R^`A_vw<2{#~;Abb&tOB__LZ;|EolwdYN zLBV2EDXFSmWmPOkMhseVEaHc=x;7%JX(Gm%Zcn=+(ByMEUUhbc%I zKbL2Sq^Klo85tQeg+xV^UBvnk$kZ+2Y*tUx^CT4*La{n(hHB2t)^I=+;$)g}iy^$= zx^*?n7&Z&0Z~w&kcUkY>y<_E2JxpnN$JOJ&%vFpiMs_=)CWs3e5?_XZvRUF1_5oK9 zS$ANI)p~Cj!&nADlzGdMaR%FRE9g;Fx!XPot)Mw@2|W}}h8h$ub%>ZDx9dmYbNZ;0 z8jC1bnez7S+g;C%@cOqn%Z>9U6_XO{8M@#h;leR2}~NTLG7e+lgro6rMo2@(55-H2Un7Nt41*gCfmg?)515mu*$RILJgXNVEN5h%ph=<}561m^Z037}o z4q@jBqk6&&BNJ+xhGhW==wnCPfIpc8q#8gCZEi$MN7sZ!^wn;DAU=73WCQq$;;==P z9Op+L69}+0SFmK(ZpE#=zYbBO9=VAgy%ey#8upg^!(7#bqDEb#VE5EI8j*WEG&E{j zYv`D7am_zHW!CGm9hwUS{Q;!GKU)#t{aNlj@MTF#oarl4@$>EbHNHYB?5NYGG}X`Y9A^ zdAF)YU}PdUjbWC%2f{#TJ(-~ z7rx*{?uJQuB`)jbZPS`m-(|_hrp&bbcJVwFJIGh)*Kl*kY8IFczFnPlko+R-$d6fZ zGpY*H>Q+XAI`JQAI(yiM)glurWKU>$2r`5aodvoHZgJ%yOevNjJBkg9zUng&k4>A4 zvC%Cc#Sn)YaqOb9^YQSI{zPgFn%xC1o}0HEW6(-)TVwQORh|dh5X2F4yx<-owiQ&q zeFQmy)kv+xTI9R^nYSWDP*r$oK9!J+D011@*-s6&0wEHU9V&%bV5R|>j+y``6Hc;{ z$DZ-@W?j8no6BXh%Ptc-n?3%38t`?$gp>4S8F6Q+ohTxGRyJQAGMK|QEbc|ReI7o3 zYzV?J2YOVxR`Eu{QO@>IGzkzBt0j$BM5|42(vXA9|Am>J+=$eWc^-D)jRD;K30sR2 zX#lRFI%p|_t@+@%fuiEhJ>FQEQe7>bu2*vwd4s~5s9B(au`$_C^@8HN*81*UVqT~m zwP4!#_-j{}`ZjWLr@1|6xLKh(qsuLIS?|)!S0hGBVzU7Vl=7nAx$}_NdOA8QYYhYi zGgUB3XtNkhX)7y}0Przy%&vxpvvtRg0X4k--E_L;1z@t(BaFcd8XsuC^IP^`u7=4u z29w&43b`J79_@q$nzT4_+lJMkCteLpUhYWDI*p|e34BI)VhLq%{6stvlRba_FIEmN zuF5D$q$)F2{1cMXK#CwJYj&v+Jc0*&InZd;wq;Se=>xxhWzB6HxJ2IX>Ql^r8qBAs ztcJ}w<^YoEArWzyz0G>^FK{K$40iP240{HaqgmI+2gK!*hs-zwG zE8=Z~Z_tgpj1Jdrmp>)Ee zk?5DPi1CEWB{Dlye7vKP*HP70cyznJ?FbDBST=m4ElqpX^xlJf73bPZEYtY{Ck96? z#l_dl>Ah@_!F~x7xoaaXXcL48AaY;h5-Ex7AzSU>H;sf$6GP12Sad`J39=ws9YieR zxh8K#2w>y^3-$$1I^FKAnV@Jqb?wSPUDZ~ z-g$?4cgv|Kc6~X?7*? z$f=F1uuv>ER#B8hgSYBODt1VJ{Mr>YttlM!eC_5m!`yQk{feTi$RC-i?{B0}N!2|j zYGJJ3SQZ)i^yx+tl>p+Lw9n4(Qhbbm(7bi6F8mczV`A!~%CapwfBV@fE6q4RADNt= zBCtM-Cnsy=!vp+<=)#HgrjOr8F4GBpYVGY7o}njreRXpxH9hW_!KvlnT%)(b|0CrvGt1^$QXB8l;x0ye@q$?= zId+Sz-;gdqV!WEg;$p2;hcb!i>jXO2Y?if4<19L$_0Hj;;`#;;hWD3hF%nKU9yx4v z+IdNG+RMuH{^x*naX}*`@+xGM4%}kxd#i9QQ{v7YS%U$eA@=$cGXty0{7gUhJK)3d zJezgD3e$$xKh<0B9lDt*QCA#VTe5Q9=k&Hc$xE({A=sF&wUk2Aup>Knn9gVYGe9pQ zSve-N)Hy3`{JnX%j~CdMI-Z!d`+R2T^RTplTmrdu)~e0sod?&Anw@M)9p(@gCY&Bd z1NnQs^sD5qS|9wAM&zHa=+&Fe-&U~3e4=MDwpfnM>v!UnFQ%-a1fH7o{$?2;for~1 z==rh-_&WQphx49O(aI}ZFEw_W_OpYnIP&n33ezTBF=>aRBZz_ox8IChgj>ix{=ErX znh{%~)aMu_k~Kc!-p;Sg=3&2o+;POsmW-$K5v|CAC85lXYEIkmOwB{J6QeP__NVvd zlCactlsqUKn^DaHze8`F=f$U9_&hYq$MUQ$KzArDJM1Gdm6~81u>>$n{=vd z{&V;3j*#r?ty}nkMY1ll&3myGH*^>qNP*%LO zp+z@m)Wdz>3lY`6<>_I;^c)Qq8?8a)6$-VK#_IMq^---mXa78TnC#SRiIJ?a8hPbx z93=yKosTY6-z)PD>SY`0UX{)}sJ$yzTq09oFK(2@rxoevS6;|S#&YkOwMo*ij90Wi zA=@YH6Ul*)-q59PrVP8!P-{p~P{Q92*2V*&qJ>-*-5OgN7^o@kr18kGDT(xg!(oPo zSSb!p&cs)At8p0`X&T1Dyg!L12}a&jXlhKrYWDGlozWn<#EIV&p^`*g;(#D}2rCDO z2^2mGNN1>0V^F^kmlg#mg>;4Y6_Xf2la+I+n${C2d+*-8DLySjmZVRRv;{AlR%_90 zxlAH|dUb}>AE>xV{Q;GXFkGO88=<5VdPon{>e%Qg$G7)nSZUNQnBU<(4=5#j^JXNP zSK?rLkXpNOmj^58XoSw#0rYOAlCCnSo@@k3c%`9mgXS#q<;#~!0TdtdX!Zi>uaUL( z=W`C|VGxlktI;rm`*Xrxbe@o?;KzuPdf@nRMRYO{BU_mn`j@s6SmEsIY9UscnxT8U z%oQCy@9!A>nfl|$k9hO*2mYW|rAo46-8t>8)Oj8rUYWR(VK?poe#bKD#H~-#xD~M= z5g8hQk>S%ITsbnhA?K@wh)&kXA9|`TGV^H<1X7w_2)NoME-zuFy}Ly|7j*mt%SN8? za}sWrG)iG~!BK{TC&{gU`s|rmdn)s$O`f;qrxS|#+nPeOyFYrSvS0V_nV#G=inUSBfSRNz}pUA0$6xO!d(we?h1-8 zi$-NAvOp~I#1X7n489d6PcB;LZN19N+hT1Fa0O&iS)%Bm72f>E_v@~(*?>_PXv@t! zd+r?Riz2ErVN*f*GNXU&f~aUbIBBm)(zpaNTLJyOeAZ((3CZ@5L8BTE-!mxDq>Bac zb|_fzQ2On_?8Sv?*%j>r&fx?op_}p&X+42ap2!^OMs1`OTp9!ds~9>%J<-)?ns|b5`O8Ud6A$Zt&c>`X&P!uIG zuG0WP+S%jB-Ts9pDH7(}qt5Yl7as8f6@@f#hQTWAcYa$%l4n#?6-gizPg#xx-4gw^ z{F5vS}> zhRI5Wc;1OT$eCxN+2Uz{ESA>39KR0^JRy&zb{luO zAhH}M&u~`EmN(Av{sa^z>3{|Fd;ZRE{eie99l3hdRi+grE0eF$KYA;|!Bg{J3Ppr^ z@~3|e0zqXc>6>F&q2~2Gk(5rh%cp{b9f^#QDDw>_h?92tQZz<@SqH+s34a=du2J@+b_*-oy2j8sX&~wfbLp z?w@B^wMM)MgWAf-`M;b{LjS1yW~^>iIh+6A4xUW^yfgZKYQoFe1lxWlhvne+Kc8~q zA!?aR&%hoPt-?gIos*#_rC|k&X1PRk%ni;IURrOm^T- zu1dh+v<>cEQeyU>kAE+=d!_h9+zC@*jQQh1Scw`1W^_$XE;I^RCa4(nMcW_@aZvm>fJa2 zCib#_d7;kFx0^WY3)?KoTc~xC;2{X=fj0%BO9=eJ8`{k4t`P4HVpIgV9PaH!Ok4-{ z@4vV-Q{_l}bEE|nX0j%gv_Z%^@q~=CDHjvF*iRyzkbL9;>1gk094u6Hww?%-X>oaY4=1a zj--TXi9na-Q=Gff4dXWSCZbP`jg85ouqOuL*$I6L75+2Q;p;{JPySQ3;37&51Zk=% zY%1}N%RHLXp^JC`qx=~ilG0Q&Zr$Mm_gDv|m#Q{BHPr}FEx4*V+bm||u9IO%d}6ZD z`$OH`A|S&67I#HxsCv4OO1j;6r)bLUrxA&I%SG}Ir~9)^!N zVp4-rR|mP_1%W{DI@N#xv;YKZLtlyF<0m&tNwuM-L$Sk4W^tgFau+_z;OO|zUJLI8 zvtJEtoCf$s&bJ|gKb#SJ>Dse&PoDLfQXZm7FCIf>dc+apjcJ?;ZmU zsid~YfPi85Wxm_Ff^;kpA@Q{&DFMLOY&E^<~2 z2ys$91uU^UmX*@)H8lLRliKS=aQRGMuf13NJhB&C&Ai;*$({y}$XxD!Ocd2Zxne$g zm%+eQ-G3r|^=p^^5-I7G#0=tiEpPRD1sMEH8rDb9M(x9;E}&|Sr{UW($bBuV_tQ{q z5J$|X9)`o_;Gy^rhmxHPQjkul8yQQ~hzVB&!|EU>p|*&^qW6uGk`Ln|)r=+H!S7%2)GUc8`r z_+x8@=NG@99}mFCUjXXENE;27pW+>KL(cAvd{R(@C$9Fkq)O^@)@ZAM$qGEwC8##2 zVTfkWgw`n{$h45w^=Ermrj+F{*bmps*-UNC$;Mk`ZIF`cpB+R#H*&%Fh1~tRj+kUg zW<-wAPHjfz{86DXudko|gMA zdwrE@xuEOZQ7qVJP0l?ao=fEKMjWukDh3Ty@$A|Ag`O+;%_2VoFf|YT*4!E zkOpmAi$>>elauD?5Ig|&1*f)n;b1ZFzKI(*nRo^azhL6INW1@=l3tYb25ZlmWt?dx zN^8SR4v`@=H{>`r5dOL|@UBInq*i6z?vZNVwTDIYzmZ2GU?l_i{GWw}Hq^Y`P=nDW z=iOlavWL?4av;y75L5rN@ZY#N>rXTfkf`WUSSM%D(N2&sd1R2(#E*VR7>;XbJ)BRL z6Rt_(9{i0IQZR>E2xTXH4&jP0kOk#il$VQ$>q?H9?D9T@odZR{Ej*+F+} zDj*}_LBwj&=0=)QpoDx-uF^^E$#Gx5^I@iOQ=K*KS*Wr#pzfbYfOpe~rX{vRo$ zSL|VouSvKr7d9%bTdosm=-ClSOkh3pp$VqXLVZmMe>}M%C$Y7aX&= zkA)>P-m$aL(zMzQkE1I0Hklsmb)@E@vFzpzM+QFXDH* zXk2Y=q8r)LB6mpa1*Ar^=GBZbOlv=Kt#x}9@)xY-tT=Lk^fQniBn23UL7J2z!4L&4 zmW7!)33y#h7UGwLX-K-Dp{fz){a;A?bg`=1!yo*=)+5h(+y@66P}cmx7=}KvK{Sn! zb`Emb4>|1*pvWp@S`KUDc5})FqCJr%MQ9TY>T1U9|BSYOvlk=_>ut{$W*`vsjfB{Z zi6NdW$-*hmT7r#^)LtK-oF7140CV;dCS$Ki2ss19B#*QjYdf4Ril!l=|41CNfqVw0 zi&cyqAA+`qvPD?IgIY{scs-=4*>SpI(W z-oU>O9y#(oWjYW&pWuRUyHcE?f;0XsjavTy5&v)x3kgY1@4oc-@Gn_ch4?S4!((4Q zdhR2j5bnxD2>si&xCGKa&s=od6$@)uJZzT&uuPCPA7Z8@z83JQ#Aygv8-KIJi+Fpq z+y$diYY;bxmpL3TBbpe%$AN0H+zEgduSP>YUQGVgg<|4~k1X7g{=Pwvd#ocR}>H+9vBG zXcDltwH-u&C#NH&&WG3z*T9u9?j2SDM8(iHOr^%)+%-LHutHi z{R+8BEM%D#b29XLzh`p5Cp*ML#tCQ!lPeK2eb{2M$pj*-- zMvnL(84`V{)zH(4^Hzm%ds6hD!jBvFkfA;RZ$ijg^mjB?oajg(XEI<(5~~d=X3OBy z*0O{TZ}_sDLXuXbg;CD{J|W;c#-es74H`apAi|sD@IFPj))F?-k;|HF2wT0d8F97& zmMx;-6LV6-7xE{XBpKE|O6Sl}A^>gMz!CB*dJ7>T5axu6tVUiV4ece?<>aQF;cxPy z78i~&7#oukB7C(VU2Sdc1hOtn^9qDVfGjgs}C#6$w8O^D~~(R;h2xa-|0SPN_X6hKSw_6LA!b4Sszw) zSr^QnSLq332Hi*WzQZP*EcRM}Xm>OsJZFC8;lGPT1B4cq@ik#*p((bv!#GN`{hP6FUf=)e^6JpUKAZh|1VEWOg4z%n}PdF6h z*^t1``{K6>^45o6!=;>88XMyvx}Ow=%&q1jS+yWS@}|yLirvIGIQ#{ZZ~k)uR$eG>IZ1*~-4gR6<1dghE*&8YG#L_j{dF^UU)+ z^S+xvWj$$T^99lR(GHkX$! z;AuyiX8{RZivHRR&T6uhqr;|LyPn3(s>m&ro+m63hjU2|xo9ws8R2l%3H=*}@X~`~ zw;<)*mtQ9caPPd51owW4K!|Qd&q4K19b$)uK}T1Q$<8VU8oNH{~@Io1(KpH zg{oLpcA(+Kjy3eKHk*T!^n-J1g~Daj@3A;G;EB|=Zb*xNe_WQu>S!-2fD4V^LAyNv2zgoTYzlqHu97rWJd ziaVrwSY?)@N?EEHyj;8DAK~SQ>`V#Uxf{?W*Sd+ldfI0jU66%v$CgFzE$|utEtr1H z(a&G9=k?9Z{rh=XoV(;q=-Dad5Owh#3Nq}6W+?LZ?M{jj7<|*(3W&5N&Z*^2ukq#N zF4Kd5Bu7K^PA}`jv1yb%!;Lr_DFg!$<`?T*`WI%MRS= z0}c#kbRnu1su595kTll&%$ZK;w722)DQl5M_HQb8DMgzMn7Eh}y+EKpe4d85^ZdTs zp{Tm;#V4m!&Fv|?TF;4LVW3$6CQP;lpkYo5gv2D5!7V|8-xw&$=ov$?nF83MgKSHb z>ms9qo?0)D;T+8V7{dDoxO5TF*O?;n%ap7NJ z*LV?8(MXV-X3w7UMa~o+R+(B|Yg?IE*no=Sq9L6wVSZr2^5uSX`(Ar5{JD8f`>tsD zI}v48(a~)XHc&YLNg^mVdJB6NYpHpza>{kKDn5|BTq0vOPjDnV343&X(zWgh6WF`M zxM=*J2f-=dz0&IDn^^a`tRi2L@3`3oXaAJuTmi;9gZnEq@qyQP z2SE7#^JJ=u<9G1K`A3`Z0=Hv2{QT_iVldOOIXSmIM~EA5zRTBqg;xPs7JiG*6*yiU z7PaA|fB204z2Yn&)A@n@gMsa3so#}K4x4yVoZzT$i^{9!J8$UvQ4AE}?RnYE0ne5+ z;nTB_a|*bUtsC)|36f8W>iefmo?CCrZL)b}Amc2WEm>Ko@C)-C|GNnTvSRO#$SG{u zq?@WXl`cim^s2a)V9S5i^*Hm0L9h24pC5jv^BrWit^Rc7>{3Gk?Cf5x#Z}w7D&Fvl z3dT(CS%DW@d$_%0zP#x{7ly;W#?wO0T$b{3I`?KYzXVe@*Jy&A`pZw*6^${``_p*` ztivG`3VyNwQ7Gs=mX_JHd}ll7*MmH`mEP|EB9rBQ>z|zUpVZn>V;-H&n0Vs``>Mis z9Tk3h?VjHU0^oo8H%7Kl`PuiHp2w?tU5L1_GQpUK)Q7I}3(IYo?UP{XqJfu?t(__o znPjo7?y^MScPX!!vuW}V==87p7sfFbi&*ce&ZYx@>e~3OYVazw|8pk9=H#E|mcRd0 zx=wrSnA=oSVvWe|U9}3K8$4BpfZzPSzRE9&H;E3-(K%=RqdFLF`Jjlr6snZ^ENAk$ zIexNj&*?|q8LB!f@x>0_El!ZfLHL%$wE!6tVEBMx5UDGVEwYzr!4=0w%Ej9c9};nj z90Wh8;6nKUMEik1A~gxMfM?E}S-(nfZU4uj=gh;{>dtP#I*TE<_9uVRbmplgq$fMZ=J1gAL6D7GLsM08zekPl(@-DIM)b zMf1D)?@362HS9HyxkP`#HkltXyl zmhBKYL#UWTT^y-ALe9*m1=<%|nN3HF3jM=^WV9~Kb_oo!<36IAJHwXFto$l%kYH+z zEF-dVAx$6-ylxCAHp07Ln2r|`^}aZ6WX1~cjAX7GR)HuNY;DToc?^T!9w>!kGdBGt zSvp2z0_$3?6*Mz

      {e*i81gEq#~Qb&CM+a%{u|6f#J9O{PEs#ShLuu$v_=-EV_K* z!ZwIfLS0BW+@FJR611I_!(T%_|M3Uhjze7n+|JxbQ&Uq8^9m^NEcrdUdDu}ec#e*^ zPLw(=njz5i3vovPPfT*%QYOhBTbFLSZeZoA`37&GGco? za-iTQB#4weAlk`JL(WkQS2znD`7KJThR2H%7MK(+3wdvVgvamesNscDi^>U#r_ges zde3K!urS1XmX}M@D#0^rA`~JHTAe7+2(h@{Ws#^?#eSN&kkr}KhXV?Y7&u&eyamrr z6>N<`e(AOx2*>iq))PU;=7XIJ}4Zg9q5l)zhrnwLUv1xI%HjLA0h zxv7i_3kWg#w(Z6?Z43;O@(%g$nGVRjq zZSiP?pwhf*6N-gmO$OB|uay5DsVJ%k!8-`cObiM`g*GsX=}-~v)z!NXCm+xy))Hk; zEotBpYFvcc^x^J35R>u^2mK9i=v8tb>A8mxb(*;uDaSB*lO_zc*=baw-~= z{o-g*=N|~@s$HF~Actp;q;4f49moo#K{t>Ah(o98P|vB#eH-dwr!@59#bSB)p)1TK zgV=rZy&2XccUaYH9vnYLrbQr4l_;n0Koz)iwhRD9wFJ3; zYPozK@s5}a#}Ik1glhOWa_G46H?V%kL*PILI8?gaI83r@AR03c8y(1%x+?@wzn%Ua zohC#{Wh%xNVVE5pNs6|Pgf{REVdSb?a45}`ir$rZ(Zr;P)7a1Y} znc`9`f~k<=^2pWz?G+`cK*aMdCi+GtIyk|VCOf{9I*a;|QS}b|xE|DjgK&hPwqmoD zFzJM*#BfOW2MLJrbbMZ(TER<`5=Q|~cY`RR5lC&&YhVM#mP;)o=Qc>{g@`|C-Ka0l zQ#|Ca$4}Sc6S#nCrkxFCKfODGo-NYC5T;>*p05A*Fp-a`-;s^Rwb=QvxklQyL4m4| zgPxcnMBLPzD$?8Wd0-+wD_@4{K;F7GheHuR{7uhfG&Q-pG%RA&*xyzErxwA%z_`gP zlS!1cW6__oPgIk-_x_cd&Z?Orx~5oe`RtW4k+(NaPqG@avnq&=e(Ux`;X~!0j9{Sioh!Jx9ViW8F;OAG}Zg^Ziom%?r|<74P`%mW%k+z;x) z=f-JA`&!ovPpO5{l)Kg@i_79EVPzo$0Y&Q7XGF5jTaYp3dsnz0s*+T-aX)M+visrO zCz8xAyJtD867)u!L&)`DVrNl`lpMLKmT-vKDa+w@LwhGt0m7J$3M_P`4yXOq@$?5K znU&YVw%$}XgWa4$CYbL4aAPW3n-b`Pl82ftbP@OcOW&jzwPPWh2N7d`{86lHOrKu) zGL>^%cpLlU$0C1)>(fA^U|ZP4q5LKy6__|#s^Y?n{we2Su>zJDYM;sBKHxmtQ=Pd= zWa!Gsu>wm+JApjtg}i^2ZG-~ZLH*OfK)|`e%#U$!z5_J6KTl}~A$Z1;p1wLpr*^V_ z^qOB2glikaK5yuIdF;9NrHGM_Z*}&hKoaY<_f1MuuVeY}{n1OkH>9Pc9$BpP5db30 zP@7Z!u~cLAprzXl^>F%!>59q9BSlk8s`>fyQxn$@_YGse)O)3 zMBaDn@svH!rhiHQB=J%IbgcY||zrXHw+2D?S5)=0Ox>)CdR$G<$>9w{gfaJTs-!Fb3%|F z)}0*7-sDrGA0Ea8nb6=b`(|SxtK6aNx;pe^TCP|w`O3goHP1$CA4vK%oO1f*{hDw_ zly^?M#k1?LYU2!W3UfGI&Z$|DIbX*t`+!1mF&895DDw1Tt82w3IwBDTzFAxY2O}u% zyvoMbjzpKH=}itP0LWg9(*n9nWS}Ot8QRUuHuO^LvacHja4Kob6r1e zXdXS`cOeCVMv{`~V9=}R@)JDMq|nnS_bk{sSfR(k_x-o_^Lfgjd!^iM9%p{3Ocs+H zcrB%UrF*2y__UDYR`NtO{vzM0SxVt$;2dpWm$pVGH%)3GH9T(o0*uqEX)#kaW>u3t zDYHN_v3h$}%CvnQm$6dH3`g9u66`iM-JTLlef_hZ4T}y*9M#b6R()%{VEgg2XNq6%Qgd7C zwE6U;dd4)@-j_PM&vNFkR#N)n;`WU`YFHTh5lPGtGD2V|$S^ZR7d)ccr2X@(bB`p? zy)ot3jPBaD*Q55}PO+qhNLQJg?Dg-b_q^zdunuIWI3*@}Y-_CvuiP@?mUdUDp(-%Q ze{O`*Y~77U)>@}Z@>CCHi*--)7LQjGu-q2#cH>q~NBvO)-Nx9wa>JTeBFin95&@Qb zgP+cBh#a-Ei`)0*TgA5%9@{fLfOdY4jP&7q;d>J@Wt za^5`7>~SQ%EG>EE7bFOm8iHz4+z+~QDYd$uEZ5r+1Y8oLc zn6ag$H$zLY?1u@yvPR(_u_6fBqp^6%X}qVV zM4v8S6h@xCC<`P2ylf_j2cR=`8rZmG8uAa*&v@PP9+&$wdfSZ&W-psg!rrTOSt2yv zW_9xx-bc`9ID|fII(+HYojp9CB44A|ISBT-U%c~}uW<}dP|NizaK8b3&bMSKtS1CV zzz0hU7+Tn)6@QRH3++l9cy_dC6l?Fzkn@TCY8rt_UPds05z&i7AG4TJe;=cHKj>!n zN6dvIdlLy*koyNHriJr5H$U)cxpEdjZ?FcNamDl?D5ejGX{XcnrpPAre;KV@L<&I2 z4X~gM@9~cr#=G+Pg84m42=XPD4_C2^)KTm!U67oq*6zYngGmdnKyFmCFfr%W`Sa)3`-&A9cqUenR)QQo5Cf8d%K)_-5ll3BZN2ZT z0!`1v3KUpf_}@BkD}&fpZ1TPMNgITSMDrs52$kXwF2NS)=P1^+2290zA4bv4DB}$e z$Y>6VJ{K_<3M`7C24OTvk)a6Kd}cU`K1Cm?QQ%Ly7TMG%Mbb4u^xHI(Mp^a#W0!6u zBG`&(owGu-O@8*jrIO9*-p;A4s-g}Q$OA@veo*Xm(4S=XPI&-v3Q?5mwg2;scsZ%rG2W1!BnlieCd+>Jr#Wq zvod8tMq2FQQ1yY*Wf)FX`bj{q**c@qrrIu@b_S@I`k@>_4@&A1hI58<PCZX$weX zYz3*i_hd=G6I9bOmL%r%`;an_x+axV0=`pV(U3LF$q0vOj1v~I_U({bQ?lh{%7~#H8RH;` zgjfIrDxu;*KbLyyml+x3de><`Ah{A!7kN+`dJUQp>g??7TaLMNM{t8MocAv`sLec@ z^dn?vL>EDrsrQrxJ~6R_X2Dz)lKy1LF~bkGkVONA1iD&fZ4}soM)wY|!aLykyr--C zNtrzNx5rj&gc)`ex`67&6p)kwo>ZK$b6HtPEHyydBJqQqkB>#RQZ$V_+Mk+K8zYL9 zp;U@NK)O5J#52ye4b9NSY&2w*IgMZ+C)fh5&Rg3FV-nK7;tk8_R-(X6+5OuX>^JqQ zzS{86AQWoRN+Hv1tO0T?!ZfiBI0MA8DYo@XDMbw7)Jgq|9WIrWyL4eU!m`X>l?Ox@ zlTT;e6P%#d-$UXc92QE})v}cQ0IY_vvtY}Skmyjeq@ZImi4v8!8dEw6OT_AU zI89P;GnPD=Zh%NQseAUM)=_443_j%_u;B=<^k9e#=WemYAXrodgPj$REY`rWQHy{o z!DY_$JuMLtkwFCVz#+P!e`tuCKX!BUt2WI7H8|(BcWz#tTyyWQKTLf2Hv_mk@86rQ zxZff-*^k|sijsdf-Z=#F7y)MaAW_)heHlAe4X0v=ltH4o8O}v)BL{sghA*KrdK#?e zVtw-QMAYXG4_sVgD8LUD&Sc=$csh~c^MHneF#wkn9*WM2gjoo)3>k!f=xulR_2>}< zKpD~)4jcfACib{H?!Xv{DCmA)pG-9*rQFim!iqKW@GwTTqP#nwkD`f4BH-ZQkhWA& zF>zHvNE@Pm1Sd^$z7Y`{4r36O$&!Dp;cE_FN4%NaJ%r&w+w5X;f3G*CAOS?N0S3zz zMZt}Nh4R#R1pt%s;!Gx3++9m6h%c@Q-yoo=q0xy>VH=)0%$AVPZc4x|Jd$*|dp+Vb zDQ*z@MvC7XFCfsdBk1a{!4A04@E%v|JMS9yNn}rVnxdDIJ}7Z3yyIYwy?FPHQT}eN7~b3GJJB7d03%6d4)W z_HJ+*OeD9Fe$963L$ik^4ZT31RRO6om{>LSytpUpakl=eH7LWg5oY@WF{yq z*w{b_Z10Ast_+j(-qTr~f~SM1bnJ9=*w16R<0nL6y+tA(cknfS$#%HER)r$ku`!TL zjC{?#AR6TNUBr3N#x_UVE3{oY98wIxm;*gBT>|U?flL}Bf+MdAt)l_l;W`h#A+nOf zrLnTiQeKfGhrAj{dB4SsfuDi|B3M;-F}#hmi!{-k{9btaEKOq$52hJ@v`+x88qy04GWoG7bl} zyMlIt7+()yrD^L6FdI6vAl*4419-`;q+4|?Y(KXEPbTBvZg}7P;pCnI&C0AqM?Gt)O_{x>w{7dMU)b*y$o>|1`t+k(v2*%jsw#^V zjs$KLVyq}}^1HOEe4qQO6I$h847TmevwHA)xJmuE<&jmH+PS;78yK+MzXhaUCWy;3 z?@SLai1wgvRW-ma1qB85kXxgrO--Sb9zFl|?ZKo+N0SZp^nNd?3k>P`ty}%+)2At! znZtHHgV7Dyri?e;#F2#nl*Kze}@>NO};%7~E?nIEMi;GKSaB%R7Ld!WK_SV+ydHxR03FRGC z@EoEJcr}O-NAEMD>bebAUouC<^9~u&J z(9_fW{*KK-7A*H0kB0^aUGl|;cF#D>_|Sd(45jC6D^sI6QXxLGFeSVG~OiYHIbzHDevUc7j2l~PSZL+oamh{{TK zp|X4lXOFn`!Gn4%)<4S1%G6yTm;GvU16LsWL=(gl_!?a)gMATS8GQV_(|6ijuI7cW zdCWL2cf@Dvg^!6ZuZfen(o8-Fe!5ZkQdql|08zgD@jw6nU*x3yoE8V6i0*%o#g31q MxkV#k{q9r$1Aue!=Kufz literal 0 HcmV?d00001 diff --git a/automata/plots/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png new file mode 100644 index 0000000000000000000000000000000000000000..e43b1b25ddd6af49bed2591be9380ebc538f7bdc GIT binary patch literal 42632 zcmbTe2UL|=wk>?rvMjaKE)@|al!}5PAVH99LOdWMS&*P0IcLdcN&%4|C`Z6VPLea2 z0LeKg135~P3~z3_y8FIy-@AXPF}ll=aK3Nvwbzg}$xBHETVJ>@{0UQwv*DBb`6(^{j1-EX?`1 zgt(3!{nOCa*3w3po7?Q)-@s*IZNSa{%lUNtl8u(<)odt~ZP&>E)etEp>?a4m_PCAK<*#wp1(g@$m^N)TtS6N!iTV`(dJ(#r<<}u~e7q zjOI(u$u360!U5~fnQuBtm-+37n{_lJIZjx8ySuowl;$#LZQ!w%(!_`dvb?ro8*_d2 z%QJQzc1-H=L$^H|;y?fl%_yga&HyCUpIS_hV9 zx>PS-yyzS6Ff-b*=h)SoF)HyfD~o*+PBR@22dS|t@wJL_V&VD~!Q@+;K0VmsdG!7V zUfm+EvgJRnF3ye{*GKsVA2(6qKb6I9kUv%y#LewXoh=MFqAa~l^vBI}KFlM-mndI? zb$N<*8*ErZd7EK7pnzx8ocQshT5P8MwbS%qNkxThj>A~vD@jk={_1^9qBkzlai|2a z>KPbth=^Pf7Z(r8OL+dAQBO~=q^)hiPgSwYc}z@f@yEv_n%SxIKSyE*8)ApBfa*E+ z@qwIIA~x!0iD6h}u#@9kNc8?29h{o{wF>(X@7dSmy+S*s_US5$0z z%WFCux-<=~yqH8(z887>bGS2Qw$J1p+rlKQR2M1dkm+7qSJ(6P>%MK+;+pr8j29`JCe#Jx3|SzZ|1OYQyg{tmrnaePLnv8bqM`O7mNn|3N%TPHgX zClz1FvhMN1k7SKz50!V9_{*A`Cup{1+4Kefx@FI978aHrd-fRPYg{(7Kdza$7Cxl& zW~E7W3TV&XSXr8hPaNnfD5!9{7$U59&TIFzBPwx*xw*L)T9Wl-yYgKt#=jSP^As_P z-l*1Ra71M5IZgFnJALMicSc5rQS;lEb66v$(PE2&rA9ACq1wA19(yGuBuzpV&$f-mnTa^(y=Q4i&vjuWLp{~dm)WuVkM+O)I*3hH@L?9S#cp94 zV&0WeWn~*$(@YwY^<kmcdHdyEo|0!gwkn@J zdsijy^2>#>0&RoJ=QV%*abTk3P;`Ii%W;fSi5%Z)Iekyc3efkF3e@(fpJqpys+Ki`6G+p zsltMPX{{_T(e2$EtE%NFiEs}VvWW;5v`8S^gaGhko$jwWBjPYx|MuEPoPvW)BK8+z zRTCS(e)NcU?_*-C5}ouyobO~|NtE>5)naDz@&1KeMKbhEbLY`dZ0sVQ69Pg$D4 z@rGE{jKH3eVx*WB4P{0g8Y>3}!AQBV^uUG$P1L4}$>Fw)s!_2r&zC4|hXe!~^4dywsDo!hLetcp51I(jpa#5{ekleCtSfZcD_JXNr=ydZ09n@YWK zA=RiY$H8I;BcrK}i&j(=_LoagM5IkAL8C<}?sCm@VY||Zk+}uy&yV-nhsBE0kNV_{ z<+mZ(1P>3JnzZ;Hkn*C@Xbci=xoL54eIk+KgC9Ts$K;ng+gd+4O!do?-^?k2mG-@U zNG^2P(%FkgfBah^@=UIyO}^QL3j!B)pxa-Lt7RAE(lM`ZTPa+<<;!8|G(_u@Yar_><{`<(G%wgjez>J=OAEvf4X3j=RiS z(g@DcDB2x=Iq9@ts$tFkp5ERV)kH0v)l_jrt5TkmUA%U|a`Ly_r}s9~$7tm_*{iZ2 z>=8N9S>n%@X5Jw@J=h?F9ZoB9`1WaIVNsFsSZCh+P-20p7N24DpR}Gd!BgvQ*K5(}2qBQJ(nXKry^&>5%=FD)(2?*G}#G{f2gp&C*_m>kwLM;iSAr752Ehz?19zT8ow3l(R%%+}6jGv#si@Ser z9NESs{DxPrwE5svnsGyNqf9Lzh@O``7L|#s&-&cef`FxknOG?w=Ah|dL~Y6L*EO%D z`b6UEk*So@P1T0F=tn1W&-Pl+%-t(rf8fDbM~e$v;E85_Z^IfV`lPRlywxi7qHS9 zHw|C0$Wwm*{{1}Su0GxD3bijgqbX5ayGhd_EV!o=qi1p2a$IdaCihO$}2-Q2umF}E4VDh|&h;$nu{ z#mmc^V3dv+vt?3PmiWVsTi~ zO0ZIF36_8OjFpQ&D&7wg|TWiHEBaU$`K# z_~TCg;)G1RMwS8qeVCT>$nm8gAGZlCaF5+6w;0Bo_Z&dWLywZST18O?!{Y9^2+@E> z%(HrS#b3#|=)O4aQ5wYUUh@<0TMw{r`*T>07TXWVp57><&=8}H$iddet1@^>I{?E+ZNQ^pkI!Z}BVoZva za9fJ19e7 znaL6&J=MBLn%2~<*$~2`dtY`A71MOt-oZf?&@I*S>uC=OCk^9*oec|G)ja}+)hC~D zs5T-PMmjwvwfn}#xT)*i5&`NW-@ZNOI#I$#j-xFANn1PDrJco!rlxV&NPeqtXFX=T z`#AZIA6Fh27!a@ngiyYE^+j4xVYFi8@Xsq+V_ut`bxg5BIMOkiIY0G^f2UY_ar9HZ z+(z0@n49by!qTdE?>TOZZHPj;=Pl|-GZ8G|p5NZyj$)Uk;~i^M7ZEJ(noaUB>8+8N zl##LQ5RRlnoB!s?&42B~FI0sfF3tJ~*}Z5lZBYDG^PHwrjT?@*F3z3Lba-#C=;}WQP^TR1swtXQEgZT@iiYO9x6WvtT z@j`l>gFvM1z8`kj7uCt$3grxQO|jW8cVZO6A8y~i9SePE2^|30TrQEo`&;%Jqi6;n zyLOvE>d&7)yNvA%d?PZNc?K{1yz;q_ZeCE109pE>D{7756nSd2RVv3O$8y@Uni>r%U zLTlz{n#f+TI8mlv;Fh=Nxbd3}EH0OLczA>zC*HWt_0Y$wrJQ4v3oUnW{%7&(Xm97Y z>AgS_%=A!G)4N;i=$M$|5xyn_tg&$I5in(^?h$v%M0M;zxx(4%%W;#Fld~J^)MRmA zOj1x#;73sA2;6fOUB7<45ng?;EhBLczu^mfFYv-?k8LcC$$Dk=acX>d=o01uM;nmm zNm<8(kz9*56J_jbM}&|~uVIlF!(d}PjnET7FoO~+b3TYX+cvX|mN*Ce&|q!&=9w4k zPF_0_nDlK8MfEz+vp%4B1QK^qad9!};jm@FXzQ9yJF*)h%-rhYwlMI1GS8yFD53J$ zsIf9buWT3gl0`A%0>k%#0VBYFSuAJ8b0M1xfCXtCsH+v9eGkNsAY{#v)J^&HltO_{ zf_p1yd(lLE9~-kUZj3X!|2u=u&*2u`3~yE8ieR3i=O?T_{LUm?AHaE~@rI-0GeE&- z=?Q#GJvm;7TS4lID%sGI{Z}-pspY<79 zyc6x>ly^^(c7K24<_9t_xgC8diL^AJ1Rd=eU_rZ&TLk+-i_{}oC=L&Km@pti2$(j% z;JlJ=hI*NeYP~+pPjvdAE^ixYf~4%H>1(r**}f8Q@8k0+OnAQPg8sqT`|3p zS7zqsE_zi5p_SK&s5j_1>CH}3Zf^JdW$B1N`eBi=Tt(!S`n?vpFTwQ0faI#&y7^)% zsLM$AKSEDfz0$7=jembL5t)cN8H13rsiK*_di@HMy;6O0424SxHilNV* zMdP)~keOE&x>gblTkiFs~Dd%q=Y9xhG#YM}~(FAknIZ2;1#sWQ;>=gjP`w zXD%W+IeEAh{6=ebXm$0a>EV{TuRJHLyU!m-xxIGn+Qj6fV!V19VRv10=MmK8S+BG; zfsV7tn+}wv#l;;Z=#{X?IMX1GUxD9b7ZF)_81#%ri^VaHc3YY!Z;k$-AxT%t6&;(v z$i$;HQa+#z-$#sqwk1r0UJNO-&7iamkF0ZFn&b z^N1ee!M6WWPBvJFEsQ5F0Z>g$Pb;H1re1x2+a+kage@$J>VIfrW=8e=`M(fpF3yMO|_n)phah{i*^tj!dFgg zIsmzWsc{9x*0?1({PvwY#{o!iW=u*04!43VBNP$sa+v$Fqokzd!2P}E)j-VL29uiS zKr%iF3_K(!SHxq22G=(I`G8OV)IgmRa8Z4XG6&jL2f}HYwQge(*AVQm^_NvcUunAB31S0s2O+q@ zR$t1oAE|X;o@7C8y>KPNJdL>xkRro5o>gpNI7Ry6#q=w3p}=?pKfZq4I`oD^WR#v$ z{S8uI%#F|jMxD8igLRQUvI~f2V<-}XEh&-UK40M2 zU?0yAs<9&(Tw5XzNlQS7<;N|mJJ}vSd#~I>v&cuC1HZb->{&@kiDYZ%Ze7AF&(Dmx zwk!@`#l%$lrT=^#hNp=_q0u zx)`Vtfb{452yc~^;J&h4)Ya7m65_q>NNa<677kxVzWGFV$=0SNlrb8>*i+}xtYX4J zHEd%RZ6-hk^qyK7C_FRPXXpcpBSw%R3A-)f)_$I7FNgcNER7r&=A?5$6P@$3>(Y1x zUi{fZIu5NGC(V{8&r>$PVy_abOuzbm?SYaw?SjsP1f<^e!d*QclRoi)bZst)CFSM( zq}uQDEX+l`s-~8IKzA>-gNez^&(AMTZ)L8^-HSB^V1+}y7Y)2Ot4;UkKTOmvT=0rk zi4QLM{P}GlsVbRSS&Mp~LTTqa1MBik;gf2A|bZ62H+ zLMr_*y2)biLLHt0fIdBLJ`RpD^2RtktpO}2EZ?2y{phhRBT)0k?-~i{V9U?*vbavw zNVYMFyEI=ux{J_O!f|rv&mTi0p^x33b9=-!lPM=7!v_vBnac(&n80*m{(KDZQi7%l zXIV)J4+%(smt-Mk@@yy~jyQ|l*%x)aKH4qOPRQr>e{-W_Kz#vLJV?!+tQ0}=tIxJG zFXqbXlb|4i)DgeQYUi|q!cdb5f%Nj_OJjsz{!n>N*d(H<=75jrtIwa$qlv2A zC&ag0JyP&T`rS; zWfGA1Nc{qTcJJ=pC`1uyBN#hnvYltlQ9%?*-54LQA%~SafA+)I{8^mSsb*cD!+_Sy z%gY2Se;jou(o8CH` zD#&8TQJ-iD-s^t-y&C8IV2iy$sXuBBs%8wBPkgjIYRz=@nQg$LiUL-rWnKWG_)ROqplp-zto}Jzp6e_~!D50wZ{$XclKMz8?9ukm#9oLu`IlI%fGThM` zS=MAV&?lr>bcxf_L71oz2tZFCiD3JT*CZ-KY+}A~-Kfrt!wM4iYP-31E#dvyLT?a~ zQow9eZQ&0rjVcn1650<(XXjWzVJGyNW`PZeM3OO~6(lnkJ1z(o?B?!!o`a9uvisOc zC?uP=@vgQ!%2s7M61Y=eyR zYCObe(nq(YrDd=qCqsN?(FXmMBEIrM*7a0@;LbouJcj7!NSVRIT<08XN(_TCG5nKy zs%Io8cjgB+=AoyjVupE#sng+lU@TOcTCmA3EoA|f)0?EvpRbnT&SQn98~*0aiFVb! zg609N)1w`25xEXyouC!`<;1gw_4M`h4s&wKB1xqm_VMxpfky)s#bjQLE^l%~C5%O? zZS*riAi7@D&W-m%9eWuXqU6uuvBnNIDPJNf29)OXryX)9;<_@eUhm((-xl$CxeRm# zo{F1E%t;An**nbzXOGmY*FNG$bT8bpNXfjM7<{|v!8b{ObjSXe9#dc#q=lQd7!r1m zTi>KHP97c6BPNjuRJ6gQV&=M;F84%8@Itxn1C=6UO2)=9hb}%hoY_{5=HKxwWCW+L z_voj}`KlI&%%H-7eTkofZVScD4R|<%^w@;z@Dcm@G_8Yh%_vkH{QOFZxf2hy+~)KM zpWfx{G0_bY9%usv)(2d!d)`#7jIee0U#N!`P4<8(#_gF&IR4=Vp^oPg^L_>ccQv5? zfi!7OSc2>`1 zKX8B$ScJ5w&H6;^l3XXBjD@o+}tPY80xDf1yo8_UtH{ndj zNIyAZ)L;EF7@WF!-n2@`jql!0Jx^43g0lqL7$9o6_nZq!NRS4Mme_(qLgE3mG^S({ zY!il_qsf5hAx>|yuS&Hd_;|yMQ+HgniK3roRCg|;!=CnW9^|kL&Lx3mhN=!=-iB~e zIX~-brUU93miQecWVe?4lARb9g@9eWWq85La$CX@8u++EPx>M9Zc*~Dr*QaBEPk*V ztUpY;Bybp^gbpS|nw-Sa)WMv4(tVvXP%=agfP;yWYy?Q) z^yB@8X#!zQni2@3HPR|9TwH)?16B+pd?4OY6T(UL-*PgoO7q%tXRcJ}wglt?I?zI$ z1`m5Pi>br*q6E^Lpyk#y?$3@tPeX$xei{&NaeCzJ<6!46{k&q*0*gQz%4eEsOYK){ zA}|Bq$_O_x30Slt*Xo(2AfuAnI?|TWWRjQ{fo2T}_QgpF(_VCi#EIh2<(jbz)I8dk zp_d-a$qz3KPiI%P*)-!Pp=enkwYS>t)drA9 z>pO*oiN+!}vRuWBoBF5rWVpe`0CD7r_9(Bbt1D8}0rc%xa3t#RddTAfq(}g$fO>n} zk-inj1vDZlSu_E&DU=+M_OPPe2M-+@?5}yM zS%BZ5l2JB9IPE0;vrXTC(4FRbf~HG361x}fKx{mhKbCVnXAJUREX_QdN;+3$L~;=N z`wa=fw>5|m2XhMxWlc@0VEE>=KCz#F&aQtk&&{VSP+RZ?)`|w~WCN+rq=nR3B+?57 zZcA}`K)k@|z}A{CrhDw@&2SV;Dl5~Yhu{eLIQqhI=tS2&&2Vj(aY@3!xveZY(CmrY zOq5yBj3AOGk$^1@;Pb?pMlC;!FUXOkm!L*F!57 zf#ef`RMME7>skX{69~wJljT2>FMhENxaS?)x9c?BBkOnQ#EIsJT%fgcevYsi4X5ur ze!L;UwDt`ZLUgmOM0p}@09Xqj55Pj3Kn*F4SZq$xErJor7T85UC)D+)+JWekn(a(> zbLAo`u}aZ8DV)!qJv+q9OKb2e%7 zQtGu=u#y;Qt~F(%I_}xFZCeTsUXET51mP6l>%@zZ^OUrM2TFQRR7_grJdKEqY_n4q z1=<_``BMO-3ncQqNTMtb*w5gc@1g30QD{s?8{A?hbMD-ILM4hhO}$mCx))ZGJF~QC zw^z3ut?5+|%Z7^fU+qN(zm4{%OaWjrAiil!&$Q_sqKPj(Kt(HnG|>|BA^%x>M4eA0#y1{5IpO4;)A zg2j&AyA6>Ij5s;^9R(x+1O<@7l9xMPoLXlCP>g3sP#5ji1=)U`wZ*nA?}vMRcy^`? z?_L4Zw}AkKoKxvK5w4{{#!;2X<5%zw$sXT z**T;SMVwz=UVeRR5!@J`^_c`aZ@g|vH>0JAv#}N5y?gg^SDh&IUD7$8=Y?%0MYaR{ zzGvLOjzE1;O5z9|eRaMpRdj-mmYGhWEf1l^gbDl|0FI%V#a5&lv`ZLh?I%zed#ATd7VY{eL*!{5Ju*Cnbz&XOZK zKAK)2+8Gy!KlF|pyjqfUJ$$c|?3f`VE5ah|BX)Kr&U+Ba7 zJhig1;e)~=(1Xtx@GB>6B=~Sq$J+C}#DTPC%^H2w>0UrGo{UbXSl{b_IeL@xc-vs~ z8o^Z(EA8dah3ZJ?pXUWJl=%wnTIOxHEg;bTBJ2w666{BhmaBvDXo>}Ir4EllhY7RW z?AJ2&;yc^K*&Q5a+?h;5QFWtWJK3~lOWIsdHu_#DbV*uk;CPakmVSs{+f}V>WiU3e z8^nK|$UD$|XYT)=WaI#~2avwf$&Q2j5eQy(0Ra`D-?SlnG2$}NR=tvH_!6K1ma6l$ zS+UD7f;19NI>ii99PvgH(w=?{KwzY_a)plX;6X`jtZ{2BWV^=^ks1X%FP-2 zw*9qx`}SAh6VM`c=|6shKe4m2p53sOk=@c11t5F6@yc|K6bn_@fi4D{v_6>OB~ z92A$JY2!s-f}1N$SV9|OmVGT9McQxprz^fBt9pu?o4dnhvSPiP50|JM>i4(g&MwhD z7I(+6Nt`Ld>p@A*AMT+m63W0938VL&4)l>B1PUSI!A(>}EF`gds5*0LbOA4+qQ`>x zX?ecwZ=(opvKEJ1gFFy0ivo_TGJ@R15&oI^se#wTwr4J(F(^t4!{=Sj83Ng$LNEl* z!yC9eP3Dl3>9%jTt}*Wp+P-6luGr{7(niC(@MUq5o0XOI^T&^8(A?Tz)~+7gGUqrL z9hr)Qn%t&riPlu3*C2OHu%k}1Up;zA9G$5^9BmVudQ1dr`Pb)+;8AG> zB}Uq_^70F`%M+hIeInhCdh+!Lc3%oM=ZLZaOrU7Aet&^5BjBCnzyZ=ZgF`z=C7=)# zRTOC);Zv$5%qnX0An~Cg%T;7=&b~k;bOQXD$FG0>2dr@CacnL@AViD8;s!@TN$VXxi>^MiE@+Wc=$#1C zz63Hn)wG4T5HJ7X?nZ&KB|=`HL=XOKvuFZLjYCLBp=)sZ*TUyx}5uL_u{Uq?6Zf|KHJn_#j;XhQT-F%X{z zt6$zBOAl+w^s6!n+y2LJ+s13&ozOV(st;y^>s~b|;;>TmyXYQHN`L_ltd9a<=)CW4iv8-la4L?Ugw~QlJc<0`$1oA@;q`;eA;Zw&@8RFhDXM(~b)# z#%80n^0H-J;dHQTTlU`U6XMB~2xTgD;Ng*wh3&Rqt+qog0Lj*J@DM01`-MRT60>-k zL0~Kr7ad}?b0vHEz92`|5W%WWRxldXWNVIK0muv(rgEpZBDm{Yrc-PVs z97&1g*)yn~>4Ef9yK^ofIQdN)j{-}}foBFFm-jy;8~0!VDLD#iMhsL7fdiV_37fx{ zdHPOPJ#n6HP(2P%MgTZD#3}j}rh}VF`9un$U%K_dS7yZj_NWgmK3B#HN5Sy|_e7z% zo8U~Lz4l}EW|7cBZgs*hidVd5*I#`KZF2#sCxV<>VAs$~uu-$WKN8^w!{1?5%tW*n zr9>?;+AKspb6V3+FnVLTlaIjLyg`#(2B`$>k|KgNE~5pE%n(dq4WJgTr;Og_;zK)t zGp2~%q9`6a$Y$MypA>^7q%Z@%;>lmpu|9;-CVQiJps3 z^4z%?h_?1+yhVnf`C}9#9}!zCEt?P^^-=OpD7eb`E^{v5vlzja5V0MMAZ^TW+>v}= zMVN#(@q$l3^#Qkl`gr`tkE=uZRc&LKI3N`G^fXMT*|41P!@^3~)2~@n;f$*LTbYby z8{qA7jvV@1tJSItW9xqUg7mZ6i0 zTD@S{xQXqxO5>3fRX+O7cPHbI@Yg-^m|!x3=Kwa{Lth&TazV&gA7kcWzh zeYXrW9Deh|M~?z+M>mb!gFX5c3@sk2*30q8OU6_EHQ9)PDHuqO96fpg3rBn+A9dqj zEG&2BO5JPF?E?#nJ$*vlE^doAz~U-Ht|k#Q1tyTb<%C`0&Ygv~DoR_Kz$lTAfK;SueRLm{@Y}q6d{6xR ztZP_!(Okx$@k1|Ob?x>t5YYgjALbVPG&=$gD+WMRU8N4!sdn000mdi*vO^cs6=eEW z=mK(}HO0WE)3J{!hoz!2R4f*HG>(fp_kNNc;QY;TTNn}S>F$n#ySwq!;mJosxu?9& zoIX8VDbY8!u(;ip+Q{Q!7Q> zevWpS)GbZH@UCi`Hla`{p~XF{_ZA3xt=-ts3s`i*6N@kYI70|0_}16EnT3hFP8F;y z$zdPuUw8Eiq3QGU_n!uA70wk_$+FfXX^qqj`2J(T|9Y(ZzKHN7Jm4+e9L6x$pU((P zAtML^J%FnDaZ6tx<}c5igq*M;$Vo?F$6KuGAH#_BxbIR^lg zZ@6C(;k=m$$yHU{T}xOY6+_hoI51wo=0L3N!j@ldrtNh?;+%#WVFWY;pk3l{GgI{5 z@$>cJmdi;5n-M=EO1J`2hJbmy;mEX=P}g2Y$Eg~r%~K!UkpJUKMYolNq9p zcigpR&*T;ABn^}#!*@WwVR#Y=eBZwJ*<0x0r#(`Aegr7_v5!yH!3<5|rq}xln8iV$ z_!sI}-PrpXGzxTu!?ck~KFG?l&risMlN-`wS^>47qM{P0$^DN34TZ(`8(0isn1Kw@|IjGGpFBAbd<4#$HXg?F5*6W7$#)R6fI z*ras*kBvdL#2S=3d}?$jGJv$Sbn-xg6M8X^17X@x09e>Xe!km{vfkwdbs*~#WQTsFZ@pw76p{<)X)#B&O&Pf+M z*Xvypc3N)0WZcJro{8&MQRh4EA5W4fB zmlx>e6w}U+q&NV2qvKTcjhoR4z42`$g#ANZZHyDZoO|r*}(KO@Np%Rt|vWr zx-)*$Iiykb+#5+1V)h^es!`s}BJ#-~6rpj3>gDcLz#%_c+69$%xJWy5kI?*4J$-#+ z*um`0mX?+_*WYVHs3O)u>nRY21~ER;vTtjojdbSa5VyH``-z;NFk5D&AFC9j2dztn zE~a1>XwwL%LM(vwvmw`Ua;@DYcNF>qL-3QUF4&DuV2SBKV1c?-!*Mije*0B2NWR*P zJ=T$Fm#s{~mz^0RAb~s& zwf_3y9tJrAJ}!|V719dBJFqp83u=A)=;S!)i1WgNA>AuV%?;VmJ z9Q{pyfr5&KdC0i-&4bZ`6*qXpjS#}b$zmvO?HL&6h;n?~dB;Sy4{Jl4sC zjKOKLI=}-x&;(Ec8}SmZwN$hru4oX5!}G?COwxXYh&n1{v|D?^-Vq56oqPs4RTTk( z^yFNc=g;YjEzf>$#RLiTgJ`0hw#N4@#vb^eEu8i?r?jPkAoVMsM+2D0pz09uiYPt^ zHuNeNK;D-*NPCF_*b_f4QHA=Em=y3s(=65ZCN8Ez)mBBeLqIk_dIL2kP5Qz^vcYfA zc*o#j$;raXr$MqO*quN)JGTKCY@)H|#2+#RTaqzQg{1X#Jth>1n)2&b#wc)V1H?KD zA0T1o;S!=EmX1!@X-R{}GR;=lMHp}}$#b6R4g8u+bm&{_HngS!t|lOkt}lH^zV`9gp_4oySU4>$?vjmw_P*zYehah3rHL2}tzz%OXpe2L5y!6?AfVOu9l>`LG<8M&Hpd_n!l z04k`$T*MDrML9u34WtoBxo4nwoNAizj>i%gE$+oh|9&2w3mH)%ZdjrXfGya(2sox{y$yp5P9H#4 zk(nt%urDu8$`OM(=`<^DoPez2Pu3RGlb5U3z*X~-v?EM^j+0qcd_I}d;?m4+p4z_v zM|v6rX_Cc2iV@!qk)p+Zyj$0}@FCnL?>2b(1R%W_G_a-R<@I<7P$~OK3Km#r(+OA0 zDuN~G0Np}k=bFvCj*|5<&F-Ip45L>XAdfQ&oAK+Fr7?F>r6J5mynFYqOiLfGW`g+v z=cS;@%OgG7qSjz1Ws&v-*42>XPP|`8<8%xR(a`VmK+3?kmeT3N9U`NF@zzMdIT=Jh zi8Z(7IRjTvAY{au*>y@jXT}2F8PGas^KHTe4XfW_&2m|`L;EqCVL1HR3fhJ&I-zN$*=UB4A;e<|Tj~^yQp6S6c%w4R+y+fE z0X~>)eFY@a4+B*rivuJ}6R{Od^XKg63i;JVH&NmFWza20T_(TI3!Vdv#PGrv#RCmh zz>HD0!Rr_VfZU2pL%=oWmS;Xfv_v_C*}ni=0S2Fu;nu$aIAA)CYV$ z#K%{+TeqC}2BA7$g|10>_h`Hak$KB8iN(dR02N9WIPL<>7sT`mhs7~M#QI+66AStu zt-zYr+TD3<^cO9XF;KZjlYCZk4tt_FGsk(SQgx4eW|%cki0NWKg<1t4RdODA$8SQG(Fh7P z(LoUJJj5BOhEvwzh8isZ5tavDiAJNa3D26R?hci9I}J`@^!KCfP-6u+cQS#j2!5Rp z^p8vecNJtJSyVRff`WqanHfREHa{3)9@N^T^ut~@Rrkg`d5U1M<0d11zx?vcZZb{` zoHL2V6KUsOFIFX-4B6!MO4!yPE=XR-{7iqUGE4Pklj-^h2*+gfPrqX>#DHrtx0~3q zJeLw@v7lsHFKZxzh8EUf(^TF|cGLFE8h*3ZdJH5z1<>IGt%uHn!K2M;*{T4(KcZ3u zBj|UdK_&ti646zn2*ZF2Djm8+4am0IyZ7&tu|v=qVtgQGXam1`^XPZwyGEcnSbZD> z0r>>P4vkEEcXwaUY3AeOtAIWwi?Tx;;3Vc9zk3S~w-Wv@0?CY6>+zd|A^dkNf=S*w zBXuh18KyOhd{`_n^1gb;5ay^P=~qT!kuoAhc*m|?`pC~0K+tBvP*H)pXV%IDciZoK z_&)DlE4FN?RtT$s(?WrTi_SZd1g!kbf<)(c6!G*t6C z{OS*53VkZ3NMUA`?Q&a)|LAN^EYAxwKN9fe`qOz>^pJqQc#HNGzL zQ{)zjl7X;URqxm>eJqqrUR+dR=}mkaFnl@I2#^^eLqkIz$zP}(X0_8!>j zlT%VgT0_KL)lv2pz>gA21P5pdXR0v$0)_H$ZC%_NN`e#cPud(I4y(b+jg-Q7WLKg` z`Y;H}O6WK?^L>h~B>Fi_{opyJ0r{5cxD9X^34gwG$Bx&8qu~FlouqRQBzO!mnF*>g zF-sh}@bm?6DH%^`w1?tLY;uHKAZ7~i1WjHHe8dMxZ2RE$xoh>-QZ6Zx8$nd_Fum8* zJ4T$cV7${gq{ed~a+4uW2=>I|OD|g;h89Q@{!@JX6H(DhS4mVG(sE6M>W;zT@q0sN z^zh_)yN+Idf#NRhN9bvAb{8Re*Pt=+w0(xnpv%r&N0Gi85U`V=*MAuak*j2%@fPYo zvVvP4UqksWZsl|XK=ykBJUKuHgU}dv4-FBYGBFP28aj-~%mGH)g20Qt@Qjz3{ZN_- zb%>@)y^ZmN>2zm9}~Vm8uhS14~|884Gcg$Do`QGfD##P zpfwR#=l2G{QGKQm0OueTIKCBTG)OAkS>A9gLYK(Bo`WAPEG#s_+(YA8_0^eL2Hhzr z5^7~+Di*W!>ckWr2#$ety7QQGd*bUWf4%G%$_sX1%wi-s7VYl9COIJy*KEiCZcqod(#7ibVLeiVzW1#81PSZDOp{R_NFHE6dI>gAoZJkfe)v%^VdVa1~?Y zLA~NBFvdgBs~b^y;s~N4-$i_wWOODwm(1UrwJLF_Ce#z7C%L)+({8JG9NZZH#?i?F zCaV_LA`px=kk+K7h_+xFNZSPI)335)(=jlI)LNK);uc;(hWC2|TP&5h*N{D33wbp9 z!G%6yU4?WcpULCGjJRn>v%UO=e+mk=CGx-K@+fe~so&UL=hKxwe2zO(9-Y31JLWrqd*r4{on9p~{iqB{U(1Xb>@e zF{W3@Z(Pq#tZQKNU(2qA26tmfd5Ltu$f(2~0uweDmH2n;K-~@za~iDa*MctX`b173 ze0=ZrkP4Ux1Lh#WXd)S9BV)NZWyGXb4@;F!mhuMu?vk^uMO*&|{zt$MJcYx(QjER$G4$H|8bx1lmNOJb3tGI2%36m|vYe;UdAW4Sw6FBRK z!TLleX+AaWLqlhE8A|l%+r`B-lMk-ySJ40)u=vQ1*xouLx5Sxq{~4_fF)0&AEG4 ztGb!yQB|jVnx*a%JD=ocHKGSKpiRJ>b_IWmtk4)HvxVFRi#jtOKl?~5vjahCI&|1c zt|tHOn8^MT?0^Bk!!Sjd*N?*_aR$`{7&J8yHX@M=*#J-@3CHAU0-Rm3_4IJzN1!tt zgzYU=hB@3l;d&Paaj`OCpqUPtXhP=i#HC84L58H{_XbEn+K&uJm<54GgtcoXS+@-M ziMvF6Ac)H%IPEqDRnrMifUh;_hoN^;1Z>v7nU73;1e4i>Fb#xr$`~Xk#t%KGwI*I& zK188NK9Fx;LutxIXBUMginwn{*NUWI1a5#NwBxY&ncU`}qBN6v>L~yxl8$3EvXVi! zkTEJU4@Hat=-G%I1@sw(`4H8ebtoUm7)JN7s%_T;V(rrUZEZ zC3vYTWYlar-+4fTw*zB8#JY*T>+d=Xnd~(RcuQOXd*DXONnb!J4P7$)$F)fBfMDc< zBmG~Kna~|p=Pw~vnYDuFYa;*`P0AiB0e$f5Ks(k0IbsO$S{8@?fw%W@cnkzUQKqKD z1BJNTOVtOx7vwbwTty)8AzWcWkRln3+;`^wQ&7n!H25xP*lcoN2Jys@ERllit8(;4 zFtLdXRVv9(AiL4f@-@a`!iy^qRK+tO%C@|GJV^u&lYkx?qAUoLJj~1(3vop0HA}aG zNj9jx2)J$!bt?;fLKW;q+*+ovKU$Dh3W>iQDv$;A6d)wHWystjxmt)=en=m*+M)g~ znM6?1?ZVw`kAC|ncw=3iIRqBvy7iw?z<*wCw)ua!+Kjn!E2WSF@*6%T1N)Bghv!VI zKgPyW)Q?(zL@~mvy*<-@XcNrUPss@;zCiok1omotLioHyhzN=N{?{*gpD>vkU^{wd z_s*T&-G)HLx8sfuEX`Djv7ERxF=cBmO8LS{SOyFk#0#x`UZvy3Q@M3*VISHZ67UKN z}^ zSz8;vBD#U{PLf>icGIu$;~9AFTI6x(j0e{!`E|J54HqBbO9we*f(6IgC!I%qMa9U+ zQ&xP)f(9IY_N?~Zt-jDMM>ag>JH2W$s)>IvaruA!{QrJ~T!b3lX>2Pmk_lMx7yA6 z{6fh*bapnJUHDi_{{Hw`-CLezpC3C-3(trOJ;SGc;obfJ>(zSc&@3GE3<{cBUiifHJ2Uiau|`wa?Z)_wJp&)wC2_-dWM zS?PAarI4Ll64VC<6lel{p=@k2%Z#gU&;GAi{8w*AE*kvj+x)jfeRZb;PT)y}+N^u2+jl$#nel*&=c_$SaHNi7iXQ^Fj32qniC9%oJ_A_8BO_O@#2_#iiH_W!13`r- z#dZv2E+2L^a%&gnUdZSXk!?jqZ|q&8A+-HtnQHUG(Zf`yg+fKVyY=NU2Ijbzug^Gg zZ}NmEoHp^F@R>2TOSgQ{8YS#Ef?2 z4B_S?e^w&w0-lnY2{QNqHaiLln(*T&ej&Mblmr#l`$389Kh=z5us?4`^Eq~Y4bo9` z5N*)*+%9tD_>-BJ7;>k|i4P33Qz&oG+}64PoU1cA1M|ikuquOawp~Jwo$6XyR)zPz zi8G^pKb5!|&}?&(`%y@JL?#bMuR^XyfDKj!)nXbw>>%o3BPbC}3iNnYthIb{fG5{Q zGOKF;qQXw5r>5Gz_V?beMSyL(^GWCw{KewSv$}98kx5zN{K717J)FcQG*nnJZiO1^ z&kFibHU?L}$p#VoJ;8^#MyuRG6HW(V%sp1Dqi_WT?G9bZJT`Zi^Jk0lQ8ua8+`0Ax zY{e}#NM4e+wY-Sy9CJIwrGmkaM$qDP=zBpag@~BuU!Q6=_6>7ljD_&|2CwBr(Ew z3AfU*9zJqJn$YAG6Sy-Y&Tb9{;=qgyhkX_sNyNW+Yqh@P0m?jDz?ZNdltTCbZ=BW$ zHD8M8ub}2xsi0bFz?MKK=P{w7Pv^j}79d_B^Xl!MFD$Lr=RNhp{0m}V>E0$fa(xXU zSqQg5TrIfuhulx+ggXj%;#y4D#DU8$5dH>w_CYET{w2UL(gxzr4P|&F8&I1Q0TL|l zF_MQ&z}29I-G~V?y+Eub_=T%&Ke$IoP25z{sbaJyf?3Q7a>NA^;Kk zSY6Birwd=nqx}bUfOW=GWKLc1+`gT$X>N}C{(a%zD&?w=XPmly-9u4n_s=H&LSeW4 zyRvUDEwefFQKl_}q35DkP*|92p23Z`_aAN53)9+aVPQ0nLr3-sZ*}se^na=L{+F~u zQ;*6yMzF=ws?I4NdGcSg-O@(NyEJn3!=)$%#qhXKtai9M_BV;`r60DB(q8qyyT0%+ z^_x#mjDc6c(;K6XH!`m$oghVGnS~&&^Jiy$FMW^}(lRX5{l-yQc9`m_e=<1PUz6*^n30Q`>cL!@X-K0U)IAS(K1d1=LQE3Pa1 zQm~yuVOPt|!=P0N(|QWU{@+03?=9PXAUp!sT=cQ29sT=B{<)QJBBa->>0@?$fVlb3 z7W{t#UcKbXjDwyzIrS-h|3(9pov;4)4cx}~W88PwQA>M7Vl#P(7muHp{HXnDb}nnj z_ntlj?Z1m2wHBLoW|c4X`@ilEDcL8^;W(b$w|PdE#Ja1b`grl$4GIdFwES-;E8y~6 z2lpy0(OMcpM5@x0V0d7gv`|ZV*_l5G>j$!7=oqM%2#2GJMN^?G)2 zGY9Q`X~eMQNr>Ha0&uH_>nc>)_wSOO9LrJ4QT}L@UhX_swzHq7vnvqfAjub&8>6Gi zfzDn?xOA6A^(jtc$r}u^D;cey%eFT_(sAyReuoGFhR#vd% z&AWFeiLDVCni#lbX&`c-05^*gqKzg%@--MT!Ysm%LMYbK%1W+E*){n5-tPxEuh@@% z{r-IzJ;U2?o1A!1GA#I^br4z+-`JQ^B_0bgnw^X5;_~u}Z3pp*9Vh%$ms?*&p+DM3 zGG~Z#LI_oohB1Lxf_eew{b=LJ8cOE<#a@*l*1y3up|l_UlK0dFc2NO$GQJ9fAgR!+ zqaZW5lLOW1qh1`YO+b%I^jK*WP|PR|VIH;~>Ulia4iwke^BHR>m8#DbU%gNAtcd5L zhJJm&M_4$3l?fo=myOx}tOrAA=g5dcgbOrsa`PA+9bGuM0YkVB8)N(7lv9A^L^<2m z$YcTKe+#qdWpaxq3>}wT_EKJ)wP_46d~27K)!-93Zz8WF6&~UDqK!)R-G87;Ov3)c zguy>fuckGJ+pzt5@8&rT)=?3{Wn2#=FL_Xp$}srh-X2*@`K97oqSx@)Q~yQ*GRe!X z@cw%Ym45zw32Mdk7~H2jfA&(?Z#~^!k#-{Zil$$H%3_knaYnlpVDFOi)gf0gVh^gv zgACQtCg6oo3v0scH5^RFZRzpkI%6;^S~b}yX>ZWbFU9_^=H5G=>i+*9KTT;Vp;Xc! zvs9w2Xegs7dn-a#WQL5Zt4UNRD@p%UN{B*sh*ZiZagzPJKdG*+&+YyGe7=AF z&OgO*UgtHQ&&Ryq?~k*y)=MA0O2X!|s|s_1iAXY$w7|VYqyLG|V{6bPxXjUtqS7Fz z!mYQB`Dn}gk>-p&C`F>qppCd=pg6C2E-}3_%h&G}+FZ1X90U-eI)HH05XmX#ngWPB zT~U-*A?}k1 zXAzB}+(yvrBt{^3d-Up}aR1EPUfv}7A_RRauY%4I=`0YOHh~4Bdr3!O#}fAjMRlhy zGv6`EofNt97HMGf@evw{1{z-U0l-=0sECl#Ov_dim@aL2rIUaGy$Pv-@bk-3|A)ug>+p?)Ued_%oWi=oK{@Q1st;}jYhlMr4_p(GF!lQ}=i#HCbNO1t@-Xq-wcOK8@o z*hwA#x5r{*xp(djqP;j^b_gL2@oki(6CZN%T7 zVD7ijXn_rTOJ564B9)>fnGnl&d8_D=`agmXB}S%9yVIwue0NR$4uWhujH(?9KOa1$ zb8x?jnHb;h*7slO0irfezm2<||9$hUnPd!SlJ4W7PZruwo%f?D@H*sbY0=^mbJXOvnGm@!vToK9h8wcx|illV{DxMDM@5I`C~U zHBln8D`}2|u>ZQvd~f(Z+@(F#q6G)f#1iB_7jEA2O7%`>N!ORuV*v_LZ)^U%IRCXC z9#!Sx<$kj%6bX`U8m*iO0YXzQob=?8g+pmwy^3qPRPnQBp%7T37VFe&f4xR+CgRtB zH>-8^O@DvSqz~;p^B7jzNP4~6anRdm#^94PPMY;k^jF|o@%8u;4h{t>4%+%0XV|*> zMhL$N_vYB_{)MtX8vOh`e&=Px7v={bILsH}dS2n-;2^I;Tp^alE8=Km82#^Z~~&TiWkrLph4|84E@0g6&Ur~nii ze{Vrs-|V;kI%cZPj>pX|RTXf}6X%x1^Bw7=qpMT9EAYDN(Dv#v5hULftFO!?=FE}|_HSlTX`TysFiA)JK zaC7=;_r9BfUuJwQ_7`Gk1j@jgS70iG-ds(rvwwdV*|m86r=XmKiIHssgZ56a(9_`( zBCNbTf9l7X?0Y3D6f+-n-F_RTgwt7_o6#fX-?2jlfYMsjSFIX>_8_Jc#aDmeR)}6J z5!p-=JNM%u8Y1x7(uga%U^vyBoSe>_UP$3VbPRP&PcAOG+qcX8$bz1lum8@c1U<6* zNX>2 z-M(VwR{wM7!hV(v|8sm13!?bMaNblcQ5}V5gdDZSbIKjP0YyT@BC@2YL+~NaAyN>~ zS(%nCCGc4k;YFN!v|LM(l&}j;bm@Yhs?Euqs9s`3eC(6h|ZHd#Xjb%Qw1J5dSE=jil zC56nF^=Od&jsOnbOkP3Ok?lw(!#_a;Y68#(6|;0fw1#Rq>Aypn7QISTk5V3wpjcxS z7__U@%^-9UY9p_jnzC6@-)zxCd!-h|-b!`vdASEgsZ_D3)-% z5X#6=i7N*DuN#SeohW+#8US|!;o@z!pB#@OdtRWU@FW&7kt`)_TC8!Mes-p%O9O#3 z16Ios^(E3URRvIr&`6+-2$6&XAVURmktK?X1yR5wy>!xm1-RrX+8@u=?a0wHOK;9Z z5(-p+7Oho*x#%ZYSSpRQ#en?o0+AQe!bCCy!ogZiS=rf^SUNy_% z_=uW>#UXeF%EF$*mx3PK2$zPh5|Wl~%0jZ{G}#xGRc``P)nxh~0r$CS`#f9m)i-}L z*OaUgE43&UK2gUr#hcQ`9QHd7JWQ6j)0HfHl_MaeYc^w6M1+6X_>9FPiA|=}&!~h? zQSN(1h7uy*wKrM43O6FmnXWAmH%?wNuHIjeoxREn2`M}KpLgM;nWFudFt?Lt64UX5 z+#8|02p|ZlReuD!5rqA~b6`4_&1Ab7X}Ax}7r^X$N`-gqAnFcc8#a=!$WOm=?A;*b ze+;!El0lYu)?UU)QXH^zAZntZbY(I5E88s__f{MN1cqB4ol(LPjvX8tQUkM^2zQ8W z*zxmFbEP=Z7N^pHi?&4979BTdy94AsFH3gDQEo!^Z`eS7rYKODhh}R5eoq*y=-F#0 zC$x{COxjL+fRkcHh1rkeS0FIK41h=s@QmG1@mE7=3kqrKe(bKPONAR{5Bw^o8$Jg= zU?;R6=)Fz#4R@!%Ch5fMzdabih9FGn)B^nOBKM~Kt9P`$+q9|RXHnCGk+ch;)!5&& z4T1lOlJY>)*Sm*bmOD8iEYPYfoL~m^hUn8-AmhmbCxdWqRj1HQmEik%lE4YJ6--=;U>v` zy(C%bt!jVd$%fuXng`T8wHs8Pea`RUj3oha+tS0?o!ClM$@KAY(z`$wk*brN)LO7QTK+mkPH8OI>=F)n|`Gf=ln`P*=Wl*|U{0ZZ5Yj9pyb zB)=iLeFV;1z7#u5Z|kmIfIrzY?aEy^i=xM%i9Y}cs|}q?+(13!t)jJR)A0$pUP>h4 zMePHu-+EHCh`?n>kpdAFaUR)utvU`ESWx~?xk0eyt(T>OY4p%L`}R9|L)5m=W;w5qZPX^DlpY0=o``FMu6&qpHx>)-xr59|Rvwk+kb}4q> zJ4^&}1@nn;^J9Smpwfuu54s*|V2XyX*Brr}rKYoU= zSSTK2)&vkm@YX2g3(1cnn^cQY;vgVwCBLOIP&oJxjl))pPhU3ICiVVw0v?P+)Cg#d zd&oymVPQ~dxI?iB(Ukla%N$cY5`eyAO|$dGjpJ7Rx21mBQ3Yb5y`Jwqf9E<}C=o*% zMFWBbGGeI66F~+l4bcupW9R~LtpdnI*jhfXdu$)fJS!5o_|SKpb#%cF;i#)CDx^HW zYhxnQ6Rgg!Q*v(xw}TB#^t6$_r^GLU#2GMLG+4-R618s(d_Ue<#p*ZjW&pSE8t1-| zTgp_p8NK<8u6qc8kKj{B>YU+Lff?W{!V~0m*(&Op^+IbI_R%8z71|AJm68LCLG3TT z&MEZ!PsEM)A~6%;>KNe#vW;v^FtEfD-b0=PtV|y?gPak@!J9mbc~#Z{5XN^6Nn3mIv|>`LB0|AxM<~wBuGdQ zwQ?mt6h~p#6W7D86NNnlqGX^9P$B-%z~KVY4<#bt$Mw;Ya^<;dCUGr z4HqxsseMWiTGfCA8NjD{5Y7d21|G%!)Zi`qRHti`Zf*}IZ!_>_q`m?aHzD?L^GF2S zAtGoK5>^e7M2kwe`d5qUFep2OZH<$cdM`@EKFE+F_j6eJqI6vPb+RXkfC4VN@!<)8 zTUM*p+(jF~x}=l}y^(jD1YS)at5B+=kOs5Z_4d&x*(Orcfo9E#WC^zf6D?d zo?9MGwQB2(=4c|fgl%mgYj_X@IzNKt1qWP$(j8v}C*A10%tgVhuyR`@hyz zNP-{Fz?kLJ0gMgZ1yw`>$|H%pYcR(~pGuHIMB55xWsLE9%%7#$&)49BHAHEcwQ)rz5 zOgK`92<{v8)q+Kfs*&+65*DNs3jP5dNab)8|Fbt%zv_z|8YkAMrQ|bi9Pc?4t|a%} zS!HK_db^Q5E&H=+=a;;|2kM8UNA`%z0aBxM19x>=`diO_tLPzDBkJX@BsT>e9`mnc zR-xCc>GDOr;30dOZpzazmL=#97L&#mUjLqENPhF*>R8;~XPoPwKAx&AVG2}eX(2Q0 zeg*!SPb_Vo==xVC-D-PwEfoNc>F(nn>4K79SO3`I+=$nKDJfwb_v(z@Y3_TJPlswRVr%Mk9h2=+dFoEzox0_ zp93ne?Q$+u@1n8k^A8+ZKxtL^kujH|$@@QyL8R^UGV<&GVKs;1O>jthe+jc2H0GA^ zIvYJ5AMfdwD)?K(!GYJXZI-5g=>6ayCf`POsAMIFwhdI&-=%SN_O4V02B+kM;>bTo z_^+KIp#d)eBux+MckPd|;cC8Rbt^I^T0#4&d{*;4(TBhHzaM0wwcvf6u75a*M|0($(t>V?Tvsas_aQtSFdbsp=@J@ZL}kUYtNXUU5F}U-{O?y4qx&kV@~EkykFcP`{(H^okhWqED0_YRy{w=m<5VAm77O*jz-ItM1TJpZqscXXURR1 zF*GzphOI;tzW#G~)8qs+4qkfU2$AFgDF!7a23}7h!4r){hl=8SEHZRt{Qb*D67wC*7oOD9GI4 zaz~$&K(nAQeh)+`G*|UUq4C33M_? zZ$xH$0l!0p3V{X-PZ!+1TMG`l3P~c71IAnmc_4-A+VrSMyCBB0YXYN_0LBk3FfluM z63CT;(P8wmyif1PUc39RrbY7bVlb2{?{amb!@qH_GbRtL3m|h58>63M>Ox%>f@2hX ztD;*FZi5L@C+c??)2e{45oo(ItKJ_8PWj*>Zc@xGjcRm2rc&;AqSMp$XZ||*mg2wGkF6p=$(BG0W8MX5j) z86pCGwVv&BlK7wZzpITOAj+mP_ZwxtI^Z80JF_AZ+{ z1jC1r6T;?4h>`>OmY$~B2!+eq;?8~9;}R~(FFT@$649pF6d7hl*GIpiBV9o@qTPhr zWJLyHk)q^d$ns$p<)~4niJ5sLXERNj%Xc-miwoFR4; zJD1{h3uZSnuFbjM^_P>u(Jx+{%aO1C$!Iv~59dsp2btc%da|Yy+}BfiqIi`{jLtZr zIwyw*ZOi)PZBF+;MU;h0^VJKsNGSHN%T*T_G_T=B!rZW77G?caa^#nlIo-cKIPcoi zKy^>Qez^c|1!&Z+JS}!GBih3Z$DBq{7NVw(DAfKQGvWXDgczDRolx}PdnM{ zm=@o&2DPD{+*4aP1vc><%DrCY{F55Bm zCvp`o)mE(YHk(*TCGW5Hxc}m@OHB1t{Z7|mGw1N~w~<%Z?BbssGIzO?Ij|1>QP8$M(p!zB{f0 z-?)#Qo(Q;fPE51ksZY>QS(!sgfvVORZG9sn1JB~6Bd}H58s5uS zQZhA0++6wpuO;X6b=}bT>F%2|Sf7^~ODMM6iDig9x&2_vlh~A#CKdo9Q42T9i~s1j zuk%!3f4`Me_4|@FLmw}3cuTwMtV21IeO;26^EJMqqg$PHuXBB#JHNZ-?pgXcZ=E=8DL^6X&MUite6z-St{o4Ie8a1XCx+cRhEc{-n^SAdzNXm z@N~DBEx+1|`V94h`=|wN&BBse`wv~F($EYis5y#^%DaJ2r6S8kP5vr$U~=`yptl7* z<^03(d08^fEH`ms)0a)nsx9kk={>t9Esj0$?+VzO=z8qf!hwM^I(mLo=bwFbUY%)! zNX=#6Ceyq}n@d@drjnx6C5<9qc(Gpzl>BwHf^{@9wYA0QVH}%*4In@@%KFaA_2H_LG=?w^ethclmmXqQ^q%#-IH117 z_c5QPZj^V+72jGLMn>18y`EaeIeOu1%`GOZZE<#KycS zJD!(8}J-ppztyhQzdiNNbvM%d0tMrMy`R~SbO{%|L?u@58u-psoNCBlsRv4 znS5#M@CBGVI60ZC79PR_Oje0Tjc2*ztlb4$XtkN_9uO>5j~ zw0CptGPG(Q9%h%FH}_Qc@{%Sgwf$?-G?TX5rGhZC6?bAkNqxK)`7?jQ0-XH z$G<*b$DlOhZjpP2){~^zb2(AkW_I;eC{u^#BG2J12yMA!s<)`Jj z?XR8p+$wM`Kldf9AGkiwU#Lo^U(g4JUruDsTSBLaoY#`)mZf66>Jw5m&YVRQ$^zaZ zW}5QG%bn-yTU3r#b6)g&Yc-ne+;V1IBFa7CeCPlw;(LZ>UytT;FG?tONW0j_moq{fM5peF{GgRU>phnLj8}1Ln$fY$|PSy`4bM`Y>hi$vdiU?>fKeGd8HAMJ;1{CwyGupA~P=k=iz@iDX zbLz>sH0a@U0}4*2(d4Y!g5%g|S;QTTirJ;rQf^V}TwSFjw4Nf9|8boICj`jvVIYxf zv9)OEe4DeduN|3xk8Qx1#No!=+jQtpMf>=DsnWray?^^tqy{t|fgZ!C963^J zI5nyX*1BG$7%&s@IN5B01CfQyn<@mjI8c3{>iw`&;9TL9R}J9b$e!O_mf z^sKS0?zEowQ~D8XJeC@L+a`7lc3an7+dkS4p&RA;q*|YhrQe)7wtVcuV{*7lH=ae= z$>j554PTzovn*@(r612eg`UptSC%uH#p@{2$#>FjO`3guiV<;;!~)SoP<e!k;i!db!y&N3`BKk^5^3*g8)`7yP7Mht$?rZ{|6d7J3D_XD~JWt%+dUrb= z&RM~%7ub*g$a}!G87ssmG}3S1bT8j4d$3NZeG-p*E4IT9Xr{YE!%Y(dPW(8flL&AU zIV!S5qA!Mln+ZsDV^Q{nkY}B;=cuZQiOD0GwNJeR8fX2;?$p+HZSD8eoW!Qt?DVi) zt*E1V#pU#vA(~y@s6z61|CGhEEg5Ge4rgQ@T@m-D)UJ8?VNlJK$o;*gaAnHZr=GI~d+iX5c_?*Pn|_sRQAeFj~~q)uSNn({*vB z!B@MQ1t$|~mgaNLt5xf)eZHo)Pr0^AXkA^+wZ+^A4qAM8Z0-8tld_tnLDivRTI+hB zOElW4&%xWXVqgVWTqNv<<*z*O^c26}O=)!}tDlD_rV@itZMW!W5yY%@)D^FyM=BB& zPgY}T0rko5_rnIBIej^kuI}dq_bN|L<+|FvJ!nE>zc`=4P3WaY5p302VEnz}ixhe( zjoxn}k6*mZ6=!@hZQuFQryPEo+p?BYS_trt(z@@hjmLfEsj$?U6 zWfwurQ)XFLKDJ(cBP`+VSK9#1i=`Us(NZzxFIU}{;!%zZujTil4NT;4Aj(f9d=mV5 z`IY6aV$z0rd7s%F7fc13eqLHVzP#I^dCKjuK=HLo$M=WN*eJ#W@^)?-g${RPRGIrQ zw`;YvYG&cR;=Dl)-^?$oC%)Qvs+zVNr-a(LNF1QZcrEP$C_-PlrRXIkj*yz4wY;MdzP)8>?2(5JH1CD=CQ(sUmWt*4nXer;mw&gW%w9rbw0!QY1HN_k z4Wi+RP04CI3gV4Y>6sQ+jP^I=E}?Ldy7;o=f<+IEd(Xt`QMXU~VgK;hD{snIbc+~QZ8AQCVie(?$5nXmo1_Ez!t?} z-)OM0@QR3P{7t>3u4AocEfkQLwa;;{W6RRSy(=yDvFd0iNj#TU(|J1ha;WfFXJg3x zb&DxqwMihlK2mD8!vh0gqgd}q#Dr!usb+dax7(DcUT0}vZfN+9L2ARj$(K9tS5aE? z-kPFKFgGm<4ZM4hV7(6?Iwh8-*v-_O5Mlizb@GvC-eQ3#b0|8?H+6V%T3Edbc`5g( zaSJ64+{`OQ82-M8vBA}$IbGqpZsg?_Ps4Pl?A)^*8`3j$ayT|p){}eg5goh5@~to% zCCRUlnaf9TN6~}w)5A`?DPEL)=a>GtUGzBNM1>aRRLCPOhuuRu-04D^!N?in;u33{ z+`e~=^u`Yj4D6dXk6uMZW9q?>!#sCYEM;XZ=yA3Ex^)lD1SvbqvF>a$YNz9j3xVBt zMJ)XXN7}nqueg7+`7+Ao(WlWznAcIv8}k@cjio~P-Bb~kC|oH zD04bfvSZwEjW3fM-#)nP>9A~;^|;rplykzq&8L|(<&L_^YFm5f3Sv9`I@F^Yjc%sP z#k`%qcAd{kbi_=r-A{<*l~1+1Y~J$K(c=-5xSnyw3d*GSTn;ZT#N# zAAyYW)KI};ELOwu>NpRnc!v?ud=u7Zqg_7y>P|OUYQ-PT_R3BaI7yn>=H4?&ho0Jd|;En6HDNy|o|o8#m<~(jRU6 zQ8wCeY2B!{hIF%CZ@S;Sw${drAxAH21a|v~IjojY zt(}$s%!rXH%Z9eSS%#a$+Dw^<`H_j_Os~beeG86Ty8gy0A6cG#;(S}j&+p5-ook@3 zJ66UrtUmhV?A`O{UCm1pGc43xv(5*9>`U#yv4LNZS@TIzpmVmD(2flnQa47K$~Ye> zN$q<@e-k27Ix=qW=zF#DWnTfy%F&cb+rjUyJ}>UlUG6Dcc7!pz(dK;J!|V{bWS};{ zVOD<7ma(=Kjy_k94QKBDyt23Y&aG4tNB66Zm+QrA-MWe{=dheO{_Ox*v0_n0!*VvK zj)`A=vCeA@JIwk@hDOyqil?YYKBZWp*U2q&-}y#?QVZ1~6Gm~JAfC~*qVk5f>pFe6 zDDa5fc{@i&k$h;G?!8$u1%m0dA)XEiS(9a(kFX~P7#Hm>UFc2SDc~IZWr<<&o{l}w zSGb47+bdYuULPuAi?S4a#NZV;ojlDdG`i-h=Ds1^|Kzodg1KH9mrfrljIxDd@?Zi2DrpPGrU5eKvll>oj8=bdOM;iTr);+)8;Z!H# zo&3ZnZf+Gv$8OR!Oj>MMH0Kn|dp^UzeStvyf;vq@wb+!uX}rl7$gRttgM)KA+}*5p zH{f&Drt$qzg%ZkFe@51Ei32J~VJQ?zAnU)LU|dd*c@f~BF{rW=31j-hQHf>2_%xE1 z*t7#LSL?;&Y0S=SRgTXal%3sbFykTK?l0K+cx>tPVolh});IgnN2W6PRLxyyLB1Q_VrX*@Hb z$AoEW=nfT1CwA4RDri_v6pQZU$a!SmV>PiblT(V>HXw6qA!XdB@U2MN$NjPUsLg%7 zwynlGS$`{7+W0mOt(?s|s{Vzci`iLQkY@$`^OFsu9&!`A*M$1Dyxr;a*kj&1(FoG-{7B zx4g~KR4KUXqh7%W_tjb*vSGbQ?(yb;t)>iV z^SC-ZOo2;>$ZH6Z3xx-j?r5?;`AG|O(E?z3Qd`iN`Hu%c7E z@_SVIO6;q3&VCohR0Mt9JuIxAWeMoNUV2JE?#;w&bi`tS%sB-HI+X@7EOTHu$?TqW zp5teP4%ORf?%>D~^9jhz8dj)cwH~h2qPln5iw2$=Q)x%Bq1D`Xsmjij{B} zEYw?;4~g2~rjf_}>Ah37KGA6bK3Om+w=esExp^#6&%?tf4YTUI9~V|CP5$NdjWaF4 zGctU9PH!9MDW0j;t4@fc5)z1Xs@jjKm02W2y9;>0>jc-SV_`mMA>yc1J2~u8Ra^XGE<g0V68LAgac2X}TTJi^6GPAZcm~i^~tT#u9QGe?R_4PUF`l#^mSo_mS^| z&*&qm3--=G#W7;v@cIf#0P-*KD?_4IfV4q5QWbKn;3%X6Up2ow7XU>v;0XX!GHRix zr^l6!J~T!PK~mu!WIj#I%q&raQF0`jy%1_u2Eo$X*S8kZO6mp%eK+gt12a<-Ei5d^ z)ZbVLWRRXN$TGA60J2dyQfil1R3sAiqog@kY+$V0+GlA2*+zQfar91=95bVJ%A0!~ zT-NB1-v(vj{?dBYSLw8Hf+i&`L7=Y45sAb!q~t4<96Rny7KHa6m}(R2%e~VPAz9Fj zA8HP=rxD^zkwtn4ny{fnQX62q!WTtFAyg`J5PfP;da7DbKdYt(BPO6ERD3vWcO|AC z1*0P@-h~N+732rt{z5@dtr>4+klt3WXYc#O_QU!6<^KFycNvCB zN=~{?+|F*oPsfGTd-Kz()H%pC*WwG+Tcz#bAbOT=pGrHWWXqsZmR{{qS7CPvXtl zd*NvO9zTuYR`WRvL~894&qxtu@E5S5?8J-cH9It$l!{gfLos`>+i@a?(j5Toh+Hq`Q(aASQGrQWxl$mrhv4xAzI;oSW$!2a=`QMhJ;L0SE*`RS`R*c zG>Wk=dhvo6^2cY&pFWi&dNKe4`-$VD0RB}03EVtT)wotUEkHmt^av`pSX@fQ?PZ}c zD3}5YAx8$FT3h$B=J-7>ztv0h+Q`rgGD?)-{m>+rD8+J(7DKwx^Z1*DNt zhH_f#36M1r&?FQd7~EP&hLTz(l#u&M4Uew*9P32DyF`sq-@Z(Q2yc7P;|8NIwx*^7r*m`rL2S=^stvfm zYo`mB8u9AVlLOa9ocr`(i(MqY%TyhefRt<9fLor&1OdkDyY;4%gMr%h!T0DK9s8EC zKq12<*rQ|vvHDx>*fp_{kung&LEpa?2d>F+a|W9JUDMqU%w^U*qdff<&xjkSsF2e2LC$RG-or&HV`$(}01h~ch4v)TXb1TC_>|fqOB#8< z95Rn#<(j&>gq5~)iTE*G`rK35lOZ=Obl z(fZ2~0MMHQErb~dHah~(pPxN%-n`n-l=&6u)t{l`6GwIi^I~Gd93&*yE@gZc``s_5>FQ*x@4%OZj$gw7KPQ^ZWTc2w ze~UGlr9c$MF=rd&8j1Ma7g!?anh1E3M>>gL%67eXXuNbcA>nnb5{4Q;tlfE9^&E!B zDMztwP=$Jn8jLG9T(PF}#4(mcV#%_GA0sI&3OxwGB zyu8~mhGiSkK9)axcqi~6HWSib5%B+LLEHw&DipQ_?734!v=O2?R#56bf$hlA{vpJI zUHR!S4pwF=3>}9r;7uhAhv_MAsjqSh5jOMF#>^fuY&|j?T^j=rKoHzc1}NNL>h3@G zBpc6i#+|jX-#PnU_|jx7h*dTPM3N5z1EzSwB`;rYL-p6*-+egyy$FO>ZO0|xVdUb5 zg`u!@h$FlC^c_q@z2)zJ5ChN9wbpx2kI%dg+afjz5FqR z7ag>>mJoICRmO)sJaS83zupNF;ATn5clcB>Aj-wDpJd(ptYW;q7utg-8jR7vD=@qb z8n9&md#&Z5%j&6aY401}V|>j8QlN(+qAZ5JoYVfvHEYKf^B7DCd`^VaQ9~xO@DQIm z3`wf$kw09y6}D)_nc=ZJ+lQ2`Zx*gHmXub41^`~G3y9nfUjHpO##{eepOAz?w!&a6 zz`5_ro&@)dbVt7mFw|x+k_5t+HVN z;Yk`|A9Zk?=}<}_oJiaqe6XI$^T&Sp@x6G`ey&78a?v8oIu{|m%*d3K9kAJtDqS)7 zxdvEkGOAEN({?WuSqTgZNVjNgI751OHZP1nku4$92BA6uJ60>f#>`xm5G+K1UqEZM z|5)>+05kYRY+GfRJt;Dw&laGvTlSTZ3?N>tgCzyo==)GM=NA%E#vs=R7;h+L{r2Ir zW4pw}o-~v^;X*fP=k1PM47MgI2zoRvuH9RpSE&og*R3+sY7AZ-6Y$Uv5)cxqhk4rx zQ8dWE%EQ5Ky)MG@MG@knSt4T4pE-hNN+g-Q{WFxe|-Hwv@D1E-@mtN&Z<4;2?dbNn>R;4Yu^LaSF(HCrKg^}LdsJi?%|2? zt!0?*V1^}*!SN!HW3!FZ)z&s&=hC*kI#!iu1v|SrXr-^g^n)cJYgNu})Vw1&J{Wqb z`of5^iQT|3;j-ZE#%oPtV`EJrC9Jev`Ho}*24@E2)(+NmIs)a1N$XQs=q5ue zAmkB4(lC$8(;zSCWI0COr2D^9t#jx%MS3|E88T5taOr?S6XNVg% zN{)g7AKHl;;M<6<0;PNM(sGpElHTAzYDbSoLQw?{E3T4Uyz{un_R2kA->2RwURB+; zAcu?SzP+FPo)PZnKGyWU4u7nssTl*3T5M91648T4ipwF5@rHHKArE0y+z&^Ci@#!8 zi(Eh%iBl3H&Y0b>7~vn~6cz2c+Nu4Yi~<7a+N;Eyz}^*6)+$+`qN6 zTec;HdG+e99}`9?))`G$WB3~XGE-Gt)~)*;zG#3GONMDEtZUcysF70=*ppoIH1Ao| z8BpI&At9xgZf(x$t;)MSM1P<7#1lNEada&xl${&)>@grA9f9^D1kM;8oGSJlzl_aD zbPIw$qmO)xiwy45eQb4xzllta{oX_L>PXD&=;%lm9de>@k0hrM0@Fk`+?0?-H2Th* zc?2!suELu)ZoKJfPt!@nrpT_kF^lq5jAW)e3l<4IjYKj+GChnMtHQD%U0gD|W)%AS z-M(_!ssI|3ku*}63>t!|K%zD+3Fy6=!*-1#)JPzMW2t1=A}@$OB+!{0sqmZ@!vUz8 zY)*N@>o49zJDE(8C0Qja8=D2_PkuSg$whE(WQ?^X))@)3!0@bXl^Q|5fO%|HFePcA z;{GHD)vi#MysNxtgw{}TJ1{VsQ1GEoiAybDW2x~wSM2w3TlbQE8 z*IF_j2xoGL+QTtJ^;~m~2JETCj5Rn*@tied=8g3jkD& z16h=KwUWXs`OlxFh5uNx#^3y3Zu$Q|hnZx$L=C(W!$>zK*CsEkbRcQp@$>&5=r&?g literal 0 HcmV?d00001 diff --git a/automata/plots/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..500371bb54dc094592048b18aedec4bd8fc01d0f GIT binary patch literal 34752 zcmbTecU;eH|303JjD!o3(J%^WN=c+r^IG*PdSsAfSRC}l>C@3~bh@X?Epjh2Y zL9uFL{aXAc?#McJ{2#yN`OB6Hrh1k(+UB|x(%P10H%u*W80ze^)-|^%~=omoe| z$=&oKXf^q!W371A%F$-4nJ`%RN?Y~sX(;}Gp2mz@`=2#e*t|;Z1{Y?>brUYr(9)_T zo_T%m;YQjhx!?<9Q&Y-jW*@H2M#pDI30UwdTV_b(5M`Ow!eYZTjW`^i#qi*;~(y}D#ig@1jz zg?{1kUOp4ge4Xl=P$|yYub=O)i&l2~Pi8`-F1KYmaNa16(s?8#_JeDdT; zC|!Mho=$?nm&aSZ*;KsZ> z&3d>cavj6%)4WD?FY1ky#Kj+HSPwFzK1Iss!~66WN59&iOG=e+7*$Uoa`{LJkz=53foTnPdZSzHQ^NB zt>nvWb0f~nY8@Xg)L-Y1`%EeB` z<+PZdJtxhA)>7}<7hP{xoVYw&={(UJ{QT&tQ|hbNZB|^Io3xr5yb`OHDkJ)6bA7_K z!ih@frSZfcX`ava@*NcvR9jw}&QXfj6e=8>9B3@f%M%^RnhtPqaG)!l9%??k<@t|A zuN}L0M?EI2+kCU0aEmAx<~H96AWZrJ*W(dmemmR4wZIPJ`3e8aAqEWYK`uRFD4 zX=x{KHYJ|V&d#QF9KO|Az{1O$QZBKneCPqm~X;|XPA}J%& zFws|=qF>2yv-x9r-<}jMJY`MoC6S@zm^1g+hVI~&+_k}uf2t?Y*(mqUD%Yn^>oTkc z6jO|p!YAWDjk#hP4|zJ++1eJD4ve+!3r;w_h3i&Qj)_-ZHa=nOnSu zH6dR<+6=ew<9TWOO3!*ECMCUo`SQD0ytM6$fB+6g#z39rpzC4(2tT*o?ecD7!g6+Y zHho`|Tas#Q#%RIb$!ami?#$Dg$p$a&CVJoLmU``&`8wR1IpD^bEvuvR9`Dp4&!1t`Xk?NvR;K(uWXk@&HXLH5m+~dgI^QA zCF;5b4|=jFOblm^lr%T1*|gjeiwv-kQjn_@qGTCjl(o>1c&f)b%%9Da)}Q9-$(nAG zLFebpaY-&-uJtnx^z`s}PcLXqPUsQx@n&;>gPLhQq9^Z-uOFmLI(>}eil;@XOWYGJ zc0AJYJ#o`VUS6KZwC$5aak}St=vddQOHmh|?Qz$oY?XR#?_8-L=op4m6&s~Q8Pu*6!2vG;S!yM-n=a$mXZ|~DTcKLkrz%fGoQaCvX~sq;*jUEiPv$?a<|LN zk%Z;N5$F00D`Si#3lr11)oZD%5P0bZjO(MiBZM|@+-T8aYJeDR+IA{5B;=&eU)?9@ zIeQr}HrCvJZ0 z#Tz*C%W47ffY)xq;NioEEc^DIwrO`vRTvLLfHE9u%lejV`0C)#e}*l}Znjw?LO9|T zxR0e5_RoxV?h&wz_$M!~8)x%kS2Oy2k5Z<&s5QK=Hhkb2Uz==ehLvuL>W;m8)jBLB zd)fst9pCw!xOp_XKFTzEwqR>z!Lz*^9o*mZG-EY*nfuI7_SK4Q-MV#ba#Crszn=GM zE=ALgk5VSi4KY`u6vEvX78dG0-c-BU_9;ErUSh~Pv*0;nyxn9!8EB0E9zpAvL2LWF z@%f>`VjdII?al-59x=$@zMU4_GCz_tqIhVUSN+rN1QOmfEXsLFW|5cokntA?J$9`i z0vRMq_T9a|RE@voe*B%6KRV7^FOC*6W{hOdQ#qcT59>qu(Pnxo^&HDSd0RU>0gX?%XQSS#cdk#K+?sPxM7sX6?Hxv<&r8ij z?)6cn>nW=BArjlm-yT1#mELk~uGOYJ5^IsXA%6j@iO=g8PrhdD=a)UYurxe4cw=!u zYgrzzj?4%SjSK@^TSnK_JboORZDOYLd9-$(3(0!jC9e^0MZ!nYk#?iCa-2Lud`+{P zMz53zqfFqqil*&( zO-)TiT`$k&jAEUHBUpnQce0rcs-0>48!3U{qkH%6@mw!@;nr}mCx7;E&K8jc*-d*- zc*e)atEQU7n&vDv7&@M5jKJm7Nl-JYk0P@WZ{O#Xt$B7cTYQ)54|6uPj~5Y)9v$TO z4vEvqj6y7*L$GlDw>(mu`0*NX4y^F;X|x#4S2cX-KE|Gc&94) zt~(|XK%y=M3JW;Qd^oBSr`|Ob5*B8J#nt~cA-MKQIG2ldZ(QbZjmxIJJeIw(DMs~@ zc#k#5D^CUIEHA0W=PYFe59TaQa%Ro^aO-c+$pM&Kx^!5^uS(4{E7YA{upfDaJagOa z&P|TLKChdbsJ+CiUqPo7A$tZHl-$`wh2V%m^T(TWNbmw*=t?5xC+!ascA3Jnd7wCJh$mgAgr;pwh--%^Z?i#?e4oVxu1 z3ne%_z^=qlZTx4sf}LFk2J2_9V24gayjDE9p@SEm${H9%;5~L*%H863HIF&Y%}qm3 z&z{*DcR1koS%jrI1d$Y-d@6r_iwkGYoOx*CjI-`Jrt?6+vNs6GnuUWy2G1oQD*1Zl zmeR2xTCEy2=CJH|ZhYn9#Vy-U4OS!h$F(~z3$+V9K0iyx%)}JoI6vjSu^bN&tDY_o zD5Zq_lI^~D=u!Y1BO~Lp-N!FjXKDxw3ll&{k_+NTr1j7@NpbP2X49NlL@<^UCzJtD z6gmr@Azw2gY04m-Sg2ceXOA@E5iv0%tp*zQh&X*Zb?Ow|ldnI^ed`fRC29hM>@Ayb zrn0cHUEF@?VpY0D50BHr%-MD~+M|QxZ;Sz6GN#+?CyNd~@BRLWQ5k1_{o+N?UX!#l zk&%&hW5tJ+(#>_*FMl{~(`x1I#i8LdV!>n8uZYCe$GAN6XlkTAKDEtGs;#YU?ANa< zqy}EpCyT%Gw)luRXB#!fXrQ*W3Ian!d=oA{;iz-5|moJAhYQpvidI~M_nA1s9+FFQ>RHLDOP8+7LW z1d^ihua3`HXel_XUvWylC)dq(w%eP)W+aRvy(B|K^^E1E`4kMT&QSBzP;(0IW796K z(*S%b>gs+!%iac8_zSY)?I75b^%~$XCXqG!(|4{%WH}P~Ps*dyR5M?whXY7ezcQfy z;PX=lP-Ou(MB0qB37B=9e)-BTCWdV#kEELT1B?e@B1@9b`tTZ0lyc@o;N`j}Qu=qg z%`IA?3SbqU?o#p_py(TmQ$girf;uET#00n&>4dxkB*u6KAvy!U9s(8#zkHnKj)L$1l*B2f*5xBe{rWB=E%^LqnzW3Otzk3+< zfreHP^5H-SdF5!OB>l>Uq15&`oI_(GV2(uhvk$5E2-zi*^@}3FxFzkDq@-jGs?Vbm zDwgaoeSB0y7&T7`2`M20NbrkPF^V{;-~5(btU^vQhj+@EF2vF!*wWsvb>+$xf_<^( z$Nbeg3aCA$PWYC;xIWQe&)S|*8-8gof|}Vy%u9DGpjy7MY<8yIST+Sqi}UoQSTMTc z+--IP?1hQQaJxO8BGm8PqcYqXVAmgcV5kr)OHZ6z)2@#>yc;W$7h`uY40S_ZZEfvL zW6n~yq6u=Vi?_FT?O2QBsaroDC^TW7?OwHN)vV6rr%!p-Zral|gj#Mg4QE?%oWfo?~;>~ zyYP@|$J3Ayrf^40dmeWL(vY54*Kgmxy$cc8N;Ml5ji^Tg{u|y+nPpXhrIHa{zQ&AOK$o|kXm_FWcsUUCris2#{M`+hbLUtd4jCe@z!S>bOi z&YiuyWFOx6{zzaj^75aWb(vQziC~RkNt^vhmP@|QF_cU{lUpMqjvVCX9`hL0ydBUBG+Z4jMVrS(eUO#4 z^zq}zT!&=*dT%r40Ft>Eb{8Z8MO{M*CWmik6uz;`Mf=ov+3^d&KGb=FR-W-@-|hYHTsqud8?E?wad*G5E|2AxFwx(Sm8N?kZbbD!{Yg+G9Ht>6 zTV7muK=hgoh~@%p&E8-9=Ge6h*;ckWsRTVu&JRdd3c0*oPNSI=$mMc%3Sck78a28N zl&HDP*X~eDX85;{H;qrt4<@;2cR5ttzkmN3f;2yaN|lwu>C<;=twh@rw+KzVs2$53 z$!?BNPaiwqd7QdJg!1Keac-xDQL(~A1lQfD!3%&R@sw4(MrQ&?#29S9{F=a6H0`kSuzu%1<5F?@0k#D%x+eJ9iu`Tb3_p#PuojSo`Uy$t0!e#sBe4V|j{c%;BSDvqt?XF25AT3S^8nUXEoUylGFPt#ZKgYEcIDQNy5y{V zTF#3pSZk92WdiKZh;h2RT$JO~StL}m9nw+e*5^1oGaou65cc@-dO{HFJ#piRvL9{I zjVA6C{L_;54>|itmEWr0li&!1nE|{V_ZgXhQ<0d_1e6od;LmUz=|6nPs<-M4LKxtJ z?2{ok&+$EC=g#$Fc3QEGPfazvx+EOg)pebOzDS2aVMm&sJC(bJY!G|Tjo5ScCsZsd z*(1g08wnt5iS&0Bzp|V8{>Xor^%F7>eU4d=YU1@Ld-zOZPzv$qn`8Eg%V$rwq84(| zHfT!J%^0r`#N*YT2o4U`O=<$h6XCyULFUnL=||OA_xY-%#6-)nE(rqrfOX5JXYLKQ zq}Ns}j^SGFyMRgRuvQ#V-IP>RC@U*_VWov?X4&zlJT`1eOL!j~%sG3?TON#-L-Q=+ zHo+I+n;((D57-ZM#L>=9yG3{=NP+ztK6HJTOK?NqKiy*Pbk#r|u5>7)TEhu(BrL2s z&={}c;IMGs*ZXJ2(8p$)ZQI`GyU~_%QL}4)`r0?{-H5ywQ&v_cW$pLY%S-uc;O=xs zVVb%D3yHK}i~31To^RenV0HH8-d#QGbLWI%&6mh0H!fd(v**N(%N;hwul-g(qTc<( zvfXmnV&}Brz(0Q(bZA13elqt3lm`w`OF zwax}MTXIdG9RgYOLVH&fsetR0krCqn`@705jSKR4;t()9Jp-57MvVQUk%sfXIo&GNl9YRHg({m659M!;i4t;v z0BHixK-uM<_YLVDHf>|b&-(Oftd({aG+Zwph<#$6Tg&DubB%rr%O77h5G;;TQRZFV zv+h>CGx4S-@x26tfJ64@kaabeDq(b9*w1o!mhb1J zJ8m~uJRE7<=*#odvE1UhV_TRPz&&QTSGgYR*iFIKOq-P=3~SjKGS$sysnrf{amD@bH}?Q}a2j8X%RDfw3C1%c=-A;@028sj~u!*VlSv;dPe ztjZ_<(*|vcte?!WX9*UE*L>!MZ9DF+qmp*#{3ND!bY{|@Th~?7Vf4Jv zM3pE?^h82}0mp+>+i5uSzJ)tJd(P-xUOZyoyUYGj8txuxL9BzkoKGsfp)nwbr(FH~ z7yU`I-0II7a)f>H5wwYerV#|*Yv;F;>i~TjKYfhrhzPmAr{G4&x=c_<#u+r2p36W9+dxQEv$1h*Z5m_0T+T8#-Fi+@7x^RXx6=U>wWV_FE0 ze%Vgu#07V{NPrh`#-J<=Km&8^r7Ej$r?eHZ`4fpG(pnlz!GB^^)j|b{UYwt1#jTKN z1QLw<_;J)J%3#l~Jln&2RGBr=_#da_Mu1*`|(U>rG&E#I{ayi^F6*)gABCbVtB zJVxv}17Qk+f#CTC`nY^i!I`9Y?~K*T(L}gUzy4_d%a<=zGp%DQ0)z%825e1ggIh+M z2O45o^SBg|8{`>#5>VCTGi+m;rd2dGH6@Yaiw+B0HM={oAA}&arluwtUIAOJP7hBt zwHK*LY43S7*oPBLKn{|*K&yHCjM~Q=)r5RNcIglG);#*bVR&h{Jx2>@Ch6KNehX== z$8%p}teOhBrZ96{P{B&h}S1>d<`OCUNx=7y;|~G z%sgk#f;=byEr-#E3b9uu+LW({g-UrFA$i*kr8Lr&*3{OH`)9h2&+>KpsX_R<*_xsB z_U+qz6FFtSk$6_2X_}CT##PKf>znPmU#lcr52-$MaUpVG;$=1hR!J#{=rQ0fIGomH zE%{?U=t$hu_@%ge+4r567j0(e=V|AzmEgXu01()UxPSm*3EHGPra?)_gu z6s5Ms_zwc?3YqC|Y*!MQw1zGKIEO5VcqW^)s)9wRhyJl~;pxwU?|pp)LOM=0=@Z`X+9F}u zkd}9_H2mmq%gV%vhP`>St1!{ilO_wuj{NP(l#MJ6ncN_bVz8)petVj@578QAdl;e0 z@2+0AQ*{_Cfs9W-k2Ho%zJh-V3*CyYFxzqdC~Ba-sr6vI@RX4nnbx5-_svbDueOD? zqj+Tr)|GoB0x`R6>xYYsKk+?~?wdBJ`J0;#-ulT)S*8@3Dz+ z{`w2dxnO;qh8mHm>mc8NH&GRkmQG6cz|4|l2vcfn4!%Ryj@j8H<&4iB*3WME*h`~HxYV;})HqzKr}sTvk! zuYqcqSpx3_3~+z<JLeqX=W8&~jL&#&UZf>P2!RhwXCWX5i=BG!z%k?b$ zY>=lS1xG$5iO-vXi7hTH6tiiw4QH_J+R6;?1xjTlgfXg%KTCWNokhXZDay*e@Zm9h zj{tzNI?=vZhqvny9v-e~+r6Xd#)&Jj%7tHl*}lD1LFoKRs5Ay(j!?Y&5`>M2fuocG z>t~qTADv%ZI{L)olIHoW%||wXNg5j)t3fRAD;OUJT?qp7pu~B}DkPQI6yruCK(#34 zSRcaM9uRH&X_XS_Y>td}vAViiCND-J!(eEVyei4pM-54G0zC}7M6%iUe;h=(G=@_i zSlUhpN!5rf&t77`l6a29Dv)n1mp$bC7`*X( z&8jMPZ~3qGg=?hSo^+3m05QOIYJ~f%)Qv$hZE z-X`C2>*B`uLDMP-QpaG~L7}jRj4R|5ZOguz{M&Hj(CJd`?JwXmcM-4ySwnzT-gG}af#vpL-?HnZJ$lkzEE`b{(J!W$Wtzi}8XhG~llbpkbIIrZwNv>;p$R zN`$YmS?XYeb}i;x!z{goqzgLP)AWzJ^Wr4vMZ6q$U3}}kzZm5Bh3qj({{bk~e8FG_ zTmVpO^`kzFUzCdvJh|NEZC|zw>Ua;r6CXzN769bWy<;DO8fQ?Q@_kD+HJzEA-3_Mc zI3SvFjA}|r-?)8f<2LUBgzRG`nL{V?+S}XLZ{B=jIA_`Eps;XT|ea|zHxp~@=Yc#I2Bj>s#W`* zPfScWl(z`abgV|LDd{h0bK>w3{MFOGE@<^>2KdSd?GLhCLer()Be9gIc!db{)4;MFsHlf8Ta(*Q>iJbtu!=>QP*Twhu$6E5~l~7-3u|4=tPD= zaUu=8Cr=z?0E2kC^jw+1J7c}_qUSZf9@|=$0H2W5RLLorERaRN@~&FN{NT??DE0*+ z7-?EM;_a&o$I$!v3p=XfPSOnChDrNI0mO5-u0OKd&)JOk;J>E7DhWDb@uOHV2Hx35 zif8!4ZnmUV56V(doZc-8o8Xagww+Qh!`?HM!#Pw9qEos5SY{?xztKMrHhe?Lvg4*c zq=k&00DHx78G7JyBB_&gWQ9=uSE=)8J}ptrh`|E{xY5GQC=$1Nwz+z9O|?poM7^;hbSmQAHq;6`%~yw?rNE3 z0=QL^^rW-9&9YDmMM3tJDJ9Z8LTn#U!ito|@AVwoDQMp+z%#@WiznOQ+#@!+$nXGp z#3s7t7MO=XnZHMjkX+HbAmSKc)UdkcB2Bha+^IRc-G(ApY5yOej!|92e)w0wAsNk0 z^ktZFZHHQij0y!bx0+4ZhPn@^q7N%U1wgaArzaeu3Nbh!^JfmeA+^CKdI3eOu2Pq!FeJ)g0BQE_jfP+1 z3N%H+I`G{5#uHwsf%WeZvR~BYq^27@2MP)blZZ1c$BvD9%)jA-0|BJGn#TmxX92JL zf`X&aB#A`KRO3O=E}>R6GU^g;^woq?ZP}s%%7ea?EL1Syj!UyW0P>+LlVv-6sX;Br zsYQw2tLeOGMJzEs$F8{ma7KWvzktbV?WvY#_71^?zzz6LjR5-Xx?YMgNi?ULHX?oU zKq(?BD6uG}n6wI54YyoD*vohCgXNNtX*)SJW9*01#YpKw&?IsV|3~jX!ZUFIykKIDBGa;o+%E7(~4FVp=h1-M}O#YJTBdOCm8ioI2&lc@0T1 znh>*)i2n?VbjvD=?lzF1?+{i8$mB)@=akq3Q~=}{_oC2s^qltHw0AnPpSMjzE z(1hru11(xnQ@Fai5>o^Z?58^U6D<~%EMRYdysRYm9hUa#il}#nenZrEQmG@ldN2ts z{K_+`e*f^obB0(5`9GzOxc$Hg&JiW(*cMDQ&@6WFToOq9@X@1aoD2$qAN+ul3(9wi z5r$Y|;(K7-WRk!lE?3D$=t6xKq0rRAxN*#@v^57#0q>F%t0<00BN9`TWT6mM#Zd&? z`Fmm1Yq_cOhPr~lp$1`H*;8DY6nX*2e+#w(*Dor*4O4f-+BsK zk%Ps|IV4bTSCNoJOB??6>sKA2k%!G`TzylcqjKO2h>(3iC>zTfRT_*5N2V+|A(0dR zXn@n4VYquEvNV%~ax`!IHLz9m0~Vz_m52Yi`MO}`RuSj#n2%Jw6D4T%sB%ni@~Kpn zX)H|*^Sxk!$slwxOd-&~^VSD$0n&KBYY*ZYv}t*)Fpk|eSRCW*oH8wxsH!qL#qOvB zgx7%f<}|iHp8{r|tYg65Iid_Fb4;&$ac_81=F%mbxw~H~E90xoX-%SeK5n2mZFm3) zAZUHS?H?Of>{0MUO`^0gKtx0Udj>~O4C0@{wNl?3JzzSHnx%tzxLe9O$Q2)g03k)z z8A3TBd<3k%9r8Do3}|LsJX`2auYkGfSF%%C#v}NK;SCb2&XE){ec<3htBGDYeW zQj9_ao#t5Dw;aTrdky{%mzFhZUPBSY^KxYx!2rsNFRl1aOsEV{!bG0Eyz}qBWv|u@ z_4U1tcbSb%Z9AImHKzjtwJutP(~+o`9%6kC($>VJd$ajO{+BN&8{nhrg)}IK5~vPV zH3@mtpv)5RHOB_4L!=_bx=x`ND~yfuOCefE+qjHJM@NaMMEGCKc{pEUa?KH7l#mdJ z&*@}Vn8nYsm-#xk`eow)>50u|thqepkh7YeA ze}Si_yVR9V)d?vAQy>k~X2$Vp#hj{Y&#dZAmyT>gCSPE7uFIcYfj8gW1RXOIeh0)~ekhR!b zQkD^8z*aiC8wB5DD0r1)F26KYb6%PauTC*mA%}eb{=I;dvDd)R%J|H|SNE-SxO7Oeu*kdZq=21+%T=s08$)n#*JL>y+ zm7?UC^@aJbP_5_UV@RX_&w>BlvNL>UT?xN0dyn;DXJ?ipMS}+9nlvtJ=#LcMIAQp+ ztG47~aa~`A>D2)YY>%MFh<@we?LG0Qq?(H`vrFjJpkmDY{TT7otwPrp{ z$~q~Se73~aR^t9z|G;%)9U3dmLUC79B*%Mv=_y-w5!it*(muqoVtBs0jzJdYS^_+g zw+A4aTE_5Ei-NmU0OlmWhQ+iW)Q{P>0x&6-sO(u0_7O^mm)qmjD~&8xaz@uut`JX8 zzhbU3_q8UE*R-CO2^5YcG#*wXF&<+buiz{23hvxs&uRfjBN0@LP>F(ImqnEeO@dyR zl!!yEnJQ?4sm2_cKp-*t`axT7a2qai=ZCoT>!XTAZ+o+7DLWV}X>FlRCmxJU`44h8y33vqt@gg)eminHRiLK7C z&5|}!H6;q6=SOl3Ng0q2m{<-RIP2m0;zftzq5bjEFe;Hd#EGgV zH}`b-29@v$YPW6Mn0(6z#mSA(JizNGCPKuYO2a15?s1UdB>3qI&YwGHfW+fIDIp>8 zEyF4ru#!mv6ruo{ovfkW97#eC53JWD&vAU+=&7WC+#y*%_1$@eA3PRgh90D0E_YM4 zTc+F7J-m{9EoS#gBNo_XV*o(Xw?(qCxCgKS(LTL3?IZxMRY=hUj+``5p{nx^@!LZZ zLTfdTFqnVXc!}25`BH74IVZhZ2?kVZ^+W!kg<_? zI!XSg(lA9U2W-1wyCbW(F(pX#Y4~6rpKg-G@xy`2dO9+hmLpaBp4~nczIH)pfV>t@ z_Llpb)6(k{S&mnSwK=iYH=Bkcj=1j`cZ(%6LH48U{mq_RwU=1L1^kbu3^Jedsmd(8X)paP{a@YJws{ZtYH7o~3w*}uOmoj;dP^RzU5i+e++Sjyr zBPx9JU^(5$`*S8DMrKUD7L zpc=mU@IY>xpM8mA?8?lc2ujAFrbVs{x^k~jcU>I0yY7v=y?1;!PLw-evX%FkSTe3i zS$RbzCvaojN7#pc{P~%I{2UYX%?bylv259b2s}Q1nt`b|SLu*Y-unj+{A^b;NDCSE zIIyBM1<&-vR`Ff9w^{wX2Nuua2H7dkle65OTTF6a{jQ)0;laX5A#KwPd)C-xuk=4_6D!T z0g;jXdEt{&YLUa)0~Ri_r2;v^#lyiunVTHver{dND2<~Q079mqDA}~lGItZM9FeHC z*nw3e-dnY z`(biMNsqw5WJmjot{#1B9y3ug_8dh%Cf4i8#Yp{xuRCi0PD&&w;Ip@BIe$|Iy*f!j znb>5W&9|_4zULM`#{8KpMD$Tb^A;8Az0#8rjx9Uq`$@F#JGqn@C00h!VO}M? zjOsi={HEh93R9{bgHl^Y$YrAc(+7+x&(-wMKY`55G&`)3LnY0-)!HAizNIIbQqnE| z0I#9B6GPGcL&JBTj9C|WdFjc}_3hrt%+$4Tm7Gid#|Y<8tMBn@hi#NWcrmL#XZLxu z`t`_E{HhMPEZU^-gGTYVzBn&FOA#lwNucA<$_hJMQe-wdu1BWM+x_+AkFVq~#qTEV z7XFshEL-C%W;u9Aqi=uQ^Zi97FO2Z_(4)Lca6$Ra4mBJ8bax=j<@8*-pX%V$g{Rc^ zVHLVQ^jq;UNk47zgarOq+HdGLwfwz7pyR?(Rq2eaWL)m_iC1Y{2cZcqUq*q@a09Sd z^Fl5l+%A#fAzP4SmHZ6O{Ae(aq*aU5oMp!=dt1^i;@WoLG!&;<2xuVog@!ndftmKw zfrU~Ls5PWTjhG=x4-fiCCWl+q&~K5&ga%ywOA$pgu@ro{%SycYcgH zlEJ6&WJ3al2qu5-+_~)T6TZ@fa@fhP8lq;Be%^yL+!4}QWZ~C+Q04LP`4e-$abuhk zQae&oC`^O{04Jnzw+ljPf9vnF?(<2@tb!MfbP7ennMm3OtY&^`OVohk^aO7LTqb~k zQ6~=WRS|w(CIUbJgj7iX+C|_g4-b!I7_=IPS7vI^7rFbx2apSE!4KAd&=y5ObdmJO z!golT0*-(>f+_?W#@g;8PVu9&lUV|VuS~J+@LY@4!-VFc#O6wyQ(m5)if8Q~j2%Jz zX^Gpy&CPU0dK1=bkVC@dkfNgB;fbRL{86C;y2*&niXP#9)S55REE*{^f=Y#$Fyxzs zOP+U8GY&oB^~9>YGFEpt%epC^@Asno(yry|cKkQ~_GLmR7OZDgNc6;_hE^z05CxGJ zAsKZBOu~ugkd@K1q*diOlpbI|%nv=Y&=Rt`N9$J4y?s~suO+k(Wy-fYHugL%tk_3J z_fF}HAYUeQBas3PgijPoZQ_Fh7PW|JPc;pMbvp*uDG7PlE#X58Mst8*31t2YckkXM zmZx`>*U+c9YgaGND%$P+-tSACBK01TGpkz}{1`p}y}lX@LnL4isg-cFH?-E_tZ7Zs zz>Ds=J?L)$Z%f+3Nv{wf5b5h<>igJiqCk4r(ZvCNK^ntPlw;D$ekHc$2#I=WS;;(+ z*9!eW)4Y}(RaWto29h5GBq3gfdd#IAAnb{4h)g)pu}l(#Eg^&md>2ha*5}2T518ZqmS6P?d{dhVVgix0iDv>GE231BES zM0@2!FIZmca9xd>cPkUNh2p=9N}gNmWUrs__4M&M{y<;$MN>67aredz0(TA|yS#mM ziS>B(p%s{tuuXz&f*^a(;K$}5ae0MML`8u;zNFkaDjJHMNuy<8P_c&Q&K^sO{B482 z98D|mAc&f3{RYi9(rhZr%79zPcL@EH$=!pS$QRLo03Ut#r88FkNc!~b2v5KO?Z-jF71d2CxHk(tU1VXji zWUWN7xAaQiS29jo&__lbemW8nl}iFRrn%kD)9-t*P=ZTh_!kx_{*=Y3fpT}U>BW&i zL_*n!2{umK@WTTp?Hi5eE8o(SI3+8Lh}z+Cc2V9_$C_*#(S0{3r)g{Mvwxw`nl<7q ziuOTf7+?JLzqg0T-BD8;${=JOHes0*e0T2;hLxQr%pS(D^$o;VBK-iAkONmXn2^1( zk`=^H_%^*HzwCxDeieIKi_2Oi2-!AW4K2!v&>-NSqJ< z7l5XjStDBJPNL!+K@`tsFMng=|2-X1*qlYq)47{%og_*=xqD$Tw5#iPc%$G@1H##` zfq#5yNnZ9v`Y1k-#_M(-l|Pw@*pb7VnLkg=UT2f;r6;d)a=PgEgly$hJ|ICJnPWQ^ zN*Y_=70of3OAW2r{{nGR&;yWA@ad&uTaBKJ)+YAn$n(dEM`*eJv!GD68OtDd(O>W| z`{ftM{RRJ^5gdVw|6lF`;@j2jt>uM%H$ckJ6EoodA(u|1{U35Eo#+bBGF;iNCE#>Q ze{7mha8KI)ZI;__v}bF8J^P44E(L0XwM0U z2ey~A93y1&BE^!e8c4)rG6YLbx*j2*Xn~HBBs?eV^T?5Gxayk}DRP;WQdtL&rvfph z4g_6zH*q}a>4nvfp`eb0w;sIeOD538q|2LB;+{|3-IdY&JvH1q;Ik4z%xnj(4QGD& z6`QP#0rt#D^I_BcbeTxaq*=+7l&y)ammh z5f+v{Nox|ga=Qg=WPF4K^_{-)6dUmp2Fa*O18M9an$5x|&`Mc?8dA4X5WSMfBK%=+ zs-z93uf)9bVkk@T1XU17tq$*?wJ$jyVP$uZL{cI+gnpc` zI&f2T9s`Y13tQ@r9XpsMh#W<_L$L>h*jtSF5fDYFP+5N2#wtgnP2L~0Ee3!7J3v?@ zY*-K}ekQYlXNOP2nvD^B5|O3ANW)m%53iUkvM(?brvxG22~`iHr!2T51q>|d$=}2% ztgbw)MTX!G_p>#v&xqXCvN-V6BO)aY)+d zx=!879eJF-XYwBQA%VsJHNy!X;^vk|!;ck<*a~lI#`}A#9WzQ1k-m=4e?kFH&_Tt( zARnu`Qh0F=lQaHjL7F{$O5OKX-#qLoHHpMT*}<1eQJH7hrOLP5$IDmPvX%Kn3Kz{a zpoO>uNd}@g%`b+ZF`a9{AHCoM%s8yOcj#Pa1yA$* z)YxOVJ@u?FA36A&PEyz{^ zC5f)N_$ojfu0@$wPB@MxxAM|lx3^z$WhKeqpUO4|v7r;q1$1RNM1n~8eTjTomt}8b zd%J5PoAmUR2a1r@&&?;B%OqjVIMj6Wh`prWJ)^aTU))~P&|J4x#EDG`Q2BkUBgsg- z%Izw8v+a7{J>r2yd8IFbn>4N>)b#u)qL_Z+)yFk9BeKHYsn{8r!T}L<-5E z2r|-W4SC}wS$y+bTie$#ks)cz;iCid2Zc%rBbU)^ll0d@ zNcWT0UFJk9IC22f7xt}cveOPAFN!G*vPlFCZP*;h(AvOE;cm8y&2zJNPApL!oGib2 z$vcVn*JSO&$`68L;|={;?XK*Z{5@KoI&xGJvp$ek43{dt4WT4GuqDzmxMw|3o{ZPSwWGD1MMXLOr774 zEC;vf3J{<;eZ}i7%QJf4FYH1>vW|e`Tr$)D$vCNMBpe8Hmh z4(MiHS(GOTrCFz#bP%`7^&~z%SzENCYrvS$HFbC^h!mvFezt3O_y_dM&B3-N?Mih- z?Osfu-XmP;D#xWukrw(%!Gxj8T2FQ>!k6hRVt*)RyU*W*o}dW&v>zkVY?3LBjk;Vq zonhla_a)ha0v%s`oLoUqi-*{TzaA5KiZ!G1uIwVpBtMqpwIpa6{LowzpEc!!mPfKX z3bvaX$etgrCFMOV1&%Pa=sjBJxq;StXU_J`H}CI0#`7Mu*Rq-NmBL~c(z(Lt)=3}@KkFIg@~c84qs@P#|n9x zj#XC#Oh6o0P1+Q?nn09CXQU*LuR!G7tQQz0xVX%!CrP)Z+X0eMDLhpWRmk}BF9w2c zfPH0lW~QjUJ@7ZrW|rTZpS2z;&kzr}39{`2xb9x2mBK>yfOr+B0z}wJpunDJjg_p| zVP5rRkqYW2@$CFAmxI_osD|!f{j=~sLvHy#k)yqfh}L=)ev#0RszV}HZiYouQ~o)_ zZ*Eg_4OW5qTst;m!6p=`E#_{-qF`}vWukhr;(vEtV+GXlh6^J&0dbkXPoC@L%r z@3Nsguk%N&crUH5AY^qlUPDg$cWHe3N~g9ph3;qUH4%p7C*WZrLBKzDS_m!e&ldtK z2TOvoq@*hZq~vRbn|1Z{qL2jKxzVR44}Bf&k_RP#;N_4J{Cz%&iHWg7PX$cgQp5f0U5_DdS1`eJ9Zc;Se7}zvvT((o5)eL_5b$TS4r_B8P1gu*K0NHnr=A zS5XOk2@&hC=?dBl1Yd7~5f0##2|lbg7XC_&z|1%_~KJ~;Bc zbh=2x$YI~|pKnMrX;kIPI!im%a$j=|j8OG}NtS4mCLJywUESTGXy@vOZJvG18g&UG ziI9Xm&X_{BgMz`g0fJWWzvS9Zq5b>Mz|ZUv0<$?B4dsUR8#Zik2M?$ko2VLl-krq6 z(<}+9p_hdDi7u!r24GkW zM+wFXMD9TtC}Q$Nx^?FU7L-Hl1*A3eSwZqdxxAk~nHPwRG;->L&$c;#j1JT#u`}Tx z6zaoyTpR+)-yRa~4;PR|-Ho-Xu!%7`I8F-=bq#F=77w)p+Zz#bwlLt=XvB>@=XvitTrfiVJWg&!;4U_;B zBgKW%$vz|`euAG3Lvt&xf0h^zi783K4)2w010(D>S7ee(dTueLtWULJFHLOaRCVpS zP#9^|T(iaiT@ZM3`N$zYJo%k%mcxD%ec}A$Hto{v0%PCl<<@}y_5cG-C`z=~33|0- z3V=_ve7S7`TO5qMA8>SZ#1OEpG!%2g&qs{4ZVV?S{mTzAGl}osttUnTWvYIv)Z%VIm>? zCTSjc^71qNnz=t3+iCvO+oun_!G?LH>_mE$L(xjMX+zl^jS1C99Or_kaQi5aPGidP zpp}G#P~uCQM8hx(3rl}%W-1A@*p#ht@E7?gMK=X+ulEZiG3dS;WML4uy!A=)r#t4Z zYZkYC%E}_yG%1h#O15EkMtuAyF;E0OvEPc;^3~pSg)0+*qoi4F C8$RvdKAkYfx z0;!%-&>;z9sw#?0nE~Vw?f-#RiwCfQL=dR{K4Npi{!WJ_<`$>h{Yx&h?L2;#0BqR? zKf%MXs;`eT(zDyXbpO12y`AeF6pnU)C2ygqW`6ZQRJ%E z1!+CV*D1Dn&Ohz9T7~0Z;Ch3+)yT--+~}LNRdQF~c{%c(!u2Q@>*6X?wzI;7pHog07?RT6o@_L7X(7D|BuAx9b33~-uy@RBZAZlNcu0f znWBXvYsE1H!P;J`HjK=of3?A1qc5>H38^>1a+Bx2vlldR8a1is_vv02AL9|+gWq~? z0NZ&cbeU5^Yt!sPy z^0%~3U@?U(10LO*rK<6da#^zVHx9xLgO4=Z_*)t*n-EpAxoBG3WcP_pezYVp(sR!%2JW#|9anRdggcL_nh;8&Urd>PBV?}z2E!&d_SM} z`?bBrjl0?X2NV%gh!F|hJZ843xEc{GjjiBN=Y%zTWJ*5^rmi}j@%Usx0hi$ zNs@R6U%kyh3@M5WMe6`$DF<*`peB7rf=rkb)FV->yay}zjH1$PYDK8eLn-2Vt*WdH zb@;~63m4+yVm$zhBE_=dAlhFdX*SpCv{9?~0lLDZK=UTEHi*0&hkQnd2T45zg-<+o zv@+|g_i)G8!bR&snKLW`a_|BlVOQObD)p2zAwrbqh{C1f zMNazWxYY(7c$?hKuV2?(TuVDf%BJ=HmDV9bh&I+>(R)=?XdwllPB$6XLa_?)zzQ+e zu3d{f=R7FF1gy}Fg@uMD;=1zJxYLI&e%HGE?vU-1E$w{MRA%H)MJGr}zpswA22wju zW!>K#sW?CKXW_F`kK_sIYZ}P=IBoCkMyuPgnIqavrg-WrdO5DpCALqs*MPkv^PzFU zQO8u}db9*{=geul2w#ZqhpMUgsW`5eFZE1KpM;`kVG9f-WkEv2Si6}_sJQO}<;#~X zqi>uNzQVR?Xb>Ttp!M4PmGfAYL z&qL~I4HT*DoY<2m2@9rFMpW$23cWlSZ0Ro`SW2NrT3!_B=7EPis}Fqt{08Nvb&ufo z4{Sm$7_>{=lB@)JE|`K-^Upz4rOqOY{?&F=_Y~YM{C}Z1Z^CpyA=ZK(U2E0U)F`Qz zdNQPmndb2Oim|%bf(6K9IH<$Q3yJvZ;+pX6;meZTRZ?GX1Yv&-Xy0iP$WlusB2`Fr zQj@uH^6i4!khH&VFLE(+p7Qgiz*Wi-MX}R z!+)@taRu;__5S%c)ta1@dYRxkIz33_7*~+suMn)xQI&#E{?K#Bd>rH@f>PxeR3F>V z028#@5Ai5{g7nEh1z@0CL&Z4EVPquhw%ZdajuI&sKPUOPT$4|_lcTBOvf9cyZ<*0Y zHMoPmryQGf$J0~jAGEK7yDnZZZsx4D?4meS-C0;{!%h}usCPHz zQLK9n6dnD@LKTHI9_$S^hzpRFT3M$!fKhDm;gI4D{Ehur@B05OnkkzL=*qsiua5-} z2PLC}e~~{6BZr}aThB9CCMwVHihyuUD_dw1>k#gA0AhtQ((hE?8;#x_fQ7n zqH`$PBCF`cIULqwyHCf*638ksI)!om4y;Dbu95WVOJ zX5Y&A=cAQ4e!Hh&nf@jw#wup5OG?yWVf!H2a>vT3Z-p+V0;s}5c{V+FVNj#uRdQ`J;_;lZKt(v@ej2JCUYA&5_wK=a7J{<$4rKO7jE1eKsQ3PXqYGX7!l z_?ymE+?WK3vJp$%C|n4!h!lcQ1BW^+rIKE7a1u_1$Rr8}0y-GUCuMq$gVLEks5ct= zu=1)J`anv;g!8R^rz`Tju;xNMo@SD~48L}>UcA@|y}gE@V8_UEm`6QEU;D(2(nx0Om9Sg9&0q)TS7Xb9NyVxPr{F zJ%#P4m1?0RMo>(`cYp)&k!{Wg^pupUP;jhIh(V#7u>V*)B|1#zoG5E_aV+7} z$b;qCiKhp_GgryT3ZRA|C({YF5#?Le9(^zBL(hk%tcebHDqE<)zIPhEpM&L($ScRH z<2nrRQl90M8;5|`P6+4qfoU)mm>19dBA}8NqHxO#jo&}Cqq~)qm2Fx}%H31;ED+}B zY2xi(&K0VVXW8f`E&IN!8f)`n2-~FHL)>xU$X63GKar;nT!_+-u60)j5H5)DE2y#4 z0O%9>PN|1FR*<+Qp}V&LI0FsZb5sstmo9ZZyvtQKZ`=7pVDJu9hi-tzHcE&dYCF)q zY7{VtM}~lo`vd>)o`Q^q$#E47<&J-I2u3;MDp$r@YV&(gjZ+>njA@fIU}PoypZI42 z99R@-E(&%%*6V8|W$l7AFlhGd3xot91It{4MFFxPc+3E)?td{^MGwl6Jk^udX!j~2 zXWdMmKePbX6T#FfxON)&FYnA>dd~2}E=&SH7%zg_Oj$4< zhy!dyY*WtD!;RzS0+nNs8nqsHQs_{|5z^ja3$8<_%lqGv501O@2kKP@#oO0{BzGvy z$A2P2x7g+`whpM#5VIil4{<@LL%*+wMpc>36Ytxfm`A>utuDHp>b#3xI&7CBUlws~ z3q-AiI@@7A{aJ$Ub=6Qwoi?DUYo%-_3;52e5t0IgHqDY7%>*?Juv--o!i6YG4CV+FzA?MvsYcG7Zs9o)*7nh) za|pm+?i#*a9tb%Z7_9-Fp}^Q;?6P>cD9{D9e=4ql0($hoX&B((qhxei)iAjWGYI&$ zyEo!W=30t*LvR|+qd}~*uONXIzBlg|sSa6Ot-AZ`^x)#Xc?UY|`kEfLKT%y#Rtb|ijQ?Rsgj#%{8 z-@r~zhv%tq;JipEJjYyKkRHTQO-1_4#%K?aKvPYIBT_PzpdAMke+p>8$r<1>K zy52(VHy8DOnSkhnW(!EO*9+n=&1GtbMM+-}I&vnkGEY=&3(`}tEZWi@wTRHh=J6Pk z;zL82=V5;v-p1399NQY)2nnQO&TJjIrPFbl?BQPT|A=X<)};1T|R<) zYJGa@e5l>=7r0Ej{MTAi4h1|o>zj{uAbcNaS>5byit&i!30Zb>;rJn6?ArY@VQ{f$ z@M^gTC%>KiGPa>)IGVleL?rN{mb8$@ggceiu0m)KZ0G(iNNLw|^S$AGA^K_076)!r z7rALdFTJw&yXlSe^#P`c|W4 zHZLz7CZw>6Qu4}=tbX_lih>Mro5)w+4zw~$JEja6+-A72DCJ`J=#4FtIGf_PE^f~(;-9_y#f1gYfFZXrxAlYC3dh{Ew&$U@{sVb&sDnU1O13gmZwJq+y&!V%WaV#Ilgnd^ zr8uoWDQXVxn56Xry+hZ8Z2GgRn3JWg0D06h*q+at+2iXCpOx31KK zlx;4FyqeZbr$~7)9- zVk#SvlZd zQZf@e4fT4nUyiz$zc%j3&FM&s_@{hUx#`lO_hc3k)>gP;$*ng~<@(Vohgm-R&UhaV zxlLckN(i^=%{{Ke=BuzMcPg(-=t0@WLF?{4VLJ$9+2Sz&r}{EFEbY=_J65+`c?16q zV>|mRyFXDsS#wxUrd#?5uHHyULi@uDT~_~#qFEmkgf*#Qo3T)83&GhqG__{_W^H*< zCe$QPyK(+F#s)#)vfKn}OuuR#F*dArAFX8Vt4cMnkQUadwb*do>xa{86WsCQ@ED1a z?+H*@N6A?F5!jDdg%7x~`rt7sM+0ruS-ydEv?pcPo07Z#L92wSjX$0r10;rQPQY`p z;3}TZ5I`8dE3I>kkHCari^2#}NCQ+xY{?b6G>kBjRZzT$L38ajr?eX*7v1? z_D7D~+PVKT9>ndu5G*3$ZQp`lE#ocFh3NLQ9d5Y1$vcR5&OYt+Bv9L~1M@Q}7xD+5 zn_&LIr0$nl>Hw%Hq>?6#p%}V)|V$SiSa6*!4mZNzQ-$jpZ`oj#S|o`bdr4*6~f~Q4-W;L2y$BL*41}A z_MGLgb7($W4g(97(`ygBks2#T;&6iyE@c;#t1t-?t3~N@I5AYAoU2ETpQ3y3tnT=$ zKwW-hS)+yhOA{!!m});63vvvn?+q4Qpv&;~*0WQ;#!(Sq1ZIx|Qh9TtVzU9Bc{=oHVIyCI*N8TA8yDXQgaMzHifS8R@i6^*|icZ`7ItxO@ z{TO41bMHL@01N=bWn*?(57qD=l8eG6Gy%P>H#ndDeG~tASHw++%@Nc&Ot6Df za9n~`nZUP#gd2=>{I54fVWAiHxazBT&!1TyE>1<1#PXGmHmi=<*5aI4av?4ups)YY z^UJUNSg#ea33jnDrMTTtyDYwsQ+=K#VxJg0k*0b zAJFD~hZAqi*R9vW8>2f-li`X~n~&Q#ZIo405rk(ucZ*>-;yO4yoNjWP>-31=xJx44 zm*vWxJt}@JyV>;3%{n=>G4&whb*#>;UR*^_;4gQlL(m&eS=Q9J07jyiNSeQuRU~d8 z8$D;SPa${LKOo3oP4n=KeEk$*=;LG@xgsR{o7-X;``r=es|J76CJjG6;>g=mAh6P@ z3VpKg4~VZUl}5i?1`2L828D|vyqk>PqM*`28tj1Ct72xRew)ZVjt5hJBs7unc|PDk?_n7o7a@Flg>Q z?XJHzlH<XLkOd9^HFqa$+|H}|Aan*?0j-PW-hC0PZ~JGs zj21RlXo*Q&k9*hEv_GgfJ`E}M zzf^1SqgFccrK@mkU!A>8pv$xHq>8S60ymF|8qBk@Uh(m$Q+RFj+YIO1y^8BgQ{s-; zM5dNi=se#Ot;P&AiVlcj?s(Gi_Wom@aI5dORjFIk+~3af8gyP6v*G*gx1(QmYu#O6 zRvi=Xsh5_qYe|hA)zEABYh&+cr_m;v>-!^&+EoU8He8)L!gAYI?%jK+P)g}F3x7C+ zUvu3t=vEKgn9KC{U^uf;Gy`qM<=x5|9#x-i+8Ybenw} ztzk@z!a&EBMWplE?zc$JX$wRY>lLP-;p>+YmX_8B5y5v)ljB?02oX;TDS;d;MFDl^jjWR|Fj#GXM_y7ihf_r+b{JOVnEU9lDLM#Zy0h@zu{j&`XHzsZZ(W}iwTEFDT3(}85LhgIi_-%3+7SyCR4sET9IN66|Zg&8RrU=!4U`IOAHpPiJDc>W`tn!R4; z=+E@ediXw^)A0gY&O3yegLh3NJ^-N2U|FBQM?vOLZZCd2>ud_OEx|#eurg9=4%h+; z&(rrq9xzhs20algOQt|dU8dR`+^Rk-oHUnb_aOd*rhe1`6B~eX1=>1u3NpYr&iU$* zILzL|An**B38l3|LPT34WQrLL*VD~y78x;U<|~Q&OHr&X&fDwuS-E&)2Ex;*wlen~ zv_dLF=p$L(US?}9Qx8XDj8Y~8eF;48@B8~)sL0t_mpZBX9w5U@G{ ztM5TF7I+K)Pdl^be#`Ycd9oAHo77LcetLZ!n}oRHCq7*eL+}|{Bw-ND4}ULH1unlhwt&w zen*+4lcB)ELO!Yf*SE5c=1*H|Wm}7GRu#-=5FM)T%)qt$_N7-6&Jc$2-Wk zz|e?`h$P=HMegW^u!uwiZmSQ10Ko(jgjzynhBau^DXV)E-{m_3lA#Q{0s!X&4GM-* zUDKO;dtA9(hV`M@#XF)(TS!EP)l12YuYATvki79Z%_i%F2$Y|Xy|F>e-EuX?jKpqML zG7-&~fJ;n678-V(t}wrVW#ayppySyiiGz4N3oR>+_(~1%F%Ly}m>!mm#sHTkP()Hf zqy621aJ#z$h73=0U1@V`h@mN8PE6wii%5n^9aijbDb#dqa4iz`??r4H=W) zC_K-R{FdvEU=PIE(GyO&a}=D0H6Hd?$6Ph!b*_NLng+z-;ON*H9uspNw-TPDwELx7 zaIRoQLAke~47(Enn>tox;l@vFzCHdKDY2Di1!3C{*J{a48DB~OSAs8Hx(2Esq$-`q ztmj4y7ORY1lm>%?zZlTqrS0Fm)vm92Or1CF(+Q zNK?*2y$blSnIJKz73p!ZB;`xMw^;%)YXDyNB>)oTvjy6r^rh1vT!gM}ZG{Y=1iYZV z3j`liX3UTw9JzPoPSo6QFVJL_`yuc32Exo+(Rc;X)EXVyx{UDfV-HYuJpT~_=>VMB z{A39KouB_8NSs%ndwZpbnNnY={7djdz z@iCO92>I)6%S~Xt;gC-ebjjJAa=dGNOBFp{ig`$5~P(| z(g92Z>&$Z1A7S;q%juTfXz0NqX8?$iezCveIrdEFV#h;rfdmGtHX;^u5gp&^x zRooGTYny%C9e;c zO5P^4s9b7@+MGbaO2&xUqwpcD$X!^;)XgLFEgp+mz6__<967lNA!X%znj-n+iUnPh z26_$$xfV_TM*DC`HX5ddobuP11qjhP0?Q7)EnewMfI6x{nvX*q0}rciv| z7smhRr?L`1&SM%I6VrV$VxK4EJUA)oIhw&J!9f=QFrOddo2`gm2*BHID62v=)|6?} z#QXEkFOu6!D;Es>Du)p~zyf{Pc4eS8X8$o5;t~v#h$&0HI_BfyHlMd{o}c6J!sO{% zGipR9?_h2%f6Dv2)*0rB6#i4ImP-{WExF@7WpjmAK%s`vd&6@}%BTJQLuG;1qbp*L z%tu;k0%!c=uRM%<=ooYEz@w0N+dD38eKN+)@0T;r<8D@u;Oo2ll_G0u^k$=dK^L!$ zjBp!!`}HLYYG1#$6VlF2=8L}eER&xS&;J0&G06C3WOrZOxF zJ*$DNh{TM2l{{)>6hRB@`0yU*PnYoSSGBR}JnBrxz($OBM-^$9%aS}&Ad-Y1tj^@b)e&FweAW zF1((RA&D`yV(1ePEjf_6aM2=tXXh+q6O+1zhP0rdnWW!f>6@6OqgR#xIsiGmhw1%q$#V){0*YYH=nQdK4QY-bC}6|F8&zJY%Ek> z_x@wvWOr*Wu8J)#pa?E*#iSgXj**`)?}au>x!DKI!!)pUkcx`L_} zm)6w3d?^-PDT0hPgxWps=zIKeKz!-aJr4)&ocF()nE2?8!!Oyg(5YZD87bVnQ!1JX!AnP)Pe#3?>&f7~tvRPGa1yufnQ zh3!4$8g8!USjU%4`HiDIpEB_mEI#}?&V?(*FW)69D&Q-C5dQ!E5uXWD)IYf@st#VF PmuINyY{}TX`}qF=NRR3u literal 0 HcmV?d00001 diff --git a/automata/plots/progress_report.md b/automata/plots/progress_report.md index 68a1568..cc63ae0 100644 --- a/automata/plots/progress_report.md +++ b/automata/plots/progress_report.md @@ -1,39 +1,76 @@ # Generating complete LUTs from annihilation generation rules + Generating for a given $K_e$ or a given Bias is quick and straighforward. ## Generating new rules with parent rule bias and $K_e$ -Generating LUTs similar to the parent rule's $K_e$ and Bias (both together) is not so simple. -Most famous DCT rules have a bias of 0.5. -However, most rules generated with that bias tend to have a much higher $K_e$ than the parent rule. + +Generating LUTs similar to the parent rule's $K_e$ and Bias (both together) is not so simple. +Most famous DCT rules have a bias of 0.5. +However, most rules generated with that bias tend to have a much higher $K_e$ than the parent rule. ### Existing DCT rules have a rare combination of Bias and $K_e$ + #### $K_e$ of generated rules with parent rule bias + Below are the histograms of the $K_e$ of new rules generated with the parent rule bias. -![alt text](ke_ABK_annihilation_creation.png) -![alt text](ke_COE_1_annihilation_creation.png) -![alt text](ke_COE_2_annihilation_creation.png) -![alt text](ke_Das_annihilation_creation.png) -![alt text](ke_Davis_annihilation_creation.png) -![alt text](ke_DMC_annihilation_creation.png) -![alt text](ke_GEP_1_annihilation_creation.png) -![alt text](ke_GEP_2_annihilation_creation.png) -![alt text](ke_GKL_annihilation_creation.png) -![alt text](ke_GP_annihilation_creation.png) +![alt text](ke_ABK_annihilation_creation.png) +![alt text](ke_COE_1_annihilation_creation.png) +![alt text](ke_COE_2_annihilation_creation.png) +![alt text](ke_Das_annihilation_creation.png) +![alt text](ke_Davis_annihilation_creation.png) +![alt text](ke_DMC_annihilation_creation.png) +![alt text](ke_GEP_1_annihilation_creation.png) +![alt text](ke_GEP_2_annihilation_creation.png) +![alt text](ke_GKL_annihilation_creation.png) +![alt text](ke_GP_annihilation_creation.png) ![alt text](ke_MM401_annihilation_creation.png) - -COE_1 $K_e$ is easier to replicate via annihilation generation when generated with the parent rule bias. The rest, not so much. +COE_1 $K_e$ is easier to replicate via annihilation generation when generated with the parent rule bias. The rest, not so much. #### Bias of rules generated with parent rule $K_e$ + Below are the histograms of the bias of new rules generated with the parent rule $K_e$. -![alt text](bias_COE_2_annihilation_creation.png) -![alt text](bias_Das_annihilation_creation.png) -![alt text](bias_Davis_annihilation_creation.png) -![alt text](bias_DMC_annihilation_creation.png) -![alt text](bias_GEP_1_annihilation_creation.png) -![alt text](bias_GEP_2_annihilation_creation.png) -![alt text](bias_GKL_annihilation_creation.png) -![alt text](bias_GP_annihilation_creation.png) +![alt text](bias_COE_2_annihilation_creation.png) +![alt text](bias_Das_annihilation_creation.png) +![alt text](bias_Davis_annihilation_creation.png) +![alt text](bias_DMC_annihilation_creation.png) +![alt text](bias_GEP_1_annihilation_creation.png) +![alt text](bias_GEP_2_annihilation_creation.png) +![alt text](bias_GKL_annihilation_creation.png) +![alt text](bias_GP_annihilation_creation.png) ![alt text](bias_MM401_annihilation_creation.png) -Randomly sampled across the permutation space, the bias of generated rules are far away from the bias of the parent rule when generated from the parent rule $K_e$. \ No newline at end of file +Randomly sampled across the permutation space, the bias of generated rules are far away from the bias of the parent rule when generated from the parent rule $K_e$. + +### Looking at edge effectiveness of rules + +(Gates et al., 2021) Shows an interesting difference in the gini coefficient of biological networks in the cell collective and that of random boolean networks. Where do the DCT rules lie in that comparison? + +**From annihilation generation rules with parent rule bias criterion**\ +Below are the plots of the edge-efectiveness Gini coefficient of the DCT rules and the rules generated from annihilation and generation rules and with the parent rule bias. +![alt text](gini_ABK_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png) +![alt text](gini_COE_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png) +![alt text](gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png) +![alt text](gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png) +![alt text](gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png) +![alt text](gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png) +![alt text](gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png) +![alt text](gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png) +![alt text](gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png) +![alt text](gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png) +![alt text](gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png) + +**From annihilation generation rules with parent rule $K_e$ criterion**\ +Also, below are the plots of the edge-efectiveness Gini coefficient of the DCT rules and the rules generated from annihilation and generation rules and with the parent rule $K_e$. + +![alt text](gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png) +![alt text](gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png) +![alt text](gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png) +![alt text](gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png) +![alt text](gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png) +![alt text](gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png) +![alt text](gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png) +![alt text](gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png) +![alt text](gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png) + +Gates, A. J., Brattig Correia, R., Wang, X., & Rocha, L. M. (2021). The effective graph reveals redundancy, canalization, and control pathways in biochemical regulation and signaling. Proceedings of the National Academy of Sciences, 118(12), e2022598118. From 4852aa24adf8fb00d3a02fab7413e9b77535c412 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Sun, 14 Jul 2024 18:05:10 -0400 Subject: [PATCH 14/61] added maintenance rules function --- automata/automata_rules.py | 252 ++++++++++++++++++++++++++++++++ automata/schema_search_tools.py | 65 +++++++- 2 files changed, 316 insertions(+), 1 deletion(-) diff --git a/automata/automata_rules.py b/automata/automata_rules.py index 1dd9ef0..5870288 100644 --- a/automata/automata_rules.py +++ b/automata/automata_rules.py @@ -560,3 +560,255 @@ "MM401": [["###1##1", 0], ["##1111#", 0], ["#0000##", 1], ["0##0###", 1]], } +# maintenance rules in automata, from the function get_maintenance_rules in automata/automata_rules.py +maintenance = { + "GKL": [ + ["0###0#0", 0], + ["##00###", 0], + ["##0#0#0", 0], + ["0##0###", 0], + ["1#1#1##", 1], + ["1#1###1", 1], + ["###11##", 1], + ["###1##1", 1], + ], + "GP": [ + ["0#0#0##", 0], + ["###0##0", 0], + ["##1#1#1", 1], + ["1##1###", 1], + ["0##0##0", 0], + ["1##1##1", 1], + ], + "GEP_1": [ + ["0###0#0", 0], + ["00####0", 0], + ["0#0#00#", 0], + ["##00#0#", 0], + ["###0##0", 0], + ["000##0#", 0], + ["1####11", 1], + ["1##1###", 1], + ["#1#11##", 1], + ["1#1###1", 1], + ["#11#1#1", 1], + ["#1##111", 1], + ], + "GEP_2": [ + ["#0##000", 0], + ["0####00", 0], + ["#00#0#0", 0], + ["#0#00##", 0], + ["0##0###", 0], + ["0#0###0", 0], + ["1#1#11#", 1], + ["##11#1#", 1], + ["11####1", 1], + ["111##1#", 1], + ["###1##1", 1], + ["1###1#1", 1], + ], + "Das": [ + ["###00##", 0], + ["0#0#0##", 0], + ["#010#00", 0], + ["00#0#00", 0], + ["#00#0##", 0], + ["000##00", 0], + ["##0#00#", 0], + ["##1#1#1", 1], + ["##1#11#", 1], + ["11##111", 1], + ["##11###", 1], + ["11#1#11", 1], + ["#11#1##", 1], + ["11#101#", 1], + ], + "Davis": [ + ["#10#0#0", 0], + ["0#1#010", 0], + ["10#011#", 0], + ["00##000", 0], + ["0##001#", 0], + ["001#0#0", 0], + ["##00###", 0], + ["00#00##", 0], + ["00#0#0#", 0], + ["01##010", 0], + ["111##11", 1], + ["#1#1#11", 1], + ["101##01", 1], + ["#011##1", 1], + ["1#1#011", 1], + ["101#0#1", 1], + ["#001#10", 1], + ["##11#11", 1], + ["###11##", 1], + ["1#1#10#", 1], + ["##0000#", 0], + ["#0000#1", 0], + ["0#1111#", 1], + ["#1111##", 1], + ], + "ABK": [ + ["0#0#0##", 0], + ["###0##0", 0], + ["##1#1#1", 1], + ["1##1###", 1], + ["0##0##0", 0], + ["1##1##1", 1], + ], + "DMC": [ + ["#0000##", 0], + ["01##000", 0], + ["1#10100", 0], + ["#010##0", 0], + ["##00000", 0], + ["0##00##", 0], + ["#110001", 0], + ["#0#00#0", 0], + ["#01#010", 0], + ["00#0##0", 0], + ["1#00101", 0], + ["#0#0#00", 0], + ["1000#0#", 0], + ["#011000", 1], + ["1#01#1#", 1], + ["#11#1#1", 1], + ["1##111#", 1], + ["0#1#1#1", 1], + ["00##101", 1], + ["#111#1#", 1], + ["1###111", 1], + ["11#11##", 1], + ["##1111#", 1], + ["11#1##1", 1], + ["#001101", 1], + ["##1#111", 1], + ["#111##1", 1], + ["1#01##1", 1], + ["1101###", 1], + ["0#00##0", 0], + ["#000#00", 0], + ["0#000##", 0], + ["00#001#", 0], + ["00#00#1", 0], + ["#0#0100", 0], + ["1#0111#", 1], + ["11011#0", 1], + ["11010#1", 1], + ["#11111#", 1], + ["11#1#1#", 1], + ], + "COE_1": [ + ["00##100", 0], + ["0##0#01", 0], + ["#10010#", 0], + ["0#00##0", 0], + ["00101##", 0], + ["00#01#0", 0], + ["#000##0", 0], + ["0##0110", 0], + ["#0000##", 0], + ["01##000", 0], + ["0#00#0#", 0], + ["##001#0", 0], + ["0##000#", 0], + ["00#0#0#", 0], + ["#1#0101", 0], + ["#1#0110", 0], + ["0#11##1", 1], + ["#10110#", 1], + ["#11##11", 1], + ["11##0#1", 1], + ["#1##111", 1], + ["#1#11#1", 1], + ["##1111#", 1], + ["10010#0", 1], + ["1##1011", 1], + ["001100#", 1], + ["##11#11", 1], + ["110#01#", 1], + ["01011##", 1], + ["#0#1011", 1], + ["11###11", 1], + ["101#11#", 1], + ["101#1#1", 1], + ["01#111#", 1], + ["11#1##1", 1], + ["10##101", 1], + ["##111#1", 1], + ["#111##1", 1], + ["##1#011", 1], + ["1#0101#", 1], + ["###1101", 1], + ["1#00110", 0], + ["0#000#0", 0], + ["0000##0", 0], + ["#000001", 0], + ["#0001#0", 0], + ["0#0000#", 0], + ["1#11#11", 1], + ], + "COE_2": [ + ["#1000##", 0], + ["00##000", 0], + ["#1#001#", 0], + ["00#000#", 0], + ["0010#0#", 0], + ["0100###", 0], + ["##0000#", 0], + ["00#0#00", 0], + ["#1##010", 0], + ["0##0111", 0], + ["00101##", 0], + ["##0#0#0", 0], + ["00#011#", 0], + ["0#0011#", 0], + ["100#00#", 0], + ["00#01#0", 0], + ["00##110", 0], + ["#00##00", 0], + ["01#0#11", 0], + ["##1110#", 1], + ["1#1##01", 1], + ["##11#01", 1], + ["1#11##1", 1], + ["###1011", 1], + ["#1#10#1", 1], + ["1##1#11", 1], + ["#11##01", 1], + ["1###111", 1], + ["101###1", 1], + ["#1111##", 1], + ["#001#11", 1], + ["11##11#", 1], + ["##110#1", 1], + ["#111##1", 1], + ["0##10#1", 1], + ["#11#10#", 1], + ["0#00##0", 0], + ["001011#", 0], + ["01001##", 0], + ["#1111#0", 1], + ["#0#1011", 1], + ["1#111##", 1], + ["10#1#11", 1], + ], + "MM401": [ + ["1#1#11#", 0], + ["1#10###", 0], + ["11####1", 0], + ["11#0###", 0], + ["1#1###1", 0], + ["1##01##", 0], + ["1###1#1", 0], + ["0###0#0", 1], + ["###1#00", 1], + ["###10#0", 1], + ["0####00", 1], + ["#00#0#0", 1], + ["0#0###0", 1], + ["##01##0", 1], + ], +} diff --git a/automata/schema_search_tools.py b/automata/schema_search_tools.py index 42895c3..35878e9 100644 --- a/automata/schema_search_tools.py +++ b/automata/schema_search_tools.py @@ -94,6 +94,11 @@ def annihilation_generation_rules(output_list): It generates new lookup tables for annihilation(using logic [RULE & (NOT X_4)]) and generation(using logic [NOT RULE & (X_4)]). The rows that output 1 in the new schematas are the annihilations and generations. We combine the two dataframes to get the final dataframe. We reassign the annihilation output to 0. + + Example: + output_list = ['0', '1', '0', '1', '1', '0', '1', '0'] + annihilation_generation_rules(output_list) + """ node = BooleanNode.from_output_list( @@ -136,4 +141,62 @@ def annihilation_generation_rules(output_list): # converting it into a list annihilation_generation_rules = annihilation_generation_rules.values.tolist() - return annihilation_generation_rules \ No newline at end of file + return annihilation_generation_rules + +def maintenance_rules(output_list): + """ + This function takes in a list of outputs from an automata and returns a list of maintenance rules. + + Args: + output_list: list of outputs from an automata + + Returns: + maintenance_rules: list of maintenance rules + + Method: + Using BooleanNode from CANA, it creates a look-up-table from a list of outputs. + Using the annihilation_generation_rules function, it generates a list of annihilation and generation rules. + It looks for the corresponding rule in the schemata and removes it. + For cases where the annihilation or generation rule is partially in the schemata, it splits the corresponding rule and retrieves the maintenance part. + + + Example: + output_list = ['0', '1', '0', '1', '1', '0', '1', '0'] + maintenance_rules(output_list) + + """ + schemata = BooleanNode.from_output_list(output_list).schemata_look_up_table() + schemata = schemata.values.tolist() + anni_gen_rules = annihilation_generation_rules(output_list) + + for rule in anni_gen_rules: + if ( + rule in schemata + ): # that which is neither annihilation nor generation is maintenance, except for a few exceptions. Removing the annihilation and generation rules from the schemata. + schemata.remove(rule) + + # change the middle value of the rule to # + wildcard_rule = [(rule[0][:3] + "#" + rule[0][4:]), rule[1]] + if ( + wildcard_rule in schemata + ): # check if the annihilation or generation rule is partially in the schemata. Sometimes it is a part of the rule with "#" in the middle and isn't on its own. + if ( + rule[1] in ["0", 0] + ): # if the output of the rule is 0, the corresponding maintenance rule output must also be 0 + # modify the middle value of schemata(wildcard_rule) to "0" + schemata.remove(wildcard_rule) + schemata.append( + [wildcard_rule[0][:3] + "0" + wildcard_rule[0][4:], rule[1]] + ) + elif ( + rule[1] in ["1", 1] + ): # if the output of the rule is 1, the corresponding maintenance rule output must also be 1 + # modify the middle value of schemata(wildcard_rule) to "1" + schemata.remove(wildcard_rule) + schemata.append( + [wildcard_rule[0][:3] + "1" + wildcard_rule[0][4:], rule[1]] + ) + else: + raise ValueError("Rule output must be 0 or 1") + maintenance_rules = schemata + return maintenance_rules From 19d886005ad38226f89a2f71a9b3cbf9cca5504a Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Sun, 14 Jul 2024 18:07:45 -0400 Subject: [PATCH 15/61] chore: Refactor code to improve readability and remove unused variables --- cana/boolean_node.py | 13 ++++--------- cana/utils.py | 12 +++++++++--- 2 files changed, 13 insertions(+), 12 deletions(-) diff --git a/cana/boolean_node.py b/cana/boolean_node.py index 7287549..366bcb2 100644 --- a/cana/boolean_node.py +++ b/cana/boolean_node.py @@ -984,7 +984,7 @@ def from_partial_lut( """ generated_lut = fill_out_lut( - partial_lut, fill_clashes=fill_clashes, verbose=False + partial_lut, fill_clashes=fill_clashes, verbose=verbose ) output_list = [x[1] for x in generated_lut] @@ -999,12 +999,8 @@ def from_partial_lut( for output in generated_node.outputs ] - if verbose and "?" in generated_node.outputs: - print( - "The LUT is incomplete. Missing values are represented by '?'." - if verbose - else None - ) + if verbose and ("?" in generated_node.outputs): + print("The LUT is incomplete. Missing values are represented by '?'.") return generated_node def generate_with_required_bias( @@ -1032,7 +1028,6 @@ def generate_with_required_bias( Note: The required node bias should be a float value between 0 and 1. TODO: [SRI] PERMUTE ONLY MAINTENENCE RULES and explore - TODO: [SRI] check spread of ec across space TODO: [SRI] generate wildcards with a given probability instead of permuting the total number """ generated_node = self @@ -1221,7 +1216,7 @@ def permutations_with_ec( for perm in missing_permutations: # count += 1 - # shuffling the permutation to access the entire search space randomly. Turn off if not needed. NOTE: shuffle is faster for certain required E_c values. + # shuffling the permutation to access the entire search space randomly. Turn off if not needed. NOTE: shuffle is faster for certain required K_e values. if shuffle: perm = list(perm) random.shuffle(perm) diff --git a/cana/utils.py b/cana/utils.py index 1a08dfa..f906395 100644 --- a/cana/utils.py +++ b/cana/utils.py @@ -380,15 +380,21 @@ def fill_out_lut(partial_lut, fill_clashes=False, verbose=False): + str(table[i][j]) + output_list_permutations[i][missing_data_indices[j] + 1 :] ) - del all_states[entry[0]] + if entry[0] in all_states: + del all_states[entry[0]] for perm in output_list_permutations: if perm in all_states and all_states[perm] != entry[1]: - print("Clashing output values for entry:", perm) + if verbose: + print("Clashing output values for entry:", perm) if fill_clashes is False: all_states[perm] = "!" - else: + elif fill_clashes is True: all_states[perm] = entry[1] + else: + raise ValueError( + "fill_clashes must be either True or False. Default is False." + ) else: all_states[perm] = entry[1] From 70dfa38b3f9fa91716a461d701794df81641d0a4 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Sun, 14 Jul 2024 18:08:03 -0400 Subject: [PATCH 16/61] Add test for annihilation_generation and maintenance rules --- tests/test_schema_search_tools.py | 24 ++++++++++++++++++++++++ 1 file changed, 24 insertions(+) create mode 100644 tests/test_schema_search_tools.py diff --git a/tests/test_schema_search_tools.py b/tests/test_schema_search_tools.py new file mode 100644 index 0000000..d5e5ec6 --- /dev/null +++ b/tests/test_schema_search_tools.py @@ -0,0 +1,24 @@ +# tests for schema_search_tools.py +from cana.boolean_node import BooleanNode +from automata.schema_search_tools import annihilation_generation_rules, maintenance_rules +from automata.automata_rules import automata_output_list, annihilation_generation + + +def test_annihilation_generation_maintenance_rules(): + """ + Splitting a rule into their annihilation_generation and maintenance. Then combining them again to check if we get the original rule. + """ + anni_gen = {} + maintenance = {} + for item in automata_output_list: + anni_gen[item] = annihilation_generation_rules(automata_output_list[item]) + assert sorted(anni_gen[item]) == sorted(annihilation_generation[item]), ("Annihilation, generation rules are not correct.") + + maintenance[item] = maintenance_rules(automata_output_list[item]) + + combo = [] + combo = anni_gen[item] + maintenance[item] + combo_node = BooleanNode.from_partial_lut(combo) + parent_node = BooleanNode.from_output_list(automata_output_list[item]) + + assert combo_node.outputs == parent_node.outputs, ("Maintenance rules combined with annihilation and generation rules do not return the original rule. " ) \ No newline at end of file From 7ac5f8e5536d9ce2d322e822919430484e15e15c Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Sun, 14 Jul 2024 18:08:26 -0400 Subject: [PATCH 17/61] Modified plots and progress report --- .gitignore | 2 +- .../bias_COE_2_annihilation_creation.png | Bin 25300 -> 0 bytes .../plots/bias_DMC_annihilation_creation.png | Bin 24708 -> 0 bytes .../plots/bias_Das_annihilation_creation.png | Bin 24283 -> 0 bytes .../bias_Davis_annihilation_creation.png | Bin 25291 -> 0 bytes .../bias_GEP_1_annihilation_creation.png | Bin 24048 -> 0 bytes .../bias_GEP_2_annihilation_creation.png | Bin 25069 -> 0 bytes .../plots/bias_GKL_annihilation_creation.png | Bin 27224 -> 0 bytes .../plots/bias_GP_annihilation_creation.png | Bin 24428 -> 0 bytes .../bias_MM401_annihilation_creation.png | Bin 25556 -> 0 bytes .../plots/ke_ABK_annihilation_creation.png | Bin 29473 -> 0 bytes .../plots/ke_COE_1_annihilation_creation.png | Bin 29489 -> 0 bytes .../plots/ke_COE_2_annihilation_creation.png | Bin 31307 -> 0 bytes .../plots/ke_DMC_annihilation_creation.png | Bin 31267 -> 0 bytes .../plots/ke_Das_annihilation_creation.png | Bin 28382 -> 0 bytes .../plots/ke_Davis_annihilation_creation.png | Bin 28992 -> 0 bytes .../plots/ke_GEP_1_annihilation_creation.png | Bin 29480 -> 0 bytes .../plots/ke_GEP_2_annihilation_creation.png | Bin 30491 -> 0 bytes .../plots/ke_GKL_annihilation_creation.png | Bin 29588 -> 0 bytes .../plots/ke_GP_annihilation_creation.png | Bin 29105 -> 0 bytes .../plots/ke_MM401_annihilation_creation.png | Bin 29472 -> 0 bytes automata/plots/ke_and_bias_of_dct_rules.pdf | Bin 483291 -> 0 bytes ...ihilation_creation_from_parent_rule_ke.png | Bin 0 -> 24548 bytes ...ihilation_creation_from_parent_rule_ke.png | Bin 0 -> 24181 bytes ...ihilation_creation_from_parent_rule_ke.png | Bin 0 -> 22951 bytes ...ihilation_creation_from_parent_rule_ke.png | Bin 0 -> 24281 bytes ...ihilation_creation_from_parent_rule_ke.png | Bin 0 -> 23498 bytes ...ihilation_creation_from_parent_rule_ke.png | Bin 0 -> 24462 bytes ...ihilation_creation_from_parent_rule_ke.png | Bin 0 -> 26403 bytes ...ihilation_creation_from_parent_rule_ke.png | Bin 0 -> 23502 bytes ...ihilation_creation_from_parent_rule_ke.png | Bin 0 -> 24783 bytes ...hilation_creation_and_parent_rule_bias.png | Bin ...hilation_creation_and_parent_rule_bias.png | Bin ...nihilation_creation_and_parent_rule_Ke.png | Bin ...hilation_creation_and_parent_rule_bias.png | Bin ...nihilation_creation_and_parent_rule_Ke.png | Bin ...hilation_creation_and_parent_rule_bias.png | Bin ...nihilation_creation_and_parent_rule_Ke.png | Bin ...hilation_creation_and_parent_rule_bias.png | Bin ...nihilation_creation_and_parent_rule_Ke.png | Bin ...hilation_creation_and_parent_rule_bias.png | Bin ...nihilation_creation_and_parent_rule_Ke.png | Bin ...hilation_creation_and_parent_rule_bias.png | Bin ...nihilation_creation_and_parent_rule_Ke.png | Bin ...hilation_creation_and_parent_rule_bias.png | Bin ...nihilation_creation_and_parent_rule_Ke.png | Bin ...hilation_creation_and_parent_rule_bias.png | Bin ...nihilation_creation_and_parent_rule_Ke.png | Bin ...hilation_creation_and_parent_rule_bias.png | Bin ...nihilation_creation_and_parent_rule_Ke.png | Bin ...hilation_creation_and_parent_rule_bias.png | Bin ...ilation_creation_from_parent_rule_bias.png | Bin 0 -> 30749 bytes ...ilation_creation_from_parent_rule_bias.png | Bin 0 -> 31999 bytes ...ilation_creation_from_parent_rule_bias.png | Bin 0 -> 32747 bytes ...ilation_creation_from_parent_rule_bias.png | Bin 0 -> 31895 bytes ...ilation_creation_from_parent_rule_bias.png | Bin 0 -> 29828 bytes ...ilation_creation_from_parent_rule_bias.png | Bin 0 -> 30440 bytes ...ilation_creation_from_parent_rule_bias.png | Bin 0 -> 30771 bytes ...ilation_creation_from_parent_rule_bias.png | Bin 0 -> 30152 bytes ...ilation_creation_from_parent_rule_bias.png | Bin 0 -> 30162 bytes ...ilation_creation_from_parent_rule_bias.png | Bin 0 -> 30986 bytes ...ilation_creation_from_parent_rule_bias.png | Bin 0 -> 30936 bytes .../progress_report.md | 50 ++++++++++-------- .../scatterplots_bias_ke_generated_rules.png | Bin 0 -> 312720 bytes 64 files changed, 28 insertions(+), 24 deletions(-) delete mode 100644 automata/plots/bias_COE_2_annihilation_creation.png delete mode 100644 automata/plots/bias_DMC_annihilation_creation.png delete mode 100644 automata/plots/bias_Das_annihilation_creation.png delete mode 100644 automata/plots/bias_Davis_annihilation_creation.png delete mode 100644 automata/plots/bias_GEP_1_annihilation_creation.png delete mode 100644 automata/plots/bias_GEP_2_annihilation_creation.png delete mode 100644 automata/plots/bias_GKL_annihilation_creation.png delete mode 100644 automata/plots/bias_GP_annihilation_creation.png delete mode 100644 automata/plots/bias_MM401_annihilation_creation.png delete mode 100644 automata/plots/ke_ABK_annihilation_creation.png delete mode 100644 automata/plots/ke_COE_1_annihilation_creation.png delete mode 100644 automata/plots/ke_COE_2_annihilation_creation.png delete mode 100644 automata/plots/ke_DMC_annihilation_creation.png delete mode 100644 automata/plots/ke_Das_annihilation_creation.png delete mode 100644 automata/plots/ke_Davis_annihilation_creation.png delete mode 100644 automata/plots/ke_GEP_1_annihilation_creation.png delete mode 100644 automata/plots/ke_GEP_2_annihilation_creation.png delete mode 100644 automata/plots/ke_GKL_annihilation_creation.png delete mode 100644 automata/plots/ke_GP_annihilation_creation.png delete mode 100644 automata/plots/ke_MM401_annihilation_creation.png delete mode 100644 automata/plots/ke_and_bias_of_dct_rules.pdf create mode 100644 automata/plots_of_ke_bias_gini/bias_COE_2_annihilation_creation_from_parent_rule_ke.png create mode 100644 automata/plots_of_ke_bias_gini/bias_DMC_annihilation_creation_from_parent_rule_ke.png create mode 100644 automata/plots_of_ke_bias_gini/bias_Das_annihilation_creation_from_parent_rule_ke.png create mode 100644 automata/plots_of_ke_bias_gini/bias_Davis_annihilation_creation_from_parent_rule_ke.png create mode 100644 automata/plots_of_ke_bias_gini/bias_GEP_1_annihilation_creation_from_parent_rule_ke.png create mode 100644 automata/plots_of_ke_bias_gini/bias_GEP_2_annihilation_creation_from_parent_rule_ke.png create mode 100644 automata/plots_of_ke_bias_gini/bias_GKL_annihilation_creation_from_parent_rule_ke.png create mode 100644 automata/plots_of_ke_bias_gini/bias_GP_annihilation_creation_from_parent_rule_ke.png create mode 100644 automata/plots_of_ke_bias_gini/bias_MM401_annihilation_creation_from_parent_rule_ke.png rename automata/{plots => plots_of_ke_bias_gini}/gini_ABK_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_COE_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png (100%) rename automata/{plots => plots_of_ke_bias_gini}/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png (100%) create mode 100644 automata/plots_of_ke_bias_gini/ke_ABK_annihilation_creation_from_parent_rule_bias.png create mode 100644 automata/plots_of_ke_bias_gini/ke_COE_1_annihilation_creation_from_parent_rule_bias.png create mode 100644 automata/plots_of_ke_bias_gini/ke_COE_2_annihilation_creation_from_parent_rule_bias.png create mode 100644 automata/plots_of_ke_bias_gini/ke_DMC_annihilation_creation_from_parent_rule_bias.png create mode 100644 automata/plots_of_ke_bias_gini/ke_Das_annihilation_creation_from_parent_rule_bias.png create mode 100644 automata/plots_of_ke_bias_gini/ke_Davis_annihilation_creation_from_parent_rule_bias.png create mode 100644 automata/plots_of_ke_bias_gini/ke_GEP_1_annihilation_creation_from_parent_rule_bias.png create mode 100644 automata/plots_of_ke_bias_gini/ke_GEP_2_annihilation_creation_from_parent_rule_bias.png create mode 100644 automata/plots_of_ke_bias_gini/ke_GKL_annihilation_creation_from_parent_rule_bias.png create mode 100644 automata/plots_of_ke_bias_gini/ke_GP_annihilation_creation_from_parent_rule_bias.png create mode 100644 automata/plots_of_ke_bias_gini/ke_MM401_annihilation_creation_from_parent_rule_bias.png rename automata/{plots => plots_of_ke_bias_gini}/progress_report.md (71%) create mode 100644 automata/plots_of_ke_bias_gini/scatterplots_bias_ke_generated_rules.png diff --git a/.gitignore b/.gitignore index a927288..8bfa54d 100644 --- a/.gitignore +++ b/.gitignore @@ -95,4 +95,4 @@ ENV/ # Rope project settings .ropeproject -automata/temp.ipynb +temp_* diff --git a/automata/plots/bias_COE_2_annihilation_creation.png b/automata/plots/bias_COE_2_annihilation_creation.png deleted file mode 100644 index bf66c73180ee208921e52f9a0fea34d4fb924d51..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 25300 zcmd75cRbg9-#)J0S>$YJ5GquZXc&>SjE|*sNvSI&IA$7?*F$MZOj=j*z4>Vyo_64oUQ3=B*Z*&_-J z4D;F;80HKvUWmVm+`5P#f9$o9QnOJs*SE3PvpUakT+hbB#N5Wj@XQ9g^H$b|=4QKh z?A;-_eZvJC8w+bO0Rhv0d|-#Um4U#X`Lgl2$R8H6>edVl%zEVCIU$n4h71g64pNRB zRJ!=AyVl_%ll}Dc&vHsu_U2o%+zOi8$sg@1QIO&{6{?ZbEOeEBm#n7g7*MLh zU%DVcrS|n56=U6MIpt6VIeGCv4z5@clh^y;mzAixte3U41ZTOB&)(hsyIUn%zpZn4 zKKAYIXFi^-9J_RB8TsbYAAc6iA>RnjnJY&A zWY~P*z#{VJ`}vD8KKOdfFo&J~&C1^wnfrgc$a{W+Xth0NHKI4tS}xC9R1$BhIW|82 z^-OeIcvPBITW9^QCr9XTROV_cd~(B>YiklgvNUJviwxsz9!yE_OUM^U=`a;E9y%XWDU+mhoYma%|K0IeueZ8(qxN>ujkLvW)}g@?p1I6a?`TkK;lM}`tul=!viRqEv+S~W;mHrwVh{N4o269C@N z#5PL*zyR%h&M`STs*jKA7ox#Fyv<&OLB*FJn>S)8wkU6&gEqjq={H|wZQh$3&5>npNNP_RI_cY3OK zy5yaq;!te z?rF}1b*PwR)y#c<0pp#|XY4->mg~AH-&n@p)Y!;nZf+iDRLZBSTGbVq;45re)bQb| za?CkOwfx5vlbS?%Y)LZP*cNY`dXi+Y_~ecq`!?d7d&SS^F_roX(}RbRi_wVSQw+K* zeUJ6Em)9zqopIS4dC$$qn_649;0_3SQUYnCKWu&Y&$IKm3|AVk{Q2jLGoNpV9`)HF z=For6ubfHLp+9hHve#|f)~&MGk3vQz1=w?5txi8H4gA~V%5@ami(X^ZM5;t+wBsR@ zblf`2B8=+OQk`8~n%mn$TXKCnGdbPf8GBB0^wiQ+AMESDd3%jO!s+(wVe7;|tG`=EbS8&qR8-X5 zdGm(8Zi~tiWMr3g)neX1`oh`SdDZ&$Z$#=YHo6P>i&`G)O&#&8dS~dl?b%WFmuElS zTpr*1xg=Ea(X(f7lB`>+u3PhVwhcS=rUnNFavy)PtJyuuWp}?=zSzVCm%Ncq>9px7 zC$eJrG~?fNi;I|42qL6ZMrxAP!R-o4AHNi&vg z?CQ=mit9+5=qZjjt?u%6NFAW1k9TYk#zn)!Q zuBxM>V^sAnRM@2Aw5s{AfvD@Ri`BzVQzf&)zaT3derAfHZ3;!`2xpwe*FR>xH3aFtL@ zZGT^10p5EH<@SRI<=CXkLC4mqN2n-=DN&}!^4+|iJTV+$Ee<-ah~1!!edBQP;@0ik zk6{7E8J~?-^YZcvM1H8Ki^8=iU#G2~2pM}Dm4xVtvvBkA@s;zgTfTgGn0jmwW;1*> zzeZMZvEoRLb-w8Y#~i_6@qsP!3@09Xc)UnV6kX^3a<@U=g)ev4CEK)9Ih?wpJNKJc z$D3BgoWJ8Z(i2hi`e-NO%To!b_)VKOy|eGtad32$`#OHuqQ5EI@yD$#B`*%nYQ%hyjg(XDtW7Sn0B6tW1rgP%a>Vq>))kPsb-_D$DWDGBL=eWJabJ!L1Aim zdBL}D$86h+q{z@OWMU08Dh)Fv(R;s3GRX7KdI{TmoH)R0n+hHRTeB1K6a!zd7gW&a>`4>C>*=713O(s*^gYj-eWH zMvl16PuAjO?z2dRJd#onhA|4a9ODIj^k+#;sd6Z#Z>2N_VDOtqn{9?b$_=Se|my<94d_^z@xufLtuUK3v9D|(eC!qNhCVYjo-#HW=fFMPPNprbJ0hM!ZA#91yFXlA zL=Xc(Fb^L-#2R~0g5`>}6^cZ)K*#52W2P~Hs8LN~^yXuaH;9OckZW|7N2y}FnsyKO z)<@yV+A!=T?=R0&el5qsvt>)T!$1piR-m7AKjjg>rix~~Nnu-IfbIC8Aqo2Nt?84) z)nuV?xD3j_4hk~*`Qx+W==U3O&SO^9X;$AqUXPy+#xCQgU=+`!#XVpXInkK;Ko!|+ z2n*I2D3pW-gxMgxNuiljqQ&t4y9qrN7=<}w)RadXjrDt z@Sf?LuSmX!m+@PTh%Z2q)^R@P?y`%Q4U6vGyI0k>t?j~L>d*S=sdC|n6VJt@Gw-u6 z)vgCvWTJdQ{^$;}@2)Dfu(sa4j9u)UuU$t8ZvdW7I#xf|Dnb`K?e5^UYS$Y(PW_5;}<%FTelzamE=t)-L}!AmGOA(Vv-| zOc{cA+lzzQsCQ!x^6TD~8JpIp)q0#`WEU$jb3_8Na?uBb6O?o3tutNgu6IsfpB4K|xGK)r0N+kS;G7h617{kli%q@tKCKHs}-L7czvn+jT<+XuUqF( zt8s&gO<#7GD>gn`q^h%X%Es)AeIFJ@RYxK>xpQ;v+*v4i_tywlN7td|EuplHDIael&RyE7`b$M{aFvzJJ1T z-FTBHn2Q!)bCcr!DqY!KH8nMNuP$P)3c`{#cjrEfoE2}lpfWfxIJnw0-Th(Q@%alD ztec)1NjEJ9n)Ws3^w7O0Zr`(qd)>)>Kd))imUBt3rQRLtEUym2JnSg9ANclUw|l9P z5H@6zR@5W^d5e~FI=`>EyQ{e7Z;a#d(yq5-rMDYsg>f4ls{t~yW<_?s1ce*!^`W= z=Xf`F_&G>aYM(>?G!dD6V&E6;WU|(M|MV|w+nySAcfE?zqDXCV9&YXm7c*)}x|r3j16w&DF8iT*4u^1!AJ6bc2&`jN1C-7{ltKgW(xtxk*X376)tEVy+j z@-NjZJSYV(y5{S*Z%X-o65VAaNn)ZarIC-aU+8 zZKUxiHfx-9>j}*6$*HNS_;!S46>O}*TKoEDjW2Pn>a^tKFuMV^^u=nB;I9B+XU68%M`KcyIrwA(gWpdsqrhvp$!1O1 zL!Q(cdxiyNz;?7d;zRAlGT5TU9vcrM`UX4GF6yGRC)o>d$ELrDqG^AgH=Jf1|HsPB zZKPNLstX6^4Re_o2Gr`crD?RZc2&m8oj9R_A-Bp6SBZGKYxi#3U!#_^9o`Pw>f??} zs;8uvtrvYEIW@{vzBjcJQ_aQO$vlm^;sDvbIv2k$z&e$yO}15hz#$Ro^e`Fa<=4-j zc~on0%@`+VV4}~NnZ`XeNl&rqZH=>4;!V_PnUx=!5WwPXJ!4!;vQ8d4bVd6`cITvo z+f>Sz2b@tr1Fd1-t4w(%7cE=wp|^I-J+Uh?Nag{@qd=|h+pGDXcD^zY;c87jpRVIt z-3h#8rM*?4)v2embDO>Wh?aJWi;GKlUSa;72M-HjTZXhMJsvhICq` zS8rE)flBJ|#BjGFmY#%;+08bEWnp0`^IeER9jVwY|m`>_AQ*}$6 z4ql@mQk!O$X#OY=fT|P7tP~ruJ1;c7a$8L6NUfc)d zI1u*gDVQ%3bpXXQakZ=w=Z^+{4$=fAqEcbu;Mk$7tE;|!^-xc3bx(*PlCDi#!A5?~ z_+#O!QDp=mVJjMA{+1>2S?fJ;Z!O)QF8L!e^`??5<{SkOf9hC^uR~t`{@%)r46;tk zkf;X%BaOiHj3es@BM2E`!MRN=`B>?nefEKbxA}{_u>gu|)RW1x$A)(S+=n5RwNwgE zRL!aEcXUJW3&j&$Xv%sRrkM~4^5xN!C!xdL)oVgT4r0?F>8QL>duWim*EmtzOe+6Q zN=JHOtA{@(RE~=D{Jgi-GZ#hRYq>|sdZ#PmjD32NS~)aF)7f1ox)4!Ml`cdeqj^QXV_FBusf5naQVn45>Pf?L4LxZx2RjCgct5 z#WX5n(3f%UH?cn_+FDvRZ{9rRH)=c2pF7t?d-L&YPh@9fqjhmk3a}!gRWL!e-yZLb zZ+CdU;$i)SDsG3ew4mTrHD|L!cG_;h*+nM7Yh~4gFRb71tcJQfDbzNxu(LTKb>aN^ zHD%S`Y}*PBVqnKd8y_sSd6@{z*giQ@Uk*0$H0|S593c`2Z+LS5SX1{_RfRJ7Qml>e zbJ^7K9$K$iN9LnintdnAiIOV|mJZ?~)j_(wdCTpo*dk$IVMtBTm9`RPK%BAaswL8#~np1_gEWea}cR;au9_f7QBRPR+Y_@AgFKq-vn-wQ~z;ZtCcG+F3r0 zN~cLI>{%>ZWI{p$vcFennZ$zc9UWl+-$s=&=j{?`x4_B1lDbn8Nb#(;Iwv50Q^)DV z+2QVsW`Tg>qztG75u`N$V%3Be1K8baotr-uFyz>)JnZlUt0KmC|Jg5$v`h?TM_nq7 zJox0)L~oL}r%V0V$HhyRD&iG|Osn4QbNj}dwJY|)_U0Pz$ke&k@m+$x12QiF`m;+* zl~Ew%$F0v0G^sv~#m@p>6j*4hkWguv{?xBAhpD%N_6XT>K&+)0?=J7@iQaT$?03h8 z%Ztp$jCI0~J=w)7YVkrPO6R$;lSj<`18FGZ#4LYY3w)!=>Ui-YDRRCIrIH{H7{QAr zTxDi&AO88%rx4TXcv6RBQ}%Z!J97bay6d$ewxsdcifQU}CfIhWNXf`l$K|AXN*|2x z?lRrkI56H zj!ns?I>YRHBAc6=m0yg6<5fV$7K`_$oK@`v(h9kD?HaNz7FjSBO>K$woX2c31wePV zS+>11uisBmZ|&mOcqdDu^-_Tpi`uu5|* zSs_YzB~V2B9_Z^Y#X>;+f%?(B9qdJX^_$7DR)1>OgT<*+td+JTY_DLM@4EgbZ$<4~!pkmKM5ve5yH zl%vmlwn44uGS=(^hR%cVgV-B{swnk5xjz&+CQLO-N6dNjE#B1rXx_p69H1LIpL62| zsa^115Q|!pWhT4(zOb3MA^SOkJR17EMmIz;_yi&LKzIeAp1M$<=0ct(@QwAr8su%F zzhKQ2U79m*6)S5PDz`R3NF^<;XW;vb_nAxBc7x%#$0o9)}i#fh*ri2Giyqu&=1 z4kF&+;K74qb>2IJv5v#=ZiIcp2=Q`qa=J{7wTjqACafd$BdUVybfTfFLjDFbXW6s8 z)=H_4wlvPKgmA}q;3KDt0mrss?STGNL@xOj_f5>UW9zP63f8T8$|&KUikL_GyG^Mt zUA_Gj5*3LcnrR%^p+!dpQUh*?uf(Ci}WoCl6y zzjkfwo;`cYBg9|7;h+H4m4U=A#ki2fJ2BE*jBm`1M#Qup@b5j9y*Iz?{dA zxdhe$uX>etKdh;(y+&SJKtAu)8B zDGorFVg=?E{PpV>BgpaqY;<~oji9WPkoLvHY zUuOcM&D>PZ%7oRLP$B#Vz-*cAF{vmZ)WlbBe&ZCR#|6neRK0VxMXi$4V-HZ{Fl89U zu>y37py0iW%*Xb}AAh*(t^I-rzYFkGu=tNZc9KdLqa1M3fB%ByR3!xk>T(vA^P>|J zY;|>Y(wL)rlM^Fs)Go7plpo94*o==zNv(ruxf9#LX#S!_Y!Mo9yIS&|J7tV)n%MnB z#N4lT5UgWq8zxa6bTWAaBasFm&klSVIoN5{t2ArgJTsx^5g zX3Lkad4w?Fi4Y7K*R1i;>YYSQZ??y<=u=;R|E`pjl)G4{tn%{mUoh6)-aC!UwsS$F z0J|fN3~&#SrFAT+x!Ey6J;zv6h%rMAGj9pTg^h!Q!yVAMFv;5BY;RqvooT<58^k9j z0fDHwr4RkVyf-3P2ttf78XX^JMKLCXBFtd0w_Y+|^DTJFoHp>w@>o*U!bQO+Ijg&e zB5hNv-!#WXXyp%iD|+O&XgH1Z2x%mknO<~qBFo?l;Dl*{5G_9FS6%(HgpIU1gJ;&_ zxxK>1c>W|mUu!pY4;MM$mz{=1+yPoiR)itwC=EB*uA5eK^X}a}f z_0@jvQ2N;0TmLSnWZhyWCLuBlUc8E5)=D_Ov&1-S3ANgGe!Jp&!-}wacM%jThsl_T zK=HE9DBsPPkq9nvCt_Cs)G2bs<$wNp8W64Gv9RgW+UcDjkzdL~EF<#<04;=o<TT4p|6z=XV zO7kJ#n>@R^jKTgPuVT;z)FwuSudd%-#rq0$=>@`@gGDw?3X?cR=Wu9Sbx#0GEJ)i> z6QQ-*%>VJ@$DMg2eSIE~kFJKzVQ3AwBhFAGg<%LF7!V79h!EI0;b|@t9j|?K_y#2c zFKhB|+H?q|{8xKdvTJ+3HiVr2KAcq8{S_-k$Zg6wbJe_A4?)md6_J9J~s-cq{a^xC@1c#O=DEvd(9CFQ0f$fT4lY z7__V1gXxL-X(P}|NkOXND&6im1ZNXt0E)G`uPb^*Q3Mqc5fw^QX@urTkk3kX_6Ykr z2N|SERb-z?wo%nLYUJa57{A^6-wGf!4k6%mfMOz~ZG<)!xtLv7NWJR>QR9^k9Jqvx z`x=%Ake%9uA{*Q_hrxmy!_~mq3E3~!=~wYdNkjTWW&Ffky&4_8NQiPsRW!2$oXAo} z<&hD1fNHZvZAjo`$cWxd=p{-K>ZiE#Iji~AV~$8T4tj78byX^&&WZYRpFJEqo5k@7 z1B2)auwV@KaZm)2@~w$Zi?l<`3P?ijRld*Ewy);l;V}f29&h#&!NrrCUBXcbyda?# zn!bO32?DVVYRHu4NX33Y-i3^7Um%u3*|_fR-q9ZHuVQ2r7LiLt7yvaja7F!tgFqtp zNCjHOZ$J>L9eaMK^C-rFq)dblWz<_uP;H5*tQd4G+Nlo7XbYvIK0UoVH7o6;t(8>_ z!Fs?pY>@#FLICsZGVJi1rI2JH1a8pu@D2pQpCib~ubo^XY>LWY$&w`s31+n>#UOY} zV+~G{3YwRf_qxtz28R1b;E1V-W6U^(dTo!(xJ{gSy^eX>SP&VAhg>p7Ad2Gcmaf_1 zRcfS+!H!u;ntX;p zLQqI1Id|^eQwFVt^}|P`I3gECY9+mbWYh*(J*9nwL=z%pBkczeegg5Rl$60(2C`qp zSWd$rLJh>#E9>rHF;S?lQ)34B%yGy-J;%#Eh+f4<3DZqas~yC&JldgMB`itnrf-zQ zifM;pA}4OyLW;5NGpjE-aUMgD2IecSEJ`;@Ro6vXAa#(+&CACphx+bqo$G`t)4E+p zaQ_l81$0mgi%V9iL>i!Xd{0Rw$j3K*eHH{bfsHbMX~c@SeCEuVcc=wu412*qSIbWl znGdDhILe*UK*~x=5z$Z}ATn|8C))PuNDqxa$&PcIp3v3IC8Q2w(ID1Y7%UfLDuHMB z5HKMCUswOV0UFFNwmdN)%o&lA#=Bzk-#HE$5oR3f z-zkiOqH)f;_*gc+e7! zNlim06ELhhsJA*HUszJpRnLBgI4NN>PkG59;TQrkhS*Y2_AS*u35Nmf4TGpu>)-YO zeYHOIi|qkxcT^!#!)$ml&1-tXf_ARncoI5zw67~B{JE&*#~z(7Qstsdu$mN%!Foff z+5wf6|Gxrj|4i3%hlC`z9t=aYbcAk|^lL?K= z{QOx8K(th(-q~~8J~`C~=Op{y&l^Ya#lp^R>gxkr00f{g=dpfLHFAfda-aqRXjE5W zj4pr~y&lQ$>*M1SSo2bsug0`&Nf@NXFpan{U`68*KZquptM7d7nd^c%K4oI^1}>PT z)$iaEAR!y8F#fr<&g1iQ85(4@KC?4ely}r5#S*H}N5_!@FP!{yF=mRk0`Xalg82opv_VfSh|S+mN*jK)w+Bf5Lr^L0iW5A1B_Z-$_c$ap zz|#33Ag>nCc>__<*EOHmVxXJkKG`h;yyA(`AjK-krpaFe`2@`%8#!ex{R~lqxFV>5 zP+{b$gW!q2LS=Dvb!FXk?q)1-(Ei zE-t=Mmy#5X0&Ab~);0n|R^8DP{rOdZ4%iN?X#GF9OK*$P7(`VtqTmN#V{c@ii58`; zCl@?%X07`Uosj)Ya?niGjGrxu%f8v zUFXaU?ULVawkvP4~EgNWj1ea@>Q=L+8Ri@$?@j(k-Dy9 zQrMj(sHs9EoQ7qoVBUj(E2JR<79#(XM1_ErJNyfLkS$0B%nWe?5itUEAz^9rGy$IY6`T^+rt(d`VbDLKKm(31raJ(y|#bf;NmNy?yJ}LvApO71sy4 z#wrK;cf$b)TBvGa&tNq`l=-BU_AUgn|1}_^#v+R7!tz1ihysSn!}*J z^H1FQ(p47TO-vllw(GMlM|`}DLSHFVfrp|14&IHUlGinP;x|5fIfFMNAwlKDwUwcp*&y6$`f*~b7 z7c!|JTri!={X;{g;I;NRk6OSg1Wi*Wf8W4eT(}ewm!bgdsSMtUm`j0_<&Pb^tK&L$ zUP?;J@*3G`i7VH-uUg|H#PR0__3e2Pi-Haxu=jugtqqooa>V)O&dzY;3&NFS1n+Sh zjt{nj&y@$=_y`70P@;y2K=G|$VU1uOa)e8YC{ie-$e06r&MwdE51(y+wEc;Y*_G-y zADk1J$F<#^*yrK_PJDDJu$)IqSbY86iY^W&Mow1N!fqXY^j;gA_5J3J8xOABk`{hz zWj#+I+2zZm4=g(E2@g_Y;-1f+U-RzWTUpsmE@jVR7E5gX4EIk3-dwfLfj+_Hh79XJ z7(Hsqx3^;v+)1D;zE00we~@l?ml0&-oe-1s^P_(LQR8@8?Dt>Gp72gdja|4S>(0La zi&wsezJGAzQss`q#tu=Bc{6tU^&e`rHDW$hD!>2K_T%3S03J>BkOK8w^f@L9B`SUV>wo3TUu9`Ghrw(+1}-~08>JQ5)3G@){J+n&uzdt4;LP&~CSAKW|M;`f$R9t7 zR{eQODJo^xH4i+K#TF}jpR~!c*@t|rh0+QiIkz?!%O70QNS@I3S=nSx5Y;P}V z;6om+yAPdWf zPeszjmNm_`D9C`k5H_9nGLIj4OHi>Y&2jaA7MamMb8Ez z$fGU|MrI3zwAE1+7Y;8vXLq$9YHy1u>e zNqBLivXrB);^2rR8Yrltcwv}SAA*z(GtgyPL4N_6S9fSvfm96(UrA}emW5odFK$o+ z_>Q7Y%%;tQgW6MQ{W4J>$@L~FT~S>3YIPxICk=b{vo)GD3m0( zXlkN%=GRTrBCbp1AxLtsfl6r;L1f?rc~73?^`{BU!DaRCvemS{#jnDXUd-g9h}pz` zu}=uwPTuko#bPE}{39O7APxiMvQj;tlbyVyhkUGIvHQmES|<|U|1W#_jufA2&tF4w zv7(sO{~VG(Hs=(%jGSlk5fG=bKK^qC`Cj5Wr!SZO%j*C59A1|g3{)9ba?J+Kiw+cn zd@1uhOd9=&5}uUR=<5Si*<*tot=>2#=O}Cmi5g`*fbgO@%{4uyvr-`wm7+m z=y%TrQ-_()VEtT6fd=f1Fp#j26A?Be=Ns*$398;NtW^)B}R%aQm; zV*Q=B8=866xyOcIx@9^4-#4FGT-&A^c!M*KHB!rxjKK_xEP6=V{hf_rna9KLT}G!5 z{U?2D_8xFwcY+U7ghr_Z<;b?XN*Ov=g0VHcaKK8T=!hY04M06CPEVX!j8)jEw-m2|EVcmJke-64Sp1z>+@$ z?tK<*M4o=h$6`eg$z(^!6g=k!Y@ni(MS$}E0{6IROq^kP09= z=WH{6t47bgq-200sooRCu68wwT7vAWwAk`uTMhDajsiBL zOfY${a^*_%Qu^~Tm~AB40MW{IdeWX>CuKA~y{swQ6F}9Njl}0_UDWan2RIZI0$nF# z+>MvLnp3&BZJF@7tUpOmg1&wVypn10)vH$@J$)Jm!kjh?q7mUbJ}%oqd88||($tDD zlBgX_G9ZJPf3G3~v-Rzu4Os3sm&JE(WS(!cXeZ<0!|sfQpqD}s54S;GGjm1NKm>49 zY?VRX_365#7`%8fk(+nlJ}neCWl&sAOtBoeP^BtI=}6?4$7w{M`yzS0Sdj1Libz|YD=(4lpM@WvP7H}%$vm^7lb3NL5W^6kl3 zJg;ixGi)ZBraCJbxcBpC>PLDhO@EHlb8TkfT;HHqOm7yb{2GnZa=+2k9jPUZbVTtM)vq4>HFVU6%^^IXr`0)zK8ebwqyM5=V;(-J5sr_I7JOm(}=ydU-ESf+_q(w4ZzZq?#mX?OQ?&^~d0;tCx z1&Xv-kGGJ%_vXX(t?o4yd<>$`Xf*%WqvVZ`-T0kDLqpMHs@^D&wlyhfZvw~TWwRB^ zM*ichlKYLFn`GyTS-t#k^1%Oyo~z%G1a^rlk#Rs^+pV=TQ$p;}+ zssa#lQ;7Knovy^m*anMAAskxIHR=3R1Lx&SIt*}r!$3w21gr{!)sGqoFx!E>l((IU zyiOnU!2<%9;3K(!(w+zz#79nqBPyYF9&MHXm|aRw?o)px=4#CO1xG^RVP=UyXqkL) zgTPPnkee7f;v;*>=qsXU1h}f3}i|S&c6F0Y=O`giw2X4 z<;4$(a-M;#yT4kuXhKu$%9Lo88`h<>KXNAxQdgQOgi!80;m4vcVBmLiI2-*x*4Hqb|aycqnkwm*T426yi8y%-CA63;k_M z!6(>rpY7dUFAVb);Xh0d=k-nFibin1YsBi`^A^yJ1c7f{@Zz9Ik_x#h!)`Jv1*FLg zb4A4a@sZvry$p9lq?vIb>k=?NbNK^6z>DnDtu=}ReEwaTEXwuUfG}A@LEt0DQb;PAUT#I5gQ&ND+t@te04iAy{vY{n=a0D?3S}Er5U$ zl$=sLMJhaKeDbfZaTB5sgFsj}Jb^b{#PMdeVK-n;@}60C7W?Kp&VfXl^|`sDk^$gA z1%khMyDnsoE`4m(E^c%CRTp0jjvq~aZ_Ti@fkr7qUglRd) zQLiCalOpK{e*`_7Ss4FWFc58AzJqAC@Uf!4E4M}Gh4zGbdR^S*bP$4J+O&A&xDYT| z*f}a9sWrf1#=k~?y3zKNk#+Md<>S|-hqp_94}g)X?rW4sXsWKh!;`=CBUS)Zl$!qX zs8cVmpt7{-Yd8p*R1S7*F|>MU`@*aO4tsz7KpBtWKUZ-%oeOXSi+NJF0buDsdyWJr z6bsV1YFbl>Nb(YHtWc1F)IdF=b+gvT7X z1l%RD_ne%Zs&|yx!A+k!JvEUGX^u$qpmSGWaDaYX1mW5A0W;_RH;{0?;sgO`-mH?Y zDWtQlq2V;fS{C~Q&XY$aa7R%T@KPl(Uy(B3y5*ZZ%;#_$zJiWny?_uB*lXUKUHU0y zqX7@(r0$53=sj{U{XWXaaO`$I^_W07P{MF8dIv7zlaPIn7V$agx(q2__8x+c9D)Wy zvUIr(A!L(pptPW`P!&+%sCKeVA!#6(GjAd3c}4GXYHeXJlcE1FlCO zZh~n@7h@?_3)_xuFk0qYSHwb~?QqZO8yP7Fyj`Ltxt?o=2i!(+Y<{#645+P@6z;{) zb7cNtXGOfJFHxqk;KCs+kUX#u?J~6Hs@?hfFtDt9ljKA-XJ{;w#u;cKa&<>fxn(y? zQEF-`saGK+R=1%0L<|4gs5p>oUvm3%?l_Ygyd?W)z>ms{I}=QUo#pvE=(N%%OY%F&voNjVPvpVk*8=I^Sl!xQzTxV4FI2IK{P_KHfL=d| z*e?RwoBoy_{}-iTq$IhL=oMdIbgY$HZdmlYsw#Y?knTE5X_JqD|r8y2^>7lkRS zH+EN1q;8&lo4K0)?)N>Yn^4&ZxwfyE!=6;|JH`Jm4iI^7J2~^RH8p|u^{Iay84ab| zx2^sygPWD*kv6^GIK@yA&gZ0|_ck*}n9xgAevNbYbd$Lq9Oww=zpJeOg+L?{&@67P z(Whtj^)D~T!wCCVq$na{*d+Tmq&QoFTU@)#Xqb8b%}=+6W0cy$IM79xx(D`o2}ttrD?Y^=uaDnB?r}-;0ax2*3&^0v zp^j=T-Vo+WB80={%|ihzN&0!<-XOhV@Y=zcQs(UQ9C`-`N*aB2pWZ*;X5~#HMJ-sc zpz=5~s^8o@w{FR2Q+c{u*6=DEAw6%x4o|>5;)Ds)!%uddH?tg?x%uTwQ_LbT7m_wT zcL>npG;Z>P100LnHvhSP{dNkDa*6Zh0MX#P1~L=Wn2Ow!Cr_3GwwRjspZO;y(QGb6 ze8To3KbjPi>KnEOxL%G@!M(9?az+8kR9C(EN78zkVN8!-H5yusa#|B%6=Jke$C%1HlC13>ICI;2^t_^8!$T3mFz2K?wDt(P-U! z2~kWE8~{Q#{1r%J^E)1 z!5b)`Yw!1yQDry*g^2tq18VF(dk(9Bri#^f>gl&Kvwsa9Z3$B@Yq|}kzu$`NPS+Uv z4F6AIV74Bm;>?FOH0{PoaKJ1M%W_GgW)aKk@Ag&~v<$1s&8Fru!4 z{{R4SZ<3fO>p!-y!V%VeqaBHXSPc8WeO86e@ zpjvJmkV5Q81kJ*wAp{kWLd7tmrKIaF-}fWGpH$eiiX0wu3S#CUOc@j0zjL=Hj zl|Qy_-MVFwi}OCg@`|qpZftyI019ANJ{ZFB83p2t$GRMXNnf0{Pju~UPNa~ek8vPy znn;xJgW>QCHmIo=a5M&?>tc^yn>R})KI4XF%`-iHy^);q0)x676=LdZ2r;6udqn5V zRKL#xiHw}?md+gtAmND9Q%G|qajF2DSy|ay?3t-RFLABn-6SQg!|pTahLTmxW&9mC zIe>!f5_CANOiD^JgpKh8->SSrv#Sote*Mb{V&S}Z907nPeSfm^E?r_+v}Uov zEE7z*2!oRD^texK&Lvc_Gx?D5u-u8VzBM`ppTK)HcN0NdcZ8SN5wG69y6*R?%1@vx`|ZmNM>P*!S}h_A@VCi;73?%ek1ptdv?ogz$?-+u>ljDv~U`X zjQ6~i8)sJhJQRRY1^HtDbIR$iF6t3w)u)z!yD}>*E~iqt@9-GQ%JG#bircikfC^X_ z^zrm+XvuvKJaNbiG*cAmEggpthAp=2V$7)Id5^-EVM_krvpftvi$Rz5J)q90-0P%w z{}#G=$Z}YKCDr$!si&v4i-<#)4$VGgHtHj2v5RJ~%cX3~hl#X#Yi`Yeg<0kI;zq5M zi$8@|&5!*)%e-8n(crsPze=Nl!4sGG`DrETg8|2EP(DbErj;?TJ(paMon2!eh|Yu* zvK1$S5G{{5*RkHKe_@-WD=qsL%g1%I%Jwp0+YTkto=94Dc<9s${SYN&Yf`3rhF|@C zQ4C-pm4}D2X!~k7Dl3J<;Wb2~loBc@FK_Q46tG$9${%mdu7j=F*;H=-hSNAPh7TO9 zFflG`q&X*%ssaa>iH08%T|TSOTonq@)!nA@CQB$4r*MqJ0yl_`sl91iMcHTBE)z8+ zubSH0foE%$FMmmFIK-oMHT+8KtR(W`sfcM9+?TE5>9`HLUi`X$g7=6-3R|SK&|p^b z&OZKh4+TCqd%JasxigP>+R9x|lr~?KVNUH49O_0VEWpl}{x>$FTP$RnwhDr{a~PN* z?hB_R%8V3eI zVGV&n%@GZ2upsTE6k$0$!b|`tR#zcQD_8*n(rbz{-v7utuatITyzSt5#C3Fj%-ZVwv;Po1O>mOV)I|KeC8IE{c zPzwtdE!qZU=I76!cBW^}o*md{AmLkT^a#2vU8R1XG(OmCK9b-965bYW-|9wiS4Mb* z`vQz7qz;HggRp5w#~NuA{i_oQOxkZJ&~r6X310g6)j`*~$9mbV@I>FQH6)Qf-LM9|p8*|Qs=tv>Q9}puuC;@G% zmA2Co``^{#l{B1&Bid z`Z?iF-a&-ITpR_j)l%1H{||)}0H;l!QdAAK0_?^(c*|1Q;Ar~9&`y{;V)+8*us!tB zV)ZPrTow?hc#5aH&fnfY-o~}%zxMo9c2OHyV(qebMY%(c*;u49fA?(c zy-JP?Llsp&cI(zHoFHefbx?4@>|3Z^yt?qIgp*y`0Gc{OK{b)zYnZ9`8%_({TOWFJ z8M_Uf<@eU^JOs7{Cq0hie3(HrKwf}EM4CHebFN)oUhwmQ&p(n2jJ)M^8&reY`DoeF z@S{}L8#g*(mG>ur8)&X3QXO>R5V|jj5N9v_$YRr6v8lrUCILOmC|0bB%^dD~d4q$L zaqrNKP`%)LPwI#c5jAnBT3*4_=kb0A_eWNr0EzgZ>!t^nA}K{C}h*(KOTK}@*4!e z#&VAp|BRcqo&dAHzdi_jD(NL>S6lz>(rW)DbRHhiEu9z>HW%GXEqZtXW<%YhwEoCsmeJ2Hzf z-ulSgD_V2hm)OZm;R{j1flrho^i7c-OAwW9XrHpOdStQZ_r$|RLk=4yhiAd=>#esI zxZyM1Q3n+bMeScde2_FZAiA|92a8?odx1t2Jd1M5MN0#pgX+wdcPc%cMna#IMKPXvh@A6S=Da+#@&jb zu?g2PYlr)PS4OyYINe%zDPaD5QQF+cYiASehn%BgPQSfmWWWCl#UToJg~E{|Wfo&G ze>IF9(hmYLPWY&q83RzA!D)YgjfTzK+}vA8D%0D~b@o zEOLmGYil5aK9E%97aSS#Tx&T3+u4hbVt;>FIk~^HO#gJx`xec&OQO$~;g7#Pth75O zi&&ukVsYy|Knf~&B*`(9(4jg|hS}LsMEF5vqR*g3r-+P4kK_D7@o%6tBuS$Sd|aeg zfv6Hlais0r($4U@_w4($74{nb_+PCto-EaLUu*h;=k_=xhG&azOzIbK;>=C8E|VssCG z{T8<@;f%IbCNT(;h+)sPm-QSnxoROCe^8XIdc(8aW7RM8))Fr-c&TR^ ziy}9@s6PlB2F?`-Lb3}5&ZEZ69RaDc=UkS@KL4|E8t3CQx`Tk1YFp$ixsXmy)NgF; z`69g7;4Is<*l4DYmEU5R#>dCSX!EtMUUI#$4z4xm^`t~0M_&@+3=|zX6bdneESXU@ zxauE+`A5YcOAdI1(^@IPOq-xG0!?Q-_QS#4xGN6u7|}*s!8DOQk*nNx;@6?CvmU`fP)L(G8<>OU?55n z@w%(ly1(3c_Dcxl7@X93Y9_;8u1;l5yjt5~`c^mHl^h36j^;5RF=|+*^4PRb1B=i5 z^BH+q1G|G_IgjY!gC3I`mV^sdH(;KuO?7*EdhARqnCog6x4l13KjsD#X^gVHD*EgV z(oKh&v>pCChxic)52W=T$KVk`1YIQLv}e+ir|FBf+qUQSb%p5kC;e+MWQL+6h_p}z zs4TVjsE%fmQ^0eP1OBS}kZ;A#*jg;&>k@w4jZ-|yF#?2|H0GE%xav!H#X_Fpt6LL& zD;K&rJ9ouLAuUwp8c1IB+09Vnh0MJc4bkzLAV{QfQ1VWP{-(JC0hqoo5O8n`82vmu zh+pJHKGT85#zv;_QX^*=vJ)aLex0r9Ff9;dv`MGF7)9aI(!&Z#KzRoA9u)En;mI<7TNn@Lfl{zB}EgO3Jm-P zDw$sil3$JHJo2ITo3I*EJ&CbI&m<5EC-@Qtn;d(JI9ADg<7W1XH49ZCs?%^{$*Z5uYcuWWAEp;SN? zv{^7PBdC^Y4xApWM!K`esUxuF!UcdDi9PWTwAfqO+A70~T02-#p@ur9bz&b*RUwDl zQptXw1d%~3vJl%$@=3ob;7^ygI(lI>(^n)0)ZRB06hH^(DKs|0*_y=}^j5LLv=6lm zIn^7bg$cBPC%hDd;hXR`=VRimFmdptwm4#4H?`_d3#6&QsY)DA?E5aBqE;|p0Xz`N zfDwS4I+0-Z+*D(xlrR_xZ@Y)H82K<~RB}`Y^ibM)n0SpaX4f?~_bf{|%l0h?uSXy; zO>zZ8XkYbdymg$@h#8u{i-nOnq;Qf;0S+M{hxlSYd0`K>T%X*~Z@q0wATKM6v|XE4 zubDUq6wt644zh~bLoe^4RA7Y?u?tM@T{wtw)Ovt}jro>6)obIw=swuAxBoDd@?Zw9)AtTC+YG-l}lPJVNk$%X!bXvIKTDcS+I*B zs``-TBQPF>7695N%o~iuie<}NR4Pp0Za@qXL=4HoGEl}cLHH&po}?C_RdO;faxcLq z5lj;wXukMAD#)mmqNf^*gvRy%xllP%0sN27qrb!3f3?v5M>zKXHy3G`o+JKj)iJh^ SU$4np=yiL)nT- zw=_z(wDfOX4?44F-g#r@`{(00W;UA*&wbrjoaZ{%TIY4=l;SbQ6`NPk(a|x=9zUu? zN4Kbxj&8xovL*Nlb!yak9BJ8 z@Nm|u{keP$3osBmI_1Yu?L?XVZ_9BMkQV=lWO!J<>mD(X1YCc7_6G!hx?oG zAjKnHWnq;sq*rolrd9L~vC5W~meyvuq-#0#2^BsSl4sm3$d}Ig*s$dThH31r7$~Nv z&KT@GbmxQT_IR^~G^6%{Cz}skd1;iSahHr?)+IePm1D<_gGnaUXR=*q5{=5k7dAbr z%QA1uqAzmm3iI1)x_0f_p+fCsv%oZ)t`{XGryQ;Cd8WCM@J+0Y(40THX# zKV%+k4l}KL^F;Hr?M@*f)exBnWofoO1w8aQ3XzX%=;>1U?{AY(_u*8f=xn^}=~;b$ zlRyPkQ`}`{w7R?G`HhfY|B(l1{8SSk0Zkcmw`ce3HTo6EzUXMG~o;)8-*#?Hx>b(KeqP7P$6%uY{Ce$QPk zbmjYn%$c#eiN=<$t|;E@X(i?G6Ay3SzFnS?YTfaZI*Dp_lpn-AZYt zyobAvtzWk;1XCKVmFcKBOb!3AMb+3i8e?YVXxhXtJ&{Rw@DTRn-J>ch-pa)`!ICcP z*RFkmF^JLIoIH8bugZ4%hovlM*$!U{<@fE|gXPVFeSO(iuU?&+YFSp6WRco*n`x`K zT`y(qQ$fKA44`9WvVKaN@A;9ByF5h{oQ4a9M@x>ZHo}BNt0zSVId*eIOkh1K)wEs0 z!sPwB8=VGhPc&g3$NK6bsG8~B`MlXSj>XsMR|-0g7~1w!DOk4`oF4r4o@LmbaZ7kx zz8}}FT`ikqbxOsv$MRKU&+_|CKXwojdde*>e%_!s$hK=vO=C2ZF2!N6`uD3Qzhe_= zX=zQ&dVO+YoV>PZX+^f18>UkMKjc)6_U_M~bM0%&Zt8N`v}x1bJ9kc3Mys}ANtD9m zx~S>>WuJYxR>tX6M4n!;a^)lM;oF&o`qpVxLvC|Z!7pCCXzl3Ot*xz{bh$=JYW7D+ z`97*J1V>D8&Zn?H&zgr@l;6zoNCq9ikI}|K5twcBrzfBRvxZkT=yn!dS<4ruP?5>(7z{pZYEyY zzuq*(x7l{u<%K30&PHI!FBSHhT#={l-Kj-BgTd-h3+IXWA zIaACjF0<3aCnbhH?iv~&SF^BqspZhdw8{NB9@d5J&nU9B|*i9S6d4YCmZ6td8W_6R8r05%_0`h zHt=f2swWwXdeG=zw!CxXit7qleVO!q;YLxR25aT$1uTd&Xs=YQh5rZ$JRQo@r`Fo z#wkypMDgo>5XmY=jOl*QtX*J#nR@os3o)C{XWLzW974FKL_|bzs!?N4O3jSCPG-Kk zg;{FB!aZy6+_@un{J59SMlrkI$LtDELt9&0oh8g1W=6_SlCbJH()k=a%xG?Q#&K?D zoN3dhC}gV7b#>>JindGZ=6R?#Ww}&Fp5BFX)YTE}R#g>u-nLj`e0@qUk7n8)9Qzwf zS6AIwEg5OoSNjPEhmxq9w@S#gR>jrT)v-UdLnY&irOWrXOYh#lUxBx+OtI9B&>J0S z(#HI3=D&DTNlA$(O#=CC7or^_i$(KlQl>8_L?ZZA~Ek*f@qT^FaF zt<_hTTwKi~DXFFKRM2wz)z+%iJ zv~2m%_4W34yEHooWY)WP?<(Pdk=T)%nrbvT(v>#VpFTP>-V}p_rI?>FH#?=8WUQJw zJK5t=^3tkJ4tY(xyCFRpCn5Jv+WMWDZ@U^DlsLmb}m7m7JjU(UVrdl;gXF$9pa87w@db^q)S>^Sy@HAwp2}@ z9sQCe#@N;5-P%6;2myfvidxG&Vpk~3o*m^iZAcT+&T(wMwv^0$CT3@Htj>J2J0_kJ z=XAUC_iO!GQ)ZbH?fy?CoZh&vVu{8{i^ijwYs6P{^z_7Ff=+ICn|@{2Umt}x5G!=+ ze13amz-{jQr%#`TMn_fk^~2kXgX4D|ac>pRbQ$k&z`^k&G0tbt>2G&U#F~H+TJb^n z1rm`>s$xt3ShLI9+dFiyB~LtQ2D`E1jp=#Yt}^L{bo*+gvXSZG;u!2hypol%6UUUT z4ggO`dBn+{JG+Ct3iZno9xB4*naSe#Rffz|Yr7dC<)x9;i&A2HpO@EzoqP(LCkf%0 zL>857amd?6FBW3B?XsukM6{EM(n&g5>&Q$*I`=rnRB3 zbo08$o7}2jNZ$*n?XO8V){thaOuz{XOWaAxiKCg0qh#L?&(tljc(jkMne#-jWP_Kt z`OCUKoLGUOB)?1dw~CexiU|n`Y5RZqa`p&iuqz^1EW9%Ae6?Xy){I_tvU!u_5emQS z^p%J%M3(&r4jj0j=`=1D&LV2{=bqCqZkA%dI``ODYuaym^5hBgOa{Q{X3Bjaf{yda zKvtXSS?sK(bTN7lqe6dSVN6T^6$z87y}5;jg+Gwf0vp9`yH)Vyrn%W_K8D=Kd^*>6 zeiCt={vmB5(S+p7Ap3zF@$m8PO0FjRD$IMxi6{GH4j;a*T(?caaU)Q?$7oT*1}ruo z5CThIqszGF5y~r2^Sx^(%=%eVZd(?13$-X!a6{4hH+#b|GD-vU5j{S>F#F68X1iymD_e?oG8 zJf;A(#YUM(xBADeCL33jXE<1gAV(^eTaBwCKec>$rK>oMl{N6@(X17*{B~2f7C81| zN^0sRPszzhUG@I4uIl(;U3DC%(^L)7T>XSi<{5+Tx|33K)4Eq295$gyV2%^sySMlH z+^p4jI-9(&NVx32B@7!c1RQWE`~LkqAD*YT(Ot)RsxR5SP+wqdplKjd*xpU^^`$#I zKVdrGNt>jp(DyNu$n&+Y&oneFOf+1`yzxMjWW^^Y3hv_K%8x3*AGJfo%fbf~2d|r1}-Lg>G z3CS2fLPh>fCY+uK^$;`|Q0Z=@kR->DrLqMRsOI+Z7fZNiYJ9mE2^^|CT zY==d1&dbzr$o2zP-bA^Np@=1I5wnTh`RQze{sUe0vuDp{wUpwRkP#l3>P?uCT$xjN zN4b8%`a7QNupk+HP}KvxXQWtKU52AI+i!}o9i zoT`1Ld)scH(WNp;Ur*2I{avQ+`qTs@?%u~*;U_i`2snwngDBTJ5``$X*Lw1% zUtaEPN;@#o`e>r+>vUhBuW$Ixn~Q~v%8pWoDpkC0tz_mzL4f#cuO5%;P&H1y^3?;k z*$D$Y@&rOiXgS7ODUTz@JQHxQt2QYnY)* zudkYUC}+{?$V;CnY9o!q$clNH+^=81rpCb zK`J<_n*|LmRO{p^?hKp02}+E+-)(Z8iYp)a{@o&PoVzVRRas?j)q?tsBJWuaJ~XU| zd{}Pu$7;zR&&;xC>`)e;ViB|1GqQd_z@W&m_sc7i*jH_r?6rBId-386UFVU`QUcp; z>r9iQFiwI)9mjed-j=UgX^lcNEIb@lqVYsKfZdUrni{}JuktQ;ROe~2#VPe;%n9H( zW)NBx-}X7@d9aX*Z0^{0mrw#qZZT_}0^+Si9z`nYyDl6hZqazV@*cf@Q%#?~eH{X&yal&SWAiZhRqunPt+1X`) z>Kw8*7d82j7N2|tc5Rn?MXj!y$)p4aPyZ85)?I+)M$hB!E*B5hLcGJvqcF5Y& z*4EID&4midCZNo1c4RodG+PM(gR)|E)oO_mFT8dX5UMfK`~vCjlGB2eS8GZZXskoDGA?~_izJ`E#?15*lb#^g zNh5_|NzEHe7?qA5y@|3>FQKL)k(NtLP8T!g!iQ;!UdabU9x$0_fys`ypC~WM(XtRG@&T~(xiief@;%jV}h`i zoTuKmT@Hz<36dVw%mDIsZ1YhY`J(G-RPdM|Va40u-+u|?=GNE8A~f@7qIWpVxo8ye zcadTl3|mF2wE^Rn{U=Zd_~LXUPs9M0XsK#4r$5)`Q8VYItKPm)?5YX7fPivYYGcy% zy=Pw@Bw^V8k)phOd6aU*P!b~pg9_H5GTq*sZTIdNfL{dX3caNxKw+dJ1zP_oY>s(H zVUgbaAd9ME##@8G4A}O{C;4{R4pPt}Jih=&(HdEONLW~yP#oOn-&E9@XU74ZYVu}| zP*4?;BAMw&5O^s}unF0T61ffoax4J*YuV)XaB;R$-%uNq_o{86r zd;ECggN^*}_%ol$|GuKm6_0zUvoRXb#Voz=&0#67@rqu|xi}BMmlaRxmt^zc?y5K^ z=^l$$AbgGoP8+$%kakpYX$-7%C1I=y%0cORhQ&q_Xa;qnnAglEX&R}H~>wYNZhIl7r z$EhdDMVt(_>y|Fg-1_X9{5t9x#G*v!39G;Z4nq{j(qenjyiod;8zNDvs;5{yFW>*k z$#|yCEWWq*GR{h!(VQnZMa(Sq)7U}_-ImQZbk$&E-ElH@u3qhVc+Swz%5mM$*wzzI z1v#|its2WMTwGji5w6;u?iYqx*xRciKPO%Kv^FBo1Z98;%B8d(YWmiQ+6`g#JJNJ= zm*gdSd#^7H5FLIoKu#y3ZR~2PX}+cmgkX{Wy>3ITpPYxSox*q%;}G;vYwgp!TRtND zh+Q<(4)E_lx>$1ch;wRjVD?s25^8wAk*f3NOh0ss!uARzt8orwjevz|HSyn~KRmmP zR4J+H>0IpW>`hh-xfZ=QQ0<)p=Mt_M7@c5HELMv>9+I=&mwM*OK0Q)>U})t=6WKFk z{v;fr2x6Kr(2B<3B7ro;0Kq`0hOJ!U54y&<_2WZwR(MhhutNx=WVw4FgZ!C!)4W%iCQOqngcvFh3Jy&$$rbFF&6@E1N2IF@cdP_>db!{Y7BI#l|E;YO%mv3j){ z_+gv~pMl9w$d}SGGSRLxlQ{7esHtPIO$?iJuBoXE#KdQHU(vb(YJ>2XgoKbgd6IWz z@=Hu*nyrayCYd0VRR@teL*4F2Ud=YK@Zwz>wqTHq)d1`Sa&8 zKnOv=UQ+2{JxFDkgsqWe-lV0YqeB>$@Dop7V2_FhF>85&?TA6e=hzWwPlFS>RfIp2 zEs~HU_?&#~hX-4FP`{~Nxssw7bRa73d@?D>>1U5y>_jpkrQUibrZ5!G(e?w4X<&P8 zetg%7(@Z}DZe?<^C!RNj0VRTvN!1BNVP))hv(&Z?ao~k=g39o8c?u!X2_1;ssfIkR z3NkQrvO8uo_)CENc#vl?NAIky#mV2mtsaU=H0msQ&Z(7=qUAEGDlz!yIvULZfJCw% zK!)Q(jT>5C$O2rPoN{Z{tm!U~@ND5X!KzFIopy^OglMqK*b@+l!-x{b*g1Fa-781L zjoBS^<=gdv`18sAY=N5J$tO;Y^*Qz>RgZuHJxP!assb`ih<+zx)Z&ZAHAdgnqtYgX z=!=k$(E@?ukNOElRk7!U3%dRU{2{YXA}=Y&i3p-!9296S6{{3>cj3Z?f~W{VBOE5g zT78P;HB^_qUrv+gBhQ-|Ix{sM133h_?w0S~b1x3vSR&f+8#OW!2p-i%#h-W9B>{uv z>2Wl<&1E9`S(dg;hi!XA*fs#(?yRYPWsDxnE~yYGruy~kS4F8+jt&kS2M%axI}hF> z5fS7{G`1)}%$clW>iJ|U-T|zbU>+Njzp!~#!4rW>Bp}ob-(Dx@fiZw$!iY2|9;CLq zx&6?=rKebnq~gASMy!lcs|Ne(Rw`ACdR`Mj!DOtrMh+>6ur!FApG!mhd!85sl@h8S z^3fh-QtU>@(MmNTl%ibG$$$!k`xSEjVex=P{0sme=HwM>mIUYGgS?#B9E1QMjD6zy4SsdiP zHc^@&7p-5vK9nF|cJ}rc_8aFwG%{`891X1l=tdeF+=pNdk};6VJ?v175$;09b6Xtd z*7&nG2hj_Rt74;so1BO5zEQYzDfFVQu8@Ag#!Nt3IYq@Ypu#r`n>m-d?5PeAwI0C( zOb~tdF&x1Gs)8P%`sVVv2sSjY&zh9mC3C+7pYR-fQOw2ncQ;G9 zX0#NwR=*qRDp!qAWO11u%p({M_>!#r;oxf5EO`lbQny)JT26v(BB}V+?b|&#$>q}% z!;n73BJ^BGN{=~WLlBWIP{QfVu45j1`JQ#WiPK1ZtzYo?x%9ma900kww^#Fir;gBB z@b7Ptnb@?6?o=zPws0UEO%f}%x&F{e$cKiT^4yY9jP9UP(deHJnZrfmz)aR@Z#O`? zr7|j7E~Pt8LAZ>-Qbyu~InTsC2DFSOEH0Fw>Q?GlP9>py=(nHl{QA|h#(wd!Qbg>u zPK9mA^qOPKj?krSv$!ixcaV|@diMRFe;Rfa1(Mx_+N1*EK69i@p7YH8CTksT9HNZo zT`O=-g9g$rrc|Mx=5_SEiLx%OSLQaIg#;0jul5u{ooZUhoBxq4W**Cwjt3}>8K{oT zmx=OYGB&aZ&jhq5>hnuFv$Zr`dS0=%xQ5#4lYWAwrXU^Np7l_uEpj37`Uz^t8M>k( zPr5Sr%|t7q5+vDCqNQTSsK%mh(}TB{tlkzYK9He|!-GGl#i4!Pmp$3d)qpKQbRxWt zAZThmef@S5`|b)3LR%uQ4Gj*SzPEup5s!^gXUCkrGj&)%Crr3v(ac#Kp(La&=W>&Z zNXt?^LSq98`it53Yk0G1*?VjieF3C^EP5K7BK=$2pC3LLfBW+eNyU&JcsBmvy<}RS+f@|T113D=rEnw|F-Hy zAW>Hwu+4bZ^L5v*U5JU?ef6ozNK;bco*DOn{{&;j9oAoM}lSr-(WI_0t0 ze=IDVDE5bOfdhsGl#?Cvd+^(Od%7Hj9)QO(Ag>X!jl=x3D6EVd`3{mbB=tFAU`X+{ z%k#jC-NDXEK3r-=_KwZ~1uPND9VGbw{`>DE2;|WK-+rp)-@oQEF*8Sirx&IFSQ>In z+;Oz&N(&z(8t0$4$GTYi!^HEt+}tAw3}xDGGq$n= zp7-yAeI%tZlZ)#ini2)2d7|CH(NV0u;|+Ig!$f{s0PRG=?1H(^xweS&{F}>JCeN)0 zx?KV0@A0$%F%h}2W%C&H5a^>l*s5|TPGrP7dTf`XhK8~NIrqG--YTNrO_E<0x%7y6FBwzr< zL?9O!;*$s_K@3xf<2L_NC+3Y21NPDaGj4ty^6mAMO%!nM^Dn(M-1!ZSUaR+siXgDNGi-&4vJvcEOBL zioFn~9HFRbCqbh2@Nl^~7{AiAxgRZ_&gH{Zpm}9wKda^YjJ=eFCi35;RhJo>{^C4G;ng+XGIlhwL}eywsOo2)0QngkNqf= z7oho~04k6R{8$M=LrFwQbSynKb}zPj-)ocnww9J%9B!R{JOlhDe$fDKmR-meOi_>0wGI{G6GKp@n(S}BzA+4KB&QjFC)G)3CEEV?2B;3iIdPAY&Gn8 z+ZK;t0FfvZNe=j#VD^K3Mkl%M0rb2ridkc(e zVGp?v0)Pl=P=Szq6?@=C`*@GqLNp~=`c)26#e599C_7|uB#4CLjX-^6qRsCCI27Qc zp;p-tm;hvu#~I)i3c(KefOxBNfzdCG9Nzc(8`&Et=xO%B%kgxLhS@4TGK{8h3^hL83+g9k-3D0C(YunUUhvW3MU>2pzL~_!t@BRJ zl*7i+Drq)FSFB#Qw&;?d6O@myf9>4d;0sp!m$VYJ087?`!BD&}XE5^ZYD7huCDjh}Tjl+PbD(Z{R6> ztYgRYlJ9TN?>s~sh#DUQ$9Uu6#>SuHcBDc193~}YHtnW>YyNa0bpMHywD{+zTiE-h z*@_FVYDKwEhNkv?#Jjy%IDN(0jS(sHcGrJi8LAiM_nOP1N969-ROVd&4-BqXFX}Us zXVD4M+uKKJrdzih+&1zo{UcCFJTTWs0BLYbcmMdK1a&maaCupo;DsDI1TeX*tgLRR zci&oC0(~vNHy$T{98oR%Gsm_1zPvg@5k&P!T%ZK1SH)|`BaKDEwBRvrpr;pw*hZXE`_1Yj z;SV*2=YU{1_H6$9W))XU$Xcj;0jGK3bR zOZM)A2gGv5@>PQZZa4&wImUZ{yuwO(*@w=~R_@;G6JoB>TRswDCQKGS${X%aKr1AN zQ2&)cZ*P^OCS>b0zYYt3 zs<~kA{cSeP;Gv$9iW}*;D=H#L3GzHVISvX^)=&;%<+Epi+cP^nn6?R1_ARzy9{T>h zBrdrz8kK|zekU6A6+ykX+}*o-YZ9Y(-f1P2wqz2?= zkFSVZ(&@0MV>|qQ=%DavXh9gGYPPEj6R(yA=smlFsTNNu8|)+LqeqWZ$mGEp0nNCe zR3C5)xJMZ(?ek!y0TxfY{CNX+RjyDc&pxnNFzrPhzO{mcPh#-FVjH1&Bd$ciWWh@x zf5V3OjIE4No`{dGfD24k2?RgWwry0H#0Voucu81bV;3x1^3g2WKf{hT*cj=9_77ot z>nc6Ay%IRRZD4>L3qyQ*T1Su*t1KioFUU&76%55O3356N#g-XO4Go&eUk`}y7BBP> z&Pk-q%@U4@f7`2=)(K!ZUXdn{deA(pT0cEnX}S)Wejsa#8Yxd(wH0P&O2h3Ws?MM7 z<`r66@KNilEm+xNu!Rhf?w_6S2uDhx&CLNj+1~dWUpS<3gXW8;QoJtM(ZA%I4_ROz z{&#nLGfzMH{AMzS8%zFa3@4?YXwvV!A8bl~<-dNM+HnOR&NBs@l#~mpOE&x|M04IZ zuW;YVB4S~-_2Z3g|997Z$~{{4NV#6fe(QGdmZd}UuKlZASDfU5R= zUyP!!-r@hlC~gJ*<0z)a{r|^Nh*--Qf8jF_vHtMa1@Q{xo|zs_wcN4#KUfpaLx=R$ z=vM9mJwhVvj~~bLJbw;C^Ab*|@t2p+iOGzZp@CB;akc_#A%K0>PY`7!B8IX*MDS>Y z)1k4kGiV|JGt38yD9uWh%p_ekokS5dKKF9XzKCi8{en|? za1vr9L2>*Iu$Vr7{+ymi7akY_SqW$d;zQg#sr%u6DZ*+zOd6kZb6cKLX|Ek)(SCnD zlaD}_O;l@}-aKFsmWAJem4lD3#Ap(si3!v*s2L-`aBw8H1^4CyFVot!-yT=NzXcPk z5vo`!$5y;_j?bqe->UfHO|KKku06UsZ8=IjA;Xd#P~>Dsg7Iym)NV8PBJmwRg2~OtG#yVPh#ftj@&O80*pr#Jvj6{zQTd;#fpv-R0OJosE<~Qr$Tx@g9^G5 z@_64_cT}s;EVmG?^!MKn6XuX?!-$S>vSnWKnGXak*h4n=#f=~6JN#hf2J4jFX@!bq z1e83J>N)ay8t?Ot$;t8)GFOKkuSZR7jy{cOP=<#aV&?atUPSN zA}jY18v?=R+4>x&eF9+|%2w_LC;tA!|C;swr{#HHz(XEGXGSu3mdjt$De~+4yR?)J zrjdLhrT70%PCwkksxOW%_km}Im@L46f30BW=2k%6dsZ9R}C?^CYKLZFt42%2r?W=$W4(eN^ zmSNk0vmokd=0b3Jq*A33#ja=0_=4hyN2yFgJfXpftg~j9%;Q&bH4^L5P`}91{K1AH~ zZfEPL3{Ve?ph|SSL;U+^Y zG^y)#9U)~F1xdt!@Dm+Ek zi0Gn)@nF5~GV@ZAJ;lRk;3*(Jb3k8KS*Y}+rT~}LZkPb&Yhq#oI(5Ae7j0N6?45`H z`@sI6BI*)(a>mXE`uUC2na^*1o*^jE@|53q?Fxi8DX9rQhQdme1{fVkU5WCb5=*7< zWZ(PJs{a;E$DARNBFD$d`jK&!AT3@uNHgT77;ZrmokGxoa{$&ni3(@WK88l0{$ej} z+x+4;EN&$jgjH)7Z*m)y2CS%eydXMXzFXY7&j6at!1)W`Lb0K*^Emk5>l@vcK-*K) z<}MD?MrQ&x=c5(1xt~Yqvf;mE7et)SIF2_245A}q=sREXwzI2#h2&jF&^Z$@I6Jev z^W*Kmquoh15g0XRXQ#~bdf-kmDS3A2>3-9vcT{O`*o<}Yi2Qfb1c*|TRvtE>{gi0y z#07%(#@g0yvhV4H7cQJ+`vF8kL>bw#42NMAkmjcKDW`GLtDr~~aMMDh#gQG)w6DXa z1Bae$8JrA69FkRn0%!}hL4a1V(ADo)*6H^QryP<^bk^Lg6VzWNs7F4mM7jj|x-XSR z0_8lonis2i9h$x}JifuCAr&+p5p^gd(8om;T?h=gx^ig5dv>nz%+QEn@`kf(7tE|B zO|?6B9zyE_af0YNLZxqo1^uEPc@^rG{(hxPp(Mp%7$0F8<_M5SbY&{!psj~R?#^f0 zFNhe}nBhQ<1P)t|pgBrGc2#nqn$sRW+^OL2E6^AptdfzEI+|mZB3sY)Sj6&$<9L4@ z;3yQuIb|rYD$yz>D;d|x`PcCWsH?R0ICwfh0MJ&zvDW<@1f3WK$vQ5k_Oov9r` z^?!AU-4a7@rAG4ZAV8CurKj9v}J4 zLaIJi4)k{vl;Kyfb$?qpNq-a`rA*h>hsTDJ9N_=ZRHbd4<|Q(iB|OnzlYHFOEw@0b z`rH2{4xWmA45gfgde|*#A9oh8oP5)~;>nY;7t*3F;|+f0A*%wwt1;KS)VTpWT_n-c zVfuo3TXEQFw42Spuw5|Gw5}?u5FVOQSS|9w@<1RVJ~YasN17?bE<#5=>zG!N=~R@n z?)fP?@Q*0SA|bCmJ>X#V+!S0IS`a+N+)49wq1%tIx0BGHN1_%XaQ0vR@(eaO&7Lya zp6AICW#U;24<5X(E8o1T>w`Ip+oBON8x`6TbZ=LpEVIJpsh|WQgg81$sVJ=_K*o_{ z+j%J23+z-B5E^0O2t7pXmi)Z?_n*PAJuG-+QD#!WC_ze5>D*TiA`hJ(@Pyzi_V!h? zHAINVW1^ARdw?8B3ndfA19eSSNkbz59YlR2L6F~20-r)XdW#1>x4)2jJ+#+I*%$E5 zYz;&si~F!?o+sN6lx`wiJn$P2-Sra(rv};i&p|N`jyqno6(!}cv?^8O+@V81=KM2)(FCvl|>6(!8xTAu;@|MszIU?#9$qK|WSNFN-Yktdm9n;@QEZQbJJ? z?tzw!z_UL=g}kEQyWAsBC1(g5zo0=HE69@hm68Zw9bQ}E+O=!&bgG;*g8%Vjuaw%!mJ zBk_;U;?{^w)REgnlp(O=@5KOZ0e%%I|6|!PK1wT|)xLlCf?7zMMq0$zcz(swD2MJ} zsxgPp_>Rnsi?%5E%k}rSS1rol`Lp~A4U^?oZ@s^Jx4fhz`T2h|BF}RKq0y=B(bCu~ z-2aymz0Ezcd4It_RA41Pxk@h|Hq(Zu06gMI%Xw~YL%L=EJ#=Yj;ZLfl(r+&BV$RfRy>+D<*x70WHgd|5)a-u83j|g+8c%d-E z5p42Pu!pqbiU49}M5~vgDajn@uRaU0W5u#%r@)_kh$s3XJiV_CSYy;zATPFx4DeuW_;q+QmeeX6wQ zHk*|MHhlZ`ts+{LD^C!$nUGoiS?E0!Vmn9MoyfaXR$LPxhbjZg%cFb~8Z2DTjZn3N zhewfuTR6~t#mf38KQI0jZbG}K+VF})KM<>3&k83ky3swVF%8nHw55Kwtn`NKjVE#A&G__h)s?{6tZxXa^meoFQK(>3J3_;LTWztPYQ{K1pe@!y_G z)%Dq-tP`bGJ0~tA%Rk!P!C;q8YVsd7A4phDGAQ1b*8|961Qxvp@zoLEOIM1wj($(a)s<*Iyf)C15j%kB~>3CQ7R1@P*#I z88G;4$0vOOT0QjlsA{_3pIC&!KQq^|Bi9iV--b4l-BPNQl*8(G3$XnyZvE2f|D8L6 z{uZ~+oVe>Di74?_iA(y}?!BOWIIFZ zAqh_?ecW0ZXUUGfckc$%Pcn)XO*hp}1DU&J#jM-!qY>~K8mVHCDJNl%RG_Y+${eJH z^+&L8AHosyVI?}CyG|!g-cyt&#GL;q=0?oVu*3@BO4^-R$t;5z^?`Sg@HTjgzXprO zgZWC7oddU>z)0-_%MO+~3b2F{3fJ2)tP8u^Qni-(viAao&>_ItzVY$#U`YXYIXF5h z#?hPae}1cm$IlPzLRULH*s)L*y0P95{m&Q47QqGAzInv|7qj@bL9@H6ul~ne49E!> zYX&Ny@r_Yq88-Zb;9V>{K|lj>uai#$i?2A`=sIPprn>Ye4S7|TG&5m-$XzJpk^nF@ zVes(h^Dz+DtG?e-=D&>|9%vKvFc8WE#*$H3@Nm7*5z<3OuAoWCzj5zZFjrDy_2)J? zF8h#`bUHc$%(BU%UMPpqOo%q@Gy=E;6VxC7+(+#2Cs}IPlQv!AQsL*_x$|x8>kDhC z^LqXx6n;mgroZ1H{viSq;3=(y5jM%<>tR^E|Lh%VzBtb}@O>iI%GTCPvPu9qIG&?$ zxkTcn>fg?=AN{%ZDpZXc{{EJh5ZH#Eo@FffFfXbh*ZhRdhp$m)PaHqx<>`q=SXj@` z7}f!nrBV4F|6C-(JtUb#EO(oWTf1NZB@{Nxyb8(%?w_Ow{mGMEb>>VijiH^LornEf z+K&6CXci1lDy<5fK`T zh}Y1wx@E!EKhLug$HK&qRt63Z3h5pt_OD5xswCTgi8mD4O;eNQgv>ls{Nx zKnwcVi3JdLot7k4Tl9|1*R2UZkMON3xw7OYIV~+zjQ4&5sFgx~q2UVF{q3%I$i+n1 zKwNwFbUv-5A120j5~;5H`&VQ*6gAs9oQBa~Qdvok!-O;?g%XI=27al3Ngw}tmliqS z!N2-DI*1bTbA)6LCO?MXwHsYE9ytE476n^i4$GRIG${<0(uQhMO>DeqOIsI1m=g;& zyMdYz+JDh8afu=@v9x#BDX46EPq8R7~xgnTpoO1wy3^lc2Is?*T{=V5jdle9^3!UE2%*?2w+xNkCsm7b1FR(96 zd*9obNpttXD?rM?p60hVD4~dddv@(Qf{My25!o}1Qzh~lU_ioW`V-_z7k=Hwa@6H( zP}=3#>dm;##b6_5mrRgoj5pUfyC(Lk|DWfMgX%BjyXu5)Q$fQ6d~IU%tu15?JIB;aF1ym#$_}g7UdCa68mV z+&+~0^7pd~7Bn0N7~0xGYB4;J2|fUr&pzen_uTar#dbx5!g|$tdINo|70<4*ewu4O zL@FTk_R#NdNHAC}d@Fsq<=ymKfH|Ew2IX)ztVg2_NIYb0Wkpi}5j5VYckXjvy}dt0 zMwp-fq4rm@4->99$V$zy&Wt>IDr8PY@yb+-&Z|4*2BMX;EXBQ7RP-EaWhT9ae>H8) z{oS;&J`H|49&DZnvX!o;;vrPhjd4ENjBt)2M@&Jz6K0nqt{N7&QMqqGcN2Dkr<-BABhaj`|8m=KG6B2lQXEk3R+3N1l|(?Rdk~iF8*Ketrw5PGZdGDG@puOqF5A9ZRbV^g z^6&@f*}G^}NhXFz);N0owjhBl>j={81)ySxt{+nVGUS$+CO3rR@}vB^y1IIGofQky zZaKp<&Kxj+8@|X@5NJW-i6({J!H4_|T{+jRTPPVB88jO1?E2W7^NEvZtSdm2(%@QZ zM=tMJ8GTLlXFz%HC^2{wo=VcGxM{A*Kgh38f7i37OFv7Yi$c+=%F}}_j$mF$i!;o8 zVvrYCHuIa1fj3_icbz>)ZV*7tNv;oxLKY{T7hn@E*%|SznU9DkO5lVgeUL=1Cq`D% zMSu^dwa_n2>2iF zJDkL!S+RnXs;0GR4~|YkKH-tbx|05PL?1Pv;E~|D>0{tP{ZOsfguOkw*rxvFKNDkY zq=L&?ORlv7ZEEu<1sllQBg|d_OBJV zsu6S(=J3}3FNc0m3 zMj_jt^n=wo*gNJGUQ4IB`L5nWHwI*wXtYCvch+Z(-V$^@0o{hS<9x8o2k$j zW(dxLU1f>DPrUQqb*4`kWXYS72{aH)0vOQ(-n_a%(?|E7px6w3TyyK@&Gof{aG8-V z@)*t=(m!9737YE66r1e1{(f{{eHUp*2LW7v%uGvSep+X^cj4G}!^y+J@kdJ zlq;Aj+$?weD4uEp?319C&({B-g& zBj%^OW%E3@s~H==)}3$~>n#OO&1$N@`Y-kXLU3ZvI5AWnac8j1D8k)>STLf5)LedJqRwl!l_+8;>7Yfh(jeShMvoar z>btBZY8TyZ#Ap;{>2Gw0wiHJglSnZQh6OWX-@bk&Hx8OWkRi7Yg$Cq+@;3%$`Z8zy zOP?Kdz6c|7CrOG@eI%~j_z|*@CwF#Ck~~0Aji#9$k(R4K;|+kiLZr1iIUB zIi2m~=*vmEkX(m5_C7lM$=;Y_) z&tId#)m8PO>?ea_0YJ$uuK<}<=pR^Vnof!_!xGX|LHaQ8`e<_48?hfIsXzZ%Lp)i? z*@R5O9S>9L@k^+Sq%-3&X8Ha8g+_*TZ~Bt77&UhD7`TZyp{Ixk1RI)T#1%TexW8LJ zn)TroBeRw0R2{h*txq0>wW6uWn{&+Y6fJi_bS7PNG9Ft=pMNy;2!cJ356)beB6nn> z{S-FgN^M^%358sO2mPvo zzW~>dF~uypmtH@^T}@IRnk0$F)O5hZbkE16FV(F0=NF$|a}a)tQ)RfNHK5)4asuC? z9EAw1;D@UV7Hy4(ukStou>d+R_yLQ_5&Xzy%AYAD7A<(|j$Qk)+VvHM)KXH1%#Qp6n##}`vv%R0X4!^rd_tr zQa5eGlsfgl>Mbum_T-JW$&DwYBqL@Ss6{8U9Jbb-@-lf9-}dc`dj{3UO&+bl@C~4W zA|BL?8ZK+JC?LZkMxLuCxJC-MtjME>QnCC9s7mZt zbdjOsawdKbP8R=s$yL(?$u*o@P(i8%B#}nP9&XyT2dKj#G3UK1{D!Q?BZ~$RsAKza z7Y#Y$WV?|YK|g*xo*{S{U!kTfyLxPq7i;OI^Ws{2v2!z}$pnw04&sU}2O0M~zICaXazM+A* z5d|gC(1~4gE2|inUMDv?#;`^K6A&^%2xSeNePWHw+qcK>)B7yKoq+!$oxL`N2eTBn z1N6}ud=Owu?)F#0ukst3$ZP>s#b7Ub7y)TfLXoh#kY1XJ$rB$greJ}=637Usq>iAB)HVELWTS`P>P6#3}ZctR0qsb3Hh6M zuNaj|r?UmISD-)J_sVar+gsF|Ua`O;6Mm-ppZ6x-hr4St?o||k&FDTz6tppfpi%S# z?mB5UoP)%^1%1tYq)Do`KDGP`S~2hA#W&%m*XJRHTg)?b7B61B5myKB6V0jx%8w8T z+)KC%;X_-`(w;rtE`8|i{{Y_W0dgw2Iq?HF(0%d#lw5L=;X_|v{m)|W#CYu8@?)N* z8(LpJa_Fw3cFPy{m8pmv=odSS$n(m6KuZ@X8my}X1Kc%O0~U|{TkB%)Dc4`~FIlwu zz_XS-PZLB+6yU|ibu0r5s94^5ncKz2LFFmk7 zc57>|BiZWyTt5|7BV8-pg{T!h^+-27H#DD$cQ?2Ye@E`tM5%&GM_#E w9k1iRfBB;=b3t*1DfN3UbF+Fm7aIU|?85kvgKt zz_6f;fnnar(#7}}+Ri0=@rRJrQ8gXr-)OlQe|^CBd|4Hy`-r6@=K zRKD!r-{|1@ada;KTW35=oevF)~ z58S09J^hu`Zy!0b`s8nK1d?mN%}nVwYiZVR4(m@BPtKpQnQEBq8@AI4>>W*`jf>k2 z%m{sQ<2{DQU|`6N6>ZR>|BYcw&;s(8Gs_lQ(f?tOtLsYg7uQ93>=N>mu|1Zx?aZsJ$d`pIxFUbTG}dSv<+KS$p2Rc`s`( zO^#H^Yfa9o2Fv;h7*>Sc&nT1>*Xkbk3J9Q;1s{(-_wMe{*RKlW1C7hG1eo1tXQrYR zL#5pVnb<^k`W1(DSA^?~CAH>zco*wio<0?+$T>RLoTFg$Hne>-i$U`2)}RGD6^1)Y z$d7$LJl-9iY+T{-%r!j?^;z$?rUU`Q5vB zX|Xp`nw>Q&!eo`=w6hY=yqYgI_DR37B8he%^IKW6cSP|D=V|_i3~q*>C-;%ES?yn*1Y?^ z`_5jS93PCs-BT)G*z}*)vTd~X<<-5Z(KKg>FDiIQ%%*a57y0l_j@IZTUH*11>s#I? z`@Z=6kuUdn($fx&Uv9lG=;`BQrxNEh*&ROG_DFu66zg&K&1Kh@tx?7}@?ZK?YS1VV z86P1nEnSX(<0^@@_@_}G|@fz}Q= z{|6!SSDd?Z=g!dZaK@Lh&W}$Yd3$?{iXOZZxvy<}>cv%zhtA2s6Y}z^`ubs+nVF0^ z5rwG(>AhCXPUAv*9X{V!Z#9@TZkXq`Axb+doz40CSwWRfaZVYp%$^#rohM&&y1ba) z!Jn>y-&Ryo(wdxGsp`bTu*LkY2*dhizy0Rv;UQ0RX=}?|JX0buSNUM;VddasD<-~w zkGNF(GQF3UVfD4;&+wYi&`^Wd*O!r7WM*ZlBwtcbx>$B7`c!QC#T9r$)gwo)a~M=c zoWv@Xt2sN1g?iV`%`+z_NBZ%u(0Y>$S&8Yd*D3^F%732g@H0JdzTkIEsNC9J%Bfur zG@Tr60Y6!G=kLz~oF@&)^bC!TsvJ7>`e>X{k+X;Yl)sX+^j)mAaKoyo_a-T1rEe6o zPgGP?^skFOog}^YbfUtUGeP8D8~F{pB<3bcI8*lOJvIK?73{I=;6b%e8ShgmCXFNG z%`TmG&8|6fvl?@=<2h?LZrqj8NE5d1>FQ5u{y3bVmU!`DfWv^0N`%6nO-)Vd{mJzs zQ-e93_H)>Bk-GWrj7yh3h>MFmonjI@m^0TDDLZx{)nVME(P1!amr|J9>BNg$DRuF> zx5$Fqr4m(8U$1fY?AgijoVnOXJLHA4oH0h!5bQ1yx%%v{2`=M}wp9@)w_&_@?%XNm zG&xfC`OPiMDiPZOO_kWwD&peehUFo5vS-HX3!U?7Yj(tGq{wC1^jl=kVUIkeX*qX? zdMhUxs?_$|^fzT`C{{-}6ngD#@9Yf6a&I)xXC-TTc-ql^y@yQwNxLp8&8 z@Kk-WaeHrXG**R|s76oap9+UQ+;$vm z%^pMOIXyG8cEg6qK$qFt$RLEe9yLR^ntPDJv zueeish3!r~)`VLtHigMc%qUy;R$EVJ$En4Cp;~ux^6@G0*Tk5cFU}0Ok+4!LxD+(NK>!0yGUeYzh0rL}eKrcJwb-Q3wFXg+)wdirV;(vCG))V_vYrnf1hKnJpTuxiU`+>f zCOeFDk;qHJaXRL+60!5~E){8NqEQWZ(xqC(+1XjLnWVk;MAqoIXc^ZfmI*dH1|vcX z8ygio*vhzUS=py}-N#R!T&^wA#p?|X4V4!>-1eAC9r8FX$;ZcsDHe3XO5P}X`2}`p z=u;6}5|1Wv|ILEg^+`tF=~ms(v0#n9yuI_XzJGFNyxDS5W9GXDVaV z`J9G}1$!FOENM0f^GXT&#hd3Iti;V#b(}&;?A*Hb&o{T2Yz^n8hf50Iyg9t>xVy5W zV`iA#)2M8xDPgUQOa%9%$Bspv3_i9|(8OO4-w4Tjduz2U5JtwfU%JBe67@3)`ZJ|;X*oGBj$%JSdF-i*mRHyG zQtHW8MCRPRf4`zilycekZ>^90{bR^7@zO9UL!P#{5tlKTt&wC{RX$uI5!YVm-CKJh zP(?xEfws$xH5mbWB#MzHhe3n3f`{qdVSbg^r-dW#_jY544PY&1jaF;aWjUnuR7P&2 z*iW>3lSv)zuUEwun8a9M*lfG+@noBgM7xyh@EmZNbtJ23+c7tVNX5`ZjQo98kyFc- zE%OyH_EoB{2$zq>wj#qvh6w4X>&}h|0%?%QgZbqW6VqyTo{Dw;{&`6_--~LRR`k(( z>kK}I%YiMxT9ilWZlU zxU8^S?9OVoO?Kh-BVAi5Q93z@W9$bmK3KO$EeJuc8?gwH)9--Z2j-c{-ndBs4*$B@ z*{MOqEN}8cKx0`*2|dj@IS5T{-)9&YmMmacbg?PZ?wBGC8PacJxU7d_QQ7kw6nXiazNuJ^l#f#Tu?F8KnF3nz*|FYCXl~8DvcO#rKN7%y zHq)7ApAWTu{(KfmOC!AIqYq!c)c$6dxh&qiCmZ)S|DS-#qmi zA8eMWu@x|DkyOfdv|F=jQ*ULme4zODEn9Nqn`;A)Vxms~0R%S|^5k6N@IidpsO$E= zsOSJTg&?c2)jl5|A9ouHg%W1b{-FbV-F8pm>~DiR5JuSLXJm%pCL ze>pN@rS$C3BHe`AB5ce-HRs6@gVxqo-RIArb8DC$Ir5g%W$xuv<4e85&4m`u?AUB! zCXMMG2p+|w>CB+oi-8y}&*={wPP^TIe za>WxsVXd8ggYj6x9fh_7try**F^e)1bRN)Z6i?hlhu*_};y;JLCfZimI4dSR#z; zlZC1mEnaL`L({5DF>RKh@o(F9c(*D|89_uPRC;ax&`^6}FCt?V;8FPX>kGqcM8D=P z7#bPL{4##~?p=$z6c@v9U)~{JdKp&7M1K0DmT%P?n<7nZ9VzZx)dWD$-W#S+8~$MB zhW&31CboHqei=#NJ%%tApKjB?OV>?lFP5kRGF8R+cD<(-4xcwHtPOT>nf`W*!(eKx zA5RrHkTtITRMf6KKI`qQznnOlsclc9kymP4y3vuW#5zw5baK7Zjqj} z*3Ob#Ls)lfJf5EUkI zcXqcS{G7tqSS30;Q(L>cyT5g?6Y)&wM|esT7Vr?0PlSqcMyU`66|sP&GFD^B}*D{)n!adgQJ#AI{br>7^!<#qTR2wlMmXj0MPIvF!s{nGbtlAH39De$xmdnhj zoWzA&UP#0uW3nG6gO7bQ&YtM-lcrG2dzLFU1r8#fjkwH>yD+X;@faKD(4j+{`z^A? zd9Xen@g75DEm6sj%bD%@6o=5JL{-kRw+^rI-lJaL%_Oe6yE9uar}^Ea(HJ`)x92b) z6Y8Rrl$2J_+2!6BT$twG)+Suwq@e7w*)xSIn!r0d2Z!A|cNUnR{&u7JT@^x`O@Cde z$Y7=t$PH3~;MKQX@0=dktsL=S_wQa@O51-fnA!J6JSe}rQ1 zK;+l2X5oV}AA00#dwD!9bwcjB=&w(3nRC8z>z2sO!|rnyvn$)iQxiZ&RK@8uo99p; zJop{6InC~*&Bn%-=6(yc8RKui?eQ#GF8S>he;0%1Yv4+Rj4C9W7^kT*t&#MM<7{?E zhC7NYkg2LN?JO59Tv(u=5Q+38Hz#FU74>**usIGvz@YuZV|yT2e%-v^ijnjT5?{P% zvppahH?}@wgYw5s>g}ZR811Rb=n9T`8RsyDDht3Q(WFtBEU?|DVoHy*JB4VNW~m@L z71gLStdBlS9mp6IKYH|Nd+qj4Yyb5Q^20es`3WgP0O^_@w?24@9rD{7SCWD-P?u^> z%Cb;gG76l;hoT~7Af~vTUlArg=qGf8$oY`a;m^;)x2s~jwH#5!}xBK?&#`WvNfxQZwn|0RgkWR79FKus;C78GU62H)?H%sKd5f zB=Vmk;Hr`!g-FbAShzKueU^N-`~5_7GLl*g&J7QDcCZ z1D?eE{U#@^*uGVX*tX%vFST!WdM|_58AXEbO$JxdC$U;gRMe{8IHeo^TLI7;@&3_{ z-pKHPawOkMnpTFW&YD%Lo)s0HU_EG-YjFNxCu{WKLx+^ptqkr8zs`62xX zfm4R1L9bN$-?TRko}1x6c<@uKhmVNESd92Y+ZvS^wKCrMQ%H)1AQyC8W|I1BGJ^Xv z?S?I~W(_BMZ&b(W#9;~ykrL$uGeiKY=Jh?D+N=KZ2wB)zU+sya+}t0#-EQw*;h}gc z@N|}a(no)x)&q9~oP;E80(VQPM4zfcDHw}7U8`*8LKmIy0qKue>QgnZKz7e+f2_TJZ!lbyk%sHBlTfDs1 zg;l+|aP^usNoQVNEzC~FdY=R>Gn%)_wC%LFzklDscN4%nY1J1zq;+}{dP<*NQ7k#4(L-cIRcAF*?f6L_*l z%4O2(^l#PryDTKti>R0w|Jm2qHS2lv4o;pysv+@S$g<<0RyME8?6m0IixK(9JUZGd zHVIT-U9{Xkc@ClDB4PmwDWxkposUt@okD?Yg)}5KTB+n-ip<32SKKk;;0R_dzhd!A zEn}A~1?^@hLqkJawqxvvUY0bFkTWQf(hz5#PQY*EPF4Iorhp&Igux)>LqF?*KG% z80#woSv)**n&Ig3ZCyZAD6iXDoCw%za+!1LM=w~v5K|xz)kfKjxd0>ugR7S<8`V!nbd6+irKf)>PSxPE4Pft(Hk|W$Z zap@YcQE|W(hM>WKuquH)ViA*pkGiOF{WWocNN^#y*zBcxt79wnrZhZvbNj8oHsLr} zf^xDV0Za&o0CaQ>1x(EC+e=v`oHa?v+NB)Pa#{PbHhCy)^PW&|?Q-l|RuAlzaM?cARW7*_P^w6Kk;F$^Q`cLZMi+VX0nkVOdLUoHeXonjLI9%Pa=da4nOim+LW zYe%u4>Xw?IPQAKB18}O!NJaeE)A_p9^XJdE5DU(JF^!dC5Bh~u@4hdpIE{Pjc}|@; z;l}1NZ7%k`<(hjk>ZNKD#oSp%dI-?{)|$`nFm?%VP~6?LO0`~x#|m#9eZpt|-Me?o zf#Y{UF1WFL{W_nDI~ibZ?yT8iNX7#2A<42+E^EBWA#L(BLgrckZ0v;ytL}2p*GeG& zhck5!15;Hc8*7l&PWUQRn?VTehTsl2iaVxOtoY0*4R#6{St4ub!)^k9TgxAr=FFTz ze9G#JpO*Fz(Mq=}LwRnEay1G?7=0Xye1hwej6`PUmFDLkCzD6gB^(WQ%vjys&7|4%#D(+PG8_T}jg-e$BfztC?$twIr%wep}zOpo-MBE73 z?cDqY3+@9xMXD!+*$t$1o-j1*;q1-$q+9LAtB=agHwpx!1r!y~`2lRp%GQ_$x1ixQ|En=$e`0d?pJQA2=prcS4y3lOT*Jm@g5N%I`En}CUWX!#r%i3$nl)>ROP?K<1rfvr zqNf`*er<+r+{3n!%iOwdLNQBl1J-qUz$k{hRB4xx z&(m2=~nM62j8d_}WW(&CSgS!uh0})5qGh%kGFxY1&UX1DlLSK+=jLKS7?F*63M^ zOI9fshN&;Vk-np&BN@aEphPD?zTD?XKtWzOVEQrtL3{Y1b|0^ios);q)R)KN`u#}4 zg5cT&LDP4DiQ@&wVmFoqFzADo>bIIx`e2n$!Z8dq3L`rRO60<1pd&#*`Un`G4#@9& zcKB9DowvWW_8p)bKI6IrAUFG>s0vV`X>{j(9{gCc;8~3=oS(>d>B< z9Ia527Ykj@`F)C8GY(tO+wr%vNDfKPGxjxWuWPPk6MfQozl-~TNy9{d${i+iyAei`dG6gKy-l$9+Rf1I!p0YJ`7jxw*1m=+f;Eb$8K4 z+!y4p=JFK`3`6&!0H=1;UP|8WOXD~oA0Vm@TGHTI%_VCh0fLK70tj+Re46Dj-V>kC zRsq6y4@iD6nyjLizdrAmnCjzegoHRWHdam29|}>>iDIf5fS)VaMAf!#-AaNdMlT7e z$lG`ggX`;D1OWBvI%HU6N% z2?hWlPS2fL zW4^&!5C=&W(9&ihY`@(GPor8mM1VPWu4$diKc~i-)Yn z$Wow7_Nu+eH9ze*H#@^gahaV6zxmsS=Rg4k$P(CzRYXpFUy;Pq2~=4PX#G>B0`%_v ze2e{*p_Y=^@c^!XmuCC{RM8L@9qboh=*sA4xJcgH5sE+dtIQ zsDcoG3hkk1B>gW@D*pm7p(6!+D|M`|Hu%%0PlW@zh`rL@+)lMN5NxV3Y5X7tk3aAV z*?Rb90ZTBL@q=CjoRbP4cvDv$bugjK@$6ijoS~)3WF-E8E#a=Ht{WL>kf=nlvj6sO zy$YmSLNb7bH%rt=HG7802}&js>&Ec&>l^kEEjTF}$(M*uUllITPV%iiIHg4W;*Df- z!I)0ax}oI|kx_j5>tO;q?Asr!Rw6kQImW%8;Bm0p3E8ugMk@g7hywsbWH^Fi_ak}n zw4RbylsG+~;)6+^C!%T;GGV~wFZ4J-eaXG($wBky90ou+?j_H$#i=2L49B`eu&q|9 zc~Aj`j)P)|cwYhcf*F+8SMlN*{r3f%b}}(_y5tcu2G2>vBt~Ph2)E0bFJWM|3v?Ru zAv`?6O!8u*o*V{UrO$|9Ju+0tV+3YC>U2^RDWAngN)JaNa?mPTk=ObTjtXfIgo09@ z)B{+hI@yLB`Sjh+ojaFkP_aFnK?s^ce#9&hQZUZlz^E!nSsWB5(XXy#QG-G1au*pW zSi3XsEp*Be?9YRSYzNJP{`ljM5iqx0kZCZR0Be=d&B%?sHFuefbe*IqP7JkM#_rb1 z&O~`E^SQ5l|O1 zvBf|iF+`a?Vc)zw#r$m7*w7FW3rEPM%X;e*4YujJ<$18Xs0;>rx3!(8P#aB3l0Meg z*ORGuSErR4`}!08@em7l4$V#v%Y$O+OkXEFMH|4L>(onm2tkSzxU{oOP(-kXzkK<^ z%+4MdXDUTy+68t~u5i4swpA^#|J+$yNZbSvgU8T82$X@pB?D#YGgP{cHEW>#y12N^V6l0} zI^c2AygFkt@G?}-Xs>A2v)T2jgxHSBbBPEe&fR1i3(l8g(jm7lqVL z!CIhPJ3c=38?1W?QJeCCbux5XOut_m#+u{UmX)AYo{Cr0XgkOX_!W0Ac0!OY$LuD8 zcFunZ2Al+LtqdD$O&M(#`h%OVN2q>SlVqfdBu3wl$jlLoS8ODuFky*rGO-UVO{Jpl z+lFfEG*9;T=iu5@(k%4&jq8*N-Y1rW-+vFnlkOH4J{_$ZN8AQ+QDMj&M!1L}Bp9-i z!Jc+^l?4Mg$7fFsh=AJfK^0ZGgxxU+HXE_Yu3$z+#&VS6R**O76~9Po4PL9*m%oBk zV5q|vEn3u#?4@jPKdIuPkBy`P^9b@{FiMWXk`j5udKKI;$!=JmybX%}jK2F{Akp)K zO`wz`LGe%!y}SVZNd*KMNT^QEPe2wmq7s-45^2f0AYZ`G#7_vbML-6nYa{X|YGxRNLNYz{@&Z{6}kw)92m?Fa432c%QD z4T^YPC?NZRJC9NC+`YR$kHr$g5+AtVHJdkIf)7Ry74;e9AYH_y&BiE2@NCDZ>ZmjH zdLf@n6r*M|1;ivp1>`(l0>ZhtxZDLG{|REY_an6AVgDogzC|svJ}o&3ylMqaON7(_ z7cWLkz}=vWDE>Iw3#_0Y%H=kDCuL>NJGXC}VZLkkgFQD^0vz1-9w@uSfIa{ICfiyk zQB<@KJv%*zXWV!@kUw~_8x8=CDeP_gYwuHRnkTs9i57FYoi3@ zLs6rhZpQN&6j(0hrG9hYM@MXut84xbmObgz42INGh?|JR&&jOoC!}R;CKoh0=T-(` zof&2pCZ;@-SXWo=qRnur0ex86ZXn;-^94+Bl)|&C8HKJ(yWYuxXXDhHSv@&5m65g) zKM!JgU*x%x{iAQ3+DVJy2?XZi#wX^&j|f6E1KO1;fT~s`|Ft&6cQ9hKL22ar2V<% z?u+l=FGKBl4@3kae}J2qB6B%^FTL`|E^%?~N85`PFJ1DzdQGOs=fcfZ<-|j|yp`ED z=r*i!fMH`%PDY|suLFgk>q7^V*cm@OvRO+LqN{6u$b{06>_=^K2a$eXnk>_cd zzi?#!SCmZ`ak)u=@`(Lpb*@+u!2#Z5e)>a0S~1dFR2`TYVXnG$D=`jkSez_RAxPK zu>$Z>Lr~`vn@cGOv$pp3&>aDn4;6az)WB}`<#HS>TsyhBS}v8Hpy~v1sZ(tT%rOmgsnFUZH9YWHmNbWBy%kU=R+l&E2SJk z_pz5(7^qmGI#3x(;9#_?I2>zGsQi)KKZ>}=QyVNJp?J_LA&bnDfL)ebKkN_ zjM>Q$A3s22SeLide%`*kizo+(i-y>g;3cXxa6*-<{PH{{Ry`pv{u0m|(&YnRK~ruD zG_N$9frdz^M7*g7Qg$d zuY~+Y{aFr(GYYeW2K*3J&yU_C^=L{zJ=_JI*>_c&fw%ynIY$Gl>_R=E3*6(e*%&0x zGj6T)2q*)PS02B9{hAKh?B(Umgo{4fUN76TH?2owWkrz^8? zf%afCDr5C%rst5?b-kL8VN9hSfA8SnU<6d*3l8*X{gER_x*&FBw%LH14hAX0)yz+3 zmm%gpsu=Rw9y;0C4GP!MLuZKq{k#8VpKn1homj`t9tXvoLWOt- zO0hw66^5OE3l}9yOT@@|+ywcCgm`%GhdBQ$&v0-ZObrRJ(`VU=fY@T;_7J5CiJ0N3 z3ktk(xp#SC@AJcNIXc?!6c8xp^(Ef^mLA@#D_f$zPu`TGQXe&HF2%no9NBmEfAan3 zg7hN4#wbufksnigX&`oy*AdAdk@f57W0-So*S^?Cid1}Z=OYR2*@7oT4NJHM?3j!~ zvO-%HFSN=nCZN)wd=H-M?@u1IQ(Bs8lFnu1T<8^})O2OJ*XD4|88EmTtqMnQfKk@qelpE z_|d%Jy8HX2^b)4@3`R8;3?BK)ng8C-Kzrc7r_oBO+S9*p!0^nUgeJs?_P~b=lF)?R zmL>n21oJa-wQ$qXNz1NRugJDN_G>(cAIbTf{mXd%w{8o~twQRC72A!Z+6v&IYX& zdwxzj?ZLyXd)2A@dgoI!Hmd#puTT8%llcz~E()(3N%8>&*V4QDshEQ^Tfvnd3yO9o zf#U4^--aa1^%7z?l8p*j?n?rGgpvp!g}zU3C=s^l>#8KCw4VBuIAZBW;RJ}^b7_og z-&}%j{z_s+hUFgF>~3O_VeyQYCC_vjkEq!zs-#sH`>z%kYTIf+)dOgT*q(H zphi7_Vi4vc3K&mSyfK6|vCy!v9`ICN=-`0-8%+3g5cF1zLu43TjhMD|aVLVfCPoJs z9!gPz#*nUnYT$|8`}UQt`p6lH@dFK33Ke&=F-l!dc&Cp00a9HgNeaAYz@QJ6`kdI* z=v(}Z*g~uI-C*CE>^fPI&5rS8e!Ys7zX_(QT`;;)nb)id25b|`3OjOVH7a98D1*VI zfK&483rwhQBPLTQya&VZYU@U5WHcBU8NyRDqyojAHV=dMPy%pML5o2w+BBdJX*|ms zL>+wq$t}MGe&6f#Q2%1fvC_s6;6V6ctHHE#Qy7;ouYl0_v=O4uiLGr7DodUGH4W%4wED?W!!YoDpomhY|>|IzE#FjynGeV@{ z#}7D=0A7}UV?Rf%#QY?lm`nDk(1FlfoWLROjhWY@N=>7hco@E7Ff zFLvtabbtRAgT&NWm3uXHahB^es2{`nT_`ym+PB6nw1Gba&c7cZj z-DaEF0bR8M_anxW_pl)$$5w*I|DwhYphyH%00ijf4`D&)x9L-3izgdIbNM9!E{?Y( zJS^>66aqA`KTp$Y25Z%+)_5U!4%GQM=l$Tl?*)%pZ0khkm%->~y<&F5lNlI3h6}Y8 zp7}>;ZDGV_h>p{j?e6}u=YA%#{}yB;dct@`aI;6oD* zzTDM+rB(f>18X;HDwc@yxjjI7ay@rVsbQYlArSQEbSv6gD-Mf`iy@tMu*j0Pyt@D? zOYLr)>1_@!q1xgbs z(6otkG8hdsq?yE!_D}|e2J!{ceg=Ap8uH``OCy>k>N4#T0_=OZ;D#(KuA;x#-FxTQ zOI;?~*8}Vvp(cX41s$xqNzkN{blkwKo{@5pTu?IpWZwe&)2DqQWN;WD_z+Q_BNDJ# z*nT8JM25c0nYXXz$89oi8VMSjf8g*DxfrapXai43PqdJ3DGTzn3tfhcyQ4Fw&75;G%@U@dqK`m2Yu zje!2mC?v10pd1n={pO~gtkB}c^X|CPVBJwc{aXb(xE=K-G9f|n_9JD-*Rrz@4$#vM z!@DE#OkDu;|GO<*-3!VwweMol`P3rgKNW@{b@@)-_XP72sX z6_B|}ko-_#$`XryFIb$k@A`t*zwNXXH)281F_>i3PTB54h<^wQ3!g%l{`=DgS}f_s58kf47noJ2Fk;k3F2m$@0*E_&WjC|Xk@1a;rSQZdId2!sn?N)7A9fa#i_Rf6*QUa61iA zs;8gY>feu8us-NGxeCHnh*Xxth2lUlnZJjtf9TQX*#Z=(0Kt#wz7UL|HdY#B@gBok zQh^#rx*5Tt7&K=)$r;OGfY3?y0R=nAkBw0D;6v!G)W;HpdnuGOzQ&(B3cEwn3tRez zpfgug=+i{#KwWG{3q(P$ZP&gQ4&dW{0>)JMTuA>97JyLQ2)e0AhZ+1}BY=e$-`re5 zI_7kp5NHS|0AGi3W4a1Np$fPP_|cPcs9A!%uH@%0$yXL}Kvsk*WJlx6>mu$p2&b_k z1F46pM1Uk=gLF&5%@_ zh}uzH=*#_GQ0xJ?f%UiV+(jJ1pDkB38TvZHys&2STa9- z`Slw&C{)5-;3n5K{)*Z~7{s&B8_){t039>n$PYuPW11;{oL$W+44A6FJ*KcmGq`C6beH2r1I?W>V=1Nx5JHmwqY;3po zRdkI)VIeq2DeR5&ZfRZi*pb9t2v6sF<2C4Vgtj(E9aPG3c5;GmQ&npRdAMBP|B2uR z!(>!?#qqX>hbkbQqmvU9#FhaI{EpdPEIR#SVF{)-uI&&7FN0T&Z5RT}{DKITqcGMqyrNVXS8ID80h?UfJdgrBjYc9xc z*gz2S+aJnG3uEU;igCR@g3|7Zi8SQ(mHz?v@K@+!OQ1(yn!?MF1J*r+Joup+q+a#* zK49qikGjX9V>c6xHL9oY3rd4(k6q$*_$PmI&{oc{oWp3gPaPqf@MZrm1Nm=U(ZH9L zK?V1I3@yh`eaD1GGGGBbQ9)ApQB4RX0q}V{g>fZ!aTpNrn`*hJ;NYebjl&apMEIc>(em$qfOXW0+>gn19gnWnIEA3x*Y@$EVKd5Fue&wGI5b;o_ z$6r;1!HxUd2&B)V6RMi8OuY3=Z2pA@`z3DeJ9hVeu`km~uS)`d$MYPVl=csLe_M5Ne7)kf~(z`>uphPJwNcUjA-p#&H2$~ zn!sEy9v#}dd+T?D<45LJ0$v+IaVHkb;>}_ob%&7>WbiYY$mel z%Ybp+yv7^oFn#vo#S6_sbbzAW+LRRMHL#@aq9BbB!afvdVEjpp0&u4#!6-nS5)hUQ z;YvpE3L$zDbP2Fa-qE%MCrLVUY?ls|{?}>FCV070BnQVEkx5R!uyQaJQJ6-`ZlB|l^p zA(}drqC#uc@xH*}bedQ_xGDIK2A`~C7uS3tLf<|+e_v=ND1`nQ(yE2Fzi1o~K+O5@ zPPeM%*bZuwDh-T}HwV9IlO{}Jl_0KINzK~+W5ntDD6+e7={;NSuJsKne-YS225 zPWqm@q-Z!StlA1z-QOfgx|hfi3q;uidNO=_dleWrDo#ORvuj&Lu8p~U#6d_Opajwt zf(WmSA?!k7Pz|3p^sB~9ItT6Qa@Td>4>a+4!&Agw@8SJg~~l82>ka_tu~Nh znQit+=fweH8VMIlvM&;UF=%V=MOt)aK=tdGmluyMi9J8b^?xUzxALAG8ZPu*y{3`y z&qj1zIah^BZP1#x$L%jI=-(2|zit22dm;>)aJgOPoEemh$EnrY32MYbnJ?w#O_`0QA7zwee z*YH%|m;6i4sS*95R}jrU^udD|F5WT%{C>sRJNK>sOEk~@12X6cW~~QIo3$;M*@B;W zfC8Ep2C6+2MVv~6LnvaJvK*qFXC@~>1)?_ABxYiKOkRS-B#bwew1B_{3imACoH4zXa6MoUxqKRD$gCh%nNd)#W=l1P}@9wTOY|hT&=!Pp3 zj$<23YcqZ%a&l8z%jd29CXUY9<)oDnjjiMWhgGXqkzSsV7^UXks_4$JL!Y^Sxf|#b zUHH+%H-9^cn#8)RbSq(ZhQ8~V!HCUR6SV&D&u@~(!$|BYxk4!JePME6W^C#)K!rmDIj+(l?rQGLI;jAadb+8E0xd#+u=wKSn*EU&MmGaYgJ|Pqc4{&wkfs6?araBXBi*zwI4YKO6ph zlt-j00=mrMhy)Q%YI?Z9$>|Y<9|B=S`zbjIqAkHv(^ebWdw+9Ib3C_zK(&_ME7{b= z^!(EhLUe!FN{J1Cu>U~JsRWLrqX))U{Q+(!?qib2A0h-1`4aQB3x^ocjr0t5#IkFR z?nDYXBZ{;sIsu8}FcM)~GoG7EyLMXqMO*%h8pz*pvw!_gC>o%4Qv4LRMa zLRNiPBl-N(A#N_n4S|kBcbsQNRVj+-pSI3twT(Ek?8|BMH-bMFAdxD^C+sMs)0v!w zg7OkokrY+?^5;beYF#jAGJa9is6{Hs#*v z%iTDAi!4d_1J_?xf3fmsyuIgu=B~#N9<&VXS19;#xijXqHKD;5e<_q4J7feKJ^49z zWDu$Ehat{&_j!G3iP_6Uwfi4JaPAl4k47E)HGw-wTzAmnMRYhXHniNW{pM*S>c~gcmq;7iX*8^iD*~YR+ z0yHE}aM(*BakL7S8(FkrU?spP__X2VR=Uu=uB~^|A9s$2z#td`$##d_!M!-ChizQUxN$?vv z$tI~ry8`Fo?4ZyMK=HcA1yz@*>Mr~NP@zZPbu03n>)HK2|2T2wz}0e3Qx<)jpTB%L zv*_oIZ=j6uGyPc7X*SRx1ldq{Z)~4&By=s#*rFed0lzbv z_~c=*vbMcrw)JP?lO+TgP$Lc>Xqtv(M}5hblZ-@V>$O<$r!Bw_%`->AoI)*w=?J!X zswe+THWrqyybmqEY;kLKnq#_M7XQW)MEXgnBQV|=f*d3LFS;ILVMr8d(bB2Qel1hF zye@Z-&7qGs-w}}^@j?k3;laRU6X{V)Yions&#d_X9mfz0j9|GWorPdUhoiNnk^pMR zgl)q!@EI3@(ui!QlmL_#1-}~^K`VH`GJ+LTm;IOo&8^!GPY%gY%9nJ0?8bR>@-#DU zN=lP`bb#X!g)~Sm965JWsp0b}IJQVhfW3he4HeFRb65=5Rp0ma_11l#zCG{Vwrv}$ zt?lt|e@f;oCI}2EnTkY4dQ<^OGcrP=2?U@#(l;o2QbU{~uNNpR{VuiuoQT|0@z~PR z(t9*;XjRyaT579eTwR^-PrwO8)L8;Z$riyNR6aYr1kFATjiK!tKX%&r6T6A$gp2Ea zBj>!MD|0Tu7^(z6vb1OF_qF-JvC{JLwr7vNm{0pNCodB#*uLe;5_0YurQBc0lDLt` z0Yvsg?{_q6HdcN6m1FJ-IG3OZU#IJa1Mqk<8Us2fnP>C0_N*$6+X@+^F5NmB2ZOb$ zb>KVzR2f{t!gco_6AV+}5s~c_D&rO;^JTI5yWi){Y+Q}wPS7Z(Src{r=1oJKC1RJo zos;ujcbsW$P2hG84rc9Vs>HC5V&J6ohvp9jQl&WY(z>Gv2iu)bsO6s0q1e$x%)eZx zQa`?IjBXfsm+Wns5fHG11HnbTUQSBtOvbu~fg3Zq`Z9z9Z|m$--I-H?#j}6)8rB3J z`KPlR$p^~ebQ7!PFz6UHlQYMKXQ>Y%YYA5qSd&u zOK77#(@f8YtVG(@TTJYyZZNKG&|3U<=_EfVxG;<^y$l^f`NFkl&z_PRq}yYphiBR! z3mh?xoI&M&QqY!yYy?1O4JCp^>7;dX3(`4^Hc-0F9&P}1M|yj%O|6Mh4~9I_KCux~(wnyi?Dh>!gIV-YX3Vr)H(Ktr zc;aZ_pU!0$9_Wm0X!BN?JV9(qGP#SEcGWyVyUWg9yQHz4PLY-oKmsma-ZFDldYzJ+ zbO%c=ZE7IH`pes8?z*1-5U)ains6BQ+`59m zYsecXVGkgrr)EE_?R0JcJ1_o)?E-GkK=A}LG!Qcf288tBp{`Ft$9uRy9t(LDxZ=Fg z+6%Ei9FcPEm`Uyp#`F?1f3C@)iVNH$sIYLd1~J6S6$*W1HeS@Ib1;wDX`-7Cr>K@x zvEzxJ)|t6+H38b~V|N;Pc+8FE8M^-ngdr9dA`GCM@2o|AFiPr1aux`&mV(447#=5n znTFf^i^b(`}mG0Zbjs@ir(i8u-u36^y@ z(03Q85L(?{=I5`w_*UopJl~V!w7nkqiQl44ik!SqBkaz1RQ2r0`a8NOPTKH0k>1%z ziD?}3B-bmH$85QH=N5Dnkv0MAY5#{0&tkb1dvYn!x<+x%P8j;X^B-)ee4tWQEY1$qd2hC!IBCo8 zv|UWBvB7b;xC44+QI*8OA0zAbnMJ9xJ*9*+6D(Y~P}9m`vo7K{;}Lj7lT8|<=rV=f z<;xK;&_Jfhes0Xc$;pKS4~U*n2&N&9=yE7j?7x4$Wj)mPetsA)6;)$CV5_5W<`=}FGc@bX7w*ztck$F> z+GSPiFOaTP6wf%JQisgZ&1p*79imgJ}wBeX0BL9-6 zBs${~f8W2pNc)x%CUL_Zj3g$pgPd}Q13yAxMCwcnXgyJ;!ZLI83yYGcmTVvjwwq1P zQ=|`H2T6*YnrV_fp%2_H1MJhnf{HfgGv>brHr|NQ-Wrj{oxwQNz<9hUPq1^ z!GS5otf8-qi9eheo^U`Han_KvP6#OQI|JM+)>)^CzcF82i*rVT@w?sV?o&XMX-46d zcUlH6pINRgr?Vq|g0|C`d3t-GJxmAW)F{DIi=(#$1xum@A0wdzEza_^Gh9UA+q8y~ zV7{s$je4N4NSW<@Ndu)4>90Yl*Xd$dlN#O6hbAd>KKXJ)A_S7-Q2AkbLic0dw{!&H zNXLmGxq8H=v#$mhYDQtEwXxz@C;IsiE^4qts?gJv{}OFC6vaEMITOJaVI`=Y9r1>Y z*J00^|KxdV;PjNB2Aai2<6LHBaJFm)hq>E4Tl3?uz5;)uI413u^h*%Cad+HxA<{98 zSXxf1`c(7Q!t4@K-4H7n>kBjE^g8iJN^m=2mN_Ue{+zk_jBIS>ugKw=2K@dB&U4m-z+`R$xHh{{A9-*DUolRNOm zef}^47!ra>M@gV5`dW?AU3Cd9O|szda8@5i(`QGZV|f`MWS}5~LVdhp2W-jiJ?6gI0Iu_5uw6yyP%6f}UWEJHgdA1p<#goL2h%_wv@5Ga464m>$*Dzaw+|K? z*U9JC?Qp2_X5#>tSvzuS0JKVdgtD{5kfj8j?GX-j8Jao#YIhgbO;}fW_#=H22H|#QOPRvip!I&M2{DPMOPCq58G6d+Q__(DUf`9=xnOdR}@1Y07yizN}O$Z?a< z;>dyocqKo&q=p2sSaWLCXKJ8b)I-3+yziVox;ya%NocXa#}JpS+n$% zc{Hs>jTf-SoUq1JuaZq!I&(w!M45N9IBDV%!)XP?$3W5+n&pfeQcnVg+9YBYGixz1 zjiAHuQD`tm0}KpcC2=7wJAF%2Bx^v_ogE F{y&}Nuv7p5 diff --git a/automata/plots/bias_Davis_annihilation_creation.png b/automata/plots/bias_Davis_annihilation_creation.png deleted file mode 100644 index f3a78d58cc9033a4da10e3e9641eba02e625694e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 25291 zcmd742T)b%wl#`vpiS7VC>W4d0YMNXC`nLJ#0?T8XH+Ch1`#9}T4@DEH%TN*&MGK5 z7ytzc5|x~zfD$GD<3szLzNh=%y6=DWsvdQ$L+jdWul0pF#~fqK@3w-R)cQ5s*3i(< ztf!nhp-4lsypM)v+4#?^@HffqwEOXY!giACc1o6pb`Ixk3}|G}*;!q*w7Y0>{nyj{I2`dnCq$ zhUUBw<-{@N%RxiUj@p}R7mL46tu$cx<lE#MW!k4?^0|GlxBs-}=bwA0Xpbc8797mrFBzP^{Qh+& ze{aZafH1$B_*77UHKV>K9)yPGYSiIGx~1P}?uRWWznopmg15%cN1D|lOTQdCdVT4V ztLy)~WcmMhmxP@V-a&VFyI^@z==AJJe!_8gx;1OoP+zxK#)P^K)K%m&K7IQ1&fUAu zMb>GDjhUx=@0B;Li9Hjq7h$G2+WO$Kk`;=8Z3E)%08p z>@QOzUFT;^O8xdf5-_3mlm{mi-QBLmw2>>#uxuM1Q%=fj=X0)G4y`U~N-=UOxaC2k z@*V59AA0{xyZpl$k11 zFa=;-+F^^IfF ztnCtwuj%M^9=@zw-1W|TuWw)=Cl5~wb;H1peJb&h*&}(42A^yz#9~B8a+Ip0Wvf-x zbfVmMI>o*bZ*6X6Vl8X8nu{>EDPH&%!>d_#XXKWQqua74dl#HmC~#ruy9WogV)ur( zO*mee8m?`7c|#@Q@t{UN*dtZaZWU`<8(%(gWN|K4#9=tGpx`LhRjf|-CCzk;U>TEj+||l%f)^OmTH}m6nyQ&9Lt5vJzU8+v}Xd zRQCRT&Bv$uD!ESfj#sWEVAi%BH1*-*=hrDIEG|wkDD_)IN2hx9=vA!uaJR+TR-+^> zY;DJ`2U7Igw#D0Ym&9qMTg+fm@8m>}rsOYFOrwXASu(Y}L#hx30GjsF4pJGWI?hs-Bv6 zTNqeXjL#a+gWnce8`IP|;^h*wQ|78%f#ZGCP#s+f+PVKc1}q zRHE^PxvlF$i7#jHV2Im-WA1pB47oNZH`n+6{ogoJ>T^{RR7a<#)U2$YSY&o@na4{@ z4u`h7&dOpVreD8)oqo%f=$H^E=_1DYuf@z+-F{m1jEu2w-=50-@@j3b=k!H zN{zAAc-i>{leJC6E*6ir&(hNJrn~!K(RRxk#D@yeh1c#I%-;O*YrI-Y$WK50M83Q{ zSai@|&()g4VOO!u#fympbx8>r*yrYrs#py1%5l`_(*Yfd!x!rv7ANZU23m5n$tUq5 zzwSB7zIShN)ca}e!MRUHp>byQ$#?GDp{A#&$Ezen-`=!0t7h}|?Foe*3}z!Ox#gX_ zi&sWZ^Xk5Rnqk{3*K6#HDP7Na;Anq;ztP=n_QrHewG`c4+?fsUSsQ!ixcuR-C&DW@ z2eOZeChD|;j|ePh5AHigYjs9ZQPC$Th)drS`#QG2I%e?O*Up1T_ zBhL{%C;F?Uus`ZT#IB5E0yz&IQeC}z_2}4`x6f2@J;H!}tIJdz#hZ<66!|0bkqEZ~ z7-6nw!;Kc%vM*o0+;-^V!{LlhI{W^rLdWIN2-9P+}W1Lv+|RX(@vEtj}$afa-P>9O7f z%ho*8y2Jog#DQd;>@EBJeS9Jf%O1T$&Ut%(*P69!tC3rxt}UnCcktlz$^)2E7uB6R zcW&c7|2qavz@UV_*}h(fyPlgzFHbvI)Il}kf5)=^CNDH)mN7-r{B6Y4r5}1t=90uJg_cFYp?t3a58rJ z^OJ$%-`bXAlgoyOhf^alCKT)g@9`QX`8ceOtdYFgam=pS%y_?PbJla$g=r(BlqrPY z2-=;OkM7q@tE>z^K9RpTFOTh^bn4U}Sim+#E<3PXGi`fKaW4_qxePY>5H1P^-;aOw z!-HmiazR4j$8M~8*Vw4FYu7H#EW0=oK}i(pEV`?7^5m^(`Osv7Cn|Sdv7A9ev6Tu?(Rp#l< z(Ym=#Chf0oI(>dxtPF5qKio8($lKl36{}x-&$J;ej>NwGI$6p*IbW`05HG#lLk}#I zboDCDdS-F$Wy_Xn<~e5;d2WrUsZo{<7Ez&&zu6?u&dMt3wlEztM)gQ-jvbcpD#X`t z08IcW)gd-bOg37Q%v6EFbF?f*UdQg>^xdzedSlgkMg0EUte)FtVY-*#9hpy$^R|~y z<>)>+d#$RvdZP09hB)NRnRa((0hbxO`RU$JP5cu}|25j3l^Cwg%*-j6{t*7jwe$Hs zxJq?;wEG}d?$D=HDW2SM>aBHKAA5<<^yN%3TrKrnc6IFmvpTLlag|*|L*{rlo!A@} zeq7!=I6giuVNjQ>W5yCN)pDgGGZE`18gY+dN9%BN_FWc!`vGPD?&fRfUw*(8?lhPES}z3l%7+~8?M+gD`sx&)ny#ZkxcPR`ONkrI@>oTh+fBKjrCwGaXF-D$w6Fq%b)9{?j8AJ~6fPj9ksnJrN?G!^m z$Rb948(Z5lfENRiOP`JLdvG^~Rrd60&&;ny+k;C-r`nkun$8$+za!#D_UE2=iMqKB znHL9Y;%-i+^A>&nlv;e*$>|X`ekNDzGXoC}rD#uEM^#n7)f+Yl0(IJbN)F&R+D73X zy2NJQkj862P-Cs(=a#r?)v8A~Xg6dfngIZkYu)LXY`AB!Cp>{pGkZg>1mVjo5b%OZ z{Cm=2wsoF8{;XlO(u zV)oqHZehjU_*CEh!3FH&VZ}>d+Fr8#_FF;Jz3av26cp~?_V5rj`fOwi+~@7>-TCa| z)NpfAV`Jm#hX-C}es=aU&>wAh(Ke-KXc&Fl(^EjqY20dh2gMKpuiRjMW`dupE#Ane zpPbpVtvdG19)E+CQ&MMI_echB+Hm;G)vse?{Cnksthfgoo+sSCcaK~7MJyxFxOxs& zkIq02GL!7hHJjJC)O|{`Xm0S~R4f17oLz4)-QUV!G-DyuI@a*;@f1lqcVD+#O@GeF z$k?47hq(uiyG|JYo@XluY-e89TL?9(o)A-UW!}*J@j!sS?Q%2*1^%Vw<3vnygZiz*5 ziPuPtrh0n^SFaar`i-Lb^!&|8rTPXp%vniUnb^n-!jl=ranDM*sV}cLWak_z>g)76 zQdcI}ikvLN#Uy%3Sz1~;d{@!(RqL#_9;-wcpg89GQ`1bU+2#TLvc}3q?fWWs8Mz=; zn${-=tETAc7;Eix{_;|y(Q0Nv+`8j;e0^=A20uk4wr7RgQ%1KrPb9z1wJ zl2Xv@H2KZ*rxF>jJQ@8AEWcXVcA za0y5OENR5vn;p)s5FY98k3;M#WsE@56!E8}rA;__cU$?TZ+l0tXnQe<_Gn*ny0QbI zm4kx==-gLEOWS3l))Z@9X5_4#+`TQ_+OdJi8i~CMfQ)r1dMWd>Q+jqyEiEnOSB`ge zb)l>|US2A3N5rt)o~sx6!)mKoS9f<5o9v^YsXXq>&grJL1CJZ}$LAeBf8=G|yEg$q zLt0+GesZXhCnL{8c#B7aAMo$ynR{a1`HKr$32G^I1QQbwWuSA$f8FM}oH4N!*7|v0 zKfma%t_#nNKS%(b&W%;{ZXW69?pb_<2$y+LEkQNO$J;vsb*%1}-sKsGQF3Rn%RUk~ zgGE@I=W>N01I?VvPcb1$yN=&t=j0sp94USKw(=pbzH*fGW`KQ80RiQ6=gx^ZjmH8` z1a-5Wei#-Z<@C=D&e5={n#;NaqVZ;&-JkigpAYCXMEzji?6A^_6Tbr@L;&@K@@uqa zJEWipUsI@q#qM8EO1^tL#o`f>w%jo&xVnt{X&2`=DSPAu)^1kw=|;Bh`Peg0%F|n2 zwE_YHxQnkVk1vQhe|xepk>bX&d$$BB8rH70_2c}u@OTa@lCP)__1Ql9ViY$6P04dd zd{VLo_W4iw@7Jp9_WI(XV%0c$WaMjb*KK~nKQd=9cLT6%OYW7>3I3SV0gsVd z;!&3Y-rUA=ba+X*hy_2k$|1&W@nTC(=3D(9?P8le6fO+XJ4^j}+;nFfii?Z8X&?4!AZio+eiE`e+mthwy5teWdPUB8_xdvs6+ zYf%LZ1NIsVFrT=~Oa_ZDo*o%BdmL!WmfiD3a3X)|>h~IG9kIpk{{XL{?uOLW|4z2PpzY5x%Hvx2?2_7Gmii z&K^-knz+NIl<(@|UvD&XdTg=Yy{BFn>H6Tsk5Aq{TbXiuzv<%SK&^~fUE+tg5BAhP zId>ctG`pan8i0{V%7+!1nVB|1JFwbP?x0eu@7@yA!RUBKd9K&g-R=BfT@qDpK8z&l zc$B*Yoa$Z~I;fJUeg+jXf>Ek~Wy@jzsmbAHEiC%F>nqm^*!3xtg&xs6cI+4uX|=|Y zR3KauCd8+^HtpAVb^^>zEnycVJ+=goiHtZ`93JxwaT?%gzA}>gNXYuJgoH#_dwV#d z_!h_aK_lXGduL}tLn5Zh;>OglA2^_}iS4w)bJJQZw+K?EJT2at9ro*?#S@gB4w4*~ z7lK9{gR!f(Tjrc`-@sg_?^g?$VWqjAupDPyf%Dd&(cfKO9Sw+Hp;q24$tG>-owFdh$o^tdz z{@jwQ1x73*)?BE*H@N@u`t|FdkMr8%z3TUdIzI;UL$Vw-((A~AI%tNOo(dHe*9kwOnyXAoph)?|a(L6fS;F}X?x7K zfnbLgYYkU2pb_i24|1v{*I;guvUmFj(hQ^UR`_J=64RC1q5huPm%6y8@}@}Zm=gfp z3|5^0_`PPVmhx^%F^(?hDSws4dYX)!18>j~xjG&=GQP)GN6oviI4uXKR8x6raJ^KSZ&D37lwOhrQ(#4mq2>&u~ZlGLZ*?beE=WMtU&RUT8*w!XQF zZbvNP4>2hy9g|dLbUE)80_jU4Sk^qR*G&NIBjx#($ZE(nS~;>0@R}ibMq{h?Ab2=9YJ2kDWIkq#aLtcIvT55k zQ_zg3i|;X&0dL6K*`<|shK9J#m{fz7-Lzu|VM=9zD9XSNomN$?)94hf)~`cZ49X@N zL*zCGj$j)(4tdQL^X^xF683gt`=N^mKr|ghq260Q#y?SYKX7hTq!SnvI3!&59K(9^%DCnQz$7bY^<;vT<;{dsA2#fE4oZnL+6z z5Wm&QI->j-AlqS&$2*%Zc=8egKNG?3H0nZ6P^l;y4*?zXAs(XJmd9XcC6w^ z88DkEL!nD8(tVcDA>lF>ZC6`&t|g1X9%6+WKvFHV}jH zC?i8CRlk_dUxXl(O`A69gDaH9xRqfUdR$C@95lphCdrgg#F%Q=uV{CcHlr|O`KA36ZW(rAcABbD#jLGH6453 zualF9Fb@K$hGin15v%U<_JCUzq`r5VYF6u-scz)u=dbqMAzUS3TvbGN;9e~~SyImzt})64DhLF5SiORlb~~k9sKPFJ!CU`ntWZTU zk^m$!NG@?_B5pYj#Kn|PJ5HDP=E$8obzrD5T@W-En}9$KdD9*MU5>O3gr6WVchiPWAY0r?~Y8$S*FYtf7R&|Utwip!}wZriIrAh57li!NV1k%= zH0~7;w1PC4ZFbRRX|*Bw80}R>(-I$!h9~E45P;2RP|}BVQAJo= zY**`;bJ~i0e0=4O)v2ghA!226?52lS7xk8Tl{^FZ!)Rlgf)K_II+`eDXXhLu$bso+ zI^wELGQrH`P{Q7j%Mu19UuO4nGo>0;)Pbxm*EB@9MQ*W|KgzC%GPz=!e(eI+N`;08 z&}Fa6G#~<|p%hE?GpUJvP~y)s68(pQ4{kfun!lK6P;M{fMw8J*uEo#Uon6JWB;Y? zSS})Fxee-w0kA=?)7=brcL*zj=q6c{9+!hDTdE{KkjLVHn0-~I1+>l3s1w-iJ6>Kq zX*-7Nle7ex#GI5tDOMv4xYez2A%c!xejf5(hjWeI*|T9Gjy+rF2lW;e5g=J9kc(=t z2hz^I{AuFzCnahP0GkeYh;1Mp0q)cu+y6wPph%Vl`{t^us`0)EFH%j8PEM-c-F9#s zR6zD&hfnQR?ECl2B2rn?d4OWfXEA}Mv+eNZCy@PiAwH&!spc2+ERlOgsZl-#&g+ zuT9cY13^vZX>M*#8Q}~GzOdT`8zq><1T}lP3-6W5ixfpCr>qy2t;yg@Y%TP`_oK*l zD7V2!rB9uzB)sA6G?w){533h3?$^$!%)AI<`_3PKRD$R3(cS`804cX0SXar=(C~Kc zYMP^z-DCw$dh$XC3yhWxBw3)pkU>uwLqQk{P~1%#7Q;=MWOzV|2tchX3l>!)WFJdE zFfAGC8t|=TQ8;~hN&EcbC%(d>qJ3gw^Vjtou!uomKi+U;P61R(9W;i=0HjzrD&;d& zDz)aZ$CwB{u88n z!!k{xWp-9r;S(eMWSv@AG$6hgefj17XhvMoAn)pnGiO=Olcz2(6~ z(1(U;_WmKSDYyCc}pGKtuo!e=1qep%VtFA6pQ z;5rV8uty>{Td_r9b}l1Oz@+1JIV%Ui89|T;L_YWLTOA9%;=~lQw;Aw)@G=Wi`HR8z zv-y536Gs_htcqv06P9Krg^m^<1rIC!PVCZ=9xBZ&mmQ_2lH_9+ZlSiFs(d&a5A6+V95hxbS4WnhAvs zFcG&wg|Zwq_2OUO=W#^DbGJoTV8r(Z(*SnCgJZ!QpL8;;!m%J?7<4Zm11_(D&JhbR zI{<=!VTZiB`a^*H=k|kjwne#sb`qs)i*$f(Df{S43n!n*7`1F*WnI)5JTgD-T{=qE zNyU*xJI5_oUf){(+`6+!;)rLWUcN5WY(f>vB+AjyNN(6@<;S}CO%!he3_IBGl+(3S-q;_LOyfrWc9f-yH=tW z3m!z=6tL|%4dQ_aRemg_(x9d}O_&;G1_kXX3lbi?u3y?aGQtyQRmG$8QNOO7uu96Q zhO+p#YJ*S^SA!szxCQ$Lk!=tONY&r_41_Ge>QTW~=hQLHQEKecuGDE-M&q9g-dF>9 zw|0~K;c!yRVBeED5}*Cdzn)2?CZJ7P5fxAx5FGK(KNn76rnv3UDJK zYw@_G=89Jce)RYf5b3_>NZ$3_n$zJUi)JI^5I zLdcDPXTI$nnE$BJK#gNF5lba5zKWfoVcQSHYvX zeru;CrUOi{Snu5qA~-|Jqf{Xl@KBs4YSlLH*pb-Qc9vL*G%k@63;|lit}hHEqA|i9 zxr8Y5!YSGQqtt%HMv^9w1r&^pV+qhD_3PZXuiT+}OUwNHI#`+l0ELyl9sr~gSp}a*8_ekA)xNP~Vhn1BIn|}G_ zERoHShAgnWgAGuG05YAVYCJt(DBRfu@|g%(r?HF)2qtO@Bqx3_%jJC8mxlN-c>*vE z6d?o%m{h%SMtOJ>_`uBHq%|*>eB#$%f9+{qTu8qS06;Gjc*y)Tmd={od;oAZ5s?N1 zqSG5T-m3?(_P+d zoSX>?nV6+Oz_>?iHt%CZN+!zV80K=z*5lu|t`(zxI}=QS__@jg6iR+6*h0btex5Ab zXh;5^=Hk^AOiRBkVLSX*u_q@j>8jXQ> zyjb~LDVUWWSDmx z$5i4^ZJE-HiH;`drF_S-x;@8u3`X6b)2>=YUBaKkK7MSqDWQUHa~WMDmga{Sy=3%; zZmeBT?()BSkAJ^vaUyy8tD-&}d)DuCHr>g7HR307m!_AET90^N53rxrUuXS&pjN?k zLjK9&z)5Mj^1u!2eRt5AbzU3#Zd$x58W|(g-tIV7>?O0XP*=3P@!TJx#Y&S?%F!tX^QQgLjS4$a>H{oC9 z<<)F#UU-@$b#+~giiv?)5MOe2Ykqzkn6d1@ zo&PJ3=HVard0DMA@M)~(u)+_^XT}XLue7t*YR?oD5x9z$On}SmB(X}tQKSS`@#MW7arj)8k4C0V z6e(SZEe>MkBe5%&D3&|PJ9ganW1F7sl{GO@m0G@i_c5MT0G^84+ChY=gt5lJ$cUKS zq&cms2%9DX{A2rw&)|-&4m8HBOGEJh-bos%CkYP&ss5nhdq$%GJX`{vVyO~BDGH)_ z03p5_siyOV`AU54mkp6Iy|PDt&7f%WenYXYqYD?QR(pFpDL@$LDbJ6D zN||7wiW&sY3Pu@2!)Qe%B^@?$->dVLH+0{_)Nl}biw<-Ra!1=~z{j}0K4VEqNfQWC z1V^WV69J8Oit6+5VIMU}#wJhh^y$N90YFr!$KTf1rz;#LGYr3&hyC`YjZo;dBKKio zVW9~U&{@4#J|m)stNMj_cW!HWjqZ zW=6(7zNJU`?7kwGkx^gZ!rNb55b22r=luEe< zg=&a_=k@hfo}QQNB|-~@nv;`5Rv&x;$52r&5w6hj`%oY|)DcMoAJ7d9xNo zC?O`f)YCv7TX=L6v5O8GR~{vnCK%VucRnTFdK!PkIge|+J&A(}%5jf@>4H;3ux3cj zV6=Y|3ieP~nyz;&aT_0*#g_c(BmgO@tGD?08QKdx+2vGuZR33^_3`+)9qg+d?Cfs` ztZ?VE4Da5lO3`fJbBy+m2Hu8E&RON%yH9J@?@x#c*(O0H!L2O_L5@BZpJd%@RQj+E z*+UieS?w+|-x({AKUm)s@BKLN3;vTvTjI}T`|rpW_=a40RrK=ZQ+KzABA^q}1wRg7 zCVXAzK9D3ecX8?A{~?U__rrDNsD$tPP;e__)%U>uk`YzE(%8{u<4Xw@gwFrMao<$< z7Vf4%J{(#{m1Pxjyq*3$H=w#gjkTl{DD14COsuY zZnWWl-w9AaU^74o(+)Zgk(s~dl+e&LBd`BCr)=F?WnbSdyLBrGz#ZF`0FRY>lXibh zs9f3dm6a$Z@$~HiKQge5ZInvFkB9Kth&m83;He0}Ee(wk2HNK*{M93&uPU-Z-}X_+aGh0R={w4C zAN~pe0jw-eF|p>QHAzE%?Qgj-!($1IWO#&z*8W;h^k*KNn~zEpNQk(4m-o&0T=}1v zuYgG|=zi9vvOu|@CnDQE0=V%$JnZ<4C=RGb<&Z^)kr*sqyJF9q+nW##l)!h>|ME*1 zwkK;P5N0Ssi5UR(%y_xzh%o{zF(weri@yKrQBq*RZ zuOWgwD%f|Wr81T|UvD9x6XNF-m9RR*>50csf<)4s*G#_tYRB;nPODE*C=Xa*AU{Qg zDKHEa#&gTo7L8~WL|GkoIMcvaQmPQMN#6&OwNRD(B2z2OMBUrH5feP1fIBM2(ZhJ@owV4D7# zS*6E^`@4>hgMc%J>P)0CTgM9*BB8p%cW}mEcRVtZMe^iHk#`Y}rck3|7nH*B48PQhJM6Uts}b1YAme-tyufkZ?9{+SK_h4;hFEg&-b! zv|j)VfaaG+#`9-6XxXBz_2S|O2=~DTAVH9HV=;oFr9rwWsfE?j@b$!WlYC+|MAa3X2K;HL%o%M13b zHZG_`5%BL5A0aFem1}u&!od6mN-dQ?1qN5~WoJEwjkYo~GnYN&Jq{zjkbc0QDKcp< zyz|hr##R;+gjaBWuiPn@*`BhBV9x1p>f1M5B#JkFtlWckz;T?zvA1}@`0Vlj$N~RU z2>tDn0^1+qaBeQLvsfN6`Oor7Xa_Yv{~x0JRnZHE((^#o0Ri7p_4m{$*P#yydhQxt8kmnXf1)W3 zjVk_%t}^r$QT_d&e=WH5XAXLn8uhhvtVik|%Q2~4|0=fsj)MM{)BbhI&eSE8H{8~_ zXa39UIL9!W?^K2rt-O4H)?ng)sq_9^s)<~%?2q*sVBrbga39ys?aPkJAqp3@=2R@Xn!Q^Zb0|>LVLr4K8 zBL|LD$1y{gwxpqtlm0=VX2q(&rAM{8p%@yr2nucn$Tm2|4V)RsK4tiDa>AUzLDqyF zTaJC$>1jY(rk2yv3B{0RH-mY!Aw&_wB=)hM^VgfO%q9_`pq{WLC>`(IyH^L$E&w|m zDz@S4`lJA)`6wU9+~Eod*Az+$!S858uty~qPrA0y-{AZ3VJxqHQIMJ#X$AooU!e(d zNektQWb!Ov`UL(ALK0Diw#-Tald9&=twZ!APUu3A74i_q$B{xyklx@3|9}8B-r>QM z#WG61{i=+7+{m%kEc*l~Cc7!bcS3rTkSzP))v8A!>oJk4nyel7<%<>R7TO>-exKM( zw9}E|z*LHQ+fqzX7sC0O<~r|W6o87PbTG|K1vO_ZO2s~y{3KnW`~0<3^qE;92ABZR ziW&*i5V7)6BLM^kz=9S|3WIp7g8426f_gtly=v0H1IifG;wdWW(b&0jcr*mEEIUX~ zMDB7vaCh7Wqk6sm9LA6#(J^Wxhc-Ko7v|p+Tqvfq9_|*B-1FuqwSZDYEt_6|A%~n6 z{!tu;DRIJclA;$zfC%f5zx|vP$ee1>+O*G;czpIa zD42_hBuYuUY{+7P-+YU-6#$!N-=i<7!f53oGWt@5OH4fY1x$boY4IVn3KRnqa2Dtd z3?S`zKs-9coWcUVN`}lNmQf0*>0^*ha!CgWm}GXWOvM(a-rSrV0q9KFGP2Ar;}4dU zE@ttZ%a@h_OaWh19<2_Q*tg*@Hp5o}FWP9N1FDV1cS0vq1S=7oGUnZb3b-G;pdLto zG~g1c2FeJAg4-Y0s8dQN3`a6B7)bsY2$)~O=KCao@2YVPX9lnj8C-tMhP8sT#Jv@e*JC;h0ur&4w!P|j&E>JtH6gX}mVO&R7Mg(b-L*vgAp`|+> zH90e|$qpmycsXd>sY)obXz(k3^#^%sny52zrz-_5TN1PE2TNYRJ{~A&DQ@-&QdBm_ zKJxGW2Q4l8J$OiYlrTKw4EU!Un(-;U63V`Ibh2dTmf3}Q}ijWbgt zm631B3KzHlh*7-!dvW_*F(6DzN=meM`Awwi$h1PN+$ zKYJFrZ24$(BG=MZZCK#~)JPgXN$@9e0o{Vchk(k&4z4S)F9pk;(4&z=w~4&Dg0xS` zu3;)!J*F_m6Mw-r0pl=u=1tK*Q!bS(2E6)SJ zbeH-&B%@a_2UMM*%8zvtUBlL=*rH!kKDmv24~+xI^W#mdac+wXP(uA!f`zOl2u(US zKhH`*6{31;De z0xx_Tz9;{t_|seaCmRWcq#AFzaS7>N)%j7i4_l2!j=$UMIF{b>s6K)&=+>U^O#Uu@ zrGZ*b%Y|>&*axrvf$v?q&A&yCfAcPXB96Aa1@b^`bh^4#i5h?9kxTr1XQtBskx`cm z@yVNJv&_?%id)yusBL|M++qo=3O4&dx)53|vgUt~2>yF;Xr<>yZe>Nw!_!}@_E+@f zv!AoDP~#ubm#}bEdTUQvx+$xplO{pzKL)h@&1&>;=1g}Mv%0wvH3L3la(9~lBm(|N zUFGuor8SUo{L`~4ACA8cP)-iI+R1#KyiOOyhEfJi!h|qKP^@hy-@`6>s`A>RKbW=K zoAgv5Y)Bk0g-h$!{YY%Kuy07n+XZ{d^sXdz^_!RbYa%Hv zb{)SHt_%15$=UgO5*=AwM>$Sh*F8;k4AEN=x=9BB97#HL+w}#&qZ5`F!H(bzS6FrZ z`G}34fGyI0PfKftLXTu4nE=#xq&Ej*Z1PkqppsxpRFIbZc}l4}5$YAs2KgtsDGF73c?g^fMAhlXUYCkISHvl2UE>aa!0S z2;cBX#6F%_rLbB3zD+Kh#tvVK)QtGT0t5HJH=Dh|DWlK%twJFjr)7~T zNgW3VOL|<0%Yk&zz{#V6KhIr(Fo@-sN>o`iHcLWd&w(SF7*09Sw@S>zAYnn)F`>ba zf~R{dvwMS&&)oKYN(Y-08A{#=+UE5nO@k^RoJ1xU2xO$}TBJT!3P=|fG(qtT`$xhT zP>NuT6Db`0Ou(JszColj@!zQJ(x0fU?RlG!J(r-tzLPzaXeNzLijPN*f!q)nAZ2 zP;jKJoAvH?qwiE-_AwC9fMCQW)cXud1DWxEkq$V-qZY6{$l$MN$q+#z>Q)tebR{ipf7WB2l z5(S?B)z;GAaiRjaH>3F=(#HpQ{*WM!9&Panja?o?e4*q$|79uod$#={Zv5qvkngnoa9cme#AnC9 zPFAs$=97Z|GFks31%6Nf?r8$=+TR9NRVChAb?C(Z%|Sy3KMpXGUMVjhC*x04lRv2f zaq+5-!hhm{{!|d)3W%aCEI2A@KKiTt!V0GT=d=1h=1~$}UmsV^syuj8NvjO8|J*$D zavw{d1)oKe5Ih$CabSJRC(wYbfZan5k3o|@sW2!M3b*}d@SE`I`G$suzIy%oAk2-y zhaIb$0}1>Id)Q=Cy5DIecZ!9AD5QdTG6Ckf4{p2L4cS(cG41TDuPxV7>I_OM$j7|E&(qd5AC#M|nSHSVsW3!QcN%#o zFq}@^zG__e=!T09_E{)LpWX^|xkWPsS)ZJtK#nR}>M=%v?nfwb6nt^8zmS3WALZ!b zmK|g@Eh<1xgO<6MLOx-UJ#+}&X|cFL13Wv0A6_>19dn34aj1j%mxY=c(!K+!FR76* z>av3-07LBH2W34vIiq7ul1{cNmC)SC)mNo|4^-aQ!4Zv*#45O6492h!;B+*AbxxH8E%KJ|gF zWe4lkx9;aE_{Bkx9GGOAhw7Ca_yAWEkz_%p`+e+%ky;amA%{FUSy@&J*_DZHgPcj) z{m){JDnd*@J&VGE2!nY{$UohzUJm6=Lg4b>Yfn|~-v|R2lwM6yhv6lMA6yAY0yR+# zVjvqF%bbu|i3!YKWOQUyx5j>G8l-*q(2&mDc6W+@897kJNTPd^~c9P1Cg>Ycku3aOBZG$Dw zye)JZI-UUDkTCu@Hh_C@%YMxZXOy4(R3Dc84gw|-zz&@Cu_QKaZ6FQr*U98VylyE9&H9;bGCr9u=tAMy7s79*DmGtqj6_F(;O^YE_kw-5JgP$dAzP;_hxc_i`2ax zABdqG)0TweIXbSkTl|?Ru;gm89V|)z0nE-mEW`_mG9I#PHI@(;CIvPy@^tDKK;t^W zQxW_wldx^3-@dft9Ilv~4_>bMbNI|sa_bz2ru$vzC)8k?D7gN|S=R3Y{?+Z~evwI9 zta^H4qi^@j)aNfmfn&sZ5Qfx9LdM}x7(y}Zzq@G|EyV>yt)`NLy*&2d-KQFrXu zd^@*zw}S=EBxi1xkQO=8kvaR*jc!a*hRzSC1Qq82Et%Vn_P1G`LNBC)s^9o@FEu5l z_Sct&OIISYQ@vAz$H+r3DKRh1mBuA=V0TG&g25fuk;3yE)=s{Z?I5pR&_hZ*PtSD; zuaB;VCu8aFeqfCPCIBN5`_breJ3^#buU{Idj2pa)60eA6@ZAdc_d56DFfnaH;!C7k z&g%Jn^11jx0upP>v=d$s+Nmn&GLq|hN3rxdaWvlbpWEgB9B88u$CD^7sgcB^i?Jh~ zE{WsEAr2q#h`5n${liH>>wf&sJ@JD){a}U_uqIe3q9~6H-;)xoL^^&~yYTuvu z@7pxx%4Ca8b#W-Tj)ZEHS^oJX8H{?GBB;^TMw}=^76_P#+g@i?%9&?UBhCgkCe0-60Nn<@~ zDSpl_#Mg@sh35(%&{&f#Ec9{N_wyYyj>FekE#JTuH~h|f^nM!1%GA6lq$G>g>nDGR zN)|N=isx;fy(;xpLK)U=C3L~lI=RAa$Vv!@Rp@I3SsmGEr@e*Lzab&qu(m>bUFx%< zu{xQ}dh_PZ?y`{N_A6E(k3i9GpHHLc5;&Iu<_m(j>ZW&*+$emCn?gT(Jr=9>Kv=oE^%=JV4twZSMT1T(?FE`JW|H6W( z<>-`y2JzOCZcx-q9}w%iM@A}AD`j?l$FxsAqFtY)IdZ5Au~5*VEx*1G~Asl6RZTQQdzAw!-x~*Fkd&?ci^juh{X9nuDENf*2nFojbYR+}wQ8g=rws|0A?+A&q>bC`R?D1F?o|>4UCwm*M8?2W(6g zIh?WeyH~YfH#}OIAT`7wRG7jM4xH#q&=*8%LcJ6HEs^e53&g*xGMb1l1iiq7m~b2+ zDdQ}mb9~iwIXFg~#(;Wcr~nvo0C-wkw{gLJbX7+6Z|1GXOSW8qXd(V1NBsSX-gbE3^m~4&>Ts5BxZDvL|Eu%1!^&vmBzVS49voxe&FhwZilXRngvEZB1SIND0c36@E8>oYDy zMMfHTyiq&oG#*GSS0sEWbU+w5U^bAj4YFE&a>U=6WYL8QFK7)^cQBh7VogV940E4X+4rAI)l&))|m5x@%(F%29Q6^X{_;amZS z5rOKxgU}tB#GTbQ?^C}2x}E*QWe;+o6&$&b(IS2vfKS!^hT9*LInI@S{tOLcqY_ti z#f?i#J%Ssm86(gs!m)2(NtKY*n$$Nqm} zp1An`wgKJw{ai59HRQ-X9z9(MKWd;H*ZK+;8KW&1H$X2j z61FyJu=E`_Y+KYhb%h)5YxoaT0ji<@kP~>&T3H{pt~c8LPWFCb!6f@#LylRbc@oFg zq8xV6D9adV6mmkzVrBx0upn@n`e=~gAo4C5yoxO%jD=#}b20$~azu5SqjI?XB z0cEkUvToK`fFDl)kmUerxu1qgD~m@W?ex>cTwxG`u0$M~cYzo;#!wDDgsvC>Z0-Hv zL3?u9K40m_`)4NxjbOC6utb3%n|@A~-B-(Q!YEGZG5Gt5vIa899n^;?Mu!S(5|z#(2QYe@E)t)#?asgOBf$kB=->U zq$}RCO|{!|%$*g6i1UE-K`A(;jT}M{aM*FwF?SKi#6@do+8CAx34cG*PZlLLtS0fP z?}0Aw!Ui`DE%uJ!dd`t@G7U5!ZiuL8fWxe z>E(mu3YK3NfLkm@goH0tw5Yr&Rfzj=j`S%SVW`1zIJMY!yz)Jv)uV+52*4+D2(s9C z<#F_ODLgH@_iE|!(!h@oeSCTxjzPaSnI^te<5K6Kz+s1{L&7)!gZM0=wA}nLcKpn} zF;{dhYVAa4I}S)D9vT9-ka)^6@7Zo5#9WlTjm*RL8RF-c&N?C!@L5(ft;d@ zI81sX$FWT#1In? zlnYt#DtY28l_Kb$}vZVD`Q(<1(wOld&FGx$Wxr_nV+PJbn5 z5))qx!nMY)`^q0JmHpc>_r{yIZjsYt2&Gu+ zO{L;=SI4?3cx%T?I-BHpD0_&K--G2?irenlfB2^`VqRwwec!smq6mTo9upm^N17a}CSW`CUI zB1eT`=Bd~tiW|)}=*wlNGAbu=@>ev`T2S>1#~_3d{6nS#`Q}xoNjTNG;<1&hUrxuj zWhTdeZ9`2x%asJlsPMY;_v{54q3(G@Pa{*xddiB{rc$pFM!e|<;e|03l z;S|`c!+zwr7;Xa`3Q|T|0uNcXTqNs$C#8K=VY43+Gyk5Go(HfY50bt>93*p)Q~{Yd z5Ai)J1Fla+Rb3K|V*y4Xyr>^|NpB+h=zDOOs-QuM53gnJgkLIx!@(b+IDAM$;f%w# zo~AT8>-4?7G4==uu&;sT>e-%(=}A5JdKElh%sA;z9~5X00-r|KgRs|p_)9@@-~>53 z1;iXLyr{OxP^|8f-pVn1@JSDpjmhBzsi!fqpD85K1B%~pJ(MzALI=A@h7Jl-B zCLE3Wi48~A`QWI%6H-!vI5{xCl3(JC4R@qiC=Q@kf<>G>01l?Ggt^s1eD2F}{~64X zQjqz(Oq1NTCKcE3NLM1Ys00nYn>I;WYf_3i6)8P=;>1IAv^+#Q%Bm^GlM8$D7R9$* zAqke|zWaCg{ojlJ|7ZI5e~1n=|0@aVJCpGL^Dnx#xcsZ?mLiQ}%SbX{6iK-g$r5L; F{~!2HwN3y4 diff --git a/automata/plots/bias_GEP_1_annihilation_creation.png b/automata/plots/bias_GEP_1_annihilation_creation.png deleted file mode 100644 index cb68edbcdc1c6286e642bc725f862aedc16403ea..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 24048 zcmdVCcU;eX-#(swA~}r^%85dyK}tgz37?XZ22G*T-g{bQ$ESs&qO?oeJCbP9)ZTlc zrTsl#pE$4cyzldS{jU4|{r>s&xUNfAeR_}Acs`HkaU9RrE!k7YS1jAOjE;_O1?9w1 zIXb!pU37HwhJRa(pG5Ck!i9f?EF{iaoH5q6u+}uwqLbFNFflN;Fwnj5hn1F@xvsGh zAGZ)U@9sY?TUeNw3-j<8{`moJV>2C|eG5+{;v!2;PMkBRqg$y-{yQ)9V2Caqothfu z=wW#qzy5lA2ltWLylsJayk*erFID+dnZK+bHIcD0H&6GxbZWQ<_>*bctog!KzM6M|{(s z((9<^Q^ZRzjt8Nm%a-TXUQhdu?l-(FzRu2{$4vWX`5yrb$T#QbEwrHhV7H441Np{f z(eIz;k#Ann%@-#B(ycpmXbJf@d;YJB(EaZ&BHLyl;Ct-e#`f}(x+G)&ngsow8X6ka z1_F-b?LMcbry^D{Ge>oGU5+a_v{kL!s-Up2{FP>oe3%?tN^)|jepPg?`le`RTX&Ba z$L>*!w9m-Nm1;Gr1WPiG^i&kg*cCnDe_d^$9H%WETX|EeAWe;~Ne}O$S{ZpR?owR! zX4j^s^9gztl2Sh0{AmX$awX416U;kLWqi-)e8Q)5f8)N(=dCEbpIujM+NW2(>*)d8 z()f*HQ(wiU{RB^s)tS3%mpqF)d~NY##R9MV;^NBVTO5ND4Qn}gd1Zs8d=yPgUg3p8 znE14JZQq^~=-ANu_D0ScnFE@}RS`-&Znk1#V&N)D(dy3ABMt@We%1}P$HyA%V>pze zcl#C{`(wfO(^E~&8Jfpd4HGb#m$?)F}Vi5IPR{87wP#D`yz8@ zLciWLk9pKer`Ydwm|U?)x}T8wu}%Ap%7;o0#>`u=Sg_w*Q*D!g!KbdzFDh{N@$vD; zayizGjv>n!IWCt5QC>PYX+Fi@Sl3(nc=KpPzm)dX`|x1vvZYHu-&(UX-l|`Dq_;}O zcfWDvk}VERUo-KZJr9qwd`wE;WSsuFIUy}At-*QLky856W9LYgAU0vPntWc>9`z}8qZ-@u& z&6=H#$w{A`9(1n3^1E>H;!wum`%T8>IV%r3RJZ$ZDC7sKWjRfkho0WXa#7ur5LTqeVbb*@$5t>DA0X3_O2aDEKGs72R-kJOox(?fdKKXx%gWBI*d$OsG1AL3 z$-G6-%KUL9_^!;{ZT&wRi}mVCy+!C~#jjp0=q&eN~? zx8R3^S+kkK7%3jV&eUetP318fSq0p^l89(uV%oFnoJ<41e*HRsEcUIi{b=N|yBh-W zm<3f;N(~JSdJX9*iZSZ_p9bC+ zYhvx%wLx3OU3YPE76kU^Mh}YFeh-@Ni^OBvjSWP_$M16!P%?`e!u9)o=C`p(EncxP zh)<_juw2BlN8VmEB_~*Kcj2B9w=GVen%-PvT)URl*x0z?vzFrMuZ}p`YQTOut*

      FM_N_TcyTHtBz)vN0Ggv){bP#IcoL*oD)or<|RQjqM{wQN-%xnU^O|OG@Tz zl{}mN(du6FO7mK(^^h%XuSJ%?1Qiq%NXZo+bix%w5R2t8#qwrmubn2k zcN*3vO5?v=Ce`(+mLC58{^V7cu-F{J_2c~&Y7_K*p6oZ~-m+y2{^%s4cV*gOW&|=% zlvWery*%|H$jcJSmIVN?~ZmfCt>L_Xvc^F1cMW7s1T(_@W8i|VfqV_`2} zw_DboMYKHG^dhessRLSy}IOBZpC4=$x4^JTKjJ;SQgrx%fN_I?@ld^WBm0gW#}K=#K0Mss-qP~?F`rJ)XsvM- zCY?lMH?0Qy!3?qv_gVFwWpdrh-nnwkB4Xba_OQZT! z@;YVdwnO`LOIa5!UMxw)s%NFdq<_Dy?(j_l_jI%y{(O7{J6u2ClU?ug^BYbx<2sY) z23LyxIOKkCCi#hgVfd8=OY~-Erh7_*?_eb;gvkZpamqV<_%O-5>bC8S!9hWn>yk~W zL7}0$>;<0)nZGP8E2~H{)<{W9D`;%g;8cp1KY8+QxMEcJ=@-Yk3m@}6*{gNiD6L-r z6J6B2Qif_VJ3Yq9!6Dh2=Uzo+lN$bBz(f9UFmp26C~Mj(W1=TwqRm5Q-=z<~*W2|* z;W=|9^wm=>!d}0A9o==(M!mbcdr`xe!o0lB*OTwC$+l7ulXnew&ZvC+_|XnmAIV;@ zvMV-^r3|@kka9N<#?&XBbbVo)|qjkS2p|wQ;|ZAJXkh45!AMH*f4l zDwLKdI4xh#Ew8Nncw**tZ(H~jz6KR ztILoTd-Z;^c}L-CfTW5{M|(1Ql2TG-B7^BKkR`g2*AfSnu){z0k|kRcA68mgI!w~U zAAcN*(}Laj8C=f-H0v0Vd41g+c#I%i!JYNF_fiQ_3I_4q%b*8eRFfH z!5iFrtyQoQ&-@|D3Fwb+FCQPzq%A_b04o#nMp2Rx-hJOP;rI@xV-61Kj>;Ifd){0s zH5w(4`SMImP4`sBXbgUBz0zNRy*hqV}Wv(lavp3&s)S?!{ir+bG~$6nZA4m`y)zE#O)~bZzb> zZEax#m7EXbnSge8XQw(3j_Rh=?*8MCY(dkO>y8sj8je~g_7Z$M8UIYwek1kno{R4V zcaL@W8Vex75At#iiut6e@k|-y@ZL=uNG zi-ACE$-&upncl`M=PP-USM_%H?MaaK6=0a03^;s^Hl%GIJr+5sA7-&_TSW%s2LS9) zQGwcM?)~Nv8GnJPsj0hpEcS)Xj<;^zazz@=8Fsce*mHNPR;wxdiYu$z#R)8&d%))} zB)vF}DJptvZcuXCyhwKMr(EW2Mqgpea9~VE;3@>cvr)Mk+S%KLV}*cD8wuV9oj%t8u3JBgb1XJl!T>}3voyPkvPSs|5~ndvj_SCE1*$XuL?vf*fL zk}-B%M%&<^vA;TUXo6v_Vx!ZfVW!rBiLMu;rq~tymp>hH)eM#K7aQ$%aw0H0-q`KV z$NKf()yt;)lNvd8?fM|rrhdvS5P_@ANj2Hzaz(h8cv^Y6{G?g9QcQH`Gy7B0PxgIY zui;?&vF7%jh=>TsT5TPj-gmdwjX!RDpRodtb*eTr z2^(WM=yag*TaOucos!&{GhUvaK`5mF2dAfoN^U57TUh3mV|xi(JT?ZFL!uc*;8g#t zL+(((lO^9-{B*g)-s25Y%->mZE?&H7`Mr%I`Zaq2!(y*kji4yG_T%asAwbad6$9Y*86v? zbVSWN?h>3t-~h1m=s>>Qsibk$i|_A#ernwihNA9tf_@c&=H)MrudE0=6Y?ox2KyKx z|IDRJmojZnpFT}$-Z$5lAg*#v4&S_a^N8ay&039Oyk0zl(H$$F1Bf+2egR)+CI@>z zAKy|DS0WaHg%P2WWR!|==C<`n#o9l^&CNaD6Rn<+nuCIDMrEhWvvP#5eRvkBN@|2z zdp<*q`L#lP@}kCm_D=VW>&=04-00*#joG)nTY8U0RC%bgq(mv_Mpp2hYSeM`IiIkm zWSgeyqVrScZ8J_Q4VDtQ?h)Z-U2k@9@IqEqdx1}9TDL;OU>#sJDy>nYr1ht=z6#e| z_2g1fquwYAk;qToT$_3I1oZP;_< z&U&8Wv1+B)F>RLodF7nb#oQy00V{yGMi~=I((29JMN*vG3VYuU4mGl=GQ^{rqapw3-Y{$;8E8~`nj+CDvkO^rjbcghl4|q?M zIKar(g8DVjC6-SkvLS)T#9zo=mN7ds`2;EMrHuc8N#d*IwW9_$hx>V~hQibL-{d%f zy=s)&y(8n>`%R0AOELzkQ9SilMwKD9CS3ZsnoA||BmhJhK~zy^W1q`r&~Yoev5KPZ zTfd^*cJ{JaY)Rqt#ghYjcb@WlG+5K1YFpBqXXIx1jMpp2Uw(+}*ln`EdwAFaKx(gsinFux$UwbHhW(hL zq~vXUA`obmQ8-}9qD3E3ub7&ej(7Cerzv3*_@sZXs>l~@HN~EHJ8qyx@hL{J+U=v^ zbQ%NBWACF!X4?S8STHCi)>z{&}FUW95uHS;B8y#?i6Ze|uKjCtuLjvj5ZKQ(s4 zEX{1NHmRh!uNG^1?UpTrzhAg>WS~>6Z*1d+4QC_W@7}(3>mfpt*m&C-(cw?xxuZgg zuYvCrqLdZDOr+!tYPEfMxI|*EjzXqMwOcZNf)9U{H0~e z`;ozckvjD4V;zG7w1g)g^`Q0xz0uPflT|5maN5&&rrpVdycuTT{e9+MlcnO(b*-mP zZ&q1W8hi1$VfE|W=KWqzo`i$H3W zY!QmN9s%=$tbStY(xpBQ#;Bj;&%c>3`t98s4pTYWKHah01G(9n5IaY72|Gn)a!8Fr*^s}Z%eOdGP#7QNI z%~k5YTw?-EQ#mSPLO~GD0sta1Z;P`k%JZ~=tXZerygdDm!p9P3E9?&MIOP}m z=+Op#-O{6A4`L5$7gbdyWp`?=Prw@G6cbY?$gcxDVewNDPC>!5C}t)wvcpJq>usjL z8D~u^o*x@~@ZiB6F_v$QKPGx(MsT|m`QzK0?=y>#+FFVV^2025ED{JqWEgR&H#%)V zF67ixyjKixG1-DXeXA_ELJ`8rOM#jKZzv7|^D}KLB^0Ji=9kGFj6xP8Asgw6$0S92 z^O?N+%n>L>LIF}o^JG|n1c7M@nsNw>YaA0zrJ*f zOn%1nXsv{q0eh%h0YM+Yt%MK328ajgfc_+q?jvrq? zF-;fg?!wS?TkXq8NluP9GQ=lR?_!LB*zJdk_V?H8l$DiP)*2>}1u)8&n)1wPLYGTD z{VYN0$BwxoD34%l^zouf3dVr^@lMlrE4GNKVym7(mII;-B8*7(rm?j*fKz(!@MOw@ zY9b^e$G&~?3zjg*ruqpXz5tjf)m&~O?LMn(^E7n?Yt;qdK7dV0D%DuL;-tl0$X zj{{&+7&Z$AtUNd+iy2%-PcM%Om)~x5%Hww&6|grQVjG*OcNGXCW-=RuOKWi6?S%Zpmzl* zFWi%x^7*m#X`ll&4thgGtZaHv+Lh)%Ml`12pQarj7!`-MxA7|)iA96eWW z(|V5}4`d=P_RfhJu!LcVYol7j{k2NS&QAnQpA&rGYm`a>T&l#_*eLWm3y}v$X4?m% zfFLO%w&1x(fM?c?uUNXg1*{^LiY`JAA(M8Td=!Av2z68#xGPXk%2&o%KV<0Js{_02 z_I8;;sUtLeVjL^B-0+y*fAq09n4q!{hl7ll|UyK{KCH-0J-e5n{Jdzc6)c#BXO zvGJn>?8ydRy>Q_|TYI}@_1HnwP|KDtFZ=PWmEW}GsMe)Rp+{~kBb0B>o|IkpxopY& z0P)*(Jl5H#mA^JPBqZY0Q{f40MS{wnlNU47Nj?C>+vY0(?uTe-5_i_^kY5OqPu0S7iOcFsZ?7+{NwtgsJ_wczmed7_ zs|-SHVzggnw{^mj=y%m|Iz09o3p6wuIqeRpo#tMiyOWKr{dLs@@XT~?Ugf;(1Xu0> zI@zo5-oMuy?)qGlVV@)?Cx9Q>ztbVmYqW;Xe8Vtoagi9CwXGPj+&zmKW3_&Lv zY4_1sXJ4df{o|`9s4q#>nzKp;x9;32136G0uX_etF4UV9aDD&! zl_X?-EJV;H9s1TlZX;N`pfSIXjw(hdM#US}3WRX2p>t`;=CYqhSCuYg-XWMi)AhoA z?WRq>#&+`ZnecuDW04$zNJ$vEi^e`cf>;~`Jbp%uW!$hKRJZIUJN7VO2r0Q` zBMTPN1tb$`w<;YB|CixhbBkryr^A-L zl@-8>(MV8Tk9D4XMs8wjS6#-dUATcF2ezTV5ut;Nm7($N4M(~!VaD4*g78dNW|Jx zJXuq(pE=LiQsf{FkU8ur+TU32GH-!=lrlf5DeYQr?L@w-aHwyENOfs&!Y=})fnI6Q zEnrSQgqRny{3N}CpsPu@jT3j-jBGX?IfI~TIox$RN+U}hd&q;82H&ur7q4WA#D?M1 z2uNRzfg>9JrI-|;%VjH9Rzd0x0A@nm-38FF{n%Yuj~&u}W?|V6w;yMvAPAN0k8v3P zE{yFeUR!r?U7O*~_Q*!*{q^#@Y13?qcxzHW3Av@crzae#wnlRTTjn5>tL8y-2li*r zo{fIP(|6rFGT7H=Krk?%pLu3nn%pU+$+}cX_m@|8Qi;At;>!|-&7ZLT zmXD;Y=Wc!bslTJ+B}@uLPEi`30kDQW0HIW^qH}#4bP*~m#A%120|yTD4Vl-fN7mmc z;JB|fpH9|~M8Vz$%vsp0SFaqZj&wFuOp_4Zw->qd1t|_=G*<#c$jUxA_3QwW%qhn3 zXN05qNmOX{-oJadaDN7`<@z9q&7%kBw-HthYsf!BS^e~f=>;baSJ^@57MZ&8uB>e6 zc|W(RqUmlD4v)e@(zNUVcnZ6AFC`K#bl+TEq#S$U2BAo?(J>5X^b0m6nghQx3f5Ot zBxHB5Z{RJdHcO*+T1jPn!X!Y9@Ax!&p`W$7c3mEAIl;S0r(553mDX11Z0+4Al5?`ugbT=<#A+na6wEpX-G2fOD3B;#L8A<0;Pp z$Ir8`1M5BqX|#C6tp*0yAf4?19s|fyfZ|hSsiG z^8&j@88sp)hFe-&iM6D9ut^=1BfnAISyB?go&rKRW_+lVlaFsGJS&dy7|`d-LS&Sx zUu(7Z_ea4#!M<(V5fZA9k^vh(6g2D_0HaM(Cu=vd-vd@sD109pqG`kQ8_pYx0D@U| zmrC^4B%Fa0VFaiJ8{kdqZr-jO5#5fqA-Zhn4#DIyTFSeBsoQo2L2 zd+6wri-!jr8$V2DCF6NEfjr)egmo9ebkqJilWTi$6Cwu%);DC>-&@C}ya6%6mGuSa zQ&%WGgz_9lBKnPY;2fp82 zwRY_#qNZVS@K1~l8iTF&h3v`mQj4 ztXjSL!T~s&ju{vjWGerZjyM}9!IS7-cXJatIf;qC3oyJfSkh}RD-*Dr#o0V;M0G1> z(3>kLix_MVmhjTI0^{^ES4&Ou*p# zobY(_^>@)0-ev<=%@$@@yH9d+`=uq!pKrI+9C%M5T>fLQ3?S0o_ z)!Ly%+;N_NR9Bb2xhB-=#X;HOpK$8bDMgG#AJe>!?EyZ#DfKmu4i2RzsDQVf$ zb~hyGL_Pwl^{J$xr;=)T=!a zuIS@9uSt?9`OJL5YqS?FKEDB=yV&M@z@@myDl2!p%{lpsA9(Lrw50RbGc70x#3mYA3wic1osyx}Lo8Dq8`98F{^id0qUp&RBP*K!@%F!Ji;Xmkq{(6>rS50;#qJAi=PZ)h zOa~4G-B@1qx7YZ)i!z%@?hKnRm(B@k{S&Mr-z=NBuUC48xof$6T*Q?{rYmTMPC+TrbbBX$G6&D*CA$&yR>N zDD(*3rQiJahH{!!6bT<745~YIw6qBHA+?2o!IuD(z_{|cje9O!&ya?RfUt;)QOdfL zqx~BNO#)aPhfi~9WY&fCE+@C%WmlJ*@!M{d#KPtg*iP4O-W&<~J{;f~f9EOoqiI3W zQxPS?*sxA17qm|$$(yTJKSz}B4)#$mVoy%U{%aBH$OA2$ty5!T; zc(Ake7G=_Ke8wi}HfCnPBnSnN+unD%&%@ds)=cDOT=duDa%T}+iLg{_lqQXjc(bzY z*pZLNf!@ksD1PLK=c7lLjm0R49XeeLY5%aZSCwjB6e=yE)F(#vyn6co}HP%;FGE)PU@kj`2rC@he=sjedDBP%YChji~4oqfkN6k1};?*IHbQ! zTwI)3&WJZRaQgF$|mqW%U) zr_CR(%_XNfc8Of_-=uVtxr}DA*jIYl%7cFm*WalOn|c53QwW+LOC727Yc6E^YrGb> zN`$kjGw;fQ|4qnVO202{{@D$4smJe4t;)otaa@GU4J2>!CjaeKOkDYNg1Wl?;UVA) zCzDeApLY)Ynv`?t>4njB>yG`Jk5O-u4gQ+_|7+STEek&N)Xa6*;%@_?=snz@^tXX9 zSlw_F$kZeI6Q!~dZ(k>396bya_&t)_l1Cf90(|9b)z6t_!- z&szxpR99qQ{k5vkohyAVAtbKo{jVSXy9E{CS-ps^Dh)3HZ!A09*YNTQq-`b-wNB#D zlG~?|7PoDGL9o}#m8d2Aw+4~--u1g$-IWV?n;<|R3ePUQIbKuShwQjG8(RuHyU;Zs zAMyxTOo9^0xC!1Fbz)n;p%vpR-v2VYCa!ns!<1tDwrs574tbfl7M|1{?ep8p zSN5+T0>b@$5=jS%-Kuj$d9xmfeD#X=XQv0lko`yxn{QDEFC2$&0*g@6K~Y}$F)!~p zatdMjfMz$>^nHmHM~Ur&P(oblh=6Oy!f7eQ54qtes$+#DBQ@!#!XwWOVXzK>)$fZN z6d$2N=dM7vcqB8D@j;4zMj1E%3!+T1RyKvz-41>%KXTs&#VUy?Fv*&Ze4p!E8fzkuLbpp1i zZ%@I4H5v#ZKq5nrTtE7H(T+un+UW&+$#Usx8DND*m*n0E+(5`-BI*Hkg@QZG9Zey{ zIc($oF&-WsOS{RRpFiw(ct52gT!GNhjn1=bRFY#Z=G_;H|A^KeOnYBdl$)z-4~l38 zLo*GHz8Whew(%c71m|Aw!NaX1gZ_M%E=ElFbvrzzjK10k*u63DHV+67Ks9)?r-EGI`oX2L=~s^tLVJ)z;DX-7ef1w_zhC=nbR z8L604m1Drs^g7Q@`lFlR&30Nj*(97T-E#Ycg+)AlPIA{2P=JON6X99VgaVBv?9B0A z^iNnglBc87hbf=-%|F+P_>~JEFwVDcBoO}!Zrt2*UL4v=^OnE(FGZ$~puOTo;eGh0 z@?WvS#MQhrs7k$nsrV`1|LeNw>#!$GB~yYAmi)?bxe~Cz{$r(VG8(zh%Ago6GZZ7E zj>-iETWQhVh0jl9=RKCEd}0>6<}r_>Mx+hEzsd4*72sc*p1eb&CdvunOJa0e{`?q=1#2*SWhK&MJoEV-G4XU3L*C7mcds1iF*d?bfR;oLWC=lJ0Xua@G zg<-4W0eI961}A7##_SU}x8d2bEUKGZN zx2h5b7Y&1eGhRPjxGCUQ8Jbn8;qqY@PJxcYN?m=+g`3D#%J74L5+Fg^%@zbMUl@&v zsPe)>Wa2Y>KRN0p=_8QDa`x1%EJ~e60wDvm;bm#a0tfA;F0!hqrJy4Qb0> z_59%i4JJwdTT3oA2#>1&Dc~@fZDIr=1N@g!SF0n9P$1Z8G7BNw(e)CFnY05DCml^2 zcUd`HaG<4S+j^fN=B1?J27-g{*;V9$0$4d7&U1v;7_OF<2*V3Hv+heJMj-=ugp*p$ zM9tjVCv&_5JMj1|`YzPsXXbK^LX5g7MA-Spzv;wPdwO|k9l1fS7cCMjNqH*#SZ&en z$fJvg;b2>|Xi;?@ZGd=Ha0TS&(Qoj0?LsdB)#7W@;S4ko3B$rl+HEjUz6#rL8JFIo z6!X%Z{%v;;4nL4jjVA?!WZ%U~B8~zu>;khu92{_$SV9wnW<+_i=b|f-x*l=4Cfl%vAi0@H4WvR&K>Yb#1O16|4Xosr}^a>{5vmh~_jY zDtZonEerBz4G=xts$dB*$rKMv?eR(IAxI?1*Qi9)^`U1i`1KbLY;T5%@Wg z4DmB!-XIPFKJCI?qa!42e&zAvhCRiL&y(8__Y9EJUT>0d^VY4?Cr_TdG6cIa`VL0k zF6Zeg78&$pbwuwJ>AQt=ABH`rkA@p!n*m9FoVeSm#QR|hS%_%nz!t+FclvjMTA%ou zv$7pRAl5UXqKF=|`RV~OQ%yDCUU%MfcUQtLgiLYKzoWM|0-}g6csFVga9(~%NeN3a zTNq>j(n^LM)o%!^>ei&?sX2c^n||>EJ6DL&xy=9l)6+j-i=tXU%ysKN?#_}>vK&1GFduI2(9zcJ zflD8qgv#%4_&=;d`xB;=ebVG>(;MfkBji3V+m0Wyz6#FbhN~-dB85?15K%-Z2BWi$ zLS$s3bAlwRsdWH(LLA93IQ1ElsfJQpT?<})z#yX zJ~c<`cX#VbN=ojfRm$1AbNKY%)!BbmtzRGUlgBb~#gi^w^H&5{R~Hm0{&&9Oms)|M zKG9I9HK}e}O6rrpYA?^Y`3)ZNJ)>^3wf7}IhZlx?(fmo|oBsq`vc%C4R_{Oz&`LBLtOdE+Rc9dUrlznXL%fr{dA(C`X+j0>d13{tF5w`ekxKq z4@yhT-e;tvRkzOWywI=5JR#+g@A;9*?3%F2y#LK99-TjDDLGXV`Y<6te@co?&0D!t zFaK?5{uJZDKg=D>VZH%%xTZgjXNZP3i*$tIM1jxnMMc4nB)pqU9r$@-!vY~enl|93 z6Sh|%%Te`Sx%@}%f}dg$c-T|&5dYyLFP%x14;#{$g=!N|`cTmI3bul@IH81iiPp`- zR3J=nhQjPf8072==+wg>w!4SISG`fhDzdDK5M6Y#@xS4kpg@okI((gwFdT8}0P0{` zlQ5+e1{zrIf{_}-Ok3X*gNoH)LljCM4%7mGwq?W+OZrF1s{-f8%~dzD*FldQMJ70N z_Ut3lr0m9GM?C6(mtYM40|_Sjj*~VrCh8q#+U9o|K@toCPX!&`8(hOna&ib9lf)^C z>LKdgyQ83qV1X!U7TvmatK`X(oj;f+y1Vl514;3LV2P!+n9_MNeA9;Vp;@9+1Y%(Fuwm>a}tx5EME1u;S7A3g>=d!w$ePa+V5& zk+NO_O=V9+N6Ud!x)u?^+Wo8eZC6dLf#C;z4HCr60*ddVb^`CbdG!=mdZy$USW1?6#gJgP-Pue<{n9(ukPMaMHK| zPa=60dC;WDMpuST>8J8FtLE>@K&U zIx)XZVTI`_*YCo4j=A9V=<+{T@Q<#bTZoK0E5Yz&vK~D6owQ!+!FY(nR^pw}74h!f zBQ+MkyK@0-$7773Hp*f4GcP|t#3Yc(z#x*?_=#lL_r2-TTs-5YfL_ONb5Ony50|4d zW21=L4S#}73ANUaIsM*+FFE-Hmr4gcx6tX`*b!)Xd%y~o;+(I5A(a)a1_iwIWs*09 zk|{LSUhrB-NWAvFoFLN3Lk#XPJ4XI2-AOMQIk^H=XOW+<=Ek4zeF+N}sMMSFr!G!b zEGdFfZ`P5?`1!2xE#Fa9E!MED%dod59TD$tpGU76nNLA+y>R*9+g6vf!>x{7Rn7OV z0A!2Ip`zjEsP9RQ9H~Anaks6UsRH=%=OR)LI_) zUAuPa91v@$yKtWUC$xKRLU~A179<5&jLaI$Ut zcIjyP;tsQMTJ`MG@|E-*V_%WI)>9c3fmjX_!;laS#NZiMaLog*%4|z6qzoDr;=zge z{$Tv&mF7k;n5+eGTK_qN}PJw0MP? z>#XzW_|L@9rcY|9UJzNu(Z7@Rmuy6Y7U(5^L6EYgwsUGO2u~`IaDvnHgo89Zk@oz? z4RzIwZ!i7a4?C69ZDJkM39ACbemqEN;#i}`!+1b)6%wC7#L-9B=T_k&8ehlC3*XGTpW+kB`vMTYI}aIWSD+R(IZOl zdO9?z0gOC3@@5a?;)tJ1GnX0X+@PlBOQT=Q_x}t5nuLBTo&vt|aUFj}nm#_LLliPb zkiHd8oH(&+{lbW!KBBXQP~iC?3s3gKIxE}I(6B>sq0X=Sv+meIIs&wP=I#7R2@3)y zS@cFxgP6BC?XtB~kH@6=#f4wJ@yks^FJ6EE6plyteh#bREa-GNyl%L;trwgn?fuWx@GDGz3`#`xe*rg@N{R-`x^}YFHRqtxT<1Y1U$}Ou3~s2U7NXTNA%%5 zO9G01w(y`9D&i)Y&BXI57x=^RZ%5GGz_wr>a}~VF{~%|&1Va+i2mL`jD}<}W!7+Cd z)zHZSn|sr{p7V=SlUq|C{G%kOT0Y7wBLCvp3gQBX$w3jBF99y+JBh}Xk&od>e|mOn z;h{r$mOJWbJ|vd{yN=xTjH^}!l5=m+U7!H+h98w>T*1|kKZ}u5i6fo<3EKn|lj_Xw zuy#Wn@r1nrh^D=@6{i*OF4vih+8<9%4Y_kDMqYOA$Dvs`Y>4@wQ{B7p^8!ById0+N zj;XO9ro^`oGJEu#tL9}SIqcXy^pW4=we@gtL-ZL{II(4}cDCdjEe#DCmB#Wa7 z+Eo(;IXjL-x_(4+-OrGC4mO@@wm*g0OU=y(9Df@(^$;W*Z%+Qc%r30F25xzruohcF zI^*Ex*K|fJoh}&elIzZgmhGrAKWJre~zdy_fb8$(Nb|NN)w?}`j zj@Rk?-3lf*vi&TP|55?g&FKv%N$Y$BTBE5!g@q?cMSlgAMw^MFup|Q>T{ZB(S3@Q% zB2>euXk`_h>;7zXt+nSp- zCBt}$^0JJLwnDNk&ja2lqajZ;0F9Kj#FLC>4mJuH4h6KMLFh8jer&RLV6JdIH3~o! zYTTH~P)7Q8k$VXCBJuz{%9rJ^Sbk=xt)gl@T(0gdlQy4ss#8px~Fj?_`0gUg>nD|9lmVe`s?dCM0tD0;rAk zA;iq{`0-;q*tJhauP#1zDC>PX0JmLVY#urSjVYvcm^9%NmDz5zT1PrM`YWcGX#L=A zp0T4icUiq1bqXneh`vnvEL}BE5EDAka0F=y0&CaC(QL4ASpNf@ZA3gJ6Dn2&D>~`3 z163^@+1K-va6uwO&y$>L9m^2{CM53?`wwJr0G&_R{@fH=AH(!Ck~*-whB(1?US3{< zJi4evYVgQc20woIV3Iu9O0%Sae9KkpViY!Ma)IH3)l$iB!hxXZxx*#A@7yWSn&tc` zmWj$@R-?z5Ry%QUarNK!v25NOGp41bqoa>r6mM1U*2MUp*JhRGzzUKSN=i8S6{$%A z0|Rf==>rh*bMcQ%*_c81t!G2!BMBuS`MkIJOw_YUp%k4#O)=j$mC4$hp-_=-T;Ot2 zXiN^{C_G&Vwx9^jGso_N)kWU6(tb>)Eqd#cl`L)dzpZ=2G^~H({P_SNRnlWZqa`!C z9w*~CB7IPgqgBwMg>jq>@Fz~4T;?Eyqq~TK0VP#F9BN&Pblz_SxS75bvn{AixpZE{ zhu)x*`bM(0nwS2mn4>b>1TQPE4E@$s^*fFmBR$hFv6Isc*xDBkK-brW&b%ly4~{d` zSPW(8B8l!Af_3cV!OHukx)%M@IP57OJ|qINf79VDpN|Zs>{* z#k)Q^VEYS2EnQ|`OMuf z@di%;+eKj&KTFlhMAN_Cm-b#ds>^;FN3-Xv7IKqeq@(+#oGzS;#(#4ovt>hzR=|0O z@az(A22R&1kf_as{6orJr0o#Y4TQHIui4}ph>n#|q$&V(c_3~u*O@KqD^!o2Hts|l z-AC;>A$o-3T>}-_T5GjMaGp`8-lu>o7_c@p2|!699it3}U;LxOLX-F=5Do$5kb*5It~UbImIrACtw=`Z$JUKSch!pm0BZ z!HH?#zFc%?LXrF)uxPo#Y}2)s8^Mn9lf%$1B5fT*+ao<3f2~BlO=3Fel->-w+W|cB zdng_kQ26HJR25!4RBL3#5tiK8r^JU(EHZ+q-yF#aNpXrx7wzh^!rLW$LkGYn_(cVr zW~Z$$qIcaDu7OyC>b>@x$YbB{FPt$Dy-{DBf;NhKIQ4S_)Q$ZE=|iX7Z2L+o8M+D%%#(hCpBp+5>qt|<9-MUZoQp*%GBhbpvu$eoAA<+!&qq6_ zJzbH*Ym_;z-FjoaIxqdT>FV&?b|RY=PsTB-62yxog!^-=dW5#&i4TO7u^|Ku2 z8%ke^qC7soelpHdwcm;bon@e_DsVEC!w?otuwbGodY5~XYx?~l1mIu+^c7IZ5s;{7 zwEXij??U%+Y4JdChW!S>P4MJO$ULa`VlFe492mL_MWAoVEsXl)-tXLe)+~Mzf{Agg z1cm|Lo`KPqv}&MA49BpxWMq%eP5Rjj8noX%eE5(QKMEl4fukgewuIqF*<}@m#;(4CKLT1? z-n(xhZ8rMAA>&5sS9HP|TlpE8^_w$G?e5XS(- z9aNDuHR!zh>Y#7LtJ-mN>whB0FrYJPGM=WP%19*J-M;>B7klN9s3G8Cic%R zE+8lUk&~CmF^_EDj19j&O6Yw8l8`7X2;J2oB!fYRVsK6=(1%882a9(+_AG?HY)y4c zIbMp{`!VPd>{bo4$GgN31(tsYbw-*78D`^LhVbCUoFXDBn0hK!VW?oD`Qb1AMG9Z~ zRRQ9O+JresS_$w^nxBZZ3Cr@#wAov{k0Dqnd)+%0O!F=diU)oA$o5zGBSFPwz|zMvnD{oZUQ9Oku%$1 z)yqkSKgxFa+DGhaXje5G_FlRf3zPYFF|mfTDQ3Z@1zbrRNE6hP= zN*i{dG0Wy#?)rP6kjP+M#e|a@cyE^sP~}I zQX!F&HfF;b;+|-R_Plm*UVg`p9yWW*ww!Ynp37`A3H(jpg}U5~XF? l|B=r051IJ?KNo45r8_d262%))t4SW3B5~?y^pW#d{||df0%8CF diff --git a/automata/plots/bias_GEP_2_annihilation_creation.png b/automata/plots/bias_GEP_2_annihilation_creation.png deleted file mode 100644 index 441462a82f2a750aa02e346856161b42777326c1..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 25069 zcmch<1z6SF+C7TB4a5LJB@93@K%_xHML|H2#vnu#1f)xvt%7?Ss7tz)l2!rfFaQ+^ zNokaBMLPduF7=#!@_yg{-ske1ePFW}Yt7$`_Z{yTb-mTaMo(?Ow4T-$ZPVpSDpoH?XnSv${m1pl4%o#oXqK(S>bxm#nOf%+2_? zMYs>_+jiN;#==^ZhsX49FW@$}GUVZ3dg2A%WTnN4GuAXTbb92UMNcGSjA&@|&dMG; zqINZSu-PG4(RQKu+l0W(s}D>mXNr~TpVOatfAIMoaigjoO>#$@EhAD-uYRQF+o5rS z-COR`=I3h1xYGAiiZ(329-x=R+dnnOo1bY_dM7QQpSf$y`A}Jeb;$SJvN4gm%(8b* zd4|t6d+Pm$VbIX{zb_qFO#O*w5exOZ{I>8VEG(vWn=|Azvzia`@d?=UD5*bDI$~yK)>j!N|DevZU#6wK1MhJu zrQZAgeT(`DjW{(~ai?*c9G!HtkSl^gwTb66BL%)xj+imhWNgAy`Ux18G1p%ajM=_# z-^u-FQ!7R~OG>#{qEYv*xqgw{IUA9aTGh+P@*yC?bH* zaL@kzrLit8?XNtfTJv031|7!-dii;_Z98n+SN(CTdCmj#06(kAuX=a42*}ZH;a7@P ziK5@I;c-vT;pimR75HwmT&tp{JzKDB9>vUbw-K_$~ z)w{Q#>%ITBs{buhg(PAk(Y@Q}lEt}wSW6;)N+;oJ%1&i6i9-^;`Vu6{l5ar0*X zXm8coeAiq|OH65yQ2*RStG%Oce{JH}Wc$7Db1nPRo4$-TG&Y_~F({?5b8vF@Rh^Qo zX?uBn4Bw4Dzw*#jYiHDTepILHrmdZ2qkNB5+&dtkck=qH6>QGoI=PP8?G4#2k|K&j z&Dok}W*$|=Bc(#EmobUUJZ&`DN|IOjiN2ukvRkC&Y+1d`qOc*&q`R80IosZx46gm2 zq}{3>2?+`A#Qu(V4=HL-j_l*$I6gl=uh}#|JN12JWaJB*;qeaR^qUO9!j@ldxjqaC z2zXys=IiID`H|6f<&qU^tKa+V9jiTO-rKq`pI()-FxxHJkZvA!L0|uS?y&DUvyb}s z#O>-kovvOLPV28r4%;Gl<;f|Dsbl7OQ_=5z_dC^JO1=E?=*_h(Dko0-p??;Ot)6bC zP0J=Ro3*NEp+mTLa8UaXAFbf{dz~Kd?&y2QzgX?Qb?X9UsYU6vYu7sZ`-75iatzzv zUO~sImhU>JmS(IzH9Z|?(_87-_WKH(wt_`56PGStyj=Z6IcusbsI$F20%ssz_95po z&udycWxUibUW{ZndV7ES^ZF}sYOxgk`Q-fhIJ?0HF6=fAId7#B-~D5lDbf8qC+O#! zbY4AudccQAcm8o$fKzVwE05JvgtBJi2cFK$P;e}~@LBZjvsi|0p?_JZMZ?Xk9bhzHkwjZwDdGF9;l_{{KOX_hx- zFxFo;{JbPf1%c1YWQr$Uw4O$+ zhohpSMQg-N8~A0!Ghas;=LG8a(MisRAGyAqi=UrNN7h7(6N{Tt?iLv@X650QT=f@M z&Nw(Z?cK9S?v&(QYGqYbh{W)P;;)@0eq!VC6b|_~shewY%KfSg>5HC4g%6H&hq?9r zzJgT=t2H}2i(|0UWp1oa(KKmXcvV}GG@YpXUSDtT$Qw77ZuWe%ahKxd_ugFCcukj_ z%E{B3Hf1O`XW6Pwjda@LFy+n+W#97hB8%49-Mx#en@zI4=x)`Zcr`@t!MC6R* z!fcA`R3{_CdRD*>mdD zsa!lMd1r*mnx}eFF_*A@AoB52++aQQpQ3fkFrahl1Y(s!7)3keC8hKirF zZ*@t}!{Q5Et|%}HpgZ){oovs$EMgj-dMDmby?ztsHcw6!7j`p-T=^k@4`+sZ4oL!0 zsjnd|-gRNl-evY%F-bQ&D{vI#C^}Aq0=Xma_c|iKj=kA|0{HL!A`e=BHxFgtfJu2O#+TxYZK-mZa@E9VdnEvXH6_%XW6z zns`n78xi#>hW*F^eN{2{a&mJSn3)ss`*`wfh!WCX%(2zgY6<}dkJ~rf`jPdHkvt?@ zDMcq9i9=*EJNa#Tx<7fWFFtvXu<&Ul#?Ya>8MEB^>Ha`Tw>&a+VnZ2H2xHloOH2HC zG&MA88OCmO+am2OHovlI-8zeUmkSH?bCgI#Yu&MKo!t@=IXN3vmrHiy ztY7x?@rm;HXA-#bN$DY{LM4VgRK8y*?o7bkYfJq$ZZl> z5ckRWHFL};saL;Us2{WwpBt^(qn(xd;!6EvF4gEBB#z22g||6mPl=Ctd$Eegefo47 zSsyVdr$N7uul!I1BCgS!Kh}#{w7Iu9_V1@EuxMaBz#5e$g5!$~Sy4lcyfj z!(FEY**EVx6`FG;k+C7mHh%lNtBC!<(Gvspe6520&DrV7(I+?W+`j!~tZBMg^Bu(R zV#jV*M(kE0gbC)s7S|b5DatbhhSvwy>=YAg%m5C!i`6GTe=IXg->R&vEDcP?Qe~C@ z`X-yJaH}Z&=(%YeK3dr#Pui`_Rh){!{=+kZYhDXu;XV%yndOW(m?&1+4}8+Q3Sbi* z6BDylPft&pY`t0&q(V>jm_a*U@_@#*3BCOLC(^g9TX!B9>XnfWUUV0Gsl7T@)yrsM zrgdQrqD1?*VmAAeC3CLRqrL6^z5xM7-aNW3PwTG~As(?*l?RLHPfky7!TM)hOa$!W zXW!iT!qhr2)YsP__>e;-Z^xWCy^Ype7K!;ueVJ@laYrU(53f#y47Q?A&-7`7N)4)$ zv}Y)3+GTkzGiv}9BAh0MG{^Ejd^j0nYQiMas(JNl#y4P$65jpxK|b8t4Z<$dsru7^ zpL!<_`tCp1%798E#+-;TK?-6Fo^5ywQM8B&w)Y!xaakMr{S3YMzriDBI~-uUn>$>aVFaq4?x=3Lqee)r7I z&VJzUf4Z%kp##GfYHDh_6XrV2)tb|ENq2zBb$sB=&fUA;ULAS2E2M>yjm>=N^5vom z3o*r;Ucb%PCb3zHQpG!mj4rLF=B*s7!m)Gj-jV}%_DXs!-pwjp$Wp+7YAF!Vlws@E zc*N`zq>v%03rA&uGW>mP%=V7q#fv>ynXKOEAbNWGNL|;dLSCNTyHAj?jES4KOgwYu z%-J+!pDdf+$H2Z~(SBU2()SLH{E@dX@5HfdmsoB$f|7T3_6&oYH1K+G?O@p1oU6}} z5|WH-;<&I;d7FTbC>_FMg6TIWZu8_R+1ZUV@VFJ;VxV{r^LHACIu!M$=`l@@R-LMe zRo%7O^Rt>fPCbP}34Rg8jx1LayNdu6ik0H9ccf|K3nRd0$BqXwHhtAx#Usd;)z2@< zn|^w_y){egD&tozM%UI%@pRNmlt^a*hK`hS300&{R_CurV#aR$@ka$}hJi^hWCz0# zVauZ~Gvl^rlS9Rw_8d6y^?8`J2*6yJYH}lvP^xL8ASr=fzI^G`i>1{dr40VM<6IHu z@iUXXy}jn#^w=dPPsfR&L4Q`vAkeMoi`Ru6L#s0l!#bu>meFt7(#K@Qvn#U#K(Aex zTT2)vz^hnoIk{W-zNWJ-S6It2W zVlPbb1d3r2iP*n2$-4Okt<>a$04t)?J$F}k_po_7rpT{(xu4^3tZK{%OEP!&D;Eyb zH!D}JBqbUKiNIMGf7aK=w76QrWm-7oU~8(8>ZMDUdQpLCjt11%*H6!WFUK0hEDrnd zV8ZHgPVra7bW*1QOWQTHHa9m@!Ai;I`QB$y+ghE!-`&E0xh>ltv8@Z8Q`yg{vLdUN!mCCi`a7ke>^hX@D=s1q=S4QvZ&S={?x zrOfDiCN@!`(@>^NdXv>{v)nO_G}A^6RB)PrP{~=fh>!2h(&MqSrn=OVb+j>N0*^`9 z@n>aVuvHJUOdI4e#0HrLHsN;6>iBcxF80o)9%oVvdjH%NTCtiZCmg3c4(X8;=sXS& zv#zh8dtX|*U$>boMpZvPVh=B`GM`~tHGm1v8Tq7J40}a$%V-Z8mIYfT1bKg#xqDky zPR?r8;bkuQF{i?6pD0J9T6})xETA=cF3TVL>D_@f&CcITmz9-^tBVL7?lA2}7N%EB zQg5*>najC7r=yvq6)+sF>5%`O;P1)Fj%;bM0|zR4MH{Yp?>nPHu^DO-iRmR+qn&jf zQ0l&~2XBFbh*yu-@YBlkwtoHWQi-oDrCs!kd~^S2tLM+3S0|nm8f?iu2XvADIOszs zVIFe76>V)uF}!#1;6di9)zgF8Lqee?#l^c?CA3ibIS+Dosf29=_BdX0KN2|FX!7gl zX;gRLUB-O|_Bv>n@Q%slr^ve)019FyYWEt4*=KjM+FLEW4XE>I?UodOLEnL`Go?7= zXO)-SG{uT%CL%v&n-sG3niD%Q~KoL{|;t3!<#Zfj6AQ%QrRKIs!L!iOhNW>ypO_&u1L2>F2B(& zYeBnTFh@y4!}n~uSz=Ypss5?%Fikv8$MA46D&;4De44ghrIN}_{Z;}aLzx(45A}v#myNBHgX*8`D`Q9`@Oq-FE1~zZX+-< zBCR}9TqO`xb;21w5LzQ~OB?~2QAnlQ4`Zsw2kLhU38l-o^z@(Y9KXuW$tfy+pgq48*0+#dC~6YqPUWz}8^6|t5!sZIEZX5>2O5K3BOto|nf^^uiIj$j)%9*3 zTPD7~-KscH%Ya!`N=k}h-Ma7)F?*e=8S8suSUkT&L!<=V_Ta$-#<@JJ?j?tHw63ph z3nXkzO`JN&C9B})n(OTCC!ED;RHIM6tBVhw;BVT%Ax9XK_Y;3S+Y6|bBxu^ugB)q$ zc%$lDdvV(Nmx}=|JK_`>b5$}IwlzJ~yRLs0nWL*L#HoHlVzTYJs8z=w^MF-dL4JXO zeHnYd^;X4vFD)PR$*Z ziekmutyaP2J0E-S()%ZYv1p*VpZTZ$nndi^h<-K5R)LeBoI{sel z4_@~+f_OCQNRigrk~vQO3m53I9!S}u+OO{Koybr{b#N^euN6+ixiP7!{3xG42l_gQm^P#;0|3>4nk0uG8+5wuIvt<_AvCl{a*^@s9v{D5 zoo=p+l0t)I0tER~!*W)DxD$IdlhlAa1OQC|dyb%zR|2i47%cnh=j{oQu=8iskX7Lo`nT zUb$&=R@$rAuahsIVG*;d200mxh0`PxjBy%#@PD*Lz*uYKPI&(jgkd#AB3jl%rwLgF zW=8_`@#5r5WzCwQF5_nk-@JL-+^mfW*lUrAkO5wXq;JAZdKI5y6|*~en~|p$gx|1D zw2IE6MT;DPJ8N>C?3-O@2K#CggW6Beg0kyR${wo3>aFhlq*Ae&nT>e(s@PpRE@SH0svUuS ziC`58y@Pan5&({1YeI7qR;Xa>1pRWbTl=-M$Of(2o1F9bk3W6`@U_PBd*jsLBeOCy zd%;Z9A-j(O78>_fMiDX@+iPstZK2Up&JNrRVc%Rp^~jw#p#-WNg>#Z}gtYef+IBYA z$wxbO>=;GOWP(4%5Pc-3IyR~&o>d38?_~$hxZ(Mw+XP2qhE5`FYT{+;*v#>+tky}; zOmO&Q^^5L&#I)K1Xdz!d!AbC&qwPHV^!)Dxq=2ha@YH*PZ_8S?4S0zSRrvGj^8<<` zo__Yq(l{SqI#)k0Yql!cPbezsyIVN8x~Jz6yq|!3@VW#YLm4Ea7Wf7A^r`P%rBydp zZuAZgP6!X*25cdN=i&Jpx-`??v^*Yr$%D0G0f|@ky~tPwD%`2AWbN$nTT2{)EEw3> zlEE^bBGCfH&?vZUqiWxsiwg zR-Nx-QIjYZcf1mQ(ZRsVnuO2k1B9vb=2EqppLM87(mn^dK^1by{FL94HqVQE307rW zXbR|2>{pR$0iWNKl`+pmL(?W*D9}TrbSE-8x+`cLA?+Ok6bLoGM>`-hc6_0?r`avd zdD1^T@mzY`@!Ok7%tb&?bDpvqLr^?1WK5^^=jiBYNlV=})Ooj9Pigv>9Q`OlsNdu< zI$GMf;(Lip-1})`GL{_X-GGW2+sz1cDG0>iJsJs5Kmqqh`RQ0Wavo@tLmf!yRPK5M z1g5_Flo)wGkH>sg9Vd##w{dfFb1VAnQMXb!LUVpSkxb9Wp_sUgzwx`GidgEyrCJn) z&z`~|7(>p`d9DCfF4##w}%pFh(8b#)8?+r2-u z)FAuuXSt)_L3oT|S{WTmHS9-wl!+3F37nBBsn51gUcQ$338Bcaz93gY#T6WHbern* z%fi7Y@(}i+F*v&SA3l7j<3`;>m}P?b=H_Z1A74F(dVu>JCk@T<-_MONrb%+bhO~B^ z!?E2XC@9!E3izOFcLoJr4Ya;wZtX03gFov+B4q9%%_@_0i%8~FT2h~C^svRDn+4pn z6qu^~i*34j&Y6T$z;PtBs+iqC1&RBpb$Sq-Y*S0h$~3SqM)McuPDy#LQAP}iJ{3ki zz0FzbLaol$54bndxIaD$!C7m9)oFk?rcQExGJ+^^3OD<4uFpV?C9)EyLZHn%cL^wz zWWU90Bw8IBC(B~?$jy!RO-$E2e2DtGFV_j(C5uho5XaYAdM+dEnc0)Dj_O*Hoe6$ z-fp-hant^@Z_CS1k^GEU5!_;5%wm6nf?(S@$qm%AQ}%h|AgKd4Y}mk^?FBLe)6#LN zk(7(j#x%ktT$qoXr9g?;_4)vrh~iYh@!imdL4VtxTn(T{_+enQqeezX$6uVJp}DmI z`_$q!z!@NLEdqJX3)6GCAR6P&rp1wn2T4byfdnvU5XKFuv4nL;wCV*tPhrPno@&Uj zj39EFeT#z(pjHiNe0mm^{n^c~H3BT+j%rZ3D~Q@yAw|~8nTNC@}X4cySWkh%MpKys7j+At8)CF__+V{_+UH& zXSbMm9icQ!u^9NoE2|Q4@X|=>Ue)M3pzr&t1t;z;b7+(m>DR<5*>Q%P`afB1XbNbDVJ>(8 zx{~CIm|n8=FEV*XbWf^4|72-L;YGAlv#eguWy_XnkA>u=q@<951Rh;+%F#Y5Sas04 z->f41_npD=Do_%uV@|QL2wNP+=F5vK&$Zah=xGLK9dglOkaFD&xsur2o_d$z*{B#U%2oXoMKX3C}DUY-QoE3U+Pana?b13RJA_>O?h~7=iwxfYP~pU zb*VY8?$4~ae=TWD!figMitPlRmZxFp)g^|)gNtZ(%aPEYR6y`1(Ua&TCc|+MBMAV8 z;0;<>1HdRYt&_Gf6VQECFfhJO+vsX@|8C>V7)p1juj?a(px7(*&lOF1Y85FFrhk2+ z9Xog0B9@1UJJlLZgPdgkZmqpS9Gj_w%a}VO0 znEg=Bm1bapQXz5k<|sKIu%KyLCUn_0--aJO>5wp)!)dS!bj7=a57bpGzmR+`JqenY zpR*fNJ!Evi4;w^2`ubl_SwNeNBl;d+_I2OhJ=_HjBo?8;%LttNGEXyVN&5jMZRTa3 zv8as9%vdm)fEH)+zV4oDe%PGn;zZ6EYC5YA^0KlYF}FAi93&S|2!xicB&x$8CW+s= z>qC6fem}sg$k|7_Sy{yi+OdcXh$_Z`BG%DW_S4Wz-W#NdG=~qPmZ?LDJXUWQCKAoT z&VCu#2GI9m``MAlr>T24J7Wor+0_tHTNUJLVsGg!_cL=_|*G4Yv!lvQij);48YGcYoe^1Iq{#RPdUfDB+~f5Pm7 zf!VK>p#;lG-E0U677&sHdG$RZGjX}Oxe@UW$_;_GgjNGZp*1dTDJv^WL{Ro#ocjCh z3L&CIekP^@_eD#XO?RPMDhm;d$IwYdVTXzwj{e8)bEns;B4vCB3MOdi!2gZF6 z5;9nA2FNK5l)Xk*S67MxfsYOXR67=1I$0<8&i(uAB98sJK^nyVGgPrV4<4-iSae{G zKBAH*JNbXV#P8q|i=bDVVIyxr-jGH@yE{KOvlUs#OK@glSZFAJ!IfwtU%!3h1@U~| zd8|fr$~Vnz!8HQM&J(Va^{lLBIg?**OJBKiCGRY%1~Woswaz$=_UIjxmKIf*`Er}* z4$31YR#sMgFyNbFzwm`Of0QKYqr%%BTd;k&8(z45+F8|4a4bF#4w@2a>MD-MUBE}@ zK`fQ&=umUxZYZIjySokf&0Cr#dt<^@B|O^gyOQRx^3%FP8O#6o9=bL? zyG0g>0|Qq`9z-VgE;ZoGW+rHmlXs02I6rj)8M>rf6B*W3+ztTPiaYAD%D|6&WWkQL zY!V3ozCqf{j~(W*Bb$fIaMzmOemju41^+#q>0O!cTDG#y$x25KX4Z)!3^MFdv$(j_ z|DLfGOpdc zS)JV4+J2aIb`N=z0*0L2D5I(mNsBiX0auZ)(==dW@YS};b2|rn$DNxuP6!5Njulw_ zuoJeevdgC50lz(uV8)4)4hq~4aFdS3q_ zafPoGohaUlCgWN&x6keed=@FX^#6C}NyclSJbF=yD!rp{Fl^cs4Xk|`4jDyL5Ku5S z275xT6HODb>A5dz)3Z%dQqsf2gZR7v>}`xwP(Bb|ff$e!gqkBEf76fkk*D0fW@xB# zZlW9C3^bRl9yyThzV#(Br2xG&TNbn6&#S>lK0#@F85nG2V!}Sv37iq(o{CNIF~wKG zPvaxQQRfo`4W6S4hnO2I0C9X!=n?SNvWPx0Z_OhdEUXL>yF#xXz4YE&8L^;W0|ADn zpyvCx2b*{VvsayFT9msk0Y!H2Sg?pSJ)V=)bC3qSdI5wX-tD&73~*8jn3RTy4O?G4 z2uCdFolv)V2U7XKGDD&!V)!UL4ksu?h$LVQNuQJIV=b`tQf<0@SVe`x&Lu4T$!Hqr zkpX5((821!T@Rbh>_0T3UID6)`uf$PI2GDCgies4+FpW)`BrBQFmTL=np!;7C~L9a zv10WZBzvOCHrv)|XMu`hsUj8eacSu|B>09rmuxb=LD&|~xg;c7xPs-aa=h-{ z%fA@Z(Qy&hsP}bsLb~Dzc3@nra}*U7xq}&&VRkHRRa7E3a99Q6)ky=Em^*% zLQ~fzico+c3;nJ%BHPJUvboJ}mnHfrvT8^}M_yU3+1v%w#fulO8W8u31Vh5b#r2Mt z8P2ml%{3SojZz0jQgC1m@pT~O*Ffrt2Q6QcXNdBX5(zf=1ck^v$c#PU1iS>FJ$tt5 zx8IaNMlhRVBebUmLtcdRIr%uO9VHOh#29MaJTJa<^k@ZkAP9RI!pR_v#ZFFMEi5kH z3)PU4is!ovd(^pfvl`^1QG&fe2WcYvsKNUrs{*W{22#^@xJ8>-4pOZ;<#K07O8Q#! z^Wpvg{71z>Oh_Fikx6KyjS20Y9w-hb>uM5Qef>QKt>cMiFg=cPvYdHbaZw` z5pNKZD)Ft%e-B&e0UcHa{K;Hm0iGOF%K>GWNV){?v%1Y%#&k!^96#RMpPa980i-sXh>yd-0j{HhaW!d0tRR2$mD$LF{-2P^?&tjC*7y)n40Nc!^K68`N%jbk?df9PxrNlB_xg*_~Bn@=$(SUQ2pacZC#uK z=JON6_gDO&J+xldX`W3l8`yJRZ?>MqY#N$>_KjP3c+@>wJPGau&toZ;>FOe#Q-gb$Df!L6+S@gsHUd{$ zEyt`GpFaYbhrBB3JX7V%>tr=5e*EHpWRJK1k-#*c)<!xYd^CXfQVjx08ILeYENjGf3?=wf@jW(s zW9y!Z?Y2D?N03mU5LDgYE=5e{)dryIsiYVpQIJ`dENT(1z8bQzm6-61Jw3tO1!~B8 zBQ`+*a~vCP)&0ph`8;^=2nk^~2S?#Y16X?queymxCjp+$e$WlX(WvkGGfj?;+K@B} znz#lTjtHAFK^YmsWI)8913&L*lXW@Os{ocjJ1dVoaMBUG7pbl;W%ol&?F61~Guxo~ zn?}Ov&!diI!6M`t(7;dwoC~be3-+q++OpL)P!r@S2IZlNpy>LG+1wBh@1`2p>>;cV zSbh!IpHLIT^XeD%5K0#95uFHZoB0fO!)!}<6ZTjzNYkjY1RO>#Le0o<&ZX`{kDIKc zJMMdXv&*8S@nwf%q7DXt(C`roL=<^;;W#1KDXB(PoRANQhucdK8nYaHj7i$r%%5_B@#gv#15PO#B@2zm-cot8kA8nFYx!b?%lIb%{&m?T~;1q zA1nCo-8(sO0?Endd5-YBdHecyT@48io-Nl{N8VG3z2^we#krY@I@CUC7N3u%$UpG5 zUXo3$a!R1=Qsk*=8$e9w4`O;v&YPA)c2|cm$x^j*#}4n%(4;qSj>U{)w`d+ab|XTe zB|ED-FHbAT-Q9h$Q#psxr>A;yFo3MNNyj!X(@*W2*}VnZ;yjZlc|+9xgbGrJEvsr4 zllZQxN)kun-GZ^1e;(uTE@%q{f0{Z?br5%vc@bz{ox}xEmnN~pgt>^H1c{#aC ze_mBm4%}aN3YKG`{(S1@JUDsyxZQ%8F^1VJBFtR9REWPm8P(p4w^cCjekA$Wd#h+pGR`YTX`nz zBMSk4lyPLuL3A zB5dEU(AO$yctW0!;3vvaqTS!*$q#e68ih6YHi;s70AzJ`1b9AzyI?8ekfx0^CX9Y^;+2sB0OKmz{|E=WA>bZWg8)>u(qNI4x3#Ou9JFm|Vo$oC3i%tHQTD~H=H}+m zZ|Q}H5w5DBWkFhyjD>t65#)Y0g&`C9Tr$o$)NEbcWqlhYmHxDh%~E2|7R(P=vw3>k$YZk6dH&mPt46-AlbBU)I*HPoRLJrTqg` zz#>H^C|A)56Ax2A6y6ZRzg`RzyYlG(1dF%dK=cIMCot9jWwUlx`&xpgK3+GY0AlQA zXFrA>s+;Vj9RrM^g)!RRVj(k&C7rwX_i8ZjQ`#U%Ib;=!9~@Av)M24_=)8!+9L1gt zI7lIB4Q4WBESzoX)Oe%0Pe@22s9n*9D=?`5BTx%Kq7Y$>oed1+X)J6jtD^qgXze*_ z^COe6|ER!lZ85u z$P&6)a`x+Wl8iAqgkz^f%CI^d135r!BV^}MyYlkqUQ}@nkb&&mvr}q|D8FGwcops2 zGeo$co(CV*)n|>DC~66lg-hOez_5*iw05$uzJL>A;Y!gw2S6E@N0Z2tfnE zP~VKIJ-c6s__Sj5&Yd;IwrvD4;>>f%0?}2$X7ynoE%`{LJM=T|Iyg(E{=8CT1|Yu@ zDNwc&{I7bJjnTt+Y9gU$ES%@GM2^oQJsAqY!pfwz1Hpk^7MAm<_G)TzFMj z$JzNq;xb>gfhCSMHmOi8iT#0CouenpZ)JO@RR@lhGqh`OV zo1zA7!TJ_8n$ycKwUL$g-S?3^BT#=-OpI9R4A_E`aipWWfR+QnT7=Iq=M)<-T9e~> z5i-o-obO&hZG`+GRktyOE7Dkk4WWt&=gU4so?PhGs13ShgSVe5-nMOhg#f5?L@8CM zAP@Zf{Lth@x?u?K51@GP$DbVLCG!r-!KORJUXB7a$rc`eS<;g=2KFN84E0=vGjWYC z630=5v)GqiJ>j%6DKgk$s#5gS^Z(0h<{*XC`suoI$pYc~5t$!VK>wqgtd;03GqJKI zqjdlB_)}}43)Ymhv9gnr1>m$62el^C+E9F~T9s3Cg_bTjj*IDy=x`(LfIryJq`id_ z;n|s)?@9-UH?AZ~Ee=w^>Gc*ac%XlWk1QB&T{;Zkbv7|=XJ%#^!IkNECVX^fl2HjlyJaP^m^6?Pnw; z=t3u-tjlnnnq0~S{6VPWeQ#e&^;NtiJVD{X@Z!QkFap)Q)GFM)9>chI=Z?)Czun45 z@vy$^e%@VVf0E1RA4G9ZRiB1vfsLKbYUAA8idZHDBJ+*f1tEs$+u>Ofna&J!f~JpTQU zgJfMO7!IPW@dv)8-__EBxIs`7K8QN++?}7di+^>mS1)*VYfRw_c|)3~tA1eH0)~Tp zQBm^NMZ>v5F)}O}H2Kt$iJ;2fmn*EnYwir+$@X8VeDZd`(CA-qoQ19%`7ajBcz9qD z{3~%08VYmuKN1%|$RP^?TRYzefAeR0cU^e7;VkhFL5rxYjPzpp|7t9K)&De>h53I! zmV|x1*~3;vL4rO_&80*y_=)s@{f$5F_?!50UgRfb_CMm3{-3}dq;**R_dxb1{mW=b zLOLstErm^LtS90g(U5_5NS?%L>8>`wK_(Usv`Q1h3mmMEo@kQje^~G9s5j@yx0?@% z6Y2+Y6FV4UQo+F?tI;-#F2o*KH$K88oa*r10By#kXR*6H%s$ltXcC*9yRfK;>WK$R zAf|xgSuo*gMpe=9_ZTUzU`Rq64*zMa1R0q!1t< z&9+0Y4^Yjn2=KMw6L!i@qi2%%&Tw9}!0uGxj72l-)#!oIf;c=lWD%}OYcwp@?8LlA zY;BH?S+G?vad2>mMH?jWZxD>{3NhQL2PIdg`v zvOB`F55xVz4%bGLkt2v2eI5Mkt5>gryKu1pOhKPw6^@i-eB~QKDIJUvut<5VVwj&= zMb2u5V|Tec?Us%;j9PuGI(CG&wqbIkLD?2t-~x%ib00&C*RNksiG*KIOhFRYL+I;( z>VSp#GruGspDL1%ov~`gLGIZ*IY2c){%wCpw2Prb6P*AMjJb;P@L?KOm$2QGYIsY~ zEo2O*qVqFTB(BM+1(!>#>N4*Ac2+uKUonW zPv{3hh??x^WhITgU})mxa05KkFlXvA|oS=%T!gD=diEjo0jz zC0$~KuW!k9BKplVdN4)-Oie1nk8mbZp;!3Rul{LAM_|PxWQSK>=A%rQXae~Ry+{uC z_NIq>PzFvi0^>lrZAT|zu~S!hSTbp3f(~wFZCyny_3$wj^Gd=Yj$NUG7E$5}_qcI` z9JE6hs94F21`N>#c${7z;1+E~8wqab*a8@Iym9G@6(%pQE%TcV#y0NH9?r||5~YUS zTHMBAjcPL8|GMua{v+dzGZ`?8;`bJG2g{d42z%C3&}QMS%S zSxEnUixUbyX1M}?i72!0elqOgD_AoAzy^WxiK`Rfa<3S$BA?pS20COBumQip2Q?1% zi@Vw1s3zwebf?x4;U_F_i7C-!Hzz?e-7L+A|BlvOT!w-_bl=Lnh$UkwTiCV~dGba| zC;xU&Owy6RJ;JQ?bB;#6oI=`V8Nw1)xsPDTP>qdUidU=37TimeeKS<6U%Wc~h z|6tPpk~sgiApiN|p7Nj5Z(;8T-^H-yHoBjb!Zj42SD*dEQ2yz1A0pDcGbq`tqVj>7 z7^rLh-#Dp%8Q)cZYDq&wzxt=fB~KV%Jti2%AF{I?x~c@0Umd`xI$B|C${r8dUzWOKXlP{ z{}%L(HKXYQH69<5?NOv>Rrp=h(VZoZemXb}?z0;q!MuO_mc&|SQ*>2C6B9EU_$iSP zWnds++3|i6&xdfLHQ6qZ3psHHDnob zuMY8ZVRcpTzG>*|gZ5lfQX&szq&U2ij!u)Bps6xGRh8f+t*q#fT4hfaHs}K(FQ0+! ztP=Ge1cf2~VYDIh#qRO{oz;fX2#AICYTF`WNQN>(x`bijdx8YS(A&KhZ55!-ygq|# zI6mz_j(AcNtgyDI8v6*#g{BoEIKhF}OH>Bf)9O247XH@5xe~rFT(R^R1)~&_JFLW- z@I0ypksP0N23*ctd(DZax@FpRp(TIS7EGAL>=HOng(e`My~8sCCcS_$Dgu`-DFH6= zXCKO7TGUL<(b&%FxPO2U9;AOD#o(^~Jd!KatL??w%-CK3PVCpxk;Fr|$9E99H*YW_~JcQW-M<$PA<(*3=!o56G&XGf2`lx0pbNb z+G!AC1e_AzD?D>J4Lt#dp~{$lapgQNs-vSr zUa*_%WZ~+cEcp}fNc~-kyZ7yp!`VS_oN8e5+zw!e%Y*6|f2;awUGT{BVUBr$=9Su} z3+K6hD!-4qC>;+r77`nu@&2cqeum*5cnTd6HpZ~~Wl2BZBQRyC|IWH zyrQHCTZc;(Z1I|mEiU$rUt{pqmmTS?s4eXH~i{zNek zo8Y?gGAZX7#b9HxpE=c*@LK?P$yNg5J^@K#gllC$ zR6P7;?ijF(m8Pu`zp5lCB!o*6{GrrUIF}NekvN8(l(3EyZC+$|?`86|`5OL(-Kbmf zU3vMyt@FIU=JSMX+-c>JiTp1U_}e3>ONayfRsy&Gy`VQF6SxXzBDLK6U=kR37nL^(HcPk+m@qsVD zIYLo|Yt>5c(t#yEx6Mm4KjT_&(Yx^M@2@`) z*_<8KoIUpH>t_PW(Q!bUz=_;VbagZZa9=j_KfUk6&npTU&*j=BQhQR8b#+NY7P*NE zE}tGktDzL;kQE#n)fxCX`Gpk9L+mH6ViO1sq)V9ewh$@^4J-bqSw4_96nrtpYsFGt zn70n`m%e^2g=P{Bcvy)Z`f$(nfS(xU!eB!x@j!o9D5vd(++gdXd?17k{|ZVe}T-?X3lCj*$@Xq=ohR>C2Qm@dy2e$5n=9Phf=edWQ%FPOJ_l>681`8vGKHU$*Ls zIvg}?DperuGDs-;FK}H6-q{BHZE-4!w(Kl9|37}z0i2hCR`QBthgA^`Y z%o5pme)-SvaT-qJdX9o?zd$Q0nQS{sk_@GN4y^xqVy=ApW4)r#bpX>4vQw^_;v$h2r{MtQEhm50 zk&Goy))_g;%7^|%H!jeonv4pTl9+%N4R%=|Qc?xO7S8^zciM)Y?Pm;Okd%~FDZIaK z4qb<~C%r%eL3FQ#N2y?}EX)s%APT=EudEgxHwp|ZTNqodTd8A{MwB!+z4Q!GPs(}>wY)-&M zf}b%_AGk@mXb~_DyDq2)QMY;LJO{*c(hv;jeE#UA0~=#9bPWloMH+~Rbii%|Y)-wu z43}T@cpMT6cq%%SfMVMHOJCv3>uHyJRY-F!ag739?vN$!s%XWKI9x@O3#&b+=1R?- z;kq)ooG;C`UjqpG121m3QXnxEMBvGUfd&ghQ;dpUleFfd?<>@G+K9AA9K^*}7gOr1 zvusTOoV4*@f4vvce0+R-%w=fl=<3k@vda0?*|ULFr5skLI8MPBn{_m~0(7@eXej6F z6UrJI&&P*blX1Gqm90y>^_ZsS&sF5W@%!FPau=6a>+>YLfXos(d9g2QjWxCSNE@Wq z#eVAE{SHwjcAbv%Ri7l3+EmmTj{g!%=52yP>L+{Ne?t_jaeGgo-0t*c1p!(mgw-A`)yt}djBi`=V$TbY>c zZK+97E9|$Px`3Okjwf)hSv4M&G$un)GR6f6O`q3e256G3F{TRlMN7CH<-~5Sz^CK# zv>mOTt1~R0{rJS!f;^$0hVV?xey@JSD)1;mDO67Y4b6|JL$mMqA2IkJSn~6WP{FC9 zsO>brhk5Xk~aa^@o}= zy^KJ39>9fmp|7|ZJUYV6tY06v(`c4mO8RSP@iUx&aNxZnO-1^yD8xwrjWcd_^UxHY zfAFeh$n#~MnQh(kQa(PuyLf~ue*qJXyup$@GZ&BCQrhctO?^prK}4wfZOxjTo{>-G zu%DiPOgxvcDH8MkNo$ZcST48|qxYWmY&O%x#TB?kAtahiG4638{sa=Bpu@!}nG~l@ z#WXe@Sc5wcq|s7GZV_OY{lWj+pEW?~jqa_hh50+_6CZyX%EYwwo=u;E<&$)1pf2tX zD$X-AJ^rlJ`dQeysx-6jFb$B37CkrQHn0fP@FHE$!d|}~SnU2~-}dcCaA^SHE&|b= zl!Q#C_3Dd|eDBK8i0(k*bMoWM9WAd%KbJ^D@CEITE+Rk$ovJRYqb z{pib12J#@m%p$5Wcy6|+5`{DvsZZagF$gvE;Sp$K^ueDOJW)L8N6u9%SCST0v zL8y>p;J7cIA+5&5_rD+QGg%(_8#0WKKWkq7D$k4s2W$cv2gidrr@V|1l_~6iF0cXl zxio*dbs>B`o1UeCQ zYYr;g+(O8|;nFOMa{z@(fi%`*b(y80u#kp+VynUKJFlCb@%U5MGCj$3FWk;xh^{|0 z?syHp`!TjFxQm;#)A0gh>BFBOjULB4uzu|X;dNlm>mFE0zr9+`BiwM0O|s?d$jCw8 zeP=E(i`jkP4MxK%ULg#4%8QnJeZ(JWz};tP)@g_GB1CS2ZAZsVbi&SH?Lk2{Fi+1A zddaPtMOgW}*k+rt`HN5y>&gUS>9!&Z6_HyRue9bhXMoqegHHLK0s=Li{Wq^MjN6g0 z8sFUIz+f|BMmF$(X_>2;3l>P`?v_glTA7ufa8{lHm_)#rqm+9U&V$Wb;JM4ocObN{x_V!KS==pJFVgW=aINCERmrIG99#M RA0y~P_PFA)q@(Ar{U3{wF}nZ& diff --git a/automata/plots/bias_GKL_annihilation_creation.png b/automata/plots/bias_GKL_annihilation_creation.png deleted file mode 100644 index 90df5e2cef6664f0776e5a506ede38915150e8e2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 27224 zcmcG$2{@H&+djV9O}mM=A{5ybMGA!qp;Bs5h)^<=GRrI>G;Fk~)QU8ihfE${Om4 zqe>LY;w}nh(a5jM@SRwm<-74eQR`!8t(DF6tZgq^>QYW!v^F;}voOl46Loqt;7TbuKe`|eltsb0pTSl-r^!F%uk%NqEHwwl0SdADhQTR#)5#g>pkKB}I(>FUp}?4D|2tJ_uY){&C?KE(`!(Pbe!E-m?AY zTUPx4_!gh|v%5A5>D^TxPjMJGO*CuLnwy(@eRkJWUqX>@>O9|C4vv_vE(0~UoB7s} z{a3$!VUw8dOK`t)=fU&m&r`4VtM|kQjqE!6>d*#{W7A{(2|g+@>MFKPj^oFq(o7q~ z&h6R|b3Un1t1`(<8$U@bzjXAwyAcb8XE&Z!_T+o1sY1UaM~;-gIJGI}Z2X@UEmWG$ zrAvu6y{hRmL;3dO4Yn0;43*W~max<&TZDYP%NDYJhkWubSG(b_hIwARsq=Hwqhobu z#-AQ+;rHlJ>ged`_Oop)!Jo*$z~8(Dw6(Tu*<#d`k^Z&NFZ$)nU2apj&)dt^?0n<5 zV*U0{I`Lf(k8eJ$rR6`?U$?^}Cs<9}vErPY<*Da_7ynfGzAg0J7k`QKt2XR1w_&B^ zC0oWaP_h#B>ys^_RAZj4&Q_F_b>Fb-Y+%|zs+{)q?=I2;rIE_vXJUPa=T`fP*~qR~ zvBG|CveV<_2E{Rx`sCA>a__4&WjHeb>tD?@){MC+V@=xzn`is3Jd+!9PLcN$3v(Du z#~qA%o2HMduGzHjWKd9$*wwx#m2ui}Hy1DOapQCvRtslcr5np*~1`FHak78W?&G}=sfS}wxpq~tSr)kL)7vpO;&hq z{-;k5JUxrJtE3#K-W)u5F!t%?4<`Ic5?`9XwPgE@_#L$RdUt4ONW-6NHQU~!u*dy|NZ-Smimugyvo9s?I%XN%Z?9!El7J2yWG~+HYF`hyF|aC zzTS7p_ItnwgJn;jJ{=kxyIMQvTftBHZO;de8|#-WS@J1AKU&dja&kOyezG%Q;{o$P zqlzeQ0RaJ(s54Z?gWnDXO>(!?uus!h)G>Dl{Mx_)CBS?Buu?-8=zJ97pS znlo~8JXm^NShR|5sx)_)nVE%!g&BT%vIqOcMbavA+*MCk*Knk(B8n1C4U9ok?X8R%ZLn<;E$2PpCVsU~vB+OSC0^%PgVS_BEp+$!w-IJd8Btp4skjF7 zh7B){Z?-#n+;g+d#0;jAn_3a2lF;$aWsbP* zfJQ~cX=yDjEu+epPctUJKKJl%yVX)}Toqe^-PAv=on-2ltvJ|S79K5gZ{utAnA-SD zZlN<;*>>O#iR>Q=JW#`Urdem)@Ancsl{4H z*ajI-;9gV`^a|R$yCX5;y@(?gXPqO*#WJUQqEkmJ&#Oc#abqMRsgJg+zrIWjx+b)D z?+5}=UFP|v64^O92OP#sDx%dCRHIc|T3XyaJov1qk6T;6>8Xl~;}E|Zaq9U#%uOYh zPx$9YJG2GAw!S#+7NB+h?j(bf;A1XhNrq+Hj~zSqxvs8mZhxQBJVRlC zl(ucXg&V@<B#3~$}OEn-qF*zxtNR*C3h^D80CIS&1iP-7x{>Xi3I zRkx`yD9{yH^Ir->l@@qw5PyVVV5r$+JX%0c$Lyu3yw!7dVZE3hct znfb~yot??9|JMATVRXl-XI%UD?3@r_QqwZBB(qQHViHa zIi6ooP%y{XXO=N3Q}9g0s`~3<#)E;IOp_0<-+uDJMONC7^OK1-PpR@aZ7CNQ7cw5t z#BF2Wnl;4^X3lFNXCV^?kS&sqj7KuYty{OasPEsur-dSVofF8I2u`&fj6Kfjc;@(h z_L947LQKreVcJfUIgP!umFLa6zvpsR#UwRGy}!M@*Hdav(T87?iIp|t&Ye3tMHc4f zuNoc4HAz&FRZyt<@W*;?s!dOM3GxS5$Bqr*3IUZj7A?lAW5%ywdGl@GE`$G7J=t@~ zx~H7C;K?58q=u`{_n9?nblucpl$;18V~;&zI62f|-yP;dK5Bk$JTtZJzW7KUUz|b9 zpDvh$C#ESK8?eZkHw|NGy`DdJC^1es5SKpoj3kTEz8YnuUY&dL=lO8Da5wJHu`-&X7hxE_qqlvh=y7MD4fnrhSg0;w!oDNL5-t|8`` zfQ1T7U(UymMvd?6dg_wm$m}3kXjXntAFDMc(RZ`c#6?|wedF(~Irhyrm%lNo**k4B zHIOz~J1@h)DtL%?CPe0*PLinJ7uI_m;;Q|%iDi!zBqKG`t{N8licVpRj3DSnVg-+- z=6Z6fVQ1I?4MjSP4a66Miq0xqtuT0>2Tsn3M;?~`=EubCR5kzzU3>LDO( z-h2qyhnJsUo+j)#Wi2sUu1t28zw?|ORms4hYw4xIs<;3$+^2jGoW`QI?@z2EcPcvL z_#m{tUc;uV_%QZaRdifN6sERUYJSqws5~MFgE~YjV!5&RPs)vTd!6U5ODhFo-)tlk zb4HuC$9}|M+EPzXFGvhv$CaxM5i{OL#HjpJS9xTaZmy4)*X0v?Uz~i}s@Rxltd@;e zb((EldSCPV+pY+CYnhoc`C%x&{UgfyoM@+fU}CD4v&8?cy0+x-!@*} z&svqKHpU?~y_I7f*uqujR#rmDIh)*yGQNM@gbz*|%n(|gE%@TpbG;LL@3V_qmYgk0 zL=2Ut?YZ{tg4+qb^&%@`{l_)?>n~V$6~71UNT|yH@ zIc(I7EuX7jUA&!c0%+<|m~@f#BR+LCfK3~w^(s$Os!jCiSPfAJyQ^25_0jfIuYEYBoa(;~4ebRw6kzRrutj<`RYpfA zSlUii^|3|!r?u18bK{3;YuVTg&Ei^P16pHC@@*pfwaxEuwrgMOmO9?(5O+FKDeOpY zb4$xbV8vXmF@&>?G=vqs>U{T9*H!mt>m4~IuUEfPkNGH6bnub@U$T5*QU*zH_ITx-NUkTNPjA%j|&6Z)a0up zr*)ZG;wIN_*q~<(08^adZq@o>MRrwHl|kdX6bl3!H=9na>7~;SZTI%G_h|Gq9nR*N znl28KULJyt%%F>v!#DIyB2#l^>@;$__=gPaV5|Y7avq0sCMGYpd}iHm>YKgKEVX+( ziBK+MODU@@mMgaE6+8=@n7Edco7fC_c> zXW9Cj9s1()Q=NtO?W=65o{RL9oH~Ipdm2H+``I(2fPv&T25KpG0JmRy)!cBAl$w@S zBez-Rg--*M*AAqKiuoN2|tg zQJrVLyK(XE*>gJ0c2E_O&t|0S^z_)?y?e_67Ozyl3M!62`2E9rm-{XC!;VuUhG8#W zL>=?kKs&?pBKZ2y=N)k zqJrBo$>X*Cs1XV4ByERm#60YooSY=tiD8uQOhmJw`=8m_(#XtdFE9P!=~)GAHd=30 z#GINrJ+qbpU=9n}iYKi+^ERz*awls`1!B=G<^iAJ!)|r+ReQ`Y#G5-4PL9*Ls`xE;ctREo*gd$$0Rc~nwm-j10MiW6~odrl4 zYssUr&#e_Ptv^6;Zz^J&N~V(|f%WMQ-VS-+;`$UT5!-?KRUeg_r+VXT&&HmO4-TE-3Tdtmo#7O5 zzm!nZ7x2hkG80*@tUCTu;%Y}^g_p1o#2Q%c5#eJKNdY*Sd`aoOha&sO=mc9rfl43lA6fYPwo? zWlaCj$)|h6KGpFcrrCUJK70xlEnZ<$Vk!Ao=2tli%+AcX$EYbLHBUQinQu?%Jpb0@ zsg`{=H~04KV)bU4&Gq zAw&Dk0C1^V*Zd}*DO*Ka#`J*rz0DHpNN+CwyDucv@K5KyS*7WQd9F-qa_Uw5+TDGQ zr;zW81EorGoi!z_u%O`7mD)EY#&PK{8q#c895OqU6(mSKLROzq&Fe7i9NqY{|IOo`LpW$N&DYLOy$fPw!zUxzR8?B?Dx6dW-jP|1)3(DRndu@;Dm?i2M-)Li$M0sYyLuduos`2Jb}|7 zFCz5)?PP##Tr zVej&Iji}(*+j6tw$+m-9WWka#2P$V?yLJoa(Q&fF2T-_H_a1+$lG^b4;Y9~HL7jyk zKspTlQ^Ks104^*S4*%^4a@|K1);dF{Bu9f7FJ})K zB_*2ly7TK+j;Ym;i}3J7oY59yS-*Z8pvG>EWJN})nQywzjb&xZaz6YjB$ZWP^5jLh zMP@hq)EgZrbK^3m@>(Rm4tEv_oEcYgC@-4T@)IB0CN6%SN~LmNbqt7Z zR&PSu2r3cvnVOWF6radp(dOaflf$KLSaZw={x$K7nq@{|`oO9@_tc!l6n^G$a7i}E zmLwU1Bszl_r_&2=ho$G{(><4Dg0wn@-C9&56c39SSMC}y@{?;B7>EUB(2F2sd#!`c zs_j+}McQn*c*mH^JCWOsY|^K@H125X6QtT+K&?trP8{h)^wV{IJrjQ^cV&z~mv=^S zN>6dn?a&!Dem`Tdg$(%v0|PzCP?B>KmoQZ^#aCB0iaU!E+`m!8sH;Lvd-qVTuUw7Z zVY7l>fH)>gw!Q&dV{7QJBPZ1m(QK!nalDUR^l+ zP-@q#G7zOIb`D`8#Z8>C9LSRor1r+HYwApi&78BB82YqLJzmE}uh940Wj~M6;3;IE zjy!Kd6p>0e2LC^L>7DOb=0=QDzE1ps8O{16vw&>n{8bYZ6B?!Cudp;pwF?|JVBXkh z-@CiU_29w3 z$elAd%c;FQ8`K0E$i1ivOR8Ubevy~v2;u**%Zm&B#JM|~mM0sOY$a@6k;HiY(nk%* zR_6yZrehJh2=lCLp`z1)6~0^DU;P zruM@H`Qv&>BAAlq^uSFB$?US6t# z#HiN>0j-z#L_RLAqmhx3q=Fs6#$~cI8%P1~!%PTC3@L7)0vVrOD{q2K_bkP3Q0F*0yUzC4$p7m0Ve3@kD$4gEtkPAdj)*m>}v21;|j zk=hfynG!Ph*(0$b>A!`F`f7h|SWSX{@8k2PDXmpKns)*M0#K#BAY4UKy`_i!SYITn z|DGysXB9oYug9EUz5~v}==iv~xrx~hyv*fv*68l;o@$z(3&$en5VQVt@%gD|!X>_< zRwJcy0_1+c1n`zi^LI#HYV}srIt`Yu91u-nq*!{a>LrASQTKqjVni|O&Jibjitb(I z05-lce_Huo@Kh^EBH=f6gC`M z%;YoK5V3`R`Q?|@V4Xwogdg(-GEFY)>uU>UtV;jW5R|rz8w1DPmCQR?8yg#C5IOGN z+q8d!-F2zikuq*S&s%E4grqwb+w{ipQ3+Ndsf?57rh4yTIJHWRD_3uu7m1pwL1sfgwZmC^n9^IINqBK7l zspTHZqU@%orfVQh?%rO`xM8Z0&Gq74PN~LZ?3~p|d`CLxz;f*)^?r74Ztl15-}e|* z#a!N6C|Jy+7VEo~iRtp2D|MCEP&lqk z-zP^~%fg~&Af7op_MH4^$+Be|@%Raxwiaawb`I3P8b8H#zrcmi;3#@5J)zW{5e!{kE{})3bHJuX%dCOI>L8ns-h}lHS2h^ zGv2M;xY6j~Wc#C!SYWGiG|IrBqy2|x4n37x)*A}T2@wr zgEQZqN=6jb0mXy5vvK&#%_D@T-*}7X=f&jmE$Sk3#F}fz>I;7GfRl}uR z1_1qDR2XUi;iITDqcudG>RgP$%8my!GPVVX#Hyj%S(UN(H3%Tk1b)N6{Bk4uS0a=q z@9e9NmtM}e`P~J-(rfzr`HMgg*}i|sfDQ8|^Y9`{^PMFebYXRU^A?N0DXiQENDWYK z>MyOLQ200DTFp`V@n`uBQ@uj%{``FfQ9xxS^b*9ceG4SQZVfBw7H_ z6E7q~5bMn6ox4lJQo%?PL`BkC$Z^j~FdHi?#4TEX2T2o1z~96K;s0yj*(H>{T|qfy z*nIjOZHVGLq4uKGt!Hu0#kem#CosiIPGdI!3NZtpK;+2$?r2fVr zs3YG;+(aK7>@fxofgYy`s0|fy+S)`bL%eQBInW!MCXc*+b)tTEQvFscM4W(G4I*~a zpdm&2iQDcJ5g856Wo2dM(bjJAsH}s)b+xaW?1bv|hE$?VuFfu|am)4T%01pilsu$i zNr!Xb+X-6_u%vPB+_|u~rzjNJ^<)7)(`R)}weAi!EPFxfuV-R5QA8`mbQyOQ2aVYi z2!`zqco~LOu13Dx>^x&ZEme@34aK^Mf`Vs1J6bjRVZDL@Qk47s`>M#Py1CXUnSr)X zdawvo-e#1HK(f^Yp-_o>x4%w~N-ZJU0LEMv+FChs*~_wUg=kDU(I(?2uCq%yX+XXr z-1kVp{LFDuh}~Jc?Tt>(O6p|NFLyWX2k(3#i!z;Z$K9RAHH+FJ3WO@)u3gR^-$8Id z54l9H)RqS!O=&{uN))l*`OzNCYs-FiTh@Omj~ zxg(GD5K=q09@4=v8JQl8loEuUBhu0Y8bXeW)Xje^pQ6$X5|S30=gr5Wu9jk{%W?2p zaggbI&!wGJkA^(s4&PoD_L@G=5?$okFeJRFE+ha47&?j$4&OzEG0v`i$H&LVQF6zQ zy+<~0gagCej9)&L@`Rgo%^_7f_0@ec7@0A+}`R8HUhMa(+$!m7=7`zqW>3UHa69$aA=;5~G zUXLFWF;!c50IQREXQpqm2b34)X-~@1ovJS*P~~cujL9B(&-mN1hF(HCx^bSs{&kPB z9e68y={beswH@pUh5tPvO9*KQ?xYHa2NGX+B_*{$*C@fKA$Lh!s)irtlk=BRDLFjs z=#&&Js#)nuV_7XHRfUOT+Prx{F)7)e)@LL4*JZOr1orM#LXs#4v&WGKO3P4NJ23gO z?PnUd`@MS=&U3?@4Tv78!-e8DkPpd|`EV#;pF)xZYIy7MF&(1mk&ez>O=#%UolN=O zW3S|L0^CZKzQvA$yr~JAfuw;HmdW0j)0k{=3H)$MG2=E=;qodQOD=8^?YWsxI^(n?B7BcFE!ROdq=87(=^ z8403!%;EEok@RmRYr|%s{v08=uqES={35XhNWCjLKV!9K^TBHWW?3baS8u?$o`N0^ z8Jw79p6xe_{m(^Y)S1Xq<{aURe=Z?)6Lc4%HG(tX0MI|d={WK*V|MKP(j`l}Qab(1 zrUx_Qo;+bC+lG{zpa^0@L%AGhzUPkZNUnnLj?7a0>ESjIrhAqyTV@0qPYlSOIUoTm zmj?`p*}Lzq$YC9AZ6VO5NhF=Z4yl0u2qfQBFrz#4?`L~1xpH;mZXad>Tx2H#|2f>%arOK$`EtNF_Ge3Uur!!{;la`gj9OvvlcF!fWLf6jT7^ zaExhhtXo0}EN2Dqy42d*dUtr9#dfHjdI@ks=GwL7(;3(8+FUo83PLT@Y47L|Ew4kd z3xQ1cnw=dKsp{&p*@COvz-!Ck1MXrAh8%HONiQ>yi8cb=jftTuz)}(6V#D9*2ENX7 zli?-d3Y^;x93V;!k=5=cCm-0x$Ct0A52*DK`P~eL8diUQe;L>w?jn*g*H(fQxQCjC zfbd_}tPz=;9dzCV*N%&hVMA&n>XGy#0iFvo4@VxE^$^pBRGAdZj@8tUq-eNr0g|3Y z;v*(TTIpfg5W5kXF8QK@Nc6#GMVZ15jDw_c8@3 zW;W@CfOKKcY8J`0#1=@QoM_#Q7=hQxn?FI_Z-6U!Wi2^T4ERc+2reRF1h11fe!hjL zvxm~G0Vz)mP!5w1@>PR_?!IH$vs!wGg8vx|e|>#dn#kgHBYVGMAH&~99AD%rtza*R z)h0Uo#);y5c5Q8K>Lg1LiVu$v@_Bg=-W}}Dx;Zm>=hx3U>6M0thWOoAoxhq(;8HIx zoJ|V|AfzOP(tMJQO)1-Ta=5#j=ILqNHtAeHWwg28fP4t$#{ZSY@15Qn@=Lx!8lr~H zSqZ~gb`z@fs|cNqDSde^_Wm#1KmN;>dC2ZhMn?CQl&y%}rpKII)Jsq+fj*Cgim|>-n;fogKET*S9H12QWzj0? zud*smXMOnV28vOK;8l2mRq1`g@9)yN7jC?3VZQZ0eev3P=2O76E&=!dC!gfI<@Bn+ z_kDvVi~(d2e-6n(i7-z|OB*J^J)}y(>mSz41JW|Cm*d+N*w|w4FWXKsCSGL7d~W=) zen$_Oj)!1%h_4ZvH^`#=ph7S+%q%S7Fp@=L*Ahw+p_aX;uPIX-n1u#Ninj}2pD_0m zwfY!T2=jt9!AC}kQD8UJK{Oh2ZYH0Swcd^0anUMjboK+m@0~^*Tr_tkJiVD6DH-_i{oF6FfQ44!h^(od;Wh zPf(0-fF6v%_efzlkTGovD5MA{BQ11)<2C7RGIxss7vM__TDwig01{m7+bhoGEU?J+BB5ys!Y3%3q(X+?=OD(x1`$DG>@}%%=jUb#&&WkUZY}%^ z-~dhH)^la4%QRL)y1a~gFCKAs);9rH3N_#u4>XdOd%*`|OVJ9>MK zGxh76nzTXP48ezo>xx)+DI!Pb6%{EE!czUMNhGXSCuoEk#`=$fhWHFj1GtV+WD6d6 zTOh>JMo4M%^~+QHu^Ro+Puo1ZFr$?OC!(B7>#L>@G577wBkKg=O{+24N62Zcsj+U9 zJ+G>s0&I~b38-}H^y$+pSFI|8!$n7X5d1Tq@G}%@SR-M`NiRpMM0?TV&K8L--PMC) z@9byG#slk2_TA%@QjUxiUAb~+9E&zPm$UPH>95TArDJ$w@~`&AH}`IZtc!Q-y~`8! z;wv=XvWhL_fetKRA*T58n*Fk5F*28wWB)_aBMc2DKqxtd8go9tZ+W5gLU<}{?%<9& z-`T@+L1)H<9@hR5TDdBV;KrBxUnu0s2_KIF7&T85`843`@D(`b}zH9|IDmg@=cOn-#Vjx~$JmLjMitJi$;7@u3~r=44#f zjjW?Rd>8~l!Lah>xnr?XScBQZW{n47xyR}*2tpCk#@<7mU}H82Kg0wN{+d{#PC-Ao z^zm*9)P1?pYI4(*FwgL0p9etJIUhbSrAhAE_2uFu@Vy#R!kKh?8#hbv8%Jzb?Si-n z)CMr`PlP>C(~#GVAVeI7grg!XNB?OJs{_D>*!O*gRZu>n44i@0Bg_2j;?u6G@_y$PNDJg82R$k_7& zoTdyLt`8Rw{14(@1X2pA6rccklgLbuV*xAHtVxWEJ{zwSh+7#9uOhoK1I)*tEx#h6! zYvSWXN-15=dELAumH6gR1&|7yP*;e^kbf*9lwWDoJNBwZkGel{AkV`6N$26#ZDa|z zY_{Iv&>NFPeASSYyMk@juU`-Q#S6$ARHgjKyAx5rb+orv_kPIDh3iHA7=syEwimWG zHkM{MPCiOXiVnHC;$fiA1GsZB1v}yOp?P_E5eH6xQ)ZLa4kS=gJ8gCxDLE3LaN$zq=L>dP|y7;!M{tLNno(;0T2oHw>f|VM!T2CuL@45?ceR z4iSiP5L8fyF~yyw$0%dU3i}m*+`s?$A}h;Fp$l0zbRKmhvYvzce)iaS8D@k~GiprR z$c?a|pTgZeFQDnw;h`bRD+dKReuNZP0PxO$AHz!C`8VYMKZJ;II<~u!uw-e9*e_35 z=@^}I;I^lyb^DzkTb_Qg|8JPdVw3ly1&0iWD~D@vtT}ndfnIiGu?-CYZ~Z^SC-Nc9 zyBZr~?^CwR{0!A?+jK7{i>-XZDqT-swErk-d|O5gp%l$@j~J44{-Z21cdggx&KLN< zy^Fs_=~}@?ayw)cF0+y{LWc35tw=r(h~Nrd0Q?XdC`!OfeSMXIW&&{O49ZYrIC|K{ zubzZ>OUM(ZfBh>Erb|8viH4xU$Ggv$Lng$o+qre?5iqO#{nBJ5D6W$ac)a=AZ_Z+l zwG|~ZB@AQE2f=%kg$YKlY6?gnmoRrLobQ%IfZ z^1z{Q;2z_Ua(eg45v?S=yLT5{{DsWO6UG&(kE~$=8+AK^YkP0Q|BZ&jQcZr^g= z*+9QV6**46i`wfZ@VNTDW7=Q&;3{IQ3+pw0L8*a3VEj{d$eiLD;uU=EVgE86-M4Dm9y!nMUWGbcM>rOCce`!1e~Ll zzt)xWJ794Hk>z#OB*-&w7@R=M)b*NRPT?RK6GM4Jn0`=*UG;SQLGj`tsn6d(7O@VY zPZr`ijg&2L5@3~S!o^etCW|mrhCs2T!{khY-YMd5rV&<&Sm_AQ>ooKII4mBv8-)!X zplK=yngLY_UdawjDi*9U7SdGnZN?GUfkjteq(@(+#zrN3`#C5B3-Czmh|}DpJ~HaZ z42=iExv-TZv%yW~(daaNg*+FyFOqgYdU6UxR~XHIA#vBB_%~u@g1dkefm+V9Hq-X- zz7g)r!otD`qB^Yo!mz7q#gkfDW6iD&D9uS_Om+p-n$_7nS7%Y1*_2#?Xo=>8V=OO! z#!4R!PO@CG>VH(xg%7;BNBf^k>FTD4ZG3{loc#1a_EVwKIXWP-Ezi(IY@4K5#zgMrl|Bee?Dgk|sAQ}VJvXHh3N7#FzSNlL^Qi>P= zM1-?_%k)UOvO-N2`dT8fZHSQu1`PsC@39HVAky!yxI_=rzr0Qe+jD6syw8NpmChZ9 z6@Q>T;pEAa4|`z@f~RCqai7)KlSF8Oi>C@zrJ2C^=%~usvu7XHol7m<}%jz5dc(yS;6$V|Hah^rR7X)u)k>MGC=JaFV}?$r1MWLOO2gEe}EwvImnGI{ex z*lk6!#t+i!)5G}+Ab;J28V!zhSRLjCKzBExeHnkav(~;V$gRDzQ(wRtZ5^<->cAeT zN<2B+Pd*7m)~n2r6cs%OVuPV>=UI7qd45Z6G^cvu-W|aK^0;jKGm-y4*K<|uuF2x( z;1+@k$e%4px~SZ2q}>=2i}ssTD*}w!gU}YSXgzu^rjoC=34Auk+vg+<-{amwJaBA53Kf%x_0P4sb`ex&C99cl0=snEM@LhnO$UIS~ zwMnB5S!-COCz0jG96l~yyqLsQa4xgovKfuaUfcr>>x~KkbQL-tw8q-g^o#t71(L|O zgckxiLRwUWuha_runUnp4r~X%_5e}~5g+0OSn9_)Hf@R~J!jC~X`v_u#IKuzY=h?c zxWcHSHOE5)O**=|x{(+M(sGtP+lCy7FTBCN6X;C{`tpd=?{r8)Ox}3SURG-E8X+bB zf~7gJnZ;sMBJ7WXD%ZA_LYgdxMc1n4JDC9UJ+`*pkI&P~*##Vka@PI_AjDp&(#j8* zugc_NWUTtQxQqzvc@_wfBqzD1HbI(TF$^;49AA9_8iI(5wxuk ziN@tL9aiK$+Zzx_usW!HdZE)x-1S(F5y0kJp!BRP=)Cuh*TJ|FhEExUJ{Og^a7pta zs0D~ADKKHjA--TPL(I-t&>(s8Z=QDc zvh(vZ0D!6cHat;!s!$vf5`wZj3cFI}<=GM~$qQK&I|qj}!M)`DRZOobYbvDm5<&nG03a@2cd-EoLX(LQD>sZ~&AgJqT%OTxn@m;K;}#^7*=$<$WFnU#I$~WThBLgX$?M1;Njat z;lpCf7X7hA6JCi*Vu!!of_(^u(T2ve-H?LnFv^`w$bsW*D>9_hns+0uv7%#__XYL^(=o4G7mRHP`zq7qp#!kSK!9X9`l}EmwT)6v zFQ5f5F`dy8$T)C^i`+U3Tv_Fjk4UlQ{dtK5NNDskj@dO^Ue?otvEsPv+OYESHTYyM z`o{U@N!|tjnWQ!x>LlpXNP95EsrfRLLc~c9k5Hb$s81mQN^-hSNX=~p?z36_q2KP& zUY{RWLGkISV$e6|NS4M3DFTww8AbGdAgiF~uL|oZ7Jk?iv6EyW9b!AZ-7Q&;Zqb1E zMx7vS_$Y{Ii>~G3xxB=1e|uTzhUOMt zorQkPn>X`=x9Z~P0e_6>No@Pj@kvDkzi?epA*`Px2=e)$b-|DmTA{S8jHBltv{rkm zq%ip)Zpc{OH|WT#2F~mWT&LO}~EqdO6y?{3IP~ zwK`$vs6?tGc2>~0hUkwWoxhHb;A{wu{OQvPBnztYi<2c_CNSjnN>Y;KLl1Sg>OWtH zbQkjE$&;;B@J3)H=$-xWJ8z@fqhFb6ZR|99AiW1SuOxb4xP72R2D^l10?&3nFkrFRYSxKp{_s>87 zBo;HbQT;;S63jh&4^!ejt8oj-=!%`t2FNA8Ybss1S4DzmN`1SDj>&El^}JM$6q>5eBVU-Cx;{$LI@$@5bxop zN;r&pp&lnl1d>oMbc15j%L8voYF7k(t8lw?PW>H1sGZ&zAwTyT`0YM>QliP4mAXNsa{x<>qS{84c%V68@%V=K1(cjoA=A z^9PrnwdALWdcaBs2OG>xGH`@ihF&uNu%Dg{e7Eq)rA`kJRrv1+?X zcV(!vtc;tJlOQQ#8YHiu#oRxXjQ@0q&bMbG$ z7sQSmLLiKu@9!*Xx}MNJFi?B#g4oYmE?hyb;8{mec(|OTB*7KgKXKgu%_#kL*p`N= z&qKm|229FD#Z0?Y5<441U3I2&Cj9qYIAsJ$%3$JK3xV}~bonByW2d&(MhP+Jo!X6r zFT2K=`e+6^9;_yb0%mn@PuVuwg>SyryvU*ElBdKA;&$^%Pfzb31{w!h{|I}Q9OOV~ zb2zb1LxUB8{ic(hgpnJ3oh@7Lv9%GQ2%B~tJA2=&gQ&8IuL$Oxw?4pUXbXM$sVEMV z1XCo9-!8H8>*}xu0iHtz9!?8Qn`7Hbz z5%91O$0ca?Gw}a8Y92Xq3v^6iaj~Mqx&IPnS<>Qgau14AQF=br_)S2eHbcTWFW-vj zAoj(Y%?U-4WzdexambLvIdC|H0R*1|6myKo%_sngsp$j_7=?poMI8gR-mWuF3M|sy z)6Pg%eO8C4jck;*l(VFS=FoSGh2_U`4J}aBQvaNeg(810y&_46A_9WB%V;q0ea0-sl%?CZmb;PT~(oPiSc9 z38nb)7&&aZob0CYK=B$lY6z}^+gtOM7Mi%ZB2i({LP4dHz(!hf)8zp~ zLA9b4r$Nbsg)H)B_K`qwa;(wUqJTIUhrIc0$I1tByB-^Mmy)~%AA%ut27)Oephqym{pf0OS&=7tP z$9&8M2Y7;cAlAQ)3m91A?hlSA=(?R@^{c8f0O0ES)@I#T1YY7ds+V{xEbg;8t%rFG|F}d0-|!FFO|6r<=HYWCuO}3kLh))| z?YadLW6|=Z)D0fSZ8y7r2F=TQvRk(NWgWWNE%1I8M?pa zhXyJM4jwtJf}|-TV-8CPu3lv^O%A*PiX3?aU+|#*%Ismr(-*bs;ez*gJEtZN-#M@g&Y}!(p8Q| zZ1}#u?C@3>Y9#>|refWKBl(Rgd*TE^4gjP^ab`L~4%DR?WY z0OI>kMA!rT<3(pFTFcEN9?@tznfj=MUluDjta|K`8kc_KA94W|$I-x!NDMzjKZM7l z3SCcqy|!p7!=Ob2^#6CUP%}K2&UEpd!+_J!NJPA>KpNkqX%eQ}igi(CSqIK;s%4{5H#V<)G)U%|H-5TIR z9q&VWIXNWk&!CVcj&ed8@u8)WMrbVL-pKPwrg?zuSb@T5Q=IN>XlNh`mIQi&h|310 z4HGymETWX22V@2)+;^5VP|?bF{rxCFBp&@S$O;t`KNL2k{h6C%BY9WWlH{MJh`_(u z+InLbLgwl1!0}Y_pdLg6KlHSvn|HVNz`|NQ{uEvO!cH?M;Z7;@k06WnM)bqLkT0MA zLjXLq?uUeMT*kG%?U58wDWNO;@SG$F-dfLc=s!q?^mO(gX!I;)y1bdiR$m`l8S`(D zY=~AFV?`htqRR{Ygc`UAc>#qcr>E1z*l~}6XAm0&MV=SD_}->Z*n-1{J4RbQZl53? zMDtUvAD2^JJVuj7c{w|qjMq;aA{o@!lQOPM?7p~nrgPko$%z#M&9M7-EMG2!$Yrkb zmzQH+!^miEWS+EYK;D<7AqR(n7>`0DixCddAU(xu$5ycXfRQYuSOL4pO(m8pT~=3E zw1P;Vg+TfUXtLW04;P#{9x$hYD3zs=J&Gy-Cw!epNm7c&W>7l5_ZD)V1{V}k2!?s+ zj6qL91(qST6m4T@FzRmYYBu@du+g}TGX?A?THHw2KDrZjiixS?sE2W!5|F&_zyXeh z=}P_t6Dz4O;SJCx*s#8SXt^kOS3ig1{NH|BbD)(NmL&|&$AP;bI+Sz;9#~Xp?~^4z zCjGXL51!1$eSWG}V7F%K8F2h+u%czBf_@R>6Z?5^W%4JiQ$ok!pao4d#GOI6J(`py zQDj5iuc>Hx|M{9b9l$4lA|V7vkX>m=Rl)iuJ?S=R%>0Lc$mkbXO9Pz0D!6W;4t@U~ z-(;(WD1x&VsBYH7g$J3iaACL&#C6DFkg!uU zSmy606#;Q)M?*FFwE zs(>pm|F>0u1f89lzmc=GA|~2!hy16iA_e*>RaGCCC_`^q`@CQ~6>c7D9&OMljShnn zNE0Mj6V0kWy$id*s5tN@8gBYW#o-hpkdhp_b83IX83QRaP$8tgCdk|SV+(nlWL7gX z!|AIz{>liZ=S^(9B)GcxA3#|q#@4rWrpj24{T->l_9nSmHuNz;Pc5NQPK+=P+_TR0lBdM(br0xNEDY$MKMEq%>Zoc2t=9}vu+MD zL1DTMx)ii(M`&MD;LAa}Cwe$-CqAPy*hUL3C2SF#EmN(v1N}KjoamxAjr>43?!ez! zUEf?fK6e=>+szk9q0pk!`!P6e#U5#E6dh*CJC%}ug{uK3QPO@|7JSU3y|*_Shy*6C zUdV#9P~==ARFpWs?-7x+z~w|K1W01}!AHM_n+kGRQVF3!Mq>Dj z5E1D!CR$fb@2g+P)qo8Ib)e|=!J#5;-x}$v%h$&*X7r^AFaw=tPxQjepVy%gPa8Lu z`3C<+XUth5k3>tmJo^6Nz>Yn0&cDi8z*qJLjpiPvJJ6nl)B1F&E(GCbeg1{(T%p}& za#9kStOVothlM9Q{Up} zZ|xN#zRhjfca+d=fG;%ZIU((l2`a zvQj6SoV--%{_FN5|K-2p5Zy|BrW#XwEEz=Imkt;DeO4e_fIAWl}@a)+WUmZm}&cqlJ?y}74M}?&SDgRMroKIz3RY-h1 zk=4*Hq#RM3IX5a$fYUz7k;1EP{my6cqZq4+MuTnj=ST3d`w@YMSXN4*!;uq!0UvdZ z&^qH0@_Rzbf^nDs8@}IzKdOjq#B&2X&l!Z(3iMTyh9`(tEI;6)Mi!2;fqzdGse+hf z2!{#X&Il)_L`&cH_)&&FN|$tadpS`S_P3DHg8fYqpgc(0L2$enHx6i!w)1H6kJGCU z)Vw*DfL@afG>GdGA_nI%#rwdUinf@a4%wW#^E59wY@txJUbwLDC$%OisU+h{moL=Q zO`Z~Mg<1-n;7v~FQ-{9^c}yN)fqw;a?BQGYqaPROk?v7s%nlU(^iGo-a&M8Yc57$U z`v(@GgA44-BQ#cW8A87xmTzQ1O}6d6pcmA*{~H8ZaTd9V(7A4}0S+Qz^P+`9bW?z+ z3h(@-Ym8#CvM?*io+@~F@hC6wC%%YfAaYUiE6|nlexdSygyVTIkJpd} zm(G?AXq8c{jnc67BW-6un#?Iq;BZKD(xZ@D(R)73?i9v>I;0a2!-FF(Q;5e2)V+ps zvJ1A6*W0w(q^gM1A=czHByx047_vNyS$Y0Dt7DJea`K*p;Yk=39Xam`DMb}TG?7|J zjIRhRu^G&IxL`y~`XN*HQ?FUjiHRwX-4LO{S5JfNwsJe2TeYPW8kP9@(F@jh1iu_~1 z3bGtup}*~LraKPWFa{7IIW(Od!UWY{8QkHjZKTjJPXVP$S8LF9N6(4$144i=EH0Zf zuN#RzVPq5qU1ilQZ38|Ly>lBTpOT}&!=-9T+lacldiPR$HhKSpk$3N|W^>&_T-wgu z%sb(TyR%oQ3}?+ISz497!I@Okdzh2_hNbvAYNTxAi+nf9SxoP{RNrYju4AFi<7&)3 z0Fcpzs*&YNFU+}eMr|I6DImh&eUKa9iWyM@;gv9KXgH~0<8uZp8d{k*8Jv`_LA(Snu#Zs*~oJ?Q@5JQ@oS32SVt3AXyAw*Y!%$Y^an<)x+ z_ph)oj@t^O9;kFR98)fBhrhu4y3c(1t8529NDjRL7x-Bx-plA+A?bnv8OL$J{1DQ4 zEJOI0V2&?0uL>@&ea~*N+$wP43!%i@I33t-h+rqpjmrzSVn(jP(Sx!)4Jhz1bUQGUUq~xE*khtY0<@7cm=bY#s@8k*4vLy6-a^_o z-8o9NRB<2xmUU{exzhob{tFCmZi^N(d_5%oWbw~0lK(~8Tk*QFBKiO5kp7dzcprs> zIdFswDXvJ@droBojH%@4*#%zT09(za2j^zW5c5_P6g}R}?-N@rYg=&scL4Tq7>>S) z0xUvI*9@BaPm*fd8^*RMwbK6LB(tU?RnpjXa?^sb_C93{IGXhjaFan+~P8AmT2nAIS$9YuYyw&~SwFDgeuw2;S z$N2~+mEH_sk_?U{zDv%2K@PI4yr^j-8^Qs~_#T$1mw!VTE67KhW7d0J+*;JbXr}0UkczHl<(jHzaFv_{?3H(Amc8tvs{E@DsI-{aK^t zleiZ6aWfp?BGiezMDHarj94*n<~Ayo_Fwp4 z)t!Az)O8%kDP@$>v0Ukia*oDLl0ah3lCvih6I=+*=5VssH+ivE6aw_q*Ts_xXN4 z@Av!lQ_g#QG@f;@S-vb9RPYC4T=RxuOS)(C&&Hh(@-KF~;!RDcC?n)sQt7~eSxzp=s_%ZRL^;TJ@lcg07a|3gSol8up z{`?w;j9O_nPd$C#!s(00d+8cFb_0aiDf~&$^RrM_=o2xK{BPdW$OoP+((jPF4 zA9q_-5g9pc#k|F8Y6uca2lLS;#*7FII_P8tC`Wr~Bq-0z97}feC2j&BLo*05g%d2N z0Be@Zw`Z%h+kZP=xefnGHBw0tLL>Q8c5SUv!|s^Lg@yX zBQd?e=mVe0m+O52&XSSecB3417G)5Z4G5S!a8CO<_m~v;u!;2nq@Pzcvtd~uslDmPx$aj6*MPV z(nSlpjxD8CWqKy3?YTsYD&pt;PA&O#EF5QOdvZ7S_V!kKr#6eF<7ImKBK_9Y`ejRQ|4H!`!I8}y#FOWa1s8@P1Mzz7K(r2vkG;y<&5s)ij-FN5h zg{R0Da_naA98zZ#ZrM5@6X^3ANpZ@gyT7CBL=_9+8rB^<2xhCQEb+ynlYAsO7j-FX zRbGAH?Yh9Klz=H3DQTSkrwYdHF?dfBk?iR5EPo$cOUPmb1^`j-=3c)%>qFJ~;bo#U zLXz@bzEX*#8Yx(3a`{&>p6#c*9ff?*>iGWBrKrP#<3b^ObVG_M*MH5X%Xa`v8xRwm z?kzN{HVTh{*u58qjmvk>QeWTIV$lEPW?DG^AO3<@snkjwbFj`X3Jc?g#Q!l>TF)^B z8D)~;Y7btOXrIUzG668_?W~jIK)hShy9O=zAj<&-bw9z=KX!g_b8o(Ng6E_x&0@=E z6KDVt0HuI?1adtp1+Gis=(!d)UO2+ti;8eP>_)6BHQ=QAj}o*`BQ&!+H0}nvyFg+9 zQCRV{2X(qY20Wb(moC(~qfZ-$+a^*liULW?7Dg5Y$mw88IC!+YynW+(wR&~MvKK_1 zcDy;=?N`pUMIh5QMtOU-V3)H&VXi&6EydWIqX#wgkW&kxU@ltV-eje-kCc=I3UG{W z=Nu!s^{W1XrVwW^@yl%7`}eP1n_C69_Nc+|m;ju&PG!buslI~xOk|+o#dE>M?PpbG z!JAMxN9A69RY9$tq|m<|qaKs88{#dyY4I9=AQ|b8 zk9t$yKDEVv`APqky!Ibt!G93x{tut>u4jqw);nQpxm^rOkN@U5ea!OEV)=OCx=q->r2m zuIQVZ?BU&`gYgZTw}4C&iOI2mCMKfx8gq!y()H-TF&!_{L$a$tXaBn#WC)y+cpH8 zX}d9Z8;|0OrHAF4=O0+282IYw>ED7D%`Il3{U$Saar?l;mW-W7OSleMGhG$qbhkZt zN$<^p32(pLO#2L_oi69u=Hfmm6#15KT|a-K%-P8J7p30==8+%H&7E(__=gkD&MU|d z&WnF5nnQjNoHJLH{7Kn*=nxb6GjskTj1yi@eqChse|V7-**YCY<40Tr21TWtpa;hv`RbXVjLhQH1 zr4*4>b2c7I;TiqhcuP`R`cF~IwtzLfDkAiQRK*h~?k1YnN3m*OQ*c|$r-=W2HCOpw zE(w-fFX5Ob|4h6)e*IV5){Sz{#5JeJhf3bvTDtezs98vvqMEI(t=&kSO<9mE>w*Of zatjLNHf`F}QJoO}{qwWvPoGZEhgmsRYiMY&aBxILY0_8S44Lx#Ve0AL^~wu6LY>oSq!`96mnQ(o&mpC3T{QK2)Zv9co;Y*ijW1azs+ns=t|P zT>1L2w&Pfkj*iaYaE)or*9$RcO7VaKiN539)6v1Bs#=k67mZ~odEZ7=@#VU}kdS=5&Od8?)jgNO-RN|a z;=B3x-w*lw`yaE*TdIB2v8`y+@{OXWtvbsehlGUiD2D~w_oReKGb>@Bww`zrAZpd| zF)K^*F^_VwaZ;U%(e~|vj+0l99X%>d!{~9lW$RR27$5j7!7D1N=IH3y|Ko>3h`it6 z)JS~|-^&J;>E-PEF1HmuU$S_y0_<}$ zYfYANwW0K$J$v?=)QXfvX{xJ)D`QucwS9T%=Bt)wH)K#}U1Pjt(V_?L?(QAsk>PsJ z9EM-yd-mH?XMVUlZQs6K`pug+7$mRh@y=+SUiQ8UZKw8Lrx`jHjc$Tk+3WL?=>vra zvK?7Duk~Hmy7uFka;V}l4i1iv($Gi4-8HJs1Hz_XBYNuS`StbMT3T8L^>5POO!OR} z?^{sch}|)mIgk03PPS`mcVZ0}HDh`_eBp`>ub%ET%)=0!KYxCFqJAc7^)~s+bf?l+ z3berWdkre(-@fUi&)_b?zZdxAmy{@7zka==J|pA)hW(0xU&jVo!&M^H`UeM3)$IW zDQWK9xt0~0Htk9Ej=aMYW0--VB1z_4JjvU)Z|xdyv0h|z!I!?E_oT{Vrj{&ST9Pp{ z)hkWAl_i^BK+tH^ila`xbp;$uhet=}8loyDsf6>n%0lTl!rF@+~g zpxwTG+n_um)TZ8{!o*QO+RA^|1()hX<8YbBJh>Q_0w3XuSlxWrQXfyx;9E;stB1X@ z3$@}u?7#B;)%h%!ShdI{%*?7rMn(_wMPIylfdSq^#$cnU{hRobG2Zxr{)(}rVb%P(@vX6B45TwF)7 z)bJ=p2squy>%EXo@Ly*X)0C0!XkEA)+t3r+NFZ0L2-JYtB3s8 zwB~R+l?KcClx8?Nk#&gpQHt+hvt~_@Cf&NqPUV9;XLP7iNXJ7d4h1X@vQ3^jj#Jf> zOq9L&HC;8WpNTslxCAt2-R_*8=&jgjQ@e?ilapFp=y$+sqB|-7^XHQnER*uuLL{JOxe^Vgpx7xv-ujjRqpBKZ}0D5f~u2DwI2qk z`(olcZZeA(InSAgCuAqVTFh>6dolm6T?)q4@iDi28ye001PBRV#zWbF9A3jVA#63}q-2~peV%55Oc;u^nG>2{TN)p23E)^)!t-A*i z=4$NHF(Afb!<82dY7!&KjZgi^;Uqz4?!0-*xSLfOO}G%BTD&we&x=BTv2e_x46UOg zIvS~vn#cV6x^?T;@4oma(hxq9aH(MZF)68VEDVy%F?Atl<1V$AtDBZ#|GW8yIn_Ii zgdzjkwFh|(X0vKv?r+XrvTRwY)ARtRRad2gK*nV3SNmSEdx$4|>WQauqcRb;*aCS4 z1?kQ87W%%TRx$|5ie$4)`4<~iEUmNeO%GFe=@KmO7Z$0W)DfBVRS}3o%W+JXZcXM} ze7tQ7$qERkc2h$YWti5D;@8d~fTv!T!y-`1aGVml+IKGd{rfhofG^kyWofoo_8L{b z9@PFbutLjTF5PaZ7)#()M8rRqf?8$>a{uu76dYN*iwS#OA1dDCL!oun`N+I&0NP!(CA?`itBU*US6DK96 z;@1nCXavV?0N5HF$(YeZvMGJC>jK#nfFfrRf=cHxA3SGh^X>g&GRRId({^poZ?mjl zuh!Az!&TsSKouXseosIB{Kx`_>9JM>zE}PI{VeS4yi^iwhngRq%*)Aft1ly3$lD!-6NfBn`_Wz97PymW3(H;=zuF zW(ZJ(1?N%nzT8-_bQ$&7!tgSK_u1KN^aXO+giU zeCQYK;N2BA4ViN!X}cW8E$QuuHT!Do>h4WVjMM~g6tgSs8yebMonWYXams|=y>H95 zZLPFtxD8QBngUkt=FWXcr!SMUEZ*vE5HZW#7wIrDd>oT#9L>t7b}>0QnXUfXz`Z*A z)&d_r>D?sVWeG03@colFZUa-}6)|)~J<(_v*SeEpLmqX5*xPHXE@9*D<57(=;@Y;Y zCZQYYtg*M(RK52`?+Yx|WxI}#O5aB8#HnND&yyY6k+_7p*0Bql#LM}JJJ>z!tr1+-)bRGEOL%zr zk8f@Q)pGT39Ow#|u$n=vt}R?#?=P1}c-Pq#Jd>z@a51S)rudD6{Y#__>yjnI$`TS1 zTXyWoHPOOY+0ju5x z{93p1fOWi2Pj|OwS0azb1>~2;o*om+?&`9S1qBHS_D%PMaUZBWF8GwcahTYgQw_ww zW#`UMZ8b@z4?pwdwwHt~*Vfj43HbK`d#>xd=BTh{pDmst&QPhk$>%&vhJS8$u+WN)qHV})U!*u4EWeD{+Syfqh>MG}!agOyZ_b=K z)u~qD##)CCIa~MChGNNUnMbCiq^KnrJVu2T3CL9)tQw_pmib_x^P8z*^`PM3>hxAz zj;{p3V%IL~PU|4#>@Z}laIJJZ8F~4{{$G zRE`J}Kro-D7k~?}lYY~Od&kOKkQD@CSFk$PBi!TbRebgtbA?LFWskMJbocP`3PB96 zFiC&+?%nAS`HeL;lO-o5cI?_}}mJw5F;=_}h_lN22(rA-4+3C36IH)LK% z_>Y$}Ee^bc&GUl9|Bt&#s;WuG4pEE0jGBxD=bAxhXG&S5dPU+!8O6S&Q)a`|>v*#w z&|u>81`FEK^r_*RB`a2_AoQyxnM7h~%5OP-ce{mWcD9EVeeG9alZ+{AKh$|2>n&Rg z{krX*`v~c8mXOGhb>yU#1{|JOCJ zVta}Wl`2_}q+cEUB1OO$a^kzFbU>xLs+A~s3=kW=%XP6TM6Z0m>u>wrdvk>it9aI1 zg9HO)Z|f2n`)iN7GNNznNdmTrmY5!u#2^Jlr5t)&KTz~svfH5d%gfuyzN*a=G}rnZ ze!ZG`$-B&54^VDjE(?2HC-G370Z^6>FZNL?= zeo;GfdnD8`hozb}bwNI+Z_Wb3DvtEj?LC)C*{fe1_$h${FaS6=4B+dbEy{OQ6pR4V zIyPYjcyHd|I$dL@9b`2C?OtN7y6)D=W8#jJ$tdF^Q4Saasjx-{9Rif-(o&5$qoC->w&RTOjv1+Yv_P!I zuiMtlO!*(QRb0LGL=lZ!*0uE1)0yPnI=ZUM`Bzwe*@Xfke4`i}+UY<)K)*U>aj)>c z)HT<%s1u#4+78Oi$8B$ATmg2sy?V7$zCFXtuF)`M>A=v?V=g~2`*M?UzySj~)BC~p z61Vib-=gR}#jnq2fy`*`>k@kew*7SV7mq0~x z?xO_bntk-nNP&_2UEJLQnB_1;4`avch^#DQ5w2@^J5ZPL4e9mNXJ{)<`;`c^1pAoq z^!FatcQ>UCBJ=6jCY!suy9-#DUdK4@o{_eW$%wWa>S)K>O7QvK*r*U#m|r(cF*yNt zNFHJQ1qmk!6jNLfJIy#cjJJo7 zX!6yrlaC-k67o9vb_(crFBgb%pw2Y%7ZltA5-3Ftl-{4mi(yUfsY0EC#DoOj$$(-l zd5_2IXQo52H_1v?y_VE^!?+(+*JHLMJE(xQZpV04BDN=ff4A4eE8P71G4mm9g99Fch-9=t zgt1rpCBcd9*vK8VDRF_5?44^uP(>x~^9qlsNr>;XO{vd${AT0`$?F)lAnWdGeQ-Hp z8Y!{0wYBl*-p-}_gg*`mPv8$yuASDbZmOA{nkWlZ+J=2}GCHl_HB2Rv$HvCSVXVaq zc>j`j;rdjKivEoQbDqqbv(dSvxw%=Ir+UEpxo*Daj;&ii^q3SQ$Q|q1x08zEmPE>h z%hv~@%n3sw15|s>d!C({*=y8Y@p_;AHxF3%e&u6j^>X{#)@iY3u-Q-Cp}Hqn@|JzP zs}gG4ss4NcVEGbm`*KtRKv~&|uj*OG<+ zyT``Id4z>WTyLsgzfp2`YI2g_-W$od81RTd%zGOTlDWcI9S zWeM3?Go&`yc$B{h+28kF3w&J~NSsYZ0r3kJhV-Td$T5p@4+Wj?tEhqgCp1tUJIC?Pq zO}I&2DmBkZsN@#v6Wx*OvNC0$$Fkd;j<2u`SkdD z+;MZ`9ljmJtDIt?yVtP%#8OuNc=c&)tayVmo;vfKjjB_71Wre)?VXzHb*exR8T`O* z%2E@YW~ZJXs~LR^6N5c&okIsQt*%Q*b52UK2_23`J(Z6^Lzqvk8yN;u!pqGaRJm=B zMkt0TucAT~g@rQs%DS}TF7_a?H*1n45M)^Zu8YP1lQm~tlfLL z=n#;-THGbMhdCR_-#{XhY8EBn5N1lhDpnUMs#3S?fNlT9nt^w>S8NOef!Zc9Gv8ebuWI3Rj$wC`B`0i-Jjl+1RMKXMXK0MyxaMxqKV z1EDqamWi`1Jo*jcj)ly>9W|~^RzOL9>gdrwKtc-X6>b0pkv*K&_f5$3s|J~4yg7`( z8jiT(iQWv^*xq}j0*%LIacMPo@$pyK=mC$moixC9B+nHiu}b4Es7De}NwEb0PC@}8 zW>7r$D3x z`-|Bl9H~7$Xd4Rx>?NK(%%=Bi|IknwDv?2;EW?ivHm%=p5s1(xgs~%~c}Hc;%N}~K zIH=`AOV{p9=BWr^)f*pdcfEgK<>JM_h0GjA_Me_+WH>$4EA_ffk|H6DADt8r<(Bn) zg&0NXN^mx$7$Q|+wpNyXP##%k7_%bY=(HCY($4El91Kba&=&E9HDzHMHUdWCo|bLP znp?MThXbJ><6zp+@~ma|rB7^fPXrIw(QQ;wZ6XYE6nO8ELK&IH2F%3!;g*c46Ti0ANVIc6UWO*n4Pt}7%5>DbcD5|?aoLMC$C9hPY{Yj~|{_NSatdY@yIT7nz&KuRGmbH~f`ZP8*UASs% zyAH&i;6CH((_Q0JqfPEXsxm`Q_GW!_ z+E9dtF%mMWEPAaLc^qSO53DLXppc-VqT;eF!Mh2D73*#4th`ooaF`_1>FkY-jUP}^ znofct^NJAT<16^{-o3rpb<2@;Ut%SFzye!FwRUgay(~-m#0ept3m5Jonyoi6F*$zb z%#$z3KNkSWye9dVB<3QrcLmQto;VKf?JjceI+gIUKmYtwkdP7=FzSi>7PuGl^z5>5 znjQ-=2SLw{TE-~# z+qg7b^)tCmP$3tR?t%biBc(EO%NIn=3#c!$O_IK8bnP&)_he5wJU*@7*d$MNKg-+m(EV1DgFa^*38UFlzz>p|dqe@Qe}uMw{fQ|4{LL}fI$t~=g--*myVFM-t6SczG$uvUKn6R`KD z4ah(2{e9D>w@?IbH+FU!j*Mn~OLRNW_F-mvM52jQowz0PXa`3dZhjyXP_zAxp59l< z-D_5^G(TIv$+`1cwqRa++8#=#l_?7O)D}cNq&2l%8}-Z5fAfA~36t6HDqT zte%@;hpG2DB^kf`!t>v^FkdOG6Fm*I=^DVaele<`LWs~Ae@PYu<~8Au{uC&o;SpF-Kb62hxl z9WrRpdYRQvLjbhE9`jF}KYiiW7<%_^-Mql=(P(+p_)h(cCBq2dw z92p1dXUJP8qO~)oxxM!4=CR=RPNMLC^ORfb%6$&8u*Ivlz5<$shESy|uuWWCizIcD zgHYpZ3-v`K4dd-9r%!tjlD)eo$q-RVMnq`Gl8f$}e^}Akjnq3uWA(CnugK{Hzl-{e4_pbDy`~p)9Ke$spaMr` z(zOqKh8F>+;AEeLA@*^RbPoRd5uqSJh*4=IJ`kJ381BNqe!f_}+Xq8^ha!QnJ% z9;r!J0l<w~1-*-ycQ2szR{43m_Mf*ip+6 zK3{x#v?+gD93^!SvVAy)VjLu1B&kE&L!Olbf^xNJFA)Toq81bOu>Ke}G8a{1vhOA# z`-Q(=ZHhJA-UXr4lPlr!mv<(1SFa|AoetIU(JmS`b(-+e(CC`6FG1V`7ut!%Ch&7C zNY9OV$R ztCSDnFN)JUdF=S{jx1)0QYbKar%S+zdpvj$0Ew+;!AC;T*$rviwR3ZC-P!@R;|qk{ ztyDWOG-U|6_t}5M_&{wvMy`zB`^GTb77VBBpMMsi0FP{IyL`*Vg$KpZg`E4! zfK!tEYecNOo^XX)wB#N8t_)TVpGz=Q@4Ilg(OPkO9CB{*iF`z&hi!++qrI8zmrY4c z?ckgly)nMh~q*2Oz4;3UpZF}0eZx;Yvv1tZzpU;jwe%P>=&qP90pZK#JaKe*4UJ{* z2m8a7Yml(kyS1_LJmw-X(3+J$d?(`uVIgs5FMlq18+Hh-X0^5(^i)nrp|pGveCosf zjfQj=G04mWaXXC119Ie@{tV*xF{C+wJiZkOBsW+Ip@U+~CbhER%XSY%)_m3i$H!L|g*8IrsM>eY!YD|WL1|$-X zG@%@JnhGa}d}O3qCI15-AN4LvNc}n?+E=pGnxrV`%SsAh)utUj5Q(W}+S|_8DOlQ6|cToP5TAMGVi_KQK^& z3XK2k2r!cC2>}fot8X+E!-EdIxnVjf;M^de^lOHNvsxZ~;)Gm|AfXS)iX?kyqG z)udo7q&wVoJBmyGzwC3XoQ*cyg@uzoYUbz_`tE=q21}|&2<`|S$s|(Pa(qW&`?ylp zVHZC?e@7iXNgR-CbEAT2{UZl_wheIU)U|7A##(A>Pl=5MyEPo)i57?&f=YwjaoNzz z$0rYG8bV^Bcp=`Q@sZwWthP41r3f{P4!uV!kGT!X?iVPo@xUW+ z4G_kO6rU*hyTmi%$@Y4_j6yN_4G8miqtiHkeF0vV+C|LF!YJMD0)?`bgq##c>glTP z{+eEM8TDafd%M2$ZkT)sw8u7DcXQ$L-N@a`2zUn<`vH;p-k*OiQfJ5SA!4kfk^k3> zEkq7mhoO1Ba>E9rGm$DU0SS&HfIjs0);Ej;{r6Hk!|^zt4pVd<3`5?TH`i<*>O#n> zZv&-vK0)mstUOI%W%jDT4G`!FrG_0+;m-c)Cr{Y6Y~K9Nq&no8qk+)nqRdyPp5NG% zd*=1I>vf{{$w+oyC2E~wjAY~IJq({XN-@aw2dW2l)J4at{SMj|vjILS zger1p!KHH<*zQM@yTn>`NqquFUY=Q&b;rh$VRxg@2r?zF|BW^7)Z3~BnK2kq%fU7U zaASEoF(UL0^hrU zQsf~jT1;U-M)XnI*o;; zIha+8?YK07+L=3goVOsm^Wr!D{tnIURZ_XRRf%62o<`w)c13fx_4P0D zZxC6-BfV=^YtHo}mAv>nC39tj$`1a*D&@@g|G2#XCdPekcq}qV+pLxIZ-(=~wQ`d6%DCe4w`IzyP4~$J&ra8TX6AM`0bk7p zC+?Es39o-~fJ#ZrK1xd;xE(K~r#f%-H}Ix-nRyIa>ZwvzzhtUA{JqdG9A=e|U|YaH zx!%273J_;BuxIyf==}^I5|n;KVP$Zpb-Pz^ibnuZeZ+jjGD(UC$io}bdB|0rEe;*B zd4SE)7UZQ>49W&cP$CpjJGC>49)G1(o?6`3m^B2h%Mf9_`t|vnB>jpzj8}erhRlS^ zZs+Bdg(O%EaKDC?H3STfsNrLBX^QH~kmLi>D73n@GDg3-Jw0F(MO-VyA_Q?Mk&wAa z$}%+KUP9^933g5uS0X$qAdoD`0ENq!i771@-arOag^J$-M0B@|VY1cW9t=2e*u*5t z6E?i~cp*SV1Jpoyg@r1pdyS2eO+x@Kcc8+ev2b!m!*9bYBve`+jCd;}Czmkvj$zG> z(!^zo5Es|1TNirw?y|Ab(KZAx6-4NG2tZ(}cz^#rGs*$?vTD^TF6!dNi>({e&N;qK zqg}joiD%EAl3~%kdxv-;89TbcU~|BMQ(%>dctqSkD4<;L-1&mMmN&Eq92F`5JUaEr z0Bv8u%8F$9bN8=+XEO?QM>x2*r=nJ2Pxl#z5laT#c;JCj8RpDe zNGwq@($YonAw^eKo`DH)TQnmUG{~$h+Q2-ds!Zzxr)4mO&m$bZF>NwHuRyfkvR|G)57vr(21~gzBh`F@tAhI>hJen_(J=gSe3sU|a^LDZu zBW#P@aC0ktk^R@W6B07mRkLUF3*eYU%6q z(+~W6x(v=8AzTq&_s_8vM`@CXPKqDA{w<$6J(=t==PhS;Djt3R*TL}evg`}^pMx+= zW_;@3nOh4PQMiI(q<7xZ+(MO@`cFqg=G22YUgtYMvw7yqwDh2+9KZiD6pPr%ySnCa z7W!SW-Yd8%>gS_NeawHf&qzdK1N>%D-1_5>%ZQUiwlGe`HDKLv)%-vTG<*d?^Po6Th}-M|7B#TaH(1g#-tOA)tAwijdWs-`dR=gxtU62^#`l zB}@bH*TyV};RfYv%HC{L0)?-ohxd#QcLS?|4`&ks;Et2ZZ>(8j`eY`e{9R>puoW>f0qb+|>ob83=k!$PtZrhlVcg2Ee0cwX_m1oj-Hl*?&h;rn0r z_ixSbFTnk(;b%8hgG)pE4oIMX&0^m+D@XVIO%}^s85eTgan zU@8Oq4l)Qe*HOegMS1!ATT~ff|I`XxFZO)a!t4(pIsj%X06-tZ?*M@w+oquW61L|! zHVxrqh?AVqxlrGX2CiJWLN2PSs|#*cju0a70Sj4oozaU}MMkoL=i4sB6|ojAGV}^_ zb8{k;0;!iqX&wN;Z0k;{FNa)T7IQ(0S`1z9bcUmY!^{*h=G+6TPdxbgpt2B*mEjx} zf<0brYOsWOv|+yWiyzs%n?aRV`ET+!KJ0A(JvKO`8oH~r_(UN*O9AH1UcuXu11Dy2bWX~7Z%|Z zsWhNxf^i|O(i4$lNGwlC5%gvKB=AJl7oj|_zP^4RoDoAj(X&wcci?-F9oAiy&!J~~ zOz7QPx92!~bBT=~A8u)xhWJ9ExHh)$=&pPyan(+gtoVw6e*|n|4M4z-kz+=bR#EYU z?qOWv<`1j$>(_$nKAeuDZ%u3$*w_kOR(euq@VLw%JlvP9U>e6DkNy`>FMni zfYvxRF<}ULdi^e)KZw53+8TmBJ;jF)ACj5m3Pt-Ktc2GWE@KP8GTE_d)8Wq&GikV3 zJ2%;HpZIxYpYG;%nyk{}_J8-sk-v@Pv_OawdD+>=NO5@SQZSi9sIrxRAI3>D#Ch{3OIJx6j#l%EEM_~%6~t?@O_gy6$sE5G$)3--zY&PxF;_d915P0j#6!7B z2NoiYh9>6Zg3g_D=cKd5#>Js!iyC?^jJ4p}Meqb92iW7%qzG;H5|w(%Mjmez~XO4yj-hOXKyGsKsa>yL4cPQ9$wM zWl4_D*sGIto{;IWs4eI>wBa;2UxcqX3=Ln2?UF9b9s=~O<|VUaR)Fz+@q)odIBUtE zin4Chph5ZT@ztSFvC|+td2u1yq5G;ncMZ9bp3yZ{qViO-r;@oME;*8VVaTkK25j*uOUr#b!-^ ziV(SbKNXWVQ7RVCwcGK>ty}FdgVF*?#fx8haS=C;%XyJFA@ZI~s~gT*OMo^@F%4T8 z_G%bXqWCpa+n`^UK&b0(?jUcZRLtx7rnO|C^)vC@a_!i+PlYrilEx`C&l0zfd=#V7 zG86kfzzgN0n}$Z=GovDORY4J~zrz@PN|f;Y!BvwOH}tGNL?ujcpH{r_qpflqPLmqK z+0e6$hfmv)kt?-sU_3~q0PjN({m!+rF~Wbuo!JRK+v>KcYo6$1ft*dRCp5&8*oiHaMT)S`gN zO}zO(;Tr2MyTQv)-Oj-1cN&NkzGwNNwlBmw4VK-5!@g@*`e3naA^&RfakGsLEF*5C zP*E9R8>Eo|`c8EQAa5Q)zX>jRYyx4|sBz=oqJHQ2bGl&C9 z)Ry^!Zhzjn6JtLG7wsDT0fdnQVT@7Dw7To;xDswIGiyRkP@-5>!Ux|nk;?iPK*f}d z)HV@xQ_ICz5|q`y$kI*Qq)<*w{-F03_9`&(XL2xt0|8)l_NLRLRdMqzS>EpGAr~h6 zLfv7gNUxxJ@jy+78~53@{yTM(Fr0xwuUrlnSCZisbRmnuW&)8+2|@xqWf4H2qGo)I zYqZ=#8KbYSPlgh`51KkY#4%PGb0M)2CYL0i85l?nK)0!(d_iAS6eJh}_}E%B8SHE3 zoaDB*hoSbY*|^c+%Rb2YptG_I(bHES4>&{oQU+gM+~U%Q(gd3HfY5~x%V0Ru9(wxo zu_T#O??h;4Xkq<=>xm-t4m8zw`vk!0K?zDUC5&Hm4!9!hfpNY~7`~v%?@{uDqjvP7C^;HS{I{**QrcKY^w_N%!HZP&JoN+0$ zu|>EPb|9mGB&ssepgJp}Rl(%(+owRuA-Yi1@t<4Z4>}#DWI}Vun+u1cWa5FwiURKu z*R5N(uxN9mZCEsWfjKe2ev-(@ zzv{&fxY?^?b=@Kh;60B-@eC7V>iZT*L*U!07`d7<&ujSWx1sROEIDkMg zbdN43s2TU#LJ%f094W+!D2k>KEvG4~+tEw0+??~tI=0pOwT?L&e~0;D_p+Do$F$c> z(yUh!y)fr^(?O zZdFy1wKmPNP!}&sZxn5Iew|7f!dc0Z05?^+CcNB z!oQTEwRJ&1n*Nz8gX+V0Z-0May<7<+Q_|dv6iH}o609M(J;YbBBSP6(o!$pNpE(!(N5EAJtG=`4<{{+_qMw*Pr zR^>#PG=sv+&BgT!50$77{@ws?)nA1k4k&mHX9{V}0MLksF0snX&)Yi`H6NW39nXmm z2KXF8EF}%4r6zVzNQ|{+L+f|dSEmkRyC&|-_J*2)6Bx`M^OEsCbqU!`^0q%G(~{>* zQ=-CzGn@^AB6Kdiq2a^D1erL!R%Vs(pZtv6??m&!=^U4Z#ZZLr6Tn|ls#*_Rv9Pd2 z@>2Kt_RryO6YdJcD(RR8Yg!!)>}vq;J46l-Lb?522(511OYrdaEm;rlbAIN;5h37< zlKb8sCVkH+ma4Qk0s3IHRDw+mRB3RCznu&*D8o-oS}#BXEhSz3;19T|Fkz^|LplT# z20`@@q{_h|lJ@wX29nM-mKK);-I$Q^`$zOZp8nTJN)9L)Z2Ll-bHo`mKB!NQjZg!P zd+^{vqyIUQQW`q81RRhCX1eR<`#~q>45?q_d_`j3@B0};&22px#f;hRSx);ebbd&3 zQ|beBzzq&sQfa6aCa0$SG#CY}$MQKFE7CkXSmd4#x&VxGQx6|D!I2E-|6nK+6)bZ_ zqioS$CL>?y8KTEYRkY}r0)pR0qGqNB&*=v`IwYvPR&7XaY+3V@0As+=>=?D6WDy3p zw3Sgj0lbL)L;jeWxp%Lnh5PKz!bqlIauxwzM5SnMdL+Rz->Tt1I$Y=TESHZ8Xng3v zUudqrz6YNCjC=q}&<76-_D+_Drl02C-ribC|uP48V8VpaN#FLGFVa7!)i}2#xyhQ>od40Jk0^{fwaIYt-czBWi-3_ z{HHKZnGHbFp+2*}l*Y%*77=xmDDrTQZ zIuZf`eqRn}N^aTPFSD)-U)VjjglW>zWRy!$#spQ;?Li38R>??jvOjK0yMjKyFFY;@#{*PN2CS+7do%d&+Wk5TI)whm% z>)qL31v>`z&FE$){J~Y=FQyJ=Llo_Tq)(OD!f5fj`D^RYJzW^FR{odgfeJ*5Y<+KY z$+i~3dd4b~ zP?(6mJ|x0ED<-`R3~6Pa=>= z`3qCB-!{(XT`p#^!3V~qg9CoQ2gKfrx^>6)?H}(ve!K2hZszA#oEUD+achJMl`++A zx?<;&OTSp&zCn-j=!!pAZV}ocaPlh+YOeX0q%?F6-Va?KJbT+r<8TCk+cahuxRb48 zewr${c-CD}1WL(uBhxQvb42Ya%LZRKDb{$yX}l8U&0?GC zBB>Wlbw_d92#%)G5hlF{`y{q(k%WQ*w<-+_n#jiRii*bQV4qP`b#R&r=$aC^Z-XIr zy&^{tp&^Bw!(@nG74kE$IDSaj8{`c7a8U3NIjMjhu5sA-uJCE5p2jI8MerJxg`DKv zra~ZTgA6he9wPnYAbb`d>+0%$EO;9#l3jO^80=rae!aOwNm0=#;{`eJf`(dQZW&-x zz0*uO6!E4uMG`$Uo|QPk7TX`35a=3B1TCm7({H{w|)PE69C3rG=#pSOcbfd7I31N)Od{SY!5D4T-e zEijITaVkIj8W~yErf-`QE^nHd$Ap$K^+UY?`I>QvBcd-wNlkhbIL5e1?x~OhHUkP&l9Qag5#sF3Mm!4g|2EmOQ!nXSulTo8#zG= z)I3S_u!ocO%P2XpVlfpFtZXn4!q#e(^>B++UJ8TcR#gXt!ih=(dS2HpFtITxa}Cg( zMcPT>Ddflb9I#uL?{k7>1$}6*yKV0vEk&X(j$`O?8tTikP_vs+P~1JlWy4^iBwk{y z0CLb1aRQUx9IRbZLqk{Gj+zVp96NwWxGZv)f5Rg=8y<$b9&mViG)fb>l^C9WE0Svl z`&Ej1IvR~?+eJjqB-L5_5U&i{4P;mUDW)d^=Mtdla<5Mu<7@Hj zLsOHRIx}98Vfp>jI&N<6{VCESt7mJRonm5|7|_HDEW&=+Ho!gmomu0154JXpMdo7C zu?PE3rB*9WBID%M#Y%dAmp zKQr-+^c@HrBmR&^LrBdbu>KJ9m3-KW!r2(jR5OypNpzU*1SDn9ggJ4bPW3Bhw4?8{ zGyN<@op1WdQ)B4g;TCVQ9vFZb^?TEYUupG5_U25YDhGDRLC;S@X!8??9hy28Zf5&m}|$+s8Tvy6%J zS^!dl0c7x0H2HB;iCV&Ln)V#04T?>4#es~wfBX>BDHCi~XjA`!rZSfc2nn4g1~bwG zLj1!n=cQ>lRE(IsAzf@o<&mrW?hEcYPY$+5fYKJY6KNj4lMjnaN)`h{Hhi$`@r7D8 zJ^JAuu`#PeX@rt?PkCtUv(LW^xVY#`taWSLnG&DEzH**r^ARatTO0t|xCY3Bc1F28V78lUqM?Tfy*5GAE$l!g8vb=#OrBBWF1b599b!IQV^?9dPU~{v(hrhpL9g}4tbc@V8u+9*B z;+)mk$H~v@q(AR$jUb!wN)xcJ+0Ep>h&g|~*Gv#;_~#$}OA`I|<82$ZZ;|Zyvc>7+ zM>FE9nbmfrK7wzV?EmL`pIR?uKWs#h0S>q$^{L}%Ba@!jd|ZW+d}RKh;V05GN4h=W z@gRo%GKeCOaO6-U7VpPd2JxVr|Mt&rU=&lPNDuYv!lS#FVV;yXCbiHot?Vgvc0=GaV2eq}O zCEFZQ5;XqtySh#WfkQtES_ zV6_Zw1*cXB+Pw%@?sER4PK$Tcfv%5e;-Igyd;#qfu)ti+cKEoG{bNIqaODEgG-WP#6U(`-&3ZQg1%}@g>h^~_Y6NElUbF>2@@3>#d5qHrE1QK%g zfE4-&u&LHt0MC(#QKfrmFhE-gW_HrYjW#5DJ30{HjNu&?yYS)e7a&QaXv7~d`=Z#?Fl4H7b>MtayL160+1|aab5|qq>bCN_F+7Czvmu z$*uk!EdGbPSS2t95+H#Viy+c44Q`uscgOuyEj8v~?!FV@hSUv^;0ZZ`CJt2Hx)0fN z$O@-K@!^h&P|?dA4BGhpQi2-k3)<|pvEf7JFw+EO_AxY;&DvBl=WF=>WLzk}e9TLJ zrjmaOBG-8Z|7DrqURCo3K{FNI`pPjn$CPo13c@dcu_H`5<%oDc9PFTdUd4E$BbHE5-%DrjXhySay=;fZ`nT7(lTut|?&q3r_XL5J10Z8_u= zGLYAo8K+d$T2*MO(ocIl;;mys>xM~6%i1QCKEn7JvEwds_yx4%Cyt@jXdkfp4*)>z z^mpcE8r=?=g7|hrem%~Qxw*R_Ga9DB;&v=iIOn?IXAJ$an@yPsfe|%MXgWq;wbPya zCN_#)(e?ZXj~@r2(eNiFM<{aeZ=mF46Yiqq)z#A@>B?jrhG{g$zd&m3xUdNdtfEmk9F0<%93D&z!?^6z*<(4eW5Q7FY?z1I)whw@+yRs09jEN*>^BD? ztnT}YlX1vra8OY(hLxNjqvzoo{t1U_fbc5;$V{;ARwD@pg%gn><798%)G**|5HXt~ zr#%rzhH(8ga`s{&Ka>2aY6s`0%pqQ!*8_$lu>!ZM3~6QP+03LAWLgUyT|r_3TlcR4 zlip?zH}`WdEjxx=0B`26PQ*rry%HzEO^h;CUF5gnG&46>fM&x@CH-kI(g&kv;^E=R z8-9b>i>AdY6L0*6KF)icSCM1lkh#c;C#u+HIAyOBdxRW4Y^+8E=+Gm#mQ=^-F=IWR zuYG3A*?)d zBwtP9hIw$0T+b(6u~`NQ>tT@k0LRr`@aJrh2#s%(K$y?7qCcz1Ze=LJV z-~x>KAK=3<%0h`ly0Xwy$Oa`&2z%`w)Lq751f&(5aopeT-Mf8b?+roFNLLln=|A8oF5S{s3R$G{GOL2w%Q|6X z4hgZi)U7o(NhbK&^H;dFnmGAH@a-sK-(AcXJ2|cpEo!D$uU=)tA*JyNjcjHYKnOML zCjGyJJVPsI_#c1FCkM@tb872Ko6xRdVZPsqmWOWf#|S0p+OFc$L!>5-FBDfp#3vkVS$SX&~Z7`I{>bh{sck};xuAsN(4b>Ju|Lz%UG6R{k9R^+^yOK6iL~=tw4B}>r zT%P01?lXHPH%YE$FaI}Y`=6D{|A=t^TdixB%K8iM{jq&GvE& zbMx-rbiu~P!dirf$MmlkaGP5h@a&r}m4pvjWFe($&A`BPj{Ij%sCbAW1B1?C>e0gr zm;8Gh?fq|mo6Q>-^X0SF=ksKVUy&=P8m}v@x^*e%qUYBhEFS;j*`=d!J`0@Gul5PJFUos=$ z`Tj*qj>mzKy-e%}L)(h{c5T{pXq~5|w(E4Fy!dS3g@%;a4MJu;UAz|e&4$|_J$Vwo zS;9S3H=kx@Z7pA)WI7}&*dP{{6qMt^^!WXGSrd~U+a~oi8$;Xv&y6zb`-MPK8ak!p2w z!@h>paK(s65fWFHnARmw@dY*4m#o)Vms9AwSHNZJQlfd2mUUZUncJLs8tV#fZ`Vvq z*uBp4iGcB=)){ZHi4QZASvq;kCr1n4l@%48%Dcl>Fq-+}$0d75M|^Xrc~fSp%gkx< zXeF2a&)$wNqp+i zDwoxTrK1cf8EdR;85jzUzkay4Q~s6L(wx#T`H+2%qb7+)RVSn$b64dsiJS1)b(V9k z-T5`W?Q8i<>AH0LcrC}?MB{A?+xH8a)&;NJdMwm&tZ(tsr8d;1#?_H!Y<3OLsrR>~ zejS=!#KXfArTIpQkB@IL6O-MivGMl6f`S6+$2{7_0~tyYibL%sHFq~luqN@S#(hl- z^a}`xeyrs{&CJX^aq?tglKAG$hfh7(C##|1KQop!o1c>-aevz>xu9dW*Q{Opvbp)J zV{LMii~4#VErq8dwl;%b^EV2c%1;ROc3hsv__ghkkTbXV)c32eWS&0Jq4o77%_vz! zC2{e%ax*MmuC|OJ^_G`crTl5pm(iMUj7py!u1m2DI(YElKGzv14=XJ#Et%<{UK|$f zLC8%N8S2|ajZ7!i&dyHz(Qyl#cyXq^`<*9-mucP)3ky3TBU3!EN@s*OwT# zyuH4>es*Tk+_WJ@HcCCYcqAiAE%9UZI;rw>`=RJ@G3paO9rrtI2VNNjIt%7ab2xp! zyc`DHpE)Tb;l7mEM1s|~6HgD?%k`%Z-I1sr>8{x&D5zBMXwUsBql~upC$(9I$D@=Y zu-w7@FM9kNtJ^u16Lu6&q~cU@6;sY#zI=IbbhLPsQLTD%l{c&Ki_aO35l-WS_@k1A z#cL6pj%P5*1L-`RoRV9Qd6jC~HFDy(7BDhKxJ*x|B^oJ4^DX5N(^$E3B`x^RtBl0x zY&y$Fr?aL8J-2M#`mMh|29FwHSn;YZPR}!kkKf~ajCPh*hU1vhg$to49&EqYZJ__T zB=zi{b2DI!X{~n-d~IzFf(cJrG)3}@Z|xQ~c=+H!@VOlK&f)|852}n5^J$y{x*t|> za&ihkP){^^*i{n~lbwBNEw_fsw}QttvoHcxo634^r-AFA9lG~C+%9_r$7)oU5H>S4RALgC zW!tTkXi_UTXU?3#fdN_A)$mY>_<;xckvVvbaNK~Ma=|z7Wjxf0-sGmr3`e_%d(@Ti z88GLXy(I^O;tfhf(p|qd|49qx*ZcU%)UhWp%dAmkGIP=DZ5@qvO^T^j-*gkz z67Bl6s4N+M%Qo!08xs>Vciy~_jv#NNrc7ty>Jkpuspla94kz#cix({_+i0G?IfvJ# z=M$gkL`Trz*qHLAOP7-7kE*4or&mU69w_n?DmgbfH9n*mEVVN6LfMv@v5TGMlCrY0 zby==i&gv&mdR0fN261bqeVxd(ZZGZ}snM?aaBr*i^bwtbFYm)O-y|8;M4L7#JwLKQ zz_d<*Y^+4>jT<*uT^Y@ltgPbPm$QY#gYAS9#vR6;x?CNt*?p$3E6}iQLGp)j+w#bQeCG8 zJeevi=J!{H1TO@XxL|5y<7B0^Ht)Ou{o_4g@|Mw(Qo?7JIaFenB9ZD zc(%c@@QienNwl=IkdxCd^m&dYU%-(f+`(3#&irU)Dhd?WCUK+eg(N3+^XAR8;N;H^ z(&p&{?jjd^Lg9gx42u2BzUJSrdVNk}da!_JlrnJtv{)H@LCj=-miF}ISPc@2mk4*; zw{Mr?lzvp0ct_&Mk$rZ38X1W7C#0lGefV@J)U~^m61c?iB;{~dRT0WO*e|$%&O8oR z1zp|XkB|05AX(`~7=3ckK92oT^PJwg#DW%2E~>+qn_LR9=Ou5m9Z+g=oz3{{G<1r* z69KsLDw9|!33D**RI+n*iN+Cdnl-5+{BX#UxYRYzB|H?OHH6_OnqhNU`u*BD?#mQk z99@KeJiYb!od=XX8YyRxeq`!1O~6Y$|Nh-VbarZJgMg7j(llZkac{$gdrNfdl|y9M zqBK(F5L6!o1~x5w+I0Jtw|5O5A+q@Cf$r4yfQt8?>qqjr0z)M|*VQGN`h_dU^qq0} zoNk|XY2ZbG>x{kX?sep7@oW{?wr^+54Gj&A%3fUWs*Z{v&JCYcd7wW%$m-k2&iCuJ z)6F#44qR05<=5M%U&xGiNyDwh9+8k38Lc;OsvO^=mLMhQcZyutD_5^3n$`=FTjn}D zoxE<38indGGv03d<=r9#*c0$s8GU@_Nkz_`FCQzw$t~L`c+!K3qxwyMW<;j*r2fV~ zE%$KA_@5!^Ld)9)BVAR}Yj-M?B7I7{G;qGwM9|}+aEPD_ayKm2Pc7lXbF%aJc3fk5 zT&M`^MisAaujA2*%wu;fd_HwMA)diZ zVj+VrA8c7dF6q5d;s%6_VkIpapUEfQNn^jFM^S}HTbEIDLjqllnv|l{1cKm(gxIug zY!Wu-GmE>V=Zq$q)^7+12*|}T_teYy??3lre4GW3R(R0`iGh%uynM{0J)(#Jg+;I6 zQPD*+oc>-bqZ50@w~C0=Wkw;g9Yb*IiD@r>YMhdq%7XA?bE$v0vjX2+B0g)v?0)X# zlYRMjb^V2{+tOmSOz}c@N|5X9%<}p-cKrdp2G#Kfr-M{t&mS`}iIk|7c`Cw!m@_(5 z9O-#$?XC@QDWg{X8DjyP^FL)cCZA(=zZVc-)?izsdCYU&9Zp3# z*4sC3@FMp&4Sw}%0~}0lsBF;E99}P^1{-Kz*!cRGR@^oN&vqnK{*nQI z1T6E825Z`rCtcs;g}l5bmM&ScH^9D)WiqKS&=5(RWnY8v{0?iZd3Qy~={u%sGJKy+{OTiB_j-(;&32pP{^rdaO9W+BaUL!d841|BHj7jG z9}iwMGo8Zyzm1^O3SVG-NgGMS$`vb`Ur#qBiMrpLZZC(Ym!L`bxek1h3_9t{f2_0o zM?e3tijsK&MvE^1c&LDlRB*qOC%9a5y{K@+}ygyj2up9Xgw0fdmS%jjko#vrS&_H z4}PQZJKT#NEtlpIP8VD%q3tsMlHLC6N*4E)71H>CHS5>6f49CLjFe>mu!6va(nGYK zc$4FjlAX=~)~gYAmjG{``w4f~MiPqPhnjuh+V?xn5X9vk7I760T3*n|?9s z$93{Dk9MoRz}2wr`Bc`D{x&BE*Tt^3`w~h$5$A~ntxGKnJchbHXS|s^cW(5gaLv$< zR__DD;iM=)#zy|(%9SfU_1MO64|WGBR5}t#IvUPdNjN*Bs&LL6-b!5B$x&?JLmq9h zyxL;x*1o=IR2_BwTyXv+igCKs$&z8UG@H&B;N8$h*wX9%ma*l z3uPIF8&CIr`}Xb3HlEZsZ|Yq~5imsT`uyQ{$RV=EByt5@IwE;%O>9>2!~u)M$eN2+ z7cMjVVep{B5lNR{l<1p)2-nA}RgA|B`59Y<)} zzGu%V7-j17l9Q)T*C6Ib9cQQW>jr9-k4=nwNo?2;xICyix-&S9u!fSd(^Yc znAYFF&*Adpux(dmY}4DVR0KMu7_AJOAK%YSM)CMY*A&l95#@Wwb|{+U5#NuWfqPR7 zI<{=2w_X|butl^)I*(>rFrQBD1?0aXE>kJaDRB?@OvEaX{E~FL3umVEaHnEroSw98 zZ=E6@JEK#j#9w%;U(u_q{cZrBAl6Z?KMl98eu(n>CEJ4 zZ-MRpubmYkoO+bGB)$bWkE&)2e%wW>5k&Nm(cXG(YxiaZ>kmamd(<23KHG=nbni7N z?m(4Aszu~BmPIQ3SjEQ{Tm2VSa8;A3R2FTcuiLn}i#Pw7ALdf>^gsye@e6-mSx|dE zWkT&^5iScdrM|T8Xx1@<<&woGSHwLULhzRon+c0-e>85Nsu{CODe?>q7T%|~KEB%i z&>=UJ3q3hTF`r#Voa2OEpbT=DogN$Mj>$4Yl*blUENiUM#QrIUo;f_!RwRG+>@%2e zuQsn1p#0W}3}#hb+=pg(jCt)1;EjdrdDRXQ+OTLADp8O1!+i zm9Z6Op-$C->iTaU)C)M+I?vQ6adE+b@&$XeKZeE>PAdo2XGQTaByU?~!yr@$7zL?q znPY!O$W=xrk*OBjM1nRTUz3}inO2O^5?wHV{s+{#aLUUwUg7puBH|7g2{m2#_VM8a zuAhKmIptKKm}pJy)1mUBnR|iq;|(;Q$km6wQA9;G;c>jT$@u%U&J<1tWMpI{p37NC z;180}J>t=hhFNy~$;eTOI?&u`%^@>OsdAtX4~>sJ9g)7@Ahvg?z^72>4u`l{ea0JK z{`Tb`9>`B$?D-_?Cumv@_oA5LU`tA2+&-h)xNpmDZ<9KG8lY7f9H5n#u<_DyPM%dC z{l8>=E@?Sd6{W6>Ma$#C*0QlV7ioQuB-b3(dVWdC>C*=Xjz(*5SjK)(g-yifZb(Ro z^Qx#qgX0_rE}qQK&)=z)o&w*3>eJduSFJ7S%X?4cVU0IXrkreiW2X$g0NrVV~k2W|gJQCT9iO5A2nZmaaen6HIEzZ;!Q=t}kBuwYxh4;XMLak&NRO zNiEG7p`G3Rnr-&TDuwEG7H|rmbek}*4@htBnV5TaIZ#Bi6Glei!Cvia+VxR7(R34$Q4u!p~$S8Y_71cTD1j*72AG`P4$_uvx1_c-Y2V_ zr{#S`H>~H@u<*Gzam?N1(Jo~f5|rVj9U4EM5E2q16aCQrWxp^<)Iw`uk_Sz3p)&qqH*A2%J*- zT%xz$I*oHn^29FXX#b@-XW$TQ#v1L~Csch;FWi6W`!k7twG$_9y$A|YMC$5lv%F?9 zy&<~hg`}s*aKHfxxTujfKlAYO?{B5LgwgJ!*1gbC`dq|*@T&mVx&s$`e2_LiHqE_6 zO&j~{h>sAEl$6Yei4!Y?)!d6}sE$%sOfsoG7`RF14q-RT7S} z+gp656iMIkaK-8Rj54hWMZVdsnVi!rCii6;`!tvL z;c(UXSGZ~+C^^3V&?~;px;K7odw1e6e7XKEKi@+A=~bbcZ!RK9sJXFnYaCl1@6t&D zl?bIh*HO75aa&%pJy6u~;vMbX)9T0@Xr99ac5firu*X83+=ao$)az zPMj!Dv22|wNZlGLo~ds)!JvKy@7P>sG9|+dA}mNd4&1cj7Y*vs3Nj zHG3*xBqsGQUc8`C@7=q%e5@RRn>vT{@I6w{%#NS*-!FUa+_{N<*V%3hub0w~yO3=? zd@#WI#XM{Jl~9wDJgpMk!N!1!FMxllX`Ir-fYJy+cI(caY7~x&VRA2x?=YvWRX`4a zKvRMG$7bq>B@n4@)X0ScT5W|*FM%Y70VTi{1FZ1W>R|M)x`wi#468h zyp?cya6jV0Ub-I%dqGNV9EC0F$#6vC(WD8aj5P#W-y#3%D;3DxA3n-j_L3kE$VR|} zgdiFe`R+YlR#r9v_$Ed;M9S>dN#7SF7eeg-z-{1E7Kht7fbkDiRT7iPHxy6>z~7%j z^*bfd1P|Ju4=W@P3%7P=BqRH!Lok-0jN?M`SuWGVKu3(QW|*+t(WBSM86tH4;CQc| zYNbaY{+P^(a8#o~$mWSr0RdLMvwG<30vx>aNR@I|X4V=MWgg*vt^#cBgh`y7Ms;>f$9!hz0BeX17N*?kM3GfSnLX+0W&( z)hhxNB5_0A{DAD!wQKXQdw4{cHKx^MxbqXth$my12HIpNY6$pjxQE^Kq90H{R-*>q z=R9GvM?14YETO5UMj4LcR$t~M9W+GXyZgY>)fFFI_3G5dNj`^>u9qnNZgYrhA>*nR z9cu`JeJKHY%M}-y?KZ5A^d*TA&@4m5Ho%x?2nG+>r+xg|wd4)B9H?+*<}F-W3V#xY z-4!rvPyv+pQLv>B1w<$Bd1MzZu_Y(8UL3u-QKl4FMYN9(GjTV>Nsx<8auyVB_Ii>fdv@Qo;`7tlAJ*~eVmEW!PJkhZ_c}7z|28gR8G#E;n z{Ry@9Wuv-l*R8{K5+un`HGoFj@j*R=Y(=t??&_#n=Wh%tdsLR{KVfj2%eiys2?3+Z zQs9!WxB{KZt6IROHqTlzi7+(eS~+M91IyY)G8U6hr3+ThVPM!KwA7N(t^N~yP=a;4 z406WfA{wS~jh6MLHXe&Na34>f>@&0~;wNb{oXXSH zE3Ec8{jiv1U733G&K)HLCj5yZT7AHw4(C5GW} zG~-XA)MVS1Jm0N;G2M90s?cd!U)k?ALjIbAPmv`sBDb zdlW!=ktQ9%H>{R2Dho~HJJ=<>YtH%uxYtYbcPUa zEU6b*Z+c%WfSxE+ZV?Ez_AFoav?G1oz<2%{3AS+1v#qTrpVL+Qvt~1iDFP|e+S{U? zWa3L;3vvg+Sk?hABM#-Mn6nx@U;Ja~)2EeT6ZCQm#L`Z+gix^`&GU%mV;vI zo6oQ*i!knH_NPTh9^`c6hF$$ypSx_aBm6#Xk=2r9(b5SS9g7nc6a z6{=llhB!$5MoR$jNlG>XkDyHDqymhs1lJKoZYAoyafg!(41-Hx9SjSOpiZ2bY?=)R zfgYz8MZC?nlRnQPIP}lQsyy)V2?c!k$>Y6&7{??kXX5rgKIY*eL>OpA36JG9tkKS* z|Cx)S-M`Vf?J0l|e62A`V2s1su;1cYMguHGFHx-u{7li)1IoxOs^BwtsCAjnZwO-!@U(M!tf^)R zPx>>E1QC|4xpB27LTnW`S92) z$RiS|@PQpj9wzceEKz+BG81M{L5l3fYj<`KcLP5_(Q8=Di%>u%IYy6d8E6h_Il=>B z98UT2f8)rzTg8(#wS`Iq3pu06;v#^Gj!ygPAqH!urV7unAP}v9Zl(4loV**tG2-A=R%hqF6G1}U+;RfrHFl2vZ ztJ$50%S;x1yS?A?%Qdm-VR^?wkUt8D&|>3XSHn5)+`aoGvY!niHlg^U_6O<6s2^`pLv>fJ>D2bM0VoK9!5k}H1{&bB#e4D8DXWCie1)}LmYW@nV$ z&wX;d6Z0Mjab^J0Jy>NIsB49@XPZxz3_nGQ2xp{*=aNeLthqxc)LFlQKvG=oG{V}! z6H5~=0+wsuWgR1yTSZMqoZDyd?c@hg=N%gu7zmep`O&r&#^aRKE41292Gr!a*;Sk5k($^5i+8n2Prp09KuTuJ z0WYa-S+dI9ykDb0(>Zc#|277O@tgD67~D2~2SVBzmHb%_Xyph<9DV1*3TQ&6c^#!z!MsO8cClx;b>YGy@b8+x170Ye_&HIf~ThNxrH;3WFX;l1f z^;$SQ5FF2O5k*Xz2r2FQs)5!B#5n>`w*zX)%1mcR(cw~waP6#2ZjBU+ih*mW#^KZm zJyNUI_nVsF3iD)6I zbrT;?kb0pq$y9xhX4*dW!R?xz`DRt&4{^m_A)BfnIboXnYU|C{$7jPz(v> zVFeHYh)B@@A>8?HbtPWPs> zI>2O9f58Ar-?{MEyU_FhIfI$&_fUtT^PD8gR#`?`qTX2RU zWhCW}faRB?I1LTGj}K%KYe&B4Fd2jYTKvZ!XI`Fom|#DoKMmw-@$%&}$N6rvi>i_O z23cAq2o%Lg71_Tf@H>FelXS4HBrpaW1%~7_9Ql*I26s@ujKCMw8Cb*s93=oay#@k? z445ea3K0b1nN|^kltADhfCLkCJlPKv9Et!=5gDCX=HIs0BS{Zbh-w9V1^I987WaMbu;gSRjObSq484gy@kAA;RNc6(|$< zQG4s-En9c*F8l!pWe};BxKn*M_#l2_V!hL3IjD_UlL+i`4Cmsc=rcBX1=0W<7F?ya$u{g#|Pu(`%bSy<;%D}+80KhBxIq3$kL4HzYhMLj9~BXZoNN|&&rbfB_iU7MMi;l4uzncEMQSG?58^2NFYuB&m@+;a# zCAuac`kq^fg40YKpBBA?n_DL6*ePfoZ&AW7$TDRN9Mh(eW7^~mjwD+EVg7yYs}J>W zo~CEi?+_Gx|Jjc$ZBsv%*zEq}$2BP$x2BclCj2cq{K)lSv&QJid8!tQ`2P%UdsU*! zdupTa%-xo|!jAj}N00U3$6{g5UH*2g=icshHM#RDo-@)d!v9bG`-|5XtN7Tg7yhqp z3x+PLOE?nHA}J+=>5ewv#9p9Rut2_ODxlmA7e+Pw7UP1<`}EM;4o$OfMk zzblaciC~qkpv2Ri*_84|I!aAbl`-zu5)Hl&(lTd1{~y0U#ypqi)6sR|?2(3FPjWs! zRb;LYv*`aoNE@F*)VFSXQ&Oq7H~iBgMjus2S=+AR<;zT>8_d65JPY@CM|V&tI@FUk zw)=QD1J)&{WpMMht?hhXK8Jt3rGK3SF|${z>1L+y+6!f$n;XOWWApLeuj07UuU4&J zA0iv{YC8-lGwSbV)=-VB?{lk2Umg|+6U)!zIx1Mt@;;aQUXlJ*^7YArLPB9mQM5s{UQAo4NwW?Ze>~`|^ z&Yop1zqeJn`tt6MfA>Pe2YCSqR7Gp5ySTV4UbajTEQf7#_8bp>!rQ_huVH141Q*wh zm|262l=UO4sDlFViAUbv-cYL$Mg(C@H7}6wH8lS z1}9?OO%#PlzlhkgvzN zGjVW3P6jSa6L|w6^|n&ORbpSbOmres+DCGM>)kX-UUFV7hC@hHDC$JY3hZG2WVs6`34 zzW`6=wnSw&0BIJ__g~1>p>){q1_K9#jSdtd$&#X-KY#vfXD87Qc*Ftgymj+t?Bi4s z;gW{H)P6NRXwq!4)vT>7d-c7*u=hwqeL6cLO#I{zMkl9WQAhrD930BW=dIpyxI_n1 z-!hb<(F>NWOA%Q^El1524hh?&6~vax9>nSyKFk?=*8UtSqb?vc6(9r@5I`qK!M1X8 zadpFTmS=PT1(myWDJ7#2sUho~$HE1ZReEv7Q!ZVVJAj-P)Yl)#BihwSrS2>-A@ZSz zW?nFgGBLZ;KNnwGj)<@D>LiQDGyvfT9v&Vbx=oud!cN&>jVLkhQxLvS0|=`In%}Dj zK@q2`t1Bwze66-F9o{sz@O;! z&v9+JzJ8zH$2H4X_>Yzx9HOgBq2oG27}0`a;{UUk@h>&(|4gp>@U!;I;3r9Vf_zLV z_Wb*v0_<9^9)U<9Z&V>@K4JQ>qX0GEWj3KUYjPfYN|XQ~Z$(Ec}5TPQW-#>N` z+!!UT0+Qd1q2dFC!L@(4foyBTLh{JD%bX^mYj}yBkyu%TC_-nKos!AXi~KK%(letl;0=+ka}W;PpH}zGT02*^B5q4BL+VUPbq=r^2oO z$5rIs{!gm_3iZESg{QZ7#8$VPq>dti>Bq#0n>YVCE%=v=&>+Q0)u>TKC)KHzm}JVY z^kDOzQxh#7KSM$G9&Q+ipkL8UU0&XC2++8_$mwK@W5*lbLWsN1sB#T*mru!S_jElM z`rIK+BPY>tUaIu6y3c`0R+5Zw~7#L>%_!(LM-q-Ro^U7v%a^}pjAd&UI zG7bNhLA@{u53g^7dOzLB&&VnzeSaNKu}XP4{mB1i7yive{!{9_IQ3`u&Gr@WQ`fHj zij#QK=B4XALA3ve!_H=*(SrLL_dW`y{L@-aJ!~t?SCNy~B@}j-?>qs!}rvka|JG~7pubh2z@ys4}?*< z1UL;+;b3>6LM0FpkZlQH$VyHTRsG|~k54?>9R}z1Z7gg~aw1VCZxE0KsP^2MMZoA5 z>`H@;c#Xx(tA-EKfN}zUGNk(pL%@H4lnk{|^7g-;g($WXt}+1_I-pCty4UBff&tNM zf*>IVWcRKuTaFM27bKzp(C8u`zO7BgOHvyDk#JwR8u&Qb?f^`9|8OX|IK|m3#tyDx zVF~;2;e+v`ShXlL9+X(3%$-bd8n=R!UK6c4Gzt;K0;?#$wrI5iid1JvV$qUP4PD|l zL_k0ZyFe-+o3N4kI;Y_vN8pO_@wN9UP|trki!V8|sqAXsQ9vN_Xxso`8-tDsS;+4a z`|A;yQF!*|r&17ZPMVpS)uq`+WSm4Djt@4ZhiOPH4z-sAmJIB@Pou5j;OKvik3?6I z$NWaBT9Qc^A-90ERM(ql0o1M`j4IL@S}=GT2uMWIL(V)ug1{mN9bv{vfUgq1g*Co< zaU1>?mWL)P$wxN)VQ#)dL_}v`^diYr-BS)w5l?%%iQ*v~DmXxmhA4QUs4~oS?jsQz zZ9sL}d3kyFgUMz_H@9tj$lXhB$MCZ^QV^#rCR~suf_7RkVhRxWy5}dMIYD}4kYz3k zc8!ph+wYHyBspQrFgZ0) z9E6Bj$iyBAkiX-5OO9HGLn4q*S(025Sv4gL8W93S2RQZ#gNQfOptm*I02$j*pU2jAd`!N4iIsf$A@Qn9gmIdvt zo*fg!)p;b1mt!Gv!B zwHdvXezIrW@S+Ud$R}dXX)uvcNG8J|PNxOK4Q&U8^uCNzyE;Wzj}J zszSi`(%>1Qmowp=*}YqYRlDkibn?sj{*a<{Af_?x)5%>*d^AM-8~Al^ASox(2xPj& zRV_ca;l|v+XB^1j$C_NTDEamEq^a=%h0s4>`0eyAkTto@4bJB3fD)aEZz*A7eX3mks>ScbwYzkogWN`=md z82)Mw$K654*-{oO(?4augdD9hRwvit$lOIDap!K(ixY@NFtL^ofa z&sNL(FZn1*x`#fXVjupn)jJd+6MBIO^iQ*mZghVRZ5~4WdD1rv$%D=J=EENRi1HOc zPIjQOM$2_LA|ZOfEVd89`omy@L|s67Sg#QFdkw9;8Ke$XTewx z!`&LAQYJ|iF!`8?d@eH7FuKROq% z(s~790U8h!9vdQgSVFixoCuTCya*-}B~8StO=8 zGoUVZY~TLjIhsoJ;@GxYYa^A4bG|4iN5fA~OlxcF?6+F-DL;-M6n(ivo)pk`pEb1+ zWfr7hDI!bBKeDsS1&aNuM7jQ8VtP!07yo!}5+Fd&BC){-=D`bvMfh))dZ7R8khsRphAV2^QsZS<|71C%l#05~ov@#shELyHy>}xQj zH#dUVAPTEd{*8hrX8`(T6cT76(`lU5BUzeOW%LlpN)GXX*$c|cgKfL{A0_Pjg+6UX zODS?fIc$Eg*Uc8F`iL|hZFVF5P15$wrJ zb-%C=AB@990w9g=W<>TH_Cb)XUlI_7c?#S4_+-&PS`MaJA{X6r7{kG(2vMo62^*haD_(=yeFYW9s&va(#Uc2jr+3@4H zzhqPUb6!fzJ>1FCy=W0FCdRn+a_9Gl^gQfu4wra6e*(m!osmXb@o`tzA1A&#e)C~Q zH>Y)f0rrwKg@jO#&zFLDsKlwVl6MaJ{sTV&HFRD_z9*v-|9EH{(&%ielhYB3-pOV{ zZ|O?@MxI(WFWX@A_oTN%euFrj5&4DgFsy#|8|D$!6mi(6lcBI9|MraB{w=>)h!h*@ zPWf$c+lL27Y)udHvSr56gX@2SNgPWrAH*|&_WBn-qFD)y&e!L^>iXE&9iyg_o(>(i zg(hh9x-bRpA)A=~QHA4KbmO1On)Ix~-+o4%8VG;B&ihq3KN#3Y_V&>A#ncQ(Z7@E~ z;rPD@GOyJDCDKn#^*1~ByT({5aqD)G3XhsXoC--sJbqdUA-|4D?5$qCilVJeNU{G_ znEdWTk1-bR|1&bqB+1K`gCqaECE3^C>ogGzvuN?++$+l%edOmc{{O-r|0327{$}+W zHI15PK8oC3@T+*a`uH(ejsJuO{XWZVmQ|}cJvo09Q9n1H_a>Nm;5dK@i;`<@ITYl^kj;~H8WT_i zP&OIhYhD0d=|6(LN_D=WfEOY7WnAVD=0{J2@9(ty)K6o zhs;?)cT?rs5aRSVF}=&pC4yesFjPmOVExn3RX>83>~D(2Z5;5&jdq!e(|;^3O9L zs^+X&gQKWI!>(eclRas4grfKidI^V7mhJ+xfcl9Hnz?iuI1y3~3Khk~@_hTYnL_7O zB)j01Xw$Y(QL{fKMSz>%7jVKxwtAW@)`}3UOG2w857h+vnr2;--)Px?TdOR&c>QMB z3eojAplTrScIv_?qapTu-oX)e(Nkx!klq8Y%+u|F4 zY?HXsw*`p~{ltKRbUpWAm%|oAp443GNw}TKYb(iw0yN8GPKtqj$?p62A=*|1xRQ`{ z2c2xN+@bH#bulnZZA8C@T9!)&YSJgBE@3DWQ@8I-nY$>>lR}{YIg#k9ON=1nMW8Jw z%|^tMDV^Du=ZQEB6O|hmm82hJ+zC;XqFI_23=7VOK#Ft@j##5caQ2}mLe}GuZZP7+a1frxsCrv!5)&`^<1W7N^;90B0l&e1bCU9vv{^xK_ngRmK{0KfL%;^J1t8w(#P{|ct(FA@zlCCk z2t|qIqJvMi=!t;9xwrGzGcGj+jsZ*3aE7bf{^C%}VoHZh+}S^`826104wgfHC4drGqu?kE1-#UU?ox7c zDL25zH8k)q6!dU+@4|=*!iR!bB;#0q`U*PCvOY{U$UVut33DvcNaJ=nj+C^;rdqd$ zLv0NVK_>TCsNVwLL})Mym8d-dbG)Dfv&H^pm>Gg9-v9Qm0_+}g_SzZ=35i62!t0OC zQx5v+h5r#=|13IXR4Fyq*AP}^X}R-DcLd}+=yd!#@d*5~FyEn+4Zq!Va&m&%Q+77K zBh}f5sB(abG&ig&y#6a(UHJ6+oN)BKUz(Kjq~!-tG=&P&lEaB0!# zPE8S=>F?+AYm|xL4(W6xna*-~R=j5#ydGW63h5W7^1M|nd%M8r{m(aY3JU6syArh) zX)ZHw5`%Tgkb(=}M7r>xi?6$4MMh3ZEUO^Ebx!OA}${>rr^3Ft)nK=CxM&Ff=zJZ6RhXD__HwuswnX>|6_ zyw2jq7TRv;g|xZ0Z3{;hzf)oRR#E9wr+^|{Cv!8t`w!1`$CH~$K$`~lIa(toCI$(e z#kr&K?G>7e*L6-6DE|X zWPE?SWb}A!%ji28hJ{~jt;wz1r|y9#Sip!o(|-~F&$2@n*2PWNMFhk)9JS)6!g#7- zRD(NseHPH)H#o59UZ6G~72`*^mm|}j+6B}|Wd8m+Kh5ngN^$?yBEaNNV=cN_tbRW} zv^(g_Cfw%FGW)Nza$5~#&h|}T3;R<>e(^r}n3q88f3$`S--4c??d^@`r9W-vEI(TK zWl=L}ur2iW`e`Z*tIw{ZC(ndI4OgJjZ2IRhNtvaNJ=RLI$yb&A^XTuan9j;msE!%w zxPu`Y9#2zps@pX(vP7dAHjI zDlyVVadYLLOMjV@!RuNOvYga@)20BvucGToYZJV{)3q!o|I!ul24^__4O;dz0p^a_ zrvwIrvI8L;(3U)EN)1*R;IG@zgO(|Wsm_oQQiK7xLx0YFQg@ypy)C4*iHM-#thw*3 zDSr2}0iszqgK_B@HMJ*@e1?$GL8vSVP(WIOP`B@Z+yVa7($>d<|5x&suN0{jg>JM^ zjQOe^C0BuT9+2^OQ`yaOze<|>s-mK6IXD8lXP~kDXp|_zx5a19@5}#wi{w$Ml`9=y zI6GnsPm!J^i5Ki(uRw;KAicJ@hnmd0H7@_GN}897iIunH(1LGLsV7j1;(_GApP;DZ zq>?sbh0wdC#Sdsg3a<)c*iVGUx5}srNeXH6F~;XD_g0MnGXQc$lXdg&4bymsfCV8* zY!-$vK>2zd_w_d;+)~a7)XwW0#2cQ_K9WeBfBDbfk{$!8(~mFq+@&mI9e=7c7RL?`m!$}DZvm-F%4)nKIZT=I$5~)|R7ho1q z6dYL>C^?k9Rk)<{0sbS2VyMS)FTNv_Tb%qxJSwr<-&PBhWLjLcCoIiTSM69>f zG(tD2fSltg^NK=vtz-dAG5GXpjlE;?eahctSZ>myLxp>V6wI))an?nJ*XFY=xZ-{K z1_c8F*E5oIP730tBa2wsK}8C@12Z_F} z1)^OGh&s;Am9tydYt?H0xeOLtk=Kw21MaRHjRRy|WB?X&d4g>Kn7C+r!-5|*MRu0e zh_08I*ygy}V&2VL85o2}(=?{Axu5&Kdw4FXx7`l5w65MFo^^hd$})!`I}w3{45@Lz zxQHXHmKs_e9OgltrXNl!mNk7_cX{Bqy`3u{G=!jZg;Vrt&)5F8_>gC$sY&u;* zK?|;pzCC{%G2j%=cXU#mN<+fyvzeX2LfWy-*C1Lw_k3&zz)8y^`-nL(xOM6|SBsRW zGBPxD5xfQp3v3F7-%edgm%W)DZZRHsn_;_;aRnwh&rNkaJ^&8V}UJZsq4qR^7t zfesG2GiUC4&bt;dz=}=Wlat4FtvwPANScO*m???rBhSLnbb{Dx1e6>jMZyTD4#m9@ z`YeV+*Ps2h1#>|f;T}}u5+vC5Ybi!+sG|BHU1JaL-fiys-i-O7$f}St{|C(&<3=QkzWKMAL@v%YGN=_Gd;fb*IE23T#o%)_bP8Zbm4k4ilxg}d% zx{`g+C_->FdGr>+dvg-q8}1`{PlUugxBA?w`{n-##6epzuq=JDusie1Gm_KFJqKQ2ew2OjcN071p#E$w7 zvbgpi0g#j9S!=ZoK1;A50JvWMd<`LBCm&zgOdao1)!mOwx@T>gpc>PQ=lswpsz%d| zf8UMl6l1-tR1> z59+G&IL972r>Td|Gc%nIeW`aK=f=o^0zyh4=FVa8{~Dglcz_XZ4)ifHQ9jO zPqnou=lu7I6g?vCwrjBTAZZ;06t&4r(2t=Fss^=Ue1-wK{794C-W-BmSu7F8EClqh zv~=-qaws+5fs=lS2{@#>e?5&nfhZ;hL=nKk7cOVL;7Yo5(2}(S6y)>u?|UEvBo~$t zNzjT%FKELPIL8$RzW{bEc{t3NWgt$;y_MgW1~u@Q))&b`VwxtxiPeYgb{R^9#IYgTYd}~uos$t zYe|c4c_>nlSiOREIuJYLV&s*f4d#3`mDKnSrkU|*q?`r!Rj86;@jMpu4|GskA48r+ zpZCSewPnj&W)!rR=%|{c-MxFazrFk9xMkzT?&=~8UwkQ%0bg6(vOjs!){kQZ6LJFJ zJ$>M{&c&*D0b{ByuqbNd#*DZWOlS2%yD~Ew9h@UpSGUw&6Pu#^HP2RB-A{bvgt}jg ze)mO8M{);EA@TIxyLbB^Jdb)`B~^N_AG@G~{5Ee!1WtH6ZU-OO)Qw_*I-&b4#jJg-MM(#Z0`==V_G$)GB_-K zDgHaG!snaTtz1dw)OB*acZ&Gnoz@F?kR*O7T4_bJx`9SKS^5CTb`g`-Cq=5rLoLBI zY{aZ3%cSo6Nu#&YqwD=ktMxy4roD`^Ef&CYwK&)wz+k?un>KB#X)UYXvdcYXt2V^C zBrOHR;_D1hzz+}?Y2wlzn?{!?QhO3cphDeF#Uuoh^5^h@%^=1<$tPs~ITCVX;7A2p zuaL%J#&iYNIMg+)u~WQDkc-rYD!U1S^+^nM9chZiCT+lsKaA3v9Z2;#VxPMVE%SF_agAS@1}bCf7=YDX=L^o5|_fQG6~MVr`fkeT%nb-&Fq zU5}CkU1L=1>ii<=(b*3;i_E)rKoyi|P{KYbR;Q+`2&}DnbRA#^)Wg4-Hqt6?mSuSKY&Du3|MIB@cM$7G=M!XQCx)(tu6x11Ui^P zfW#5r5M6`G)3)7S#uqVE5z#{)(hSxl>mvOzOo||?by)=kg*%gm#(TdWZ`7Am_e&;* zI$N{bwD)$6DL735>$a1m>zVY5@t(WVmo@7`GC|H051vIy3Q{_FIT45eEboBiipbM| zpkY{!DmdFuRnHp-%@T<30e^iQ9hp!x3HNLS*yWr7niSk6eK-fY_CBC~YTb9T)4{eL zx(LTw$G+6#K-@=%uOXzj1lkI z?)YLZI()R|khMAIxNNd7|Loa=R$p)6y0?}F-M zLPFC8pQnJi0ix|t1wjtR);tPWXRu$PuEkk8WU znXIYMdPsz*FQSS{(lR!fn!2ZlE5mMQU3-k!+1bN^lwnZwY5cpSV8hirPDIRz>u7|> z8a0J#g(%^2l5f`BM@&a{LzVkU#`akh0(2%^vr8e;hfaV^r0XD~5bq@j5*}x!zJmYy zRH%CAM-DGWCiY68sG-fx%}}2~atE1Xt-E$(_+W%tJefUWJKCc<>H2{<(Wa3JGWisZ z5~v&NY`tYmV`?FMA{adg+BhEIq_P+uK*p1!UMZ(PqWaAwrH@%@MYoa!&AT5ajW$h- zKLQ(oP*opu9G9{6BTLsA-rXv%vx!p#_WFb?!INC2}nGFSr!u#Lw^xTUg#S8aH zZ}Mbxt$(**gulM&tEi&8HN@&AwQBa@@TV>?Exnpl&1;rvcHE2k9HwQy-EY%zHx@%J zf?(n95bDOlgE_L)scGDv&nClXKd2joble?X)UrsFbkMgl>Wrwvj}z8+ovt&EVIgDm zTE2bLTeCy%T`2JBSRjrbt>EG@1$V%GC3;Or$0Zh)3*MXcqdx`(bu^^Llb%h?_Gto) z zQAVr!^iE^tc>g&PuUn!6i(TlH@C7gH#z;MgQ1PBiIt@w zuNW^s&!6Y)?9SVY^YK~yzJS-t#+XlN(a|it$g=ZCwQVVsRj0`RbaB$LCKQUzZR(-@ z>Q13w+MIRO$7V~ujeGJ4zTTGSm-8g|+;h;>)HL3}K&5Emk2Y2D3;L8dM`Y+v-sF%Eczrsp_tGkYtvrElG|GZ zldmRR&@Y^w97sRTV_FxZaMxn^fWj=7xVX+1al7g!0}s7(EfMaMrDt;5EVTw2lbJSb zht+>x|kSFWQk8d5qxP^kb*(sOlZzc9WzMirlYS;5xzkAnrdlM6r{??of z5v%qj@@{&04!f)L;{I4j&!~Rn$dRDAYMZRos??{p`4aDA#ku+gJ4P0q6j>lnQ8RDP z*Pfl7HLZ=h5!L#vJw{HDDq5q@|_Z zetf)kxUd^H(O(J6nlMx=X+IR=GqerisHl-vFq!#H*&;EE+A~HOec;CsRkEa|6+6fyoah< ze0618ph1t7T5XkcLxP5BLxO*avBsL0VSz8d7*H#lrdxh=_(Q%56F zGxu~MZam4qD{eY&P+gJmxs=)&ABE||3vZn6~3p7)7wLi?hbDzQ8 zG4QFYs`{=d7VU5i%$f;`ii(P}XvxA>XW4W5^23J@N5`5B%zCRI$jQss9b6^ZY3Vvt zFm8%>CqMtx(P7{DdUdi+rd-j?_YmHq>EUhfJ9;8KG!Zcx*_L{eBX0!DN=s`H)=W%H z8r?eV@g8%trf(lV2=|zEwrG8-VpTMg_3+W7u}@xn0nQ;;+zJPpQk(i45`|AbqlCE* z=Df==_K8u7NcsMy#jGXEBE8wXzb@8i_D9DmvSWgUOnkR(-_B85;KPx8raWLb+2r`t zLYA$fVG_=&XG(6{M;N^18qDW0os)Adl&jsH-TE*_A*BBbvwn4;fqT4hgq!Baj~`t+ zZtW%O+V_&#pdP7ZwD*xu0v>v9cd%LI@hOsQVwKn?rltlOPgpgK_SI#&&$whF*s8xf zh>11qXLMp#x(^7)?esXvYf3) z6?om$x!1P)*g@Yk*Kx~Y{uO5s14oc7Zq?VT`#3CIvVtGmbmg_;kNWFbSWMY>>!AiJH58CgpVG+ucdBVEy7UK4@|1&><%t?k^$?Qx`@& zmN+*iX`eYN(C#tkHl7}+?^4>4v0Hvify0^ty9HUa{}>{YemOfZC84|Je~jbIm2Mr-1LagsZ5<)NK|2I-J~+zIm>e* z>ka>k;`2GWuX1|A%_M$&xU~3PcUV!Z5*;1gt0e7=P<6EM|*1y>n}LLYGY&b z#I8?utiM727K^YAU+RhM6q0mJkjSv%Mw}`N#@kOMjB{E{ecEvK0jUU*uHXGmZIDw? zuvgN{wY%G9IsWv5BoEIqv!;{=loYvXRxvR#ox%$_E@S=CPoIj84>RySeb&MHp|)`w z(=<;?;iTynF`E}N8v{#3I7&@3b9*u}GRP*@JOB6M$E#ao z$N}MLF=DpeoXADM33u4FdDgetl$UhY=$#H8+td9%Ro6IsXDE_}TxZr2-` zH<&BWu%3srT7-k+@WqQ46SPv>H=1$DnN(dA3=1)|I1!#&F=Sr#t=y~m+S9w=0 z_HRtMq-+08?i9|)v!g90iXKI^(}kQvRq_Hof(w;1R##)~^H;Y@&rREs&v0R+VsPpY z?&lwiuXUXlt$%9Wv0xxr#9~)qdGyTGxGRs<+sCKk+aEpo;$;g2v1OmbF{{Ff7~~X* zn5_q|9u*hvz0a-?DymX6JDG?)72BA6!mRbFwegCR*#D|Wj$Gw^`r)qy1H*jW7Q1~V z4kWRUpCciu6qK#~wkPE7-3NQlyo$qKUA}aw^4YUdcwswi_vSC(PmdP~*>9G*aD3y& zjk$D2cxFB{eTYQq;Ai|;LeholtpzB#-jmb*O1K5NPbix3?h-G}_lt1?wrG!Q-E zrqUjv)jp;5os_8#Ry&Hn|J5p z#Sb_8-QINA{{p<-&QBuDS8S+iyx3(GFAmk;R{E_wR?ktj#< zBlZ^Y6Va0Im#e+)agRBp;x{)tUL@}HH4^U@>parUbX?lFax8%P#E&0wh+LO1 znN3g5lrRdLHNGj}#X1?djrpe(&AJfqB0c@}V7zOcyel%o2Mk77e6d5NNHf8+aeR)lJA_M^W@xCYHr8veNRjqc2(Tpb5Kj)IeH1>=3dJl zo19UAU(;9K8?loc6!x}70dA z#gw&9A%UuE7`xt%sPwkw-nC0^>(;H402AfYlfJWsoD~xvDoAd;MRH?8XXjZYiPw*= z*$sD==6+5uw<9P6^?b1F%q#DjhljmJftgJK1>Y68IzI3z5?_nNgD0pB44YH($W~QV zRmgErH`AXy2>Vvs>$qPRoyGrfc z8T%|c1b2AT%j;fUAJ2D5afi=wxS2N{?PJ(b{eZ;0YP&f!^jk(zf2y|&8MFLBdpng(%lx=Z8vhL(QRg|X%Z36(bdi@fq?t+HtitF^4YYlF=ROglC$l4!W{cwZL+HW^wJBh zu+u9Yd9o3@tmiiZ7Z;V>TxOGgBGx-P0;`YTduxe|b5y>&{`4X^KR9|Ks- zi}1=r%@ABNdjI|g(p@81oBmqNFgiJq%Drvdfr?<^5vPEZ3ZuHOAB!`AUUnaUEW;Zp z&#Zg?qQ1wBJ!xxR7RqApj$yYCkQTSM=8;CKzT_=7X?@Zr>^tip6Hv?PV^R41of%;x zfUf<5g5ncXa^>(4`S{aa&}|8wdcKGxO)qA?0Mz-xw!Hag2mp}+TH{>j>$@z1M&6Z@ zUp!c#AVV{>LUo5BS_u^64AtXn?w^)Vf$=#|;)Z(*f z%gwBIO##8AZ2gpei>H=p&BH6}`Sd>zmP*=m9=*~!bfV7i>{+Mje3T^ga9X5m6I+by z>rY}!f7Kz?F-9>g!DDtpcF&$YWTUb=cdpJTPtfddOim5q;;?phs&jKby6)DQIOF;=fOFV02ge;-)GRves?k`gkAGM*_;F3dI$KZZDCAOD>f!Vdwa9F2%!jkB!;g8_h_D*B0Cwxh!$d@ za^H}|EqoJ2i>G?zxd1_Ooi!Mq||vZbR3 z+>8MNnfq}*_9?P8I%Uhk2_xY3L<#vM8^+C|k;dW9M}T*fK{J)*hha-|@$xDXd_&&S zqB;FA3O6Vjw`e55GQjN?cVrNf!QW+DrE;mooWtw8d~Y_k@2%dd5FyppR@r3}4_;vs zMSS$_86PeI0oBx^*<5ltdcs~b>`B!Y3nT-RXW4^a#MZykHu8Q3FVgY+A4+QwDx_?)<^Q!O{0OJsT}ywCEPNWRg@w zK(cQX7?Od9Uc9wfE@8*P*5z$GC={kEsMi$X11KFN;2ILONC#!w`ZR5JBx3G0{|d)V zKw_h#c4%B&2g^UvuVUq)k~k#k7PLvZY342@k(tS{I)qc1ZXM}w9~`{43#&$62+RPA zhLoY9VNT05ia4mAi08${h8fNENX2eoX;@o=Xl$tbMV;k&Y$#>lbANpD%Cu+^!4mEl z2~p??wY|MVF|_wvE~pTy@6{C>Kh5$ORRnWTZA3Sd-0dG6?DEP@LNZid6@Y?+N^+8G zbCyNR6TAr4_|29m4wD~WKcc4@>8Wz$BP)9P^l3r>jHd&gjSamwAp0p)(fEqRT8ih* zLm-6JU9X<%C21c_YJH}eR>5!?H(3@|kW{xei`BMSg1rUiuSPH=H)j}|;h(txY3$U0 z5grQR653d|RL!L04}d1n^!w$;AmHQd2O3G^WSP^oo?L@()tC8mx3$PqsWtvu`tc+o z;uE_dmyt}m$tqt3VA>=|+J|HaLRo=zO#t7aO*n zMvC^JQUnx#tY-6=RyozOh!VNY`o=y=7%OqGv-jRplB#)jaiP3MU7X4zztGSm zBrcalufKJaBH354;c`$ouM z*FBT=VbsBS%CVFqQ2n(C9VPB4(lI5WAhmE(4je6kLlObf!>_jstSD}?)eW7#6l7>@ zJb==g`{6H!b?et__TMek;|-LW`YbpG_#!iu;^!Lgrr(C;bGT+pP0-8BBD^=c{BvNt zqFvrkx4dS{otc?w$h9|{!CG;+AmYCmZn%ogq}4wjzRxiQ4f+;IyeI3zR1}S)zTg*^ z=kMU>uP%^EwNUvoY?ZhzYZ*o6@HW~<1*1YX+uwix&00Qk#QuGrVC+eJM!A}6I>YCq>`RI5z@Qx?WJ*29stPVfWVl+=bdz}}17Sfyec$NUBsS=r&6{pXxK6UyT~Y}Ao?$np zViPE$^KP1(c|T{;R~rq48nkWOwoaRzW657eABXJ(O0Vw1>R#ckl0K>LJcZ0?hyJx6 zEomc~8ObFU_Z0Qy!X33;+>vh7!LZ7n_7Omxf{q@)Km2J5H#V+?_j|Hio<+HcGaN$Bd zaD>~pm&}WwKe9{Mnddq_h(;_7WLk%QV0d^6=_g5D0{mw013?(b?l#`$IOqU0?Sei; zUhhPBWaOXJ#RrSjb4!vqcJ55H?Wr98_N~U3Lw+5o+H-kGneo(nJIK|NQgwZGvE`@J zoK|o;;@{k$XV4Cw=aWbGirSNeT%J3`kvhNL8(waqD1SkCs}X^SZ2B+F8M0{VY0W(n zi7x5e_kEC4MeWPHFkwS-B|0!QQ27l&rbMI)mUPVm!N|nMmWr1A96E=a*ROM`DFBb? zfQWKqP$CnNQ z!Kz_%37gh)637Skm*iGOqcqBFYB0K$ zAM(nHl^X>P;d7`VzY^fw)!Eq_WE}p@Y3}A*QfXgND3QU`W5XRoi`xY49O zMX#k7y3#jtB@&=x_MR2RKe|J#R#0CdQfyy|j}Nw)wOW^KIfBi<`j0oa2ptp(8#vTmWEKGcv#|wV?4F z!tr9$Di)#FaRx<&CFywft=D~g_5v;%9u+XE4DCzvL9Zd%AtkrVCKufR!;?8QwYS#q z*4aRaSsGW1Hus38rshQlpd#U`j9X06uxtrByf4}6SjuEqG85$%zP~?m0=@Iew^%%*^+yniJQpt_XDJ3=9 z=Cb%+M6v!E5asXhsGlV88wxU#=&2QKQmso@t=fxC>n-IrxuLYQl(pq8@J|hRi(=DE z76?$U9{EU_o;5ZOOt_7_$E-uY_V<@sMd){+3(FjO<7=#=a_JBm5Ef58W)VOQ@oGDX zT1{1PDbKlg5>MTO$Ec2=(hL zbmr9x$!{;#ii2>Oo|%y!Erb-ieC102Hp{(xBV%LbGtGJ`BSg0@UL2$a>U+JcZM0G&1A^-j1Z>bqOOJa#rpTA#A zE>m_{G%A8TvK#liuG zD*SuT$~Ux_{kjV;AOg(=l_U|dK4=JP+%F;`0%-7~ewN#m!ojk^~A<_A1R2S;5$jT z&&0}_f)1d~V{S(7=uu^)A`U7@FT&V>rHs3=cIPfJF>REwCu`QOWkOD9CDd=9YP`W*ead$U7)2-yyXYz)h>0 z*DpdRGwNfpQU%$jGAm1LtIalq+b<>m*tW@O`{4ecCX4eHd)}PdplWJ5c;Rf+*|hs7 zR*`$V@9oKGE4o?L&Teq}##&Y7J2_+I+n%LQU;K|Qjn+$KD?6>uYvYA(HQQ{I!G&k| z;wD9XJ*^x4!1383Z^yCw3H9~nekl|NgLHDWm5hnQPiB4wh{St2esGv)*<9s~kr;eC2B${Urv*%9`t| zv$?l#KL{l_rh(y^?jpPU#UJmOHdTg6TOU}yTp*hj_idx8zI4^HWh!!VHyJk{)jHQp z5eq9BtJq7GqguNraotjZje{unBfs`-e#&UFH4>%nw^Jw68nlR}9F?ToYTc zFxp32B#-!xC|_B0Khd)9e@WH+vM#x2(>fLV`i!(_uN|}f*L!SWCzp#dK$2y=cF^~1 zMl+-Vos^cUvNCn(<5w)$JjdsgzTw&I7U5IR)$u^(p&-u)xr|=7VW?3w4u(bKVHA6y zxyXqeD>hHZk82$9l9Aq<8Lz3TWf*3DzuWLmHa@<2uzhs+PFUE3H^-zGFZrHw=gY#c zyrdVPP>f5BynNZ4zr^y&Dp9E_C|x<`?@e#{RcM~rxUnl;jG})NoCnbFr8+)YN7376 z1C7#5tl=gOCX|Gw3&h`i9N@MeayP|Ojl5azA?7l_*1sNx{6gi!e^j5k{Y<8>oUek! zQ)H`l^4;Z(DT!-$s_q(f8}?!4+w**%@)nvq$#YltXiZ1-Fx!4snXdVD(l|C-(_xXt zDYp5Ve{il0EJX@86|AXcuEL(!EdCL!UuYrDtNKpR*a zB9^bJQa}IL@Anf3Xkdw|uV0K7f013}%?AVNYi7_~lBAD|d}dFoTq0I})WH)w!st^(R+`NCq&dkCtaPG&0I15p;Rl>0lMhBnxgzpnL1V{q`BsbV}`RdgK zAZAjTm#o+j3Gj~9e6yvJBOX5{{l&XXvj+5>3x)>l#JlXo+oWToqcuM02dJ7RG&AA8 z{f_GY8E7*n4ZKV*?%t}!SYkb1@PTqZYiX~4CjewU%ooBSNhQbX)rhl#)#(Erd>Lld zk^51}1K3}_c;S@KyJN?z0$x-vXgjO}0O-+Z0~|x@B%#E*bO#ylI_ZPAGF_6_ma=SZ z%r0T!6TYnv@)bg2*KN4JBi2^#qU+yukvvc73w)pI^6J62M%*=qfqF3@`1(LlHF|Fp z#9ovARl|YV9t@#iDYyMD5|6H5cWqtxWMblqHJ_-b&0#Decmxd;*OGKXu)HsH^Nk|f zi;Z-XfD-bys~+$II*iV=S=jT4P?A^C2VA{w&6-bpupc8w=l3Ir-@-V4Km{8pBqk`q ztmVWF1LvNB>Y%4Jyi7W2r?0rW>F5Nb%}fMTpsF4?@E1Wp=$M|iOph1M`ImR8!dkfN z6dzWBkb17w+@)wQlHgQR1w!e6UsOc;9nwS+^_v}b!(N!WYKb_+z?ZL#SE>gM&cw_d z3n`mg_QiVWU1s7`?GIQA2^@t#Bu;1hQ(Agn{%53?FQ~XaA~Jx%5pth)5;lLUOhT7z zIL8p+Slzz9KElb8kBR=<jm-moofY+P1C zE^NG=w0l_K!a>v6idXJkm(zYa?cDT_Z!FU87w%esJ|y(zP0mys?d00YF(WN3CYa|- zDe|=6{I{|58U(cX{g+xxKl10Xke~8z8ILU9e0A%WHdm675i_DLKaHXPC$3NLPmH$5 zc~mb<)3O~U?&H#4{%aLGEZR&RNUT#n2>&O%atg)Ew2{ZrM)XYz4H_ORk;LzvI@*#I z7EEA~C(CWf?&Ry=AO3%Ir9OIEym`HsdeJQHQ}CV4Zt42*e)~xakr1@l3Morv6b_*B znv0lJv1TOVMbBrndX?X z7W7e+H`0D2BPDXekDY6KapwU_z37TH^tRxml6ATirw3>sZZxu(oi`92UTimc29Z}$ zRq!W;@{gzXJZMAgqwDi^W7nEIMbCNdY9g!q&LWGUApf>1qp?6j$~bDT3~ez zj+VD^kRQDK`JVoBHsjZ?FR>A2jErIkv|qjY0kU$U)%!x$szkpi5R62D zfYt8i?c0rKd?aI_lWKlX@$-rNlS@+45tx%~4&_U4zc_4>a8d^8=7(-BZ!_imBl?0h zNcqPg<2lahl73_E<2ANMuxs%?(zD00s>C)pIokJ#&HcxIU%z|z9)axT6cN!RK3Q~U z_9a^!UsqKDI8przNp{kJ#i{A?GBuF)yKfl(1(b!s$3cgX`=6%kGXOmu%m?^JZy_y>f z)0h9yZGR2L+wcMBs43oVZonE+Jo}!$DDbr#XsnQYpYLp&X;OEDu;7Gog#}FW?bK}+ zVY%(Hw`qNEx8zpZrUcB(rNaFRU7y(m&LU#)(bNn;hVHJ}!NKv;t;)sR-29?S+lV{w z=fdw2AZ*|@{dS+cA*KDAr=>3p1Lt4_1&N*lQkM%3)a2u7&kNj9w8&z@xx-FHKl?7- z(2LYP%M94T2>g-0UH?@B07H%?`KI z>Okdsx`GX0N~_Vy#v=j;^6^L$EzrLj9-Al5iI0Eiu85-cMVlm9-K-v8Y0rjA3) zhE>Jxz1uh!v{QT${q2!5GmG*^Quk?6nC?p9<~J;ys(M^8(DkAeJok5p)4Wd#F6a{!%wu@wAr&FA5S ztjIr0`E6n&|D*wV3Z-s!wfqN2p-li5ZR58gc(s6n^M^s{0a|k{!t!h*uOE4{W6k)Q z*Oirx#OQMAwlT!H z0>@JC?R|sQLugGFltb&fpT=sTj*JxB7GAQuJWws;(Yyi7e1t^5RJarN=15RJ;O&AcY*v~ zun;x7%^?KbtguOK)V3BF9cdkV0?)q??z)YAu{Dom|EQ%~ySiHG-dwr^HkXWItX-94 z&WKh1*2Rlx8qvz<$vz-Y)%IVB#7++mO|zG;Bcd!{J=L-ACe~KetxDuRN~`SY)u+ ze0`831@eT*WirACW%!PO6DP2bR0*hhWNKlw-E|1iYzfKpZ+KVXO3uuAkiZEw0_2EM z;KD!ImfYZe00FHZ?)-WpdE$P}Fsxw|NS?mm&AOnNijZthu2K#z*%R5b@n63l17#Mh z$3m&Oq`wV5ze}X6$+aKoH<+6YB$gv0IU5BMYQs;?!QrZa;LN%WZ%P!0Gh%ghFF^R%NBqSnk?rpQXXD$-b98JQ;(C8Q9h~0|VC7m8AtdQ8b1prEH z5||MScJuTREf!8sgXJ{}RCd$mQC(LBMHOK$fk(}w`;nbLhKOx0$(*MRgmQE!!c24pe;_mXvy+XBZbg~0 z-5U#{t_|vF?T%v_rlwi4ORFj?m5pK|7A$n--uCdKZisieti9B%mb z?HdxY+Qlwn3j$H9KCxJ1r)J_4SI5D#nZbH1k#Ao8Mi%fS5j-lpGt1Kq&6e3ZI_w1 z54lh0S0z7=-AEUAT=$c{H(?!+rk0h@vG0BOe!}@h zN_-1;t=0>Cxpe8$^FIAS?@{<9k2uI~JZnhBxWK+WI>g{JEkxa<*k985ywJL|UFg5)M0Icx*>Zun~~Y;Lagn7y~p&^Uy) z3RjUJ26yvC=TChD^OPY^XUd*?(d%2p+_Wswt>E%VE$7WUraJhj3HXUjqTNfR#i#mC zBow%;#NNSBOPnkQ?h}VG1w@=m$=U6@ka{!9=dawpXjE|N^5wOJLE)u+OS!^&)#S!E z;gTmH%Bn#Z{yx~oO(ioUQZR$xoxG!LM6E45qGq5y#cS?H4q^0`+EPZH07V#k<>q??F4;lsq1<4&drVckEnX3XT zzTW9g3;qE5TZLF8QgK=dYhCF*2?1JFN)X3l!o>ZBwLr4S)02WpvOwoNVhq9VegN09 zD~|`JUB)n+(hFqU2=9kI6soblx{?BzSY?Uz7SIeEJ{eM{5)6N}ur!qEdYL3?_B9#U z?o4d>Y)ZD~GdnD&5Snk&{Xf2dE*sj7Nl=zEnOOnGB?d-v-{Ur@8xUAzQ}c&!Vx&YI zV`QpCMu2mPU~4&F;?pJ(htWdfeL}mlSK&VYejpb$FrGpEdv5vo)F){Vb{3n^iYxo0 z)83oKR1xZv7_B+G;VMBdMEZYp5~CC>rb$H#n*@&UjU5Lv0qr*GBTkoClV7{KHWB=MFBv z>kqS3SEclrU+0jOr6gI;lL8ASHxe3;SnOehC9^+xx`8J9;AwBd+Qh+x#l_G6I5d&x z9pvIv*u`RM+f!epXGG`cvbsXWz^g>QBCxA$lW;+ji22({fI_m7wO|M(jSk`4NCSp{ zu3NkIQBo2Q1lKnm_VbF8KRaoJHZ({M_2i4hZW1>21AFI6(n-)y0n8e4dlWt)AZNnY zK&dWmYHB*O>lWcuPGp(a07JIckw|W_%&Wlb^u#i8Yd$r|_&-pbdZ(8BSH+3fn(q}f z$4smDQczEHz zVR;uuD0pJ{LMnD3KlzLi;W|Fu^iO_eo$SGX;2!NYNQs}AluOnL(jy>);ru$<2-?jqTK&fzsi2R?dQ5@`_FP|dc*uP}b>V+Py4qO5g=Nn$~$*-Ij-7Ke2 z5dgJ>x9OBvn3`XhTkYrc1fEzyg^;~gDyqKnpjqb0rA1q}#GNFt7-niX?wS@e>z;Jr z!i#Xyh3rmvW^seF;PdAdhDMWI{ExGf8vpz)yfJzAL^3}D-TW@cHn!Q2ELhBAo$ZFS zrds(70cL>r2E-DIjcpIt);cFf7g!(_5>}9lmD~QP_NvLYGN9I?`|Hy;N;`gb!;+tL zN*OT124E7AJd&fI*?IResx#u@pjcTsENjp@897?9mquiL@ZV6gB@XCJ@NK49puXFf z24UWPqhL&z#H5)xNN0tVq?;pS{_nE)(xk0Wy6w3O{jaICdZnE$UGuV}#0+a^+Mb_7 zoNKVRC1__D5g$}@7l|zYtE<~C-jrSCvL_tV3z9&FE+4NjFX!?2bYo{dTmkoXB`!fi z+57%Y7@Np3af{0r$j!x>^a8PCzA^@Jv;Md{eCcTAEOw}?-$LMQKhmiP%=}wHW8Mz4 z(|lDx4hMQnnf{Bs3Z-Fv;8W%f!g-^xj$*E>zl=N8k9`L4)CD`5?BRdcYH#d%c+1E< zEiu?oRZ(_fRf|O@^Q^Of{uQAgZ-Al?zrtfy_aCRWNW1I$uG_rX+(v`^+_V3>Yc&IL zq`|`@SAd6U}p0&X{6G)0Bk$+j6-K z7nq8mhGC>QcV}Lkr300sYzY$N4`KudbM2)&M@$VMiBYJNUL+(0c~W3;P#eK78iOGH zsSV}@9zHT@GTOU(hvs5R7xKh)Tj4W`FTS>lIcFCBd2#3AvmBa;FHZ?Dr+-}m~i`M93gr2yrRxPza8Lv(GmQW?Vgw>2KF2F_47| zf^<2^TSSUKpf6ZTX7tGX6ijPJ$u(J4?}?#z0J1^-H8%Hi4n)tRc$!{CavX&o0&5E) zSn(yZQs#da3}JuoUb^(o?9iOzPbYw^4BtiA5XjIunZ89ShuaaSA2b_kSY(<~XC{AV zN>XfK^TZI8ESWy(Z!gFLLgu6rN`<(S{~ebS*fr>01K{G@8B)=$?_Rz;`yBAk4o%IK zp%Pqf)7FD_!%;N4Eb?-Cx`4m0??VJnKZ+T^H~L5QO$1~|%LkfbxCK znW~|&Rx#FZ+9cr5y;=*7KpG2+U)*u^4lj_ zp~V0Fw>>TOEmuw^sSomHKPq4o8j~oX21&?7L~SI~IOwbY{ya<`4y9qKB+@u+uVav5 z;y`od_Qizw!9fW7QZKf9BPyBIuZMe?6&QQvN}7{5qn!5p^HuLJ2Ht9nQeuSec1C+6 zB)SIhjD*WWZ3o3SiO zD-K^5ATJ)bo?w?_$La}zj9?=?5}DM430ODAf{cfgM2NwqC1e(gFawZ5_nKgY+Seu` zXZAn9<(bLQ(9L8Z1nsO2-0mP1B!MjDF=fUT=$33ZJ6roEDCb^L5s3uPUAu;YT7k1L zrY`_`Ta+6`iUbnT9m#Ya(NYQGgP6{<-b6MsPij0$?E}|DF}|g)?v0hBP4^%N#SzLJ3tNW_7>DpB z1VMDWKFCQh-aDGVI8;PP8{k}uTJ%rck;7`RU_~Q;M|eAPEwohf-1RNw;wM=*hr@q`->Vlc9D)CTeFfyg^ zQK5GrmV%p1+!F1s(2McZ?y$oVPi96y7Tw9Kz|05a;fFtd{IE%-y_|9mDf)1S9=B|P zo8AvpRt%9SN_^Ow$de&cl*nH&;5Gce0pKpL2_A`L`7<(NhlGSKsRKBEK?5Bl$ewL2 z*u_s?v`FHk4LdeR6(fAW*`EPz5 zAZx=;#Zb;sYf~7NA$-w(&olV%|K6GS|An@TxN_LsM(@HM(~))ot@%yZgX00DJo_sw zv(27gjwek-v9<0`wl<@Df#-4{gjc|D4H(G5rjc*ba|~lQ0ZTs#OiHZaA-WK-WX8~s z|D>^XQ;L64cZPH_SI{~>LYgKv89zV2C~~}pX=Vb{7czxPtmPTyiSMSTqi(FFInzR4 z!O&ISB>*%NCj^j>x4z~w+6!k+gHKTrhO~Y=3RGIFK45ad1&7Um3sdUDmA+9J{OU&@ z7Rezc?b!uw?I1aH;~?A&vs)^7>Emk2js>!60E_`sYKm!9} zylMSqrFTUv--H!S+n|GQC84cs`i~+Gu6f?bwv_O#dMwHu;IzGw-%P)L_?u{%PzTz| z(a==dR#$04ip;ei^ec@^!pmr={6lSPnnldr${*s-STqJvC=V#o;$Ku$nFKDGaQF*B#A=aVQJEG)D zPk2CHzQveDGp%c&m@b7Fa|m+tq7dj)LMAxGQmjQOGw;-ttrbUDGUwBbkRR*7;2hu z&Ne^h|3om9Y~WmsK50cU=XYbjg&rQ5I;VMY)wlgq8hl&n7#j}$dn4RYRbxgq_@nxw zD$O+-sruX9wVgUhxz_*km#x!CYk|5XTDIdn>uIWo@@-vSllO(K6C;)PE^J_=qj&~C zC$7*1n<=4JJ@uCs^9x~K8FbcBUjacudmMH^4t(>K7*vwoXn6MM%1zzG6F)PQv6w7u zFbc_aNMFv=IrZ)Y^a=fU_3lYX1{= zy_4IPcq2VecX{k^IrKs@oo0gxDe0#(mVw!gTPsB!qkir0;Duf=WXWIMK3yGS?<#rU-|ZfxIT8=43{J zWv^u@W)v#kW~Rr(%`G+ki>t!`zzfT4d0$w`IH>=(g9u=0J1py9@&sBYy~ve9AMlaz zZ~o&mO(`t1F|A>*-W$ggky){ zpXRl6mOZ+61(&d}qm+PZ`tdi(=vLJerXO997yCEgM|lQ1OHKrq0(fSQ!q5;#2JOd( zVOWG1N5&_CgJW{ob zt?Pu%>%P#3pUuOMEyU3=YsTeHZ@5ZyUZS1N;lzdpoQvi&_WyM5L2Ms@i}G#s1=`80 z3G&jvh~XJuw3=j01(B|W(^96wzhPEJJ6V&|SR7`>0(StOCllZ^;Ruo6NpP^oV+;-$ zqzP=fu=S@ySo?v#*a%HTvg3DOnqVXc6_QHE>ZxQZzhs!$Bv4^}VR-mY{Bz6X|HwZl zwUI4MQU3$x#XT!Jye)`+Z}CnDy;1UO5#rFn;J8LOO+bdz?|+|Y;GpWTiMs zhA`i6E?r946r&0OLNhA=J@4dY=bBf@;b^0@dlAXObNQ*?9GATBKU{CH?na8!PI$CW zZK$1_4dx9|_!%O8`+l4LU|A~ddIy*6O`5fih2q4qv@-`w#f}ACeCV_hER4tr3(S4! zE&CAmvq%zm<2A9`Iu0)mM>(avzl^2-^KqhZjbbG-jA%WN-#n1O&i34OgZAt)PXB&( zU$o!Ak#R(Hvk|EUWt=#T z(AVj^Sf$SF2r=?wzNYgg#g;aTpuB4$!j<=iaYRQ_sJqlpUiGqF{ZX2y(NAu+C%i{W z$08)Ol1pN0v!UfI}{$Cf}n1?Ci*4tiwR#je!UduPid&NBlx??YX;+21$EFs@| zijj@2@0}S9#is`DtrdBcwNU2epK$bQCgQ9K+B28qoIBbwA#1UUQ6x`*5+~K03p)1M z#x6FKeYCZ^q|!nc8CpYThdkGmyCnsee-=QjJp^xwd5MP)f6q(6W`(OpqGE#eXmXI# z%HK}m`N5Dl^?B@nH)?^;m-3>@`StN*p%VmKM=hKh+(%|+t*xzLj3B*s z1f}aF6J6Bd^V^R#-DoR_-bgxsKqE48jfN}kMFE}wrSkSKkBdplky|bYsnm=yVB^xh zH$0Cm(N59G%oXY^NI6s`r6%H$AtF~UPKUh_Ea99^24B&N5;%hHTm=r%yb6o#Hlnf; zGZ=WOyX2EXo=r-3cu*T16SE6P+VB;O`Zh=7?IS}m*!Xj+Fs-)sDLFGWoSN~ELDu)8 z+(Cc?s2z30OAc=s^Ks)1SBYjK2@a2NkM&><3C~HqG)(86Ic z$ATWBTkAuP_Rrtz-+@6y0*z^BJP
        QLDh$leq{B&;Z1z8wh+wSe0>dS@0-r zgxvu;7O|vd%#1aO0x?ue%mZS>Fq{n(u$s}mN|8i!_&amOsHl6JNWUK@>!g{(9F!t ziqU6dxY1q?KHfl(ndv(mnh~C(t`dnW;vluJ2 zhRjgFM2I1gq-N($UN`1PU{o$1t58vYYAuj>=wN1IupbBdFHC~MgPz$+q=R3G`NT)T28DSp7 zqy$MC;GIUH8uj2+ib~K6r>qpoPaw#N5^3l@lLGqX85|oYN&X~h7%FS?*LenJbomNr zPWq{&#_m0K`m)vj>t81g-6kU%w$m35;MmCV3B;p4q*C6$J+;Kh)C>EUs01ImE?KER z&(`q>A@caOU&@l}3)C`*CRPy$10kpx4NvBewRQc-$}3n>&hRS|b?p7SclTJ8X3iv0 zZ!ydepoQ5gVBaMUS3|0QH-;P$Qp_g0CL3SNa8$T zl3<}=z3*^rwz(Cb(aZDx{rkxPb_s_Qr7Aw`Z^u3}&yaV3Hx@BfqlEJ}?$N4N3412#`NqA`QOyzj!jL-&m6P8XHDE!PdM zc66M(2+dJ_a%!}16h4PKH`&qKwLB3KO#GU$bSOme=s{|~``|$gSw!lSSaQ#6YScIE zh>=IPk8U%Fl5-Phn%yNMqwJ8WPX=(HNauYLlHdqyZQnG$64o4jm|PA}ETKoK8~m+%d=1)Y-jKSZk91>>XG{E`R5@P*FJIq!X#N(qgrno? zdB@QVs^$8!E?&6DXoS`7?j|g5?}SZeVdX+uGvJ>C@QIMYvuv0qrXVQ8onsF%uA3ME zp{_N2!d-{0-lunRy@4%Dih6f;gp_3S*X0YsE^u`3UI#jta2l+HFNuljIAC5_$lp)- z!B(Coew&y(&}6E^BLVA+AoYRRrRQXj%6})8jjS>79-Y8iL{aiYhJsJ45;g^*^v<9g zh5Q@95n_|S)%nwn%_VC{m`BNRhI*9=S6+Q^5Sa=BunwUzM(T5CYr9^VZ#KC61V$tC zGw1M8+5XA1l5;~rR0n1PW2Yv}df@N`e@N-38UH2b0+z0-mGsBcO=kUC3h%FP%ydS=X2}Dpj=N*oX zUT@-8e0(Z-_FEp*bNnz%BK<;?!vC4vB1!aK{Dhyy`wRQFZOC6x>(P+Ta~ftDIA@54 zhp|3YOs|#Oijzc+0W=JWbs&zXF?$VxL;DU^?wqm#q; z3gQ>k{*LuS1`XZkrVZ@@4jUUK-G02bOz+$@)6PCu0WzhN-|+y8^Kj{YQMg11f~SQ; zlZkPXrHK3dTACAl{<4CYtzzK!;?XFFb&Yj=&=+MD zLlIj1{iHU+DiH!1%fMU@c>CJ*>zJh45c>W9E{Ay)cd9~9ql-k8Z!*oF4X%=@P4t+= zR)l(b?b@{~sqE-9sxFc-yQ$&Oxfd`z^N5HfXB_4y)>zT>2^*7H4iWXnm!EzT0t9k{ zK~mS#LnA`md3NX{E*Gy{wF)KK&3+qmuc^o1eo|-;I5~ zXuMU%Eemj}%QXZo3fxp0^+q8XZ)Bq_wCD@~g_27G8lX%|PfzQV%?*TcubKmrP}JWJ zty(genHcdIS6%l&7xD=$pfa;tX@Cj|LwBm z6bM}Mc_&G>(2GECW)V#*7#ZtfBIr}wgp>wZ-D(oeiYOu)lW3UhJH#mYji_{FrBGGj z1109`Cd*7kVUrRSyq3q8Kd(US*JX1^${0Eiy?;6?GpBQAsWUn2JUW^DvTdeE*}V#; zBZbm0manwcVP}aO-2eYoHmhZpkF(BELL&5ilRW? zQU*GPR`CTVewDal;9saEUgnq|MDzymG*dk{>e0lXJ?mUK6?L*|g>VOfHt5+IotL;x z_3TC~m8d=$;@BDu{{P|HlTx%$L2owwit!2v#E&ha zcPKS_BpQhq4_yLr$`GR>l|}$78N4CtY+)t+srPOG*gbJi=pg2boZ&+j1w5u=+0lsA z7Z#q14tj#8jIO|=gQuHN$t08h_3A8*_}KiP&7V;I&OyP$mX`5^|F=>VVB-9O0}}HZ zNRS=D#l~lT$0gqdulod02MM+qTvBM^`2{r)5raR$FjbEaKD9{5#&i}sQzCJ|wP6?l z2hJe^E$({KhNIQabAz{|{tHYu?3Y>?<<)&qFb_Vs1W+9TnXV=G_7KmJg<#ke7snCZ z#BfvCV+gIUvJCSR#wHnr`}&6ny4$3G+QF1!eViNwWQ0AeQh}L-9B70{@ilMWOU=C71#Y&l+6nS0VCs${GrWTgcDEf7t|K zPq&c#u|Gy&E&aDE;{1X3wlV3vuK+eFz^vico7=tKpK;K($5O2F-v8hqT61J2iZ zGKvcq^xOw*kbs;(W+I6`CR}#lFw#I)!*;T~o)?#wW6o_nCl$UIjHK?_5oWmqfE0_6 zOwF(!u$D!Tj0d&Bql>l8vSO--i|elRkC*VO_IWwiV5O^cy*|~@m}ngPTyYrVKUCV8 zGuK3n{xqf8g?WDPij{>Z8A7&|Bv0?1T+TdmiHdlHdOW zckf7iy0W9AP~}EE#up_Rn6&g3f3=w>7|4~j$Xv}7nq8w z@K~@&1lb=Rs}sOGqxV}_BY)#M#=PgL>57$m>7jTFZ2jL^Kt`tRt2NX^r13+j_#zk< zC!*IJX0Plqv)N)(z-n>}msRocZ-&3UAosahb!#m~$T)&|%fG&)gy{-VPjO!S>*c}W zuJU@MZDowo_QCKZA`zYu7bdHllVzH1C=aeA18R{p$K1ELgy<4EJ6RE+7BAfEGDRCk0Ukzazhy#M( zB0%DV8m|P;5z8YhSM)N!~K4IS7T(p2$#hm@yF{HL&Xu*SsqfK3X`s z?KLb1R4~Fx_631Y*B<$imy3(&fwA$23BFa*1IM41G_So^b^PIxaTV1CY@a%q-`I#a zVlwR_4}(rZf`C4W?~Ve zqutMZp@CCZn(QK3ePTf{uby7&h1z5@wuTG)-oIOH_UG@F96hp})?O}4VtB=5K#M#f znd{Lb7L0T{9^MOa7jNUK&GlmPL@@) z$-ER8yg9t0qHkXQ&{Kk>{L(}GD%;2gq9Nju6E`SycBCv-%NDZtL3BS@Zyu1C7?*+@ z?G@2FL7Q5DQeO#P0&#Ptx1gZFB{cJ~pWn&eP1B$2nWP@NPL1?DkaV&Q{JfYvTqJ>= z593}D8EkQs1mS;x!C-N8spmaj5gP*z9Ys6|ZZ0x92vpif=2KF~ivI^oTscmT=NZW2 zE3ju5Yt-@;Q!8#VvJdF9?>TcMC6yI)ISFQ34JPwQEDGjKJhjZ|*##pIFE4L#Kd#5WR?-0#0TEg?u7G49_59oIm7L`Gl(QAQYr&tQjs^0_z(|iB zN0c*NeG7I57e`>k5ko!4zO6L24g zih~8UU=Jk40sSG_jE3xL@$u?1qJYC;c#KBuzF>Y@9GWg-fbu5vgOPU|l(|GjQ!K~s zE?Yv4j;0f%9=fMf^0^@H(YE+AsKa=v`6(M;}qP^y_Y0hFlInVPcpZD{9+C)h5suFJr(!op`P41 ze%;)T_0h~X=`dJU|L8S?n~+bas&GaSgE*lwcFC(Vc6L&;T{g$D%Lu@i^Eb6i2wE~; z+^`+*8}0jY6PtuLcefuV8*l{igyQLuL7@#hP<%}aIhf5sKt3cy zr0mR>U%iT4^KP|yM-x}9Xyezl3&QdVBFEk@rfB}@Fa;bowF*;Sqhu=)q|aUQWPyTn zCu%=94+r!o9=e38CXxp+#SkAnct;Q_F=R9nv$n)fUL=SJu}hxhWJ;7W z2-i2*Bc>)&nH^*+{Isqp@R=K7nuo;EhvGu!YDySh4e;;DrL684A$GNV|7eE`svcPEaMJNT9R8qkRNoeFn;i zUJe*BIo3G|KaJWiop<$Xw2lHKddoWOMJZfDd+zBf5q9|r)fm13H#DP z_lWZ1<{56~0f*)O$v^P(k0$>Cng4d$5sx-rfZJ8v7U%BU*aGLodO|d+Z%C8Sa&kJj za!s~@rp3Lz!kdeG>}X+&<_=$TTR3mvFb|^F!98m07VHL}EUT;g;GYDv>o#v5VB?it zFD_#zBg~O@y1I6JSVxcSf2Fd#@14b+w&__3kqAMAjI-h9jT=qD&6xbI>ArXg)qPT- za{b10KjlkH8^P;FTbOc=iY{jedhAm6Q=`GQO7x}6j?%Ll{wKKZ)wjm@6`+$)Np`E# zQKh)^lD?zjB{aOZLaV*E>^THphZdfdB}qo*P#*j_LWg<|$fc*N76;KM2Ii(OkSGd! z0!1$m4WX++8zjewUNYB_!bCq`7+7?{JZx-H%0NC!sdyvwZ8Q0W^6zeRA2H^ML@55Z zitx8~1G9?|JKc_I9{9g`nke_Y;J7iZIfh|GnL3QGT>tdX`hulH@^Qayx;);)jPml$*f7Q*9-iW)#%8rY!;gDa=d zDAa<1#Qqq&sLT=$FQjKi)X0oJTzbT;Ksp-i$f8RFiA6Fh4`2+gT?5A@;uYcQFeGfk zM*1QZP64gd)C&zUX4R5lq<^|%ba5yo_j}hdYr&_NTGBO&*;Fz*2CUyxr65S2ESXFs zn-YMo3|1eJ9K#j$5wweeA+m=6*?bBfbX7PYh>HO&doQ7Lu+bE(3K#O9gfQpb-7D-> zclHcKUpkAf65Bj*s%6#aX0}+-qr{}!a0Y#x5UW)8 zE-;T|yDpLqLtF;ZY2h$YV5g~A?D->YkL?Bm{ro<~sqGaLY&FP=rg2M8~5Pbz+y?hPM=io%_(X)7$8v-5eZT zGBSo3t&kq=cgO^}o@KA}s5X1T-X>%N@e3m3WTJHtti3FP%cpqs9)kOIbzTLUmr<;* zUSem2$Dt=F8(w_khDDXmHbzrYg9QNCw}X0|O09%xkua-PA%t2+O9qpHagG&+qv1ff z^3xr%+L@oKs91|#B}QQd;l&175+;&phBad~$O6NTY@mxH;SEJ!*NyFGh-CtE&)ccJ zkkZJ;8qhAx$gXf7KG2P_P%3VG&jImi=nNn^!RZij-&N zD*O*=GjwqE3UTI@bkezow8>cC7y>xufBj$xVEng`gV%}oeDTub` zwthmumWR2zt?Ge!`N6^3|Do}d5Pg`-S#&Mit5YF{`@Ql2d9 znUwqwCKe^am6gB!Q@j4>zNOf;20ao*-f_wPr;?xBy_BVwhn;O0VZ)*!Wr&6jW;A@E85s3UvR zfHnbvtxQX{@6(hT`|IqNrF0%j^!LTAZoJskV7&Q~FLWqQDx4%WzyOLqbRymyZpj~- zNXD2hhWhZCzqq(qc+U=cREpg>c&m*_xguxYEeAt#Z0<*w3>+kT;h-zSW#T97C>~~Y z_Slz)#zCRLp}L9ZZqH&ku8$0i!V*umNy!a*Mgqj6@gO6f<=Wpc_sG%nq<~$kYoG-d z_Hor(To*BkKq*oHtW9C%B!{kHcCIjDh}D?-ysF1bkPP6P!Jj0K&)wH>$4;rBE8-m5 z=||Q@=v9+_GRaIOI?1P)=nK6_hV*Ka&MVvZH`a!OfkjWHf?9`0tke2H3Bxi7!0YWM zZeW=IFxjIO*7t6H7sB6z^?_?b2|ELd?1A@~Spbwfh;y?a6ZIJ2w}3}*6IGm2vzC}v zG4JTLNv>~ttdM!rb95904M2kQC;MHHDoA#)K=Z4(hKb^Fv*e$E<>00dGDQNSEBdUa z^s*y1b_=V~?6k~dGVBK9i6MgQ=t#C-gUoD(N+Avth$6#!3gsBBbQ3S#RIrv3RRCjd zMvKhciyPPu2kcEWcx%!<;B}{9KRnR&&{lO|j4`=|DHM+R#G^pG^z*|qlwL-hdZ4(o zIO3&He`_{fF@y;qlI$so*;aK;%^+l8;><(kZuzRRfMU89OB^<7jy8_w&Z0UrSE3gm z$YUVJE0(neM3RLI@3pT*;nI}k zJ_Y{^c7U_~7X?>V@^=hf2&NN^*Zh-LKFXmvTH*dp&I&B9k>Ke5W`VgYbr|N!7M#w- zs4^+AyP|UC#NfLRlq#uH0g@RyqINC}L zY}KQst$h!^o5-vznS8qz+hTsC*oQ?{$E#;QQ(#zM6(jb&B$J*5Yz3jQj=_{U21!CV z2$x7kboPq{hm&0jfBQ`qcO;m05$q0zhX0+=n2|+u%mHGvHB$1wkC-H$_;tjD#kC)u zlF2QS8z{9(myUCZq%r5<2%owxt$%ZSf7@JvGZWlN*#q9`q%rdV!Pdf< z44WPyfXNIfAD9{PqJVMewoo86U}yidGVDjg4uu*Uie=ZGjaS5Ii`PKbu+m^3By?_U z%kl0HtV=^&_5a|5mfprJs4aSQ;(%?fhi{QEnwS8kGqgmK!(KZzh$Z6T+pz0|3Kl9F z4h|}r5hixD7HmF4W}0x5qRu0x2)P%n3FZYs7Rd`-OAL_iS}6C*=BiHV6d$gBvy6HlHzX?1ON zpK~P^L}CQ^8?O=hF~yCqw%=b_Ch#~**X^-^7Co;@(h(l`sUZd-k@=p_JQW|@>9F}8 zD>Ll%IDNQQf&r6~rO7L8%%*H4lwY$rc0nNf_$dBk?v5>sClz*#ewG*|QJYe!G`876cWgPQW?4&^6_9*R7v+|s8N~1e#!K#}u-a=9JO9|z z?OT!c=q=IWN75vXVzahrYZpW>VY3GN;K0)G-<0FT%umwAMfl=@8RKgjplHui^)pz1ur3} z|22K)@mO1F9q1LWA~JfFp*R={mmtI1Dgreuks(3_fnE@WFl3Lmf+C2bh(ZLEvO-0{ zMo7`zD$A;9kv%LkOoe-YV(-p-UGEP#e&Ce=`G#+v=lgs=pZ9w3EK+G*c-)s- zij~o~P;vT8pQ*wJnW3+uwAwDN=GvtKG}`Cuk)j52r-|HFL~#|?C|V=X^QO2M#06$e zi-fh#U1w^zLsM^B5y#R)_1JaI?z^sgSzY(UW6-mrov_8?;}6tALXmMeoSUV(V7{WF zq6D%;JiM}h(jAUIOFi&0i4cJki@=41|M% zjKH1jidzi8uB}SzrizSgMuG3Y2$4T4v~E)rk@imlLT%2dqgyj7k)zSk(`T{N)V>Tz zzK-Q2H#X6g>vhBKL)k_%l&3#c%J{!3!JReI8fA=cN0(``lX~7)d&ZGJg*B)?u}$9R<}AFo;vJbvt+n!uM%XCu!HO+vkGGv~l7mG!ZU1`>OJw!!&{ED!U+_q? z#GQXa3>7(a90#`@KtZ-oMJ;-f#QX836?3zlO8Ob6kqP$g=Tri2a2A+S=NpV=P!3_G zh%)&k@2hhYSZ!05qg(MewioFooIIIS)2_wRzOAojsAllScltXTmUSwl(l2`d?n%fD zc=94Wsk%KQtlqa^uu8JsBI|eioFdER5Ogq&mTKeYmGsYN{`~WP{eJm1-@HW;tpU_S zCLjgF^(IB{E~s-UoIGeatb@+Z#wj6a@L3yP!020pOQ-%1u&J5nnJuO#%`sNnP1)}l zC$JceOVJUvf-(H9!8IJYW#{arP|xLdcnu`NNE=#R|M+0x*!lTe4d7U(A%tEiu`6u+ z!T~{wJTCp&?y4t`RDwJ*7BCu(aHN=;)nQXv%4RW1kxpH|MZT(`S7L(Cy>{Gd1ay=7PHXe3C*@3I9beX zuZ*bnz@KUb=gooF&R3@)_&JLNC}>VnR;oe@u(mwDtYegywQbO~@u$jrCzs`}Vuz{* z;}QdPo2~1mr_N-a_xP^TZ=SmpLpUdjK;oLEp&Jpy2wN#2bb^woXAzBafyP!x^alHd z!WTxW&gOMf`rY^M&*R=)ta@}lKchouxk6ZioX#yPd;2I(V~-rnQ%FM?zc4y4*9(2L zpV44zKK{pGX9NhSfBb7gg#v2(UGOHke~V=|ev1z;$Srv2`({}amSFi`EXZ_ZcxK&5 zoZsXk4B*DQZ9^-4!zUv|#u{D2fq{*3xW}op>Kzl`0I1v(8yK6nK7AqGpkpxl1?^|h zdFXkO8%3QsoB(BFF#|a$s0vbDYW@k+#`U_1Zt8-um-&#>Sb?+5;&*g)aYj07N#FRv zJVa5=#Cn`(L(ANH$Rj%-8bcP#SU2kxxxZfF`A`p{=z2T}@ zZ9BPxRk%MrAh%<_kKi`px-IdCRu?mo5nFw&}nyT0Q=fbnedW*#(ws4kLUzyeQEoA7=?4Jd>>v7&e zCB6++GWBi>s0WPZULmCy;g^?!Ishh+CCr23j7mKkVT3Z)+>{4$n-NP+?@{%OT%3AgE zL)M*3SiLaOBhhQ9>b=JIF4+S;k+&=LBmnpE zl^)W!BhLP{LwQZ^2cj>G<0T0N%w1Z; zuw;es$e=eg*5^Vz4`OjBaxh4o%u>qjk5#JO6KB$Hp|JCQ|9OfUB-xh}R#OU$)esJS zO;tLUIOK%Xlg(mii(6~BqM}pogUrJ=l>QOuZIb1b{3@&Tz~u;+tAVvn-tMkaeZ_V9 ziSa9+`>4}lDCaG0Ci zg$1jPXLri2{zM-i&m}16cDP=lF`sK1(e9 zyVnY*lFv4_XtCs_I)+PNKwDkgyYI-&lWUEPYPtmtL7%g8&Zb9P`p&Vl>o;h?Pu=^d z_e#I_z{HJq?*UtjQ*B`hMNYQ6i*G&FYBzX&MZraF{P95q=;cg!Y`3%fdStXgXr!T> zBf25fkC9e%Tn8)r=%(hycUV#TWwWcJjO-TI@3`oLTwr2q0s)@2h8(BitM9vEYq zv=f4w_6H=YQc&=kb{^mmVGLhVHoO~mwlqumD|HKI+j!09yq4+XqYiW4?EV}+&la(e z*ntE9M3a>t6P_MDWhT>(V$T30>qxxqA573g;Jn%s=#4Ca8JpYVpX4yD<{&QkF@h;x z_TNXYOS7&1ab^XM=l- zPOX^o-RLX)cN`H9CA1KJ67|N`^%j@(@u$WYwV=ZiAXo~W4!IrSLA1zw4MEMvFr|I^ z&4Q`3tD-N_tpc7k)96 zBi+J}$o*}!PRuFi&o0JB2UZ{oFp7xsxlBSsgsO(%4 z9U|_t=?jJSAHt;jdt>HoU-RZQ&Rg`+dQHG-@of zN`z6%nU*%9eh_i-6uaPi4lIaujAv7*j*rt#r+YR{zJ1)AaTK>Hi)6n-AW^HKA%+@E zBMvBKIyW^p9Dk|C=6&Ty*~|_G5O;VfSbbyLL8s%zrYXsp51- zCcCHkO6uv9l)kWic6MJWtEjAO$T8PAl8zf{J96f=p9Qurah)7$GpyyI%*6bUgRrlD z@42KTH_QuJ=rli#m!BVMGr`hXocVX{#sYp?3mgSsk-f<}HXEgGSxV%goHo8u*8KD&8BjD&(lw<>1CD)`oF3 zQsikv-Oxl~vJ^<^Ik4t=URn#@CLaU_MYd6RKK|lfY5bdy{De4JK7#DpUS4Jl55vAOOw4KEF!L z$+l+Y08OHBOkye_d*}T0?FXc+76Synh`Hm0xuZh4h7h8s0e{SXv!B(jWJm6C+!*#` z)_l`YQ9yx*N)fLtk*u9u9Ea<}c{MgS<3B+iEJ>hMnwyMqad80>+>}w&?T1v3XJWjX z1Suq07h@!Pu!mD_yoKd|WrE{V~YDi4SuQxp{0mTvW)Q2CUJxA^yc2c;+t<}{2@Hf;)Cn$L+grFVzHn6^0k z7|{EPp#;*GBo_uGh_Fc10cT$aT_1&Ku9vw>U+qn45WbkA_Q&WHe%@I?&0AH zqSo!k@je@w?jP1y%ueT@lxMvdRa(Yj+lV~v!TAZmbPTfE9dw*`@mh+!%bL?LaY(sB zyI&0|8LN;Qk^J1=-rj;xbMIg}$4+SDpjlel!r8#Q*iTwd1fShPzZ_OK6(Nw;3^}Kl zp^e4;OIk3XP}~Fo<{{cjhq5Cl3Jr=|15$@kmnD@(*k6Co2tK?WxZTB(P4E$#3Lgaa z4j()2u)DQ;40_UP=h=}Ju0TY0K&VkjJLw>BSQ9v@S4U@O(^%WD5&U2$HS@HC>z&J= zK7!)A5Gj1Fn29?;TNWaR=&(Y8&8W>pP-n1?vyG@1q-`7u8ds#gRKx5P4?I{Fldc+O zDVtth%Tb)6;n@Aps_`l8r;Ulo68r$lr`4*e)l4uaSCpJT^W#@&hzEXYDCx~ktvh%I z*Tt&hl1w%|r43#veTkCPp$MUNVes7*WPjhfwdv6N|1*omK_(_rX7>bZ3H;)?9LJ!) zf>_cF&=+yPF!S+GojR4Gx0si~?-qj*YC%(Th3awW>nN3h;u0Y{{Lhp98(P>OLZ`Tt zw@7iwfF$xjXN$<)wXRi_zEps;bg~YSw9aQjdyW%^?W@kciDO>j9f>Q zZHmx;OZU`Q6@AawW49)EDS`xH6+xH^J&;7uNFMx;n0Nf{t-O)9vP>i|`XgcgACwZ3 ia^?Tn+Gk(q z=y+t@&VHBrN~BzPn+R8Wz+vIVCyuXg`#$qQ+%Y+25M0W0f~_bs&H29fL1(edF8oGa`kNFCGm&u z?p9P%svYU6b!ajUHk+Ot%^CmbTQ##HcE8g*mzc#XSfe~WJ^5NQIb)^@G)HXAeQMkd zovSFC>#%B=Ec+UghR4QqeAjK~Wa9pOesbjSzI_+8Qw)+E``?CX<$A4Tr$sRwdY+n= zhJ~PMHhNgPerS4oRaec1N~^JfR#xHDw^(;u#A+pI^X}fA@$wt9f%85g)5?IGszWM{ z`L3htQ{Vc_?L+z$ZhLEYHK z2ZsugM#dgT{%Mf`J3QlL^ZS{HUn?b4^>ggS`gbZN>^=4JcMU9j` z&QE<~SiZbYmRUcl(ZDU~`FPoya_?#P=~11k)~M=gwbt`vt+wJ}rVj4W`Gsy{1N8@1 zNkx6CxLaNYhs-4QZXdDNjt>#d7>AivS&;Amgtj#@W0Z5_k&=~2&;M~!VJI)j<1m0WRV zwGYkf;{)AiCc13dbGJqC#C?wVI(%-E;)aA!KflAhGsY}kdf|2wtz(_`CA?LG=DHpm zDm$=?s;loEU}9#D@${tN4UVjm9*-Oz9`<1yv@dKoo~YD$KBz<;yv;Jm?0LsaqMO2} zXaJp*N(j0ax?aT z*GiuoH-b2$qoTUY_*3wyKf})rQzs@SdeR#WG%_t)AG?m4BhJJr9K(QWBCv^^c(#z` zs?Cd&!I?9+-}E~=47BJXtRb%WT)S4sY!*t*`!nAQ zpJ~|U(ARLNInye*!bD?sW;)%jOXd8Rr%UeaGWOx%;NUE^yJ39&WOK&ZoPnG^M$9&X zWcT<`JFArIvb_(LX<0 z@7i{SS=j2G2?c0ReVp!dzA z2fKFd61I3Fn11^8eiBjF3FvK&snzXRwVP|&GGJ7~aCPC1cVFD+#ok*^iIv&={mZ34 zN@EQR3;rn08hhuqBC}clkFy?FjaNBOKE1d|wrpy&&vblhYD2Em;I{yFQR^qatz5Y~ zIj5ITwW<5{gB8>l7)67J?Sa~RckXb3YBwLm5w3^ z`8>9}KTsCPf4#_S)rP6D!9CL7zZ}>iDcSPZ(WDnxe(rC_D?5;{gg9BOkN~s4@%MGb zCDQk@%JfXI=`8J=RC;1!m&y8=*@6K3(BYZnpw4_z|J;F`@-IU}JCR2dfHmj4EPh;EDB$s;Xn# zq};v*6t!)wIiGKk@A~$y6PH%9iK=}%+0oT?rn4-tw=pH+Jhv~rv ze3Iq?pi-Y^S|zkGW}Aw1VcJBVBHylw(3F&vx0zNuiUftRY*by4+3NCK?E0J1x*k6Y zJ)LXWnp2!XHZ1mhxG`W+aqp{;od@`}6St;f1u%1MOpw315y3?h37Ty5`lMqz1WZ)! zo&8?>Lg$X5`-Ci&N>x-)P%|xOVUky_~uBB zkL~!E6JlX1B3AG6-ed%AKNcSuDT76_qlPOZN;g(XR8($|@F!;Xshc3HU5}r%SqHosC@o_xX)E#y^!I=8@X+0L&F?U# z+jUbru9b-U`&SKGNT;X|jY$a$YhJi;A>1;PCwP;XZO7wB3zsZW;yc&T7Ds{@yM&{% zW3E2(p1k)IGV-HW{?98g_7!(TG{VFk7}?pAkWhm~hxBx#qNC$fBcvHttf+r>Wm&nD zn2yU{Rny7P;LLYDp?xzo*&aHIw!0&0?WBUSd-#Qf(q5%~jhM_m9R5Ds$Gz&6b0MWp z52%~34lsoY$rP~=3s_fCS-I~0?2Hp`S^l|NQl-GnHe*zE&uTq)clWrn08R?Dfvol$ zweJ>L)IPj!I^A&0syFqmQA_v^|`t2Zj9s@3$C2b zRX@!4QLn7MZcxj`-7T+8Dxr65nat?Ei`ds^TXVF|HfIEKwmLNGA5Am4Zc-JV1U#ol zfM$#VfTMv+CsReZ)UlqPo}8YCcgY$muc}JXEAhQ{Eug}r_6ECz&)KQYV8f2~c8#{Q z!%A12B(TL0Fl>5R|TY|8slL7hg}GIkC(b? zY6i?-uwb+=rEp!dqis{ub6akv`cIhEz>tt5r?iJ#T3U<-CwgYo)Eh*HzkW4NKbn4~ zG1;hDaZ)*qKTSG?r>{2V=DTxW51nnvI*cWhSa&ikp`}G{w7*$L!fBum5tM1uCJ*iY zfYGm-?15b^Wy6=3mWEcDojMf-B&GPh{jl!Xjy|iZ>={H!i?qT1~r@iBVb9*H>f z7A)@09W2mrbj&a~KdMD)v7I}2(xUcVT5R_9Q-!HROINs?3gWF=uz>zZ^?_A!Dq-TT z{ppPu3}Khy4!gaN)+}cgR#2514X`YjFp(O5xdp)cj>wrH{Be9iy^2&DwWIL6I$}l* zPml}}pQfD9ehny=LT z1i%Ygl*i212vSsi|Ngx$)5>tsqD6sXHy)iVG4H8~&KWM_AH}Qn0OsAq}+m>?eT7DodF7D1=kAidO&e=a*#LU<{hHz6& z-ZT;A{f-?D2A9)@#@lc9)vE5*0^V^L={}r4J2NGl5n&m6jtXEBf1}LK64hhC^J`T- zK;7ge9s1vD6c`+^HJi`rpEHzOlinxxP zzRn`_De)~uZJO`_f;_a_8YSxuo!hS5k#I^TQ^Li~9q%zaQ&v%-g+M6jfNfjlnlYlC zbhHP->h+(iw+P#OJcwu-i;d-qDxj)Yx5^mUE1ASm1nfpE(H@uZ{$%~!%8*ETdHFN# zFRr7a4qdnXXw+>XQ&LeS9ZlyOUap6QOo9ptzV~H)HIY*>{ii>@x=kidNlGr)v45nP z*|2-l?6{ZQ4YoMoturlIHj@C*zMMyluSZMr-LJql*21>Av&Smj*3QnMm`Ud}&`7a~ z_F(nBOD}G2N@+?nJ%f4U+qzW^nDgSri)C!`0Q-+Ens%+&B(3*A?s^SbPMF@_4^J-z z(jxB;xk%L?+S3|^Fx!LBQ8V0GK8hJFH+mEcY}kvK1)MaGOlyC2q_Bj=BxErc;u6TcjB66wtOHhFY#r!&XLqx7xjK7)V)^ruXw*VSV{bR@(kV+xG zJG&|IdiZ_1eUExoSPMaWWzO&43h?m6yzIkrHY=rZVUOGun+L`!QnO{>lH)!k&(+4L zHX@A2b$6eZ!d`U+yslW8Am@#6f9sC}1R$CZzRM?jQ%@k+9m#J^#MBDSE7%i4D(jA9 zTIvHmWh%bi*ZEO=p3DT6lgtW-u~w%(1QE@nNACayBNRn0UCZ5_S}q_YAzWuf2rI&^ zn1`h*`)D2RkF>Q3qePw~RGLg+X+=dnZl;)IhdYPc)MWdZFA4PRTS)0V@RL3}P7|dw zYyW{_lUX#`n~-wq(UB1p{kPdcSH_xp_(#9|!D+9WX)<8lvd78X--$tDjy78Vw+hFLH^gw^2{6jWQmDqM}E=)VX8cOR-oBy%YR zb%VMKt~Vd8n?^t*aGAheM84XLv&|zdc2zwn^vRUbfxzTQ&jUiys7el9Mztzz_eq(2 z{O%qrZTu7d^g|R1-!ib3k#BR`Z%Fv$85FwbYbPE#oXDnS)%NTP7R@ogR8Ua7J9i#N zG^@qS^zqJ??47xX`s4J(aA&+m%$LHgz?XLfPh6at87oYX^<5XfyAf>RqGjv4gN|AH z%@y9@36Tnu5E^yN?@~Z}Dlo0|7ZIL8rOu4P6R&26$+MZ!<4&l!5LLBzO>QQu>F z)D_isJqAW<==oY!@N_YR!XrG6zDsAI>tO!a2!7BrGc_2@dG_sND&SRpQ~~OY@Z>6<5#Y(COP5X-&Q9%Zb?FN0^f7z>=W4>(g5dVy zyoC()wWU5n*o^ksF}Gmi(*}p08d;kC`}1RQV0Ou{TLMWNEj89<6SbBZESO5>`2=n% z9@zl2QYJz3vhwl?;5AuA%mdb}S;KcO_Q|pxd7Hs5a13@my|jdj`smT4;@*-MFM7em z$o7VhpL`lOsuF4l=)oUNHsV?*GW+jnTuL2%eF@+JqZB6EZ|)T+5|nhhp=39F%EU7B znEVa4!~WcdG*MsMR*mTYqY8C&(&77T?!hsD8Fr=FQR9zgCgbHEg5V|m)s99RRm=8{ zsOIw;39%Hf*0ago6_0Qp+F-{M*rIN>${uW z?+^6!hP7xLKVC|aG3J0AQs<0~qNS%7dhyaF-++ja`t!&ZrWRXxc;t~%hp(Nu`RAW% z!0CvR9oC{{OjV@BynQOi{~o@(~q>lq;2AhBmp=F3eAiQ0W;egE<>k;^x_kDnlmHfOZq*eI5VJV6zR zxr{(27cb7&I4L30B>l(Uy@k(hF)3@xRl@~S?oT5bkj>_RC42^ZRF?a!|4gr<`~72+ zr7Jf|#%5(@aX6^zsM2CA|M}u8HteoLM6pMi%h6f*ec0D@YH5s;BeQ^B?DOXb$==B6 z3_4~H+#9bHEKv6He#yL66`+e_F*OJ`we5UcO%8@7~b{`;l3BCV8=HvKRnG#le9S9G?Tyv zZVDyP8?uvH`{+RHF_5ptChQU5Dp9BcWOVW_V_@Lh+4GGQA6_mfK4S8f^jV>UfO1xi zIR8!eQODuQJ{3pIWV%he9P)c*+I9(vV=09*Iat|IK;zUJ(CD1hNj#<0D8S(;z6qAd zSPNXm$)q|NJuGFief#!9jrvYuz`6uvA=CvONr5&&0)_!X8pmJ{#1!OdALXr1<=Zn~ zT4tVkeP1>_b!5bzKv<9}qu01nuI-*jiB*2}aU~^oX!2Ws0?Pb8vhNY`_YmxLwBTH} z^hC#6Qjdo()S;0A1$96#3R`U~O8|{TR3AN8H&|AakO`i@xTNF^BK^^9+i1d~@;wAN zA!)4lZF&OPE2s|$1U&lJ@e71n#)$Rw#6&bK*>o-vj8~7J{KmuJY~Q(bu}43A*gK2b zPf{o=6IvEYDnQ2e0PR<E9i|Jtmnf!yo3`~xs;a#i6{*U2YA>)wmGabo?8U_*B^g0Y9pGRmGLPxP#fw=Hk%ZUnFwjd(!jNo`avc#w5H5)~Q#(;4j5)Y?PY3 z*0r_gu@X>-Z~bidgPYf|Sy<=IoA&~t=D6h4=QKG31A|AdpaMm%u4FgA?B%s#_uYza zEP_W6Sk|13rLVl@>xyEZvp|W)m&|R!#s3E__ky^|618K59|a9bYNf!SpodvmqC}aj zlAcP$uH-BgTz-9{)KMZ}B2wCu@&#+p{O#kom@rhky=`8b8cZY3b7PaPST87(QZN}$ zaM?pqtR;J3*hNd0xZPNWXN>%|bNPXi8|)fb`{&MOIrTBUI=|ele+VIU1F+JIkHx;% z>*_QKZ!d>UK&py*4O6ImgmE7NN3mh=%=iPF_Un6CA)D;BwY8OWNG_alZKo*->}*Ie zv^w{-Vvih>&ozib`LAp~zb|}$>-n?4zl;=ieH(mlcrSZZWq7gR@&mEol8q!SR!Qf- zIC&8^X&_4VPZeV2S7khYEG#Q4%hY5Lqr#4;;?f&x{_(jt+0wERbU#7l#n&lWKHt0c z&c4ob`6}!&bM8FW7=g?qDIU{GgLz+7qBlAL=-7&~g&WU$TXy16D3p|E>?3@`&)2GU zli&uh$Vo+@ZvdMtg32ECKOZ-@9PLzQGt-6*eN9!CnF*+aX;C2|>)FNaV-<2sZfh!lonn`hySm%z-RHQkU~S2#G2$9bp^M11B2%rGw&%-d_B zI6DyVoPLo-+Z=ioyuCe=Frsy9b{~tncdw^*LC&6`)#l5HYSe@KH% zx-Il?zRYjg=OwoMfcVZ!aTVOU+djRZPYCxG{4`W0&a(B#-f3~h1Mro4%O{{Z>Fn&h z&AyVdLypb{Xwv*QC4I8rsG(T4@yeA>KG8RyUs9a6fcwQi3GC>QPgu10TTr?2%YJD~ z$0L+HMuM&>o{A=EvQS%|d={iQiw*qr@?>2i`$;o$t^YHsk&!5+bN}2uZu#?E@z*?s zpNL|pLW&x7fa?kya3OO~{EDB=sX$+#QJDMc0yS>VZbA9uk&lmGXgW-;#c+4K`qQV6 z%F0sjvNL#^U#5Py z^sDsOyoLxTY+k3Z&NuoEEg*oCN@zrNbsEr?76>Dfz`$B7Y(Rmm5g~p4R9X{pYw(0S z?=QKjQ(IVRVyd)n-xVdtjHcIQv^;whsuNy9ld=c7S(R#3%s{O{^~6Ob&_#Ocvk*ax zsJa>e#_I|_JgR1Zc?dlRZ^L89{-gP@k`P`~?mDY+*@WhAF=^KHalRF)6ZrC_Lh@vuXGN}3d zIT3SJ@JHL;{&9>7uoS6{0s;c~_R^hZGQ~#goYtNLCx`N(8hjil6_N%q2_f_O)cM}H zp$(2Lrn0nj!n>a*BkV?bC#}45IIr^6t3*#BGI$hC;ep7zACfZPspCNznVEHZO74i- z+=neiN(uTW|8xlXl;`l4eJMu7^a29h0epgM8KlpE;NX~R*RF9m^gHI_uaXWbVfE9` z`_?)r?lOA*8`f7O=<=P$*7@Yq`Zm_U+|kBYuWwL zpcstqgV@-uqdm1H8gPD%7BDV*`hW?&^D_;0LZ@T(jmr zQqB=PRWBTBoIN>x$r|U*OD0=1OeH!d z*Es!KaK*Z~ix>NCvmciBOB)Piv<$FyewySJ{97?BwC%o z7)+?zmbvX;b>?n`wmHorO_onoR9jc~TWtd`e}c$p!zkM`7A_N~#cm=|*CX`!IJV+JFOZq_N&yX-5F zABt55GB$2>FHCHhQB-we&VI0xqIChuOVu@}X*Hh5IkY=N;B`Hlr`TMW{a@N3O>Dfx z&Yg?;)<1g`8{&)lO0S}?FGX@&lk@T<{kP0l(?IfJ(@uD7=1&i}0cCC0r@xQ);1QH) zp_L~UsZ9_5`b%%olDlkdo~&NUX_o?NiFa&;x`pL1hrdzoU+K~IPuI0bYb zW>~hOJY?YP1Fos~&oc0(;D{KJaB=XEac zSeLNL1b$d4{_4c~ns@p1rRvOr(O1ui+ZigkFO0LvVmAS%>sNc09i(R)XK(+K0#g$c z^U0AhhtDA?rf$DdvH4c|b3IuWD*3I|B+bR-+F)G|3k3c}w&JV!rOx|>s_-loS35A5 zJ`6r|JQ{3kyDlm8VrrsZ1JBLL%Tv;^d7dU8w>L?Td4JZk-uv+3h;CAwiP!u{pI=!A zz7e}4+tkl}H|)d5C~DQ7Gwb^z8d@>5qJr@((JXo+8!ykeS40$2eJjO*I9nx7f&!b@%r(03?w< z|5NHpn0w-pW-B`8F#iKY;)s1F)@EuGhnCu3Bwc5>Lg!c^v%O?JG3?eU{xgM96bQA2 zFXHqqViOZn_gZ;HN#(}Re6;@3N;?<{K*u!FO}=%ubo;N2h+l9pe{QP)70fY=4I*M3 z6s8~eX|Z0iGBo=`Yq=Rg)9{Ll8kUwiZRO-VxMrz@+FHTI`3%!2z6fy%s!9MA5{iz# z+_kNFTr5}b9eyAON2fOEZWP7UD1m(*+kj+Pu~G5}Sa(vBpn{E0OiYZIX2Mfz?#z^s z&(3ydSe~aVE#24)u-y34&kAH`qp;EQGpu{vb5LtFotQ7WgtJ?#1K7HbNk6+bH4@1TWOH{;{`kvuf(!L7}_{OJk#_oeXNQVGseaK4cB%7-e zXZpj`qgxo+*!aDdv{OXpIRQAtM7YPp;&tZ3lM6mRJ~hMyu;-m~QJNIY%ZS~*uOE2D zY=f6Qc_HEr$Lk#=& z)wC5|QBu40b9EtC$|9VD8+RiT5zQXzV=vyK=5tdTaa5R>H47(L|DmKPP~V0<9}MhzF+1s*E3n+skk5B{%y(H-(GGuQ_Xcyv1E2BH8%b*@#&(z1*psy>09 zDUhvh0EOB^v?0zexohk1VUfk*k1MQb!Vu(D!yvk-LtG*n4c?(HT8VkPeh%H;Bo3KN z!`3!6Ir|gq#Q6B>C!X`}h&#ly#4IGQ5G#Y}?3;864+i3ZJ=>lMO!Y}Ha>2;WfdfQ2hufxO2H-4k|pzd+8*qycozfSioYO5X} zstpVu2;vkAD+!>b%AYuq&9HK}7^;w^OT}NUX5=(R>P6OxT?8enrnWWp=v29hujam| zj@f#(9gds!NC;E5UW6=+k1zqcFIrMkX1-#N1S4hZ>VNbme0o_CI61i^j~qCXw3=b%jX=)M zju5uxp0+3dmUmrw3EhlIGlLfbNs2sPY@0&0(h&GO@W`?`U!E;<0Krbgtbp>)T@u^K zM`TtUylCJfzv;XtWZl<*MD?l0N>bmy6v4x!g=sCAopDPmN_YpZx@fE3#fz_gytw>D zgT*ir-$o4|50d@#NcU@3uwC`{4lIEnt8G;{ow2+~P~sqN5&FE%x*H_1xbv4t09{lX zuU0OlRQ{>kQvRghvG2i6=^FT3AEQtXjyHVt=?9`#$ltVkOxQe9Dz2 zHzSgfn>b5*Bp(I@NHHuc*RuYr^yxeqUhOf%}&GpiV_+m(nukb;(s>XUsuLM4DKOvZ3A&7wB(m^TTv$X$Q4_uBJpP<0&7R zR&7L-_^VDF>4DhTnPjn1JZYgVNnry0lz4t_Z+=-APaHa4`WbaXO()ZK=+ECU09<0( z$J~w|x60OAtp9eNrbNrW9mN>uhp-nIb%IkP?&PJbQB_3>UpZO1?A6KzluCxBu1lq- zM>MJ?VTod7W$kqdgS!XHLLBlW_d)t1j*Y`}RYMr3f;2gd+QsiI{C}i3fTXsy9Q3$Z zr^(sPCHi`MJXRQzi9f_~vJvs6h8jGWLqw$h^Y7*YcMp}7O%l+7f?sUSh=y{QINfdo z1_&$VsCg?<>3r_TU)Z(|Oy5rm=T>BdQCR>l;q+jRgN_?e+mLo-8-3$YJQ)sLbocSk zO|LD^Uz4p@Gd;$fT=?w{X^utOF+x{cz+3$8~Mf6Quw^`C8iE)eEwQ5vSu|&XndnToxD7JSk zbEu%*v6Qf4)WPnQS!TK!H2;FdLTxKuc?)JH&k*H%5=!V}=OLq3h(D%bp*LaN0LSpM z1_gE1Hy8%FxVU)XD}uYB-gDjppYM^1H4vEVVpKN)XQPztLGwoSQ19fQyY3zWiD})o z3Oj|uRMuGr6KS*XiD&1ouOGT2cg^__YRTZDHbD$l^at_))8CpI&XP4oRHH73FmaFk zX*&IYcO>)!m|{g06>aneNbLmEp8&<#$J_fg#3BLmVr?QM5GMNY;ltq1-<$R6Zd=#c)fJr34=WMSmI~~EaKBbR_g)L5!Gg2z@^qm~ z1D$@UI}3e}P_>waIJ>S&td=mcV(WCZ9 z0S!RW(b1)lw$bm!pQ;Mv1ty=)n8?z;u5DJekO=c$%fkoSGYy`ZLOmOuJMAUWw}qAk z_ln=3-;D3~rLMg1;5g)Pico!7US12EsT$Pot?MBm1)b+J#dBMWT)0d&AEvh~bqPR}*zhyt} zu(41=r3NB{p9wD4-4ps|;NIZ}1Sfg&OIs1sx^)l1 z_mGTD9M)ZxVO&(ABm>?$K-MrH?kFXujkGH1gs3Rafm@I?j}qwfvo@bk=>i40kjKR8 zeX6mq>$lHw!1b;f6H`+O$PnP0WU}9WM`k6r?SooCS^?lxee6E%Dmyc%`vDo&@8->$ zM5+odkH(rc2Xz%beg6FUbOax%@eh~CW2vd#f+mVSsw}&`C&)@AJf)H#%#~DiSRaH> zS4T2rADD)67nCCf(-;_)>T4`QD#v0_B^^yYRVr3OkBwiX5wZWgd9x9^Gb*hZj!vjb zx8`~rtkh45c-HepKb#?yuJz(M&`1kOXP3E7Fb-Z{YNErxc+Ch@y8}D&zFY({KTiJ9 z&6|kggcI>JzyDab`O>9BD_2tZe#7!6+-12yZsL&%QVLII$l^FatwI zdFP!MiTxCF#*Jy(K3HW{X)jbAzkGPgA(Y#`t)r8wDtS1oS_(yez-w>a=A;Jev;*@z z8Awh-BZ3N|{H>z4F9F2Z4&C-O`o7K>;fb2J!_{@gxB09iJp&yVw_FhX(QtM$m^2EJ zA_LuUaZ%6YQ{bWLBTX@4bm%N|Xg@AY>>tN6En$KBI)WrnW}e=QmYxRm6$zkh{YR!U z{hg69ij<-3bQ}V7pcTDyZeKC|HDY$#@R4*4g-B2*;t zaFc!>8yg$f(Rv-y;zHo=@Ng8Uti}izx#6)rKZEPiNtWfH5zq`9RNJGetsR6q_0`Ha z6YJdQM<KiW7GaO zg%$h}T^0m zbqt41pOwed-EUB`Ep|JhnH$=#KS#p67R#Peo@I@jT>m8F9l7Q|-~!Z52A3D+Gp>^S z;t9Sy1*C``EM-s_OuT@(DWM|2xLr2?OY_v0W1JyiM8k9#j~2pTHIy?zjkrT^l%dCT z{g3%fr#PYD_)@g04@8s>7z<=={m)|E@DuLj-9^S+<`4mm;Gxk%lijsZ^)~pp6YG`N z(5bRmHS7(ALx)5p$a7$k@55&i=I^lYuV7lg_54I9eJ*0=>IfR=FJjNLj0`ba2OG#N z!-}j+L#jzBgv&1nz8U2kiFdw^!oDaZ0e*ca%-(%ZCKS={*QIa~`|9|sy`5)!xNHr=DhM7LvP(V1%sBU}Y1d5jF5$a9i#DsMC5Tt25 zT(Nhg&*#AC_yAs-Z;5Y}6&2MXK*H>ClcN)U=%D6)0rhwP3wdtM&8{E(9SOjkrRLXf zRje~}Tu+%n-*og}N4B|w;u;}iPWOX+uyal>A(anE00T4~@MREl+|0}js9OWSVL)R5 zS2#ODLnGd}8y%yP_B=Eqggd;#)hV9wPl2jBIy$;h0gQ5Xs-H00h|a86uawVE_Qcp` z>vfvjq41cTdOw>?+6e>&|GIxbI%)M5xtEaSf?zb(X?jFY6vhbR7s1o&!#`y1?NokX z|9)Z-&Y$>n7uNvkg=VQ+0=b`ek@FGIUHcl&EF21GQ9MY98{c&H81J zy&}zG_lC4T7sS>B^;v%(w_%q)cLc_gtu|AzxRTZYhP?y-ztUYB9bfPED!Mn+9>WjS zohs?Ofu4IW0;8Luqs1HwwRdyy4#Q;pAndD60h%2+QWk(=IQe2ZguC{~Q|RngQwrK9 z)^+l3Wq;783Vyv!l1GNW3ejny&R=Aq(weG|i`Dwb*r9v+Ch3uZ3eMaN01?rH-kL_l zu9N#ui6|I^!}fkf$sn9gP_J#W@I%N$bpoX$8NmVtJO9nuEtFW}tV;$L0lj))xM?7c zakNv!VnNcPNJA}Y6BIisQ6wSX4Apg~F@dD}(yent~`&;NS{(|>22c4AzZ{(@;qsHs6!ok;c zLdyy!m<3Dj5Kb0)=L!N(P+SmwfjmBG)5U71MZq!NiwwKxpYXP1qnk3>Z(u9nhLG&c zY<0XFB%p5&-27yyz2@SgE9ExfRz%;R*xT$VMkf*w<1TVQfovJ#Njw@D?*Naq*;0AJ zcSZziz3H5zt9GLL5b3Tn@uJ72*fuO3AJX*&ha@l z79kTNG?9}Td|nOQNc+&mvw}rEYkcDNPnmLI{&F%wq_GdB<|Mi}?9rJ`P6ILVqR(aQ zz7Wo2QhdjfYz3QICQMy~ElWEP|L(@7;GpgNdV@_G@kR2h;e$XoH9b7c(ZYmK%v+*+ znAdTjg*1EhTv{bf8qf&AmJb@V_kCd@Z8xmv9cw7F`pBi#9akN~*l7gOF{ zNQ`CNe)KUpA_88KD5xL2;^J@V*gAguf7CiDdGiSx#CaY_h<6CQmbq^9(-+`~8V;U7 zPMhe>Vst#G$utld!2vk~8&~t-!OKATl3)>P8$j}$X8KX=lqyuK?nH|Uv7a_5DG_rO z7q7 zcx_F&zCiGIDqq$0h=_oIQ$NLLQe-115n}f>dg113dvH^I*p}KL#$Peel`ORdpm2|a zfu%7FMnbDQhVH=dv&gxG-h>tKthTer0r!HDial5QbPRaIMmCb2A#)aG^+l9#RCVld zoR7glWKeE-%>|vG6kBtdlTD4O`}Y0qRNGNZ?9PsaG?s}jFE0;lwH(XKm{Wguazr|E zU|)cWtb24)UJ58uwv0zLJP|f)Gx%@0Wl6=TxjdL(1EnpYzS(Is4k{h=AbXIPJDTsBPCAVc z0o=Y-RaNN#XORGc&hK6f>1*(JIMFB8PJ&8?jy7jSKx#pSQg;-U#Oc#g}i59V+y!hI-0~}=)%#QPMQGV=s693>nOU}IL&@A zp~R6zXi!jXHE7%=ITMt#*2@VxYI#+(enkBmo0vKvQzHm*2NcgrH00T6oRsq+^hHD$ zJluG~WiquGm`Msbt8b~v*b=!X3ByD(}iA?TO=4N~)44=zCC9_BFMg6?)Y# z52y?mVOdUr@PQe+jtCN@Lz_l)HsWgNv@8cHOAZ79NF#m2q;G>T6Xe(i7$hPsljbm2WA|QmI%U)Se4PR3BYsve`7fTuQj_}bi7;i;!c+Q!x$@b z#ZHusI69yJ)1a@0sH=b5x^0^d&vYXL<;z~|q&HBua5hJ}Q70N6-Q(7#1$Ll26ehM@ z;-`fBh#Xr+8vc^=za6DhWB-lY%me3tZ8ylH9~p(=0|^p^9w*3811&0$fg)-DS#A6f zh={%V_uth%CU%ira_ZE?i;sDb{i7{c;W#c(qQWO%T&ry`Ljwtzb@k+S0xc_)zIR)dZPuHob0*iV2m zIr4xUE0FWihyT?|y46YT((B@BMi&>CaPKzK7u5Ob(;c?MD>}P)u5Z-;C)AKYVgz-J z*6lhNAmQvG2YqQLq(9HWGdMEI>s-P(z7^z zcMxs$2*z}OJ)ulBoSm~u57)~qS_HQYb8@By?}Xr6653??<+Sa6{`yN0-Kt8o9H&76 z9P;MBCH|hRZItg00X0sQNxgtQQQB$i zVxUTzq2IYCpyK4AB0psTr<_o?7r7h}F>=%6JE6bL7kU-J$;C@eZSF@YDg<{`tTfiv z@%3_XDTn8MpN?iW6ec8*+J*m#Bod*Y!|2I?qob1JLp-aMIfnTrPV zeTzA8oMPf~rr1cCx0xx{`TG`>di8)OjOCqkQ}FSZTRLuy-R$C$o!UH`6Aro$G9b6y z!a8N>%4mH#aCP}%*kCw$adsdf>_~H5+{?(rDhj`_*+Ef0)C(lC2= zc|N2{s`@X}AK!YY-Ow3)^9o3Fc6~PXZ9E@I-A{xqoo?9LO*5`{PJ33g;a}qMqAmM& zJcR+_6@5Ow@M)j9Of30Kj#n3|4Xq!iQ?&o$-lJCq|2WPP^J)h^7bgPz!enzc{%b71 zZ2WV?aCXPvnr*oEN=@R^D-w(v8F@DP=WnG(JLy%Y$((Sp##{Gn$G=p4Kl#y#ZImuB zpP#J7qhn+L8QyOH!{^6olJ3_W_Mk;?@1n);62E+r``h;zvETz6-M|?6>K_HJx9)b6 zbh)iCzS08xPudE~tiahh2ottxO&nZ)A@gKp={~1kQGP{FQioxr?#Ci3)~ zJZx_;X41{EH}h+RlBzh&nX;zOVb<3uE4JOdWfK@pXXQ%TOgFVH6_ z1~M#8E=WKpWM5oNcnuC_=@=ZedJ#vD6nr3^4}G*2<)ofCae@|Aad%I7zau%GD_oou zIPm>F#sO|rV$7?{aX15M$gOwebCbsH+qV^|)VOEe{GKNinwqZoLNEB?I+f_=-nw;b zHHg-D;$tID1bS1|Pr5A!Ocn~ruXSQ#b6AO%r6&NmP}K*7>mz>MuH9Y{4Y&V}^!MyT z2LtK2B*%Bv+$2p>*V!d9YHnhr%)!JWGWGmJH&By6d%+{ntR!m^2rrQJVZN#hI97Ot z0&q%Whd>S*Gw}DAO1N%(A3GTZjjeT15rLSD^GI60isMue%xp?*Ee1;D+AlxYw}2lG zcA7mU_S7{jFZ9vjFhpW=n*jw#%q+4QnSW!S7>j@N){}E2aA0LeTpH|2q=b-`E_mL) z_;3EsTKr!G-hWuSW7%48Lo8Zyhz;qwC57LMYcR}1k%O@Qf5bLlVxcdnU6>22iZokW z<&}#m=1XDC--WXmsp@D@_X(&1L5zs%$9d@XF4-U5RydM`$h$aC#N4$jxYCBX~i}fzA$iDnfvfy|znIaoc~R#!_Xk(lb73%@OoUNwF{A{!^`!zqrzF z;bO&Q>wcwW6B~LCezMGZ3E^3yk&RIJ1#|xBPhwk5At``Zh`?gqM+sJUj1y>k+d z7HP!^u;`cx=1jM2J&Gfegv9tTXOvhrdmFDtcyvkI5W3JMjkB|}k-R}n;-CUaf9HQp zrV3~Gm!m0p!#)J>!=%tdI3VzI@nASZ*wn%edI8D#XeD0 z#}bbwX(O~Np!!lH=P$uJOioxM2g`t_H8-LQ#A+hwRLgPmr`08E@aV%&Lhj&zLjp+0 zFkEr3aS!u3LQ##2d{n=1CVtVT^HJz%Cx?we4<#orr=x!!EpVjbhXP>YwUkVJpwB|~ zhsW|QZli`F=OW?GlQ=kKlvpj{_(Y@CEto$DBS^dv?DTQbWW{2-4%#dp+yiO7kJ$$I zIQ;)%I1y=yY7;ScqN96aT(IO1;ET-v!UR2WLrX#eIdqp;_TYSxGA0@&>?s0yU-qxv zvVaol3eylAmNbQ1Y7YO>EI_4kaC{fGJ+&)hU*tj(o#5>#m^SR|1n}irNER$w*3g1x zk6t4#zs>i0|H+5{!*e@4u|N^n*A5*@4-b*uE0gr$7X~J`?VO7$KLRlEpJBMtFITMN zMd2~Sy4E7I8MMEt$q|a@>>s2-B34#~eeLIev|GLT+zqYpBHf)!gF1A}=+%~ic2cONZ$t}kX=Noj&ig+2-hiz0um};yHh8`y z^e_PrDBxHHO-sw<)Gfd-;Cuao$I$~ta( z)?{x4JR^jR_J9QjBa)D6x3d{Q?@T?Nc#37ux-_r|0=+1-Y#zSZ%8UaAK zX_bGdk~+K%q&UYbg=UAdp8KdO1TZ2Z}D8PAYvCy4u zn&NBhcij5fmY}|ooxQ&)2)B!kjpb-2ZbB4?s$n!`I7?8(gcD0J6WerlbM~2F(nC!! zAD%`VloVlbs~kZV!5i27{I|Ky?HAc-{loaPjU03<5oHw4DyB}r7obKISP-D_BRYCE zSMb`V@F3$$%~+v2Uj_(>(_r6#!J;=#g9cg#Acavkuj1{B z4TL?CJ$Nt{UIuc+T3wo{Dmek^ZJO!LIWvq*;O2c}^RdaaabeFG6oyM_dg8wq{)+D$d{e)IkHUDx|x*VW$7_B_w;w|;Bg>%Q-`kja?~=O*%A#6fo4 z<_x;oa$OZtJ{S64VK?6W$Fg^IIa`m9fFyh)U4uvQrc2P>m|v>Eh&lG^LFLIR(kUtH zmn|bD5M3Cs_iFCZ8S_<)$w?J3t+1VCu?X%jE}ZUbBDX zH5>-r_qGImQ~4LbF%y_lj*-Z>sKVpdO^fH^g_}c!q2ry5=Zy2DRQ;w#J-HPAc+A|JfYqdY5>m&XusN0ABNxAfq@4Q>b8iI=gmTV0{ z@G7pWNSZ=oL`G`0sN0yWRgpA7uSNt(SWd_K(R#nq?4|zcfmgffKm0{9cgvc4=`xI+ z3N!cG=n#kME3~@ifG(fv26eEF4q-5QX|qmPIV*TEG9{1;l6ImqgUN~w(A($*OD4;QP3-Y z2Q3=FOIw`%b>sv8dmdFKH}%Fbmd$-u$vwtqw;jO(mO__sIWrzxiXk)g8%g>7Q2vxsyD9X=~O|3kU^;TwK# zwQ=Uf)&w#%)$EM61SOSo^W;fA?;CP^DCUUl^yKrs z3w_4YpPr4YvOVu3GKPX!cug0NfKV~RKcgp9i2eHdM$D)MKSa)!I;vQB|zm z6==+}|BEfdxc;Q3?tgDl$n?O?X~Vl4GaUeG8!_p?f>)bTXV{4?Izb1}`dl9UDQ%S> z74FLdwW=fN9@F|y)#miMOYdiun9D8vs5UxR@h$ETQ0A5rIpe_T^A?*Xm+D5633dJp zusZBx4^L(sT$%5@#Xso>Z$6n0@Of*ufQMQ2HN@Y0{tU`qi+s1Zls|oXeI?k z)I&C%Jx!%BbrBNVXBU#5q>t*4hcEw7Qol9pi_cAp8#fd%17e+`#kb$gYdLm1FU^o% zBo^w+n-RKjN)k}Ih}NaG*ZBcJ`M_K3KvYv(V8USVUOrUm$xwKfp)d=_$C;ConG8G6 zi6=I%i>4>Ay1!auxHfF;9Nfm00ggZ>z>@1}%wI=tr$C~F)f%<mf2zVdZ**5)RQ z(+5+G6rk+RSTUWE$*27XR#xujt9CRbgB?2TA#vn8V=61ar&|sOO(0Q;bOCvbk-48X zj5Wtp=L^kkx@^wD7e|0*LRyC&tke6__trR^NUuOH#*`MwWg&x^I&GSUnh}E$sV!7_ zn-bQ0|MXV#pP%+JPu0fzmboa_zF@-)qU%9xL%#EMc8{6t6d!^j+B-~5<3+UU*f^MMwOhdsAZ&R2fA{qtV!YvaBMUXFImmnEp4h+|I~HA@xD682@!r$AJ?@pL2Wc6|R!-_&89ps3+0 zmbS^Nv(sC`Czd1xVWat@`s%{51Lh!_`=E^$wS>O&CXJH954b*Gvq0xX)n+S;rvW?b zmdq)g7Wz!@%J=K0WTifXqkgDWvUZ5+%bEN8#QoTt#cX^OPgtpXY`D#01xBcKEuDg= zz(lhe6}cx`kZg7G#)A|X%3uvOb&v%1oPYf|{b`l%gRlV8=D~K3BU4N|o@5SK7T-LE zyUdGM&wC7*y$_yF611$|Xy+Nu(Fly-Kj!NR1N+2<){6eC{10hmbErJP|#!Fq8RiTWHYRJ zcRabNsp5Qo`Xa>+_@4^m+HLR=vD;fg(%QHZ=TN z*(jd%OY>GUGqZ?yQQ~UfgZwvmO$G2UtgGfABDHh(Enn~U!6Xa-`Tk=0wBhI4kEEUM zB!qWw^xM6}b8?<@&GttH%RaiQImOD%N(ZWMI5Ij~k0u_>=uF_F!m^3q&BZ@4wnn~p z)>mJpV$hSUE5rmj?M5X(7#aQR{kD3B)9r+xJRLN4%Xo_Axz?2VU(l*9jEhPhRFUhf zuLe&R>h4U`M>#+-XwMLof2Ll<+8}@kFS>&!I7C; zkQAqZC;A}3mSe-Z&U)qx!#pw=hmK{F4onuAAul48}(S+*DEJ{~y!LvJVrL z3O|h@N;c4VgI!;t-ZKb&3;c7*RNjC$z5E_NFk4DW8A&4w*&QesW53cex4qxsTlw>M z2%iRVfby=-l)YWW^OHfNVAD&mp@*X=wxdBRYb}IuEE*cbtja40$Py@hD*#n^jldGF z0u;s_P-!$)R#j!)(pc;2bO$Z(HsA#-!3OAbKzZsI;U3<%G?=5mNgc?5@ycH>ubJ7okeamZvcGcn6h)8_W7pN0iqeUK2oB_3m zZHA3xFVTBXJ)+~VAGt<1q;B_(OibYOQ(L-dWV z{z))m_*zmjxM^U>JR##OH+}o7sMIqU^2Q^&IFDtCn7PUFz&YKD`j%|@P zMjSYmu7O@k4fe0m;CPoW9SXd7CGEJ*HAfgAQMX8hXTSrL9QA-8^j>~PwHl5AN$tHm z^1UJ6!#Sf|=LXE0aLk>Fnk!@XEU_2@DV#d^IKaEfT7e`a%K}FDUR-C0RA|f@h~nMn z6L)QZme5_Q)!5IbqF_}x9=cXy_Yj`iA`pAgs33rsh>7s{R9XWEiRN2HIZ>WLH-T@$ z3@L-sDDXNSq0C<-blQ0-a%haG2?X&`xAwKb#Tx|$H;&EDgHVH_`@$0<(} zq`ia~D0=3vDUIA!-oHPwttdFf!5ZH}_P|6PB9C?OX%M$cB1bzW&S~??a|Yx{PV(LG z$fqHET)ZW6T^#6K5v@|(DGQF5Jr$4HvNlO;L42ZM%*D_G zU+VaAO9m3a9rpRrMTvXS$@Ds_1&4zk-Y>a1@L_HU`H9Gvn+B^O>L$v}D+|9)xy|FWGC5%HJK-4JClsQ`qPk(1h$m!yVGIN< zAqvtgfQ;;mc!I_>E#fjnjJ2T{K?6~YL6a8<75Dzu+WvEeP z1NWHkfK(P;i}TPu?2E%o5Lv-O$6-?%8bVkx`1J-&!1%~7(Zp-koOATIg}xsRl%e3T zW?QBv-2tTg4YHzXdLQ?ZobVa1o_D6^`7uW)l6hv2i0fWA>Hq6Zlv- z7v&rr9GXh@uWYR{@l|O}fmJ*FrMhBtdX+ZZMG%d8eCgph_deW=$Tby6P&5E>DZoG) zIMq6WF4uy`=Rr=E8Ba?&5{DJnC%C`@yLJe8Q51H%B#_ZrC$clgBd(v2(QzBWP_w0Q zwQ=X1KQD>K@G=q_oI`SHxNFxg*A(+y+m>!9VmCTJzUW$kmm7`jO9~BOb(Bxh5V%{& zTxb1(1E4CfP8zq3psGPZ2Q5}CV;PaLDZ1-z7^$Z0mzXJy7X;J$J#A=Dt5eVgRP(44 zTx=|*?a~l`^J=+QG@IWG_IB0%R@if;*~E*5jWMIRu)OG zS!i}D9}Kd$L#MbJmDssi=q(`=F+)@(Z6U$EWo2bN%}FB`2&{gB_e*?S0l4vG4y9v>F=Py?t9h*S-IJGRZ4Y3BkZFD8jo>;L@{Q zjr=VBh5QNFl+Fj&#Q)MzQ_*k!|7WBA*Do_R-{;-pxST#oGzB33GBDTA`+nP@{{eA` BKj;7e diff --git a/automata/plots/ke_GKL_annihilation_creation.png b/automata/plots/ke_GKL_annihilation_creation.png deleted file mode 100644 index 7cc7bbc3fc8d7c01b1da337b82788ac58ae55bdb..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 29588 zcmbSz2Rzp6|NhfHEu99Hs8dl{At{^cpog+|MiMfzN4EAL@*reZWD}CCBx#Ur5~3lS zvLpPj`_bu~@9%eh|JCc9S9*M&&$vJL{eEBX>$=|eRV4-4mCKlyQ7Dv^)Wd(OP$&z! zD3p04zb(cmX}gy2;4fhZX)Om;YZC`&Lpx*2Q9}nCOKS&9vlD+f8Qa;LSz8J07T(Rr z{l_T>2OE14Uf$Ec4%lsNXUe;G;o*lk$x@rc+V&L6Dns)ByadU3GYZ9i9`(-yYG)$) zTby@8Y<*Rx$6~iFq977%jU7 z+ka;i?peC|oVU$yi{qAavi;7#iFS0KypyNb=gj-DH>7AyZ0Vh!_*a=04M&Dmx(`=; z+}Rd3sI{VmZz1l5LOIf5>O}v6;=PcS{zJ6XIR^5B_o_b*EFnKUS#l$00r{bQ!QrZT zxv=vQ&irgT!B_+46sR8uN&X@cq3>$!RL5P9<(O}Od6gFVUG&)7^)kTQ|cNHb4)%?YV4(IykTenHDik(qX6#I7J(#lQu@(1$d*X!CG zxLA6<$8>sflv&cVAaPbepLME(#xC#B9T!5s?U3DidmVe!3di1A^fYC~-`uU2gpuoM zFFqf)dAopsYHOZj?O1>FXm@;clC1w`^>rQ{`BMY=!GVGH3SOs#qdh9sbY|0D4%e}< zXK(CZ^kn_QP*#ffJF}^={$3R37ozX#T zg64IHnSA123fwb3-Raodka*}agZ^oCrnu4anzVH8>Cq9RzW0U4oLe13wr$(CZtdE; zctz!WE2f9ad3&03(lG#xTehTY>brEL@GFMxk#1^gx+Ust74TV?Hh=#7k(b;36FjFU zO9!HZgX1=fyPoQ8NS(ysB)%_n3rS2ZOXl{F;&f}{R@}0?+oi+T*Vq1iPC=v7!x_C6 zm$K&cvdJlT`gmPpU`=}V?9W9@mLx0Rm2vI5eK{y3q|@>7N6+^6cOB`vec{5w z>suuCzkmOJi_h>JPWDEaiJCV()?A;Uy!~jDnD((8tNLc^qSUu?_6N6B2e6etW(t@57}{BOiTud+z#6)T~t$yN%K8dS{W&!~ca{{$>I-a7SrWrzKW( zeU_=>>GuWNWE76>Z&e#G3R2gee9~Q3v%g$5U8pn5+9kc;a(e1WXH7ciM^}a|5-GSh z&h6U|m0Vh>isu`}Lz{hgdeKgZ1+iqPPJGz;wpbhE<0=!z(cvXZJ{u`Yr884)v&=N# z$|c~vIP^zSj50=bjhmCmU~ZC#XR#+*zY``dx&P+{$ySW-wLCys@pOL51tE%iW*S2 zZhvxC=FdMbe6SG`GsZfUv9q%a`zWp#E#a{uyu#!MqC-@sxZBu0@89wLNCF}-l%!Uo*U zNL^E|ef)>PL4(hx+7Yx#V``&j!;I@BKLY$04pEn(Smktm@sbl68+Z%8o{RtCFFC`9 z_0NCiYx^3b?B@PUYzu=-O8pG%z;bM(FPfk);Z1nj*kVr z)|U;c)p(wVID+4%{Z@5&jpgosKYq9)sLCO`sh&7-C%yo4Prq_m$bP28Q^$1eD+DK} z$J@kD>#lwg#Fkv&qwSolOFpTOrLL8hk-6DDHk0{00Qc2V9+Hgv%Imu0BQ}+Ds`?-< zC)w*#_Hm?FG-QU8io{W5+S=A;(BGUBVz_}>#33PG3^!77OR#okdP?3m?(18}o;r@q zRQt|1SXSS-vrH;DRd(|59NoHgEBpHy{eZIOC2tz`mmee3ez5yZj#qTI?o|DEeSc)d zkEK5K@rqlrt=k^I923|QFFftuF`f4H;=bgBXi4vPJ`3q1T0EUqDG^wDqB=F_eUA%6 z#vT??ry~rP58)=bGE=2}nC$XfCp$t63d%MKnyaPR2jzI0VL9FN^<7c;{Y$w1E2Sex zdc|K!ps6DzCDfU>Fw>urDbKgcI=SZxN&1Xr@m0E zhq?!5wcB3oN>hyVsZAf$olI7H(7GL2WzCw8xfjPrhMq=C+dh5zl#NkL*7F{TxLlfP z+(WL<1bP=PT9gQw0id9Hb(Hg<%hZ#mNfVb|#!mM!@z(ESg97SmMVy19{_|k$#qGWdi`sXk*cgI)2_Ky4Sx} z_QacPPwLv@j?T^ySMHo<9%^21TK-J;Bh63P?f!3O^~2p zCQGk-a840p{39pH=E^%lh#PW;4_B>{{GoL6*oWbVaYwBhkR*8Y^3*UKcL^G>e*FDj zjZAHM^OCZ6n>%Z)7&GYeMlR1Ow|<=XDku3lBv(h40K9s$t|WU z`vbT40?IT3swW@;o+*3byYVja)hVnWkuzUo7+8dq`jQ>rJjXI8nAbGg$jzJg zz7Kcy_9UlEq&Iz%xBFJQzT7IuEh;x8cDt-!SFNI?xJAK&#Ve{LXTMjTn2jHMn_(0+ z`s2rsZ8=uYpFij1=T}yU&#JR`=&q6WS>f|x_zHkyV(NQ5INL`w>wymw`WkQ|r zMuBTBx0NO~cL>bxEKISTn3_s<8z0aqIFo_&`nhT5lfR_-_n{8sYuRG2d(z|G09Q_C zH953-jC1htq`n->^j-X(fYXUj{@Koh`lDUdcU7W_c`UXh_#xV?cNPpb=*8gK;z2~HmAn=n({u=#ISI&q&~_{(#iS>jsgI_l7yn$we6zFQTCJ}|H61k(7PGMK*^ z1)fHV)@{k@ZbdqJM0^huFzu<4=dDL!Q^qRqqV|m6Ie z32^af66TpGwWe)$#u@8Z>Fn9FJ+<-v2M--8XL*4;$+m3TqleVOEaCo0AxbQ9qku_* zda{PTmv`bWlaa<+!PD>5hC3@8Bc0zTnpE5}tBN_0*Oys-a>FIeuo%px^2$oZ(Vlv) zQK6g`JD>Niy*#bXZ60|D(d5(@FI+hDum}rQ=b@!`!1N4eifhzG-lJr`tF4}!@5pjy zrPmnq2J(9MTE6AWM#7TyW2rv3X!!#qQH%T(q7Gd#D74JqL+nJ@%L~f8odK+7Ybz;6&-NLc9@xeen^U> zPlytCV{*})4g-|31(aejn9y6Ol&`hIB$d*BUf-=>u>WnwA?u>)hfTNZL3C{!FQg;HY z`l~ip{~ePz5s4VbL$d+*7YzYAhU0DRV=oak^68O2J-c{}d8 zAecu|ayDh{qJ~6OS)iT7J6DugJQXNP!r&)jnDSAMj-sUI5EN7|E-uDh*2Gc+9ZDHB zLs^;46QjLmw68M@a%M9GT7>yWucfFl5XPrnz|P(t5HL@rcQ3AbebfH5f1Z{wL0{(` zSwp9f{wE$OK?)^v0D#dgL5tT6izpN|0T4Le=9MQhg3LJNYsAcI*pNdW)fkOAUS74O z0X5Hq)6EZuMc&+z_HlT@>YRWgIkU-<6whQNj8C3icWidJQnHazQ}_0b8^7y0R7;c9 zgXOLrt1lySiO?$~>0G+hGufNo*pPZGxi1vgy+p~vduewkkwrhc&1=>Ju`u(n3ks<> zt|?fy-3`aAF^{J?_dGN2MEWG04D&wA1O%q2VOw%ql)kNCAqW(GVDy5aB0^Y|a22=& zlBKxgEEYr}pelK(Ca*(pBa?OIc1G2rRu^;|vs4t%X-*|c6f>bQP*EbWtLqe5b>#4e zmQ8n%S2cS0=TQ>4=_53lmOn5w`2!i(yrV2wx=eYLX}4|ySPi$}Y>P$(kO~d5TRdV( zRi!%fY^`F#(eQmb87D5zpTBHoJ-e8gE~%#tW+yd4vbEU19_?+kC_c9+Z?xeUJ2j`x zGkx|}8l(bPDP?We%nws{aBGJTjW@KSWL740YaJ^}`AxebFhY$;{ zSXE*jX`IF}Gwf(@#EfTuO(}DHo>d4KGSZAc(mFNrwNZY@XRYdLT)vJU^xhr#h zr0UQr4qo0$Rnys-X+q_!V`OAUsNqU4P%-fQ9@l95r6PQ%PpJyq&5u!+2Qe_a3rAE) z$&AobXt^(Zcfr?#N5l4%S`;Di9;Ok*ta$8o_thpN#cyk1peVfBt$(v9#s15Sr;nAM!<_5@wM7! zFBVc__8=Nl%*9Ih9EL0QlTy8>`tD_Yk5P3&i-seL65nHG{8+jZ$BUP2*##DfFn@`bQcxYh&BY*#7BWgISu|*IiE#-q{#i?&!Z|LNHEcGpoIK)V%u6MFbfag-*qz zM}yf=D7cl8N?nfjF2{OMeLr9ka^SEfZ;Bft#LLRcDK8@tr@md6OKzj~(tJne=#iF> z43va#60<+-r}5PWLP3Bs8KlL2{(O?KG6aL{J@M=}J@;>=1iX)+f=t3%mbUUAY|YQ< zZ0J0Q5>i=3g*NlO(yIqd+-}Vym?A3X=1KdkTDpRz6hirm1(IeFns=dA1A_B%Kn#6+db6Zsii*alNF;Sq-C7r z&K>Jt{%PQC#@(I5A+aKkJ*VE@H=O+58J&%4)Gl&-#3&-lVF~IgqZfYfioCqS#>lK+ zQBs9KSmrT6;4L1d8US-Z@S6@&2OG%BM=vE%x<>V1bd*nWp3LC{Hglwtn&RCG_ zJ9cn#bH7e5u+bPtn1~wP@Ut@P+&G4qgIT@{^}kboq3*YTlxmgC&M1tp1%>P!_*j>$ zSvf50eUNaccv^pZ5q<4x@P*Y?w-419x;cx_{utJ8UN%cnX~}w@o13fe^+$$IDtm+I zv{ta~5ekKKEfETgzXF8x;#nIJ#L~QeeA+_dlSZ0uBI=*Aey4Ee=CD^zw}Hn`luu7j z`|wD5JT1631`?q6OSp9dO1dPhPS>OFc0}d{7kqsKAwB$E7hDmeoHA* z#@irZ)SX$$ytfL7#qr~_rRhVclwM^ODp6kzfMygt^YwV)P#G5qef20^^*l!F%U-_R z^UX5Z*#1p2@wc>k5qt! zN>GXas@DsU9;x{qmmEbE>sshjh_nSHY!M*oYuWNh8601Tt{pXwmCT|)A+{uZ0}~iW zijOQm#Yho#1XF;3ksu^0rf`R;sj2lF4WsytWUk(=i~BY_tcpxDQo7z?9d&b@>h>mJ z>KY`72f)IW5BvHo32R{f_Wo^vCk|>Jct>`sf!B0)yuPRB|SW>+Phaxr8?Gt zv(2IbrB;3FvHf5%%}}R+1>tz856oUy;9^hbA5M!PL7^y4U)o_+II0mB7iU&|M>;BV zWW<3->%J6L>NhcY{f+d1$nPVHCD9AqomMpCIz2t;)mRDaQNBC>2$x1m6@uqIB&NE+ zb~%-Nr+$L|3nzP$<&GRt!}6{JZQJTldvp@vVBPA~w^2fvgHQx23>_Am{ATcvxG}_ms3U%emojZ3%-n$KUKRLUAaN6Br z#f8B9d3fWX)pxN}GD^Gq7R0Ns&%HArA&;$@SZV8zBf#z7p%$%eUDUt|2``rVx zK=Me)ieo8jOHrjAni?N$R8Kp zFR#P$5QW4mTjdwM8VT0aPjnkB)I{P@b8vW|?=|fRKEvY2#5euUbYGHj%~nt-=Aj6f zpI&=?REQ8V6dQYMBm=T+^@a_n_MU!McLqYx3h;UAgWx&#q!o_ol$d9OP(>-Q>5}0F zuOHto+aen?S65fdpwjXMqr6FSdL*zK9HJs?37_vA)9Q}6X?lGaEX#B8@fM?J&z@}n z3X}n_bR8Ej>2`4K>1)oZe1rvZ{pHKU+u7Kjbs=J9oP0&w_5wK}x;jpN{dOUtw^w|8 z1fpENY&0T>8c!7P^ z?{zI#%!QTnrF@*WG8^a`q|y$t^Zy?brj&QnycqM`Rx6Tt4Gj%ZIG9`}!sipVONL#~ zuCB#I4T|1kl=IkoVc|_-_lf)9)2yB7*K~izTlC`&mT?&C;y=&n_g=Vok;*y2zGBs? z{k*^D90S33Zgg^#edYv##A=DJUmvMYH)spo{=}WFEBnZY)BTV#zU=5~YElW`x2RWJ zTjf-OO9pwE><#{pCmAmB{D0`K?SdA3vQplA-6s+q$*B@LUiu#QYd>z*z@2rMd_ajV z<{6;>FhP;2GGr*ZQB%9T;qF~_pVF2yk%X2awlpUX# zoXOvmf02EkfW@Owq*fl!X@<u{#(3& zYIDwDRV>x2$#UNg-vvplcU(O$%)*eU5P9z6Qlu*ir*C=i-If-qix*m+Ua*xCJVY1A z>!dU+9+=h$QR)}`(!EWIHtwzS3^bFKi|KsfCpmoQ^rcaXlhTpMc%aqS8@OleP>9%7 z!YAg4OpY2h=*EpdlIxRp>*bvSDA9i*?D^vnP)h9AuQp%=%%NbEm6av+l;hk|f+usD z1#Lebxz0R#N#?rip|v~T1hrc27v-kR9>S#veyNBOKPF)MrVi*Y0T)wNy?3M<9F>^k zy(3|Fz@=HBs($y#_AYo4lC3+wd~xkr!Myh{2M32vu3g+sZtXkiMKd~xy8@qRczmS_ zAr^+X`23UEW8{&R*!s9JYD2z)(wmHeMV>~=AY4ofd;v|3&sE~|yS?I5eOW|$Wa~!0 z*3{LFVB*zJ0m$tE;D)4D{=j9}1f;n>ZLiVu6C{6~YzOxGo01==dDU z@*9QMH%2pnfZSxw^acblb}DMKLex|QxXIB7El^jd=Ga|RnxzP32M{WD<)(dyY5OeS z#voWJ0_p4JIY23h25i*obBR=l-y-YqWYX+RXbwcmO-#A$?QI$Vi4aGs5tn3zb5ee_5uefs0ak7CWppp2U~ z^=6Cz@rM-hNtB4`EisqO=l)v^szdB&4jznMwEVT-d=&l-b|M1V9#afQZ+*U5VWR5b z5F_Kixj5F=`|5@R>Dy)}UPyvq*kU&G<2&KakhsJPe+-qAqKb3002z`7DTTY}$B=wn z)GFL|{rSJA=5Uv{|M7)|*TlYm4s->}B52btMOA^8>j>0Gv`C;m4R`kfHn5IIfo!9u z@w|kBpsL_gzs=%3jxB*Z6$vF0HC?$5)m?jgyWFE~xJ=zb%yr9$B4YjwBupekXWK;}^cc4xzsqC#SLmuc)1{{{tsH6knFAC{%v znQv?=&m><=i#$yqf68$YocA!4xDk{wy?1LQAgG^$pyog&bb&eswO>xOkHlf}TAp25od-@7Ga-K7 zg2ks$v6<+u!T3;O<_BP&LY%~X9YqnvmEnh*MRm2;@acs$y?;telUEx2`&M%BlOuHN zjMPevi8TAf_GpRcrrZlsC1Br>em$?#%nTx_4Fnp#@Z?RmQv(<6-1p~#uE z;XKDpW&Q6t;_WZ#rUjZ@UL3Q51n8ooy5vTBTvTID7Su5`Tv}EpCm_0x68Fb}%fgs| zyhVFOiLr_Db)%;Vos^+a=rIzXEX5gQogS`Z*13PuG@NxMIV{xAw90Vv<&wVN$iJSL z&iQ|o=&NLziAzqCB?wqP;cYQvTj>@dbK(C8q|&lW%tyLbvvo@`e%eUB@H6o|R! zGu5OA7P5p_3el;p=KZrpjY;aQED|m*xpMOIwWy$xtdjc*q)tEk&6TkUR0lGlc(m8V zhb4|Er-%!Stvlnz=GqVg&%{N`nRad4b`W+eC9prE75m!`({OlwzOyxi3JdT}1n3Xs zc5Ys@c(FMM%6qzN@tjG17$0ictHeBek;t%jk3BB$IBHjJlI0>Zm|MCzfrX?G@O?Oi z+f7JDT`)g15UWsrYntOgJ-?-1X2{Mp2H+(TENKFG&x8yBd5-#1Dbj zsEisIi6ZKiCRUL5t(P5T%2rk}2M=2D8;@*GIDNS4=#7w&cp?qL7#2;OY?e*iLdxTi z+Ryat1yo(H=MaF@^au6beZ%wcl%yhsC`KZ$aUp6VTCzu#cRO$j2-I49Tgv2vOj&#) zBb2@%9V(i*asRt))#JxwG}86^IhwOALcrL?#>TQy zRggEF`rh7#`@pp)1$q=vv3XObalM|Dw5?FAM(Q%A9nAE5N4}szf^W&SCpG+{g%ReH z&~6E(NVp$0wIKMOM!_*~Aqj!}iepQJa|Wl18+bfr1)5MAIox%u$uu}3LRVb&<;p|v za);}PgRw03YvJcby#*CZ5~#=+RY~f}4qa7SiPj_i@FGmql{jZn~)8`*-UFyWkvqx?N55v-> z)hXIpd%=dU8MlT~0WY79_6I!XlNXUQ`gX6j{uS;Q#hjaq#Pz-im>kW0d=xdl9arfQ z>>nmg65{S_#V%f{kV<|f#UqQb^wzSbQZk$sG&`m2!-!@9@Gj;?D9dW4thsXvCD$5! zGs$XN$I6-jTKY!p0>&$JNK1*R?@m9Hr8C7P-pYQt#L!7g>iR*P@$=`ytRm~Ug@xzB z>z+)VyT)0ip{$FQw%huMzW(4O-{#?LPLJm1!ZQC4#?dF-1AK}O51LlvUMb#{^c;35 z&gcalM4{$bob%|v2W>uC1wUB-ifMsHe_@I!1t zt~!XS{8^#MEL8KN=VovJjOPAZLbmr%eAo#o>|!@Ax^u^_f}y;m`*qz|zvx~w+A(~G z_V-A2o;}t=rsbATHbOyB1GM^g23xlles*BC%T>6=dh_xxoOUPAadumB_U!CTXgi93HG0R zvs(V$Cc6wa5|r_aaB0zO>c&){Jltp;qWp^qLHuzhD8h zlWBRv(L)Qk1Lx-xRnxK{j$0BQd0Oxz^Ou-R06dL_ikNKCm`3=f&kiD$ z-C7XWa>1db!}EDGBO@aZ-v!TN?ecI7yvGPoJvDJY@!Uv^L{*2%#75n;&r<2+$yh=d zBdvgcR|MMT9xG6YSB0%ce>r(&PsVS=gnR^ICAvADVFwYKk(TZgnGm%5>DIh#-4|e# zi%cq`Qo$S&e*%%*iLBpMIQ~A6E$-euIT~u4f-xT-pJ7Y+qes=@b!{AjEkIgY+NCGL z415{D#aC`1~ z*8dlEIJ_#dc<@gY0i*9c;iLo?*rM8b1l$*B-*FxC5R}K4F7rlMZH_x|G0P|bQ7ud zD51WXNo4q7b0Cr-23`>!2kD-@U=~p3i1lV{cI)FOz9H!GG^?U%r_=8qP>CA}r0>!H zQ~k6|rp0Zf>qD;K`wlx&=`ah~93KrY7RSy0bLP2B~21&=d1sSymJV4Ayq_4fvqd<5roogPzqqN8VpkZV#hN!+qelx6tLeI#I|%h^k4!DY$X-(6KCzz>ddASuNf93Jlt@A z_c=t(0d0fF?zxQyGr+Ax#X}icb>SrrrceYKm%8#V+i9Ey*Rj}{`;8BuJdwh$mC_4_ zt}P9qPiu3|H6te;wOUaZ2|Tcd^%krx7&G$agzm#t^2E=Ybtoa%avuj*?_YtKt;;kN zF_5UwH*Va>di=OAKz4KDodokge59AH6#T2;BZrAN66Grvnm7yBWB%!jCk? zP>#srKTkJ6lb|Re zUO*F)`2*#N6zgs7!`Ddz0SSlTJfaA-gtHg-eI!~;)XIbB^cRzJ5Cany|1@Mlx>5vssiyBfIR@uQ*XAn4j2wZvo(Ow{u_tbg(f(%5 zec=^-Rda`}SnA60cxKW<9CQkCbThKDo^}!v^r_gvD(?Chrdczh0y$;B$z>&bZElq# zzD>&H%LK4UmS9Gtfu!O@&jO;nOQItd;up?q^dejdz&rXjSPQwixJuyp32~p&JBTky z%Tw;zio^wMU*2Hgp}ve^-~P=w=i0aZPGBWbiV=yt&xS;U=@nKv`EMQ7?g#FSYc$~1 zirzzir*$IeNC7dZMr!O|Ji^nbul-hdYoDpm;dl>wgK*@VZ5=KyF0QlF<43O$I3akk zRP~uAmFxXl#7gBzLOw-Ci9aHn!ac5aogP2 zKbO=CJ{t~w&+o>1ZvENBwzRwGhaGiMx;_$dE$mCj?Z_Y`_@PQ;VYmzqFX%<&1&RV$ zMWj&zy-AHEk`5Nl>Vs~EwDU+2U6TnaYxXGA@rEK3X!azc+ZoL z@{&Y)g};giehp}$WYLJY41IPn*iJ5a>A%gaq^4O()0}2U(5;YdpY>KNQ>6LNc`|Kr z|9Tc?$d&zVMFs@vKsF*hPQ=#)-z!gJ2DHF92zV|M(Gt}yM*iaWu(VZ{GjS_{{gv_E za2uxXUMOz?Y#`~9od@5eGHt}_A{VOMvK*ZtYW(XF^SwENdtX9jW|fH(o%WkYz2?VI z*Hyipp3_cxTc1FxCEnwg0ozIKPh9wAm6d4Yg0~i#OefcW{qMiWfb*8fJ8YemE#+#*I$59DQsxSE*P*V z?6*o2pMVM`BXSR)n8sCDglwJ&xJ`ARJAXbnGEy(i2=px#218X$5WoC+){i$c@n*uRG3%YfyCpcog6>p0M4gN!-Z+2YEmIFh!N-{zREQ-|ib_Wyl zsWH}DdtdQzv(fPNq9^q;M1RgoeQ!D>CFPpuLAuih!Fz#=YV~T6ce}s2be77XsGx|XC$%dGz4*| z;+@kU?A5DR_4XH9I%vzHuX_zqNg=9a6e$sy+wAe$zI;C=;_AXeU(kt``V(L#3^Ug2y4 zTplKu>7OTj`0<+INeCp~qL-)p$&nPb#efS(AP^Ar;yLr(6a_c=yv_#D>l(3lVJZ-L z5MzRxxA5T>R3x!4&Ao5@4rA8e{BFnzco7KX_&z1iDiTU3bSM)maPk$K#oqS)PR>cm zUbu8p8*s9}HD41YPH=Po*gGeBC(HuHlLoV#Kj+2I;sX7YsWU%1C3|58 zkT$W;(c(tX+s{GIQBkf*$2}%&=yU=ldo$3{X7{fLh=@nLc_=K=c=?)v1T%`#A>_pq zSfx6TY;L0zIpIWD35qwf-#C&p{KsSsH5ro6DCYBIs^q^BD-f|2!rlc|RPVER7nV0a z#~yM79TZ$cVFyPaWFW<`(i7+{`spl9Aj2Bn*StO{7|YDeiLQ@(GhbLeq9O*rooipl3(|DAj$^jDZRQ@DWpAz1UfFJk0!;h9 zgk`A1^A+F8Eh;rb6uw5-1DF|jR6Jo7GDB|I@u%AP&mGk5GV8cqT>fJB5h|q7`-2#$ z5$g`@4Ei*6(wm%xBFL2UDCFbWC7Y|@TYTU(>q+W9S}Z`O4DkuWcxXlk3P4L25K2im z7dk=E1IkEn2rUTV23fru1p~h@y>DCUDA4mVV9*zv-H!N+kA=c>vX#1Q`EmhaPFyd> zwXD2cT}S5@+bfeSj&0kXe!fC!!#8{*B3MY@0P$e%+{*jI8dWZ7ZziNROd+rNFvq>k z|C2ZSRlV6T@3_kK9Qitt_z&M!4@kby zc)c&Pw5qjo)TZ==1l_EXp`~;3X4xx#(KUoSS#N~NOT7PbE$`ts??)H$vh7J{=g*IQ zUsyrcaaDe4;vvl*M-)0&xZF931Vjw-yP=$S?R`omZ79@X+>p1I0|^HcTh=-$OE@= zt5(={K^EFs~U(rq01IuwW`rPk;yFfvuM;z6}M&4E)r`O)R`VqsI?UpnYzKk zMtuB8zo`aA`lLt%0T<72^jvL}oeTkmbHh?s#`3bV8gM{#{B&;l?yo`3{Z56$Z$w>T zc5*CPxjzBm8$Hlz#C(g%rlC^Y_l>~(%Ue8&r8^0|O`w18z~3AvwnK-M7T)I9A+7@; z5L8KMInD3Ld7tfa3(CUxTc`Q#&N~didV}rs+xrJdr3=$Tyu$cEYj9XtBFLVkT>8yP z#T{oF=Om>k>9U6X*FNAhXg<b^~K-^J5@y+s_^;TSdwcSCr-6QUAUcVNL zmQN5WF0PTBv7MXBSQ%)qh1B+mL6*`XgVGm?5me-q1L8a=*fPEq+T1toSU;ikswQ4< zvP@wO4PIxa457aPLVt3fyD`)6e?W<&SFUOs{)gH?Z97R(uwLlFO+lY0`h~9D0LQf0 z+lMaqAawIKW)Pb?!b}g?JS7;s&|3b$sb7aIXY|uv^YKxIa<*sBo`NxXd3ja35kW%Y z@ynEfi_yz_Bh3E6^l@mmV6b*=g0hMg4p_WwX*YX(?Tzx%W+zGzD@i@zxfU&42y4tC zOs1$Il03o1ay4d<;*#`TAXpA_6IKwjK&%%u8QF}$G#anH8()Imm&V4<&TfWfD&jhl z5dWqum5a~B(*%|rTn25elf(?~RzLu5P%st0kJ zq?sP2=>otAqeZbDD;GESkq~{?L``k%W`QE9mtzaMP7#k2(S?oE_F}ndK;=p+7?Pu^ zsBt*y8$rVXJsmPWO0s4UJ-+K{9`od;%DQw~2~2TYN64 z`u6Ds7yH&IFgsukh)ydUso)5N5BE->X->x_kf?QCyW`#!y5*3j z7MLfDjg1r0!z8Dmpn;a{CZc~)>S?uMiT%yar)t=U^!&>#R_6*<3mn63;wv|~Ob)Hv zuv^p5&VB*o8atnq2Bo-oURueAKMu&IzOZPJt48NA*Z>8$u|9s-B9IE6XZ)pB5x1Cp zKtx0esU-meRpApKL63ZA_eNq zWGH%sQmJ4_cU`_B2)#sF^B4Ssaaau7?^XDM(h+BSNn;l2^98v=3UKmA@VCHc!RT=c z-|IEwKHWAu9Syq@>6!>*RT*^}ihbbjQjGAYLeV4qi&VdihT1i9D$>vo9y|rr1APMp zqGq5JCIpJfWz9n2$eN@38DZd?a|a}hzPu(^jo{-5o)&=`RBsHp{{Mh)Bne>egkLZX ziF(m1VRDZ#Nqpx#FJUtGW7i4LlzHvvmIM6BrMRKGyVZWDc6?vDB8V19Psv0T1j%|&F?u%@woO+gDzfcItwW>(sd&-)P!{EtLE&6_ULM7+8aLN5n_G#IgOBgQ^d`<)lgs3vTflX| z3i(TUoTqf1Kx9xSJ+RWwjO7%$1e2XPkVzWQ40z-k8N|m=ez_!HeGs}G6f}M9TA3iM ze)U1oP4gx)iAxX8Z%&o>U?|8V&hc#qAOB5(Wb!t@2B3P<*qCujBpdWII``*DJon~=y79~j-caCmEo!N1(S&~=J1bYp=+DU|Ssxp?@lOrt+3^AFcCK~CgCOMf9 zwuJSdJpk!V0E3tpthY+?k)Fr$=fIJb#S*2hSYy@bl_x#Hr1=Qmd-O%sBiR#IL8G2? zWYY(A>$7KTf;i}IpQMf9*PGwXQ{!GUlGO#@31&T9FoKFoH^8pZ%{8D+&TF?+ZUf&> z@FKAuL&MRfJ%C<=lHGcTES;iGpn{(-#Z96GdOZa1F0$VSVji&HE*_l+hq2ge&?jZ> zbfsR?^YH^mi{eQ}&BHS@e;HkkfSyUWA!aOTnH9Vu+%PBmj)Z_9e}ECYpg9>M=W8rr?k?Gx3HJ`569VMr&dV&w+DC&QZ04&vEWV8<|qn6qh9GAV_3Dh|Cl zihEEq_-8PkA$HskHleIc$CqJx6u>?YPpS%5E4B=PKdUhjEpk}uwdlPwNHeNW)>I_h zS`b7)x{mj^*qkSJQHTT78aio*K4y@1RoE=R5#2eXgKceDUjH+)>k=dg%;Y`^*tQ{@ zq(ht+Z}I|RJ4nGpJfWGHnWSYg0X=se5*jcP7Dz~<5#^S++r!7xW5>uX4HgXheW{F2 zr%%?s*d~O?qNL^}sW??D;~+tRaC@wSjRqjl{NuB$lcbbGoy4(gSHi)xjkpWSaR!;H z%HJ6o||@lArWky3zjsg9)fsU>RNO zOL&Y(2{Tb=*aoz*y;rqb^mx7{z)F&8ydUPwC>kVs;FMPf=m`eh5)<|LG@aH}NI{8kgr7!5+`N`x3yZYI$S;uyL(=XTc2Iw9HLIWLgaB<1gU;rCM zT3VMMq={`@NSClv|2v`_lj4e=V!@n2g+Ry6*Q97rG+Jb4DjNMpaH|V<~5!M(;>ljBTcG5t{I(Z&2C`5#->}|#+$wKw>YXCwrFwDB^k6IdyI(5?P^P2>=!TH`b+*bEEiB~V6z3CQ;$xKyQKLNT4^2XpKNS-Mm%*iLY5QBlQ4y( zBZPS8NUsh$sHU?|zFLFkHsXgOdqoj19T7thek6;F66%9dC8x(KQAlh)bnqbTNZdd} z$PIX^nrw>E=*;?QSQ;dG=e5ee!G0W>M zWRCw5zw5Ws-LLIyBig!Utm`zgk;AJG)q!>&qIl zGGk}6iACplwoJK6^4$oQtnKrXm;iznuiD%<`W-F8oGLI&4_zrFn2d!s~{uAjX*6XIR zbbMLN$@ZD4KDAki;RXM%!sNO%Jaii_eYRPb(rgKLJAsZd4O#!{JWFoK(z(mXbn_3G zUHOGK#L)PuEU!P<9Cqwk$9?fC#?AXGQ3GrBGU3u=iw%iTAnHa|$$TXrK6<}O#B)@y z&HejCS5UHl-`+(Z6YSkM!bv=$qz*v46LDvvvykp$5&7?kp*MRCadvDS9cU%)H~5uY zfeamo*mCsA*ho3T3?SW*rk4y^mFQliokVwc2$2WSl&Bc_|IX=z+EU4ldM|q>(4~G7 zHcF4v2AvaE4g*?_D}sE21S02+CkXrIt%tm`Tnj`@E5+Qm28IL}-Q_=;Q`L zUyoXMG^c3#D7aizWTlNEb1;$O8xxMs9eEmB2HB{`9$E&Jcc@^GMKMP-fczi%9Zp{& zu2Ph$Hyqf17PeHf5;wt(*trj2@>flPCFoWosQIzl3O>JwG}k**W!Egx<`w@X%u)J84h6zbWv z^F`lb?`vd;WM^~AxTf^)`OzFm!E4!Bbd&f$`7&%L_x=z+};-;12!FGW^9lciL{P53W zuSsmaC6#rkMA+sZJuR0w#XSO87|@QABu-b!>X?b8*D9yUFy`EU%z@&$E*1LLxn%IJ zUFG=a;PJrw?3(wN_xbo=-7vr2)Bk2q-q#-)>?gic`p>@ zmY7KKfl!xwz(}Xud4lgKMGF11k%B`+L=w3GuXL?B8Oc&^22ombzI_IzCVp4+EL z=W9IHHL+I-bBc|y)Fpp>Jx}bpMAf)<7dW{-_!mt550jMAHsV-DQ9yQfAWgz(|H9^g zg%3Afx(yCx7xrC)8HbSPu!I%#uz;t4%B+Ga9rT5uLzfb`PxTM#YJM-GU1W%%*XbBi z6R~iL|M*&h%Kc_)=rKZw${7LLn5SBxA;?ApEd*?$qQ|hGQ5cE=^}aC<)qBKmOS;#I z(-eX@2;tV=uwH2T9PI4U*sQM(TL_QfMv2i@-EnE~mt1}$LLS4__TX(l0nXUXL#vcf zJrt?>j~hogYd|l-v6A)nG<*>dLP^s^eU7yOmCz>XNN0r70r5!hI7KC81|i41?QtQS z*>m5Ggc~JhCUog(G-azjkPQsX{ysG*h$}+j*If3SP(2T}2VPFBdK&(l#gF*X^=r;8 z+q)#NUFQN~kRwT$?AHl8G4NOS48~3TRW2JGFVg78V1K_^Ke7O<4`>OpPwYnyH&_$u zuxG|~7GdHK;^U`_oC(+;ZOR+83=CC_qI!^9OpifyMn_ZO!zBwB?&9PuQ;ipbHAW%6 zc34>~}yM&h%~a$TGr)K@f@*h%xTf+4&Uj9`v1b($0(vdz)Wg z*t+By_GjaqkY(GtwOBO@r7=ozfCk~K?|=XtNeMGk3NK_3*A5dL6TV4IBcoHj5sXe685a*qq#Mr}kaqmtvKG^a-kZZ38aJ_b za_@I{lz+f(N8#Hg)+VwAa}Rb;QibY5w%WbESzHHOf1nvZnvIx*$TmD=Czy&b0a`t+gtj((7w0&?{IdqQ*VQG3%b#Ootq1?i_#GYv2XL`&66@bPNr38xWlr&b zFg>HMw5gLY_t@l%EKwc%*J;90_hV_kyGe=VEN zo(;&<>Al6u?0)3$o^ar6*qYy5TaDz|e-ny4v0y*ZUiZF1eY0;9Mx^nyNSbEo%hmhy z&p#8Fx`ONkUlYaYi}W`!KT1$mnofq+2ej(jkgb_s1+Bmihy}|`a}+q>cB&hJ$aLbh&`lk@1mUi7o_!z zJm^jloojv#ORNjyihgwPPNJo|aG$BEX)?Zo>=KF%*SP}EAqG*rlZr_Zek#GCFO;oY zgSs&{HxDxXC>lPJ(2yDRSqzvEh6Hs8g1O%alP<-MCSb)!*hz&1L1NmD_81F8rn!ra zO)U_DkbU=x5)r2E4;Pns6Niw{de+D1F}pq`#z)maG7<6Xr>t=`#D~%=~Ih7O?{DlAejlPQukWAuc7}Ta!-UQ^|D;6r0D% z37V$4S-hui<^Jo9)$b;aMj(Cv1zQd6T zsCZFIh?Derg480a}5*Q&>ErvY+ zwTE)Mp)D`N!f+uv`mYI1A>>E*&Q45S#LR6e$suhiPMZHmF0{?gV7zjdQ7v!M{AU1w z@D-nlHK-Lev87d#Ca#szl+br&L#wgT)0cPuem&@DG7~3U!s3>canNBEbF-4dHsklb zuKwJcc2%KSPvdQN>O;l)UZRw%G|gnQw9b(Cbk5t+A0ei>N*)zdv$I-w*lZ|i0|i-v z7bL4gfRe3~Wj9?Lm$66hKkab*dIrNncW!zdXlV^|Q+I_=)$Ltf)iZmumFZIb3ztLJ zsrx+bZ4-*P1TlEM=&BK_C+Bw{B(M4m4}Nv|;8b3!II+?AJ30^i{tjgn zay`IsfiFMiYNjOoy}Sx3U0#Qxch+ZMU{})nudVIB#gt6g_Jk z5T3;JmVO0?-Sdg!gO-ysLv^*afAso&E9-;F$6gH;X+25HDIW<<7;TDi!NB7qCQ!`m zrCHj4HMGupnV_9Y$}HPd_SQ9PuJ$lG8`F9uLqYv{MGJHnJ=E0|4%LP2NcK55E%8CG zAtxp3u;gqg4as#xCSB-0bXTlsCLhTfqtNat{`;A? zCr?txFo-=R8iH2K&hv(>Tis>_zN|COO=$EA$BkrHt6g1T#!u z9G6FNH-I?CWbEFDrhyMChDB<-n=PrV5^>!$!D)?lm+lSK3%R@IyqKD05$7i8n44;1 zmI-A^k&94qM3ma6Ge>#YR|_s`Kuz_)Sxon%k0oIdTHHPRzQ)16NLe&y9u!=C@Ux|+ zrhEFfhM6rh|RdIjIh|1ar;xE_L)o~R|7GAfLDVQ4;?{PvnhF0pTz;&%}Wud>xHA9;H zS6HjlBwQ2!?I|L_W#Rn=Q@M2uN7ZLPZ=O6uPzbGt9fzbok1{Nth>xYZ79L;;Mhm0f z7;T$4F{-UfYGvfpV6AOuB7xE}FH)BFB$$1sBWe@SwGi1_=IQC~GnAI=b*b|Qe&HLB zw6!e=3v1oT)%a9*NfBq=dQsOwb%hmf}3ihg+1U~*Ac{cjSCW)|q87V_tK+G4K zYwA%ifBQWcWIo`q4cBA{x+0-u-oj;|~?+QXjtUk+~<*53TA{n=j-qg`MC zt|B-H+;$$mm-MV7y~M1zQr^GiYUBCp#%>Ugph8^kS*HrrF&8~FbgwRFqeZwOXdM;t z=HLiDsT|;A^%BIQ5xn=B5G9~Vej9M=bnF(pN>O@AV19eEr2Gy%i@^u z;TAxreSM$@B?k`>D!^RYpr>&X>g?@2jsbxuu$uNm{q#2{d4Yim2-En1utQ+7qncIX_zsS0P# zp8cF30;JjP@YAX+M@w15F~!7k77~x@VNcFiDx4#Hy5UI{2ki7(4rMGh}D$f0`MSPw8>GNj4|*)S}2~k)~d7-MSh;KaqEz= zg@tevx~>IwY}alN*Ql|sTEL_IW2T7Y*NnDf9bP;T0fVgwJ3KAx#Hg&v>J6!i1=TA; zisN7+Y!s9@S4%!#-IhP|^eS1Od{+}uIar3Y%b?hkCr>KJSqUXh^#gvY!@_l4toGJo zFExm{R$%)Wy=TcrF8fQw2yc%?$YB1Z^#vinm#4wx$p0A9Wpu$xxBiTfZpLG9;#aBv z;hT$|XFJihGce4^-7?(>^P%W1%K^5oqp#hSC&`dh=5K0MvJv7cxy9yqf z%^L35h8wTQ9~qBW%#y)kN~|oDSdd9JQnV%H6uQW4PKk5bw%tdA3xT6u*U_I>KD`*QrxC^-g z$RZou>p*imd0;_ORs@-QZrRQl&}Wj>y*g}&U^`N?pjmok)Z&^6dfl;4G8#WL;6=&g zI7_-b-ndr!TsNt{Mp;iE$K*3 zYo`pt_>zq~OkyyEg>RZ)x-*lpqVz>V=&c~Mw;uuP{oSM#@owUeEVs30s@-7d5OQY1crtcxfI zMd)r}zUu5x21|fYJCBMePd>f_tiY#LJ>wk+DJ!BKBic^aL|EgS5$Nmj*6du_o5r;9 z%Xs*aG8@4S5qFZKXX@0c+yA(cWVDuEhE<~kGKN?F3|TAWc!+91W>9EY(h%qG!-%AX zJi~~eP1397wE*Qid1V0mT2POz2Vhl8NV$6?X7nt*ME@1hX9siJ4iJ&FkC6vpkXp!D z4osOcMKypUL7RUf5V^D>gyk=#){iWAJCJyay*Zp!VJI^~&ia-LOT(mcY}h7vmQKQ| znGA-{QNXaZDE+Zed^dBQuQ~>|H-vKVs=IM>0v5X02q>HO8kRW^+V%*u;Mw^2$2seT zW>+q?pBs;`4r?EQ650|pm;rb}50G!QfQDnht%`s&=nonACE(-7qAb{fL7DvLA{aFc zDua9XZLqRZ!zf=c*l*ZaF@I=7%RCii4CV7Q$my z^xkU+O|Ra8D0wKCuRM(0!D%5(ta*#B_^Zn{`#Lw+7hF5R-R zT&xi)*sG yn{0MUF6COo0v#rAll})=CDL*JKM!;Kt-_?}Ngjv1o!8JsGB?_8C|tMa+kXQRwbf4m diff --git a/automata/plots/ke_GP_annihilation_creation.png b/automata/plots/ke_GP_annihilation_creation.png deleted file mode 100644 index 3b43059a76f8f530ee0f580305c0c8935d2083e7..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 29105 zcmbSz2{@JO+x>1XN~c04G^t25pbQxrwJBuGoC=}LLuSo|k|~rz$V?fMxsD`co{|iO z%w$UD|9ZAgb$GvG=>*_ZjYc-D|D;xh*Fnxr~m5jzXaXYo+$t=!wVmm3> zuJhSkN>3%8yS;FX8?!mTgGJ$2q`(gMouXAZMul7rm7#1-;iqZ*}x;Yey>>%f9 zRWHjrT|e6*r6rPs_JJthjjJzjjE%S9tc@HW#&-}({>s=viD(eSQ1y3eP5d7yhRL( zrlzLh*`tDbh2fR{g~m+P0|yQm*2D&cWnRltNzfX+v|laF zJREm#BQqgt-g=9}*J#uIfPkp7vNF0DkHjd~AQRO-X>GwAQTy-bn_pdy*3QXRjy)Cf zCLBRBG6mnKpOcyp;3hn>4MemC~E9&=2P> z7Z0>B7rXTBw5EM;idWe5)I`yl=aJHWyp6r$Q^VeN!yO^tzL{c3r1yO?z3TMi^UZ@3 z@0=Sg>t9?PFVdcVLeKkBLIsyw>!B(?MTY*s)rI;FrFE0I%k=*23C7i{Bbu8}r(CF$ zpP6hIcdHU{ntXZm4ompLWh|V6f~TH8f1Zvg31M2f@`>Bd>{BM$ zV|vdAe7D}89PMq)s;|Gov|>fb#zQyWby_~I9P=F>V;3})*nHGouJY*#-4rz@CZ=#a zz-qe^%fGKJvHNm+8wYjSy1m2JIlQMLl7oh#m13$w4&6K$q-5Y@seRwlDLhS^zVB>% z$)og%z6^40fB!Xi*hG|X=ya5Y97-RlQDZn%H7BzbBy-ikGPw%N->0?a} zA-^ye7mDcMyUo!m35}|wR#PLj(uLi;+AQH|@ncf>s=(Y}pa~@}(fPq9#t=YNT3)d;fk7S+TJ&tb>uS4^5&m(PV+*5f#sC zPfd*0Zt>H2(%O1%?G3Y@5*NP8BEiHH7{6aY=Oa zlSN^1aW%FZ)2dY#CC`slxXhVXg`Jo6C9Bn@R5=B2=&E$*qd+RRj9qFxC5wYp3%3tpsi}=JTEUf00*?#Jy z;EM}&PmCMVxwdXSx@zn3vI6gI0#1{c`lpnudD=1|)H?Q?F|hv%Ucm6ZY) zKI{@OsyUuBGoA6ZG-zi;WmIr*@WBz;ocyA}eXmxFB@L!eQ{-;Vp@=nO==N}|9qFp( z<5)Y|3YY=qaA|z(&-dw(Z@85s_?QRsG_Evo_ z9`=xzS^FcK`(2l|RIlehfA3_D(-dEJL~vb_{yHyr$BFN2Z|JPSQwe-&X}N>caByTH z1MB(2hYzojiKtX(Ua>-lW6Kub?TuILM*A*)xUjbc_b__D_hU-Y;>C+O8MO`07KkTc z?0q2{(%XCIG7+E~6IHZq!^`yTdCi79EAtmGS+bjf zRj@fO2{V}6)RglsWk*Q>ZB7jOYp+bK*?Yl1wWqbf`)EVD)iSrdGnts3#zFC!$;xMH zac_eUTrF7>llyrW$6CknVXnm9Qt=u7yX>M}nsi!MC+#nd4Ys{450$)w2U{EDFnD_f z6O-<#IOUeqCMWK(L*qdeTD4c&onF|-?->2s*_1bA+uxZ`WbTBJ9??Il(dSnYC`;|j z8r8}zEiFBjbT(#Xurf%7^mV5g)z%L2kF2(BYQp-r>TjHi&F8vvrQL>iG$!oe)l%e=7_5*zOAlcjNABa(>L(uV zt!~V+FI^)&olVl@Id$wp##O6YH1*#5pA3`1d$6lR?MAu`NG?-~xleMo=B3Zq^~V?o z1BqS*+?Ak5dlZ2WkzFW52 zMeP(3f$h5EQt7rF+P!->%bs($!W6FFrP`L#&kPprMDTtrY~2&NWYtz5f0wo#ac*wu zJL~rGCdQpsRXyve$a&j0jN~}4VSM@HAu+cJhorDoHdxgfe0?9l zf6&1& zxPqLzz&|>6g|- zo(%Qz_m8}FYcWvjGFHJddv`CNy>}~mx*dE+oVaDof+p(XkC<)Rw25*3`UC);@OLjJ z+s&m}=Et4Qznk|W`hE?byW(+snge^=K;xB?(QKZbZB}C8O5fObb~jP9f4tv5F*H|> z4!; zPWtlY%eul^n8FKtA6oZ(IC-uf=&-H5T_w6avZ(6{J+GXdot@_(u%FM5YygDo*ROM7 z2We(l^He`a+!Q$TX7QahyAMj9hM1y9*a$4<0<2Y(Lt!sh;lsBk3Lb z3R)9^;?CJ*T+b^G_Vn~@3K|P=;^ex>nwFN9s1}D^uHtzyuR)=`D0U(xSS!n}6VR?a z-Kx9l`PqCr(V9*vd(D_=GWGgzr&eO4ef#$9jPo0=-U;N5U||P6iX3bD%Xzyr4Gp93 zvI@yZTAk~viZZN!5yx)VvGHPEVxGDf7A}v*OSvYei8w^yU~F(Ekp-o7Kd{-=Q;o-w z{peFB>w2w=ABm_CTxWZS-FfS3ZHMQq3^zvu?5R>zYB`dUUCpJ5k?sf*weqGH{lFS* z9KrJ0q`Cj>*|Wa)?rrcZQu?wx-MTlrRBR%)EU7!groX0E+u2d(xsS4KZzW>>vF_?* zgG$$7xpzS(W5YA={q`~d!6FW6204BYU|`?h(J8z9_3(0A6Ab(SRskO7uh>3*K z*!w`4h!-YJ@w5VHwM6k@dSOaso4B*qt^>=LEGY+qs*cwb8R@Q-6`%eQx`&T%1i;FO z#7u>VyBs8*eSD^qE5tTB)*e)ws9R)Nt)yb`=GF?j#f!@xnq+hN6@>#}1kK!LI*a$( zbwx#3)?ZBR^ps@xtn93MAHY`~M)gi&xPVNyvlAaU86op%_|?4SktmQ5fc*Cwe~N4? z^6UQa{H)jDSBV7m)Oh2ZDQi-(kU)BWr*=GUF32jo8=>laXGM7WU?I1F!w=K8uU`$v zhda}8;S__)r+f0{ncJS1;u}=gJAAv0omKVZ2t88qQ6!F?dmgD|Sod;JohRy>_)VK7 z7A#yCZPVXKw`>`Y6>F*JXdv@Wtyr?vfvRbM>EcIzVE4qb<-6MQ+_5U9dD9MCw3k$4 zWkx+c@vtjCqpw2OPjhSTu4I!YF|ul$oSdSul+xB`B-f@yZ}&i)*ZZ`yprAl4-7+dZ z>$@5t`Ef*R6)7oKRD}^rG0IV>*S2Km>~Nk3)XOb%#6hpSCa%(|Rx@ItCEo~GzCC$4 zMSvb@pt5ZnUxfJCPspgn0eq6F4b~5_pTe>oC$@`-s24vF7^*2KE*5PsuTXz+A!=rN zG>3&x&t1!5;E3&hcB`%`>UyUiI%)4mGy)?dIUUD4BUnW3k{>$^Qu|rcF)+eLSJ+Xo zSasJJe0g(Q?b+$ejh9-M0o+CD7Tv%8wIQYM0?Y0**GLRpK+pWHWgrrD3qj)i4nMxF z^eD#)azq_qhovWA-E)ehh*jHUsuFUhqkHR9{eSaJ1I9>nZ#HW zr~-yn#}+ZLmSHQknWqg`%8E0I^zSo`H@C1T6{eg<&7l~h94Fx(wZ2;c zf~8Wu6x#$`$T$M$$eUHNq&_pr9JoQ=j?wP`Oo}RVoJ)~AN%%3P#s-@v&5n`f;*-JH zb4*;4Z4Z$&@n-qRSmay+Uc|;bHa9rWOf?Ro?wsj{s zPsKbCF#6ii-c=nVVA8n1!D*t`D{RiZg^}1_WZb@%JW>ytm`@3QQkKU?k=uMuPp|8F zKDz?83Mt4*XzO>L$yl2Et>*cu9fj}TSK0Sxwf8cMVL@$l#g8@JufJQrgq7-r%z_Bvd;h+5jm3UZ zP!g!ZPIwI?ZQ2#RxLE)6V*Lw)56^TO536|{bzieFcNf3&w1Y_eX7ec|N+F^P%dWi8mpf}BslGS;iz|2Xxq_7hR_)CEb|o<>$*PDawF7%z zw7s+it zyAiTvyX9n6l_FK%(lR-<2RO!yBgLdCTdv{SwfWU?>a`i7Iepk*yy7{3&)n%mxem}^ zjd{``D`itTSt-4a19_{*b7m&QMQ0|5#_OA=w^BiH%Fj$s(GUY@kaSQPR-+9z-61#G z9O1!}WCc*|(em0!oO%JU$XKfr91r(KCPu zz&G7FGgAri>0R5Y74w$w55`j%4R@3iR?3aTC*17EH=Qg}TKnH*V2d6f>F&nHQSx9H zC5#)psNMNbFU_QmAKx)5xj+j%BC5I7V^Utlhk=pi>W5FUmi;RZx77y{Nmu6>y znKIsQcC`Oh!r6G%XmTaQI68e|6R{rN+U|v*%tJE%#AtslmSmyjrz;bj{+5dtEQkWa z|CnK864gi+{n{HLqy`)NK+r`-e|AhhyM1igD=;&N89FnvWH*J2UI_l}`8;;~`8>Hj$XN6YCSPE*u*V8jZ zdS}*ftl2(=-r=@5!a0A2J*O1YDeYF;6GSAGSdtV-p zl$4b44$r$?Z76y+>&is*EfT&wN%-QtPAVU=W*4Gna-NxJBB+N{bHE#bAPQ$iMC(fY z9zImRkd~9<{Jd?!qW9b;NP0=eX>H78<3A90b_zLAAEuyLFq9F#+Q-Z5$+c_O4qBBe z%6g?5ADNvYXbh3xyJ`~>a&Ip0{xQ&Uy)f0JsjuO2|M7x8Y;J__4Ow8bNNBeLI_Zjz ziI+ze6VP(|_U)6GF1>UbYx7Hbn}rG3)E1HN_Z+C3JLdF5s2oDx3RPH%qE`qpl(IZa$8X+Cnu{SWY;_5&W?CVb}C9+ z zeJxh#Z_LUn^-_5wHir^<%>4@)aFAee-SHVR1Ux4@&o~imPNr9EX42vgi$LMSW+{1q z$Yh5x^Qo5gGjazHUSZjLAyVd%a3{Fd8WJv12!nq=XjBthKG;?S!rDq^HxiZ+!Smlg z8qughlSU0LF0KdrOdgXG7FA()XGBm9VK=d@J5W%ZJa;av(Y{|4kW!XJlFZF7Q^Bu4 z60xcA-+k7y=fmzJM~~8iD=L!GF}@7MBc%-Mi-5<{*dze^N+>=E>5AMbQ>$t7=&i?k z=bFo3jMF=}_BLdw5Qdn1H=wy~YF=Jm=i7BA!`V)4zABao!;t`cEP|%NSVXH&1c_-9 zUUD?eo@-}7->0;s8%x(dLE7Q^ndO1bMm|}TG6_4;mM+~{3Pr9Mq~h9$nN>EEKg?PH zIt9RjyT5uR(E=#2Tg$eMDYs>SF*?<8!n);wQT*;$<(Q2HYmoPK*4!At&SW`sW9jZE zp`mxwQViENWZ3LOS!Z08pxvaNziVj=3ZLB^Yr&8ftG4VnZFVv1&l+XH>>maGD@WO| znTxByG)<#X7`*LnQelOn_&9p(*sb#CXC=>m{`>lo?H{lY6$1}e77QP z=`Ci?jeNBNvM2sXM15QOQ*QjPVJF`6U&)Pg^cJ}kg4eM`$^d&&aOSx`8%?D22JzUE z@4=1W>Ex8$Fg|zXFw0kD1wx9|(Z2KB3S<{~gvMfqd7BO-n1Nj8XmebWo10rq|E9&0 zfvr$IK}GhLj-FzTHXD}n>=FOWA9|r5|NyVwR#{~&)ynf@s zYI?j^?&?5COn-3QO1!2}{&%A3Q`M_NbLWPw*enxAgjI=Ul6vzk<}Z@w)AMHo(uS_O zH2tND7wSR;97a_yFE0*iU0oeX(img}vv8-Wal#*b%!gow8f_;)7LgooZ+lE?-eN(T zlq(^GXW)R&N(xmQ)fX26IHH_qroF;Ywjvh z!z_?c5BT)&0*UJvjs@<^y?2+rSbb@3&v|l>uPm8!H;C-X1!;;+g)g|BsCd8cna?^5{{<12xItd5ZLh)8$t z`Ke@`+=Xck##X%_tJNbwo27R=aZA=KW}#LfU{;ZJ|$H*7Ao!d8U`a7cvy3gMpOK4vtvT|6;8k#SUcD4qI zIH|FSs}RgiBCmy{TW4sZx*wD6G_mp9M`1<>EQURo@ zP$>sP1LNGgSJ^B1LfxM0H*dy(yV2jTg)njD>Q(MnbPPIKRDm*>z859%*?6?i=6~Q=n_BDPp z9tAf6eT#5QTefc9&d;xSb>XrKD0bXKjD@liF8t@qqO533Nzd)%sZ*IUfzP-_MC3MZ zOf4{6rlj_9uFxZym6pLbHu6OuM&zgrc>0JiZ0>9M_|Lv|=gY?EjssSlJaSzn?aI|~ zA&d8S=VC)doQf+?tTW`|F6uc(@xOfF3vGFPo0A-z%X(v@&?DRKy${bl_g}Z1{M_H2 z+0s9^6T7)keQ*`-2E*|B|MypbiokCQJ##KwK^}YH>;XOSP*ROrr8Y7@+U_ehN z8pJ?Z;EAW(xUnMBR!?#cRu5Nf&H1_uDL%fs)*KXvwX-)$H8)SxO|73veSFrOpW?7= z_NPne#5{Q047+QxT;1O*pYpHsob!#z389_^+dlEs;QjZ`E7olEa0Ap*iy;>hhKbp@L=|uae%O1h3BkID{(VCtY zUaX;>;k628**rTN!Kd9`6fZ0)%E)94+}U89%BL?Zcjz9*VtQJ>^l?NDZZCSx z?9h4@;%&_ioj{i|?PmRfov&YSY_r)w5d&HCb@39aF%F5blzYbxEoCF0x)4ev#~&^n|IK^~bjym>_wW_pCDtX% z@qE6HU9v)VEs3>>qQu7Yzi{lFX0-9oEtLhHqs=@;E|*NQa?EgVDs7U%8eM%VO|DD% zm+|N8yZ1h4&itA;3Z-&jsqlO6`+C;%$$OjmU;!X6{z&ogcHjqr5rKgh>UzJ=#I^gg zE^~>7r3XJ1T+XX*(nDMD|dWW|xpD`=`Dgy84T@bF}WI z%A{#jwps_pK5JpR5a-A7u=we%Tes*$*j);9`8s?%5OQl#V8)@0fy$X;SS>|pa+?gD zH7xs#13}Tje^Ctq1BooAOpI8CGWyb`KY#v=MDT)?P~brozefcEjz>98WafF){{?c& zQQ0UtwkDEJ^lenlcp3}e*AsWv4n4)DI0sKHw+zFZTP-@0O%BMgy zrd2nn)H1C|Km>mP(~YWHhIQP*Lx-xf>}}xVvG4u_2Ki&URSYS=h!F@$rV090BYW^PIo>LY#-Iot(0fHkN&xrEoFBG6|tzH~THN zs7;g-v_y*^i`J{x06zDp>#VT@BpmKZD($LKH}T~l6}hXMTcv)G<5Q4CU64GgzvQ{4 zI8E7sXwdTF2cJIDQ>Q>GL&zj@Y1@EUonRFfb<6MDW|YYzF3vwulASujfg7 zB_Guvw*;=8-MA0%L`q@>ewJ5MoBOv+B4YRdKnOYF7~s!FdU zFpALq(2C1}aR?L80Z`-35&rb4loucfUDi%s-jWO+WPDVL*Iz7}Kc92Yo(lDL%bnRj zp5QJrr9r0^PE?iLspJwke=qghaxBbmI(yaK5fhSfDRT4f1*@#|$PWc0s{tyKNL7T# zT*Q7!0_Y~XtmW=nzM~8`b2C`sl{x64Vt8XCo8Z0FH8*I}MsevxE~P?PC+Q?I)^_Nt z@TG6T98o|9UW(@n-GKz^p@4-VZ8Ls!8f>M4lX#EYgKUc&yE7Tj9(-xRqU)fXfFyQ{ za8LvmUwxzGMHU;%KPh z_Nr~sxF}h|mM8;lyZ4W^dK0b_y9AcL_?Y-~DUkTe$KFM0Ul0dOxdT;^_`pc9o}eub zdtkM@0+M&+eM~6UYWJHZ6LsA4B!o~a9NyRDkYt=a_La{#_0*0Bf@V*^%Uyaa41n`M z#K!o@HCiy+wPK0zd!6UU#;$%<-SPD;t~E=le|=UL7N=fJkO9KvLR!i*i84WVhA}(}?=<(HSDqdWq<(uO^`})(`-Rm{umtJhlJW^1=PEAWro)`I7 zGR?oK|JhofYZm4_N(pD9lrYh9f&`apT)EetVusLrlkuZo$o`CQ&6pp??`PBW5vCqH z6a18oEfNK$SJ*ryM$Jzo`)-duU27kc(m!)FRG*?19KDGa-J=C#1k|uWP<{!@TAJMy z+QA&}SrsWcAs#md|0*Z-(6>~W0X*Shh7SlgL&L0o7c=mw|U-g#A zTU!SoJZS7){ZR$M3_vg`cdpz*K)C(o<$991zFhAt%-ikFBS!;2At4pzp}+DXZy$M@ ze>-E}d-`s%>hwze=E6vRhZ^|!mw{v4Dv#C34ZE=1W&U5dXm`1ayg!>1z=jzhg(5)O zW`4!O_xvKXME`B=>?r)1V~>^T-0is#rIL`jMWp_p;%)y`28-6OQf|zT$W26Y0QAd5 zD0rPqt@rizK8xwUN0X8$0ylC$mxWO)eeZw0&mr_EKgFtB>&VfH(B&>;G?*lJR`8Jw z(u{7(cVA#45B-N4@doA@vJco;$b;e@4cTX5P@-Dsdk9IHBxpb_LdizQL-bDL(vlKo zd3moVPo5B}l?d3@8Chjw5YS02PHF&DEVBCtuE{)Zt<@rr9m#O4Ou8)iz`PTIf+rU( zXW!vBMf{n_evP`I`Wi2Kh>b^PPYy~$rIqDYiLXMKt4=l1?*IPjlLowK(n3N)YFTzE zgo7d~Y|Gm_+hPk>97Jd?&>f)b zDl}~x+Aan(J=3}R$v72Og|4{zSXDkEtf?jG-Qh66=z=WpMWV~JO1J5ccXwY36gA?W zZ<(e+99+piu9e9Z>>9jZCN~STl{Nke9Toz5?;jF4gFAl2!S>CJqa)lD=)nk&PwIE@ zZ3#AwwvueZmU4Ku;Zo;mg&R77R_kHYsR$IZNWL_1=BGKi64ui=Lel(ESC78Q%OiER z7gD|&r%-9r}-?h^&$1x-4QsAONnAO?TdG-*grflV}wC=E?B)2Xq_ zM%VMiP-UZN{YVP>s~kw~!8e|%g)%WS@1zzM?h#r;(LZuU>k5QILr}`&uuu~G0U=EV zr6(8v`1r-thNlc{!alZ5n0{rH&G5?@H(YAD^G{)~Y?;wO47kUaKv!u5!NfMF>>~W8XJNir>UH^CBgpTIdS5fx+aG(Y@grq49_jYOt zSU^Ttfk$y#R>jKdB;9uy(rRCsp z;xH)m;Yx?u47Vb#X;Cad+%2$iH9O*_a+rBFIN`y;6L(>2)&T6q03tkYqRwXFx#a0` zoO8_GI-PnU!B6z(_!(%!VM)DRf9T*rRQF4Z{dc#xTM=af)QE5AOWJ)#U!I?}M%!WF zx{V{uJg&EHeakL^2bh2<1ff-%XgNwzg`*>{12QrV_8>Z4e?iPCpjqwUTRw4XDY=xK zrf2YKu*1g+*M&Hu2La~0y+WJFZzQZFvC?2?3Sc`pqMJlT6T?60Vg3}qLWB(5{ke?r zm7`X;e`*vgdQ@0s^hUQMbjt+(iTxZM5dnL2T}h+B^=sG8W2E$B^`D>mNh`G7z=alM zq*Uf*%}vv&xVrpnT+Y~2M%D|)`^gQQ-Xoqg@0%`s1A9cSb#=E=JF`Xy?}JVJSx}PO zgD$HDm{`SEx<3@u`-52)mK4T2Un9njd^qc2&{pV6q7FQbp~PmFGxhypT?j2(MXy~s zyz;Q5Byn1gLuDp3^+Ix;8+*RtR^+6Rju6cuY0zLTYh{}=`m~lC&*Z&k22?r0_ z6}IhZwXXeiz>waF{p88zg@(NoIqP=@>fKyebtyU6@AP~B-Q%s^vV^53A;1o{0xS47 z3-yq$$@VIIr{@OZY`4hLN;uSuj8kV!L?ut2+)YRC=EtF{8?bh*ivvf;mLFKU!|)lL zf8{cVtPhdEt~@<&_~B9rVx(&^*F8V|E0oy_sz6}S&A(J?g@(d*#>}l=pBWSjPGQz#{S=ZY(ucIC%>NEM` zVa=y4S}@bqZ#zSMRd))Z-?c;>6$;`nfRRS72MYrz zyoE}#g}RJ|zYN}fruU0mXtzQ4mak*Wc|^Xwa94ymfKV8RgNR!^xa*Cf@Auv!^;l(E zx&=St8SJ-#i;Iddzg-?1B8MB=&b3?7E5I=vxcZZ0pithqOFaW+pb5R|NFfZhF+ddo zf2|;27MzaTH~{{($J*X=(8tH;;O2}L*4EZzvim(#TU-6vmXUY)-^IWXCKKvftEph7 zE^!op4bZoQwEAF;sz9@~wDXL8;}`3P|GZzXdFA9(zjLiXtwtykCizCM!KYeoUr>y$cpB zTExxAS4l=YMrpjw@1F{#9P5j8v*1!k3RlBS2n9pMNuv68P*7E(ZsV8yi;Ky{$bN^J zfoL+;)-RUkmO-i=#x!^5t=6u>v!Au5rEwQSGDL*#$FMwh{H}_MVybPY^GQ6emh+Sq zaTND_i+&Nv$|WRZG8Ld77QBJBhbRgp;Fa~Y|3!Lc3e7Xifph}Cwd z{ij}3#KVixiGK5oLn0)EyuAF+V!--5MNSXT`wET@JYg-;o+YeNYj2!9Z$F*cp-Z?S zV*fV83JV#eiA#JtSWF6TB(-V`LBFV0f>xGdgbZ7pR+bvVdpZOrrZsCKTPORz zU`Pe7{VFw-Wn^B!wi3Pdgj#1S)$flmzJ=n$zQk_H!sYC-R~Ice?D_EA)x*Ot?~G8t z<6}XygEkFTevM8O7m2l{(Hyw|0=o(^WQ^2m@1#BuwSNIwIvyU%14L|w>xyu3M3I5e zgDJlQ<}QplanNof_gBLkH1jR{Vku0D9~6Y_r6k{O_B4ni!dKC6=~%b-!oB)lW&9&c7m&R2$ZE|nw9iE1wg^s#2podz#jhF+iKqao?@LX-p2crWnxCYNxi}#MrD2bo1Va6o5EDo3tVU=gY3=u{UxE(7#Mg{hdB3vzQ4)vtD48& zg>(J@*?KVzJPZsF)#xGOH~aF&{7$Gm!hJ%{!(X zAQDI;3|h^z{1Xo?W0xAuz&d|1q;})RjigTleJ^HjM-dye-I#fV6I#aSr>euHo;k8& z^DJzvx`Y6HsUzfORkou&jB+Zo`;Bmo_#+`ezz1qlgXzgJ(xd}n0)LpcZrfHbB69B+ z1tYKun}k$fP++|Y9ToiXUy9RjGG^-r+&U2tVV^pVnt@36N~d{f%s@ zS)!AZ7odrTqr(M!r1U-U^<$2s4edNhr*`aF8mh7IHc2B6*Q;509>(2IOniTLeqKwHeE}5$DSHSJioY=^`3S8K&nmHC2e7e|_Xe|&%12gwDw*AJ z_#|oFJ5m^A*TqF(~Sa#EH8=nSeo$?jge=ywcIrSHe#p4V&LFFEF?KI)Be6O`}^S zXA`>&2J`guQ^RO6?1B}h8iw~RRG4(OO46(hk#{dG%vu8v96_3y)HEMI|C{JPflHgz zQyRQ}w^v|qR~?@P{BVPNHW;fgTrHj(dGtI0mbyt+IJo$O@Nr6eUW6L+K-el81$S6j z7{{t7nA*sI-y$eSLFfMXIQ7x(d-l|~zM}*?lwHwsC$Iz-M&Xw4FeIa-X^hEqi4JW( zZSeW;%q@Z+XcQ|`^RE~WT)&+oEJB0#5LoA=L-SnB5767~hO{0Ivu2NbJ&M{mEO(_d zhpXizT&iOH2$AWs9mxKtlKha3j^e|uR_10#=z3ARVfT7?8l%0pjfInnf+7cb(XBjD zR~lJo(!C!2XVH*%lySX#^*qG^-l;De{vkcFiQi%^M-WFn@%6kQ-ZDEh$CCb$fWK4) zyu3FrTkDm&YkWKIq4Zrr!F>!K%pMq$y3Z5=y3*j)XAzOdQBcr)Pq0N0KQ@N}WZ;i! z77@ha2Pz?ebql$%>|g8;JNzU^Bo`sOdZO6fCBh$kG^lIgF%f`L9z*x45KzieUP(aQYr=3Vq zL#UbE-_UX_7@XGxV!#LtZ*HpG80k%h*VCU-N#L_NbhSTE37YK3OF0MxMf6PzBRZMKByi0h1B z9w4$N96ZCQM4_$6k=C5-nQ8l^+}UT?OyUSqS#`-H5j4@ObVBx1LQnYk_ud$gX;jiG zRrh(eUSFXG(7tKYLE;yD&p`XUTrmO2pdv|E3#@&9vjN|iciT2~cvyhy$R4Iu>cMKE z2yy_RP)p(=okU_6brM>JIHr*c{Mpp1S2J=HKXx=ELm-ydR#^76SluVEXQ1T5&xAl+ zG_4&jUALKsSMEm}vs#W*7O@qfS=bN)5J~s|-pc1KZ33^pk}&wzoVjIJ8I9vMW%<1T zXN&b1$ow#xfQ+bSUSh`uTfkw`Fho`|fo{Tf!;z$zv_6HKk+_~TO9MXSdD|oBV(2kH z%ZEgC5<_0p8&_iRs&kxY_GCGu2NA$G1%@R;fB|HX{+Y(!|BYX(sBLn4LxFdNigp{1 z(g>|DBbXJX;b}DX6RZCNeuF1O(IY8{SfSC~Mz*2uM-?FM5zM6lswz@rk{14M%x5)j zbxWI71nCbY%>!{7Y4T{&P)4Pj)n8g%3=KHT$J;v;*0F9x#7YphXb632F4`{DVopW= zOMR*FPY^nL@8wE|K)k5a zOWM77tqaR-ATZ)%!p@QJn6w!QXndJ0n9dVf_!-Zfi%+)yXqwp1`gT=O_

        sJ!*()1+P=HV6_HLH!**ko`08(yD}RzdNhWl;Irv@U@6ij0#?g5 zd!t_mDJg*^RYLM{ZO-Lmq1W_v16UVR{I3ya@ab`69)Fvxu=!cBSFT(krgkdL#Y@UE zbZU_U0?1?!4-X%V>zMVKd2&=oDM%tZa3|+Xo@^ZIX4D6HMTp!{D=5Q|FjTZ6=HuHa zoQQc5YjHC+j^CPJGuiF%$lna*{Xe{BZK5+y-4nc^=`3gKE*+kzZ1^*K_-U@&U z0h>Mz(vzfylU@*${!ebR=m$$K$=&039RDLjoL+PEc^gQl_mvOWgv<|<##`JCsG|_9 z7$bl=a=HiEOrt|X3UGe4nx|F4pFxf_X&jxHm@qt9U8_7~waz8$U_oqpds247TJA{UkuxeWm;p}{GU>B1kAL=%eC54VT8q1*HFI$%@&u!;SKiJbV{UdGH)0YXHU_CgX|ea_xzVdv4ksOxl_e*pq}cRpi2}E{y1Nr`kaR@B;|V?q z;}p#g)s@{Nzh{>m-ESKeOq@R%a4*Z*6a$U13yvr3DAEu>n$pPCNDm+OGcg0{-8^O0 z_El=#zOQlGPHCaYb(9C^daV1kqOqRSr<+877TGLTCSFh{W$G8NIE)E_-#E*3qXcw22`Rl$P{J7QuMzspuwfcJ#;cL%uFM21Q7C{ ze3UL2mjLuxbho=j19lDaM?5k9*3<;B(AM-oj>o8(VWynk|l%$*x+vHVT<( zJK74cw1WuwM;d2I6Eyr;WNFLYDbJhYM}TO&{Fx}zx_k>x_BI}ddj<>yYS7wPoC1W2G6aI2)!GTZ$X2{~Wm_L=aG4J4CN&gH?K*baWsJUDy6 zn*+q86&)Sj9-$|O+qtEonq+Q)?-hO(;tWU1(77i_Uc0RA_~OJeTZF?CO9ZGzw^5oe zT{&AlGXDA2|18Uwu2gXc&@23GdP$q`njnrwv!_Yp7TA?vs#`LO9E52azxC6E1Syn< zDr`F#hT{-)$MUOS?>_p15&{-#CP8M;iXi8W*_`H6fZq$fm(crxHq;oOpm6(6JDxy+M+K zIs>}vj2j|!0+ItxHX2GcZj?qH(ckgaSZ(iZcwjK~%zoQH}!-hN~20 z4N&TkwcY|Bpw2M^1KaNMa<9BIBoGE4M6?H|4@lldfn z?pWE0=7CH6@RrbG4))R(DncwCN*?kQef1qTHwCntrOLc+-S2Ea{o+d|I(ACGGYJYQ1i5>1-sB{M1s2f+r_II=QvYq^tXZaDGA?0^mbd;37LmM)Q?1uhYXlBoZ@V? zOazo3=8ugy^#D@6VV)~fW8(k7IiXl`o3?kh&*$mz6ToIV(9c(#=ifQ7eC_o*w|QV#^hsP?Tsb>rYD4d(oMsa4%Th(rKWfD{g7WnPj z?w<_s_R_NVEB@NBjKz}FxqFEY5zs@N@T2I9LBG#{R}8jQ)Dd zzM2Y$tECLypFB+H0j0-(AdZv-w2L%eo;SzGon{r6NJF`D;*&fB*gd?ovuLJ8|A|9DcB` zl$iHl*@A-p*=^y`9{G<4j+vrJrMdJ4O=hJWxFRKd-)=CYtsioHCNb{+(d$6dglWmS zdETXkQnTg1hVze<bYo;|xn zl~=xB@R}m#{;vj?-)#>x_2H%vw3~$NJ- zOo3`~fMz;6dXhJyzYZJJ`kOD~#N|)leGiirzexeyjqp#%UAdwVbN$+|Pm%7fIF=IX zYlB*JZOlxR=ObLeNxFdT>t~PMSSeDCneFUJxe@}WQ;rtt#pL-Iy)yVk6aG(DN9fC3 zRwt*5l-geoO>}BJQwulA`DL}?*Q7~O&3~SWx=T{;DdQ^d)N^_d{?XC(%XA(m^CxY_ z({C{qWW^%+U8Evq#VW3Z14$w{>4sj+$h>+zLsXM#L_aN zd0?A~7ag71AX8mfF8{WY+HDyF*;WPD))o#9cp^H`vdNv?uxlw$t_=KQh*2ahp^{gM zECJ(44Aevt1FEb+;Icv$E481v>nRdPHUbF*1O%k_Bo>hts57auFmw@55-Q7N>s~bg zm1tzJ!V)ooHAO_T2Hj~`m#C}u(lmq=w8+4*i83J$V`J3b`gR_tPdCVQU!gA}4E@wy zXlQ?44-Fj{{3#j_lu3ItM<+xH6%CC*v56i&$mDW_{UV3^K-nY5x_O0xdXCaBeLOzV zG!u_lCMDu$u0y&a9+DtkM(2>eC(=(1lO&JZty^-iwv)yJa$VHg zCy@lR3eq?T|BKUqh+boy(fi`eC`@9g_cIgt_Uzf-cNin#t7Q7mWrIzgFF$tTgf9oU zET-)qZf--y(m18%!i5VVy^uapMh(|+l|U#WhllmcgK{&!i^Q$C2)otI)$U$YwH()M zUlh3JCq6!m=%GkDH23%sdOHCkg#Keo%-!c@8KGcUzRAR~es6&uAIbh3xJ=YiuooW* z>g*F?RJ8bG+rzwn`qZiTqjxja!MeZ{Kp1=>sbF)@;0YIEL@czgfupoh9m%sAtpFyE zNOOT*6Z%H2(8}9C;r7#*IJkV=VeJi^QcHt_Rh-5)_Y;%mF|9Oz_~Z!-Y#5_m4^6yu zQ!|KT{2y<4=+O|jjOFLy&LVC{CT`_RMJUk83i*c``q^l3se7_%W-18cHf~9=b2kZj zZLbaQp!~|5JMU1|l8jjcc7O17i4#y@wg{odvhHu}b^P4J%bW0{W$+pj z<13`|OQQo2!=gwZ>gOBls!#yqC^98-ir;aeph8pdSlrvUOIdt<@5uob`v_42(+nV-W_TfQJdnM8bAZyoK#Fb8GqD4brh!!7R%Pf>{;uQF_D(ywV@nera; z3R)QgALzwN%+;dpM)Z$%gUBP4N_d{z>KHtb?-~wxHLm`aU|PzdynMKT6I$_~-O$zL zu5lG0Aqg5GN3IYM7>NxF_TFQ=kQ~|gk*qM(TY89o_lHYRp~un;{kEiegq)}YhZzy} zg6+)E%NG^1W(@;PeelwYg0=^5Uzt*xHzOH;-L=%9{zYcqu3=bHJ1`q|t)7yZN?JGq zhn(O_4z@zIa(pQ>sD_xAo*(DUGy11n4|)oS12(bOhAD<%&brD%uBt&u#JV|;BL~RH z%*tVS?!vQS)`|i^@JJMmwJ4+jC$}D*uecvrp>H~jBc;2FN){kIMxn4eX=1U%LE;NB z7(5gi+jD;egS`)bV*tq%q}$5gk6G$NVpEFw9_wLbaY2d7n>9@AK~k_7VPBm*e?GEK z2e~cS>rd~s;RbX&R#Y(K;9{@fP_@kmZgwj3s&2Y|gB;37jRLGoR&~dBr)`v*%gt4!qz)ao+O7hr}p4@4h2}GCMVal zfa;-0i~zq_oZ2BjH6Bq@N;FGD#2ECD_4640B@)e`lEGMgiwJqunjWbXvIM~ z8mRbYdmfaI9g|JdxPe~H*>|epn>{3<#VB;^p61e#6QWQ|U9nYU*UmgzK=HrHY^f+T z%Y6h3KUu)0RDxm;2ce#Zlu7yFGkM@M$L?LM6h-v2?s^2Bk9%iMERnxa@sK#ej{|X4 z<7&jmB;@A*n2QCFtJ>_QIoA)Z3?%u+yR zG0?4M8rd-WZmfl@nSp#_FCixtkpoP}As3M|)OJULkJA5aDhU4iOK*koEDEG`oz9_@ z%+dU$^SI+Ywc_=mntt&ri|-{PQ`LT6_^(_dxk%0_>z@C{huDf=`*tij-tUiTX8wHtc;D;2uKsXcPLJm~&;8ub{rmpD z-_PCgpm_V{ojX6}O$uK?D|z+JEv4&1mo*BLVzsx#PliV0G1Tj@XHUAKZue27?X?BE zod!}je~28IJI!(yVq>+G0x}LwzHXvn` zU1tmajK$*`qMwx9friDZyW(!)fbmipC1X$qxUTm%;Mv6`z-*E%PO`+r+Xlyu05Lts z{g+_{ojas4^fj)H6ksb zQluPP^gHH2RJw($ybY3Gh>k<$WVd=m&o3NhZ~F6O+B3b8#8K}M0`-P+)zcQ7kgezi z@Bb0sOW-rpLM*A!hzVNd_n|sN6AA-Kh4yR zk&=jh^+y;_k{dd1giz3uwv@)}Pafhvx^iR?^g>&5pTbWRGiUNu%I@dNLAum zOZhL{E1^4}LL*skcZ*<&(}=-nh@qhxEwzaJ{qrd-P{f!-4&2Kf&!{VwL`cfN3tZVI)6(?>0~CR}apFdK3RiMz@a5{)F-+07f?sLTF+T{D zlrTGQGAiSpJ<7kSALQvZMOgsh!qrJIUf#G}(J6%C?IA z2AuDxs7!{?5%SvecQfHCvn!ikCS3L(5!zD!bbs;HSmGt2FJunyNeUc@&`qzBHAX*a zS>@|#^J_zcM@qb^?$s-^;_j^1Ge2Y_UMey0Q$S^P>{!TMU?YEr%4~bD6_?RC3m(ij z5OXL{3~Eq_8nnaBfbLxq1Dn(WtkMcv^3KCohOC$0=H* z;>zMvq)&D%d^2L>`YK0CADu@Abn;S+jAbY@oUY(qO`Kaa9WTRA61^(nOm>*@)fVpk z8SMbkMwlGai?rbCd1XJ{-7RbUWSWPb%+!KT57V?=>%jE3CWaHtvqqm5EqNmsq5J$) zi|Qj$Q8UA@ahkZ`_>eF(^-`~@%ITN2Tkthq#F879d#0vlqM0XFqOfwXTfN}|!#`09 zAQ$0+06X6EiT+cyzf*XI{6IJ~+xllt%@+(zQWggWd1EOrDGTOwju!HR58pGg^j{C5 zIo#L(z9&3n&!Xf<0q;MwA8xA}NkFPUK5T)_P@iA~-HEx#SZwu3T{lI>F9r?iO`+1t zpUuT$0aH!Q(4(YKbY ziJX^EeuvNhNXK=o_RCNc%}l$#+S6M3!fxsO2_0gk^OB6|%j%t#77LD)JIr~y!_A%_ z+<4_iR`u|8nW>#U;@Nl!GJB7+x}#in+u2X8u978oaBVzJ)$6N%r^3|;r8i!Bv* z4|ynjrO{+*3`!snc$t+)x*<@b3`1u!p=n})n~ zU{K!6$=>Ol$(xaARi2%~+jXC9IZcq@SnGBD${vMPNL|1Ph%o2qx&U_IB!KYH=_5WO zW;4}AOKREp5i0A>R&P*c97gFLOV9^<;l|m*$j2kVSfwU{E@4L1G9xv@k^FlKYqpJ2XYZ=?rc#!CE!H za~^lkIMNf3Q}E2wY%35}ASW`QVl!NOZTvb~YIc43qbbgrW|t7Dr6Wt|KmLz)#R)38 z2IDNnLGW%PBrkjvdV4Fu)1@+pa1q3CKxsWjENz(%)fRBfm#(jWSZUeoP^Pdioh?QF z9oY0yrkZkGv0?$$IyXPR$T5WnY!_@*R#NNP+LuIqb;Fjw6}o1^WMp2y3nGUsFGrMM z|K%4$BCR!RY{=q&;er)HAhhI$L-o2qf2&u6Zzi_SF{>XYjV4(CA7ihB-@i;#l;6a1 zy(PIwlcp({kVEW+8v$K&@*loNjR_=Y4;5UTOSJij#XGlgtB6+#k)op;J|nBVW()6q zne0IjLz4($3S{rGkR#Y#qypRqOeBlpk=)MVa7doUB22wynd8~u`|Pi)lY(6}1=z#m z;mZ^q*pfMIK986tM%GJy?yxdiB<#bZRtkg<7aMsTf(Zt#rXX_j6F{`_p=mf9pJb7) z#OV;gFv0xje)7rm$3f67N;erBqghg1JceQ;4_n#rLBJTgV7&ISl~G()a37U^k@l9) zCF#~lI8j9_YnQ+-6mqiZE6^tAB1PC$sGfA92ps%#=)rwNn=$dC8<$l$>@{;T&fB6w zxEvZhKu2|FhdS96}+K2d?z?D$c}x8>X%DL8RgQ zio+OW99U9WJADEcL(iL_FX@sOH4$bv4klnYz4mHaPQB{i__Uj z5E$q;@abzLAAy?-Y$}c4OQ0`d7{*(OBwp}U60P*JY#TbPlLYv%1^gnII7~@ULu;v} zGEbCHXYsVJFkh7L`Fc?wnQ{ql4>v7TEONM8LXsjNvFFW&*Kx-N@!-aSElN>n%2uGM zzJt>^Q5NBFeRY5aK@0;eME#G%L78?|Nv$&#AJkcb;zhI&@-$bq5$J&;U3Yi3(CkZl{ZGSlB*fMa1Admb|N7`57}LO@%)(XBPC+CH5o7g+zj)BCYJqW_N@AoMJ+%;DNWEdbj(21V@dQeXpuPTyPDhDW(U4~=`^xSD)@bLFhKP^Y|r zcE(;(YTu}?b1`aZHri4@8qVfpy+TAZ18 z5ruFtZKGuxUbN<9o#oR$3>aqj4a|HASR2ptn{q06t^Dx;KFT|CIpF!|q;tXOxn-uF z^A@sx%@~jrgBDjD21gt9`gmBH1@>P7 zJQYWcXjWdkRn8?d7*ncGcz$&b-~hD8fVTz)R1^kOZtbw8{)+}L>Y2XF^iC568MDYX z4OozztgOY+(V*|g{=eIJ2s@}lo_X_aOxc8afRLCHDRD2hGs{DTe-?tpO#Ha2U^G?7YV^KnL&IF8HfwL8V>_iR8dy z+pG`wv8B&BfNh=@ym+yqK`9|DnVs}nZlz%t34di^c}95a!bRqtA=j>v^H`HlM}5T?$AjY0rV&kg0Iv@h>TX|vbB*o7ch3ZD6^(auP{j#9414wt z#9icE7|V@4ZI@)($|djxLY#dWVTmygZJe{EC_cYEiG3Hz_!Gj;5uOfSpcn^ye7Epy zIly7!1?P7;!ddh-8ViBIUBoLJewvieU<9Uw< wNm&RxxC6dHKm2dE*rUJjU)ZVd|8|%G|FkvjbG9ii;?pUxj7-)i8rlW?8&<`7x&QzG diff --git a/automata/plots/ke_MM401_annihilation_creation.png b/automata/plots/ke_MM401_annihilation_creation.png deleted file mode 100644 index 4f2cddd3a3c666c9eb1572433d717f818151637b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 29472 zcmbrm1z1&S`#pRdTTw>^EW$wPP(W!g5Dp+9DNz#QS*=L`Q5`_N-&;l~h!MijTj&x~Ijt zu8XNFyDKsf|0%!DP^!N^+Ic}{*@Osy(jXWY*{-4-Bg-w~|a`%18| zW-+^av=6&yR(U;cVVvPKWF$Q|*|t&2`Tk%|pFo7&8}Sb2J&BQL3#JaXm0T4bmwll< zp3SgwW!<@j%YB2=^wJL&ew)iZckW!-cwU?5w^^q{;bMnx-@aYU#xC@mw~^>n#>evhXWrf4yL_EMO$;?~?316M#pe%CzYckQOZqzA*Y}b$YAo^AwQJF1WA+2h zxw?V{lgG`i8aSt>r+LN1vTBOB%lZtA-J^Vumkb$de=Da)Tjb>ToYMw#Q#`u#()zpH(t)L|Qpf_O~Y#(NmQlg1W-ruzSti zb{opqwXv~TwrrV(A2a`0=dH8M2~O=VR!e{FzH3n#{X3?Nanq)xzSLaRTYJvR47j;Z zb%a_pK2AAz{=CE7R99cEt}*}af~x1XGkM0IQ}Xi{F{npKI54hWef#(Mi_3cKBj3&j zk4@nbb@%(M)DGNnh;hxDJMr;c<5-+8#F{xHo%hjd?jPH)Hqp1XFX)S%QLbak`wYvj zalPP!)Cv>ogzn9*@#mJ<4*Q*&9YVKm-O9Lj?cKw7555#)nEldtHfO5y784s=>g1$z z{#ccAtgk-Js&LkkRl@#7(zLUYQ6#gVQL^M<*4?Ixz?igxuS$OF1naN>{GwWFiMCBHSHpi6l)LY=Kuw%Ehe zWHw(gt%5?Tp91%JFPN?|#^X}0K+4|_c=YxWS zV-?svYBVRFE@rR!RO}~;-;17YF~HSTn2+&lHQAmjWkKl zWo3=qN&|FNRLVD$Zl%tC9oHlSU|z*>rX^1=t#B^q_=ywa&z1{@4~zOuyYI1TiYH-W zc6y>7TRu+O?aQez{S9O_S5;M=%s5(`>vVPivprP!t>B(Y*q!d~Q`C{B6XtF29-q0D z<2aCbeWZ< zc&~4Bap9bwR4QIoRMhWZB^`qhq{grRnD6l$vhkJ+=G}kcRBRGzxP$usp^4v`wQJSf z&YEc7>>4-_J0&d^nA726r8hKWU#P~(+h=FMHu2Ewo2Q{;g9$==&4;JwNt~J;E@eNO z=lmdCH4c$W+QDzyh=gCUG51x+ zdt>+Ei(6hEd35T!u1lIx{*@8jwbSt82M-*$@X=mE z+GO?W)d!W7loCEkAFha$UXfI5F@r~rd>A3=v@ye?cEmUB(F2ykG(?j6q!#|nrsD_X zz7a+S9LB7=m3^BTRolkF@mx_=RbXdJ zTLlu%rmGu-P1hegb}X{u4x;11t~U`YiiEBp9&eI%9TV#t^}n_A#3j7QF%~iFCqfKG zSy&HO5$m06&EMX+X!BaMo>6>{sA%oAljUK;aqryTXW87{^76)>vqqOEJb7Y0TFOS; z)ZgcDddY?lWETfV3=C=7)bsUCSeeVDS0e+vG04iwp1_mH`!g{zI_DePwDQKzs&WMk zMFq;H3s2<>29Ry9u+E8MW`ZC?Tb65j>B5CmHSvcNwUa(cbhUSNSr+>;_0}eZZWOg> z=T=ixtYmd+x{aXD!^``sFB}>8zRJ+yy06=JGVK30RpC{WZl<>3(iTit1JeBtpQ4Yo z9{H*f5=RR?^S=zW8uw1Tz@o+7Ym#&YYg6>=H9em$T<3gLs)B<#q1()cr1r|&`y(r| zq*A%5TefV8^Z+D5knTCRT!6%IrP}<$M>gcarbar*gW;bp@j|_H)84w2M)TG<5!Jjx zVHa$=g6YB0{^{xIBxJ{34EwQ?MuO@SG!+ir6nUF!n5)F9j|CSL7B#DpY*Jit)d@Qe-DDK6OV$%6vvpNJcvfCZOd4}BBox|8t6~0YJV9xj-bJ_bLZhuL&vZZe^$5m3;Lh@KELec%eM>H8K}3v zyKG`|Ri381hWDkg{#2CLoJ&bP-{9zL{2s3ueB(xZbo6F<1qI$6I}V10h1rU+Y;W<> z`y}T4Ioj6NwkFG_ZEHQ(V3@>O&X(3NsWgqZ71CR`?tA+5X{1#KX9)W@y`Y0CDpxRc zcNQ*ZKJ}8ey$th<_c}V*B|Ta$?0e-(4MLRGCx`v}_O;t)`v!G&cDnw@VKf_Ii5kdf zk#bho)6**!c&!^ASg2bz(%im0Dpbo;){COO=|ttc@L=p*9vK-UZ1lSRhVN4>vaz zJC-1w*22OrX(f&KVoG)?>Dp{m6Pu{%9#7_2hf-Fj?z!n9-Gc`&e@_Ao51tJh@ba%xT#Z%Q~Mc9w^2%WY1*b+$myuIr7qoSa-(iy)?5CrP_8 z^Q@q4e^-=ONK};ZMHL>0H{xB4xnBla^4*lB$Tf&!m{{FV0Yjy6qoqriZj`W(zqFDy z5zw_83Aom-LfWZpf%NX(I#?QCJ3@_pStK9ys~i`P7|H2G;>I-fi}JcySy^4Ln9=g$ z;y%MNH8r(t>C(3t7(W(XtT263>9pS!Y% zR=+HF_CIm_I3vIqkmc}|3c&#WyY zRWbxnyOb#eu%(dLKuQe^L>gv+>uq=MzIA9hGoLyVe}%=D zNlkGif(~mjsS|^-&vXh_$xMEDH2kHfT7d*d-`Rl9r{@<-Pvh0)b2LjzN)iFiiXG?6 z3`>(81f*4&R6G)D?D-Z`;d$^ukdBLCb!%&(BJbO=o@&1_^(8A-1jlUsW+QNhWo~W` z5$~4F%;)_8trd1NaZ#RCBOR}lnJo2gjOT^K07%@Fc6*GNkc5~NGVQX?(Ed7}=loWE zfNHHYBWaJ%PZvi%7|U#NO&S>;CCjs7N+48uwDYwlY7}0+%iMpCBGO7yf7iQ;3blOK z@hZ+J_d7!c)2T0pt21~)J8}~e-HlY^G-bcdr1v|zg;gw6cc?_5yTZ!u<$3%Z8w*Qv zvERC+L$`MKR>uV(Doe6TyK1H7jrckaHudP0W+AP=NAIcDzPYttUj^>TS^~Sw2L~hIF$&04S*ej(ruf-|`A3KP}HV z+iC*OC~SWc8M7}~#;2b59{JHhQYlGTYKH{PkmMFD}pq9rdIOOQks zZXTYpB%@oq&u~z`&2-7u7J7LtT(BVCtRiyRiWU40EXc#v4^3W?>eZsV^0tIy|BZWU zQK=-~&(6D-cVjp&@=Zd{Oh~EA+qZ9#)pW0qv{~Mca!v+rCaC$KKT87HZb*cc`e*ZF zfl<5hBwV%xW^f4$SC9I{tI13qAT@2wGpjN@U2IN3mCRY~+J-q9rqU~2&YzxNKKkJJ z#nghY7Ax4KjsV?jy1M3&>Jk|}($V>#dEwf!w&|{uOv5guoFp+8KurX2M>uB@rB#7G zt!k#KY$uxH4{v)NC2O47Wa~!@3?%rtqq8#+n|;W7-2ym>%%XkOxb^lfqPgQ3+XOafdOJh*1@YA zW1l}iK<*Z6^)!NGCriT6B!qU&D1F{Ncb`6ToOQ>$UF@=)6fsf4mZ|f%cXnFfX4~t`@ufhZTGZ9I z#b&}OA8LN^YbtB#)Z2gK;J6e}|HlHQ7tD+(r|-v$YBS)8qRY~c@WsAY3KUTT<-?B5 zaSifCx{(6nLcGrtI|Hs8-GE7f_Lel z?Xj%ue^h@{%;t_&{^jzc8}GYU zO=|eUox68Ym-CU!5wt%k>k2g}Co4n?r#d(BAAO`q z;x0#maiM3<=V!}BP0QEwAGsgBFKsDBPX4x^BqjQwnCn+$Al9Pj@XZNAI=}I(~q1B z#!&3Llz~AA3JJM~b>X(goJtZKLs2C#k+caJP!K1s6N3ZXewQzk3V7_T0{hDjTkUtE z^Cwzgq$d#UGvMYQ2y7thX<`@ENuE+);<7=X{&nJ15&|DVpA0a$&-pSEJ0}#LL_h` zAdnehs#22h3V<`t&18dldbWJKn%)2KRlB`J2DaF;+#M7O(`A7{jLQ%zpE|E^)5g-% z{pnx3WWRA!m8jIitpy(A!1t%#-9IJ)Fy??|+ynYZ3;WpDK49qWU7xtVQ5$4WEs!g7 zqfy_w2Xlu6G*ytMv;f)b(u{|K<^0)YTdEWB@rqX%27E~r@--JV=iA&giRu{leS2En z?XF*VC_=VsW~*o8+EFl8T7{k-`NJifdRy{y5kG74-JGtnNgt(BsU0#}A1i_N zSl<;E87V+jQdH#9kOlIeo*0@)bejoS$XPGx=>;Yy`I_Y~6!q(f$P_KND332;;3398 z7p-y&mPH8K#ZXjjYd~AeDQuV9EMeb$jikWZ1kJc|VUKl;jNQORTHr+d9t|p8G#m&h z^=L2&b)nf&6Ag18FIvTxj92I4=TA`?a{DBzs**E*{(J{qVU8^kD^aK!r;1`3Bh5eR zM%d=FdBc~;c1*imk9v@Ux_9qh`8P{fuKdCxYc!!Xu9~MKZ?Kl)?Rx-PNc#uK9$SXtkG^-eHQw{DH0BQR2a2M9Wn-^dZL-SHqSclw!DDX(wsSvOVm0yu)itB)7g>HHK(hAwTgQup-qyslRorxLc+ulNqY zgOo$yi$|8v% z-T5XWY0-*}@!;!dF+e-Uv@y``F1;P#W(J$GP5cM4Dl65g@`0WSr(Y$ToIDwCS)U3( zU5$VO8bkARJ|JB@0OL(br__2g3AZn&A!wy7?I3xu;q-2Py@$^=O*0!aPQBea-rrCy z9Fn&+mE?)z%uW=!jCwFl4ueg41Z!uQRj?Vl4;Pd9mHFDejpziC3v_8DPXU?tpdQu1 zyw!ryC#3;2s=Gwml0R^OJpIv3s|cNxqp|Vv@xs35{}Ur8g35A5rWi+kpM=HjI{DFu zX~TvDWHsenr=dEpxl#5ChCw7cb&yCRw(W|nGVVvNU%!4d%lbCd4#$$H2C%qkpu|tT z2^U|se7Po6z4w`C(=M&pWC4bnKn9=*yZ4trkysD#qYO+R1C=caImgw%xVX3nYiKmj zbGUe&L-nCO2^dsDMRNc2N`p4zV zJ0aj)0X*M;FTeDvW29yZ`rTC&HMQ}YasI1WSWX*&jxMQ+RrWLJ!`c@`b$oom!i5_k z3YEyt4X--UQ5GzJJo`_+lu=w(T)ZLPxUfLC0dm1fk+UsL@!CltbgneAUfO?yaOa~5 zuAZPqEKtLkIk1+$J+f+kzhv36U2i0Zq}syFB6p6AjQG|_x=-HUd8%^rHq>(WkEWF1 z`ZK3767SaYd?Ltbf!{H$4_AcfN^Z0k@HP4AzhO`O>Obhea{TG@_6eIUhIllgqKa2Ps1kkdIfXDjAa_5YS`dbT)FJHcF>O=J8CkiuwV-iDoqvb2- zZ{3?_^X%C(4yL&^mwbF~tyA3l`&i@Ii_@1cukm_7WN033kRo9JrNw_KSHP`UhU(bZ z*sQG1d5*=`Bx-;3bbQRX(ZYxim&&ausnl)Vo4y@CQz$b3M`@Z|`*|K;`XalU#O*6s zzfQ=Izp1f4c~D3}{hEl~y@tc&FT5+Ff$Yd18EaN`s;|8stxJO`fJa)o zIX%T7TZ2}UdDfU(1<`&S@%q%;JMu@V^#)mN77BK_STNMUdp)wyj9B>v{XkTudde`nkM=d8{l6YPi5M3Or1Ogy$<^ z1fht_KDD(4V<^kZRnm0qZ@s<;jaMyV#irfPhJBNKL#2I;oG4oWlRBKgSEjyl%U!oa zrjA4cuf40VN=*;N7E#nus=1XtKHHiKf`^pEw4k7%7@*)D)N7Fvyt=7c&dyn&u#8;x zs2k19#_FHtZLS(!W3B9l>!6N(;~IpHRM`_rdYcjQeKNSL9>oL`W?Cgo^`5@^6` zRC)UC?}E5BA-crLczk`)VVi)70gw;r$^x1t>xI-+cmveDN~)@L7<1lHX55G8V$sKI z)jeZ*j~h-G3-I3x4ei_T#c69&ZQ>t){ITrnYD(FyV(4D|o7G(&K70syev41hZ7|~L zMR*LZXFqmuoN1U zZ{G7+`cZTdi$Z`>hUL0JGc)Dew>wL)YTPeX_XIT$>L@Cn)l1n)i#c~rB-^06!;yWo z#xB<`=+>s_4~CxnJMwi*GyN`^k~@!-6N7b(j8aeU9_q_#wgR^pK31Spr?mKk zF#WdbDOm=3?{ge(?NH@I5DC`0aewID^~B|ZrxT#Tsx^0aQ?70ly~4rjtww)Lxr|Sa zU0i$i$US|U$;FfSJ4erlry?e%b685Qu4UnG&OdAnebHl2i=O{^DMzD#*`K+pX? zU*lAK_Ati8f|G+IM=^71?JEv$&eEVtO7sz2SF!X}0)Bb(_wBWR@igk(NAN~Ui1PS_ z(o>oRMSU0D4yBbiVuar$E|*QGZ)*zWFT2!&oU9@iPtU4a-EaByFe=KjRHA(KnynsF zu|Kj(&l<8=DeQ8~i8G7m!rzOn?A0sbom(lN&;0q|=NDa^cKf1u`?l#pd{J3g(Z|XQ zONCEn=1QBWcCC)RH>h#)Wa_hLDhw+r?u_`N6PdSI$r9u&&IlQ5_0n3sde$VPM3J^^ zSyj93q0mN;@?;_9j&`@}9Q3ukByj65>Y8-(*N5bwnxie*b~m0qTf;$ZXxN>;k1ylX zpgbzw`63oILNt2{lP^6(nHB$)gPejb`DOKNCO+A-1vM8OP>l;*z$$lfD_MAQ+4qm0 zNYt`)p{nMsqn5qgxpO^5bkVD1`ZoQ^W@c}LH8d0R_zXR1QM@<$FJSFlvh@0HE0Mp_ zl!)OkWVHU}L*c3kE~C$8ABnuQ5Z%Lu>|(LfXTNG(_2_%kbZ$^3&;OuAyONa1u>XDT z#E=KB*e=Gh^3V;T{f@bfnw|D+hb?*qT+`4GT&zGVqsGP zKUoEvQd@$s%g9OS7l-UR%ip53V%oTo2sg;%^v;6U)$cDr`QF!5fTy z^kGkgE`m}c>e1lWhUDkI(4C z#iaY-!GoN3n)29t%QP4Np_Y7oB*@;XSid+v$hQ!T>VYyjs3_(%kus%TW^*|7RLP?@ zgi!DCV5rYF8{V6a4Ei#2U$xYAdqak0sA)xH3Um^pyc2PR2y%prqs1VTP&Ghg)w=+o zN1nh}`Ch#`E@70U!w+%OwKx3q&k5MW(yXK>=;$M^rf}8tyY#Q9ep{SRV`O9`!W*GN zIp|6pSjBj8yG|}~@$6?U@PA$3xbyghE(f66vm8B_w#3HH{uLYeyMsAEqyU>t@PNDu zgU-N7^$iFJ41M zP=DdOlr@g|O`|AE1HW#JWp}-Cpzi*$q8f-wrq+lHOh}F|T%Nh_g#1X5)G|pz*MJa-kqBC5C9Dmio-@v{PN{?3sl|@yNf?Dai&zbbS8|uIaP5N=3ZR`- zh^#LGQ6v)8=snA{d>t$ZBHH04O-uOaA>_aLx17wqYnSe^V>=euOljR~a^TbT(M>RqZLnMKq{%CJk9C*)UB`$8NK+i?@ zPB2K6A6DNC1-*5ed{DjU?SF_$^lLxN|DNWlw0}!M@p|;+ycxh|=~~klR!(k6t=p6i zHOIbqVQ}$c*m@R9&9BH(YW9yBRwLpSiv5qkc@x!3=aLn{E7|B#-FnUU+JqLDeV0n7S#X4tNoB#{>sf1QyU+b zWS#VFUe=*7MpUO5N1*_DWy9yseZdp2tkjs9PC;>{FnyNC3 zqHp65MOeV_#pacvdV--+#dnFE17Q^@l%OXaWmRzZh}azeJ()9k-`XE&k82P8p+v9! z>$tae{1e-}?2+Qi^|&0a$_c*&pg(S_Ui9DdnEMe$#Yb38QfYR!Dh!L{GUyM2PyDaR z@mr9;01Ra%0CUp3`HSL>@?A}Rus+mHIh{;G=LX-fF)_87uYU99F_RM{s5RH4LqCA+ zubr71B^#8GS;$dUFst2xCntSBJ}Q>-Dd(ZGz1d=laj``Ac4w#q878loNgRRZSxwA; z7cMM7=ukm{v0E}PkzYh>*Oh1dA~pS|D3tgR)&4Rzrg3kxQ4d+_(Wf ziEn`9Fp~3NKR#6%z4zt1%6Oz@8~Eq9gUoAvB==ry7gJi9~3PIj_&R6kivTF z(~OTtfR{w7NTY29BJvir&VKmFp>Ox0@FSa(YJ0f@{8v`SA1+d?nisx$$7SBV(0))p z-QL;(dlbaa!(pkSj{QdnRXOlHbtF4Gn}`ltT0s`|sVOLr7^nRDVWG!bU!|9#Q(RKg zdzmw`^1+Gn0?-BO4NZeA9i5A~#3q?5`X{$+$v4T&^-GpqMTwPP?z)s1f@WrBwsyer zK4ZUWgkgPsd@^ z=aQB-gklr$%P+r(*nD~}oJAOz@D$W77cXviHj-qqcUx@TsaWYZ4BMpJmrz0D!SRbX zqoUFsxWAuW$CiqoWO)^AQXafJ^2O zMtuGJ$RZ*ffHZs>8zmi+VIO_vc^6;KwTFD=V|?XXOd=Kjx5MBO>mPV~6Ysa2VE&j! zSXwT0Y1jgFk%{2$1ZoH*MwOr00{r|JTaWRh$`VtH03b4daczszp+mLX zLk%?g-Es^BvJC_(`jV5AcaX1!`B{&5HQ~`JB5Gd^@wgDFBCcRQr zF5Xq**^O?h{+FLp;x!a2mG6T!w#_9(iS#rESOXQdHekkV>$lk`px3ei57phEjft=~ zD#6RE47kYj#WU74L#d&`YX~6$T%E!>Pa1f0b4bF=(9Hm4PbqmC@=(<9G(6-AK$*8a zr#jXd!kUgkNYm8xo-S|BYtzvydI13e^~mjcsW$Gv&_0!9utP73iH?pI_D_Fygb#(? zU$xcdy|OQ{N9`dc@`#BY(Y&W3ZX)ehY^$@>)zR^>=j^yHv6fj>-@A$h_Q-YIVjLbP z+9Qu?M_?c|U?W-#Xa}MhN?3pJ2J^9<`ZuBBS@JzgxzAtvm8#lbXB27J1ap=RSboj% zzWRC)qeK~o4ZaU_r!FkN&>3P@Z#&3^HW66RUAu4l5UvEVN0CO%*I1B!5b^3@hYY@c z{kB=8%Rvw-1r7T=B?LktgvGz^bFq05BL z-bk55pt$IR2}-gJ)I9zayh8JldjrN}{N0HFbA)`0hKI3O@+mM=941DehTC-foVa1l z*qQ?h3YHK(Ni-PmODjx-qJ(G3tO56EX!lyw)CWKdN#P(?VFDrtUB`gHnPl=Rgz$w8 zTfX0F^_nq_N!){ozS}uCx=FJJ`gmg0WM^yo?~_|lYL^5)5B?2+oX8r4XC$2%#L;C{ zFlCCUN6%eET)@juq9hu7zE%zNyr-|f|8B|f-eOp>SmtnUs$RwM2V8K8j{K5jWguYw{Eug|p~fNS&Jj}Do9E46#W?`! zGb4+I3(ak_@4Xt3F}1bFp2qedO6Y@WF0)d9YPu=YpjxB~K!u$6gC9K6<1m&LlxV&q zrYQ?ZRc9aoLswp&R6Z={I}RYbVk%NG6+&!^1Gj&5`PME?8 zYurI*nn0qzezkK^{`yb@+sp8^;D4$4Uyjx$j!%>ZA$)_)?8D^k*}0E=gPgbet1U>lXR*L5tseGAWcKaISlCWQag(-<^ zLV1-zHC8{ryzt@Cl*o}kDXie%Db8E=3hssH;q>lXVD{U!BXK*?bjdezMv-F`Ud)5C z6XA^OPtkP*rY8e$4qI7ypF4jRX?i}q8ZPRN(`!IbfP*sX);Bl@H@F2BvytI7)IxL= z1J6Ljtun{byqK)4G8^9Fd9>ocr%ys!pxS8oNcntNWPa!e<8NO>Nmm2WfXTGP zJd3R-MLej18!U7RJX!+J`;^$Zz>@cpRu6bRqpw~2l~}n+^g$FYUr8sr)URHPjyecc z5K{eVM|vFawg6y{8^-P85wnO32s%42l^8;Z+8MYFX+ad6*5{*-;Z`854cVt=zcY`m zDUX!a2RBj&!+D}vl!p#L0xbp#vjQmv0TWK!UO?@%1Gev*LdP!ke<|cV>L3xoC5oP= zZFWq|rpK)*-ogg~O^8*o-pK6`kz4aav@OwW1$&X{@ss4^b`lZLS(YvBNr{hN%m~1V zvA*`o#ISw4JdhZi3!8SIu0+k8 zMh)E2gZg=oBwb396WxakNuLZ_3S2wG%n)3NPdgrnf%Ny0x;nim>HWw^%;mMqC%z4@ z;uflGa;7iqlN{Y~Hpqj$82_N^9xdcQci90yCf)lE+Hj&?7n~Vvc4^9wyADoc2K-Cn8r9`#JG+lP(I@+}^~b zH{CaZ>uNyFB|^n<30}o6V}Slml7?e2ex!WLcblj~6~s>^E_aA!0KRENEbHm%$w4Cx zk!#Sg7TK`k=5|3fte9uB3T)SZng4T@Lc*R?lZ_AdrvAy@PHZ(u8)NyHVa^HKvz_UcR#Oe z&zbienT-S5EhxT#^wj{?13B;&s@P{^y(29t`g=@FOwh=e@ovH{+W_j@$Y1OjX1%{D zTa$DulFkx=dVM5+*c+39jhV$mfV&_wfM_jElKKvcBPBR@bd?6M%j$$J4fx z_b=gwQpSYE{dKHo8#M<;NNE!gdY6s`xzMr*a|VCrD9*$-i&m_i0x+($4FI%#t z5<;i+Q11T`C+ke0W^@nyFS?bmxCBMcWh)X3Y&@?9j-p3{IH~f8p@)fyse_wco>D&+-6H}=K7$a)-PikIH zelzkdx+rBRk(60{q0oDfI6yri8m~blLuzmekS|zCh zJrYOJ5KvF_?Uk< zj>JqE%HaX1>k40%$nob(poNetwKxHs){9yM!Oem7DrgQYLW==EZ-M1v32 z#5F*|;}1?ve*U--Rvmanwo+js5*Ftnw~=#rzJBa@dwV-U#$Px(G>#o-V`jdWoXqEe z)<{$^I}Xy3WxN$i@SSM($R8==Eq)y01FJ5$AXhxtp+6Y#I8IQ25ceWq14{%jslk&A z-e)KFrZn`!-k?%6z8of|dX!kf>$OGKGIH=6(!C#G;r@fHw%&X(rFIkWCE7g_(5f>T zRH_fFFnSAgjvuI1PdTa)z(%IiTg~P#7{L!-lcuG9ZAYkOPSfCt9SVyn@u%!<1WVw~ zwnx>g$tH{bG=J7Mb}A-nCn#f(8U&SX*>adrZt*Bvis6H}h;Z*v*2b%otd3>`o}G6r zUJStdAlTG2SY1nUp0`DSz+iC}wy!AW15UGjgsiTAK>8@qN)=Ad00_L3v;(-{_xZ~w zroRLOrx9lA$w?QN?1v4f<;zmOvz31=ku%x0SFi-y&p2E|J@;-|X;j}kL~P^KDtH)^ zVdfwu5MkV3l6)1N^H1K%floq0?(V@A+o+2zC~L+vo#Esn1~2oc=N7(yaKeY7NF4@A z5vwLKVDO6m&v<(Et69zBWv^GLTYu*F^|koG?IiKHa$N&0b$fSx8v9FPF5)@#ozToH zv$a)Own#4a1daSPqRYRZNAYAmlxHr*uZ7>Hi6H&GM$?!?RvklGiF}%>p{V!=L(#S3 z<2xmj6H{RL9BJjj2fUGIe%YH!bf9x5nPP2L5H~*l1QnJPw9OiJG_P%>?msIDZ_lkfW1g11Z z!B(=6Dp&B7opB8jk|Uc9q~g<>s%Rh9MO+;V$j zt0vkfx&~ga#H?x^zOrXAC1{ahlkznh?G8Yr7QFk1(NHr6H#QgiIQ{n%eV)jfx8yzJ z7pkQ5)9Rf5djfo2KI`{gsD=Az{m%4HrIDfnd`YjwyOSjQL=p}(rv1ldBDaRvZ z>3LgR*x4QX2>nH9JdlH_xG)%p41ln`$*NI{maIqaE+0KJtu*-AzdP~}J@DjY@;(CZL8vHwsASuNk{&z9PWplbD6*=9^3k6DtV>4{} zY6xt37;C;Fp|Lvsvpvub=nD(Lnk1>O=zk#YUHEK?8^549-KpFAeaLAbK-(I| zNocn-N{ezE6n~8oAw(Y5s1$MJLu>q<9AiNxt-Lj8vi1PFM6daIo#Z38!9NhY6Vz*T z+hpuexe-ku8;Wi1-+ueh&}wb6j3LOh{5xe8`!BYcpQR=Bi#sus3`Jazn>uVGwD*OB zk-4~h9g$iIoedqe-7&Wo4h6Lc{G14di161O=0H(|+0zZ3Aie_7z6l8laqfbluVRtD z(_V8fSfI$w{nuKjXo+vx@^;yBWpz}{$bE22sjobR+yf$*gUHIH9Smy3fH=B&)5z%} zK*Ri_4w+{f?}3yhZF*2tzM>hVCeOw0449$cfB!uZ##`N4u;^g76=~>-^-V7FoEaaM zC=L@br$P1C?L6{*eM0714?g(1*1K~uW^Y(XIqSc0(V|3%253804NGf8&LejPj35mz zSTg8o*R--(X9i&NL&AqKm3K^9dAqFf*Vb>#CerdWBt8n$bMnnU@C|TNhj0){jI;n^ z4`>S1uV7%PLFKWTN@!;i97r1X3rO4Eydg@40Y%Ns?~b7nVl&0Z^>O zVeF^`K%>aI2ivoAZ!)}>prg?P>T`@GH=Tj8;Yl zxNy|Ms$C8wB;+z~2ur#zwD$ab%A^SR0(SrvC^V<9kKh6NV0PiD®J77dfO0`MOa zB!Sb9fUb#>KwDOt|Nn&zH**L;WOM)F1Nu^)Z1@jE_t^w-{>7U&0*>Mt-rnB31a-fZ zY&sj{ECsy*Y>+x@7ig(R=^atf)tep*WR=s^sBx_+$s z1#BSzN~vBmZR`>-lyi^#Y#T>2C{cpN=pjNG!&WFV3p+joF|w_ab205~~R`aBv1CrVeMKj#LW zeFZ`#wIykVfrs|hfTJ=EWHZ?aBsO|{9otDz4XHZ_w-##T3b$JWd_UT%s{W+I*wFgv zLR2TDS;vfE6?*PPx%MlBOEh`+VuKc_$6Yn{S@Z&R>3s*?D4FrZ?q>vj}1tb}sSMKsvmBY(2eaW6c_k z)6MAMN~hgTI{3@{*as(G`x6q0;=Tx}l^l+CC~TK};oR3Gj+Y;;D}Ct&SiChPh|7L{ z)c{U{REu}_Z_~R-!34KIr+(sNULN?I9(;Kg;_3c$$^Etn zd$_+Pzp?*U@@*8+1%c0*+R);IGVF7nCu(VQ8TGh$bXRUcb=-7;KnL$nh)ZRt>qwM} znDjbIDF|R5JI)7IL?HCls4JRZP-;h^L2w(DG^oR!Y^7medqB>6Y_g3mKYqB9{j3vK-u&lslJ3$J zMFsM+KO+nhZqe}vFOEN828qTOKC0U8w@@Pc^)t$0<;CeU&vtQsO5|tZ0+oVQ30UI zjvTIlK*2q7G3RWn%s7H3*l{=$T|Zssv?pf?<}snVT<~Xy#lZ8Etntf!)M^57uBEv? zCa$TE);Cz$ypI!C8yc1g*-wxi>?hnf90=+S!B>$IgxDcxQ^@-<6RDJ#TS#ZEcqC8| zo3tw$f9Z`2Ev|k1o{$aoh0ZOV|BmyRYH29}CrZtgpAX37mP1i>d89-0`X zb)jqG-Mb^iji77j5d3Fz1gRtH4eYLRpt5nXfccPgMi9e2p&ihCMH&Zyt4JUI+8rvD zYQ(wv-yLXZ^YvouHd4lXna5c!9kazKs%;XrT1{=X1k^LNDO z+#7x)oL!dCpM+9J-B%HE%RiXXdhHJYBh5i?J78z9g~dL)%>B>RdT2A>!Zo+jiVenMcuP zg9Y?Cb}_z+-Tm|LbVnvcZllsh^Z=r=NHNNPule|2cvrYh4-rpjjb64bIkm19r9oNt z^^rB$ZBfQqQ=ixoTE(a~!p9dcZUrp7*7%wh2XRWF+GIOO&bM&HkbZ4$w7UwMO2JqQ zb%`W&Gy)TT58hWE9D%q>dJGjYtp;7@R1I|5;#=&9d*Y^)%R>O|v2x)GEa~Ds`Y+M) zeMvQZwd9{7SnmZmQb}b;gRO%zZ3Hx_IchIj47cXJ7dVUsTkHDY8i|^rmzNigo6tg4 zcNj1gEHF773AtOh?o1GS(KY|HLh}qIWEcnpqlCeXit!y5}6edlMOUJ?=t6E#% zCxv#Huvz3oRj|FJ-!$0l6p0e=GnP-Jr^i;R+qKO@j{>m$+8yQBng_oG?M!8%{Kibe zm->kxXzwT2cZ5v`T>m&a1m7x^Bzg(|NvXaLQ?&QS^TVCqXiMtTOPmnuw46j^NL>M5RX`Fk|}t-x`$)$V$xWK zZ)GgGHJ>Dmt_e9B%gUVm`2}cj>-;&>5kGm!X=9G{6lM(aaY z-Z)RxK`rHf_0@YP`q=cybHtU zi`K7bJSl25&iQ!h+3VKAcRV1+YUi(#iiWyF)d1GcaGx3}yRwF&E)V}?Y+Rh%?j0BA zQ?%qs3j&5uO_u+G61?EBg$Vi;f8u`i`gKY-u!lCoT4cq<GF*#Qm5=2291nnuj0C)l+Q9Ppyw*Bs{9W+L6;)X8YYDHMRw#AlBt_ZmDn{?Uhq zUU^~3JW9cxn7WZS5k)tCMOKf!{=En2!2?=MDIYV5z93u#HTdD&BBw#(91F&2T@QF> zi$}~U-o00-pMGPD)3lWs@9%y~JkO|v)K6!SqcU)^n%?%siz%N?N<-C_qwH2x41)Gg zQ5S%m+ zO9QTa!a9SkdGWlPtd{6cI~TFaY{411%*@j4kILVL{Lt(6F(!g>O!z>LJ z1Tkiqw;B=8fsxm&Lo@6?#2rAog_Q-epVLWVuuIpXi|i%6rsVx_+74VMhe37VtW6wk zvCbTR5XiWM^gy_H{oS<5LpoqSc5xcwSXcAcT~W$gw!F`_i$h5q1J@)uOlhOA=@nQd z&`%tPlhf4A&CPc#rk7nzKHu9;3TCR3;&Fb71$t-UCK=*x%y-KqM?ZPsn9j(D#B+si zzu+i#I~D?n;$;*oKUNdDALcaTTZ()LOP3`U8#!&}@^yly2MKq)$+Z}-Q>?EDoJP3gjfxmj3sTh&x?*-?T+li#F$XV%HJ*I6BSkSc%XH9yBKOk0#5SL2@?G4 zdVD;*$-$8J-45+rlkvB+NL$GrLF;#92U5ekq7^&?KmmKP4y1Ho_z?a5SsHt9rYI!8c{rU7gjwok%?Cwk_+2x$x<6%uhV z5KfDq{}2jQS`1FV(FD106bTn6;DMKo$GIq$&^UrUBs&0ajBvExcGbC(@&SsvNBBF3 zW{ay+N&V6NU$$eN0xWxP1ph>{A8Ij#(@F5ljbrP{(RM_;Y<3@gO^bn(XY!zv$vSfN5GAPCi8^ zTTGlP9mZh;2HQRFcp?;&@3x()RvwXbcj3agWLKQH*^NnyPexeYVg1iS?7QkFA^dp0 z%$=-O%}a5lp*sI2QRE>de{_ieTaFdJb{kJ`8E@*fef!m1q(nrt0PP&MA6!5YQdU$H zAs-%m-m3Y%UoHCPF;;u_UkNWKUo!gc^zMoWAbweKyddT581SSAQVn{}?pe@tSfq6R(t)_}VQ#3Gs3E(wdcBo8~Q?4Pl;An@I*j8m1x9;K6T6BNoz_Pd(u3eXob(52lNnZe7Ka7!H zcWOzYzpV;6cTMOr9DDU2I&gHS_?RnpS<0Snyf<~W(2zr1Fxm7i#4v}K+e5V+zYkdg zXot@GM`LTWxJ9*xhyP!9R~}Av+J=udGfiouMbr#QC`OVc+bHUgQ0E*&Ls~dPIz>qm zp~Zxlv9!n**$xttLS@PlC2bfAMG_K`q%7b49MeoQ-+b5gegA&_SJ%&RdVlZxyw7t# z_kBNaVCHjEE|rHPerq(>F{?+kefY_Noo)*>uc|`>k>4Zvw#vBrE`n5RrzK?Q6|ffL z0wZb)%;2@lopeQEWj)C6RRJ2PMuKtpq7K5mtve3Pq6Z^sB*^yhH_?VY( z0tNZreCrTVNy&7i_%jZTL(Fdzu>Z5&!@)zPvRHJQnJeW2qk6HClXwt^evo~jo!N&^ zw$=G(j^P5yMbeb2K#4JgSVDDO?O8k@JDcYgHh_}NWMWiM2ZTx9VQtZQm>aIa-(?$Uh%yx zHEUo1H2L3dDAvWMk_6*G6JfxYl8I;3_oltL8W* zIJ7ii%G)Wo`)}kv`J$B1KFZ@mX6c?C{qPt&pHEJ{Xy6^IeJm6kvFkr~=3}Kq)fBC_ zIBA-RBUAG$ma59=s@(}#fObF_5|kZ}Ip9vrtFIF(Tpjtuz*^ozjh(7mqN1a^BLBx+ z3r1CCS@Q##vS+r;<+147f9qEz-&xztrt63<5uzBAIVLv8?k!^(`$TIDtmDqeduMHB zE`RzKdBbj^t5R_b2@GebIsFxbu>lVavFcd?+a0+2>WtFN1#@@pU+}V<2@(zl6;MC3 zaMQY1af)Kr`faQwool}ke!6XO*#vT{BefKY`vq+c_7&%>k`9W(?4ZJ*E(If5rL)^$ z+<$Py++fw){)-ol@pBA4OQcs4gr|Za~H$LGIqVA z4RU%z;>(t{hdJBIrc-txj%Z8`G_+jE|7CIR1cq3wmOWS3Swe0J%Bx8HhWCfDb?aee zkcS$bW+M>hf!;i{ex+d%5qv@8Qi{P+NQ#K^92p*8hYSs*)dk95K`9b`Y@DP{DK0Jn zr|H5>c=%nI!R0DBIB8^G7@NFE)>Kn2oOgM$nIw*u?ByR6O=tCklGhFZ{}Ej2C{n_l zoLCC6hPF-`-sPMp^Cu)^P0khK&%l3PR?{kE8EKiibw|v%Y>A`9=_;(X{D(V`_Vg%U zlF+l0dp+gQy4LS%JB`8BWZpAxre!{R_Q9`*Le6P;c@Yu<<}Vq`{|KL{5W7;w@U-T}S`HA8Sj8o%VMzYl?uxT;p_6#A0nJRtw zN{~#u;OpjtTtS2f{OBCMdVTgCDWMKmcpLs zk&%pt6c0eQmikCAB7HwE{0@d^YEARzce1v}`yFWk;XfbVwy))+9ae+uEfO;otuE+t z1d;}F<3b$W{=3`g`VAY{I8-Fw>>w;fm_U z5_=&P1EUskj5sw_H_EnF{Yl3++S^q3vbOe;6my04(f?u_7%A}5^8VI_@?NU0>~Qj> z^5J$W8wOH69^8W*?#9UAYMfKz)RE1Sf~IEO^QVkh7g4pZ@>zqI%O70wjnTRiQeppa zcxbiQwEK-JoU4Bzy5$`lMxpG5yzzV>1gE5zu{8IyLY9?QngahPCr6sPkv_0}ASV>| zQs6a`o7#s~^^*hjHhTNUWhe zZ|1ujJ%<1-3VcBUo-q@4j#uKj$XMMLdL)|0^Wmc`NjwAL5HMf8D+*&gr^)Wg}K8_3oi%K{FH`q0E-MW(OtSpce^EF+H8dDp}w!e>d zoTQQd6rF^%h>NSeuEFgQK$xBw`@wJB?>a}$g2-*U{tcevEp)Z|RVa2_v5CKBM45`r z!k|Mt30R1oSGQ$@}A>3}1qLNKXQ7L>{`Js-7SA z&@=$zSXS9E(^~>33wxKd>z?TqSFNZja$bCYLN**|l!-e*^(%R$qO`67Mul8SZAarZ zYe2lDHqlACI8rNrKKgMd2des3)sAChy}RT(=j)iJ$udR!+;aOL+?_A=%fk5Dbnfz4UZc=CU>B9vS+rkxN}`-fFSm+c6{_6KFslfAq&>W+*H1l4IOpKV z7#L$yl_6{0|8}H-d9kn=hNP)eVXjT;y-nk&00EUTK)bZX1!j)!klTqckBt1HT6I7E zU>Da;Idp~NGSrl1p{?!rzUexrq*b8T-`HrnS$1vLj@d`iW^3((ksPYGfUxjBx6_ZK zQek7tob|&!eIX&Aq$Rooo<<%Ok&)6^A#HFzeI|YtFwpU2$m;sA$eVx&d~S=*x77LPuh=>YJN6pGqFVGQoh zfkKeT1*bO)Z~%SWS87m5f#55I#(4rHO}F8HeM>wDyk8`p#nCFC#Bq60?12))f%4Kq z;Rn}{(Yl22XoI|>G1m@r#n|I3<@pn%*({lB-38)D&tex4-#@WH*B{19Rb4n0{z%q zuGqQgRkg1Dol{cQAB8sE%=YK|{{CyHM_Y*cSw0a!7~Mi%_5v;)gYikA4VM=BsK1K8 z4>X{UPHG>FFGz)^5o!C%l)FUT#xBFWixxI-_EGvykQy90d^i~=1Yi$${HmacA$1vB`gyo4V#o<%LfMK;ElC^3$@2BB~5K&tuIu{;(R6OK?Mi(G)2G}@?@kH1^ z&_*FTF{A)6Yu;#{>mwc~6>Y&3OnV^}5p=~v{$I>jy>(hE6)(!B@)>Net_Jni`}><%!XJ;8*8HFAoFaqcDjyL#H>l-Tho4c?2``t4+_rDK|>vF`IGxhp6-!v za@T$h!+I8&Q6ybOwT#<;WsCR<#}g`^ob2puQk%kCw;fz94tz^mXE&xNeU7O3X~EuhGK8{YDPB)2*$@7qK!{t36e--;3en<)o4BS#_nZGw(U={YR zZhP@OT`wEU^IwJ;8en3?X0@r?y4FTlfkh3acQK8afS4%}^Ogi2El^B);1%|nVSbT! zj|&DxQF~>7XHE?&!yS9o^^O^REC3$enB52w8!!?hXd|wXBeb;2fIbWGHbW@1{pjUmJD0rbww0oC z5eBCK|DeKh4?s{{bETS1>oMe3dvYr+YYe}F)ycPQ)w`$-zh|BBIf#~ zGrT+|=&IF#!on~a1mOsiHX1r2Mtx5_Gi$~frQ#bl4dUgH@vO!4abX5HT1_;M1;H=6 z_2(`Q>#+YmPQcB6`McHFO@urOP?q_vGQ>lr*kEgGdqry`Iqpt$g2yCug{fG~tUa&H78^p;g-I7xmNeV~U)B-}&7Q#c43U|A$XfGdY7 zY*IWS)iv(A8Q?a;#w(SeV01{yX^7MsL`uXT|GdeM7X3P!1++J1?! zWR9X=TM(8PeG1DusmP|St{u2?6a-Qqr*2v-j3 rS$u92^-tFdJ@P;LME*a0%%cTvx9YsUt?$18D2_Z2 diff --git a/automata/plots/ke_and_bias_of_dct_rules.pdf b/automata/plots/ke_and_bias_of_dct_rules.pdf deleted file mode 100644 index 81dd4ce0acb0acfcae62402c1fb1c9dd6c27f0df..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 483291 zcmbq*XH=Bg(sj=m7*Rn*P((mcK|w%4f@CF0Mih{&l2aqlG#Lz|NR})aK{5i88fbzM zkQ_up)1Z<=lXLv)X>h#vzW06qe6Cq*X6z@NQ>RYVu3h^)=TxO+I4^Tup*+_%KKg_5 z@~KOwZ0=i7iimJa+8N)&*w~#qFKK3HV{PtWeSwl&)y~Gq!O$4~@|LCfJ#M)7l(pa` z_)08c_|^DOFUOD30%H>ng5EwWdV*$m)PJRxK7E&=>NV%OpMYPZG;Sg z_xDf?@143#$$eev6t}XCo%KDd-xmq|zUa2|1LITNcU10M7#m_JxoUvdFg72gL{T>vy?H`+|XD}_By=G9AmF) zY$s`B{lErojK-W2q~w+{x5B{Oxn-@GV?36tQ%w|pL z6f;5GryJ_9`ECZaXSbAUjZT3`%k{1FNJf(=3dSf7T2ioVSMZ&p#K`oUZ&EbIyN81G zG;}OY%&{-SG|)q|-kqoQ2ZDTLuSNYyS--VEP;5<*_rR|D`ZM44r zpS*2zB8G2K|NnoI`E7dL+SN6m{{6QurbU{bp5El3VN0Sk&%=1n&91CJz8*I>H=mUk zDt^QwK6B!W1@AWxy6ON%`=Q15E!yd)1}p}5WKk0S1s3h>D>RE!o?ANc_OkkL&ZuZ2D4HH~#I7j;d-iTfEy(?-oM; zTQm-z{$Z|^@13Cwk0!#e*R zq3`m=+7LtM8St66N#xeXvG=yP%sHB4qOOZpU3tlVrXAUO8omXjA79wwLj{i6l+8RV z<6#uWhF)d%SbjCL*9Et=xi;0hb%az^v{aUun7F>a9vpmxWbu@UE^|-z*fW7<*J#q; z)tPP5pd*WV7`QwazjgBXai^hr`pDi=2g|k;B?bX>OkCXL`k5>}yvF85F1^wMi(Sk8 zf#SM$48GJDJa5huiqi5A@x>wHIb(H=jp0ETb&4(u39ZglGvl-^)@)a8DmOInSQ37+ zv~F=Pn{v!ZOOn?*m)m@cY#e=A2>S#!Y0MF?rki&C zWHonq(Z(cxs#d3gyK;Tjha>whO3KoKU)El>aW zs1hq=>^4m~gmnN;bS z6lAp8wW^1m=sZ1ja?se@$0v%%SYA%<%jU+KP5FXGiRQ;=2jkrryJkIDqAIsGrh3Q;`Re9t3#Vn1s zMWTPS1`P^zEVwcZ#vASzDPW^7A@R;%pm%v~s#0_8@V6X;t&ya_+P*>xX1D3St<5FV zcz0G_&*dK!D|2j~q31G98e_UL)H(Kj@MjRPaBSJ6s%7rG_GE8EytqMJ_u@TLZ;Bc* zE+nKaODiAtkod|#$bPzuFOG&vZ>3ujOc*Qw0$YQ4**vq;L6MOc-Y1EEsH`)Kza!)kZcQj^2cMJnrQUplwt+q3U}#) z9B+7#!jY-2d|AB9Nb{>whjD#JqC>YjX)0m;vcvRCtj(=-bVN*u_^0YX=8lM7=i%6e zv36ni)dH+~$}Kgu7_Dn^F6IZk50b_pJX*A8ByZbZ&~D&{`=~XJ_$}euu8j;{N1O}e zyn3@$XYMuhTor?jnI>tH_WQEdz%cE}lUZAy;qe};a=o9zI!JV`;6;iadGi|Y}NsP$CO3CV0Ll-ctb@cLUwt5u8Gr_`E?x;BD!VSqjuZ$>n;<8 z9s2pDkF0JVAx%|oc{r;W)y)JZeE452Np$SvoQm_?V*aGINK+7+|6aJ)g)t|I*k0fg z)>8n1r}*1=P9>LT@IYYbZnb1=;N`pw!F`v~dk8j_L?;H4y)x;e8%($P1 zIC4)F3fT|&ee&y(W!G}cVNBzt$PX%%bBr2wc$hj|qC5V50LHsK}v$$ALM8vH*;Tkrg8$I2)&LwV%z=!>gHnxZl^syv%(u?X#Ig{(e<$lErG9+gX zHx}!^uU@^X@uUaum@|jCkaD~jCwI=`Xo1HXL~Jt!YmUz|`JEfiqa0?M&cy7%{14Xe zCOOWC8?1OApK8t2%u$XN>SBB{paFqnkW`gD2M)~W{7yxDtgJ zJ^Z6GS8JFs27}Si&~VPQ`aBc(Zic%2!_Ed=o?Dc+X0MWcFng@){kw@^LY+0MN}QEr zI%%)LkE!SV4h8tAD$OrSnfp)=>lR1^+|4AJ@Hyr(Ha0fRAJ;Ozkph|m?=A6v^rFU% zEnc{lqHB~xD7?Hr$nCk(^UUa>hpYLl^W4zE6IX8Z7TvhqExH!pkItF)w$l7mM9=Qv zsL+MpHH($(wf|zd*<~94#s8e}!iJm`GXLUS!h)?(AE`<`ME$RW2l;xXOUog5VXIGZ zpmBrqhRU3arFwph!WzuaJf0{;^Fz+yv+3=bA;`t{?>Ir)SAWJnTwb(K@+@)k?p^HF zHd0k}*0kfN8KG{y26l|Au_lE72>kL--?fGDRHeWZd}E3Gm-cgVacx$MZ?>c;Mc35a zFgGFT1{KA0smSymzO&&u%#Oi-GAegj@UssN4xYf`{a&Gor2&qw1cFg!-36oVng-VR z8%*-S6=fSn>~1X8p7WUxV4`s=Re>~fb91}?{BvH_d9lm%P2vZb|-_#Qd z>Nr8$>y%?pkLl;G31R~k!gjZAWe*Mv)EHP~_LpTelVCrFMZ%x%cJO4dau*4!(B(Dv z=+UD-&#m&A!}DiD#J@Q^J6A~)Vb63IW)k1`xXm?C1t>VIOVMt&QN_#T-Rg6c)eO(?MA1xgrR7gilAz@H4?5c zvxvwwB|7MyR(7;X^vePRvdc8qw>GD?*n1qhW&$N*(K#Pd?mOsOBzpwK9_XeFR4CkF zwx%l5uO2sZ;>!BmxaG0SgR3S1?h7RxNuM;5`3bsuY!8X|dz(^KOtddo`A zYB&?QJlzcM-+zsRfQ^6f;{!df$=S1KrDS9*aPvzkb4&k!#KF>ZqW#cthU;7jfVGTUMlP^+QOq zb$UPh`v=+ZPBZs6L|#zEN%vC9;c#Xx_aQ35Snb`IZur_0Cx2UV($aPB%b!1gj*N`x zpi4e4t6BC%un!Eoex}u|iIHV;{^YdFPy$KM$HHPm^?R$rajW4z9=pdduC)BLggFVJ zE#CY)k6=mNyZ>+~Ra{MEQTkURr?HKYjNkFY zw6y2AbINM8w6xUts#I6j`nI?Z|D2kd8pynNVU6;(xwh7O%1XyCKXq|BCm}6O{dB`A zMAnVlEa7cl_ZaOdwBM^8OQAN&VpBZ8n6|lR3G4W}1)Et6gJq1NYyZa`*UA+dw^)QL zcYUdFUwe%kR0>~IH^?(S0gqlh*7yFK&JUsP>=fdZUPiY?D+z_7t&ilDU6WzxJaNTL z6>6ylrae$b-d!2X%!%T+E`=Io5(kzu2zIqa~TMd)rS(`O9)#>j)8$bO}b+~#U256c6K4%fDks7C{dyI znXx}msC={30BTA~N^0tW;WxTWLbQ8-AS@8;rG3=|7bZ+o-~A#cnwMMgv;hY5K0VwziCnO!DMH zuj>@iV~zAiyD$U59uyPR{tOY((UuO;v>Y0k(bjY4&!<8D2ozoH?8-OwR~TGOlJWQP z@uA$euViy|+**ZFy8*uog-Up~f_o3R{k*w#Oh`z`tzJe+NlCAR3`6TQ>0P8gkF_^` z7EnHim1;iOdyor1kp~dC0^EdJZ22zyfym(B=Y_W$louDT1b?iAj6f|i{jjpq)6Ooh zqM*3A*t98b_D`|R<$ef<{{H@Nba2@-3dI@Djxf)!R^XsV-YWNYM&OASocf*{4$gzJw%y#M$&^>*?hgdG~mXwkCJCC&>oNNJ*V#Wi1_>gomVcWtDCO ziffwo|PEzoQK+l6G@$r4- zOTEI5lRXfLr0GQGnr`hWfewDcBG*i4Hob69FnDvEsB4kP)5^-NJmb0o zVWBqCYz@RsW?}3ELEb1>Ga# z_^qQVFi>j*&p=lFmfbzcX4vyy2dNC0et=^(XA4a(;-@NfEY<;G^EG}I>x~GG5cb$u z=;*G8krzRc0jt(c(b$N=+a8CdgU!3z7QgvguMi)vXpG;0f@|Mje>E>%@*IjZ9he00 zDbPzEm&<%}%3w0XRlC==qp*}09kmKA)PLI_)+D}Q#G8g~K3UsKd~1EKTb*JJ7k|}$ zXnCd|5|;1t=gs1Yj?E;s?>~P0fbEgDW(M;^$R689KYHGQR~1{Eu8>%m=;%_Wew;y< zFMI1|{MBDULl+R4^Oh9>W(bhh(h?Jx6-@l*Lrf+Ji8HS*W zdXQ;>T@zjE>7SYsNB0y%>Ffc>3pg}qnCLvAIGteNO5)2z8KmwO7RiP zXi&HXb3{gLUX>aaTMHmXN}NkQvu8NYRar;-_HE2ym?i*d0?sCaVGF3PE4>LH<|LTJ z-0oC01EbJCye)Er-e&($^Wll3y{tTSPB*sIBE&hT7UuU)R(% z^&9}E2=OIew$V`6}~Z%-!#wQ1`fzm!+q0s5c$&e z@Yra6Yrj7H*|SG;fWCu@Z-hBR!6fkbWfpdJ`QSXytxdaKUkussdJ_bkO0Bq%kkI+_ zBf$z>LGSOlPX+JB0u#10N%Zf-zvcwP=JY7cZbAgxfOB|Plx7Ok)4XvKWX3cvE-T&j4|(6Hf7C~Eap zgomcdu3fs-T2ubiD+)c)`4)&@b2&M0D+Pdf`lXn3eoq)w-Xm)Wo+-)g8yg!7fqlm= z-Z{j?lDJ=__=7Jq=U{m(!Dq+${|--ghV zckd?Hn&Z$!CXeNNk;nNgZo|%-Ux5e}Y;7}G8&*VpM^*LiLgn8hSQP4e{|NSW{MY3M zfxavy{A)s6YikzO`vk%tsE2_`gqupPOOp#rOP*UBONE(ST`JF-;1^U@Gbt^lpr8OM zj!{$0*8l~eI2{W!0hel2Co^5OlhP@GQet}gfgGkfuxS&CW^|>D?YDGwdlIF6A)cQw zML5lRAp2NEMK>~dy4^@3FQCvOKoypuo|%}G6nmBWED`eX-B*O0q7X6Ct;8V}UTXYW z;dp_EhX;7JA_7|2Z8^8X43Nbx3aTvdg4?%m1KGmchaY&QRFLqF#|1N*oY=GlBUZeI zleD!;LROVLk43_7s?np!O4~ z23vM!P@9Cz{vt*=R2FQn$_JIBS7V5IzSonnM8Yel zCPSSmC7ObnVqh)S-RhcOk=H`v-p&>LH{mVFojcP%-a-=dJ^%P;rxc7bk>E~ubNBX= z{g+1~mY+68R;jk;Z~jyZV%$r?%V*AfTo#-b!U!Kl7SS#I3f5xmN;;;b=I`(xsFFiN zvjQ0VX^yZSXQt5K8T!Mf)+4ZVx42dVxPbJt7P??wK4bgcVFY_V08N2fz9`z_FI-wv z>Fpf?qytYwz@)za_N3uXJh3=Q;rfT-&d&E2E_7k=IXjEKvJ$?$OpYlDdo%U!2M2$v z!>F}dP#7!YI_|>gs#z&f(^|@twfcqVj;7lm?Q0D391Rn@c zI*R(9-_t=_jkGYLVvC%ilRA8KxTIfA^13|t$p}i6>N7lEFMHNHL;r6WmSFq=)H|>^ zSdZ+p-}6VXU{$i8PHSO=!P-01DrJ=UWhOcz)tMdN5UVrXG2|2OyJ}$L&(3BvqVCnAI%5IyTMfn&|lAy zs1C8tWns+!;(TY2jM`I_qM%ND-rAS_FKd=BS{OLrw8Y5_Vx-UYadjg?i%gKm2g zw{V)pOZZ>U{^U)QQ!;ddumV62sa^r<7G#3&L6zWpj5~Z3;nRx*HVju(#8y5vHBEhg z|AZ>;vwd~4jC7d3AQvqv0ktxIVIynmsWR^4bzIU3AFd^W674Ep=q()CorJqWA^uNku{MHK*e2gI|Nf}(P<+mdGsp|AXFmv!P_ym$a` zs_qk{B&g>s-42;=uFMVVh}vmucS|2jgfPJuE#(Tk=ZlGGhpb=c@1a{jbq_7zQB7v2 z?~j;7UGC_%klcDnvihqNmk>o zE&$lz6i9Il|H_D=2u2>|v;C-QFJ_NUzz7Km35z7c_;ASEn62LAX9pQ-6UE$D0R~7K z%tKE?J`>uYPrbYVc3lsf(i4I`QD{lt6Vs3!Xp#Mfcn)_0;pXYYzkHB1wEQRhz~Yne zZ$Hd6v$~9ho?}fR!vm+2!~jZUe-4NIv3>oojk_Oa`FtnPkRQ6ULn|JVhrPXvkr({u z4I++AHJzQU`-dOxM!kHrb1|}O$WPpfuH>iu3NQcsP|3J+)vri$48Xu42m(lwG?2h0 zUH=s_{@58d5`_0)gxRIGWBSb$&c}Jf| zB@6{=Kwf1Hx_B(I`9vJr%Md~w5+T!^3y^FU>Kk5*yka{^JdBdf!H9;9f^}dnA_d-Y zV%DSGg=A|M(-Q;Oku257whQhC3;wY^_=k|FWNDH2!GQn$hw4s}w>J%M?O9gkM8Xdw zE5l^rB~!n{+u5^zzW$6c!NE$nB#|8pSTL0n3Qd&dwc|qzN^5sK*=J4{Cks0svggA! zEeBV=Gco9;!#nXl%{i2WwKjF7*VosN>*79=by#|5`Zx0l3$Y|)tMv4?8;V z{nsHOyj}NXt|3wXmD2pYxk8RUIf=e&xIKx@WHjkCm0?8Quwn#df8b9dy64_AcayIO zCW2&~Fm$twu)t_y^!EgB64j0i@davP@I|2^k{LUxUZOz~mqfXf8ot65Gahbx-akJy zLY;j?&E*xug-KcRwYRm9NU;}~|F)sw;bFkrr9l0>di4s32_Sh|rt+W+US3{?az#p3 zHjr6-6PmWPV*6pi-w_4}2eo4ViiI^fB%Q`Hx){JH%p^7itWNj(e}nNu$7pFC#=fS* z6G3tU`VK$n)?YDKd)o8?Nu(C7V_>>0<-e6-WRMCXF|Gio+Z9)!N!VQ&!KIg>N33wi zTis>gw|Zf2?f?zojsB%Q`|1An@;XLGw-fU<+YlVk=EQ=5kR);RRqbnnTI_j&PmaE|Mgnw#UCnb}@1hj}T1 zy_d)idea!@;5HoV$ivI4`9|9T!l_(*yrAt*pe-m59Jtb(1;h@u_CZIw!Dh99I{^PG#E3Wp)Sd;&P1_E{U-=&pfBNy`KdS>30ZEmeAW~^U zQZY_XPd9L1Xm0|-2C9mA5&a#ujJxH7{J>-wLlpH_&B`gewQ zhLv^5n=P)naqq1Qjy<-rKwj+HwF?Se_BJGG4_Wr%kHT6XIbuh!#xVjnP+13MJ_Xgu zJE_Wy-fmw!o>n+|LliHjAdhUO$#avJi;L^jsRVEm$jR9cs%fbaw2Pp%%w|%v8o%Xqlfy@E))9yWcR@T<4KYuQV%nSK`h{_v@p6yVK zQQq9`e{>Bhvb_h6A3AjC!9u%cCA29Z=^KGq1XN26jK>lG&TJt)piTU%4@#$(mkohA zKg7rw8x@7H%Z6S z$MCS@K+WO)82Iz;Zrc36Cc@0*79hLUlaPA`u%B#IYBgZ?p!kPY$kz|C!yxq zo;Go^ZoPJSZEcNy_ujqo1)wwW`uE=hfa+or#@0{V4E6o}WJz15ZYc$Md0#y)6HoDr zz=o5jh;MQM9$~hw!f>R-?xpBEdj#(5zhQN71(M(u56`{D@iE`$Eb;Am#tNkQKu*#O zBoOEqGV!GllG|_HO8ruxYxEeiBm!v`vZ=P}U3&hk?f9?kKZ>=k2M}U+uZjLvGiiBs zJg0%_@fidtPh0S15#DI*j+4SAK^q6A8gs?G6?WO(#XA#7QM_YFK_H3dn#B9^O;vz( z2Z|lKgR20wOsK~^k-)yQ0+_C@F6eHJL(r0tkbpY1fvNE-MBI0o?GMo^iZL&5vR<}5 zLPWCw(3X~#1}WIR;l@}X4H}s0wy$$`#ihPBa+o+C|Kif=)Aw|(CccM;T9p!^2E77s z6c4Jgq@*PHueFHE^}!GovCH7F&5((6hDgM0C4j#w^4f12UK1Lw=SQ@QE#{wXsL#M@fMe|Nx-eSHRmdoqse%eL_Zm1n;;0df{QM3?p4nnW z68y~z7(BOYnI8-tI3;HBDd?82LhQJ8=Z@LpNF#Yav2$}by&So4L5oqiitVi8ixH(8 z$B!`x3!Xa{jrN)w!IlA%-a{F`{sQszGv13|znT|$$AuQ?mkL}kFWfH~Mb7!4lq|FD zm+3!QvI@i*GIrPuzP_B|Te>btIiI0K5M_mY!{4IE)QZ6eCJ|}*HDL9+M%RQUQS*>Ah!2SQrh&G~SSBwDn;Qq3G z(=OT2~a`el`>!hTl3M@O&Tbmmuf#c*L!U+yROQcdTFW7twjhDYZY*$mpn$VkOdzjR?_;!=P7CR!xTgou ze4xvF{Nza?&2=vAf)UvF0&r8+e;n3p5I@vu zCOzONWdvrwd-AdiZmOr`mWj~TU(o_KfCC00A7?wd+S%E`ZtKX>3WpOz%o6=_FG8PU?XB;eq?dnZ6eI&QEv z)|%`a;wTP+Lr9fk&@};~-<%j15upj%PH-LzfldVJ82&e;Beb4z1}RZ+34|XSQit_j zMw6kL1Qj>|P#dI7q*uiMV}LkSu{P<&`9&M0s;%{}kq@-lk8fv-!PF7L`HX$I4 z4kO&-bN;atG^qf*kThjZY$A|kHXwK@R>+~YsR?(ybmRZVH$yn+bY^;SoKYn|tlVg@IU4~ifP&o`!)>Q( z8a8D&o904GP3M!5%{$mA+Su3_s?iM3jLL2DGaW(EZe67?GL6JI!@^xQmO5Dyc-Z8u;@?Wt1!DNtd|Ki2$^$uCDI&>mQ&E6dD~J zZF+aHm>d9n+OUCg%8iQh+Sc+nqB}{yW45M5Z&_L!HQy0pz>60zfFg(#^|3>2^LZ3s z7){&CipBHCLdfnd%KhkvZy}9ZM$L>qpT{Is|x^iPuCio(E~|BdBx>F*%f~*-ZnVc+k>E@3m*B z!+JqV*wUeo1Ud97beHOxI<8s)=?&#-Rpi9Tq?puUA;(D(+n-X9a=MchjzNbKX}( zoC%Mx1)`QKBS~bqqe``J0dhBJ9;8zW{Ze7z)CmN4Eh(u_&@QqXu2a++fQNrZ*1{`% z1VE))>TC{O8rcj|LEQWI?^jS!!Nqd(8V3zm8y*ATFTv=NsE{}INS^E*M_2MVa?0$W zswkR^cNx1te%v4w@%8j|iPB`KlyDNB1`v@L!Kqt(>B^P)kJRE<8rQ!+p*Bjn$OCgH zbB9!5FoDCw$^K0cXRocSI6x|U5D8=zAo4!Q&tOBh8l`vtWd|Ks8oSaD~+TRX$SObJI9NPXnh2WQ#_& zZhAvgQxmhO3kHHbA}cyT9~=^r)MpGl1qhe{V0Z@vFo}DtYq2Sp-heIgYbha(Pk=~z zb!FvCC2Y*A&}a*BM0^fpM27n|K`Jk@I+6rE&rJ~V8+rUIgy9lJ$|BMt6f}_3$DoA| z>mh}pFOUkdyU`&&(s+lClfAqKgjR#OV_1^ZAPZ6lDdX@E1^o+_3-ys ziIfG#%%_2g0I<+lR~Pco0BN+^|8I>}{X2I?mhW{z!8mpai}y&J{rhj*w{M@^Qp-cO z{hQ}3cY>;*EXdzoH0OAMon5=k$ref?kS`U3*rO{EYU71uPVIu1AjnZvj1}VJ;!=)} zkB#NT_2e1*l6KJ@J-Y7E`)C&hg1dd-4RmR8a^oSv8qv|UWQ_ib05B6uKIl~(1#Y66 z(NWMo0?Os5&z=D}|20!{3S~uRENhs-mg9eGTFy9H$YBm|!#f zgph>4c7ECi`ctGa$a|oYD(F`OvO>?=L_;GSbo~IYTIi67BqCClknnEiBccR!*m?Zz zt}}rmc~C*egIooA2Rx+V;Uy5SXw?GI4lUr{jbBpXoW$aIhYf5{5D5AN1Za$iyg*>c zzMZIN3IZ^o4HQ{f;14N%`mjvENqV4Bjvqh2r#DrFnX{X7xYALM>GXC>m^bbaA~pNh zhA?{{em7uGXvMU~ucmj0$r~r{mBitxiIe&IprEm44ucaV-; zumt-lA2+Q!9uE%>P=?t!>mwq&g>f8IkomHX0nk28WT}fVATvb|_am7a=vrMk>{hw4 z7~Pe0{#bSLpQ!Bz?R07H3PIM;1fCua<Jqp!f`Wn^9Cd=Guph-7nQlO?zN-Sb&d78J*Fj=BMhpOz zo9N6ZnyRaC`fm#a1*YGeKt=%K%^L-&Das+UioXhIou|k7H{i|rK+QnF0dbiF&~lX; ztQRiGWpf!+^z6W^`a}{_NK8y*Xn}U@KX)8rcAviq9WsQKy<*l3uqmfvwRYn0Mj)8y z!}Yp0l?a4Ld&pCSFU&mjF-4q_hz4l_xfS#BDNHEr`q66xLqmwbGK5uWb)myxa12yK zOVE`>@GG+COc?In z4KU94M;4pJ*5D+U$?t1m=_!c;u9GFE;A@Cf2@M2wFV4mQ*zhVizO$3`V7jB&=nzyvluZW!NNekW4QDVMWY7 z3Z4F6+ZpuCwm(1Z%lEp)g?J1d;)#^7C9g|L7AC0z2L=huV(~#OfFYnDShn1Q5c!Sj zGx8eY*0KP9>0`T$;q=DR+#G(cQCPO~(hm6~a*>;RN;MJ+=TD#HkoW$TSYryu0u*Be zZ9(SPN`mNc((2>HA93Wm)nL zlMHT{Q%DTpeizaa2OQkFz8SO${c7CrAk;qOSrsF(4{#xUbE2uO?${pKQ4;jXH0fZP zf?NxTT@nt!_UG_LFKMmXrbDrHGD04*@D*gx7fTsWMriv$L<&V#!1z~({_M^p>h@Bd zd>Ijus?_xI@)-dE&1f;uA_AhQXXrp)^^mQFgdSV`^vN5l#o5_0(xX~XOGJXe6yf7W zfdsQijd&YMTIKRZ?$|EOssg!@to$xwq%R<2;Vf}7Ao+K_)WOf^aAH)S57;p{3(|%c zy?C)c6%YJxh~LiD70E~@M4C}4wa-}$WMC?8F`J|`7nN2LTCX->vi;i86`pF7iuFN5Zm~&hFU57@`~?6kJ$307uX-6_`hk+7po+_MKcr`8Ja( ztcoRnQOsgsu}SHj?o=@~JjC_zPA3b3w`&Dqfu_WsYY9xSEqM^b;JqSFs0=ig^nmqc z!$cRp-hvA7;Qsx-0Ej@w4oR-!{C^>PD$M?YPC>5z+a0Tbc!Vm4x1wuXU%y_MrQCkg zO=Do`4GPR!kS>kGxQ5&e)cNbSVlJTahWK3pg7^9PdFYPMPjuai{$EsRzn}dRc(fdF z3NBmVJG)+d%ht2Jur^uJU1-UzS9)8g02&8c1#rAJGF$_y=MHfXgWS8{x2kKYgpQ z7Esx5iwcmkQULKwZjdUh`uO_Vl#Zrk=2U3oSHJ1l?Ag2bgiSLPS5Q{nVFj63dyav) z`zCbIjplSp?2_Aer6ecoVNN69Uidg(Pq@kZhGL8qjEWNYS9jnLRk4`l6m~;|ZQs8B`-T+2jdMife?{^3(BR-!h;b7WR_@9Rz~cNwVE)<& zF?+#iTfUS+!AYdTL(f+WG<#C65aF?tJ?1evj1jAVe=IaXVVM=6AZj=8yvXdwho=x< z_fS#qNk%%FhV3Mu-8*-8AxIv0Ovo)`)6Q^0;2YgJHa0lU^1HXiZy-!<1b$lt=>SsL z$cPz2i(WdsKr!zG;0J;0#hV(VnbfRZ>UxwGbE zeugUoO5rp=*qicukV*Y&^J^a=L7VjT@xeq-;S9BF3b>D4I~^1?wNg{OF62(tB=fbZ zvuvjF0%Nf4Z#TD+a(xjk04P|#YeUSd-MeiivihKyj+kAeR$89-Yis`h{=d(ngTksK z=LLp>iZ&z%4_2QRKf2QLvfRPx57_X~>xqiDp%*GZV)VnP8(XF4Ht^x02ep|;fA{KZ zsHHuwymozxj0tJm9a-(*9PKN7ZPmPb183O=F>KK50~K%MsU2B{!U%wckSq+IACz6n zzr-2}&7@kcWI`;WIY7vr2m4C(x{@(?2v6Hn-%ZS(P%9-u1|nCGj}cBeBhWL1flOE*e})gRu8|7lc&933@wEu@xl zhDSrk|B86u5oQCVV<2(xK3)f}_5~pq8h6xI5&+7_xOWB$+x8)V`*s6)oUr$f&ZGSr zF0&FD2&l`PCyT$nc+t8a@P-7mjJE$CY12SAS%TJV*b3*`jYS5DBVjj8*=UB)(iw=J z4IxXlR<9CBaYcH_c;A!~m-9pRwGwv-1Ly|~TSc5I5Va2%Wd&{n`LnLC1tcXCAr{u#gjE@n7D z!QY3y`~h^SoH$GMp8hHZ$eOCN|MC||$sz}c`^hT;@t0~4Jb`xatwM6AFDU4qh*zqu z38L#@h&Y1ClOS?~8fgevZAYut{WJlO+b1qy&MU*wzxNDDF{kibDoI4c1f zH#QD8K&`0nsHhYxQ>p{6_y}i4fIKL(>f*^n!?B4JqZMe4 z#79OtkH5jeu?=?6RO?*1`|crhFrj~fya{5qvZ7+vw3g!3A{<#&iWl1$O^wGQy6kot zT;`>h?A%K7+T7y88z&Zy81q481hPa5(&?^>SMDxHUN{YWOyB7=Kfgu_&YHjvwB%C2Zj`DzVn*8)pWGxo zu(}KMcy|Ewc6?{fNE)~R;1q?bfM*8I0|62pnS-Ag4jsyc8CFwIZi`LI6f-%BtdK`%+&R}I2= z4lAgnhi5m86xYi(kW;O(T6gXg1H}rblj~!Jm!Mr6N52pCjvm4+pRgGc0zkk)3ui6J za=6Sq^Z$^;sauG!%5XvJ2EGka;2Ls9HlWz?0P10F5<#8e0C5sfQ^o|i6TPt!O%y_R zz~O)=GW)9QVphd8uuLy5Q!@&EEjL7=Za>4GpoeY!&wM4FTXFdj(_f~|ck|4BH+Qch57o7OIIf!b5RtoiQy$9tf2YIEa8 z4M;S4)+SI7nb8xk!KT zk3ar^0=y5{AlLX4C{<@=555dFa4St~X*IPxA*`Rujh6|r$>P8wG^K#l=CgA#AqNjo zVfq261z_8EWT;z0j^A4Cs05QP$#xA-qfpY2PpGPtID&y+^ymSWp`xtm0CMxB$cwjc zlOyul@}YfbKlAf5REThvRK>{XwUHatVu1O3g!iHzwvAwoDf++B&dj(IN3rLXpDJAu z7G8^W?2Wu)9*kW8A`!YVtN|1#2^@#;@lvAu?dL4-{@5eX0=2+oSAO*bfH9RMLKq|B z8I&@I@4o)ddV-D)Q2ax!EM>yvnQP-`GDj70=WxR02Uw~6dcc4lNS)V)$iE}%=@BbO%k5h+n_Lwo zNr=HNbdr#i3Z=r%QF8lbKtVRgh(GRkVNDm3xvOq4DHhd62 z+YR3e8ScG|LQS*;N{8Lf|Idp-F!}O$$wl`$CAlTo8Y2p4yAkxqZ{5Az?RgRTm{)L69WqM?m2oXw*56?y;p*_ z_*#XoYS+A4^UDlc(IcQVhWhwiHylKp`jNU9 zb!WnzFM}K0H;a`xc^q+>Z9R5jrY;)4@Qu(2QsA-P@-^$dlZ?Ai34Sw%*#2Kn)yN>w z(6H6YutfVnF$ca(ruf`IZ74zYdw2wx-! z=Qfx`7H$OFr>|5>yo{j02RQ2DnJN%6I|IAwxiM}4WV(>uK+R7c=&x6RW{U_LCat9) z|C50ugK|5YQM_+U) z;184q3ug_K3sruREbhsAS<0xyc*&|sbECfyOYIC}nw9;H2Z*Yyg)UySf=tzo0l7eB zWu<8q=rEtP%Q1pz`eK-|$RE$!)4Pq+N&kK~e40bl<#u#9Ld$$hfevumpM(%0d6&^w zgTXdZ3*_Cl<3LT0u5NB+i=;G&gK$PFo}ZH!x&9*IiK0IdjT=*%lCaUu_uq zAXP=jWg&QfAM7%&0Y#h+Ctvxla@%yZCzo-Ag`v`sOS?J$Kj^&E$$Y2Z2!Pl^_k?9W|d=gKL z3l2`^3nN`%Rv+1(g-9Q%n;=05*#dc!KwMecUWCqUa$JMcg{Ji{k#GhCvs3-c%U}(J z|0Y71SCzclNh1?gyBHeCj!6*UQn$FoqgC0X(6yX3ONu8z#}-h|n}$FOSQLmj|YSbKVIffx~3tq&n^ z6wKze=Sy?EtD^s?1RrAVWQ|YQsinhb_+6*oXFy0Yon&R7YG6}**$n3kzkmOZd{-g# zGO)ZcUHErSV^##Bp@kwvM#=5;_vedQG+ZlPrf0U>zj~JVl)?>5IF;Dhuu8Gj;@&{Pe-`N}qyQ5b{6oXQ+^;JEMD!R?+hqxoel z#5q%-hAGpflratf?X|96_*z&_Q{<(4*WnQ88?=V1>hzj3E~gj~+XQ+>I}FoDwssKW?qfUj`spNQ|r9 zcfC>HH2YoM9rvc0Uj(kNir)$>?`k#0I ze)L~3_y6+eQk1YGT2WC^RaF(%S-`s6$n^=J;VJllUK)HU4?ceYXPp>q%3g6pTl(e9 zxHq`K)cZ%7$sZza;^5OQ&TsY}Jn^~-Tssnuqr&GbKuouD7;7m|^Jcp5738ZoI?&#zI^UqA9q zGWqCUS{YTTn~!cvT|ahuSCZG`17mWd$$!5Hezdo??nxAu{rM5ObT7(+zZGq}hnp_; z)JLZ4nilak*m{bqK!b-bYh@ z58xlFI>SFQ~H{lzef|`R0W_m=$mCR1t1NPPgnT)pQR2T{w(jew|yizV<7@rF9AMe$i)?^QtEI~_d_vNDKnk*144 zT5D)5W{w+cJC^9emjTVJt<_D9T!JGx;FuK$$2b7pcyUiE=hQQS9)6&RBogm<1X@FJbzl{6XBfx*X+`)gKv zNLc8!o#W@nnwiyrA@BHsIm@pY*2Ad}b3|~Vr>Cc+qy%bYQOC)c?O`V-Cl3M+aCdj7 zW)=e}(+le%Sh$Z%dr|f0Hy*Y0&y+dO$(W>-mX-pS0`ORH`ozLVp@=%#4@|OWV~-oB z>B2e11FyzTk1tBl8O|FvSsb{Z&U^X)5%=X`HMV`b=8Po@nL<)2MUm1>p-JlDqz?6q$!)s$=FmwhHCCdqnP)s3I^vMkxrNzEVqVY2Ut#G5y7 z(#U4#&MnoyJ^zOK<$U+Xd{?ev&Ocvu)#S{#`5 zeM7nGavz?pi)L*Ij(W7d4P6ISRn>N#p=Wt{O)Zx@4@L~}m~>vWw%*Un+uL26u${X1 zsxMgj{GW~jFNL!Hq03(jP#ySqN+2OIalc*1dOia)b8~86U&uwH6F%PFc~^ctY1y*q zM3@k&MBoAbYMF&JKIGoLQEWGfQJ1OJ4>vfEQogF_>T)Z7T$O6sRO#x(*SX>8Q5lXm z_wU~a@jxj@HknM0iZYy<7{#-wE2(&T25sPy2{>`b&CLz=(?6yQz#~>sd*9Gddwi(* zUyL_gq05jM;oyWHycGVUM?^%VwiGOlI!sU7 zP$)1pGAc>jsXK&G9hRdXM=|^o6c`AWFO-zD1jlin1UIWI*1YX3zeGu%s;>Y6jgb@P zWP(!zV-Q@m~+by9hLhKQpu5>n=6Jwq8#s@ zJryID9!WNBTt2QFTfksGu6KX{}6?|=36JF99Vk1IhFJxjJcOBgNm zhYR|DWNH@R-~TsJGgVjq(&mFJ^ZHUkt*)Jr7UNvTxxDUtqt%Lq)LiogOvk-mOtW&n zWUEkp^GNHgh{bZD%2(lAJT48e#XL+Z|Lz*_DB_aou<5{F(-L9Dd}mSTLqYG8luRsN zwRc5GoXB?)n3Q=xx$=0*TjSePd?%Nx0WMd3ezYTkA@-m|cGsKy?~{hMYp=dECXamQ zc#@MnaX6)^DWa)yluK!(?|iht?Y&t-#ftYSS}g^*qK5hIhC4vWh<~xAbVvYhh(7+9kn0aCdi6P{{K$e48?2%nvej zZyK}JscveU;20aVUQobNE+HYMlDmpYcirndFN)do8ugrVeYIU0c*q+KKPjA!l0A9n z!*`~e$FHp_=Qgc(kNCLaSn6Gk{p8S9)nW4#4OL!d+WBqQc4Oh?&HByRPjY9wLo%vp zJ#+e-k$->q%@0v>KLyq-+`jMgsj$_j)8}(-)47}{=DNl-AjjgZ_cPlX@%bm+Les;q zKIbSBb{s9>6Q0i_>-P51aj6$99_RPEUw#=VB3t=R{Ia>n`$C=5%QF*RM~=LGD-=~x z_u?Mg{WTop7uVESaqKGedPLP1m`62o%G~?4+vH06@k8YHZR;D>sIIJ6*r{24Pw8>R z($8JviCMRL_vg;{f7P?3s;h^-?uuGfBhUHpuB@O-56H;zRYWtili zkiJ-5&*^OYbaavLW~sAp%@w8m8@iWyIB}RV-IL|5l09eH!@Yl>_09Hfw^Av3Hci$2 zaRWw%4O}6M6WwzXMA%yw{JI(I8SN1(ZIWB*FDKQ}ReMxSN$}&>U7_~_*4{ii@Uisa zX0`2_CP{X}h5D`GWk)yqj{nqrb&%{(y;RRy_t&>5#t6E=-c1%4?5x_GM!jXXnr&UJ zT+4h;Pez7b-%?Ra-}~LJ-f;(${pz+h`W7K3md&5;mV7=Gp50g~YiH3_L;u`enB&Rd z<>$d=$LF78V(74~Ui|q5{esU|IRh8zj`zA(?Ub~YE#!XX*~zJ)Ge2zUg0-Eot8e=q zcx1UEa9dQ6wvVs4YToH3%M>M*mhgzRyiGe}tNt^(kXOWs@4#R#05A zgqi(N5R3G;m+uj# zB&7&Q3SRdb`6w$No*H?0IOkD|YM-Co%gsBaxhF2u?YhWqoprZ6Vz+%}0_#qB)`F`C z=-mcuUBcCG7No0=UF{KBru0=iRxRku%eehv3yyeSY`R!IyL-3eoqeM;ekrB?(UxQKSZyb&-;9OB`N~O=9;?4AnbIO~lZ2UB~ z_PBQ;_fh5c&e#4U1{VaP(>FT2DYUw7I;uvMdck|l>So)!Zr$^Hysjj4YT9L({zyMS zSKA<@$nMj5@xaF73Exfo#S&Co^OQ?>n>BitY2dEwDRiADq7XfUhH2O2jn_0Ajf5>8CTTbl9{H=X) zFUR(hYF-@|@O$*avmjLLkfBrMwK&ZsZ#~uMZg?NjTRcC$&Dkc_fh?st#amD>w6yxw zVh5kgx|5=37!Nn@+Rl2X{kxyBptISN?3NZT>)fovtK{}ANl>(->)52QZHuaX-i_FG zr<~(N*R)Dqtay9t+p$;f%XcxHr5Agj;v0Y3SiSw*{;m7If7+sz)Y{le@ho@XECRne^#DuXZkV5Hxqsm4Lt9+?}6^=U8be?k_BR_Njv3o3wmvNMO8M-|+U$F&SooNZT@a_n|aaQN?qeTlAJl3}e!x0!0KA)G|Do4w=WsDIW~D zQ1_-Xx~xBHxaQ5SbJ<@G1|+}kIbva#74i1{0u>hq>BG9KR!A6T+dG*#bnC%Q%`?0eV4NK*JqE> zCQT*sqDM6wHp7L{|rYl)_T~~WPW6o+GWd`3PoF^mo)_GoKlDctHX0@Jvp~hvYiJyAv zOwwA?OqY0*7X6IertX`tS+3(kd2L_J!usv9HIL2j+nG$|bG#=FnD{H)5Bb(CB*4W5 z4ypggKUY|v3pjKUD&aF$|q^Xg%%m*zdVV)WP6FsCxFvS%bkKev}>4tE*rDw|%t*^az3eK?532 zlCbO5J9DN5%sFylowh@-*^?($q={4{_A1hu&E0Zu?udckK45DZzXKDiht?6JASxG? z&2LcMVsH8q%&UJgm6_0n2;xyQyh^hB_FZ`u#h{nFx4lP$1&DQ&QqXFa0Q|sV0F?4(}!J?y&-Xh5|^)-dmav?*+ezAPn1A&f8&IYPcm|k7C z;o>Lv%!fn99Siy;?xwkyiduIncSt-0<9%jXGvHh}g6O!=kr)}l0QOLAf>uZ%Nrk8Bbs@QXt&%7)QEU9G z4Tp>Kph{DDAsMwavG4CA__lr-CQ*6YR5L)Wf~t`ODo=n|0HGgsT*{*M`Frt;I`%*r zv?@A*ZW<*8hwi7bDBD*aY_fmTYsJ)8Za68k)%`m^=6ldG^USyA@#*<}E%1ODC<}lm zFIvkY?gZ6=^VK`cABtF6B}BXd!)?)W;;dpRnItCM-Iw;CRWUq`gA%13=%_3>tSoM6 zJ;90Y)~b~&?|6AV03)w`sr24y>Lpk1ga&F}YkE(YJ-s$*N10sWv&>Qga>HABPaqcE z@2Kd)<1h||?&r+N2`V@#{T#O_2|R_|>;?zOS{@et3sow)Yrf&JM4~K#fGxI5{`M~~ zhGb`XCc%q2)I@XS+q=H`bUm8ED93nd3376t!+=@qrFV&miGa3pK8S3X9BH*5Adl@& z_%6I)-sy5PL9Y?Ue(zmVS~;;{z`-oA8vq%ny?$1$G|EBJYjo3(pba7k2^%1Q9_y*& zEo_Q%8-GE*BTo@GtJ~Xe5}%whf8mmki8?iDHBmwlets?Q)-uWR?U4F--LfAqI!Pt^ zR)@tF3E#9^1YN40BVoSdHOehN+#~jO;xJh+-z8W38>BMSc)v{YjeE1oG5la@6SIh&pg!ewK6I53)TCSRI$~QMi%1+>Iq&mo74q0@4B19 zM#a9Krj%hUaNDIzmlCGMqng5-yPLh*O8dHN62reQop&_}W=kU{$^GC)#^b!^Tcb@h zEOrz~cQjeO7wb0eg}6t*W`a{_N=``7kZ}C#Uj9luvi({H28Q*DaZ`&lvVa21*I2jC zt~T9VSN?8@jOdpBH!MPzBOR0ja|SXy#IZVPmptr9$ChMdEAx3>`XFTJIU&Lk$7r$E zf`gc{Sz<2#razifNjdP&7}RM3xT~naLp*l$b(5v;iw3eS&;EdMBA80jxu4nf8Kky@ zU`6ZG#$fV0^j*1=DVT34?Km%h2?Zq$498p1*^y#iH)J$8FW&N=rTBAjU5_ot`t;n+ z)9mF`TMkzSA?<_Y$_NS8b?Y=gMVw8aHV7Nl_*z|)c#BvMeL!(mU)r%lrI4%y3mj-J zt#7PhL73k4zy^FQCn{_!cNaISHI=(ePukIqoVR27PM)lKbR<0@ayJj%nkyh!1BRhc zB+@CZOOg#7u-lq1(jL}-H2^NsMq z^K5OXUk>cr^`w1(t`F1d%$Wh6HsrRmdUg6HCBEA=DdOf|_VYPXk`v!x)kmJL>K7;J z80;TK6s=l;tNB)Qo3R$-!p41gSC+cNT=@CJJHNdOy7RYaMK;JNU{Fd;%>VxV3mFYX zhi=@ub*SlvfntuEmuJt%rvX%r)@14Gke3e?vKZQb-z6_N$j3$DZyvZ3sf^jgwzjie zcTK~uyxqNWvxFQoiQ}x!d&}=vDY4&FGkkEY8=dfE#z{t{9bA*ZCu-k?Q}}GKRV@5Y zo0hUa$z=#OGrVB~KwegY}`9EK;FuaTvE-S*A z%#9m2>Zrs1)ePS!Cnj7b`i~8XX?wTrX}SzZ(MK(K&1AS;Tdi;2BE6TNor-Ux+dXo( zq4vQF2w}Bq2768aE|w_d53aTcyFro6^ZLX*kG5k^<0n;X2|rMm>mg6c1CwLw<->=s zJFqP>ZnT^jMuWv&Lbi~<+j-6O?>2^gI}DUlAM>kDQhI+g2R?4#-dkZdQg7Wgay39v zx7X!q`t-xfSM7E~=QXKTqCm}KP%TWNKzv@oGc*Q`hvtuCj1@p3a0?E=4s&TFIwdK{ zc8!OOUF58VR)(W`n9M^_q>uaN1rfuHOQy2icju4FF z$2xh0c5FEC8YB8`Jw3WO9SCW2!M_6fuGWsVGXbw=iaT{ACirE!+ZQkyO&6|J0*{zn z;}LlN2u|Z6jz@c7BX&{@uAMg-+2Bz*z4dZh!w9uu{o1wBo9R>&8!)50YnR8Ekgw*n z!Db~Ftq7A^@nank{@U;Q)t1bY95p(R8L{qH1c{0fKhC6lj#4dfC*O>tTJ}V|(@jmv z^shb}ZrAfku~9BZAG=d0SM115vOdAUfk{wly8{*RtD^tw* zVAoYGvoqUL!@{Ef2!mK)XlR_1uBVWI>y#5+55xz6O8w$qoJ%N!>^T{D@7~iUx9V35 zh1YWMQgR*-`go(WiAGa@8?!`vW22rQdv_bVr!~{|7Alq6t`z-vFu^@Jclc!gqVmb6 z7%XybVGFU!TIAfvgKKU2zd!yRAeWeB&n05hz4LH(T-@>8cknmR-IC7cR?-X080)O< zwb=G>VnT1C-Taa^>B=FO#q3?f%M}F3&9dziee=I(Y=<0#PbU>4Asr817Zz%|_W4u$ zR?!7C*T(9+eD4QHq`F6z)pz<$g70cBZhs2I0+itDYAzCKW1thX60n-ccXVaDmJp&E z1A`l{_>YzAfRd`Erw5eCml={7@X^!63^#-cxE};c{CX!4Zm>lO3VT-&exq?Jgp&e& zpnd_yq28{b>yAh)dQY>Uqt)WQDe6W9L^QjVOq0NsG|fZRgm0wF1YOP7Dt?MpD$Ow@+F(I$YO z>gwu_0jLFrz3z)e18hg{xI@%04 z0P)K0q3bqb@+9E!>o2|pv>}9qIkO~az3oEl8o*70?I$AQ6!vg!b1(!i1smHPB4za(v)dvKB(cGpO2nAr`-4A3G1 z4)`Uut;z6@xN-Dm%QO(LtQlDcnwJe5?1?!}C}O;9l-rq+sY}OTO@s_)^#g>83Kp}l z0+wqW2J&f$y4r#%z|eR2!&9}kzo&vBt2MpVG)9lfhn=_b!NK=w1yhsbMI}gF9_fL` z<`fbwtkNZ&(u~wo`cYGk|$^%OG0~3!)fEEziF==6_&LC?TgSVJs z%LlttP{nziFped_I@}Kp{S6TiB8A6vJLA1AtgL(+wX;0hNbAq<_B>e_Ywu3v`ml0< z(kKgV1oy%EdmBL*kKGQSocryc!@~yYX7?@iW6Mx zx7dw?X-fJo!L!~i)zRjxGSGSpG+cN2?cvK2+6W@C94)9v?2>X6pfX^1Fex7BWt$OT z@v?ysi$PFP|9S$W8tV??8qKxkpw~)9s!?{OKYG(4>$tHmKH_7?8;y|p|5<;`12F9Y zVUgN&I7Iy#(+(l2Q_ViOgKDS)+#Kg#KrYiHH=Aw%SzsIx>_8cf{e zzwnWB=p}q8<3Sbg_iD7mI`Waygb@_bk_^2B#;NrS$l`aer@Ax&4XKgu;v7(FRBtG{ zXOCjmCn+ND^-4g^=7L=k7!lRf)N0wvTvsTkTiQKoz<_0PUY0f$fF;iF-1Sss);5xo zSAXj~_4!9%L(X;_yaqYBxiBrypxA@Vn;?V+YBY_f?Fq>h8WhmALB{!W-BPN)Kgc>mCI3kGwDpT zDYaB1llS4~^(Ra~UelU0<`rPzGHU#tEXKhRYeBkrQx64;xQBc|7=)3ixK3 z#kQgfR%i_}Hgva1BEA*?;&YKLEKku%9q)x)AZL?m+za`GkK-^7t|%TsAcQEbeQ3bU zCx$6KIKc0t)mqqZB(2Up9u=RjYYR^qyjUD$X{r9GV)ejY0&dGawUcF^;f;=yjO~UG zK@_mnb;6?mIdj7LjT-?x(bYIesHNoTIQLa!^ASlHsv~1#V}j?ar6+UcuP-fv6fxJ{ zy;TE`vP*u@!U?}X_{g;@+(m8E8g7Ds&V2wdkzv5qvF_R|34Qu&u0dL)D$m(*XoQ#R zGmvf?jdJaiAjufOk;QYc$LM|mA_Ej4Z_-{VWKnvJeeAal@t242t#>taf4RmrU*UnE z;>5McykP`un}N>zO+GqNw4HQrh;`%c8GC~_@!$X177Kh+A3!#dkze`nv4v}ecSao_ zO*WN0Z0Pc3^7e;b$6D8uyVX9{xV9~j3_4`{BPB_fFT9Xt-sS59XPz8q zQ~JzuIwCa2(9?5zXwVZpV27@x6_)q3%7)FK$FW+*ce5JPRdKLr>0vI?QbA?jm~_U% z%Zw_EO83dk?_5ivFOZRD+*!=DI8q6K*!7J6n=h!TsFZeoSg+K&a-PsN&g<==goFdT zG~;7jVctB>?Vj7jo^Z}{&c6Jp{b!38hsBb4VUn}ITj=ui|MDiz=Qkj&p|4x*7H+^N znc=?UxHs2w$%y?;)Ts9Y0;VgshMC)}aeEA4^4ueA>>Easgaqq`VVo0X)_K|Y5wVSuI z-6`WayQs1TNQ$)q>i-;c)Mx9Sw_uVgx>r(C0^Bwz-eCE3Nognq0#}O4HbnBURS_tr zHy%6Vxu7Z*^*K^K?}^qsON5)LX3H4V!8FTk3ms&)5NB98!yV2@$P7ir#KcfEM2R0Y zX^_Kp)}=!@@h*aiJYwP-Q0^wg6l?5h(TN8dw&mDE zN7h)Af04bu@SYcZpr-nyiYjS?`SC00fuy6zN(3UK2b-O0-oICJHb=YzviqHt;Fj9K z#Z}7h(*2QZ-v~I8&O6=)PphVGr2uy5-B>bZlp;grtxsu2FlWHRf+1UFbBy$b$MuW! zW*!kf#ZIY&K-1v+8cOd(ZnWRUD}xqz<}Yp?1CRH@N$N5!E{-$D-xE@Lpix3#iT^n1#~0 z)#l^#-fC!TS7-DU1qii)QYTVansIjR`yR7mSWj)I6Dto3{h^ z21MMVqoP1QJ=(-R?`L3|VMXA!Br8Vx-s?xHu_n&y)BMqh`73MDhQoBU5^|2YDsrR zBsx_yM6#slbzd)pdIiluyzRC9ey{`+7%OPksp2?mNB*^`y^4AjN*J>S#lT~H(H)F3 z6Q*I%0|S5a|1v5VBG@ta-Ps*SGfK!<{KK63cUIajpwOSAr(G>_0LcTrUTN>E>MmPJ z6WVQDm0R;6{GRX;=f{I-^uY$BB)frzz)su91+)j47xdVv^66LL;m`8-tfl!Q}H5##&&x<-(_%pph_;DGn5)_{YLRw4GFd&ishMG5{&n6 z`O9QN=ZAL(%~&`SJOF=N(3w5)pPv1pxIXHBFr0TDe4t(xpEWMKL5Dp!Ye$tam>$V6 z_mEI?aNaiiBe3W@cXzjXOse9?uwiI#W3$rRE|QY$Ju|@v40=yN`9zU8C@DDiuhwKM zHx`yGh?S4@jQH9w?^ZMUwz7K5QK;6;dI2(j=>6;yiTNFY;dwXjnx2;Y^VLm)4t$)P zLZ{t)Iv#EM=dT?#?8u$J-o0Z%hVx8j)!>bPUUEt|Nh{pMVQgJ`+%?w_~EEk-PYa~ueP--k_`Xh?#@n&xFXZQq-#u>D*WU-f6lQmk}8y3-c&{t>1} z{Ag&|K{OKsaA<+Oz^E52jMiH|y-eSrAm+7e+1`?^yV8)Xlq*8)(Fc9jTeof@kg@{l z4cfbxCsxz^u_MU~%p-fuL>KPa;i-Jab!ybq$!WrO`w`R`z$i0P$`JvGvs%^#l$&;x zLnCk!MA(gxdq*C^!^5MVjA24YL&H|&C754-fMJE$$B$8fCOq*WoA{mETUtHZBpnRf zShBaAgpGd3!R=j@k}F~c%bkE zeH#&b;&SQ)DID<<)V0yTdh5eVB(v~#NV4$M$}G(?>iYe#2hKU&fj-*7E@ z+*M&jpeM#ihs~p?WbIa-ZM03~mM0JaD!D#8A0= zKhfQmjhS+;gR(2gk&cCd@ZALUhg!QG_g#U+)f@?X_>gMDPTbyxncIVN2t_X$QR$_u z-vtX92rb3OyR#o+Qniz{0jvX8z3>rj%vK=X;8`!@LQL5|-klzx0^?Z4;mrZIP@Hh( zGZ?Jso>WDNHpOWo`A5hY6f`;83~hC&A@{-Br#FNb^X$~_d2Vx7VD}HmGA5`*zeTT} zC=$ch2|(5jRWs#e%yZjfzS@(S8x$m8z{r=-CYgS|hEM=R4aXc~Nka5H|GHEgXeG^R zkUCe1>dy+NAh!~Ge|uAj{7hyXOuuKhhOxv zWw{_vZ1*r)M%QI~j%oJU)MCi`^*eWoIeWz^mUA5#5~$yy^I9r<%SI?|&6sR;8A|1@ zeb9q)`;YGv1atqLcim|z#@X3Ai)_N`0l{j3hSy|Cd@BzDMaSgX2D=kT(T@dN78EO(fK1zTm zgz)I7s;jqm9mrnr_h&r8&EIm3ZYv6mp6>35!&k2t%RL&hS7v^}+_NZ)plb=#3r4d6 zq5(r8q2r7|+}<__+xPT(kZJvk`>aV3B%J(B&S6yk$goY~;_yB;WBJqL`N;cmFCy&h zMbEk4BGVyv4)5+8zH_HBcuzo4=I>YWN;7ApU;F1d6MKf+Lt6CooAgaxxSp+X%g2v4hK-hTO3km|3ivKkS#;@A zA81B$!KQ}9IyJi++z^mz=`T5{gD34&V;PU}6o3CN?99-W6pD{im+e6tGW9k5i0o>a zI)sfyq)?c~7;rEN80SFd8cgYE1Yyb^P?Ab?FdK~kT|jFCM8%k#z{Id9unk#0uZj59 z80>LvILu{}B_X7gaFS^oONkrjVN7}>7>(a5jI>|_&&aK)2HkYCD?igvy5hvgyD&_J z5)!W2g&HT4`=EXlH;}%>qx@y^{0fSC7~@rYqQEtxLIjAVXEH>d=ReL2C60`pUB>hN zmF-eYuZ;MS{u~$ckBC5ZRjYTE42G9?om@q@sIf87eW+(;f}mvID~w6DJAg%S(0rd|Oas-Wox4n6#_@-XiX{fUT5e6Iih&@-McU6ViIY8h5*>bB z3pk~6NUNY%ak95UCWCJA;##!mK$n4RQa#VY1}T~0Q8dEdr4e2Ob8dzA5)*lBzJKrN z@L->r+k1~fs;hoFI^6I>TWG)h;QrV>GyLexA6#0_C-SXi zJFMw6J(jMN~NE|5r z%*&~DMO|enF;8F+B6+0!&OqbV>SoNT;eI_9z3dF^3J|-v>vE09AR{4{+0$~OVCU0> zj3&D9IGw-4??ug9N!Yw=X{%*!)kaD!?D*-k>W9TQA>VuV?hyx%NC8o1LGusH`Ot>R zd^{-Ri^?fMND4alp_ssqpf<@}?Cj>4D#Kb}KW?U5LnvD!-GfFX^QU~*Y1EBDl!~&T zQdl#{u=$gn`c!dq%F0z3!F5KltXvVOBnmhMpqRoqx?`NkmELNotMl9cEUF2buJ@b0 z#oqu`iRLc%CQi}X@tEov&w#CkvhL}!KrV^N!GPG$Mf5}fHRs#Cp=Jm5Rl6T`AB_0f zckLpCYU?0y5UbVg`gf}HjGzkMclIbcw$4sYp!fdKRhxB#s9VgX5ifBfoYD3{&@qfZ zgV}mB2X4+)x1v$71w)pAX93_s^z9LZIXc|sB`n8Wp5B7~57bGofxZWzovB&vkZ^-& z?wLoLHL_K}*CF}bB5YYWXJqv=l`Vh&ggK8sj6ET#Lko8cl!=?;T%ls54G}gW06Z+; z@+zf#Wk-N|Ywm+@`0ptYsc>Z-Z2!Ek2B@S&A0sL$P&A^@2i~0XN;7E+s!9e>fr#Rk zpmOo@u5$}N$;wTOc4=v|WVh({+qj?3nbBhyDYW@4?nV}MtbRn56`cho; z@5Md(3AH~o6!Gm-Ruu=#dB+=?r`B!U_yuq)r4$NryJOZ_4Gie5OBR_4B6cAt@e0Ylyd;-AH9ya)NR3Ibn}*h2xz;etsNE9o?6F zNw<$O%GeWy=VAGvh>zsKNU(4G|6 zbB&}c*FSA@gDj0F=j*HU7m|<}pd{4MiY-wn;|=b+UYjfVA8)hPas9cgI)HI7MSS5? z;uZO)fEA*9I|+ndxIv2i-*164>vyk(C763~&??`(bAqJO`!M0Qt^;GNf1j9tjX;UU z3fewTPdq$?Y0!1+zrVZp3)gmZi20X|eFhOdJOsMxOP4NHreB(6-``3QBh>WREc-hE zKto9zZAu}~dq-K1!@X)JXzo!;`8=})=HibgTSKcKG)5j#N@mdXfH%_4TylE^N5txt83i%W&&NOQ(%4&^5A?e z&zGwXEE=lV+(JV3sHfwOl`HKXa%Y}q{!G9t-St#y$CkBg9E^?HOV_?w!jkAuL>xR* z18HNr?*`a!T@_g^v$_e`D5Pu;tReY#Epgv|!M5_43HCJZ_iCpt8t|;B7f%T~c%L%w5l1(ed_;8`5!etG$jR->@q+(MrHE_d`OH;s`_Yu0MO)K4v8^r4${BLTTv2 zg;}Qlhd78Q>%W$6KlO{D{#cTj=<})eRO-$XPoGAVeo8*N^>M=^71Zqdkm+57JaqHa z@Im>E*w|Q1#wJ6@8qFhg`4B3ozkUBu1f|pjxIE91m$Q;F_xOwYAL6>l%S(MeiG@F1 zSxv2?i(2{`Yluvmpg(hpX>B)G!YC`iPT(sTB;dc<`Z<21w7^H_G^)9V-bttO4Z_wZ z^-`(kqrWEsj$FB71vf9R?d55hz-rZD!KAulJvFh+`Hqy|I)2NdZ%yv}vm~o!D9_Fu z@vGUz45se$U=%~hvEG!20tVEL`<_Bz!bE2mDw>!IZ&iS5F=BCJQ9eE;p7W0TAAou~ zpSOW*$A`lhX6Cb|&FNbzaV9c7Nw=4F0e&+Hcx2Rz73yJGRLtxm3`V_EJF0tlw(gs& z{U7VTlSJLuCIfX}11;JjTqpXAnKN4kI?9XM`?D0n4&GB}ePH zf6-}smmV*WGivD*ZZ46yL#Qg=G#0t%U)?78wy21pTW-B{tw)}#4ZXAge}6(=ipD(( z`zs0B)46Yx%fEI{#*y_$n_|H92Bto2u5n-@x^MTO?+dsE1n^8uc7Zqj?{5*MTwhJ& z>`83>_l^D41=$aKS@RT$Lry!N+fX&K0_~2zoER_?tx>b4<*~*+k}2w&dNh?15c^_c z-1S+YP+MPLzQfRk*<)NC)o|bt?HGe6%YmqGGg_oVi*?qOSH~-4NQhJ4xgHV=+hU_Q z_A{bm*-1BILt{MvRKY-kvX5DFp8iS)ntM8qUd7xMp=~t{CNvcvf}I07!`wCh{H7?1 z8=(Gyg6>o{aJ6&;kAQnr3D*dkF*__>)i z_wz$nd7F^XZxpiB8C-y!HB{E?c=|F8(e5@kq`SlN1dnQ_CntZVV_)uPBmS3|_0W2X z$j{NykzvE$f|{No3F2-d8;17NHX^ZG(9Tsjeth*1Z>77}Y`|M`mGrr0cFz+%JeDe| z!$#VRCxVb|3$yi=Xra(d>B>klqvt%$49v7gS9aQpt)lJQnKLC-%bG9N^CO=;byk6z z-u1@SkK^1be%c*y5~Q5y<`CK`VGx$O9;@}8@YhBKBQf2x7Zq|CJO^})!ma=`onZb8 zk3)79V4+zL`q$n1-oO6^X#o7_ts6HuDS5CCH*PGNJ%IeDMOfzU3vnLuqUSMvPp5pStAE`|GH}8eh%)}Hz6>t@uMh4;odYKLzQV5le56TY_CIl$ zJD1Pw$+5N!C6VX9zZJ83k^;mhO#cM9*9{Ru15a}fRaA_mSU`T1032d>5OM3@ujW}A z9vRhY>@Y_M86sBm{qrEN3{i~5e_kFQ%fQeFC&v z5|z5>JNxvxHx*P>t3kEx0Pu-Y%E#%MN1s%k+q0nxPtYeoFmO;pqPeEWkPe>XuN_yt zb-wDW|8bArnx(z6*d;0|`a0aQkBE^!>scwDdrH6MP@-OzDhnSE4>Bohh@?WI9f;A| z2hBLF9B3o&-MbeWcmORS!r3!ZbNOrc-x@-Nor#&*LjY28E=9O>3%EWBNEg71sX!GS z+j^z&^XCzuU)KCfafeZifY}+3{$1PAnbDL9I80)iZ! zr4igSp{EJJ)pwZ$yb4`$7guz^!669d@-5AK{&k6>Vn9Cnc&o6(V4Qq2862`%?DD}V z1WY0yC-6!F-6(hjUuh{Sn7oI(`4Me||-rU@$$V|8M)J z)F`cc7+ns!MT>;28gL>ZzCQl@H~h{oAph5}U4lyaQu`r(fad^Q_7@T`EOdYTcxU-< zREY{3pPMnKpbYX)MZp|cr7y!gziqL7T<2Mr7lgBs|YRY(PaGATLBaG_#&FKeHo3q&Y4s(6*9J8?qTBsDXUo-C&W1OSV=plp$B4%~anXF) zKdk*J%e2@2{AtRGzvJZ()J)(Dr?9YP%}M~r5i@9Le1MF7w;Or{n&UAi(@S+`TH&FV z3Y+L~yy62W)H({|r5}(=sDa9-%8liOehwkBOEfls7i!HZH3F*JMz+gh8(tD2frv*% zTvX0od`&@4?hBAj2$Z9uqlM7|sjs3Q-9R(m4kNv=_GUvRYD!|Yh>tBV389zs`?o!W zTU5U4XIra8<+cxu@B;D;1z-wlCAi-gjYeQ40*gPmyY6^;mc4t|4$AhDTcm@pXI;b^ z2iz2b8N$R3&@$_|6V_zLS>p!+K_HQbN??b=MCpwVoc3Js_dlbGC5G6f+YfMo{OQTQ z+0do;tYe%lx%hl+gN-1~RS@GMK(KGX5E^$3h^LB*I?6+4Bbdu;$+s_LIEF#b#dOv) z{UnC&K;{NeChDc#jak1!PPuf=Ce;U1X;-&9mZKPMjevX{l;a15>vmA=uMz<1bg(oD~K@q1&W=vZ)Rgy6mp?H zMS{-P-HiwEl`eRChh7FiCjB!py{EKNhk0@lmGjVB*9+V~-~_1Ec{i z&RMqwErV4eo&BWuB_-zd{5pwOYg_K{3z+)$UcSnC*xGs!*`u5~CC_1~8<6UMekhyr z%xx4Vn-i$IE1kJROts|ph%NFC~yM(eg93czxLE6t<-QCiz#q$9h z4-*abom&v8ZEGrr5ckHdTYKBu)^6I=)6?Tvqj>NkM4f1L1j!EJX=eFp<(b`} zD^XI=u3u5x&@le9~?bC^)ONNee0&LQ>!dr;%z zpnvWHd7&E$JPr^PKE8|^$?B>s4#h6o56s#rTy3` zW+N#?!01izh+JB-hGx1)@}0Iz9&#Bin=759YHBu%``#0Fv%Yx zsinkDbzh@3@K;2YlpyYlA!O)5mwzZSh)A_iP$9xxe(-fp5f8NX&CCPw^A8>5^&o;V zwMr0VzL4jhS>D*kPS$FT<|95OL9uJ*;!ZY!dkW~P*oDLcR<5e*Z)t!`Yu;pTPSSJLj5vt5G%XklX8ZYvYqxU++}7#JkBIpi_qEJ z-bm{O5+8ilD7DIl%wHl!c{Gbb0h8*=V3D{i;!!wfYsT!vTeaq!d8;!4UdXwahFGON zV>?>HKfl>{XDeZyut!6*v?n0e?>HUb)Wq~L_*D^`HO3us#wko2RpI5FW=u7Obt*%K$| zSFU8rxG!YUiV2S`5=6=_|Du}um!pCoXg~>oKpA7K+l$G^%S+_Sz++1d2L}hB(E)&i zk{*C~D5M`Vo4UD zVae*E8dwr9k6g%|^9K(_5E+V2`mE`Na3!!`#4=C~R7d-dP|J2Bq)ty}?FLK} zOm&#jdS6osq;LJg&I8^xeQ$&>V14E?Kb#%DnlU#0=- z`#<5zj;=i!{|Vp6d^AHqyQT2YxlmqbZijR6_Hok1+MmOIZ0Y4SF0*;|3>-{(ouVCl zEVMI3P}Z5j3m9V;CSGnuUONk5TB5G3e7WEjb$&1GAa_{iKSuTH2ltsSvd!rWnt!! zK>ONX4}yW@`WWDlhifi!pDv8Fvvqi-*IH zkJyiQxhNM?NaG4!wqkQvT+%hn@njw8Zf?u3$S={ir#RmW{8QYUS!#r=_%C}VV43*~ zoRnJS=YPH04LJ>TtHwn6(~4|9EBb%$>X~h7(H_Xndi)L-hu4KgVf>@o)R2?0l`mCP zJQx}87L5)LCOtf)IQ+ZjbMv3l%IW=Y!2?np;Ng8@wfv{}+QV5J*4BJ!Q#$4Pr@nIa z1Aeoum2}5PDPDtHDr*CCZR3CV1hlv?>a=CE9$6_O<7CFx>YOWlJ`&E8e^p|Ro{b|- zXXN(jgOZ|>SN|JYB`>y$8Q8b`scm%~8{71!#B=AZGG*(Jj@l9L&s1Jvi`MP3;dxV7 znK^V#^gi_r3GQmK&fN{teKn>s75Dr7MgQfuvQ=hI$A%Xt-)*Bz6|%)z_2`keM`{Kf zEw!*XXk`5GB@fG5tA{C&Yw+L?f)?z~YeyYgfVSt^^tk3{8DXy_-9WvMO^ zv9_-&FCQGqH!b-!ICSt_+$`>-eA1ESJ`MIL$r`v3p!FSxUt6wOZ!WQN|H%xmSE*-z zEm(Mw;xg`K{$*u~3R|QtHC^>(#MF|zHB=h5)64W^Z*zIoA{xAP>~zLk>eMl(BQ}ob z&NZ$&C@N@HH#RjH@<2iS%$d|&M?Sx#$-#r?!bn<6)YLu)fr@oM4SRZ3yo##nCh#Oo zbnEJ-59RIOH??*cBUK$5PX3T-;p4r9qc+L$$o+~}+r^q(95&+S8pNHm_0jbt4$3({ zDsP<0b76MlCryZZIAV<906pwEX{#vnR@7E*sUzBRF9Vy9Z)DUNTfAJ{8JL=XSuX{Ou zz3m-djV5Z!msq8Yi?h(H3JaSf>l57c>n4rDNg-6zDBvj`l0Ku1P1v0KY%NQ=ajZ03 zi2Qa2KZ)v90{IYP#`djL~jLCZ{UKlWWC9?{CH*Q5pg+fzHqATce;8$ zLct1gobr`!5(<`w6%^hfKS|PKy3~m(y?iha<9FB5j`gYS7!6L*8~TIz%(HsJxlQ0Z z!zkyO+;g!Fqd5<8Aqz&88)a&C#1wZS2FT5_hMznj5yP26ztH%(efzfVTikF@TibI& z0?4kCX|d6_iS4ZHiR+WB$A9y9E>oq56~icaY&5JSAwHl1_@~FL}zg-DddH(svuOi)^9Lk$-`5NYOtwC7<^C zvbO|jbx^`*!J*s0i`q)*{b|qdJeIikUJm<}83WQ~dzT1QH1Zyu)g_OtOj~i`fE`&jOrfc4I^l%D`rBQ$cDEAz$duj@Ca-|sbSJXq zy*UrxdTZ~);rnsp~n zZbYZ)oVyg3`5P&}raVEv^>_pO_@GWphp~VAj0edW7dX?#GD zcNR1$xyIVDwkhcs0s1A9q}eeA*($0=BQ>TtfH8L8`3HZUJi=PwE*+B_XvYS-eI`%A z7o3`sAN*|={39F0YN>6-)8bC{-m`cAk6oj!NMB3Gf!3x=fquODCW_%s3Obfmk#|*8 z_U!y;>(L^nZOgJLTPVHMjsw;O-^<)1PGRte9LU~BzVxuPeNX9(13vMOwW8g;PuQU~ zs>SUcLBWPyGZu|#t%uCwIek!(pF^S+g+6S{D_)b|tg7~zdp%+W{dB2p{nqkh!xai@G7Sp)Gx8&xUgDH`SKFNh)B_UJubg|S;WURSRZndJ>BR|3M5bQw~^?hEE}@81uobW>~2&Y3`i z956fD;KdqP8!_DK<6KQ)o4Y-~5y2rd%(P4pfzf;VCr^^qruF%z-T}X;L<_6FYT}6~ zQ&mTf70SMzu@<@h5@OjDwb@HBQ+oSJtowfUq?;e3Tk?tjUQSVIvxF#5V$0W8!UMFZ z;h#5snLC^EoHBJgM9W?~C*=}~c;acg8Ky-~ul#D-6`*8qA1xa&6-YZYDeX!=4>iPS zKq*P)*0>+co2-i|yD8$8<=p%^7A7Wn4yC_;ll=TDlF6jmhjlbwQm<3%M!Pq4X1d!> z`@gBw8+Q)d^QDLcd~4vXk1me7f1qvFo^eZ*RK{nA@{k@a`Bt-btNe>zovpi-oH<+7)2|F!|I z#UIX)ucJPCWMR|&;(=h2wpd-9 zYd6?yOix9W5g`>(+nPJ_6~k%}lT|cXuRcnqbdRfYD2`eE{&}|*W!R83v6-0fpSSny z**I4=<;||=Tx88`=er?V(iKMm;0JwL}Gb$-9+^}FxKJoT|>B8*^ONzm2k@ZGyZ;ul&4e@521^I2Cip z-UMoB?gqUUgU_rsotrsK5?4M^%zSV2=xNY)+!TYAvGpx3t8o$8<=ld@`=;=FDe60H*e?|FhH{;U* z?;`4_AKiISW3{jIekM`>URvT5&}q$wY);ckfh@q{`}_M*aGeCF!9lG@J6726UFv48 z@8u1e736%7+l0VXsPnw1X>HyXk(e)NQYk|p^)8ID14?~%60L{FJT@?}u{oo=pSDCu z>f0)RYi28hqgOMV@_MKIH`+~2--i`DOpB%5zO>|vT6G`4)Y9*EVauvxQSU<%tr$?G z3N*ynpizm=&(O{Ial?~F5TtnDkh@J9Tf*;rPb4`rvVp7NhrTqMORg@mn;+h6X^0O! z922*uO$v<6Embd7xOT&&G z^yh;5a$OXGI3D4akzBJX4$^MX@(r9Iiq8z6J%z}zDYg)cO(=I`4W7*?| z#)yi{qqiOPg@=2_PrSQbB<7H#*>^rfT=wz)+&GnlM7c&o=ph3=6Vj83QEi2qMRl4< z#*QmCKPy6Fq= zxHGpL$5zSXX_;pw>F)A899k#U`2fRn;K8D~nr3rYW6b`h^QYxZxu4BsO{3XMt9a>~m8*-ghilFuFd)WSfnh)pQ`&$8MN(Bh!Ds70 z$(v=izW1)F)ZzcE{+oHzpaVcosOe2jP2u*rC_Tz2+*kOo%dTkx9uII=vx`_Z#}!WM z`{6Zje7&_4U-lpWU7I!Q?>q9?zJ=!gW-ss8qyhaB3!_+u?SHE>+|=5cvhC+~S+})+ z%jik!96qdY*z2i+;(6v!tG3P;i@nzhSbO1~l z|M#PoR^@iV$DCb5D(Vjy5-bsBs3I1b?AyHRHYzAUW0%K&`0}M|dR>v?nO)J*(S!WF zJ9aF;@O7Z#$z3K8PXT8jwCNrIOHA%<5IN_)$3A~A8bq^qR%UXw@oHT7?ui;dFYn;^ z#mUM_#qdrruAt82-&2sEUuW{lUqJgd=8=SRmz*p+lwxs!MbL(nk^+*}`reV}&!1y} z;AEATl>>ljnX`7YHNLCpP`_4m7k8Oq`7#jd>nDl00a>Sw*Xrx*i&yIbS&9Z{e>AOzCnc!3>s|5W zaxymV!qi+`G6}HOnp<=(Mkjv)B7|w97fJP>Dl3toM_Es3@7{1MgRG&Sm{9i!hO?k+ z5#I+KW|s5x!K)vS2GSgC!E6z(hTs& z^}Xb|IOQ8}UZOYw;*f(Z_kmP+B5J4TV0qKOe5ZSPc{xB2nHuq!R*QBTy2P5^yM+y+mHjgK!c zD?2N%Mw(rB)u4{{jL@3B3ms-Ipc3Ni>zljlgp5qOZP<|hhuDCYU_MhG%II=Q{K zjKTU~at~mMW~g~#NYCNb8y0+M+=xYAz4XRta#^uM)V+K6iofG@*$M0w{9cqqkL7uM zfQ9b+AW#*o8#YA7$IF33FsI!djayyEE~9lO185b{HK3-+%f|e>9_r_#7x$G}Q{ShooE)vkJoFMEg&q>~^pcVH3wV6J z(;B6K($Z4U>ePLeupKy*t_p$}>1vOI>|p?1ygK1eVa<-5p#yU{BNA z7uahpaw+}zKEp6Eq5drim<`?Tj*{1O`mXe#q)coqe?j}vzeDeHJojWVycnv(a$H&YPfA# zShHyH1AX(hHF*-j?swd5w}jb-UQ=EE^>BKz)3dnq7gvUl&wjby*sgS0&M9H}pGdOh!fql#~Qf_UH2c+*vKd8*vNFqTZrki@Q=CTul2nn+Mmojo-x-B&WPP z3@ET-M(3?YP;WkQh`Y-{LryX$7ZApCMqoLchx@n`Pz z0&p*&ESiU8j~qE-kAl^%bH=kW8Abck8!iNnH@O^|jQH+S!9eqr6R7$W+s$7vm(s!# z4@G|iT1Zthu12|^`wWcbXG(8}q3+f7cukN^bx*s06(z|IuA2oe4hBOvi;1 zl|2z20);O9iWQsC&}J2YZ&Jw{2C2!(M}H9*J#-r}e$-R~ah_PW;E8(CA9?E%LMmj) zXUP^NyL3vBZ_Tyc5$rfvg!T{j*#iLkpV1V%Q0oI-;o}2^psG>W+jVPK-xR&YXM=s` zh8B&;f0`wz*N^q3wa_u>BK^$Ojxl#1vg|AwOa=!BHJaW6D!;4o3zL9WPaO>b<5E|9 zuXByuSKR&e23e~`o}3@zzaQ0BaMEGGvd!1m3#^>bP(U=Vv;$zp#>U3)hl%!gtQIin zNJ%a3fdS=NAAT9lwzM_{1L(4Ykx(;3PwHOae5PCnTgR*JZL-W$UT|?ql{x~B&#~-oAd2$VPQ$>opUb{<7};Up31oT`kje(}BZDWfpvJ@ev?u(= zz!ZSuFV+`*etNlTt|fO0zyq74U26YnyA?*En*rUzta0V~*!hP~o}eBp5K}AWJT(Ru z%eP~(;brA@aR{rBt_?hJnL4@? z3~WuGt9&b1o3+|r6r?vaYR6QiJ@O8D8vY_UD)Cv*sJFTKg}^|zlmMrmgdd~VhGsWa zGn7%t%;mX3`oLKB)bUz$pN+eByUpmui5`Mr_Gnfe%rO`PHNm#IV%4gw_Q#h9VgS;s zmq14W!6})wpTPekgFONEft_a^7~M&K{fM6cnnDgFR&~?1fHfBL7CQvkj)EbOK#t}g ztv9RrCTQ9=La<{SedO4>_1j(U;73A+_wW4O9Pa{BznWXLt2b?H%!5V{17-ja(TVq) z%?Lg|7V%?0a(2EKXufXCk51o&vl(NI_RH!yo3$LV8}J{t>BVm*pI%fOATqD zBF~}&0+nfz?az^` zX7=4Ijrv^9ip>%21N;ii0(S%xQp%uXoR!)TRh92Im3Qo1^X$Z_Q*q`p+!BXnPl=t; z#ZY)_X69Gv-wy}YnUwi9Es}e$97GVBhnOHw57;b^xUSseJyD3Fi}^e0W^)giIopK1 zFe7N1M@kKnZP^+6jheN81Y1n}yhy(fvm&)?L|hW?f)vU9xJd&&A#iAXQ_->uw>V=b zu+Hp`+^g?bHj*p|PQ1LpsDn-@1op1pwC5#T3Qs#6a80|vIV#;fw^aUZVTmI=++9l& zj~}8{lt$_CbaystLYC;|i`}oO*3fSCQn=58Xkrei)p9tM{(V4TvYcIND(lG6qj4^V z<51rDu4!1t{EzZv=O^V3uQQ6#bL~=Fz zZdi5;Efd@&Jl_b`Nk8NJvg^N>6uoC%n=Th?G~~L<^~vnwpwW}}SoK5dH8noBzo5Nr zki1vLnf}1Wb5?yB-SOA1(FEo`h#c)8jn6h`jW;+w&aneI|7Qm@6z12v**;@fP!!jo zTVY}W&U}Gf0wjsi=YkJ+%?SxX2s9)vJk+@6-qf{%`3S#lSnWaU`i?B&pat=Q(J2> zw(e@9PpO5hZ=I=aN~*Uh?^x2aq|C;y2Sri;dv zpdM>P$1_8}I26`dcD;^+fs8h2d^Wd4qj;A-hzGX16_1blj3z-F9jJTpPG6&Vbx8OY#QnJL!@!0XLIY2v7c88t z0&Bm4cA&WpC9+ri5@0lJ)0%w#ZAyVdD@bYwuK~ryTR;C9_XJ!=v}d zNaEU;i5$(l@{RpX{K5TD!;d^YPq!2tx-}H?bST)|IU!%c)W-aRd&6k2X=*@O*W9<~ z4eA6eU$^~0R_)BJ?7i81veRR6TS&!$stEZI*jCkYryn4nYV0>U?K*-&>KOW4YTBf>hhXHv9qVRY_v0Rj-jdnx4#5mAs*_-t9Caco zla!_#v>nN7LeldtjNkl10yHE$wMy(y9pJ@#~#nH!EODftX(c2?(! zq#ZXWG~TqP&KZtM6;jB_d-SbS_v&v{?>g(yelC}u5q1@XVsSDp=^eqz%a@k3hck_O zC*Dtf&vs?3id@_a?%p*qK+I-j99Az+{RwooNf-D}Pi3ng4Dqo2k&xEB;)h<)gS^|= z%x&on4f~Qm55LOHrPU}(iSOZl)@bm@&V4?UvvZS>frrJJtP57)mCjnNmhfiJg||1g zvh91Da%Z7DI1XpSNYjy82GXiPT?(izqO!bmab=0>Y^@^!LWXY5FsiX4AAcMdnfE?2+&Ho7$)_V|+4C zO;V#{dw^k{V9j$(fMGHJWU?t1-9AKU67M z-n=;dBZiZR1Gi1s*0(DKQY7|64{1IZNK{MQ%TNlOaTNM%b7zJVs@tr8EPad_qRn*# zr8hbu(P{nj=T8_>{i3&Tk0kE+(I*OH2o=--C90F}GTp6BN9*nHAMs?nx+wFHG}s0Z z5}y&Pw%ZaUditIjxi8){s(2R%!GvD;F-&UZu=WU&!raO-va;(W>Oi}!Ua{zVt3uwf ztzPxuR*69C0jB13bX-qK^Q(s;es>m9^p+S<@-jbpjeHlJF?jEO77V+)g^h0#SZN-f zNbr~v9r>Wp<^~g>v!f2-Lf5u)>$qfBbF4eISZ7-mzA&P_=Ufqh}w;PmbUjL zYhCEm9ufTKwa;bNwTXJ_m^=_0d1SP9*lx?^8LH_u=mr0IF8I&KDg5UK7eQUp)eMF% zGr<6a)dGzXfEhM@W%2qJ*Hl{nQr_Gz+AAnN&dq==o7zAc@~KbP_p2eFhn^hFqZEY*m?*DCRh+c%wa zYT%k|+AR0DsUbowv%-r^M-#aoK>~2}k7}NIDxuYj9}JRl$A~CYm4L%Q^#S}|r_gB^!Ed896U3X12G{Q-63%I8IB5ER9aq4oEe zd_JAEog@2_7*ACk0-77u0Pjj_#x7f#01EVh`xaeeo}QjCqn9ww9mB}0>?I>DvA|c; zChhNuY;(xs*qLRI=UhS9d3QSBp0QkhZ_5w2mjhk@7A}9S^|>VO=90=rjAwr;Q5|$r z{@XSK`2azE^z+9{cs@yY!h{9{!5}n?OKn7Z$vLy^R5bsAT!m;KK*tpV*fK%1+Vmpn z2J{3Hx9AtLhle+utuqeVaHM^2xw>jwRi7P+ST$^6g$IoV)Sit`Z{NfaSM3Y$`YcHY z-BF0FdM6eY1=M346YcKkB`cZIQk7wg_|sb-%6M`R{}cyF-+V3`3|MSaS}p`PRlbV2dh)b+?cTRb)wQ0Wu_{e)x~9UKkxdDO&JQ;zL^ zV5-r=;pTb?)HmocS5phHs72>_UX6~fF519mMo76%2nK3WC0m&Stp*Rlo$2`y`VJKd zi|Vr~cdIeVXyoT7`51x#-4R3{%ZiB9#1AVG=czPRl`Q4rQ$JLj+tD{1yRxS#S6c~T zwoID=VBH8PKvtovc^=6I^cRPRhc_nBVP$e7%6mD&0MoAC?)@FX30UUZLEOgEXHQIh zaUdo^LG<|I(~i^y8K8a=mWG@l5LY0)zY5I`=HNSb>X7Wfc>&vTs^dmN`9QL zC=BTPgE~eKpvyl00ivzLno2p1%raWBX~xyO;RFLZMtP)~)G3a?t@9 z^fsop7w@L^$Ys6IwJTSxO6j{W1F3MU#z3=YS}$Opfmu^&&zHsapB~NzJT6gHANix- zJ3#myYCqu-)HwLE%)sdJ><{W`0yS(DI-^*{?DuTn{(fS8wl|r7tt|+0podsY%phAHazBSgjs6 zzWC!ZG79ba+&+l^Rh;^vvh#V1$L+E-Sg~f#@lqkC^A$HO^vNb`7WE>^K9j(I zyCF$mR==@?OprZbP>oyd38!G`95awy9|{^2B+-M@am$wTpz1;#FD3L>vD;Aw<;cY7Q~{T z?dM*%apOhr`ptWc&QDuw^6c2baPA5hDHFI!MV^E<<-vl1Y8oZ_*X@JwFIL#m0Z~lb}2`PBZ`;uyC*RP{J@OXkbrP46m zp{gL z$-wS(CnVN%z7Z*gt|i8z^sVsj^EbeEz|=wQIA|4ovd&+{WpMZ1{QD5+pEb=v#j{7Zbdnb)uPMGN-17@}C2 zTc=_39T-v~QiB2n9aiQ_fBvuaDjIeXKQpagKMfH&f1ZQx?&;?m-5X)!_^v~4rMP!!!_{{W6n7lX=a3MBpAnAXo4i>-NG9^#@7)A%HB70!Ui z>BU7K!#tVOS!uo=y$Sdr)2*z+UK$#94q&8Gcv__}-(_q~=rT50q#A`^+kr7ZOiNLb z!vHbE1_p-R=U-ogl~z-!1D_s*2lz)gJUl$y&x@0f zd-o!mL#&*PZyaFRkxnG%y5v4`LE`epjT_aYXbVMWU80TwWHl-(s>U9sw=)~SNN{c)G|pmzm4gKz&O zeTj`ZX0GB$ci(4;n%grnoj_ZAI~e}+?4^&jrB&H9+8s*|Kyl7eqYGY@Zzf`#&G>Hh zPxs&8v-8cPC>#1_Gu$7UlP6iw*qQOj*O$vp+wq5#mR6(wS)U9Gw!*5aDuOasJ4aMp zJb38Pk)}C8c(WN1R#ayQGOUsA#a8}=5AyCEn!ei!2JZeZ;9f^Y2W|-_Nuu7I*0=WO zJ-EaJTaPeoJNA3qwg{^;4swu=b|4u{_nAQ|u3*XQ-Sd}p1{8J(3w!tHh}0Ual?oHt z!u|VCb>Ie;JW)~n1=JA>y0@9Sg{8@Me_U|o8dZ2zE=INWW%5NlmNQ&&{CH6>M@&b% zdaQSvj4ADNDS*n16lfw>wpt&uSqA$4T`Op;u9N9H=|Y!1d?vLu0WHvC_4zn0*;`4A zGLBL%FLZBF3^n}y3p=m+|A+sVeZ*gSZ(!NRjV(pJ*Y2-Drw{d8xmmO}?GXq9DUXjM2Yc-DtQX~v!(@PNnnI7N+fN+Tu^aaB z77FO3GrIr#Zr|)pRonssV)EbC?BKh^DN;crxaF5Vag|F8tgrjd>bY)i2Oh4KRaYnU z)m^XoSELzOo6b5wPg$%bGy;G8!8sO;`qzTgB`jCYUvVpIX6n;gHZ5Uu4PH@>K|8r} zy+9%UntT~%te?x=lk>;*zOr)38R}n-?e^w>IRB_ZcQRf70gq4BxAe?LB7caJEE&!o zS~|Z?1NXbr8%o5Cvr2n4B-eW`p5LOZ7JJiCiwBzoEJc_V0E?bq+J1bWSmU$zCi@Ka zJVpgc$)CVuKQGL-5&X!yaCT2aoAjmVIu{ptQuwozsGwRW|pX+ndhPT?Q_gw;vAMOl2BsrBis*UnL|wVNJ~;Np+BXiihI zmF!Osa^Jl`eC|Q+Lq)GeGRk{3JeCiL{eHD$wUn!Jj`94xAC9k00jmu{&cF8TNr6h1 zm>RgDm=GEHXwOAOxU-VkHvNqlothdy2u4OE-g$U=iFt;w24d#TH-}uGQiLU|#mSV^ zbS9jiKQT|PpZJV{&!}?-`}phu)*k;W2O~bJ;Z3YM|jvp@sBU1hp(HS~XHjz37vO^ugfRX;D{#FGe1&SJzD-xvMT9gb2->``DAX>jiumAOfNpn<5D|c#Jn50@3`2rR7l>Ud z3`!70xjab*_o+JLLk`kAk;=YQIaAtJNmJK?BhelJ8NtTD317W>wG*fmC8tpeTz4vb zCOarN*ctO{+yZu-d4ZLY&Svl$2Xf|eavPaUw(r1ceCEx)3%;qG&eALF#Ksr)4yYod z0AI@>+YZZ!EoxBQoF3F)zhJ|HUl)K19W|5K{Zdn=s6B=68}U|nCbeLU&q9QTw8rgg zB9?a8JPJf7PX~uHEi}3?Ej6M_%BGIR|1mORZq`Y7j2k=ZW6oFpH#;3~j z%KDwi%ws|^MRNW={B(aDC$IW%tkgA{)9&v?;E%sQkW!#s$vQzx|;#f2Map&MIAuQ};=oiTG0vQv*E@ZqlNqIEOG^g_P4uXX#*V z?d(c-@%wlByP2_P>?b-~TW9L(mJB{Ow-EX2@cW(bduMA43aPkfSQVE}X}sD4S#x|a zubUe`4r_IrwpmY#x!gp3D$Zr$wemlfU};e=-RKm<+^SK(f^fWS3${QZ1xu)@ZLYIh zdWHG78q|#>m*ZrQ&MBSs%;z3Hw~UZ~jF7{Xk(a?4tkN`+3!`en8yV@$RoBY54zmf&ZOu zb93Ky=?#&{>EhL)5hhkdHycR5w}rScGf}TaW)K8x6-LjVg))V#VE`z4@;{ z`Dp4SCGE4|DELy`JHi~cHm`#-&ZX*F*8H;GyQx`siPSl8L`kQ(DB$E(+UPlFN;YqJ zV4(Oe*_5VrB!lOR#vNX&OCU!TyKAcodwYKVavx~)4w*vqA9GSp70pJ947JZa#Mei) zvXa-0H7U~Q(5Sy_eA!~!+I^x~7;0uVDq zym+DBjc*DY&6DmSX#ihWAPi`DxYX7i^B-5(d;G)+dqm#8W+h_Es;V2Hae-}6FY4WQ zEUPlilQF&FIC0hvS+-hFO*YLUWx9OTs-8~~6|lLova(|Jas&?!&@$?E^0)izL+M+s zIk%F$>lc*4!5%}Y2zFrxvy?C>6RVVJi(->q2Wxone@8hj1&h_e z8Ag5bO^!$)mW(mO5P>|$c})7q0u*Nb`t{Yjo_Ko?Vfqtt(L=DXp#OYOI0cv{vMscN zyLbNpzXZ6cGh^M7vi>_3TKHk*ukBgk^%-Ept3Z@2S-MmUK$_W6m)TJaq}^jmKETQO zEaR+cX74LxZ$XlUjn^mzbW1aeuU6CT-o4fI^aOc1J)5YJrar21KtrrvxpLiB?L24L ztwRF8zF`X7{{*=#Qrr+*DLyu^L+4kc9}ePr$^Zmg^1vM^AwUX@eo={5*ksdb~SCV#|^v;AscOj_WM5yIsyEb^3vwR1p#9 zF)-|~>Gbpqp7FGes-~K`^II7=sv_6m`$^)})tf_y7GB$w-e3p>YIU>KD>f-xpt6>&SYce3)P`&=F|sDEpqb{^a?V|V zXtonIsSi*u-bFqS9}Z%GN>4+kO84Pu`d^pwpY;-we*0*d)Ju%dcqD3P0rp&!rjfb} zAHMQ?Wy5(N)?YXY;rI3TM~%c4XJEy$WgqN!{$5zc^+mmZZ9l@m2->k;442=`&d$Dm zy;Vn$jWec3t3T+(5+OX_ygXeqnj@X{y(G_D>2ffJqPl>h|3OgD)hsgifMD?Q?mTv%a7<_JlkpAS8Sn57MD%@VX{&XV+mkBd0fMmv zkp7_6i2(EC-3x-H+(9>(uKAXO+X~Y*+*Xxf&Vjh2YCvMaxZbtLzJBV`_hXR(nPN@X zoZ%43e)r21BEW$fDbe0WBK~QhD<;7&c=qxI6is-H_p)vNB|w=|QWhdpY@y4L8!Dy~ zQil7kE3xsZ0YwS@`t^Ci08rV7#hV~w3{XMLkI$4iCNqSWm-pcL0!mEBO)Al#KFcE( zKn8#}>6R@^YkeqtFl5L-cZv&_iiv4F&UfkA#Nrz|6o>B72^1WkZDsuC ztD?2TcWkFM)ycaFeamitcE1Q z@rrL+-6OR%+eqD{oGXe zn7{_sw9t4kOG!#gQgUzmJJlbrIvuGM;)si=1V4k=>CD<}nZ6{BoT4C1b~H9p<0qRajMTOqn8>ez_ zOPbPjBtNOXK-9J4BJrtL!ynD(A@=sIUed`Jx(uOOCT7ATmw)A~F9-*KaO*3C!H(^nqWYZf^_c9nO7yLklT1_37PMa97EOUieG51C$N zT@Mc>i%H;hF^7{guD}WjNvP}L8)VbZIKVSEPv69FXZ_I)mrR>7tYUbK#p08pqq<8s zmQ+Zn;AmQKk~Y7>=1Xj43?*=RjXgEwnULA32n3_l2VWa4?7h9~Vf{DxWm2}t-UD$l zQ*+J?3_UwF(ypLPR_syJa?qV=$yYIp%nO8gU_EYPYHkZKrTfk@Y(%fXc%SJ76sW?y zkhBda@7%Ftqp$_qA6Mre1Mfc7No)OYC+%X#xfjUJB_$;n9V$I!+G_od5GwAQ9I6;# z!Y=Ok`NnzxE^48ja;Mq^YRLbVOpXFl7y~I1F(nzZRZvOAK#i7y2R1q8&~#85YH$nS z29E`Kd+iP;o4%$l+F}8)4TRzJgdk}^z;Vg^jk|CB{Wn0vu{&Sd4H;50De zDDD5sHE>#F`ec!PgUEe`6q!wDMGX;uzp)~?t7?||ea z6!sc5^Tw+}XpMqjTjqiAa;*?Xo22`ruu8G~nkQPVi3Q?2!XQ5V^Aj@B(5e}k z%|BWSTok`ohL?a1dxwD!)d|#3M892Ni(;H%T!4s;DHi|Y#VGGNN8G2dml2Ypa+3ok z`Ng!f?gt3&vzX>SYZUTSqstcsU@AA*9$MSlG?k^I_&TmLvabUZ%uBTOfI1U#D=VJ> zDfXNSp(JmR<)CX_ppN*euh@umk>fRNWNyx);}6_l3m)G}RFO z+L2{aoj^t)^A+|lf3k(^_R!lK(`!8a{YeT^^NRELum1{?7d`}s{Q6_Bdalz-N>{%+ zg5QQyS2R6{I6|(cZ)#S5n17#394Q^GCz+y7iiJl!kdx~R3DP`7`G}BTnG-G3@xc=0 ze-5oI=HCr>OKM-T91@?k_9LG}9Tk6W2OE}$P+-|U7k{sgl#AE8mr1Qb^N@3s)97%# z1+rZ3f$&~jkmawAa@VXY>UCBwEido?uyvQ%^wz-KlGfIf+cS^Q=JwhBzHi;l`wUpr?-)gMl1t&A{-QuIDg4$M7sijGZW6DbX1?+)$tXd zNP5FED21zTaA#11p8k4+zNZ_|h|si>(H3(eP>>6G<@i$pe)DOnjMIb`7NV5_^N22M zGfSEK_ZPIR*|p;J5kfL(mr1>6+PEjQVO-7P-*uF-p4U$6T_Iq}MS8}l zV$Jdbhp-av9H`V&*=lDg70d=#%DF@d1Vul<;Y(}t^pt&GFz*ep zbCAx!6PwS!9U3#y*$L1LlBRcxF(MO)=(yoD#0d*je|-Xz ztbsv0#(H5N8w(4MbCCp4@DmnRn>*+|+%3eqqypwJG(`V-2QP1BM%{H|2DcBOP(pd| z&c;io%(K#xl15Z_0%0ZbEs55a4$|+_Vq;yU&eWYmA@6RVCsXJ$j(D?%jOwuBUQ`c` z!sug3)#fD8LL~o7S?~An&pv%(FE0MV(;nxYRx~5zxiNGZoDsqXhx3w{85uE7Y&#U4 z-#OEH9Y@)ZZVpoYRmREeqZT(grhs)q>&qK-c`&oEh=NoK;Kh5Eh3C{;X$ zrvD!`Dpurb?zc2n@=D5DximCn(c5T63 z551vV5p^czg&X8eBUB^OHPsFXS?=X_z4-(IWg=i7Kx!;mytpc@l@|34Bw(;xXZ2># z6|)U=qf6I?EFlW{%`Ml4yGMaGlRS3J-`7{TX(!H4koe{C&S%9%w{ltDSixxQ zW6mo=uKV4i2)pvizk{R= z-7@*5;3&@TSa>NrElu@juvLO>YGq}mM0p)%#Ozuj<5l0ilydN|+#%DMmD8vxD32-w(UUYy*i6w{uOXSnvcT4Y&_aQ4vS`2wGh)eF`zfdV z8cy&#q?^EA9Qgt;52>xUmMctuVcI#3NbF$M2o9MREb1Qr&RROuwYaltSIC=TrVKze-I@ zm|hRd4``#GfHoUDdj$$TW`ExJjV>yMr%s$$fh^GSEa;*WMx-a1eTpU~M8gmq)7TuE zZiG$f_1?_H#Kg?(@9q80%Ks^D@?}dsQJRzHc~~EM204#WO$8PVAN1|!A15+aK?n5% zgp)1S3Ju)3>92~6MkqWcIR-a`_9hmSXea`MG1Wj1=&sfJhdJzsK@RO?fMDCWC2^Q@ zU1o7WE{bKqPka49ChZ?~ZdVLO7vO04!6*5&eeYf?7!LIZeS{+66(Bi6#*mw1fc`i& zXNXlat*RmY@pDcW4A5T6U;ElIw!|EsbURHKQIVNl^ybREoydm%kCgd{ay%u{eXRN! zSK)+7+Kg=oU4~wVHZ_c}DZEC+k00P_Tj>+coV05rH>NkR z+6%XF&RhGN*dTF&?frzQX&*5cY%a}E*xUD^B)$ik75L(WcO;IkA#^o1K|v=d6_u7U z?#JZPFp6a&vgaZY+crcC#C9%YclxP-t~q$GAeXI*QAtS1nK;qSK*@=ry)xMD1@<;_ zIrOh6)#o4(Oeph{&iD|%F?MmEmNXL)B9w?*RlSZi90#2Fj!j z?3kdP&kVEfLR54G(Rxu@dU7tF_Vqtk6GvdBjNzK_$Rip+q97FFN-y@)b1ni$dIKG) z&*#48zN{7P?{~WiG&bV(b4uw>$oC>AJ#UUO5nLz)QysA*08L?ec14rXX5$72@t1KW z_t8N{?B*m02DBR;Aw(}0F?@%ZVG7VNzfdw1I(Ea(Eg0aZVgCM{y0I+-(31^M& zZ%Wi8Ro@@0zlx88jIU*`-nXbo=kM_qu?$>v$;3zfsio zWszP6JTBMIAMLLpj`_!KuIk3DRN#^~AGq?guou2Tuh}tbws7Y9A4^EsP*#y&(T-s` zcnZ@0Ls0ZoS^QVnLZ>%Czx~?GjZ6jM3mYN+f9!|g&ik@UvZPFH{@6)9)tVN?MGF@m z;9ozm7zg3^hcFQTwC11xGzWb8bBU#E5GUe*>l1igf}(N?#TU@RBs8RzAEjgp|8X_b znl)E2>rr2vm-mElwnw;et&O?Abqgi=ievEJgFu7*DU}-mc~5E|flp^4axLTNA78i; zRqTpCHe32dPV>XUUI6EcMblZY6a@(R1&I*e=HovvG7t=asWOdM%ypiws#4O|!jU;t zc7VV7k5BjVT5Ww|KGXT<`_K8gF+{2HrLI^(?E2q_Vh(bc%}a?47rY1HE3i}U_Y2P< z4<-EHCnxQ5+n^hicWUxD<%1HH=Ugt07VXE^)Zsf(3gl$1Q=4qY&TgYTqW@Q=TxaFp znegS2QgcqYhkt#qjsAWLN~;$hiHaAUzt3MEi6G~vIEjx4{(fC=+Y=QL+y&eMF#RBG z!2%2p4aM2``uKRT2qyu^$-uw>-HTRI&*AunOq+=CaBS$^RFs`iV7y30ru+g7>eA5J z=re!g7EX7uw!VI_^1u{t<+q1xw;v?*bEUOC!Ek^ zi7s#u&&a(x>Avvchhe%dNPO3vzKZ*d5j957QIV1Y8p4r>BG=~}cx!SDr8;#XGP%2t}f{KLdhHq-Wwj(Qe@njcf|0=6;16deFAK$eY_Y6HV`H*R3O(5a8vNMDtjoKMPn< zV8My}grlQq$Mu`{z5emKxRG*2IV8g;)2Ew1|NVOmHATB&8As*0+J8Y`UiJ8o51GTO zTnfs8ofYGw+F1(J_k`>&no7Y25P?Vrp)NQ|ahjPpgt!=fgla`_u zA1Fuktb#(iVdkSej|KnnTTkYKaO3}eT4Aqx1OS9m6>e7k^}u>yXy~F2K17%kxdK!3 z$hyp$@9t!|kI6c$Z6L*;qGPShGsvH1q{0mEtIq@Ner=ZOv2@KH1_tp=fvI!Fx>PC} z4yb0$?w?Yo5uIv@ayan1UiAvUuyOynz;pUK?h`X~2$A4KE`y?`RAlbze|?SY)CQV) z5u~lT^?zJ$7n_Bd-th@Wfn-T~e3Z}ja)rBC|@2dkf-&Gxv zTtXmq{`2pxZMg;Eo9tAqeL>iA3vQ3;ui@OhME*dGVx~90h#aTk={oo;S4L|O zX#B-#cGihsC=A#1hMAqa>4p{o4AR#mrQQB(adqohI)f+>PMbN%NaZr9Y)P@@7T6*7~03svoi$deCSttS-#(qf@JFZ38{l0ky{#X=RL&%SNw zksmKq18S1dvVu#`LgeQi>h9J83;*^VA9rSpB4X`vR4vdE=01*=8E_Vr7aX;;Ek0Jh z7N+Ns1OHa<`p{!@wj^32EQe)FWME8E;sMvIe( z-l)mZ{(f?LvPCkoW8!R^h=6j(!8wPQauA~{dXeAB1UbcAjb$~PXqwCH3@*lg$$gah zEjF!I{G{Bmsi6@YKVM%A`ZYqw5%S6~03$y>5Lf^=xjBE4QY*Ji7vtd2L2yFHER0zj z4`{=;0CMrqrlxJXQ2g`3~YIf0lBKf>hcn8U>NFQfL_Gw*RO+j44IRJX9bipts&AS z`_?DdJ@MMD6@4UPf=?h<^x(lSdV=tSszEmfoW|^Ug-Z_n zP>J61?mjMtFP0YD-EFLgeY|$}Rmz&J*`cY)7_g0M$3+7qYo*F)4}IK{t~q7H#GY|k z{I>h-Sn6cp;t49~ys&$!n;)%cRviMmK-Od>eer3@v|L4CBiF4x9M1k>3USe6>5n){^Ot$yK-q9CpVoc}VBE2tY-Wa;~DeO0f z@XR`Ti_Gb$FTx1*gLLBN6nYlX{1|X2kV8|oKYOs4j~xw3y9q+~g1kJ{ZV)eEl8z%R z{S&h%Ot)OFjHW5MMi_U*BK~ztMLnK~uLjUu=mJPj^NWf7C&9mjL8-h3FHQzjzBsjc z*bRM0sL{P@I)CxvclHioK>V3*v0oXTwC0X5_UBdFKvBOB>%03%>#p7eT)oR!b1?)nY7lBB>1tfT5%<#0{SPtvNX@FBtL_cwJmk$&7(e$ zEIYjGboOy`aou$W?qLnPQk;t!h5&g++P=DMk*P#E6fa?tzi3PP3VgcURL85cwKfvK68)-v!m2xv6-<^xJ;+YMA!ByjzWZ zn+7fqwXE$1k`;Wj%!R$qXQ~`&7*_|^kFRB00rzMGOcGyuZaHIx&y{Q1L;>=KfETWE zW0JnRl`rmjN^iKZun^HWLf0z|T%GmlWaq<?jP3~i-Uf);j%|V*{1vBojaHy3PaOzF1HR)sg zD7Jn3|9s)(nFnHs47DdGAwgQ+MXkU0!y=PU-i_S%C$!cZVcHpQd>G~=z8}8qT_4U% zJyI&cfZxp_VrI7T@)qCd4xcy^`N2wIXaR~inS;-^ZX8|lJDr!`>qS*eko?!Z;_d-G{ zF}XJ@2ro|QeCzz13xl(U?aU(0xfT=xBYtA7_p*)}EQ*>EZ>oLh&}(#``k)Cl>P_jyI zXup`mo#i~I`!OI5L-qEnL}}+b8yiPI`i}n9q4v0<-Wi2|`%GARS?1lVfmL{8Z3@m? zcmA%b(06fzS#d}hol)8jUrZBfjS}Sxi@As}%MC`%e|EYp*D}C`s83dp8gIRb^YC$I zx@L)U^xIqBQ?XP*xwJFG`Hu@9U-?d4I5|ekR#v#7_SI#7^n0IKzuWSo)DD!f&A)A% z<)O+tvwOV8^1sRP+Ej0ByT(DgFX`l9yOJB=+*-2ambOJvkc#GT+9U7-+@BaedgE^n zObn;3Ypelkhx)atlRt}kQ356M2S#BTH`1#zAFz>gh(6?Vv#AQttc8VLt5yPXYWU{O zM^+I!zmBrU9EAHxV5@)q?(GFrQk~P)v8O*yn9|3yTesXxi1b%#J=}!fF@ceD^{Q3>_N1|E z(^0zQgPTvDKi_$3|FnvxQdimIX))2Mg?5dxa3go{0)9T@;q|JcYjqLM==1 z!S~;aK1Dm6!~D_JE8Q=B*a8$ygjufBcgzlM${ek_b7%YY>sxOub=p-CxEJA)l)j)X zdcO7a>6K3r;Mf6*dlvuW=15RkUzdMhGTDz99c!%BhSSJH-_Lo2x zG5X#m_YLg55MeV;l{dCzi7!>(96U$Uv-Q1m^Yb)*4!m=TWM&f`3w-)C5*%!2f=Bh| z_Jt&n^eK~{T7(TYw@rz9H@XGsBc-t=4Ve#A1fq75BNYn#c1;!z<(#CfRbg-S`nvC$ zC^-^dyCDnP<*os-!bvh4;|9OroRitlldc?jTg||5O5Z{IMdx9v?!7d8Byq??iF#Tp z4xDVEqt6-?Ck38dKx!BXu$R&Qh84hS4rVQxJ6xIWQr5v^zx^I!nG9D;3LIjT1Kng$`{9p@Tb+9Z-Iw$97at8 z-BhJ_elNb|%`#I~8z=khOY2C|(}Bu~(ACepb#&`bJ~|zyW!w2-@0&LYtOxaqN0?52 zyg@zC{t<;6Irma`l=DiOz=Y@4rZ2Nj%Fp{SIQ4Lz$>bezy~2!50#8~8%yLXMH&tKQ zz2p0rfq|7_&(?udXW~_TV?st>WlD56|E)&54r9B<%X1u#~dqTuR;A(Vcrp=PI~ALGJQIXZe5KQ;u%HrfvR0{g$?LZ5Adm@n`O@q%1Pc zsd2exa9B6(Sn{z`acC4CH7I`);N!!%c5Nlh4GKVw<8MQUdF>q5tfvc zmn*k}?Bf%#MzDzo)fx}%>S|M2BPaN(>~5Ln?6B?Yj~A=09w&B(9XH)CN0sI7#Lhl0 zp&o%!WA@1)#~}Ti4Q3we+_v06Rtx=ZL|DK_0NUWax9Y9eeihk0+t#fk&j*yiH5O#?!JD0Gv?*+0`hnX?)qo<@6xWlaDcPrLg07y*$sgJElEj{rwSzASNA=9 ziwL6fljUu?X?_t0cdLxvSK)E$;lte|qk*ppai4aPcAC`oJ)W6nKW&!mGTZa&azbv) zeSsbo)TJwocQ%?AM5N}N$`zOyVmJ7)Qt4!`x8h|#pUaW|hq*V8r?T(b#+6E=F3mDD zXp$+)l&L}yl@KzPh|pFt6B;ChBBU~>gviv!HZ+issYq;_GGxdmGLOIG+;m;n{XWn8 ze17le{panU>%Q%CpZh$&!}_jutYaN(O&&k795VIR6kI6k6YuA!{GOu!{MOOxA6&l> zJSv@-dFEJbJIcMg*Ut1iwBH5n_4&0%Dg?LQT)fII{FDOcs^|}u)3=!}WIv!1ASMd= zU;8Wd<@;Ih*|mNo=%jnIp^i@0xnkD->QBKZqGU&Pn<9V3INho%XU;X}{-*eQdCDUe z$7<=Q65kyycO456{f~-4!X7;y?ZJxT{Tw)+-p~{Co^;>*y0Q26VTBuLr+hV*?O2lc`;98b#n%niEE_hAP0172{MvVuV`otN zLhbVo)!#=Z&pxmz22gdSGCVwNyLtA3Di8gM@gYlB*WAfRb(`9(4^`QCWwp;gShnzb zh*Y7#`o+3}f9?D4`!ftJotnaJD$V5-)v0mRwIse6x`Y$G9X9RGIH)APbH zrB^-I&)fB`N_(hl(rYqdT9ssPltH5D3Y32M@Bn0*1)tx&;}H=VfD)B1-{+C&*ND2> z_oX4-2nB?~_wPe?oh16eYW-B=g{@O_YxpepeRq9bng(t?5niw^obP@cJfKFg?rd7N|3 z-(-)u$o&xMT-UL*kN4I>RVnjMpza~Dc+-a^O*<~`A*qwmU(NE3Q-6!+7ax-{LG#K; zxw@?(4<78Q?Sfuj&DPaB9|;@`TB=WVkR*hhcO8k--3RI%Zy6%XkcST&&{hOu6eX|K z1VkJ*EnUp}iYT6$K7Qha5R@XmSO(j?{2)9~c8ut9S|N!V9)g-7zA3A*a*28_5)9P34lab7GaduAlo?cko-0VKwQ*Uw4B$Ps#fLY)li(0u5 z**ufw6r?gPqJHeE$)H8%!~5!Ky4c5RYIpgA@AbKp1cZf8`m@m=dfZn>X~uAW|MQcv z?{PllyU+ASzI1E5%Lz^tF~vkv*)=oZ=CDZtB_UUJ%%*!2y)uR^xHw~0gr0v-4P|2v!R}P z4azO~wE94+G~N=v(@)BUEz{~Z?91DIDnV(mrWx%J?%D2lpU!=?4_IhtRrI>_k!X** zm*d-JpwN;biJW%GwU@OPX>W1XwC_IIT*_#o*ESa&KYjcU_>Q67fs0IVgn zt6#lpRh!yIVdI;v_Jv`0SO}aC5mkX>f6U{o-P*~JP&Ke)4c+@nb70(0=_3Aa%+hx^ z=&Nu&+<`7S{l!&bi;|HN1foBBdz*khLMsb9ylm7IaGIoe=*a-|k#OS)^aAhl^0x{J z-#1ZRanGKCxA7F%M#E#w4pG*?+9YcEWx=9FsK=puBVW5g-O7@A|?FeatYnB6BwFNe7fw0XZGn$%+rS_r#rTB_qV z^DEUv)>k+BkSB!abjq!eheH8lI%VF8!*7z4lYfkQ8oMk!b~2O|we!}(6OzULmxGR9 zf&_JaW~o=nx{VukUs;`|FO9fkJUKOWg>;-Z*q~|<0wLhZrulQOwPPQHksY4saVqh@ zoNgj}i}yw^z`)Z=V$|!4*L)qP1`~$w&xYhJ zJNxrvy$zWvTknQ=Pnhr*usZArrXRvg+pEH=y(!d82(-X#M7dqqZ^KK!IHr8oX0wS9A}ze(sb4o$}f*& zeAn;>fTySph3^;b_!08)(E*$fFwwhc`tMYo(r);l z*<+4YCj5rEj_3|=uRAe0mj1B-ToQCB-==T#t5k;q{y!FmQ)U3JB|*{eew6Yh|4nkR zOIM7HjOfm+B_Re?{9&Gn3(UZ@9WQ?v|I)VKT%8H9z4FD=@oLdf*@JHB6kn-Pp7ZvOFr42`PEJEm`gAQ| zzxOkX7xq#>KkFB4(a>IHF_j11r? z^BgR5*3}U559wC1*omUR3+gzufww;D3U2VZm!*6aVnmxSLIteddaC^EHa*rOo$!aY z7e9GYXZ?AwKxm^_iSecC4vzxMyRe{CmbSiZO%OZ{*9 zW{CXLH{E%s@+VtTO8V%eeKFEcBTrv=l_8;ECb6Y9%zD(Tg+&t^Rk&L`EdW6LAn zjs+Hl27Ny_C5f{RH`fZCXHocA zMAByCuW^g6p;RPoS}0;GC7Q5giGGGKo68v%+8ccyX9s4Q*AnNZyo2*x7n(3-o&7)$ zR8TKly!O{`k4t4bV&MwbLC5=6ad^bfC!IO7a6s) zJfEfnnPq!iP+)3(WB&?+A68?nD$#DDt5P_Z?l$;jQy@J5Y+;SKzVe%be7?7@wZhMR z;r=qOu)!k#y?SeU`MBp_y#*l|J-g~V?+L}#sE~iKm|gG5{BNdc-#=5N>2%3-vyjdS zV++%Bwo8RH?2K(0e^I`8)(n%SeZd5CB@E`^Xc{ z!PNf3IaBo`hn5N*x?p=n&D2KT`r;*Pk}1h{v&2%N|7j732uq5H{CgSn(3a@mH*I-+ zndQFT0?*uod_pf@8`zb$+Cd!`xdTwFvFaZKSMsdVbKrA$nR5E<$iblmhICQ`Y1oSq1nmEm*{o& zfB7$qV4BzIUpc0xriLUP1Sr_O`ZU1iDK?FS8*{_u<|%*uxS&hIVe^QF86 zcZDlEFDR&avz*kTF_C#pL$#ou6bYq)siR>4IfF2iMAa7;n}NygFZ~v6@?v9SA+($U z&!=CaU~<5hD)ws8r20C@hH+H80DP~IzCA?>{k~S)(9*M@z#aTO_*8{=WRO$t5PyG4 z`V0NkPUXDGdf^YDOPKcfBmJa1xs{rF&Pznvb@UQwSwKYKu5r2EL{i=Rh$FOf8ejSO zw}htsg2>$dnPV@T=_0u;rIu4r0`->T1i2~`=ZQB-JWRD^r4JMaxWqrQqnZxNBnWv* zU%n^RHRWps6?AV)b?zR2v)O0|(`$*|{0S1=UGxa@ZAUzW9A^&Ur<^|RFURO6;wG7_ zpPfeH_ywhf>^8A=%(fJsW|ozev%iKoV#lvK-OB*nh9^vjV4lk4&_e)j0il=-fX`$o*FHiiyB#LK z=sh$ax9!_!3lTsZ_O-H(eh%buSx)pbhE`o4*zN}o96%D+YX!&oOf%1r8_j-jY2m5m zt;9B{VNssiy@F^1uDdmLo?tXG_ht2Hl3Z)6jT`Z)c zkzA|^u&Pib7t%dLK4aFje?Yf$$aFr_H=7pm^N1+HCz}S{15MxHz|J78_o9{u6^#9a znq>iv+qpBEXb}Og-nbp^W|7dr{=~6OGo!^Ise!X8bo~;@5~T+Bn{Tyf|AOa;{$9Hx za=PC&DiQIRFh&`*w-_cL$QNTF9)NT`dnit+d1QMR0;8YaRnz&OguJ+M5y!X z2(3EK-Y{lZYrz`dBX`D6h&;vdwZ~p6;QTYHrId0~Z|{eIm*FcCE8uV!2AqHv6*L6+ zr=>v)bVhh_f2#80al47%U#2aiTd}J>q#l%??|-B;sk>%oZ9y=6MKv!L6axxzOuD6b zBU5{ulgQDFNIMUjg8>W*g0pG-q}ZAQb-MJ^a%xQi6_PGIZd{Sj5Xc*@km|F7B5Mwd zr_ON|l`Cz_)=2I=D!j+pPZ}=6JgfiZ+{kCnrTFoqp;Rg_o zZX^9hla^ibk0usQ0oredHqK+Z?5CE=&N?+fkRZu^Ev=57OQ7g`%^z_;$>a6BfJbNMBzb z%uaQT2MCcUYRJ{!e%l(Eaax=K?@>dirj3zG^>2YkCyXGLO4f;W<>SnCv1?8w?A#MJ z2ey?1;7RcDCBE{RGCP@n;GTTLk>jeWN%G`G>giU_mt)~M^v6|PTnU;`)-`sRhPtY?T zZfl@Ojq+HTy|Y?HUQZ4~Z=Q0?#N$I7-S_vn`#E0?V`9ou2FVy)uCv*L?_De`EV#Iz zkZ7ctUF>4kdu`g35=nqdbeZ*N$yV>67ytY8+O3OfsJ=Uh!UdpI{L@x!Q?Fny6ZDJ= zsFtoV2}Vk_Hu1GIfnceXw`56K}t^=l%P$W5Fo8^D{wGBeYzeRG*F84`t|El^~ciGt%)`!a_s%< zuhkaF)Ymc-?Shktb@&XV+$2_7iGwYYG49GzIpC8N&

        _={7WHZ)d%GI0b<*;j6i?%&P@rM(zsv(X{`|+M=c4jXdYBA$& zF(XZ@P%`wqkvd1;WLX<^wxL|C+*5%?(<=T~2U%HQceG~Pf|H|`IGv4JDxtTMfITK~lU^!yF za!TjOGBF+3rP#ly<>&!9apkgQsIqtm1Dl|kYVOj$yPx9{CQ)qDGm9eLBifb-R6mC8 z1>L)=OsF8YySlc!iVo$IRV(?pFCs!l;RpaT`ljh$UfnqclS}>m{nzCY&BsvANA$aa zAeOYWezqwTbscy0^T7wohEn1H=xc(#U@}%x8y`TPzg_2ZizQnn6-gU7GK(Iz9%yii z*|_Z4D+jXX`+!c1_Td;k_&l*RnKPK57C{uYwFDdFyJkCcDoIstonEtw#=Ul}D2QIxHnh#Z#v6D znL=m|N~M}VGp|?=im(4lNg0;7tEEAko*O_-x21&_d)!N~V{Z-&*8s!H^%M zjdQkwE+DmE+g4To>X!Pgm7w)FZs0)&(a>vTRlyZ>#{haMo}gWuP4$Gn1PaDZY1(2G zi5Arp9R~Z|CLPgB>B9tsGQ4#=spJ&r{Sjbdg31P@mA6BWZP~K*f*I*D=w}1JWOb!W z(OPXR@@){CnOJgE3X*N#Yr1`=4Rel*$&;;{X8z)Zm{jXG zhj;2uOKS)(uVq1J;xZSB}9JF+EpB0B!)OrlD8DHECFD&ssC;Ay%*} zFDLI+P~ndy-kdXR_O2{}xw+ESRCtf2%K3$lYa$$;cL(H#JL$F7b$$^Ff^77Mb66RG zFRNYnwuwUQGvUa_1qfWE`#?Igz=Fa$rCj&LiJHEIGBp zzYm=>{_DTPPam&WpVaPKK|mV0C+v<;HNKYgz)wro%`ENT8JJED;FJu!ckis&BTKs! zLVz4JNEd)2fKAZtNdh%xs5D5VCZT5#oH@AHgmVZfH6a2X(`t0XW&`?k@Zdr5#!K?G zJlFR-IpCLS_F7vE_B9(l$+SP_=H_PS0Nplj0&_mG&5Z00N5D7{+K0M{E*3^#FGL=#!SAitW1G73Tmd6lT)@$aBc6t zqp#7`l?Wi#lb0`E40>r76#Sr|A0?~nM{|RaHbMPEa!DENa|B4L-5q?-2zib$wL*VNbVnWSL_ zsP$c-7;GCylG{WitQX4_)v-{aac9$(nf&#xG!w+Yrv(KwD0Y0-b3FZW>)}-7D1xCr z14n%n26Xc4xd88vgppj4)L7(3_T9HuQJ_Ubx(M;sK1iPfhuiJH(Nc4=fmHhnvm-eM6m~>pFtDRPjb;*-U+mqfK_zWM^Q)AUlpL=yv=im) zorW6l1?$hqyr2OVZ&{0;IGlfaCQ)3SRR+i*yg&+%*DZ6A41UYi7)7Z2yf93(9W9t1 z5;8S6n;C`+i+G?LUD@CZck2z>=NPPUM79-C+C^DiydccXbA!Du!&d!j&F(XKI3-pt zS#omZ7aKuzLwwI$W=AbB_=(eLUBEA>{l{D0ANhq;RdQZEAuxco&+l8HhPEoFnEz+r_f#b3>Q^vfHa82u|q z?Iz>^_PtOfHhX(>39`7zInjuA7)hu14vCSvhY{4$5~y;3`x7EnYMTtK)NO4u(t1=e zA^9@=`~={Rv$8tbY{niVniV`XWg>>oHnbBvwrwj+pg!7nAts+9hyp(EBbS~~Ezu4G z!Eeo!iB^iCKuG4!{xRV2pMsUy)N%`iNa8WXL~1AFdi}@6L12r5%ZG0QXxD z_)z4~#dhnf%;IZ^L`wkMD4s!t?3B!$P@N+b*e^npZDua(!_T z^!#M^>`}X_VPGB+q&yG37jOlN35jdz*3F0gCVuGrtlR|g;74H!88 zREa0==kk}wKB@~V7P-?V_7zN>2g9Ic>pEP})*8KQezy-i7p9k0^t;?N9A9Umsas@n zFr2Rsk>#Cjv0OYnNnV4U#D-Z$W9_O&s|==fIb5H9SFI5ce07II`!d@y{AmE+lYEL^ z4<4Sot`9zlA+Cy9%(zO3{8-}Tzpj!EUHbp;cdRvabR0G1mk%{^h@`}y3%Q&uyy0GssS>A^GVGI6CA>&pQWz)BNR@?5j$Aohy$5h}4AJYKRrE_Ne;%;-1+9WTe7P^ls|};( zQFqyheC6;?o>+_z#`T+BV;%i*b;$?fcQNvgTn-LWE)^WB|GWqB)A)?|>G%&KRyswB z{Ai}bIrnR-CvnH;smVWGRX60&KHwQ=AAa~}L)f{uRrJG$!BJ;ilxkF0!MXYtNn9jm zabW8eG{i`0RU+5D$m_Dlvz#N5oN5ywC|aNp8Wz|`7+L4&EG zAt9j9WP*bYMLOiu;q!r8^1S~vV{D?S-&t*?^o@bcYU^KCL}Cvo7_dr$nUvI=X&L(9 z49<{MWihpI;cCdu(4k#}M7z4W@yxw0VsK|~@OWnf1wc1E;WcGApNtQ$U9%>>?y#a_ zdAO7|ziOnc47%SKM4~MZDI1TNuu?}~fAZ&cD2v8mNi|`CV_q*c0Y5&Ve}cXtvuyHE;tc-e4KcBeSNE${;+>msYEOy$=$mxP<7T2j5#oF zM~kt0!NGRNwwvbJaDISd2VndZ1B#f4hURfwN7`X>I4a6#8L>fXB9wj(4zh2J4pveBbo0T3Ef+3i+jZI}daYV7tob<{>k=EL zHCKg+X^dAg{NY1^L%RCv>aqnbK5s^7!nn} zIj~GQc07WgyZN5XCAES-AK#tgI;a1Ye&K>-YO1%gau8=dGs_Ui+`d{;-z@yzla?&4 zd9?KKk>S?|rwGe{&3oXG*w2QmwBBz#v2JsFbn})vdrG*>*Dm|`*_}ApD5(;OL}e;s zgk$)L;gK`XsL?UA7Vp3z!5;ewmzSUEYHTPE&{)H?Il95#C4A&&G&OoFw9sJ{4;;$u zwl^F8^Owr2f}&evTHbc3&tqbZKSh>G-?^N|x)zUmS(=^6<0i0%-VLAVw_t*2AJJAy zI$+M8-0ZY>gr#N}J!Qy#aOV|z7URa>H_sU$k-w@VB4p(yH{Y=gSc1)Z&{k^O5v)a% zsGbc$49>i=|5*2 z*{kSPTqhSWzAadr36g66km{CU&CML!ubI4a|AZFo8F$$=jXIc!ISGFKOM85$7_ff#;fNs0mc z(3HI%wd#p+WFl$N~@;Frz1PHegA%Eq@o}OP*PqF)yNaL z!83i}Kb-g4A!l{a-hLQmb_A^tsvGSIME8!OA_A^Lz6)WGDPq(qv;M}*n`2}71UXq& zF`dDY&bT>}okS^Uat_gsO3`;6QA#KRnML?RAiHJjOhYQG$W@~`WCp!RRd*0>Ymf9Y z4E8tS7Kbk@4$FRJkzk*p~iNBntMbvJ!xJJ2H(T-c}XL4Fp54~tC-`(~iU{(@T)LgjDz zgcav8^*+7tWMT2DJjm}87BbC$zaHBk=-FhF#p_Mn`N^J-{ z6{e>sG&fdAD?#imUjAM)IC5!O#&YZe{yUkOel2Hgz>{XsA8n|Ng9P8ZQfgmmhkB$- zucT?-0|Tu{mGaV3_2h9(oavbUZcOg2Ba9v1Z3VX%0vL!kejx3L!-ozfeI&_LvMu1y z;!FhJmJs7dMEAmNmfP+G)e>3S26{v1+GQmr z8o7zo&!23J&#ev$+)+PwTgE=9eA#WE*m>;e!@pMV-6kNQogm_1@*ps+`UjiMH(2>u z*XCBa%-NdGW6ERt5o^pG9L^C2v(nB*L7~VK4;(x2o-ncUbB^Qdy~Nk%_GM)hE`{H6 z&SyT8^bJ_PS!e8Dc6iS=#%OPm{MXRWI#}!sdpGNtG445MIL!#xZEhPg?muTQBMvg= zU|UBvY30&{EciHQH0N$Xtife#VPk9mk{{ZQ>v?9)`Rh{(pe9!SMNcp+R6FMI?+@;a zoH$m#ZXwR~gVa>wHn1%4KNS^23JV!)sYXM~lvK<32*1mDViD7~-L_J+-rBiQ%UVi1 zPIeKUd${C7$u0KQjCi*X*g(}D24{@g2?uu ztz|FIGLGH&XLGOgtG}Op&zaZgXW%kD>6Dm=twM$|>P|bgn}{net<4E1jab-9v2sht zkL>s=kArXSHE908u8F)U%Gb6W1~t0CWfa8}z+9+4q8S8%z1moY6k027{)dx)IRj)&{xpPM$n+?^eP; z{4-Y>mUX?rX`HPUGygpaTO?N=s~#BeFfYvHvlVaicLRlVeHm{evm6`8%e`e4}m=Z}RRLZ>lj;S7f zxJ}FFA16$`=#?c>U=BWNIy&(qme+MR`>2_*v$L<*2Mp;+lF;tmz(n-{cA>!^JmiOw zktt2vg@lBJg$ZsEWDk%r0tOe~e_DE55oy^wRpDHv9wz*_(CB2E zc*eMtqW-7PW_NoHZ<30^zyE1}gpqM87Cb4}_z({wS zk^=97!Mdc=tI={1EzdVbdRE3^MaDJtz3Kg+HYK%PRP+(;eC{%uKavOd!trf`U@chM z;r@UfwfKr6=`Hhs5ItXxb+vuRSA;i(Y36od`wh`YaKL%qx&=vSB)#Wmhe9Ft960}z zbp_M4NS{O0a{pwQS%f4=06Y$BXxwP73Gr>LAwts)o6Xqt{Q0L3PJ-9dU5@&DbRgtg z2MxVs`eb9H{^c^n8TEhPow2>+6_hF;2=j=EeW|M(LE1g3e;5gQC+vgt^mMofE|9^z zEenN-LBNXij*e$}r=beR?bODWx(9S;7(j+vC5P6%I)yL}+vj$Y8qSaJSjs>>2pR~HWG&el zSu@Or1~Ai|u>m>ATQ;E$E#jJ4gS7P(HPaFptpl1rq8sasEC59=?lz>!&^H+tLR&U; zyve1H_a~&}lVn3dx4GP&fP9$Oty}BrY#SAaiJSegZYbz>Ln^m6R${*(#7+shAc&ZP zf$|yDaF`;%h&sCinAxG|2JLDSQ&R&Cbbw)Sv7ZpZ zA}3^c`lWK;irm|P2%GE*VbjiX}^`VTkv@FSFYbBO`P5 zR=h@g;Qf7DcAQtz)lJr%Qbhoxz=pnRc(=p!hj8?Ez-PqGTcUY&)s4d>Qd_o`v)IgI zs?e~%ql}~1Z?_;XZ)DkD9|M=;RFWsRf+T~EJSUKZ7QuG-OP;Wf@ho4X!$~P8I_(K3 z9at+G8<(sIM$;tNK)7deU3muJ1~7T-kEM1EkKZJD#ckDf*F&un0LM?CKSP=p0xufsjdsNeZ3 zzZ@g(M67d8njsDk#t~B+z#PBx%C*P0w-PmT@H^cACxdAoDr6*!Gzmz*e}AWUbdP|* zPBAfI-V1@_mpu^sKcRfQy>&54IlrKB$AyG#8{I$wbGELYA+ST<)Lk>{R|7gsQ3O8- zzT?R;{sR^kVw7??k6zt9_35Ct)Vc5_^=E4`d9-%g+dHHb&-q9a{;+pHg>$%&^CNU~ zK!Cf7fBOcTk`ab5u9khO8&FN(AaUso^u-YYXur@Mx^}CHYR3k*8*f-qtV!Getc8{U z%RF+7F0o-`t3$f=3R}c=Z3fol!EMQcWMl;sH!VWb;ODeLW1@+@r==ms(BRkHZnZ)%k)&KF8pY ztrXT83MJt!!1sPDN<2A^Qxz2fJ+c;YoW6E>DKE82LzFd#D@9v=Zj@i%Aa$HeczsEfcG9NIRMG70C+am&?>c4syBLCI9 zcscWdm=IRDLBxYUZPt*D(oL+4L$WFpAq_&u%m(`3fa4nXWym!U9TH2&aRMUGKK!$; z(n<_+Njp&fRC=Fxc+=y5y-@2JQO?{6gxFAV`2_?MvYbb{hA|`XC0;<>FZ&H{QOJpI zPC+{BUIL>4++fjidGlw#t_~7$utJ)(lj?}UN4cOV&Qg-vW|l? zwc2v7+*XwLAlsv>scBMeJMlle1cQ3%=lyEmK{R;AxdcHW+;R_qNVb&ARdgM2UOx07 zB|4oKsPhZ)JPNh^90(2>*h?ZqtCIwKAjf-WQ9&`x^;d zYIh4exeBqB;ZWiy`jZ{+-5L9Cg5FW72Mv0LVHt@+9MB51v#+lJg+%m+h%kMFMVtBo zcQjjq{4*8d(#y6C5plCipG^CCNl8hB#30RN+0?ca`9h>vF^=lAjyN^{tfeDZvFOfY zKz|6$MN?-qAerPr}1T zH3DNRvDS7Sb+-0|FZuVMNG34+dU?*7rxJZjHfuG^B*pI}u%tgrhzE(bCZyIi?XE&4 z3w2tSa(6B2$BF~#NJ4s!7h9K*}j^P_cAQQXtYlKD(eh)5BemE$zX z2te;^hm7O0N`F(&twz*!Chk8^VUBqxO-x|>!0J9#=NsIzyV5$~7!mD;FpOKwmVbe^ z>ZeFk9G~bSn||~ z%TMd|dD&8c9`fMqybSs}m@H2W#()p`;79Xbl`bWqV)ImaSQH&w${QMZ2RnkEqohZE zH^>}d*LUFfu5qDEZ-RxXiopVV7eht0jt{_TXi?pEUcbyZeq`Mg;EumPX21YZiWrVt zigN&}FHF;lKN*>I#7x0rF@OvK!ou()+Qylbcj?VQFNNXP+}$vDQ4#PM!Z!zrJyqY( zFnQ$1q#Ob0&fam?TU7l*u-j5343?bWXneV|QPcw2X=m#?MPfi_f9&KlOXS`uGmKH#J--VgfB6q}LLpUBr(Smk^Up$KJ z*ke}J`ff<*I!^vsJByX3m&-l<2H-;>xew=NOxG}4;=MxUB=Ho4N9m{j13+lZS|pRq zo4ewucI;2%+6&+B*s=Xs+F0=#KrF?eL?A{w|GZ}y{ck{3#d!dNLCW8E00KsjK1lv4 zp{iVO{yTuzaS_d*=w1k(J)u(!(jQnXkhl7TM~A;X=Rlp=XG@usw|A%ml&R7laT7ic zS}GDf9>MX58y9{;o%hfiK1Qx-3u7vu1&{+0ar5}mM53V zJ)zniB%cGF4#tHjYbXFKok&+S=?zK&XMs5i5q!ZgN6CNRb{8@nQ=_c`4yc0#tpj8) zBgm;X>DjVjYutHiLADIw6kHb=^o+2W^Vk$$reWyN8VA8*o_O0|E>^oR3n4EyJ1<%+9cw}vz8qyP&w^=iDN~b?Fk?7t zj!ZPxO`9SiJZ@R{c)wlgCD8iZo6^o4WaKSv70E8NyEK{%Fg$2AcMqe?5Q6ianKD{9 zqKId$ThV1-3DaWbwjH;@kz7$=g4qSP&^sWY&gCZoL=n$yDE@>ha{~=r?1NQzXaN4D z8hipE3QrgX`*n^ZD5N(;`!GK~^k1_?cCK_BF*(8^(TffHBqX5o65a4w5=AfDckEcS zXwl)rhmSv&=!ah@D(eep>B95&G9iWqi{i_n{k&yM0a}>#{T2u42ci2L`@!jFbf|F+=Jx7VSp>^XR!eo&~fMX*X!KSK8W_wpANcnhg!bcCiJtxM;L0)b{alksu zCgexiel<`BJF8po9pPqM29Db?B_*}GNEsKck22``@Pgq}Ao1h@A7pm+NJo$d0X@^c zoWaOtHGv)<%qzs6xuJkxJwr5HSIG$gwu+mryI6dG#^4fR_tzv(334ka#}s z4`y-g6=?y(TnTi0M+esFcW~?eUXj3`CqW~j!^)s!3>c+?n>)xq{*6CDO_>`1nS$m6 zFQHeGY9$f|h{5c+^nZFJ?Zc&)HzN>0+opT~bC4+a_Gdn=ZtV0U%tz%|F?k+S76xeA+1&mY*iaCe}7@1*Pjqr#F9WFdK{rQCfRy*qdlkHuTL-U>87+~u5p$fS05Gu1j(V@$H3^Xeuw1NTi za6X~n;yk{b&8>9%Ki2Zo{VlX)qz6&wOw`Sq=S(4!0Z!=L=~ClT>Mx7~YU@nl_U-Lg z*mZHaAV&_-Z>{uTO)ZIVS>XxJg?I5IU!!SMoEX@n8*reY>rX|boKTL8xVX5GPzn$W zSfe@@iXeUQfFLd(EHj8T`4SaPprAb+c{NG+AVVIt z+&#tzDS8WOhH|%fc{wgJE~mXja|cLK@~%UKVF$tVJn?5l#970PWI(3gLKe3qGn|qR zt6_{0T?e0t23z2<#N|VM<K^^2cq=$EQqF0hjbJyDHsKh)yL+(d zwJ(gZ+RB$Kl<3*3%w}gB9aT2cIMF3up^Ik+P`bL^1J{jyoc03Ukw@0*2LK=8+sIf*ZceLH!9<_qOkYF zJMHChDu@$_A-K`q^ZvdW523RPASaDr^&`$Q9fKEv@VwfZ;^swS@o@GaiPy{y%Ln*l zC}vOQM^hvn$=o|}Hs~f0>_#0Tyad$9dCyWWzFFALzBH&akpHhCh>^m!2-_P`HOaVD z3^X(WDPXP5zWEyVu;Du@F@%g!uqltd%jvN8*Vh=EC2J#%6ptOY!e!{&`(SsytWoKlb-#V$S9`MNLYx``G&5`*8}gadprD<; zl2H{b!s3Gw5ktsw6Yk5mwE*U#_pAQNTs$E@S90i>^F2N#j4zUs%Gj&vg{>7_vibZ% zN_o}-a71{HtqfcHmEgP&So-R&hTR^e()Cm z%Dz9Jx}4U#%2uk|3jBG5AvCBJ0PC|OcyVRuaKftr z+`g2-82nsqklwAX(&Zj+h zUVrTsY$tY8o5I|C90{kn&rE?kF@^?M{suM(*V+@%R1>*+uv@qC@%?;wwA8s>;x2Tv zp%h_6vA<|yvaR^q0wy8Fzi%NLZ;Z~HrKb?w!(2nk181+;y}|B0BoigftD;a+im4qO zw5^~lU^4U}nJJN7Hq5Tu%{z0#u{F*z635IQk1;a-4lXtWCh7IAgMn!1o7a(|P2|5} z(1?e&z4Ra?WHra52lw|Wt8QoyjF7!yo5DPs^gVFgR_dMZ3JrBJpZcwH1Qv1JxC4l{ zrU|=P(%-}O#fi+GlSd)~C*Za=a|1q$4&Gf&tAI1NXEuw@cp}Ud!Gj^f49RNx?27vP ziDs7r0bu|6=G@b8BYNoO6)GnfUuzg|DLnU<+Y~a81y?)a6!s5bf9!+W^cI?-*`G`9 zbDdMyNDodoeEP&yP=0~PAbgO2KE-B-V<0peehchQ+qPpC{9H%;4&(2{I@`urXZdr6 zDUh*V#^;z-O4o^L_~}cq&qlIq=GbQ*7FERiT_wy$anL*_<$wM!_7ic3oCLxEJt{vx z)JVY#I#-hV=GdIX9XkWh{>?AK1zlZxl^l-D8DGY?FA;#XWIu@!14-PT&CmaO0thj7 zV}rxNF8f=ghKsjI4g}4LFl)jw@Yu}aU4(9zF|SlDD=9g-vB^qo=gt$+#Nu}*jyi;l zS33Bwjx(~U8-fS?oxxH`V}2KZk|Sec%g*h`ZhNx_hJ^5)8WJ8H##)oWs1c)6{IzlQ zVcJSb!f_G_I4gtjz<-XX;JDo7CHA@L94YkI24YwR_hL!>ZtPI!*}7X0o5uHRytelr{BV~P%0BllvRW)w9ZCThU&ePZpuOkp{>w!@RTXL@bB_t) z?(3_V#GI8~_Qm*}#{iA8uY~l{7$Mj48zi&%2^AxA;*he zvOpqe>1F}WwUu%+u5|_uqBsvwUWQr=*(*O({VHQ7*3dsct3(;fn$@d$LeM-}*lEBd z@6`e(eShMq{z+*#>&G&};A1&Q*mCPoeDd^o_&Cz1dUg{)#1ul@!R@TCuLo(z5-zT< zkI((YMXa0~(0L5>2dDxVIkg9a1%Y_8S0e*fyrlqQM5Ss5OoZ2BwyR{%cGFlJwOD{> z_K%+X_ny4ze1J+vz>3-t$KiUj;OJ48dWf8Xmv20VirzKk$ziH>aH8y3+v=ba2o$hQ ztn7{EbskRIzCQ;B!maPeBkOe>pbCkbe$BpOHbPp$E4xTx zp5A;WZdkMX7nR6!_ng7c7OG9OBDrphgrTn|LV6^xPr4LCj2uC_);}@l-JO)FxUt`f zhNsol30XdXE&@6)zgY!~x6LE6sLM^UlpG6{RU{|XEY}EyEiVI?|M%BR+h*5^( zxmx~}YixgC^+BFh=o|}pyr-sS<=~eW)ufHr5z3TalbVfX)cv-|CvNcy1)_T-JRBP4`pT-&@G5*f zQBJ7RetGk|w{KBjl7|=%n5G^VOBw%4Pxw&d}2(l8Z^2 zFp3DW4G0ibT3Qh*1nFoliFy!l;7aT2ASn0>j?wRr8q6L5ik9b*l*pEho&Ky7guhK2 zH(H2<0U52qFcGaZkR)!z|Fk~k|C5!;(Cc3}w+)MdbALMDbqpaUpj8fTZb6YI`~tkO zh{i=smn3t-qY2aq$+*DJrZe_@C?SE^buWai?tg~|0*9uNBE$3z{8f1ZL%@)1>lkY- zsd1#D8WrMj&3RO2Cczk)>cHC5A#E4--dfJpXP$Tn? zNfl|^PCODeF@HwQe0Bnh%<0>;3k}4@NvgAF+=1}Z;pQdX{3-((?DDs2SG+hLnJ`J0 zw5ZWK7ZL0|doslDP2_5L;iD8GcJ4#fw3^J-gxcna!_xop9{ODA zD-kJpNGA=SSs%*6{U8MX&+i-Y_}p2H_}sBq;%;^I+Vy(H*D~J1(`q}L$ufacBB6JA zlG|UwBr_t|liIx2fH1Nh6^2Vk!9LIb^>!JmnV&n;5wU9O>UNjV=XrGF=y;kFehtUf zkd+ddS-slS2Oze4b&R5MG%|s(T=3hLEMBaWbt!r$HV)@m_m%b&@=o2pTM#O+VE~?$ zt-1Imsh&^_d5c0!8-OHeTABxZ2GvNzZP=hZF#LzPKhZrjk>IQhPq*zeL^;Je71S1> z%YqKzVCNR^o&3QQ?{5e9(iSnr%V2`CT_gZPBwiNt>UHIO3)uOSY+1{5a^Hut;=5N_*-O7J%0B* zajez*GWPK(RvFLoTIR^7PtVu&(ayscJ6=qhL52gCIjD9c@kX~!iWbpxl{-I%1>=El zZTvDpW85i}u)s6m(p_Yv55OJUP5k=e?m<;yd-<@FR)}KGuR0}DiQ_t$=2j*^ zUJhw*kjRj~L4{W<;(u(IF_1bc^QcU(_avz|x>-r2vq;e@st|;8RfQUM7?f62tXl^3 z1vxk4EqnLw1wkl?$`r+&m`crbDUka2)q)!PK>QUK*XGv;`f23a@2T^ZY`v+&VE(t= zrzi$4{FKL!A7fcQ?H%v^$lZhYC!+NOMmeh0a$pkR3?^7y@IJ* zIFUr&9}>Q*JNEEJJGYhgm}UgEQc*(x@_eorr6H0c%88B7A_#yytVozD&`1PajFJ4F zAMo%KeYu}BF(@UMCWj;4r?Yc&8}m4rUMn?@oYa_GJ5fTF4lc-wgB0Tox>E7`_qgql zko#B}I9%{?1#xPbbUr23xoH+ovzO?9i2*)epI(QX2lDF>cM*cTRAE^Z_I*+q(IoWfp zB)~_H2 z!_j9Jf{N)L2TkE}u-U752V^#vu%Sc%+gX>(@O^i4c5Z*vJ?x~8@4PVYX!2&Acqj=o zBXK;Cp!VXr2I3IkE1vhnyftict}8j!W$*Y^sxP;-qhkcp98)N-#v#38*)l1lti!3F z=}eC`Tb~`N75{qi{i|_HgNk#g0l}P`bgpIm;8_`$VO13sjS!Tb>tF z^PwU|J2aAvBL0)aoG0m#>qalEH%N#edF@2U#nJI`6xkm&*y}p_3mQ?i6$YL5uU+bA z^0X40owdX(%E~lC6>s{kAshV&j3g5SsWuW_9<=Y&$c4~^8EXH>{C?DnbfFcgaXzZ4 zPa5pK@aYLMNxHP8tgO*G6=+)Qyc`PWVyasUtxY3u66jUq5A0NmXyMG*&;C6Km#y6& zJ$^hH?>t6r=4RvL%KkDfzk*}^j3z1t%HX}?|0Sc>~q>$VRmMeQl>22I&l zX12(4e=>9#p&31iqpu5<>eZp;Uv2sJhVMSdO76*=4bT@iYq0d&d*4iDgGkL)#}Qg& z!Mcx^n z8b+=Sc|2b^0s0KRYgoMP`vOCrvHp!E0d*hveu~-}($Oz>zEBYU!&IDyZ4YFch$~RM?g$M9goo`N z9a6tNCYeeD>Xh7a4-d484lK=8#ee2ov=d!`H8t-;vl<2qzG+WeY(MiZx&L^afV#z1 zCy{%Bbn$3P6UTK6#*-4aGQ1Y5jQ`*T|C@hNv8b~Ly?bI}0%Wc$pgGx-vO(isv|=O9 z038DjLqnAQ4?=GXNwvY*Vv^owLmrzSqJ&WIaA7&5I4;c$Z`AY?`i$nDnJJ!Gan5Vy zjz)a{XjvE#XeKdGK*2~NPv#xD9&AZSp}Rt(Au~tnaob1B`}giePf4O&JBUS`^OrL$ zqW@@^Gg|x*`fEtO-SYGVWxDZ)0Foh95Zi&$*Kz7i7&ff860lhAhKFDM`GQR3K+rf4 zh3{*Q=O5lGhOo%7ClKWf>U;1@P-R(`=S6*rp-ObC3 z;v^Si;}+y83TFoMq2z|FxRjfNL`g}VlC6uCRnqts+krOa0QZF+>sPz;gO<%(h8CW1 zN*~I&*w;RScK&cL%>}%(7V*%An~0}cPILjU*J6hdu}?uhcx=640^+P@hCC{!R_0!p zRv$6kQGIi3MPgIvrtOuNeu$?1ifv=_&pnL%ZVoDgA+c>lro2`i$74+D8V+wGyqAACVh$9=rP8 zkM6vS$OyG6PoF-8z(*O|5rGHUuM@7VEdA*Cp0SZaafGJ?^*oS(@EHYzX5d~5edb)&^uNQ-qp zL>%lb7x#kn3S?{Ku=r*k#9e$#RMIp~As^K(5Hwp$Gh&@}O=4{0>Hm+pHxH+Bjl)J& zyR;jW29l^WmRb&*AgGg;FW6|2s5?dd={R zI@gBX!1Z?-KK^i9_4-xl0R;dspc=LF?X%FU%H)=tm0xqM@x26;*SqZFhJ&Gr$bAY? z7zk-Y|7B2=5gSX0X z#PgX&Kl-|vKSxGxl(nvAyU~DRfuA{a{#{*n*q@nwk?q5AdwT`z#)bwx)rd0^9AZYD zV`EZ_Iy^i)4tI`O_uHv1?i?ILi4!%fVbdjiAhO@hK3d8<#+ZT;GgTXUGqSP&F1)&l$7l3Y!TNdxw(81Wpq0I*s)^)4&~B8 zk(KCZPfq&Zi$|dV1(x#ia)Z>N3d+36y|_$4K>?uKG74xuDN8FWDLwnvH~M<<=b`or zb8m0&Ju5>mT{^qq;QbGAZ=yu=snn<&H`+Tp?QCsdw+#TI?_Y9tz)p2wV4(8P+ea6i zeTL}=ec1>2xg5&(@h2okrc)tx4WRa+Er6n`H);1LeSMNH!Ex~5LCeSW?{-F%o$X<7 zbD8}gX8!;1Uo9P-)oaZh`5$7kV*kGplie;UA@*-E*@b#qmd~C#aa^O$U*N@ld|)2i zNNT>-aVr6VEZa0Kt-Ds)8^cp=tn9S9Qp;{0Pqe*WUvslQvBt{EJS#Hi735_anhsz$q^W@y z*GtujKbPUyyl2}9lp8t3nBuNPM)Lb#RZCmHId|94(%z}UaR1e{`V@vdCp6K84SK~!M3UJCxICP8Zc17&1t{V z^Zv@h$+2S^PT-x0aAN}UrCWXn-dmW|rPlh?| zZGHQr;P@X*BPWROdm@8u;-J2)Yx^O9kC9h{_-^zh5Nd{!5 zY_Ep6tesrb6LZm7OzrSC7?Yw$%48_86?cLQYg9A}UTK#NVJAou^<4yz=>Pj;0f4^D zGW%?JRj(JNd$XI!$osb~ru0Wy66z!PYA1}@^bLwV%vx0O9$wW;5rHbg~*a!wks z#5o0icHPcg71iC4cX*ah8`FEOIxha3XNX%{&} zN#JwJ5phcC!E3b=-;)VD2wj2mfoZ-uEa`_+Dad9WP^ZFcj032K6jWENU@rh7qca@w zj?niOIjc7}5I)O{cRvPdHI5*b0%?3E=_MnIJI@~{h!>QIicO_DKT8Fyvpj=x6-XKn z>n@|WYWhHKsLrA@hU)A>jXOPGZQBXnIA6`G`yUF)7|?vyvc*tf*K9|V8Bc=vR>D(bP50%cEEPMd7^+D9!mUOolWpO@2Q0xo<+F zcmM((cP9g`qqe?#g4H9Bk|XK;LNN5h=$bf=j0)!z^P8SgyVUf!k@E}G<= zL-n+zYKtd^(F^kW$9s?3N4P+EBPi*4FMmyMg~PBWQCA{a8v3jx%Cy%S zFlb2){+7)xY6K+L`lfVl%Y??Y#VgLn7qs2IyHPyfn9Dlcm3*xMd|7NWx< zZ_-M)9UQ}s*A+@NT35cdqkF}mKiOdKakfvp&1oV@%UbveV{K#_n1^Yy`h90 zEth>prbgDljIao&PWWiFrfa&19}a|9y=4Go<%hfbm(vo&8(|O|a+eS1(?>Ie*O*wt zy1UcmkPu6SE zFvPrckZ~I;Ozgs)D2&#i@3jfInx?vHYg=fqFGZp#bF*%?VQR1IqrB=& zwHIG63)0gHDg*+;lc|wX#6na%Bc0l~d9y$nP`eM}>zhC5d@o9#nj9`dw}*(y?0D?_ z;8m$ny}Htb;*sI0YxH(^*09B^cf5;*&PeA&TFEL5_vrIw_ul%w6pnrX^?|g0#g;UM z+r||6NP)GlMi=IDisxuQiF;6}&Ij4G(ed$=x&4q0ubX>%K>2>j&!bgNI+Dz5C}!;fmh%YZ4>E{)}&(sNB>s)Tzd6m>_9HZ}QN+ zSrh*AXy&l~-!JQ_TWQoj)bX@+N*3xP4k;-M8{<+1-L$(pr54)M>M>HA7IdO0@8&7b zA|J7O)v9}iRxmWd5l5&Mj(L?mm|M+eo!pe{g6#wBU?826;^`u{Zrv`)TXCIGN-I6( zxn5|?mMW7ffc(MOlUVa+YfeMU7nl3xYwwk^|LANqvVn3#Zg~D!gGToxykSrBqx7jXPfRO7c$e#c!jFlm8yv#Y z-o-QJdF=~%*j5S*K*Aw5%p$YL^hBD=>~sKfAoee#dRF^ zzJwm+1H4rYqCkv18V#5l4#0u?{%kcm=-xhn4#DbRzj-4x#9S2Tw*cxn>9%P5;2z*+ zAc8_GSxk13^cq!n_iX18n~be3PPpLp%a;!+yR6yAyF{yXp|_g@C8eFCvbuCoF(}if za?g0c1d3~0C|9pt+ZbC9T5-zDldk=IE$Ztldq}wlk{sv&Mz3Xl|J5KzI&Kb&LyJ<5 zU{i#^^^#ZNeJU%}!?GKqryi_;%t+CV&X#QV<-5jJwU0f^9cjPnO6C0Ux_R3&<0(In z3>q}Bs&JSA7BaV2mmR!zW6?(l^ZqoEi2G7afAf*9)T*mw^mcUf9P}bfrPc5vs$)@= zb7mDmQD#}XDd<7R9WTu19E|aj4i_xfae6aA=h#YDMma#pM>N~NRlwW~bsn`BVL+dussBB< zXq?{1wngtUsnq?E5XS7h$spOy#ZVCzT~0XJ%3uGV(qc~ov?&w_3C8Hz|`{5ldMAk(Lv8W&DDau=jo zKTM(%f=xF%OUL6`ZvU@!^H`QQIo>-aw-K{6mKJbvai#ihxN+m@$3ElaiN4ce`%UO? zAJC7ZEx^Q$UGso-gVHM51^X8RK;3_39x3hq^aB%|%-zGNi&S&waGY!oS)L8HMVXdx zDgg9TrzXc2uUUeR-okq(rMPRxrKX93U+eP z#}x=D3w;*ua9B*z-}}EZ#v5n)e}=XcDJ>xizu)8{q#wpU+iwNq;f9)9n*8NxhLY=> zH>xSs2C0TWvD5@y2S(xYHES9Gf5&zOUc1iN8j2YRJy{kl!UVupAl<#dEAB~X8H3He z7!-twjd{>%6kNMG^PD(z`c8z7CMltnuV`?r;&nwuQNv=CP5~3>9GmmHo9VW=7Nii?4(kr;B^5Zz%1lo+!b1LvdA@2 zw=Gq4r+(m@g|6r%VL=*+^6}jRR2gN|dML4aJ7~L)qr(ru5=H_N2$gO(0|NuFBb+Ny zC@v{bR8m4QX{vciz(_^FWPIa+jXAl7yi2NJvq5nsbS3C6tPpoV#~K=rDFunwmwiL> z#d^iJrT9B< z02(fZh6eP%=Ec@!O zY~11QQ~^;S%meuWJW{dJ1r?%x(J&xdA+te8aae%!j&Dz*^Aa>tg(e%Y;+xXskq=r9 z64BQbfa~9zC{K)vdVV`%ISO6n)gnhu484cHJs)L{!GOP?aU7)7l71N4DitKAJlp-z z^C-1zg^!i?T*$f8e(5k7vC5xPPW_4GZ>88IBU_(V$fb>JwMH=yo2|sDXc9u0bN2JotSQDIW^?rB*aQMLHKizUvT68 zoZ#6Q9lj1kAhQihfyNEhBo&51MA@K9*7poLa9Kc6ls@tq&pAfQ)-Bvn z0NpmYrd4(VVT5h^5TfmEa&jj6Yyr1rMn0YXr~*Pu@xg1K2dch(CB^|rt3FV(k*Q`y zkgkIY34R|)`4;(sVGF3uw}FAf!>iWH`Q|#`4&NPPP+JH9OtrY;fKRj%(duA2pLRVQ5dBu-|d)!f&$75Fqo;baX(?NnLcTh z4~Ny~I>o!oMAn8j!N52)9HtMTkY0_y(|bV4dcAY3 zt*xoGJ-{X4#a>uNgMML;5Om3?&*wao8F(XF+6mG|H_Lo7>0$7Mh}aXx>oaMsNJxIU zkCl+md0}$0c&{~MXd}#tQ z!jb1|CqH@TU@*^Kqfy9)RGHi^{k#j42edBUhCbxS;n6Jg0+y~_D?Bg$f!fU-`zPAb z%3`)0MBkyB`-Ji6x)UScYiiz-C#Pl7g_3hIzmta@d+H=&b;XVOkjCEwS`jKnO^9F+ zgg`*EQm3*J4MRW*W5pd}=Z~Npmx~@{YRjh{;E^>TtWTLF^O)*txS1aT`-FYSb`n|I zI;8||W=%|%qvo1fStUY>2PH)!UE4(`Ba>JQ5EqaE3w4*#yNO!(GK^It)t60soc;*7 zbDeaCM(*xL*AEBb`2vVUW!y&i3@zc6yMM9fP(7;tV*2UP1$K9K# zuEv@I}n!+e1 zzB1372MO(Pa}iu?<7{b|XoNuU_L@R~QikS+zZ&O_^=u&;xdpW2E1{A5;sx4Ey3oii zrKEp8@42qW4c+(6(8!Hn7Eq*0Uc<>-1wYW6AxiHfRHccM^%R?7`PFv*#9#a`|Ex=b z;{v=1=V}tA^&{pyfeI`5n+6x{+xJF2(DV@byFEOYE~be--S#~xVY{O2IJ^Dszl3So z;c-w|U^?M@OQmwp@dt_R-Hs;QJM|OZ*nT`Mw zJ1vb1=}2!-2AEDjm}^=Z7c!F_gwxHm6VkXurcY>n>Nj5X2z-li8O@ToVHw$8bRuBo+qqE)M|IhL6_DY`l#^{ zzBtC_JboxDwoHIxNCaizGOeuv>nl(WgaZ?-X!~+3kP`enxb7_$DhYOtgr0UisNJtH-WE6c8I15y6|5hkjtG z2V_?5hr?r8S;?O`vovjSjBeh+-;BF8Wk-D3?88R!3y67Aw zuGz%_(Mouqh^XiXN`)6895JbeP?X=!D6O^{bhyuHbO5Y^=|n@jd(}I%TDP*5!A*r% z8z3_cCQ1NIb@&%OD=RD1N2@kS3B;-Rp~@RxjfNSuB7qxIcJgeHprUzGqRr)T1w31( zhmc&1#NI+l@6uX%6CW!Ks*rGjk}WX4wK|8&bwlPv-nfyASRc_UMqsMAuGt4{zvF%o zYFHO%*!?(v!WlcD1zIvI2dt52eiRMwGY-O-IYe|l*)-Hhl1(xZ=YSRd2R4ABqUF(} z`+gLtU|-!jb??W;i~M^7t&({&4&?6zl98d{X%`dbQB{&`Gnknfz0D%ze3;(Slor)F z$_x1j>MV)hz{s9cDsw`sdUA+~$)Rn6%PoPXm|<=8v3UO$fY<*3tcM67W|fUfce+a7 zRh%XY?CNng`8xBzQqcB!)Gtdb*$>vTuR-f}_5B~A##mH7bs>BM zqQ+$xVVskc)b^re(daG7Y?-V@5_lA8gC;+}iku3h`ClcGI( z?r_HCtJ|SV&3M3=L>rAOTlw!#Y=m65NqJh_hYv2Fp{x-0lE2CEX0*)ao$iOcy<>yv zy>~}D+}p|Zh#((3Akk7@%Ccf^1^t_n?%zKaeFlp<@HJhhdXAXF^jkk6sE}!WRMqJ- zmz%DRaP5S)jx0UI;P*dX^V53&-Z^MoAD8vH zP7L(Zg_YAEC*mZzc*zyNBp4ajgbXd&(PiP%N| zn|E+l+}&sT_$IfhF9IrA`5>56?L@;BWjwTF5LS|5j;#~WM?fJ2!vPhdn=srDf$4qm zQ7EdQoSTN&9-W;}KqQlK8v}u$G%}@q%cro1$6nc{XtZ1Qg7$kZHNe_w;3TYBzFZVK zY>0;eP4NSh8zGa15R%+;uVBI=+P-{g@a{?l2$x?#KvSp_cu`;93DVU86ecAtUjTEY zM&lVWhMvYbf^*bV%2;)m^JY9%6LW-$675CkTEI$$z`T%$j{Nj^G26}qXbk4DJWzc65{*pjXTXZ9)xp_f87p1E% z<1;cEsiUthx3{;0evi4Af^B_ts;;U)N_Dcyz&TFJv|u&@L6p94#|9vw1@2>s+{n}3 zSR(J5_XTAHRSl+HIHw~rxaPtKA{ZBgk#+o{(5YHB2PE_sHQ z9xdxwQo-`d2{ceLsBKUVlqxF0#*pB(&Plp^F~=a4Mc(T`PCQOsZYpXmwI)8P`D4KC z!9~(_U{we&t@G+b+V68DIq`*`9zu?9HnH@pw(T)qIZDSo3B%*vyzvPiR>-=%U|W88 zdLcHN5BQ?88+dPqAWaXs+=t}ez5XF;e_j>4iRW%f(>FqJD^}Llg6!m# zKJpd9a4s02uxy%e4pn;Q_lRyms-XueY}i3WRtvpY(xhs=gJDjH#2@Hom?JhrjF2hK zLL_9wu?;|F0AAS{BFMW^zXefhdwYf0G&MJ4H$lnv<_Ki_(2#~?cirv1%!8iWvsId? zRk=qKu!mGlIXg%&8zfCw!4y3dgW|=QK z;IDfVbV?4@$F6gA?UL1h!kz95g~4Y0OO7kmhuMc2@y=Z$Grgi*{?-0zI}q&;&E`v6 z<(+W5m!Y5>MmR-8JVhgqChXzKwqG-P#iumeq)A_b;Q8k^m6h~ynUACGrmQ&Y>)_G-f54-tzdsB>z zG@bh;GG3SRZ?IUwiYyqsTuA z>Hu?Z9_VyI3Nil9oz1E@4z&{Ve8j-2*WEp8wafj%fL4>Yui&i=6 zH>8u;$_>XX@`Vz*I&AKpNhc2M}hCA{zu1Sc!tV1LXD0HywM9aQBy0&wIF0@P}v3#=nYdfd-m*1-L8*WT^6CT zo7t2?)*u$X7aQ>P4ac_O;ux($YpQG;<}-+Z6-x=kPA|c5uyNR7gt;iu0n-&+ZAX7{ z>lVR3{B>$>*884$Pl){b5~wciMYvakem;0eD_5 zD6Enw!#E&~k-2kQ_9)So+>5QhXT|u{O)6uZptf^^~Hwv5$ z#4k*}JHVH`Pxx)l{uD|Yy-gDdSfbGm48TI(Bj8bnoaw}p<>{+AI1X3s0Ae%8>ZG=yY?p}@L1+*oPo^J5O{NT*i^2ru1ZQT&}pvDkWHZ1PT z{TxCF@PGV)M>E<2=)1C{>1bmDFsFbB(7SO49iXwvCP)cBl1 z^d7)g?{LqBNsfz)8`IZNB;DJLHH(P^(XW3Jf4p*~LQWAH|AIoJpH449>jMtn`bRra z?sytV9?nQPCo0l(Zg5FU66?~X>+bwS?6KY3mFQ=FdJa`Kt~BUaqOXqr-749jvVVSW zuk&;^W6sVSQM8tg>5vO~X|<1H3%J_9leA`n|st|;Xa?kk= zhKw>%NPO-Fca-#j%)434Wx$993f}dkdH5VC^-QVuzPksK6qV{+i+1IFMzwak_xy4q z_4Ccll^UGV(UIrmwEy+%&&8oC(c8BtUhdtjkP}b(K!!Q72z!77xx^hj2j+D|B)`Cb zgcl_h0$aBR`dPiXKzWHFD`W%`N?3@_N?yK{M;QztksaQLre+qIu4ifL0V8`GXn574MZDLAbnH+pE46&tcJAa0%ngkpPbuk^iNTR3jpI|m25tOEv9dqAcF&;86LS3elfR8 zyrnwl@)Kzqcy~`mzefF%<~41(JrkycAcRB#Qo|=i?0TUQ%{gPtWGZ@`bWX716$KMwXM+MkZyWwWDf0O8^gvt77-dG_334;`ARY#U47*P`{v|`gweSojeK6I+!(-qU%}g+~ z#WfX(parkv^J1K6roApCoRpOA*h z8!(X!AtY>P7f`H~mUNPR|Id$F;Gcl7gSyh63l?ZXq!;v8$VyeVI}rt!6BC&}&+53Y zABrRICZ9a0Yj>R!dV%Kap;z271cquF6hD+g8ETOjX32YzZuTcW%9VANqI~GkU_`dEzl(4TS#sI?-o%pCfF>wGyfT&ihkf& zj%qJmTy*5G+40Ih(Kiu`ffv7iHJ?k2km6xTOkLiJ+2w$> zk!4@M9W_a5X(~`>Xki^HF9M(z(FSVO7Fh;pWkCsC%(SDDkPqLbE##?Im; zON5>BkC7k?#VS-$PE(YpCV!&!+4d&#F=@)K7HXUzNJdQ4C^_}92SRV=nv4Ncw$;hi z1grH7_5^cgs|N=9`-{aey3^bv4g+k9j36++8{6n8F^umZvx^o=N_A)BaSYRIK%o{x zTA~tZgijC2=ALSt(lIh8^DNl)0P-fc#Yws-sTQG-`;mSe#mkr`xVK%1tLZF$?|Ry? zvaKFZjK4#V%>+t`KqQvhZFMJOr%tdF(})LoNhs?E-sl%s7c_(TSp4OCk-`=N+&zm< ze3c_6mk?3**TmEQfX*+PW9!yEHP3)xprW0Y*Ym?kYJN$OiH`8;%~RgOH&ZrEY5n^3 zqo0tr?8h$v^*|{FNqvkA%GN)g&82;P%cz^*Bg(yja^!V_nN(9FX@y0q3 z&l!(|qDOaQ0j*ub2$AjIn+7hIh%v+~JL$vi?n`r?DM=^`oIg7qF^1fXr+o*w7Yz|W z6GXt6P<}pRKE8D4%gV}%3kmT{dPPedjz)>E_yx-W^$M~jtB|u6HEGJ-f+Ef=CL!ls zURAqJZ>JE6gv7LMPwf5d!ztp(iN=M0Uu{wS=@=}@K_W~7Q^GD(CpYzk;Wev?C@%IQ z3!&G7hjgfK0Ykl5%v)jVInuS6HCSPWt}1}qXt0kTo13u|^&;;6^#0uHTxZ}6l%ImEvgh<78mm5^9Fd^(|)F~O$*z+G1b2f;GIHK43(Z#*D zfxmnQzCc_zY>~KoS2xQOel-N!`#exQjfV{<^UsE&0S?TxuYZ5B`L3jgV24XV;u+1(sZiY|nLZ6XIh%g2TAEol?2t%#hhq~(_KwOuVe`8V0 z8z^PQD_KHsj4YPsaV~lZ0<&(_W?32h>j}aa(=eS|2j6mZiQk6&k97%J>No!!$xD zi0+TBoM|*a<5CP4;7ZjpRL&U}x%27`W|Pamxv?$2e-se=CjogN%Xc{2SxTnyA#9N z{^OH+kB+{6dU6izsA56zT+$F>1d0DxGDcdVDc<`#mmHCJ@cb1~d*e`Y@K=@xU|Uw%x>jAHgws1xB!5h*G>cgvHS0lENTm zJt09sQEv&xNvVgBs)I2OV(SzUfqzK52pv;LwDj@*u|oP=t^;5f_5b4HW<$VXGxq-OA$!? z#D|mj^5{0Lzy{HwDP|3P8AJEX{w9U!uRtEe=0`3`qIT_crLvP9s?zShXqCv3_jmVa z2T>}@$^^G=1)7D-YOw#GKS@UOka3J~gL7ujKDUU2;L?b82DF7|?A1T+?xD8t03C>s zt6^cx_zggS?)y`b{9iulnQ*A+<;$5@SztbMr)Y~Ytx{9)K|na@1WprZ zP?o)Uqa}A!0LdlOq9n#UjrR>#NBQwNEqvOry@cll3$X^`wb9U{MU-z`vnAMlH@NRc6awJ2;yha}pdy6m z-8ee#`t=$(Y*g*LyX`9nNJNx|IcaAB$b(ot)->o%DzB^V^o4x*0Yz9bT51riX;`F*@Je&OOpqlZU!BVC<80O+FR zx2)`B3kK}Z4@epGK{svMRNi+TO}^icfD(CI8w%Dr08-d`*xbLqkX>jC)Kk~3`vk^B zMQQ1>X|>r*^h2>~D;5Ih5E2@yTY=rSyq1jM9*{v|Gbkwk_6rd*y!U5Psm}KxBwH8v|K?Wl#`ncQy9{k9<-=F<}PAmqupV5P$ z+j-Z!`5tvB!V~#@6qcHQV)HJ5>kyz*3~;9fNWOSNOP&E&*TncJP!m9*{puo%0$tIA zaW{~TYQ2N7_H1CFpoQZp;Aj5vtd2Ci=SjekdI2`X4m7U^eFezI?4ZxPvLSf)yRn>> zzJ_`Gwrx&?HKCIl6cTd1UE(rMj1l**8q=OKQbk~{Xf8K@7 zbZh+`*$oy!?Xs;%T4$Q8GCd?$Bt;u+NNDF|4n?EyG&No{C5re3QO3KtM;59E1|j$4 zoDLi`w(xxL9u{X>iWumC0@UQ19>CNK=wN7!)r_$XFv)@By;@EbdJWC;Q={q-_(xfR z2qa;1L9y@|ve!^XPCeA%!thav$~k3E4&+3Uz5(&{0j|_H!L?M)g1i16{V67h~hWTJq-03Jdok!a(SWf>UPYXU4D`#vSE5 zJ+G=7EY-D1VEE->LxvX^cbPb-wzw5gQ>_U%@sd`Xa+F9mOmVY(DnJpazyFa*xc*q*9tCi z#u%*lKo|X)q+0kUlIjn?UI|4!6=)qJ;B--~1+$n6>ldhNK2wxrtR2I9s0zx<2LJ>F zAS^3g4u#s?;j3gBvb~I3C-(0=51NBx$V8PwTOR$Ze4u*&;lo2e?YMt!e;3B~r)Q2B zbvlqj_I5Q+8^ zl;Jzm23(X=hOpBa~)ANHp!(#6_{NFu0a^sJxXnTiUOr z76u1j(qdavTNv$6V$fokqP(6+lz)#OcMs@rWw0@D-U$Yc-_xZcDw)|TLsVW&89sIpZ*?}#_derk508X^>DwRqbf14j z!7?W)!;RBR`agc1f=-bEFrKLLA>&4RaU&`!#RSyd|2e2>$JxR#F%0W!(E-p^Hem9} zfN~`uHS9E{O9I4%i$Ixq=69Qkh{RUl?NOyebhVPd5jnl7aDjfzKLVLQoGmfT<;m08MKPeMG-3 z*9J$1NamK9Lnl8@+JoZh=?Nrwn2!|#FWz@Oja0JjG|m`g_zY9FT_Jc325jv*>W)<^ zC`E`t0Ww1b*lLV=7@Ppe(&;TQ2oibLD5B~|j?m&6mhg|?YpwhiRJcaey`du+^Joll z3RG8Y(%&I^!$bhpEf?2F!gFiLP9ZWiAHy7>_q{B?@eTwsWQRb!U?%p-1A-5Rl(nwZ z?kyP{G##NF0+wdx%_=X(h*3f~MCVR6>FfCGZ~o8=zm6BTA>zE{pf6eaV>vU)O<>p` zNCujTju~qYaGhwQL=5@PG`Jq!jEXu2ZB)EOenPVlmXUc<*KwO&5*N%pIB_}}N!5=$ zXYcmg`&*ihZmLj7P9V8gfm0S+-_G9|k<|X;GwbOIz%U⋘a4fE`{hB#z#a$@IQ}l z>(*4neejTw?~ST1Ppz z-(~D+V6c8a&U85OuPaQ01{{C=a)=Scd=_gWTRQKO-%yjAR&q(P`KZ!Vni%Km!Hx1sH`Bf)8FA{9V z^Olp6K;^sMOR8kO92)RmcFshG%kR7w-JWfgv??}4yA}UzgS(@)7?uUGm!wsh?PCo zRsR^fMxX<#X=rb*=HwK-P6(j>6P^_;^O%g3$a7v=J%>u=BuDJ%jXO}}XPqL`Ky<3- zGQA7j7r$ZkN6kCrDPDw}q|+B~+`D3y+A9%7=v{mTcNe%Mef=I#8%~~{b!6xC8|`!a zSnzs3xw7S|y_<3A-RJmbM_)Dz>IGgNdQvcB0jN@tVISbC&tabP)E<+URmz-3HuIA8 z3^!ZkN?m{SJkQfV$y%?}_8$Wb4pZa$TantTT;CG8!}dKGP8HFTpX>i(I&sc8l2)?p z?{AXjnfm-1%vvyhDx0&=*Z*2?#pt(02sVD&9`i6K3hm9hQeNs2hZ-*Pxl458iBh5kIKS5Lf2k$Dvx+s>n}mR7LL zVG_vba;I8+2b}i8C9Z3+v29y3tdk!N_Q1*vlGl6AbsQ65F;@fwn|HT91KR915Mda? zch~wQ6H|x;l%QqVOkw)^f@BX*Z)9?xlyNfR62eSGwt*k@)a`?RLl`##zz=*JxHX!> zK$iT^7)ICdQ1hzcgs-iwNKb4~9{`0i0E)N3S;zncpS!4b_{eZjov3#G*bvMc_Gfc8 znif#I|9*Oj+{3ORWNhcRV2r#MkR)V2J??_cr@sTJ_RE(q(ZT$VeU;ytoPw@VvhRwY zR3crAVl5-f}lKr>))-vG9EwyG538;zIuSIUQscUe;=<~9DBdCCMPF^ zQo9z2z?4Bs1?DRc7(O~!iIy#Jnzij3Oy3Uje1zTP3-o$WbA`KrXGm2$yRcy9mW)#S zcrBie_gI(LnVSQK_19c1DsJBHksm+J_TA@`f0 zoSg7^mlQnPx9E=_ZyT5Ydy^m`GZZ|}zk|eKkoTBHT14nU=>YkN93C~bk5EHKi;l#s zm;i&aNvjOYT|r%_*6K+yZg*0_mLGa4!Q|aZ|e*_C_AS_ivl?WBj5v* z`Q{|Kv_ITFlAZOEb3*5Mfk}>d97C-H2tSd;{MNYWns)b{HEr16!+(%<9vJCiI<(wX znzL&FE5-Poj)tB9zxLavg71H(M>NA~i!kTMTpApO5tT(b|BGwy5a-m$O9EDUaVZ3Y zL(3jNXF9_2uWOL0d`)|?EOJFS7RV;>uyi@|;`2aIH#}al;OT>Z-NuJLiObuzwI->& zJV|s+AoydLX|v6}TMzBtdS&J#+y8ZO4hh8ouy}|re0Ti^^9=L@QP*`tn|5r;oD+Sw zY4v(>O(^{%&4ZKX_r^%dwpgDu03tw{na48cga3J@2o`T_qDH&do!2MiFJ!qJt+jH9kmBg<%}kDaTPZUv6LZ#u{QP+6oi%|u z6y}{0;fVdoPS;1J|_V5o;Vcy7c7QX zJ(2D>-7(!{fK$2@XT!lEX29=x-8fx#`d(lbhi@KB`#v!6SZ|B}$}KBpq!%$Ys#3?( z*84mg+0~tqA@|s=e0Xs@jlLINSjlZ1iVoXhvH&|nube2u5@{y*jY$x_y|JC2T&MR^ z&vpO#c}~X57h`W~B%8!9Qapf1c@31Th6Z*Dz44w#e021hjHTS%u~AWiY;a_#r;=ZG zPU%m%Rz>$%T)+GUvw7&H!HiUDLm?W7J`D50znYcx3P@ILX+T*a`3yP>JPkNRT{xjH z-k-}KSq?4#&HD$n4-~E@hQJ|)Zn9$y+k3{sSFI>O2@j>n&A^Ro0w-C70K%uQ0Ig>= zI46-fC2F4X6WUDq&Pe< z02~Np*WY`sVp{aYx0aoQrN<__&cedazN_l@H)rtB))l}eIesC?1VO=p?o~|tUW6N) zUX;y@m$V2aaa$I(6sUF*{O$$b%fMg^u@Z>wZy}$GLjonINytF}og>0I>Y*?0)g9@M z7;z4rGJiTAQ;Z8X#~rEc+m}mP380d;?&<}I{s(?))$P)~#i$JA3Orv`mv85W@yTvv zZemAMkHeGiN?=NcTfDkQFtm}VNA`D%FtwNUh9#MJoL?38GS*gH=iIicUIBcG$VKBz zP)R^z#k(~{HAYHo+qO#Bky{G~W!+oXiFER+_sFe*Me0jlWO1Y`nOgc%D}}Iv#yosb z4lhyhYE1#SMA7IA4AeK79-r>=qUTpg-G<}E)0(^jtU(0XYxp>L`fDZ)oggd$H1#9y4uT^TdUCXR$|2IQ_S0QjxVEs=M(GUea`HZ6d)<4c zMqB123y=j42x4(Lkb_&kEI_5}>SE3@jc~Y*Y>~DoBMTz3X~D7StppufRUH>=H*BRcUc?M;?&jeFm{ zVBJyhbJ;38wYk}p&TUzbO`Ki+I+s~~+q7m8sNvn!juI0;@gDQcz9sC=~B8*xZ z5#i;hc-T@Xy@2~_n%?g*d5{%&RJTdPqxGT4_M?9?o<^JUfS&%?wn#sm5?GGu#B@j) zh&OtEhTU9?UX_AEG1{fkMsXD8jcrc~Vww((Z_YCgl5XJl8~OIOGuSQFclXs_PeJ26 zmR(@e?%oa&XbJ=+OPw(*3A$v7>T$ha#-M@!xU}czyS-t~E-uDii?e*f8qCO*WFHR| zuG@cZ%aywUzV_PZwmo!{vVTxdbiZ#WfwPH_89v~CTLTU@#As8(q6q1VQebZ?fn!|>)jPJWXC;eA)vt8DC8yVekI-9CoG*>zNSbz9#H=>V6; zL9Wr{@rrb0^X(l7n9K`_jESr@)DVCWc}yi^ri3HNh|HGFfTvEB#D}b5E&7u*F536K zalG<~pFcDusc51#1K6LKi1VfN`?rl(>W-J0zNjrd9=OPB$NJk%m)Bbeq)X-Pi=Mam zfJ4*dS8AV0RBYkl=-yll#i*V8=P(O#?Ce%?S}pPIU{7b<)RWx3frY2%$+nCg$0--> zNysYfyiE;vANvZpw@#Dkk#zan{ww_|GE zE-N8-AAqa4z}?m2=`?QgJ-t8gx5PB*k;reA{VD!H_t50Kp^+)S6J?%CN1u!GaK^IM zf4lf9(V*h|tMyKA-@n)N8(93c8ha^_+k2lr+wyd{_j37&1*xWW83(t^YVrw7C|a&uy7V1> z1YzH5*)NUWN zgr`45)vZUIEBIJ4dw6*G!C09*5XjIoBOx@(iy?D{^~JoD&arSM7u)-w0>9H~^vG}RZgcySSmbI2-X zczN3(IYI7OL*q)J;iqGEBNxvHIE)YXrJMX1sF3fH_Fem>R21G0aS8kPWO(U(B5woD z8Jsz{pI`4?UoE$R!SASQx&n{hUO2b#MYuI_QJMi?(XSmI9%i3H?ex2pW*06_Zc=4p zQ*3N(+Lnmx*LNPPu?I@gy_U78tYvL=Y0g%`@u{I+;mjBEA#+BIM#65s+bMl%>xV7t zH(g!E9>!CDNj~_HUD;U$zS6mh{AY|DZ#!nSDhY1Q45q({>*o#PQ`sVPcf#U($E9lf~K~i^c(6TmW_l3xPH*$pa9~ zl*D^Kt}IdAC@JDV6nuED+(363C6%TpUZSq?!V3D)U!W+pu<|Z<$_7bx z(JObQW^brQSMu570rUYoWYNW#-}U37)$PBK#y|JVijTKII~`Q-&fZ>@acODky^#EG zN-`uQPPpE^q9dnPh+esc-fvbGz!XW%iL$`9Ld+p4N$}`;bDpfMEIbs%h+YC>0C^b< zdh!M%y`6qR$cksTp&^RvwXvvJ@p!ynTCp$IrJi=ObVB;WP=E zJh@S}K4d%V@;|Npjg5`HAE%~nHCkOT$5(B0j``;P@wG;XpfGG`V8_SGBZqjs)YaAX z_yEe@S)k1II`77X2{o>hS2jHO3q_1@?+I)z=po4m_#_k+6=i2*mUhAGfI@Xw5ErWs zqpI`W@6Jfe#;doHEaF)=ZD|A|%QpGT*HufD>~AXC|U8=Cs9FsX=PQRo|L>pi;FiU)S8tG#`G?LKSk zHqg01#llo!5qsvtOYdyF`UtTbf(A=hU1et>H6GlvBSd`CA3Rutl8@ePkb;G?Tp;a) zA5fQVd~B_r{1@;)H4pR$fB|xCs+uaBKmL5{owPKeYp={CPMivJ<7p}iFwL^l27(pH z-jw8I6j~3my0pkI-_PQ!?+Lwx<~{e)(k2IMRVGuVor?Ewe51MSf_9pLcZ*+xo{6se*a(pdAe^%e0i_&+yBs<-ubuYw34m8tEKZg zVI_MrS4#y;3x}hY3xriIDb}tw>qNyw{;3Cj_V7WKIop;NwCTRlw~-Qk{bi2Ap{iKH zh2FK<>$GftPJP;FSbx06Jxry)zcDJJJH#@gi>WH_Vf^v_qoS?RpZpwH5~Clh&sP(9 z?qp%&@JYqVfuB!oh^0+><+5v|k52hJHAJ?S{?(f_R?>aqd|usg!Bb~H3SS$07uota za1mYSlHH!!?8jA$XLsMCMHwnMdA#$xd8>`iykeKYC*~8J=ZfOOMyj^&nfqn?r##Cy zQEGQ`_9uB}OUi7S-V54HoSJ?ACpQD&z*C#3x?7k|j z?v~o#2uZ`q5zTw1mx>o!&MT8E^DWvo+pM@s+-Uz_0fh^nJ=KY^sNt@eRs7LT)8hX3 z*H)uS+}uTNncaN#e0*)19SO$<7W%|=)BfWnN&Nkiw7eWG*9q&Xo7-7hxGoSr>}KxD z_?!L5&8+ddbZw8~ZEX_~5m_L-&(hY~#&w+-`R~0B_72X69nCE8Wd%!jTMJ7~u}uBfnrH?X_ifHdjAcCw2A$o#YnHKUgz5Pqm!Q<(c1dDouzd?L0G2 z(95-R&mQ3CzLs)o{`Kbx&RMNClX31x-1ltzxB>jO->`kOM zxsMCmidYN3Nw+Q>W@S3ESWxG|<=O`UKf6pjF~&tX4aIRJ87Kmk#~4b$%%KztPLu?U zXkHBA^bBTaRDT-O^~Ln9tL~`k^?y+^@}RO3*=`+xv`NA&CZ=uGjZ$Y!S~iSDk0*=- zFlLrUiTUonFm-@WQfkv;8mxc?fQ5%c^a9@GT&{}L>Ibx#@-A6KX#NH@w1JG5++h@iRuS@i05EmyEL^;p$ZKWkPIW)7xb~^meVimz5cXNV+yxvD zXahjDO<%mhaqpo+?@&8g-5Vk)0WBKHu}$2*9i5s@%j&9a7k}3ACS$yV?USc?s>j+{ zOge5K4vIrz2a&~|>zD;y2V4Ran!dEQ<^?Py!>yjM2(1$ja-)>~%dd0jz2%?Z zG0{zWM0>vuwEo$eXHw)};7$g~FKfKo+bR8})DEugQgE;|IFI>>cSj&JwdGhc9Vm(w z9RC+{Zyrze+P{x#w@agTrKCcljGNM6PLoPRB_ttb2(@HdX4=g~C6Oc)${1y6VHuiD zAtA9^RE7*KBJ+5zdo2y${XD;Oe&==0AHV(2^St(6KEwUF@Ar7UuZzD1a~+6~ZR{NJ zjevtp{NkZIxr$1^@r6kdca}@`^O2v#^`-(LL}R15A?U*9L>o1J1$OsC-Vk~tZ87CB zIzkqnz&2o8fB^8)g$o$~vb{?(PB2lQeieks!e}R8JOs=SU6x@zC!!<(S)2shuBuz*mx5m}FFR3&RbL-3&A zPk}}4!pKYE00v3Y5(*<0p}<)jENd{exVRWWBAC7TkJBI*Qg{pXwV*m3r>8I19Ckdy zlVS3-)mu)6Qu5MUF8!t=mA0GJncg0kw0-3loEOwyg|Dvx6eE15+m&NOlv_eDz#Jv3nu^A$-YkBs)$+d9nzmKd^H+>K|yhI@1n{^4|o zrk(sF;Ph+i)iyaxjvI!IjBAVr(EQO)ip>62n7{&~1!9oD)oRH%(T$?W%E%zia7Nu4 ztj*2cA>%?V;u*9M00M6G@=?X?(jA1QDccCWrgO5!eHg^5NmG3C6VhM7`?XEdVGS0Srf}R??-S!7MU}VMr z*&fO#Q@uc%xbb)(!W3ZcR)~rcmdx%zja7sm@l885rYxg@niW2|O)vU|`ROLfw`C4g zj8On@71$AQ4T`AywgKTWGbZ$IH47os4g0ut^eXrMjwy(S}A{UeY^|JF}Lz-1{(*Hv$?EYL{CJdBs`=hUliVQ zZpS>r@1}@Hssrw$Sca~pm_WWkj4#6}OZ#%xC}xGO8`L3oj}NXp@q9MoI{p4T{!IW< zyL8+U&Dnak@~i_Dr;||P`6RUqMIZZwO;e>w6dll-jJINDW-%KM^{+0(DJ@chBx=0F zyH*NUlFua-Q^4=r#;pd?t7*EbkON+Fk5>Y;ir%HWljYodjy8S8@fUps!uxxHfpaC~ z2W>ZpJH;^WRI?t(Tj{41QPPnI6iyZImseFKU7VCVRQgD!WP--hHl{`OK{b)8(n-}) zI2C-fW=v47c1)vvEbUD9on7Gw-M@l}Jye~0DYVRr!A^HMdhS*2&il-$eL61lxwz&K zz+(4e(d3=;cC4#a-3A(N(I?Rk$@C5-mXgZ{`}5grrRRsvD>*-V~M71Z)$4(^+A7o0zM9JpuKZ9+a5q=n*s} zs9CdRvT}eGBE4&-4f3VnyvGDo1v6DVs<&ZZ0+rq^Lqr}DU4og7J^c2n-0{Xwt!ea( zbuL%L8k%31*PRN@tCm^+Iu5BQh|}6fUp6X?GY6}v_CjHGyI2zoQikuYZDPM+v`5!1 zuB|-ke2R|st{S}$5cZO^iqQ&*G`0dEvD^R-J)<=D+bHxkWGEG_N*yl47!4S4$_D35 zQIRj7EHrk4f{$c2I4HLU`R12o=-^Mi{Zk`OL_8PZ0r-p>+(0@;uVV z;^zt3$`6v%4!@Yzw3od$w>Ox!2{`RcW>m2fsXPi^=8c0vpe7Fj0Mv<9Th+S0vS*ZP zCLf#KFk<6ECKD+bmqo1mvxY*k!)!QYP|5^kIL(_L5DsCwingU;Z z((~k!I-@G+ab6S0C==Z^uqJfJ6KuF-bt%(CqZ291f4=ei$`xe(^F>4 zqr{%i)97q!YMX~OD~#1W;C3Z9PF$|y`&?fmLN#x z&3l_*Ae&y6K1{=~WcR6=GH>X`Ntxc;4wn66V-QL?%lsHS&V8^w=&eZu^ZGtEs2H%WPE}w^{*^wEeIPm zZZt9%m~@CW2{X!H<1+8J$d*iP=s+TbUjH!m{R ze*qs~v1Tfhn{ESsa?6r{O}$3W*r`kS`CHQ%$Mx(=xw*LsUZ&RQJv5(FmL-=01yk#b zOu8I?J7$R^0!RA5!T5HeeXIn}UCA=H)><#G-djdAOjE8LSP3x3wNwPNwF%_y2}3#Y z9NNjBISl0p9JMTC5`h2w2H{hEwX9eccnxU9IyyUdzU}zquAhO&2(`NGf_+xb!ZrCF zj&bXTa;R&LCX618Zy0xRTpeOuzdZ)t*)c9XHx%^oGXc5Dk+M}_mEV$#rLZ&x{Z!--u*R{q1 zotX$P2%hrsm}*wHjg;QX995t(P?{nlZ791xdi1F179yK~&;Wz)fU6+bB%*28r8Zzk zY0Iw!22(LH?E~LnCZZZG4UMjfrQB~{&WT@dY2)r}r1xcqfmFL@Bmme4=weSW(Ap@8 zJ=6Uf14cVkd7^zImix@mpoxi!f?(DQb(5s4ldT<-8OCLkVhrNc*(~M7DNRNF_lhc_ z|5oCoKV_7%s3f3vTiR%LZ96uniTkIse1Uc=bmzE7<#YDZ%h&cmLk#CtQ>ep4KqTAE z5tQXAX5Ht5R9XpRd5KT;^_pHUCwKWUFppAQbO)>aoe$PqaBU7F`oI9hMp@3O20HSHcMVOcLRmD>YG)W(6%lfH!q zSzb=rq1t&aaa5PI*c2IL*V_42D1 zE9o@(8MD6to|o6A0Lwz7mA1I{fD!cc9v%T9w2B1;R51wv3YvEeqcc-`5m67e91qLQ=p8cvCzQO)uWs%PrQZEq4qo&B_~!|?gekYgcyHf1@}HWcT>Mqf`o0dwK|-aR zIlk%D*FG4W#^z>V=c`)|K-|}da3x>^AfR+^d1Hq54-QR=krj9jV5(+|7_n1!Zi^m0`~mEEL>3dGmtgM17?jJ#jT<4; z?%s-uF2b0<=X}Hzs|td7Bto&V;w+lI8|UUm*sNOSIY(KeOtO{W|O7y$Q=?Tw7zWuTrdN9UQ-+FkSD|w z(`;=dCix&syVyv|2!k0YGVf24x*Fu5?|tL87mP;b0t_#Uh>(VTP%2CvU>by%FzXo# zkzkl20;zdQcqM5a1}mTiW1na9^2R|5z5z>z#6;Gi93xB#2ZxexuV<-CY)5prO`JmCb8XN@)V`u5AM zla#c|P`nnq#T=_ zBfCP@;9!n>x|}OI0XP6FAd6zBK(AocmWa#Bf;4K7$iOxwR*ah4)Us$ysu3cFtn-7q zI;txS#xdKL-VR?I1-j*;6cs1%G*_AofeD~M4`8=XgH<@Nhd>i9ggK_P78Gf!G=q2u zL?|d#rq7OmbWyDb<=0>H=SStLcSbVqJwbksM(fv}cSPJ0^<`E81`K8736pirhxWdL zf*sCtgzQV!RXf4t8YVHvSO*aKW_@^uIg84<;4ViC%-UcW1HiX$-%gY+HWh~}i0OL^ zBVDKm?s8YoVF9B$oB*LpVBJH=;Lu7?1*zKgb`hW&!qx|4Se5E45RTtH2ogoq(wic| zH>S*tM`3}q`z~~k{}Gt;f!W#zgp+l$OlTO0!lXSwUEVo9n)l|-Znwm=eCtL`Tyk+$ zO3k5@RD@ESSqu7zPg^*Bz70I-O?Z=qza9cA zldOo>m{l}49Db<*E0r?L3=a-Api_XxBJxQV42&7rxs;<7+1Yb)6{%l2P>HAy_Zj|m zHi7ON7tKiqH#AqVL#Jl_E(w0&U8eYK=^@8~{o*ZmvDi*3h{2U@xwQS>+W5uTjo)&ua|Ol*t`9+)p2cFu}YW)DUi~`Q(1M zMi@?( zzM%3r#SLsb#LqahT}CLgUj`!Pjdni6Mws7&Lq*(?j4(j>t}6s^@xwT~cumWzi&ifO zk}1I9$;nA6ry3uHGG)kVZGz$_T&4q#RPn3#UY!AdQjZ=zig`u&`RIeSuG3 zQTc}LMz2S4vJ*(I37D2x?efX_E^g#+- zQQDLSPF)lP7cFn@qOISihqu8L5~`vLg@n+^8o-pb{;;mOx6qmV3KBDIM2cp2Sx5FYLrsN zZ`)87BFs9?uP^BBu!! zm6SlbGShwQcFb5oYVn4{CX${OjkF5vc|3EGv?P!B2J%NR<=kbMt7&2n^>bl2YUt4`}+~ z=96ND?=kLGIXWJ1(XpBzS4wd%gjf8w(aT9W|Hhwf z3-R;jvo)uhbaRM}Z-Og;V%uVH8@5$y3Sw+pB~*(V11-ua?Fz{u!EB9{_7{wA+$ zqsq@21Y>CLrJs931!YZs{`vO`(=VD}zP{RcPL^Xq{$gi(L;W9{r{;7Y<+{(=b0?GD z?ln4a02}P&VuxB*P0d;3tmu0&^xq^$HqCFCEw_E;?Ze$ z%jR3PE3!;z%DLy0zgiw~8E{c-&sb^qY_jB!kN$CtTT^wZQald@jBx^b85Mv!=r zoxWQLtt;Ch{D)hHhEqHf7wn$c2JJ0-j9gutE|%SkY+jtfP^~Ee6(H}#e)#Mv_wD4x ztgx`UNmG7({3p`PQti%@zrFmS8x*S;mx+6wBn!IAfR|M_}7MD0Gsi3 zLv@_zcfdz)PMf&+6(L%0tFBwXl#LNvJ+w>r(aW5bMw>+@uT*04#9mnL`WaoE%+~v% zsL0G)yckl8)xGW2QVr;*z#Ch`2>JE5SKA>JYt!>aa{!cdt0g7l;j9s4svvD_7kY}b z9-1ounyI!hGDTBMU;m%bdQbBaFq7q86yN+{6dnvthXq(4!e~t9L?XyJO5$R5IH_Q1 zAMm}RL6-zUQ;zeI8(2E>sd~T}kw^Jny{e<35dyIlx!fc9JR$o~m}gqv-GC|4O7B9m z;G`u?o;eV+Bpu+k8c^@i5%E9HYUzX0M4lr|saOj&f-rCq|>IjdGXaHI>=%o}8_wv-hdo?c(vzODjHVYru_gZ&Mb}!^t;!F%FF&&lsK&oeo6L zkBQS%Q5ix134RN82`w!W4Wk6G7E)03hK+y&vO)bGtl9RmO zVfD?B%!wz2lfqn54mz3O9sxK=Lp9uw^|fCHv{+g)(1EN+5L@YsEh=x_3-Vcz$3x@k zTaM;NRyk|K^HB<|&OrK6h4P){9LrYS)$kalc7zI=3Dz_t>)=IM0=p-yK4Gn#IA&aT zz>oH18}HL^IPe?U3oCx=6Y*I94Awq=pi=mU^kw#k+4JXfV#pQ3{mOp(8ysAw)o<5> z$L&}{$OV7+Mqf%lzdIAWQ>($ikbLfTNx@C9dfnLi!wE306j*&?trOPWXPfxQYEbu`EBg<;3b?5B=Y* zQuU)Fj~^eGVn6P0tHt$(MWKS&>BY#%NX{2Y35l-0`O_+Ab4)c?7BlSWua(N*=}}Y| zvNP-XVvdjGYN7UXufgg}z89X7GUL75)EhsdfQJ0zOu7N0fE(NXhlS0*-o;O7Dxhq$ zNRSbzz+&^hYtj6N$Y(pzzbP>x-6$UtgoQSJz{wj!8!+tp zKZ6wJr9k7uSWi)fDqYKFv2E>Usk7d)9wLZMzY!YR9#j74$aahDv@|DR_mHn%yl`QW zlG9OC<=lgyYJpT4nH6}40n{8rWfBPjVmeI+Rh8`Stu&))Y%4E_YprC~0Sjqb2AS@Y za^X;?gn2RtZJm$+eEZNxL)DIayovcB2Ed-q*5 z(XVAq1>Ek`sZ%%D#W!>Vv>uY;OiG$Ngo411jRm$xVX7lQJ_REkz@*3Cx7hyN4D!4;3Ws9hxi&i z9dU(#G9wz#Kyn*h2391ZNsm5?twDQvR6fcm=4QxROv)EC>R{D(bPY7yr04|N5ilSvgO$m|Y5k zo2M=r)8PI9wxJ|2@{Xb=oP2%M+%-?ri|+w)}rEsNP|-`ym7I$C*_FJ*feD#JUD z9s3G|Obn=4fFRlX3fd0fqsp?Y-_R6^76&BhH6!V{7VKbLUNQG@A@pK;6b2n`gxMT2 z-#XXkZy=}%2n6NHTok{M6ynpc>htRLotGBCO{49#7F0U{l0`#B_RFA1hvH1e;g^>{ zn*oY!*E1CMMceT{iOp4^!dEmAdTz=^d927+2w<=zWn#4{+=xz@+XEAwPuZTZ`yjUn2 z2pHeMhC($%kN(_kGAC01euy}WZy;(QwDXt(aKZb$eDw-k>&1q4cIEuwt6KP^TmX*4 zaqHYP^s!eXTSdVN>0V=FBZ;>nBcIVjkwP7sM2;iwcWUz`FQl5NvCf(`D;s)qq!^B* zEDDv-;(~&29p~_X`?-jT4Hvoe4fWGH=W1gl-oV_H6&BWD3%i%2O3eqdvzNzH@ngQ7 zn#Z4?(}Rt8Md)Eqez~w5bRrWpmY!Rwpr0C`=b2ovclE#|euw5-|BWWMiu!v#YQ7K~bpo8fx7S{9*wwr~r+k6=_`7n}DhNTa zb4`@f7t(KMkLJ9JUC8WUK7IXqUH8X?n8d_WJw5jGzB?(uJ}cgB2yoaz>nfLYm6+#@ zC9YF-c~4HkIMm`mF^o6y&sE^=4=gm)nFFgq&I>RH89?ftG1CBh(Qu0K@Xc(4C-grb^y0jGX@CYM)?JbhNZ)@$lrf#pAGd z`UojgU*nfN|GwyEl!_p-dlsAC)nm(Ta=0WVj}7+|PyE|rku;xc<{ifDbvtO!qc1Fv z0GD$L#wf&RYP)$%E<1GTkB4ym6U)|1_`0Jj3ehAoZJL7C-l>p^(UG3X|&(a_YWmDBs~ zAWK7XwS@H!D)pLuZB;OLZJxTu#tE~Kf95RbRBG5)oY>O1J7WC@0@qT(@8AEf?>$M0v?Cq^AA`jF&?0gnh~FSX zKnX$GFlDQ9cf|Ne3{Y)#wSvkpna!K=c$|x2AO{%r^HkDUlaqUE#5i(ZV#bq$Ez|~3 zGOm({oCe1Zpwne)Bj6sFE?(@KxLr~4@rHbZ@LAtCIY2^a4FVDJV*=?!U%c}48$l(f z9iaik@H_S zkxmdA@75RvC49wJRqpB9LnKGeYzQW-hz`*Ju1 z2x(u3t16?YijqALV?~pM`K0%sz*~5D(0}}~E@z8f(q(V4zjgWXuCuq!#iM6~tKaZ~ zpWnW$QKXQz$UHAo8c~=IzPJ`6~W0|?m?fU#q;|tN84!(JF;Jn(%CRQIHLdg6e50AN`WMr-Yvg*J3 zU(|||>~7=YN?x^nP*M~#JSqQ%wNildx$p{!UrUmx!)jw)R{?{}bn8Vi0t!51=uv@& z@9J9?dPx{10}sm{{rB*VuOI!l@XpxVViv5qS^3W^o1lvioh~Bk0(NA4m|IHD@hKmh zs|dLXvQLABl@tt71Zl+sEg9D?Dk_SwcFV&1S|I`Ga$VtDu%Pf3WOg3XOEBbHUsjvr zA&(oZ{&52*-&Mgv2hIJ&iHFp591$%ra4ZD* zebB92@mF9%weHtLv5iGpFE3x+c~EQ5lZ)NmYi57y_Bn8O?8nl8MSpKOte>OLDBuEv zFxXO%>M4C^M*Hrq{Bhxi;5HCBX|RtW#Q2P|oZ_^?pQM`C)YqFXB;4Y2`q`>CWa~vS zetc10K0Y!Y4IyFwMxHmZeV2fL7}JhIWz|7B<<3MyqTqn>q~LvfUIjI5ynp{b z5yJ+~p{uJ4o;6lAi;3~j>pYx8jXn;_GU4@C9y5sU<>kxZ+0W~%wIvNL=X7v3@+@8} zE-fuBBO@awb{-_|HdiMe#Q80|@=@j3nTd0mttw?^!9EpV-RC%Vf&=@<+qbwuWtdbq zR??Qu-^fWOqsIPHCn9JVsqz_W6|=Lu;K;U<9qe^g?W9_)TH|>6!zuToBFRHv_({bV zup&_0p=p69ezdr*E@{op$dgIBF~^|n3BOdgkrwLoFp1Oy%b#3WE?xPFV|1Q8{PnIR zR(bP;7!jq0jCwgHHm*cc;ktAKPTl8Q8dze@w^%?rg2`D!am|YlKob_PvEc z>jcuEh4tVKi9E|$y-%!ZI=A;bbiM4?j3K{IGu`{v|LfP~4ZITAInsXOL`NblFfi@V z(^J{m*?-Kov#aK~D3dw2sr1{sc4j4SIY0Q;x;CtC%^J1U2d)u2`Ru~-fe6jPlc3U_ zqIHsz%q^3pD$)ADzJX_n*aq0cPqr79fBmuI@c!+Sm>n}YJC)Ozh|#VArW$qiSP>_> z?1Vo#j1%UfV_IVuLp2a-Od7I6s-{KJOVikbA2q=h# ziJzCV!tJx9=q6XoS^A4P&m!p7cF?kSb7=_Fw9`iAZ>ePD;Z7Ot~1}x{*Ewvi-tTtUbm@$%$zu z@0J)tF_=mMv8&Rzg7lu0u0e_Inyl}|iv+>dkTI)BeRiIzHZrWr`Kax2x2H2|S_OK~ zi+5Y#gu{MaX+W20;@Z1)ey-Lv*cg$*cmY9DRCPy(Df{R#eVo?X}K-P;zV&^(#_uS9@dO8O$92YPRlhIc|t0rtVOy0`>5y*9% z<}AiD5C#*zG$TD40ss(pD5P^Pf}>tgKKz!eh{(wOMyeJ=^t*v zX)|UFAqlil`5hW?Jsc!Bw3M;mt8|_hM=%+V71kTp67B5iUzn%M`x$( zco@c85E&hyGcI1f9H!<2GLegajsU(B_!KmK#eW*nsSl(z6CfHEYnN9RvPMivDJwhs zLvM*3QZ+H{_kj9g`yGsAkO+9v*15cBbGrdy4}eEK0EAM>+1)_~Cidf5kOMl9c685) z6W@qriA|Mc$R1QW_R4~4&|hsfyQl{|TAM3)01`9Jo=>foFGXn)vMu-$r2SorKn@~+ zNWwlCx`8hMAtbN^NZ!UUhGpK^TWuPAvO1{(qi`6oDR_o^BaW!*0@SsT!#gh}H9VTg zq`Rz9pX7RhVujO(O2cli?k64D?iqsavn6+ za9!sP11^Q*qlcUi2 za_+JP05*;DVGs^j1h8>w+_*OmodfFxB_4CsN1r}bw7Ngb)wy}e7o}Qj6 z5bjdhO#AI(=>*aUUPzRLW)Q=_GmTN|-MRPJv13>j^p_G;A2ywe@b&A@ z`(-8x-eoYi(bm9J{DIoR3S%!+i437~dC~b5r<#Le2)WA}-ydBVPFy%@JL$XdCC_)D z5)SezMtb$|4Zoe;M^4buu^u1Y?uVP{PBouuqob&(tKm|~`?IGDPS;uP35+0iRVlSn zS6_dUa@n1Q7nUEr+7+qb`t43Af-f%Y`=t3|$5JgxFepR*ghu>{^C|ID7>75eK@&r4 z?b^zT6c`eNob%CbQKmP2+O(TUryQ+HkgWk?Eg>OMSC@tGl1pX#j~6z*vHxX#eI5#h z7p;J(6<)Wl7hTo9iJAbI#fQJ9!t*^@@naKzLL+Xx(`USWA~r)nL0$wUeXgI40nn;W z93`-GD3S4!0wCj8V_xrP$?un?_=}H^hDlD=h1;sYt7fOGQvY?-Hv=gJQf{g_nzxAa z3F-5XZ79AOP#Xj!b6Gn;nKM3GKkoLk0)t!tc5Oe`o--s0gY+5ggG2E%Nf47bP@%^4 z(`f&?*eO?>6{IZ!sNe$=1kkxR@LF|sk>jLPf!cx221A5f8C!oW9>JiT{PN>If7$~h zMe=o2=OD`&dK(2yJ3wvu?CdH@$v6Dxs-T+N@p%0>?&66kdry2b`r5Qk%L4$=T&$jlVJC8&kF#6+P z-#_}Xh7q0A*6+7($Gugfit(puVgQq4@HUw+LGUHSVL3uWhG>$?(7(o-$(=+r);&lu zuu+jp*eJO}wXnv|?;@G+aQWDDjKELG74C22-P8ri3PSCOF~t`^8-8USSL9|}5oHg) zi9(u&983AzJZlY&Eh(vB2qVsnZ%<f&lDTbo zr6(Mvp#H+2j&d*&6GKh9v51c_71rO^+(MGQqT;fxC#45O=ky(qG%rGb~aDHx%7kDRfCT|77gTuqn12i_e2a^GZQ=&k)kcw@`CqribK~v_GijK` zxV&(m6FrC%Nc});{dl(@7&d0<&!&iA1Yl%{mavNKKtdchb22 zAZ2(r6;PbF0yEIs?8AVvb7vjiQ*Ofs3>7_vb8S;cXB3<*#MXfC3z;{d&sC)9$N^`r ztX>RoCXmqV{v>KFF%15+-88AwAtAPD5e22}>I2X{m9-})OKFE#R#HE9Da1>e7wEKP;6@W{2A1@jqL6vpow_DrYxqt zZYz~s`686^ink7Z_LV)Rmu~_t$O9?n7ahtm*w7UD--~VP%Gl$2`j$)9+($;ea5HVq zdoCSuCeNDXmv)Q6v#*@rigM)jCelvrMlf2b2_j-7n8GuGMAE?UL_TN$%}a=7V;=ae z5lR}XPp7(W-c`x++`j-Ua^V<2=z$6enYxp-GDS%U-6+-!h#cKqWp+y1Z}B=wuoVcX zL2Xhi54~6h^AIGO>oc*%JMS>~kDU~&1RU$U-d!Nm93jVuWCi2rG>3QJDPKmZPySx8 z;PL1%j_Dy`Y|7c+&fL1k2->tEaR#XV=0Gux5J1Jo?hxqmg#IC?#q*XmYiJuynWDz* z2*uhRP**>@)dP7uei|=eFcDQ*{byq}ICEr&0Nbo#1HEMtl&1{~HDXK}c7cC(tlbc` zdjlEp%0P8@01OaNl8}ju^dr)TyLN#mwc*kNDfl8N9|E_7FNo;fbTj&=BTEs`Y|PvN zrRMkV--DzUbxHjIlbm<|C4x#Pa(okaXJ>gSTWL_geJ}7)hF#JQxO?gnh4y};JWjBh z!Gm<;NL4Ybc;=)I(O3?ukY5r;O=>o$ddJQ&L-H6wZ0tZDKV=Bo@qVAtyJvqez=J{Os3Vo;-uG$m!*n1a?19+7Drz(ZrTwXP*Y@>P_J+hkz-L zi2i%t&EH9T?l*BJErQSi$_s0u`u_e*M5z)Hmgn?|Fb*Q}_XjSm_?bj;&c0R^%X094 z_usx}HJ6BHF?Vv(yw?;N=c^q%si=@@FtsEcp6)lf!b6BLNy~ zE@C6xSwRmw{d(Y!AHPUvte7WCej_I_(I`_oPaKOTl`dDX$ube>6*dZZ8;fcYylDE= z<7(!X-k*D;?=txJMeN4Bc7y6Y#)BVN;a440sReVHlt&ZkFL6vi@t=NYume8+w$cqJ zM$+OcqV(RdW-a#owY3iYrLA_nt>@?hyz|tFCJ@=$i_TQ&ges{Xn1V%q%4t_|zBsUb zXU`jiFK%><)3*I!z2INhyOUscRV=ESb;Y#&Xj}6BUzI?1>78!%)t65vVPy( z&LbHQbRrPgSE`{mPka5_saXaj3{&p6B|1%-{>3=oq*q1`<}3my`I}@+=(e(P*v>t% zf6F9wzxcAZUCo=E;-P&sW$&m*;`pE^eb(+q$DaMWdyXn0=;msLu4iE+C6N(9kOw#T zd%^%PzWmC8jmHX|J8`s}vU0$40e0%cC`U=#p$ql-#YN}t3eNN8RyH!M$J{5!2)QP2p6=)#RR5yzr{dG z3W#|O$I#ldC?Tj`KCgjK=TR%fOWAuh;3W<8Xn8GfSdrP;oK zI=0p9^X=R_#sY%f!DaUVnmmS)B5q{ei}7o{T2vhd;_x&)b5I8%3q?& zhs8_~h_j|$Ut7B!cIoXh9Gy^JCQn(F8|_PT^H3Q26d5NPF3XR#>i8&uY)7fPgWic5 zOftDgUrY{K?1sDWnv`vr*D(0PmdM#H0*?!La3;VIL8*W)IRWb`=-whsuj&E9>cWZK zk-7Ug?gCveOpugf>O5d}kzoj%y8bsH?Z<0J@{b*7=!ahsKnc_agDOCsVT!j8-WVin z%1Iq*j4;8urNL^acCsBGd3tO!umJ4vUJ$aG%r~AzyjBx`WitQ#`9w+@X+B1V-*+hZ zqmM8QrOsS@3DglC(ef72%fFskQfAkeS_TZQ{+K6_M#m5X0+)O{spD`bA6?|xVE6Xj ztyI%R(Kt?Mb?>%~@ahX;nzRs(*9okxw5Vt_iZ3Xk?Md#&>Cs5ojuqR!9fMJ)&}CEE zTg3_<94wR#L;-2{?%h}%&}jBx_H4`8+6`?dPVDGIo<;0BPLI6Egp07wb+Jat75&yM z)aM(oHbJMfZ~)+HL?gDK<42NHg>45xlnWESLa9Dj668gM*aP)L2`eA~5%XE&qE@@T zHWQ)GAAbH`J&TI07Gs|TTr?{l#uN+r!w7xoAft@zKO@P-m8%yUgw52!R{VU#W2(y! zJpcREMtk=nUq=lQkHQMyoyDZQX%#kW3cS81$Vr}u^BSnS;0Cp-cb(`Jo9J7fS+Y&n zUCu>FnGn9I1Gx>;^9~Ro9H;uk(NiX9;@?9;egd4#H%zYdjwC|A{$+4+Lm_%cvD?q= zhxvlk6~_|Hl}u0I99=B66s<;kgA&Y5plPhYFeb<^FS9T2j2EXRSyXQ{p@voqTC4|7Gg62t^u zxTl_5EXJj!%4ul1jQ{glbKmSAXk|U7cWy-eTXo;BGS~Rt0eh5W-|%O{pC{wslS#Zr z;ptuxzwO5?4*ML{Em%;sP9hFA)}s&>?C{}IO$~nQ+gz)9m$8F|oNcGCm_`CO-SE?!RNZBNZ)QUzM-R zP!VaEZ1@rBsPgF~oPeBCp}ko-6TiH3Z**a04#<(j#Dp|=X07m28QfF9Yco3{hSK)L zWJnOZk>G6ic8|Pv%HZJTZ{KZeGj_#jKi|7|TWk!Ez|`&PD=;c<(2$)N`tOhMjPLe$ znXIv={FTOs0|j<==6TSa=y?&QyQ3bycp;_iyf`v^-u&ThTi5DneYLwC?5qp0&HvaR z`@@;^78#z>J0SXAtShD`nCImeVR~re?uz?i+&rF?XJ_jDzRjTIY~u7Ce{RR(R1ZGp z%cuOLQ5!Ii8*1`?-^)6MczMGE1HCJDNo~7adnoO{-p}|l-F0qddtVYOX|Kta{430w zn6l@O9(~!qZM~ff_02Nb_WOd-jKA0Kzvw&??hjWYS)h>zm|dkv6<-b4>kx z99hA?{;G`D$e%RXvd*P`l1TO`BfEc{k7s_jbI*pi*U?+nd1dx||8BR>ZE3++n38b< zK1uS03rDZrbiHS9@^06}aY?>jV7*@&-O9Aezvl)0chVj2x^Isb-oO$OilP zd>qg@KFs?#Lm`e?bh}~C3o%`B1LoKi1p{ttO zcyozv7B%OtW^jAxy5ZBeXV0;t#PZqx$40!lXA8hTqa%NeEHU=#O{iU$oMn@g=Mz;d z>+?)O_T7K(30{1N#%2SFszKj7Z&?OIgX?@*Eg6>ASB4qU#;)6&B>q^~pC`?1seAo> zC(N9omryGZU>xwIi)8GQRrM!wB5w zH}JMqxTdM9?Xz!vxWc2fF_S-oD08~Mx4*w1(QxZH=YthPl0EHEsGd2}XV1kaBz9q_MF{uiPH3pD=FlrJUgXEKQ-KC_Ew};@axMFutL4 zue0N~m zW(KG{DzBlpkqoFOH31CYqu%cTu9P;Y0sODCSIgUf#NE>TgPluO!`RnyMR z8Q-kRJn@{~+UjEjfOQ{tp<#`7<_>!E$EPzH>6-Mhp{uE>wAh&TWYhcdXuy50H6Fbm zx}mMIwMckNhy90vP|8qcNkkpj>F4K@b3dL^mdW@y`02TPWqsKYLtwC5HsiJuZCCF* z)!u7Q&$(^pKlbqHHIcjkANfYpd4{V>^;hq2=bP)M;m~zP$?K)P)wg6HHOxGTkgu0ZxL1$Ww>G7`&^0qKoUk8$uvMwidHtj zip^qbRXOggn}R?yAoas?4pCuYW+lPDkh zXZ_)d2&9^LRrB)@ZJE47%G~wpmM|zJDOG zth8fx_KA*{!wrK2&+W?;BSa$jA{;k#I{Msh?^MG82SWYzU;o*nB{Ji(_}a)f7d8uX zbNE0TIX~H5u!-}3u*U!GAA|i+g+=Rl1 zDd$s|d@Sw;q2>S;EQo^I(cCsSH`mvH2LM96QQ?M?2esb>bXbWciWk85_&pxwf;K%6 z$q1@>dmcJ;2)H`5e_SzU-`C=|PCxSDxPA+UN8&XnLGcz)(nfGTcw&_q-*(MlmF?sOM-gBx8#!vaZ!0Q%20n2!%>fW;-m@C2vbe(( zeTRawGI^Kv!or*6yV8Zt9M}Jq5^|u)e#^5H%VvaXUrb9|n;!q@Q5WWR0xp09B=FX) zAz)thVRVqVzg zIFySRVEKoM+^45En_sT+qFDIR>MQBtFU1>o>c4tTCZjGMBfK@^Lvk03d3s|{d}k;a zz24N;_u|D?W(@#OZTh+EMQv14()DLu4$#u|zD z(RrkgHs{_B4-l+`jm@NAc)2v15-j)HJM-$C>HJ)K_~vL=c8g*&EAoAy4#KI&6W#rY7$8A}9>_i)MVH8qtD&Vs1bMU!q+&Wd_- zODy+B7h1xO!uDX>L89i3o#cLzd-n9_pTr4s z4B#m%FxH}?qOy8*7vOJn$1mE&CH>%-`d$utmmWzC2ekK-SXZYkjCx2=B^vzz3B(KT zytZ)h;-NQN=4f08UT6d`nWXj$>hB!=vy5}NmjNmdC{xzTt|nn&dO%)o;#*CXqdOMy zY&Uxclv&}{(Sy3WB0fW%dE+L@C@zMqKYr`S>VzBZ;Yt!Q=x}%iCZ=jl%hKBt)y3;W z3#VevA$Yzf>Q9&zTf)ohG&bTEdc3Wz4Xkt)E8l9On06Y3IQSP(f>Rs>H6PPi;8B4) z4=^s$5)!C2UbvkCnL6bYA2+U3Ei@Mm%61dm%Sb+uUi4DHMp=yKB9SKn+9mI!t!t(K zs-;(!3kwS`TXqO#QV1U)dzE`YNJRgZ54Pp^@$vbtZT{pnrp3;NJ$iMR*Akl)KqGHx zQ}zZx)ES_%qDQG_&(CqRjH{hrEN@ptkN*fz7Y@^Q1OwM<P;h0q@E7v_A1Qw>BugMTr*T zG&Ryo*H~%++UjVx^&nK<;MbUazJ6grrz6AF;QMKxCX1Ow4T_r=5u%Y>woT2jS_+u@ z8-PD+vzlw+fML<2nVGbO)+Op@7$yZNiLFmiOl(XTA|+OKJu~F?&C}&Q|Ln^AI0{Vm zEIc^C0RFb)&0`|+Li4t@mxVy2!yP)BJzGqZ7{?>usN_U)9gLZsY(tWE;WcY?)dIJC z%>?Zm5U#zUTfPEksKsOTeV6EmOS%rLKp1X}IO5Y1S*OM03tnPwu}L;b?X+cC$@w#% zPVfS5gZ}Z*C+y*9)81X4EHAkd^}E4f{#M_JGTxnKOTm&I?j{F>n5STU%SBqv=4SDJq6`rhKMIHy@&ojSRxNBJ*4{ z?)@+}K7Qu|(x+AVd|LfoR6%L!`uZ79!iVQffBs0EP!d3J*S2a)$T>hyj3`MP&SYS8 zBYmf((A9yzB7?*s6LIfoC-`j#1zq}hfVkKLtrz9tYL~^niZ{_=#E9MinDEwmI_wY! z!ULGMzq1W$M$exqzvXC&x;k*?nalMeG>y?7c6Vjft_ua&vc1Pl=E5mWt{{eJ^xLDW`yHfX7M7M&L~4K|ZmSSp8T=MD33CYV zT&(t%-3ts3mIZC*4NWP<7uf2JS;KJg^i>)mfw_D7$-lDg<+pafD^)&YI}`#QXEC^Ts`6eL00y5dhoYU5rSTqrh7 zfBe-e4{tt4VOBzTht(WG6+l)ZF73U8Not20C)_k!4(Pr&%6!jhM9o)0$?m`r=rInS9Mn}*9?qc6(wsQyi2mR483Jx zSz{q(ckP1lizRgnWT#lq5MMPev{cn&={d7SH`mCnsV`e|6$o8N%Q}9OkHxOdepNI6 zzkf2J6wK`b#VeTe$T+jDz88_oXU3QPyycW_q^PECugHsqJk7djw)gY=jjX95O0F%^gd-9*K> zARle^;~69R3oul1`A;Jg6O&z(7xuJ-?+Xw?qkCYD6ymu9Q;&f))O*VDo%=xF zn{~-x+N@cDp#e+4Yv=5l*R9$O^bdi4FJHcSec%%NhSN^BteGbESKR7p;ml5vPLG>h zC$pO3V!{LJw-S1;QbOR3ln0>z9ED5wLi8~uY2V&z%4Qz-EB#E1cWn-_vKbRq=%A|S zeg?h3G#(zFnKPH5TLdNG42;iU<^q7sS7l{(0QlBAr%6C_bsO|e z2jm54XonNk-91J6u(j1D9uJh5CZPX9Q|G{e_%P=Wtn~&-@A|c0Dq1?)nmp;~zt*p+ z#kG;y{Y7nDaoMtuIM^xR-)jaf3pi_4L`0qs8Vvwk+Qdhg7Y{CZ0%BQxsp>~y)l&Yh za`O#K&--QAhj}3rqDAyxQwVc3d}tA=Iw<80BD=Uu z7Xq%?z$gz*ML_%RB5|2#P;KlImTPpX*HfFQ4dSaqPyo%e1lLq*vPl1e`SW$VY=#U& z`xKzg3KX?$R?G6i=c4P^_W?q_n&N@j44biVcF{e!K6v{9bQC2$ZUU+^2vF@XiZGfo znTee3Dl z7AX!MBO)wFKVrX5T3j=Fi6IbkTJeru3V_jr#e2eUfcj>;kQWH@_XUs!;Ef01P5g{B z^KnXY0SH1Zz9Ymlpia3wlQ~BCL2u#R6>}|iIn$X>t4j}59gB02sbT8ePia?vuk$Ko zQ|;?VmugI#bhz^Cd4sN5dxGqMFgM<}Cn4hX>i}dW2958tU&S&W*pT9Olj82j#r1wg zUN>ZVPhcr?0PTcp!eHBcaazo~gQy_YN! zd^W(ZQk!DMZuBkL<$WHbAg)jycBo!p_pZY^zKWpSLC9^x%<3huV{9&sO_?nS<0_Ip z^95WAlDo0R^WZk24O1xuC1#{&6&*(c>r3UlFaGH!9pFf28S|WahMhgP*G_|x*x=N% z+ie-qjrhMd)VLo8%83EGU1paX*f;%`Mu38jiI!3%tF$F$i-TC}|#E zUZE)YI~8uY=Q_k_P_Jasa=rl(v*TzDI-+0bX6Os$tP>?A!4iqcEmcn@e2*jwm|bC3b{04k+P?6L5X*G_XTmz9?c!JQS5$0&#@lWW>4+t1{Oy)tuo3;(a*Y& znyN{2p3CgAyG?7k_dZslZ|Tcdv!1($>ijCjA&4;6z7QCM-uwQ^#N2cGiFUpW;Z(C ziPwbE_r#=-?0CQL*kVnsRBe`XuAojhG z)n=W9T9%(~!~RrB{>Pu{c@xuj8@tRDw_D?v-Vw(TT5;?BWatIQpxSX|ODVF)MP!u3 zqz_Xl0)3ctUMS2pY`gxUYAo}-$3+3_j7e(DU2(9Nlg6B7FrF3*{jC%B$dJ~UXeEA361s)8P)L7@8x&sP|Q z0dshst!7CPuM6J`I>ur1tUtCcsK8SSsbx*k&8)9K^^)dpkv^Z<46PKd4Bgene%3F$ zMAxrX>wZ1{f??Z1gRRiyb(@`{1G+-@uDFVcr3crm{F$Qac#lv|HqRji{%rN!=K(if zVCr%aKVwnAkVWcfvbB^pufA#Q<61#RwkQN-B#)S>GrO8pD04aA#zDFC`Sa)4YqeQP z-{?0*WoPqBDdjV}p635fahp}6{bR%VCi-!Bmt^Tf(Zx@{ajcdRGA=JG^Qa2kZRQ^{ z21^{%;u_x8&6`wAR%Q_0+iF;qJ_vl7XzFF!Sz-f>h5F6io*JG*HEIO?HR02FZ)qbP zGA>7bYJDE|r2Sd5CV5tJZdl+_(wa#4Kp7=FY%C)T-zo4x>Q&o)p5Dzjs)kkySKaoBTW=p9r2G zU9CZDzNurEMXY1bMN6k=$v)Kh&Jizt3;K?KEy?!uY#n20{?LSDe}|aTSOnXSa9i8NdB&@gC*`a@WelDpt+PE;MYb2;6S?J~Hs6 zaO3AWocuzrDMxn3>7*xoJHktM^rNfwTvihbHZ`Yin{03$ww9at?$hD~3u@I2Y_5IO zSFLkV{*dY|W}J8VFjY)um;LXE6Y`Edu7!f@U55MU2p5QLWBStnWt*Q#*Ni18n+yBFW&A078`Q% zNf*{9bxrlmBUA;S?1XWHsLb{GIoZ0O>rQ7IXZPfO0BizSBTFpQc~C1z>XMUiGR9)a zlnAuAG2Jy{sa5r@sYrW+25!>HVO~d!p@yS%OwqUj@8s-DPfbFqRr2hD)LpFAheit= zzN)OGOOcZso@KD>?CaUAn6a96DCCZbl*wK(!Mg+8D{1%R3)E8|KM;_7eVsYWV@*SLfdzYaC*Nig7``;!bQoArB?#$ai}pNGhy`n04bOukI%) z^#P{55seaO=)R`5*rv73x7G#JIHj0CcD0Dv_0ufk$h4`7{+V52IzIbSf=RTKzG?2{ zL+fcTtZ#aZzY$3*BE$Bk(t#P2Q&22;zn~MYcRnX4az5gVqtssveif%8hx@e zf;$HRO7DWqpd`m*50-`NXpj}j7Wz(2RFIX}{QY2hbcSpy1XS51c^hRN-T zySoA?E)TrvSV|N)Q;mI(zYb`AH&=@hHyg(A3l82b+J(aJ;UQx|$jT{brlR>WzN_rX zEj1g2g)m3Q^1~Q55QM*bciFsj@TdynM}a~qJ~Bg}>2e5PqW&LOWBjz>HOdrx9>&m$ zLi1q2XcqLN5Lh%7_)E)oqNnhAy4>+)k=0lbY)9Y8rLd8vCcIcEMx#jiOy2EdVF`9bMV=6o)8LhcmggqD`|1c7+MY8XqEK)-^2AQJ_NWBg*c(T*n zOA}ylup(pvIX^FZ>P67b^M@frorI|uFc>PF`M#(;4x%p-!-&t|e3Mhx za>zt^&ecdci!vWF zosgXMyBXtP>-n9)44vnvwRfA>^dlEjQB-t9j|2(D(PfR^t#?09qzh`sfq?>WyW!8@ z7IfuIy4=bo;wJjA^ktYGXg_muFg52r+HCjiNkPh#_n{@~>vufo4=MnzB`=iqssk9z z?GV^-_SevGU#X+td8F6^TcC~|186YNJ#HTaFi?8z4)$Yd_q+1UY4GdCyF^4&(| zEN~!e5dcq5BS$BQaj5-MWHgKdBl@asUr-A`ZnQGp2(JQ=Aqb2qD0z%mMzIfSo%0YA zelCDvh7MdSD=ReX(n@gyO_eZBtM**9%U!PNgt1g38a{Pai5y*#Fo*!h2}u?MXHHjV zqFzUaO7`48eEMbBUR#BA!$8TEWh_V)$Gkbctfa`fup0RB{+!p?r-tuwX6USoXl6xL zr=zO+NdGJ*F+lPIAldE)UObZChtHUNK@!Wbum)5#BoWjRMWBL$!8o$R@W0L1ifFJNr;{a5J3oO3EJL4Sp2BK7M-cmA@f3-Mo9OIW?NONKC22C>cwW7kBmSsR~V+{v9| zNsWCKm#ncT?4-}9qJ8l>UQC`M!iDBCw1i(UW@Xm{uC0Wk20Ck;y?anzHVxRzmiJA+ zK;ldJQem_0`eq4rc`9)tGink`bEQiEs8H8QCU6 zWRR5Xo74Ti?l!I1A}Ps8*+aGlJ#o1131&P@48*&dmp(d#mQ~0iSReqv+zYfV?7H~* zxa$dB5l2KJ_~UaIq0n8yBm9!ptaFg>Q=I_J1&xCM9jhA)^S)aLYx(C`_;z>R{vO4nU$Y_l5 zzWpMyESG)r@Wh-xyLxRxW(*dF`PVG7?bd&8Z=XZ0R;Br1U;$;|g0PXoD*KEQ%BX>V z(K0_*rlVNSxKXTTd?y)GL22K)^(I9V-KUsjkil0Jj=+TyVMbYu|XYvW+GrexTy@K#_b(QJpmhM8NI)ch7+hq4z-obGh8e! zEx|8AhI%_NFdfa}fDaKBY1#{C3NL5hcDTO>k60JrCIBuCff zpgha@8PO1;?U9tM{qFos-ix<%`+bO#KrZF1dYDSl1U83SF@ly2RldH7dET-cCW{hc zdioz6Ux4pBh~j{aO+N%zJOuGZ44VPX`ro-@X((ZyMdK}i912V>C;*UFQh3<7uPBW3 zje9^y)QIFv3MJQsG;W7d{ao8<@%vN5H(|Ko`9N6^7)9eMWawKF-=G%juT7Nz9PUzz zCqsZ-@%-!?yi}wD*JS9}{}%gG9id8g6Kb234;pB!PG8g9p}Yy*q8i~Re$r>FI}S!Y2X`-%a(21@|=T5gM9$oMW#P~ zav8JY5D&Z} zkERwU^!)u(Vk{z+7BO^Pzv{+atdrw6CGQU6s1(0ve&mhVVxYv-YC);#Upcr!PQx(Dk6!c|N`bx~M=wpw6}I*E=Gg{`-Dy7%C5IABy7?xfMZU>Du)Bx(KMu zEbP*KRM+l_2U3R?5z1C2K5JR}|E{MzKe>z|)LLx@BIeU1-s72l_=ZRM5O z&c(_Y$>VlzL(R#P5v#PFn+iNtYmOcbGyQrjb#x|fgY3o!PwcRYFFtwxhCW|3kFx*q zj94xjlH``{w}irmn{YYJtg68k?NB24xoEfZvpaVTH`im7%<=2l+Kh>blNn5C1009s z^$f~SA?H*YV>GGO#_`;@$M4>~E7A+b3mVY=qj&R_h}F^;r?=$~tr5W%T6Aq1z-wl@ zwbOyuZ}CaIG0)UB5wHV~8K%>V^HZpWp{spF;k0)34CAOyTI042n~h(5@c8rB&tuwY zj<)f~t2H`1;x*ni&!h9(g2bTe#*5hN!MKnVbb64ujq04?_@EHbhSfnJbO$1Z?yKsu1E4#8^kHT;It z@g=d9wsP^IOVxzGuym;?Mqa{QK*i4q{vW|t#rFG{vTOh;=3;165+z?m-7A(YyTAqR z>>}7>U33>=V$mn$OrX%^4?#-`Ynj1!_~2rlJrE?29sA0;yeh!oe~(#ZXP|LtDe3;3 zJ7*3VM(R&g5d$qoihEZ(_uoOfgA9qUZo$89OABR1h-JM36A4-kL}&!Xm6{QJZ{g#j zcke3V?Gbf=TQDnuDDOg3u%iP&az}UfB+{AcI;*p1zs9!^@o3}`I>>%Q#iV|P=&RirjIarKOKr38TInAS5bI_;?)4db+i!V!WfSU9qE7>$tml<^ zE+U6{bNHrSKq>2z*12KFJmyf0;XO=TR5>8UW1#PyXFvBmM;XlA?Y!L z(*BTafj5T0yJGZnCIA$mU#$l>``g^PL@B=J5HjB1IXU&wVv2$)kl~BgyanL2SbTo| z6{Q4Blgkpwzf6FXsY``#!r;GBu82;3DGc$br~3V1BPvF_ zqbiExBT#d{54w+Vg(7fDW!1Keii+;EgqFslDZ``^l8~3@A0p1Nf$}n(eUKIQ6mMO7 z*6CvB?Ynn*F%tj*5jn?BH&ZN>aFX9z125QJXqCY%{$t8;e>vIjTw@m6Y{LjxJ7u|E zMto#NE`-&3;VMa)`j2S~+~4POyaQA4%f zxz{4Xc!K5N#n`syBi$@MR|x3VN!0{Nx|hn4dt2lbj)f>>2tu3b8<}*a|3EF(toZ0r zGdTLsXAh$>bvcA#Hklbp}{_$F@f_Vtm8J$j~`mF+hDNET1J%k}zR zKCN}0G3`s>vE`HT0)vm9?C&=*Ysh9hr2R-HS*`Ft0gro8U z9-jRvgb8k`k7`eBoAw%+%b8wq?`${oB^HmqfNZiV)~i>Bo8fuR;9`g(rd|a5_okQD zE_!bj3oJADqQXCo!}c~DoOTSUQQFMyv7z_(s+SZUU2%lohfo1Gob=%3s@3}J$U^Bv zYKAV4Iq}obLRe2$w6Tyv$yC?vq-niT?hYkiM^;Yz(+#SMQt;itz^!tAu1lA0He<%c z8|c$Tf4K{h5r*Wz5{;C9?F(1^4I4bXJ^4@=JFioi-DULatse8}?y68cRZXp0;p08hIXPh>5j1l!aPAUt z4uS4#WJvJRab`%~5{=ASzL=?7gP@r`?E90*XvRYuM}RM!VRTGwHFpLA2Kc2aM$7lk zol;Wjb{@IV0WlejO&7s*U${k(YSF<9%1e5Y<3k+(`nO#&P{9b^pW29;dPhxiG=#{O z4PfTQ`~?d_>W*jV?n%-Lglz|L9$3N!qIV*&^dd+S2|}^d7pM9I8d}~5ajjUPp{CaK zQ;)oQv4^!^MKbvABXI75GN3mykiY&qf;o?g>eO{i)T`^j6oDJ6x6J3O5ga5?3AbNB zK!pCby?Y%XE1GcI-`}Wn44ky|?=bGX4Q!8ctd*ALvE|QFR2h)f02sOO;?(08`u5F! zpxqY5Wg?w{u;OMxup6V)K`VaJKaAo|y+cPV#yvNFA}v3l3l|a{J`61AAAo1_N#87{ z+T)Kr##Pz^W|A0!st4?wU$u1*sAU6uBmgLA%Y4c~&b&F)?i-ku%1TN$Mt#twMOl=L zchJaSe&>t-*Du3CGx5JF7dFTnz39T7HUqaB( z6KEM6WLy9d6kKfe>_z@VPi9gw=P@}D9(_(U_BP{zzOoCTb!>?V@I;US{=v;{-`{$| zY}j%Q5;R!|!{Idv7MoO6p}!m=ZYWbhnFmhWlJ^M3Eq>~i0I8B4P~rl%Jg6JzzJ zmdc352O;(Z%>HgOfK}6uPK_;u0^^1nO-#ORD-FS@k6#ad0qyR9P^6@9Dv&&8>X)WckZs!pX%gxa z!_P4$7M2UEBx8o-_FHq<&RvWpq5NMY$lGM^V@Pc!18b8UJI~`7j1i_#P@TTkl)2v~ zl*F-Gj~3P5r;T`h9{cV|2ZX)D?_NKUru;e$5bGp21YnIccBpvga=`L^VQ*?`K5mmt zdBAD?IXrC3su{rWl=>XkoQSytvcyUSO)ZzMvT_NEUY&^pze` z9s%~l z^>>eyGXW8E?KuAZ6AULL3H1tr-t@-8Wh+kSdu{voF__9n>#qXeXr++?!!@q#0v*in z6qMf0&qLNl5^0KJgOQQZrcKIEYrn$7uDEpwYGU-UpO#^@DwxAZN%KAEXxgrJwC?KF zo)<6VR8_6ue=rCWyjKwBS5;lC&y-lV?)AyW7yHT9aZ7PTG^2r7=IL*Hm|X}%^ij1; zMeL<54whmye}7aw8)dj}3;o#6+J7T0LM_!USVP zMi!KZOS+Q{4%fX~KD7~BWSiR0FYe?qu)L8H8GHx_b#h#?EIrv;gX9^3A^9xn=weP~ zh$-;9_!#)jI$&2@zIUDI3j+hv-c)K2*_6Uxa+#s`#J7ry_8m`0VyhxsUhlEx0BS;r z?LExk8V<8jLI}3 zD>09gbEv}Z;=NsmZrzMoy6JAnU3+`PYT4;w-whHH zx15dYZc_8f+?rGi{qgw5%uFeXV#_r%D3?NamJS4j44h9(i}2vIxO$ zV}MQ>G_1^uuerO!oso&dq5M@6SfPE+c?SbrlXbHPoX<-w|BQ$d5%jiOl?@2|f#-jQ zi3Mem1%N-4zjTsp)`2z)$=zMOvE4j!so@&a0m|{P7qtWIivXLMpTYMHZ6i7DQPKCs zEV7M1@JmQSX&Mz}dxzs}Gc%yxNwZc(_Pf z$N&HYolm#kb%g$)wiIUup?DFLE+Z>h&_i`bY3e^dxQ31oE?&0mF^fN(PU`-KPa^Vd zy%57ZemnApbLxHHhw6&gIBx+HCy9)}s}0ia9waXvW#6Ixv=Zo8QYz$Ac>=0SnaBQG zN9G8TIqpER(c+46NtgwrX8x+YaW6!+F}{)rVIc6cLouT^*{nrVdDR5u7zg|Rn#ji? zRx|Jm6NhvbaFrWqGCj60RgR8v6X5FDIV?*dkOCQE%A}I~oj^V9;kD)&y0U9Fj&;c@TTfch^tW6xu_6}<+tET&2-59Dwi6s5KSo%hE?Rnk0Rg1Qn1+~buBNYR-qhU-# zE;VPMQXB3zFB*K4KGdLmuAzQX=-k$Uxf&bGEl}&*Bc^@o)XxrkG~;1R7zHn@jkfe7 z3+ZIQyOdKxm>;rujyg3Bb``uRr6&&?zuC7N>S&C4 zu)L>l2#D#B=@I;seFoJa;;kSJ605p4H(sv7H$=`L;x02_`9s7lzd2q36kUhVCE-Dq zFqt3!Db7D6#Jn$CZM-~$@@C=|ec8O+%>lGqMaDdyU@a=#fL zXMWI4(EH4)Y1w}0;6aQJYp^QbMjA=tQvfbQ%@X919k~AP-AIOK65Gsv5-+?LOsE)x z!X7%5hv)olg{BVx%DtFz{-b}307e#*BZ&5ToO_76V%8}PeI#UuejPY!KEf9+9v;S} zuSEMvXqJk12XVO%WTsawXMu^uaoexX&!`9fb+H!_2t%fA->+jQYI1W0m$vL=CfnDl zEoC2Qs{3b5Wh2pMP92Jt!p73lY=ztD+gfuI%GObE=x`L{$-zP>J;&)~)%=H1IDnuY z2H!wuy)h!hu4g@;cbMD^l{gP{>s01HHz+>oSb1G;kXtb3zN|;kwI1ZKOYkS7>)T_?dpOnok>919URArSF*w4ipxkPT92$6&_*9&*VY z0L}jPt#_-vb>W^9jbm}Z**RzM0~U{OaPUTx`#_raK2svFI5Pmgj7Xt>bI{t#6)4Nk zAp3rIH8Vo@nwo~`4jad9>oCp<8f8ezat9Jrw~M$+(FpWwO2mhJ7az**yeSw5#b^8! zvBYB?1Kg?z`{n4SJ!iih@yo<$98MigK=~1sNfZWOr}bhl1o&CqA*(==fr^7i5V-vP z<0*iXZ6OM$;fhGM+nBBj>^nv_Es{XCub6rkWYh#z=+x?v?7kaffKu3IOuS^^_bnSx%cWf2X#B3rnXn*b3MEm5nc0fCFG72`<4A{wJM?xH6jmXy0EtRYPA-{@@=?EdF$Rv7V-#QjmP9g9T|t4? zQqnVT-qPlDpOXj_%a};O2#X$-nc_d|S-lqMT_V5It@s-S&q#NPe*8GO_uxi?1uGr< z$hxgVK-y0qS)^G3wQ8y9kl=pnU^~Zkc!a;G`EVor&iyCMphVWxgj@#g-(yfA>xC01 zIry*j`H5^9Ee4O!o7TQ~mcQSoqHxwOX=zOk(Y(E1K%Q`RP(pff$ zb!jHCGagiTBb1&nHS83^70`vCXjerh@F3t~CrhTdpN%p=5rLtU(uzQkABY}bxt0!IFLYKU{jg2 zpa^$sghXV=%w5giF>XaBjC`Q*8#g*fxd;gEUYU_~9r*Xq?HjjlL1n56utwXv>p*!) z8y$~d2a_=b@1HyX-wA%8IplQ_4TIQX7Jvkdm%ojz88x}+8{29qcoU2K&7$C~My?L@=z4xvQAHR@(h5^X@AyLpn z>nli){Z3E>OzQY24#Cb`GK`Wsitll~Y?MT`b?`o^Rct7v*mHmrB0cUG?A43w*o>LWe(vhXKX?i!VDzvJ&}*xk)L zcH0WH=|RTVG%hX84yAqs4YCtI8$psYIE*=}Z2?em1I^&%3ZN(GWQ>YOE7Kh_DmWtF z7C{7O!l53=hJ<6_qpafCwABP)+6u{cX>QaZEl_{KSoFPy9?9PwgVXOI>O|H0=jbR# zd6MqXySpv22K;Ad_UuKj;)E6p_H0uWpGQW}pio#>K6FzICDwTQT4GXu&&c|I<*Ym% zn1DEG{C_3%!&Wl)naWX9=x?r`u@G^7KJl zIzNiYWjU^skhiER0yIy!E63+E_4;0|q}w3HXenhqKP7~0b7!0c5R3(3j0(8xuW#JV zx)tF(>B)YWPPwOB@l&_i6pB(~Ho<{}=R@#|lE9N}`z|1#T2*<50DI*H*7S5j^W%UL(_><5WP;3WiZ=gjr235PVw{ag<+I6tn7*zmG|MIwazPTdkPe=V6 z^hGFLsJ4pVrclIDw`9J09?$3_6K@#7x#!T7Ueno!6Dna)a2wuKJ$)F_6d&Z*|M+9g zZ^RyMtBGxq{f|O$cHw_71S6rbVMLIrIL9Pl{Yg$Mfe}g^cqur{L;bBKJO5{N;RUB6 zeT|xrQ46DZDkK4Z-<+ROC{NfI`jt@4hi!12&-6k8yyV`_H)-F|x(3$Wy4o|OP5xxCf@qGylV!$%;``t!J-3 zvhdp1l2(5}H3%ocVn_nj7xONzMacKdA|9BINQrmD<7)n5eee@C!l<=3*MJd0rp}>$ zH#ye#!D^%D4a zhVE_~NeCxm(;4ix83n@#e9Y$QxJ!yi#H!1sHikNOaf=uf0D^s7i?jt66e-FOYLfQw z#3b$ZChD^Ag{Ud5hL{O>b`XZd8{c?!_p;r z`FR|e7Yd>QiPFfa4D$;Ll0-oiFy_%zPM~>5e)|O!1|~5{fyKv1W}x!#&jbAZ4q9s{ z{~>Zy8#h*hrby7Om+ozhWJk+iTaWPp$BOFs@T7+euOl!`d!c;PV66ga$0CbeSiXTid{Ag`8mFKllB0Z z;WOe5uYEPDT0DLIh&gY(x_*_V&XC|w6SHxPK_z+IeP|DQ+L5xF592uyiS*W`ZQqCM zy(1w;5mb)@bI%c7i{Wpb=KU7LtgOk5vEeE+w7824(`;*PX6I{km~>Z1n44r$SlO zdu$j9)1mA=n5}>33~_6w1KF-krKIZg=!Ej$0nE<>Q*nsGG`mG8$%{{$_zO4h(m~Io z$|XKFN(v(t^eOX!mHwIla$EvhMQ~Jc#zA>1DJiKG7TB_7CAx}kbSYB&^8X*^2jfi!(CoUP$HXY}Y-_GZn-5r1w_xP%6M7WJf5^61gJxv3XH0NUo4&(4_KydTzn;#MM{;Q=a%CBjQ@zPM|XaQBV@=X`T-*1WucFxl!J0uP2HJaG=nhg z%e3XpxSBJqG{6ZJIsi?Tlssmq&{DonVUtQ zl3C9|*|GHRE2I(qp+{LDnb)RTh{aXa2aKRa*wh&980I*{O$Cctk4V;b?b`CaQU-fR zak}a}shZ|6If&hK_JCOnw96Hh8}||k zs?*cYK2@*9{)j>VpL%P$q&)Q|m{cwlltFM(R4g967(j@MP7D8Dl`UQ*CH>cfvbjb7 zum3jH1kdv!5GaMzXt9;Ur#Ea;28CpoOCX?1QpU0PnG=?s+1FA45gTH6=zg` z)$%WliP$@I*@31>m^p5zAG0}JY8hkEERX%E(GvHN)8z^KMznY#P-GXgBM;>rtfD`9 zTC2{FeboWWPy&?n_!+)EF>HI(eJHgm9Ra~!tP$Zsm@2ypn@-0$SsYlAs%ie(ak;#q zN1J{XjO9|R{K#)j6P`>9e(F^`eyk!mXDu_X7rTxR%SPC3`xaHd@3nce|Fx&&hucL_ zi}LJ*=&NN{ZJ2(5RZ%gu16Qu{&_mbysq=XBoa&NsSwo+;QoGf(ricpc-!lIkg0y-ok80#sI-@=SmoN zcfyZwTlJ_m>--KI$!R9RcC_pUyh|K?p-@!06&Dx$Me8z~qLZ{$kDuCT*l`!D;Yau( zef0sWcy(wb$o#Tx%At0;#P}rG7M*DwBwU8zeDBTH01D8lhXxEF+X>*pKlNg@h)LOoA+On#IdYc#-Gjg=3v!qlw&f-5 zAo^lY=wZK;2a&30p-sIJL?!@XaUofq3B`4iODOxcft`2}4~O-)&#WcY2}CZqelG$D z{+;LE-d-#BpPvh?V+ogp>h`=wSOqi%<+gCt7f?dD>nJ~y61fpo3~ZB#fAQv;mqEkb zW!!owfl0_z1nxnf zlz2pp+MUtggMZ3y+Nu|A5bX9;*$`2Xb4>W0n{Ap9ILQ}%9k?l(f)ZJU&i?T=r|A& zkRO|&7X>jo2EO%wKoJBqsEOFumP}M4cF?9Me@a^GC)tI-ETic+)npw2#ieXe|3L*9 z>~4^S?uJM`CZr(^?c$q7d2qjf=u!KP&|g%*gYz=~2L9SLLPUTsh+vUgdOj#7`*(Lu zpsQLbR7y*d;W|0t8O_Xs+FtHRv># zvlOslc*5%-nlH|3oIz1L1WVy}LoXGlP%Xu;NA{%0T#jBonEOH0W9q?TCJjwnlQ6d1 z*%@3w3}?jD(?9?G6VtbH(6KZAi0DgrNp{`tGDj;ul0s)R(+G4QdPQO@@XKB{f_Rk` zgZpTVO`25N$uC|&M*+DSP)LMQU@u|T*$~-<4aJzo>hI@gi*x}Dv6Kf7_Ay$o^H5vS zjD%z;2LsD7f@tHWO&a#Xi0H~AVx=7b!#os#v5f={(ERG>_v|jX?2^wcptj&FIzo*k zDG|F2$pv)ce45c@ax`ujXT+3?%#}sK7wNK%Q{#N)6Nq2c_N9&zqxW)m9yQ>BUm`$~ zktbC;*6(L=O08LdL5&JXAhL-j2uK*+SwnicJecu3HjoKsWb~dxKqro4gl{p7%Z#d( zjB!*d?dq&d=0s8A&4$4Pi>op|~v-a5)^sRYeS;Cx|Sa zs5J#P8_a)C5E!IUX4_;r4D9TFq5+T?EzH#lYTQSI%01{nP}3l-!OJm2QJsl{Z-mN5 z{Z8D(xgk;2tTbirg-j}86Jl4Szh}q;#G^`2rYph-T0*08n*C?d`ycGTS08jwXWR8y zIU=V+QJErD(q;VE!IJEGCY!X{MFT9@W-SX$ituB00i{NJ>yzKUNAw+F}#Twp1X#<%f^ZPN2&a3b)88d z(4_P8y9YjUhqjWNk$=1A8_YUKhV)KLpLcTumy3u=NlQZ@UCwg8aw*^-jFVlUsWv0in;78y*eCt!4@lt8ztU)KgT;44>9`Wo0 zh&=fVcmqOey%kjc@!^)rj)-t5nAX6Q=lMdpoih!DEre3~Ts4%~oy z&uLUj?Z{v7Nx7cxbcC4I^jbybU;_37J#^@A-HCJ)n7C$U7iMQ*)*MrkpW-$HUlH6! z8@GFyP$uZjc@$Ut4oGR!VP%!aPXOklsQ}(S?rTqrG(6 zq;g{30Ge>yj4|Q^5*rpJy0a)A9-{&s(%%!|qIoU+?j~s*VE(ksu#r3?;~No)+z|co zE_-(E+O>IeelTMWWhM8JdZpvLe6sX8%Q3bM|mA?r^h z*7@bWh6vr{H3mCu&%vJKqTZWDzm-VJtCeJ(r%+a6C=cRJVqoX<6C$ogP3;LlJSPNx z=T-_?xe(VU?KxqOa`-;kUHs$8pSNFC+`!&*8&>KX+z%|$I2tu5X<=a%Z5fv_J7DQ` zGPn8$u+3C>ZhburbCGTe2iehx=CD~#xVf1T2N^nq+AXhqlA%g8- zDK*CY{RL;*-=6Wvw?z%9oe%C(&TJ? zp7?I-Xz(}~8)%2;d$Z0G-YDG=^4x|y>XX9RF~<+<0FTuf2UBP5VnMJ_En(C$Qo+`U8FdmV$}E24-enMT6%S*~rX(vjY&eY2?YD zcre};=Lj_r{DlrpNP_GE7&^%KtWMZw0)bsN9HLJba`dNf3u`|10tm{-uoaXh$? zS>K6@N_Ty1>@5$EiU4>%;N9P0QTH*8>-=-I1XvOdw@^(5~kjDlZk-u5KABDmLf2 zFkAI-GI?#1_XzzJ+THK&VfsmsTz;^O^JxtkFyYCwR5<5Rt2n=%9s0PlJ!0xcKC<%A zrQ;_SiEgvt!jtF^OGTjsTmrN&_9s{YKT|`_jbwj2SD@$|N+hG7D#rizP1nQo6)KX# zktgSztX}TXm&n1VO&HYg!X8OTNT9nf>6DO5v%&t7_PPEuDB=(3j1@=nuGm$iC-waa z^Xrvb_C4bL3qt|^KaL_mS=RDw>j?aa#g@$rHZ|;~ROo^t^_z)i#Oj$>ER6&kWkdm@ z4>5-#6NF!rrT&|e`%Uh|j0ZEvmmdk@T01Z>Vtl-vk>IFRV?SoZ?J=4Xm8McvaEIrU z)Jw9}1D&J-69AuF?z!EWM?RkS;Xwu6a3~?E@8^4wm6%+Zs1k60ZtygpSn80Ygs$T} z5^B~i{rr8)&V<903l+`}+8NgDTp7=;?O_IAwDDt(j-6%9Tef;y~cygzRFgr>t~-r^6L@yhvcaY0KhPRGVqyG+v} zGK3%VU3td1VreBfzV8l=Q#^c9;^OHy<*Xei(ea*>GYNg0f!%a;gF@E6^UTr=J~tE7 zwDU&|Q@@WX*5wJR(THw7ohT0W?%rZ8!>y(#96 z77W%>=T~W}`Vb52`SL1WBlFM3SOLbLX4>g(M$Ut4cicN&r;xoLBNCFsjY3VF}bRY`cb`TS5_!1smr;_*6!BJ1I9&B@~TvUqlKs%gjn}aHFf!)nz)r!RK%3O00F!&{v+dI zQ3R6t?1AmeRvU z%=>Wg{7lVf*Kw<#cN&M*BX+H#f`tj?PKPN0H4Z_2|_do72x~P#tYSoK{g4V8NF@L9UYcyIN3Tm>pTX&oi_yW3v>#dv}paRbF}d;i${x z1fNEBRlL3mUv+|^;;BBGR3GZ?p!gph8&Xeu@nR=fdfC}Bwl#nWz-p*2&f?#3E-$EV zQTaoZ{{ZbE4`o3Q#rY#^#)fmR&uVZh14jxIw>)Q;^zh+Ydz~5dtwyis?XG+FS5Mrj z7w15&G&D4XFGI(aIFubuwaHt^+`~=w7}v{yB~n*c2X4egVh0FmEdw;||i;h<0s|Hi`luSej4I2sE{-%~Itj+$($;l6g!K6EB9ETQY1gBXI zJ(t%SVZG>?n(FF+PIfKyK!{G*fbFIS)>*y&dKC@ISEJ>Q9V7F0k@kP8sJMIl<>I$W z;t#J&F5g*?<^!A)f_mUD%*Q}=TN)~y{ok)>y}Nn^4qOk)JE#u=k~#hS%>GlsE~A67 z-Fo{bE1C11etg+4E^Et~xp-xUU{TO^j}zb%aGck)s>+nkxYzUa=!D6mjEsz-y;5KL z&(x!`F9O0UDh!*JU7EdfsdD)B@`E0!k&zcbgm^Yk0>%{dFji*`pIIULbyt|ID~DMb znX=aL<7F9hzL2nR7zU=8R$-ZzH_OG1jEwv!Sq1g4@x^;!81OG8xgM#FON|T-bu;Z= zREhF}foNQL*@9)3KNr7koyQ`9_Z&-&s#O@lR586~rs85bLG4aM(B;;1$rTopo zs6~Qf;P@EIm;3k$E7cChIctApa{SXGX|V`hOR6hS|3u%9#) z?~)HLdwWAnXFaleM})#S6PlWuP{WOgjBLe!IFHO6$=Wgx@*z!xQRnH2rVxQ`+xUPb zqEg|*x%JET+@q%!(YGpO!Un#7_ikZgI8JRnB)B(kZb7v(L~Qd$qu0>7hAjEK-*mLK z8Q{#t#Kb`CVyr<=X>#fKs#E}9Ak{qHEjCk*Gg#JDMpo7pSm4>OPH^2#uh7nORl*?O zxBNS+(DnWf=vVwG*|v4-yeoREZ5_U}T4rMC^r>todo=vw3_~m%gNJqQOhy%7rDHO+ z)Y@h3K$M^t7Hk^r7T#+4+Eo1J7P*7Ex=hIC%K0IvPMJ*ho%|F$_-zC4)B9NChvtyZ z{XEgZ=W#{nuAP3S9V$(hVD=`Z96s}3JkkHp|MVbdm@~|3!t{TOGmGr_N1XYv$weDO zt2M%hFP^nAJZN~{!oYC8u#zFw*yh3-(OsC?y~f(c%J8iDe7oRlCtoSgTKh*<-*W3c zT6;xb&b+a+G*Y_i;v;(UF{LPz@yWL{Olcv>x@j*Pv&2MSo}#65>$Rmt^8;$mk8N&z?EU{+MxM zZO@$3rZ-YrpBkkYK0T`%^j(2xx&78rZ`JCX0ZN|lGi|jJb<2}ZGvWfrcO|}4U|h8K zU~dz(Yr8N{XJxoO=t}z4CisJ{?X0!<4uwr>lwrG&P!pHPT!H# z>@&_+ap@mxG9=R3=W^#mIvd^U9cEyW+M?e8l8B`HV7dKO*si?XT=dJS19A1sA4Z3T z*~Rn4uPoGGI1HH1OIf;ES*>M%FrBftp(i*v7#w&)*WOwRLNVN-v7uob{o~VvCJ^Y^ z=IjnddHXH)FYD@bT0RK6rW7!VHlT0-nhY>91RgYbj=phjT5PT2hn)?hrPe>Kn;eCg zQoiUC3CZDONq`+$?eH*?XgPp4h2PNlu{h;o^*Zk#2)ipk@6lM6qn?YHT7O*l&pxVV zlVmoq*TV0A{q+|}9$A>o3z8O(gp~oHY^6=*a3aa07fzmo^R&=ch}UZ5Yg!I1@8c8a z%rR6F&NM`7Kp&Y8VrL?2b6u+MohYCppVfh+^*c{L@g$-s@X0~it5I)(7H5mXc<0^F z^EB`8vv?(r`(6`v;fK!bQT+r(sk@?$Z`Gg7JnX9eJWHSe^<&x|X@iQ69L-?AvR0*Q!PTsP?cHpul-8QNyBTE#4Pf zyf+qQ1^IS|#Aa5jcIjB9g(+zb(G$Xy4(%zUdij-1SWR+%8FPOmB;x75kQ<#&=L7Q~ zC9ostea-6QhU5CVg-P+RKipv!$2_cpvaVdOU_8n%Wby*|cf2cC+I7UHPTv7*`8aCD3+zGnY-$IF-9Ileb z3nHtHz{GnMX;JLr$fLSK^w7W)vf5o&I+{Ls;z(`Uw8`I5Wpjh1wteE0y7Z>!wZ$1Z zzEpbl9gdcJ%y9LlNs6-G5iK(Rq+#ge$B)Q0b+Y%vc3rGZiA`CM@g{6pOL_KuS^2yG zExGu`prW1hfdw@HgxXV6BLK;Biakw&;yYb<>bt1dm5A! zU1PCpIJvcHC;Meg5C!jewet^|DDeU#LMNIBP2HcAPkLu=Y}>f}F?Uilwt2jIwEskA zN!XFv*K6gjV^T8+i!kaH@frr$@cUio-ADXg$vXPnFzm{xgTJrPf$Cnfvh#Z}1V)i({DSqDY(|~%)aEEGM(aDvX zMdJe^RXGPaycPYj%jCJ=xL_lp78mM7Z?Z=rKp*pZk7X$HzwHX!!D}^%Yg{IbRE=#!ti!kz;Thypv6-)8NtFMO6u}C@u zkFAqy+RyJgW@&ENR)1+isAj?4(48_?VD~J~&}}HOYH@oL?{W2`VL+ER6J%Gk$G+&F zbL331G-(NGRA8;%zpMAqM-5Y9%$?Prc>M)OwnE;I!!d9rx<$5hBnPD6Fv78*Y^|qf zn=3CdRxc5@t;8bPuasrT%vsmsYngT@r8gt%PxeCb?sc8WbP6F<`yZ8MvRjuAhq?I% zv}M+sweFrt`Er%^d#HiO7)N_udScIU#?8d&G;nzfKLMp%)h%lMU5RZAs<%%ZF8AiO zDfsFvP|reLaQpc7Xd_I1uL;3`nUzrQ%`tAiR@~Uy9aJr0_v3*F4rzpkAQAjD`Jml} zQ++`y{z1x}nt3V$;&ojem%hK_9_}^mR_+*D4b4QF8GEHTa`Z$&{||F-9#8e!{(ak9^FWhk8kH$ZNg10cRAeSJp~z5%C4@97 z6-5Z4!7P+%VTDS`5Hcl}MI{-Rc^;q7xv0Ib-|u(d_w&4-f9~tAu8p<6!+9R(F?^2q zVVZ29*)rCTths`B7VN2?PfNemfMw-71A|InYt}nye+g3Z)^Y%@~LEUjmlo}UiRaD&58EyDB8GDea98}2i#&3{%l3I%?J@O zxZwTf4v{0mZ@(b^ zA4-&Szc|$05Jr7(PxTu)5O(5F^Sh|>3&-=a#tTALb&LC5E+nQl%^ItyZ%jdP;AYR+ zi>Iiqbe%2>@ys3evvHGR91kokE8~K)&Ck`OzRDh>H{8&AN)M`eJA0@HONRrU;DcaN z3hsJ8G*C2TcG3BKb4*c3hvAE!dr4`L^q|)Z+yqLQIUj{4?<*zW&e7<^1~#^%dVu^6 zzqP?fWVDrLXd?ujAS`ZtB~pQY#$SrKbadtVy&q)FY8#)PHisd+O()(!x;_9jFgJ!U zeE|naozaCx z@2?H6xX16#qQewl$(gG&lN4=flqYo%2r$3UV(AS9&X}E&UqEJlVOdYq@|QA;#7lpj z^YEdC-0hiQR}VE2ObEH#wXI<6dvsgz17_(&cKLhw6i}oE$dDp83$sS9~$`q8; zL+8dG`DU#U)W6d_YgZvD^dM&Goey{|iK#8A>h%Pa$lE#J}%ZMmSk@VrJyYGG9kM(`J{a)}qXqPHRIuJyTnQdiaQ_ z?yJ5{Y-MMA2``!^{uMbe^aWI*Wgi~Nk(kpaj?7I%TXw=@b@Nn9|B$?GlwQ(t;;g~=$Do<2DNNE>4>q^`TBft= zW91Qn(bYaOoQ6Ipp7-zHXlFg{^%vXca~&e26*pB?H`h=U&q3MwIOrfTwQ?X8OZHF{ zwI0X*eB4MnHjZ^G5q^7))9mOP<_}Wj0%S?OS3^s`52~MC6E$JkZk!QeVG6lGWgT~B z5dU|PJ}v6Wlarv$&YnG+MdpUv9%NRGZ;+t0@fACQDMg6Q$inAr;0uyECbuX|HQSum z#bzE_>%jcWeBCVv^{?-)ZN?Sbi={Sz&8_=3{$}jY4Jw3AZ139O-0l^7nqgrrF>^IX zlo^$-C?jTz6b=TWcv-sb7)85``Od(5YSrKE*WP#`Ui&nGA-w8W=cxkjrcp<*o*Z%bVYPv?i={;^PI@B2^!@_KO}}NqTu*8t5{9Ay>%oFyYTp1$q{QRJ;NPSanyJYtTZ^WVN1~c`%khIi0GlY z6D5;#T4dbZz=@=D4=8=mDB^4h$4l>IyGV%~D&w}u| z@q(n$MV)r`PmJ{vEt+E``OJREbU0UthN3^D+h#J-K_g!E5#)Uz9zw{JeBeXKRa#kfXOz^V}f+&80_0fqb39z#r=u&z33BCE=Grrv1 z)j?5E<2SvnZ0`=>kP&jfs9sb|;koB?aw0c6idf|*Kh!m37VG>Mho}V`Fj46;qFZE2 ze3$W3g->MaIsSy*&C_T$VBRozFnR%A z_i+o@F{p&@Qi*{PHN<+XSVP`e$l11jc=am203N)klQ{W?EpHH+^mAHDkg?UgJr1ac zCeL?F2riA2=;)uxb7_z1=txJFcwBjHt)G{lD~_Sqlx|pStPC?CllyO4%cV0?SK!T| zg6=X@a3U#&19WaPsw~=|P*EpzZuF$jtE1V)cgf(;X-C&miqMI41Srcb$Dl1T%mtJt zT9&}kWdKJfF-KApDja>slQ||Z;w4PqHo;{CY+FxUD2!=t?xC?Q4x1Um(|HyyEP-3* z=J^H74s!{YR~|-m$kT#Xm89{4p8f7!uk_{jL3XuOug)AaPct2%t|GBQ_beQ8C6(to zzORwF{PhwQ-ugDoOg`?LrGi!pnfIhc^MvjpFBdszh@?vQcR!uwWci0az$8v5Hjr5h|Ox$bh@e2-&i$ zg##JSgUrePGDelbG_=lY$IiGx*4nb#UBk~4JP#7NzQ@GEmEPD4DrP3WR?MTj@EN?=Ut z{xd=f-wIV{%NR0Kq~BSvmWecqPg4fCF+k3U*{?(KF=ftUW%*~il1nQFs}hI~)7cH- zUY>j{a1+>>j%}|#{#5pY^WQ>MykD>r?H)wI-kpp&EvWhz6;Y<{iB_zS$hEv~yq^jj zLpcl~ZXl;vf6*d$afXc=>}9Wb1#cqK2&=icconLEj7z)r^CAF*a6As?%SuQ{?AkR5 zan=2MuSRNkXSdzIf1hj{Svx#`x+V3X zO9qGH1KDkcF~D=9D>`@0teoSd*_(h&#^WAj?J|7Aklmr~vI}qFfBV147nsh9PXHu+ zJ;t5msvhky@p3jc)_H_-E|y(QIcy*-X7h7YtDW(VZ@Rfv#%NjQ-d~5*oYlAxj<`BZ z0<16{n~!bkslcJI#3ZC|o;pr$HFTK{qP?>NN<4HoqqA{%<_!!A)=wBk1M;W*d_uT_ z1@i}2j$uPLr}A#xh}mQ9kX@K#_bV#8_ndt&)ZEFgh8fI%JOL1u|jvhx(ZF;yb-PI<@_}Q>Bf;wWv=WqA4}btR~de; zaC|z30$K)&FFQe6K=(*j2l{)-i&aoM_0_@;qf4C*kc^OJby71v!UYp=&3HqW3w!6E ze$_Pa8fhVn{Me>LW+xz}(btE_W$wIrdZ?~4HZ(Ri(vKX|iL6@IGt!Y#AS{@f`!`$+ zhmCGE3*|cH@Tk^6Qjuo}-_v)LkbA0!F|f5DR04s$b1_uM zAtDD?2zl}G0%4U{q7)mn*_C^lZOZN0({Ssz4jKQ z!!%{XL3a^Aj@h2@K$TdZ3LG`tDyV*0toWV3S@CASS@B@_ESkw%zuImoH}}C9O_pteNWi zzQR4$>lqb=F%JnH*_@Wo>0^NZu!zTBOYF|O44#_HXqP3QOzxP2(H=7O?>*1C@0d!h z_OTccoVv%8+gJbVzchyP2l$;`we`v1dNk!k9+X|GF{~&1`}fJKctdGEDAb$=V)XBO zJNcZx7cYg}GM+Xd*q-EeUY0Pyqejy>>#a<^j{nd9QT#~BYpLU^s$FtR0r0446caU%W0r@SJU`h%TvI9Rk6d=OQ$U#J+(EBAAMGShxxpUyY6x zY+48qkx15RPfYDdE&u%a$J~!-qc`yaKoYaEJvEr4~LQ=D_;T&e<8h3`0}V9 z;UpssPwgkPwZB464haXu;s`Dd%E@6UMO@9<@0USD&YEOaE8Shb?FWd=LIMH_y0HlD z3=kcpI3pwihayg25F82sC5Gu8$eLhoJ0Bn4h4EZ$q&Jo&%&j25I+fNUE&W*3$Xy6u zuV`G3(5CnJnKNh3etNWSE)wa74;}i_JJ|r}!BekBx zyo#3*{NTYUyZ6xKvvq>zaTivOl=9gB{#$0Wb3Zd$so(oMOxqP%>+uy)N7JQwjb6+v z$;rQVY1sD72mG=coN*jh&hiJDspY^s@1X^NXJx0?f?P&&AmPF-T)6Ib`)C(~MT@ZQ zFt|*%msCVe@u4j-^s>?fda{z@QJ&a)J~P)boaQk+T6VdNUp6yCE8CfSf`!J3F90hM z0XZdJe#t+P5O|5VgmSBIKjl>F(I%k#t*E+-&~-~>sYk}3ltdM z;gn6gB69I7Gl%mGp5=-)b(m0r!57?9ChqcW zeQHGL-Qw~$C=6lv@b9pvU)z7C8&A)%^fBPb5YR7)L#w)Z`NiiSe12jkzZadCrJ-x0Q zJwR^j9bp;9X^H#eni}=Ch>RNKzRyQfTVU zz2*j3ZY}ylVU4$+H4Bp9VtH16Xry06K5Pgh_-Z{Y+?1vcr%sBZt)pVT_MH#w0}YdP zrN?gUZTRz}78^%hT?&n&keBz|$dSk1a36(|LeaEeSu2QT=|O<|$o#+n&ze0OL%qTJ zafy!=5fBKNbXZ?>R3$c|wBEZ8y16X$J7#BRw^qc61JDBVyxRpxNw#my@@9%TZVNBF zuK6z!zuw-wP#Tzq>Q(4iT)AwSIB-pfZ3ghoLW zeJQl&6uO1dp+mqZF{pLUbhvgH4cJ&rIB~CoOc`;U53l&eiUuZrZDx?`Pari|V5I~y zke=b&wCNX_d=-~p*MW|2q-yUsV33#GufXw?QA`~+74=7X^V?7CXTZAEQs}$2E6~sz znSlF~fz%z-tZ#XEw10k@4NowskK}9=jDUM~Bn^tlP(2cQJwDuuT+#3_;wn@NgbiMQ z%}Y#;r$2w@E<%n1tmV{cSXFa{w?SHlGX^IYqT!$S#B1;OLBH&)U^LpLeDo;c7#p2} zPtS5qZ|#_v^h|+Zpx%M%fVEu2z}3YJlzh|5IFf>F)xyAm5`;(9dL>Nc&;9h>$sWL- z(z^4bR zcUbR;YhyKhPbJO*-hcc&?h4XVMc5DGrTzD|1tx~NtEp+FughwtgdChAu!{@Wg`nBb zhuBcoZ(=)Ikwb&!!YL^VWa^FTX`x3EB>n>8=r&?R$E6J&EuhW50>MghQ{JGQiK#T`H|5>z`K8F&o7hk-a=F9`S^kt`#BGTPk9!a+hV_0{o){9=eLtwQ zl^jWr@tk@l;^abXB#|=-b{=j9e(I9Leh^QZ^R078yr6@b1bVmluFAVReSdcYOta%4D9#tJ=|t_q5qTD5 zDHRnIy4r3Mja)QoTU*4%Y{O;}+p1tAi43H}K>HZuLy2?Nkqp#f6L*WXEWG&sy+b1Ymjo4%{{rXBA@IUd+6EnQ=HN6-9&Lo zNxE(`g5WZ_m-NM>rUJlrPT6rgL=kL+y)f{EKIR{FV9%Z_d29Lj4n1>%lsvdLeJ*)N zSooD=vP(XwK*4lf5~EBY4}iNk4ubVYIvY^lWtjX49-p#h(R5hQJy<+7*g(gi*hSaBgiX_e1q;44 zo2OktU^VsqpD)7(p?rYxBxoQZsd}`7sbNL`>jOS6R+d7Jvyi3M%vBpl z;bscw>$;=ZuL60d$)=n2UrikewC4AKqgxDs`!bNb3}_&t_A( zf56dU*pL}2n3uPqzJ4SutRd3B&W2WuNk*dnD7K&0OGLl|MSxbzUPK$b`++#)or;!@ zhp?ih=y7o}wisl??gDzqW3qq`O~%HlM-UrZIhQeIu2~G6MfJJq>#OHUy<(MmWnIt6 z^r7$HzoVYhz@ZF|8y*d`=gE+GAby3A(qznXXCT7LEQCos_*|BOgSuWq zLicG8;o)Gq)qshXEIGsWQb!WA{I>cZMq+4qL=K+Y7=RLL?aeDbAhBJE7l!6(RNd8m zf%!m0CSw-`(Hb%=6l}6R3pt9{J$Gh3C%%37G$;p5^e|LzF`8FliL>EV^S%4N+pxUY z5(u#ca&R->B9(Xdyk@)s_lgz7TGxjYg3T(i=s{IicB{YG#`C_*Fk2d7mbW)i$oNGV zeyVP4bp@79ZiV~fnWfSs`U9bnJ6Mi-1{n!0y^C^4l3NHb#P|pp1SW%4Sw^>IS?*~J zj$#Dgf*xP$uwErE4|ZbW3CfN=*otVRnqVC#n6B~r=w5=fMPd`>78PnWP$wXkA$=Mw zbsve$l`YFzHf*7dq|_aYkN6NW7ezUE^`b@3f)-eT(umJajG(rHNdEg0pCg-0($_bj z2#KY;;DAKE$H9Rn%rbP7-wnJL=rX+)bt&e7FM4|^`rpF&9mZcXBSKg~;FS%m?>k5; z+8I@S7897!MXF26mX*_qr?b9^atT=*)G2Ukg~J9I;9V>e(%y>E9DuFkSrE=C>xnJd z3nIECO7)^X_iwsDN-32gH!=ARyeIbOk*v}M3^zDi!u%Wro*=ADaP1t&)nvZe=grgZ}mi@%P*Qd9)kQ&xth8+O=zigkEH_z8(?T zyM6SV^FJ&DYwyiM)*`9DCwd9b`y_}+tnZ$RLRGG>p-e_)Rxhs;&(H2n-9otqB*Bk! z1i{V7Jy)EHf8!&s{!Oi5IwQq^n6>e_!Rh(fu+v(&_R8V(+ev&AGW#y<}r z$YKDK&oHBU5P5y+3@#(Wgmx!LL-L(y<_3!m1^ctWJgp#iIkl=-KR%WIka9(U_);g` z2s#r>ww?7T{{2f&Nfe7`rgdWS2H9gOqMbVLPbFTn)vy~-0>%8)4bnbkc#nr}z0<5CKG9Q{U&8`7v0U;bHmzMODLKb&3 zAwiW>)Vz9!|Dg@?cR$BLB{qMJ%xjeYP^H3FfPg8sMbR2^tXx_^0);Rm>UqD1kEL`o zSF+X&fRkN#r>G_z4Urkk;zccWlh)=V0qSqRBR^(}W;~EEN+4s0pzUnhl%vr8(x_mm z{~07seT+={FhyvLIk4OM7Y@`VOP1`izl_cCZLbaOB7*&URgXV#Y{yh7OtC%(k`gpB z6*6`TOVN1FFDSTc6!Up6!5SIu?dXR_IWJV=;*aajA*fZ@&tX-=;G$&8Y~FmZJ?&z> zJniGB;^GPBGgLfC?1Ry0Ow1Q!Tx+5<9rcYYzdwEM(j+usi-;5(H}xZ5Ar95sB`Qp= z=Zfv}O9?yh(WA(CS>WOhXCc8$mo}4^&oM&AWD2a=0{^-S4ay=p}@pJB{E)$+-+9`)kbeQH&=k5WKQ{?o7b`{H0u%~?l zZJJ4YO&VOWqB^=A&PcnW{;rQ7{JM*jX0vsoYQP`}&k#9zd3atCy}N4bl%X+7@j#`k8LcT~O$w;MU>zuV zpiF@;a^IQyU(=}3tO-UPAY(-+`|^neKYNV*Ua@z{P-1Hwjp&}jDv4;r!fK*_*H4@+ z{V&YNQE^47X4K2K$=KSrYe~cJJ1Gp3#EMQwT(v!J6i>=9tmbD_Y(n-$FbxMjFV+Vp z;LMh#cV0Z02q$HSW(u%G&h5yUZ1+EmvyQ3t1Dz}!vu34YG$9P!1c}FL_ILCrCACqQ zUMNWvVC3jjELr~I9O^)ynP35)Lgt~qzCNthXm6Z@!yTknSbs)|J*K8snTsT|qK{y} zKV_Pl>^OSHvuDVe{vMkq4b+c5Y%D7VM~o6d=Q@b^i==)2{0O-KhxW(Jv4J}x4Ne?O z*xqOn#wG%|bA-ut`hz>xRIU~91rg$nF2t8d+}BL`uuzWl@d8kLWRu#SJ#VnAjgU&a z26S_CGm{mCBc{XKTYc<0#=fAjrGrit5fVDw+K-GmW^+4|<3|?hO+;s`ufy0(OkO&Y z0Jy~{dDy|VadU}V^9}woBMzaXS1S(t#1-jdSd^G}{QGGA^K(#8{kNXF8p~qd7KO-$ zJbpatmo@rf%JG@H9EJxHN?llhSVntoG$q1pO& z(b7A-yhf9FR|~g`oc{0MzbAem>cPRakrUrhE!|W2;GD8@h|oF#zd!5qb>!p<%Qh6X z#qbu~5n4urYnRT1&$6cwFjb_YHXcMO%0XYQjOmPVgb8P_loO6^!1Io>_Ass^C<{*I z%f-kUoH2{hP6Z{_1#`}HZr#26qT^PCcqefeRjjdo8F#RkT9J(etk~}c&h@PC|Lx}_ z9l;j48w;gf4rk%CX{#Y9O8te(jq^a7(m!YB8%wg-mSHN9sDE4f7^b&jvL88F;WF+i zBxFUAeJ~Jyiuj1b{-OBHc)lQ7SVqI1Zf<8=2i;180UUwpvmEgu&EC~EuMl&Ipk`wf1msUkCFS4uP-A`U)8Gn+)#QRue6hB zbNkLoKD1@6ncfC1$o9LfW}^UF2yxP!|IhS5{+j7{gTwd#2af>JJL|1J zrN`_9s{Y>P5;!US{ueP05)Tf?L5>(g?5JG(wFH}p!54g152;%Xh`MM(LMYSUR8kKaQrx#U@RTZJkBe{J`VxUKbm+HV*dr0d`|aL9b4^+g zEQ8@GNVjg^zCApQNVR~4+|U2*RivG9U%KRLuw&eyYVF7bt5~OXcJ0T=bjE= zu%of@FQknYa&h(H+G(Nm?V_T>v?YjbR2E~f1?SJ@8q}xsbw?lX>cR=+fuZqWL|gTt zhVd0-dZRU=NC^?4AF8WeZ$@CWvJOybrfWyiX@4<1(52qg)P!j;(@XVbmD@2+S-r4Fi~uPVpGuW8}6u!0CM0+LQ#@nCh8CMo%QiN`?dd5 z4q>Vao4aQ2{(d z0rxHliSkB}1LePP8>oKsWwQS*kIlqj^u6rwl+ET zW{UU|`nrl(reT~NZOJ8|Ab&?Pl~$?Bw17Xq(}f7~Tt8kSjfFelPda3gpTssE`>wJ>-(7Qvd?-F8tzr@CH-&na|!3Cg> zl`W6@Lt`^{j#;-XcN*kNZz86?X$(1vj5sKu5li?V4tH!%J9~jYxc1Fl;ucg+UiFfp zSmcyRd+YM8d(tzY^%_&`>YZW0I-@49=-Di&jNv^zB9;&_O=B_Lc{qxtCJ7<EWy$s@jgg#cb9PT za-0s%!MD*IRn&$TC!2r4bvo8|oUtq(E%_~{OhTji)Ob1R5krFhZ zahBODn&JhB`X=&QlaK1TJS$ZEcIQ7&R!465!4Rfq5E1NXI$V31$%5Zqz2-=Z!+cf`tT9`<}FhTXRZ6Ff7fC^mUEM2^lhIFO%^UF#FlnGk+8rReht*lSR8#f9IMMK83twS{|FzLcOQ~s zj@@ot@_eiOsZ4*QOgclFo%ox}s?3T`hxiBl<~XBRYR6%CVqoQzxA_GBA)PUEs)~!h z!}I@Z%J+;W6Vsg7CZGP57UCkWA)kY{kNo}jY*zlhlXZZzliE6xyHg)9Rc}^b!)X6y z(U_=q{%?qO(m=cBs`6OPPXggL1qyuCTpJkeMXr}Art^u+fh-(#_l?i4Khxh<%4}bg zdp05+E&{1hT~RDqq;FNCeHU{!W+cSZ=1x_%B9};)-1~3{i%sUrWRYr5*m9b_tc2=# zpqD5avyrj#&nM6rmuw8Jx^o8yolQ)3D~iR+&I_gM6CNiyF2kA_aTU)gHimG}rw4vn zGozF#d|=Y;exllzuHO*e=jLidzBw`hW`zQsFnFmF66x@_ai$I*LH9XyM(}a>B54KE zNeCeGbxD7+_qmW4$s=YfLI;$I`>#g&3=SdIg9t2PD$ZwJ$Uz?!j0y4f3x$&`8ZIY4ypNoU-+wLbMd1jvBC!y`@c z;(U#wNFZG2zGj@br{yQc;UihDk|T8KJW*0TJb5}XXPO(ZNaf= zemJ&hheP3oAM@3U)#WW9+s+bXm7r~BZVDZKyo+eSS>*TuWDA~qAEcBm*&-lNo2W00 z8c(OO4NVosb{SDGAupAMPGif|?=zS!zq9cBaZ>%aEPQw!U@%Oct$(W3h}^EA{4;q` zI8L_*7GlQAqOa8zEq0E7;_xsXh$j#_r+8Utnc@W52ayK;E z#Y!QPM46k)g%e(cAzEQQFO*C$9pu3QM+^%DLsUVr`xa#Sj>b+TTaZmBMRhk}3DR}!U1jF+e~hGI zE??iPZKVABqbNH3VDwa4l>R$m?zb^R#uS-_e;;(|0wFXU6Ib9sWSpM7c~%^`8UXR% z|NlR=fR=lxjvvTUncBh^ZdnYtla)TjSpNoqITv|(>!$|IucJ-Xv<$;W#Yrp@mpi%A zCgqMCD`?VNw$Suxp+A3?By9SVQtSKAP4#Bo8S43`j{?%=m*cOhZtlAJ{f_{ z*HhsEQ`#T$8I^k|Ht{kDW~|GW6c!}%@=n_0`Aw7#tahz6Fc_p_%u&Lu#hZ+mnG(y8 zCwTrz*L%^&$HPshQm^D$#kuAzF1TRfj|ntSb`5a*tz4;lnS^1Ti)?7(9OW`)zSafm znBDt0`LmMFWH=0;HPrDH~QiL0g0zpL^<}3=_wiu{&wQIC_4~yt=odl+1MV2)i_mGDE#|( z(91!nWJ;Tdadprk)FjRa9{@DzZFo^D$wf>o$-qTV^hU_S)*e04gQhNIG%=UvjX519 z0lcq!zaQ_2htfTFfy~kI5#;NTj@pV&E2b~>Do^1(6Xs{31vJQiH&N=AV_A?lX#exF zC`<@ZUn0MAsx%k5taa1e5~+Su5Z?m-^kA0>%zN4Oqq z({WAd129ls!WMb%efCKG;ZThHMBs= z>Eel|e=;0`M^@mhx(?X1C5c07E`H>OF3Oib3At1!r(?%T-rrt)=JaWls4%WR&78h- zEF3JnI!q8n5foU6RT#d6gFWAADI%b<2=j{ugyMAhNSswRd-%`yo@4dUVaFok|Z z=!DVRqz4VGJ!U#AaI;qfq$H;_HNTLSDM$)1+=m&CA?{n&ts@0WY(jIS+5tVlH%u>P z9YNn_P#AIhPGJX;+DHYu%YZ}#;s#BC1~ha_A=W{RyS4xcfjc#5O~|T53iMA`gly_n zMkacz@T>zEJZzngHnb2dDnSp6gMBM#PB>AmD$x5t{ojbnQvW6J#X3X`K7^AQ{efre zneb=8{xB}I04y3ndT(qSxMGnqXQ+rLbmLaK45I>s1!|%5NYqF%aHsiQcC^02-_alb zixtp5q^CQ@d|0$>*;!G4NMwGBaE#sf`RiAHKmY?QXu#z+lUMp2E`e|dg)_6Rw!=fx z0Lkb4Gw^{X!GyM)8giX{ruBEPS$SPDf z$iY?o24CaPWAKp??z^$f;B#Dld4i;{*!Jyev}P3H)S6Pu@rJv)tT27skGZ4P%hwlO z7m1|X6K6-NE0Lq`o4CbmJICAAqKV@4_bi?MHZxdp4*~RuJq){k_$i@WTuo8RgJDBI z2|#w~2=<_pt`3@+fXWXU^neIYmueCF*?z4ER2!t_!-%R{s&B9mcO-U1VhgnG>W{lN z_?Gh@p7BM6+8W{(IHhx)y>^-ZyigkE9Se*g1<>Zf!@cXm6XuUbVKLKkzFoUg@tBdZ zsc>5@>#V0M4M%kS`qOCEhYGor6y2G~OEmXEx`H^Oy=n#|@zt5zNOpYc%ig~!4RMpa z)H%bSO?3WOmmCgkc>Y~-15CQz_^7?I<#e{ewN4=vvAN!^V&X4*8^0&iIhxFoUwHE8 zuQB?aW%-MFc#0aaG3NTzM(8)ZGkoF*Lmq|$`SH~dzm-du%4288?5c@i(C`3lXvh|` zj_S-p)WmBw9$}R-puNG{Wb0HY8o1XL_s$T$3UbE8SGm%`Z&$axL*OtzlchWY)E&EU zkC+e5@~$1%CTu`tX`k+zP74~K|Metbb#O;X{nOk%VZX0|=y;cH_Unl_3J7@yo)g3b zDGAIEUSAVBf%HK7{an)|@#%o*(<`4X;4*fB8h9-EoSyXkjno@iqoW%wVh2jKU0w zn61QK&BT*OV1#+Vt>p^B(25`zU!sL3wuYZS%iGl0uedy+uh6cV^0<=Dtbd`2+Q`dB z@~i`kH=hyp$K<;9^hg|8Bq3En_Ex8fjU>CE*w#N@SoOArtV$g@Ag!sK=@a97jbf^B z#3FLv{&Eg0P<%`rrL#HEgWJyuhMZXi0s(d;5U)8gM3Al^+Q-Z6j3R78;!713GHN$( zJ67j}p_cy+!Rdd#zq#L({F%6&<5Uc83o{F)Yq>8vFB-!C>+cQNI;ua^L%O||iMR%v zQ2jAB;iVF^)B~bXx2>6iw_8C1GPnxl$M@db6Wz>1Csc9J&+h>_V0Fbo9{>B0#Jtir zoX@&cqTntnR4X4$Q_A7gN0IK$ZYI+P+UP}sVzv!F%Zk5=U+T20)=B**?IgQoMP&IN znuYjyqDNK`Yc@g6gfnfN^$A`+`08EXFN-fXxwPe1#(LK8o}sRq(D}$Id-pb$G!hFe zX{)fGD=B5EE2Pol9gp#eszkZ!{-dHFOY~UdyqpLyFOFjm%)z5RA4kgZN*(46Zju=U z@Eu5#?)dr&t&S$G!IysA&eGq3sRe+ivYwpr#+WU8JKU<44uR0wK zSSXgY|5}9ZI*?l<$&0omFFKsYXx}^a+p_vDV<4%8#%>RuN#^XJvG_bO^_OP5ZSKXA zJ4CI7c8M&Pk2_40&~$FDudeSP@9J?`N=y3;+mwGyZ)8Mn}Ko;CXop zd|uxz6T^L#8Tpm?#}Y@q{)q7Q!R83AsHiN-HQ(Ch9&;X5$V6E$KWI zc1Sw#u`+dCv6`RxwzlP4Q*Srlf3(EDNaFA3fjRbM%H(V`ZjRlmqP;2;ALP3?khg2% zbq1i%uU;J!+A?1|rzJw@dRUg^w=;({7G3pmRp(u&y#oKVf9u|S|58C)#Vli+P~}v)|^Ee+tRZhi&WVK>wZgi4!6I{!ovP zB6-xoh_bw?rZGd+=lV&bwHgYuG+F=L7Vxv70YZo2p&_&`qd;)Eqy4hd<7mQoSwn;30D50AWU&2tk4jl&}794v2oJTbbW zp~a)RZ|=t9Z|r)jBLlaTVHRlkX|ZsfG6~xR5XWa zpSbg(4-d`94fu%#t-Tn0dB&mrd+)T?rodUdWv}m3ivA(7UU$=eG+S@Ecwx9LrHE;<0{)LX94=oFHI-UD&+?8WMe7|>q61t!z z7~!M4kJZEmP9CX8US2;2N2aI0dR1a5s-dM7rwf7_WU{N$?k1dt9R&#l2@@rk!n$w03Fx5&EWN=bw$bD z-Bz}cbU40$MsIitHFsd4aYNyO#%3cO9shFxl|SPlqAMKSc^#<{Wh-7h@9-Ev?gY#_ zr1_u(K($UyL_$XCO!SW{cb18`3m!5tX>O^A!5hX2$^9_KQR14dN*sI1qi9fVkw^!>!>|B3{s%O>N#X;0C9ZMBp+gcJjDUcERpJ&x+AsGA$ss&GS0n!I!Oi2AfU*C$ z)W>s4UhBj(bU(j~Sr7Ky{c|=v%CoVvLkY?Wnplqf z3hAJ?=}+{yR;rO~vxIGQ`lsEHgJO8u ztZ%Aa850+`w6XqCymQlroxxJ}?~b2oZ!5ZUIAlrFbK6%R0^D3#*{<_w z9B!8BX=QuvsK%00s;XYYDndWyd?g#nLjq%8W9^r+Dz-$BD<_;Q_^ZAn?#nOE9q$!#7S&g0Lw-Q#f8c5hmAQYa}jp!KZl zMYqbQ8(0{4>__lo`q6HH92;O|@}_PXSNk0V`S=!Gi|F~Ny&#{mm9H8o6VMw%NH z2uVrF`C~JrynNMxKfjFCl9Q8zykuBJ1kl9g6&3u-$Ku+XX8T&%9#o3PLIhS}Nl)0# zn>S%)Zr-?o&S}HWU!PaBArprA7IJBriU{?zOuY=|R{LtE@sArh4NMaiG->tg2=QaBOCM{|6ljNt)`>X zi>h`?{||KU?f=)%y+y@Ecm5~cd-kQpwzY3AR__y0ZCcctA2BK7rERH$=lv#zFJ5?(Lt#<%|J$2(S<`?{X!O&2N0l$Qx}6tL8TSs#1XD@!c7pjJ{Zx@i8!yn zgM9egp`epAx^1^R5`PlFeMw1?qnXH*P)OW#_|fNd+w(wxq5i;M@W^NgKPXK+t9-j3 zBxP;=J)9UB4Y7`rlF|`OAElg9vmKwK&Ar+9e9zy1E=Xz;cLhGl!)D~|Q!rZr)jHVH z{`l_@{XGo13l*oe8M`w|X)ASdezG$xik&a)r)mwk(}x^(lkSObx)B}*P?zCBE;xoD zXhEZ`XTFBHFNFIkgwIor-oyR2_S_VjCJwKhJd4UzjWbnaF9oo%eT{;`8v&$f*JQmQ zuL7l9y2}8#Q57XkWf7jDE?}boa(NKtkd1K`KygDP6k~Tx^(V5j=(F{>bqkX{V;W3j zg*SL|ty*M+Af+)-B0+5q@rQ{s-0%bc_88)>_i>#yp}-&qp&|4hi{Gt zHyyw5?b|o31B7GhPWk!Wx|H^Na9%LuG9zJgq){IiH9cr&&J_ngsKs(EJra(Cbp>gp zfv&DV9+{?AkP)!cd>G&&&3<<<)#TeVk#@*msuHO~Tsg=<3#?CMI3!n0H;eyx_nzMy z^@=+N4fkJ49nC4aQ5Yw&_2{QB#>Il?9L==k;ZL(aAUA97q!e_j4v;aD&Ya zW##7WStIR|L$mp09}5D`xEG~Jj2^%y$BRAi8= z(C-G8jxmZQguyL4-oGqplCn=ow{mQ^NLhnkiA}3IL9l~9<`BghjZcPD zzAXquQ`QKhL!gxs6Q9~ZspesC(ck#V z@LGc~F$#Kx`S~rMpI$S3^eGLjJfk8k1{2%uKQ+#QkX;d&^l%*-ZBNvoS6sAwi|4r2 z3%dF1Y2ncZy#j96ji~grmsJ`wb8h#yQ!=maOot3G9p1Vw# zPs>PR%a+36&3pc9%4n>iQkI7?u@|R+psAlwGSSn_6-gc-6rUf!*_VM#! z^ovjdp;qT>#LS%W)p?1124F)K6K97&CHv`@nxD=vWO7k!j?&NU$tZv>?_mrtFR#~G zDDF#-=C7W;d&qpBfla~u`*p$%ncWMj{S!v>=ClZ_-n>3<)$M+$>UHDtUs+Jc7JYRt ziCMkKmtoQP&RC0k`Q~aGeP~Yg*OYuIbSq;#uJMSTqf{1Ut;W!@G^}DX&#E3zANFFf z$yW~Ktg_5i<{jG2>#81`eJ1IXz|p@C3!ntqQ6bzDAv>nvtSV^vOHg)>pyL{iQ?@IR zEL*u2lad2ELvLEOqSGl%NGPVIHiM>H@ADvHgJdJR89o<1^wQ#?=7Ym}0nuKIQ({7b zp+|yX+iORokrou3O1E1r)5*gq+_+Ck^SJ1q&!qO6tYZcsm&M&gv6YNj&8|6ccZqsX z9ZvxR=LBZ=R#~wlWnq*DDB~eXwISsNH`=Bdg?I00pe|bRQ`7UBRreqzM#Po5jL{#v z={$K5zFOvHp-c$J_jzp$HDLZm$MN-A116?+4}vDNH3qPozs&*q z`F_Y=h}rx{J6lSgyII{bvGv!eff9717M5I6!6*Oi2aO4HCft3^jh4+bV-wQvjxi8) zc1ieXXI@TA=)`K{ZTvYiN$R4G=kU!yf0R-3GC;TIXMV~WZ4k+?*BruP0Vwm4d8pO9 z#gZM^eZqRFYiU~ccDnk`pwQ*V`aV59a_mK>LCfN#=mZNbYGVGjleWdVt%C8l`h`iE z4(XeQ8O!hGNG$Cj8OjEzU7Y~=Z`HP;jXGC{DtJdmM#3#l)Yv`hOoOfKzhg0?>78sr zwLazjVT4(+601Y9e@=jTphm)Lq3!6{`CmN|M9ZEY9y>K&cLfIow7gMV-AbWHgKsh52HVNYu|Kd9*la6do3GpDU%Vip98nLvKD+o2yr#3 zPjQfHdRqEzwy0uyHNcOZKX)#ubUsxgdp&Gv%&8kZyL2Z_mvQm5RV3ZqEKsB0hE}yF zVT`rfT`l6?Xqfj^T_(WgD87d_2u_<8J;CwrV# z1D(nXTrqdmGWe5v*8Co5)={<4q%qXTe_aNJ0FsLs{c9`Dx_he6?J%{(emDrfD%Ro? z_(4YX)=?>IBJ)E=Dl%w62RuE}@qzM!%_%wvf<7+m`j>~)U znA=MGaz#AWjYZ2Ca*&VVKM)M3y{XvD^f9y?BAE_6$b9`XnAMuzv87B;avY zww^0uH>r1x9!)#Jpate99{i!EW8fYJx1^e#9lESdb_$0NKh&b+dGWRYh%MzlDzK5k zvv~1#Ov6JG=Bo^6XkMlTReHvY+Av*)ux6azibab`aTr0ep6BgVM~1bpf4(n3B{-F0 zd46#ho}yh)cUe(^NOa5JusdUP%e;};ptPw@X4B+@Q4{PkL`;0L-BBg^HD+kTYfe+ zqTY0JXqy&#Wo~kXey_0mRj94`IBN89BbYGv9rHMAu<}q-Q^?5sZm|p=R4eS2x((V- z$aF?}9nA*M71WH`X%LnvZ0-ehdy#%xRBGxa059Oc=KICwzDGvb+^iUqcC>$P@^mZ| zt0a>f0ja81R;j+U*0DOA*pi7-j6=Hx9&A-cf;Vb%yk<#_N)Ou}ay+=4Y;E}{KkM&4 zAVs}5Yc~uC`?s}HybHIT>=UkFQq+d1;fhuOw`&@3m<$q+J3QRfEvbT9=5uBK=anRrEd=_GbwwLvgx?;vPn3Q1-EeXEv1P#rouJArG}9{Y9V()O+N{Tb;huLj6h{@4F?8s+=#%MS^zU4WlF>5pnNbDXovUmCt8`l-H7>=|w& zY6oLu1C zFBy_&XlMvB8K}di_NpqII|!&)q{lZ0MLl7Y*dR3(6_qM($Pr{AZyH&1D1?C(MyZNM zz^T=000eXz00uaqQOfp#uPp@CI@W)6N49>V@x73c6X<3Gq`8-LYS-1tiiv4t^dUJ) zsP5c@;0xPgzap~>tkY-b*?!)31kG)SSkL=bvh}GG?Ucl`u=AF=idgHrOG~jrTLOQg zzT?eNm*GgYLN8KS!YITt4`X1wVSx@EJsKB9Bj8|~zwHR1P7uW+Q_)rd<$7jr<{sII4iLWkktP1<8(tf zCLiQh!x$}Dw8#pfqzgtLwPb8eGfLjc6N!u?X{jWA;2C|IX^u#AL1huEuc|bA5H?e3 zV~CV}Y0(&^zfC7CzD=+pTFO_?3Da-NrvpVIU=6Hn7QdFamlr}QH&*~_2bNHtSB687RGmgL`_Xrr>saCC!hj1-fVgs43pj(+4Ou+xc z+&JKo3*7fw8Ta@i5KS^84cJN+ zqi9Uf%N|2aR$7A|8Jp06BR&_GtiG>`jZejKQEzY_R6Rmu~NqYW)2^1P2C_*5M$o(^c<#2;OjWEBS z<&=P8VqrvO;K66oyuVf|IfmkNlm2n@Ne8bHInuiy9`c<=kDXRZ{jU5;_|r%nNF%2V z3EtR>JU>e4FH6A}7e9HUCNmS4h*eN8MZ&h^ZXjMH>S~EXq5BW{kI?t@f)X#reE)@M zL`FCzAHx9HZtixu2`I~KSJDx>pc6FMdX(J)36pwbNxS!JT{X)qTH7G$V`~}8V8|bR zdKM?AwS&YOKgZ8dsNqL8J5&@EoveEtgX#7j&%dF^B*@s_*%Kpn8{wLWCmCaz1l_!O zKjOi}k+Y6LbU8*77z#{=MLI0RLsgkNCc#^*^mB?FCy`mXdz z^bGai)r8zUIIuwF79gLu=o?H}y?gkzgo!pLR&$B_+V);D_k2@UX2&@~FgbAG;;&Tr zJr+sTgS)Sw?W~vw(8`!5sN^p~%uzl?DRBF8f1d;Hj~TX|`+BJJ_+`okHfTQdTA@46 zcubNlD-DpOv1_xZF-QUp#$45V(`q@743DH=v+bOKCPl0xJg&Dh6%huS2PIrsW=S%= z&r}*RPcmK)84p0BQ=vkw?;~JrTB9Qvd6&jwbIgaa4v{w6B)DM7sZ=x>p9_&EM84Z&0sYeKcaiCSi$Y z?bLkFPi3NXYOtyKFQ8HR1WE4LKbKFVM&SNJ>5kZSMj%0&(@n@7 zJ#wE4E+nO+{Iarg;J34h^5mMxuQ{udz>v4R_Tjee{FrFFk8=~paQDE;#wV5}H@v!5 zS9-4Z=U-i+qzdB~l9u7KD!O${uRDoq0EZc%N(BWb3?C0Sx7SdOz5?t>%yPc&pv%{; zUF+;TnVo>LB#f7Cp9_M2B>s>loDTsvH+a4{Z0r<%V|`*Bl4XZ=6*{TA>`)PfS2T(P z3f{yM%>6}m7OxbNM8;9&u~&OZFeKn)h6yCEuy?_CdY`mj2fT#LbU-wRLIH?MS$r3; zGM>iRxym%hCh|GUa6@3>%F1&|gJ=of`x~7pOHWXT3B9`vqta1r4cThAzKWQhYcyo? zw@97=)dIc(@^_hEHj~FLVxdkOe5mTNn^t%X;TWI{3=DQqg^3;nE8GKV42vd{wysK%eUpKvSyT+_MP1 zGQAQ@Sm}K;(`!p0z&WShqwN@R(#MVt#4DzwgV0Cmej>PfvG|Mve?;{dzML03P>nM( zkGctV0G@@Uu@l_ci00#$kQ7=^rOGsyv;kefodpp*j9^I=k_8^{aZn?kAV&^Ff^z+2 zdP9CmIi4Ots4{j?MX2w`7u(O5mr0#_;a72M0 zWqGt!>QNx<(Zg&@98~xm(AC$b5ALRZerFGh3J)jPS-#^OvLET4!}VZ87NRYi2qkXa zTGj3u3O`-X#3Z>f+N)0sPAwiG&d<1Trvs)xdVu90uq&o!pARtfTeRb}=?7F*{FV z$dB6m*MIKm-f9*`g7!-tz1|r-Xn2iTzS zusZ+o>tO&P%p<09rO2%uS5cO!&VP1N{E!{jl8bF^3C{E>^0dfRr>w1vjFeaOkP)=r zYtq<~ks+I7+Hq<9%mdNa;P6*I{90Mr@QC4!DrU~!??2@)zry-1>KXD=@hu${caEPZ zWf^2B0&M|)lxE?1PtD88dxu^kCt@EY_DXqPyRqm`h8fxvXBJvVf|Wmv`(}1^S}o*% z+$*@aj5}zk6$uQ2{bz9>y9nt*J~8uy@Gm_=;ZzCm^Ftf4Z~y+o=s!nFR#%>7A_uF} zUlr}Q?zznzZfg^qe}2!I9egRo5Fv2;mhca#w?cE#wW1I@ie_^Jsr6~c6sc4yN`_EN zKHPdlOADVBO2(Kre@0<&A80`l(wQYngj{wi(x|K3vsL0fD5cpEG6MXY4r?`+jeM;d z!eX&`4!tCq;Pm#b)@YIuJ`h10`o%}umQmc^M-+kjwq7`kiZGV z0b<*cC`G>1WePe2iypKezI41078YiyRKA0pq4OEN^T-w1OhBxw6>AHHDa#O=`B6rG zah3@ONot*s&os&uLi)CCyH*R6rBwc)A&*V-R{>BN4k#%lSvl*#?jdB|qK^#DYxz)* ziEpRdV&y!7T-^K$M}6*^nXhYw^+y#7f~3lF)x(E_!(c!SF@&DIJ!lke zDe$exRS~@qq$Y$ zWN{{#M~(Iwi*3eeM9L|pS25wI%s2(%N;Jo4m^m9%Alb)k7Y2zJ0dCi>SBWa!IARkol_0>{qg zer;{1T}NYI!W)x|2@2{2QcHo40cjQ(MjFWSj!|P3Pz~KZ}zW<8Do9mk4q!}Fl!XP z{{w9O*MH_|N6E7sNy1`fT@2|kWD7qgz9uG$eZHdOfQ~EG({X^){SEv;5v9!ME zsRWg;oJC14g*`%2OuKwtYrnNQx@_RxvK~_6emUQ3g>eD!IN=VnPN(=4L)>D^%C1Ko zxJaobP9{0O?iy8}sJD&I>7q^&XB1ZQ!iCu9&mUh^#YhRXRW|`FUCz2Ei5Dm%db8)w zU87E_!~WS-HTw_Yry+xYQAo1W5YC*9b8mg_sf|azdH{ zfreAht7-7MOz$Os|7L{cu*@j=-3br38`mU9(Ch_9=OKLRA|da{b?n`25GA&Dp#Ks^ zprHSs#U;8ADpzrGl2*5{DHKP|a}yj&38L{o+{c=|G|w$LJV3H2U^EfJQ($UDU7+hX z@8CgO(^n)?h@cy)1SnOIWYzk_2kG=xSJ}#7mF)mL(DOW`!8)C~|R7=34!+l16FQ<%f zM=dn0r#<**97?h6NRJ}-X{*2fHH2MW=@L+`y&GkjKPq}~moqpXLZ(=ba-vNmQj*A! zK~}K^4c>MikQ8T}DrE20EuO-;6ZXToZ2F7!{5iFHkekkHy-twLl-w^beK4M?LUvFU z&YQg#MVz1C5>P$7yAOfz9h;A{MwfNp?k|K+<2BILvo%8SH=$rnk|f1L{FGpZ=1sHl z>}oRT&VAf;)TA3-LGfjwl@`O<)jd6S?Xdvu>=TVr5#B1!&SNy|qh*5Qf&Pte2kle;&K<)@Rt`x*H zVdy(U7=-^#qGJr*9Isf+Wkczn+4Fj5*-3E^kCE!*&N2Wawe_EYCWe6{898p`@Dn=% zx9iThvF)+mlVeOY1LSofw0hf(Y!_O0K&NW)3}s`BH}v=n1X^Qx#GkMo#dAwh z!2UptfjrvVa?*iO_O*KW7CG7DSLC_S#UfzeB`^=pG8|aaii$oQ==D-FN_~)#b`Vop zbH9QTY7KXA8KbvUFF26mg9W6oiyD`^kGo5z7p%N)y7BXdv(Egu)%ktJ@Vk};Wgq9TWtzbKAbdIbFdc|!S*Az#! zq3qy(AWxpL3=1(4oTJG|l5L6ev9tH9hybOA&0!BV&}@XOW4>l*a?kodF+c+ekcI4K&}qoCdwHP- zsDPATUzgt)5(D2~#-VFw)&x-wQZ(S9zkzN71ncFjTQ;+uji7nJEg+Kt3knM2Xzl;{ z4vrVd%SZs8gQ7MjG|PT{qX@bGqc~dUzg~1*AkvL=U*l#%ebPa8Edn`DkE@`s{J7;0 z;BSe7^^MVja(V0C{b!0Ib2V!jvmDx)U#HoYj-~1H<>P*fe}vQ>T9%Vc0n3){3#fn+ z0Ws7Qv17#@*TITZ+R9wNj|F6bZZi;@_wL6$*vk zYaoRM&dK4!pWyL@0l~YS0Q!zDZSTKTT^$}2G?Wrg$zimzcGs2#W$|z~+nrt&6Q-Gw znp`qtf6ZZ%}RJZm@FoQb&9yU6AOG%X)R~ z&c&0bA6b9Ifk~0Sv6yXlCfo=>mWga9PMz;TWxNS0Ro6_~F%N~US_EJ6pn;r|NvZic zIQnQIn4JI)Rw2q4ouCI2dePIJ4=Oirx7)VrW?jN7IDg#ynO!U;jdp;zb#Z&{`2F<`S3qx4(&n^%0Hik1H2~;9UYqse!l)LK%yOI)W+I8SJyNp#5)uN4i&c{7mUPomg&Ebp~FO?(xvw) zG$_a!r7DQ^=AS=?JP?ue$EiIWU>(tRX|lH(<23 z)Vem57zj~8sBbfamyge3r}h-&_4?{^>m~rSvN(&Hw_$8d&E(`{4Xv3#&3JjuOln4r z$@y;=?>F52GQlZJP$&0J2jsq__TwlBU|hgBl%Z=Q4X4 znf%=GHDVt6iA!erc4NKt8TZVy`aVTnrIgtywO!Eq=GY%bIeGBQFnv>5>b5C!nCu| zj&uaSfaH>C$2#7;Mdhw*@Mv7OxnWK<=y6AF-E zffHZX{`?dY93u4NmUVkm#dRFxg}%QQwcUkFmV6x}f#y)y_G>~z)dd2W^B4rc$p$9Qi& z<_S}g%Jejk#X+zn3goS)GuM`3S2ut?UR7?G<7|x%ciBui%b$1Y6)H$PfBdl>Dx2vo zBj}nfCW9(p0>FyA;P*$33Oxj@WcUZxr`UF@a_%rfm;Kibh%XNr{Hk}0 zVgV018*JFE9VAeLCZV^PH;G(##zxAfdR8!8UEjnq8nM;Y+#I(Oh@XiB%@?qp49bbR zxv_1E`KSbe_1jHVzI-99us`o6A*rsreCK=SBJx!d{lL4Y=X!CPpD{$*7-AOTj#Aa^ z;>m^+%ZY&rc63vDAb#)8io{z&nT3`2(4rqpy3vE5Hx{BH(Bf@ zlwy{vw|hTr9OL68K4O$g;5l*3FmJbk?~kJ!QW+Dt7nnK?I(NJZbm+T~M8ZY~9UPOn zLldR@){_Omx=@*LSkx@I&eOfF1=@5u35iT}x}ic`R9@bTa}TFU@F<*C^dEOM7Zf}@ zYLISu*xbAg*2F%QV8&;!Lk%vk2@V>0(9i(<+svSduYtmch5=p{=Ma09u4>42Pghk* z8Xq4|awrfrNJCp?E;^}Rj)Anurh_|%!5z`SW|CpHp^GvbNd5hMHv~1^Vz_)mLqjnf zEF^Ap9hY1=Ha1>lWj5K)WMy&~lE63g zpj8ih8uQ_AbRo6r**gG1ubE4YF3L+KHEVi?F>^z@fRsJHiLu-yt*jqzQdc699)Mt+ zMq~lM2nkAbo04Gt6J|>uhp=6@=`^gknAlVDd_IGMCHxYItJ_k7LwBBsSsO5GZA=Z-Cc zT1XtWND8AhQ&!eQi1G3PY_Vhb61Ls15?u_y&P7-YwSqH>@M8C<^a*sDPj;s$$*H~k zKh8ccIGE`29k?{mut!ISlayQT9&(mJd9}oexE}n6F`*_u4@SSn)IX~sxX;uEQ9A6k z+(_df3{t{Xh)qsHk^+G}o+r*+metqAybSzLOnE<)Jq(>D0m=g z*`aD}tS1aa>cx+lLU82faW&;APETa%_i;Y^2RRMwrtZGJzApCczmO#b+3`=!U;U7y z!i;En%(q650FqLJUq6|Ah+XH=b+fB*X{m_rnWZpm08ka~qqWkMim>aEIpJbym=)f-{|1F&;#c zU+!Bs<+2>jyT~q(l~gg;`W+J+mz{%S7zg9A@3&<%E4v*cDX0ylXnO%~0u7zqq^^hb zA9tv&!6;Cm=M;%L3UAxV65Sye~WOp-VPh-&g%86KY>Dojsc ze#(6JTZFv|TA(oxo%z1mZV&>%G`FZk` zC*7gA3g+-&iQ@|2mIoy1o4N#(;~SQ@->~GvcGTAd1wY&Fcd25E?5832*o6U7GFDIy z%e%6MIo}m1=jK&pxq=WkyJ04MrV~Ofk_GcbxJcZ+Bdu*8wzKjX+jorI53+u2^*z+?|wW`Om>904?gr@ zTcCOg59z21i@JSV=yM&bT$lCLi=58wDu)i?+*|K&v2E4H0iz*--QG^e|C zT`)~h9IsIk%@fBVfhLdYM-rF?&C>m%XGDgOP%SwOpLq#zX8UM)MzBkzp@*B#=(GGs*(+rKz(EWdj8ZxC@v=ZZ zG^1!-Maobmc5-3@u9}sQ!cucp)iQ`aLn0#1C`wtl&z#CKEFa8%_FP7gphh!>o4B<@ zAygV7+xPF^KYhAeupj$Ou#%Gat!dL}-dY?Z=;a!Py0Dtg{ojseL^Lyxy{4!`i$Nyt zeOvgT(k(gs*-=)Vv5JY9BPzyQq^7yK;DCH+H|maTPgfqqn4XFoTEQwm@_?B%_(A%h z@o7h?xL`;UTg&306QoiVt*?z*RbYt+$pJ2(J$L)(b#G^u$35mvge9E^PZ)*DHz&n~ zs))GLXn9 zO)59e1i>Eawn5fmT~3Vh4h*d0-H%Pmy7Zlm{ImJTA3ulXg7ky##W2HYHEE&)^O`er z`7`CrBfGKa;61TwnE%_`h{)?_=JxyVpOJ^}lvJ}ZuBc|q18vT7_niraRuuW6vaMmSadE-WO*&ZReV z<1bKXaSefiajTYGJkd_-$w$QfNgbGMXMA2#_`jax=IrRWivBuhfth;qS$(nb93)GI zNwTU=1qXD#SJ@IIHON;83(GtlC_BhQYIA6K(o^<%>WS;GnD`?Erz_ch2?f(|LN#gvOiQV?~N}T@q9QCj| zZ`5kpTF#K00az9HPH2+R9Y6-~V)qAe`d_|0nz`Nsy}ZVmHkru$!n&cl23ECk*iTsp zR4+ed9W}$Ov!YKC3yA}}a|1>htee|~PHypFp9A@LGt%AKlzN;GjT!EPmSG`!BO@dF z&E7}Sj_z@Db31+dk)H&pRBS�R=(eB9ZV6W(haGB85|J44fxa?&grCZh(3>A}Tag zKn2ys!k4!RYJY?r?;x9>YC_rw^6YXlJurI=#{bv(^KDjwt^W!cUyI|&t0VmAp1@&T z+HZ`mhq~XsCr10OuQM_@xkfr;W|yzRHj#mAI;f?s4M$>AT5wXiE2cTj>fLe`Esg{p zqCpu8@6NohSUyOut7~Ny11b-~pN4D&AxJlOhyU!@h9{AJsmd`8Ohert0!eeelE|-_ z&LCN(Att;$44<9QMr4l6245zxU%!?ZH|Zt>oI5K-Owbc95=?2;Bnh+BW39GYSl#-; zHyn$*I}Tp3w@-e%h>*p=BN{!M@lZ2iEmj4c6UZEk`+w6RcE< zQ?Y`M>C#oM@Q@HCnoKiU6m27GNw<~Uq%gM3U!X8e&)4Y2{E%f(Q+v$$lvx%6X@P33lFA;Kl;JjMM(@)^Ev=o!y+aXmEoYTw z8Y*>zf;u^jV%^c|bG@@_lK2>6Q7nnTh1?Rc$1}G?;&0qU+ZDJZqK-RjL>vaz|0Q<; zMQSx#EdaHwv%*FYcPQ0x_I_2vmuHxz&pz7OPoFif8qffet= znjf*KPPOD^ynOe`;3fo+D24VVu%qmxZ_d1Wban8wd_qqi7O$U$x zm_QQP1=afDFtHcf#=o$|n|4xZauGp6hjD+*e4bu=^sG}KD1is8ptBE7>V~vB ztCHF4C7pljE}ix7$o);YYunl3X?TBznUKYRUNq_jCBff!W`>~fpnyYaj`jCL%JVRJ z=)4M1Wu$2jQVQMjo!KNh&)Z3wP*G_r1}@BITNm-QvV^+cRpLSO^H+kkG#DM-UYYPchF{H*J_Ly zPN}QMBoo9N5Eh^-%N0ql>4^@70Q2k5!goh*uBDzihpk%3nXVRz>^!LgILIAE`mDSwt)YE{11`|r{j|>=U2b2__0C$i zPCiCTR2*al7(O|d?W;efwxSBE77UG?!#1WwUi^l6Hm)-FGEa| zBNn_}(ua2cz^aV`TSw#W6dvN z&sH@zH>WqCKDKmIE$WbbXPk3%kW!qLglBGdcFCWgV;U2<`4^!Ff$Kn2XVW2&{vW5v zSUp#c^pUxYl()*9bAm}d2nSA{Crn&2`4vL#Cx>w-Bx-G4I=j8tIh=`J@cgs2qJa|^ z+q<4=1rjTzRxUuK6{;(g(mj>P%W6!2dMs_ONr+vVg2+7s71+CiZ|ao41PW&{pzT`e zQpM@6f2Wk!w!9|?R7~tAx4Jn<$&r`JPu%mps9&B*e%&T6e71IHHuc93k*BEo&NO#SRB;ylbc8p8d(iGF$y`+-f=f;eN*IXTiOzHyUwC&B;E0e zvXq0vyVXy!j6&3U`#e!4HKAk20|{(9UiIbn4#l@bP3q!l9&Hi=K2!8K+5yCA6CQX^ zmThhM;;DR0`PfaX9VV-x_ruh>v63yR=Jy^Zgd)9bh`>8Z#6`^ zu9zw;qaJxHB8$=e{jCz2i8u=fO7$Pg(~vHVXeCN6Ud@M9SqP=N&DkaB+cU>lp+{U4 z5$t{ovf+8x`{Lf`FA{H9 zXF0Mbh{O~6+I#mL7jbZuzkZ#Wdj^?Mw5qZ0563R50sTKd))#ag`(~f%Go_=j+IgRD z+Y*Q{8%pCtSr^yzQHSW-;NO|h^Y;W31*`id0v$%{vt``%>{B29Dw}~0vyEuWU+wOn zy^M>u8LRNVn5I;EuZa6Y+e*oJvd|=#Rs!>cF>N!fe{YLy$f?ntn}`F~G0-y$r>14M zl_t;B>@RP*;-?H5yO;MKe&jZ)U0Ynt`p6#o(eWX;wXC$1YunMY$g&-g3cHciec6JI ztx0KeYxm!aUXeS9EwNI8XNbpbvfzsvS!+XQNUpWXNR8iQ{0$r1N^Sphn*LThWzr1g zVojHZB~HH?Dv5iL`z2-2Kbc&!x(md*A!12iF(^!lFG55vmbW5VF3pf~a~@QJvjy39H_|4eBCpjYHD} z>YM40WRW(PPkAgUE3BYuqaO2FLEBcd)1$rW(S-l1Q3(yt^3_WtzeRxmyL{zJfDTEA zV#FZ2!XU(8?CiyXa8@*aYk8(a;ueQTv@)KZm*6_`iOVY}0u9~G z4hpD9A?|C_SJ9v5Fm4Sxa>aB?VcytFHH|br?_&ZwM-?`|Us{m%rx5<{BTs>Y9K~WN zzfm3XpSi+Nk-;pwu@)_vCoBIM?$EMLJ+f<|UxdcF$)m?--^x$jJ8$^>c)8`R^Z$ zFS~nG;nw>_%ik~Mr~cAny?_6H^k)pjVK{r>`$fNzFaIB}LBr*L`QuiPR{rBBPT(5J zXc3psdZqKG05&m$qmGpG5_Wb!e}AH9t+@jzN9<(QM-U~RoG!FA2p->)3C*_qW4I_< z9Z*SInw#%aQX(C+GkWusX0y;!mIB|Zj~e8}HZbkdKMNl$6N}!Me3e6sQzv=fe$M5b`xkVsH8*$Gyb+NSBqDV0AM-u;GX7E< zj^`BA(pt)sc~kZDoemYn!YSA3y3U?^5$**kmR21C=~1KQuHLP^iPl&4Y!5ka-Myzm z8E!ifxJq@R&5y$uB?_*&Yj{^&YfFO=sp5E1QPIMW*T<{)6pMp+D;h^d!+}5H5O=IKnw&Fi03k&~x z#%{efhxh~aamM2a;FcE3z){J_rW7R3Jz{z?3TAemacLYJ* zj~kc-4}>sfoKFn6AQE$xI{xBO-uO>wIrrGunC0u+x_Ww_M*s1d_!bZz4qoE+p<`B7 zR?g1O$N`-iZuGzQ_g#bJRc&iFh8}Hx6e~FYg#pJE!|pxm3t^Sj)Ybc#OrFO6w4>V= zgwZhZTB5~s_0hRoI(vhJVm-iq15whqkL4X)3i3#lPfOk(feZEhft6V!e7s6?qYirRfxb9U8naa(g!oLvM>Qu)_cOB z!47^Wnpqe1n~jG(`;n>nRJ!RI-&&^IZa znRQfDRMgegrBbsRJI{;`Y;qHQ$~WIb93@222HU7f{G>N-?RRh8-@$h8{`9ZTbOsRH zHc=4qdb_Bf7b3e@09;sMRg9x;MJ0paFa9DzVE_mBY*z2(rM-S(59v) zWcZT!cy}mm-+a-je_1SU^sl~!+cCY{zV|dB9&K&rGZ)qWwz6{Fh^vK##kqzLyH|Bq zZWR)`EoO0L_|4;pXImDC9;;t{R%3Nz!xP+HloiHn$;W{6si%^0dy3Y$KVYCO)Um-rlKHUnHO_?ntVyh`yX~WS5Yj zpeAi%V$|uD_lKf`3(XWt8eg=;q^62)*l+?)TS=-zRM_2BoF}B*7Bzdk`STxWCXlUe zHypZGre(MD&eVrv&yI3L=6g@B;p6i`Yu?%3Q)@dFZWHOvpUs1T4exrE6S#i{3zKS|WWUl;r6a}{`R#)^Ck8PWrd*s00G^6bhNcN-b=BOo$ z$T=;Iv?hZ<-L3s;Gcg3Q2@B-b<$4SW@$(Y!t@+l4RReimY z;6+>x%qmn!xt=2;=AxEqUtNpfOQsq;`p5Q3jP&^u$puxgTYp0s5sYAS`SMMYmGFYK z^*^<>6(y^hHsNIad(oe5SGf83q9P)MJCbvzV4Gp1z+6T(92eyx9dXPJXpJwKWolatu*nFv@lcVFt`7m;HXdXEN zUqMysBa}IjK1%Jbg@pkD+~xz8>2>DG3`%Ib&!oAj0UjH!1tO4)f}Ge#I#wFqf#<`d z0XF#m-=7_$3L7q|Z~ia9W$~ZD-MywnuULC} z`l__}ZNZC`fj4cBYj8Q2EEGO_I3+=8e0l7$2C<%+q*EEcw>R%@|U_;&p_A4A4@5P^gpc0c%;x{($ z&Xb<3|MHM_{(ML}?x!r)iW;aNx3M_k{F|t@%W-Gc-zeK3v%=%jw>HPq+P-buw%V z=>KgQh>7hK6aV)@=wU21;dGh$c6v^G!NT7zOz$o&IO^-Iy@M`RwJkwqF#7)b%(sdO zJ^OZOw|0v&E5aCIv2}ILJJJW$L&7Y5yu+r~|FPwTPkh2CZSCPX^M*$*R%V}eH4HJO zx>7raym}tI>gg#j@9F=;jQ+a(Hku^=zy3M998jlx2v~3;LctPx=g#MZ*9K`v&)GdC zTI$R>@*4nR7>@Rn>1-3|jmem+TUP@QCat5q-2c>u39jw`04%wx3b~dxhsFknf`{c& zKy-p+29etIK&fcM;6ljEuKN2!QZb3+zx^}-(E6eFcI@9gh0)EyrTh#GHY?ueROI3W z%rrD^goV{1A$>y#8GCLC8yz#VNRI^;2R9?yZi{rBM&8ZC=6t4cdpBz7%e?xUFSS>F z&Ffgmc9tc1EjW$CL_38S=qkwn(e?&+g*NyHlCtak`|E8}v+cN;FPd$?{IgheSHYil zu5>l;k6ZMT7s9{4bZHfUBIqEHhKm3(B_!T$H5Q<} zkePl=QsM-)yOgkx9CcSO!%V`59t*5J!v>)^e^q0AGHwmsv~-k!v3;-T%N}N9>)r?H z4^rUfACZvafVw1U0S9-Q&lmiV>Z(pWaxov2atS5~Wrj^Dl$@?uL_G0VH{T;_*4UUB zOj&_5S2u9%VUyCkPbglVMhbbsym_XlUn~c-IkC>eKKWpF2M&6RR`i#0LX+;?sgW+}X=~DG zr_cil6dIL~a$Y=xhJ&iFCN8=0NNIWAm!aAtuK1T60>&1gxX9RFo8uAy@>|Ikr8;4R zIT-w#7$1M5EgwK=iv-lHCrFu~R{$XIg@#^;d}FYLsYXpP6c%V?kZ2}eh(;bH?2s&+s7Q%z`LGHeNX*1dc2$>Dt zNk*0gr8Y34Ib}oI!Z0<1tdmU(Yo2ROX_Or4K%_}%?|Sy5X?lIyNfZUtw9wiMF5)N_ zC1LVvX;1*24Xu`GcB+tDwg~#8Ftpv`zej*C?!qw3M`PUW{`qzVZN9QAyYdj(6mQ{i z$;;A@wmXI%V6+u(RByZI%X>44aO}ofhPMLCyF%1#D+`K^6{}A5#^|t~6*1y)-Z%ON zDY?^0F}{j=BA=$oe{duB}%ap{I0o zd3kL$#FwE51Ep$BT_egy(GiqPxj4az_nsKy7cQmvpfqN2J$L7$M?rq*@B7y6oh&i+ zMwrehm$|b%VeW=K;|r-%*X)3|MSU(LN(~C)6aI4i7#Gk+Xb(F63N&sZi7D-e%qsB) zmEj5LL?(G6la82I=N~ljB51mVFBv;XrhhFdspP5n-(H2Oj2pio_Z*xA!KV}U02yoD zo;cvEHC12lrkXU8pi3iVtAWrlXbrj_5^fMMY-qhmG70ViZO=3E?#8@*m#Qy0y1*|3 zibKEF)^mT!3V9U1@N&qJu^y|FSU0sg?k@Js`Nj@dNUanjIlHIBMr|F-xw(_4d_r(< zO0PcYCP-`nN;bj9<`fZhToNLKWe$)fY3Y@43(C1mtWzLJZ2i#3$;o?Vw0nI%u6J1} zsQ3|MF$2Reug41nO7o7=LShATtgI5Pm)@}%d-U#`BCUri(`Tm_jg`&Z@P2g1<45*- z44>&q^x4$c9@;Bc-{=@${Y^bH3xI6Vy1~!!Spa0Sjd&vO(e4m30mwr_&4=wqmdgd^ z@CSPWmSNL37+Nr~e=3LovVAru5kU5k{IDy1-(GX`Xz>q=*xTQsEmhDp#J3x|W~0^` z79bnavPuHTerMczB}llD6;nWg%>rbb1~us;4$3C+Xi;LwxyBfHD=~!b&W&H z<3*r+ayZj-A|$TQN%A}}me>@dE9#`#gBZ5}0D5}`P4=`q_YiZ}4x%#N3f;H5wbc|@w7N6* zq&m_~qwZk)-vU$-Y(=cKEi6KI-ZaW)LB_&6UJe^2Pvuq%oYZw;q)@E=N6m>yg6!jVfUGf-~hg35>ssTup!v~3FgecGq|Cq(It8%U z@~Bk!5rZj_QZ#Vc;K2TeDEc45EZk8gWP5`aZAv@v!Y#wOYRTwQ-Y& z*=Gj*ZMR zRSp-rpMAQy73~iD@`h<0+i`K8&S4{RNXveFTq>fXrluDQyJFV&_PkqZX(<5>W?;y$ zkkFyqhEn>`n>?=v2Izx}eWLyxCG?gZ%B@s2509K0N~k?f!h1}`&dliFZ%aCOGhAv7 zn>H@pq$5V{5#x2X>@9$(`p z1SQAU-kQshM_Xc8f;ZPEg1zA7rDQf7)^#XfFn_-H^yEmr(k{~Kz0T(~G*uar*v}7< zxzm&Ul+{2<|B|iKuqE-)Z#MKN1cbdc#_SC0Y3=ehFUi4_0&%O&%13!2Ib$Y?R2h5! zIZ0Qm6B}@NZ&KjQuIVXN$B2jUJ}T>Jc}6$ztXgClrSgzjQ4|@Q+2NE>|0+Xn7mwR* z;3FT_q;5!mQ4ubce&Q8}jCvY`yjMwoSr7X#Qg;Uq9Dvg}3~0A@qCve`w(`_2%ph;< zZUvgz@na@5SjfN)p=dz=cxB60_1sUpX+*8etH)~(;X0Z)?cf7V_f1cw=1@Wl${|d? zNrkH!iBuyB)X<6%*sdeN25A?s9xyS_Lle8t{1}@kax+D*S5&SF(hBCWxrC#-A7iB31n59Z4$0ow`EI@Fh3JOX zj~{_fl(#71Z0I;A4oWE@hwrzkVID`*I9g*MLkIabNLJ9@R0^$KtCuhH8+e}SNzY6XtGm)%3V|zx9u8g)(5jBY5fn{Tkqc(EH zXhwrO8kBlG;4<`|_RaoRuzCP? zTa1*bl~+`R_EhS%H-q+_z*(#>GjcJZdy57fN*njTB)t1>f*CGZhv^9`6YObs67wZo z;6)<68^Gr)?u8qIJY803VSZ^WCK(j{$M7+8I1^4dbGRW7A@{6u^vuviD z@6@qdT3#=II0^qfoywBCyI5ktcFXyt9)xQB^z59URBP{13!tn>16rc=?iW+qX5$-~ zk_A0D_JH;vJ-Z8N08O%Kkb%bN|1DY9E}H-Cew^g1K-3+gFdi1er@`w&ivHze_2?$K zJk3)khK6+kHsSJT>Z^?7Tzk-icGtKhp%q06Bw4_zLs6yK-Q#KtXS;I%p<4URQmuh3 zU{S3{UT6O=RO_>cMz0?nO^uU;go>?Sz9zy;{n&3U1vhPOkuqitgOCjFYn(K5n9J_amaV8L8M#43yvSH+o z4g5M_XY1iCuR#q6AVKEJmK2k03>HfT%>wt^vn@ag%|D=DR~y4-qmw~Urr*J5ya8Es zWJ%WmYCHK(SYRb?{aJ_7va+B{nSYVIXy>d8!L_HjPv!G*=P`l?9@_ zw8Uf}-d$s0h$wy*YApoDZ4F2x*bkagCnuoPy_tZpG92>;iKn+5E+;U%nkzEm8rlO; zsgOb=FRVdn;7wx?s1sxd{zbKxh#Oc4oh!AMhLu-5NpNTF-K76RU(&ulI?q3MVl_z5 zVhr3>^yk|;L_piM^)XKF4%TC@fD{ai)7+yZNU-}Mo<_*EW}wd;YcNEDIj8A3T>gQD zWTcm44V8vRJE_%5qH3VghVz4Rw|+ykxn&1wKt#(DVn0ELT@6*t`q$`@hT}7dxI5V- z(<5Bfo<520oFxkvYWQ#S`EX&S`4{k>ls%*1C=PX2Du#uajsQ9ZC@!9)MF84qr3!Xo zOL&2~4W-jMVIXD%hxB3!r{M((>f3WSlfg}BQUz=P)f25VSDOydRL&{w+qY!Zwx`_> z2r~#$$a*Pw3xU1_Aa{7!#na90iO1jmPZ0NFSKe2Zp?cBZ(fjhZ`1j*mlbnJ^`uzd> z&uhSMiV6yfRxRBUgi^JQ18(fYt@p#DUKPJUnYaaVye8-n(HdprfPUDU#z;RTnPiT6 zqvRH7oN@9)M@Jm*c6s3F+x55@-q6fs1443Hk0!Kv^JY0YQyHaEpE)I(z2Hd0=4MsBa#uQBI*!Vd3-jS zg7S`uQ&X$ibR`_GfrYprdw{Lw&*T7X4cleG0$YP&1+aBsU@O4Zb?E{aev!q5Ji$_O z5`p;-ur(qpJAkcGdLv+K$J6+(Z?dHoF^L@q|3H~Ibl553=5@;$2KGF*d7^%l&y@QR zX8?a3E;{`2OC1+#$(EESdohGWE1L`?akPbbm#8&4;X}ieaK+wzi1FC&gB-=ZGSRZ8^|I?i#TWO`#>dU`taFtE$WmenJ^A%ZLiC@X=? z5LJ)9d-th1z?K^mgDdXa6c|&XIO^unOEy@?o)GWAt7*E+{@BLpLR7d5Ho)KR+zjl`SbZ{I-ubZCccW8Ed#hwgs-r*#ry!IH+wB zgxPG%*K5Wx_{Amq@ZP<9p`@&tYiZLn?D4MXO2!Bv3JJN-fwis`#d^HCa$&tO;pc)h zr(srGw1va)O^=WGF4k7Yg81M6yop2V1jYx$1SSC=JbLv1#9FVq5gicsc}bd@nURoU zb!O_(#fyC~E^L4hs@TRJ$PA3APofg8X);t1*xZn2_b z1rfUDm=AF%ctQngaU47&K%=`S046PZk3xA&``nPApb2Uv$T5UvfDYpFz%>N`Tm*Gt zv=Ml6>FT*}nZPx-Kv->!G&7Dw1R>ff?}|^0gnO60Veq_L5y*Q zZIXNNU?97Csr3EIcOCW8v5$R3qL*uGnpM5HYi#W0VIG0wR)PYHWD?pCLDA~=pR3R+}WAc zblmcKW96pW9byA7uZ_CDPjk6^Sui1?)%^N%*{)vngzRcX3xDvJbf*qArYe}qL@T1G z*axOI*oyIz=w>bOnVv%Yg48U^%+g~`F=)BIu`W3DcGEOi5xzl`(32JAJN;G#AOx8E zwyIX;CE;;Y8T+DpQjygaQeE^I$K?A>`d!o`-}$=Lmnf3I%(C1xHQi@vM3FCChB6KR&%X6Uscv2G=_*9QpTll1zj zhI(&EoRAa-VUUtC_7W}6zs~B5pE_HISy_G(;E#=ty{_Ht7T4g1?xJ$+Cs1wXFHK?X zr?C@;pSrsKALiaNuF9?b8fDvV6>LQWOi&R}P(;!WQjk#6AOvI~wP>(0NGXw0LP|gd zL0UIT3sRz_N=Ymbr1OlqSh#)u@AIDX{?7Sw{IWMI?ltdu&w0%&#x+JKCeT}e@d48J zva8Bs%VJz=h9)$6l%mRPvBtn)#Sd!Z3?K5tn0D&GfuYLE-3u4a78G0rCK>Y9Fkz>8 zYM7=e{!v_fLQt2vzB`9;Z&wTSQjECC=VnH4Sw`!qj(g-#y(43W{CU^@dRk3_`rfg4 zWnku~Cus2r2a~$NeW5jtpl1=ef&D$D-_R}nvfoYFfirA|iEXMrO^)}prYj$wLjRbqP4^^S!N?bIFu z@g$v3VbQVRm+j`0j^@T3X0Bnd2Dv>o$;KSO`$-(8r zYR{vwg5LPT6ow9d@&|d6#}23D5a=s;`YynUqvx64hDW~&W43m!OJi60eUBER<@v z`lXL-2d2#-dNJvjA%vwf10YP?=l0;^3?A#NWgltJ?=d*5%gTJFIji?Du1&bN|LYHt zCe=$nsAm{trdP`zTH2}A4Ay3(&)xq?6swGnk) z$D>Ez!=pnZoUSA44uEq+@S$jz4O$>^coc*ooF@<`AbSGbL4A_J>4OK~f>k4% z^Y7hsWZ8Nl(66Hwn<4gWmP zW<>ZR>;uN16c;`Ubr`B$QXgO3e8#Hh5E|@IIp~r8Xn%9a-W$)ET4>dS427Xd8Ji$ zJ9(-(=MO4FUiUc~2XR@5cV{CU7MOyZqvyehiLD-w9@!$UE_?^#oZ44Lkq%1@CJ_Y% zh?^nw&Xi8IzZ1Ow;yw2S`u?GWtE2@*8b;PGxepe5qTLA|*BDh!n`TcS*&cRG)9|-> z{l#RBE)`LdG0kAHjKb z7ax4sH<*sI1;siAfBvwdF7s%@WFt#-KeQzLNNYmfiLtXv1B=k~`}r8|4w)>7#!q7S z2*)STU_SyVHXBHfCtGyL zQ6Dpv>{DoxF$OvHiwp1X0qX*ADB2Paiifzge;?x0MDS_`vSbHTBBLAnu|!YAIy*a) zXoyWnhQBfW2pLzon<-r=o(#JSol-q$Q8AaNFOu9X&o!=dK5G7$J$2 zdoAg`7NX>GWa5Vx54c*y9u1n=t0f&X?-GI!*5q`MnagXN4Afhvu`_JZ@M4HNzgS@P zy4Gj2xlYc#d-udL?M}@o2-x3lfQc74p1gy{===M;P?s_ zH$usV?t8vQGo?Ohnj~iIC;BYG0ZTs@ua-Wp{WjAEYCrQS(upkCUk8$}Cg4JKNk6k# zX2>}($qF4N&cr2Jao{P_`k`FB;@t|9w{Q$Y$DGaeH8MXAE%W zQ}k!{|8%$LIJtDGg-C_GCe9U^COFP-=oe%hV)U6IEv$dOLE6Xpgd)O~w1~tC+Fa=q zNf!iYhzE5=+Yada&`$wj(&0o%$`iQCf_?TLy>NyvI{M=B<@5CPR%6&`9-r=XmEAAI zwRyAr17Y|BYmN&4>!Voj9e7CfJ2w5wdXPhC%7>wBQ#cOxF!ZnOrPK-U+<6&&hH%D} z*X+OY^#EeV6DLl9OaeJvVAr&pK;rvJp;-A!^HiGn?%lolN0B)@ z)vB+f1L`?5TFomM4Y=sY=R^u*gQ64FDEu7So;6d=bfK35w3?yDA~L&%@W=nIcO&A_ z_yd$wrqLoh+*+g8uF=+OrtA)y`k7VMiov7*#2kH3=7=gj-vYaSw~F9)6!1A}N9 z7$h-4t(Np%37ftDFSqftL;aIEQy*!k?2#yiT-ymicTp45(|f8BXS%F?5Og<486l}T zih`sFwD|e;AbFH_HmU&D&-i|F zSG|1p-m<7>Nn=+7H0ZH*vP0}dIGK6e0*;v*pmz6xY$ z*g#8`2?Sm}hts&J|5^!qYcsQ#B2y@$2n;qK+{yW+E8k}3H+fdTnbf_3V@6o-7#_&B z@XtWPT7V>G&YU?KNJT(TG&{tm)gNY3jA%B$M;p)PO`D*tt<7CuGKQH7`37gLuJA>- zEvT#T^LCKYL!E6ootxzqQlJA*!P+7rEd047uf66~=L&f-1#a{V{HI@QiD*poN$t0u zoi`aVj(WGWLn&b>Rw08{S%PG>xBp%~Yv2y{g5e7koH*hI zGU1reDLC;MNf{MhwKCs{odF!1?9kbZP$lgubio zk<LTjnCD!W%K z*b0xn3|Lp-ds=|Vhd5{_P8yyaGI{Q*bbB5-a^PRnP{Gjw#;&EX(}V~$!;{4VeCokj zT6R$^(ET~$d7f80YaDx_@TPKb!<$9qY4L{!TOAcoepid==Wxe-1)Vd1e;^5anrkO( zx4ppDtxpxgcJK>8+v{*ro2G(0@AN}t5V0(x*{D`tl%_8_c5o)^6-1Z_Kx&{+M&8&R zt%posdDjmcD#6hKyCQ^F*6#{~cw+cBH!spqDu)-r34m$k^zuv(;qP60l&~%*De!fTr1a&eJtfZkr^iK z&gdc!Zb+j)))X9l__+q~N-t**8TY_RN+MFwpItz`BXB3GF5G+ofR1>v6VzHYJ2Dcpa795uPOoW^a2)^AqI6EiG=+&-TR1a zEg(BaZA9$=ylf2WZjju(xX8nwHgbTEiD+{`E{&Z4e*o8lhvpp%jxRIl2hUK2ItSnC z2@s_-{aj7I)bv>op86aRJ=}ps>4YAyQB6`i>|#p?iYG{(wYIya5zeKVi9+`*aw{N? zMW3XK+=5ip(7=>Z22wS;d6~ZOajYMpy>_gC6o6C;>KsGhRqO4i{`s($0g1GpBaAwR z^c;v~F?yJbKC=oI$!R~ud3q`c)(TAm=@S4Q>f@SV8eT(a-XPN8EWPX~5tslDViEx- zCJF?TS6~1NZ<5RX@m#(Gkz!Es)KzdNSQacEgghojmtc#WzL_Vg@69SPM2An$>33`19N;W*f95UmW*YE>N*<9_EYlQ{_s>JP6Yb}FA% z-u;}E)C(5>fR%QJ9S?8byyou@?k0_ElsppqdU)(Y)e`Iod=<~ldl5Dfbyk1~K+mI? zrs?Ru_tM96gtmp9fLJdw5}bSq3o26@(M+{s*)j#gUmj-I)Q{y06?U_-+O)Taoc#1O zGC`HAZfU7S`tC9smVN1m50=)wpfZ~Rq{<6Ks$kIIxe@dH`Ke5KM2Vy(cLBv#uq$_r zU%x&pwGFH6vX}&x<07ZQ1 zNDj!SsyP#tQOzD$1*QWg*g35AZV{A za!*t8=;}WG5WqvXjO^3j+!v$JbRB~o)e1wt7h?^P*~V~2(p%cv0wB>YE=|lYT#@i{ z<7c-JSbXG8V}~NyllZ8-f`|XpveEG5;G|MnKZ6OI6pT)LsB_zMNR?09!fHLy&GqO}8Vn79P@9&>n^a>_F&zk*zH9ilXlSvs<%uEk z8T|#%XB=bn&@{9NE=Xg?Q9MaMAXilpKW0>?m~h<5%gCIRW#=vxCt+DPw7bw-h9!z- zzUzU3fnxvujLR2Vp@r?}D6%rl4^0Kr*d6^8B_0=&H2d=p`SpAi>wk2EmunEd$+Q*1 zoPwGIAEc)RRrH|sN4MhV<}+Tu08fHNa{Nlj4*2SKGzP#w$pW9|F=E5|ZoMPR;2o_3 z2ms^GR`I+G(g>i#K!<1grLo;D1d&4yh0PY?7IUEK0W)- zA46L+or3dAs(B<`>V%$2gnm&w6?0pL`aj%RZBc#vAKFf5v``>sSwX{tX#z2xn~MvO z8KYCN=pNjYItnPRH3mcYQfEE|%+LiuUQzK<&9XYl1?0$fK`>X+{gIhpdLp9yzC!&x zQQpII1;Gd_&Q=%}qRMkNw&@3x0RaKNLJ&UbXL)x3X>3Fq zt+M;-b@peYNDWdMv#CL3p77A2xxr&}uRlgZ@pRsnEsKkbcjBmp(u5~YbXpFJWKv)@ zgb3)o*FFKae~kQk>Mk*z@vJ)K=30=S?`0?}KULh+E0e(*u$}sK$`Fa)m+jaZprJYHkm4 z+4zw*&k7|`uqZ$nBG^njIPsXi@XLa=V55TTM_>hBzSjEbbZLM@^6rGgPMjnkK&u2@zy_ymdZq=Q zL}cv%3J4dFe1vfku^W6QqpGBYw&zJ_lJF45Ua6iPx&T2<7Z6p@nt=lb@Um_RAW~Rs zO<-xi`sWAHu!VxAsP)ftfCiM)a7{$^KXK^4F%|fC9HzisBO$BIRY~!ix(($KtmLmm zw`FFa8&k84s`6EkbR11+895aGC+U2~aJN5EQ&nu0tUxi4w2+xfH6SDuBZj^Yig>pcw|O3*g29Uf%+c z3ro-c;@{8F56CB*jcKO5wP(2v!w zL!p<5GEL`t$k>FWLiKf;4dh)9O)q#h72F@-wK}A;xp18wM|e__1vV{GU-DwTN08;h zRnKt$>&QSr@klk-HkkO%zv?MxOfq_pp`BP}=b7hUmlzq2T}9Uv>+TCjg4T2AkOU3F z(spWnC_-~+Z;I>WFKsc8rW33PN=h~&FHd4Y3RJHs5CZC}c{|Sy67jFe0n!NyIAduZ z;L#0Ahxo)1+Y-VW)YY+IxhfDv0$d}c4ADhCzHU&ol@=7FCf_r20`3FlYfOgbD??=& z85g&b**5wlNQ7r8_uwR>L5k9j^7HFkhTznjAY$cGeo(>xU{aebD|$R$i~2?Pf4)0s z{`|JKHlsE`C31p)9Y~uGC;JLDr68;T+67TQ_(}1d~gW zZEVWWV`}MuDC>+@F$9zOa*D^de?1)kgwWcJ5~DxD&_IT&j1XGwQKQjz9EpIjazeU7 zT3WVLQkx{kulAlu($|%J@y9o(xl!4+Ip;yv;mgP>Y0N|^WWZ6Itkd`s(x;eTA*rl= zc;&&Bt5=iu!4+IG!(j1i?jTVzWKZQyD(R1m?F`4K?#$k0G>vBG;Bv+U{84mR@eC?I;GZGsE>w}mLMvWSl_LjC~}G_bQISS2Z;eS}(aBCK}ViWP}K zdf;#a?2M4#%^X^m-sX~O;uB#k?*!|+FaDs4p$iBmm+((n;Fx<0>J-3b1<;N)^NpjG z|M`u4lQ`@=fYayAnS8=UqRSdS0Flo#DRC@zDPB4EP|jftv>xD?e?nG ztDoBc4dUe~fY^c?0u2ee$M;clwJVWxKew3p(_mN3>8MTV!7;NJZFj(2ku31Txe$7z zKezj2M_O&Xx4095F7mE~4bj35=kR)HyN6JC+lgZ!L|8^&pNMYv^_R|J@DBJwh&nK8e#+y6I=h zU^o4}Oz3j1UqQ=FUkv{-k<+|X;qUesD$$Gmxr9!dTs(*5?~oe0?d+WQ?j3-r8zd#Q zGoxR>wgxy1eMZcS7O^2`3{sV<0PyvBfUf|Q_tLJ6+zY*`|9jamqZzUhZ1QkKoDt

        4&Lj~8lIlV))~Xme&bxQ+e2J)u zy&|WaZpv)LZpG2K30t)SkKh>?sPw#pF7Xqh$UEAkhyDFG0Z%Sr>dPM-ZPIdZz$DVr z(_7`2GP{V>#4^r}w*`~}@tcCx3Z$Dh|M zy0heI4Aw_|>sTBa@9&A)6-TtncHMPyiazhUskbgEW+lyb-=Tfd=Z!|%g~G$bqcEFO zo!nYwr?6gmt;ZtsdS0z)RG2n)sh>9%3pyEvfLH8y_(Q8$?dGD4VR@nC3SdFcpdgi& zr*Al)$_6TqC~d#N6eaA%;vRNbv!uHr%_LtX$kSnFQxXH+3oK7^pNNP)Wd6dVIk?+| z>aO_r;eE31^VU5)ljGxF&d$zriAAmv!FYbmlbGhGHBEBvn=|7pvtR9U=&^6t!Jdi& zC>{aKL2z@mONeQkh$$K$7ZG2_E><5i6 zvR_oB3X&Bv%m+;8XRY%8_~XElBQpEN0wwU1MBN$=XUC>jYG*Ga_?89=&)Z^IS+K*r!qFznP?G&o9x9L*Ix&

        gKitBH8r&qDxo8~)oj>$7sUnU z5;cnb&1xr?$O@iX#rRafLB-wE-Cas60GU>&EaWteg-6MWXzQq!ma7l896W=FScdgz z+83MB+q^Ju@%pwVpiE|FW+H;B?I`y8-p!jgWBG5=^*b*aF6_0mrte#8o{ya>K89rW z5`o36|I4sTuyn(K3;@2BrKQ%w{M=NhGH+~Zl9G@%d;GDv$PiUq7eztDzmt4?Ne0c? zwxiU&;^A*!&ihATA^0EGe0c5JHQJp!Rl+6~=7t=Suqu{{dnsez6O{L1r_D>YLNCvm zgdwEA`PotNSfw;6KtZ<8#x51{ap%t~=R9xVRy-6DzjFC<)D96J9nP_I&z)~vrCd~B zR9q~Ifvg7FHvRhGXq`dZmpJ7U>Njq5qlCI_YdfoMu*EMTvQJJ5<7sj%I@4jno~*7R z9hI%kMdkB3mslDH+Q`~{gZW00cFFw+5>>2fj!J@NsVuS$_tjh~n~cD~?Q>lM3!nRI z6TBWj4zU@^k~8W2B$@9*Co-0HO5y8PEO6u##cbO&lxCG7r*EIBN5t)%=_6@p;G0}q ze}BJiMC|2w73JN#cNc#Ac)(mQE-nrz)?*X9V*9t%p1_>N!2+rl4Mu`~+iPQ_BObcD zyKjHUu~Wca2^DEEU0>G1{0xc-Rl4sY-31=|nY?UIkf?tB!^3It2s`4Gn{yl-vilrd z6-6Yysz+SPAC0v0U7u)EwRcf;Mh@MxcklQ>N^|eWCwnKRkdT~FHpzx5x)x!oG{?F> zgC?m4ri%Xl{k!exdQ|y$#S1LhtX8F?e%9+{}FsTqSg zce#K6^Q{$YT*d_NzN3v$Rd#hrw_jnWNqr?KVJ6zu)zx~uHyj0mO3wVWZuXQMZ@NOD zU0G6g7BDy^heib3zgcDK;NXB@n``ep{w^rn@b&XJRiWa*;}xyr7(;fU34udC?xCmNHNp$H7O4XTY++t z=8>_8h)4wz+6bTDGOjg(sO@J_KGY>>J_>8-3+OBjjz?(f30|1(Qg?XU-ISHVKmYyu z)bw<;TAmYmMWp5(J7Y{y`htBqyZ+=iM}Ho@XoPp|jzX_GAe$#aUzHv^%=M`%zP@&s zlt5%3(y_>t5nS%(=61-2-vp3v?A;p9ZWLk_(&BvKiHS#w{kcUD=SJxa>PAM2IQuXh zQUN@AM{a)M;=cKXLM|b5CK`7LKjpWZj!v#X`I=}uW!z{#Ghp3zf4}F`r?KEaB8|Sj zcX{xD-JCsNa%&N*ut1^5aJ@Mq0U z)C1&yrV}6FU_Lyp8^mkYt2IA6H6fU?Zu>Eb2iuOyYG}ORx%nkz#hOi8-&)>IOdM@A z_28fVc9w7UTV8sH_Z5O`@7}#jm^V@blWkJUKXVC%Ou?iA&;&;{USUtOL0ei^P=!Ua zUBpg4>uzvg)9oJO+dEZzK0n&bDwdPJiOy_}dZvW-54UVy^+H;9)odlgBsi^SAk}5} z_u;RKude=H9k0qMAdpj(o$~`gS}hs8R??tC-Ux`s00nyG?t3W)%_>9LGjXVY!U1-b zjE?8`tYsVI#Z<#*iiuj!P^YM35ywbLOAq*Ptz5C9R<|kLEN0Fw;HZHt3D)+rmZH8~ z&%V@C9WYb3eq@<@hT8h1JJR^)mkNikV>M0)HYhbrw0-zJ@VLqQEr)L0YaJRgkcpNl zxaa0}1Tpz~tEiSj*0qswKSZsHd)3XD9^I`Wk_0+tCKY+pTSFZ4x4qeexORv7eux zUz1l{TpX#Kk$li*qTg2F!#ky(gSvOepT_jW1Fas)%*q;NA1ygCbOaM+n(x0ZkBg*& z>t9}}T>$nVbylcxN8x*fFa1oc)%U;+BS|QNGd?5ck#Z`V9dwUD|CiT$RqKoRG(_DG zS`0Sqsq#$`^SL5xM4O~a7ZJZXNl!Z`C2XeoB#BM+a>}Br>^J@7jK6W#ux`m{T`!`O7q&x{cR+9uYAy9`JsYIq515P7z;<=0tnBE2>R1$gz4SzvV8wfY9)O<#P0v&!0bEu(nRmQZ}-u2_H7$EU~7W zFv)3{_8*=(qxM2HK;z<}YuB%j7SAASOLlhl#51XI;rA$; z4Ge-O9U8F{IA{DE6TYksbsN-QN+pKL<-`Vv$<>WpLUn*040qWd_csD!7TAghIwoBT z=2t#p-d~2?rD@K5>WR@hUPoOqJWyUAf}VDPI}=C|u83XW>5n5GRg{N|4EQht>qUPW z%v= zzNFd|^>=T<{@_Z!$%as%V8Y@7nn+;f)`l;+yC-B>YNsiPlwi9FKP(zTWue#*^*eN) zgcy8;g1ke0sHG|cHh6U|UUi&=(7T&exH8s;d`w-rgUV3~7dej1J^w}z9EWmPMwZXw zhpB|uEJ_h;TJ{eZ_sr=+BidJ|01aXmjOD$f-`w`r(SJMCtNKhVSrOn2`^Rl28n z4B=17NJ09=rO(UOpA12<;H7cDCJ@f|gmgoCJi9PmlVjTU$1j-Zq9%_0`vp;SR}cnIGW0@0bF=DD=IFycd-f!n z^~pAxR*0&nU!tNaq{bi`7TdHx5!|j~02+o>_T|T;J4$L$e&cPTu|KT`l4>}%5!7o1 zGVEND52xH+>a?8aKok^SZn`Jpa*n;75TRj`5UJSZU!5XZlrc&?m_L20Gk_c66DTO> zlFu(xrxaRgEvQbVJ@)sHM#K?&_Usvy1UXW**6GF{kF%#!h+0=kk_(` z7v?7gh*SZBI~oAlv|cZz2lTw5d`YI&DD_FR%#gm;y?gdlLc$nm%DS?H*Yq(sN&VE; zm0$phTkQ~|+!@!=ANnJk9pcG;A>ki5!}IZD!+bNu&}hJE+kA6ynbm`h8Qiwt4Q(EK zhi%w<;Um{tcBRxZe!bRrcd6H|l^JTv8mL&hbZKRTI0L(4;zfFTdi7*7_`i|CZ#=yA zET7FpB~hA6o}TE#iju&15GMP<_T%MEgJ4O#L1qzHMU*Ja{Og@I{Rf500re6w;6#cb z>=}VccxK@Z8#drkS}hF(RCa;nQ{<}g>Av_FKz!@gyPL=GI3QqYua<`ixreppIoGG0 z2M%WvBFPeA|H$?CZokzSMqx*Zx>o`|Irjh@6aLrEUZwtuLDppsj)yt#6ZIPvwY9aU z5&DX5k`2NnX0(b*X_7G6u_{@LWHFDmxpE4-KY#vwtmXE4o$0Y2Lfj&FQ3N&6RC0)n zqfd7>$6h%)6IE(uJ=XmULB`$k?1zW@TX}0IHVG z=Sfgd9PnptyxQdCq#RNySVJ#QPnnn2KS+lg-1-gQUCe5brJBduDwQ82(|=i5{Wt>f znb)NA(tU5att0bPQe{a^SX?IGm)(zu(0n$)p(3lmwvo#5%{eH;A*+LIM}+2Pniph= z_ykqR2F7M@n_r42Uj)C*Nb3uHbt13zIPmS**gk_n-Z$QA<8-Tkd*>D zvEv)t1gdy#l$KNTTyL=6tgNhhIs*(i64aMcNq9r|cI;C@{_=YI^yyICSA*=S7f@}$ zKU@p$92ii(+HDR-*W%6;pb*E{f$@&i)YM41c$Mk-nW53Uf<5n^^n+Q`8SN}a!ScFP zL{zj2yAzBtJEnq5+~5ZAS7*U`zKAXZtA2M+&Ub7anYl!UiUV zdmhhIWO&>@Z{74x%a$eiA3pS9ERw}VE?z7{y+>HgnWT30*OUllLD`jLYhkf<=WkZ6 zgq&NMs4Y!EJSf}p!=)#$uTOQa1RNwqzCq@&6Q~#3O`Bfu=+#AnESN?$*3s7&1OA_7 z-@Xg1a&anT~xTaRdkeEsl9_wB6}L<1snLaD>NG(ixAsEG)& z7A9f{B6#HORqH{wX1{5En}yt#K9F30MB~#Ilu?T06Hr{^M!QOVECZ^dqy-^<`t#W& zBUZB+7#KhjyP&3~R+nj&K+-cZx9ac(BWPIG*lJ8dIkO|KjN0$r=to9JJ%WRSA;}Nu zsoITSrW6;vW>Tp0z$%Fq`yMw2noG*ad4*ncA z5&`@UQcqNKb$? z*m@`<*ViHyeVd#-3fy_)+=UBU0lE+BRKL_VxW2_{7}N-ea7YTfl+>}%Svl7j6nwrySXnf(6ueI}plca#04U=w!M3Og>_em&tZ};wX`B@)yXGb-9ueX_Kk+mk_}}=Pf@Ok6wduN z{r$VI(mMQJ;$eIHMZrg%51pNa_c0`iiHXVLZ~6A-+Abe6-ZzwJ&cMJxF~GE3ii(o* z*q8Q|nb|!hC2f4xL1|iNhmsb#$^XqQ({fOk{7uVRI+lxjFDPwU#c?{G{D4Z+(85Qf zk&4soF;nOVj7 zc^>m1B_o1=7_CigVx((>~1_KprFC|e0d#Nku8?qP_}Eoc{r)3RiA2_XsytBtTp zqX(o3%)Q+S!gs^7;wO6rE0LxV7NdaTkR?2!fDV-*XmY26<>^3u0J;xkkCl3s^#MV! zWJjz<);^#gjoT+4^bE{?f(Y>+6|P%q%}lCKEaya{uNR241B#9?ZYbV&)PZ8W^x+Xh z%6fp7gwmpt5?N$SPsoP&MR(qMfl461Bl-=;YyuEMi0y>1*C^1&KOHXZ{w&B)^+vrY zFgY$Y8$tnwO~mQ5$}hht08JgvV8rc18d_*4rCyo#NIBOa7)y`$RwV&VgCK3UEJK*GU(2weQj-xa9f)YgFB{{$VBd1x7Ac_d+Kt*vZ7N>+HWz~X1?>VAru1B zgT$%!J$QZlL$UWL5xlSHOJ2PiVyB2Q%-zES`<}xl;NgxFyljUL9g;eD@ZjBQ_a{%D zwYT4JCKKrROG9J0)u{0*3yXx9-&YK421t2(c!X*OSzSnJw$IplRR3o1eA(IcQJ5y` zUw-*KF;Gt`G%d{UG!P+^kdcuQO{T)!k0k@ufNxVC1#=q!aVi5 zb?gbHWJyb`&U-vk@_c;6{U(n|-|roUE;h`-gVk;MuHy)PQP`v(SXo?a&!V88 zM&eGi9@jxJp*+m@`t@t~Fp%#;Qjjyu`@cNfxL@o`{Yxx7=-N78UOmey#`@pxodBir zuCudGxj(rw)u%J3I9EtYN)jgQh{L??JBv>E3`$7f$4@sJ(J4w!& z2Fp0!pHS+bOxeng<)`rokf^1wcd;8W&^H;fzqhRsat{ayAgfdCDK7y9)`MwXreOE_ zz=Nf5=2cZ)cHPYB4Q}~eUfwvoYg(XD{Euk6XNh9b+Qa`vb{$HjDuSSZnI8$hB z%rW2(ucdih947>zH^JhT)n<(R6a~FcDOnVSDu~ULYgMb{Me#s$2XCvWs6gQ2PTNEN z*cLWIF+j_(0uRjt*m>^lL#mS3KU~;Yj%!N{8o8XHioiaUK6A$VB%e)DMMBDNzrE=f ztiW#_N8I*yQ(bE9pxY%hy)Y@Y9NT6-EnRs1Nkg)2ey{|AZ}ZM7zRK-qxvCb}_MeT4 z$Ij|R-$>}7iHg#YTeb!i2ARkIlfRMJ?#P$tnz%Trnz+sHe;4^-hRmfuc`}T_p6j0? z^uHJZar{iHuYvC)&zRD}u+yv?=&+u;}T=Lj^AKWb`!ovNO*RkEx zrPxVx>DQhG5Ag1o;V=I`k8zVHN-b~A*IcF_7SxutDk|l1${KP@*1#e6UxuQ*JnX^) zV`oeNf+LtU^08yL)h=dOs3P^g-SGE)uc@vle*AIqzN(j2e_fPCBD|&_|I4DZX7)uC z1vm-^_J~2+gxAn#Vz9BVtP`5Ei;IgCa5TafQzN`|lvrod{&52Yb5ZQ9XgFFC62k$6 zPb30&}q)j0wfqiIiw2#BfT#!gHZ^G^D;@EfC0qUMPxeSIrL(cV*wdS*v|F> z4@$m532ba)QURTh4rK|Peah}o^Og}okW^xj(4J;DkqL4v&)YC|=&`3KqYxpD7`1Wl z!oor+0K);j-kSLMZ3dZ=NTcpyzP?);jf>d9?j)w%cXN}0Aq3t|bpw;(LnC$V?3B=9 zIMBA*nz;zpC)7xxkh_$Tt-Tqc?H2$9pe~`&TefT&-R8}j1|~+wN&|wA4jJnqZNoUs zAue8OJAUKFjRSl4=FRgSKR(qf`zv`uiG9azsT30QgDS*seyU5uXAkq_N^?Rb?>=&* zvfrJ2ifRSm?DOt!Eq0Ymd4ahx56D1j!8>7V#1x^<T+XTx)Bqdl<+OLP)}L@G3W*N9|4f#Ra5{rEOV#+~`wUD*4TKB zYJFEmdb-YVTfVWG*=0b4omTA|h`a{F!kd&|)~u;mFEATI$0{4CUGc&iuITY5o1x)* z+~mzuX$+TV(Qa`v%I5*S?0?+kg+@uBf>r={3ms7RKFVT0lV%MCMZMzr5&9ethee2N z*pPPCI=!|k_tvpnKce(wkG-+VHb0Oe3BG^Jf#1S0NIu%arlO)DN3~`zCB!32+lY`f z_`kwq$y1MXv!Wd(PY-8omH)M7@eglkiXh$pALHYneF2XYC_6{<+l2SpJQ5ZctC)Xl z9SCe~I1V4OiL*)9r?{1y2#&5tGCn>ar0c#}~4k01Wq-%|aLBr3y|K`umfU~^_> zn5XAoGX_sU`+%M~-779aRO0LBbz9cb)0elrO*?zRiOj~&1k+V2!eH-vB2d7sb(u+CB^-nPafz;eX=_49+@+_*5k;(YT*VjXT=^^(vyCdE3 zyY4wfMSsAc8(RjT%o5G{N0lVuf+eAJ{p876%bTd9bCW(I%^0Taw_-UZ z2}@J*^q))R7~X=G&g+C>@gC~Mwhhf=4l1x)Hnh%Kkwi$iLVW$N?v7HZO3K2*!curV z#sbtuh)(hEAU@X;(%z>^@vU5X~YIa(c5u{F3c&zS2*r331h(_F_@)r0dcSTYMWkf^8}RLL^m%^gh6Vn09j;B$E{@ zR?r^S){QRat#J6{Lz5udd=HZbg zWZ&7xWVK#B&A|bmJ0)VQPTv@-kZ=KhM~bfV$42pPlrs}nNSvV65}ZwhfE+?$5GKUD zO#rG&IDU$o_Mt=tU0CIJSd)786Syj-{rgX>CGSAhw>#v75GdJkl<3-!f2`3eLb@CX zCtq7z>mHVxdJHa{##TO%Q4;t7C8=)QvZcFh-;kL~fQaZ*-ph+AGBHt(&^MTFxt6%CV0;)7@B))dS^<96pTrS=HUJ2$4+~d zL5;j1mHhf8jf~)weNdBy|ExAawi9~6CICap3O!G+F7b8B6x19qFE4ciQgGrI;*e&I z21zp-6_qgEk}S`#u&@J|8%o`ZWyyl?1s`sg6c%-okW6HypRn5;up+u^$~{S6vYQ-Ezt z-MLeoOvFL~Xc-6WC*pqL;r1we17o-m5@Qu6xeAhEBRo%}yMeea08|Sa8ymCT$l41R0N6fc`r~%L*MJi!#cD|M$dEmL`%z$_Sd%`h{eiHP!kYgVT z=E`WV+RM4`@aZ8Sbw;$TX%hqAD0~=^_+$^z!qI1k7Vpck%vwzBAtN(7qriDS$;rtn zpd*nhbx>VHxFVwKA)JBjof`UluL6zf%SM5t%ldyKf9ttfL7}|+bK2Lv7k({!BA!Om z?VhMp#X^)n0=O6yN=MP4<10f)J{*$CT(iUuS~4l%6_alg8zCCUe&h)%Pw5Wc5Ga0E zKxS0{JbmIIh@48IB+XaZ(GMhTRkGfdgd*}Ysu0^%W5hj;5k8vnV_OzZG7n-`RzQm& zHYP$`0O*+dE}(tQSB4DB;{BlyB0~8wYU9&1qp51!@f$~}j@I4iKOyxgo?^jsl0wWn zzUk~`Ie(7irk6^pKk84%%btCEyP?mf_DA){$iGGf158X@k>bsDi* zERM3OB!Z0ASuY_7&JGPxAb!a!91vXHz2e^e`%hLq;v@e}bxbmiKR*jr5SsXPd1auy z$3cYXz@@V9GG+JkCCIndVj9CaI7NQ6j~7P?HiU|}e3kCD(d|AlhBi!5DB z_)4o|uZ)8$z32{dGz>c@K#72F$G(Rd8Htv|i=z~L%;*g0vkD-@_O32S(w8pDpt2f6 zOkmx$E4N`Oxq*@Zi_ByA?Ljukr)9g&5KAs7N8+F01?4Ul%pVIHjs=|=;(X(twH-em z>WQ)4ayt}WifP8-kYcU|R|B!bsps({p&n4iU`GUZJ`|XJCG+}u+IX%p-m2#t!ZO{??6YJ}U}5SJ{$d{kL$K{A zfY|t#>yLUM$8-H<(@qmM4ohn@Z;o_?SRHI)8(GN$qw=)q7}+`omT@UVym!QzyVSf^ zBVj*&XV_?B;gdZ(0swX&d)WXEgMo%LY22ROa2}Bn4TSye(c~gZH7qh8?dFe5+%vXv zvB89KoA=9OvN)PE$Hq(_FbJqX?)^&)c@&Z}RxU!wSTj^7th~I6prkz*2Wk@pVaky~ zlv1%BKJO7ju$Q6oaR(J}n+?M=gGGGLX_Ug0ChmctCMCQ0$>BRtz0h^SD1^a6Mj+J) z+9E~cNX*GKW7>PRw_?A=Nv6Aw4{Zze9z{YG_hwUgj=K=|Fgg&3h!rgpbC? zkqs-yP9ir+qOau>2L;wklz0{WglF9U!hSja**5HG?BH>XT*Hw1=uz##hQDHPI#%J^ zs{#nj`xCeREQtaIIN7gwpV&#ye0kTyw;T8Y_b8X`OlMQw-!_?Qd^weTGgLV93~)6pTaFvK+L#JFGTvqUm&g@>@|7%%kVu zWZlPJjGzxQDg>z%&>v}V;`W$o-iZV(QLl%*gSt zO!ptN{1yU#N9F75f-^@TOA&GRCp&|7p4z-LMlyD2Qm9MR_Q(>&Aabn5Edms_hjFzGoup&bIL?W{m{bq;v;n;|wq?g4I_U#ze-Q>dga<88s(Ni3hc>VlG zjVbmkB4bF%E@b^ees+X7OePU17@1F=RJwovJ_$@&#b9c@Am~7d|587T=>(VchC;~T z7ji8<1McwUaX_d1sRlKKNroCbyAHChXy1)O2a7BJ{d)o+r3N3gLMAf~ zZ~OtCBx5t~l%4W4fY0a7okP#)nXdYqJfi+bgis2wB#I&>aXZY<7TJs8zhPZU|E-41 zYc69~iBRm7u7?p}7n_!sdP+*TJUG3J!T4sivWCnWP*nb zvBMim!vD#h{H?^q9sG492#3g#n>!v(%@8@P>Hi-S!WJhu^-c^9an{}> zGqZb${TQ3^xHYghvzv|;})ARi+l zIyeH-}x6##PMBPhRA3qB?%$L$h|FMJ>~8hq;E`uMr!8|s)i^hg&A^Be0**s_>pAv zBL#y*42Pw+gQh`d3+Q6XD)~v8{H^6{NwcVk#Ker{F8dd)YsH#RgiHM|rUKmig)q;R z!N>kO|C=292kr7t&&O3jTtFa2-p(U)eg>-`4eON|EZ-YhZ`1!|;3yhg+U=MaMs4(u z;{*gxM)bmIArFFj@kc12h@}ebmrk9sa3|8dM#Ay6NKYxH0_cec$4*-0iSe046B4(* zjsCN~Vsn`+M$bFW&SQD&({4LEGxk81C00Jh9?aEmXsT(m?LGP+(8>K2@wed zW%5oT(wb0SQBlmcZeQe8^CcZZ$Y40sz|+7QE0CBODNRX@WA+laS zLlo}b8kkv=P|l&zp7e4Om0HEJbp;wAPV4LIm#9!Mlw41c&ERL!ScFoAw7kmztTG7! zK1d-YePX8(`+x+E26aLo$Yhx75!}LS+4#(X6<=Cx3 zMi3^S;rJj2U4Tqef^v^X86eWhUqqOpUtrNyQVL{b=HMvV9oSV|8X)HjSBnm+=I{(k zxh}j99q-|QTu>37#M9^G`G{izQ7pOIWgoj6je(=^mD%v=)TyKQabf-JDUE^V992@LpzcO~>o%n2@0{&XsrKzcTB5jZFecduq zC}z*$_BwFvm^@s^5@;2IUdS>ti)BUH#i-Y>_hE#Dq6>A4FjZN_0DkRXzlNd&;?1%r zPb@b?+BmUhfFKxwL`j1YQTO!Id-kDc-2ye){;#XkJx=040@CPC27!3j(JD{W5EKT) z_y@zF4*VQMQG*aP215i3KuSuZc>p7ZS&Von$YCkaM=%3ooLOVU@_XzI5jB)TiB?0} zPXQB+jf^BA>zS4EO_JkA@TZsI?)k*ALF^nhFxV#%9Kce8OVZ*{4}uPGOoa?QtBgIw z(2Rz)!JGwqa6AVHC;>XJul}w@+0L(2nItb6y!yqRu;?2f9P)@FL?6#{b z`Xx5MXCibRC{EIOODvS+&*Yc zD-fJRcsPTmlU+5dr57VSBRS2)E)(NKtnx4rh7zF?hfnO2U3qxXfv|^I;NbxGS6+GP z%%WU!QPfMPs{ErTtth{(d=s=*Op}jY5&pO}tnKQG#T4#+XZhSdW>!`a_c25>y1Gil z$*2SJD;A9v-TQ?`MvHbV^z1(@@_T;jq6OjL8PhK)cQ`&sO90d@X#e*GHN`5*o799v8q|X2YKf=9k%^D9lU^cqmrZfDh z>PJK*s*4P^^e_t%PZ5M;uP0B`47_2Ma#)yY#?N?SqF4!C#h2Tbg`|{$;wYgneX{{9S z1o0jLZJgVnNr@~~JA1@B zI0|&H-Q`;L!dQEj2T zs_v6rmGE=M75co{$I;5r8DLLZnMme!m>*^6+PtD-aZ?opJ#axH75se^H1indP!~QZ zu{dgtMUB*>u{Q20YBlNZSy-dBkVq$LFo|!#+CP<`|FkGcx&|ClcLC+5XHI|MdIKXx zsSSLq0mUYhOJyzk*iWB+we_be=i_7A{rI2Y{=Wb-L#Hv*sLL@8yZIXb>d%4lJ2%~T zclerCP25v-Y!`(bkpD&Shi|4Jd$yMqM|9PxE?@`>(+(s?gokURAfBi}h>|okd?l@W zXB6+8+lGW;iiQR#-+s!-EeDw9oYzWTyY_s}41Gst-Oo>C2J_j-qQAq)UX6Gu}JGQY??4clEO!z+2HE+}Fi4CEVW6BQg11wTG%1Wk!)@f5uhQ-LV(!ijn zy`aHp^JetYe^i^e{)n&hTOGnv%pv)ozAv^2-_p~9Q@Pxfz5C}L3Ea)6>~inpj`9j7 zp*5S>B;aWzXPKcol*jI_MlX{n`^L_nMFXt9x;4VOH7s4TR^tQpa%irr0!%{wQ6>rs zfj#8#9vpKJ^gx9MUZFS}NV*f6f;LuGwL_kyR`gY$J~5<)zQJj%SaM#QvsJU*bLF#YsqD0c~1kk@5XfRvTlb~AzU8(um(J~Sr9 zf{MzLA1wDpcPtyA4*Bj`;4YjAa4de8{L;k;&z5PXi^LmKHbqE9unZenZ~YlMUCA*{ z`I4cupTk{=ctwt^1Bmtk2ZZf425M3lt)d`wf-iAwD!H(jc_8phNizxQF%bfQuuR$0 zy{yg}K--_m*-6MVjd%8_?fbDYd|S{JBn?k1WjX9_AW0avD(G8a&=#CpOlJG9WLYPH z0!Si$ATY}`qgc-9wcSgoE&$2HQD=M?t>c7;gW=IVY~jmIB6tCnjBtgWo+@9 ztnVB5%e=mpf2K<=QsOj#gXy*Nua-UxQN0a^M-;Rmq5%_h3iJ$$D3_b?dL2L&R|$XLIz<9ny?)w}kY?;uwpkl-aX?FooVIqDT@>7+^#ihG#l}WfTEFWHTHz4UT?Dex{i3L&pNG@#GdE2nYc+h zS@ZF!$&TdH+YDFnsfMe_8g$ApZMM0g8tU z7o6tInk0L1NXi@5#Cs^^%=+bB)`rG1g0Tor#K~MMa0-P+f{^>#JRBgIuyCb88*_#+ zbWu`XFAU?myID)_66n!B-w#v!JD|rB{_q2PzZ$4(cGoMr!h z{F_ORr9YTe(sP30iLI<$^R=KLS}NQHSkVNu;{{-f1x6tdV6tc}ns@McGxwCwV9Ls2 zyW`Z&l>!fR-{ZJ2%E4!NYvA-0aRxr?MB>Z?*yyk+B@#dS{WZ~A0ywhOc&u9zNF=ZS z&@L=7X;iiyy}dZ`!P2=0t!_ARgykC_qV{Ki{(*QCV`EeB$goir+smve@dylj3Cu)J zzk>x#!{@f~J^s}RpI52zOz--n5zeo*#i=BSF9xKnbYJd@`$V7OD;eVc2W-LD!6!VK;6;?-wP z<-B);n+teb3ZiONx|uFHi$hXJCmIp)r-%@93LhIoyd}_^5aK`=q|XYKS3@hsn-*t; zN0Kl#HGLM5m{*7UquKPkto>gRc-Oh53?KQnZ3 z@36A)itGr5kr;GPnI_NlP-Ey4djvU9abiLi-s&;5A)ZJ)xc2PV_Yb6zOA$q@Ku6=m z$@rIY%W7Vg58nQZHAJa8=679rqv@7>vJk+eVs{j&@y?v4mD8R)J#qU$T-(@NFr6KJ zsxXAn=zUr5ZLr)l#YYh%uAhpB!3m1C99u2Q1u`g=;GjEMcs3i7~9wO9i{qYG22@kMTu7l|~ zuW|vZ@&jl9XmiZ_SWs{fhB|>fKkFRU|0)>;7MpI zXWLlw+I{RTAmujnPjkaCmt{Nm0C$f`oC#5T#c*zzHf24)Kn;$8WH+_yUj;92$a0j; z#4Ukb_nE&K95B+I%%w}8=$Z|-I1#NLX+0Ww+dYh!B2en9`JoO$=`Q-j`~FBc+w|2S zv}!~`u0g;N9(qq@2HU`s{M7W0@Lut9pO(>Bj1Pj<_}Bm?h$I+~#w zNk7Gex>EY5Osi8tm>j7=?WcHZ(knvFXI+@dS&&AdgK}uEoLtSJD-23D!sV-K;#K3p zP^m&8Sy7@XaIfuvEB}Gl4Cg+3g{`kf!O39zjo9~}LsH0^sMFP{PbSBZlEX7zF#seP zzJSw`6&ycagSbM7aRbxNx@XV3{&ER1rKt52eKn;`6aVguNfEmI)!GovZ0ojgog$|I zb>Pqo^Wz7cUFufVu7A#klA878$%grKOd{c!n(QW(;bp7+qwp#Yj|y4-AL7)Q9mE<6 zaTW#Yi2w+4JmC3r=e{&=W?+a%k?gF_qg(xQOm1mSB1UKhIlBPYNx~68_6P6YZku=u z#sgiuX9*o)r$`(YQP5)RGAuZ;ibWL0-a^T0w_(74ya-#^tojlsTaqJYCWe|hg|Lv6 z8-8~;G%=AzXCpCH%p{`!6h&iUYy5LLSaZo4Pn6?Dv6i=c`yqB>ThZzI9bhPYzJ60X zj4ltZhN)FdH;tNmu@h|A6W5}< z9x~|O;=cCBYEq?@%*`x}jOVa*%TdH58R-}DzNbG?Np4o#fdMS`u-Obc9Q0rgc^|B8XF`6fnLV>2aDoU;1xFSWz}NkAqp$`)RW?y}v8_mI>4Noke3mLS`j z)VH@+6=@{YI)e&{g8PcR1tT+>XVAkYhm0Z`M+**&1~A;Q?-Vc_L0*IoLNO!-N|#g- zLhfkP!D^Iwc4h@d=l3BUel5H$=%|A}2$7MplaO1ZFpj+#lqoSIaLSZJ6Ej~12wsQzOa#?%oVL`HP|7b&jvO**Vgn&jz7^M{ zun(y;Y%r<=3b`|ezj(m{!jg0#xr)qtbP(?pPJ^mbb-sI-8STR`riJ4qfKXH^s6EN4 zbkR6fi!ti-?Uf}8fCPmH32o8Bix9ACQM@Dv6QFoN6R}jcb`L3Gu)7IINX~ddV=aZ2 zj=~gdJ!$z0YB*sTL~*bRCc&b!7j`HP!U&|&SlZZ-?gVUdr_qHK5I;bg zj!Ef*X0ED{jv_krI_y5{bl~veiY5(E1L)h91WX@C19dmr%c^mNz|%Bghz2J}H&U({ z&}RX17Ix)S=N$UDNR-Br7iz)gARTN67HxI9pL`Dj4%XnX5i^`-;icV(D`=7eyM^~L zxGE^t#QRRnoW%44{dTLku!lCekQQ$T5GQ-pScm z0`uQPDZXE1yU#?a0aeS4NrebYP8hN(B`&f5)`j!WsEmB}|0Ep# hCusN27s*{%7RPXwX@GkJ@yJjKofkV7cjoG?{|Bk8FXI3J literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/bias_DMC_annihilation_creation_from_parent_rule_ke.png b/automata/plots_of_ke_bias_gini/bias_DMC_annihilation_creation_from_parent_rule_ke.png new file mode 100644 index 0000000000000000000000000000000000000000..d3c11cfde73c79ed5cc319788588cfa027b2463a GIT binary patch literal 24181 zcmbV!1z6STy8X5baU8`4M+Fs-7?F@R5I0DJfD&SWfOJWtjxu7Pn-q|cZk2A7QBWi# zMN$Q6P*VE8zKx#ay?4(2pL2O;o?(Ffi!a`Hy=$%ayQwHIy?W)Al@tnPHTC#WWeR0c z7lpE5WcgD3Bx&z5F8t@9wUmanikZH(ou1_dikzOc`6V;!ONM8Ev%O$xWoTx~$9<5S zci(Rpt*y^P}b;?e;33^L>p2l+8?P$52;=b z>TkAlT5mI3{B?Zy4kj991^cf%+zwxSbl}?6(BqOGd#`HjWw|O-d8GX1Lu&>3gab+y zDwi}QAG=vEK6-fVZEHrMxO~v`rK+*LjR7kP?-K-UrEVjm@KAq}QaZ_7cxj=jROqO+wTD-5YO;5y&TN?wlgP%TqT9aX>`|zOEF|&f1 zbn&S^zS>xo;=ZS69*y?a8&7}xDs$q*fsP5><-r{PKzDa+Wu>B&l$7E7R6}9A0j(#c z38yoX3Z060*KgRc8_&%m=CFP;cNych%5@5&VGg4`ud1t6^7Hev`_mf_*z~AIMo0Ti z*q%JEKR#isB-LWTWZ#%{QmR2v){on#OuxD_#C3pIjEzl7%wgnSe0+SAT%f+PjpW3R z&_#a!LKct613FK3M>~ADzR|j;hP~OULhMwgd01YV+k!>j!NCJHyq0Z+3z)^7G%Cc# zgKn(e8YR8mS+zD^-R}KxkwaawZt{wCyZy(Oy-Rz)XISS`ihfyDwSoi}b<07^hyZ@$ zD3iu?rtI6%(b1pZJWx3^i62?_z5Ct%^5yl}O^>8*)g);0IS-c!_B5nKM=69Pz4F@A zJK39DKU^V^TrfMDd?7=xqsype`1R1t(@b%*ms3M&p)t<3Tm#9|{DCtp7cVefXr2CA zyqy*iXqx>>yuU(XPIYRmKh0s(h)d(KWQFMPZOx7a9WTrJ7E(C7>kB&#J7tF*C!-2%mJW zIb)}huD7^?kHbh;m`j#^+$ifwxUrR{SRK4`gL&PrnP|Gq`&y{gP&v zVd}CqEUI&}GiuTD%!#McWOnS>F=qev?c4VSt_2&oPN_1U))-6rELNd8=%=5{Jufj?*T``Z=-o?lOzK@0^>R8tlQqIXOG4r5UL;+th2n zf2?<{NO&lzxG~MxkHzJio?5bwc1Ej<QXh>g8FCnGD%IXcO$Z7@4?y2|B%%k*Wjx#?kA#FsDTQ-<&C`(;iQ zkS#7}uU(6M^vm0u!!c|dg?yB0EDl{e9*R4kD)r;ZP$+%#rY6^Zc;rjbnvL1z>?%=v zv8CoFDqOccw+~*rdW(0@atFi7W7J7w!$}*Zdf(l7~KMwq0vz_tcub4 zf?2iBija&9&i>vZquC1C;rHCH^4SfY%fG$hdA;3rI_%Fsm#f7pOG(U(c$pT=*plhn zDsbtypzy<=mJ6HTjEG=mV`VMjWq2rRuUs9ipe`fh!Qwpf_N-rHu6+vG^RqKk@ra|s z)?N4X%K{>?P>kx6w1>vVd|AaN+Pwk<&4Q2J-W2xo&eqCL>*}38)A3hvac|veGZO0lT)S)ircE)3!^S1|cF4%f*OlDg z#irfhLbII9?0cUUfB5j>1A5OFUobE*{`l9;l?)8IA5RU9^wukU`0yb>)c$F@X>;5f ziD^Z$DU6fzY^8d=Rt~h%#=@rt3v}mZ23uiD6cu_@DHEMG0?)b@u6g|VXC=ZJ57(*G7ixbXzbv)jF4Sq14x~t1^sn7`rgOq~y5s zM28>QkgSGZKfaKWkx@o)S(UeRsCc`pYM#SrO_FvFXHvH^TmM#j?s{F>#w1?#luL#g ziJ9WM-c@56Pu~T9D)x+*3lu;ms(GweR1>4LYi6P|giKmhRaN`IfT`K(cg7JB$*n{0 z49ef>;!k}F3JU6ywBr%;s5F;}j*VHFnO&X|vx=6MPZ1b=yu89mdVBX+?|M>nM5Arm zT=dN3s7iCT4Zr=+d6RdK4^>CWRX3y>Y$3Po_w(_k z*$wK5jZ_|S7;m;4eZyDLRW33}_Fa2#uVZc60$+U!ulVe@b4Qe~JS!?H@)vWo4KrE8 zB6=~z*Vp&tnTNms{`(EqPe?y$3d6(0e2>DzWwl$85iT9y|GE5OFK?dRV9Sl1oE!^e zw5e2#!q(b2H9jojGa&+|O+rU#Un`HS@#&iIFqXJj`CGXBLt!ayujt1!2aqmyv9kVk z{P=Nmjda(!*&87tANb|JuYMV`o*IJWBP6P;hj^7w zk5^d**>;1bsfN`rXTKp=2o4m?xfIpb)@tNlexkSO#uJ;~lNi~V@z#x+Ru(fKjEvu$ z&R0*?VXSsvv)%Og{@HJz))eu|%w^{W%nesvQn8qd%IxRwR*s#6ZDZ$>n!lZseGp_Umo2gOtIEOVVkN?o)SqD!<`#*nj-5H^eIx^YUW$ zwI6!5M|N~uq>1jfBHj^f`Z$A%;Qb6oR;*Ytwu6I1hDxQ5Ioq&JvExFVCleHLA*L-` zj6zyM4=tKfs^E-eQ%P!uhdiXpVw(txu|;6>h3>$m>4PR7l-ATJv-Uk zUn+g{=w1$vo~IQmzfNTI%S`s-O-#4j+1RMXpG?HG-C)>!He_IMFd6u($8~P1RjpnN zQR?vEXYLM`G#Lej`sdeI*$gxt=73Agb=1&cXjP^BDe-K}0KNP|kG&dnLEUsKP_2$7;JeJJ+Y@2vx6&1D) z9V39k@ffLF8zvC|Svy$NG8!(u(D6|FRej2J3o~>77oowIG?Gjr;$5|UM-ATA?kDqS zFW7(L#0hUdKR@KvPv%)W6z{LCydsO0a_pgq-O0}KhodFCJTJa|BxTf;`2_hwufXLo zZ+Cb177^Qo=g*(FfA|pQ=0;hvbScO0zblaew^fNc@fOJj*f>hS#+~tAxpoMn`P*pX%KZY`M>=W1h=!fP6pH}HRcHOHb^;Npx( z{VutayML~zb~?nbR)DEEps8O%Vj|qH!-oRjEPEzj7m#%P6?8`&f(+v@`B8FNOBC%bR?A8b{ zeDbKpM z0R2w3Gxs?=J7WvR0WoN)$@y`ZwC?S8$qty&JUO>fy>YNq#(p&MQM>CM@6XPEt(@wU z8CP$S69sCC?@cbyAvyn!U`q@TNG|}f+OcCdNSed9&QY}*-qRtjku$EDh)|*(4GLwG zZ+PASq^;k!Edgu7ur5J!%YlpcW+&?ljPU&naUR9Bzf@i+%{2dTHKHlpSn2^%D^Oy) zxnTEjXT`?Jtr4gKwun1r-dM9e$!m{7kMC*Iw-UgU%F8N%Q|%ocjS)|leC}^Zk>=*+ zUb$)&XRWa8BUFFaP3u1tx!=;}=H*pH@=~$2O$VfRYUpI|cR{fC6%`XpLxQ5OWD_nw zm6N@kauOVUo>BCu!^OkH)8CkpT$uZOQbm(DzQDJ}AjEk$^+oVU*H-88?wfmpD-mKw zM(cGq=H#RF?7Fr_T=B$-+dFsdO3u!&8o6UEN6koNwYyz@?wIQ;1_tls}uZC~wjwbxL*A9Wr*>t}~-#wMI1U>fO9~^W?`{JnOe_cWnq1_l=U!ibaGuxJ|7E zRgk5nWuF~?!Tb6Pnywo<*h`&1VTDd(e4|hw9j7g2+!kZgTi2a8-lCFY+kfCpA;mo% z3(ukRq1{M};~@Kv9ftttlYz4q0o6veRZlOJ0?;J=`RAWI8?&;r zH+&m&m>lV5Y~?k;S`_L?JehcELe%?k3g z2CPqED`Dw1B(L#`Shq+1;8qHSCEE>bEp(Qy<;3jcao#m4QIfL7h zv|CA$$D`vUmFBIgnV8Hvvsa;Iuv%x*U4`0fj@zlKdXp&3e9-bQaaRKIvr9Yi;XlWnrO&B{hm&+=EJulXuQiT1a+2+&9dJ`%H^) zm)QveN69tImn$AU`p1lEyM6U7<$zi9Nd5Al?k|@yaJ2JtkG>h{`dygO^p4&)E@$uh zdE;(wZh3?uYoX`jsD7KBhRYm~JJXz}Y~9Ds72mBzY9i%0DM?WZTYqEEK(Hn&8>!T< zS*LKN&{d>!VA=O62A&a3#^Getu{ydV{d73SJiW*=OsNp}0_NHxXqte)m#FdNFu!qK zYQ{lSvnV_gm$6)y6l}KkiaVJY$HaN^;_&A(^=XlEg0u-fz!Ykutn&*D3~X_obG~r? z{KePa?CPoIrQNLs1v*Y&rN}-f)rhyRZvo^0q_N4?04l8BF0QqaTdNYVr8a`P z&RycK*R;(u`~|u7->$FPh|QA>JYYC6)Dfo=eb?pNhh_E-4jXcul%kD3t7CbVJ>V;z zRk2vKj8PS6+vmZ9Sc1t1nzFWtUN*nk%PrTMS?6ut=+QH5ug5CEH`y4UoF9kkqWiAM zKqWxt`n7Ar$kN6q0E4ve`$@I4clVAPjce)!Wfi>7FiUow9S#w87>POZ%V1^LH8Pg9 ziKo@mjO)2=nIrqxsDDJ&-cuXzmu=f0hk0_Io#=G<_QBnzT27G45lG+P)C)Ogucrt) zs1MQIQYj`T#&6alit$r+o*a1#&TO}?uI@u2i{~zz&zhS*&ijm%^3Jb0)zFKOY!;th z8Y1aOwk&f?Az0!zvq+sdVbPA=*+Rmw!^fL@JhV-FYGN&IY-%^^I)x$L_NF(QR(mjU zZj<*L9UH6r@}Y=K7srLti3zZn=PWo&j2A zE`+K~jBDBh@GXh3*wP_tg!?jcFHZGul$sZ@>Mk8d`(ZUIzMpY%{mTe}0L z(3%`&Q*+n3nQ-er#W({Z4hnwoC;{p=q)t}`}M(@!rGw0K`N zeJUzfVtAF;_-609Eu(l+!?C`GY>eRnlwpL%1Hi5Xum`r;<(Sjg*S9}!msr~+f$-b` zmxYuKq=M>i%1Ws;PFg_8tig8VN12a;Ag(a^Sm7xI#5g3q-l8=U2XfYjzA;}d?6#6k zOsx6C*L>$GKpTlzgsIQ#7gH#&fpNJ~&%gS0O4Bl0A%r`_F_u#PoPB`8;Z2_EOWU(J z_2gj2?cxb!_?nxw2~*J!xq$I$N(ztTx)@~OIHTG)`MBlRKg_LooFp=kc|<{CCUqcx z%JiX_ufHW{#&bAW=e3n`TJ`2M3e-22oQ;8=SIa&R>5W zUAz;Q{ z!U?TR=HEwM=Pl@EB#wQKIoMY=V5D59zq$vz&e|_oyts?NzT&&gX%|X25QN{6Esq7U z3c`eWnIkwvW)?Hh81$!NF0YSQ=V9BuI}TNr!>2of9;>?uI}Qegur;sBxW*OMBa9J_ zYqD2&E)LO&O8ZxFeeFWr08G=nFkLZj0vEOoFiHVcGZ!VmX_?%y3=VF-|loDeG@E} zQ>jwCDu*Q>8^h>*YAhx=5w=R*5iumI1tcy>arjguGtj0mZ$enC>=K;{=|G?C{j$;$r}OAiZ`xLa_CLWAmc#@;4S<{-g(Ug!me4fCe5r> zhb$i=X^4IOYaJ~D!Oa-g>_L)8Y>wI!;-t)}o}`LN_5oki6L5FCL=wu#F66-~09}%? z4Z*sdO3}aL?ELlXR}$5HxwYdkw!I;9)6wN25_k{?LtsDkT#52vv3SrmJyC(CRS2OZ z1$AR@)_i<%3pMjfUZetQ72$5C9-&U5MSwH zGj8ncOv?k!+y3$6H-i&_0w!cY34`5{PFCVN`ohQsDSQZ|Kow_l?jzUfPY^!3x-O3P zH>#t=tpx?D3Lqdh*%eMO7?_Q`h0(>>2hA=$R>8qyjvV{=d#f?XJKKi1XE!m1=oAmv#TwrIIGo5l1u3nChg z1-LV8euTW-h1$gvX(1{!^f#m`IV>Bs^XDT}xS513KK{YV&dM55mWP1lxb!?B4A<)z}K^W2VHyA~!d;?~|scrm*v5 zDhjRNTwUjsTf0T}?2$&%^3Y+dPqVEn$=fl`S*O|Led-f;D=Ic-9MP&U@P;VyA{|;} z>n#ksZ0+pSF|Z>Ab2G_DOYQpJDc#VclL#Zz*Qp8$eyl{7^6%{KHVg@=Pmi(nONtk* zTS1Yu--+PFk&Cs`YL-`c;zEguhDk4sYK6Z4d zozIc2S7Yg2ObHc*%1GIJ1p{+xZn{&VHd$AKsAW)=9uQ!QEYGoLPjSurA@_b!kPFx4 z!5MK`Peuy9u}aTXc{MCATTpXz-JbPZw)9lueQ13qrRN?}DBgRZ#D+eP2aF_p0QJhj z6Rkks&Mv`^o)2JKlEh1d5fZ4ZLB{rCDX1gJ#`dnD7k$aLeeWz9vQe>|KI1T(jRe9? zU1F3~wX0A0?NnH9`%K*=pxkHP8ANJf+dlsyvnLrB-yS}lVaoO8MG06qAcaI=>?ch> z4X@)smNZ^s$$;=IZdaJRDe zkN5k?hcUIvC{~?yjEv$)HAukeovnhttQa?4TB>dTDS{p@Ie&S!EHa796JHTm!*n^C zD-wKE0sIINPJYKYWeq3^(S=d4%Mk-WfH%-bV>Cn&0*(pkJ9BDiNQ1s~b4a|-#ohua zm!B+_m<_|C>n1?~wI``1joVA^kGXMD0c2}{LPsE1upc;}3emx+F+Gtei522gC&1eh z77SyYiprukL37x{h~zzbWnodwyhY%W|IVE|0rpmuJrq$#@bv;GujA0o_CpUK+lIt) zk{K9TL}M@kbuP=s0YSTP%UUpEHlN?n|3cS!)CU}r`HQIpmzl{S@S=``dC>qaL>C80 zR71&$xEMjW4X7D@c}iN!$~5FrZt5iPBO4Vl>>ln8UX}msU&|dE>vdhVAw4LgdM3q9 z|GOtg@F$go#Vi=mdA+(iqs1Yf#j)@A{`YCJ3l=OO{Jsy$BuK|XqOSG{005TfC=|tK zN2R5=PDp$#e<)%gI@OnQ3~5U#Qikah0Yn5d?!syhYsO&TW@HxL1ory|>p2ifH}p2W zgt%}AwBDQL%a`+_4m3I{CAAq$-0!Fb&Y7LtbmJ=|<*l^aA~-6-w;g* zXa=iZ-;Y=@3R$6)LeU00;&W?Nv1y{4o6f6k5-wVLdV2bP1Wy+3yvrg+5?7%1(xZ~e z)&Re|*~g{2dV7s6`N;#Z(Y$ssiv@_VY}oz4sYV#p13o);n=-t%lJh}s^?UGjD~SKY zjW04vrYx}YZgj+Paq-V}!*iJ8MFM#;H@?g)01e%3%Z9?#$u->g zE?+**XAq#hWZ!L-rtdzIyY%65MAY{9isSISZYWzvAM9q|A%)-|9yd4+kp%5bc z+DdJG5Hme*!`(@qKz65Akx+rcnxJ z3MCCJVXevDBzti9Q1ZQ4L2#BlCa=nYFb8#{CuNGtENtfKSeK(jN~ZDwMM^!NAQ zY5c0BglLmRl;c@5)>RRkw}?$T-(i`_#}?Ha%ppS^}$b5j-cQ&0&f-|;hN9N&dpuEBS`kC#NAuBIMd~DdFTePSEz*sqpmQ1 z{>O?7*>_?#K|{rYV&h4kVxz8DF$}2rQi+(E3RxGA?BBr5oCt#YB9u`GV5_(4Z#Sz; zcmQSE8o;`{@XDe%2>DsHe0W#9|La+y`CZd7=9D>h*>RZ+t*Tm%8(~X*zHQfvmwRR0+YVOqo@0@_O}-3qT)~okAiUCUb$ObT!#kI`qG@B+51Qn z2)C=m9Jr})X26b+326;asdz(Fl-1?>iWhBLM)sfCbc4wF2v8TXfLE?rQ_!~`rYTwk zupCtx2ru2NmGIZ^8~5qvYr&O7QdnNuYadSLx)i4gOQ~bWeBb(#(WbmPEXlJ7wwKB2 z;R+&$pg54Tu&_Ykt1>wk!si4@mhc{@(=WY60v$oIezC3aN)Koz)C%0xo~p=Og#BBv zXerU1D?x*d4wdq73Jbq?Sv>t}Pe=`rvP9mO=c@>dNC+K*lN`nx4CESZ$^F^RZ_2W> zRFErUUN*D?dkh6UJ3BiSbD?_t_@B<-U^-%>f;>6(+VMc&6~MS1%mVphh^ez zKBKz2I^;FQq@*N|+qY}NJ;md$ELvs+@?}f_x%^b>#rp)3!G=UN%b$o6pZ;zyA7^mAYVo+5!DH%MX)_ zDK1_p>}Gi%#l;_g?6bFT=Ap_Q_fG~VOWb)exmwzh%UCkWx{_R`n3S8hh>hCay?f(A z3gwJ|f`Z|IR!Y3vbqg;c`eXffdtTvYWfitSF1zD${5e}Re)&JR`r7nu>Cs7%Ju_Qo zyvfR9TZ#L88Y^$>X6HI}-j?Yxue`*d646(7wXU+`V z3ox?ffBak0A^M{lP>=KGEY#Q}{qMUN+qehF4cZvExs~HjZY;jyH1C#dW6;s5`dp^3 zzF^fSK1kW@Aot!Ag~ zrKF|fVOAogA=%X5zFl?~kiNT32}KO4Mv%(8;o_(V)4uIJ@up=oS>7Vt3j}>+)tp?x zHRL7R79)y3)-T(F%NfI7M?46`^cg9;F)}LZeItRbq%7fwnUf^cV$bdMC<4qvLV$M% znsYe$_*8o9lj}i7JOX4j?tAxSOn_Jf@fdK5?s@U@r4b4S2bdbuth<$?O?k*&L;EZ| z95-t`J%6+46Fvn3;MDu47jD725{g_o(;hof^k;JOLy zCME?%#e0ZTVN|c(bfyBuSqH>1h-btC<$!?6Mg@IFJP<7|QzrEAl|v6-haIwO!j24l zd!I)0^UE47v=q9k!$_miSg9bR@3ERRJe5Ly-UAXgPcHn}9c!3dICt+pMq9sbT{y;^ zeed3qmfb&P>$1q+5@WB7yU)*`KMz{DL65xTnX5tDx-(iW-GjD~RlBybR0A#r;#O=l z&5o;yRFtaigst61bOwJSl7JwImCzYgQf-l7XxPD!G zQ~;q1{0Yl~yxU~X!2W=iOMb&GMLU2jOEf+AaB0r~?O(~Ch5n*-O^2TJunvqcZgJW< z>CO(wps*+T`1^O6uNOlWefI3xm;lO6OAXx??G_#ruetI;5Jqs|`KYh0Pey%EQdIOQ zE`uH-6!S4!OBsqPLC>T@BquIVj5p&jl3gr^THM8s*FIy0giO7^OL{%@bt*|PP@-*y z+Nq9#9i@K66o*1KJtNDS+1_NRjvgU1Z7mk(F`!~H26;FM=MD5h{we-Xz+7MfX^_ic z8+oJ@evB|vc(PhB-HGszHG@H;MF3F};&BV_88^^*k3a+EO%IiN+`XH=eSs^uBmQ$Q z8Av*vEY+QTgk;?fiVIGSTPNnzsbm8Isz{<#8tVHl-Wg&KfcnEmCAMc`B8XPl4xtUU z78xRjrqk=vc7#!9VW!hSW42Z zfvNEM@~#Voythl!zmAO5ym`RKZ}s`j&PIr?(lDN=Jn1FK+XV%ea{Y3As_?wHcvY+l zJw|T%dnb9}=BjEK7p>e!tbdM?N96CO>X(rKGhZM4k{R`fz`dQnlRnF|LOWy7&~ zd%MAxulGqNTDajQBn0yH-+k_Gd_fXCHiN+;K@w&^CySDDUzf@5|1d=U!#Y3xW(&EQ z&^1rb^PA{H@GruB8$)M>tn<`o#?FdB5}?25*?SMU$^!jF&Kvyn!=GN-MSu0<$A~(S zk&#pys#2J14J@U|9SK|hI0nB0l7mr7lNRCT#<7J@fAJ2IO=CiZUf|aN8f>iRUzPT{ z0DB|@f=s=oPY@GH2e*dD7`<5|qXV_bEV@}r{TRtHUu9+PyNf2~y8sF|UlIUU(Z_K{ zPwN^Zx%H3dE8M()f5fwER_?bM=3@xiDutW5weE>eu-avsKkG9(bLc;)kAE~MxCPGl zFi1wW^>e`%`x7iVlR~|6g+9#xtPttXRDSRN4k_tQ#?71c)fcTI6e6CJPb>4cyeZQG zSVJ0W3$OmT{(sT{A(*m?{>n1XN@ayFe<90cK5G-W5_h_u3=1rB^uPJuHi2Q`i|h=k zVBXJ1kkQfa!&>s1)^d55UCHbH{~xrbbBwq@34sje3OWzrU5ln6K7ge=$N+jDDHi0C z*igwX5(B{vk=Wzyz202_(m8PlbwH$j{Fqnn!T!ixL3&uEXHr@~KpcV0d3`+}eqJ87(#Y`eDR zwF$kpqm+LDjAW9^Fm0{@95~yEfV@{oD6`T&$8N9=YI~~vus$$?4DEpPq&4YzASw=6 z(m0;{Z--G%gFyErz7dp*dr>``<&F9txkm?bT8=_j2aba9L<&x$>ktr*2{G-g1L_fs zSpNqt8aSeT8#itw#Ci+ipe^m}GBR#@cvQi>Z-Z+8a0uV7T}P0v80o-i-DP{Kh;2Kg zj?Vl-5usurh*Q=GnZcnytsW6+3*ptlj?y9!s!@!U>TL$CMEE{bQDXvNqZmzwSUS^Q znGLnS8X6u>Sp%}=LLS$Z5E3yosd!L;r}7-q z2C{pTEFD`QIU0iq9V^Du{XyTDkAKTg|D6hYZ~ZU7gw9Nj%hIl1yGBxzy8tmOfTQZG zPh7Ta8K<~-OPE~Cr$tNG2(4pJYrYg&e8j%^}vRi6ndszBw(LEbEHCKsecdik))`QH=K8WI${=kBI+ zOj%iZ{noAV@7`%ptFR`S@ICkrV$mm*i@>FKp+pD3SQ6VmjDCxNY^XG_sWp&aiN1kM zUIp7)+}d5oV&I-4oEIx`gJRz5@9j837NIjBO#me2BKAJ=3~t8j>O=kRLrZ~E&gQ8^ z`Kq#OOIKGx(MUCE6mUiYg}Yi6^d+e!fw!Qw7v;Yph6LQB3kG=Fty{MU429;@&^a|R zVc78W0LY%`IwgDK z?IDC}&@y~Ethjoc2P6lrVNtP}GHwz(GmU(NLm_u65Ivk%3?@p#m4@xauPBli)MAql zNdSLC|6X;XqNJn}^s3=udNSbHhib7piquX%`$OlztBidm>{F8}2eHgThXV&97sEiV zbG@U7BhAzVrQKth&6PkxTvQN|#8X$43xE`Zb`pY4=l`0bsHyhaE!fLz7Zr>|J(e&A z?96-y;>dk-!my{N=_^_wEbRm{STy7#8M^F2hhMZ^K^~doR>HpS>l-bL-Pi014R@1a zu4E$%<5ZSqq!qlOI}ckT{H=c1%W9fT)?$QCrClSAfH8W*hsoU z5ovU?7;bek9;}g1#w?HNodW*g!xD*rT-+@#y&V9VIQeM0F%l1ACw}CAjTi*W9=@>;$>@g&yN}we*fWUPc+SeMUhV; z?TZw}2NtUxcA!y23B4lH^CU4P=IHXS>wn(7d4G?DBl#nW`6C%;52Ah!etE~s0H@F4 zf|;>EIE2qBtC8Qky^c{{W(|v}doiq!M(-Yn5u*&?s=q1|`F-gAxS9n7ZVKekr-8z% zHsls;fPM2m&oP5F7Mm>_%9UIaK@gJHKYiH2rF9wUI$C+z2&k$!>~9k85UJUyH*emA zJm8f-*~1B!alq-{@DVqUqB6OjmS&PgeI~gFh<^imL^LeRJ;0s9R-bP}{0c)35*vQQ zr|(D43Nc4HM%Rw8$@*S=;lYGvkH-qeV8URVdnNY~*Q9tSV%go|u`J$he>6_{MU%ss zgVr#J9s=W?Rz0?{6XkYimC?Uc0&ifX5hGw!FPnI zfb_Z$r(8v_7%c*xX_&_w+Fz6VQ+(tiMX%-?)p8Iw1wM`ypFK5@GfGUr$Vn$5JrQ@> z4Cps~Kl-M^+h34$Me%t69=VCh$qoLUXt>%FeEBd*oGX0hZyk@VJqNSD4Yoze1e#_@ z@($8iOYRx^G~T;Dw79r<Ul%=+azWXoe(0uVc&-DQ>*Im{0HD>RtJ3>pPN66lx znBTa~5G(E3^woR)LgAHd{|(*#K-~XpNACFOJo{yC=Lg%vPvjAv#pABPe<6>yeP_x@ z@iW0@m+S2KsH2cER|ehP4WRHwQZ7P*IlaK(KkxDseT1-J1O<@v%o2zU3r<7lo;`cw zk(Y@}GyPJ-BchH%UaMcW-AQqvkv<@Mb%Q?Y93zeiq&6nu3SNf1;c^iNIKga?P{84! zrX>xkuwAL3y(`Ue+>}f6>Cr$zvypbnG4~YQDI6#mA2yS*ZkhR)dS_8^-?<(#?GWCO_gq zJc7dh%fjB0Ky`q}g%uC)-w%VnI`yf&y*<8(o`WRq+m<^l5k!j^&`pCo>Vp(nI$N{; zs@uR~kSw$aLeq7FS{bv)|B_yfqG{9uU5LbtCM!=DM^@Z#g|ZFH#rf@!BOOM!(v!ko ztHsuPmakbuq>qzHT81IMXr@2}ApRE`D3(|_(Lh?gXwe6he*Nl|5>`jQ37J5oKRV?? zX7YM)%e*==I%>0t>+) z?4=~8zg#0K3A6%IJ3%G%Wd%DIg9W`s*gA&D?C?jbLBLVOM3ePRC6-yj%R%|Q2vutm z^$kBdy@?(akw`MF;@N?Ls^N-GM!%+Sn@fu1KE5si>jLUTxM6$e_0NZ{EhPp@($ejX z@(M3PdSBrB&Vi$JCuvjJuj};nI#G6V2C`+5WqYclJ+a31Lk1DI;b3Ej`Uty%D*7B@ z+$>d~tE!SqBqe!vK``;w+ay(v7N7w1k0Up0oDYN#>mv5u3vmTFuZeX?%iYMbXkgb2UmXg6^A=pXIRzbXs;sLCUvW#s}t|MWbZf6uJ{yU#PyWc4#+kNN6N z4*XmBxxM|k^xgKmx~_Tu{eeDw$oj<2PV@961NZGU{aycKIb3}QR4zk9LmKP%8bXUC z+$sC;%nH=|PEKzUm-!Zf z&{O>5JC(&N49}yip?&LR0>(PXi4}eyy1UKj6-UhCe}m!)(WJvT19KZ6mdkBF6FSu@ z0V01#==@_H3LP#EPpyaLw-LR>e12V9tO5}Yy!RG>ekk&#J^4q z&FFFQ@bt9PCL=P-YeoZ#Uos-il92cSiq0h&dSLVal}a}_`2|?O4GxO01>GF)sV7A(4E+Y zmN!}iF0q%BQx>^CJ;MaYFeDYsI=uMnuj4diPjZ3qYDatOst;FZgKnMy+v#hC&v)4BFi#KV9- zv>6L@A#64w+ty8)D(7QV`7c^4=BVZ#yC*AvWlX&9B1XX|E&rdx| zY_R>67rgL)Se}-kfBHCze29?InSp<`w(0^rgpUojCgTtUoI!vd%eP^2XnL9n7;S57 zTWDuf;i&b_rr(~pM6oTV%+V9^w3+N}RG+_v2C{-*fgwr}@;Us7{}3`J{tY36d&nNj z8oIiBdCBD{3GNvA_N>le6<|DaPzH>mT5wKzK{O!eFaRAGqNktOeZh3>fVEm|W~7>^ zB#9X<96y@_NMjE?1=Yww2{6XO&*`6QLvG;~FC}S518dS9=FU>pT^-GYvjRwC5L`CI zx5?U#9$(+@qzqsRD57pS!qa#LdwSxa1);Ggm^dDsoScX`QVwp}1UWiZ@!qj8+sg@7 zy%*)* z9WclVf~)RsJNW3$n-lK#q|BtMJ!6H8>j?Y_+!mq}xplkS|x3^P9*Ns>P^cA8ntLDjCw!X3w<7+XI3G0H;M{QOew ztp?gU*r4_c}?!dB>=NnN43nlaV-<{Wm-A#FTY1jdy|FyyIiubnu2bHxI1` z=z1g>1`Es(oCIlCCx%4uf#e*D-5VJUzB@krSwZ0wk_j(n8gdfO>zUz@IaPc{E`dS+ zJ23QbN6()scK4NT(o+pG_e9Kc{eQs2NGgwiUwTIbv}p z?H$OF^r_D|E3|pu6hZ8Tsm6ZOYz>6-eRTsHc~9e9t57*F163Kp4lY=e!(qIn%>-XT zT?SMLp+iIabJlAx{P-Co)u>fx=qvlz{V<@{|8;X6_)bMrn`chnwXY51@GWpcMep0M zSpI!~S=iS{hM(O<*PH+czW-%8v?`k(EjU1axEwD#%DOYsQ|iyYNVl8+lXrd`Lk@mI zRju!L#q#A^YYHz_S(yfbBoF*2*A!U{q{O;X|_zJEQrMkpK;JzEyu^Pcvr*IO}Zm-na`NI(7>1o~LJ)`HzB4+*Viyom3 zaGnx+ZnDupREww${1&LO_swBRIuqe_+1|bzJ;)%cH5Pwgaed?jFQpumtiD!kkAMAv z+~ENsr_OwVDFPlEkaXua9SbWn5!kvQkM?6dp_(zSJ5JlVgAjIAJ{}lzeI}cwVU79@Kv}NdjJs$92_C1!2s7N z0d1fgdM&I4{@N@jzJu6x_V)IMunUr=FdU>74$vrrnn&Mn$-3`Bij^EirQ<3S3x z4Q+A_O9DAMfZ$q?eb&e@WkCm1B!>-x?O!%9JwN(AW-r~oogJyx+POI!RB8a9f&Bgd zI%r-n-InzI`a_rIJp|VaPOVEs&p|KzzW5O7IwWEd+>a&tDG#)F2HhrY2PBHp4Fuda zgWS8sw9!vOH~A8V7)@a0@CNc!t64-fV7L!ysC~ZpXOeA_N;@#+r9kg@g$6>H@FOYM z1hJ&E0&FioAUGe#bt?L^DNGvJ>}U}R!)i^D1&r|fW;viWgF}&ceko_`Cg=3X^5jK8 zK7Ibj>odC-PV!#_dq%iu5N>eNo`#A3RUeI_q4-~e#`12IiY4jHB9P+hcXrxAo~76{Zg6yJ82z-dnJ;z$RS>5qpxB;EWQZ80ow1GUWsHEuN4pN`&%XJ%UpSoSbS(` zD7G}1w7!NE`j+PJs`p1Xf-F{D?Kw}e-Bbr;M6wi#X5oOI^Akx)) zS$4<}lc2I`n+_yEP-045`{9RPl4SgKe4M9KMo9^J#*p-qpc}JG4Z@P2J?Jts_oa>T z59~O{wRpt%4Z7k;IY7igtnjx`YQoXFIi=l9UW!srHp1s;%eI5@k3L}Ar$N|PSnE$c zJx_g75JqR&AB&UC^4FhhrGl#%y_cbp5jEX8`blTh$`{eD@C)WV>(OQyP&8x@c4D>P{#S}<1In;lVlot^x( z<;F+vr~=}bl++!9>TmoUhpDW`yx}ysc+#X;jSQ>^1|AVRY`sQ2>m?_GT%( zizFj)i>Nq97ItAmV2~lbNn%=o$#d7Qc%G zv%KEF*m3Jh6&7c%HG?K4gECX6!DJ%^goA`9Se-OgII|3z)O{v~>>y4YvI6(X%9Sh8 zuL>3gsb+l^=?Wuf`5_sX)YhsIpC75^sLD8#$C-Je{(;~c9|ijne)jS8mE;UPm>z|3 zLdh(8TI12$=K)nXKHfOXWK9CjylMoEF@i2zX>jP*%RBQ{UuXBs-;D+JT$}0&L?1>@ zj>K6JS|BTlTL*`siJjUCq+c z?M33xGr<`uI8@GxGzG%PQ>Sg$d_lQ3vn~ihbkS0VN;HR>p|n~~!&b~+Z!N%ZC8 z+#^HRCfpOHc^3gC5mc`e2@Gt9Br#`hZWNsR!T|$}o&y*Z_+xHqmA`l)wR+2ed#pse zC$=MSF||+5Nl#g#8YH5nh5-&6cF7LF^7FGOOVr!d?q|9iEKmFDSIk%{Y`jR8b{MxH6!@6c9Q*)Z7fsZDVpB`wZ$4!PhEPrMho*zFc!r<` zyVyl-PNdxsH_}6wc;h>q82UR*Tty(g{=9VyhXnJY7x_%?NR{l^7~%S!z^?oWZ~hW( zEVsc>6`5OE@y!BfG&WA7m3}{T`#XaLb1i6b2_&c2ZNZg~q4KWISW~A|=ZqC$^%8zA zgTMazYZK|RJDH%N*JN4B^%6%%o(Yn0ZSgkw!^S(kphNwgb}B|v??=>1FF+anOe5Pm zmK+aw4$0vd@cnAYCFigO#{}>`8&T8wRFY0{w0auCxlOuPew-Llb{KTT&W(Pz_PmRT ziZc54SfMNb#yL zu%*GbLRCguCa@9eQh*lzb}u7p47Zh`kiUe{8cu$N#re9dOpY8-%u03#L^d%VAc8-&8;g1c^r6`{==? zJN3!QIACsIlj}x{RZnwH#tla1IAj`S7zI&ncp)=VPcNoOc93c$bfE^MU?3$9Dwr}g zlq+yO@7?Hkbx$eTqB!m6u>>Q8Ntgv;YS>DMJb*ZIj3){<(!5Vq#@S0&0*fhbGW1@> z7z$Xl2y8s!%0ZIy@bFNEuhB!4%NYop@MAd9j-1R(j6{S^V9r=sK!F_P zwnsk5{PSlhhwOv{jG=(%Abkz|7b_*>YBA)*37iPQT{%XML%c0R!scwVr$xVRg}0}?V0kJdTULR@u7e}>o& zV}@Xh_f`&k4m7L736%+`aycQ#!Z-RBEbgf!8_dZA3m6jIR{jQeqp|;_b@eAXhW^?AZWaHxG@UQ5 Y5hsH(?kz7IAlINu$sbKReCF!^1I$=vWB>pF literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/bias_Das_annihilation_creation_from_parent_rule_ke.png b/automata/plots_of_ke_bias_gini/bias_Das_annihilation_creation_from_parent_rule_ke.png new file mode 100644 index 0000000000000000000000000000000000000000..f679500f7c239fd05c8f04e91220443627cf1046 GIT binary patch literal 22951 zcmbt+1yq)4*EM#_I2MY)sGx*|(vs?cKA?i6AR#I!AYFnI>Hv;~lF}gED&0B;(nw09 zf;1@I{QG*qdFPG!zVBT>Yt0&jhdZt~XP>?Ixqg>FeSE{(ooi`mXf{wz{Hj1hv#g7T zX35CvmH0^_>ncwCPuNoGtfiufo~4bBxh~Bq9ZS=zCYD$AFZ^PyYi^-$V$91W%*Auy zmn)W*rWS{}xsCq(0GEmRWp2LZC(>|{HKr%jENEzGb;y59q9vmAX=v28P<}n4bSEqoWsn%>vSOD?IXXwr?HhiY;D8=q`!nOH3R*?6i8d#lvrQ;*6c2d@b@UzFL&s=)7-Ic1Ykg z&-x{J4jLLo+b5dTZ)koASw_A&zh=25^#=!>oHmkgoL2l)LH+DAnx%)Szu6`!xr%)A za_MRe55CUQEMcI2v+l=5mi(VC!d20fX`!23pW-<0ke)a2?g4$x^NYt(Po)53{WMV_9UqpJ)cXc=5ur(I~z9&F`D-Mr%|@KOAR@ zahRRb^I5Su;avJ@kA0^U%*|i0B{@DHExZ+Mrmd|l_3N+E$K4qHge@XZ2Oie7{{7M9 z?9>G%-*h!yt@L%uYH6h}bc-(~*N=QJV9Guzcj}aKYo2{acXy00?`1zFhBn6KmLYVC zktcB{`*2!`8F@L;@4r1{5Q%Kby>9sZ^V>23n^ybu%Brg7ozi0i&2h_CZR~npz*rT1 zCd{%<(?8W!`Y{P1&vB=oGN#!adX4uwf6Uq*RESv6&36dn`b{Q z<1Q*Dh8OIv&3ecv#!gwgaU)l{Ze&CR+b_R_{Lv6*$(7cB&QDxF!ir;J2a}+2fJ%~9 z0{$-6ael5L(;{kSX69sk#jfoyv@PnyKis!Bu{9s>Y`f5;wf$o0+vk;eNvtZ-CdJ;I zLt|qqRgtGyI#!H{+fT6y3aaAC!_-p^bPepCL`;`6usXN3ou8bXEG+IVX-&JEwX*l+ z&1E~q>{9&r^!G?eNYo^1o=b1GJ{Q`Xf|-jr&S?AVhMjzm+}zxHs$;_Zjk75Jf+pgZ zH@tSGtsAY==B8xzr!`_Gt0QE$ch0mr&THn{jVhc!9}=sYlt^!qb0&XoDz5m@P*P3f z^NX$nIm4%G;?)!}N6o_8$r)p~jOy)`8_FgFhJ|lTJe&LO=E!>Bz)5j&af6ne%$Dne zVm<=8^`|Fmc1hrNGTchwiXt*CXS+Nxc;-SF($WYH;VznE&1*?n7^! zaReWzySZ$Y#_8nv_vKbcSnN4t+U;NP*^g_~dGFi5-)Ay2LNkAOwD+l26!UCMO5^7n z8=1u8AMZWRzGu%-yx`rtcPnqxibt1}lpIY`t?mp74=!KVtk-F$Ei=61K=Bw^nO6n; z^CrL2cc$QBv6Z|13=_@t8_60otSg(G=<_SDV;b@bciYC|$Y9go5b^5vDh?hVdHl9k zVt!ICP~5(uK9O&_Z1+&3&>+!SrqTdV*6 z(QeFi(AZ#WlCZ_sXjvbw2F&x!>?{j~R`i?GwgYEFo;;!BH>^Eb;Ko!}E-@b;C}Oj1 z%1t(JdN5zxN5lO0$W#82u1pSRjT%zUoIU%5S$}%0A8XBH>9S>`Z#K(CWAWNe_ovrj zfz3{QapRi*{&?t*YF!`ANd2nFLZ17>#%`5q62WiY{F-XgswLom>fphHYd37Dac7a` zGjBf;5gy+4_&DQZrL=zLj@g3b%jH3_=h74R$pys+1nfHHdq^rYG*mZ{rM2zV?X6q4 zMs!z284iCfwHt4?QI0yzko)bAb-L<7O4rC*+OSJVo-7mb*%8Iush+sCYt}qwc6M>` z&UlDG7<+wufZRBo;^7$>nDG1N{fDPj%*gsu7mOL19UW^lQMI&8338mXwa3-%#_BIC z$Ek4U&W<%^eR826`C}dTm6jY^yT0cI)sd&@tp=JVb5etgn{8SX9OtK7)$?v-4rC9C zQ?^cLaz%$HS)~n+7FMQl6gi8gr}V07{i)Q*dd%0D#jPWZs?7T8H(mjPRz;E&OWT2?60+Yi; zXn3Wgz`cfXukrCy`mN)idm5kV9Q!@3D$}zgn_F8?FVcFjB|&5$R z>kaD9&fmm*b4PQvJ-tA~+CDqpD#*Nb=ZzaT?q^zbZmYLOdMMN1=o(gW=;FnT8z}Fv zV7dafZP{|^{tn*A>e1P6uW4PFFV4+Oa#gKbPj~*>_3QMQ4Xe{4=IwXRgh_7*v*;`< z)8D-RG#~R0npxrDU!9~a@w&CORR|Hvq9I7^`g(3|?y$Cjr0~@Cq&kVY@3cPF=}qSM&SYEnD{v3? z>27PvW9dKcqC>}>H*p~pf&K7GJk-S0)Xr5KcbTTuV~2d|?pC{UZfl2z{fmq|#fG`V z2Gy*cDSdrc!?bekTuSwL$uj92@z^i7)4{>v-7}rncM}BjC5)Rgz6TiHx^?S*TvA@c zWX4m8y2~7;*R?Cf)hexB&P)v3?Jm!KWZ#}SWp$>QQ{R!je`-r-(Di|XqN1XA`;KR3 zW;$ynwRMK@P5+KqBb7@VF}vQ|>iTGRRl$|Uw1naB$OaD()piC21--)#TK}5oeyP78 zz5D$n1o8m>?R89CDeq=F#|K+mb*H*Mgkdh29A|XsqzhYJNtBtjzexAi#Q$?``gwbn z+0%me*G+427Y*jm8=p9|XYXEoJa@ds@RF{s*A;uGqTdvoZeAz}5? zafWq?S>r9&Q%yhpaUs}dj6Y6IP3^G5OvX+@<9H-5pDK;pSg#JVb_~Mi?Y9g|3kyFC zbrkcTe@VlC^<#x_u5oi#)^M4~D1tl(3(MOMVFV({7_G3B{(BecT=HgyWJi1J7v(9eLOelI0Xl`zvV%{OMfsRLV)22;j-4Eymk%n`NG-UH`H9l30I!&Ge zd!i^M=c%_^rGq6GOTym$`;Q~mRCeRl2~q; znVg&)aDlpu&J_TIvTkH6gUayV=f?BrHBC!v;#6%i{j)_R>U3=f@AZ1<>f7v2G85n4 zkiL#x*3q5os=c{|1(26^jCQ^Q*Z9Hrs@2^uFXwCNk5e~svlhW4UrYVHyuJ6a4VwD_ zCB^9$drx&o1v7UrD5uw7eXC`x{PXsP;|2G3d>Im&|N0o2IybyBpLRtr+u)%8I^EiF zyE8*3CB6Xx2Y><|FiEs@xE~FP1tNS)76yP+B*s<0t0Hs?L8v-jjrZ-FHyIk*XXWke zvi6;P67v52iOGoxR%Yg35l>}KpZ0Dxwn_6pc+n-zs4)`1Of_m$0a9eQcqU}s_hi>b zR{#!$D_RJMcsHxAirqflXU?37uzOIM#$EROVu5EsK)g+h?QvX<>ou}Eb71E8vubHo zAHt4%1qCGn^=|i5HC5L)D73MDDX zvwv}*pR1j}tn=u!^%31}xk~4Ra`IH}?oT-qGoHS&3YryW?RWTNZDV|VV;t5-QCXSF z)vNI&x`iEgi^WfRnlh7RB~5DMeGO`2m3yq%+;$FcZK4%0s6N5S$XM2!DLXB`C3TRa z{Lk?pY@0(cE!IocuLwEvc20X;bo@l}7WuXKcuzxWoR;IPReyc*acoHL7tP0L#lpv1 z9kty=hwcETgoK3rQh!xo!;VA0Vwaa$-(E$l5_LL|KvYicJPkymr&`xOt>Dzicvf+y z<*s}~w&M1hISs)Fg@uJ|)@qZDpAxeNDoLEVTJ=}4C=$|Az8JTIwjj};yGO{-dfd%!;9C&&5O^giqCVkV2G$xN?=5~2nOXxTosnqs+Ifj)1p!8JAaw}uqT26NOknyt{E*128{5Uk&VTwY6 zsXl*@?5n|y$~@W?<0PzDgs!bstsS(Cx!P-;#(6G{6>v;5+qwpbp6}{Mp4s8x`D%P$ zHr*hpdsK3j44a6^Ifa%FsTOL;EiN1AznTjowaaavoDK(WsX^%Cw;Q>_AZDjjr(y8` zAu>~8Re42){N(hs;rKwa^Vj}{R9OuC-TU_s)Ett1ijqPqkpRBC_F7l2L>p8`hXOy~ zQvEqeiVgirzzUO7Q#}Zi?0iXWDV4S6;vK0ul_OzK=Mf-0 zPOCRs=RVaH=EhvuvBlBGAyIZ%eS4UDqBdo4r;)THaD*~IH1>|l*G?Zj3A2MHye1|l zWD`luj(Bk8jwo35R8tgM9*^F?za9%h?)Tq+@63IEky6)xw68w7pd)%n+i^Amsk<|< zlzSvut)*3PvdFN}b5uk#>zh?0z@>WHRW?c%vcm`>Wp6@yi$cLe1}h+w?3B{d(i+30 z+{pA6J6Q^ak~R6&f3!?wkYKS02hEoTLT^z>#K#{XE32iYqcJ0cQGtEv>6vu*0?v>p40s@UG=(qvzrHUtWUas{_-XD%7>@Jwb$`fJ;mJl2Zkgv@N6DRWBu(Y5)p{Hk^amxw@qNU zE0Ly(lw>Jhbwe_hZbKdO*8TPK&)M}EkivRCgt_KT^>8qVUaJsx>?{k!JFER}z{#0B zWk`wF%2mh0Q&v*)blJ$z6EIL#Zl&KceeVpVE-BigSjj<{!~4r_t9KkH1yVcgS^^__XS>B<-3tXAsMVjoT-y$|HcUck7i0^$$%v5NvtG z+{skO^)FNK%u4pei3$WW&4C@TGAdZjK=Q$|MSut~F14JqbGicT@C7W&psk{mlHnbPF5L;bF+^!LFXptH_~hDQD#UlW zY?r3PWJhPN*#|7ABp|^f*g;i5x>49Vgga=+u}vno0SeQoutxZI_vY44#4=N%6`u&f z2H`WTJ)mj!cI(}H_c*LLBhD}ub5JCTeCDU0$w|znxUApt6oHhaK$gUdh}!B|mN8gg z;TS{?Y<82J?=F6VCIdrEsY92f9XVO&d4mAMQ5Pg&q5&}EXQxI-O9fls*VWb4*9Hdn zR_2V8E!PUL*iKBGdWBJ6GB26AE}!$v@xD_ zph=HpU5j$DsAH}hGnaoa3l!TgiSa8{$_kV)M@lf0?o=7p0_cwPw)^!CP~ zureqM5YC#Po4#k?(wmge1rS0)MU-4{ZEBqsSr1tOT)l&XNf<)I$)OJQ4AW3#kft&Fr*ooa*7ojy=Ec z4>Fxo=>i4y}*?sPd0MlmK(#T2)lqMuwgut`KZ4-R+)oS?ZvNdVq;I< zxiKXHB#?4U#Ad*9?o$L`s;9K=fh6WxR&9R)BR;DhrQFflb7ao(0I2lD`L9%j{Az{# zc9h_+kIygi>-@1CNJj4vW2Kq< zb&0wN+d*z=7R`JMl<7xZcg%LX%W{2~8tvtGn7Kwqij9petKD6;I!-ldk7Hb3NM+xC zE=&KdZvz|SFBUu;8X57-&(G)Wld*j@i>VhM{9qAdIU5=;K0jk|>Iu&gIk8dCoSd93 zn>UAT*S_&VIA2uUAE|7wS8H14qrs7NYUwkBzPIY41+RXTM}bnqncnnN=e3Leho@5N zndT9vgT)gtiH93I+S@&Q8M>G7*5ALIwRtVg*=oSe6#MD1JxQ4>X_Ul(t18}Xx8Rj*3!^gyCvlu1@?FPD`1@*YR5xBLA2{t~VY%JQdA zm)V*uRnE1uQclupKD9NJHAl|LO4D(6)UGSk)w1f8U^kwLaA3%_9HlIhpgScaYOxXQ z0Ze61oFJqU0WK)xyMfVov-y;cxNc-HpIj65)Kqcr@OSYgwPVN-J%#&&`LfrC95vkl zCe_${YD9l_X1M%qn*PUUp*sbxc17Nm-_o+5#!2l@VpZ^WDl7XpRIB_$&`Ep!OCv!` zJkbPio$;QKwcEw~OI4nRGKbnC44}GCV$acwBL(EXQ-0wY85!%;%LbaWN0GB*$>fiY zdX?%`&CO1i*U$Nz5Js#b*ZwaPuGHz+_H0LtdkQB*{xvD ztQ!w4p^08Sv+*!Z+tYDSoSC9?s9#eryuEw0Dl9ClJUbpkLLlHyp7WBn-q${$&bdPf z3sl_E!1cOXr-3x}$^r<_$#(c~*2kCmmkNI-b&F<}MsY^U}N(mGGERH z5I~W4oK*FUjx%P?zx~#QP^jd?rJ15%wNKN!UUzHONg5jVwcw;pKV)G%blxqRnn2r6ab0@0%&R3&P%OXzrGsR8Yy?2Q$&FBV&**i zOtQB&p$g#>d-WGeB^VYfpgqISZ>X7{-O`taMrjMy8jaE#eSQ6@y8O9_g)$-<)HTM@ z=MtSu@`F-6MRj#Q@rkx&o%-LgAbpq_giIv?vPnHbKvhGkVQ*TaF~^u?Kb1w4ez+^< z&Yjhy9ARgdA<5+sFK?g`DYm-tImHC^)OG~DvHr&1?7=(>wKDMO_e8C7qI*AOTXqwC ze^kV}Pae6p10R#+%KVjAuf)_=3vq~6VvtTjFoh2%Uc^O}z>o~5 z5uVe!?_(%v2jSZ(%numFNY(f1)`~Lyb=wZegW_7baTmx7tO?L{y@<;y($dn-oSSK! z?*0miK*`QUCmOUbq1s8>$Q>%;AhjZywg(I%webVJ+W~kL&e;2SfqBq9I04(6kDIA zClR~d`3Q}X)`iN4Ss!r&zz|z4xk%&Kk^K3&Y~~o?Wv;5dd-fnhignJ+q!H{5AU{uE z1;$Ev*T&h&&fu+SWFh_>m9dP5Jr^vIG@@^9a=CaMxO8=QKD`pUX6r^HJH)uH2&~c% zc6O7>g}f|a{4di#*C9Ht!)`5`I9_^`- z)zQ)EsfqI;1@K0O!x@|il_io%Y> zCGb)CM~~Y?`n>@HE(*to^O|+E~1-HN8Q(_mhvMQ? z0oxs03h_)SvW{B@l{<4`K|xf7DB>2GjZOobu@~$Y$hKsLY86r`V%p}kXV0Fsn(G1` zRmY*S1la6=h~dYhb8C3#*rP{3f&64gSg_8{RT|wTVttY%%+Gf@%FfwfZ>~MXeX3b1 z2K4Z-8_lFaZF~%tkhi{V$L@LBU!*j9?Ged+BpyvnP6j47*B8g$(OpU-|Cj`E&zGdS zB}))xY%OwUXh*S+;oG}gV*xgh|4$_(oc~zngBqjV5@pAps9^ioqBg}6UZV3UBgtosmhk6gon(?ATOCF)g|yLe$Q~QKY;v+}tMzuU)X2Nt9X{H%AxCag zb5~Yxq9QP9Oz)aMOEK$~EStd=%`0}VvJ7kE*(lBiY`vSTyPFzApSI7}PMPG-emyix zmI|nCO^18A2-U#67NHXNG6uKr_qdz-V zXj2_>WEtVw-9h~BrBos?2KM6yBdFaxv(j!XS+c}^t*b+fr9`rd0`QG0q#{z+Wn8TS zc@Oz8vnj*`c}M2t$?89x*9BI&ySwu_&fUO@FSq5il{!FT)EmvFB{W`I`3|$ysfMaz z*fiQi;UUpdZTQ+S9jgDqT-G3UerH06Q;48?Z z;_(UAF~DR*`VlPvGu?~CQ%CY9xHRmi(qIW~iTRmi(A1;VigMimqktT_BiJ=@xW`o6 zZQ2w7LVM(vGLZ~HlNOEs#`L-jvoDsP->f0X4;76s@^Nua=}vxwaBzqOO2(cEbHPYg z1ItQDNs(wpIF@~<1Fp5uzpd}LCVGc^xVFP2q8bVlY(Wkop|cPd%F+m#GBrM!1UO&_ z0R$V&ADK7;L|>h4bFSz1$i{S&q)mIJub^m!M(_dfAclwyL8A2?qa4)zMYoK`Nk*^a z$wBE?Ng1dlcOa5SgLTwVic=}g=zCFopCHEfrKMK-=_v3Bf9(<+9K5@bPT=Yj9Xc1Y zp?1o}H+MEkpEz;n3@{kdA>+G5&FuR?uOf|fE;^7UL5Y6>Q7&W>h$50_AhVNkFCSm^ zx9{H%0ySMhE%)yI`}d%uvu%jV|YL-C!^v8q*X)9-r7>~Cx86$ z$9*D0yaP?Uw#FRMmmVvKdt?S1X9pIDjqez^EBaDDeqKP{^^|wm1cNUgqB;>BJUq~t zUj9g_UH;oB2xSxtmr}0QSCXqDcwQDAF5#8d)6)yJ-hVoP2gzF>bJF;2d|Z&!VHdx= zdmvRSzo~dRO~{^)>tDYS`GYE&(@->SFDUIS|Ao^2?NByNhN`hK3CvHi7_jDjHK~{J zpmPbuJg|YSU}W5tow{_X-ByeC_nV}orTsLClY!=*5X3<8z}7o{T9R87gY^@hL#qRt zrm%+mUipM^qGgwS%e714mxj*tdU|fb-yY^&T5?=6>B5klA?^D0%v86)fT#Dq)GLn# zgZ$W6EPryY9L2h7Z`)BSWTpA93tK1nXs@@6)k%wLIv8mCvbQwI$a?ED z9s;lM^>V4uE$Vv?oTmeY-E!^3olD8S=V%YOF8CD&+DuPa^|U{Tij-Nh4rVkYBDlK3MWqRKVV`yc7i;> zf%~BPWr{wTf_0a5`JhIjr~#Ac`7FopLgXl#q0TPUSgyvuE8>X%)e1&?&^p%w*i7U4eNQbY#DMj#`^Z)MpxaPay zE>T(&6r?cNa{1lOMbAjv#=N{rn^s@V6=XdBv%kdVgsjKXr9&<$e93V)SD2BS3GZ?5 zwT|_QXFLxV?JEC%&wmV(o$wQs`KW=yutB1cDp7_wf!FS@{5sNIwUbxxK7w@uHbQUh zITPgz7oN)cBTL5ubq$S=tAZ360iFaS(-?tZU}#y&U-!PC;5e{XEpRr6-6(k;8e>UG z?p4H_@b3POFeD9SLeQwFcq79mrX)KY{)D=yCcV`mZgRM@w}8p98mcCrX`5u{3<4>s zWPE*n)zggwNm)=DD5AP~-$_KWbdz8xl3|F0>|9)@2{S&BJFW$`xFn%>9qt;kUQ{%^ zH>sRn^v(s=5rGyzKzf9}B`}z9_TaLQ9y>OQsuK*u5%+Mg%qX(dk*Ew>^K!ip zs67QA*MmHd+SY@aq!I#yQG6e?y?(tHe^w21N|aG!ny@y>4$wksD3l}f4Q1ED3s1gD{X}H^sbcG`F7`5g#*MIHPZBH-M zmOgXn&>;vHpAV6Nr-^rU(kcUn8hyXlt*gN>sb;IH#%>C!$AJ}*Vl^9FoSoTr?|y~9 zHw}`IaMUt0Ld5V43evhH1_oVKUjC8Ao%{E5+N{XtrSX(lY9~yORY8Ov_=-yU6qqRp z+8z*qHlm(Cl+BD!g&4@ldK^7A?2c3j0$-B>OA}F6a@$hu)Xj$gAMhAB=+;qKaZ5~mR~{oFWcKj zd=dmc><_wjbbg{hBE@dh!2bK&?L=rhd5#)|B`4c(`zO4YA7XK4p+OyolUbFV{DM2O7RnV)PfZz&_0{`9x)5$e>7k9H#r}D5cV)yq2lz%5 z>Q>L%^6Xd+k{|$24l}`b$tmwa3c8kW(lm zj9`%!ZpDW*mhajaqn4cWok4`z(b1y!W(NY5=iO%Gy6Tu@Pft%4%GxzCk>9^uT-}YQ z=)6c*d2<MEtBiYP)hRBr zjH8(s^W%Ro?!Dxv8ur>Y3N-o#t0mW$B&_gW4C^-E#(mOE1j##*dKF*im*D*myfjWP zhTEdGRU0M(Js{p5Z0XsrIs1l>`@XGz_5(-TGw?GH?vp4b$L zm~KPTKKa#Dh`itHuK4iq11OD?WtZZUQatPR3m)dY;#tfs2mYuN{Mh$1x$~1d|GV{Y z!k3?X)O3~qsaWm#5+V6T4`S1+R_%uT);{+0Isu>mvw<<=m|YfpDJ_qJjIH^f{Q?j` zu4MDR)C*Jsxzh3fyWz2oYk>T58`tjLda5+*_ENKwlgRSrCkh_^FUd{LC(E*szOt$m zx%JJDiOI~Ybdw0$v1)DGYHGTp`M;Pgn-=nS)7#e8zP0Cd7QC0Hu1+*;oTdNcK)mj* zQV15e#sBnFm#zD}lj{65bq(0nJv~@{f7uEsGvw|54H*0CeO6+!~X;={*mVYb)a%exTsGZyWG){ zjeqp7YeNr!q9k$Yws&mQX(P_n+<|Cjy#SXi%zV6De z(0q0twv2|cXX~zAROcK2{FW#4>AJ<+h>JWB2DuDKMy}w?6;#F{~)2pqwNm|Aod0 zkcOh7Iqz*DLsTPer<#3{CdLi-k$3ba(J223ElH|b+u^Tlyu6Box#K}Oxw$o{^WVOG z+wG;QWwvIBjHA;%+T#_?R{(+F1$YRx>**?{8}cy0*_7RT@Icwr^ci7o(v6$jKYa>C z{Up+8InbmAg1t;Y%xLEumY+?x5S);r9UJ z@59Un77y9OO5X#T8;U-mq;p^_RH^82rl2z`tr-~b=FOY`c#nOPs1U7YCd_IQ&Z)Xr zhaOu+9BW`C$^<1_g-E||UZ>`!$e zJ{}-uP5~)eiI>rqf=j4^7a;`;-5wem5TFWn34yjTicv)c1qG7iZZ6S+FY-zs{;NcNQB!MHhSMF0H+(Ag?(1>S4%0VEQvtH}F zmaSa>h?&@k=mko2wID$gMllz(<-(_FqGMw(NtTzEdNC8u44Vn`)YWN?X;`DmTluKX79_C3$=|-cGhMRyi)kpoSeboNC)k zVy$4%E-NULH*|`Plvy)x0ru4|A~6@yI;H6 zthz5?bv$FYU#PojRL(@Wg}|Df`cbi7HA$=godNl%k^zQ7WDrBKlVxkhs%`QS%k1Vx zJ15a;v1R*qQaeK1)cLxFny$=?N<1%I7<%VQyFVoC5j#VLw*6?$o+vpO+Y$SW6R8xC zyqDPqyG_Ku4u9o!Js)ahk3PD(OX|*p2VUF~*U4>ZOvBjm;_!HCGSa(*f?9>I!(^v~ zLk>lm`UkO3arxV~ZfP)Hzjlp?aDEU;5VwqfOiDC{9j3F^g&C!Jr1W-~T^`gveRyl! z!(l<}g+3v$xF8<7xxvLkU55-6Zj55FFx8TTh~@`xW(0fU^qlHTE{8m7V0@E2A3H5K zcZ?iUa-5U1a(8xy1bQ`~a(R*njGWR%OeEl1fu0HX>#xa3{w8E?Oy%(kC>ycxGq4{% z+#n3wj2_Arfdv&KEX-#)#zgQvy{9w)!EJE(V$jj3E>50OiT zLOBEL2O-{}!<;~cg`W^DR>#_we9(zKTqgK4vEaJ`lvE*3X zLV!ioF-nS{3jnN)v%2?*VH}94PHf@)ptp$ytR7+szG5F?lWD`%fK6b(cK!MTeB7u- zF-7@WwjEnHvr}P%lCtulka>7(d+L)rg*%Ce0WH(~q7?PPViRSwZU;Sia<;uZu48y; zs1mup>Fg%*%rfN#$EQBuqb~GAA=>7JEM)v)#MNk@0jm-XD#AFCG=51&eC_ZWpYD7q ztW>Dj1o)Kz<*FBSk@HvB4v6C0)0m#L#%p1f#j@KjpY^>Q^Z|t`QG_{=36a_#GZW7p zu%624(+`6jru04HNNFY?1H5)`TgQV|bJ>z@Mp7q4?0fEyC zJU#KtqF~NQ5jOk$8{B2FFJDSRK`?~*7d;eK`pJKXfvLpUe#kjQX63s+*0-m#{K>&% zM9w{Dk{f}?=lJCpNgzbi$(Z!eW3C1;7(t_V-o~vJkEeny@l4qy@M2F(ZZ^E_N!Xj+ zZ?|g`hY(SLlqROAQ^2m`mA^7KX9N-^j9~2MK{|AH{i$_?mFNOY@@6IglXy4qZV_bL z67L+mH>B+YeK@l2E!Vzm7#(On$DKRk4uz1-l?n`pDe0?Q6C9s8vH|%bPcVRAG*(Fo|<@b{6gg>?O=4*KqCv z4E7?5!pg5W}mW$#P@V}}>kf?EBE8D8ik@Z@6kc_f#DW%cs+kAuws z02l=qtndpY6-t`BqPd#xFgl?{ql+3oc#cTBRHvJ?nAYk>ONxV)qoA=4xcKwu&&(ao zbX=fB(YN7=6}#6>^y%ebdzIE3!w=Gon`7aAJr3AQh+b+)!qTlK&ON|@F39I+PM*9^ z>~}C#P%2?xV}qj#?Gg%*x#~KD9TVZ`)P!|_Uq6AmxH_Eu-+28SAO`tM`gvG6IZr{f zS3t)gWc$OMnpsN3irrZPyA{MWQgU>lBEn)<#-g_@qeW8}vG+svCyuz?yLUr>?aH7rQhH2_9)K{ zD{d-0YwU+IvB*Kyci>OjE`09iEcLTmfVQ5G{v@9w9z8PHDIxCi2%*8r9qi&x-gk@4 zf#;*wpX9;vtPe|ecYlGFv=Xj0xRfLd@g^7k;A~6}78O3OjW47(Hz$0~n}zziZDW+2 ztY-Gtzlbsa1+DQXT@b8B4QMveDyRGoe)(%X-+0b$#*8Fcvma>m<)%ML4E^D+Io}Nv zAB&2WCam&4wjf{F2-&L}GzyrA@++@h&4V1e@lU$z&-?uV?EgkFyo6$`WC!MJqw6tu z;=IAu^57ubVl9}T=xT79XcL8x<^bidn$du2f*+sR=LPM>Ne1>;q8&LnEMtKsc^%3D zQcS#@&B=|Rco23%T5^><%RiBNLaP?&m5gJ?i76JBTdrBAw7(L|{&aT{%|8m_(lnE5 zxn>Z%<)`xith?qeQHSh5aDac`yxVq}6lXLq8Df<^7_ayJ%Q%0R`p@Isq|x2>D(AZ_ zx0k4p)>_pcHpp{{EgR;JW$(4Ev?F~4}=Wu+Pd%qaq-GN z#GfVWzWgcf?OmicU3RmubUbkV?Sz1T=IBfFA9dPBS12QY8K6Ja#Dx$1pL&@8`aI8c z{^fa^GXL&*gm>9~nVWMj)gu$LK!!Pq2WTG)G_{h*1n)XmvCy?|AyAw4LIbUdQ9MqX zOkpx;&SfW$<+K)CN{}?M!t&gGqp!nCZ&(6;e?q$xO9kmN1?qvNrW(}49t!HXGr{8a zTNoJ=0U_AL#kIzpEZk6&kS@ne`vpC)Vk3RF?##jzDuTvRd!=&K}J6~BHZGqkGg>sI7ZJ*CzClydFPyICV zxiT`>7AB@7ly;=;gWySI?)Luv1k&5p31A29>4>}MqepE&mkoDzmW%kH!$J4bB_TpT zc~(TT=VHdO|E=sf))<9P|{&3d^R5+v!p7ck82_o#%yN3*MC{oza)=Mik z@`$KaFfPiv6E+E|Q8(68EhtosSIFfcTj`7M?n4uED>S5Tjtu$bmV#8Ct$@L%YvTJC z(w}Norx`^QS9DgnhXda!qst`=DkkZ^LFXFrg<6WYR#hnyagKB-LndPd=p?Kb@@t7Y z3wivAPu*;z160p})4)E`Gw^&E&UOClV^>Rq#HIs`2>L|dUtSIsSN~PHHvAi*;Qw2> zUZk{1z6rUHtg>s~algu@T#M24qnH|MFf8%h^V0B;u4t4}y{G6&M`!ex1P$JN_;kUL|grOjevo}%4?GE?qt<3u4tgys@o-ceN4ei{r-4;GT#zUPho2qWIi`cUl1G!suN&IY(r9wfF; zb(PJc_Ci5(=2rBGq@?f>NQMRN!%RAQfz8OLzAOqh8yOiDdTTGgV-XvAzn75vBqCz# z#ld6hK6KhXABg`H`xd<)+}Fe;gTh9Fs@vP2YtKbN(reqvr@tC4y~9$w?pEq@1C<6y;az7jxz+*JB2?2TX1h zY%FZmhP%n`Fy*I`?q1FYmg^ z;Sm_=4zx`m924QT5>Yg%(Kx%b{njVrg`^m(O z13(~T?md<-UoMm+k_7)J98|plKAxVJRMdFZ)GZK#lm@uNf*t475UYFO0Gu05a@2=W znlwq^S0>iBro2lJv$OoW!$v+F1ichUANO#CPY(1f;xd_B*?orw+O$@HvgrQUZ+$B8 zFnYGs{wj+;3&&s|E?Bm7=?E+vzGpX-yyNeRwuFBf*z^)zAe#JHTwxF)+?vy+qTq{h0~>>_t>dc_mYAX0W;wjs|xoA~d3`)xT=*{|-Tb)FSxHh_aq zNX+=WHaXULO~ySc(fXtv{kO`bg#}eVY3wImNC;@*xYHFB%X&Vm1ivhx>nF@8kn(58 z{NYsX4p0FlAch=l;Nf^!GK!ATEt_qQhX7JsWIZ9G_x;AGjxUz}%H zG{|im2lGQZq5BTWzgpZ?W|MUhVdg({*YGG=sLva^yZ=eg1Vl}5E&Ctz%x4+d16i^V zb@Y60t|e>#9%2m|rc`g-$U$f&wUg7@6w7V}(ymcPj$TkftBw_Xsy*loDeJcQTJlM- zB91t#&fZxls`!kX8g~i~7-13LLsccoG6qwQh-2#w>-fT&SIuOW z&)!)mwV?6Kz_7ZFn9Lw?wHFcO!D_nY20o7|^=0lxE1?qp!Ee;SXVj9TmV13%AnYhr zHs97h$i)78@QD>PAqs0&KYGYu;R{H@>H2y%g}76Rcaoxj@Dy;o_KelyT4p8?|ZuFPg8OTmnBh1Y+&hignaJIq+!i;W%3-8g_bWbX{10RE0fG zwPnJc#XUHf^muZ@hAB@tn3~eJuh#wm<%?=JcNm!VRnA4-eji0vRuT0& zIj+UYi3YZlDqYE%MX>B4`u)vj^<2ADXia;8Mo5E@pQ!B%FgPQhT$%hd8JiY;WiOe@ zW)h$Ib_|_DQfPXRN2aNU6`ddzY@;fG!cwkH#*3Marx3?oR3qx56VX3d$n2;>OL_8l40r6@Dx5D3h~ZbFD&pu)o4Lkd3!xKMH@&fx zYejU*M8Fc7^J3@Hj1-Z$%Z2kHCX{7ohxPmtqWv4;Jn<@MY*ZyZmx!??TrnpX(T&-c zmRfjaR?|wZXtP*JJG8 zB1I#rlyW6h|9iHOjCkD%ENh6`<*`p)W|Gj@$cU1)bs9a#t*xdTrlh_?O!+`)B+Tat z_ZGWePW;2h4wCr@Y}~#Yn)MS?D>)$cvpW?%ClBgq8qm674$N*bXomOa&MpetGTetBkYu8;yq58I-Qiw^9-f#cc~ zsWQ|}Pj)?2@;>*jBgoKpg->sHrks1bX*;I~3yX7yx@qR+@n!y;$4Dcsq@<+tjmRZ5 zFKxpkgpX?nA3VnX%Enx3E?>;C-bF|0qhW~U)s=(qq`ts0NSX;#(4hm4@0IW@x+N>H z%%ef-ZnrA~Lrc!8vhgN7QQIDK9EpH##`3;HzdQ`lRyun0C~190r;1NEs!vh@4hf@7 zA&rlLZWcH~fq32Fo3^bkJplffI4eL8gB!eJz?mUbaamq{WQXTA`;`$=!AJDfV#@!t zJO5FA*mNbv?K4U+;@F2_p74O-IWKdum~qO(mdRb1kfVY@t2b^;Y?G1Q&%;wO61bU* z>n|7lfa|Mt^HR-DPRT!2a32C62o(0ZI?KwCbgd`lj`>wqRtDHuQ6Z8>!0N8;zUZjd zghjpz?arirAr&e>sBj$ zR!06uC7vKZ{pqzU(sJf{RK)RJHBR(ik>v*vMc^4!fs2E*5I`U#t=3#d>t9#kU6j&| zHDL;jApr?q4XLD+P0=~i>!*E-lKAYuUM1ZKU>9&COxvNr*^?bAEwj${Cp%RA#CdH7 znvTxCLVt3^hUq7<51byF{|}q;-qn1)(w)s_1q{$4nMi{-n&+&b?LZ2))~~~z(Fh~r zir(pJhPY*dtVY3v6eYR}I*|>KiFY2n@SF5~x={3~2seV^_zx;W1w_*3RP|`dtsgEk zkMVk`=}(``LwM{3U`F*GxVH47grcqTua1vD7AWcIcJmU8$LuF4j9kO@1xjWsh4$|+xO3+Y56E?`r=6ECUq;J+H4n9~4|2834#CzN7PdZX?`2eoVw7=1p ziw@sMv%_P5f5YEgUFk{Rg@pr{<4<3{TqG`_4ppI(iY@lx{Y_4U$NP!GuI zaPsr#B@{EgY#a}+A3Nx!sXtu;6lSt~#fm@++rEonXFTtroWQA56bMNcr-#3NlZP7z z!+7qgE{ucloWx)|a8=de=rM?p)RsiZO>nGyH&0;ry6}|vLjl{YCmn=DLQtLv@0lW1l>vKA#@HFk3iZ&h>!cV_!@Yet(!J|dT|V*UKCmiqtRc} z-<+*Fk3L5P4sJ|xQB_s4M%|JD5W!}EIzDo3ZSuw9JXPF4qb{nxR-!p){K%F z+l*_?28YCW1KW{v>@eBbBl} zAD@R2krs^1b2pT+wcmjFdeO621stzo?0N9g`=2@|kPc!1yV2Mqjr!t&an5&XUK!^? za+C(dqKL>ya!v|Cc4$wD=F-f1qPg=x&kcK*+4VytJd;VC!!aK?W9Cht`FS&ze(t`D zrfC54(V$$)3K&GJmEh`WL5CFJW6hhQ^IMl=lF_9G4=g)a9^FM#@jd$iS?=6$z%?xn z)kGy!&v%W;DOIE?7Ua-p+5SDMwc=lpYLIhe-O&*lgPOzupuPvD*I`@4Uvh+4@u71# zO=6B?NqX!Zam6i|(BoKS0H~=rm=Q6(T$mH*@42^kbdV*I931n8{b@cLB%>>au~`_m z56!pUzzbKwz?%S@lC1m30;lYZup2nMDh?hEV(+q0hYbpAtYb*^k6Y*#3Wa}&gh&`7 zMs2k_L9f(8XVtVmn<3J{~Q*ZkE@@#l;h7 zF#d9N7z>OZH+~20$>?hRi?)>$;VK1b%i2+P?!xZl>J3GyOH%QAt!i?ITy@v@n4M-W>-(RHC(8q~jt z@aEF&$tiq`O0DCQ+1Ky~Xq#h&3lNFKT&)b`9hF(Nvm?=!w55?lj3Ankpp5tS0x@^4 zZo}5F6#IQd1v~Cm3okV%&Rar7qJ(3#o*U=ST3_}jMsO&=sGmLEJv^*%Knme*xW)xu zzKvVVBPsTg%-E`09nIQUOAZnJy!+*XsFEFOVsgSFYL!YzspO!h%k*OhmHkV3*1ztf znulnjdoou3_YT#6Qb3f<7eO?ZP<;gIJoNr7K_5MV$O8VQ!sy^SM?^%VbY=>I8aYM- zeFi$__-u#}p;OpzF4#G>zJLEtmO2;}XqVa)_o%2S=%O7R9lGXTe|~rg)||7eD+d%; z_zr*`#Uilhy8(WjPn(tF1TcUroZiPm#uAJGc5znm5UQ>)*ml^#U1FtVjWrk&6u-H4 zJ={gNB_fv5$QOo3Mv^l*h%Hb#+uA51A|kT{_9mQaFiKc@a$W^#VMoX!NqqyO=vkx~ z0*^quf<)_%Lj6?@yp0nuPpa>Q9b+W{8(uFzzr9CJMxZF5a~*1T+}nHGi(iL*D>Nq? z9>s5JiQ@ zviU1ph0N&*xCw>Ndk0ZqxmpDYo7Wp-oE?r`U6o8#aPC#X}>)MSJL2MV!4O%#_ zU8*(a6$wj;>kY6IXhJIAt^8kVquVQ&;UBDd2;Zg zCH^G)dMa876t3dPKfUc#xj<66;2&n`|If{adf>k~E7)m%*?O_oti%$PC{iI&q)z{u Jc=Y_O{|5z7bEE(O literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/bias_Davis_annihilation_creation_from_parent_rule_ke.png b/automata/plots_of_ke_bias_gini/bias_Davis_annihilation_creation_from_parent_rule_ke.png new file mode 100644 index 0000000000000000000000000000000000000000..17bf074aa5cd22ae113a2cf5b585759e93bf35b2 GIT binary patch literal 24281 zcmbun30#ir+BTkfNwn4?gp7q|q%@b=(YAxV>F&2wlj6;e?eG-?jb zqvlEVKdvX%Uhm#(?f?6IU%$0?spom_`@V+rJkH}d&g-tM%*oZXn`mihXjW5B9h0M> zS<*#AvuN~}<@im)-W8nqCSZR2thv0Awz<_sQ!N_li{{2xjm)p=UfOP{Woo8tWXQuM zz_pKK`xSF@V>3Z+Zi7Exz-45r!+mh+sZ@N(O5;=K%xGxnFOvT)iV};|rJ+$jK{<9< z;hKMcla=i{i@Cy~iHHrS7Ki~>6UqpU* zMzdIue5YA2F1~_%f3^4*j1#`j{``EmS^>#nBmOv!E@rzCmiYlZ|{6gAy(cXxN0ZLauqLdzt} zJGIxqk0G)-WFTm-KyAa^(z7cUF|{iVIBfM^^YrOcz1oBT`|m?1lZxd}oN(T1`|WUm zpoPR>_C#RL|QD^e{UR($n>#f!Q;Im)Qtm8gwkVAI=Z??p~_(e$)h{EK8YFD^AU+_b}NuZB!zS%6Ta&0x0jz`y`` z52bn$i<6_PsZnFP$@G_d+z0h*I96{HRox@wFYC>vmV9mK(n&v2yXmg)QzKlfcg;); z);>LYXB4m0D-S+w{e7rVF^HHO@kXjlb6nid7+qHJdayr?w zXMJ+M4@)-T`P`YUtgJG!va*sBz7{@|biaA?ro`1J(b3Vv6BFDi<9h>p4QAHs1SMBw zwu=;;yub0OC%bY_v(2F5#6VMu&4l69^t4xzj^9vHXtG+dV1}NJ>R?0D{jZ(Y4cfKm zvyWd45AwTyEDO|JOm~IGC`7vtqC3CXemanSYNSkT z%scn{@rxHP4v&v3IW1p3TBj2vkdoos@1c)J(yNJkVry%wkY#CLhl##jqvWAt+LC3| zB8s(m`taeyv~+X|^K-LWX$|+XUrKsEv6@+LA-0J}`@Xt$Hw#7X^5w9vFZvrTkH>2^ zWm@Ppzs#siWpgR+f2>?z>ynf^H<3GE{q><(!mC%}w{P9L()RAr0lK3nUAKI+n`nx3 zbfmd`=T2{cRWqwx)9sAjgsg+6ZKs$7&EIv)y$=~J#Cp_9s!P@`@wF|Uo&5Tc{6n*F z4Q1JUU%HoFHot{LeuMYD`f<|uTPP*x3_l>iwv??8R;ymb=z@t9Rox7<2|SKFeCNZHdZ+r;-(^FRq~mi zoi`u6_-3idM57s*sW)%lFjIuA1{D1G49GKl&bw1wSt*YTKEHJ75{7+Kq{f9X|9uvf z(uZ{4+*)~n?yE~fXnKDl^Zxy3;#E@I5jn}#e*ZlL?>R%pSwh0ac?}a=cTehLkC9cE zBV_^F6UzkB(ur z%*J@_X>Z9n-t=(mwbn(mWc_$+*hfz^+nj#=`n7wQo15Ft+Mx!c+~}is*3hn8`O#;; zrpJ>f(H}!k3XR7XXEchQ`;rCjSe3ugqsRm4yCmwD!ICWs_^|nVl?V8)`C;A&|qt1k$cslrAvD|Xgz6*|LuxNI% zvcB)m&bFE0TfAfmQ^Sy6ntYmJ6P=it*jL<@xzx<;M9XS=diq_157R?x+_TgjriwNE z>zf?rXHR&tDZ2bCS{9r{|i^etv%Y4I9&Kc~$Fml(P~wVxlb8TWD~} zG~BG|R%y236w_EGw3}8%+hig?cFIws_(-GE8I{J9S;y#Wxi18#YP` zF-(-K{j8UI4y*COdQKI7b+K=+mJ}?Z7rv05m9<%HZZh=ZM(5`iy-G*jhe{5$tWz0m zuNhRCIXE%flx1b*D|+qQ1^lHqF;_5xVIe^ESgR$paHr*H&x*?WXxLBXyIodDRBv*- zEIifr_yoQl)vQbpG`=fTl&xDCpxr^t@ZWv3{OwzAM5&fG)1r4R4P#=C1$JL z=$ZKQX)>&=tTKbwr@JHXjWOmMI0zvAwam|@A#?7|+vnlo(Y8_0vM;Kw?Q&siCbAYj zslC`c_T&Tbr2Z$|R&dWahGSFjK8$Zo2L9X~BY~rl#t+b3BaBPZup& z&L6R2*|KQErp#&Fj#UY-a+K`rZry?7{SWVKvp-w-a9eFpbu3e5M_EuJrc31ew>{)9$9FF%4H!i<=`9*VWcXK7amP zCedu0;8Y&H7=MIX@AGpN^U7+glI*wbl^QrIQsytPOG88B!4`pvZp&lAaodAK8}&bi z+^$bEN*wQR=zU(ewQ{1xAu%dy?`p;aZ%rOvI9wVemWVAFZ9UdQaDuV%Gem0hjt`7T zN<#J0z6U8nmVL4S3?!C4VC3nDamv5DcF*Os21PuN?MM#>6r;c-VER_q`ts$=&qa|a zxI5q8T}!~M=v3QUq<{X^vojOk=0mSFm6HNow}~YnU&YD<2u^jh2PpZgn5u2M%pwqY z)_!`lJ60vo!+}5zHmNhc{3c&+ksI_g%w%mjKwBS_aH82F%XgM{kdK~@&g0?3hhJZO zkc%Te7Pv`Z1!%7~;7=gdM)=RfOF&%$e#aw%4Y7m)bjEZWH^{-;=Y#mxi8(KlU#Lgwy2e>3i$VCa{kTY2KilP4|@ zAJ!rhTYR51A-_STU_sk;=FAzS7t`mp?JB)l3e7=5Df+cuhyazdjrsle^t&hARTAI$ zjLnE&G!1HSStdFY zCp!P#Y&Dah!pDyvfyX>bwB-@IJp%&zuS}F5rH=*>RY^B~`sK@)(VFu{-GdJES?f8@ zx(#v|>Fyn5!bq`>btz&%Q`HEioT}-vNVHFXU%PfJ zX#V@jwY#O#zjS)N%~5Zhjo@$irjlw!8LLj&x`E|s@_5#pHW7Q55uO6t2Fc7!1Fsp! zGCXci!Db_cD_5d0E!t!>$;VYxRAAAIb3U_%fcKGHR1hQLhX*6}+z@ z%}Dv$wee*+DIb0+>*%;E*@2p|U?3=;nP$y=S zAuP;G*?%@FSmVBn%1I?9FIzjiv6;c#PCw=HIfdUp)N9=9xyPO3#vCd6{a)oZda>`% zv`hV?8Q7Jsph6*N%R8+zvnFU|e)Nd7Le&_1k$fnN*?7L2+pnkv_yfBfcn7(A%6xjS z+g!hXJ^J{)^$4Ot=3gHiiouFN$cT#!57)(0NJvR>R4mzXFVkMR7yI5yF!m(?zLt)T zkVy4+m4_wnbGZ_1b^TvrT2|1$u$!^u)vY+@KKgd;=_^2xs4gB>Wm@QubypTf8(3PV zHapDQ*^PcYDIpI@J6w>kGNvP03dZV*47Jv zr!7Ob#u~f5<*UZBR4OB+&8$VViq=s~r}OGlw)(NmI(RC)Xb4YsKwLj^OZAM+cWq)1LNeYFctg7*f z&j0Yqj0u!tdZ=35O$Qu&d30P!l*t}0V)ve1)`r5kdV_}TQ&eilj~{0h6;&_x=2ixh z+F}6GAy%(ChD0m9#`NcG3Q@sG!TJEr%CjP+MlXk)y*STDV8)JOM|s`3bBAE;aIC$G zFp6@@2lno!tTc7|DJ_D{tOqhWku|VW&5<@rlx?Gm{fu&=6=Rj6wTitq@f!z+goK#) zRI!q}0C!LuEgzYnD};q5PUUqg#`AC^+&a}o5gkOd%uP=M=wlipn z6?x7uB_?K%`&v&7aGpMW+5-9XoyC0=Ad+4jXHe)I1Ps#B*48WXUo=)qEEuV30fxFf8bhvTB9LFVEurAXk`+~`fpu`RAAyvjP;qy}^cY~UNiFkWomB+Rj!@BN4 z9ar`4(JsYoYYU8vOqSK4<@e9w{3+{BQaBR#&YVf;DDl(B#wGzR`SSbU5&wE$-B|fx@6pN7KsUm(z)1icYV&lZ{uv~kQXZ5p-N3-YWW_nt3 zb1Rp83Hvg3$HVN&4C-&fz}?wu-Q|+vQB`*9OU?Cc)}CnwOR05l@7oPIZ#FCk*~JTn zqa;w|JWwyG$3g6L+P2(La|6i8sOeXfl{IT0N8z5**wobC+1a_yvH_6xq1asdDV?(L zFa7k&Ut<$=je^_J_WQ|Jw zpk@Ib*?c_>X^CWzv3q;p++G!$39RmL@LkbL@hXHY1D(Oe z&CLy7vazqi@zVREqRcOO?j+REGO(pb?Ob=uesNqc$g!%VGSOHFlO&h8v}1iJ+x{+0&v#(k?9#Ih z#oW1ZU>EB84mifX5dnvM_ALmUWMKZ{RD>ii++%x)i|nt{D`{j^{^XeH?@|fse_)+u zZ-T|-#7d}+RrXT@m!DorcnuTSZg=LZ|9~QVImK%+6LPs0krvR%;b6 zr3pUx4Nv3P+l+wzdDI#-0QTCsoNh#;+%GS7OZfz2S4ZROEa$#hbas6VC8RD1IlHBO zRmV)feErIMefTocKs08^d-ZoxT%wM93cgAD$${g!v*Uiv*S@Z160=tY&0v*WTw1Dx zvUCi^Wly-bx*W;}(eK}mVijB|_TtR!j_{MPctS(tu^z;IYvu$Hs8Dt@cnU-yFC#(K zM4O2LQYHYlMzaG!CRx}bXb?6>{<_h+_yolgd7OK?7DJ1QloTfrPT z!E4m4>Ry%W;82)~72(YM-Y`ucnHnG~^NXNTg6cWI!k3q_P>Pk4MZpORG_q#=U>MC-!uZs7jLd1I_Emt0btA2n(&H z7hv0uOEo&^fx&=4Zo--nB*hYGi`v^Uc3Gi>CiR0JP( z+R{Msy?Yn{E?Jwtf)+iBwQjZCx!-qE2$x+s`o|x?08EtZ7fb6mNNd`C=uoGICidHo ztfqu{(9u7J!aIElP0>rE+*u`d<%FuuMlYY%s@q7ruiLyicEvVZSyF;I(=mpizUaj* z)S?(c7}aaf63)@DO>mVAGQ%d7Msy)CG#+*5y4Z-{cAeO}W5?mmhYZbW-N1a9`ByuP zlpON(@reSzNwI1)xx=j6`s#)rQjPQK%@N@7xix}0TtZJi#GRjW^<6=?F_@qZ6jG6( zG~%8;+h>6=jBOxiZk{Y@$iQ#e=fg~3!BmH0yow_BuZ5o9OySL!{bBxN`k$U%jOJKN z<5=;Q(VRy7$pj|h9Z+$Z$b^68Xf9YA@L(n#lcuObn7%SHG74TF4(q9k4h;?tz9iNy z^e=W|IH1YXlq;nyJ_{vOf7z-_e=M8P^nE%=SQQF^#M*BB|qnLF_XyIPa{u z%?IS0=urXWYx#>gs1xAPn74JymN?WoB*eXc|2{v4FbNVA%0~b`)BH?;IzJ<8lOC>9 zV3W2uEPY1=ssKy_NT1(L=V|21vzs??sTxl&xto}1^t7K#O-YwJG{+zq2LBRhH-2um z-^ihoY>~v=ITavF!fZiB2?2>AuV1`5)eN;A13w6%>{s31qWj9KO}SahvN>ku3SF7x zAt%T;ys4*vyZy@(C7yV&33OK!;BxOlJ8WLpsSMgxSs*!-Q523LcSQj~XLbhK5ca?8 z!xNtTggwm6#}+MGR1b{E(A$iymD7E_Hvwu6b9-#NUfDCr+eUXP+-KB!5qgp;N3m9V z00xYwxyBKy30X8Xx9^3?*Ar7yQ{5eYMqDZX8sJ1pZ>}PIO;imL_MFd8IzY(EQfdU^ z*gkV$xK5!wVXY#MBV}?LuHY$1d>_o2;nKL~!4>#^pd$PpL0yxR*9u<(@7jUvBa#)s zIWq;p%ZoW)Evx1u7jSrx?J(uJeld|vSsl8(T_$+-k5_{pNB%pFzum3m!^~ttSE*bw z4SFg3?b~CVXP>>=&k3yqB?Mu0w@kQu7aUkbvsYR;pTsD#xvm%}auJCIFBb`7cckQjOZ63I62zjo6G41QIN zB0B-G2%ZED@>&h3qMlG6gSRgOUHZ;#hij@)_Lx_u)nLLJCc!9_rdSzw$V>JF*;bge zWP7ZQIG>^yJ~umqIHX3qW=#!&*l}?j&{%4^MqV@ zd;P~Bf9w+$5qSU-?LDEx?-P#M(q_DGe|@Tf{^a!ZCinX}b~BrtFKz^~;+virG+Mf1 z#b)gNeHf=JeRWBNK%LH^4=!#jSfKgw{|RS1F(LQ&1YUdd%gUAe!3sS%pTF-LBPSFg(0cN}!tMog$PYRet(C%=!B1=N^~c70S(USYn={6$o7GM?VUIm5!YLf(Y$d>zE^qD-i zk?JDYe%I!Q(O~KSfze>A_6C~TqSDeDNDPYLhU%{JB^49D!iC@S_L-0Oor8-1uH=DP z8p<$k9oMZQF`$qA)QGi%<{rOk+aDNCZA->q7iBj_pM4$@=I^v``}S9Ddib-WDYMXd zK~rX(m(~{V+mdQfJH)7GXYShd%693f>F$Xa<4{tmx7sQZ9W57nLf~s>DP?Z1qh@42 zeXLqA{Uf;u4bA_~6+wOJ`d77amfEW}VCq4raYK+6gKnUw`A@ zmAyMSkWOyixnOr0M51uZ^{He*Mteho%Z1{z7iLh{3jvcq_lIzcu z$t&=PHj+HrK5EN2?xQjxzj{VfN;RQ4vTtj2kSkA=yWcTNiymxR`@yGs0YEE%5d<1+bsYm4d*Ud0!6 zrp{FgNwGJU{q}$1h#?D=e6`=q%Bl)4&Ntakzp%{HZ$5ko%&M)tXw}!>t*Ed0ckj(B z203{ahk5@Uyw!br7Y?KHBQHz1l;)?lh~qxbf4XqI9ibA$Tp#I(!J3A|OGxAXrmWg% zX(_4uBqw}B6)BV=U_1FN)3Topa}H{dT0>}SN67mjhxC%t2T_7R6-FLykMSPr6sbBo zsxJm?3jOrytih*ehY@Otvj(MPaFsB<{YDT;gzMOdaM0%C4bcc%ADf7X8kC<}WL{oW z#1A&{7JckMbngMEAxtumr7o-)RAI}!Th2S4ojhHz`8T)p-=Cp~jjV+cNETdm>eads z$i;#YGgDKn!on|KX}!(QC%9ZC$Ck+IM7DXbO-voI^abGmE)=$eF(s6u(BR8mlo*ZN zoSOLakt8oO30ZPvGb|-n@(?Ty_Pz;@okB88Km;Jfd5GSmW;l51?JsrQ*Kcat+P>Vx zcQp#wurL`92&L;dBz*H^T~L&j2O!c!O-@c$s4$SvW63X(&KxQAfBj&u^LKtH^*1k) zl6cL#WSi_~`pJiGsoVw)4(6kyzy0Bq{HkeuUgOH#*7l0|F#*$wRYvomEH!A z-Q7cgWQuER4{3;?q>zx5G&ii@jj4N8CrxQB%5InJj_0g1V|xR@rN zdw%J5r72+nySloLh!uiKz@KEOH@P+}LSn}bfun&&wu_m$Ot^nTvLjq7RHe;|ac4i8 zlwG@UAs8T=q_~nNJSWvM&Ch^FO$M=^{q4;vy@u3yWHn|=Px(_Pz^SUp)7yx?hEcYL z!GK}&W_BYZBT5A+Ilz7Dfef22)|d++<|WkEH6ZYf>N7(x02UJi0ZL6=uC5((@QTgd z{X+uH`V->Zi%^z(Go$|Imqx{02BKLE5`pg2aJ%*V?1U#OUL>Db(CFlnOa_3tDR6;_ zjC|n1n0V#p=1!0I#{zW;)E_%>q6eBq?JDkI{_}D6 z(IJN1`zpTmM?U?JoBz8E9!X8Y_{6Jn4>oNmydk{6Q?=6C+gH4H`tQNKG|1ccP#I%s z(4nkNXMaWR#l1SRU)GTno3|xd>2Cu1kBt8xS?}9AYQ`}3Y`u`g?s$74F<~fX!`JTl z@Lz|*UyM8dZ5v%@nV;Hfjz1Ql*DHn>N#VTuWKfNlFZe?LH{d1k%R)Z-(y3#)?AgAb zX)QO`!&mRWCe_bxmPPB=`s3SQSH%$}uhBeuGN$|siSDl!RO^*K{3ap3hl~BC?28=f0FTuXE?ce_~x&&%db&9?+N;OuzoI88e{QwV7Kz*Eg zwn|!)r60hvVx$aHiO>GfWMz7?Y+4sD9sT_od|3Gf1$qdeq((h(;6T;WqbtJIhnenh zzx;MHXJ$aC#P1OC`g{cP9DB8dp1(r}x+LlYiPNWR!PxMcbx7e;kCMtdS-`l}5t%l| zvcFyzW}Hoe=23wt;5gMXtHOI%k*n^#F3g;;l;hlsx7}m+8F|*hp@;|^g|LYbTO&3< zb(%yqt0oI?=5E*vmEj2`enjAH3DnWZquyTJ8VN{HL`FntttBk$e$9e+Fi|4kJVF#E zweTr-;u%2c)lH}nt%yjw70)m7FO%3Ga93K`WGn3Xvp9bvCa9Qn^XUr2Kmu^btOZ zwxDSZ@w%e2(gF^P$Z@b^wDj~=$?s9`!>c`FO{bT&iwcZTIP<8^2xvcYnEab5e{w{N>39I#qGAPa&C5c5$S`KFciF2i9%e zc*RnH{DBq@^`dkjI-o&CR424+#-ULi{iPd!b0pbEw%{*GkoBl#R#Trlc_S9h8jrQ2 zqKCD;$v;~Uq`&=Fs7J9y-M z1$cDceK`29U;bTM`H!5t5KL*-w_dcQE<{&PA!PI>-Z;HZjkUG=M*KNHlGClzi`9E|03xD7ugF{oaOhcpl z)eVw47xI$vvO|ZWwWX6{9dDyFq`u~7t*LzKw70r7tIny@)SUNoRCXP;p6U1Bu`7?P z`u|97|No5#j(6$^45ks!XzgY1|77ylnyzCv@0APxBmMkHCkbwWT+%*nJaav2U%9i7iJufzUC3&GO+NnwQp7XXbRiH|fP5d37K5Y$vRLcLadKyl z!!fE3CH0`+J@I8^4Sr_s`^f3FY$Qm@YEMm`^5Y{2Xs`F8S?Jyt_qo+F72t1lt%Y@0 z1%MbNweAru@=-+`R#ws1&B*Y27CSbhq@%zKEDw@1pyRr=bqpXMA@QZ6=*X*O)$yXh zfB;Skseiz?F>Kj#)s%WqMK4FqyPfDw3xXWfVHHJ%Et5glm9b_E{{_pH)GOV)PX{^J zf9SQ-%C2{jsw>PXvtSjIna zQ9nvn#DuSo&t6Wd^LK_S zA&??q(c`hzrf)xj++Hw+BC$lA{Iz{}H$?$WjTE$Gg?4GpUIuE?jlR=;)|< z3dEITUIcMN{MCm)@pfuAG)ii1O322@sfQxtKFC|d{-8_h9^A|F)tlOUf>3c05)jb2 z{)N`PX6s%~;({P_>)kl&HC_p~PyapvW>C(o>e2zS^3?n#V+lbm=Rz;?dsKpW;L%>v+90us96>T z4>PeU(9+VH-ZG=;p*n4BY)l4IO>}4wv&x9n?H2DVw~~@IcYbzI&~7>z?3_Z#7&U9E zVzNh3^u=OK-NTUH`AgWlR}>Hj1hHWNM3DL_8?<3hV@47b%l3hRgj=_kf<6$;E`%^!G9*J9pf2AsLQC8A*W&df^Smt_IN!LnR(x!`#R=xJ-}1$*lz4gt;61xTm+b_j0IRSgi2U=Tty)3x@N;vx}NqWN9lZ z!*?7tbsjY*Xxy`xrwffz>NhG2?=yx%US!ZeN7N7?&CY89n|(3TvG4%uBFvBF<{v-49h9^J6x)L_F(|A<^$J$oIuZrs>4T3=Ek zjhU-XH~C6n{^JUxR3Kn^ARs}!D(xGlK2-au3{j^X&|)Mcz*%4=bD=qcXS+wFd!UxDG=_t|#DE`DVkZWu(h-a?V zX{mXed;+&gE_#7RL0t60o8YR8Cy!LW_IVj0k9I3j8S}kH_^=>Bix^;ag(PihxF60# zmQn()!*344M3+=djgcO^NQ^|?Kvp)P=ZLG5O2EMlZG;v|a;w7;s)2_!zz~6t!Bg&p zdxJPki1n6eg+!Z&B2kV>zHAAB1@ABoQ(Zm^Dnmu$GF&3$ zF!vID7V!YbwYQ4MYiZgQGlZSy&~>K|A64d5had0dcfVH0pI3HI)+yTxh%1duZ{43# zE0yp&UM~K`{Ru0lst*rbf&w~KHzYlZMRsy)wq0A6?sDr zqF~8F^(I^DS$yX$6>eVO{YO;hXgcr4Pd>wVB{w%pQZjBosTg4qn2i1>|L~K;Kfn_n zE@@UEWa%ONho*7CR_bLE+`M)-*%*~hW|(0q=KTYI^Iu_VU@x_JPiSptkq)r_D-i5v z%`YH(>_26O%UTpvA3V(w584I{4Mm=9`9WO(p1_^=r<}8-ct`LO?^7}|UQLGHK|w+A zwwG{`94#(zM0~}Z#y=2pTzN;oIL_;&HF$b>?8v(k3&IXn$3l53>k6;5@Skj(xB!vJ z@%0z(>4)D*`P-<+Zt2XwvTeie>elc3*e+cB6QcfLYgBizOV(%d>U>XaK$9lXe11*{ z>Px^YMlmay;fX^;Qu$Lv`q%ubA0h2e08Xs%2t&69P&4&4+UN`<6ppn|8Y+p`cQAK; zpsEAPo^{{zLejtn8Flr>ed2&WW_n4WTZx?5<--m)D+?`+|5Z&=DCH7KH}17$~Ad z3_$dig!SPg!D2nV)B)V91{&p-IkaTFpUW8XB%xl%u>E?GE*~=kph|+efHmb2ysGi& z(b0eJ&Qgy?KQwafrjY)>O!Mv#_@T~&o%a>7Nd;dphRFOL#07~)5Fkjf5nOhiI$vXV zc)GZZVf_WS5d~${RTmKn_Z^Nz#Pau0?4%z)qX^BdA0zO<^;uSlu;KKFq)>N)$MVwP zEO9D=;^6q8YYnTNraJx!5htL-=GwI=7@cGcfWt;OcUh?e`wiP!qNad#e@mjgoLqv5 z0l6(zhSR5YN4uz{+2{d7^rsQ4SsgX(ej9c#xW9ivNX!xkA;QcGo=g`pF+@`x|0H(j zgJN*yB7B#9t7TzQzu64e`6XaHoj;Z}Rd|F6Gk}CVP0SBLE-NhkIC8 z*A?O-IiGsfB>5adJkn0}3oXf$en=N=yLRP$)W+Px5@vYAJ5ACZLKCcJ{?r_^`(3G* z<-iBV7fB@v%h!X{-hq`>i6MhukB=fi?+irbw`Q9t2hs&p@E+jaa!gk&9Bk63g@A<`Yd;#lRQ3?A(a7yVl<7bzXo}8!Wxbs5*zK|yQ^yy#X z{pWuWV*l$Q2pUP$=}Tz+yko52h73^lLQVC$;k@tuyuS_DulF%$iRd(zonDac^WY)F zm+`VJwHVnQI`3BZykhxt0{(d<{)08jS@DCmYEtW|?)@umRd^E8!~eLIe`8tFkLbl* zPHLx%j{bk=hrm}zdjFLl+P1BGX7KM=v!C+|&MHD;ZcgB+UJT)^uu#c(sOH00u=wo8 z9~gqUvndOxEbN4OKm-=Cpzl;lhIgFk$v;LFLy(Mo*P)WVo|;IP#Wblak$?eq(Tg9&9_ z5Rp9xGJClw6$nNNP#W|hQh;&tMEeghxst*FDULMV6+GOQ2*UIn85R_OvC1SzzT$;~ zNjPO@RxU0XQr46D4E`!|1VCF)tDgU1tEVjv^J++d$opP|fnmasxhHECuh+VKnVRNO z!9G+X^g{Q(Mv?oMJbu#eFY3Pur4sX&#rhjf1R)yaci>iP6Ml=$BZXZ}%Gf081Bo1k%FN0WQ|t(9v>(SF6s z$EO4~rHZg2@7|pvM>Y_~hjRQ4$5QhRPhj)V>O@D*6_AMN>QQ-W04MQN(k>Y$N%GGH zcXZdrLiTfKhTkMSBBBV#SCD{!zW)3rLB)(eEJcqMViYKl{ymwSjPq6#e<3x%U@K~S zEnoWsz)Mx68k{HU2q>^BH2p+jhpQ8-G(36)L-?s}RlUCu?RP&x84fr1b_%H-+q%1> zK?eNv7Dy+oNjR}kQ9M>iP_5fP(9sd0tbRTJt=#D zIV|wLF?hb-iJYTKY+o>U!M10cwgFB3zfCYKM7w>5igW zKoPrp9c>b_N&4SA6l4eDR5L0}bY~D#q!N}Zp>%3J@E7-(3VT+Q47um_QrHB~wemy6 zX*GowBLO9aM9U3H4dGEy{zGb6%wl4c3Xo4@We#)lR4#@zO*qWY$G!bbNnpiaV%lXH29=beM=qvR-h!m58OWg(4_h{Bcll~f#^_77=>Vwly>SD4-D zjq^a#pnzRHa(v&~h04oum4P?-Rb~whaxRE9NTw7thY~f{JsGktp#{hh8qpSS#uflT z>k(<@I+Zl9p?P|j$6;UuJM|~Ps`tR&VX1a;AJY#>h3bkh-!7syJs|YHwzkjZ!v3G) zjF^~ir%ZLaOBzIIMRN8BBvF+wTCW8cm?N6AjTj3HD6mPz;;fL?$V2`-4vHWWz4Glk z&l-LpVe-dTTIU`8^;9F>KUfwV^9fZ<1m!xdV2>Z}1ZIT9Dg@2JYa+Ij#&F<9gL)&) zNSf1#iR;#_yL{xfG0Va#^|=iH@bK7}Cv$#bA>r|T59+$#baEmcJ3gvRst^9nhrxn= zzGFx?kC;Iqo+5CYIOsvSL%b{qJ92UTPlq8?v=#InbmRyZbUG25*F6kJB{Z3piMTW4 z@TUMVhvvV$o`U|#ts*#|f!YGvGC!vbf6*i6{>BV>Uj3SbY5eJ1eu5LQn(`1nNjJL# z+Ea)hfvTpHLqDXjFMq5w?&zpCEui1BFKy#l+C@yY*?+H@K8xGr{?(=&l6~9PubO%y z&(;KfaqSIkGE{~qlrA*h-TeTXOG~JV&t7+QWRLYX5Er&Q+70X4UtLCLBjcZ<>bhcZ zp*Yyc0?oSJq&*LiXAF)8KehEzhzVq2DX&~p$~f0TIuQY>P@bMae`h(YgaoBf+l`?yVVm11C^5F~wH4Qs>XI6RfjvuS34|!%9`H1)-n=Bg) z(8uCIPE<-NzIktG!Ai65J#rRN-pK+&#s-q~2C%9^U`~>BTKQu$(sq_f1_*WDpPvkE z>y3p|O9Q6DL`0ZyF15^em6er^n=Z2bm>(2DIMpZLgaX3>fn9fxzm{0|m<#Tbc~jsG zJpuz!awGOuv%Eeg%uIFDNV!A2f{Si1Oe=G9bL6P0O2=VTXRVol4RK%&SOo;?`fyqu zO+r0#c#3Je1PNNr&CR4m5K_rmSf8&Ti)(wY*g%}6wE_PzyHv^i96lm{90*qzFUHwd zXK?ToX__X7iV*$~9`vzKnh&3-?No)UmnK2zFG2fH%dcasDU=pq07<#h*$z+#?#xXl zg-k?NdlLS7DJH6xb6e2%BuQLs?^dx~|IhQ}#VgiqabqSe3j}(F`SbL`8=|f7%i6yf znX0NVu^QAStyxT+dl>TAacnZum`CVoqKarMty*imU@G%zL-IAg55iU*E_ z=Xm$F=)#XJb{+bfXgfA8*} ztUba)5w3#K^9}P4*V%>{(`I23EvMdOFq4y#tlK@64?;v)%jWdtm#*5UI145k3k*Gq zXRx(UG@!SVphj7`2CF{V1+JR_+RCOg_P>@V@(`B>L20ljQRO8NZ{$Q5s55?QoA5rz zoq`tA$w1V!0o&HEk3dSydbacIqD8ZUBjC66&@x2@b|E38wc>qQ*=ZtG)`b&1439`0 z$MtLL=1%QHTR-|RGRZsX?`FA%LCeD35eto`FWOtk*(azF*0N_=|C@6%c*~`25J9x} z(H#ZCgw@#U#z;NM6Jpf+!DM-16AVtHa!Q&z?P!?kM6V z63cfIXH*y^2+><=+0x7Ut*`DV;J_%%CZqG2Hiy&x{5!H{{VOWw6qJ-)a3E452r93y zA?>GLNO9(?l|o7$edzE(Uc#l{cl>q5WNk}}27utfslCf!;$`El-ap;tL@yB-c$<&3 zSp$U1#pI@Say9I`FE>NC?qNyrp@hw(mvr@^#$bRic0s}V{dO>plIA-;!$zM$5kgMl zNFud!yUBp}LV7x>5U;|URP4y_WUsbz%^EMbWpIi|K*XNiyV;1PdE!2rT!19ZUY5c= zg_NLxu4^2EC>Ni`91ivqtvrJ0S^%p5z_p_Gk2wyZuHqNB=Qz%HmA!Dv;W!^x6@-&~ zuw~KYwJ&9j>M`+L*K0VY0;`8e_-HrU!Mevd@$B;>=wN33CW3G=HK4zemX@tuLh>|P z)w{*s$(sK7Fnq&DlPl!2&A#Wk7I)jxK7f($st@t0Vl9%xFMc{((Q~q}u4q~}k>y9u z)gU<#Wf;+dk(xfbvq*ByFi~qln%-T(8h2pNlIvpW*YX7a2h~Kat5&vk`iO%U)2LP* zzHyG~)E(Bqw>?~U7Vke)MYE5;DFN;uL8$LZ9_0icJ2L&z}ySrcAIDMr62D!rm!ll>nPPM*H)@0L@BOmZqRB zK^?3z8l^t_cWH=`<~+QEqm%B{QYfpuFaX?#>h_>#CT?YTl_j$4IMfJ;a)U>9<~wVxF5kmH1az6%Y(VL$%7|NW`+?E4-x)$8Z-SmdUc`p z)CuuBtl-!$zAY#aREIB;5nMt66#RRmb00oPku%8(fC5(M?IZnAyKpW7>5amX7ybg8 zs8cuNR4lFc>*@EfGo#@pBd%I)YT5(B9xp4pBq>;{j|uyPjHZW7ZjJMos*x9fpNr8}d8~HP1~mhR z-Fx=*0(;3qI>3EzGzFzi5du zuid#cLp8hcIvvtg3$NrD4km~Nim%54MtN88eC1-n1Tj*;5WySyz0)RYc>?$CF|B_v zc%(6ge>p%J(Q&Qr#tbtOt4Q)9whkcoz6x0>~RiR-K4A8E^(Z&h9A_jDtOz~A5r1GADeh)UnGIA~f>JCz**}va=9MfrN zXb5fCl{p$h7OC%cgEB%_wyX4Gj}sc}Z)sNYx-ZEf+Qky z_jbVK%S>8b$nh#T4A8#=vyJ@GsQUz5SUqeETHbf{pwiZdY0rytU?4C>AB zkn_TDNDSr6r-PEZqgsdg`P4$wXV0PYo189zrbIu@uIB74+!<-iAt#e<@!QSzV23bI}&_>eU89Ix@ zW^|E;7}3jOHLc~ooZ$~tIfa8ZYkvBt1yfiw{)bMR+Xg}4;ocH`(&Tr)xePP+! zc&PbW=;!u!t>h~o-@u{cq}fcG7~zqs9m<3<>Kta92e$;10Vd}G()%VbucW)u1p9b1 z4p^}Gyvb98rOq1`Q}j4F{r3Csm#$e`L+z>BhjT7{28E8Cu|~!qCZaRIspOEvC_w$+ zn3xR6!0J*1?faazPX{$jrg;)?E*3EvihPi5yKyFkH)(5w3t}%XZ?&#H zs#FB62$Y)9kO~M>4<}$4e%15z&Q>|(71E>)M!E-jSwh@Qy06ymgp4!SCv!w%3!4|s+gh6c1tTEvO#oH-iG zFv4CC0r?1lFnEd*o?10S5G`(!q*5-Tad2=TRUHVDGq8J%;oLGdUS36li-uFcy(XyJ z4jm_2KItexBtSQEBFvO0{c!ZBDr|-1Fo~S$9%>0rjA-nbF-Oxoq*vkPbKM8A5O`}X(pq<8TvR-avDeN#bU4N;Tc?~kfqBBZ-l{xHGoJOx$|>E z6Hl?|iiqP^oRKsUl9LDLN*d+b$XoQ51uB&Q1Ix?^V9fKj{cuDY>4~2*SAV)}( zvvu9uIy)mlB3*&wjGWs5!Yl@oEun}L)Nw3)5rZEN|ExO>a8G=&|89Ezi<#qZFe>#; l|JyBy7yp-2)?4RkCY~7=eYn>^xP2PRahYQYM=sp_{{R+`xA6b~ literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/bias_GEP_1_annihilation_creation_from_parent_rule_ke.png b/automata/plots_of_ke_bias_gini/bias_GEP_1_annihilation_creation_from_parent_rule_ke.png new file mode 100644 index 0000000000000000000000000000000000000000..9513399601edee0055608e717a3e5b09c6db2c3e GIT binary patch literal 23498 zcmbWf2VBql-#-2^vgsUzLJkU*iWZfWjC@LaDGj7(YNy@d$PvOvgO<|Xl$189R8rbI zB<)>j|F74loclY@egD7TUytv7AJwP#c#Y@tdS2J{eBD%#lUlukWd(&oSxr58Oo>8S z)JdT%7+tmmKS|iLlpFsMwmyE^TKTepwcR;OeTwWkYjcy!)+UDMf3wxMv@*PG#?K?n zvv2Qjm#nSLtweZvP5=4;&t=PtyaJ0)zQ9G6o1fIMqEHymk^fr|B_3%=p`1BDJ$6Lp zN|HsPT zf)|m0oL#Wkn*M{mZf zO@#6b3o}MXWJ==N|A^%`YdTnO@?vdDR?Q1)nw;XK>&y%9fB>!T?>>d!m$xd0+r@Jy zS5%#;=v$}XquCfiN&dC`lhE+&wY0QYovie9+rF4>E)2ohB+{v(b@t)s)laTcn zsvi85mtxu|6#3$~Gp|;YY2DM1x)&}kE=E;R_wiwGFE5qP6BQK|0=B)U$9n6PRb$n> zOARWUURsqHeQT!GPZp;{JmF3BIP9t(vxD1Lzr?4=Ai1k`b|$rQ@cDCrvA#z2pr9a! z+3D}HF>BI9bPP69(i;9)zHU7e6MNo1FE6jKmsTAyb^|RFWv(-!+0K*FG**Ys?W?yO zRLIWG=85ge{e6*$b?3dqQ-epvCOSiTCbdr2PK@;kx=dYJ&3fqc_U+qwW~YoT{I!xU z+?<)H%_%M^kzqVE=%)F?goBZhv9CT^>efcyn%m6$Uia=PbTY0UZ(YeCXj1pI{OQyS zW@cv1RI@;XcMn4ba%OczZF?0YBy#nQPsz#E;2~8a<+i4n)GHa+#J&7HE?8OZB=0k3 zXJRqw!Q9$jdsW6cRm->}F3O>FrvG`2$8#;0*=akfQi%`u*1Vai5qa|Rli&I()pec2 zXQn6pRawndmvx$pW;u*0HNG(2ns{Rs^OM0rbLVgM7d_qjySg~!<>h^AY^Hu#P&q4S z1u82mnKo@YZPuqKQrj@hT`FXF-CorEquY`-TcXl!dW@=LRAUrF-7A08>bh!IM#}r% zkoxqXaD@x6R&l=RHs?`AOqT5BoaqW8+6v(5?l2G>tp=Kk0|PcU9{naj*kyJ zd-?mvK6aU)nl?P&|5EZ}v4w|dlg`PLe@;zLx3}AT8c;p1&1=(HzJ2v(p;LD@AMnY^ z$%#>ojlfEcEEiP0SQb>xUv?52z{I}xc*;2mb*v-yNd+uEM>eVZUFZZP`q&CWkW!;L@Fdz4^7A1Qs$aTh^ zs-&Xg)%Lu5%9cG|uQ}bus5T+6GKur1jOhd4#v1A5teNjQv(?ua4@Z6cc=r1B>xQG9 zANW=smGa#3p)a*HAvpLqG70giE$Jqu4|dC|IXI+$efLOtPk;=~*Vi}5Wy0|Ii4#7T zn7yjFQ=4{h3{*|f2FJ!!j~zSq$jR35MI_Cvjos8Sx<|S!K-emOfV*!>+enwA-%2|9 zj?aZh-ftee&O~oN>KNkwP!@~wS4O0WfU0b?FJQ@?Flgf1ahG`zU2imjVVGwrt zmquW%)a*CG`c0}gN&n=&IiTTNceTt`5$iokEhVLot;hS44~~zdUMyp6b{xoBv0{Z% zic$3_UQ-(zNzPOzNeFQaTZ6&XF@alkp@pw7st{p6oD8(SsP3=qFeh zzr437ZCfVNBquHHL3{8(f0MiCHt_@w<%m7p+_H>^e|%(bO|>5}h}X^0S+sPGN?${Y z&EUr)r4RQX-M@c-1E#&Ls%Cf470Fv0xRp#y;{1e6V=#}@{XUD zU?NPl7hmi6tv8xQ(CE_CkD=nCq7Nk4ZP;L&pYkQ+dy69z6H_?if$Eu5vuder&S6;9 zJ!7@HIZwK%*L^QjQ$rEOm1n01T*vA!KJE&%Yf-#(DT<9_@7}mKHYTmv+RYhu>ZeaX zEV#2dvbWdd&Q{TyXQtZ4;V+6lf0gB&{)PZJqx#{)2Zz3t+EHxzE^l=mMT`M?!Dh=6 zZinfyTEWXLhs3@&S&;>sZr!D1QYz!KS253h^-AXx)Gw~QTJH>!qcu~Ee4Ph=U$m4h z`j}~nCN(wE$+xi}@wur+cIxvHyJ+X|J>ktKO3v$evWmrg>uc=6=3x=Bj`9;Qd?G$O zrHomjHJka~y?Zy*RB=+3`h9%(v`&JiL8<=%bp#5RnemH-(M86!3Enqu+#qo?JR*W~ z&z_SnU%u4LamjLDvsLqpwKSirdWPIU)^{Dm2>Hb9i5MZ1y5R4vuDX%(k85^6cKUot zxxsnFsK$}{wMV*UGTbPGMSa+{EC2mt@x(00@7>vx{gtC#m1Coo@;yFh%sxCherx^u z_14v63nKU_2liilzvZY>$otybTI6lB`=;yGuHBN?YwH+dSdgF3OuH?Ac>K-&y$280 zZ9439CA#NKmP5++qSI;SA(ev*7A@Iy`0(KZjL?=mjDe9#f>wQJMffefy1Hk2tEmOf z-<#E+lx3()9=W!J87Z0jo7lLArrc5YRr`@!&#~>^Et+NbG57Zq=H^fJgmtXGz5JJcqo&pP89?`>L)Xdpx^q_RP1`9O0CVHc!#pi2L3S4jbi@KMr$u* zK2)&z@_Nne@MyhUw*~HxA3wH0=#}!<&ah=h?!E4#s_4Xio{$*=LF(axXbTe51C!lfqs;?BC=atG6I)gG~E zT{+&mdSl7u49j-uwl_D|72Mw`b(>-3hD}&t{0RMb#Akkl)=hXMW7{63VRQqOa%%TU zXN!4TZ|0S4eDZBJ)_$PcX<$QY;(Ec-3bRml4Flhi!92#ztgNgBUrYU0-YF?9wVB9# z@-3FuKcb$Ixhk(oza~I-SR;y*gs5b*M7Fvw8iokGHZ$omAb2A6E7?*teNff5~CRm z)FSF$8>M&@3pl4H{!Ap|M&$QHLvPlFPu#9}k+VK;-)Ot9Zj5e@3-Ux!QIThY)Lm9- zD%E0dEV323(o4&5awR`OV-fcQCUpu(a_OHnhnciC1d7_#6g}AO?dRukypqevkG~vzC=5XYhXr*w;w)5xDBaD6RjF9zLiz>~>TF|zTx9hBl_kaER z^?GLJXzYX-rEuwq?$|_?She``JzTuu%|SdVcXVYNlbi}iJ?m~vO{|P|-zaL=AE4trrds-lU&?i6 zJhIYIhl7K|a|YvTjGf_e`?iX|kZDzh-DR<A5DSFe;?mM; zY>KKl4gSKxC;i8qIl@g{Id;nhlt1FXC}3Q(x71HC_N~zP0oDv!yESkgrY+&EsPV=v zYJQr-+FLHLM@xHi(!v1dxOVOgt*U&mg141sCY8_8SP9yWFy^L zo*OEw#%qpweC;smE>RzJOhGst#y!)6GM@K*M&#BgRkxU%F3~hsY-2JR{n?XdK!XW& zt(S9C+}+lsc6|C2lAxW@o%Ow?5;a1A%LT38=*XZ7%LAl`V z@85ID4p}3{s^dLbj?bOOEwd0LN%Bj%GW1ze%DyBo-!&zt;#+?6NA}&jJ7|@~x@&+r zf|smjQMus1fm`z==WM$Q=7h;^_u0IC36~s{KDDD9i#o_2AIeslt{L83nV~i;>YL;In zgD1fttAi`iv^uVJd4By1Q~w=1c2uPps}o#wZOQ5iR9<%YcN=YBQ3BIqYY8R9`miT= zv)j)+zjPmO_r>}^*HmZ>1FFEI2w9a+&*hPI*leD+dZI&oR-^kP^M(x(Zf=ym=8V+x zG%?3-Z}aj(-wmAPZlA8siW)~PR?gnK5uYjc=HlADTMBq91JT4*ST#{c8--&-j;m{k z1;Y*R7d|B%v0dH{wch*zP>~L8{@o;e&?M z%erQd_1MGfgA$Ij2jW zlYl_sh1eI3Qi&FJW1GwAo|^c|rQ4i>zLT<2H8u_EvLG7fz&1vv=;8dH*zEsqM z8pGedWj`rfqV>CR`KND5Nl9dpp-9>zB9dNbOVaMl3NiiS^^rLnI=*~aFJcpqY6sOv z1Rp=YjJAJdWMsPCK*Hth@q(^ST_DS^Wsej6&C;W_`cF3mA6XP07IrXUgcgQ{-4&ad zookuG1-%DLr^UUh6D#sxe1&lAjLsMX1ww znP1iqDUAK#=%~tFRY`~=nqsVaqV3|*@^XdaQc|M*NkQV72g4uba48NR-k=ONbfIFD{$wnokD z4XS>IR`H~rq{Z5G>qyxf8QO~~AsaP$Jc0I&sh91H#0}nU;?_tyhC%-ja`XnO_>Wft z{F}{cgTx$Hh`n00Z?jbSCtH^vpO%tZU#Z1LZlt5E7ExmK^DSPTVW|_X+0J8Kk&ihK z9y|@gLsd&FKrKP5YxGih^2M?k)CB31{TbCs`ZB69DpW4@gem|Lnb9pBPcny#xip`h zziyV^wTl$8IyyQelwtw}?T5c``F(9)1(t$0bMR_^TH6}2>CsB00>Axw?g0PR_5P`u z-x`cH0U5Dnf(uz4PZ72yS~>DLQd_*%OC?Y?=`rmBV1l@Hv$b5uOLRxSJdo$amQs$C zQyuwQ%Cv2pZnvg%=-vo*THhYsnPe?phc0%)jI^}004?g??AavllIg>v9rHd=)VS{H zx#IWlYrHs=N&1Q0rmA0byHBtc=^}D`q@xE=Seaz?+(nF0U}=!-moH!LC+?bk=+Ge* z&;XJHSw9>l38in0dZNz#$-#W-WHGIqfBdm{Y@k&a@ka#{HiLqwXJ&Fh zop39r#pmh!S30AGH$2mI_xjzl6C<}4r33gPaEA$*HgqOr^j9S2%*3F`MpS-hF@FBo zu|GolxzD^fNyG2MkV}ku>z<*M*NXOCprAuo8NGtr7Ne8n2_Y%4~Tq${eN!#<(FV!OvCZvcFoKy&n&I1s-K=aD*O1bHp+%COx2B; z1rnT)XDhIUW15<@K#3fg1uc-+X!7_TYlJXWpFvj6-aCp@=wT}kN1qUD*~cKOPc zH1d$k*X_CloauMiIh~LvsN;n_U9?IqjVdGVkmXKlID%|;?A$4M?)BonmaGhgTuv%? zxZ;LNt|D8nL=*si2Q8kUlwQQGovs4ZC4KTF!Hm)>QmD@eFub#Aza(B<5!E$e)G%0a zO$*bR8+-E2a;9xfQE*<)8uRht)lH~RzF2~~(5yMVyE5`_(3Q{2Be#7R=b6z-t3wtp zW)IF8|LQLnd6h>evu=p(CPL`bHw&@^8Y@$x!ba4avX$2JzxaTv(h!S~JT)0m0ANy| zme;-GIPS8X!E9Bvlq(Vallfd8ACd_Thd# zvcn1A2Mp)XcIQAqgI7L1ta#gI=}Ozr%I%Sxnbl@UR0ht>{`x*JR5M;8k4^rD6X|GV=)Vj9jqn}lOlW=4$A^ZSF6CXa@WVK=;h2m2YqsoQhud=Xh z29PZ2W8EvE@p-)+r8WQsf$`wSR{;FkYqpAnG4mU|Ei9D6o)E|oNP89#5Kz+cF$$0x zgb7V1^7?R|!@{_pul|>7l;y?38_hCgQ3b1EvAD0^tagrPfn@%1iKXVHUG>S4hbMda z*>~+K2D^qSt-}7aZnmj?q|MS)2Y4F5nx*1JYq=e@cmAS%*Ei~vujI`oY%zV5DoE0b*+6e^Bn8d;MFaM2cR1;gLJtApyZ1}~;HY~5EfjtwYy;q5Qg zaT>~?={-C=Djvumjz;1YZI~KxovlP{3PsT3gvfB9ZK zCTNW(^&xSGBfuGUmWO!$#!Us5eQ<7*CP1!U9btJ`SrfpdRqo#lo({BIBB8+b4Ger5 z$*Pct%p-CA;wJZr?*oZo6{K+eDy*(}&}wAfYXAIo=a#<1)1%6SGA79i>xW>7?xDhM zzHFu~nHoK{iM6OT#;`nkZte~$$IGr?w{B-fvrf0)JSArQ>MFxTkM3*?A*>k1M(?>y zbnPx2rO{}}t-FznP7weuK07Y2f8j!u>+B4vRT8e)2OM_RBzX_HZmj0aWs;8^K3(59 zn#U-9vN&V?+1Gz8r-cCtiTE7%<w9rMz-(TOC`m)@Lb4P}@w&*gMHJ3VaKCDVzai^6YqUa!7WOIc zMo*Aq{|8XLk#%*a1uvCLkP?Z6ep0!YcMUmDj9LUt1mGK&?z(58fTuEIqvc1#V+^aJ z6s1p{s={~%F8l%pbc@uOu4A7dJ3G4}QcZeSgg+bguGqJSn6Qvvcb@13zt6jVkIZLm z!3m(CErN{9e8&K8t8-??c*j6OfBN)^2ml4QnL|Cdil%>2`W@S!N<-bHcu9+h8i*i~ zFUDQ>?x~Y2_Rj%4&DM%oPLZ(xyi9}={CX1e)ZWz<4T879@Wuk}!RfYH4WQM+f zw;R2vuiy2h=z$T$FG)#BY3IlRBx`3>iv(qbgk~tUM1LE%Nxj_K^6Ptcup!a}X z@D9?lvIHgap0PtlUAdZ9w)uE8CcEt}Wt=eVpb&IFj227IY?JUvuMyq3Gp~!04O~e6 zi+{Sa+uAGL(UGGN-<0Xwag&{y47BmydkIE+Stdgu{wDhm?x92)mn znE~KY5q#v@C{}hCIG7ru{GjlmBJOe6h@Crk4zfZ8rkLl<_m(V2yw_*UomMH*t6`T4|C|t{z(r?rWgpI9zxB*z6IHg)2-hKNN zls=X7diU=)W=ELh7c{ImmTXXJsTqMxaj(?CD*Z?+2>ST2Fg9*Lru}<`g*8@gJl(j65JzC?81_*tc0B^J z(v3A+t58xqPjp3s8&L!0!?bZ@Bw$YrP?)+3(Kh~1(Eg{6)6j7uO_F^_lp_5fTku}ZSK6@sjJ!}Uha(6YA?TqD$^NWggEIE|AAfX00aHLigOVAAjIxK5 zQOJv{8}$LVF^^l%9;EesVBCmY)_=(-+v?$|tc2Cl0DrC>AAq750S z3M)gvrdx$b!Ja++;hFo$2fFV|v3@`iT?xIlI3n-M}tIUU; z(i8`C(opoVlpUUoQ%p9H&1-CIOzThYxs4o^_ZHN%5z)3nWqf(uK~-!o+9Yu49*hMR z6QhQ0xW#_Sqet(6pJN7ty6;n0SGg3t(7Q44^;1HM{dGx`P=qH;Q_ zbYJ^b8UL!hAIK=Tky+^vg1~#nSJ$QfpzDlNh%LYsAH=Kk;A%^kEnBwFEPLEQ5Ao!9 zjRI@sVoLC#x>b2^L|@bG5ELo^F5M5o{$KbZ2Kh25X=#l*~PXv<7)wDS+e zfB#xDGHcNlYhxZlcZN{@D@RCS9Qh+Rt}FHc8`_;qSDcL{PeM^29P^Hl<lXs_*$qSgT)6qdd-Z=65!a7cT zPswF+at?oKRhqDHLjggJ_&QC&AJKoc>S%G!cXxWYCAvb;{A ztb^iTW*f*Sxq@teJ^7(j^4L*lmv!a}?!Zq`N~u~}`bZwl5_GWMyPf!Oq9hLHZ%sQ< z*JsPV`(n|)bRa$%+k`XZsX5m#6fwUuG_rDk#$tR+Y5&WgL$6jSl(egnk-+lgE#}NU zA6K}zRJ^`!puS*b8;ULR^{=L$T&9Xjc7N_f8TkVlET@0@fA9i*)VHNCq>md8iG{ah z@s2K<_Y37RO-+RjWdHM`_!n8y(a`Hf{Q^>YG^MjM{aey~oL(i7!>Ao2g`ojFTN-a&&A$|P@pW5(9f9=(K z|8&z?LiCRm<61f72{ptsK@>Y+f@`B?Pn>XfXWW(mC58YXh~pXHSie+#1)oR=0nmpk zSq?U0vr{7o|F%X*bu5HbCe{PMTtU13rr{tlG7b9d*b<98BqVqjiBFF{AQuI@b}8S3 zskpdU>3e^(x623J{2=FV8q=VNKD@rZatz{q7m#84$a~SPZB~|+RiKSwWY8fXyl|Uq z94tge?;h^=6auA19)|d%e*CyXlA{CIWmtIleBbkun+Nw=Z2Zpm6smV*EpWXmUNJ?# zWP?pt#c=>DqMnBnvJ6`BeKsNkp-^midhQz0{Ru1rPga3Q#)RquQPuGCo0|lg6Alm5 zFFn)2X3^r%!%ZcKoM?RX>cU~veB6mX1I25k%1e&G@xT_1k)(y83fKby5hS|RbHj?T zn?wajOFKwa0_l~IGvjdm#tqR17)OpqM@NGNi3}~xuY7y?f%t0jGPxZkt)@I{I>y^Z3bkWo5i3C#?sj#Zl^nZZ zV8F@GUpXWqC^*(_@C&)90?)y#It64_z#LpcHaGBv`DBSLyfB_Te0&wXH1a9R@!x`d zLr@hEW)^&}8j{P_yq!CCSkFw^1Ev;4JA>4QHnGKYMN75V>{xrlVg?2#`%x_#YSVBp zuk})PU*6u2^^+nOQ-7Ox)TmJ?apX6TkbN&a_#o`Udj@Vyw+qv&f-$Z90Y>a?W8)bp ziTNMAZ1`T3yEqE-(G^3`lLAi>dT5W&Bq%YDnpk6jzwfPL!wrfl2ct4?U%QTp{GIlG=aWC3yaC(j+C^ ztOtYZRdZh>3(=qAUtOW**R49jZ2N}OtvcQ%EZOiza6b9HdfhrR3e-1^iMAw_;|MyUIyr=HpZ{PgV>L1g_^(HOQ6ZA=0{P$1)Z|M)i)&H3e z#}d~5a@LmN>ApFOYntTQV6PxEk~ZWl{@yUFwSDK&?#kVXC2#kU%n6Kw*LLIj^5tYJ z#6KjUIb1M@8?;iexPd>2=M+|&UQ6;>@NJDAO78-{WJoTFeuP>s$uBr`IDxTPD2e zKJU_93`_j98TQ`(Yk22(<+eW3=|2}72PPiAy?L1|n;~QvdEBN%cpU?a^ z4(P1gQ&S^l#C&8_6UPCr6}m}-;S_9``pNYH=@8jOQiN@~y;!e&T)@Dq>Izk1X&ID=3bF z6C&=H3!4#aVWeCyYzF9{nQk2|bh#xCenx3p#HmM5Kq2&?R8qkOi0zGl1{5AXu%)4d zj{ruKm2-6&l@hBA46%bi4X#n3Xy@mhn~41qc?YnL2E>r9z##vs0ITYzT~{WtXxiXB)CbXHZn77)X;}I zn9W28?!d(4dit8-=;z@x|0p3f3t~MHYFHF1M$Ke{J7!s9HI|c2Fc%oU`SVxLTEK}v z=z#O-Z=S*aVJ_1XD^{h4tW?~B$t%vx^PjZGP1*_zMe$59l^f$VI+rpp6l>o9UA1{ zU`*TA!%n9S4GkS;#ye8ZKomqu zLxrAVSb1XhyX$P^e!YUhKLyEqM^VzKTFl77_s?z0_tbr1Qm-GW2)erz_7IvWAxeSE zebNt;&$^{p{O@7@XL_8P4*%nimD3XQO%3J@jEvDbVt=3!I@T(by18vHyhcjC}h> z{OE-9e563Ln zWgqT4f^e;h)p`N3f@e9o)yIe?kzm)sS4;h1LnCb$$ui_sC~3ls$t(9&q7s76wmZ3m z{EU*DwP+&r?%^2x)L)w(7zHK8Tx-`z>UgsW)A79srh_vYfI59Tmw)4 z+khwZ&z|ZigGy{aeQoKwa>YN-EFC3Y(zl-w*duEd5f9^|ts2eY#) zXzYa5z(j3>%19_sWUlpV*Y2Q-Sbe=sDqT2m_w3#Ku4y5836(86I!ccZ6W+tBCnHUK ztV&tL@mrj2e-mmExh^PAWD=B=m5C?XUz?uza_^*#{W=;h<7)(-7DA`(D&vOd(crcV zWIvO~@QTOIYst)CDvIhmc=Q(1lB&9v+;Mk=$hZPQ(Z7l~I8AIFvuz6$F6yRh-gHSkr zBKwFhzjv5C1;y-5yu8KT+qbI_kW*kmCUzg%`mI~zAv8SF`nlZNe;p->hB$qICD4my zmeD69hGB4k&QX=1Eee(86ny7`8K=la-8Ng4xXnO_=zdnnN{nV97NqNAYN(KK>Hhz) zThYSQT8*7`z7U2~?K3Y-EY2M#SD@H+_|yjPW@l#_zmnpF#4Td+`Hz)cWU>`LjZaAH zI#~b`=W;J{K+1oPWl5Tk-VUJwNEw?^ON(GTw-u!&Tm$1B68oEm*Av~t7&U+K+qZiJ zpnzJjz?CuatXro05_YQPH5blI%wtxhX!l*O|B9K!AOdABiIrwX_<4@gI zu=6XYe{ad0c`iUAO(XXc4D|%0G#fDDeXTjV?&nCGgfax0cRX}T;-h<$P;f^qk~w7D zi*sBqN|?FqnF-^_A;@Upc1WWWEauhmXAYp) zFN-e4avp`3X%Bh^pcSz2UHB7SY5@%{=(NP;N8H;m5{!X%L0^lf5NRhP8wgP4QW1@vNIinq zoeG6Nus#V3Ky*qU?lYsH1&HE@{i*h{Y#SNC*e`wDt62kT?Hx(s`nGRdvYHxvfZ;k> z4ot%D_pQo;^~_<^)trS-F>}PJ2z&}6 zr?*a#SV%C1TTET1hNRlRevQE>c?uCV1(My_2^>I2d>1-Cxldim$4SIP#ji=5djDPkMNYh z_g$s*6&)OBu6~to7^@`)@yxS!Jj5O@b&|?qCyO2(wO+kdM1{PV?1APmM0d2gl??@f zA>&eO|PJQ|i>d3hp`Ky^AT4c2s*+`9}R z#KzN-U|OOM^6`aD?G_K8lXe!Bd;-z$bDl1HgwJapB_tt}TRD2$-Wy+!)N~K)BZS-BJzdf{C;4o7w()UfeI2 z2@m+K?>`fI{*5u4L%m=i{t})XW%LRO&otMq?8f!u$H}&WM}!c7-a}sSDaG?A74ua( z!>(gYN=k-x3-5LQ`MG%g(n@LMtNpa0q0-r40xW+#phxY$8;AesdCJ7lX!k#QL)*@* zA@_fx(B>(zG)c1r>mTMiu7M)7rG+w|ZqKt6=KTTdnY?Qs`w(V>2ukAhfd^Nl8h-;R`uYl()RBeyVg>n)IfJgQ zVS~Wm)+h{l_h=7BCXOCu2b1|f6$(R!c8rb~31%x+2@uBgFG29H$^8FciC5mSklWLr z=TiBA7Zg`bvV^V9&PB{5G8a^ap4p4Yb(V5#QU@YuA`IZ;mCMlQ~nv zx7awK|C0+NL)0YdCK3-le0x5rsj0hU{k{y_)Ax!O_rmm*_V)H1J9a!N9|T1?4Xakg z)cA-^33uvA8vMwiAP~?Ge}ov=NZC%@W&p@57#Y=3Z(-dX%Nl&Wl6XVWil8MXN*>#d z?+qxJ=jb>f);Jh9Y8Npc3Pw7Rp`oCE0>%Siq4dKGc)DVgBRyd-WFw}M^qGksh)VsJ zDnq3h(Fth;LL%P*9P&vh6H%x`G#F|&-U#{NaGg}fcL|Pd$w)c z2E)a{tlfZj;1TF_Qlxp1_+eKq3!>|h!ZrQv+qX%9`^mFPJo>oaZethR9icf0-h`JS zS^#hM4@vlh+P}Rd&Sm0+OH@`?UfxCi*!1Lgt{pohJIWr{g5wEj zfY>XXpmF!lKlfOxf1j#7u3Z~c1_LS_i*j^I+W4U5mp^BIv@sU;0G-p5W1L3vskjve z+k^et(DVy)gaYs^VN&cJ9gR_5dk#5%@2`eJQ~gX&imC(xF~xb(cB{Bc(+2|xhR|e` z;A_#=5y!K+DGiT$IedTLb4ZMx3MiMOmZ-zcF;G$62&XJ8Cl$m#gQWFPgZq?(gx&p) zAV)bOK$7Ag6V>A>+J6s5Z_*crfiix3Z#!{j<0A3UQaWM(P{i$RKuAi{2tx^=-HrZ` z3P>jjK#^T=#MD3wZSUzZ9;Qd*H1uN;xFjMjP9=sW(yT(Q*r@9i0_(Fe_y~gE;7T?= z|7_o)+Te`0C|g2+2jvNSh8ADac0iUNEK#&DA|s+nk}kUfMX`!GT$&i|^85}*mJuMS z1Dvg7h!~bEF#-mdQYB$M&0Sw#UwBO#X*R%I`FedYYFD6%Y^yAcofc{QXYwal*A_ zZez2Lc`o&w`U0cXdZ1H)<*(}(DbKS~$B2Q9j3PEw54NjZ+Y7U1BPCTbhIFh#ZE>A- z78`!M6C1S_$SVRy?O4zc6Roo|k+{|)ZC0)M{Ily3y!C{=K-c-a^_no!qbQBJ*x6Bc zemp-Hxc3#2H3%+*N`o;7jy5i;Lubg1QMi=nhLg^XsSgg`Gs_lE9C>@|JYiA6nzKd2 z7ey3gHV*7n_j3=`IN!aRtE%A6^vL{e%R;Sw-ljnAT=PKpWhaJ=KxDm;_ zG5j+T*0$XhH?y=c7o1D<58r@#U}fEyaEKLbCytA_ zbpH6hbw9-dG3^+2`NpK=>Z!qV_9_W+poO%Dxw$o;n=4v8T{sUFq%D&)snVz9)W(Xv zu@Sj&TFH*f%PuC@dp&s2HoW#6>-^^wu7*8*`ZROqkHuEEeh;5>2jyPxmZp{Z)as@t zM5p9x&Xs&;pTO2_L`>6Jj;U-M=tGqk8}mZ+G_lk-7ra|?U@j`(fQG6>tieFzRcOi~ z$8VrKAx_6JY%xDFd5}LipCe*Zl|ZN#d1I-r7qa|v5}`wS-L6ySEQfJc$(=32N~C3q z>iudJ%oGaekaI45eiMy`h?t#GSSSw*<}~NY*|Njpw!IHo(NZBPi}LRXih_65Os_A{ z{|v$v(1q}Xum>RIsrCV0)0SR=J#cpdauZ`ipnKw(R5=7;TYa0K`eRyoYO706Cuu|0 zx$=pDSieaQVKc<%NxniW!DY3Z`)u{i!j+ zV3QbR*;A!xrs;=H6W;pvFJB&N@Bg`w6V7g`2svsWc+RUk9>;oQdE)KmuD{}(A9{h65;G0aZnC5T4AIXRq>+AJ%^XJ7?tygBg4Ji-UO#Q{q41ec+ z(FM*!Ta{_=AM?Nv?~|ZS3sc)FT5OP9wC}cL>F|xlwEF>#^BduoYP{0%2d!6*qK+}X z-v)O{G&GEtX`B!5%w2(}Cc?&etC#~h4Tsxu3JJ>NP`anb&) zEzbFx>1B7R!@>Id&w63mvU_V-1^&qv_Ae+f0q_@$l#X4$R&Z&A;zcw4-3)pf&*HhQUUadcPm0r9htYz{0K2Y?4ocuv#vCvg{<^9bWHs5+R3ZFvh zN=uh~_~-oU`DN3dz=QW|2R?=1c~Z*TD#4y{`Iqj>+XwC&0ZdOaWZ%m9-M4r9_E)`Y z|5AaUL3#AkUby#9|2HHcxp4)E?#_R6a{qq6sWMkI=303w5{!u^z^#e!G{>Sr;*kQ| zyLoj){cWi?j>UnbcZY?)pv%AL|)-U#y))nwH|>rHR7)&$dAG)v@cCqj54q`H%>Z z8BXYlw(=LT(bC><>V(8nx3wq#R&NjA_{(opku+o9^_wnP?tjXHz~JT9Y^IK?X;tVg z+5=agX0zSMt!@>|S9!rQMxQ|mD#*9e+Hi@0o>Q{T`wvqYu+pD7Gx8Z+;i6l`^&kJbg&>@~T$yoS^&)Nnm z%h&x}hLUogqtoAMVf-#GaI`|A(6w1a83}6`Q`X_PC$|180~M-CjE0KPMip_0BEm-3#l6Jv~`@<9v#e|W*Grj zXbj3`;^Q^Os*s~g3E|g0&#d9i<_LJVwLc22%DQePW-CFEAf*gAEGmt#Zx}94@LRJ# z3dK()tW7u}kyDTf#oD3wS>fp0op(>t2tFfqkRJ{;B8Ke;v0Pbyg^$5ghFHUCchGN7 zfCBmw!^mft-M3T82|s-=8U>sutmpV%tvhZmtA$->GRZauDJ<-6f8|OPQZL9t{%1*C zplANhYnu8iczTdaFs>=1^*e_x8askW*G1l#s8QpSmX=Axc0bL|jj9Ak<8Ta%!3iyA z=X#1tz0ZbP$457Woty&}Dpl!q|AUt88;s#$FlVD*i>23Y}WFT`c*Xrf^Cp05TkrZ@d)59;(izD zl#~h}hEI2jVUEZ&YisNx0m2wYWvMj1%;V;Zr&-pruyDelg~t(IEiWytgu|Nd4=`hk zoVdN|)0IGUl0$@v1{lS=9nap4Ab9`&eG!yJIM}M#Y{^;XIKA(=4z`SO7k~ceZ1|YT zCU*?WwKp%Myq&WLT zCK_NXa|9H!PZ#$8KGw^6y6oqFUUBw3a+J_mxnP=w|NNU}5M53Zc@W);W2k^Q#l)H| z)ajW$H|3_A%bju3#{|zVq2kflLk{?O4ihEoD+~dJQhRXWgy0?_p%-<^4JB6-6B7$O zx1Q;&x}vh>-`*$Jp&;CR0*O#uS;k6#P#tMgNk2-+msZlc?xPXBP1d zkaic8E=)$3H@TArA;hG&t*yE+Rg%LZiXDZ_nf0@RfPwb z>LBB*VXRiHT18%J6fP=}lyj~xB9e59O zptpfo85-KkMMg(Ptc>!qd%vzyxwLY_-hG&z+o;Gl!`~vn>e#!Vc>PaGOLHbogJ`{c z%3rAT2Yd>*(NnS+-5f$-FUY|;c^|%})avk)?}!8E2R?fTevHjXt_296T7qZx1Rtsy zLF>$Iq-Peomxj>Z)q6vhg=?3=gDJFuSI4BcA*G}a`)~-eNIxg1B3x#xX&s*WP!0cN z@|c&c7+p#R8ql}yZ>mp2GzlztCVoc7K2GnOeh){VLlFN(&tKQC|MGmzx^?RU8=mrJ z99ZbUfR1`cJsh~=SqrDi35X4Mz|*H38z_7KUWijY!NduYnftj-ClFH+)6ZohUV93G zecq2o!#kwm!sM3JP46)Wq1&0;7BIMO%GFZO2wI)D56HnZ6XzPZpL;5PMpYy6V%}NT z7f-k}%D@Gkzzg1ngE6XHMBnuVj)y69f0b==9Is0RR1DRvK-NjVgZWttMdt$-UFG!FM)i~9 zD^V+T64w-lpPZFeouKXS%)Hoo{Qy>IAZO4(7Lk^bsYE~(K%hbApf1jDGw^livwk`DZpO(}6!J9j9ytH_bc47c zGPZbKqb2BlYd6-#A}6dyVGoLEQZb_Lr~(Ng8@EdBh(uy8+HpuvA0ZPz!Aj`y=bvd` z99x}6WV6W03pgtYrkPKhf@ZVv37mJ5XXuBB$(iw4@jNE|mQs$3^L2N3BOLWNwQS!j z?}Upu-vZjK0<8-5E>YvjfnyLo>K=1P9jdWXtb1Il+A!vX86b8e5I9z=(C_QbhCE^j zS+2KigEDJR8Vn!TTMDyH5@N?!`;;{{p20yjHN;pobY}A*gLui2p&>=EQFAgBN_jj| zaTl*0gKW?t4FuRK?APiSre`88u<`Lm=6(i{v5|PL6d695@+x%TDJDD-PP!ABzPOqJ3P)lc(bTvCn&6BDInJWOyOAYU3TN(Pv9cRD682>H71eX66JSd7H%=(!@H1o_mpo z9E`9#Ty)RCQ$!Yu2Z%Y=M9bnsL!>VWVkJL0K7e)lY!bpKj(ZeDAF1$89-j9n;bOt* z8-`724Jd%M`Qn8O7asE6-81bFgs$diI7Ffi%4Y$%*4yZ1s2m&~<|8M6N^Smjv4^7v z>%~MCyPtu{=D=mL-+FA`Wz&CxcCP~{RSdQqG|#O|(!aGICb&H4U3J7Wzj`vs5dz@v zV0kv-sF?jEKm#FeM(4Hp?F=+P-ytp?omzBr-BXF$47EK}7Gt{KVf50@Lx-A3M;82Z zYI>Mto`9X}!}r!E!;T6P(2VqW!2odrspbxj_=qdF68Yp1u2IIDHA?${(;&zrpo8Dz z16Hvfy!3LFdL*@Ik<_B{Y&?)%8LvAPEVD;G0qWP|CA*EbA1b$)@?;U?45uh9(V5^pm*jkCy+Y90_g~6 zC|Ow}jwqwJAr3dH5}cjHuUyB2160JB;=p^uaa>xhBl2gc=-gwMiI4$8m>176|_+ zoYh4#GgcO9Z@@}Cy6YXB9{tzE!xvE$UO{=KpEb)OWI{ap=wNR)bi&l(Xv6sHD>sr( z$NAF)V*m;|Vei9<0WZiAYUDr`VnrooGT31pTKh;q3U9ZR{&u-Eb{TTeC{+oka+0&1 z*kyd)=7kOxSz@*cmCZEv3(oc>&}ldi}v9focTj zxg^56Ncu?8Ku99EhZwgreE8%*4;-RKZiu`pbAxf44;yK=#B`{^lTnqZD~_gqM>IM- zY(|b!$Yb59`j{(gGh-{Zg5`^br|jw$u^hq_Kny!q{ZH970#cP z2(d*>Q^V;Hf<{$)hxfzjTJpHyiI3--bg zf!p3=1Ekj=7EAO8F|At{im?(&aVEAM^uKo{x=zR96$qD4PVOP}2O9_EL)0H1NW&1q zXAEjA7W9OYLqgTdHsICs4RD^IE!`GKNh1m(*>3-p-|@d_j{F;-JHLmg#8)RLUa8q& RNEgSc$K{SCNS?j={{g*OsD1zd literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/bias_GEP_2_annihilation_creation_from_parent_rule_ke.png b/automata/plots_of_ke_bias_gini/bias_GEP_2_annihilation_creation_from_parent_rule_ke.png new file mode 100644 index 0000000000000000000000000000000000000000..80aae59f05e28088852bdc80292e5b8ed8c67f3e GIT binary patch literal 24462 zcmb_^2Ut}})-C2XLAQzsDrgHLAVCxa6fm^mg5;z`QOP+=Ms1-*5k(M{s1hV2IY>|x z6eLKL3`&kl&b(Du?dkca=e>XCd-v=42I1U$>(r^*d+oK>t{bw_r`E4wT0=uavz~JL zH+dSGWj!=BOU8a$iQmNUS;dY26Sh8a)>^?#*V<0oQin!L+uGdN%-Y!C!VX&=yym{ieS1kM*0Cp5ALwRigN3*BBbL9*m36 zHcS!e2~{-}Q7ql8v`<1o%|h+Ou{*#2=H4;4@RpZBW##I3HnjGlEZ(E$@m9Ir>LJNI zb%*rS1q=ArEx|BoXcRIZXi$Hk*%7*o{BVBta%<`@_PV*zk{{ew{9Hl3Hj!qj2=yfB zn^bS?>E&h9H_PCEu77o%?)wM(@T(JsjyZ$(%!9AqUTkva+PU-b$Ey2<-K#_7-q_{D zC4Z_`tDfJ;*6+|5Nt66bg`953!YT^`m2e4qn}LsV;tNwx>pMC2?^kf18T-&%6**pZ zXt-yzTwKMAN#H%t+TE(@ra^_b7@xj={hLC|qC+z~-8P}no*w<0I5ib9F|m=aU*#@e z&Uo_VNs3LsvPaqqXCC#2IIX&R@aVyc9 zIaxCkgE8WZbIGr3kDj|Y@!T>e^Fv*oSFV#v|4CI|Nq-){Qr#*BEvI(Axu#63z7J15 z)HO5&>_;x$i(VG*6;Qu|rcBVZN$C3Z>+ks1y(ua(s*OFD)gPZdHb2=KbIP09C(MJz z^&WK~~7o@*ZMc9AeT@i|#<(TN9DEey4(rp+Q=+Yc!(TScpQ!L#w zI|H|Bn9KakyV6oAIThGDgG8p? zJJX~jC94`zjRc%$thqH`oNY`u^Y`{Hr#Et%AFmtlPsodw2@x}F%6R_i)29PE#haRK z8%G3wp5bnB05w2&N$>N9N`Y;==b6-7J zqbT=wPiW)Ll)RZmQ|yK{xz#gd?OL7F&vh=T``zs}f23NvsbR~D%=z)qqt`ZV+7!l{ zH&@AAp`oGC+1J-soh2P8w3EU%6QV02;pyb;EEy;2+3lc~_okjbF41^)a#&??VP5I! z$@OvSnesb#?xg*!M-{$CBw!no0!9g4=d)mI8%hLoEL+s8yOu{$h7RNj#6Ov zkTeUwIaxc{l&L^>_=_8-;P_rPiKn67aoU(?yz@o zh{hbublj8K)}UVMP@HO5!zp0aqE7aKMs}LmRNJ*rL>E$lEFI!u+yv1go z$tx(_6wQonJgN;kDB;xNzZt*-qZ5ER{xC8npVN^oU%02X3l`ph~eDXGBM-Pu2O`r ztiiO#Z4I{lwNi1asho)|T-+hno%6|jnI-9tlcwW?jVdlKF42lnKEd`~jN#$o!YSNC z&+WMzbN2M(zwpFPfqutVopWD{STKkyP0h`zm%m;}HEC3)=Txki8Sh`+oiSvwa=VVS zyu8nb4I3_PamO}zJlWzX(_I!+b(~Jry1tjhCY%1+DA&b>Xw}qcTIR#g5DR0Dd(bvy zT1C!R*6uv+uD>uh?RopQGQu4;eR!%-onc+P#&qtb4u?-S*sZIi4jR1reYL|(Z)DAr z6KhwjSV8fz9r#FQ@m+bjOo0cTe|B~@R>3lxo{FO}DhX+>ly^0eGAv}eAMt5lU00Ct zX=abg>_AGvZpQ%`E0W)&i8sOx;cR`l8DPsj~6TNG_~K;RQ_oG=z$oEs%; zw;|n3OTYByW^VZ)5u1^mQ*s?HJnF@|$x-s*5-NeV2s}QDVQJUj<#a}17rl8D|7=zv zo@?;4N@E&pB=^vW#?V=g(-xB-e9qp#Sadr|r{uoGnKRXGFRv*fY-|^GP#ov($Sbwb>95uC>C+Qrz2ooRy(9bG);6s+ zPA&4~wN(s4Ay4+UrkYmeI?qPymOgqUWbvdnK`Y_iJ@)?h5BJXuB$p4Ecsd$ume}$Z zTWXZr=Bb<1eKK6&%~3pg(tTo}{wczUR#k*lRh5i*+@Yb2;~0{ENJy(d-Kqy=G{t{B z+^@&vGh!1Q99)R-vBuc3Eq}>uVs&-3)99@mH}BiDKVu(_=l#0z^ zI^7Y=_npsoJ7y#$A;Hheh#M?EID|hGV!j8P!y7{r%da<;yGwSaX*|Dh-D0GJ^7-xE zU4=jbUJ`zsj4drKg~(1y`pzmNh=iB{Z}EkUvsLsquAF^hnt^F6wlCK452iW|ZMKcw zbfEmx(9;v=^i)RP?(*Kk!^2Y;Ar&y=FdpYmw?U*Obqjg!i>k67|YI7Xzo?>-P z)FDD7SPbV(GR4Qo7vjV9x43H?*C)NXbIECTF#US1+Q$(MBj?PjR_DoP+5*gh;c5Pb zsn2w?iJzDQ>XMpoW~uu(4*9FK7)=MC-!h#pXR*M`{dPES(eyNbv{H=jX?|wMfqlF7 z?@vBmvRs`mgwni)F~hi&8k%oMn^Ur)t@$!GL^J6{Qe~c;uus%B3HCqSg@UJaFRypf0ASK+ePe#Vi6BxR8tN6TJ!SoW90R<41Ey+ zrkp9cCG|Ou=>Vdee);9`l4UD588v(wlJRdWN(eWhNIOOuiE55;-YBpB#3PA4pF7>P zb$p;cIlp^bN6t2(;aU3bBxc#T6Q^+_iPPO+RD;QC6oID9n$P@cLMm zMK>C!m9)IFVXMoMdivzaHcj#IY6YLLH#Zru(EFdCt6cQZSeu;7zG?SlozRAj8#@OF zS{CDIh}llt(-0J*Ld}VbGQri;qun;6r3bsWY9(ljdhq(F za8V!XBfFs4+1V1jT&6q23uJ;sl=QhfOZ@$PM>ig_cmDEnm5Ad+?5EG4*XH=K4R^ol z!~#}Avh@QFxq9`gVuEJQQkKIin=C9W`dV_b=jP`HTo>jphz~?(%vNE`Xp;Ox_rp(G?UP1@CpV5J9(WJ%6ot(GMwQgK< zZ+7{lS>C*|sKZzVws$0w{pOkZ^%*TcSIBi`W@J1=4sw`mwoA1eZaFr*#JMjj@_<#> z8PVB+WY0hTxPuT5Y&kPIoG>t8?3hgwibl4rYKHma``l^~2U{*5Psm%y+PwGdo#DM^ z1{q@s6Dp0liK|{*($Ued)y(W~f9%1`IdM6M{ zn>f$x1p2U08<)&M*)6WFuGfG6U4M3BaJsOwg~c&^l@Gm=#jCkaRyMXMz*~|qQ4oAG zS2`_6Z|BNcmX-5pPR}%|r5#ai$!3{dD#v~=DJnYUI5F_G!!fqNeHf#5sG`%F6Y>EiU#!HbM>z zFjGG|t3cs1axJYv9&jG}aH=80;;Cwy@j1g`g$n&N3JMYo#opA1 z#Gg8$k^AJZfGWQp3reS?xw*MDbD!npB6>*fA(9aDP9h z@{y=x8ny@TY~tyt%O!RK7)ZalvVCi=GwLAQ%hA)R%mHlkt`8KG`rnYnnS@GPz@$OZ zXAH?qAFMNh5_yyA!@ ztfQ-Ih&+K}O%@1YjY&5W_i#c5vR!b2*3IOkq!EoQlvMPH{hXqrIUiFqv$CR5k&}9F zd)Wdhwo&UDHl~?G9e$nyh$|r>k<{AFMk(@Use5&OZNgcz;g+0n1oiZM-lqs2zSiUY z?`mq4@JwnCwmN+_AD+Rk7-{BJuU7Sp4(n3!o!_G}WLBy{Ohm3#ye>Kcsf^a`@QPw9&oOH^X3GgM&)FyYeK8bEO+Y^*P#EK=>d-3alb<{ zdhyA)7lQ)#^)q^TC2wie`uYI41r}e*jE(Rk#3^WLq^gHI2Po z#j;0KR0D}6E81R@0_;8h=_YUAu>9ffu+B3a6XH*12#oM#@@Rz28v5s8g|e$dRd>Yj{P6rP3DL;e%#O_nz=T)cQw zL(;4l=jL}b65oPR>%#qb@v15Y>ZK2wpTQ(_HtXY{4* zC8;KFvxvvrk9HYgldbvbr;LHI6QW%SHqM`!lXxfc==f{~c!Iqwq^`lvbCRT{uX*?Q1avFP@8 z0f#YtFUI{5ANy(ca4)y^6@GfsD{0cv-aZNx)*~_Jtl-O^Zj?w*4rLD)WB*~bD66VI zT9`=BGkD`kPb>3!;_KHB6_1an;^}dpO(X~+S|Rc_mQMtGh|@@Pp9z=%Bz6X`E&Glk z9xDPoVV1*rbEiHFm?6ecamIQ2B zEy??P5WVMuqekThHk2ot?B=PpmX%GR>nfMbwIlAlA?P>r>Kh)#_rdbqZ$C63Mk1II(^vYA? z6JA|?w7>2g7GXzUA14b7i^s)OEbf`MYjp9KC)7Dx7R&{5XZpB6vP$sgjQL;C7fC+VZ+~^2WFaIa!kjr~$HvBP zaOM=1WiobGil1KQW>f+2K8OUI?-;*?CPVpR;jIrJpI-!KeCL#RU`f9{!7nC_f+Wl7 z`Y+wIb~1EX#!#TRYfJk$79L?yz*M{pyb7*6`~dO|CjYsXhFxEEl)U50wX!~_Sn_Qm z5z?51%tH}^NMtiW;6PTX_|jfb%ClbQtg><~J&UX))Q$jF5p#5q&2?DzQ z?)(E-FSO!0ig%uf-Fn8_eZ8{4c4_S38wRav>~4Kq#v{+o>A=ae?cnB?!p_Sv4#4Em z_dd2_6Xx}0PTNQm8urT%@}7AEm9+mibbjb^kWvzY0aA#5{MnmmXv~9lLJ){|6by(v zts!@8^!L>p$4U>j`Z|;<+YNl&hpl+>`Sa&>2SP+0CwelwgB8dc=2+-t-R6dc z?BU!hll11@yu7>wS%EvN#r7FVmHbX;WLoM>&&)&vU^XP_+^p(aO>@Mc%?_ij%PALM zY-%3|0~CRP-o3R2ln_^$5lAO$@CT*jv-fM36&VF6ZPW^iAR`hS#7IIsY@YpTL<7Zy53{78IT!ZQ*nBvbG$3SOj9rvMAN7t z=x-#A-3QYH6ZU}8Bb*nZ^lB2cw0sV@E;z-hrAvbntirq5DSeIU34OJ3F{q6Q)Cd=m zp`npj>z}cVrucVX-%azQA&ZJ&SUY-qqkyJ*$s^F-G9id3g}QBKtV#xH9a4p?k9AMQ z&h^_x6j7Dl1Ii=e3Mor{!g7#H*kSA$IIOUW3R$qXoO}14krA5?s9mGzALzj3L=E8?zv zA3ahXcmzfv0?*5Es424#eEx2k;8>!k5azO+S4>P3@BdI4E-8R9&m$(0v@(=CYYI)` zOLSckf@wAOuz*43Z)Q2;_wfk{NPbkkDJ)QJ3F0<8h3W9+L}!f@vsO(Xk|{_5s}OM} zvyW+H2IVmur8MB6-4l1}6ymyY&Tw=&P3QrO8;5Ax z+!4`Qdm}?!D)Sb`d2>dJxqQN&J=-(hTXhQPh$vA?*|sL4V-?25}44zN4x>FMKHE7)3!iS^D$_GbpFt@~uNW>xyp4+X1S;pB2lfYioCBrw&U< zV_KrEe_6}{>HvR5L^QpOg(I)8ub=Dq*eayYrKjRCSJ~&e=}}C8?>zHFe*O`qc=dBP zZrnhrz^N>Xnm`eZ6cNCqz_>dd?p35Gn$BK6hqU-MKn6 zE-fi(HMQ(Udb-`?L7pHLgZDqSKnOk#j7qkq zS?TEL&>~)cZd)~x zovraOAt=>qlXWuq*@}L%EvAB$t3A+GDhW4mX!wN!)`HT73m2aEM|~^*Qoz7-)#m7x z2Rjvv)@nRHwt`ZuQc@GF?Y~BgE}U&Lz1DSh@SsOK09+MV%+4=r1E{NOu-!)HwJ%}C z5nUCKLeeCdhQ@a{1m-q(yE+X!4%D@+3Pr8p>!A;WL@5<}Usso&Uol7uxOJnB!#OHF z=lV*(rO07Ui4xkq*1Ph}{(3?iK`ng-USu`{0hI7TBt<~YV2wi2;}b?G@<6Q;XLDC^&8iE0(?Mra`b|KggspnrVolOMCj2$b3 z#Fx@4smVm$mtQy8(d4gBz(kM`scGLy4^dkd@b?3d_8647zIwfo)K%&fsC5sOW6wSY z+*N!0`0<*xYZZ`ktDl~tbB5A2GC8S&kz$HT%>g!|H`$xcl zG6X_*f*sX#=w%}y0(s<{;uU*VF2rRfioi$0eNM1v9E2K;yi@zfFT1Q~#tf8jg;jT1 z4Ki}PLlEc=HPEZ1yjIF}vL|U7oDzmsh45AL{NgDuX3-f>I!{RniAu~oJ7orokBx#D zM!4CfOP2!EnV8KMZZ+!x{8sko(WuUIbv0?t)xaemE_#dV<_&8WudX5kfJPII;+PW^ zC$hGJvhsZtMg3nE!uOHH=d}d0xSNx+`0cD#Q+=|YS9h>u*-z`&3qbDj!ZxqJ{MqZ^ zEv$79+ibgGK`A78~DmH5D47#R%)T5=kn$vt(? z@zUN>2xwt^njeZoH&?AaGUn&Irlj~la9~27kJ(LZnj_-4?!l@}&idpx0`D zqN6(q=(~pF{l!qF`6hm`U2t^@@X10t! zFUfh&0l6kD@LENAd3lE+{_MujdPq&gk~K0MCMSH9EoG5+0?Nw!dM zsY7i$!@(i{xlnk%yNr^X+f_Tdm@!@>lJS9j2@TDE;w;H8k0pb5+n_}ICk!g6z7vos(&B1>i+R>78kwKQhw2j z?|Q}Uq({aD(wWcF{`tngakyORmxZo?*LxoF=|@&0Vbnbg3uEgk`Srn{ zmx`DNQKY1ljvb5Guz}z2(IZ1!VKN$tpTv`?lUml+wR`;*^XDvYujMQye+hh9rSM3g zWPtO$w)&^8Yt_SfUQ?*BPwa zU#;*EL|CgN1pvGWHBePh26GO+Arm0GL0uz!cBrIRU86L9<>n4u+a(9Dg6rVoxEPy}C78;6*idsVa{KAo^xP*kx0@+o4{aiE-ituf7 zvj(`0JFMG<%#So@+tuCKdHevRS>o~_Mi}UWn;02;U#uW=EbFAHS^2_VS7piCU7`MN zU}c0}1Pd75CpU`F8iT|((T?r5hL)DcoEd~>RawxXR0L%R-cbfs5lrGPFEpLLo*;z~ z00oJi^qV(Fq_;Ro`ar{87N?P|Jp5vm_M0;*-b($G<{GRFRthk&^%gM<3qo|?eKpe$ z2+07VhAa#lH-gh(;@Gq2t=L|$g4ikz&o6r9NC7)0W%Hq;t3IKSFGK9+6R^#;(D0v&&bFqNux+h z*8+b-wh2lIM!*Y?jBM0mXJ_|+f0eAbJ;A=4kmCavth&P_O+8kyE_JwZ)6=tZVz4pQ zc2L!$9hoR?@}Ob$Y0%iHldll(hllxNs|TYNPS+i4YBPJ5mALEUWxD< zi`=4_W`fnhN&$s`j}`t6E-|r|$5KQ6O|!LYjXrmGtF+ZyQJD5!_#HDg&0e0 zkekCIGeXrSa`{VW?(EPZQ7Ej2V8WOVn(n3aRfgY0**T8NsUHez13P8J*_k;K-@71 z?F=zu)Ul0!BN6f$v2U}7vOdyv9Q__1zl`{}OuZywsp(tT`4@UY=(vPuM}I(7c-RAt z^?U#LmY(v@$t#q`(`+te{NXj+-*be~-`6*+x>^x|wqP`+l?PAiLW+=LcxCX zM6jga(i4Ao*VEO#px4RW3dImO<7#RCnpm}R?2 z*@TzSwVO9Vdos*kIsDDK*tV{vr7~KHM1jxcg5;8aF*CaD4+}f($JK4k!J(_NZ0#pz z>X6Ov|Gqq#%k4T0H`I6iZ}L;{x5!=A_UTsvGZzxvzd0<++6K8z8ZOz=C-N;AQ`6Gl z%%WkmVzREZKT?H2;*Oy|lU8rVC71KQ_;MB0 ze_MqvfF5y$5pqYwrcWQNXL!zKa?=v8rbj_r2{%uVl129`GSv43`JI09d-yO4)}=jc zY;Rh+K)+RiHBKN5KIk8~DIN^vOlr+2wyRfh@5f4&U*MB*=Y!A(n zoaHA@oih6HAu-y*onvX$trVqYli}2SSLLDGR1x>Usw(1ePm>t}$89 z8`@&*AAkHrk^k+t--+i9%lBg=Di(FHlWXYc($h1onKMl+yXAfcR-2xl7N&-{GoL=+ zt6H+6jd^Ut&$usPtF9hG%OQgfPTnF;h{i@W+#b^b{X6dKw?@ElPz?W{jOe&8SZqQh zQshwyZh{wq&}qb*sjeQV={&A<;>3w}RaFW;2QIz+nTThw4AzM+e5IQQn@LTJ1$5#M zzNJOaw{Nyb!vkxs)jEm;>S~1nQU=ib=>#O1JM0vLod)$%&YI6?5}M7!J;} z4EOaB@JhtkUw-+8I7q27GU2xbwY9Zp+C5lOU_tsp+=~guVp3JK$P2f?2GSr`Y z`TP4vNC!p31GKpz0^m&b#pSO$-Blon=ND#&-^Bkyu0L<`qlh>yc`wVZytlIQJ#g)7 zM(h05*c||OL>ZZ$oej_+(ER-!KekTIeF1(trre3FOGRXhanS*nxlL@WmpJ(?$UhVL{(Y?b5o*7T`>iV= zx%%H_i@=@SQhinIk&=@8vzgBR{0+JW?&OkuBrYCVQq2F4U;an+SQ`L78Kdm(sj1W5 zWf~~RzV!)^9ORRb@HZ(3NjFk**{Uw<-rjHV?^{@glfrq%K-#YTYJE-q)&HjZ;9xR| zZNL>Ti%tO}l5Fw)Hec%A<5Us+r`qsaiD&LUW{s#GDJgUC9}^IW633t+C2;7~isYCp zEB;hj{{2(;k@vV`FelGVBllm0)ys`&|NG%-xB>_p-Il~kP1$MKT`xD36YYR)I7d|4)HD3 zwd%>T9qg;<0_))bOBI3dZf-O%Ct&3SS?MRk69SWxG%=flN7ya(NU`B2wPrS7y3}Dc zfTA2C%>md3k2PAu*A3P)-Hup)3#L}FILRKe9UzDps>QEy7y>C`yk(@N31y{-egLBS z!1d`)8bKKM>-siWQWtLEHILVRcR*aXD!mFLNQz*!JGTZu zcmV&Xq2JUj5#xv#3CMzY%tc<TSG@~naRDn*EcqH4iB3R6OQmn$qL*? z=pQd$gn4Zx?M`Gf_`Q>C%0r3dxQIH4Ttq=5hr zEb6z`e)(M|Z&Br(gnReyeFOQV=-ABt9)M7J_c8~Ny{r_7UvU4LZ|NQyiibSj2Zoxn zhKVS%VBe7gV9m3UM;?Ixy}hCf%$kVvOv-%jIPxqNkG*r&_?R<@%4}q8Z0~hy{G{;> z)D>jUUvR%ySEEav$THY6-sQmgNWvFIah7Ve9NMm|>S%8#7E}Xp@G~e%$3W4FsJ|kaDE|rn{_yq! zt1L@a^a{_{M5*z_a~L6^GB~(@237$2O<|+K7hV z64W3uOc6SyptGCUF08FnFh#6bq9i55z?kMeIXPJe9()sE1eO2?xL;t zth~i2Jb!JKq@+GaEKgP=6pg0<)}pFUTw9k8^Qw z5TO_1%{x0M>d;=`YLM>+wyX2k@4{cfcFF;@EM3+tV0r1lPEt?qamO`QB*en{;=@Y% z7Yh2-q_NO{WXyLnH=!HIzua5LU|la|SI6{yn121Dts8-nXSveJ%L;ytd8^#}GlKWx=8`Fpu{jvyga@X4V?t z(Q!!>s8iRU`q=gyFCJqY0~4qZ#}IKvIiH0V1N>Kf{1ZNs#y1v;ZDJsBVHJySQ*$X; zVugrh4hR`dYlZeepzsR{GC6jFTxoiik+Jfrch}ft@9`t2#B^phOp-o{^24LIP;cq7 z*dmyqd&!CrXE*%5&G#eBPUM+~PcSAps}zvrNNgmWB7TD=7RSGgl5Gf;V--XpLJX0H zJu2mh_)*{S=bAlyZ2|om9B{FrN+In>qh*I+;g;!zA4ML;YjvXbapLvX^iTH6caYF>bq4A26rVthMA%3wh|_Df;e$N8QphMFj=0rZdJpQPrqr?B}+f@Ri=A-d*xemi8}EM*?Y~qzO!Yd zWd<@-2)X2e3zeV{?zhoS2@lb499Twg<9jW(&|67nfDz7{$oJ1wX`o?ZVhi0}s- z3wZcxc86@2&{u^kH7@)Xv1_=Mx6v;tZ6>8JLbpO#J_VL)+J7ZQKUggfu6>Dnaee0u&90j82jN zzhch>lYhdVFtPoKJ;@P*5*+5dpejTH)t@H)CRYm&Tg-n^**vTR#n zc4lVOg*TqGCTkuQg%98TE5@`PTuY)$=u~B8*nMtb6;qoPmcLY(nFA^kxh>}q1ju?e z>gru{pgf8^Xq194Q&X2`Gw@G><+SHOkr3(ILvTgu=gP^qC7>V>=4h!@XTHNv zJ<>lT*5Yc&MU`TEg@w;;6*QIwW5UYu>#xV)=V*9gpPW-lBnRlvz^uhBz%l}$p;FS% z!Gr+{DiXV2$N;VUc!gha(>w;rC=x&pnOvgSo=@G_I2KgQURdNvcjF?wXk#$)5L=o< z$K6w#U;sj%rTBnR360mt?gOh<2LYb6RdYh{0Bj}(4%Xf)tC;VgoFI-alFz_`RKjc* zgLcA)Db?h=-F#k^$NJrY?^_BNq~w*YF9lw%K+$!;Y05l2EKDD^Ut(OtH>X~Dx53`t zzCQ9H-1%@00a>z>#t$@n5Hp?g3-ovp_W}Gxq$}sjl`Am1Y!ZJ?t+@`;pymPveQjOA z9_ttAV$ZPne899R<5;62F&K2c&m5S=zt85)jg%Hw?ml2_P!}J#uyQ>sLz(}pU%r>@?Q`~^?ks1@gYG#wlYCqd zVoZHwB28K7vg@ZMB;?U43BMY8ht0l8tfuD6twU-4UQeKrphtXMar*BG7xK3VhkD;jl1G==kr2@Jc$mUay0sbomFD{f(Q>XG}^CFYvIM ziBa)a7t&gD>PP83+8v&lNK`jgEiJ45E1h51w^HxuKZ=ikRgt$l{0|jbq~>q42UO(W ze-B*9Kk`m@Khe3rPw`FxrD%D!$i*h%cXf57#{W}({tr%tXw#!2{d~rzrm!W;2-%;g zLhj0K|78b>WZj4V#IxhcQUA2X9mHAH@aJ9i#$B~Y6flS3C3GA@NW8kV|JLd&lK;UF z{ydmsj`sWVi;1yrb^fao^rs&D`QPNEd`5YB)&TBENy@%|5JCSX6PA%B0jJV)tx9OH zI$PYaMp-FP-6~P6(t|Mtwf{hg;|%eg;-&XZX49?!W_(JlPv~xxyKvzN0yLYQogEu1 zYY&RFTF?vz^3VB}eM|Cg6r2R`1db<)4{1C?=RW#|PLtMKI2?^FZOjF~ZNvwx0s=~; zjg6Jq#z{q>uC7k#TU`FOqp!^vVH;e?E$}qQRbY*pok~eL01B5hG{ZO(=rB1Hhd}FL zzYXOo#7&$B;Y~zz2F=Sy8FOPio`Zy0lQ&f?&5+YF+4%2BqkMWH1ISO>FMZ1kwX;T zzOBfz=^uk(5az0L#D~Xtlh9dhhG7w1){ABU1=yF}O3AuX2-^}U+tJ?`(TctmU8U9c zzT6RFx3scSFgG{PZAW03LGOovUfDL%-0c$vduKF?XL5!GB$PN93k^_`6F)i_5z;OR zYlkM0*^$e4(b3WA@e<(XW`wmh83nf-9QqkJSmOdq3*zeh{IKi6=ll<@?C+5#$6Aou z8Mbo5bJ_N+7}x(nez=TC%l(WmS-TSvgR-!K5cID|;tL>e8h!h!LqMC6Bf4 zhY|sJ|1F92|3ph$OSljQ|C?W9F;v?0*H4Vw)@9vG!EM8TArCrZ3QKUJ8TneAb{Y$n!9hJ*MCh1AQA-i};;ZIRa0G3}zDkbO% zDuDPqA^?xHU0QB^Z#f!gLA?=-4PnIZ?%l`uP!BH9nMq=e+W&I7w{2pq5 z!hW#i>6J5se)+htsR+Ueo+D|nOr+*{G`&I77#f=)SzyyWs-P^~yx3}%>$>Pd)HWYN zxWIV`7Zs`T9__p6{;=lN@}_G;tgt`4ApJSSEDOeiNz@?)$~`$)qy&d#5NHbXnBwyb zC$Jf)bsFFYmL2zB4F*QQrsx)^LfVf;QifOc(F>|x6aThRO*OSxTNWh;F>O&Qr4BZS zfewq2dwP;&`#v`DBKM>#ZbPiD^W*-c!H9HNgO^h#H~?}TF|PWI;b5G%qF z3nCnP@D9w5eRmoJJB?7_v3Ofor$R6V68?Kt*3fD;HZ~5#5g2Bgu7T(>J&o@rHhDna zU1Uv=(wA^#q~jak%Ab8$h;d0XrK>E+vHmOR1QM}{My0K)AAq^h|N7|-n+DT)?8d** z{oCC4<763>gcKj*v&_uSHbMc{*PNYB0P?+&~O^d@Nnn zIE00#lS-%QBa*Ivquiwxk5+!&$gaq?_YBAg6pYgiTika7*g}j z4Lt$nU7MFll7`$=nNW9h$depLM&pL5*vGvu+>QrE+0DH-6I?Uu-O9*=D=I~sV6eEt>fX5AMIk8Wg~%F zE6;^ANMWV1QBV+*&NFyjQqU5U9DRNDkID>2hzKd#YlsPv#Ft-?$qE-X>2@LqLIi5; zJo6pHocC!o%`SBro(@ND2?qiHK=zmS(7JGIH0DoW@obod_tZdi^gXpMrY>I+K8cP- zPDO~_puOQc1Vk?1#2g>tLHn-j)2{`515e?P2~L<^Mt3;WWqw9D`PhS7-xUs63?3gB z*#Xi(QcO%&W%r0BI*L~+Ve}6{j;vNa4f}!!yh8#fp zO$p7;Eb8z;k?}og%)pDizc&0P&gi;pcG>i_8Jwx3H?Q`hgr(U-Hn0z?tE=lhE)p%* zOb&l|>ZkfvvHp zvj$4F>w-4O)5wDZ3G;JvW9VQgXHzSUjBH5Ngw0XY*dC@JiWdBwYLykS?!L=K4ELMEY;P;cKeJrE4rZ zgY@+vp(J|?t~(B9wi34M!2+%65v7Py`xVG+dNGT|21Hy~IYH84ljELyFMkmJi^uPm1;P^lq z>HCxI=Jr}ojY)q7Ug!UD`rLP~(`usb;~`1=5Nj$Hx+LmYpAK_Zkz(5K>-?s-H*1u` z`B1UBFUM!0?wu!gd|Kj+8>+56FZTVaYY7RyK(HeErfi9OmWsIX@BEVqzl%b-z7zMy z&x39}v?j~q@G@2kaF6-ac5ASqfJH>M)b;ymBj&8>%ipU0Zc!i=!dYOdW2UmffWpP_ zSx^a07$uDmk9F^_W`|EHqaFRroI7_axPQ=Gz1j%Hk_6d~W&Zbfj}LKE9tAyk*3O&L z!RG)?5CqqK)?V}sR)E4<-J`P(6=LZ7FC%OCvcav$-q+Eg++>iv$zarq$W;C8uCp&# zF?DsG!eo^GhFBlEimNw%x4H%H-N*5+J$Mwtj>xTYH12QlP6D8*XnsCJngj7oq^}!$qYnzBuD`7k zCWxR_K#PYOYw$sB2kdNmp8(8oaC39FX26+ggdSMZz_;4(-abcF&Jctg`6MmTPVWLQIEF2zgNqwE@#jRV*K=>9SmjOSpQE=SC2VV{avO;pe zSL{|lE7L2*-`K;8$Yr5rxsbpbSiY!%t)T_fO+QS0}L{lYVf2O$Um*_Guqf zOG6N6$RQFS>VA9{y5fBO{QQQGtY5RH5(ehAfxAUTo7>wrWcvFM@2%$J69l>GTna1U zlgE{@1e$`0B26gEiurCiEp9$Agp4mCCCbimsP%>Cq4FmC@JJS$XK@(&I z1iN?#g*2rA8!hHhdR_F&gItH~m>-nuCJMxFC4D>uRf3lUEA~pvY3fV6YK}uHV&NS# zAl*WJJdv`!8}YRAZQxYeb@)!%uR_;cwy$2d&Nn6|20b*}-QnPdb2}s7fOwj~TGeZj zCNAVZl#Q4;wW!*gmG{tYj7-yukHG0w`?I$REopo)pdH{ZYCM{BV^DMAtUWy!qACjf7(Kq6_AlYznl^K&daC1AH=5b^>q3Cr(xcT_sQmf_}`(RNTJ z{;^#hALn7BIgwaevOCSO{-U2r+5XVj>uxSVjA*r9xo%4+YO)yAQZqyv0ji%>XeLpN zrjC8-j7cuSR8Hiu3ituqS9_By%!9CeJV2?f%?aDCa}5JH>CGH8Jh7rF z<71Z&-M8D3GM>cu-!5tY=0l`8>vj|8JyKuaLJrOSzdLO+(d}P$Tj8-rwDWn8^ESvS zexM?s0g+5MkmgXVpU3?GmIk~lJs%4-I=#HQf?xy~3Of4xV_;wC!%3KS`WLsjlRJU+ z7&f;Uyt@GoM)IDhu=GPkS>yD20a~O@5-EVpZ-M!3n|`idlQIia=Qs6TC@_oDMRQ)f z*w$bk=x?&zI{%WE^SB@JhLPr0_y7$n!)~CSu=(`*#?r1)aqj}SQyJK zUtnYgE?bXOP9aaGC*WTpIYiapT7I@YsDu%h2A;R~Awd4%u5*7G>4o z+w;uZufj>P^)ou8iqoBiYvU5a(lfQq1JyJv(x;&^t#@@@Jl0)gL5mE&n~)w@nKhYK zdb50x+M)fOL;v%MN2gHt@bBNR1Z3dRjyOyX#KX};qN39s_aMtF-l)ADV-?rf#J7&L zMIh$ML1Sj4tfJi}i?YAqFeG1Si!r|rpW34l{=C@=^Hx=3I%@H`Fbcj_P}8!x7Tfx3 zm6;k3GZbYCXbcL9+YJR0C`-0$u;b7Nl<)(eh05CD`Z{v%{+&CasEK}1{v_z#Jm5__ zWYPRa%hEwwdC3WViHUrJt$A7mTa!!=*#XtZ{T}|%%kj1W>}+hkIQvQ->W&7>6y;ovt)cABZJt?NX3u~ta8fNUrj~|y7S;eZU85mpL_}o++uNzPY zZIB#{0CW=zBVo>TSAbzvgcmu!5cg~u2t&4dxu)ZwKxxn+6-=Jx<^0pIQVh-$@&$(! zk+xbQK$8mgsiOK*gi+Y2TN%?OEkrWgYu{c+aEkP%Op{`oyT}P4;MiD6p9(1_$@z#d zQ+$jB$Wb|c`j3Lcutcbiti5u9%WF{cXYArVLxQd3*jStg2_tiZ2dpfTX{{Nl<}=AxQw{zh0Oh~WdX-L?kDFD zq6FSb^^T#VQ(#>IAIt+rhf&C%MD(%1K`a-M9}9uQb(?Th!%4J+bCmpa>P>SO`j7a4 zWON5w^IAWmdFd-8Iwn**h48@Yn~ma(8Aeovg|L?xL4d5uK!4*ctbNizEUhKBDfWAy zwF~H0s;J6F5Qqy)7cR;ir?(66-hQa|Y?gJ@bMQ zaTr`pnu!|sxunw{Y} zH7l^tOsmJNzvm$U5`gXY4;RgUdj@s>`XM}XqU?Kl2~f|sU?f#`ywx|?VX__Z?86dA zN?nRPXkvmqNl(>o6+llO4^$fY>qEb%C30F0R(CNDPKFub4k1c7(Tax0450Vt)%mEa zv1QRfrVQuMI5;MPW&js1va_oL zTRE6e@ah#Y*yBt$RdVtwYG6Qg;=Lvf#8eAP_uii{P-=Ij`7%(PPjM&`*`la@$U#>a z7S~wP7{M+uYel1n9APsO>Ov3BQSk{whBw5K)1Ek=5ryD5wm6Xi%G99-7Q-kFa|jIz zS>k2>d3;>VM2@;*0<$%uG za4a;#`I+%Dbyj@zHez3BTX`wDo}8JAvZ8zIBst0&dxvmk&L0=%XGc@B(LrT{gN6-X z|3RX5MWC=1RFZ!AxUE>9)Dpdk1~n`Q^+>E}BFR%tN8pzcQM-&BaiSnO6!5X+G!D}FLAYL!L7r&h+bDCmec;Vf zn$R=P8QrxXXrKnfOK1Ck;|}@vl-f5Ii{^i$TrSXg(vIjzc{fmjGv$QzZ}G>@U;RJG C=I4z7 literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/bias_GKL_annihilation_creation_from_parent_rule_ke.png b/automata/plots_of_ke_bias_gini/bias_GKL_annihilation_creation_from_parent_rule_ke.png new file mode 100644 index 0000000000000000000000000000000000000000..97c8d22456d8bcb6178b6ec13ad5717eff444352 GIT binary patch literal 26403 zcmbrm1z45q)&+{aRfKII7=QsPAs`?i5-QdLm1c<&qJq*50ut(0wyg^gl~lS_x>ZD_ z1nCZuE=4-;co%xkKIiQJzyGs#OV#++l0G3I+y>BNy0%hoSrU|?85IeJiq zfnh->1H-(b-xlLHu{)OR#D9Bi4xO}7H8-%a*R#@RIId@7VPbA$Vt96woxYW|p}Coe zz#ai1{!JHcY%HuL1qDt2@d5#Js|$jn3y&t@B1g><9#9VM zSG(lf*WjSVGCcF)`{=xd3m2(9;9jb{Jh|NJw%LxxW89_u1t!Y;1@Z~G#!p5=pW9U= zNEZ#-Rje&CGtkgzS24SpddRFxJ?=Em4uMU9ABD4J$1I0_+p)=aUEA={FU$hJ-S6hVOMp$=DUALZ5N;cEB?JlP@xz1+RwDD};eq^-4KHwgw zY^-?WB{@#lsh4lxzAY43zU@@J!QEA>R@n@GrKrlx$~SBu?Qe*Bb8Sh_L{FSIzA`d0 z$`cG#b3c4A{?T5N`edunzFI#zp z(>a(`=hFTo_cno09E$-@3 z8auJ>9)t#NdwM?5^}xqj`8^q{EN)iLuuE6{*%2GQYpy;MfzByk_<4pnf4cXXsl^*gDH?Q>8b%`)*NZS)Jk#E08wvKnA<1A$|d7Z3l+(On# z2a6EX_%GeNCp-MqwU5`eB{#Wva3z}5l*;rK%g(B)sd+vU)QuI)o>Ebiolekfo9FeZ zsCPa?)UBI0m3_oad*hZcvIV|=z0Y}~D=h8Dr@h>i*w|PrTU%Qr?IZU#KI9r7A6Ksy z77-C?>+91t>{Aw_){g8fkTJY&TZf0980rdo@j__l>7-+C-n?P@q3h7bk~!I*Ze__c zZeAUB!cV0tR@=+dGkE+*2j8}Bp|1+;A`8ZA+M@$*8%#~b95vXuoLVcEUfR8L1>Y1S z|4ntHx(tW-`i6#z6w7mzMOUQ7#58aRr(T}Dek$3_)av@awl9p5O7bo)E|EH!Y4!D= zrnRF|CgaH9@4vQ~XUmoY6;V{GpQNo#lk+G`>XDxE2vx_CnhWaLF3t{@E`?(p(=fq_ zhGn6vj60jMvnB0%cTmzW_E-yR*x5}3W_#kYdADslEF&WmsT_2}EWJ-GMmxPyZ{79L zF4LwgZDyIVK%6kKEn{T#ba!`uy4yH( zorr-%0#C6WZ^GqqD}3x>e}8|Y>KD%%U1z6P8S@?Ad3~TE(*#teiSRv-sa@=CF`$A;xlEBqQ+^|C7H4(sT*pU1Z0$F zX*`-9&Yqo)<8T?%!)16kZQ8f>$URRzHpxrh0{hc?1jfh4cI?=3G%jeu8)E(rtNyGpEYJW6@2(`1mWYeNU>Cq$c0bUbzXK&(ymW( zhn+NCk7${sdmE&ChKOC5GRuD4U_jjw)+MgPWx=dY? zo*pVQs!NKQzhD731#_p0&3XCq<)OFB1;bAz8ad8RkFv0{$FT5eNKAzt;r&guO55J= z{e4cs93g>J>HOLm6@1zJC=xF)h&TM!{ASs2zm<$OxyH>~uy}{Gw05z~WOVSL>Gp_b zS-*xfTU85-7w_+^3(Clly34*-W8S=ZZLuLr1C5z192~JrS8uym7J7W5`5LntVsYkR zK404@e>I!QM|QGl9sW*3O|vu90GEk~#!Ia$#wRBgX!GaKm)HLAXy@tj5Czsn3m5L# zym^0WYU+Av#{}o5w8yvmJh)?g)JCRXoVlXyPjqIPU*+OLbYSZ?o`I<#vxGF z#DzvMhBPc$rfrnXZ(eunvbkne-`Pof%ltH5^>=9-C2fxO)h3qZd2HWp(Y$ZBS^Y`Z znei|(A<@zNsp;u;b!+YUJx3&V7Kugm_Nn`uR%SR@Bcd3#<$HC14sz!*tcX;%vb6kc zo;@9km`gT^tgNnaW%TFQR~9JLSB7Y27xa~3(UCp=R7me?Wvq4-g6!$-Cwxng7PumM zKZK|yG!^{V`{itpdZkPDNmK7AsUEv5Jfu;_CqKvLD@%s@(+9e{!U8IFXD6sdKH`c9 zF5cRl7KelwBp&av4&5B_vALy1ukh*asOluA(f&lmg8Y2mSB3B19h9Se|9phACJbA8 z{rB(R^SI4h)cuDhXk z%wH3tXPk~xJ>qm z=LqE|4Lm9zXd7p@j2KQknXPN$Tr|<3L(_Ggu6S_%j~h4E)9!rWa4P(mm&a2fIgh$r zz;cPakZrfxPR&;b6&~?_-X3uI`3XPCu9qJ;%BIGD2u@^SSn57lTUpukR`1$vRDKlc zkI7qqa(uiC*x>UsId_5dO6>EUIvFQ1`fAq}ujnnicJ10Qwztu6cZIy7qWz^}4@DWx z(Bd7&lec#<%IRMIejRfykR#;z^r;bNnq6OHLW1aI5^u3xenCN5X^28a`~}79fBaD$ zCT>(7{xS2dend#g^|~#*yz(FJv8y^dI;K9N)(d0qy@C^LzqYk?xpTTG75huu_9a%; zHZ=uPR@?T~4$}fu*R#f+b{MH5k1W&Q-5rTR{3ygomY_^Sak1jcl`AJmv^l%;dO?hG z(BX#;2(JijFPK%sPV6k*#?5^QDU(}gM(1IE8nc#3c7|^f%Xs4f?{rtzuq`f3k8HIE zfBZ;1^Jc#7Kx0G86YlE*85_sm7V{Mp-@eso&{m_98zX0!q={gQPYy0DJVsfRTwZVa zfgM@gOC#nKcSLh^T9H9|=T2&fWvcUfPR@aEjvpUvrUes3rZPU!GWC?V+y0=#y>x{N zyVU%2vktzg#dkfnD@J1duHR!7oD*|>pE~fjdM7Pfccb2m2z z>A{a%X`iGoMN8FneSEl8(s?2QAFFo0@p@Ulio&xW*P^*5R~IPyN+`#+Q4S@W8;%Ci zJd^HWk9Fe?(*PE3@du?$M@R{1B@gz-v6@-y>gqZ;I@SudNx71JDjywUQ1q0xtbc2E z3ATp$>@_V40F5&OZWKWdK(;sgcn@ffUb)@p?Om3%rRj91)#$(%wRbM+mA2%5OUueC zG8}%WBntMQ+|l=Irc}o1^Mugg_4si(MzI^Wf9uvQ6?Z1~jq@Fmv5-pogyRa@D($nD zyRH>8sa6sY5Ez+EEhuB|7T7;^O4w zo`&?~=g*%HwR!6regBgCRLbF%4!~}h^va2;c!oAp-O`-1gM)(tY0+={zJ1GK<`WQz ztrkP^@jz|7E`mRC4R2S(+Z%eG#ttf<`%c$RhjWF*1c?@;Y3Vmq-BPU=%RVXV`L3#p z3K(6RW^4S=;reKuPVXCevV0J5!|Ke^k0b4*yUdJt$nW*hsdNtHuM3i@i`~*lAKP0h zD|=MdvT`ifA9t|iHjjVnZX2tWs#2xn6w_T969rJKqpYm#h&s#5&o2hmNf&aGSV-3G z)Ni9&4p`$Zf&&A8=GRi`u?jhg4_Fa6x-`MCYz-@G*ad%w!x;bc&PlhZrSsT#T&u6w zqT~iR^NE@_O6BI}?vXk^QTRk8*G1eAz+>@>^})d7Wc3j|H&pC86JPj71ejDuM<>_+ zbKT2x?pj(}yxa%N5zDKG)5=GWELpfP9IFc9M-^#PaD0z`!wK7-O0Tf6FuQ?9ZTjjx zRS=?9KA8WClVvm@qO|g%w|5v~qcMt%L+$F7>(0iHR2_Kv@+HAF31$tF*hjI21Ljq+ zerx$p23A*}Y(Rtt)KZV&c(10RU$Z1ul!TEFccuwkMpDk5c@vf}AczH7Y9_*GCTMSO zPxfMzMoej9l}=Q6_zudV3zhNl@w=TyOhST#wT4>mU6)UHX~U}o+~f1p?FTemT(YJk z+P$5$G=>Iz53r>nV z7#zH%wTucdhoHS<@80yn#MHF3NCj^JWUIK1pJs5k7eD##NgJ*_&DYiywqk>r8j9p; z|6LTx%VRIHrUnZXD(j-Cg3jM_S#xJTi~v8-^0WQ4w6#g0y7T0V*Da014e9nh*zkhX zogwPV1$;#=YT@6UjEiTP)eU=)=G8F~BoebrSiF{*1vae$j#i31RgfP&omjG5Fk_RT zpdcxbUc)68%GG9|o|_D&R{`*SUV7ADrwvbHsA(~N&@#IB9>v?<9d5dP|ZYW6=ZnII8R(0`___%YI~TJZn!t> z&$8hvUDv!NZ;m0j%T5n@)Fzw9ec*J}B4Olv>jxB|+sNm9xX+m#-RJq>L16A})*eCE z@!S56-8^k=ZHD=tJVuQfsWcibUrRw#?cJb!JSPk9luotlR4Zq9S=fE-*UrR^n+bTmWI)Z`MtX%obox|}c zxB?WVwdwY8?S)Uava+(GU>|s1kV>8-&UIShzRX0p<51_bL$}xFm6esrxT1(Tm2gq{ z;i&YFLXi=t7Qs-mK0>#Q419U~Qui*Wtj=v#K@ETsdIexudeEJjvl5kPEG}G7Ts-g` z``PkTt*J)o2rr{Whjsf1xntScaYc5iOC_8CwC^n0Kaf3})m;_mns@F5Z{3U%2Qaw$ zeGcjJnA76i+qQKBI(@#zEEA6MM?Ug#>#OIk9Y^(hMinA@oBFtUGG?cy-1@t^B2ceH zAYx&6dm}Ri0%}b5-Ppf>|HxBuv-*p!O<3TdBevh=kUoX%uHU%W?a6PQ`<9~c(dQf; z8d5_6yxX)^l+=u@&P^Z~xPd*3{H0G{_~iRpcV>_kQ&-+{vl=mUz39aUYXxs4#!WNUdQp4-jQK+RSzIrI;4?7o!0K2n0qbyr5 zX%ntk8c9!+)BMC!>jh;N)62hP8dFT*-oam(Tvn10xqxuv}N2J|^i=VgP4vbNGM(Sp} zM08`#Tz463S+as%QZ4B4T@@78q6UR*>@t^AO6RAoo9r1U;m@?@)ge$7Psu}qLjlvs z!_R*VvE6YnZ+qYD=IqBuI2;aQ9ao`{BxKJXUp?L~|2(iU-n@a{`kX1HYVT&WH;Rlz z8ONp`&Yl{)efZwS2rzYgsFkaNlBTB*Kf8(VAqJvLK71s5pYjRK`sAnF22G4&5Abdt!1}UwY{x2LA91 z#s0OZiC>OtEntWY{o{{?ch`v=Mt!k!uU&34U3VA_T(m-+4Oas%%hy!?WK12kp@!h8Ytw*=o(+BmWFMd&^Dy+(k}l9!2DOqg?e;mN9REjha{k6FYQFz_xK1;yQbkgRa*8^PL8+!wBW#e?^NW#@JV zw{`!Zvzc$wx$ysi;8wZKr^Qd@zyk2Vy8l(&Q;r%L%0X+%B~edaJV_Wjh0Gy6lT zOl*NBRSq1uiWnzgyl1a{f4OzBbl7RLR8nYwfkMpGz1f#NGhy6dQ+9lCXsDdz{?9>2 z_{7DNkER3o8-e6SiSi&hIT`yS7{PUq=@SM9wZ&OW*cmKxClU17bzFx&A362vJmp~* zLU!ucS737DoCY$fNM_L=SH(%-E=nKoI;RF^66{oDeF5dzvGO|e>=;Z*B*kMJ>xwDD zBB2J3=7*Kl%jk_cNY_2bTZaWj6(Q*m>Dtmhzb%UYw2PH|ij_5+P+GZQ_#9fvL=|Anb| zFJ;)L-?GY{VV~E7Cr=`>r~Ay8tytj&K5)yHEkpR2d?7}s4VWl|M`sY_BL!cOVFf8< zF%sDL=byi+$LSDx;IlK(>gR$)!8Uwax!b%2YgVn=!pzKk-QB$>BFw)Od%4eaW;A=Y z3rk-WG!XJvh>v-eCP=@S94lZ+_1=)y+y-V&uxg-$j3-C>y2~Rxz}wjr?XJ358cbmt zFa{yV)dkM=rTJ~dISTF7t5*rg=OLk?I#%o$tQfGkIJmCe*khH z9oK2wLkACbj&}r9l{}N{>yw!oI|qh(2MTN=fRG7>g`WK`vlwd)f)EKr>22q8y=}Mk1}t{BAmIi0}l^RTHB-3LpjW{7je%M z9kR0#D00FPR3-)s1Pd~yPxwka11lb(U+~BgrF%Ju_Z6HnT4d=3Up+nV{XKR*%6bWl zKg^}g z4uF$M2UgWgN88CuCr;c$Gz~@4&nqsDD^#5LR9swjbD)cSyF+<5B?W>@Iye;~ti0wu_di3Z+ zr)SFpy0ctoXA}fle=-x(9CrW0O7N*lW2LA&I;LUcyX2*9-LmD@F+qif+z4u%|MY!^ z>j+#S7;2QYEYH3%Z^~`xac(bM=Pvs|Elwx%-M@aa(lWUljGqbc8t!j6Jv(0PnsDj+ zS;Bf@vn!))ib&LEOInUy%(Azkq9U=nt3y_(xMrCkw_pbU^ku+0jiX2Zl&hoFQeGv; z+|i%UpalHH;1;EG^5kPOmmrMx9BV>p>Fn~1_O>7V0;yb40v{)#$}D@@t^s13q{HC( zCp}9MzVF|^55mPUFU=mD&H0JzwpEep3bb40Dvct&DtUF!UafJdn!q~T7|IEr*>&o> zdyf6fWTOgs2xq*5?hkcc#t#7|kns0&aYKx4jSKx~ga|jd+71vV~DSHt6}B zfLH;3wPl_&833pUqOLQSClkuc)to^ibT?+EPwNckpWMd4;B_-Bg{%z}cvMikLu5-L zT&kirNyH>M4_8o$jMg`gN+TdJM8UfoJ0HvFPpCW~p-}J~moXT`eoSK>%`f^*ayG&759n8PK%Y z97Q3ZHM^EMiV4qtvo3 zMKvop9+(1-lO$4FFz9nlny7yM8fXF7hlpzTTqEkw)b#W)C=^~nLB(_L?^upa&5h%G28L$d)tsE>T4Q|uK>P23 zEiU}=#~*B{3Cc@f zo;wnRGaWc?9Jv1rhl7PkI)eligG!LNC))JOc(C1ghOofH#dT0Xz&AZ{ z{(MIk>&}wR*Kgc-s!d!Z47VkqkCGdLlGT;G z^x}+^sG9J2v@Jp*=-a+^^V+utQg>bVPMjPYo4eBs`GuaR5_Yf^e|(UUSrpSTYuOWJ zYY{YO>G-eg8F89)q($UT*;=;b}5r}gEh55!_I-R0r? zMku(v{Hmp^Yo38fGRH}#IrE3_W_oWW1Hja%-@+ouJ9cNB~)5k zS|~tXw2vEx4eFoRGj}(LA8LJnd~-1QHFfiRNsH?r^Yc}VjP9wZT6=nV>D%og7v*Ks zji-<4r{?x;xw(EDmI%Dop+Enp=9bMxPxb9sUI>x=kFVGBCFUmj(-}6EmiRxQrTP@r zJD%C&yPy8|3m@}o$iHltIt6d-|NmfZ`6f-b!89|*#+GJ|`r}qW(320o@NLLbX14xc z2JzpPnuMG|==pdS#wSkd!OMps;-iMBdR8>pR$yCpTs#l85-HumKl3^blTTqd zv2R}-1D{5;(&ft;L~7(#c(eol80|D0<#q?}7^%^E>j{LxA>c;i+*>S?Hk}XpQ#&{& zr=b5psqco^PE0d0Q{UtO8Wm7rze=tF*>d*Wxe9O(+}zw1O`~DLbcS^-yhqO-ghue*kP9kNpj|rcZmqQxUE#y3R zNj0kZ_r1d81u1Fr_Vt!#8&ep(Q>cOP4j8w*y$-w>0N5lwITRSU$xqrz1GSmW#Q+-Z zIevEX0a()+n@};uaNUx25}<57d`AhR=ZyH(tRJ%#S9P-*9P-SXPCD~#NHl%@Nrbcc z2!F&b1&Xx%zU)jmGNSu9a-s$*&IFSh;mHIdvOtf$b?1&J7r?F&627F>*FQ6hkPp7L zwgw^c*Vg%F-+3!`yZRB`zDjr2|KHf(XzY0;ne?^pTmu^y_R>P8?%k2t+|c6L?= z(uICPydVT`8&$>bL?KB87BB;8z&hL%vY=7JR-o2Kc}&U6%X91s@x~q!M1@BwC8(cA zHMH|Ot4>MKeVIs*vvzph-O9s0Tmyyj`vrV z&jr%g>msS%m2u+f%TBVnCebhVAFK^MGwEiZ`G{x7QY9=9rc{LOMuO{Xs%7*1pK0Jf z-pBAac1A$g6OS%4lqYnNt1Yy7eG?Hw)U19@NND@VrtGI6 z1CJd=LI~&0$OtyAD~z4L_C0sM+iIe<{>{v+MGiXF+|_l#ZYdcZ{u@6>`+*ntZetB0 z3vO;?sklvi)L1oG6j?x2fZ0WI2Q#NkuTbIRU2?Euf;P3f zC~nt#(%lYa)yrZ9MMbK&fHo;(k*JmQ6N0YvmB|p= z!kD%cDUR$%vds^*ABW;VNSnLjjp3j~NuHAtL>NYDcz}A<`4rKHtUFHl!R%38oR6Rh zD3wFMvlkqn0)3jX8wnFdcod0at_X%CLq>o=Ao+}x_{b|gxD9VEu#9|CQuQs;NI4@8 z2xYv3nya@RD*>CvYj~V~NtWwwW>>)*cS3WZK|#zJLeXCP;dH{q&0sqTu|m8&Qc_a+ z!fKlG%iE%==i?$ z%7P`mrclv`0R(#B6yY13fmux+-!f`3^7!KCxzN9A#>b&`mi*DY#_ehV8)l|fy z`Sq%tq2uBW!N}e^gVxY?oUdmK?c-$%Ui)y{@t}+uR9U&=y}lc z8)acdn1gq}z~uON=`9xeDwCUR|dLcAt*p|4Koa~7J{8vQ$ z532hocyB3O$0L?>M#B1iuhE(PKMSKz54^X782xW!w%eFIFc|}y-ec`W{C7nD z(=Sea0FEINA{cRU78#U*p4!+xI?$vGGC{8s?4_Jf>xcV2WN(2(LH#az<~4)<`STJ9 zHL&kOll=-c3_cd3RlcHCg!N(AY_H;(;-juCT3Nz()W9GVL}o;UYS^RdP}oL@ z4(&V!Et9=ncBn*-tkOsPn$KaGHiBD^&Oy3hm!{ctJ%{I*z&?ak4G{UEiUB%?J&W)$ zfmgq_QGT?uFgiF8=>BE1B?}k4yt{VoVl{1TX?YeH7wm-9utAgeB-Gtm_`ASun9z9Ut{KJ+L|?Mg5e~VNXRQHA{uhvXv~sDi+H%XbDte=>7n(Tj(+<_ zsI*_Pe0~~bW~`MN><00K(}LlpA*g?YxLHE-`1cQ-UI77dVAJdBqTx>ga32wa=}r0I z!9Tzyw$-zcdtgx8fsm2+@uLz#9=^CJM3BYzOdBNv@7!S|V#ld;yBJ(149T$zyow4c zo$^FuDn$k53DIq(aTB1b{9u^5u!2MCB=PWquHx!?vxL(V328BW@1}K0T>y+_V2Il+ zmeNDT?ZH8su<)|Qf`Vk3S~5E>s(GPz4RzglS8cYZtzW)~0&to(W@r+6iny*GJoud$ z^-*|u03A7mu;PCavrP;NYkaLfJ_4h-~xcy&L< zpW~>{30|6)dG+9tBLzZtR&~t6M&zw^7{bPG$YZyY3^9G+v(?)t=wnm~yh6TdW~`}E znVnfAXO~n{@%rko7?+w_>dv{AF*WsHYuNvL?5r;opnp!}LP0?od8}JsFZy+DF`qTR zpZS~6MZcBHm)|__GbPCKXQY!ei-iGp5&rw<{rz|CDdO?;D%FkmnWHTd;9qYA&~tj? z??U+}i;-x!<`?DE#Q$>y+(f>9JsOvFO6cp?$J#6S|NIpd|BV3n56JwN+a+8R`3heJ zkeg&C{TJxn{AJ5-V}rSI`5P=)-9aoo#Iw~)g=8AkKgMbUR>_<67pG|H&VV{Dx`N+ehb06+i zpak#Bd9Yco_XqLZ!MuI_`gKFBR^nhoV}U64g}k;nc_NnPUQM3O&(26VRg!!|@Bma0 zw5F)`N+Ga-sDGzd>&c^94woYwKKqEb%-Inbfo07awO%WOV*eQ8d4^wuc$7dyd!q3J zb`))JzR@XO^KL!-PmCTbwPz1h&_%7qvVy7UKBt-a-9Zz3sH9c^$~#8YbN)A_#|dmHn&%>RFB~~0c?xEHyXx#> zW%UXaDf=V!G08o9QmcyzY`pC3+$VSO;zjQ0m9ci3nws**iyrFPz!r25;$fk{+{akl zO!vTi6EzS@A!f+>vA9jA(&Q!3A74R@Z1=x(0HE~&fsQif@BUoLRB&8TaeHu3y_EE{ zCpHj?gs&@Zy7eEt-g0?%W_kj#ll_xFYZ$y7`3S{X&XdGb18xA;F7%jO)-HAKfh)9) zX_U++LkC3I?L3Sf#E}F)uR3Ubg{OBHl%RU>f-?`C36OeE@2qR)fwO0y zH(vg69R2}w;`R+ADK@pkzYL(?gt>|I)S%Yb4HSWpd_2H;`>^!BEncLdpjMw?>coyMU3iJ&`et9S9sP%?#P3Pot?>8Zo7ts>9w6HKrl(1}-=doN;}V1|;A%*Eg5u^&?F zauc9{%_&3aVFR1nk)iTShTt=e!e3~?NQsh#tye6`pLjjP!hizl zqu=E=quTO@z6!jGD%5Y?BT4e47x7t;uc+|S3nhDPyKO!z)Igs*vR#8rUvuOmkFCc8 zbcAFq0&U)iyl~@XFIheyD@fL8a4?r?Lz+684BFQa#MsPnW*_nklYm_l6 z8_YA5dxzk@A&540J^7q{>hGmHb1%WJu>0J5M)+39m)hoqLuUam^F89|wL4fLudH{| z{!aatmrU7i5IPfv#fx7*KHR2GK8hjy7KU|nc-Zz*9}LJaIuN53h_GG1=0pvj4ijyW z0R4d(DC$yythFhYK`yh?_7oLFR2vXmPqkJ?3+&u^9D#>8h^)8?)KlVTW;SejOEM!q zLlz7kY0U%BgGEGY}%_zh^^Uhoq)bUcMyxG^$k5l2iEnpNPF7 z1SdhmlZ22%7)|uakX|MO?<0aayPC)0j>&FXDJIA zj}#+6X+G(}qi@EXM^~08A0%T9!(f!ZL;E_A3?JzYk8~>!ywXMQ^2vQLs2}%Y>V#K8 z8HEE3esNH9BO#(h0{r6(=82Q5;UYP!gBgz8-5k@!dEv8(UadJb9FA)h3U&2<^?A zH)D6h|8ynia*hx&HY{4QgwWTdN< z9~qw4j*(vjOm!T)xQha0bpbXqiFX8Bi&BaS6h&7Jgz_%V*|8%}9<4)@?c>Lf&vt;# zfSXuVFms4TtcH|Q(%y?6SeTsA2Rrl`7ROjvMGOJSjLJgqa&@6K_%mty1zo0&p?oUs zl=R78I*Rxb8yd8MfK*YNkQsH~#7u7Ls+Dz!U^YKn_N3XT=Rtq+IxLnJ5>f)crVPi> z?z8WHYd{50ckaTyq>Uh01;vPkjqRjfKr-SvvgY2)*=gWZh>8tbhoXY~i88wvt(ubd z{rqsv60^&Q*iUjT^Z37zYoGo?uDxD}>R_PpS9K8C8(@OoYI-l^yPKDu%Jo|HsYnb@3U0o}9qRg1?NwyH0@>7M0{6-(DLn|j8fU*(7Zx37 z9sG1}CZ{ig|#c8mPOO=rKburR@>$O)81 z%r_L~Xf@Il-Wy-sO)S`0P%+5&;b3k-g(#!FiJKl1lFb^3p~x7b-UJA^-IulhCNdWwf=gcGj14*P_$(pBc3KwW|y9#Z+KpLFXy9LhwA>VutcsUHq89O!g4UJ zwusrpu0og!wA1wsJi)3Xi<@+U5ZeeeM&bvXyiBk;I=|2zXoTGlUjkahc4VEUlmD^v zQ7^1wXWyA4B=2h;UqjM8vQE-FF|coy5N-q}_7KA#T;2KF+sQb4q@*i|T==VC8m@7? zyQzr?roXiLMZZ+%&EnLF7Wb>)W3{=(zp!n5d4ycSP2~Iq1^Y%#NOt@89a;GgsrtVt zvYJz8$d#HI`}<2hc?c5tMFU2vdwgjvnq%w9OHi53DHgBS4GspYM=g6F^qh-I{VQ|$ z$@d`=&o5nm$)lXPy7@0P-T&c)ge(L4c=|p&MdILJD^T3xk76Ifq`_ZH?&t*r8Uye@ zip@5Pj~L6HCL52h-9~28FE;+Hh;yEZsHEF1YF)REmYhtGT*|vSJo7i=#{W{H+S7m# z(G1M8?n`ScHwArjhuVofkf}hzqS+0KFJfN^c5pYADAmj?c3l*?t-xrE;ow&>dJfuk~B(P`@Yhuv5(lg4Pt7cP{@@CV;dNGF8j+Azp7JUe!TSC0x}!NSo- z&>`YpIA{$+_{G=50}h;y@<=CQcy6n(dZ+j_18@@e`cP-keONnc!mtldgJUL2EfEHw z`%GpaOcEy^TJIASdr%aj+J#b|v`UumuPoc@uN?|?Ni2-x<8*!yA_nOUBE5X@!HpP_ zLImLvM$_kr%EqYGi2%@E3_uRL&F;4jT5p_(hlj#cH0hv*62p>B4{Q1DLx!;bU;TcE zF|V$U*ccYttezs|KMYN9=Jl2>X4-g>GaH5fnvEOjTNw5nWz;VP(?owLAr{a$v^&63 zf2zNYzKnR6%xlOa2OGd_Ra<<=I~ehd77T+{6ag^HmZ3oD*;tF=X11 zfq3Ftf!D8a zA#ZiFwpiRiSWFxaa15PYc}0Eop-njK0oI?Oz5OY2MCE~gHC%699DypFu!>v}fK0@q z218~PyvsyBC+QXIa*rGnxhh0}wAG~bWC_zoqUd%DH6V2opama61V93GFe29y6}ZfGE@ObHN_9F-x4jODx*91nyOa)^(ok@WZZW&z`~Rn# zyM&UEOJ5>wd51y^xS~K6WHYQ&9$N6jtxHyy&SThDVLOqqhC}D4JAu#_vNa6hYICH3 z@-Ie!WSkfLbDRHva22`P=Bn zcEi(4U8ui}yT+uwazQ~0BmJZr2|0~N==*r1#8!Ug$A6I$HU;jbpujf~^T{cJ!Etg5 zHs&25Q?VMAQMs3+b&c>K{H?^zaQ7|<2ye3V(Fmji)ci?@K7RYSA=dka6Of)}6EU6W zQS5Z@srRMHswPZNy%R3Tc) zfS~r$3mb->%@|$yJrUUX0SAsE8jv#&AW?@9_uN0tFqahJjfN7zO&l9cEg2RrEg7_9 zkA?PUWo3Vv7?fb(!;Pc)+~Yk ztdRrYc@W4f*~pYIRLboWryM?f16IeN=H@d*lteK}xRBl-aQjA}xYz;ui?(Lnx(EQg zPINQTb%=)$GEm%g4^7ZxFw1R)dcX74FZ7647Ks5m&SuiSMeN<^Y5NLJAE$3z#EA>Q zyh)%EMbCfy9X6V7ShOB-5nTYiA?j%H1ZW_#bx(-5jtUqj1nOftbiLs<31)e)w-AAK zA8D;efo_&LtN}8K9NIw(CPyOu#Cxye<13(XkP~)BM$^;MjNlq_?2ZV-Q}CdaLa-)Y z7K4~Ms6BsWiQjp21+e-JK#qgVMhIi>q@~N3m!YGW`Z{XvnsQO#C=WqB2LA+UCvVN_@yZ{^zNMqkcq*wU&M}a zZ1bWPMzMs><=;6MlIxo@Y&0(Hs!8V#(v%MXl<9!pY##l$Qa|gUZK<$ZBsvZoVRs*d zpU-_}BstpoMI9%E*7bjtxLhfBebS1~8Knx*t7v$=MfJ2Jtr&}RjPfj;;n#3^=2$cS%D9H(lx^~wZs1O*N2#B%+_d2o8eyY_HM^4mWCn>EyVf^-7IfPg;xi&&qeW+4I; zgf|5mG9&xjRIbUMuV25Ol{J3*$5NdAc8oiQux4%rL=+(>v5}C$6#+sNeMsqF+Yf6+ z8FgB&hH>8*Rw2?6ku!wtR{Oy`rDZVyJJIUPaKcYHI$f=tNdv?`GABUuqc{t4?<|;C zQ*xpaZh>Xx%FPtArq}%bdmwri-nab05$htA+mJ{21NbSr(L_M{ZUt(SeiapHZ@PNb zlScbe68g=SG8*Ib7w+ZE)o6bB;;+I?P8+H|cOTyyOyF2N91XFJ(4{z!L=B;48M920WIH8%;RLMy5cKNq;1u9Z6b8EL-1C)HTh7 zB0_hexOpj)m_kxe|CdrLuJJAya*pS2Hp5s~3_-V|5O zCnpXsJ+^KfSpv8`oybM@1WNC1YQM$*o_zCd);r#tzTbw1hU9q}HQubF+X^h;nlNn2vdSD* zDNcA>apiBEMRUA}uguOw)6+t}GIX23F9YhwVzkXm5Ir4lj5RVeG$f87x^jyr3oIvY z3ru#kF3x7l0o2>|a*M1Z({nwj$&_FmLq*yl9lyOa|WxZXdr-0S%%bE1=PZj&x;Xe50=o`Zv1Z1P93 zte^Ty{-3G*Q*+-=c4=OU<5sCDS`kddwfV8Xt(BWgl-uiI#INCgef8IsOyFzsHW2}4 z+^#mC59VJ?pqmIr=g<*_&!6eLnMRX0k;Dr~tLzEB6_vlb7%*5G(GN7DOU_wZqR#Ol zN2CPTkQ4DxWprcN?Rs|f@y$7C_c~99T~_CVqMr)1j6{Q?^$1-@Y5vY5n$8%NQz;hD zaBSU0D=!PNp9pX%aXypgXCe=fZbg_UjUXt|HxjxCkk^*}Y~R>sfy2}4Q>|GxY=|Pq z69IMLpsPf3u1CDWHOkK-^t^fYWbD_L&6HdB?p0z(6Q>S2OcCWzayVy3ZeOYR#SLa;hTwFk zQVc+XP0In&kwyz%x%Dudigk_UD9d1nAg9UjguLCj&_?SeRt=-lCRU`bQ1}{5ZOdviejKfpSZN7Kh?(q>^{Qj=bbF7{5Nh*#*xVE$l)0c9# z5abl`4&)?|$OLCCEf|Lc9z-3*jVHLwEE#)rjvn|A&p?XEh2ZLwJYpI+My3*(>r6mf zR~HYfxApgEFzQT-)<-H{ud~tm43ufp7$dpwddu2ns1I8}d=6xJaQPvIq;yO{A7VQG z+N#ST*pRGOLDBz3WChai<6|P=?W1NfUg!yA#6m{KvV~jkfPD-u7+BT z90C!qFh7>J{s6!WZymdK+C?;@NrDi1=ztE>N(jemHf%6Hpf9v~-t@8`fRcu&fyiNi z#DfBFN+fDc(nnAeGLOoxs3=R9sHqXz%o{=hAoy@jCpfoCVn2?{nvjQOO9cin(uz!a z(G0woZf{*R%2x<<7)wqsAq{a{T|_j()DYRF6X!38rqcO@kd@#M2_Z?cJ8<=m93d_W z{Ly%2dLzOj&MJ7S#qE37&1KOZl#c|6U`J+Tz(EhBtjqIy!@qEd??&L+rl~s5^ewu} zdGrko(BxiYl5}>~OYM9utT^b@e%9M73jh#{_W$ath~PG@F&& z&NEhm>Z7?vDW_0uI?>w}^RiAr_*3W9jV#X0%v8r}%$NQXG2Uyd$dCFs&ex@j`yEncz@l9j-B+DK$RTC{L5nt;_FS>N0L{z&v&&|*~l)zYT*(=x~Ki`QEC zH=N&#;Q!ccX{+kY;CsP_gqe-lz=psdtTps_@L-cqQM(Y@7E)GKHFqmLav7`2o(aJ* zR0MFt_)Y@)?F4Z~IdYH+&fNlo8Vh?VHlMav=6Y(zt$uf$^})J_16;92O_XIWpMq>5 zgi@fkhoDw6GBa@@K4mIJKbSi4}zVT=|c{L3BN>n zYVfO(9005Hc=D!dwC=ui8Z~Pz5^oX(&3qR-zNXGX%2Qi^Xu$`$8r;INzJ~Ow6dc-m z2Ls&-Z>iPe58svSygoB;WY(uvx{wn)TUuLNU)+Thz+P)1rDnR&=Hv*LX0_}2zMJ*MjKv6PQRhYM!JDlu32*) zCur6*w&OU!8(8{exHL?@Qy<>yUy`$9jJf*yEKg3ZwwWy34ZZqHt#{u8ubyXH{6Wq^ z-A0!Fzh@XH>bko)$0T-f8Kuk-2%5{mFcI zuo5j>597eX8kr(kRly!=oIU$Rf2Y%bQjFfG`_-eiOl-zk4zTQ!s5sY&08!**=$ugP zTI1}L7F~$-GGi(UK$;V#C2nRpeX^EDCjq^@7R0Q6~-!e8W?%JB;8# zKg4l)eg{tkC-B)hy24bBH|)mAhy~t)Ri?=e28Sc4A!v%`h4l}X4q`2b799x=XNRO@ zZEtC$r@}B+ej5qRM80vI?$O0bGUDmJyip0$ufHpeqiA7Sx6aVj83)0KgTN*y72~K~ ziPe19)PFD0Aon zNT~$=V0D;A-yTNKHO9M0frNXdR8Nd;@9(MiRD2I*eQA50k zyW|3#2Jby>Ggf&fa^f5$bC5sP)hN9GroS7}D+mWQ+yJO2iN|TfJ@?4FZcGaQPiJQr(qtS) z@nz*jWfEblpih-@l#n1|$wtwv6_}MnF9wECAVLm55|p$L2n<0oMQn1gR!@f_Q1TLj79KtprFNbuXVcL zwlEc1N6VqFdy>ZkgwvGOaLo39)5*G1NAE9=Ub7{-HaDU2g#8D*a<3LvDKEcNdUHrm^U0kCDkWiex)U2@suhkhxx>;x%A}(0aB#&Gmdu7| z*KTvQ$2=rn6k7LT&swShQmuvWw-+V+MvE@rupII#$Q7?iMgA!5o^zve7~El>P%p!b zNrVKqE0;R)Ls3($(`pfUg^;mim?uQ~c~aaPY^UxAaL`Ga!@rk3&VT*F1u5Pbp=L96 z8I-j$qWRbu`d~MQ2;ul zc(ZqIbukT3iI<9}*GUYYOf5jb=$Nm}OMQDgMm#{=w|BpgVsrF~dOPM-by8*E`%xe! zO1oUIFGLbru|!Ql(&z`cI#qI+!a0=$d2X~T@Lm=~Huyn>8^xk2e30HVYAwO_xEZe! zn*2;dS&gBM zSacY!;BhiFt0P!xnGD|M;N?iD*$3k)la551k5X3?0P;*5?ZP@^pQYsgkDMvMZ2UWP fL+EQsZtI`6{W+J*J1yHQ^$CYP>2TAbGgp2Cx<)!= literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/bias_GP_annihilation_creation_from_parent_rule_ke.png b/automata/plots_of_ke_bias_gini/bias_GP_annihilation_creation_from_parent_rule_ke.png new file mode 100644 index 0000000000000000000000000000000000000000..53a0b49e2d08e52c768a6c22da955ebeab0bc6ca GIT binary patch literal 23502 zcmbun1z45q)-{ZY&2}pWDj0w?C<=%Y%2rt*At8c0&YQ=p+) z(m_MBXk^85yb{Ak%Z)z{SsXuWp=hFOVXbYZLnEVYVS2^H;)?!-omM(#=K3ba{5*$v z__%gnwy-cY7v|+P`tuDuCT4oP2bM}E;vy?eB~{I7Xy~-be~ZGzLiK5A&K;)wc2wz_ zZ*PP3HF}-KkAu^}nZ5BcAZd%w;u{hj$2sl_Whhv%LN(#o!4XVzmKm{qS*uk!V3FPtp$-RoNK zrOUr2=NH@t4Go|BgPLX3-)I&KQ~&f37pEn^WG`NUXUET3nngRPzpUOFxP<(2e$i43 z>I+=X&g;l8&dYu&Swwz${l`T%{Z|(Wyiw#Ya!$ZU<_;Z`Rad)l&D-NUge{)N#>QR| z@JTdj>MJki<%~<*5c4JZYU`!A8mWrJh|#=m<*39hi7<+L zTYj!~?%sXHim46q?(0jgD}0{MwV0HT)0MI8t5+498Ms-~#?HwpO?PC#`HSzNpz%gK zIrH`}$_=TOMLernYhP>M{P<{FC|>d!np94ZV-&WKeDmgwL4EQYdwcuut*t>}VQg!+ z37k4?)nj`3oM~2bTU!V|!6_hc=H9(~tkFj+bgiD`ZK6Qt|+|3M!%z|b8ghTvA z>Shw(M<0s=QA5Aj=6EBz3F-Dzaa!@*GP;Oe=o?|O;r8;o1 z^^?ySt-5lLtF$Li#UsJSuoUz52>fo_pD{i%H{Bn3@(JS<{;Y^l=EQ}9OQwg$S1X3f zD&JYRv)b z_2nHV$7=Rbtw(r@LxxUzc!b?vUq40G3Pc)=dVE+loxu6#m;>hU>76@wyakLn*m+-% zcU4HIq@<`N8T;WsBLfF#RiPW})NeUE)7aSA6%_TB&Zpi_mF@ogY!8F5MVR*i{oN)e zCd-yB>%30O$Y#M^H96cqIx}1xshMFrG%})88|!%DG!tY{9`>Tn zBrBu3I9*}-`V!g*Tt7E6l=;&WrmBFsk-fKW-_9>9Q!MfktZEN%>MMD5q>jC*Ho>q0 zqi$nk6OM78>IiyrKRWtA!uPE4?CVPygiHe$FJAn;zdv@b|FxGT>&r{I`iFEj)n|tE zo^1X2s7#tSgPC&w;lucV8-7hO@s?3qS(-+5iI&x8Lav60sw!x4N;}Q=JIzOu1voc1 zw`%3euN_~5bhg}nyyNhz>Ao~MM@Pq1t5=sD?oU^|P^9?k)M*2Q2;CxYWj0@F7at!V ze}^&EiWrTw4>}E&RT?fsvYx!rZ|##pI!$ysJylW@N9t3|RqUPgW2B?+I-aX>?*5exj_<&vGpfBWq-9{Jg`XAJu<-QCa6ze6-OSya>?r!jWJPTo+`tBTA99_M$@InKBblI51VRo$p)y1QsqxcOY5HQ z&#LN8YKmbvXmAh?U$;;`RMszEub6RiVnWiz-{!|wZuMk&#Gm{3@0WI#g(f)8 z+Rl#EncSL7&Kn;olk2{{&A23(;yTh3R~&%}TD5kqJ9BSi#2=9Z2UD&6FDIR<28_Cj|of<83nxEEkm>sPm5ozQ0?OYVB9d^qd zhpqdRs$w+AH(zc2$bR_nxr?73CyYmPrYHn(88-yK9k05>Xe)_5Rpw)o8SXUOt!0a= z&~Moi_C$0_(z?OYb8f0Ct1B`#v-AOPW>}(8UDxBoeQb$8LZm$-v~zCX5)C@Cj`0W^ zW!0)x9HVwp(+xj3!?WBIG_J;s&FZKoagNr#bW6xm`jF}?boE$oZ9*AB=YeYj=MNgy zDv_=B{?=-D4-Zy4Iy$?$ms8jDo#v$CilUM;jME2CEL*y?15aFcw^b>?XSjr>#7C@2KX>UmjkR?KCBGF4Sw8VU9TM=VAXS0!ewwEht9KW zIHp{bmGxs7cGH{wJe6`Qh69(Mu4iO4W@ceIly05vyy$jTR+htI59`CDon@Z}1_$>& zW)d?FNOYQa%qc1=VoN^EWyC$%JsK)DoA;uDX>Nda4;x!pVL_U`*RmuN{pn}gTRxsM z$xyyL?Gf@g(_xxHQ&aQfvppw!jK+FuE+(g@ZmKHl(~N6#!J`i?6zgi&rQ1vmg-=QcqC@ICpNToU$xO<@11^NYw}K? z{;SD@Dc`qao~2hFxEz_AXubX5!GkwC1s=zS&CJaah{8lQYY~Wy<606uwKq2EeyK&k z9^H?Ktmo7at0fksmF0LFiEj|ox#hO@7Hk)O=B?5mT;$dU$MUmjPn55V|1903ptl?ynNb9*iQ zFTXUKs#%GPI|~@q25;Cat8N*6=+GgxHy3VAjrB%Ojds_CB2{*igj5-;73=1<@y_^> z;X;0$sfTY9vwqFt8z~ZO3X=;E-M>bHLZOVkz!H&?l}$8>9J&&UP!X+`AmuPUru^G) zzdP9C3oC+7J~69uiEU2osD2Y98z36(=H_O`9UG?Ok;p_J8gKdi`}fO}Lv3AkNwJ7s z7oD8qbc@QP&n5jT7J6V+%sHE>ZdW-`eI{#5OJyGcBgEL{YZ)#DF#hsOAghdb2MIH8 z629{$sU;ZP`eE5sPC=X+)2@xzzg26|S$Z6Qi_l0*T)t*Ypg~21K444gx7*vKs#kfs zjizNNIC09QwW#+_heY-#9S^@ddrq~AMNm+s$#FV*YNWH(l-I?6nH(+8gpE!OozjSa z`H!(KJOzTztMYOsij8OfNKcI-9=WtwY@Um~KPsay0c$+q~;X&eepZI7uezvqe$&Hv!l(nALSOyFGox=pUCO? zc894FLmgFJeRj03q3+wr#{!M?Yo}fJ%2h_G##zivT)m@M;Nt4q+e*^zsZ$RPs$!xM z`6Km;{cUFkKkb+cd|6jZ?gNAB*V->^mW8^9c-VW=s#3-ddjuek zb#`{@X!dv^KDE4?%&PD<>fY$^fyWeH&uL+PGbt|F#1v0i-$d_ zqo>Eo!y^mSTAAm%m%M_^S+^_jF(SQd-^)CFKB0L_B}~e0N>^<*&yS+Dt;DHY)hDf-#eza+M+J$W6qo4Vt zVS}~L-D~TiXQ%X?y7cKoc2|aQtr{DA+d~`mx+p&_W60$FWSN{;IO1l6YTPT#M-(8R z0X9Yc=g%d0uqd&aZ*;FJ&idZS%F3S-Q7^J~Ov&$xBr7`~@7%a)(<`iQ!;cTQ-oJP6 zt9h|V=vIDR^+EIN-HR6ONS3Opsd2e4I^|*V?fosh;cBvv#oXzN8}D;+4q9}`uiYW6 zv{%l*94PLkVB@u*!gu`4%)g0>iq{6YEA)kCD;t>V$sBuiiQg5Od3aeNA@Ni-xrki`|rO4$H#tl z`tCM18`41MX62)L)z0SHwJ?n|D*_6XLuGeZ_Eeu%XnZ#M@ZlPV(Fzr*Q>W5fWVVHr zqExKTa>~j%-G*Bt%fV4)IC3^6s-uZzlEbV{sN34=D9ROiwym#E^GETrh{Z8SX=9F^Ipc9A>g+Cn zn1hCuQPoy4F)_F1hG!8|glFyu@7)_(!fuX#Q9_j7zkh$ex)1VHs#R|UR=LpjS?N=! z5Fv&wrhAiA^8FOH9k?9${rjcqQ5~0!OiZ!44>o(AHJP8A9YuKBI7vHz-N)?ibT}n7 zm6V`Uz^yxCG{j7sogF8>-7%|BP@_*sFC7W8pDa$wn4ya;t^C&26=B?v+KFnX;%m^! z-eITdUO{fH%ygv$4|mnsgH0&C+E9Xv&34LR{`J>iErz~R?(FGdvLCo^oH?m0g7jCL zVje0nz3<}3%P7^=(yXE%Z$I=Bb8_fNJ~sj^R-`g0ihJFwm6mNkN}Jz|y0oM*!;Ym* z`$#v{E=Sz58_L;3Xc$(;>pNk6{$abj;CM+8D-!d#nOTT_OzQW+IOgVX%1LCxEc z2<6CE_`80A2X~0=WAoFRPP3NL>M06IO^#`|*X`gycqDkAY)3bC#r%Xqmo+G!d9!BT z&JElV>i~9CR#WrVEqwk0w1ww2^B`a*MJ$HXK$xTDigN5698!8;e7_=@#T!&`_#HC; z5s_F1?j`<0?y3f>IwMkYnVFd#uQa$^ghqE@j87) zUGu%KFGkd1$}ROV$~MEAw>l(8;ua%%dagKNm<<}!Q*xNh=<^<8bDa)4;Vo$5&*(Uz zeNeyjw52PoPb<1#r#ZQ(&+JRRCW@nSq=Xl!Fb*vp zJlvNoK@ttJj!H|hf@)=S`nny$!9ZXtq}Wkc_syIclAaxW;-rKjXHhOJ);T`U^Nho) zPHC*a=jC@TCr2Cc@u8to6bKcmmWHGKOBId z30wC?A=QFWx~kK-+_~bHlI#1o@asNws4pmxmhlm&c(|2+1Yt&N(4jwTK2u#o193tN zm8eEigO$&jXtg%elUJCSm`E(-JQG#&^7sQcAD_tEYqyaojLDHq=`zB|I?he%A>&FR zSD!)sfe0B(7Qr$9ado%Az@6Nh>1X$xcvylh)mv=VkmclbFRMpFLV`p$Qr11##9cbl zSw_EcWAKk6pSmZh>P1!t4XFv(yR;b-Ee{w(Y~u;CSh<0<14}P%zBPm^!R`2QuGj;! zY+Asy2d}pLR^)p~5ranRA2OyWDcmC-Z{k)Xz>Zmme?Fd3=fo@zlA_L~glT^jiOnvmxTunyGitA?+*>p!dw;3lN z1qv($2|*n#7MA0J^`nmD~~I;V-77cN|gC&?R77Z}K(Hab{ z)~Tdf_wx*S8`5Ma=wKNzh&iSspDK5R)4lc>Z*tN?FsRB?-cOt5eXUm*OYtkXqVzYw_7-p~*{^2hkp$rPQ26eRxB6GUjv-`C&Kk!E@Sb63b-IoxjHPz^B%t*_en=)i!W+wE@*RNkeg1LZ8xMZcD{E?JV-`2|>|Mu#{ zk5;?IQN18MD^Yk{vD!*~3>q5uomj;fu&fI{C@3NUmt-SW9RFswnC9%tKj`IV)~kd> z{!fIn?|H!Bw>4KtsI3XX`yT8DA04AA;1jJRp?_?ckRf1V&e#^6u|^dOGEKHF$s{YH zt*0(YjyHYahOkA)PF`N#nkxdJT#~EDNDXCKz@79NyAMG1YxSFp?tXq6VGTda|69oF zRaGijkCljsF$P{VG(xM3kJ8ep$01sG4@`k=D9Lx{TrFb){C%&0j7VSByd$PLX}5Hg znXIqS3xq#H3Sz94Q#?0p-W*CNIw5}g^l3z^8u}&kAcg`_>P7&RPoc_AFmIR5n46-~ zq6pL4CZ5>d_;_cPmQw|ox!~sJ^D+UV8ekAh5mhR}P6zGh-9SU5w=fc*L&9>p@!$q+ z`R=z~bZ# zvtWQCP3`sh>*Qf5rG(x=zA)^meuFTr>E*eS#+m=>{lhfPsUF_m5n}U`#iX7(A|g@| zOxchDl4}2&oW_s3aqI^VDx3c(d=sz9UsLfaLo1>j`~&=~D3RHCta67M`;6nFrZu+kBmNk6=RZ1VKQU1)n~hBq89{DX*4+OiZ1Wi~qHjmD7pOMeGupN%8Y%Zr%bC ziA0ua<6?i2+Bm%@pw_R@mAa7o+9)QI*!88A+JUbjPUkC>|Wy5QjnxV8i+m3HyB?P5?$9(adWU9*w*5GCZce{rGBiYsM^sc3t8AUo1H-*}jfq?ZOKGybph7x# zpMgkciJb_^XFSKhQAypRXEXHI#6p=A%N$r%VDnqiD8Mx z{My|}s>IG^-7%+wZZp$IgruLW4rxh}(8+VEoB}p#;hX(%Z^INOc87m%BNQ?)>d_@) zCr~jkBkCM9u1_xf+ua~oxFeBv#I%CS_6Kv0#iSkZqr3aur4B1gOKywbC&BP>jj@fo z6D|M@JS5OHt#N74NU58{fYWn?NoF*!v69ue^EQXY7838hp{Z1$3g zr>koasrCvJ+J;9*-Iat!q;>2H)$~z2sFPickM+Ek(JOooq2q_?&CKckEG=vZwfM`= z9MlvPTsCo?4Fm+Qjy=R%uzwMaDQh2fXM&qONiv$&+|XvCJV3@P2hxhal=rL1{LJu} zGbaU1TP1e-2yU5U_wHkmT8Lr-;VzntYg3aJ@)z#D4DZ>vaida)si=#I@g14WPs794zh0Aqz;5wZw(Sl!>;2>OY{ zcCyupIGddF*uJYaA(D`PD9y=RY=`pp_Et4W+bo)`JZDm| zLGH*4Y(zF8p|jYoDqsU3c=QiUhG-zv%j(e3nEGuIxbpn;fJzgpvqzgXuf4l__by+3 zL&KvJj~KQR=H{7?Pj`uNe`5xfL?^Ve%R{Wv9KJOq8h^w$XfLIu-3Ca&pK95y+tZL% z1y(&K;}Hn(1zsNiFBLTmeEzZZiI_3ig)RR6{wILw9zo7P-q|`PKugDXfaK>rJ9lOe z3=L5^W-g7?_>#AT#|O`uJ1{bG;FyHOBNZ)&inA$ZIxp1v(uZY(Y=(c_YGm55;UXB- zD(zYq7U_r3wFyK2^irYs!2<0aAfnE-2t)q<{8Z_?{J`*<9KKDwnpaQ~=96mz%jl$! z)f%4A)zy7rg?e!xp0B}J2r%CW~2tEGaVBX6LXCuj)j;#DJi9IF50vv7)rA;CCE}J zr}5$5t&4u_3DnXXk~1719^ONBJ$!NV=192wOwjS$jqlxt#v=1iq_v`Nu3k%SR6B#IyBWu{B1)(hWve8IuN>4VMZ z^K|)>7|*U-fXu$TxMd<#`AuftFUzZ{s<%CV=+6)Sn;|3nV286S%ig`v_+?yRX4nI= z!IhJI@%d#-Ewb-{Hb&W|#KNLOak+7`;h?Pr*DmUJqp0}e=Hc-wIG778n`@G_7~WI! zP|-#*We*B5utlZR+tiy4u(C>wQ=#rh`IRd=WEH?KWla9?sZF(vbewG4OhoxqSSjM|#*HbZt9jD{ z@fX?Eo4864t1PeuN4u+v=jI^m0HjKLd3h1v%#T8^AV35|+?{UpujJ_i7hk=f<_Z?! z)3;GVxPa*;@;CvIqSHP6gw-L!Ewer* za+e;A0IIE@p2U_HllRK6;^8Uvv({vwT@|Pz^b7(UL5wKs3?U5@vaiu;-r?4*TkH^k zA>Wx_4tV}N?DcCtio)5mXJ4eHwr71YQFH@!1`JmtiZB;-L529%#5=FqNgG!ESligR zu!4O+DXZW{34?_y%Id$tXfO+t%J58Wt9IK`f`N ztZeRb(hSwwbza1`rH?u2#3Kdda3#>$B=Q2rltJ7~u%9%WoSrr;2|P-uoyAL*kZXL) zxx*^*iO4H<#aC>*b{&n)81n{m#fqB9wTc?0*$c2j`ry6B#(^Y>U5c=iL|f_Zjzqcz zll3l2nFKibP2u4R8MZd9cj%-uGj-39eSJ7jFTlYncM=*iJV4&BWPHwC@xco30*s37 zC?zu_B(305L!bRVdHH{DehY>u+cK>5%)<+{iQFJ`?k^Am3i-8X&3DC9j}}~x~^Kcu97$oNi>3mP!vjxtYCwMD=ySqhE4Sf zmH`N?X`hSpK7W>nttf{)F3oGk$ALaO5uJ!AYMj<9Ks1H1PN$hxCgmh!4LH3n1B%*C zws|I)G>IbXNxHZ_ecJrX7nT~Wz0AxTCsm2^Ju%qIsV_sW=a#4A`FioP^(8WVSE~7d z9G8mZz0#9 zsgw}6hBtzc$e?h$QLcg4x^%Cg43r=fk0fQy z%7ll96S8k=yg#-|)2^to5_`dHmjWwr@jBw*Ej0khENW6_5x9Ep=ynwlb?PqB^Op&wOCmG_xSh&z{h!Y zX#w{3$J{)uq$rdJfY10O-XhPwq9dDrV&ZoM0aHq8?gQ4%WQR6;FZ?r&-oW599`)n{ z>o)%MPa}3RYiY$rI^P<6eh}{@*mT;I+lnMmIKhuq=Jf9aBB&h56fTetp&nen2Y zbXjQo+8QAL|Gz-Gv9a`p#NUB54-fMBzg84~41gDV#)v}WQ!jmzHx?}ILK0^@M#k!F z@JCHW_Km-6?f*GyQ{?2TVAcV>5sY#-9A*HB&K8%=Au18ri$a$Kc}?3+7FbCRn=4bt z%-z|!kGZ=tx(uI;zuJ0&NV8xA3Eu#O+G|8MD8i35q1FNPLSeNE1M@jH2^dRAXqZ_O zv~!jhdGViw22=Tb-^IeSEab}K%Ubps%D%l)v;R&N{^blD3<;Lt#IV^3$^?>mg{r{tJceu77#{SgBxQH}|@$U<4UawUQZVPquga5oT>s_WDlzYMpx7jxz#48j&;!USni zOH&Sf*%#IISIeY+%S>q-KCn1xQO~ zQp$z6F+kN2^51*E&V4ZABejOH`fy@xXCcugiickjt}c_A3KbUr_rIg;l-&PaE>BKPaj>$UfIeVaX+UnBEjEe^YHj+Ur{?a! zpkEfJx^B6B`ocB{YG5N}%3jHECdz=NCFHouCA72PXLa)*e9!-@QH1v>ktzY?kChes z9S(&&=p#=ZtY)rJb3M&b<42+b<>3rtm4m zNt2J7a(~WuIq|q~8ja+WhcIU`v!Sa*OPn^P4e>fCDMH6KTeSr8PWzql{`T!X!Gc9K5vP_o9I3@)ElOW zxw>@Z*CUhPU5St4&)0lgG;fTISP%;zfpsXQb^#dPnM6S!Lvg2K-WV2q5Iac%yTpYV z$+VcA*gW{jru8PR^s+t^ zlnByKon~z^qoTL~vp~`ID!|8h==ir(&%Zb*IF7j$)YKSA(#p=?&mU4sYph%4U+(~*FAm90_uWkPPY42|?7K1PIZczu;;0SGoFOi-c<|f;9J*nf6eBzgq z0%E+;JihH2f+PwgOiYcX#t*7a9DmabgMGFD0i}geH47BlnaN zM<0?)b?6Q;M|C2&_hn8SZ{Vaxa&_qy9W2jx0C{D-m^~1>q4^LnTLz9C1uSTKq&2Whk}hL?4UrJ*+4t@}NyODtF@$py zcYo%`&8_JxICn?v`;ODJJQ7dXP9RN__Jds#w=b86orZ`=;vSfPK@zl~YO|`W#76^R z8GFiT&qtW##lovzoK!#hGn98ju@HuDZ%vLoxF4mU6Kmt77jEui^74$0q(O;Pz1XO2 z>)OR;M_dudgYMp40h0xhJl74=uG`KAfr@XVePJEe=E&zgPe{uXST)i=0I)0HSV5hk zvnxQmotBoC?=Us~{`*o~vh16Pv9a;0HEWdMNPSaKgfjTViQBW5Qc_YO z(bO9VoLSMaY2W#5nuSsoPN^_7;SjG2c2S=huQg~vxP|PGyOAx}Y;f(GWSp)B;Cb^# z>jx0fGjH6yY1y2;i135YK{a-ku%eR&>J0l>swIUKy2Kcs1N#|A0=2%(HMRC!zOHav zeFH&FzlkS>!C<68dIHeo!^{rm4y0fiVpgw_imX7t-kX;eD7%_#v(YqS+Ip z7*O*4M~^CC98A7>7>_4UkLsbov;C2EH*3oJPtA83zcCYI9Sn3=oJ1~sSV19KffyNK z=(`NP5dYu{!Mi-cP=(MID8$Fc?ZHftt73n1!^2I?dBnb1Rz(81_#qT68FuZDw35Ze zPwpC7v6m1vYjW7E=7whGgEfwxKOYEqsPasQ8o;@382;}Gr!|a>rRCv&uUq>1N?&XL zYu)mP5_0Ge8V2ydJ!~nd-skAJ&>D){r1|pHpU1M#_fOgB_4fZH9sI38{x{8JV4-+4 zU2biypYKN4#GeK7ayq)s5Kn3z`ICxUpw_5mvQgd8N0XG}W|jy4E;@;57*z56SEAE@ z?gDP!XGk8ec@2i7`pw_R2!ob<^`FNGTAfK&+ap0k))dq9jgSA3RW|cV2{u0e+Yrs^ zP#5R_s_^~$4L#ufd)nxT)szaLZ(T9AvVLn_}Yg78QB$xu6y5@Gdb z9-*t;)T_GRLfHvkhKL4)$NoM8hP?x>t&&17e#AUhK=}yLk|QUVlw|Y$*-0YpklK{+ zHn185gGxGVNQI;{?st7Y9HRE^A}{T3hXpEYw%5eAH=)X+$zh!0k~z_`8Zt^3v1wzs zj^IyyxO;2g>O4SL+(RKIwu(4CIpPAlfA_9wZ7TH^IT#Tqo6*w*{Y2iAN28|<$+rUT zVN{b87eva9zx;BZuHA){n<>f3mr+gR@*IZ10toYGpt)hZ2=${&Fbc;zok(3{Hux(k z!*lGBjF&B6UR$?O=Vz2$rm_ZK99RgL^g@DA&!$Uf83fT600p$}4&1+98YE?!It-1t zy^<-|c0}Z75Ok(WEEg`k%o+Lc;kW5@{MGM>O{umcs940AizbR2ky<7vCl8S?prPsB z6?je@Am;u1_whtoi3inbR2xr$LDD4{WfXDWVeAu$;xx>we_;@%&mwZ&`(w5S2 zMVp)2R03x;lka!PMI_hGj=~oa?=WqJXCigCEpX~6a$qF*RTQ7)5N?pUUcfgfrM{rA7G z^ybq(_QnVdF>qLVJ{uK*p5Omd)cBi*5t`iUO&B%MW)znvPo7|1$i$EgN0Wcs`7sAC z2nj$+80kHj+5d%XV_#~aWCQD&lvKV8G--;0Lh0_1kPs@zcb?nWSm9J55k72}#lV)Z z%O&{1W*Ht*!LZ#A4Lx9&NO-Jd%69TaG@G)2>dwn^p3cpG{5UlD?1}&xt3T9tBD0_2 zHu+4~m96s^d-Tr&%AW+?-=dHIPZg!Pivw2vzw0rcp7H0elY7Bsdyt?>n<-^zaPS$* z*gPttF@ZFCZW_Xa7qnRJHZ-zY5%ZdA^6tN6@%iFlYPy^E2X}K~A@T zjd%m+&8-WMe%^(257*V5bJ++xD^Msh3Oi8%pcS7tvosa>ImxcXdI2HBjhX6wYXY@_ zV+-nx(@6jO{v;ux9X}HdGtpep+sZ;A;x8P?dniNj)F1DwwQKkW!ySHvZbn9y$F+xC zrHt2`Kk>I8qBPhK7ZKNCr2o8_(|BJ)gi5SG<<@(ypDLN&z>v$_XlyzJf0qMBwFjVa zc9(}MPW|vP0jI}IrMDQ-Z@?dUYvs>i&bo5NiW0nMwG0zX*()ouuPo$9K2;RBj~PWG zU`M^v2^E4beE0L8{*^CJy*VnPyaXMGg1>i1!lg&(a#$@@pP8Uh>*|H;eA}w1BkUX( z9MZOSz8}@U3Mye@D?@-M`wOuh+xpQ6jsqzBa7=so!i+dm2<9R#Qv{P|=rSedMN;7a zd3hhPc?)Jk$LgNx?mylQ+^jr2FK35dira`7EEHH4ed3Mk1o)+ILggo8c;1Bw(@mKU zF2N`QyU;&YN?Pi{FrXjIM}3FyqXiu-n;9-TUsSv-6vRnoj4g1K7MMZ_P>%v+-WIsx zQ$sjep!O4jTQm%YmrVT?jM|Sa|msKja6j@e4wef z9>R|RE0XqQI1L;eVY)@N_X^z=sIFxQ>_rZ_M^A7_G6NBC5MfER842$-5or7!r}Q0g zS_YM{X?vFk@LvWC9BgxSci^z7YtI;XznYi^<4Hfuxg=TQYszw*Jw>%YWLLn51wCkV zmCTce58YrM7+!rN98mlMXC9zYtg_jx%m3uDsHh1c#Y?gjT)4zsfzp})PCpAHB(Pa5mlt^r3=&FxX6qR)to{NGz_uQ^R$CQNs(ms`77Q6x#{yJZ|2{ zq!$8wvjSW+OfcA_0fuP%O!E_W;L$BeD8!=}qVt4ac{i@(JTx@sk$B~6lv(;HaSj5> zTohZ&SjB4mtDZIrRrKq;S+`v%5LiG*SGNn!?R7?k21wTxX@chI=IeWf3H^;{@~BLD z*kx3pCD>Z9pt(PEHr6HwKLBFk@RAr*Qw5+KBUNG(i<^>60uWXVoHQ?-hIby0iFQ8n zRAFlH+odfPS`?am?lU>h04B~bNM^!UTYmrecn2qrj}e&}$Qc?RuL?YR^8kt=zy!iF zgZxmjus9%imn^!78}SF=C^fM!W&}4!tYJ$nR!@SP9R)(`hA)Sl+dC2elX$TKzND z<)ZkHlXl*)V6Dn-Nv70~UjG?fmTnU?E=PZ2D55FRVo?R!y)h~d5bOVte}2t3ih6SKXiR-4!q*uei8) zt`;#5@Fx}L_S{o`cjc!Sf^`DhSUFnl;B+^d*$6uec6dymn8CM(ykq`Dd4z?{=p04C zuQp*6?fF85>u@9rR!(oMk-)Y^v%+YqA(IVzhkh|5rSuyWpSiBSfu1lD&$9DM%gPcA ziWt!6ea__ofGb)1?P)0~1Y99K?vMQK`AYtACSecUj?BhvLiaFu@t94oQhbdyK5n1x$c-~nztyE z5v+^x#<6Q9J&(R+f(6#-StB^X2nvG(SF`BI5fK@7~?O$8PUJ4?C#DcwrD zY~0=x^EK$=%1)rD)XfYG5u^v>^V40nZSE>KQGhv5H?9+=qpze9j)CE?OZ+nntscOm z>DHIL$7CinVB^-U;W!hb6L6fMdFF7i9$Ey)klKInq0HdZ2`3r`Y ziTTx_h7kHrajZJ?UZ#aCjlW6Kf0og(B8j_ax7OlcO`{QTUmszt0wL;58mOJy29x1J zGc8)NP9SaZ*)5Ck)_3Hs;_g4XIdRqnF&|;jm3GFs6L4q)s2q61H2MfG7PI_`>JsNw zW|Ij+jg7N7jX_7u8}viqgUunbenZP+Y9!VZltll~ux$~I_%k!}5X){JYE|_=f?!iu zA(|>~e^tU}aAIjC^9&Z60gbF;Vv6H*zJ;4m_vCTXP5H^`*B)dlIYg*|4UjP2UorcIE2spvWaMPRdAX}$_b`1 zoc#qZR=nuU|NT!#!e8c{j8!CxVXf_jm<6keCN_pZ8Z+KcldZfvP-P!ZlxRALK>G+m z9_@{!udxCYDk%(mO3B-3RIWQ~=BDHHBipX<(2)-tyR#j9_uSCu7obzdbKH$(sj)`X(`C9UevTKV6+9s1@~NE30N=$(5y zaR^zp+#AsSnqn47GucoUiRu^TN$@mdbJ629qHPFp1z4Pc%W3(9Z?b<;jZxs&COHtue zmaCm3E8m)&a$(bZMa^|#`$<0>>DI*ANAeaH@eWfkxWf!042TM?jucnm3>G{DhI!I*g9e9nWg9kZpa;hJZb!6W;KypMb~M0ayP>7bOh|#YU2?(3 z4LGq6mAaS4I^T!=Oe2d*XvLYF-KU(jx8M=eK^LBiUgG&nN#rl+iN}4YAuXQ)K4xiK z)(3ouW8D%zkK;rg$iijXYU1MJEGqY1CUCt>iQ6_4b4QtI9B4)soeiNg&GSgWWu6n+ z7Lq9*hoG20>@v13_x2X@P;D-z^eZ})3nl18f=Q_Wvn-)QU@3}+Vg8ulW9o`f;$Aw! z!G`ayR;<-F0+GpZ*y_rQf_0`2&C|5x3&~StyPIzQX{FB2?V)C0nm87-F*SZq?Fl7m_EqwgZ`2Cw6(vG1aMTG#Zm0 zF!11{A(FJ7B9-l^-Ey1SK?N@p`uVy_LmrHQW37q29x4CT!Fg7^LeWFiGzDD}q=gqf zFzd>2Vu}cT18p^(61UFe9CEcrN80GnklE!N(dH@S>ikZWbZN*~FEINC*lL8+B2WZI zuT3??JY1`tQ#kXVSf0;df1mBb+1!Tpv*2lXa_{|s%Le5L3w;Gwf-+IUH? z3h)`(mL2!@`j_BPzFs4O?ny5uHYpy>=Q~WJ09oYJFV)Cf`@-0iz4P@Nq11A)JA4reNS zBCR2C2C7Gl>*?uj!>SU5Rr+GUCbVDF1J=-Ma6p+JTa?51km!Nez_S7TJw(6Q9(0ah zgX-Ti3{6~*oa=-Kv&^M`yh`z_LpC2q@L*f#612yhK!N@cEM9!cc#&gZS9pi$`7J%P z5iV~X=W%Mze()&|G#IC8KxMGq0p>DlNL3~VX*qNFXu-sxhF6Ku2@VM%CnH|JetlgT zM6XD&O5~6gVyMOOJQ^<&f-a~VG4ZXDz!s?l?_}|5hqa^&>Fb8PaYturdYYIWL;6%q z{qsAPOycg=w)HN7cR(Ii6i9u6$A-zAyMLt}dc*WObI5TXpjaLflX9As5jn1c2s;kA z&15ePkpCpe8PXSwU;f&4e$GF#DF`vOl9L_`OokC+0Shum=?Qu+DY8*jyk{HMP zL-zAT4#M$zG0nlK@#Yx|Ebt}jIP){R=-+W@U zI~8C*bPq*!5f3dZn-SA_G1Fc+OwJ&D&RSyT%h75@I@n1achCJD$BGW|L;oHst#ZdR zLCD$;7YPD=p^fEh%Y7r#y^eO`9YUtgTAw#z#F}w%8ERN57nlV?aNLm$IX(c^k)D1W z{-Fd>C};n<1Ow$k&g+p1TO9(~a4t+_ltVMg81@sdq5EA7@bK~Bq(CPw!y3Va@56)> zqh*H!-rH#~$5_}7IFFUC3RUna^VlL-bH#B=%C#^!`8cR=gw4YEVg zh=~xOV*o<yFWO$9i&2v(dU>pD#}1a? zIJTrxxl*(QFZI@^D54uYiH^7f$Td#hTe~oYJ-_2Czq66X~gv&Zpb8~*t$?qHNe8}l$D^{%F!vU8U;Md4WhKb`L+$pVSR*=;abBlU8 zO@pNz8s!ie__D7Op}+v4ARB+McaMvqw!VmS7d`^^KLVM+uw?lfJ{0v2v4rdDUem!r zdH=AyEa@&reNRQC;iE2{`JK1W58Pxuof$jZ_FqH3~|G+Fz4XJlQd$)apolNlh0kdkSs;f z{T7a>L~OXsBrg#oHXPBH&G6o4DMG-hFG;oTkC~XbMmi%wJzGF@>p zW*)i~oC!vzFie7t?1b`i)P$AMVrmd|TMDO)sRJ1Y)3s+|9D_xe zl_Di0ql{4D!K1-}^I7*65RV)Rxv?tTEXl)SbAxo`vTzEX21P}hN+D-S5*_1*F9`2u zVQNo+`jVe})DU2$7DuNL5P;KCH`=L9p$)to?mL{$5Qa!a4mz@gEt8@E#di6+?Sv`` z$60jb@GW{KrvAbTTr`!m=r=PoBgx~zi3|;J5iL49q6o#K3x~gh* zf(yZ-iu8g~4wwS=%vMV}QpoQibZpy4%jwDKG$5#wX@NXgvH@DvU=BvjZU$+;?J zSaKvspkp^wz7ANo6BG9p;DwM>D$wUD!Q=J}(;*8Zl#u(wY?D({;&J9!j07!BpbNV5 z;AYFlE+[@vxlC8IF^`fn)7LkqjpNQnd;DSF8vb5QC=(ZDR}f|?`V zx?hu6Qhz!F2+N6&)Ye2Uqsg{Jcjs+wE2>+MM!o+(HI@96CbCfe|5twRf0MKSubw@c cO#@Dfsn;BDWLf=2iZRM@+23N0oxkya0Q#7~l>h($ literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/bias_MM401_annihilation_creation_from_parent_rule_ke.png b/automata/plots_of_ke_bias_gini/bias_MM401_annihilation_creation_from_parent_rule_ke.png new file mode 100644 index 0000000000000000000000000000000000000000..be6444b02908193a64d8f36e3c61d10c0d56e0d1 GIT binary patch literal 24783 zcmb`v2RzpM|2}@VPfMqwQmRwPsuYRHXh=69J2FxsWM*V*QBvx*k}^UqDBzQ6D9|M+`6&LfB0d%VW;c|EV|dcJO*l#^PyY~wNtg|d=*{HP*@ zvY?AXnK$y=V*DhIbIC6JbHGaSl$Da1zLl-6r5;6A*UJ2&nbk$Zvwzs=SzaoT8u0F0csvCcS!#Y<{St+;N|*dM@0oa{A%$}0Aob`W z<;#!yn`|AKRAy#}#$|c$Ej)hw{_hVJBaYuXWay#DD7kPQ;8GVc{Ap`VV%xF5FE2X89k7=pV_Q|LY@^ z|Gz#WQF(RI^7Bb`RwG>sk=cV|{S7rKCZ~T)Ocd)UaqZYq5H+Zys9&=-uI$fSYxR=q zJXFSx8G9$(eKX;nnc{!%-pRK9lIWb!tvmsnVzZ^!m{IFFq|5GncuFx~JtXzYcYIar zaFqRMPfvA}xAXT;OOo=G^!1-kjC6-38I<)rwr#F32zGjU^X6|!c~@`kH*0==Yb{65 z)Q@jZGiUF7*ugvNX;%L-D%U=5595|Cy8}y~P7dbeRHtM$ZZgZVtPDS19aCO@^Hzz7h=>CM%m*C5C*0jE@^roS zqiUNqeZg=nPi5MrY3shX&vS6Ge5or8`Z`={t$aQ zQm@3XJHQ}lFVDe{qsPk?2CREO$SzpCqCEG?g3&k2c`vjV+_AK^t@YP&Hso#Z>EY(( zjXxW_SaYM?V_|mcvfqB=Om=!29`0jk=kxB4Y7V=hx2kZ;KvRbCP+NX+ak1s8Z1Yct zlP}gOZrip^FR_0)Z)Qk?S&mk$Ml!e6bc#vC%L^6TWgiQxR7J|ye*Kg;+U_OJy?y&( z-mDQ?mga>E&(5AZXWjR4uWYbbmXP~JYHfp;aLm^IVL80J^c@FGUrwY~wC!Tx8BP76 z&YsegVOx@ycVy+pefN9<6QqtE;}#Rs?yZflU9jrl8O!SuL-#|%-Yos?w|l9nsf~?| zeI?5>w)A{_ac<)Q%kZAscwRFzGnE)sS*M8+F7wiA%*#mQrLrj1SPjgI@@P+ub(!e+ zh1xhR$$~wXzn-z~DnCT4j+Eb8cX2-+u_Aj0W2BI3+SKvoOQf_fclSWX;0M25r&-4C z+x9nRJ57$fW%YW7U!;F~FLK+ljK_B?W)^EwrDMO^w=cmiJ(zzrbMu6QqM|iv7UxO> z1@ zDvG_irE~I~PENjw)LIU?>f5~8oYZKojFjn--b~BFX`27EG;!+GB>j1srBX- zJUqQ5>_;Ow8j>773>l&PZ-oY6M2G@@dbanzQpSGXa|Ar*Ug z=3DUWNB{oDS4#T>WmB7M0*}<0Hl=g%@hK|4&Kaz!zowiyrv4zaUBtZAbz-caM_gQ- zOnjNx6B;KL;20C&MY!jI zPOHq(AdX;1MZqR3@24jMo)`q#9g97ks){AUW;ocKMRxSm)YJ&#Qc+Wr)>fyH`@%MT z&qjM|8*;99bXP@snP&gcCvnA1S2I~mT4Tnjt-alPvOl#%Kgn>UtAfn@D)Fh1&?D~L zTwGMF_DA8yF&tduGH0;rnKo{Wrh4z-5)nD=%^|OP@?^O{AuZCZC7Z0Rr*e<+k4<;* z>{Mj5T6|p2?DSymOYx{P)9X?sj&vL^zmi~ zCPv0^1buEE9+|Z}P9&tp^1M5dGpFYy^kvJ-U~ zZ`-0qogGl~=(pD_nXNCu_UJ-n=xNEx5&Pb{K=j)?elk`s&ll0=PxG1|+2d+yG&A+X zEquOrWMt%vGq0~6F4=Ox^3Uv@0s_goVqsxnE2#yM!OliHp9crcJU0qN|2Z^`tmnpd z4w0Rq#9^$@@bcx$8{AiIP2m;6`zyS%)C+T(92?Wa1nyyDo}L`%{V=H&H5GE`n&-`% zH@Bx2DV-9h|v)H%ax&i?{Oes>%O?Shwqerh>v^b6X)~6)tm-0Dzp^v5*>T+sjcno#g^=>-1J9}Slq{X zel4HiH!}?Hqmw2FGRiJgJ-st+9j~3`shwrdj9^=U&3k5pn{Hoya>>2(j^9cJB@0eh zztA#sv}+Lmn!A9ZMCvY!;c-5))Fu;Y&imuP3~JNb(<==kp0#HM4X$=m_-dw1n@zs) z13PsE_1NXhY1@h}x836KeE05M%$8MWR35e6wKN;+tJBD`PgafBjx7_P)qE^$UAb2N zU}%JlzqW-4lIWx((B1n-2f_gPxc>Mf_tVQhS67NjQ@RR=d{E}VsidSN%p&(_U!9V5 zPxTAlRV!E4uzDSQA{)4$i;JsBH!w2DKKkgOLgld9*$r+ph#WCeUR(H999g<_=~$GE z|8D6MCtlXpAT?qKW2VA_L>;(y?tGV>iGdiacyD}*U4AAVnfft#i16@m<9Z$4$(^Pm z+|m~9Z{NTFQ0&W7lVl)Y^IW|u+X*qf29F+-EpO2wo?>hmFMn|8x>IvajS4^tO?Sga zVXJ3Ob`lb!mWI;?D0_lu5>j;`ML996F^qRX;e z4$V|u`Ie(Yop@Rq$6NHu`a_(S2ohe2^W$#_f7QT!0%pycBxLxAM4Kkn#a+HtTcbJH zVpaW2fgwH^(TrLNP++EGlNDTAIkVMP^xec31s@H2$?Z^2dtr3aF_u<3niP7Hmr)m>)k92l)e2hO`s+3{V zza~qHTB1{gPgu`P*_A#PQ9E?#5JT0yZAaL&(uY1KS64+TMf%{TSU60l{9V+kXNxY` zZRaU+E*!q}<-JzbO!(E&(~UODK5YdS6C;Kg;O@_XX1f!--qcqmzje7-TdDo6_Ek29-*c6nn^< z^G3`zzdukqBYU{HMV&rbdU|?X!onI$R&A-qyHsQPlFeG0w;eL8es(`vHP&9X@RI0I zXHm-_u(#Uo-MblTE&WH#ED*peh2x$)7!`fOX=iIbi?>2GR-Iux$m5)|;Q8HP|C686 z($bzG;Mk)GutIz!i>%yIUVQrH=d$4VFF_7+3JMCt~tb=Xh&V&2*BD zYvoG(c2(g$_c={iO=AVuRz}Dy_Z;@SL31wReeS3rXkPUGeRf;+aF1@T>%5KoE}RV2 zd$`|(JF2fYitR;*g|+prmydKe{FTs|BGN1v4RmT__N^&?(=#RQ;!eBVabIfR#gBXP z^Yf!lr<$_cA3ki6B5Kuj@ALb|F<4f$pHAGny`GnwpI-@k**7>iSX2Rtpa$Vy{fzjF z7cXcX=BmdHxeOh6s7*R$Em1FL3Th|qxK~D4@67j|y`)CVE?PFquI2E!vx&tDdp24< z=_x@PBwb^NQ~{`ljEq>BG^Q!65*@k6HN+H=FdM}_eOj}uMO0orStTi3icxQTpb1b` zAyV$~K7;oxs1%M9&<7B9DZif*v;C0N4WIGj5!jP+2=?0Im6mCNBl)-2FLzSCfO6#6 zU6!c(tWqdsmD2lD8b%5>nfV9}tys2<=H=zZu;t*XGfh_(Ea_-#Q|uA+rCGYD@b;wv z-r3~$U%h%&87Y#iJuGE4r(oI#B>JG5J)R{(5`V zsQtD!X3d$eoF}?DCQF|WUu;UR$ zLX9<3_TqsN)8f134QuX@5!c6vkIjs{DBOawBXH!C`_^cahLnv$<{?Mw@XT3AWD{TW zRsk@FkWvFf5|-j;eo|X!58LQoc3zM^B(xwuO+uZq$Fv*YBF!VU&rKnLskk`U$;nDCTK#S@Z(?)g=R`>CsvSR==FtnGA3i?#3PwY0}0n`G!(< zj!sVOMW1BkEZWVjtyTPYYmJQ7>hvP+kBv@_57r{P+-5SS2GnTZR*X_)FAd-)b(k^& zytGpTxQYvPiF%8k0x87kmp;@;xfqa_Jd))wu8L%a&0?(M7Zeot+E}?B1cgA9q`#I?wkptBMxY~8yHL2vg78og((28Fv=(Zx;Xnx3H7rJ zH+MFZB4WW3hU3LqcMU(ixgm@&pl#Rb%j0}24W!Cwok4I>ON-8(jRJ~RRxe2cM-^OG zqM2rXNWiH2BuW`%W`31uWvcOq=M~_hWJXxNluY-Vxm5Mk#8`iMY-`l<_P*t%OI6@R z!m;VIetZtBeOVUM4M3^w{6mibMf=YI20q9`2QGc?@H;td!~2<_{;2yR72_TfH-6DLmGI>&XZ z@}rJLy+Tl?L2~v)PYggoaAQ+bO_-F|*}}bsm29!6UK}Rz=AR%9>S7|`%+dSl>)9J*=*Wdma`j$DM*J33@Y#tS51tXe6Zv2t-D)9qrJpu zK8E%^S5LA+!kk>CKxTag>=5-;WWmJbv*-F17K;54tutZ(JSVH0D8vC8YKH}X-?t)d%jBDdO?%w?XrXo&ii``KSOOij=oicsHSubztG4)rp z#2G-1%-%9y`SPsHOq3dH2=PO97#8X_6xsO&1@*jUE0!*OQJ8h;GDRcZD$3H*QaN5*)amQ%B^&pi{Zk;n0elL{4Ce~(*5HP|-riv#2%W%# zEehIoS_3cq6g9lzy9ayiyCeMj%4Ctb%2j4xEMBt2xFN;l;X%7Zzuj8VtHi!b;1)`V ziv3}mYL(_5 zSW-mDD8s6!8rhC^SClMU?0a{)D;+`%GIFW>6Fj5G;}HL!AzsqSZ<&lR76c&-QcRo3 zI_w4;bW%}~W}4o;1N%5O_glhprN->2eG|cNgb+JYOnB7P)P8*bF2t5eRxvi1RZYdE zsPlz3yRh7O?ras;j?WzS0DZR4e&hmZxu(z)hK~DXCS4vWCzcia`izd>e9|#(R^sy5 z9)-cnGq2~9-3Ux^4_w$&0pkx{ZTYv!yk=?I*w{oh`)=V}xj*drfYE%4-ZO);p!y73 zv(Q@21(cH?cE~+?hEkc3tc!w<&g->9WGA7B&N9@6Qq=ww=%Vc8o&EM?)n?&vLdqc1 z?&J7_LNPyLh}5V0{FJWv~B9xLCrO3OBS8aJNY~9m^4fl}W;O@bL z2MK8suz6!EBT|Z5mbzkuw68K^H;3f)H(zb%KaW8Uwx8&ZBn)5|AmuU!h7Xv(l2UdF zPH~X&r?e472))6*d$$~*vWJI9r4N^q6-ux`a#aqwN9LD3m2}fy-2d@iWZs9d;S%0n ze0;yiidK)b#h~|ZXIvh7f{bgG&xaVGfT4TDxO!P$%TkJY)?aMD=^8r!@4Dz-$O57W zoSDZ4VFX{NC`*MYl!yzU2MNQSYWf(%Lvh`-0zYnbGXP;Pz{Ft~#HZ(xjaA6!Ro5dI zbTEn#E<1L7P9MAUwe^tb?9?}-hLl(!=Q$mqVtdK#7xCE&lhmdiC}9wil~CEAR8>{I zVhOU2u(e=q*mQJs@W51{d&_#Uc@)m&2bXN7nCDIQC6%#gyI{;vDq3IZL=?*G$tJW_ zbCyF4<~f47ZRMAaB5y*5W8X%6E)CTA=KLfqY?LG(g|K5tTc4QL&Y*%mBq=Ob3K@ruHzg|Zf#K*=hI*bY>e3btrIom@x> zc}@n+^fI_@^UGNPPml-Fb1j8hKn{nXG>@_DEVl2BO^tgHlJoV=awD=S0Xzg#8{;_v zkse~~f}Fx!`on4Z|`stV7Ute1yLnEpI0$DT|!r`$o zRg}qKn1gwO;+zCrW`0Bx7BwMZkDa}JG*BL5+jTxZzCOJfFkn&g!D7)G$8qfAs(ZX<7_`WJr0so-VpH#?0uM`l9CKd zRgpJG%~RP;yEI-NcllAGGlE5A+?snuBgZ+*$z^D0h%9XqWHGoscLbZu0qIAP)Cd-< z)!YgWNC`Wbz>X}eFcO{!j+jQcrdjeXdVu)PW(a0)EFI&Q#b$_{Ku{I%n|0~lj`0%S zoZ~c&WTVc6gFAPg0ES73FXM4&Fi9=S&mS^A5xC!kAdy*2)6c;mE2B7TcIu1x1W5nU z)SPMA`0R;jHba#0Js@hE9R@}3Y!TJKywo75kKlEq0LvE1dF5cK_eF|*>8=QKfAZwX z$e_#YX+W)=3MY`;RDj+P=zH!-V0+hzMT?u%@5?VNG)C?qq60e>b(0csxPbn<4Wi#$ zuPs_r+$IF>PHcKa$>AMhoC+u|v6=7Za9>$6ogZQY3%s_*KYPX*smcBOrcFH5Wh+M{k3h zQ^$8{Fm3(c0s;bvf`HW$>FVmbrlnhigF{NkWjfg&^5YpRwPMj4G2Q`0!;jvVs36&C zZmYJ&0bvoAoZY^qWZc58vVX2Z=_1O-icw4g^H_<(NPJ)>b zcA3dUy&%I_MmP;0pK$CSO@RSAv!P8(Tdov#Y~`dE#g51TbM%Dtk>*u@+|cTE8fuet z-+CM`dwZwtkL=>J!4!%QI}vL=K7q9T0O2weicpWv?1Vp}Oavfb4AxI^QPEz3l&K<{ zpuWDo!~PlR>Fd&`hBtjaaJo6F!!9yHXZQa7s*ph#^lo!=6ltgI99v3}P~Q$!*vDb@ z>ea%S%H5i2tqD^Q@5V;$Jfv;>cd9=DvDw|9+Cm}~J%7Cy8LUQqA;Th%jS9iwC8BXm zfz#L4*Yiuh6>34Kq;mgWl6*HoMzZ#ZdXdA22@DpCU+_UYMVF}|_q?Q!fr4hxQ*D^O z>z)UOfNoKN;HRihqU_H5h_c05Pyl&EL^5)<3R|$(i9*)6 zkd|+=L}ah|M?GV5r9&ZoAFT;27ivV=ii(OcYY>7DMQr0ph5#`|rC~|(Q0o(PuMzk_ z>ZQ|dABVqBOh|J-7?ELjc&A|jUgQ)C`*Nh|%{^8~5y*%Pf?d5$8L6mS3I8*hc>Vgq zUD}zaMD0fsbY!&G(I4Dmy)8xJRc)BmDw5C0b|e5CTig(kZvuo2Q3LDNYEq5r5+g{_ z!pyJFiR})4MfLpo@PV9JXA-l(z^H{CyTiD7b1cBlGt6o&V->K#OE8{9GDPrH!!~5v zv?&HL2n3ugkpg()GoL_wAo^Yvf7!t>#M~Zld9ezDy|Kj`oR^HFVC+Tmt0h&!Sf4uB zNtN5{b}6c=eh{ct$KOE&3;`BB>C2<$7at$Lot0H3!^VURBq3<8FI^jFAC?Bj9(%VVM#i47|c>bT&_Yzw9oj%P9l(u^$tWdo}VBO0J;u> zgxI3Ri+irE5<7`$z`p4CI-~c3?0?UB6o~`;M%A3GvpH!fzBhm(&Ro52oqk$I#wJjP zNqa#;v2t(}hBksJ@kDjEskylsvO;;tAyDZB&^0`fi8i2cJq8r!xmzoJ!x9FTJ=?c$ z@6!X_Pxy=@w4o|_aV>%Ohc1z{YK2(UMv&6@W{x95*9JXk6oDc)xZCK z=CYj~vq}BSy{KQc&*(t3*bmzCBKZ@9xq{j0mRaT)wfNn?%eXUa_QXi9|LBb8A&h@s zBJx(A*P9D6MBN5lrqWclpdtC z1QH@4fLkqYXJDzmjS#uu2{7o02_ZlYuhRC|7%yV$VtR*U$+TsQsSW*>JKGR7NzqZK zD}i6iLH1zpbpCC6YU;#YVz_xGVQCq@mc#N(ULL!*RIE3R1{a2D+3GW5Yetss7<_4i z!j5i3$qi6c41X$n>5I2FyN=GK_8+rpBQ?Tl<@EQW{6CpjF2CDI{z~XtU?5ONgxw!o zH5SeNATn~FLrR@O?i;W}^b0RPGv|(Z^mpd6|wU8Y&ljwkMXvb z{5>|VU8Nlo_>rlyscB`%A^*=;94|28|0%62f`Z_|(U+RHoLq~1?Q~sDHvpM0&bv1} z(AnP3T6ght!GaRqpD(;k02B$AZQIif&V_R?OIas@TS7>Wjw&nlpqx_o%$>2Ek{>79=F82Js3ug}fOBM1j_xSIH3i(K@z777N zP)=@3OP6lS(0RCI7-LL+V(@jCmOc5tkMoS~qqhJ4I;|_XxM=Za13t8~Hv1C(i2M16 zR9OL$`KLAjfsn7cq6pvo@wf-xo$%cAlgvYCJ4@ zO>VH*%*=4oCMnGI#!%8q{NO(a$CW?)sWhOhoWJOc#c%UaVdJZHh1)jN*5tDP<-K?p zp%_yE5>NrbtrD-Tg?g<{&CJWFRs=U!RS|N$3gt`j#8>hJ6gi2j+RHw~>%`-NhTv|A0?EhEPuN~= zcJ_Sj&+s(WrnWfKvnrAoiG+}m^mKwBKaK^U~N$rH0Z*rdON9y-QdW!@M;1m)%h4Q5qHEJAOLh2y9eB9mL#iqU< zL9KJzEN41}ElM}fjaWVC#Zh-{#f;dGzL;SBGZ&MY4L)fXPX_Y~Wlk~+~6>?|+ zsmpFl+>#)K~b?`vh>EP4> zX+2yWLY?Y`gP3|>2yRZxR;|hzI7hB+zS7Y#Jj>w{$JVV$VOJL25AjbVa|XUs0> zb)m;;1$Q^c;Eg7&+WuUcbYwmmXU40>O`xCOk_7PVbxbprI$TrWg8hE(5rD=>zOcCH%Wg!qH`m1A! z0Uu+WSpOPDa@n0b1yqb0g>0n}Zm{uLyCTluGa6~;q1it^Z&HcVtaC0+BO+v0R_EYg zJR}lQ-IC&**mGc_Ah*I&&0y6!Ir);M-=x!(_-JTBO0&>by~8#j?<`b);p2G z%rKN=I)sR=PcYRB3k==AyG1}`*{KbrTE^GEv0Ws$Ydow@w;u5E)Booz z@V4l_O&?9RxUZZEM_xHS6V|85qCSd+80Lh@gscX{r@AMqo1wVpb16P1sZ_|t&5Qm8*_n(AklG|4QdY$Embt?F=S`ksbXZrO&>n6p%TZ!O_i46KR`#8wb$p~=bvY8ZZ2K5_2;G{S8t3IA?oe)OqL5}a0J zcbnu~6d`NCmH)hfjErB0TwR^M)Pm)t^2OJGWaj^tb^jt!1(WEj$#vQ5LMdsv?0-u6 zXOgJd+5ZjpJlZCzwecV}yu2XU@N;WM=!mM{ND;>?B~`z=irlMzU7wDH33~gF#Qz^3 zA+Vi%g&h7mbYJdq`oBKQp+kTBECSsBELTy$5;J(<$_$NT#C^E)6IWp0k2m_x9s@nDtgh~S>gwvk4r9-!(?^kGKs<{06gg;BC--CMhrfNh z^ng4E<-?JyrZi;YBQQ%TT(~eG8-?sc-mVFOE5*>B*V5H&2dfmtn^)Ui zzD!m=lqs-6Jv>B)WQa^4gOc#<-HGnlRLjVc#Z9gU*|4K9a7GnRZUE_Qqi*Ea_ry1$ zuuzpC*TT&6fv_vYu|l|3fY@Y<_G2LP>&LO?be@5zBg0SJ{Y`dX9y62)jgODlf(o+g zc)OZNsf0%raGtunae?X!H>Cu$(27X?f9KdftwfY^i-nfNyO{9z@5v? z#~03}Wcg)waF%V=s!Q!xI)DAmd3|Z`9i8uUzHeVDysY)FqW1qD7DEnmbODi9Ks#Ty zQye5LR`a>TN9nKO5q(%(zaKMH{QmuJVwKk-y2#SiB#CgQW@d()G?3?3e!Fm5eD;Tz zlQW<^*$FxC;rqknLvh`;b~~B7lculIrDIQ%mwJA9M;B@qA2tw`pbp>aKF-Lxl^Z9@FIif$Q4#n)0M|2Z*l@v;{!qnPo-4Yu#x1`DJE;zT-2?JL4xjzT z0(PkHck;K&i~#`<7(3s4u~4txozHD`bvG5^k1R&KC)ea#`yjh-p92`_OhCw!sPd%~ z;Z$$Z+kwJKIy5vC6sEpA!Pb;#A^7VV*l3I()DRmD5&H1OEwnyq!5$@mWoWp@bIcA! zxo_e0Esmga_})qx=CYoLlgA`@M+8vKSoNf1a0I|_laV(8GV=i=Gr7{-{XyW?WZGS# zR)Pa$`CySpCzB$IOJtzv5vqVm_|PoZU>-ep>y_51^n9!!1v}HkMmniLdH&?ESBPy- zb+<=kBHCHJch&|jA%1a&iH^Bhw2H+uFqZE@D`q+{fl$%i0lT6%H-Fs9?x)fl;I5V zTAG^5kmzKC4yt3D$5R#PZ^->*+2fG1VDXl@`J~)ae!X_&Adwf5OxUT|W~$&~Pu%?t z7n69^-p#cO?J`^5M&hcdBoq;7Uz#=vBZD5N5&I;h9K(tylJMK}2}+O$=yVSZv}$o8 z`97xH)`G~U#8}$jl%Ym4FcN06LD?4A!|AO$A_vLeNGwtel`2@;S}STzPNX zt8Y#daD}=q!y3`DZHj>1Kov62OWsMa#iLW-%6d^N@88Qu{zO7jDRk|KdXhc}dMZ{a zVXjqDO|?il3wPv07_{m>&5hkXT+adOClt#FJZcxj30gSfZ8S8K9a8j2_Ur<8$8Qrb zyF3GXORk8%jq%1yUUYjtZ0Dq31qSQqgbLZbgWNx4e$>6C6A(FL@a8bh$L9(I(u)4* z@P4@WoZHg-bGMFO77#LvrYA&ryVFBHUYeA36;Uh;Lvyk2DYFS#kYy8I-iPhX4 zT-YBOfEx%MACmj@XYguqtY&~nOT_JtW5SE2UXr~-F?SoW>YkY-95S_Bf%0D}KYOk^s6P-2 zLxI&0ujw|u-j#Xf@C>0vg&Y2J>w!jf@c5RTm!Ok~PIQF-dP1JJ)4tG9eVpSLx zI#9fR{c27MZ@oE?MB(`35HC9xASrq=qFP-O#N`ZYNjBkXh=mYgo-mm`V$ejJ4OVUk4-A-oDwdu&}V9 z_Qv(=UGQ-+^d==HT49pi`EK;L50Ae!>-+eEGzZ8dN2JXxpfgK8!T{6H(4z#H`qHLf zV=^&3oQ=#R?9#MwNZXIaU9=I(U;6(5oA=Wi<`96nc-MZ}9f^$kO3>~0ty>j9e(07Z!eO_W%Ot%o ztqYi<>YSG-)aO0K$4RS(N1m7=P>WT;4@ZeW7l6*io z9lAY$nZF=BjEvODi|cu%;n@UZYsyR*TRI9QCXZ=r?aG4}%KspICn1p(6&3e6em5sC zOxoArkJ?6>6ZR8NFKIYKI6Vzdx;^Z!#D&vPJ2^RN4Av1&Ngo(hqjGa4U;qn}dQPIN z!~rm}(&#Yb%-iFkX_iz+@Cx$gtG9drSv9~M@!!ROFKUoy;}6J@RpTmP0SgxS`kyFy z!CUmiZeVWf-|YCU^5DHyKMU?_?(QRPxBs;${wa~T^<6ZqjcfeTVCt=@ReEQM-!B^9 zeCSE_Q`!HW{PXw7bW0L_Nxp9#*e(0OoUl5-;#=O4heCAZ^OscdSA6qk?QaPdX-Np} zcypPHh3MiK0sim^D%4U0W|{14l9NAiY@(0IKllOymCdh$AB}kWRGNnT)PWu;I?_zo z2y%h*+~3Ji=DA!0l#>Pj#MO)q&{c#Bga^AvsC)A@U}>;A&54{g%=%L|!APTb?q5fG zpHn)K+34mpeD*JyZ5xM_u=7FNY<=0H8$*ghKPec4<1*exweKIx%lSDvk@3%y-%o$7 z|02SG@jF@k-?=DObht|^{2doXQG<8G=LyV7(AJ6@GW;DKulhW+*I2q#2E3LuJ+HKS zfX?D;ZC@K+?0ba0Q%shO`n|uG5z}t}T#&hQWTDVC-Q!D_zWR3M3awP1$c1xsj=5X4 zGCJ5Be{`HLs;zCjeCEJk^ZoaE@ju15gZgw%|IzDG*^T?U$biSvW7MP9RZ1EOx&Jj! zp4p&iWHgZJ)siSZLoIQKiYM}8z(vd4m=h&`XHqu5)JVn%3 zMRv%_MBd>-LlL+TenBCj%}dk0PdpM**dJJ`OKew8)1*3qeE=~;)|XqQ5?!0m!SK5~ zv4}fsB1Z;eLqO2A&idYVn>3h@g_5`6gbQt_0^0J}sKg?Dm*v0{xT3m zz8_h@s4?vY8p``gD?(pykjspn6RdI?nU`M>VF_KWXeiMh8wJBc9ECpj?}tLP=_Ni4 z2vPe`c=I!meIvnj{P^*c$B*A+>jwX!7A)puRkAC!3)!OKp|O#)y&-moIt;v$qCs@#hGo|~>{`T43EgWk%TOahAdr!g+oC zcnTk)LNy?s5ytiFInc0ya!2UmS{9b)Agic~u%;cc3`!L<(^5d2)h{5REG-WQ9bh9KG2A$w-{3tb+KUL#NV!<|BqZbyY9*v7R=`U#6w)9(N$U*Y?#EPH zxcbpdN&5ORD2T9XpaCl34lWgDBO}1>`>^LL9~eE-)UK(i*@1I8(DzXjr6dJ+&eO#! zH-@7&3t;4YCxItGDW2YD4`fpsBzhVh9=j7yz{r!0){{yG5`SH(n3B#mn#0*k0C(2V zqS0G)5`dVrK@?TIuKN|b;3h2x(_;-AH*tV(#7tw{N6^0#g@vZ?zJ#NFj_%k~1cw(R zst>At`yD}Y*2kR|KWU1#{WuK{&$N*bgEiLs8ywYyn2>r^DeFY-nxU zZrv5qU^7r%|L0Map;2P;0y*!|cphL{ZpH8VzmoRXF~HBNYu-DG`2UcgRimF(>B!aO zx$y3~7A+N_<#s7%`M<;@DuIpjknF_w6EQO}I&;Z%ZJu;j$)yO#AD^M*Mj;(guSorj-4DR&rs zH{f3beqa5L_%-phBS6e4o$vwuA7A8UUj)xen%v-|HVfFm{Ei?We6=1`VXJ$S*B`H> zsL067%mw%M$WELoU}|bgTFC9>>=%(-*?Dr#5Lv9;HzJD9fPjGkMt2ZD`3h z2eb@`!cSC;d*CXt&s43P5Wzo?~MX9wkDgx%`};c z_6S2m!}lJ`)*YUkruVJwto==}XnyI8z(h0IZFE5M(adDatT4auFEA*i?!7}6^AiQF z1Sj`kU(bFo6o16R^seBi-{d^$zassV9TRA$i$Q9X^ZZTq7e<4pt2#ZItvd_DC~wDm z7&Y`L41ouD_)h(FLJ=4@IW|{V(hF|yi*t@rDD2*BC?7c?!4pH^0lo)Ueq#APRFwAL zUlfuGjI`#V{`O;oiqT6@1hGXB6^5uhMfcwXq|rGxicsC#FTrZa$2g!Po;Z{NYwFXj zV@M$WxeX9W`9w|#G0)9O>vGEUF$CCL+cNCzaomGhZBOus%9v}KF5v^2Nn zG)|$xaVgz@-aG^69({?g*dNHadYk0YF5WB$W0(|42jP(?L9i#27AC}YvVU*AezW2y zLM1b@S(Kal@P1I-qc1`9-e6x}(osoO1YJxzc~DxCo`fBXm-GLOAKu8kM)1x~VB+GC zGlUQ7$KvuJQuq%X{xxDJ+K{ZkW!C9za>F@H`e%>sA&VbRNiTC^Pk)g!G`z8HXk>)Y zq>ouPJiq#@TzkY~Sja%FeBiH5YiwH1i1yJY*mB2`kHg10>Ik%wX#s>Q8 z2pxm8&EmJoEfm9AQd{e<)Wq}0&j^;twU)zZ;OZiKfH`ZRt2%#B+Q#6=VZ*$CtK#*} zpQ60nSh3D*G&CG()?=RK8>> za;rp#%ZvRuN^H0A0Qo+CY+`eK&+4VZ#aaKYT6>l-f5CFCMkq;57KNL^K>CA(d&I){ z{3=@9H2x}bEaSVEuCM}c7)GtcHg0vy&aUjPl8j?mwMq@F>DmQXLA`}({zK`c($=i; zgL%xCzHXnAz;;{36x5F%%hKo97j9;{`p-^73U&FqohOn1h$NM_=N-e6b%%a#)q8&E z0oy^{xcB0NY|YG5Qg>M@;O!+w5J-wO9TeUDr0z{KMZHN^YVj{oAzVj0I*#|&%JkM6 zk9jiVH#Kmmgai4iLT&76NR0=ED7tCCh~&K1^o|_nus>Haqcey>US56_=h$EZYk{dq zYuFu@1Bwt0iL!>lJ#TZPoAp}2Ph_C(=m=s4ZRQsT26il2 z5c8LFanu);5q0^yI}6v5^_#YB&gZ8>>u7J!+uSyfBKQ&l=Tx*FIcW?<5y#O5F{HRU zr9ER1`|Xi6CHIag7Ouz5nFJOB>oAg7& z7zyQo%mJI%P<%xGZMAR~0Lz5ywmn>ri6?{L`E8eg?uPz7KE;laN=e{t)~b?)YO!$ljz*%pLUvi+RDeZ}8jGO>iKSSmGO_*37Xy1KRc(b-y=(TnL~xf- zQ*xL6&uYnCHpf)&8W(x7ZVeXigT3eWfmS8rEHFd`QK8V~hvV1&{3)i?URgN3_?v&u zlq9JEh%&K$eI$m8p#DXsEObPY_TpYhiz{eXtq!jKPG3;VIH&MrtCf?ccu&g3lks}) z>A#+0@uG0^N z3bcqV4t;wcAGE8~70391M7#6=Y>TRX;RU}+(^QndyHA>-cgUJkX?4AcVXg6uaA_cp za5CjR5}1{U^9G9alcJz`GL&>1^KzA@N5oqz*Z2En?^iRd<#Fm~XOC)Fw0s@ov$ZJi z-1$b5&CgKuE}}SbgQaG#S@XejkYfrGbn`r2T`8<$V%g=x;?pDEFVOXK4$Wf)P;yK& z;jwVT`g;KrkV62VJ2OhZ0w^seeSTxSy+?IypGBQd2#Dr6UuE29JYZQRUz5`1! z{b;Li?bbM=rvaAVO+XC$i7%ub!sapPDHZ5L3uz>3iK~n|Jy9=H{G_R})=xI8vi38#VH1?)mankcJo5(OLdGVI1<*tjT!|;~ zlj;~47;HlGSOMb4?JTc#yEHb$XN^77-Qac~N5w#3*#P}BHJ5`Qj zm0OpWb#fohus#+@n(^;s45XLnGMl8BBk3Q*U*2)SQGJW*IWVyiTB$ce<4aXGTFdD4 zKH4v%6WD8HE#flcnAg&h^LDzTcDuNog;W4>X5qA=8aS#Z`G5+D)(4}NT2u3$6~rk; z5(p?Vb}G<}0yw8UvFYh)CT3>C76VKTwt6)dzC!>mQIel82|{aEY#zUgdbNozialsG zjKBZhn&60ZK;jQE@1XUMhli*4p;x|9aiVE0PRvABBsDDQz6C-)r=!-~5X)bG(a|w8 zdvZVoWXsE3;rfe*$RT-1Wy@oEC+aoz6z1Me18;Xa#l$Z=<-BzuXd>9!kb-+bf>fjC z>hJ9`z8?&7EyPg<3?s^ltJkh=_FJ-KNiWuxq^UnT0|HIcsmK%L90YRY4V?o7;bzbx zHRJR-_TM$QF+Rcc#AgjtkSm`N<2karKfq-E5&qK^yI5|-x!zLC_6$VE08GOz9?lyTmrcL_#`q98GI1}vB=XVyT1kuns z=?Gf46OKJ{Mj~;gBck#%POBc$sfu?di&GkHk;sQQQgPJ&z^)lEafqucqMGIsUaH=)2FA}+D8MZZuU+3$b|vsu($ znKVK2mJ}7;_YvVH2LVjf&&KcUK^t*8t;@J1(Uez8Cotw^k8gHL$86#5FF5`Zp`!~$ zt3TU>24k*37pKyeEnDbKk#Sl$y#{A%z#%0(_3*L)8q$Dg{Mm>p1n0jpOrC(769-@Q zPkMrXL=S2*P62TU03cStMW?PkeT|yK;R22scBx-?0ztRmNAZT?^vSe}1G+ z)3f4e({Gai?^d7RF;9wj3^$vWq-(=ac#dRx{6$8O7`J_(3B&|6VF>2``RB*TC0i~_ zpbJv*#0k$gd3oK&vpKlQt!!29jPz2k>=dhB-|Vr8882eLK;e*-Dup*Y^Lca6$-O%@ zUcMzAed~6fI@8yXTDC#VF^x17y8QVkw&Wc(ZM%GJ=VBi&(k1T+(svU%c#zPc;OI`??2l zS|9L|fG4zMcd4srXWWEX4CBXs(jCHz1DSlk}hX9j3m1$45vTFVGS=VJEhwZ5eg7P?;s8`!vtJFf|p*GvBiNk zRzmr>-W~XSH)2^FBiRQ;@yA+ViPsx&3dr;*5oD@k)XKgN5A(qpaQ3LABr}Q~%a1zn zChawC6k-J`CSyL3J!#sGLo6BeNSqxRY-xFhUhq%AX)6G=(r~bFz?Mj6=_FGxE~jd)E`V^Hy&k=(JG&xp3snrP){96 z_V*#59!a*7R!k)_SJp*9`3l%K&!IA5m<)^0@4Se4`|R07ND+$b!JkCL|C>1Bu}kfd(MUvbip!G9j3ir39bwpni!GI0IzDG7O+!MkE1+S0oiuqE+d7axs=p* zof3FB(tZrlhGa}|qonj%%`~WkfJt(1rwnR84Ko#YWM-OhKqR! zOD-2Irq#+g4wjaP3)t^|I6jX~W;HvM>AE1kDq-e3dV6Dl!wCI>DED9~%w7`tujSD) z>BEoEJ^@P^T+E{6nIUU1^uk`LjGlT@fdQXZk-P-E0_rmo>ml|j0>gu<-$N>W0t7%z zqq00949^xfoz5=4(plmkgVS4R;Q-{Mu=_FGX=%ZAIq?xFA+$A}cfsJ8NJ>fd65WWL zQUNmv5$6yq)j%V%Q&B=%y}tri#TB|&p;H2Z7=uk*9Vl^SwbHG~8P6UEcR8W{B~gzY z>_(3H!fA%^8~d{nJ2qghD#VRyG?NpzFeU*fs^Oa32%CD60sZR4fDE-Uh)_-h1W8k= z72-%a^Yzy6(g-K#2_gPr5Ms!^QQUK~vgT>)BUr zMEE|50~in-KlkM2%a`+e35%a>(x8gs{UxsmhVqIfBn`qW5c3$67IHdQIu5)j*=LF& zDLn=5_ z#-K7!#HhwrLWxXc*i3QdqiY|XxgJbBbcKXempBe61UhdF5;{2q`A8kf*=QKLJu~c| z^A;6=%j^s}m75?=D*b3Z7NHPAz0G;XNi7+HKdG#9Uqq3(ah4yuUW90tcnRUZYt;FR qI{$xbMV@1P{`hNiAV!apu literal 0 HcmV?d00001 diff --git a/automata/plots/gini_ABK_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/gini_ABK_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png similarity index 100% rename from automata/plots/gini_ABK_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png rename to automata/plots_of_ke_bias_gini/gini_ABK_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png diff --git a/automata/plots/gini_COE_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/gini_COE_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png similarity index 100% rename from automata/plots/gini_COE_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png rename to automata/plots_of_ke_bias_gini/gini_COE_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png diff --git a/automata/plots/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots_of_ke_bias_gini/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png similarity index 100% rename from automata/plots/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png rename to automata/plots_of_ke_bias_gini/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png diff --git a/automata/plots/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png similarity index 100% rename from automata/plots/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png rename to automata/plots_of_ke_bias_gini/gini_COE_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png diff --git a/automata/plots/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots_of_ke_bias_gini/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png similarity index 100% rename from automata/plots/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png rename to automata/plots_of_ke_bias_gini/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png diff --git a/automata/plots/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png similarity index 100% rename from automata/plots/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png rename to automata/plots_of_ke_bias_gini/gini_DMC_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png diff --git a/automata/plots/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots_of_ke_bias_gini/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png similarity index 100% rename from automata/plots/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png rename to automata/plots_of_ke_bias_gini/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png diff --git a/automata/plots/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png similarity index 100% rename from automata/plots/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png rename to automata/plots_of_ke_bias_gini/gini_Das_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png diff --git a/automata/plots/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots_of_ke_bias_gini/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png similarity index 100% rename from automata/plots/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png rename to automata/plots_of_ke_bias_gini/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png diff --git a/automata/plots/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png similarity index 100% rename from automata/plots/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png rename to automata/plots_of_ke_bias_gini/gini_Davis_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png diff --git a/automata/plots/gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots_of_ke_bias_gini/gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png similarity index 100% rename from automata/plots/gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png rename to automata/plots_of_ke_bias_gini/gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png diff --git a/automata/plots/gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png similarity index 100% rename from automata/plots/gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png rename to automata/plots_of_ke_bias_gini/gini_GEP_1_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png diff --git a/automata/plots/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots_of_ke_bias_gini/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png similarity index 100% rename from automata/plots/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png rename to automata/plots_of_ke_bias_gini/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png diff --git a/automata/plots/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png similarity index 100% rename from automata/plots/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png rename to automata/plots_of_ke_bias_gini/gini_GEP_2_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png diff --git a/automata/plots/gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots_of_ke_bias_gini/gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png similarity index 100% rename from automata/plots/gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png rename to automata/plots_of_ke_bias_gini/gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png diff --git a/automata/plots/gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png similarity index 100% rename from automata/plots/gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png rename to automata/plots_of_ke_bias_gini/gini_GKL_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png diff --git a/automata/plots/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots_of_ke_bias_gini/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png similarity index 100% rename from automata/plots/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png rename to automata/plots_of_ke_bias_gini/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png diff --git a/automata/plots/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png similarity index 100% rename from automata/plots/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png rename to automata/plots_of_ke_bias_gini/gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png diff --git a/automata/plots/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png b/automata/plots_of_ke_bias_gini/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png similarity index 100% rename from automata/plots/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png rename to automata/plots_of_ke_bias_gini/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png diff --git a/automata/plots/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png similarity index 100% rename from automata/plots/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png rename to automata/plots_of_ke_bias_gini/gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_bias.png diff --git a/automata/plots_of_ke_bias_gini/ke_ABK_annihilation_creation_from_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/ke_ABK_annihilation_creation_from_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..6ae3c0725b8a700383a14f3028c3b1da8a3b7c77 GIT binary patch literal 30749 zcmbrm1z6Q-*EN1jOdJCP0SlBy0Z|$Q@PGo6f`ml~(%p=X1u9AkN~m;*3W&50qI8Ey zsWb>E9RlCF4>Qip|C#5#zW4ic&0NF4;TL!8z4lsb-#3*MWLK|XTtT5wR#T51Ri;oD zbyFw{MwTtbPoA>V@!&tgHqxhTRLl)*?9W>1Q%;<^-SR52-pl z>~FSr*ibwB{(JfEh_BZ+RNdU3fB57tkuuVU?(N*U%+q4+8?P^sA6^N$X=GexX85IV z$;y~bOH_}>>HNYGc!yot|H6)i4}Lo#v_mvk(kl6a%CUu11K%vYa)ELIQER&~QELOC z=~7|qcjq==+kq#cP|k2lCNH9WM`6X=;%j2@Ivd(IE|ldWv~MIl7Bkbn*(P=#RBq^Zwvms4CVjsGMo)lqkXm={u-RDtVcI`Nk2GXE+iVU zt~5kc1OGQYK6pTMgWsFCH`nVwKP9L3k~1`rUH4@DrIyLNK0eBw;~F*glvW;nmD)QR znqPQ|CvOg^v~;On?0X&;QY@vv^AMfqGnYv#P411^bFYo75S7d3#gD^2=`*_o;Ra57lbu z`RAWIIX%|z#p64EWbfRDty|;ELPYzD`Et2me7&}MYgT|L6Md>ly~3L}Z?s-s(!Bar z-nL_9mxG#0h_|L~OPY25^99@Qg)fr+_(I={wdX}K?=biDaJgjd^YgNJD}-2iZB;7|-ftp!v5Hm2{jOTauvJTz zqw$AlkKAS_4f`9CyKd?4Q4CEOZ*f)}%$a`5;yQAYS=>qWK#RkZ0B%jIcjJ*!QE?{q zPd{eZ#&6`&iWq3l4D8}nz47J>9oMd1Z3%OgR!;}Z2ak6-IJzm=DmU$mH+~-<vj|%q_1Um? z?MdB7z3qj*3|cJuDh%G{nq~5OA9G!&$1auz?|1s1zlmY}`X`RVogvR%yjjF;-ZR@9 zef#vrY2x$s(V6j9uI<~Uwz+&e^n8#iFRzkj)|}!vY~VUnxTm-BiLB$G%++t>;~Ewg z7P01*?1SUeAG=f+3p~9VXO|VHl@<9}zV+87lUA3OsJ*vd#LmasEw%RLrH01_rNJDy ztb8DEEoL-P#J0CPI?PSEuP(9N_`#9u^tGw=x?I$Z{+Epxo}a3TRoPQMH8(q+i#uNb z{rBHhGwn=u+-F9odZNR!Uf#1eug3})P0O7*VcT0%i3{p{H4KgYQSsK zB!HYZNYvW>K*qiMdO|K3tcWb{V%Sye?xPQndw@fc8<^AOK zZEi}9FHN)Ws9k*6lO)+{8ntNN%eMZf`$@2Q|d3j`FEZg1{?p?(!Vsk9pd0hR} zsrz5r+D3n0$>+yu#*sFfr4S<0+mIY>mOWaxZvDt*JkfpGVC47&QxBi*0VJ0i|xMNXD+l}>8JsTW&IQKL z5)!!kTe43tqNA^gPs)j#9?aFN*Rca1$Lm`#R~g-py##H0RkvI_ z`Nc3W)rI=iE>py&d%IWuW2|_t-MeM<+$JLtYNBdtRK+JgT?u_LH}PI_?UWh*wn@cn$^3AH zaldiI#p)>hbHb@FF^z;Z!%)Z0gfz{X?>f0|*>wq;PZlg%8l#)-^fA{x*PuK!5i@_W zt1RS2!=>KFv?RBgQ4QB`Z|H(0Tr(a&dBRqh>>YXgJeF7Q$JBV-NYL`j(GU?^x%In` ze|xBBXcaa5;?)dS-y|nBt<^0P;VcR}P)pC{`_)jFA*!^DOz&vDUcGI-PBflFX1KGo zI&Y0+!b{V}-e8lb9Q(!)FJjGGb5^WcRf843-+Am(qF%19Y2!3qmE`0+SLIdQ z+a)V_{@tp`=;*#Xq66%zV~9dz6W1l_C3#EEo;uKMqjK~62GwBe?YUJC9~i2<6l*x%&K%4c9@#!UJ3ZLZ)fLTi`X&4R{c2~=p0&zs)=Da%CDa-R36zPpQ)#xI4+QH z$6J)4m(OuRe1qyoC*j6c1}Xouly5_=bF=k#FVrOIwcfqZzL_tk<@_ZP@VJ^7X5z?=Xh)qmG80k{1eo zd4lwppR*@d*t&DG&n?91E!WO&#v=;!)+L%mL_|3FZ{2&wV=W7d*})Kn@)zH}S)8wl zIT`7BAQ!7+i_nA83FI^JVz=r315eZwwRFGx3k77&Oij1W4X6zSoHpC{`0?Yc0Ds#D z(#)+t-fu6*DqT%|hav0J9BZ;JcVuo%zWGEkOhU%O;+f^A*9#PbLPYHuXJ==x_P$`x z4++fg*SlC=|D$oUgv%?#hFF#8TTY|BTQ+*-J0K#97kh7$G&_~3e!k%D4z_n$XY-aG z@p*35A(yvzRbIc{*3sTt0Tzc(zaG{fE^EE4qNH?ppZ!47&SD{>ir34QE!(@1PgnaK zcRokIuu_0^a*F;+-DLflhnENWjGa3y?`&!^)688dpUlUWK3pccT2fN-{LIwo)w=X% zv!rsaUM;?UTdj|6`kV8&B|q+c^x}>t0`+aX{*R8jBkn%(_ad zXtUMkrMpBw>>pea9vAK{XDh4q; zw8OTquC{e{>;MT2awkrVI+aV#e)r~gmC-B?yLoo=RJ*TYO}qx*mTQmv{5F)=B%VGX z%tW7LX0UecTCFs*5Ud*Q-tvON!pb;5>ZkD$!a-#RMF$*vFoYNtLDbs($mPw8q4IuTAk9NxH_^^^ZoEWG>qD zBkP5Wp5OR)AI|anwqHM-d>~{x)YSC@k*WLLR&!Nky%Fp%`65%bv{T%MS)*~R*x<-s zLr$)(uH#gn0A8J5O}nS{2GT$Jg-?^I^sTBnatQe)ndBEX;FAT8yI#3t9ltomoiSQ> zT6}zm`fpEUy^DHm;;6p6uhs#Q9yd!neVv|pNUJ60foVBqq%*6pe_Pr|V;xta zfY#*qw)f>uWNY5Kwd(dZN!`)DdJXIn#B_oN*6&d$_-ygea;|vYd)(9i-n~a&ycsbS zLY^YgWiqofq7R1EI9;0ZfE}2azV^Hea(C3#*|2BN9@%Yf6OTmf2NDSG!>;(4Z0K#c z{e5k`#-_;}?2uT1vEHgkucfOQBlvPA4wpVSP~TnoWTj3UmQMyjnc2?vNW0UwzHf+5 z=#rv#bv6X>l#h4XKkafjWN2*`(wD;olp7lxn=w))FRzyKDOERM&}&FS*D*{_^L+yH zE^wY--BX?T=1luO3_vfI>(lg3#-zpB$R?h*Zi&Uu2nS9KZTP{P_384;_O7lj+iljG zeP6VDv$MwH5B}$THC>_K@XWSPJ^%gtcf?HcT#kd}j~=J{pm^`wiVT)pO?_1ErxZ5fed%n9_*_6{!?O==fFqB`^3nJ9VQ z^tZ`R@oTLNo7kthvrf$xd8?-YD~g+fb?dCdx!<>4@@`JgIgo2D{=WE#W54`GhOCW6 zL$04!zLyu7J|A%4OqYGDYc%$>-t*_rGbX-xk*X$psyE&$U3&`2(6*Q-?fyDFOV6p( z8g&^51D(oMPIkowxwjTS7Q9mJ|5BH8$bQMEmB%W6UHHNAivtUyARQ-5l` z4U(fVYJ*TKYyrOP5g%RW{{4{=5iy7ePHndjZ209DrKobRn>X*38gRYv9|+WQyB8ML zDr}p~1GHl6=~CB=f~ssH=l=c8SFc^;#In@Mu;HjRtW7+vu}k(&4OWG1d%;=)ADwz* zqdjMiFaimE`t)gMm`R9xL&IBTpP`SP@3*-p>^O4G;kI08P>^Q#{Y~RfB2z5e+uI9_ zQ+oktxKai#opvjKn=rgT7sJURB&42fP|BHN_WAd#q`t#brz+2!|BTAQ$4d4RUyM$s zomQ5^bEmPdv0Kev9cp!-bG^Aps6*qUb$Faey>-@hfwDyM$XBmkM3H4UGh5}R=hxx# zE&u$+&6{JedwKvu>nFRylI}2z$`zSv+NW!i`1sY%`Q{=q^^xHxKoWln6Ix&Oy-$OmlD>kTi0%t zUN*4>6IA&n-z$4yUn4?B&X1wuWY5TyB9jLM5NOF5l-xfVvt$>j1D_Q$6b@4+{1`ap z0rGgl6}mM}b%P&M<%lCMPFj zfmEh`440>#&AWEEPu{qhyLen$vy4tp+yHRDCd0OG1W49--AH%05rTJ#0Hb5e&=)_u z)-v@s?oFll_Z{)cT9;;>EyVT3+*{S{eH8y}PGE%Ks8UT=pekSFjLv5pkx>jkI~!YM z&AvrBmp9sM56hY^AKudqieYM^&AT?k)&x;najVd!ibCH#;?3vU+S=HtiSix)#>#TjZI9ihvA`_>4QNd{`J z>^fI~u_=T=){YigVfR@V{LtL#$M^T;_un>I74tZOlNlwo`hixLWB{@#1cPoX9 z{86*s-O^QuTc)1NU!j9t%?L#cJBs)-fr$eOtj z^+{a)_SOS+P3hJo5*q;_lhO?ZFrjc1gC0J7n9Oow)JLAT5}+yR`T6(8DBe-C7`NtR zx46&E>*#7jp#}SibwmE65{tJT?g7{Zg1ZAQ2R9`hi9mV?%N;cE*3>GPtjGv#M>W<|ZWOa}beemF^15Fl3?)A<5 z_)(K=s7P*s%^z65CKJKVx%0}ED`bpHL&Z;nS2MpE=8TfR=fm^!$2g_-j|~;`nV=LWm3;|)%KtkHsMqvPu8;SV@uM5qD!T^FeuU@v-|X z&R_Q>=f%`z*bhEkBQYUWSXfACA)ucqg^)Pl&w{TNN>@Np74&^SBz^YG&f$}^zjp>B z&3>h%;XKgsMfcMlTkn(|)=Zz*At=|BaJlpbik z&kTJa<{V+W)k5>nanz~?M>t|IkiadkzW>^XIw|4i`aQ;=EV@!cP;m4jplGzcyRDzx zP!mC2KQkOQSA!3Da?dpwhV^)IJyk-TTP8W@a^n8pL*REgRR=(JlSl&EWW&03kAcxl z5NZ8io}f@T7nXx~S9Ju%6k6X0w57qN@sv9yOEcMk&CCRkL5hajXvMIhRnLorT_&FG zJ`o%Nt_Y!6-7q@@bOzUs9ft_LNA3u^Sxr@>eCoyO-I|H&iVb|ZKa^dkMo!{M zNE{^}QIwdBxWgp;xFOllxd^2$m^_u!FE3T@@)moHtVRGHSq(yFO);bxIGnbeA|<_p z_MGHS^?hM(Q&ie>GWidJI#I{9vjS4hnzfExTUD9mIBYZCZ0{U^Xqji+@FJ2_ty-y8 z?vH;1-ob^PKK)8pgUweiR1X$v$;yr0b*Ih!Sw{z3^)~6bJl}o%e)!~YmqxeH0!j?K zjU^qWW*PYJ8p*jyMG{58s~T5D+zfS}b=-38GspSor)-AWsoALCL(RT}?Dc15K4>9@ z)S-&n667TV14ASc1fV=f_TB&QRAkZD=1h&WX1fPFckLo`i^SpzGF!JXNYwr*_eS|g zr#v&Z<)}m}ka{H5x=X=!ph;8c!3h!-LS4r+lg0@z=wpLG;&>+?F`12uteg8|$P2`y zT+{o@h3Tx#$Ur_3*c6Td{Y~jAqV@wd-#+Jw-%Me>%_OXR?QAzjbBuc$VS#M79M@^5 z03^2<_qo|Aa7i6j>717yP$;UbP-3J~4L4si%b7Gd5hkHSl8P5!P7GE@_dQvb%KQ7y zi*-Qx5MQ!nNh}FISYIRf{~rA7&q|mzle&aTj|GcHinx-xx6MslS5ML<3}9i8O@MF| zsIhoF`kHmfH& z6=+z?$EI9-JO;6qQNZAq)A)c6`y=k#7{Wd<6r*p&E`8X$->5Ltk?u#YUL73m zt~}EA-dh9lAib6ITZuqVB6Ai~iPJJuFA=>aNaKnb`=@y?d4Lo9dQq zXZg`tvM~0pB2+_3m^d(1HbB)>m*iZ}{%=|`GS^r+*x6$$oG)LwBHlM#v{8e1?j`5B zzt*WeN(zum?1F+dCXOvJ19bFE?3P=%Y}vvn>6X>SGKP?YMc$1dX?2iE-?Ixe0ZFZq zfx24fnm})Jq-1ehZi>Xzgt{+m2Ohk0XPcy(dLvijVD6kQP!>^5iQo zcQQ0EaGJUD);M+J>3=*6MecLX^gy+WqIl%&%yb_jiZ=;P{#+WI5D(1K8f!kR*xl%e z{N<@VFgU2!KJ;Tzr+*p{M>kpCc%nGa%pXiDgnDc=hO*3hCfV57ICkuK6MxCFgVnJ} z{Vj=E#~_$`7$<>s6+ytRs;bHgm_x=69d-1Sx08gbuzCysQNFBimm#vKlbSpO0T*n~ zP5$@mLCHLOw$~K+?CmQQ!8%5cZ(jA)#O|VAJty3_(JpqP%|gg+ZpI$fiw?pF+sajSXO$<7Z$zy0>xG0ul0 z^7_stT2@vsGVJ;}abX_49PNGk_DKh1w)@DF%s^-_-S;+t6`;*@7Zo)F>AYy{Cn(fV z6H>rN?o;7d4vqtCNjFRvQk3p(&S$15^`l;qCrFu;6=XdJ>evO5`9-;-3Y-zX=Z${^ zM#2O|2$3oM5maPuGsc3!%IJxDK;k2Zn3y(Us_;&!#KQ#FLa!KFh+_ho{ef~@+eUf21=qeqVbbBQ8d8*_5k3<}ZSru1awM5QlMmL#fT zM~-$s@$SW+SAYQeq`3*10xZLu;i>el&}tx>1Ym6A*B%Q#=D21Wls$~aBs5yLX8S!j zZr@#T$iCS&&~Bh9_K!qggvkMX&XUO8NfyS{eE>rS7!~~uKh_5Z1Q>{oR2-2xeE9O( zUw%2GZBr@z&bnOO@D=EBE0WnPQR{40kFULZVbvD?w_xNCy8U=%i43>}5nKiV%_#UyYYYLK5z~4A#fAPc{?3x1wp4EjSL~MC*ce1fop-f}Pb;Oss5Z`j z?S>5(K%194e7U*jRzgC;;SN;82CKFTmE7?3wo8?2oGpj5N-t|#w_7-3M&As-rzd1VZ3I&c9xxo=LCe)q2VX} zb(`*n*YCZ)W}7gSa~}w@_veIc1!`fuec9e^%biyH)+dT{bC)zNo@uAX>K8Xnj@WRpzRfyCuFH7q zw4N(nX#l>5h2;Oz`$0bYn(o{E{r8`!^IU8%s2(OiQOdiw~gnfEmGF`kvK-U1#>{^HL(y`$Sx4aXLmsP!h55Gz5Jh+|(kAuv78z zlVHvnwrxuSk;KlyL50Q~y>Q_|q86)+EyqnexZGE!w>QfT*ogT1`0&K1Cb4p`=|6g? zuqUxwYX9NOx>W3(EL}+`jTs0cBt#W`w&(^R%*nKBMRjh^co9Co^}q7hEV;=$^|I+ zQZ&|?C3nm|Eh%9CG5f{GnWDBR=-%=dFJ6p*(J(2wzYmM|<15Q2FOrjMu|*Ywpo;Y( zjFFgH3rwA;lc~<5m7;`uM;}MxCQg9<56_Q)+fCn+X*G8Fazwgy>79jG1cvSAJJK4? zwcD`p*m5~u^mV4>++N(g*lQDC9SSZ%n{FklGO`HhJ%+VwKdbTb@+zQ|4CSBn9nKnc z?DK51N(bjCmZYMhQhas|hEwU}rI#Rz>-<$;`DY#M@@ZQ1jd|5N!^_}!Pa}3Kfq=T| zUYByQ8ZL~1px*ii0+z zVw1TgBy=@3HHo`OLo>7a>BNMCV$kI$8C}_BTq=Hu{FoYtC{m$Rhd$gDtrDjrYF}iZ zv;kM8)Tpv{`(G-1C=APp8Wx3kF*LeF7zz?~vp*(Zg4QqM@GX4Z`t@won>TNMd};as z1>6^oWC)>Pkz+x58+emmGKf|%(k>n+zfv4Q&u7BIX+ zL=CM;8QwK(*3`q&A_yu43Oy$`_i+?%VYmyKD5^4mMQxU&^=cNeQvlToKEA%AZ`Ugt zK^#W8&TkTk`&iHqtr_UFiMsgyPPXT*5>+FkfvJRqY%8)(%f-UOE@N6hT7hb_x2@4 z7n#{J^uDBr{ci8|++3T!#ON*ry}0LDUB1!Ljb8opzmm0hmU8CThLgC-{mW*36wlwS z|HW{3zpb5Gc&;!+AyiP55g(=OW&VHi@THc}Q}+AeY1(eno`w>BZP%ge!k4c^^5yIm zB@Ri-w=JaB#@B1Q3L253dPq|<2(ZhC6^j`r8H7@cr^hPJ-tpZN`Qby;HZZw(J$}qs z)ZfApXmagEvSJW3qlfitapGB&V$e^O;Sx-Fno!4{d}M(V{ZB9A{390K%lmwH*gb7% zpTky<7xUJ|qMLc2EBrVFNSvfb(YFM+``Ob{z_+5+6saKi+i>BIw>>tTY;331P4pTr z?TcF7qHf_g-rY?BiyF+z{LPX~Sy&jt==_weeZV90=#i~|sM&#z;bHF~v(#(s^Wk^7 z$fq_81%15QROi;@C%AM>T|%8v!=+UJduQ!fDRNh$JeyX~GD5Sl^wiG=B5u zKv4%j=gf0sN*tXQSuP${cc+`I(;CiFVtzOJ@6ZFnruD=mYUzieWQsi)?<{8Se5MsS z+DD7D;W9r^@hdw?(f1S7!*yICVp zk$Am`yl0*>8D%&F4$1G~!vtQP42OWL*RRI|eQ0IcC9+-wnnvmJjkU|C25B0?*F|s+ z{%Hc_njTiNfEHr|&GDcJ`yPAoRuRG-iJH(2P9VHksYtXw5#TbC#`E*@9qZWk?BNm; zsxxs-)Jom3WlIl-%3Z{FW8=7b?0Ju1HZCp|yG$J_m8v%I+(PQa;Z5UmU+gk#qfTr+ z5h9}IV*{nY1T_yCT_UEhm~JBOwWK>kwBzzLG4jc9R_wOWr4XC{{OLMM+uuq%9*V@$bCcf}*ChA?Y`WU8oLyMovvIHbdWzhG#{E+8QF=1m$qXRq!O zx>okU;!n>lJl5<4q$KK>-C#?9>eqTbceN`^SF?7|Z{7qr2N#5MU365GF@{v`_;Ej0 zw%xmXfvyNHiY|d{#|A22KUQRFi4~POklw|T z4I00wtgH^C%6^y%WGra=pYzV*Y#(U9>cpmidUU_z(1rcRHOGhs564D3$1o`|;jSaJ zwZg-Lj|k6I9KfRjYCF0F3@=exiD!0bcvuDKnb3&$pUZc>>+$>evNS|5H`I)V?~TQ< zuWX1881=x6(=Hpn9$XZ6Yd=?fR7S>l_Qxc{THOx*Rd62CYK6TgTG$7DE+jVqftgty zl`5U*^lQ#6k#+R`8Hm>JJ;p=^>`KSBj%MTjct5{O!XXODc?*pRGm5VlT2J(o^Y1e+ zReCZXvnYS_v#(l5XMKuW`O4D2XTnQD7w6n)ft*4KJG9B3T;-qoL1#h1UGj4L{3Umm zlHVSGFOGE4$Yc7!!ik0a!1y5T?%|8+uO9*R>w}uY-``)~>L?{{7wtEnRx#0EN8u2Q z2d4T|2SqW9j&btyt2}zNn~pAAi%{%{{jdL?qpULR|3Ezk*O!I|pQR}q;T!(Iv42D_ zj`_F7^XfF64ed5c-bEeR*=Y(5;1%dsrx_Z=CyXm>k#gR_+L=s@)dKxVtrbs zKnF&r5x~vi!x6rFX!-5aE#zkE4}%3t!vB^e&)z9H9&1?M#34}q)rgGKYa5a<+uM)H z2ZsKcFgO0c^iVjIFqW)cw-dDk!Fd#q^6(`;8!vRJyA>X?d*y%G53guVvV?$u3an+y zs;Yiq^b(=77b0Srwt;sihHQkobLY>G7VPrwhCV%?z<^|>5J+tb*#bdbsD;+28iz>y zAb}%i;>$`RSbzTfnP`hsWBu{l+<%<(@$>b45-RS@iAn_mz)59gnjL4!;>AYLW&Csa zy0`^Y7{w0S&t{KDd^$tJb`%QIzQ$wJi5wCVITco@D@eIC+*MB8ynCpmo(P6SPBbA% zb`@aCQXq~X56HnI4aUVE3;ywY7U$#en!#avMt`s@y|D0}#Oy(Pw*hUHBS0|}iXM59 z5lE3>Qx6eM8#&ts)i|{ZmIr^dbdUsABxL$g6_jHRRAeqHNn>Ee38AhS1e%Eh+y<5k z`jbLY6L75JgimPbQy7tSU>j9KV+6x5 zzl77$6cWX0x-~4sd&Wwn59rF((0Rr537P>Hz2CegtEvrwNvia0ay~miIbsh$dEEYt zR~kNGAx~vHjUt$?wt-$jBu^N27!O*6!^nm%h`q#CaPQtdVv#3Kx3_PP+Jc1iAypc# ztPM*~9Xu;UViEuTc0FwCewQy_KHfrD9@R~#KSD!;0US_P@0ML$!-OKa9o$I;?9GsU z+&N&LCngxTsh&OgZ`)@#S;2$)M@mBFPdu+g%nTj>ul1!te^vVPhKP}o`Ro(&4{Y)9 zCsc6eD&x0jDkktk@A57_C}r0PN62Er4cEKhK4Og zC99MyzVUc^8ndT4M{7UbQdB0PZ)YTRd%n)0WFh0PSe?ifzrX0Kk_Y2epmK}!h(|}P z_XHOI8H!MoypL6>5*=(;i0a}1dCJ#n0S`XU(JMi7h$-PXd%XtB+$8ONCc>j@x zhUgOd)l#e9(W=3i=l{rdf3~dg{b$SCW>$Jq)woX6DhP_yYFQ*O)IF=W{!D;GBg7Yh z1846faQEDkwTe#QPJTj*LU`^xriO;9;qoqph6V#!+DD^y{r9@+zfS~>(!KUVE3&^) zkS2IpY?G(C%03{p>#K{D}AdW#L+fU0O)XGvy* z;<9MD)AF&w)+AV#4i_VSL#8iJ{@4jm_bA*d@eo&ai?=y-?{J-+?9zI6=2!IBoF-&B z%9+uG@_8baL`o2;-DuURM6loQ_G2R1Gf(x+o2qijF7)sHIiGF9-T4z=lgq`1;Um<5 zIjzfLhH9#9D2r2^Wbi z2E+ulTyMprE5r+pdYGM;w@f7p#VMiFu;(738qBKbO4sJaKjnQjH8uS2Ay+6dA7rA( zgQ|eswGydLIsaZ)TE>7=u;yz4W&5V(PWzh7(pU*gu7!Rf*u~2o9}v$sa&QEa;U=v> zl$EbvOF?0F;PLkIQUMbieSEfE%-ppl&0xj}zGV^q^Igparen1;6?8L*Dkayzb`Lb(F zG>;v-0q34r@pUwg?K}UDou6MB4M`aw5&Z7okD+H4Ipza-H4c|EA>Ef_4Tk=husxv; zhk-I5`;+>K5_fRj$hr&q`aLM$68y?Zuh$Rw<&yLyu~GmOPQdFMXPBLvn+x6T@!DN7 z>;MQmcI;r}zi?x>VyHI9cUsuwq{r?Z$eA`P4U^P^pMq=L)EzcU-6Xi|uur&AjK_Z% z7la7{O#wXPL|&p$I(Hu8J7i!G)#A{$nt(+Do}{Ea>ZjlVs*EV0eWrFfF8tFu{?fd4 zAhqn=^ZUP?+`pEI+jVC2uRJFI%~p5a&7qD#KHJ_4b~H-;lK{{+?J^P`8%NgJ3^YyN z(rL&A9+0~g#aLJt(BiPm-fhAn_I36QK4zHr*`lDw#!0tvK0a?=OYvjD?S}>=%Y6Yr zF`a~=Ag?ZbNR3WYv#Pr?efY?AA5di;*1&{<`bEdFs+|L*W$BEXURAR8FtE~SkLKZE z_ZyV1Ym2iNS4S)ISxtfo@DB~uEhKtE_(4>P*nuy!ri%=`?o~Uga&W8!Y@;%AdHe&6 zu+HvS_>gPhkfc2EV9mlC^MIKYS1X=1oZG;tr2#Ij;gPDz-$6%)26#^LNX_Rc;g^i? zr|1(<+v`n-)g`ssaGqji<=BC*!iBMY0VI2XGt_o}P3CQcq$vgtIOgyl3|_oCGs7Qa0SgrL8+l_K6by z_u-O3=ZLNUpnYkd@FR9JSbC^Fyy@-hblfI8cFU^fFIhsB51^5jG20!-kAXjz=UqkF zjkWWJGy|S_O(9LzAhPbVlAb=I{u5pO{$?3EajsNjs<`vd%+Hdnei==8iZBinvJSFt z6!AP`PKnzDvc0(-O?&h(zKrF zR_)Mn>WOrkn;AcGhhT$mtCxg{^1(Po)93)c@#7dqfq8j{@D$-ZkS>d8bhQphrw_i0S~yRP4wD-elz+A$Qs+FV zCn~q$ZQg4OMrpV*zN*F$&R%< z|5;CLhoR;5aIV;rD~Jdz=u-hx9z z5uH@^q-m;s3Y20Tsz`q(wf)NR>I1{&SjD! za34QEzu?*57dM07+I^I4MM}&aWQBL@6~!JApXe7aK0>?I!X!#1L;n~{hyyJub5r%X z$M3vYA!;k9mBMa68*tj{bPWll;Y)XMamqj#CEdA*wnkq+JV&n_!3Ct0K^T=siMm@> z^J==b^4x6ta8J)X05ukS@mK(P=2y7F;@~VZfr5xX+@xc34|V-{I~u9sVT=g00ssF5 zQy5H(9h7iJ8n~76|6*~l-A071LxS-Djn=1xyUde9MUd0~6T|i@sJ+K0W--L|7A5;d!FJ$oMwD=mrY=ffNAIUw^H7C`@DEl=_i^ zip}Vra}s_~lpHu{hu0L6m}RF%YDPh!pb7ZYo`w$GnlC zNarsq2&IG^wQ%fK&YEx|a;InoYH?s!nSI~x+ApeDR55q{rqp;0?&7*Etj!C8(yFVv zno85)$X+E>9L>g|;R6z!AW+n>D(IJoKsk#30;f8-%#4A}(9fU@0ET@jS$-qX@!xRn zm!L3mH6`Y|;Hcqa?130xhjoM=lchQ^>;ULRAiZm(ECvcv{Qm)7 zr9#Aa-krRvTdhvCulnUsZ6hs*3@ZzYQrWQzu9KwW z6qg0(?~1k%lFv!A{)(BBKNW|mErx7+m4bzbN5~_uMTrF_ML%`Sp9F(Hs(6ENZA$GL zH~@(69RY-$3a&qu^r1sJ(gZ=4`9A>44jQ0jNA{^DMqT1hPy>lR^f5Ad(=XfMy&?c6 z-1Cpb-qSPYvodcFWPB&_$O0^WF|nq%Hz=(~E}QK{17cutBs^{8R1NgD5+@5QHPe2u z4&sOZ{rl`x;7m9p#UtT|W=GxSlk#`RfD9Z1pj$ZI3^8;b=l-$Bs6KyCQ$9A^w}Hjy z2LdO?Rl>i)(0ffU;+z~_-&v;aUzR=-y{z606x8^q|wet5H?2A!=;z&hIK*u#z@yn z`Si@pOzMTgb!bgF4EqEOc9nN`91(=*k!;t~biqI_M6~N~J|mA6|G-9+ZAYPowV>rr z;OQEAdIaZWL6AS^ivL8kgB4_pz?0PVzd1YSWYgI@9+aL2LmEHu2U)RrshqdixjzBy zeA$oFc|aR?78KqSGA#^HgWR#VKRMx^uL$pK^x(Z!`xDqW@o= z;`91^-5EU6#ovFUWl!SUnh(@(Z~nV)EA8~hR4)4*O@Tu1IRmwNH2jS`K!oM57L;&hS_XO@{ol*f@N<%I7Sx=g zCDpxZv(9B~j?MNkPAn&Sww*lPn$9w;{`U74%ZOuVa!|Ouzb;3Gw|>=tD4kLpp;xwS z!RaO>F)JUtk^UWzRt=v47{2%so6Lqs6b}xgm&ic#iG^0<{Y{tp?_`q4`-C@4K(o7K zX>!DV&v^>r<+ImU7>_WLf936+Q-~{DjLpvk){rhl&C5I{5s%{2Pu_?dYQdEVGT36sLkB3uq}ku#qi1X*FgzQ^jSob=UKDP+{%$VhAS3;7A)zW1J+Un zUE@vzTi}BWtTk4{E0be*{?}}ZGSX;JriLAM=#gtb9X2H~J|)nad?45DN$NoTTZt2- z*r=cY0>i?>z-)r!k3_}MgA=Ak{YJ;f>wVbdi5n6xM2=1)y;SXmzFZ~;iWHUZ3fe#Y zQ$yU2t$FRN->KbbazuFwS8cK<4@@qLcyuyS#E#Iy3Nh^7&)XZ3byCDssPNoAT4ue^ zIhfwWu=0doC&w0bQlwu!kwnoz?Ya-V560geCzv8r!(@Y{}-a%pq+ zztxIQWN3=D)K%-BHA2TftY7!u1h$KB(wX=7>|H=w-C!}d76~EntoEbEyq}3yEj**V zj;7hpJmk(N=cB2eup1MsG?UXm4x!6HOP$}B{aW%L0Xx&PD0_P4X_h-;0_ zi_KodvFa~jg|;UCCvWp>nkP?b2f_q`B`Xx!dDjyP^?8Y-2{7^x4%LS>THwSVT6N*Q z1s;Ptp+WzciQH-~CJxy=F6%N+=k+yVstywrtn$Bf{oS(5DLD{B$V=o*{Qi|4Vf7@EH;SfHnnOBw|z zJCs7^9TnfG>Lw{f3e2N$uKo{C;_K}+V&6q;c5O48jIHb_ZB4<_%fM8rv+ha8laI8~ z`4M4~Bu++$vSG*Eje(OVS9jR3sL2%_##^qlQ57YAyjo7z;oD^Gdsw4-K$ZG)MaH~C zAxG@ItPnVuRw*5#yFCGC3k2G#|5ej?VEpFLCzJQ zlM%y5aE=T+usP8?!1d!x>gwYq%o2TQc~pbc-&q#IMJ0A#7WW^P)>nv->#>6Px>Td2pYk#iJK*mbIP!oNfG3Rr(h6A6wj;1CzjUN`=j zX_7ep+7;ZS!>*AAO0?p~gRrM6qqs_OnH(y*wT?UxX3vRD*l{R=bfOcgwqTUFeRUl> z7>Id@oD~FLG$A0+=I2zjic#JYFfmHV;CkO2mSuTlTf=x`>glGrxxr4PeGcW zxHm$jm?aibk6@0U9x$XgpS;g|MOnkOEnrIS!3kdIj62yb^1pDzU96VzA^oh)4sExc zpn;&7N9p3UvZk(658G;H5mlUZQ7OC4H3D^eEDAe=>qIzRpZ<3i;b(>BKr7AnCYW%ZjitA+m6>ge!&L;q``hE)H*xRe>vvx~thogk}oyduFK=A>4xz8CUfG+Kh7orOs7;9N!PnSOJ3 z75Lpx-1-HNU-+|}ALCy6(}sQg4@-c|G6#FdG_50ke>zXq){Tcxd!T&@UKL%`!(-g? z;C4YlfLfTZh0!>Wf-?mbgCK37<1e$|>1VZ492^okGGasAjiLIaGmjW%00WFb!|ax! zgY^Mn=Z^-A$Bzg6!&+BQP4%5%JTPENYXwnoRXqLjt50#hiuxG|n&f&5j@+)_;LIep z3*b}--ND8*MI42yj(H@l+T@@=C!Bg|TPeMXh-~PrcnDV~If#o&Naq?HkJOA_E8>Xs zgZzNQnM}~rReNr+JzTG#7vs>$O=@34o1kp-fm}21^>gXRh`J^Vp)tNB&Ed>F-9vE;l6 zARsTE^;@>Yl9uqJ4pCF4QjUSeM-O}e0t`XKq!AAu1mZSAtSX^jj|NOW_dq+6 z7Of~Tv~HsOFODT2)40@+2|XaE=MadF1zv?6MOa*-9=N%=kwcD1Z@2H2rIc_3gnpwP zbd>d^vJ-lca{hWfys#O^2(P+y)#gu{P^2VGKRi1`I+ewXXD8a$pwG3S+)-qPK>BQX_t1=rtN&E#xRgGl4Y7QMM>cB{@ zY&!Xw)CppFBUtWGtI=8-E%_%ZTEf~LV}&7T*g^YXI<)+_->{GggSPIaTNstp-emr%;V1WXT?!ysCeypS|2>HgJ0kueN@LzWNzi^1&YAV`VcWkWzw36lSVr5 zBgE`RubOZ)iDpNKR(;AGR6lz3H`33pcn|XqAGeu^(?|@d4U=~+p@hp|E}*QCrZ;0j zf^7|a#|8sgn>l-q%3NDY&lE!r8H1reznv?()`=B7_A|+-Qqt&kP<#dP2Zze+ z8y#pq4YOM8JMV2tq)Qv7vko_$-V8(d!sQ|^@5o7>sK|&YLymA6MMot$CUZW6Q2Z|g zP{9fMG+oB0=D?0aMF+Z1L$-uIKKgpm8i#CsoC)R6xD$-2X3LXm*1~zduKfmu!nOl= zu*vLV-cqXa1hf6IRE0249G)S_#R+hD^@q2DZ^X||1d0pOa*^W)x>D8pI$ccMY|W~pl>0{*{11W zs!`=(98Q7>?~Qn1mI0k_%nu6|=aksusDobc>q4T(F|PhuzctfThw!G3kXD*TO3^=z z{j^6!%O}OHO~!R}w4Q`f0)9x_F*(xU#}BJHcN<(j7R_1)GT>7{ER&9jWy|l~VZr$l zFg>HbWhMR=(yU7w1f6~=F$2y&JQIfS5KF7)<*ReH%P;Mc$WOPTyJLd@0 zK(rFk1mttC?c2rec*L8{?ATv#0mazm0uV{AIa;_Uj2$@x4_AxRAWG?1q6`hp&4;+! z_wBRqiZ$D|!!V-oa6&rOcoa_Azb(k(_^swJ2^TtJw9!d3@f#e4B%2ZK0~|{&j^%@= zfk!v%6lnw&1+&koGrQ568XA#_I!iOrjM|cTS=zR(6b8LcUPylhE z5^8H8u{h#{ue`6%(1_*#Q}*)o%=n{}ExT{i#r9R*M3oJzhMf;V&PMO)sYm1lu3a*> zDx^2*T(CO`ANB?$CTGK6SNP1Wy|nHM-|sG%A#X4&lgJ|f3@E7Fq*{B<3vlqJVeCj!Bs zkTwAwLh#+;BS%VaZzA1q-z2PM&e3ryzL9;#ES^zq@=ZE=n7y1T8;LMkz6|6zPN21) zK~AejY8ZtK)kpLy(&SD^_AuA6poSd_DHdg(TZ5WAb2|d-|7q-8 zz@g69I9{i%HeHDW3`->{5izMGnqf<( z4wZ5n8#@$onV5B%B*po@W6!haoaa2}IX(M4JzHXC{=dt6`F=m|;lo!mOsJA>ZYXD3 z9J{DlRA+H_4m8DxMtlqH92GXfW}P%pfE*-Y&>mQ!7B{a>df|0Vn8r&!lkjp5pq4_&Mh(#Nh#mkMT{<>-veI1Kh&%j-*z=ApVm)}!G~PgLKXhRNPxe$d2N5U5Rx0j(w~7F~Dri4sEU z`~nog+d0b&0!$d^!$QY*bJQ}271NHbi|zjX^)P`5ROGs=oiCiI+U-t1DBu3d(u;$| zi34G3kIKu986`yYZu~aTg*BRZNF(!UZcFsj zS=O>F!Qlr&t?DlESx`x#2TgS8vzy7wa;aY2>!&Aex(Wi#UNq11-lIh@D_OPkABXv|}=1dz9 z*@Yqg5tdfpM%Ek0yUHV*P91t17OE-MuPMI$Z7}eVN_v5gqoV@Gnl+9G4x9qVs8sTJ z(e+#Q-Z0M8rt04hcpaJ4S*wwRmB4|z!6ZFhtKw-uXUhW))g19agS?r_tv{bpYE;d< z%|3DB&2(>FW#yePaM_(-UHYVbht-Y>pS2e)ZEfcpD^xuBV5p%{YEqF{=4bA6?Cydy zlb|HwI-5M-E3lE=Dv`IcVTyjz8s5CyCHnfFUq3ZZTfA7fF4o!zSNUuFh?-?n3M||fKpu%USt^ysA-k^XM>=c` zQ(P|Eg?63#(3AsTb&jzT*Cg(oC+S;GS#zBAZNBqUC( z@J}Io&rxX{1%W54z}i|3y;nM3pg3#m8vU|)8_#BEtwY_`KY!E75Y8ww$8$h_^K{na zu`PJOUrd>jjr^GkxsYrtYv{g4h*f}kuTxtvI+D1)+6tB}S#tS=vScQ%j=GQ23yLob zvsJruJ^%deT8g=^`?1@nbiW>CV5e$PFPHLdJSQC1&ea4@yizQ!hi0qdYu@506Cja- zGBgkx{~T2FX{1AXL@Rv+Qb)HOf~L;B_wOhdI*b9hCv&9dl<$@Q{JE;#Gu>V1{9zFa zzw|2w`}id-#X-x8C{p_W|H>#h!*IoOAW4--EX^!3kff;zaaF!7JiPE8PE~`}u?rN9@jMZic zZecIUBc9{a+gvnAD)r!0&-QExXHjNKxmaQ=TFDNbkegN-`9D~wY)LRss;DOnXTGY~#<`pwYb4q=F z9f4zOK`+3P78Gl*IzTGTP83uaLm#}dZ|4?b55Smdi$sQb#|I2W7+l`Jaz}9(cY;f{ z|HP#^KL%BnNo@U|-xXHZ)R1?D6lRzWQ4fWjo(QiNpS8onyuv8I)kmNry+kGvB(wyN zpwyfEiC}coN4*nYn2HmIa3!8i_wtGT41N&|ZJBat&*xCFDgU4lsyK?n;Af+U{$15a0y8m125?9DFRHS6&>sH{MpJ04_l zhIv)NF1xEHC;YK0Xt~fwK_fbdn?|h7%ATVls9bAdgIauAl&fvMm1peeE7x_f`yd=J zgk5FB8wD2!UbtV->&SV7;HRfbR$Hu=v+#|t#g3(D5*ElBjJ*Iibp!E9QG}2yHpm+F zq#)xf1X!e3$;iy~Lgkir4Dk`6ayO2rYJo=MWy9&Hq*xLfsbu)=eDY7K8anxdR!e~% zkxAv0l)R6wQO~HZpD#EsHa0aSTTX`r{I%fp5XxBvJ`j zOl@K@2OCI)P^%Voqs(cuRex4m7-f+XBtm^PGXyW4&K*LL5iaa`!<8B8=xc}A2L#;t z^!YQ2>byi`&Tz=i8`*$c-wERL_^T-69RLObNnDEBrsV{lk2-Uv9y^cqNa1W$yP+%m z5G_zPS43rg7gawIsne3F(nime{7nT*5+3y&t!zImcYll-QP3v<7RV{fyT5KUAW3%`O+={T)}VvgQ@bJPpQ8-H!7>}@>O8w0FLXhFDqIZ zoUks9{6y&l9eR3ky`Z7UKT``ZHf0o=x0{)*o>8^}6uN_Ys4S)SqcElenw9G(tY$un zb}>-m2yta3_JK{Ni1`CpjeOh@2X8ptuWvxamyf1(D|nPEG>bc-np|0v5PIVbp4ntM zov-_9b{TkY-MUqtDk1qmo?iiN%m~{$8o#2N*oqm_`{FPTY~(-RFLNnrqG1yxp;rWm zcm-~;7&zMkD-Q8&xczy$I3Dck*R2PmaT@NF4%$x^Y^#<{Oy{eNvZpPw3si+bMc$`I* z$P-r(!OlQ=B$_Ktgdzy=Qe$|~Xc`j9WJJV`XZ1dR9m9*qmR5S`y8!A% z(3ZTCkDgGWn*zfump@&{k|mfgaA?OFt^}YVMc+`L*<_k25$KZKljtw&yV3b5{lapl z*F`!x;VBVpk=4Hnws1Fh;Cam?S-mv4A8*t)J}SaO8Nth4b*N<{S!h7^r}09$WSs>6 zj9n6z<-80J(tWBlqS&|-24iU?@!uLu|K|iRogL_A5RVA)g*pPN1~)m^-lihC;?F6M z_U7;JdsCjF*$i1R4=e(?xo8=*N8me~dyhvT884^~y(_t^CX)%d6?RHJ73<&K^0%?x z9Egx3squXkxL;H`A*e7pR}sqqK59f(@(X4jkzvPKDQo=5KWeidy|Z}g^mO;!0D=<5 zw;`^k*9lpq67Dg5g|=AW(0BP8UjrQFQH$u4J63^JK$Q`J(FVRmj`C zP-zRoO})zhttkyyH(C@Jz_JNSbY|i@?x&?6^GW6p<)=hXq^Q zp6H-rjN(sq1g3gH$IY_uTPoJWR(x1@pv64s?4lewg~bh zgx|>>`(sfO1PICl$i;zg7Ln_OrV9ZL+qd8`!pR-|J`+n(?w2&|i)DEaK=VPU3_xo; zu8(jR&LqN?lyHg^iy~dz3(Iklpg{h>YdtLobSb|nY;=03HFZK7mwNM_(P%T#OeyMI zAW(!)X!$%m0H6CkB<0vjgORAe!OXk28HXtk5eaG}&{YQjcTFQYYH`K8P$-1Acus{t z)VO(T@IkSGgI0HCU&a0K9laeO3%H3@1c4rDY*uL>J=an!%Bz8lHxI9RKa@czPT@s_ z<&UgEi-SrRh=4Tjz-^)qB%t(#i6HZQ0mVLtl;S8)lOSJ$;xUWYK>_f>;~!kTh1}hQ zu%&u5j%!x^`io}zW1j}3_*IyVx?ubvz%=iT0??PKAgAJWo8T+!0B;xs2yc5lVz47< z`E=7Yj!_@iu<$z3$YkUB(?k?HJ&Qp})O*~A6LR?-7Z`787KD1)3cbn=A3K%NfS{37 zkrf>5FsV}wkNp66OY}q#Nm^zNm0wuvPw=ea;l6XzCYVn{A0qoS!SZlw8o^d1kg_x@ z5c@XDBcl?G$Y|2!qZpWh=@!Xp0{MRrbvtoX86iH=g7SRtz5|e-Ye9a=aU-h-B%%5o zV2gbmG3hK-fJhayix6^a<4VIZyf>idRh`#-;K;P`$H&B){r=~5yxf~Y2A-Ak*=may zKM>uMKj{iWMZG)Rgj1QomP^Fs2uehw+7{u|>Kk5ka88LW^bY{jyxzFqz{UQ-$ zb)RlUMgD!%VqYic1(Owq?c;trhX91y6xlg>{r1P}Z0sl=bFM_<+Lg>fi$kT0Om1!% z)0AU!9MOipXcwAy1Rgoi-8j_EG{L0yH5E2F$Eltyh-Y%`2Ou1%cub06*Xt+{`xxrln&9N85 zLYs~NiaK=+w{625pWTR4kL1%owl*^}JADan z{ToVe>BJ=54aOz}mZMia3)c0U<_lnTGxQPrg3>P?hlV*Ak@X5E7eiZ#y?~w8iMH9G zJ)NG}=EwZV*d5gVl* zLEuL%dJ0Sk4o&wiX{s@ZFsI>aLD<+Rg;hHETgvumE(LD9I|%NmG>C}0Km|VPg)diD z>7jY{aXaOu_)PK;ON%0=E>y3{XZ#(drd1e;M%`i}HdEmYsqr?1@0V2$wEPl*E7=Z} zjY0f7PfEy;ed%2(2h!G@Rw-PJXumH>s+r=7vKwex*4}M$m?K3?)j6ckka`gyzUE>lUxzAzu6t~&^D139YX$HH z3|57WTG77-1Zog@H+$rE3*4PFnbCou8^pdqCD<0SSIM2UsZ*wSVm;8r$rxQ>77n&f z6z$&!M2KO)CeS`I2AVY}9la@C_ujwWGNg$nu$zSO@4;(4nP!UMLKfg!>@DzVxao>^ zO?5M>%>GSit5op!Cb+LsKp|amZ$*Lzxv*i)^aMRCT=Aroj?zBMvk)RungoIseTno= zp5I8TV#dhaZIPNmn4(r(IBA0EpM;(Np`rReLtF%o|4ZK9GB&Z-c+%1@w(pro!L+fV L+19+xdrtfVW!;Nc literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/ke_COE_1_annihilation_creation_from_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/ke_COE_1_annihilation_creation_from_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..649b7409ada526b209b64dcb341211b3f371acef GIT binary patch literal 31999 zcmbrm2VBm5-#&iYBwQ#;l#!%TRHA5@IV;+wEvb}-_8z!!8HuJe(VmpF2T3Z0rgl`? zLqlo)j?bBE-1l=o&;R#({^#o+sq_4v-|uI<-^X#hkN4-6+!@JLberfX6v`^qTqp%T^+Me5QZBf!Ey9kWX;&sh7COip!_etSFQhU8= z_CftkcFqjdvvc3aIl@g(Z4-U4P9k$T-9mYJx$r+urL>+ne&RW0gNgqjqtQaYOG|j{ zbIui9J%8-@*4rN2Uq>uC62X08+fkw4PYdaHjxWoL=Lw{%^J*V+KK$+bXVK30?+pzM z4~!HC28TTUHgr#qd{A|C%rwjB*pM??A-!q8u}|*LZ!E#Mfys$B zPid_WRWXWVH5%p_rwv10Y$No_N=hoouS)sy(x)S<1b3XgE2pj9Y&0|SP3D`ZvO`Ni zkEX1tLXBA5t*PFshcjOeROwWwx+t#qG;Ecr8nL0cA24msR(tj8m2p#MYWVsUPII#} z9hVP|_NTSPDn^}&N^LxLb2ZiL$r z$KjKg-u$t)KHDMX(f&){k`rBLCS$BR%MBUKEiIE*vmTBP4`-jjm}ItIU0Ht7A$J`U zQ*?g5MAC;|&))A0=5Be$UuR=)?ei~Ub5$&D8~h#||8fh9#EGt7vzKaAdGg4SBkIW) zZt><$oZo-(qr|0}c;Wu`>2HDNH4*;WT-3}T^_TSd1FD`%t}&dMn;jP)>#dc2@ZdqL zPF^l=-n3;}=|$;*!upq{fwSK|-J*|NTbeoX^-ig#p+moU?oWe=$Vfk7*%PzVBeG47 zy$Mn>GD@dT{ZXHKDGJxhGwZ*%Yq*;p3yYBf)2mZU3-mT~d(D^RIa$8Q0K zTz7xQM1?4rnI&qw&Di+2XTPa44DGMDHal7=TWXMEgdMFt!S)D zQC8VFR9P9r;N|5NtFPuOoETohHmLkl+sDSu(AM^c(Fcuc)3~lfiZzb0!&B;YEq~me z{@EEy*1Cd%0>ip>Pa;nT_9SKvC>%L*rF61nQZ(tk-JHyLK+=!eZ)Jg)tx?>CaA{4F z4xe{%_{azGmI%{4*O{u+ORAky-g=4e&7+kv^j-+=Y)E&RvemL{vblZtu9AsK{6NmQ zc1LIDp$6qKCkKvD2j$!b-?{_79v?J1>Gg|CO1Q=a?l?ToRhVE$Br>f12-q$L4u6H6888MIM|=z4+;+f1SoNZ_fP4o12k!nfjrOEfgse@Z{^)^QVJFs`tE#mE!TTZnCM3 zF{+Ft(MQPSbJ*N;r?}LqQy;x$#T@EOc}(XLHPX(I*!4`epz4|KG2{SAzP#yVa?_>_ zFN;ltF1@?IZE~zuXKWyAuqUH4L{U>Sh+R1Cd9sB`UGj+>r*Rc$=WL{m_$N=cpME4* z?BMJhmED#c-yhfWor_wlDv7g1VVHN~LJ`pfl=D(Nme`xO-xtMOF|y?hz%>#zqiM>GAO zsVA6STaSS&eEU|#xT!jUzo@#H%PLznLd&T9LUXK{#)+1I3Z*gognRwMms{O4t-GJ} z^_h6EimE4Qq}7DF&Bm+|pOzB}JdI#j{xV|5Rq038;4PPL9y2!O!kwHVBI+$JZbXWl5M#Dx<+3#!)6 zO|{I?Q%^oU=|N9@Yns+%z_4M1N@;Q)GQu&h=a;`6^&dt+V#fWxEe}2vtiNpa=Dpju zZ@(+eoAE|X$f$z-n3qMtssl>KE*+_C!j|Em!l~Z;ox*k54kNfAqVKALy?5oGo@6dA zEq1IO?vBjj-l>OD}XGI;@e9q=Lrfw^?A1ON!tS>7*^P)6YH2C1s zRhusSe&fa_oJP3UJn}kd*K9u2TyR|Fi zvLBnMW7YDND+Ny8+pJ~~uM$^%{{sEygU?>~15dpxFHcmOic89^zki{3hbNu##XDGY)?yG-lquZjh$25j@@87c7uN3!bOWb zut6&J(iePwrh9E$@dOEtcQdlvzR2kD1kClsCE4!IL%?1|eT%S0Ul2V%^RXt14pWiY z{i5DhH!AMM#0ClYq)y)!yH-)7RrjHA@0mHxB||%TEhK}VJB%1mck$j@xpHMC!nATy zNGI?1-MqXt$@-;&7e8+GpVIO6_8#+en?5E!J#@{|(o*wV20}#Ki+iyz`8;)*CcB<` z3ZBcSFyD9_AJ5ZS6(!52mZ0J<{TeAf)wW-K%fZWG6}_Ce;%!E5az&u0gQXwDrc96u z2VdwtXdFK=KG1|M?7_4@Vepd{Q6`Bisc$_Eu|YwHN!fH;%QNCcC3Vse%J zW{sbP-2#P7@r9vuwTjHU%v-uQCwW;nn5GHqEL*xX7Kxsp{umawrJtmvWSnxG3i76E zz;hp-L)*7MQFzXF$TnV~U%E%u!=*e(SUuM{qjVH84tqO9uDUJuNn1{AzmyfnNJyVd zoTdSw14JuVVZcg=Xf)PA^p+7aRFD+kcLEVNT2Je~t$J^d|c(dVmRnA z52MS{h?tU2OOZ}4_auv3hkEXMt!)&a8C4_zH}l)0OQXmQ>6%_=gIBYO@dTDdswAjq zR1+|=`sT5z@j=xr+y0=A(}6+>6(X_qxrcAAVN&zW?t`* zyr+cW0leF#<-eZ%o3o}H%OItfc{l&#EDlG_Dma^Jhz3u&ng4>iW zTL!W9=~k_>(YAH4{0S_lY{0WKEx?DpnQ=EYo7-4NWqV76w7&o=d!mT)SbA)ieUfoj zMNo0}u0xfBGDc@Q?L{m5g`Fp!VG&v*WGZpJRdf@N9cEE#ntC5N6^A{~#l=<8Qyo_w zEx%)ni1n$aEIZYcCvQk!ZGLI0fjpq(pmD}FGPFA;FR3i>fU1Oq`-t|pSl88t!vU(b zLcT@*$kQ=h0-UFn#r!LUk)b^nZ?Sm`P~hw16CNV!)Pwa=^X|b8o57rM^79Xyi)VJt zsZLlo`0tOFwy?0sD78Ge*(;ntAB-+fY8f(Eud@ruinu!hu~SXz_(f+%D;|Tgaddp!fiRXUP&^xcCby2nxXUgUL$4EM6N7P z+0K;cdk(U;k-+T=S`CV7QLcFy!1gs$eb(cu#gs6Tf(UK+{rAPVQw0oQtu$W_dsb5- z;I{U)Wov$@-PIQ!8#GiFzbWwZy|n%C!LbhEWBSSl=Q5F6LJq4gIDGxrpjAKDlcZLh zKF}1-<~ngCDSP-fZ}!kpAobUE#1kkKUYcAi~+ha#xN>7UO06NjAslZ8tOV3QyQVZ;m(Pb8+bnA z(|r%LbFlVHjZ-s6c~}qI%dr7XUH`s%i-;1N%cy+Jt}yI&+gx5=UfZm@JlnP%*}Z#r zazlSd;#1Wm?a6j;S)zsr`!D%vm>(-1(U%p~jW*eQ z<;smFL=nQpBMAWKF z$bG_E{ws9(Mr z`gK3K!&?Dv69If*79y(A8Dw=2`pwynv$0P^{2Z#4RcVTfl9CVkhUz%gONF-?%{)8F z1G0DP%uV{=Sj7?<7PfU2(_RU1df$6`B|f{=Gp%EY&_SLG_z$eyk0j+U5lvAA8?ny_ zQC+ff!$Gzt+se}ix`V9Bw31VKs(zb#+;G zCiM~8sAiO%kw>1XyE5t$#0}nC6FdDipMY*FgOwWtwPln>_k6!BVmsKJfLT-rcdAB? z8bgHXWt*G0DPrBVHO4WQEGU)Wskbbh^c}Puq%TgE(=_m2PhCnB$LUAm#ooJAvkNHZ zLtRYY-9znrVxj=E-+Hh#^^m<&aDks03!J~%dF1p{?HtFGm>VmiGkkBow#F}OI+@i_ zpJ^BCu1X-Zr5qw?0rb0TRW4k#eD!J}^;Bd1 zY(zs}$M=tPnQj!G-}m+|v!0-F)w|_%bo`*;cd=U=A0DzxOz~(kJHYDLwe2Ya(8=S+ ze_zYWYG&Q_@s)jdgg+Of8+0d&W`|BfCr$!7co1&*cF~%{=YZEUU&P7q==a~Lc-b%G zZ-l#Kwk_S0#)OP|5?jJU%w>|PA`_BK~a5!R5Ui>`tcWZcQ`W9PQ@A&cKOsh5t?tOc2%cb^?4&jF2?(yW` zcg_0wj*myg(-?rj&p>r;8G&sMN4|J=B`){^>}DelRx_7AO)%h1OyOWOkMqv0XFo8J?azW zD!|Bg4(+l=T!$XY+3>CmDd=2G8QO*0qvX%|hlVBrt~_oO!a9npIyG3G!DGKVbUh_M z^e-8liJhj9Q~n#NT+Ra-b~mIW$hngu3>1o70r{x$VWM)!@KZ17?SxcJQdbI7K83#6=E3AjG}yE6Z5rY;A30`o*XE1c*)x0Idw-06CPM zk&!VYwY0pv1_Q~+#+EcRba||=PLV~(WT>8h0cB`$2p%c=d$VKj9{+JFfAX3&@Bg{ED_%r={R;K=*jVuCyf!9G9h(WXWCrqi5n3w=!c&S)x{!b$@Ct7YD~lgA_GL29+Ci zoWCRo{T%5my}+MQs8ByMB`(O*(h5__3N_H_A9BS<7(;X1BA3)NnlHVEM&r=LoC+HzEQS&ui_ zmF}e{_@g|Th)}m~-P*)|;g1v^F){60ExTYbkjuJ$ThBe~DHPf5DEm}7-q7s=)2^}l zAR3kHGSve`6a+e9^y9HLM$;4D%Wchb#{3Y(s&bs{a!@dUIGsiS@F_3Ah$y_(2#L?} zd*Mc#&R{z(QBf^C+x;?wI7=CbNOA=GHaiV=PxdC&qFNKZcE`ysgm4?)59gnEp={8Y0&z-y|gpg^=pLlO)%=RBG$w{k=rS`_>xi2fOLCi$_7Vh>*K+Dlb%b^( zXxn#ozj?FffoA)s1KA^Ipvt}PAD)<>xNG*()tkHg~nf z647IYrj4BV1TjMkc~bHG`6rWOy-`K1PBKPDM%Auy`4C=Xfbach9EMttP!*urYD~4a zUw|l+A7NT7zVeKzYO)Jp)c89RFxVYYCroYj+9}O|N(jESC}J9W1L|>kNZWAG;fHFv zx{rw<9PIL=?)JTViNmK_pgDv(58ql!&(vCz#T}epmCHWBtCe}s+lorS2gJ4nQKugl zk*$=~2a8J&3U{xbXFo44)h0@nwV*Nr>4-oZhbBTidXw@Jm$BOC>$j#tXP_!T=x;du z`0?ZNNw1gssfQfYLe6qfC?UsDrHmf?G0+s}s|5xhD`iMIf*m?MX_` zott&?*tB2DWpeZrNTgPe)a(L<`kZDkMc%osD^{-LPH8GG9ezU_HBw9E(j}x_%q0_r z1re8_SIdCM0}yW$KYuM{^BHj~}S zd+jCFO-D-GQf;!Bl&A1${&;Bbc9Y&)v{i_@tGjv|@v!_KZTy zOwm4tx~VVLec)9@*+&`4k4KFxrL5H54mFb>#OL}HT#>0}z8A4!j}Cr*{uDY_>krQd zSi2=ALUDk~tQvn$OJer06ywH?Sso&@D7_Y6;E&PCb1hFE8X8jY9>8);WBrCi?^`FW z6#|tT;N=wfP=>}Z=S-8gONXy&PgJNY(Q$%p2uEtnu=0KMC>B9Y$_oU6mpTc6AJl*Q z&Yk^s1C3loD%%eq*7S0!;8X73cL^E4rztCK;lhQZ5dC+HiRD(=_SdH>;=%E5O@9{> zDM-Yn=d>%^U;FO-^NXLJoG4F*3b98sU2f4*`peDI1M{POm$v7zvcrh>LpTkh2%$_D z>yq^+0nBY6mk6)dq!QAj5`XqFYNje6!K6Z#Y1k)C#`_6$iS2qf0+@79t^2kM@R^75aI22()YxlvRgx(h^m23FQY zV=~*H^w0tfZA?+YL3NhHx98pI2)B4~U`)NA6m{{}j z6)W}uOc?-iy?xfuUoLdWZa^?GnGU`%Zdn(tq>z?Iweix^&e2JfPnB zZo0P1Zw1AD*F*Y(Ydc;O&jrO@>I>`t#;VctQ^Y+J@#ZY4+ak9nAoW3c@4`scAOmrE z7qe3#kHZmBaVaS$5|t_~kRAftsxcv*mJkY_0QPm0(in77qFE4rfVG&Ugqb=<(l|Jt zRSvny9@c`rU;_K_1)N*mb2ai>8;YLQZb9}wa9&T(qwvl~76@EI8+bJ@Rspx$BUc8Q zhS+~yv4e}NWCBXjT|h);5(z(n%I^SysEdS);v~!wcacPyTHNMxEPm7(vK(lFItWAVsXcaE)B zmW_fHOL?KtgSYL6BL#|xOy2bH9U^C7E(kR63WprsQ^K881?B6pkB<*s8>)cFdo@Vu zFo|>rcr2l`URZteh1=Y%T8~ZC(F%&Y&b#7b)Vw@=f`b#Hqd9eMF0#0lRjY|-egu;2 zIy0t9gjEzSD#&Id5yR_+)3}+wfk7-}vvLO#EWk}kumH}kL=)Ot*ab zM=;m@_Cu|7ZJZhLqWt_`0MD&kP;mer{%T{E$iO<#U{9g&rjJ#--4Amr7N7emi{frH zo(bj{CCH_bvZ0Az3T{e!@e2s-q+$?xM|N^>i1gy0zW499D(EC>iz1X9YzQhbODi=? zJJizI-mcUjM6(dZuBmwEOlx0L<0$3^M3&*CbgX zl&G7Fo1}?4Ff$T52e?&GmFwa}TpK8L=AneSn<^zG<;AYXv%&u-&xSiGyt{W(G5wY? ze310v;R!N5vtRf1Vw9FTU*xs3N|0;1>uftRzAmur+mEiR$SO#)RE5gO(?qNv9kn)e zIdkS7(ez%t5Tq)A0w$-Vq`J;H8U_N@sbdKv=5bzUGWP|G z1YIVrQDQoa)KN)n8=_NvDVe~zJA;`XenFkQ64Fs3_+&IGb|18O0;WW&QdBarRcYor zO|Db@j>u$6XU|4I*DE42kng5fG>27d-l>l{7l=g%pBu=XG9#4=EXvHbdxu6p>v;+{ z9G)I3AjE^@1+p=nzZVkW49=urQ^J8r>E2(*H3Lab(7H=52ab{4&+O#>CH8+6?y`}= zgJT(8NL9~hB#Xl~OVD-tR_zBd?(4r#2(eP!*)12j9bW_E*HHZZ-;ByP>qsu3xVPxt zKS-`YnWl)sC6=E;f2^cLuq8Yv-d0G*vTGb9~{Vi{pJ*|Mwwq}7}N5Zlj}@ioKQOZ`L}?w?@?7-R8(rVL%0IulE@$za5t=u+vTzO=XkIB zdy{*r$B!p#IB18gxw?Q-bue`*38ONUgJ+y|{`HIucH~a~@r+!|O^qggG8`>$7g5|p zpDg?Jh}B7M=egSUUBD{)WsJ-Fe=^1q>P($1-33rP=1e6&-_jC~6 zPH|77=?Nd`R{3t=9kpR_EjCUCaHzx6@}!FK@}641>)uZ4GIx=yI(%TkcAQJ8wNY~Gq!f@TZ2RUs*ha1?oje!jl#vQbA@l4zwlqb zp}jk+Nltg0+lK{|(J-g7Oq*U{mpq-I;QNrAW!to7y z<|jxB@?He$ARBNaToGT(t82?_pj_{U83(qTp<)D0_mY(>? zQL12#DW?Ice7wD%-o1O5zg9o3!Pncn4crE==`|}d*EpkESpuP{>_7_-wdDPKB?zUc z?`zc~ac~I;RMvfKZ_f_T4Nv3|Ff3Oh!ZS*C@?)k%_@ji?-w&J0C%g{WZTHTdg>Ai$ z_Uc|m>b0szCNHX8LEaTDvh>zSGO0_UkbwH}gA^W&Dcn)`Ufb>yX=izmAS_@01XR@Y zQ|2#mq6Ss~t8uckhi^*5s^g+texEmIbg*{+L$cR=K6QzX9Ue&z3FW0iaKW@y=boXs z4sV;rHF`%y43aYu~#_Cju%^UU8JO?z1hLmjV4FCA<*AnH#?Vd z!5?()-Mdq%rVTYyEDI?T`q!^hiNtqXz#vt9ziGXRzCL4SwZm73ZyloIT3%njUKO>1!W1>V}dXU}OMdT(}8kprTx zhEhNTpxpujik@PV(a^Y#tr4bBA~@sHG(>Wm4N?A&k3V|-`l<(Yn+Fv-FPnHbiN&dh z8V*cO<8$YQ76|_T& zR8~-i)~>VWBm9fLfHRd>P*BP0+xt&go+UwfAg#nG8TEP*C0_tBNkLIIyE#RYZq4`v zS7~p5HHj8fI`#E`UPz4?vy~ndTSS>&PZB}271I`^GEedbiQv~=NKkIHNY=w} zQgRt(f}4auxn282L@4NIT~!kLqNSp{c1flf<|XJAEtC%SEPA)VeU9j3lo0(Cs%b-r zeU53MQb|gY{QeHn(k6pLk$3NE_0*5eRfQcXQ0!UVn}20VeU4KaAZC-F^q>f3Vgq@Y zA)bQ!KL%!|_LrY^_+V*w@MW=CXhc}p#k8V#zW$%3M-vyhC(Yl2Tm)|6KAs!2`93UrMWF=QGwr55x2rpiGo0dbx?q260iKA3 zj2k7NV)-jayBh|`xQQE-T^Kgy;atB6k2N?yGW>xNcjpvQOL60#SvIm`w3}3Eqy*~>Yi$NIWx0~Lh-r%|H4`J-abUe#G7hd(LPv z<@qV^4U9gp&Zlkiz?6g3BS&(94K*?f&y%v?n(YfIRg5$%`dsM$M+S+mp3heu9aPZE zuVZ#CR9)R%kEqT6%m|U0Rl=JaE~I@>(A9llesvLK(D^&ryt=zHbk0?4(eKv_cW>Wb z7r{g31V|!wy{FoL9if~qC?-`N2b!ZH{=h{W15sr%quooK3RU%a5vw9(IGCKO;#B#F z&w#h|pk@0XH`cI`-~!@*2~nY>tZeK@ByBQdnO9``g90mU)UtkX_3Bk(Qi3tllqP?M z9a&@;7!~3u1t;_qRJ|Azw6auCZY2fv;gOMGQ*zn6cj@=&eyWI& zPBm*1u^DJo^AfyN!$UkoljC`F2~e#D&9Jvfe0e!+4|L_V&IT_MLeL#@3LXvh4!*9QZL1%I_*FzkLO;2AB zm6~%s2Boh)Rhm}%esS?Jtgli~`TYknI$3kRzh&_Xr)j;&ZKckjIOUo6=T3I^^s3r8 zRoQ*}_LU1o!K+YGTx@|_z)lN+Olb$Z1=5OH zjIhUM;R?OpU^rZ1fBpKrgEs%M%S5}hy@G<`p;Be~5HA+6h&TJroja*sShCVAcM8A8 zOG`;rJU(_)v**t3+eEK13{*V*aPJX#4Tbv&eSL{VjwqJXb!6O&^dCSfxx9M{Hn{3= z>U!#~rFU@w1(Z=ypy8zA)<1y?+CaajdR0_Z5WWdO5CnA2K&qEKxs`P>!cq31x%w|kgVDvK-XU1s2xpA$1s{!5*;1xF=JS= zz1UIPBCc}?9O=l^k5N!E{`%&Y6qWiZ?8r6t;4X{7hO{K2T;~jzaC7nSRDFJ~M?Cx| zFC$d*-8?q=qajb{>D%WGRxcbzHk3X5a=*^RHqP_T%8EC)^r#gJTInBvh7q4LzT)h9 z4w;WIsevUZiq1`sY!Y)$Pbq^1E*_|iiC$=s=9tk-QNILz8_5|QGfh#!9V%7 zW9?4I&kMqmX$i{%RO~N&P-jx)^WeGkzI{J$|1osrvdt-noZgCCtUvxv)U@UtxgDT6 z02Ew2CV#yDX74X@Q!lXZhZ;t6Sl-%3)+ncU=kRd$W_n7M90^ikCjtMP))h21R!Fie zL$z`~o^!V~gTf3QAX%{{bow~Y1 zC=D(QdAyp!NNWIcmt@#b@8ho;pP#?L_+#rjQh1FBS=+oIpOKc!;-{UBx<0N?5}!Op zw`$Dv@KC1X*b`uKukBI}-?r??UXP@B^9o6~$i#oLmO(N&6~S zSdD&BAnUl4x_i5K==q;NKddZO#6zL%UrqZu4cJ}O)UMO5WZ9k~+#FH<cbVQ&{-_gI`IA(mJ(_g;Uf@ z$^Z-y;O0jcSrG_n9;xtJ(Bi|dWc(qyAtKORY+qgfKfd>HT=Xf&Hjnj+@(<<%8EqB( zXJ-EAK>Vi;uz{VB4gHEQSO%!4nf1qi`0$|?tc!t#B@RUa0+dms;w}B0W*&u?>)( zg4Wh^=H@gK8@354U?a)Sh-&gEZVNh3Tn1T^^?CsbiE+aQnppP|&VCgX<5L~SVA?0f zQ;1qbOKU*QND|I{w1^E2+(1lcga%{q{#LQsxQ!qd=pM(9IpL^(JwhcH4jb}_#;`{b z1My3B+;3YaE5eKn5EHp)AtlV~_U&+g zZISPjF;U_7f14LFwj+mtZVBszqKwy5pBhK%glohmBy@FkSv3aV2MFxfFJbW9!$$Ui zoM`%+CP@&w>STRsVw1#JlI|ENW?J=Uc{X&4_M&6Q>}jTdHeY}4k9CO1kZo+vz(|qQ zyb2rZ;G!iBF+J{i`-`?a0Ojb1m*e^la~c0CF<;fWhbw$4lCb^;l|oM27&q-DUcQx74?3-!&igi1H;^0 z=*lV7!FJE*BHt!6Rj}<*g<^LRFZlaY?Z2OgL0AivQxScVsCmT1C`L^h6NDCf;_TU= z?c2SYN=AmAf1{^N{07*Q4Ut- z(ZDhk2?^fgJN!;IrS84{dy2b=CyA2wDiZGTt2SM%@3ZqE;@kSAi?CT~f4Nd-ps1qq z`1R`>?@aEAN8EdrPodnWMe!&`2F~+6N?LOx94?i;8v>Z=>HlI?Ts%rMs@n46)D|rj zC1cFBGt}HP%R7ZnQ1n={Y&pf&){#tSYs_i>z zuse!w<%mxxTlmM1uWoyswu!NtCrYnhS2#5=Jrx*hL7ILBJ4gZ>X2A(}X-C$d;VELdx^3wuJ>m0cqiB$f;HfE14 z6!%J+T6mc2S-OPk%=GR0Ep>_gg-dc*BZSXOaEH0VP;L~;=Av%uvbk7kWl=0ETnv(kxloO{}w4#anbnC(4l|hF?A+?3xpC0M`@a09>P|qP*)gxN5{{t zOq8K#|EWEg5zV6kWCf=ULwY6-hGlDMnbUa3x>345xGdqpGV8F-(jrZ(go1?`?2g?S z%Y3c5rZt6EUiTafSOh}vJEh4?>=K>5faWFozkh_06em}Qdd+~+H`%~X86JJ7U`@MyG>ffDRP1L!&J{9Fca;AP#9Pz&;h1%b20gA z^z~C8xrb05x;Q)ia}(@&Nylh+SatsJvYdrbt}=&SuXNc0(G~E_Z^x0OeDqjF!hbX& zf`Ta2i9JO-2N>TWx1z$GdcKg3_&lJLTE@7c*5$&$O#7hFHhd5&;Jlk2?i#HgroF2v z?zb7MS5^zC=0vVy`Nq9{@0&jdkb4Ls-Gm74&{%NCR=K=L>zaC<4ZXwe5-3F>8Pisj zgomQseZD(|3dX^IEjD)n$*bB|Q0ew_+C2qFNq-@NNwmYl+bgSgw7Klmuq*z`Icjq- zdP(1p&FJYpAz*Ouf>2;nPupKI*Z$Q{(^bRtithD%e0n0H{nlRn zoW&KhiSH{;m)AdWEM)IGX!Xw(Pqf_YtK<>0fGm>=7Q1sj#S}o^(v0ZZBUk3nvw=74b~4h!NyKWPe}Of_6}eUj*ba5~ghph>-9&&Ip>;3zh{4NMb2fzceMQ zfik$`i1=yJg>doWMc+;qDB$EifqpW4l63O4AvW-K`~#G9ioiCT1PEam2!|yn#4KXy zO#EP$#=UD-5iBKmO|bD=B<0`Vc1*LG<;G(IwqTL3K`&U`i+E%jS=b3b0y;JJ0D&-W z-W=c6bOx*kP5p)T$|`JsVc4S}&knUW#pU zxu+|XG;&nO`bM4!j)j>()lnGmp_cS%!|xZW@?ol*sKReO*#@0Mp+uuT?qE7Yaj!4@ zlN4C8^_9&_Y`1R}s~-P-4HTNN8)RQW(2dm>hR|ILWMK_w_n}g_L&jh%HG*SHuNQFM5EKb_mRC5WRmkpIsB$V`wX+-j9PS{E#K1fstk)yK34-95j`lTbO2?Sq z>AikYrDbEPQQILpI{F_cQQ@sR#oonu5ZW{`+QVup;`A~lC8Zk14veW2+OGNB7R>3O zMo-*D{xIKMM(3(XsieoI2sBc2!-xokg;q%KNt_4um}Oza8_+2w6WR>N;Me@4RqNQ)NcS?n$?fX}A~tS}&PVw@#q97O6k)P#vT0|U7;a4=qB zey!`q>0p{aMK%+W;NjYuuN6ZBWRs+&i0IQ@NB9a5coXoDT-d6p-4G8K4E|BXiE(u$ zuN*r2NYl`ihzz-`#GWHpwQpdzY9nZnKJca_U_oI|AkpZM*)D#X0mSODmwP zQ5ru8aUPxRgN1*PKT=Ye$HV+zoqz5#X`i|d+FK=z0Xa--LAMnxa(>IH@7-IQ!8wRRfrIUumYb9E6ZT&Av7nq3^ z>~zpUdEzU>Nd(eb=nf<{Tr7wZf}1XXqsajpF*fs68tr?_qgm(4L`02+$)X`c_AY(m zoFUC}#5sZVLY%1VR7AE~lom(<&TXbwN9^7@pe{%y!WFs-3Xo(y$54RTVWv5~yhz}57=JW7j zR~zR7%0bb8g27pz%wJqUWe-*6+ygDUc>A+nf{E#^cm0?7L_OOp`}5}!x>Z}^KYv#8 z&+HL7g5U1N;WNNIR894%zf$|@qyFSpC{S!&rDzH zmAv~L@$jMZiQ^NT62J(%|N7gOd#1?^hB43X7exS`HPPT~j1|M zzA$ar#YIOSn>d6VXhU0@VF~qGIxV4N%ecYt(QIg7-DfR$@Ju0 z1VlKl9XpPBS;Lsu3+2D|_4SowIHIK||H>kQimYaV-p2-8bO1#NVj(`CvQTjyPthL_ zlZ0sXTR9IV_Ht=r10Hro(UdsJQVq&BLH3m+HSG;NXTwT)vt+zTm4WEvI4MOw&8+DK z`eBK4kQgH&)+3P+OHDU&=O>)d1H939r)(i*VqaV}S74cnaqxWUhj1fG2i!kba9^Y> z51*(iEIx>ANv~fYB^8CbNI0I18`GbwBxxs@HDwy%m&Pr*IgovVO>u)yvj#Gyfrdyq z!udJsX5#w)h#ltt8Jv&AW$Z*w#IAFaNA12G?e|oLs58MYK%jC!Q!+vM z(0=>hVI*IIks<|&5d3PXz)Ww7+;5GF3;as%pEo;Ye z`ijoZmd9wPiaqGA2qRa?QCeL*`fL8VJp;~B+INi-@Z&$|A&}Dip>k`D;}%5JF{Ws5KC6#}7wtv}0yf%OC zqOt^M9F2R-T!^ys-v`ZLpX98bO0qdTZ%}f9o9kQa|FXb1*?See`iD# z?PFwgJpYI45rsV_Y^x6X%>UuX3lk#3K)x&ubeyu?U0SwBbQ`5r)Yj>qka_bHW`WIU zM=~3;us8zSA`ex>T>!c#2FK@r8t8+1G#ntY6Ls?pt&Z(f2M4j`OC=KC=+)3hc4*O` zd9c{_ed?IP%v+{pfvH3CP5=$%TJi!eTWw6P2{%GhbdqvTqT_T^#b7*3Koia|5t zVB^0CGa5NB1xQ55Pr5J(Di|(_K9w zLJRuJl2-@x!HlYrWX7QXMZ=^~J`AFb1AetL%EJ;JrB_B`a&^*Z=wXG2*jCHf1NdjC2e` zbqO*h%}(>~xR+I9H-7&eX}5wXOzw6J4DF?8>_dBtnPTz7;}p58PH;fuq12z9yFz*o z(Z6+YklFM0ZH2REAChVy4kYtn6W4}M1Byr$`h^MV0*Iq}IgSqyeoP8Vj%a`giH5r+M4tgPB znJa&XK8gLwv_ghi2af6h9vA!L-T3XE>&63&vfQFB$-GHL4}oTVNK>u5@%g_nZD#eq z84r-;X{Il^)Bm&5Qv{^;qTLZ3YGbzr$OVz`9kp=Vo;d9Lf$tKq{|Rz+MtVu z3_tdr94~9jgLQr$k=?TdTBgAcJ}GjTB9>2cad$3Ubj*4>{e)Msnu?OoV3s>& z&3{fde=c%b!Wqg)PqzXn7Ppz6*k;-^nQJ?s2?JG4?&_685C4aHX4O8DxAQN(G@Fz2 z7aC|)VP#O#QPuo@HNJ)(PvaBRsD`%QJITqeV@G`4$4Pbrqw7zY3y8kq%G61 zD!X49tq;%!&YgQ!pPF?hCPtKjHKY~ATFTHK0#B>dh*tb6fGI4-kvWpme`+8+_3`tb zdZT!;iF48S*u<5L8{WS^?bx5nt9|b`kYr-%3_F7z@N0cYCm6a%_9!wiL>exemZZ(@ z%?AC{nV2` zT?TO6zzF(N5NvXR-OD?gp;-WwSL@17pAt(O%xpGB?nJBu7ingd3B1{ zmk8O+aY)4MNtCl3cF3IUnd`c?CJ{#7q?Gc^vt@xg-Mw;vd-D>F#oC{BUg3Q~E>f~{ zQGGx3=$1$Cf)DHA!*3;}hn~EDKZY79s9n1GwI%2lAbZxmmOf+Hrch`g3};-NUbZH& z_SH3(7j}bbB9<4jP?}?#oF1VRzI|Esa9@M-7B1iuNkBS@-Sdm^pSGrTEDcAWKi`8x zw+gT}Pew$^)-2iB`1Hw>JfDD{;)Yp`ns?|6hIGT-&3(pL*x|Ph*d;?rWgwX6-(qph z-?kpcwO^i6E!QoZqZ~Z(Z?3Js z!G2(C&t}ID^5Z_^EEiJ#ZVw6DK=4`^y{@i>nddp6*%>cIO0-$TKd<@Oc%7{H@|&z zwBUxMmKk<5Fp@7_fqR@+QBJ=4WExr!Je86{rt~85R}Vr!!N5s@4KP5_ct%lHGy*3H z$dfit((FXefPnV|aIaj5ddcnxik!-c*AU#xY-l|2uOn?VWlxY#{D81mvIeP zbOv}z=l!L=etsNOVokvbf;Ess!oNYB@GJNtSDUDn!zuvGYQWzuam`?I59iU&)I2qh zOWHt_*L<8J!titgq5bc?4jQUcfMp+x6G4pSgar$FjT z>vx?|l9IZOV?6&)X=ff+bK3s#W=yt8J&dK4vJ_e=qSC^U9HB+2P(4YDDAK++B4a7E z9ciCRt3r}CA)=yvnWRmd4sEniou1E?8RL2W`n_Ji{+So1bI$jB?(cP9_jP?f?+c*e z>YILKPR41%kd`-&8?q!561sXM;lq@!RaQ%%zHdpOMyLs z?1|tD$9t;c30GK#24BA=`olRW#V&#v8R;$yg43ZdAilRs{=9@6EZiIEg&Y&U|D{4d z^pBm5G@3?Lz;T>*;{dXpTA-8 z%~e6cXJO<72_wtlgMRd(|8iNK+;Ksh&sW>OFF-i-L6pG2+CGh0R^+ntZprwz*EX?s z2MnYcPHCY1VE>OCXXVLrbKy3d?AiK?Hjn}SPQzr-0&G=P=LM1}MK9p&EKb#2!@kh4 zL$2!7l#_-D`!G`t&H_zzd~VJy`Ep_2fD*7!Dj(%U|ES<@Uj6&m1jkM_bCTHnE+a^qpGR zlV0FBwsJQR{{CMRL6fTnQ(vAh7`CiBbutx*|{Jl!V^ ziSQA!8@8IDR<^ONy=`fr-PUDX+oL>PGmy>+GgMVSgCW?X;A(#*M3O%i@&X|>6lvj6 zf~K4bMe%~os~J`vBeiqqU9qi$JjCyAgZ~Sw$?cCH&zA{XRU1>d_uT2yhzChBJ)M&#e*rpOV!4`OlVa8QBTCMNaLtycx|@{u-G5 zcWtjTV)^Uu1=r?r12-M`jdhWb_GMcnuN^NEl%l~i`!+p{o)N+>oBNRc#aK+rv0xqu0$W?$H)v7fOaiP{x33kuWWDPNgHbIv z4_)c2ES=F(d;XFdgky_yTF*#dymb5)_EgrpO5@>XH@#hAb*+z2epWy;+I`x}>Ks&j zDzWzQa6nwvt2s+$t%5@&_;5*cWVqU=vSeTlcbX?SVXUeu`_b?=mgK*tpVQ=-^KKj) z8(0_2bkb4tpFq}boN3$s<8a^PnIlKaMjR-9a*fh+lm5B=k;aV;3Aa!_K6g$QPz2Yn!Wv8dAvaH=F50Kw3Tdg`q3Qt*C%Uq; z5)bfa<;Q+1FECuO;+l;Eo;y}e5BDvDPpLOH_VnQ#1CM-pW!I}i8%=$;1Lbh*FXwLO zNlr}?C`NOO_q%ijES#^EddKvn&e6EzGVsLeXtpZP-K=@7z<=Uk-`d_+VWV})x>F-Z zc5syJ*T0@HF|qudFZY2HCz8nut3Qidq5?2&Dne~qH`T$JOu>ldeb==Z&RT8(xwOPY z6Pxl4Dz5fSlrelI7Uv#Hzwo_<_KL6n!J?2U=8rRcN>X`nZa^^{O?yo~B*zpuMPr?o zC3<4TXqE=os~ZJaj(*^4b9@_&E>cGQ({BoUMLq?q`EL1|AiIdY36I`>{(gu&Z}_vj z2E*^yFb~dpRG?Fn8~L{@Iq^q?l0=bx3Cuj13y#O~S7U{<<}7vi)#TKJzHEogs_Hc< zT9!ann*ULzoSV+7{n_D|o=#ADu=tuJv(gmzg`(coTCZE?FiJ{4ZCk%}9_=i$y9^l4 z(3O~%dmei3&zV!JTcghHTa>u4douXzi!%$9~C>-#16Q*x6QA+L`pZ+s zrsyT9Z*(3&)30Co&xPJM&W%_9R!wmxAt~=@&h6Wp+qT8?oYg&$zD;#ivfk=BJaaGJ zWD0mD7->B$@|53Kh~t;g;)X@bntm-jzfQ}jS!>Dv5l8xeWa(~`>m})fR+nLoiSMTu3Icl%WPA^QE zWD5y1E?qui;esd$=r1Qo5!(Nb9(Us0`bw{Evgd#}vtUL%EQ6W}x;4i=6pDx13LAqW z@(qVs^Af8zn5sug3i9(Cvx>PGavaf{T0c5P!!s&d0nNh@KsVyZet{{dfTX1cd~)OS zoMUf#hR!mXmU>+a6f+u>LZujSDPLadM@r)4@UvLXM1HE*Q8*c6N1)F#Y4)1(pn4u< zag@uGWQEFWAQ-`j+xmWhBTBw0a$rHc$ZPFkm6bR10vF7*LvcVvcT(-X4!h;kN4D0w zYj0xBm*d6A9Zh(J91vlI8T69m%_h}dEwL_y)Mn}MXbhdzvo~-tC~@7fNA;8LS&K{P zHuc%N)t9fX9N=t|jNp_YYv3&W~eAi(T@q6&{S@~2mE-Kx5dC~RB zs+AX!b^4(WX)n62pWR!XpBi2Y;mUwtb^hMedut-X6T7QiYPfK>c7bsZ-C2{T4w}s1 zj*e(|-)ZcH&8%z`Ia}3*DVZ-mDAMAz(H>vN=er`XxMS3Ty|}!m27G}6H<>lkc zm+EAeue$Ihr(8X!JF zhrT>R$8l+9PHO71yA5$?&XmpN(KwwXzV^>sd3nIZy%tTneXuLz;AnB%+MwDTy=~ie zX4be^W!KccQaG8u;lYcW0R;+m;T|$~pG-KmXzJw?dnuqPa#c^XzrbfhN4EzpMY|)W z>UF#N@4f=N=|iNY(3X%SobG&X?kTq0a{lVR{=?mSSSXLG8#1$kJAU$QV>|u$&_rfz zqt#`&2;ZePw~L&UbFWs3ke3C`}^xzjl^yRd*jC(zuHt-LY5 z**n2@;&Hv)%riNuQI0XAn5hRt>1W8#qsO-G-Q%y zy~)m?$q%%`asQnBS<`LW#8CQwsI3cRavhZfaJqE(%FdK@*oX|1wqdBbX3%@TRDZ3t z8QylwsyK#C);f;nM}xDB+j-Bf!{spL*j6e#|8@fX<8($a!jHG{bWiMC{}#z74Q*19 zM&%iEEMSk*0rjL7WmdjMCHvZe}n)+Vgk;UV*A-{g|PH4K1q39*2IJBt8D zL}$gSI6%bW-kuu6T8{}pD;s)8({bF7Z04%b)Rkw0oYv-e0`h3+L|Ph()^jO=H@$n` zz5}S~13nN>m}CC1GfR_mu52s&;W!Q#k9hK?*yCh?Cq)>}b%{8yl5>?1(_MuU^CiY4yH23B@$RB{S_Kr#Lts}ypR){Q!g_lE&m%@;w47Yt zjs?cSbd){8ruik!e+tyB*HvNz+R}0Quys?8F1XXgcZjf#bY+PWM1_DY_b{^H-1+k< z8d1t6<>jMw<}ot|pGvQ_<<^ho<8V&{>$C_?sPO(vmoE9i=xT~8O#FRnAxT;4cr1WACM@nnnH8bz0~q#XN4VT;VPVGs zyMnZRm8fX3GXPT&);Nj!Vc=9dAyS)LwZwHsr7d~GXVlpv3sXJ-y#_fx2^(}5eG96G z;15!E4>1gj#w7v2Qw0G}@U?4gb>^KV!RVuDLON#;6#`B+?2j)tMRzGgwD)I}D^oiM zY=Ky)--wQPL)z3AkxauaG%-xkb|QETk18IUKY*-77S{F}#xJ!jPFW3yi39mij$n|+ zbv*YX3@Ggnpu<%vgW4cbj6A1Wi+*|j?>YFsrSN?}2c4PpdU%(=CBz{L8pM?ZJV=iK zoAqGSPs7V7Gf5Bxy}>`znEQCYTx{0P@?eRM4vO%OE!= z{3CR!HTd59hOcY6;oF4k*b=T;f-gZ8Gla;%!n@T07UsT8&?>t`zzchj-F+1-gIe4& z`r?G#2Y!S8xih6gt27Vymvl>rDsSIwYN`c0aGmDXg_9@7Wj5C$S7l!pnjg366p z=4G5B$*ueaGSSi#)!^vD9}(O*)1kaazzc%`2!o2>i7>-8XyL1Z6gIi@`p%}-3+?F} zp!Mu0aYMzJutF z@DdccI5J@stSFPzUo9 zQ5#5ALZ!*Q2Lnah6gyGbC}L$)1{}+O*dneih4T1RUE_&Ov2fk*#0;hR3l|>Uc&zH_ z1DG5c{+c(F1-wAR#0WkTOyJt}eNerio8o?}zk!gt~m5CZQogwtSDZ&A#ilh~I0Y5FoY z@cEjIaRf?9VaZF|7Z%e*l( zzOPbEs1_D1Vm)I`^Z+-k2iZA_r5%I3ijv5TcK5cow<|3~fxq@V)T>)>Ex^uA&rQ-c zpP2#shOE4xq;|!~BuqK8$A6dySJO71(|f;hAzl>idveWUf>vN@j`Gxm9nHuh;4}ga zO6(F0R%PsYVy?oz+tP4pUAEC%Hda6h9P)S=q)OeP_^-)xvFjd(2Zh2k5nz!E%N}_; z8zUWqvnMIC5yC7V{D3b7Q{yW14!ig6t;Ieyj9Z-o?s0(d`N9~KN0T99AbK}8_DuU8 z?e5c1+OI;(3wPo#JTkRGAn)uwvHz|TJ<&A!3muCTL}SVv)b~t%F88VdyZ@Z8FLfq} zO?j9#HP+74bgFP3hBRuya7n%{;3cdeG=YQVBE%#eZ?1gmE@yVUp5X~nAq!emTZ1kL z z_Gb%8!yFw*2ap9AhBl6&ww(w;JvDU>MHC;^M!QA02jqte;>d!M+(P3MNiR#Y3koJj z!b%mVzSI{GK9Qae+E2(_i)y0$d+SYM?8$yFu%Mf(h%|z9vIl-#`wQKmo>apVO{N)3 zdv*UA80E?QK`Rp zJ(ooT7GXM4Fo*u;rdyLxb_z3SA`$KtxdM^xl11A_&-i87W({I@|M;UEq0?1bSLM7g3m>2J3+=4GR_83^+cOcK8%4gC?tT-fDtDp^qsFojyu zdu#MIY@t+T^66b5%J1Y6USC@vzIk!mvhZ7XfP~y0Fc>v8@!TK^`P+h)uS3;fo5yEG zHopob)Xxv`c14gv9j@DecUdJV`3n1&GhWv3_upr?BgGSwErW2B4@dV?;>@G&XtW^4 z7a{q)jEtO*hW%tH%N^;Vw!>tFY`Cb$GJv5`>RodC)p8Ut5QDdJMls zF8sJ(@?YU0c}QS^%k7A}wijaJ(uDmn!E1OW6GME|fEKNQeyT&;lM)7GY__6XaH}KI zF^EiL8VVT#j2=_{BmNvQOj!!1(@_(ZY3+?|AH+U*zmIj2s>r!*bfFaPOB2cpwLwS^0C~K4?aHRDRm{m;%I;L ztw{HO+>Atv#AnAIpW!6U8A;nACNCB7$5^m;fa%zWWeFQ7>*8r_>N~FT3zSo3^&+EH zQSK@u#ls@jyV;DZVPWD7I;~KW%yh&j2}rh3*}X=}t^gQMqUlKL-`+}aHpJDGdzYag zYqGE23xiQ4k>_Yc%1IZT^7zT_(YlcCC;Fwj0Cy6ZTZ)Dz#{HsHilod;3VXFa%}q!< zj?CQ^0)L_vAcax~UexXalAi4V>)F_zJ%65=ljk+jE;K!U5h-d;Eou~ynqpTVaxA9O z*e6Ya01b~=<6P4;%Hr|&mS_ap3~om6uIj=hlv+Ex^CuIMKX_uGKr{$M6uEIN(NCH` zMMp<#Gu<%6htzq~m|z{9I1IYeIiijbDM%sm;4?TA!ILu+J6ZFoY6u4!IKwca;410* z2qTWUqzFFjPJvE09FAR);?N)j8bmPdz0+{Qen^dYiYJ|EUKl1x*0jEy_fo@{jDXgB zSq=n@@6Zm-Y4hbL^?NU%*R*#4VH_e8SO=BYK5X>)6w_e#+^#Y;kwH5i8t8P;`T~Bg zFoQ>F=xU_;NHX7wNn%LMF`ScV?xj5@ ztR#YmL5DZGLVTT!HG=W?;fKW{g`^gh%653%g*Cq+XbILNzrq?~CG&H0K=`xeQp0+laPE$}SBKyZ-77knS z5U3Ir&*H%_m;ipoi7zc>ka;>h#g;@KVOX9U>SMq<<|Rlzhy4-FTqHSG$VtdUNuKwb zZCJt_905pjQ{e7R!swI3&FDqV`KAD`ASfuRG+&j=|68S@fBJuO=(m*8?3_xitQt1#BIH-VxAl-s`#6VD5L_+D7k_HP=LIgG< zjUZA2QX>70we@&C_n!NH@B8QXyZ3U1{ji=DbB;O2nCph3ywu8NjLRq#%1RmOBgz!Y zf^G_B-so?O@h{07OLpOZ1g(#ruvRfQu(s2))TbQRv%X+zZf$CGdXufbrInGn**+dY zp4~e)owK&SU?s%Md;aGy@R(Z~^71W|evF4Ky&$b=MWL+LBmbEfD;{G+p}3xqIdV|d z{(gV6oxQ5sY{^h1d*pHH&7$6P5|OS=)doKKx|RDXt-9`8RnD~R zv)eu%+<44gZ^L{Hg+gKN?C7C=gK-JbzR|g~kcIXQuf*k5XZHq`);<<63yjt5nq5V2uG`boV^(=mOH-}ndRpzv zAGc8`@*J>y%Vxu%2{Q1#inV>QI)rmcdGZ7-Pk6fEDVsi~PeklXjMuP1g$T95v?)MDSUlHcTAV*E47T^U9-+bizz%Wd4ak=5hDW3#}i@xi(f zyOy|hyR%yfx;3BHInV(w}U>`L&fWbOD|6K@7K0#wwavh3L9&28tj?uOR>vq zotYZ%`|{!WWQq9fgGTeBg3|V*{h8zyLPbw@l-$;^x6hV39qZZHxg*T^VX%3j=Dd0H z7=>*Ug{-^7o0?9YZ^~9uiIG>sO9brHY(H0IT+8Lj$S=EQ&6<0=^)BDrZ=QVk+A5=- z>L|zYX1lRB!h_u}nar&<-`p3pqUJkT1r9Ig&41LCDmL_D?c~=+a~sTR0v;$UCs*_E zsE2h=RG{(5r;6UU4-OYEe&Fu8ai8Q?DKAwC2?@_PPRVJ7`_yvo=SF7iN$~8jF)MHR z!ql78+xVXPvVUXj3OZ{lx3JxSUr|v}Lx$1TI1W8F5&K8WmM+o;p_xr%Lp>;+qV^nBobH;DO4=!7|Qti3>N*hc=-hIiF z&b!`)iaL$Ph|kDi<*FGpPAT>7Ei)FsIBmae`}P2#%86+#%;ZSeT;lupCl)PS7>hkP z*(E;LQ#~-+Q2y($(y6`u0Wd_&q+Eq?1|dii&r(Y~4yW zgRnN!ev@}QkB11U`H&4$(o7W*T#x5VVJ`tZ>PyjX?j6ubBTiZOyo)P z0yRB7y_;TM?{00}cXosO#hEdU<_phPk{3U9>VBxhr=XFS(;s~mxVX9Hun%lx-*{-- zf4G`ESUANz80Of^S#K(^OEc{Sr(j@YY%E8?a4ENt)u&sb&cm-QJ%jRi@;>j4`FP5Q zC%1b`rg^K5`0TfclP>;-c|N5@1$iR{9Q~7TZr!@Itg>$)H)K#)rNOdk!e!T>`3u@i zl5;^vM@Rqr@8O>+g8K&Y2Gz~Xl52)#r$l)x?TXUQe2N=t$gzq!w%u23`paRd`mgx;X8N7akTq`y{m0`=fq0?(k#z_NPCv?f#!rYTO~R8_*A{Uy~%s{`TBO8 z>lzqO+Z&c6+}b~U>$pQlLY#|xb!1FT;KWAheUmQEgC|!S$JkeILznjBy#C6P)2XqBm7#ls zj@=V+NW-}q>xl_7e)i|m((-cZ%y{eIIj1^pyPjsd*4mG+eQT4og+oLfl$rLMQE!XS zcBgH%eLOciUc`9dLU?;e2fx!-QwDnabBHNCO9O;crK_*6*-G|GMVPp5tLt2Wj?0)D z*_$_ZgvMS7+vYj=F6ktRah}YA%AQR7-#s{dZM0gBH%=i;tRda-cDX^i`%0$hu#1y2 z=0!7)*X=wJj!htAnRv#b<9(({;NgyW#%EiF4 z$E@*j5;@c^!>@NZj#f!AtXcB_`~N7J&`|sKr3GW}PEMBT&OS72&h07XPT9%->9*LU z^e(N8xB7wFwk>1aW??u|It7mYCtN%IHMsWdsp^S!+LKV*YiYFw=lRvESC+f-_}ukg zVIpxH%_=lP`+H40>sy+QG<-_Se{4KDyR5qS6JZfjx8t402TEVPdi&zW+S=&jOfxvq zBp~aj*WaJjQ>h-5awwXr-DAMNM~6koS`k6NaCXw9r1NyE^N6Rjv-9Zl)#4oc_NgFw zaqZkmjXoaCXVLzGZi;g-SMBRQmOZEcq+7d|-*wg*@kf(4|I6izb2D}Yvy**3O>;Wx zpZ4(%3aNd}Q&xBO|1gm2|Is<@piI-mDX!d<`SyPEsB7nD23=RmNcwI+zCz|@e^#s6 z$IebQnO5D46H%LApUAO{Qkg&kSn2BOdS-5R#w!gk#JG9$=9m5&Iz1f0Sb)v1H}D&) z<^*V{Pg!)l+=!*&wh2w&b@FlfowLj$_HTEuczzehZVeloIrhJBCX=9Lx|pzwTFLr>27@gHvhwok%E~_230?2<2h23O8e5vrljH65xb&i-tTIDU z%0RM$p5B8N*EyG!8}~-Om|B0|N$5*XnN`>R*!Ysf?Ij5sDLRw0Q-e02$~Vd!4eUAP z)Subgl#^aK@rg<1s8sFo?J7Zmmi|)u;x!*Xo{bqFZ?d}0P5^}u*IYrOSCPK|hu2uM z`-A&9ZU~3T9VO|agREDv-G#ZfE32)WZR&cWgUzZjNbTg!NnAVR@878~Q0aS@qz$lg zJ^_1c21rvr=2?KXMo(IHW8qHxilU^XJHdbBq0I4iYm0}d#68;?^jpfr{UeNX2~-C=+W*) zix&&Y=ZWM^W96|j&OtI3?Ji=)H^wI#0s~&zVHv9T-w-~jrFC!dYSu)2pkQhs&#d+B ztLFY*=f=Feep%%phf4MO!DBL9X$9)GF7o#eJSZiWYieC>ckxQRW4WjHM2EG;Q1vDlTK7j{@* zY$RSQCe7Y5>;Yfb)C$@5H(ko!E(}jX})W$TQ^2Ngt=y`-`v?bV5`=$C;64362nMnQd(s*}BkBW)ub7wMp>$6SnV^>$#yI}wqeSu&=K(WBw0;h2-nG_Ig9976aQYk_b`St>* zxbwFQK_f?{q`2AHk05gN)}`p?1Te6%rC=8rRY%H@oxoEtsx12T{h6rQDvujClz^Bo zPIRsh%uO%jqAQzFRSN^4OD18!T4VVBedfSDyytgBa=6F$pvt1+jdk&MyAtv?zZdnVL+#yL#p-Wg%gsfjH^+PYO;Kg<(m9_ZNvJx6%G3!3|r=2{#ywuN~JC`$eL$!Lkb7p0H@1BI$LnvM}u%=|5 zV~uK}y@C&X?X8uw&C@n77z^0BPA+KwEx)ElR<2%TP+Ot+=`!A;*hi1vT4;=vUgS;a zFb`7AJfq?}wPKqfG69{P_W z#Mav)4*~y9FbSBxMP9Y}(snS5b)#~5U7ZH1*t#Wb&TZE50mY}QZZdFN7c*$6mMImG zgM>7|qA6ng`7Snj!N^NttO&^#oEA$)k%GN?kYxgEUY$OD+V9StO?k~apY~3U^~Iow zY3*@*1PoH#GpTELnlmN7x2CSHu2cHuv#ZOsy#(mRb-y;TxDUVlfJl#Y(~Z1X=e<>m zd5qKp;15PDi+fiooKG=y>V9yIo|!oj^|kgokK(9{05OiU6J0EWID_%w;hUNrx~8I-J%YI0$;YNufw~uaq~At7d`Qa0lIB-(PLqfB z*gd{>Q!C#-wPxz-^7XPlTP+ekkEaRE2FR!h3-G5_Dh7L8351UB!Hmj(035#7U;-!#HuV3NZtP`q5dCa1ZsC+Dx_nVzEU>h)7&0v8OsO>s4M(QwZ($P=B=DiB8lfFEK-%iV@jnMFen&8jHA^iv3n9%$R&P*T8$ZT6+8Aw_`MBST1gND7GOr0 zHg$Zx9m`V_-A{(oZRzEbYe0`YnC!_8mKzaH7jQ8Mwbw89hU&==nfudEUA6 z`&M!BR;5|&5=Ng}pvSVyRg~wV&ad|OOtqgCb^5wtf3vkO87!YM_0?VQ0^T7Z{pU35 z2lZ2XznxTn*BV&;E^F`93jc{qs2RMBXUCnuM;3YS}1c9jmOOBA5S(k>VD=7n~BIIDthkIJ7UM*fZ9JFEH!@G8UWq zyssoKWrsp&VnCluU*6}>rZM9r#j2<1B!Shi-@XZa^^@fnRtjARz`XZ`It^6u*PV($ z;ijFMno7dJ;uRa(dfxW>f$}{!{cVVFfUDTV5(9M{WoBn*9gz-1SQvYAE?>Sp($W;G z_uSq1{UbfkuUC7YcP*rR+0NemL=Yu*G;*th&@G|!ZBH&aPW5N`2LwceW!tuGn^8-? zLoR{_?I~a$YkR!Kak?u0j8EfLWfR*$aohia5w!ZOuDraLfLYTCgJ2BBuTOqZt$uy{ z>aewxC&51%`D__x8Ue5K&%As1vhyJFz^EhbezE4DP{IQ?gVm=xZugBll`_m;0bZwO zYOqMRe~(ih3Ugz`*@o0JQc;tdna2KRIi2eWJ!+7yiAenpXCoFhEM24Pw-48H5#bp& zY>36H8hz+)R}kdRWrX1Owm7D=VQn}m>opzM}Cc1#sule?)Bncn}-op8bpBGG_R z$|DINNvA-IFhp1h=JPl=DkPn{OpaFJsF2MgI@ujT@Cbp^QhBIlR{TX6N^Tm#L; zWVJZTp8PHY|}mgj!^DoX5nkYEu&LW;nlN)i%oh;>P%qIB0g&~W$I_7FiU$&`Yx z_c}7b5SPgLkX;EJ8i&FNDN*_C*+{d(2?J0-vCsApj_9Ac%7}_f3ziW5gL}&sva&e4 zRLBGE)XL$`GEkMLPILA+e#2Rb#c~ivZSreBcY1x|a-M7n1+j_98fS2azUu_q(Mut*tX8Z*6!0VnTwTib*VmkT;g1SLFF_YtS<$PcJVbsVdav zt0u647G#E6KTZ|qevoUeZ6y>$!}KzDN9Ks921 zZHxjN5K7h=A;;0!T)V+!yA}s2g4A??S&2lU>oVpaA?{K95IOo-nCol~l1n7XrhpG``l->wXAc=LZ!Gdwcbt}6GT78n{5;|I7zcV?1SXQPQ z8z=@i58>n}gVse1k!OZyCDcdWAMrOK#8AFEoqzp2efF`%R>LTU{Bfbi*1A{X(SL`TU55=Q2xr)O>W z!7HP$w%+F8%TRA75yR7mF`@aY;#D1}LmLJRziE-CTNGlWlQdUFw+< z;~o+%UaYaENQ7iLju}r(PWEELZMa;&JYAx{!M)>^h31>WAWa>eQ29`iI0#URA3l6A zYwgKHtv6USSBST3x3t#a5~?jcFo4+;_OX&dgnqDH{yy2!MwOwWX1m5ei@lN0otc@b zEpW19!L~XzGTu`o<*s)Q0nm)s2_g>xZ>-K=4#qI0=o=c!`GBW8^=avf71q@CS-X;& z>s{2O!YCBg9Z*0eLhK-apjhT$XMYiw|1Ejo+G;j2bGG{WddH96Qp|Oaq>ditL{x;V zn5LCvR&3S&Vkua#c#NmZGY{vNr*q(iHsOkdXO}7_qWqjhJ;F`Zb#TE!CFdAPDI9yS zJTCbg+oo;WeIZZ?MpyfUhleXShBRx~j4q`}*la;)4`&|8>0%}IC?km7S#Yx^pa!(^ zY?GkLsGT^`UG@IW@y8yZ-2F}r^!1%QJyE~EJi(ZR#pI${M*^zJxvV+f7%48ljaO{f zj44)31;VCEV|9a!Wk!-0Z5u)Xb`weg03ydoK1{4%wGfC%$|beh2gJXN2H6&L>&>3?Lb+<|XXTy_#Wh5B z1=&XEf!YL(1SDCW^EbmX3(q$S#0(=n^t#SXh1I0L2Np`iqPKLiZAG=@U2m$Mpq><; zq(Gs>uZ6H3{wD8hgNd4=Vw+{%(4yt*UY*@*gzf2-2DOmR*GyMeH*jnD^7TAB$2e>> z!IblX6(qF|&+CZM67SE1$!c{O4*@)8wlREjzY5%eAEa13MFQBK00yr@ z$_PgiZ}o1IRSx9Q&OqrTI`uhSR$5vS`MowmYBkZ0Npz%Nw=No^=LEe#ID@li&t5$Z znKzV_SAat%?JsT^L;e7UkM`%*FvcP-TfMqYcWzRn02u{k-yKrm9X)cSJF`xw=INCs zV_|dCB^FD@A#)`_6S^nnk}Dq~6m|XjZv`W7gn6wat4KrjOx-NUxFKgPPN z4kJU>k(h`VA^@VRK&c5UZqxQ;9#Nu5RRiqP9qWNm0)WTiBjoc%2Y zCq35fs)ph)kUgNoB^!-Y6W3^#cO3t#q^jzt<2-bfC`&*R@?|NsT`K@nhs`ld%QTCD zu-T>4v!TD$8~!q)u$`yVe}zGQTrYHYm)Jd^vP8me#viZ7m#+f4i4 zAXEjZ)MM@c0K@X;+}rR=kXs&`2Gs}wMvUb5al}zIke0O@ipE=fZ zUT6jR6`giS6KdFnqAZJ#T-F)<^Upt}xhCn{-Q67zFj6wr^&WsoJX&-7p7eAb3&l-q z2UIR#CyS52eG#D>b&UR&@fBDM5t_m7(=C*ORo3bO^vs{@?I{$As}?;8<860n78lBY zfzKGiKe=B-3|3Ow3Ky@0VlsOdvm+6esG~obPV=34dDaK{DTrp=;Q~TReK6v`_h`b65X-k>_V<=(K4A zMI!0>@pfZr5C{;q%edjA@PS4h0oCECq+~q8GozSu_Re)4Dr{0-%vEhquYg%4!8=YR zh6{D$+Jpt+h0A}t6Tr*sxM-oh5M#J{x>k}9>dzazkVSjGP$>M@pR@9xMNs16;JA?A zTHutGob!pX*?FYGCvpj^y+oMv@D26kQ*q$%kB5qAf+4B_`sS9wufN6LV_3gF2BksI z`_wbU;4(cu&1c>sayxM?rj$8ZdkN*f=fVQ_BT~Y;x4(jrB6Lh|b6ytaD}YBko`GAv zJ3b-VhaFneF;HQ(0RFY-_Wy%6_{^UFF4);75SUVqW1+PY|L~Zrxhp$tJGj;};OH9izN@?V4~V0;w8O zQba}lYX=J#3vDAJy40r|YG`BjsVe#*US{bb>c+kEjvo2Q!Tw^w(|MHMg>=@dPXGrI z2Mo@hvFth=}V@{%a8Gc0dELgPLa@7dDqi@^{Ug^EM8R|o!XXs{{8z)I-^sI z%MJF$6fTfpIeb~?IjL5Fbc`TQc%@}$AHe9jwr+ji!;xEjS_!;OL%1VX4x)eJ7u`{poD9Ahu4K;dU{Z;5Vy`}<*YxR&Y$@9?cBF7AJQ888L=%$LX#?h z%}8wa+nHvU@n%_BS!FOtWJCb%)Q?G7su+`ubv3v-TZd3CYMEP@zvMfT333+zBo%XO_tbXzqh!BJ2 z8{_nzKkP}|$$8*?`Vd78I&HwWZ+lTL!Gp5;$U;giFD=;2hSeI^HsyHug@$%18~(@6 z62V`jxXl@+*W(vr!o&6U21kVSE?YkS%1k#lKi@fPs-mL8yZE#PXIHEUrOlLPIPBUT z903F|s2bqkdGC+FYt5l?A;NaxQw|{%#t3?_{J$yKVb&*0eCo9x;Ut{=vK#$OFL zBSDdpsjOM&(P+BEFSJlrAh^PWjQq_t#M?G8UEQ7rlexQ#MPeh#GlUx#JVj_K+a^$D|D5=W;DpGoq9yqO|wOJf>;q9+*Ek=|qv3piw#0z52}?L;D8jg@2_5 zVoWpV_ULny-z>gQvl&Go z2_N$wE}$r`br$)awJ3jiKe=hcBS}AdF?nM)wm7>%BnZ5w(f8L}1a8S*Xc;96(ayVA zd3fa@6cA{O#s{`gBpklK-DX>-Xxo9ND2I_{NDSJ&hYu~|a~Mv71Z)$x)nN&xk~Yz? zhlhvL{CzuOo;+b<*cjBUIzBbHWVADIp6n(CKA=AG$>qk*p*_OYS zjhSp)i4c`{Htz)*jiRDi6^|V8I&?^ceiMbVjW!)N@|tye>(>o`H{QY@6_ouyFznl=WK&S}$TQulAub~4Km(}oXUea=cdYkzmsK5-EU z_PcvxG_78QWhFV1Px#5U+URcm?F&wA@1IRg%$hs5iSKAJ72w{vGtqtPe7DJ~WKAh) ze~*)F44p9>_igu$Tp+19RDpnz zs$-EC1$$RMe@m3SZ{O@8hsNm^T_ldwkjVo8lEnCmkcwnuLcCz5rSUy#*e5plyx*Zi z?IAh_Rv9tR=es#xLMEPu2u+-{on2iqu>Gl$EKABo5Zi(cA`>5d9bxVm1&lT+3)ltE z>^q1AG*{d{$I)|9(b2|;t&>RPW1tdA)e?GQ8<|51hIaaK#$kxyM5ia=IwH|we$IFGqt*8?QJrs3aO}Z5(xhW zgvy@>XE+v%>-m~d#$h}r9+@K-Is`#EP!W#IeJc@X9$T`SRh86zV|`s5%a<=#f#&7s zJ)+wzld56syokBmseUMuqTpN@?T&LI=Iy%LH`}1(;MY z%|n-NSefk3KVLB=s6yE|J|;p!R4-Et*0EEiyViL?%o6>54TVyB1#5!hkh~SC2ibdk zi;05KaAM~=2>A6?pFnELyFi*JzHG0FN(NXg z-Q3*bwXpe({oqP*bPTE$ zgf77?7Vw>&bY%bN{9tGcAA!~VvZFa$UaP53V?zLf@h&h`Uqz)h}Cr8++ROZ z!iQbPMX;)M-@D^j>(FS0uw-QSSUk)T)D9o^zf|xwR!3<51bIPcvho?f1z>`(iC6+*3-}w7_w`uM`g71%~xwO?>6&EiQA-cg2QF3 zmaRr&n`V+af?}ZMUkPI&MWSLW!33=O|I@aoZXy_=O-Ug5cu$W5kmUAs!G^fxzi(SA zGwqicz86};{`&fwBJ|kn{I`Q&(B`ad(E%EkS-AglLNgBP*;GGg$t$3^PMkQgQfeW^ zW;J2BPL~@fNV#eK$@H|=?3XOd^C9n-u)mGKgr@b(J3|CJdN>q4E^N(i*u~3xQc&>X zvK9GC-rhIlZ3G&ZM#ZG~R2bj|-DGKbg5RAy_25Azp0F@>eOe(Hd*yG6Q(NJEW}`1{ z4>jbyVj?i=*tN8LS9p0oY-qpaJ4&p2l;~-N_BH1z7f6x;aT=V)n!01?x&Y+>6Ria$ z{;D4FzKOg~nD24%l*U;eWo$xy|~r=WB@&}(IBNf`H6ucV=0C_cZo+AfEw7X}hO zknBLCq#Eg^#t{OHWI@gyQb-oROjGvag2lvrj)K=J-~4Uc?GLVqETgY?gq?$?k2Z%I zINFFZ;sWi^ClW3fB3>bGLQwK0^c;94JX`_%Uc!*gJjF@|dg;N!lY9lvIZ}toLU2pJ zHBr2>cqRS%^UWC`ADDAK14&y&lf?kt*m;CLfp6^ zBM!7Fy9}x>;);OI!*ZUG*r*$kzTbVm`Tc>+Qg2P95q&e9CoGAq1FpFSwhWNIyoBI` zqloyGkUDEbAkRXi@MVvRiW1z`RXkQ~69t7IwGk~Nsbxq~DA{1wL5=Wq{sonP12sZY z+X_a$S9_Y{RCdsq$9w!WMRPOeKrm{JmR&!};FEI{3O!hfd%||!)ioohdQBhK$Q~C( zCS|_*r~M{SR>t$>EynMB`EnuCxK@_5LA1BG`vnIlpxTZRfHlaX!Vz_BnRc^BYoN8Z zQz{Z>8SG0saABC#CjUmE%vJs*VCXkG#ME%_{-Rai?>;W^?LCV2A3U>` z*aaaIjeV|H@u3#Ex}sK=KlAcdm9K(WTt)_;==7K8#N&!TdaZ7iM8O#WIZaL1W8`pF zWAD9!$6uT@6G4kt1?5lpf8s9(7wQv9sCZx?oSML9vpPV#QMi7DK8=r!)t0ciCgx!$ z!~I5JU$#XDpWz#3g(Nz+$?~%V=zp(I4_($d+ydj(-o6D37G&BFo!+IBpG_6OMy~0t zO-K+T;T+-qdtUi$Yc&1sVV&k}%Y}f5#k61;7{*)hRjZ0SEYA`{R$W93N)*cft&xq< zo)B`o&I-tt+@9Nm;O!<$(nEITS)Ydye^t_)1GKG9OQLR5pKUn>bGr4joPNMOq`9`j zY3H8e^&UDC6F<`7U)9(Dsq-%UQViaNdg$Q6>ZezJE(Egl$PntJe;$pcRaBgchfYq; zUwN3`4taQZI5H-T=Uynk91h>P0~F&FTCEX4*Y~f|?h7q_QSATxTM-^O8OtGFad%G; zJBviYL6W{Gw_lZ&smptX&0k=ydiLx?m5>VCfANk~CQ?K`*`=PKhSEB!>2xYbpc7sA ze8gjV6#B}cA^n&Bpgg%ktIcwdjw?d)q>)p3kgk5I(SC;sB9ob<5sv-A6@<50v}mO- z;G3$(iEJs`sY9KeolYG1vGIOd(iK2H?)3WzR%!4BR;`p)%@>AmG8!NFC25UMe3R~P zbo!2Dic4x}Ie|j)LIUF2vR~ug{*-f*=B~ceGonnZu?<)VVS7PWCzQ|0wrZ3bM=SN! z-2M>(ksa}mTkRq%=_5g}pmyoLy?d!p3<#%!uUHT1x0M|*l@WfFGpn(G62b>p(_qJK zaUS%P5cx+b;GZbj8s~qaWQ(3zfC68*SQb*<=&}`~Kk!fGLEhqPY!|!l&cY)P(*BdZ zuA*W%qB{4UJ*kIW%ps|#>~y_C`?3?(n>e*ga#A=c8ya&Kpl+HyQUl~nE&|@E#zS7VbIls+vb1ds}!$U z+;rkZT84s3EHAw%R=mc+2qOJ7WSNHnOABR99haAX2QIo61aHhR>I-gO-paWA|Nm?l zkS&teoQ%vEv!0@=WtKcjRXNJ*75z@|CxDE8^-4HI=hCIRQnUSjfhC=42wD7I;bA3^ z;1Uv3h=qYTVIG?`_bLbei}dv`dHE8|V@1`c&mZ%%3$v5iN4hHOkY5uvIZ_VD>4ZXQ zJ6hwrUFQB%l^sD9Rm+y%u;VH#P4lZ}jCIV(5#$-~;4}~j4&gbt&@I<(VFB~I6x|e3 zPDx2W$FfgbZR<1!VgAA)c_T6NPFq&Mn{N4FB2F929RjwnNz_3@FxYT)Su64jt1U42iQgW8-66@ zm26_Cd@`V2vj|!qL8kJFM4}{`I~gx(aCRBg(Q4<;#o{3vao@;cR{{%C7PZdDj~3Cw z?|FxZNuhHPR`oR5@wJdeA?P0PU$kTiH?%kIkY$HvsakCQfLPZnWyt54-|-ekyN1+H!F?(#-Z zfg}AKTt5J`zL__-!1x zc)&@Y$mTpd;aas(cMFPQAJ|byr6qjE+Y)NIf-62Lo28!cD;w#D!^MKVyK6{)XcY&g zZFOOxa+p}C*L?p!{>OStg~VFw;h)FlAL}gzJhv*#ymhaF{v6~Jka>-i{J$k6?)13!a2_T6;#Q2my|2;(`NIg%v;ndd*!HfVaLSV!PYcaVxO7CrG@see4ZOjl-DaW5({F_Dp!wy26Vyu&r#!qOWLI;9Urp0C7*=NFri zmm#NYU|_IPYJqCfcP>xYOAoTyx^?Q$*UXdX#K#oToi^Vg<9EsvIe(i#TbX4m%9YHL z6;?_uQeBxRssi^zb-u&Zy}=bcV@gUF!8Poa5pvVIws1xSe%eo?ExT8c;0u#o4SH!s z=ou&!eeOP-7WM+m6Lf;No6 z=6MwA(UpwSSC;%p%U2t-LQ4ozg__UJ&#wkIc{N1G45x83l#RqWG-eI87kg3YGB)!N z?A}J$$)xy+NQ6%uTX)a?8w(U&J3D3IF62XE0R=?_VoEOsufef%r=RXp;ZS5C@I<4? zPi>2^@Qr5N_u#c7V8V^-3FknUMXj1f56GYz7@Ao0Ned#YecL>3#1Yn8G$~s#kc2sO z#rp*X#l3iOgqR|rHmah4^T)ry$nPj5LIx_q@)Xajij-OFGB-003t$MW2;4Gc#DrG- z@QVBr#b&A0TRD(dy2MTom#!b~P#`{5r-2+P(gp^_GMY>@Bn=|EOq3(`0c|ISlb>^C($Esf-ua#0URNKJx>SYsPc)O z0d#CB>WQ#)3&GX5QgR_hhkcX8BwT3U#c=QN!1l|_dER2b+knLlI8lTq9XP(~E~rx4 zwlVT?IL?wl6~7`TJFp$j`C4pF!tE*tqSq^EpJ6Y$Mn)vglE3Jddwpwnls){WsJXaE z-Gzoebrj9pWZ)mFg{lQ}PdJLXK~^t1iU_;7uH#_A!yYE{ok9-*KHX&XZpYK3a3odp zK;e`bNlxy1(oo@jNikaNv7Q_J>2sy|Zr9%T!_#e1UG=49t-(%>(dk2S6GNRQ{ zcRkp4d6Yp?!@Em{7w)zBAn!GB)^XsCLstQQ3W`3=4Dis*T zTYm6sKXs1_sAm+{OiWaFg{?ondc!9Ew#ud0)B34WFi3?!-TPpytM>F8>$WR z^(zuCaLs0z#&eer~j~Xp>L~j2OjamVGcTF7CUvfOOyxYXMyQ zvQoEM(W3C2d1O7DLy(gJN@3UvrZsp>40jScpGc-GdAJ+b3vCzUSFmZ_ZxKi8Cq#XQ z!-xSt9NV~-pqBJ8At=cBz*QMdjGs8^z4hra#A*eFnB-Fk{%Y{$fImM4ka!$Lxepxw zJJgqBXQ{ugsIU-}OTGIq!q0Wn!ErazRg2aWkiSIK{*`vYF#n=msPHcQyQzR|e=sk- zB=o)@(?ezag)bzk+`j}iRtWZ2z}e#&?42J!5|ca5)i@Qc{Qd7!4+As97G`J61_1?3 zfQ&Mf2Ng@5Q@W=#81tHW@|p+i!-9e|kD4q9*BKcPT(@iT3?s$((yt2pcA?t(za&*i zlx`(=pnrpZGC`IFi9-y+n8*W&pBlBfPWp*k*Fnh){E+H4aU8Xj=S#GZsKGY5S15KymQnM`@R-b;k|$Wu86_^#nKxUj=W~ z=91fNb@0d7e15+NZ-p!=PdcG(D){T9eQ;00Cen}wU<*xZ!QvHfVJ_^x+lux)HrMG? zvUxy0aUM8u0>V=b`Za!@0{F5H!$YHG;DXLapuj`~)xd`6A65gkYcvq_W&Wuv|HQy! z8~$P^YhqsotyEmR=k<=CsRX=r*C6llkY21faxy(}A>a!w95m+S^8B8uL62zO0#(3R zQxTi{|5;Cl3(?5lK;Nx4gF1X6{@WHUaS{j>3eR8{fnCgFT|rz;jP~5p)4zBWBDX(8 z(Or9kXb`J^HNvxmrBLD=>1#eQ8J4y}co*+1Yco}qo1@{_#a9^(*1uin%)?)J@L;7?zf>UpZ%G@6a-c}5_(PxnSP3wQ(v`dGCrvKciV$bhX*LXxnJY@HM4ciP>d>%YSn^BHy;BqK%T@UZx z-9Y+RfVQlRegBEbQ3(dqPI40P{>>XVsvwhsQ_=NJm{0Mk*k1gCzQ9yKK?)c|aR-9w z9g@vnzkc12?~qQ+PK2C?B?)=MB7=yS&?wnR`yd*uQV11{oLa6#$R02X-23-ykj@GC zpQAg=0{gtBSchJ4(I$$f0NjC6UfwfbSvNu+-k z7*D>O{;XDe2To3sg4mqDTsm~<5OdwFYge!05)En01Zh8rJ{I&4mI71_z37-D$OB8t zDMMUlpg3aC57-UqidY|5FMiVlOtbQ1mZ(@p9G~OX^g1QRnZ^T6M`aZ%t>SRjx%tQ3 zwrsJar)$5|1|U_p6(@nWVAO}5T;e0&3CBkb_%(Pi*6qB5CK2=}15+fEE^QP%))`~} zO(wX14`u<0jsFuKrnqI1zvixYKkN8E<}3HbkhNF5HsHP|5WJ0?Rr`(qg2(GtAH^Ou zUXDQEHf1XCHz%9~e;E*4)BW*NKjA&97m`6J99RA;NghR$Gb#H20Mn&zC%?sEgiEDw zFRxVHyzDFAA9gJ~oFi~b?t(Rogc?nzrEqmSOV!o<<#*y(Pm5FGKC(i&JTmq5tiLUm zNFp)SEf{uJ)8gAf!XB_(f_z%C1+md)9xXN&7FHkMKeI=BiGRSKh6V-@_x9UNX7o8W z{^BT$yTO6%rG1E&H2w(Bu#Ad{h!p^L4^yTx>=|;}7IZBUC9Tw0r86a~3- z@(lk=8t-oWV4oqoZ(O&{r&~WT)Gx{`IW+(1QOL`NDR$Q{1XFNu-=*tF7%n7L#s*?K zzPqJG0)>M6Gn7?Ub8OinwRtn^Z@?;4IWmy(iAmWyov9M*T`)@jvsH2RQH-;9D{W7} zLa87&WKFMz@vBQq=c{O{2NWN!!X}@*^*32Rb{+09)Ji)`7)4UFC|twFY8xYp|Ap3| zeXw;_^_2(F1vjBH1Rg9ZV(m7XdlkJHb&MBDFONzW~s-(J?}&6Dta{hwmbulqQq-gLXglHSdj zEQzT6H0!v5{Bd-{lP)d-GfCSxcw{+n8ns|vKVAB5-jj5o{8Ox5uc~Y)+h}iGdc}1r zSZKWa0jsEEHWhf^mHz9~q{7%m|CN!e0~?bss^Mik!E_hOd*04lwG#6LaW* zhy{Vb&&)uft}2#-gBrUrbk*|jUcsiWj;&(@yT%5RrUrAQa5u<1RGY}PgVfIvx5daM zdk=8;mjj0)))n$HQShK05s0sNhg?^tudmQ57vcqbFk36Ea_v zFlo}f+m1VV@Odi>nEJ!3(ZiYnh65S}F3Yp226aOcDY!}UpuLFr`FhAzDaKa4R8CJ;Q7v4vMw+Jn zT)NiJ-(T&D$vo)(B~rZ&ncZr|`<-yiV^iKI#BV0{Eu=GAxpZO<7V+Mz>vi7Zj*CRl zf*dHcP=qO>13aPvjWcKmh{qfBLhXBpmY5`TS-+!lQJ%0}z8sl!(nIIqL9+_uy+QGu zz@Bamo_X1IcRv17MXT!_PE&6*GAROo&o9@O*}#8x6b zYv(=e5q0uAzt;$;8h11)=Cu#c1p-^6d$5(XiLl4PB^qUW@|_Zz3M)Bwnnt3|`ZaU; za3gcIffBT7nw}UTcNHpJn-`wEXGPB!J(+59U*+uKYrUYLpjeSxJV!yNa^R{nWu

        5^`|ZD{;ck5 zV8ti(dLGr}f2ac$m!Ktr_+e)7DX(!jYpL)(VX+?&{T24%I>h35ayKREBqS6vZV15D zaI!u``$dm?ub1!u?L49MA$~|yPajteP(-+dcSx;doF3|Wfdh>`>uPdIB|7VXf1h2c znkUhZQ{6edTJ8t`X}k~|Vm&4oeeiwuy3P#~@T3sC5@}N;7mJd{VpxF4-8hq<(<|vW zZ0Nq*1-*wnmt50Y_TA}HN0MAe-+YRpNlm;z2th&$3in69m;!c{~`!tB&5q)dhSmy{fn-A(tAB<$4JHnq_bfJiTB6AdAEr;$$Fp&A2#*dznNGfl`hx z?oX;jj0+Av$xwxSKqZ0EjqyyTmcQ?rIu(V2q&s&c0o*EuZeM?;Bz^tbe4NoQ#PKNM znObkUcLnF}3vOGs@>;}qXm$an6n=Na82IMeaNldm&FuEG+rMzJs?{16&JUJevNm;ojZ)T)>C?y z(txS@>5!i>;0X(vYS}$O$M%MdeddE_eQI#x=8cVzGqsQ|?qo=Kd)vkT%SL+Y2}QB& zI}elX_Y<^RzaF2s{*!XyrOg^W%1K-ajC&HKeb7`UU_N`qV5HLc?Iy)Vi;mXCT>J9{ zH+PxMH9Cso#lMllA-y*%m3yl?%#EqBLxMIxdSH-VznmsRRrYs`KWqE=p?R*%N@o{- zv(a;LPuX1M5qhHg8(ozpB(6_S-?U}rEwnd1esu-KM(f|SMm&6YWVr@_a#?QUgJ&0hbWV=gZmr?;&XcR!8IuqW~fs_0(*<32h z1!)?2^+>U5#_xW*6m1nej83k_D@YjjN-4-wO01gs~MPHDN z$X1pw>o7TrxBYEmzP5MuNYc9eY+6*rW`{>szw1flD}Ir|YqN3B9u_~Fcl>=6w|g4z zI_m8uh1x`MY{I=b#)3MzW~jw!15}-9k!JL01x{GbT&5OGY=X?GvbU&NYU9TLudy?a zr#f%@xT%@xo@tvFWl7x)EmUNeEKP-x#=e%N4Ovv=u>6?G23-}!yN*Y&-w&*yzzS}M|*{n8$p#SeI} zO!oz%c9Ip&h=+uA@b>>0fTUzJ0@dZJdHTKWK9NVu!)6Z`FZZjvDeKbS-Q8~* z9(AlP+^(YP;_?OV2dNmtCE!B*>@wBG2myb(gKSc^se zO?MvKAnDA|QL{y;PVOjE-Erkk`4?uDpHIA5{7XuQ2iiPg<`G=V`VpVYQla`EfByMh zS!o)#c=;QE-;b$@trfU8uekC@O#t$0l0Mn4DRw-3m#?b4e~#f9DutTvDyv=Y(G`0N z(U}zsGvIEU+@^#-?nIeoI26!f>FwDvFKsWgrlc>ojnQ5!)m}eflbbkQ6I+|*+F*A_ zDb#kMz{f}Fk=JdR-k}2VLbP0BQUA9tEcA`7o%p11?GMifUyIKYFx_d^f_Et| z?b{c-Pk!n%?%ou37f*K~%L|{~Qn0E8Sl`F0UwQgzt%hQ$!yusPMSHS(Qe}!F?$4E3 z5&!l4S$7*D)^T~^f6JN8%@qlRJnxsn zWX{Lo$aI^PPR5^(K~LQ$mCANjL(4Y!F6(Vj^H~!0@uLIuX_@I6esu<#$+fk~daTq| z`CYqvxXf%c6_P%Ub*;fM`9_posq&&t-K!ctmm>rXYniTp`POoJ&W0%34dnlIcacZyWZ(>0nelRAUfP9~}@-;9RxuS3Mi6=~rKKx8gbA*;>_I2>0}|#qHQ| z<4|~J2B)<9^%nx`f3m7HkV(*ox79^Lfixtk7pXB67wNSNg6>>kmx#0H(cjXHnt^Td ze>Y-$Y`A5r>Zy-*=1B$jq(N#xKW%7a8#d$?UK%}(%}8j2c6wS)Vv^KGxxpylKA z;5V127A1EYb*GPqlxc|ZJDKv|&K0%da!MyBpM$?~b*HGnxyuQincb*7Z?p5=VzBH= z^P05q%Oi^kF6=yT^|sb|+be)EIOB*y^o;1&NEi9zJQGNN=7=X{U)Ipc zeR#J&hi%V~uNz+ItEJx_wre`t%>2Y&rse}db!Qv%sP-*l0I7Vp82e-Xg}k~HM|-PX zKlL1Wx+LAw_Qw09SFiTkj95wKE?j+gI^IXCV%hLRzV+$li--3}fHeXYy!2IDBK80P zq8CweG^_k**47q?Ds{C=Z^uE#pg#6~@m)2mLCNR$?_bR21TFej@|`}QR5%cas@R#; z5yS!Zw_WxQVQO}^wm~Sf>)4#$?+rS3c%FXZxW~o~wLLvG;6d%+R=rcYcwuLhe5=us zhCu_+X>Ng*9j;>&VeXRy216X;CF_DgVi;odM7lNJablmfQpq>@}>3;$J0+L z-n2<3Ny`se2u@#)P~&Bs5WQKhxXPo&2y&B@e6>6YJNrW`+{aSRm^@;!`&6GQaucId zVtnAQ+*tB7?9QF`^h#r<&#&nt*JG+j+bgoBg@hZnEmT)va&*1i^!Ev+Oh|m3cjNas zBbOEGUZw=uhhUHdfjVP57OKZk9|mSWw_A?r{NGmh_Wa2oiU@&w%f_IbWaBI`q`Whe z^AE30iv@8Nr0U8_ImpZL9C#*{{B=n5f0<|5`n-r=D`JT{1p`c z6Tc08Idg=2matJxE&sN7vLECZW50a(A|TIkb6@1|+1_7s`h-7!@vh5lbl7R+xb}J5 z^4%zHkrff1NkS<>iFK0BM4Xg9Tq8;mzkOK{meU@#*B!(o^}$!-NW)AZc_8d&PLm31 zJlLA^(5~8!wuv+^#FO>t+&KZ1hHBd7W|_+T&uf~wK%>P(!=ZOy{&C=QGgRPD`d#Y( zhGty57j3&20!1+HiC0Ja2K)sZGJ8Mc&LW_y{W)ly&WMm;piXKEM?E?A0H+XB_hKbP zL97+-3jxW1^In}}rlA~ZUE+Q^$sd2aEl!E_W~k4QPzA;i;sHRO%ue@hNlYx^H;uR9 zz@*-O_{B(HOSYadxY=kT5k43fNn$35i#(Gm|3=tinRvE2-^%Rj1gZ|~tQXNkmsHIf@RX5KNLjZ%1K}d z6aZZe#CG`N9}5>MlXj^$eA8Zs3;zBh&}p2^udc3M!9x*GyU3Rx;K%Q_V_**n3<+6E z{CRDZA|u9~K&g?1vNz5*Jv}|q!=^yj>}uYAAqF1&036a)Gq=DxY;p&G6(N#Z8Wc1f zh}LAK^FMAsh(-eYX=KYoRR+H&7mX|7>B$aFqV4y9k@NYwpoG`P!xxBNWoUiLhT~SLt4)IJVV>s#M(n%vc-ZHjqABt?7QQ~muX(@PvQ{5%E z-po1?JP96+k+_5-O+az#zsX}eC;$8Z%R5#mK=9qK@Q~n>+)KR$+!8)HR}U5f6u2XJ z01-pA@o_<(avzK@?jlJLy^6wOLtxGoM@WVwzH#I0(%|rlmxrpn<}B_nrYZzZt9!y8{#Gs0yPYcXSg6Pq4g%Feqc5A?T~VwtT$r z2d(WXOA-$@l>~}9HeuvIY;Au-M#;59uFbh@qY=nXMb_RZ{RGcI)8(S4iNE#o!NT60 zlFOBflY4q$mTr1ExUZubb7$O&4d zdGtrQ!g1~f9V=o60VJII+^x}o8rM+4XD3F4Csx{WF)1el9yixR05fScsLP_B` z5iSL%FewBOph!+cv@x^1VB7dyh7WkBB1*0|srXLgsg9vpL--hM3PAZ021Qm@R-dng zW&(U>2nR`#p}g-E(+Y|}Y6BmN3H4n>8AhRqj?SL5pc5*jD(tVBAOTVxa0b&1-!y7s zCwR9$8y&*^<}nzI^a6|HO_gNNfEC7$+~62;^>+PqP1IBjU_FwnSN{OHG*v_?T}TNgsNLJ71d!T{mJT*B+Qh=7w_={!oeJEMFvrz9aLhv_6TRanrd(sput~_b; zwqitDm-a(NIKsn4OVbMS;($QJ-KDl7puGgXo*5N`u>iZ8+_c%pPc=bULK+5igqR6u zflUbN!Zs;|f;E}NNBUb+u~f|`yjV)@!lP&)Y-v0N;-k9PupzXG!-SoCDermQx9?~_ zDID+p@C$0LZ%r#kY~Ap+8A1YWTn3kB$-I>8iw}SB-~k~YPlQ{*Kb@VOeS-H6vs=t3MuehDW{L*qPp@VGUM!su zgwGK5Ssoar1Sj7(;2NAkZHwTt$%4cUiQY|Dz_Ca&OET9l>UZsDD-+SN7NY7h{)BW| zLDaFlt;ljnl^*W5S+Md{Ve9C4zNU#CB^zW|Md+I`ZbIjKAD)?hch=*LNVLgQLSq!{ zi%Z84bBTu}DJM6W&j(w42k6n#aU0oMY{kBgaq4R!B~opafa(t872aeWJN0A?N)S^Z z9P97Lm*ZE&4@pEe*NN|H9Mg2|x4$}p=rf~KrrkE3CIi4sgWpHSBFZM${W>&NCU?M( zBgjzuRK80FSLjqi=YS4LRzTN}qmn*~>6*tjqEmJ)M$RvldzmXTdJ_FiCmP)&Yww-f z;${bBKXE2jeq}C#t&neHgD8QbA{j{H1`*5vkFQ8T?_l?lhV){lqfcv8g0h-Vxau<# zx?$q~{O2>m#-=$|t~`iGP#fl6j*&5(rLt4wbw#R;5DC5c1Yu$zwhvKUw=%}KIf2P7 z0>Lf_d)f#HZm5@wLR_Qd*;D^+c>Vmm=A%OX`&}EKlp+%T3~TfP8a2c~9^tf8M@JNy zL-N=cAFm-zBIuvrSh-yQ_9G6wS`2)q0eUh8ENU_aAQRKk#I~a#o%4S2K`b~1I-P;U z2DViXi%BdgxXE@_gwl8b1E+E}-so-SyJ?D9maB$J=UTYw=-QMzRWGF!Bra{QXqzLQK~^SL*kxit7S}JVKNYL zW}xusrZOM}aEQR!xUr6X$Fx0rxi@Y@046VpBV&jS>Mi(nE9a^3}ZPL;nAkKc6ymz7o4`BCD;r%{ht6n5e#>B-&G2FC_wg&fG&i0X=@PXT zdbBMVb?Dq#b)UU*hsTvGS57ARxVyV6YRwYZ#-@tnJ$<6d!J1!_1hOu`GtSdAZwhU2 za?Sz=7jC(hj7GVLmV#np1Ti87<2Wck5n(*&B+1=@y1yx)qBKEF7oId9P?+|se|$DO zDEd?IkYpcW`*G`N(gv&J{8w{X>Gpah6OB%A-M>z_l*VA zW^`~udcNYw<+=_G@36qOL30*}PEE(O%UuwInBkjr{zXzcqoPZkrVxYsA&FFuXzh)e zNl17f;5i|wJze|?PBz+{x)nOlD38G=_D4eHl6Cq7*Q0@%oD3O_=+&~aM#0q2hmJ@R zf5&{9U`m}a(1cZavQj+`xfhs?k6E%%JSS4Ok4uD6XUY;GY(e(%5aNl#mvXuUQ}USn zA|=vT9m;j!H4c$LVOE0)s(3shd1>HWCa?%7Ald}eZ6M19GD0SvR_n#)x)?kX z3L!%x2<_zwlhlcgni^iGt2Hf=%}q=qbquzmBh;%slxC@L;N`Ezbp!Zc#*_hK2h3)H zD#MzhjGldVao7nFNLiaJm$O)%aAURI4 z-nc4}bYg}^jtWgTA^k8fux)82p|gl2PBUf@C_&|NAdv122}D?M)mq5YJ&Zfg#p$AI z2Z~2{1Zd8v7ueT0_18m7#qcLDU`TwA&`AIT?D%+jhPA>#r}^& zDqSnkxw0_1KzA{v?=uNW4JO^S7W%A_&VoRgfqP`6Lm#X_B6_3 zAO~x)dGoE^6o~Z#<^y@fDEj3K0gqj{fK2R-aVWwxx0|n`y$B_ar8sipe5qVvD%i z(nXUe;&ALKvZlLeVue%MiW)?q;1~+>WynNoB**Y|&^V6WhY?Llt6QV0hQSB=oYQ#F zp=WH%cMD&Oy%O2fsffTCsZLDHVGOG|%996`iumeK8Q(B<|JDyzBo_A)rh{gJ{9xMz zfCHi=%LEO&FqEwz63=D{+U>9vRQAS3J7c8+JC&w^?nygvkz68iDnzMX7kT=*eM{S+ zF>9Q(PUNH%$RQN3s41?ij`C3-Y2Xzfxje0VEi`nE?#%3B6y;Phhj_eDQ$@~t!Mh)P zVK#Dp_xvKgDWT`EP2{pKA?%{6L+Dl~a0ck#IKhY@&a=n~p;CehMk3ruBvZqj=leAq zq@;EkGq1P9uO8k=F9xQ&BJUCODl@W0Y?$tVO#{DGEg6JKZipedFBh#?VST`l1{EUW zX?7vUI-VduZwDl<$U~rosseMi+jJVsG!c4yXwD?;TU|J*=b}u*&N^lXEt?7#g-D#FB#F?1^~T1N$^*%-`zf5QicT~Wl!kxM zzmiG<+d0KMa*JaGT2$fWpq_3u{0BUM_Bu%e3cX@n(G)KgvqLVSq@t0<;GT7;j7)}c ztD9tPq?E!9BkqtFq-JY$;h{7}MD|}GmWVN}=HQ}Lp|Y{6q`7U$k|i`8jC^L0$U>;G zMtU967%F{2Y#@RYwTACVY662qkb?U zi7LvSTMLLnlQoXjyr;k`lX5*8V?ptPMnwZhL$w@ZW;BcJfDp_X5-fuJfL0Z3x{F(^b literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/ke_DMC_annihilation_creation_from_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/ke_DMC_annihilation_creation_from_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..0a1807d49c18a0b3dd15e0b48a8e1a80f7f6fe03 GIT binary patch literal 31895 zcmbTe2Rzq%|33b1mxh)!M1vAVDYJ}*goZ8qG?2Z?)}l0&jARyNg=23jl_Eq&WQ6SO zz5mzib2{gA?)(1U-|zqD@wgwi6W*WqYdxRW^SZ9*>z2%EiRE+~=_ra?E_vdZ97WA* zr>HqYix=WwV%Zn%!T$+bil4QVH_@@QIcKg-ojPY}YG`6le68%yqdB%s-KWhb%EYp<+Q%^ykR`=0u2w>rs@$e92>n6)p#K z*V$f{SDeZ3KckxQ%rbuI9&g7*3uG&!7PBYZeE)p$)2r8>?l!(tuy=dHE&<~Rmx%o< z1n4@yeRF*u6|szAm7AmN%2%s4vVZaNOp)}ToD9u9ex#<%M@MhcN%%}qTWi2W``pp* zd`0}D^%f^x&#j+}x1lH}hVQ+!Z}4hDv~T8InZKEQ<3fpDT|vGPqqZDgM84TV-4B^Z zzFA3~_%w%nvzTJVG~sJLwc3*Q&D_5p_VepVT_06rrZU79 z+rEmKIo8W-?Qq9u3GUpfgww$y8l47w#L#wu?_zjv@l=Je^)H=G^PKUD?CBsJ&oq{;_+mFp_T-H>-8&_v z2qBBsJKMHz&#q){k!P4pJ(RD#rCTf4X}UcAf<)EeF8Sx}gC(L>clqlh{Eagt?MHhQ zj~%=I)xbEdap4}dl#^s>^eZN&wHnHvNmo2My2wL%Fa2hru*N*M=yQ3l6H|jFimApL z%5~S5tg-y|a*pFfN4RE9UI7CW(~EE4e#^}k`IOSUd}eGiLVsGZqG``>S!QjAyk|FKZ9l`(3ZtgOd4m1D~*l(k}Rb7h=pa2Pyw!*qn*Z z)u}3~ljJe7p~u;BS{78Zd<- zrG5MM;axH>CRTGKIX@fj#XRvkONMWM zxSUBqrnIzF>h$SKtf1EOG->nhTc`o z*_p|V?v$^GYD5P=?k^}VuEhCj^a)_pt9+r7UL4}vl6JqqCd((;NN?0eM@J{f=Ad@E zXcEu8$)*(fppyKAnY+Oyak(>5`!2j=XJZpTckUb+z`MJfc4pS~q-1-FcoYt#ss%Ma z2@~P$aO}4Z?*0;g6ide9JQW{p*i{+B<99Nn$(^&dW~8g?j7Em#gYV-rJ}nl%@6OjX zb00Bj$Z_1rXZYx8Xea{8Kuwlcq z9QwDL3$-1!xV~pDTp1y7ZN-#mW?d`}gTb4dtL$35m4{x=qi?SNhx z80oEe%c%9DI#IXl$|7c&@Y8`_US6z{HQDy5Bto>eUlJbqa)EBil2U`X?B~qFcI}1S zxt5OcyUYvsq(;~dwmufNPg#~H(3?{Db;e=$y4xAn-5dy2x7O_B*tbtM*m1<~-JK1g zFJ9~x9{O}NHf6NVCb-^t*6~z;fUHqXQt5|>JCn_tk9XH)Ry9l4R?kc}%tm40QEI8N zh&NBJUY%PMASi$9)-8s6;-0R{H$BJn8WaZzPRva94rAAASap_{YRyhm(ZwaE&D0_0 z^BL99j-zI_-NblXaI$IRk>U2zqxK^|9#k7v-rst3D34yWJ+|zd7Mr!6?dne3tv6d>pCwg>ARdL2+0_vqTp1qh z6ty$hLC(y~%nlpP694OrbDoa&*{$+ag4y<1ppaD=Zwnx2sK6q)?7UnNFqIg3c`1;blsM8=PudVHYNTUk@3@p7?} zPjizYwm)ZC3Xhgr{q(^GGw0X=W)tstZV3-&#kS%=q>@O4>?lOQiQy`(VN6b;PU5Zu z2g)l_(sE}LX1aZbFE4&0k~vf+&9G@xbX?Aa6n~xNL)MP2xLhR}nfpi%u~;K<35miE zOMQ%d<3Ve~_^w@rIU4QuLWW=V^6HnLuxR~Qil`Ebz^alvJ>owzUgDfl<27nBc%*(b zp-0)aVYKXg=E|13I8Uz@M*(G(248olDr)ZIIWPAv%Ny%;o;5hZgH&d6f~O~E(m1ct zRG}avcdTjYQO|h8YM#`A!`BvWc=F`QyI0p1X=r0;yicD#y<-rY{!S5#df=$%zVmNx z@)*S>jUXWL;Aos}GAK^DRJ!e`r&;@_t$BNwUHJHD-|@N(tGjpZEK9Y{bED@!fByV3 z|Dslo+qZ7*+i~)d%=617e80V<@(lSlkt`VfBcH|jfPO_(%Q`KU3%hFKM5h|*jk_1p zGaJ6i&(HMswh4SY+*|D^!@6fr(fx~4gTb?w-oleV5{(_z9tbR4zVYI9H@8j5n%2oU zLLRG_n11wYt_u%qP6(Uk?CQ505qfuTa~DTpNeO>vMYQgtlRKKRd91x>kz9`>v+UC^ zkC1ELBgCAFh2Z zxUydO_VUWJck;~I!dwLw2vpta&iO5M#p!X}#*W@*wZWP715P47+FHeJ#Rq#2T)leL zUHDzV>F}>3?vs<;T@A)6lZAVwdJ>!J7ikTv%+5^TEe<@G8AQK<=goSai#IVCLx+)S zU0}L*2>Dnw5v1wW&3p73xDMnzt!l9Re9E|`Ip2eyb;H+G6B}>uKX$^v4`n@PPPXni z(b+cNbyef_ZcE2cMz-55-*VsV*1^76_l3R%A3rK!^v_QRc3Q{jYjd)*e|pSoaNyFX zExdYVZxl6=LhG!*8r7tkg(f5<)M{EZIF5Q7Y-%ym+L*U@2pdUl-oj<~&#f7>83qF(j7oid!KDL_{ELfnLY8;3)3IncEwoTM2Qr8vcTz&g{H6ymj zXG9(iNA(R|Uf->I6Z0BB;lC?hsO$$!@agc(On4_NBNI{)t!(fq0ww z!6J^unSluc_Ol%32ncmH4c)3MR;*A006`u?q-*BzxO-Qz&}Yx^=QE-jrXQ0Hs<^BV z*hKd22Bf*C^y2IjBvpgA?hJ1=>ot>DWMyR;na(^IU}kJPsL5G_^KGB9RJf-^aYL|2 zOC4kQ=SUh&%1mh(qA zPL507p;>e0H?r)M)ZB_DwKS03j2%rBcK%k)rgSw1l>>`qMQwI=^ zeQ68xc+Jk!?ECl2BOzw2UbCi-*{06QH>_dN=7)5>jdjTezBu@C*k1-%uC`Mz@3Dx+ z1_Uti8dQD^?fH=~@NV0OJ-58SZ;Y7&o{sJly4}@)9}D-tSres|n*&(lb^m_In>WX_ zb#w~!lYKH~TW&SKxwWR?!v|U5Na0G^+I@T=}%vi^g`3p z(&)NNZoE{+Fu?q^S;N+LTzOfYHmtA=5+cniR(&ZOAp_Z#^u@qvH#Jpu5 zzq?V<(BHbdCf&ykxstpJ!S^^@Lq8Hr{>V?0fd-_WF zd!y94=SXZ49UUE5X07<`UnC?XIDv^Wt-CWqkiqJkpB{3w+&ZnI();!X^QiYLwR}a% z;^|5D65SJ9hI|$JML0LU8AM)^yS8w-Lip*;c#|XKlyb&pJBoZl_G3m_P^!BH>-2;_}`x^6}OgohPw%^v6~j|}bWGu zqoZ59YSj}!#M02%v@kp(=llGL#e&gKt?G>s0hKu+c+OtRNIpga{sX|^J zI}odu{q0MEow|Y|qg`!qAxpj*1_SuWIhA+PR^(`b#i9A$EwZWi8cj=Oph**_t&Z`ma*tbtO?W|DWT#aF8m|BIdM$vgvOW$7)7ldKwl{sy1n zmk{LTu1`;nwgj0Uhu`QAER5jJbOZjc@l^0K+?C5jUQ!fkDBpBabZluz{K(bx6tJZSpO z1>h=??yZ~>CLJ}HN8%Plj6nf4*#n~8=~{f)+NP$zBPxZGP%Ckd$*iKcE>k&LIgU&I zMN4B`bMgz3*(r;n$Gp;aH}O}#f3RKJP&w1uh!nqwyPkZA?j3z8bI=$w&m@A*TgOOpg~E`yiei%0C)1qLOM{ zmt;Grr7H5ga*S&75bB3r z+}vkM4h??1(R+3u`DJ8I18hvYZ&wzf&`Sc~#_4U!nwN8Edg${64qEv$X~sH>5@7(# zyMz$w&7IXm`SUqaJ{)-~Q!P$Ym_%YiPAFhz@!_Y{QVa!q9jeF#BYIg@C@SmKrkUZi zeVQ5{wCZ@~s}H)N<=(SH92Wu!@j~c`w{PA=V9Q8JOMk{;T+71JTN#UidWPjrwQz3~ zaY#FIAjIX-+t*^fE1x+5!$pWN$ z8R`BSj-RRQUgtP7-lm#q9Rm~=;UPM6wz0ACSx!z^A#X`#lAin?jf`^MQ?;loBBi;r z6|6Hg2+fnAU3kE5sGTQYy|VdfRMeg38TA=~dYzJ>7-YT()bYUCF91_wK%D4-u>#_` z5TAN1Am)X0W{V)RRA*w-SV9S@#KME@q;jVQZmVr`D&nnbPp;CGNAyrY?2)UI4RVaW ziIH|Z_cxY9)#&Zx^Bn0wEw#?tpDXhRkFtNk*w>+Vv!Mf1F<$Q&X9r8dX-R(|$7?wA z9Z9%B!uI+#NqUb(9PRwhFPyqHfAgo_?PDD zoRaj`^V9wLEG3gALc4ZJHaJbj=oAM;wiNnyq1uskaLD3H|GqlaRC*T> zi@8vse&q{4P1_a*9KzUgBg^(rhsp9V+kRhlDo{vqxT~t_qu>5yn_kWCuc>jh@m>E8_7&mhJaJ3>7j-AZI1n4eO%- zlRR^%|2lAcIQB~Wm-q{slAor{vevcT+8K0T;j*8Rx_UrOicvJ9mV+$Nj`Fj6Sx%o% z@#`U0*#S2XmrAhcHNL(9+UWJSScVJ^WFk?}1hgbH#N14nNg56h;SwRVRvo1JPEDSo2BmV2N>_J&(8c}A3KL)=W(2{EPAx>=+4steUJ9drRHuP z4Vl;SDaX+sF`>X}$LRMD4>i*pQlA%o_+Vx~)9fLt-%{Y+SsLo*JeLr{4ldHQSIpb- zyq?@yCk^N6;fe0l22c%Q{muEx{)Gzj#IezER4$8}>?LRg=nPZH+ zSbXrTTz5^fA|eEf`1PhfkvUWp-D=B_fE{OoULXcd9=xL;1Ma}CEzrg*C@2=B*Jq{Y9-UV^h1$ya^CAYfE4QXRMwd`Bil+1+ry0nO#=hS^&N zI(m9#0HXt_f?L|!?2`&Vek{j+BxJ?=_a}ybRLeIw&t{iYE}>lb_hLvP1@>JrskK3~ zs8`ED2nrXdr5ZcdTNMQftD%BVL<&;y+o~jp8oT1ohW+IcvfGm}bFaHLARNib$yws? zMxz?9Nw)}ZEeVeE=2Y%Pp`nbLExKDb*zq}j7KuN8%x@B8-BTM$h!AA{DlD2tH)?~4 z(cU;5!!Dcv#Un?ql4DCa7`%icHhXr)X^P6a0UlqbrOs)x+qfimymeEIMrLIwQ_d(! zPk6Mk_GTf=PZ6@ANf$q?u5%o%iya`e3O2xJBm{+MrAB2huv272^de&+s>%8-s%-$+ zNnjF4GVu%p9~&utdmYHh$39#dofTGdsc(DKn^sT}t3V)yiq7$XCa@?@>Es?vzfIh%Dkp7n!Hq8`FKs$PL!ks$v7 z=`v^mY=ot@@+J=e$5o1Lp>ZpTmAtR(x%TPN1{-gJ?4_inNbFYE29<^c_6Vi?_Li0w zTcbdVy1a&L)tddwjuK9&wKy<3$8oar2BW47sbc}na3myStxd9reNc#%$EfjV4_B($ zVTW1vW{*mFrWjT~Mc&mL>ua-=4Gq&JCai@53B2Y7mhwoTN<=~mK%6lSXN^F>dm;l_mDNmM ztf45AZO};-?4j0`Lsqex7}84}0L_!$dE3kDM-C46MqYidAmfK^rE-*NcWDj)1%CycMR*ZRCE$m_NXTH)dn(W`G-BE^xFRs;h(dAx0N1v3qtof4t&_j{2_E`((lJ6 zlm=;IF z0Ruuk)McjPxdgni?bxyIYmcWimn@*_5KdO+a0il;HjiKJLa)s6R)6jIvq=u)=E^Fl z|9$qTJ)bjgVOkH{=sVhAj+>GB2J0qM5+pqAn>!^gIy;p};!li9;&B$op$E)%?OT<>e7Q6%oA2_|6kl*CK-Hm1Ne4(x)8F6E;I0QeqME34H^Zhk zmQeOMoG%?a0 z9qcqA=^;Gw2tsoNK0c$<)6>%uTuWw2Os-NTMp zjm*y2%$_np8$!-0Yubuqqd(qv!S(A%c05V(?@>2#WOS2Cb|h4;qc98NUZPJeAS!! zC!p7C!1=S}oJ2aj12tlOvVH{*>xSFw_LzUo*ZcfD(1wN0dyD{FiAms*mzTgkty;HE zr#xD@#x4^DqAt^hAIVeBaM>Rrh&UnF10E z*zRP@4!J)-C*pD>jx;z3`Knlr;cDIBj(3|(NZj@&x~d%_Gq3Hy#X#`sP`b2hjPU?y zR3K9Qbe4% zzFzb}5KB>VKVo}b#(&`kzHz2p?Q)^ij`2Zy>0g@;0PWv>Ry znl+)&_b&kfBg)F-D3Agcb!8MnglAZNwtY16Q%3W>gF_$pm#~8Y1vQigrSatkbMnxL zg(p5aUILRXWd8l;OrM+Rwb}r{BhT#t5zMo$hR{{ z-sZ@L4Tai?)#QiI2C_Af4aE9H&Uj$>*Y#MlN@yL;z5D`y!uK2@C z*0;lLyF_~WRyul?7h_|`jji~;F44ZY+qXz(JDy5&nT;JecI@iYr=50QZQsYXuBXJr zXailk!pAsg90TQ2idIZH|C}Z1?CylG-6CIu-eh-CGMfqVti9nTUFb7@kZ#Mjvwu$O z3J)Rw?j-Bp8A&snz)mYQxh*X}*UJW{&MD=QwKi^gp6em3)0$h9|mcRd=T+oITWg zZnU!8h;n%;PK_`z-4UWLo2&Y|X#_kXEj`nzS`@?7qD zyeITNCz>7KL=l@DR=lyXEIfGPAl=J2cmJTf`)dGbFFfX@z2-k%ecyUMZrH_>&}Y_q zCpQ#vJYrwkqRrH|$Va=LlObsYkT?9l+66X2CS=i z=~6_#!QaPdu^4Sa6z}|Vwldc29AV#Y5v*Ua@tdq}VxY|NcjncGd|1Rk{{S=s*@GG0 z+PZ2|FCK;kFa=*68z-jSf-QfBJ7^TC+dD0(2 z7Br|bAtnheX0RESpE497aYT~%8I}kai1_kVD{}!Q<}FvVxSj8-UU&WU!=@&428Nb! zY7WJ_Zb^m*smwDvqoT`E=wYMl5=R!oUjzz__Z6*vx02bv#@J%2DQ-7vJ2B&*>7jwu9eIzfbNIpv3MT zzuL3i8D$o{ZjKn-d&Nq?+Ny+e>+JvphsT;d4B&|H40E0t3?_sJ$!l<&8Nk;Ae#je8 zt4XL!#H9XEooU{3JCxa8o}Nu#1Lsm9beu->VKkk(B3tYD9qc6$^a;sBENB^^4Tn>6 zr;8Mw;WBv^9u8?pGd2Nv(5j zYplQ7czAq#9NL;!bWu78{%tT?*by4l`%hFPjwK=fQzDoujlfzJ0p87%ZqXfSIPm}p zG=^1FRBEzp6XoRP*(8yMQJ0s)M5SRwR5d7zn8asax?OMF*d-)X(@leKiw~(c^=v1_ z0x|FsiVx)KXHujSrIR=eSU-TKgEg`2;Te%gkSUqZRiq^)OG6G{V`T_3>jhgxNR;e} z&S-N1CPIZnrz&3DLveT%?O@R8hgHY2_)saPqHhI|Vn=!8Ly@s>^G^Bkh=Wa1Knf=M zu>SY=4`TU9c|`a^6l)ytH=wLa2EE?$c%FtQVeDaa>x9Ko9>Sh0lu3A_s#!AUhh*?9 z>*#B2@Wpt(t-~^=+pmzyBq~Exa|4 zO55+}6s%Kpalm9Z2En_S1mM8x-QD%wh+v2rOk5~o@%4+fn$TI_igg|eS#hY>Cp_!( zw4o|o>w-9Mzm+o#tTt3at?IFTF12on%!2fD7uzI-sIeuqROIf++#Thpi( z)9>v3{Kpy_uQ9MRypJi?Ir!wxotA`Zl3Bj(B+)cP3jbB`-jsdY`I{eGkEIHQTY#@= z{m}S+RNnH+o^9I>%gR~_7g(52tz1UEBqTDWpr>Q;R3gDIP-9BCl6~`N_&gV9lCLS3 z$9=A-A164%|2Q0nXK4O(>MvXRN`g{)%+142 z2hy?BTEfl$Z9hyJlxdr#6v)m=o^SJj8u?;Q8}eyi6j-}z-!UDFCP6FOj|9n&#KiXcukmx zvSj8S{yF3wZJBQ0@q!@p6Mm7|Uwp~hK9&g3>2J?Js52ftdJOdLBHB;R{<3f+?N=Ly zC)e_3LfFDzQcff!)j{juj zrxm!ShcQi{iEj;qPlBsg;ou`HTL zDXt~6LKPPpmw3Nz5**F?YraT6MklPp?~GO{1e9H8~WqPHNMMJM+2w{_E^j&lte-K-Z6;sA{Pw6D%I-#mT)nupM z8KlayAcGlJs=pU&>2UL9(BwnVn`76m4;A2<|1N}e{wjp2%X!tKe);(gT_cO>a}V3v zE*$lnN6A1^WI;;0jZTpl@Y52YM6_XK%jcl5I8ouDaCg6Z*UJ7BUc2n`XEsS>ZR7t` zA!lBosDNveALmdJ>$%KEAE0VZ_xYM^5YDBMLDJ+zRqo8Qn>QE78QGv@24CgbWvisL zPLga)YW|kukV#2c8dZ}nJ(;&?1#yGHRp966XKaKM-W4>A_3)6byB)-6qhVFHQ~8nc8Eqx1Up&_x~k%ADta4owcvP>MZL+o zi;yGSn9zegX-8olxr1q=!8J%JgzF!~Hpds&S^_Fz z@BDmo)ppB)?~wP8<=x^cjS;y5u>3Q@et&JiL%@m4~8 zBg1&`-~pk;VJzr~)0iux(b6hqQ!AS`RjDR-InB8lpB1qcW%+j~HhYpq4jocox^DNU zs|%J&8Gio#+|d~I^n`??^C+7I3(6*Y8M(MMe^e3TLVxwYXJ?XBDN0j2waxA%quLuo zKF%FG-sP{FBla7qDk+z$?=9N!0|Y)6{<7&;~DhFjMAw<&&k*O%=KcalR)z2t@Z!zW4=|OuD z?lX@MM4FD@U<~_xFY4OhMAaCGC^PP1K9wa9;)CehYoLLI^SSh z*ZJ8Ce}xKfEILoKZ@-WZUX?_4?>l%nwYJdkw1R?yhQ~kvlj!_;V2fVsYtyv z`7xrdvfJl;*Q0%u*r}r!1x4k8J1zr<$ZMY>uaj6E8nj^^Repe0^z|+M7pmdodMacG zjZ3(F^Zts>6PS&x-P^WZ!Jm*a(ZvGA=-rKA4`@Z4Y%Oia|6wPvvCc%azCoW^*FZ37 z`FipRHY?nQYAtTiyXF1-M}j!0f@fj2(FBaCTLCZJAQ{_*htsHD{~s)bybI>*9C=E} zM=Af*nvUAgtSnn|fr05YfE9{NWP;dJn_6Rvi$}74V4l1-UwcD)p_LRNZ^V{s|HOS8 zejtX-l19BW49mJ3!>aK7D=iCpGhfS|Lw#eRz3}0~Wo*7kwU<#g|4l1pRP6h*iK1r6 zz7Sgu8i|Me=bWpDo2I_Q3-9ycVi^e4?;M5ymeLZ=*5(N!U2YNiQ&cxZw5wmJF zJ+WVBtq4=l=uWaL4kAwMMspuYI1Mu+{2G>};<4t@6;VWg<<9E68k;?$Y6UYAAq@$0 z3}@yEPtxcCHNPE%trEmOQ0$__KZr2%TapG|mx^e@a}5#wIva9xp+vSQquMh?BGHh&64wzp(`z9(|zYG%ij| z6r`SkQ8n1e1_h7%ty^ZoFe3FP8qpF!!M*u)5-G-YQE&owxpT(KphSfYV~-;we?cU#t#+0_zQ|$)EcduwzkUg-cWl*<|2=a(|F^2L_L>tj zQSx9WI#e(?Ffatl#K%?`Dp>}^{JH{guIRMtWh&E(j`(~!-+YgqB-iz=T0O*bHrFY;GEOTFdnB{?1><mJ(<0gK$pB$oeIuwb19ca(G?v2MM}R`vlN5)RVQY&&DlZJOa|N~ zz6$ufjfctE4c>-uZi&(jy&=lST|>W2T)(~&Zo&twn=4j}o}LqN4=)A7$RA#EJ%CnY zt7YpKg{ace`{s-_jcU&)j*-90k3-=-f0iE+AvKNpyQm5VjM+hUh>ZaN{@ZVn67)nA2<*qs}lo>%MkSWKWV?0 zOHX{_YzOP7jHa{UT8ol#vPv%c`Hk;ojg4=<&RfJOlJh_<@E^2Y-|E#vbVLvn_)L$W za~U1ASM$Y8tE+>2v*(FfiQ!d<1ZQu&-W93#d2i0-Y5DNe!}1CM&svhBy;8M#ODVA} z+b}5>Z6(X-=;W|Tc`aH`4)@f3JtGUMFr%!e!8^^3k#Z3`hNmGE57;b5Qd86W<*&Iz z!E@<@3iJ#kj#Usf>A~PTxR)$_sPtmYaf70&*)P8>>VYk607nxs^qs$OflU&?n~3Km z+ya(P@QYCqhROPp)02~br1YKd8|KW)nbm5*?K&TceT zCSr#GA`zSkWvD93Gpr1hRbUpz>6{C0M@CqXsmzn@M&Wh|sjXXQ?&2>(T(=w+rAIT+ z{qs2iuGg=_Vmq;Q8xct~Ks~)~Q8OlN08Sv6nWzW)G?hp&hs&^&W0G_O!m2|$f(I{< zObOU^9fz2>`d~JN#B>52pdvg26`)cGMDM!it2sJIU zTf*!-Wwu8vM;+YrCv*i7v!-Mj3<+fEP?xk5e^_wne2V*hi7%GG)VA;2>;0Yh^FE;* zEAK5ZJQGuRnpyJ!?Si!%T(?R>=I%sZU$^^gNLU!FsKgRV^SE6Wu|DT z+5cBI=jEocN=0`VAc(=1m}p6xIrx2$pj}UIa}C&B0>Xc-pA5V7IB2xX<^SM$Sgs;; zc)QQfUdENtz70F{1CjpqxBME$EPtVRM8&bMIB5EmqDyr^L6;no(2_k^9~v$zOkV?0w;&4K1iI3>SB} zgm_Jwx?p4@GmQ8kM!K&7uGYe2{pHKq)DcNZNjMXISs`#_vbBj1i(9dMC@hq(SJC=C zF(H9N&xFhd<$Y^@og3T}1eSgP!-ErE1=KMF?ZM8fgKtw}*w?ne?)01n&I_j%wCrNCf|Kb3U_Vj%Ca2OjrBPOn$<&3O<(@D_t@I;ym zmlPDp0R?gz_~MP`O8p~gF%SR6NV~WkyV@fGK_5*)4e(!`3K!3FkSo2tP;n9D7L*GG|C)%v(m5Vma*08Hs+R=qKA18dc#rE zy2R0#U52$Mpa!MY#`v#g`q6M%e`TUzY4ZzBYwP}NDxldrX~aGkzcRA+FHR(i_t^bh zTGS${DQ!>BpHBl{*h>H9l9}HiS-WK3U)kZO>!gL?=W>Sj5;t6>JVZMGRdgZdi*KhnDsL8;N;g2rr?5F)`fJX5zUGm`hsmVVRD^biha-0h8`8jmj42pRYJ?Yul zSJ}VJC@zm(3CUC3;Wg5;N8Pwim5y!zzNT;U{-H+Lm;X)lWVzE=p`8+_$zHeoFa)cW z+mB%i{8NTVtp0`ViK8)P)QlE^mb;h9HJbRseW0ES5J(Q~|K*+`;`vO&7|~D!7YO9l z`PhgrH7-Sitix@}d7hnHVHwk_O;ipc5_^p7ScEN~;TutOn61P(MP|!SvtrDFGq#K3= zv~{=N#uR}OFVA&$2K`bI2?L4ioDPWCdepUDbavc>HS!O;oHC4C zFhho+Mk1ZI3MWq7L~mPnN!>h|!0R_8m#!ni%VKtDQu((YZu^V+6SG2K-VXe0Zl8nR zGV-$E@hfm$1{(Qk%nDop6-eNmk|4hy5Ws1YGkzS}b_Fs=l5PnzlKg2TEYjl(t??P@ zKtzPY9YDkR@D5N42LI#s;#v%Y5M`*oRlyQKEa#A<^~}S_31gn59JGQUyUtykMV-{GW@ZOIqf{r} zb>Ni#?iF*ycxB2|%x}Ma8Y)r3zC$OCrVaad|17xsZ)|!gI2sOlvUzZ>m@UbTkjIF$ z?g(e7ySux2-F{|R`5?BSOY{l*3)IxjC7H3%AnL*DQKZ zl%~epvZ><%cWIJuMHJiJjl+{XwO-b_9plAWNRM8wCinoGbLYyM-p<_H_Km?NS5Hru z$TY>I(51yeiWrlMwc+zCzwqxqKYz6HHikYDe2riJw)xLg`+vF5jig!xDd|56`M;Bi z7*Rz`8JTv&Y};E%xzGWj{>smbY~6Yc+ySfPqHjlNzsbzCN39hpDx|>TzW_Hb+S|D> zivL4sS@~%_D~+Obq1{+#YSVh>A`gQ|aX|l1TuqP)zJ8JDx0q2b93`}L&Y+fmC=caB z6iGe`dcTlNcC8zLA84(GAySFIm>r;CJkni{=tXABMgNuI>5D<<2qdE|(t<_O{Iz|5 zvWi5(Iix-@B=0PN`ITuVU?hr{W}18(T1(p^lUug|rZka1j*7|3+Kt<%mYy1{}-5r=21+XlT6ux`<`feBu>2Mo75N)ZbGDR zwM_!U{>z&O{pLluOZhL9^IZL>aW%x1W_wsl=b2$M>nKS5YQt>Zzet9`n{Rnok@a6T z)+-xn=z|N^r{7;S$fm{rGTX40kU#Ne;9nlb+CuY!I!R#DMDXCq;3r@im3~vt`~yNP zCqE%O!0XZ3F#(HrKP4H`P1xu4Kvqi8RnvLe3eLiIv^>U?7xBnJyN>uk(tL|K+74(} zaDgPJb zwq46{*n8o!^&wExLBTqXHM$uOqdfq9%`&hmGvERWB*YGK0fd1CSggBDf^xW94Wf4i z3K*}z!0xRvpHpEd?$d!2#k_das%%4_4GH!o<6D9QZAe}c`D-jD;4elZ%di2jERfb~6F?lJa z|ENle-2_eHMEC`7beOO_;A)f6FB<%AA;o+6r^!;dID5fjvEkQjJtAcgVvr2uz6jwO zA#wu?ni^uu5}lR4u}(xW}hry#!Yq7{sEy8^NGAH9!#UIG99yq91#NKHqOMgff4 z<+u|8@{Xh@`kmH7t|5kf_zF?{mx0Q0WZv(hzneJr#LtM#X1U&DiUc3Y_|*_Y5QrzW?^TEXJf^RGj_s08l90sOH%@0`kvKmZB3v zy#&<5iLyCf@U7J(Jzy0Fp@M$tXvBEX7=c8M!bOw%A3WL65_$Fp|0@N3%y-a3&{N>!BfZGzsA84GRiNo;SYdWR@nT_l@+{Z#LE}eAH zqRN+PNtKm`PV~3Sk}ea%{i4ax9yIYOaNzi5Ijk{_@X4zD!|>3y58+%v8#c!>pq~w{ zvgflQMuEQqOaF28*Eet9>VYP!UrbL)m1o&n@S4=C&NdDdCszb#Qv))Osqd(fwDz_3wY=`Vvd#xyC&k}Pkt@zON3`@!?mYq^ z(Rl;?8!~ycb`!oTi-$$eFG_MtWjK!YotKz<@7_J7LZ8h^R$T`Ab$0jTj-VcnsKg9} zEd1Nf5t|_6rV%Gy!?kPto0&>X<@rTxr6l#Dvh79tG=3*>lK2wJf5Sav8#b&EKep^a zbpX30oz)lCq6gw-A0DO?8x~yBwVJx9N`iyA{ky$-uVEY!&&gDyyFz38jO&+@6P{c? zNsevKFh$FGj9VIkY)a|Qb-#0R$SQ(-$~uBs0zZU(eB|1xckoH-o<$XG7h{{6)iQYF zzs^QC=g&TGEm}0b^Ed{rPx?5%y<2s@@;3eSi>zy1-m}Gbaa++>ug4SjIVDTpe+f6q zv6Wr0V11KSp*hSiq20QQfU#F4UdyHKxU#g<5&pkk22bulvpQIH>&r8Gk#P#t6Zt zu!=!APqwD(A1q+DaX?sAz&N6vvwlUVNV0)V=C*B3tS}oIeV!QpY*lAfqEwJGhsr7; ze$Dg!?A#Oae18yH!krf84y!g(xU`0fxQi@65WY|C&{Ly zLG^d5Hb&~Q2tUy-bj76*^xi>MCjy1;e*W~N7f#sw3Ia3(F$W`o)MxESvf@;eUo&jh z&~l@9j?8n*wXA4qRkdn*qZy;J|8VH>nEnf1=*!{M8?uQU+9fi_i-j!Inl^ut@GRA& zG+8Wz{H04tuk%7l2h-dI3o7I;vFA7jOEyF(g&nRBScd!OB%(X3e;OmPs1KKBk7nIfG*cJA(z zm$gp^U*HMQADZ<|^xs$);y77f#i%tU;pZm`1MDuolz2Hgp$~iS40OYBRls39WYaN) z&u3>LpC976S}(F`^!s0ZZ!0`95(1X|f0dniJk|NX$NhfYnWmw-rACOR2{k0ym87Z2 zQK7OF4pY*ioU#+r{AQ||?5Cv2l91>yvgTNtY*|Xuu`kJz9LE+Z!hOBQ`CEeQi@$8=%#+x2{~~D$o7nT=qUHLE>r;`e{E@wGeP=IQK}}eY8m6$e z54Rb@=-`hsWP9tU$X-4+bLS-d3opcMtFM=`Ejs_^R^3}-s4Z%ce`D;kMU1R9OLyPbjO6!qSF{xhBR7eS zpyI63z5aRqx7f=hSDGJz7V^gE=>32Guka{pmKPq`Emlt128D=xLKx%HzE>#}mL}^U zf4>m?Ijty)L7}Lsyw=nC7k!8KF*Q#%tuff8;_mP?V!_vo(**T$nhnXKYjg9ZgdFl- z%-l6|)fbJG!%LfVdD-P%?yqzXUgFR$fibu(NaUPOWy- z7hf-01P08{pCCkgH1upjmlLNNA*3$8VDkkDflpmRn0?9kD4HyWQriZ*D>P-lu&B)5 zU>Yo~ie1!oyl*74zus}s++(0o!$L|Z_L#iDuleIKwbfqpui(gz)mL!LQ#%usYx6?L zd9AT||1tS^^Yf{frcWh}I%kZzaSr-jo+tFx+0toa1xNj>l{bQxC8gr**j8#BF2^uG zH8N2T&KEQiw!iec$Q}R5@>A}9_OjO8BG{i1-}LNlPkG@Qe?b!)eD1e}`F>N|uPr-% z@;CRB6ZL=TvRZ8aQYh9krN1up@9o?EVe`P9!a_|Ya=Y|HxJ-?8!pH;nU;+KXCn;%%8^RC$xZhP|nvTY**fSn;T|Z`Q$V-a0 zVjfy5U~i~F^cI$qnbLrQ%k*$D3-mT~Xq-z6qyKng!V8VHP$sbq8ES|{!;Ys|m9*jj z==k*+`%PYrxwFH~t+1-NtINO0j~l=HrJ?pa8%q^t^W3ZL*nWhOi6{QY1ZIKz>k?`E zV}l1cmh-ms%X}HLV;t*qu~FboktTwEr!d4Dlm|gC0=>d=i{^yt1maIF7Mxqo4h<#1bnxOZ^xlaY)(E-oXNerd>xS}s@;*I9 zi}U7jn}&+3(c#}{uY9=q?2l;?>fD{HS4W3KZ>{ZCqf@-h&B)vnP>yNAnW}4H_VNvz z6)Y{nj&M#ejh>wpv`uAzJhDMg@8Q}y_o>xA-2(^o%YI-C9xql^^{WSMtKeAmlYKjX znM!Na;}0~Bocm(_<(Q0Ts?M9G9#}3`kSRHvl3^JP#m5ttE<~JlJ?ELR4L#jQpL9OC zy6k>+^$zK&z7)^x?;PbPe_8icNa5{NXa3(6rTdf5Fk?%1FvmIC+``^Kgc+?iP@94l6R-V0| zK6493Jl1{ilj$=vKnEGIU@USwqVux979FI20>x8WD7Sw79)Q?c_9&|Nw7a{yx&}_a z8r7Jr_wKVAit{VDTsSU0SS-7BL zVgfNBvba>(2>JlSS4@B-&!L}zhDZvsP=bFL8eSnP2GM^Ubx>sctcKkQLy<*h?j6riKfrdhA5aQXbD%$d62c1> z9~Gp_FIh@l5*T$Uh6VX{xqXF`0gcabI{ACYOLf&U*U@) z9VV|oARxC1eFT*S4QharHi6Kojymc+Q`_y|D|Wan*(hRa1x;D%5(x>1PhG2KH@XkC zJ3_jqqYrPz;q-%79E(7`T?6x>7C0>YP&8qZYpSc&@Vo5uQP!FRj=P z%9K7zFoC$`C9!BxwNMXq0c|@rIWx)DoXjRhN}Qg50J>%3Ak3-K=n7hGR=GW-FoDFM z7vyGHa%?(mZAbMxj3PCj=E4iqIw^pniN(LSpqz8q^R8d;D&4{Q90*y|WyEcLMlPl- zEKj|Ab**t8I&4gC08|8awQ+i>8t4#aE)f;A^Fa}@46w{V%+07cfjJ1FSFd(C91ty3 zGIj45)e-v%N0kI0r=Buk9u4oX@2-)RExn<7+$dcjrf7Mzq@?89DM#)rzB^K=|poqWk>g>qby^ zW1ZkP$_sNEI7hf-)R9DsSveM-QMhaM(V-;PyhUVz_k;vHATu*lxGmuVe!orw#1sn| zW!Tc*%Jac-8F}^dVsov*{< zKKKz(hlXF#W|F;NbhpmH$Vh|GHWrbfY7ke(6Cw?f;-pO-V)EQG{s#^ey?I=eTT&1~ zB6Nt_NB}M`jKT_ROfW8)zviQ?#=~6(;kYfVKQ9U4(H4Xd87U<0TC0yFbOJ;MSxgV1 zCV@Wj`(aAdAipUGcZvxfGeX+IbZxZOINFtmI^*{M3!#wd8U`WCZrHrx$aRqwM9pHw zvcMh#mP`Fu^@`xlK}-*lD`W2`=n76v>QwRunlj8xOiX&+K$J$As+hAE&07p^`FVdw zU2=(}uhmLqo&?BnQLsg2d+E}p#I|xE4oK7Ku-`3y`XkbJ3T-qheW5E^3t^XA_md?S z%)MGH*^ZT5_?p1_$tFI=6L{QsP6O8m$vcKp7|LAVGbr;%@YGf>jvgL%z1;dkxUoF% zU@b+lma`71V|eZY$_dpeKqb59wC^abEuV^j;;Ww?G04u=qF4DQ+S>>^m;`JB94xz6 zCOPQ z6rh?&;R+iP-liG&)j8wXz;>euhz8=svuBe(DFwBW5grN*39$98HsNU^_!3ngY0o9X zA_~z&kA@i@FKnLZmN?fQe%U2#1SDhDCijBcoHrnq{%a4}Evy5ae22#0Z{u4s?aCMJ zjoxwyfnURDPnCkl+UXK2-xd^_$>9KZ1cuy{tJ#%_V7J^$)p9sv0zY2>xFv3b44@7G zXO44F+Y3TPVa3ARJ-ZfK9I8#XXx;4J@9=oyi!)<_hYtM{)*p}{TH`JWi-_nycOJt< z2xLWrFw{=fug}RwDHE3MtA|(66KK^&rQ9lz;gCZn4Hit;P%Rm!bbH%xLT1+srMCJ2 z^oHY#YPxu+NHEn$f>p0-Glo|XlQ9Vy`E7_B&WXsBr}HZSn1yD66x~FugB-mN+EQLd z%~q=cF{f)xuPJvN6!h+Ce3JQAR6iS>u@jQuoXVYa(eNt$X20c3WgC2U z8Fs$EY1I~NRWUW~P45&VSgK%v^$Qo+-3`31r{pqucN2W z;CaeDAcM#SL$1OwnEHvmBiLhi63=6%%Nrve$Ev~1eC+l(_5cUGYYhI;9Xf{tEipFs z+u$lrvizBG!9&8#y~VSbs`1}o0vf_2`X9ASPeF5;gcFfi(a*TjLCm+wDXA}@^Xzur z%(U12H2gCKCC{HfSK(yf+c3Ds=~TvNtzUfg(8<_$`W=QB>%J#{D=8C*L7>iR{g9u2 z8Z~>i;k3^^!+aj}@|XrhQ%I)GMT2NTxCjv-Qz>_h_?>-rV1@-$GtTKcs3Hc<+aa7L zVi89bQVVpi+&LL?KDNVnA)gw(3&ZcebsLVuq1`}CGMGwFV>2yZ0nX|YbbTVu_ha1E zMuPS}Y_7SXTzs(LT$a=Ds~_wjB`w4D7YIL&9nNjw&@Q#HG+B9X)U zO%-!NAi+6WjRU9=HURqJF1#-dV5tHzU#4zC>XlwtTMk6&8U#yTgFz-**iO@7hUkKg zXCoM{tnS|4y!yJFGqyB+L=!VKPM>bgtv!J}H7io1bfbKcpFdiyge(&l+c4HBSI!#o z^~MIi2Kv1lpev+fg^8x7kCP_=FxUsxe6@hbZ<9f#`jMpJW%&HZ;}a7laA6BuoK|6R zf+RJc{feP1(1yHvfAdsE6Fx@(&bk#4L8uXzybCRfGH8B}BDXEc?Tt9)!+mGd8(27v zi0K4|PyIokVkBnvQ+Xel8=)Z~Kd#h0-^xprqZ2x6Mm^y1zAQ<+{+{S9O?Hthxup}1 zq0qQA=Yn18&wPUu)Ul+jOoC{B*cKPrfgDn5lwsah^e+KR1TJSZWLNXnV3bZDf)|SA za{IyVV+Ba4SB`%Ig2Fj#FQ{=8WpzPF;=xA;;6Hg$M}B(SR}qum#P>quJQ zGF<&Oc6EQ8%2fTa3~@vua~BF;>N^zgpcT}m96o{YJ#fhy{S}bFXh4V>$Q{h9(n2Gs zVS=|xKEuyHABtld9}|iZa{J2Dt@>IE@p+YG=*57_A{Xuo0;z_^#Mt(_NnARN{b&Um zh?=DOrpt(6Q-j!Ob6LP(3wx`Jf3H9Xh^jdVAC4{kg9mR=yxK+mYs8qaI22}oclm%%N(2;3DBPci~sNBz-@tS zv|O=o+Q1Tw_O)VqwIm+F0p56n3=QIfNAPBgCOi;Ig&*P?UjI!fR%K2|5eQxzYK>l7 z&;{i?sCo=qQw)GJq>lQ-N186mZ&;m=`$)lYIzd@v2N6loKa9hfLqpH-y)R)qSckbo z;{uCB823^Ti%9pNIeh>_+A8y-aTcE#XiQIi)3bLN^vsKvM4Y%#`4UecVQo0;5i@4_ z;7O)E6|HBbtZK>czWWZ7Av$@E1}`wg;x=KUse273BVnM4wv3e36qzA$HPgypIYP(P z;}CP>Mqh#fdL&zjo@A7};OfIH1onTMtQ}F?w#`zvVTmFbL3sS|$gE zYqD_zGR{L>- z)^EbfsXI2m9QQ#pj-ciwK1Z>IM9!cXufr%09JeRYza?n**c;v1L)byc>!x=0)iwg| zljTMRC%yynEevmoCIIn2spDDE2%Zk%GFF8vSpd`tVGC8)pxk@POFZF+JCOtJJV67A z9!z)pH+2|B=s|5)d-YIoJoFGbsk@?)S0Eb_`^I6L>xxYU3{I2dub_i3t`3Pmk3h&Atn5|85eT5U~*m z?-Ipm%GhapdOz5fg0WerP!Ay9wk!jff_|i4G?9?F%gu$pTxstCWdsy$z)eqL=TCxn ztAs}bQBum!lP-nA5}=C1NP$9ZOK|bGG@pTNgPn;pn^u(;8Fv&pD1uXzh(dv(RCexuvefP*F0C@|^_&L~{)v-H;ti?=>J(+3E5zA|0cRLYKm*F)4AzIzzpZ`* zXsi|N0Ps4*xNW#kCBfc4@SD?es9K%)VmJ#C;)>IjjdKwp?ok7k8N^52e&`bg-*h0s z$EJ#~$J!Cf{2#HQK8)7HgLV+(Q(D|1iM6NG7Vj~w;C;lB<;(4F;ihfWy1O^>n6-P8 zy>t&d03Hw;%ccd>10cDIT{s(^d3W(sNb=ovbSI{@rpEO!A5fu@m9LPjrSm%(>~KG z%hreLA3pOQjtKJVQ#ZIs=!YIVL%!~ziZ3uGbjMXKR(}zfRx`p z;}Vv&YCeW6VFm|nHh9B2Lrw2OLPCx-cq5s?KruI(Pl=v>8WQVkhmBFgUpc3Nlm+F3 z=qkZ4^mUYss5}C-ER_ynr=Oed2-DVdkCLBL;HVCYGzC}|JaiGXv0zWki+am?nG{Oc z=xJ1l5?FpuLROQY24%IoFxa9TQEH}%ItLCN!!`N=&$08l;?#xe&Jwq(#cvG$?}v+B z0lIfU*^VY%(te3_m9)FWoPln`7EoE=v3=7x$9UdD1$Xg4^NrCHq2vYwi+;EEb=#_X ztok`ps4)cB=s}-BIpItc8HKZi9|>sp;(A*iz*-Vt1!?I zxc=qbC`g5&Q8&Oj%!5V^Ws6_;cVUQND7mhY|4qZ3n>tG89!hs~Qeijlyn1p3ya!Um zCYi%RmH^jjo(@e}a^@7HtO_Gx9^z})2BrrMOrS|Qbf)8+W?VdQ53$M~DhUywhmH*@ z(Vdb)l>QP&!hKXKu5X_2fub(y3GwiI-x^okT*bujJiI-sK~uQ`0ynGINw0C9kg#7^ zDLuO2)EqFW>*#fd{zTsyO)Jqz0rCrKYGnx4NlMt5=XFw z6FwL|>CPb&n5IR@4I*T!mDGm9sG8r5PaBx8WSEw1pli zeWu0;T@ZpRfGYk%|C{mX|6*Q2=lg&7HN$>!ttV>lgk0T0-@wo_+L^lj$AA0>0^|rc literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/ke_Das_annihilation_creation_from_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/ke_Das_annihilation_creation_from_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..1874e499f1f79100f5bf8014053113119bee674f GIT binary patch literal 29828 zcmbrm2|Sf+`!>8ZiAp=ARA^U}xk1WIN~V%o6q*nUnP;|UijpB2%RE<-nP!<~NHR5; z=M0(oj%(Sq+t2@f-uL_7&+mDDo7GzPy6NvtLs?Tll?VThs-)%~#g!U$EBGgHw>6{`#6bDc84nNcuUgI)CiDg4X#uh1$e* zyb*f2AODE=Z1cGOXWn(|E4&BaU42xv?QF-GZ0XCG+lzcdj|{nrS4dR!1_=nX1c}$T z1`AkuzuCF`0B(drd9LniNK5^VB3DU6ei@`=$5Z2HoWf{L{l%F=Cqn&2!hI1d^_NXj z9t`9c_mzL{r+)f5?d^z#>|J`Noo$ULRo;}%}$h2Vtx7VA8D>m-E$Etdx zy)P59Ix+~it6QV5adzJ zH82k6lx%B?QJ50eeD-X){YE+w<(nLe0q;&f?wlEG8RM*Y_pb8Dz9x1zH@Cdm$sU7d zb0sBjv#hqYtfIDuQ*(zro1F&4YZJ9nb6+0fcxqD1edONG{l><|F>jRXKN-w!vY$x( z{P`ruwrvTfbt#TBqjff4U(=->xa=HxL2IwZ#C?r6D^dLu8z~cVm4BT+-)Z@)izP21o?;N5LUs+1q7l3!lzfTDLQc z*+1GXAW$)}iMJzXCdkvYq0QlDLQKMmw1;0uuMCLjYlNm8F)%H0ugN_nnz;nP$3 zzyA8mq$ci8RPNSmVtz8o%w1e-G5Hjr%mEq}C~MiMWVKU5f7GLb2mB4-Q=8=HiO~ctK&PaFbi--0Z;Insw`9 zBO?CPwXHXp94na9jcdk$k9@wg5^t2>zkh#%Zq75a%r8rl^$YS}pGi8ArOJ2wnYx9= zBmV5pEqUMHZj^beb^q8<2EM9gk9DWA%%MZvTee8sHQ5BRFcb=hw$!H#%+5^N4CIX^ zoO*SYo{mn%+WIM0TYz-M63NNVNZ+W*(ViUhdWke8aMTa>K7W?cQN;CzLnzeuy(+Y&!%k2~fIW5YxjPO0%9UDpZZ`YR zGzJC+4mEr|73~ww{n2^-(OG+=Z!C|=bN{0yAxCMs~(+t{?Z7xS*cKpn(4T1_s?(caY z?lv30$#r~xLx%Z|5!&V;*NL`uHa#DX(9zM|7rOY+(#lHExQZQ@3bW$%-E;Cer8ZSx zzd~Xv=|if1YDTl8V!CPFhv5oIxAH08?#UG098Ij*s^@<#)QDAL?Q6(5DqvKuevN_k z>4k>9+R2)jn4<-=lZg`JpBLs074vxBxN(PlOgLb#cUkbhM8!aU&s(=@FVn5YI^eps zNwT>qzr6i?-;>N?9#bd(sN?2&8rWqYtSZD~cN9#k9+jMV`taeyk+&PoKpr#ojLUkwq2UB1O_E^m5z`su}QhoWO+dBns{@CPcAaT)yb z%B%6Hae1G!WHrsgC7jr$WGr2$zsr(fF5)_!+3Yf=YZv-t_Iy}Hhu)`Q?w$_UXCKRD zwJQ>Zq9<7BhuX&kJ`XRaT$x7rxXK=B)|7pf{ab&|z+OvB%VL9;7U$txn~UyAy5-9{ zgiE;GeEwYO%vgU@|C0mP7}lRUb?R+;on851$TZr zL%6!PK5d2k+vYr{6|Z*Q#GYS|m2k+!BtbUsuZ6T5R;^lf_0<=PK$(LFnYYS%^J?T8 zb=RlGo=VrbB{@6(O81#*9e?DZTN~KE`|k~y9-b_io09Z#L<$sq7#S&ET%29;Fl8X9 z?$4I)+C+Q}My!Y5>HC{?;wgPuuiwWW-LzFm=;Ox%w}PBwih1T zAmH5ONzJXA$$uJNnDwkq!2icF1LM2V$;Stc(vu3gGF?=rL|dNe)<~30vL3r{#Z?q) z*K9mKF~L;tjVUYq?m4-BM_+}JacbbH@pi$U_mS7$V_l3*xz0?kpP3vLn4X!rm6|_^ zaQ5n0fotC8qVe9e3eQ^^nO34L<3kw(wTXeU6M19JrgFRYnl*Ov^UMbh1L4%P88*&- z=d$TM*JqgulPu*OqS0dc;WYY%eEm|ZhG+v76cyFve|0c7s%qHI5yH!m;B)!KHS8%yWE~=k@f?V|U>4!PfU%hr{VzpEVuZn)WK~vl>iAs03A5|!J3Ta1FP#2!~fM6AMv6{`Su)+~ZGQLMS%obR1_cFWkAL-AmMof< zl=N6`NbWR8mMo8?>on3tT3k2~-T6_>`zVo-KRuASZT}i)cqs+eG-AiFfbbDIYs_Z_343 z(#Og;b+P|w+K%`mVWv$(jXw@|G(1}-61dkUzr%8*Qw7nh2XSVH#*ByLH-m{V&Ve3( zH)nI*v>$y9J=lagd5-BM!yy#JVUuV7_+%>1II``?eNJxf?vU~h=dUGNgQ9~Ez4(2@ z!@~=$N)2Xs%R8)gqz-d?2O(+3>mPmS*a4Aee8BU=_Ctajk) z^7ji@ibVi2-e#eu8V|-*~f`PLD2c$?Cfr8UN_5cN}~{ z>mL%5bp85LZQivjScEEFZl-ZvV2Q4;o8b1jQ|Xo6&*8GRqZ>Io5Zh?nNC{&%bS~9k zrnkhBwY=lLf8D4A0tp*;Lf@L$&lOVI`P-epILddpmJQK%Pa`~Af4QBId4=3-i4fv2wnQ zITBox>tH2cg&;-E*=dGlRkd3B$uBO^=JaHp;Lk$|a$nFiKvhkxHpk99Z=yYze(6%q z>hD-92I)HKRvqQiJ+{3cH%m%N)+Qex%Po)ROh<)aSzbFcH5P7@gT;E~$`!7C`?Nwu z?f7dSGcqz-1NwENq^Jd+wyxFC>IyOn8B_-qlg~Qk#8o%m)syM*y z&pPjF_EN=+>;q;KV@5Q=Q?UN@X$gUYEnA2OQXaC?6 zFbh|zQB#+-Nq=M3llt=<486xbS&3@p*!B%|YRm%EwpwP19TJpm2`}>;58dkDlK#DY zVDzhByA|gkxEwzDU4zeV^@^z?iS~ z_~0p*p`z^^ZyO5S+-88$`G$NNB4vHD1FfvAmNo4?hC~I>THIwFHp+}q{}3DQ+WkGL z-n?KY2AQQh88Yk4 zTk>@k19-VKk_=91I`JjradZ$3HIb?W&sF|u=U^=1V|4*L{zqDB5*g}rN%IUYtcKC9 zYFT~f?^j%bprm^gyPJ4R#tv$Kx|FI%cDgB|^JIIlc_W=80?&qhX1#2;#0qkSqQx_; z1YIVreZ~O3{Mmh8_c^=m<@svot?pX)c4I-EqU!yM2XWs5>&DVveW~mD+gQ9KO=s=6UO*PulZH4DQv z!}5@L#T|K1U%xmR=F~6jf+2gjx%Q8-s#Ec7TCqx@RS2;*^#*|s(+@QDO3$UrOaRb7JyXa4?4z(Z_y`KCbfnZ6 z$I527b@=7fg!%xOB3u<4F;^Vw1!Pf}y{>x+ds0 z>pU~~YNhARn_@jbqGu*}6`claO+O$!i4T_wh}aKC$Zm1%ORwv`wXa!ORn@nJa)>kWc;m{iA^ z7(c&~-i2G5Cm#sbb_U3v|Z|@HVfx7LxjFM|jYJt%bqZI>9UU)19jX*N7;F-6} zZ!z!snpAiWQ-+<$L&}N`qP9uhACeR0?`|`m`qB3ZnJVZEm)Fq84%5`UZQx|eLPfQ- zwY9U`@0&h#o*0tenwViytAI`TAxS&!sr~oUh|_&dIa<^ykJL^x)Om9D#vvcJWRl%c z9Fn4o0aLV@E_;1nIw!)#m*L3}=W}O3~#mBn^bC4(61_pK{)^^`HM>rkx z-0z2O-JpydXQDz@o8n! z9~9;K!Q~j_#tbAZn8SxjPrGOl`ckWas zYoY$ZgAK)HWqcPOMIlEf7?$1F^IR(P#cBaXU6Z}@xr05byHP}%FTq^L);Nco#8$9NDAe6;)Xrv{!FY*0J84>a&42Qj*iZq zQ3O>hU7K1BdIp9MSJvspeg9TSz}uDXzYAQFZO@&H6S3`$Lw)XaAspYks2!}Rx+6)_ zg;N-9EudB&_2$fr-x$ZpU^F=omvv))9j+ehViB>HTfJRL9T5VP=~_Ou9z`1C>eV(t zXPrR2HCPgY7e4JFv)NOZs)f2Hryol>TEb;A4t42$5u1d)=FLfn4mz^lEbmK$1e!*% zwH-$~A0Sk9zn9&lfy852dhY?4vvW<^HrcJdirm)ZKG%TYm5R2*H`(XTfj&z=U;jk9 zZ7|Y%L0nBO6D6@iZWk_n1d>2{1J%= zpy341e^j2E?vONKzMA8WNi4d%eY9M3Ak*B7Fo5jFbF(wqW6e&rk4_x`!^kNjqC-d= zBv`xhT{F1%4SUbu!>}=}SwmPg)7RHm6_=OW*43vO`4ECvMn!o1Ee3X85MH|#bQ0t7HA6kr~BjM$Ry1~!Yh%i$kqUir{HUiDkLlQO^C1+yFA0S z1ERLQ$|fczH#&~(6b_8acbQV~eP-U$&yUXsqwnW!VA=MXk#MT0X)qUJXoCUCKq+!9@{$P zwy`yML{dT^>{b&}xL~Hw+&2nT5@;KZ4M^d7ZZkGi5a!9mQ}f^etuTxC?m}y<_;j-- z9q?5T%<@Jx31zYYv~m8-kK<#r=l2GuaezV80lsP&o>KvdM8(nLZ{N2X9$qMnY z5R3vzkQhoOUu(P&hZM5`0oQS?UzhU%?=5V%E<{h8LNTzV$lyl-G@oVL4WwXVZ3dck zk#N+&BxOl*4t8YOzYQcx8KRvd(4@v}>GacxXKo?*Ma!&e=YIDslivej6R#nz1iV;2ppSecpQ5S>lI8bp7}$HVMi zeqi;s!<@s9JIaD%Gg@4all@ru+!Xb+Z&XA?gml9qTH2htjyk@S=AfyB>;J6NW^l~@ z_wL0#dbHDLXj-Ld4Dj=-1SAMSvqqsYfnLlt35+^A_j_%fg1!nnj>J_}SKDBd1v1-_ z>fb+*qyHh|XyMFJcW3OeD#XIHMM`E1iRcca-L=&qf2^VU_zVH?X4ZA^@Yl~E^9i1P_eUPe(`?j@Hm_FfivxB7 zjlp9j_W1E*P~dfdnhH0aI?6+@6fb+Lo2bbr&%LH3>&GL-H~QDC9y^Vhk^N5iU@QX6 zUzxPcP>0SOrd+&uC96mjYTc$Y{6CNkOi_?rncelouxtZ3VO__rXr^aJDHLu-h;$Lf zInX8igM*KstNE^_=ODAzOQtEu&MxrE)vIfRtf!`?)^(o>6R|OQoL6J?t)n9rNu(11 zh0{+=A=c>$fig45kc63VY9bLBg$q$b0L1UG>sr5;@r@eDpDNegfhyNLf5I^6OvyUP zcJUTfJNz%)Pe(0i(^Vzo>gq~>8472wBs(DRcq9f#6b|AkUC2%#*u|FkijZeCP|`=0DO#djpXe2m4px{5Sip2;Mc<|CB`E}U-(Bs zGdedh)aHoAMV2I@f8vqgz1jb@jtEyftQK?leO0ugO_NO>m81p}1>Bf4G2GE}ZIi3= z*|Sju!4VWgM5g|NIalP5E>H*W0o_Mi=4R`}J*EJFW3anSO7HDL_P6j7q=^g>|}H7+`M(yuJ=oqF5O8)kZ*6+>F>ctkwq|1|T}Q;7VHnLQ~vH*xt$AiqP9)NYY?Vl!CP?OOh79E)VR{M&sk&T6Ma zrp5;L_2&*NZQZ-~!%}+s-GEdlZ-Ozj5DD!U$*~*QYldaBb@%S7r3?&vQJ7xfJ(2mS zGT(Nf`GR$SV?FuE*RNl1LL{v^_Uyd&gJT4-etS~F&+~K!{Pax>hJ&BWk9wm+$T&AQ z2%0ea-b9Xf3i&qv{hOkgto)mNd?H(VR1&33B#4DWz@RFSQ@+K=hV6cmmbR=G+56ru z1n{jQBA*`VB)_$((=|$h*7uH?n>t{NyiTcqzP^*F*^~%%0#C`$|5EaHk_T+#U90$@ z?%kcO9P+4LHV9irfvqQ^Bq_=F2A7@LM9aXU?87F0HeE*pgoQYizYam^9ps|V?QTan z6@5xKwE@*JW?KKmz&Gl+S(c3NNacZ*UD%kF(-Xs^pklf!9~|heOAU9L0_!~5`TjtC zeLazin;kk>%Yp=Ck$D8#oXI6AZC)ykM}{C{ntXYA1(yy);AH~fz*ux)rUKaeK0ZD` zidX=R+GiJzyNuRqkwIih?u>ilqwsLPrHl86rdgs;Kqq`$*Z6 z(~k+9EG{ZiL0D_D!DK`&+mTxt8UZy#2V2kvsi-F1R11}$^zjU{T7NA)?SwNqC-{La z@(i?01@Hnd#n``$)VHdj639vTb^}d3j5F zl?T@`TJHc8RS>X4KLv$wW(nw4|IpCnr%(6z=vjlu8Xvc}3k`RjEIOk<5t-Xj$5jk{ ze2?SExv{C~O)m!rEv#0L+}$2+ST+mV{kwE~Bj0#~tgD%E=1B{Jzpf z9$2<`(V}y2Jem5RfZOVZEU2KQ6u{20eY+{Jw1{Qv^_+6>IcwP1Tt6KDaLL1?u_&`k zUYI<3#IcbGr#mHWRk$L_OtoO`!NN$fZQG^RF0UHsc?Q+bKOiutOaq(VY1w>EG4 zTj~bgwsrqCVHSpX!?N7Ao6EWO)HK@T#{E?-iuc4QE>vDmHRwbraGCta-$Di(s-tP* zc&TN!GDoQJ{NKyx|KQEMZLxd3(CoDjMn$QwaWkJxM&P&TguBY z(9=>3w-OJNRJuibTC2ROAcK?r~2_qst>iIUZM+aZcSEpGsteKZ z-+SF~elMoQiQ~|L;cvgMUr<-*nFVo<)ZzYIU4Gb=qhe8J9D8%yr){xT z36_>h4x;K5p&d8B_RF|Uf4|nB`HcajEe|{UL8OA(3dy-%J#*%(Z*Ogky?l8QO87V^ zDkMD>N`Tys*?(yX7o>i8jz}TDd-v{K7jBH01c&5}mCF>B<>a2$f5G@{-aqCGxw_}R zX^IMb9fVm#Nq=NV-iR-%-?o%tFeaTaB-IhZ5C|E#msqvHE?L&C-*fKvGqa`ygOUJa zq{c}Q8hf0_Ed-S4$lNGpHagPu3O8w&@kv4d|gXC4fPs)80C5S7Vcwj`HUj*4w<gRw8Pcn|IHqeXB=jSx?RK)^O#G&SK{rP^I@87?Z zELS)Qg`^9-Y`@52!d=_uG|hlsKbaL$;UMau>UpcoDOAkZb`S2=_gztux~8VP$E7K5 zkx6rUhI|#J*e_~o38D3`!soEL46iMYV2q$`QcTHe-_X~XRUO$2T0tYvag@Dn1@pR1 zn^Kv0G~)o3e4|E2tTDnwsJKmXE)O5y5rB0ysNU@IL_3(L&(&HlBJ+ZhQQvQ56Q-(G z=1t~U6~T!f%NC)mwOCL6(KSi^!-w7BM~KFhu8v&zxks)tul2z-HmU^4r4~bsQj-v9 zMu5<|L7n-rLrNtkKS#W3Q^XM%2iFAQ&p~n3f*6)}5bq~+jQCh1;la6JE+8ZbFal5A zQW9)5{ESw*`LY*%5lX13S&W#1d{pkas7aByq>f5V96a;(=6hfz^#WHHB7Fj<-_9vN z<0Bpey4?iE9pa&Yh(uWT#UKHCO2N&OufXQoK}0WrTO#!O!6T z&b+$+E8g*Wb+2s>i&1I+>9l${bPU-K- za@!JGiXONit7FOVsu{}SE1fUH6@fQOOHUS=-12A7I?>Q-t)!t;&UH6(A!UG?e%vb_ z>6~F&8}O%m@w-PsEGsDX>!<<$@Wpn44l#2E3clX!)n-%$8M(F>n)wE>AwF@AmkL(| zFNA})^fYtTvkN56N~Nm~23dveqooj@n&N(AC|r0Y-HpAXYbZNesh9kZfg?lm8|%K) zQ?&HdW4Y1pPy$?#=b^B-KhlYInJOiz8Ben$Ba<46{^bVVDQg&0lc3SeBT(IYj=b%; zwHSa*=838b$?%_7V*6=17AMdz&H`h|aP8Ghvtb&SsA$9M>y+nX^FT%#BJq(hu_N*E z!u`9ieY=dv9vK(Md*wDj0F_13?0_)x9;VDEjk|gucx}2zfK|_HEZEI%hcK z|3N3Mo!nv7K`F>prp0RlK>_FdhUN}Y?arycjlaKgPWSJ@MnvAX)q+LCqsjCN27B!n@pboXSCF~HKFdy{0Z~G9h_q=iSt7sYD&DGcqtR20H*rPZNA-EtGbj{Rh~)5K6jX*}_1;Lz_$p zXlSZKKjO))Qn)D@nNIHs0n%0ynA1{+@?uC5H7nuPi7<*mKUWi{LMql-$oBHSutL^G z%C3AUX^2zVs%!t{3Sqz4jlpgZgEh#AMw@Kgz67KLsByJ9 z+f~`54@BSHKCJiP!Ow&niG)Jv9bv2XIJo}E<84z4i6iPict|3Ip^o0Nb*uQZ8(v;& z)a=W_@n)-Vg?@NJiV&PEO0m^565`@{A>~WSNRUvN7lm52zYWEBJk}(*%COnt@HtL) z_NbTMs9h^epm;MqbDJNy&ui`O9)yV!M&Mdven24#;D?k|7U^APXeF7(wrP|8IrXvW zF&Xi?Fmo_g$c6oNsE=V)DA&*osEL$q=HV&%xi8r}w-v!E-`|wufBSX>2sX|?|CHj< zOtMIA$+C)NU=fOFZ9OZmYH9g|NKc^RGkbWCKRf*8%NHbc`NxHHuvx)^QdqLRwOzq$ zZCjqDRhc(+l^=#jPY)uJPn=Oj7+W~6!51<+%fLsVLBczLmhsR+FDr|pF){!p=Q(baFV#0$17iMl-vUI?N z@W?y1`D?X;{RD|!(q&Bm;{9D`t~xnEg62DssZ6{Hcr@t)2T1LVlvR|ZMqNdITfqQK zK=iN3mJkv;1_iHfq^sI18OBv{=yP$o2N3l*?Wi&9fNFE5Fj$&xvWqDBKGZDKR&17m zMQW^Yr0fp6Fw6F*Ha%=IG6r0{rLCVS&#&Df9TX8K5I>@0+Bw;y!jnE6`zH^i;o9ME zIZ1Ah`(wUTT*JtC!IqPv%th+K%U2byp0Zs-*28B3Y9_VND`)vb>9n#CMM#TUjS3kp zroDWZc?|=loCz`Hjz7l=wvdeJW+zpPMLZI)4jBHb5~3`n~p-b*P7OUPTh{APb-rdJEah&+}I`v{l|xNa82ZLGZDeCK~TAmWnT@YF#S;>ev>7uDnAm$h05p|6D7b3WT{l~vk-TL@RPP!NAUdRosrb259<)jEHq-(g0-`>ov;|e=P9{>NYL&)SFD2f_nuO@x;Xtki~FKHmKG_NZ@@%aMEu_LkhJwAOL0?xcs=GOT+Y}4l)et zhS)Pvi_h**;y1%pfLgZ)Vtg&KSuTq>xmrZ-orqx4{^a=W*1nn~Z2_O5Yiy2k#7jox z5Cn2fDATI2@-+6q@J13SqB=>Sjvb+P#O(tbx4a>iT#LeK#NMeFaOchgRMK7gbCZFj z9_G(z=yODW$|&-3BC@Cn^nAmLuw;!y%`Q;9e(XQ9D6t?Rg%W=BzL>+4n4{q-y}jqt z{w|FfkdDp+BM?A9Ql(11S(8XxYpcEAK9d?b;wIEg)#H;ViIW&@P*mE5qMLyms~)^B z-;h009Ed))9pQg4Zn;qJJ4R2pi$L(fz}{Zo`ty5<;|5!`c#vhFi4}e`dfmv#M zQVUWDj)8Fs832{k@W*lhSP2O|-!(rI@q`V$$Un0r*7NFZt$CR?2&v&Pjz<0#dwB3g zmS{C2r0=Ikr!Gy^LOq8`=3O4kAAdxkT+Pg=|34??8+8?3xvj0RnzZLxT9zUiyPLc) z%jiKIzWtKr9HVq%I0drgc(prADYyEx=^ zv#nLY=I%iuPK*)&Iq%huic|LhC+E8!ICm)AD}QmL1Dn2)ugSl*sOehn|3|`j_bwBJ zi1kAMGcUGHSW*Tz1FYy|Sw+G}W)ZETx*N)u_d}<7XyMAgV=LwJw|}P=>Zh3*M;LpX za_V~jNQenx>3Uo^6flq%NN`SspS1Mp#*8$9aB=1I+Yx~;VMBR}MJ6#4u^j&0;skO|bPa@9Y=Dq_sF({X!`tjLvt%4?c9Bm{MdF`NhbGk@^{hEN$f_ zJrB^BVWXNqz>0kGdau4&Shy!&mDtygMCgq z)ga!#iHakir)aF8bEHG6xL`}INZd`_7v=fEJQ52PUeT97r*}8uEVs$37cE{azieID z&-xuRMqFs99*OH43b=xARaI3Dte!68U#`IuBDn8)al)Y$@v5ighvzJ0vwhSb@+p+V(HEYD?U}h2! zlz0E)+10E^T8QWaoXIBMO>tf*-pO%q?}htB%a4j;Cls@Iz8+2~pc7OH1KosEAni4ILA;gmWAm9F*=stu~TT zFhg~z(cQs9^i!JUD?4?Hj-HT7EEFj^eD`DY@!__UKaL_}paHBWmzi)Pln8EY&eI>y zKid+kRRU&l1)QxlUaK^A?cZPJHv8MgJAK09#bRQ7KyA z7Jc*-zr=YQG3In=kd}KT;#wmZc(U5@eKAN2J~ps4Z9w0iS$5a9yAKI;rMD8P2Dxr{ zBpE|%V0ew;3yW}N=X!?ZY*%%n-0h#+um z-95!jD1LSLiAaG+x&1n%V?Lxw;~T-Y@ua=N!*XiQhIBBB$552DsU?T{ZX*e+^5J%h zvdwr9tCY_3Dear7Gc%*@82hAr^QT;4GioOzsk-kWFaN) zIC2}H9N=}dGtvhQr)IhfDG?$?Ztc#c_x8bHxAFe&Ht`FMnYv0w0rd}PDCMi^vIF6b zktIeu5=hWIs|_o@>OgZ|x=oL!eAR)K;!*IsNE7!c9xV|DwRrsk*Z#i$j(w?h`8J{9 zpyAHW0xqHPL&Bj;z;;S8JqOEBMOxj)D#V6wk|u^tZqq8HHR1mkr*!|K4x&B#L`BGO zt}sQNbtEGAPgtRdr;;>YfTn;0Pf1umT)IW~Qt zGysSD^~O>0DIvx=C{$3Y2~!V&|h#Vv82Z9k_P?r+n;KnMc?uf+68bid?nz z5b6H<1TO6go7HcW5YGsNV*~=L11q!Ffk^8{V`Bh&`nmVgSh2OR>c@~);=h4yr%Xou zc~2joKz49@#M?CVQGb?mV8X_e5jItL2rVVUu zUAjaXf&gLjK8g^hA)J84qVrjQ<-898{K)@2i{rUK=T2EHp9`OUmqXks#;tO{QtU4Q z+7U`gy7o`n+8NR2k*oWJrS(Vyil|D9OOspN`8`OkE>^_3y8j=Sf}J*MQ={!=xlp{ZK7 zgKC-hTX|Tz+>gzr=6~t_*t$h-l%ydu?>YM+V>CR`UP6=%PUonpB%Ch{ARTd7L1lBQlt#?Me>A>f{y{gRp_1-Gz`rQ~}Tn^_yvG z87{qcC?Y8i5rupcaHU_E^N>6-&!V_i>(pNuCH{Xcrx=D2pA+}4SOMMOy%#?Caq&Y2 z`&p+F0UDBG!b&jN+Gv<7oFbwHq!D;ALviMV4)${%TH~S5!YAC#E`ML#=@~Kdll%#* zMJ;TzpyKzE&i9KKFOs5Z+tIKj;unOKTp2pY`dAcX3Pu0P-@dzh_ilVr5@j*%n1;1A zc1xtf5#2wpz1r`=V84nkTYkuVy{D(AFZ+K>pv0sGmMIwqB5qh0bYqc>Htaf0biV`` z5S~ucgRqs@_o!~~&VJcKM%y5HZ+y^ z*{K(WSU~fu$jM29OZ*w|Sl;^5P+Cvj7FrEUEY&grxACzrg&Y21o?g&PZUbHm`*%Pn zgk8dbsPD)nqbPDovs?erZz|8aCMv(wtlRNh3Z@cF%F4>Z;WENIm&2iEF1+o~lVjB4 zh=lx=*@4Vg9{}Wb-90Mtp0rn>ws1-^2T8bK!2(jU+tvTSNyt`P+TMJ*ZBke6G$VKn zAp@!l( zN`1X{|BDmRxqs=VLAbcNlrz}l!ZF_@O&+@|6eh?jxPFN6zli?-NFDA{be<-!7|-xf zm~PF#y{+{uHxG~0ix)0TtfB0`< za19*^%{-DSB)YqsK*A>f_FJN)vh^gO?v!Iex>}DQB3#aV;LR`9o}xiR(u&mjkN;J* z2V7944k72l{~cV2D}~vE!Oaa`W|AD0i;hvb`rGUVXFneHUb6G(3t0(>)~HPn-&`7( zOPnE}Pa4lUQ=!mv2hQ$0KKJfXU|{z|9YZ^>>nLy#ou;8n^bq7G2$J#Fum1&mK-+JE z{%4l?T*3KoA}y+VA-ioabGvKnR)OkL&cBK=W9>o?stMWx=E7SK(611rnodJBl$2tg zJXx@YrBUnsdwE~xKUZoiD6)12V7|+8aju}$Cg9M zOVAuZ-{9x+WjP+LU!@GWit>eB9r%hsGB55XH-sx_DEU|CM_)mq_;_>1QH;L8 z27I2>#1#Dl9t^`#G51*kG)f&9{L-kDL6{`5q7tj6%p!HR`PEQ-Re;yMFlxIxEZfQ zMnTVktwW74x)IQL8wGxy^ozitO~}5l+GJEXmeJi%0R=>C!DqxMoa<3SleS6H1p|pj zuXU0*wTTUjFgU0ZIZEq>Pl}dyo;5YFPb?C%~nV?@p#sQ5ZOsiIXaRmXF z5fUjWyLoffr*wzZ+qbtQl7V%bYG^^K=aeVbj{sinuVtJBmp(U@t4z$?b>{6mvy2>l z2uFKFqg1^xI_L$%={Ai9MiO^n-vw(*R}nGgj=U@n$D|ti{c;)&)8fHM_ltlP{r<5Z z1PJLBa+-R$Xz^k$PR_XLOFukFV>;3nIVA-Bv_d0#& z$7}gd#6jQDhF4PsJU3}`A9zbOzv@XNOP@V^wiBS#s-PvuE_Ltuj}dWkoWu`9&UYC_ zS6Gj)BEJeb4a2tg7&!tFhZgxp!OxorjgK4+w#W1XFGN9N{6QD$$u^c3O*^Azra0tR z`mB#^Pd>hG!sjYZ)LOy3Qwj|roFmI6$dIXXK;Ifde`g|`^ZjG!at&Z7odQQa7;`BksT3dGmDLao)ACeBg|NBizrFaC86`n%1f>LESIzY)!ZQc8FY= zoD*hJBhE4*g|D_+`x&^BobmYd;^rQw!-SQWxbazpQR{ z?BUZz>rM9D>=ZdIK_1qfyr}JA_R=tCMgdTsv%HL;)&9F(4f&|{!GYnYun3Rsi2;Lj ze{Y{lsL+?Wy1l=7NlH6uDDM#LptUkSM4L(+3JlV+O*l8KL}Q%xLfW$HztB*)>0p2W zUu*dbq~2uAb={j%i3CD%yjASD%rh~{_al<1Ta#n0>E>?zHft(-W2 z^c30^O{xz1J~bUPE1PRw9V&EDTF|8CHrm140`*hKQG4)i;IKO_2$V%MNNq6kF+FY7K)9Uv~OpJ1;(iM(pDEQ{jB%VXx8rdi0lq+;$n@*2^hcbH?M=OyIb(A(` zx%Sv_aLr6#(>9DLdI3>%5v#;EtorvHfhQg!3TBu5=x<6S#AU(skXKGG9MxKg@Bo;l zOIMS{%)N+C#90S>L<6?kCd(4Od4&R;9XV9t2I0u5HaBXchDKs;Te|76nZu6gw6g6a zeza&=sN3DR(?oM)5y4_yb3vAjW(09X#;G)M9I~aQx=WPl2)trp7;~CmRI9fxP}Y$- za_QZ>ekp`OWXAaa4a#y?6}9^HCH@%NU80L9?t!88XUx*-(E}zgb8xxezgZf?t8|p- z4x9JOM!)*=BB2v{cU27V4Sd{H+B6k_S#02k#JUEnS^y2eXn1#ebQ{HS4~hz+>k-eE zT^`1l3q6NPJ839-|60^td}yrIhN9H6+89VNVxXN zxfbL=29h%!9ut-cu*-4cag&GSPiK z3YT^_4zVB|u2WgVAPG6e#2Q;WDU@dLMASY$FX3{W*s=K1>la`js?zJ)`P{}r*DyYW zV%3Evv^qj`lemS}E8ii;Zi!(3nB;UZ!YUDd$RE<~HK@So~`?54yo%TWRoqxHBS z5){~4CqJAA@G0sX?)>CD!&T%W>SS%rOKwB%Ux3x}w{1neL@DAUo842G;wrKvm!^lo-XkNe|5zfiTBz zu24V@UvjDoX>*3KO3q1@nC#q2Jl}rT1mFr&I-0nIA|q_2KK9VD_SH*EL_=2a;CAK* zs=SL)heYw$@6>rbG%Flf$72#fhK&Oc<*ZXgKpc^12Is2Hx*$Iee$A zy>+iW@v~9g*m+LPLt6SpOlzXR0-eM8Jvcup9DtQP776C?S?=AZNs-Fp6pFsj9;2~P z*>EDSd;R)nTg)#V{hPk=RzS2OoTGVxKl}QuEKEcoQK-oIPjIgKpJM)$?~-$sfi(fi zsI&U0q~Jb1T(Kxz^$6h{Ick=;r-=^lwdYFRv@|XWNg!JoW+VcjVK`NW7%cw51rjUH zOYtGcdp0?Agl>~r3QyzT5*8%{p7q0HFQz9PaaPze4)mPHt8Ewm{(AL&oWq8KM1A+- zaN!OI2!-Y46}=SqBgdb`0kXVFL6FHICriG;!dQ%$3LDbL85mAnoxxJ@8mJi zsf#m!oYh7^HpHuqJfpa4(|hOl|CYohk5yM!<8YTLk&7?qZuVtH<0PCXf1=-O_I_&B zyV4p^7&y;F{j6YYbyry&h4SXzCYPpPR>9K)GN8oA=0!Tl#K=x zS6vn+-q8C8h2qB5?J)e+OheMD|CH}VN`6F~sI%t=frWz_q()M=THL`cY26vMWy_Lc zv@5($?xt}2c-V~#vHa8E=)VBz7ar5mf$)s!mN|tNFNmg4tA5eS->#SW(14J;LQkov z^KOA73`;l{k~$P*{nJi#Nqx>`a<)C;i<30g{PBl!@05pl`$)jTI1_q_yZqlzh&WT* z9{i9wCtySKO{T$`4X@Wi9VY4P139xd^zUt~Sl9qU!F*m!~nuE$}nKK+xX{e$QT>cXjN zH8|DOoNNT5-`CdF$80y9$91tE^@2U*onE}okNc~EzWJGUqxw0D`@_(nr|YJb_`2`> zc|*@uUF`oU?99V*&i6jvJYzXSxJRAMNDF(f5v(LQ*LHF3*0 z8Es;yiH=dyBI8I=qgALxCaIJn?Vl1KA*Oj zYUt^$qIX|R*ZR>03A1TyQiOF`_l=TOx*{Tc`b)2xGH2_PRVTi6OWIynop(Jzf9%+z ziro$;S4|uEMVnE@_l~cwn7i8b|86@h%cS#5cO5wS%gfb4*##;gzaNRR9~T=NOIO|V ziPteLc1QNGiSBCWiYKw)1GgrZPpEFq`|At5j=6Pphn@|#wWbfHmHz6d_iu}JoRo)n z*G2gCo7j+W(edUC$;0X`PtA=Edgq)`R6OmLtIa*HzPSg=EUB8=Y0^-<{_ctcX;2uo z&4c=ZH(qM%SZ?ZW3)o!R+^@5{#{BcJ@PK90?GHD!y&LeS8Q&z2Ig)!krlH}OyRM}) zcMPlDj7v+WL83Z`u_DDr}l3B zJo3%NjQC3L7hz8xl$MTipIej!<%5v+_ftXH#>+fB2F-7K=vI8JKJn4(04k87FMGZ zRYLo{>~nU3-U6or3)Acw$`XDP&VRdi*LAs70*t3LygYtIw1~}e%&yw=Ps+!tDds>H z5a8?QU~(h@_QsZo2p0Or(zYiF-VgA{&$HpyzlvIhmwSI(3A2>^6{U_o5;61jhXPceYbV1HW+)Vj zVU&I40j3Hvxx`D_{2Y!5L8`1>|BaQ^zVG6}TPHVpX#;~N&Iz%HyEu8Q`wp9xWp|LU z4M^H4QWRbPNL%yj3X2Yd*poS3ewz3S2_kJN7VzbPVvmb#RFh=ck9MOH@4PWSjuOgjQlBQAvSlQP~fi z@b(NCG)T6gxI#qqIPH9@V@tAriG8}_e9gq zdS&??I5WXi)ke~!@=kU0&W8H~3q?zNpCDK4OTxeeN@MNn+BmOC zCF8=lGLsAnd8AC%NPP<^<#~XA88ClDl!iua$zp&x=tTL&8f$faJ2W(OTyiH_cMIu7 zJvYSuX#JbyDY*tu%Xz29KFKje&}mXU5`S|5f^aGNMXynu|BSbS-^Qv3n^tS-#>hJG zODEt)2pLx#G@r`#({c;2 zp0$py)ZQop{&aA9DmCAW_lWA7g00s6LeUisMcR`!lub56>=Ae=4#3jP+m&Xf#XL_t zbE}t$APEm`4t63OIR$hrquKMV<>u?@ckC-lJcdLht$q$-CvK)S#^07mYMAlfeg8`p zh26=0F!irrzfK=uX$mDge}DhzF0eIVJ-hFrC-M%ZPhkv{APNH#P6M_vtPud*EEDNY5^V`B8n@}(w zmh$1@FzV#Sx7I`k`D&~?ub)$9aX>*@M5QIIT#0vT`G5-Z<)yK^+x-!K3WaATb=&o{x3g%52h&U)j|UF+yUZ>j zMzI{07GOQT#(*GZ2_N(|i*XcHVr^=7E>u6C-2Uyi_}exM`m(>eBNVMVx>S9pgd(Cr zUXkISvJJlSs1vK*_a9|@D?GP*z_R;Z+N`KWJ`0#IG3gtXRPk+hn>B1QL;#p)Y4le>uH^=VtYR3AdCP^q| zAm_JG;&s?Owq#~zj+E+dSLa8aS8rV#odUtr6aF{1(E^H!w8+t{HmJK*kuW#EnNn`9 zDojlgj8TslUpb4m7={2$=+#5dDQQh?^7udfiR+s(3afo3gGp39N1y+C zgNtT%$e0Hr#uWd4oSm7hcQOG8I4a(s%XY*0A!iM*6x}HDa-j;vau}pm?iwh>##$a_ ztyTl;PL`M~0MBxle5TH%OWR& zAU5C{2iNn9Z>T)hvYbTI7D$q~E;rBK`je*|CttaC8>-!$A%6Ne@lPUOBsLN2gt*=D z!>b0qZJvcwboSQA=~kWGh!QrcWlbBo7o!dQuXYElRDq|I9{qhOsk~K$oRh+t3MJA= zIpN*(_yRd@Ew#aU&MS@nL@V3a*m#fnB8A{{B+rF5Rg~ydEF)W32QMT8pcYT)VDogQ zZDL19hjvLwaPWmFW19VjEwr%WLV;jPRVE$d&V)$`_T5D936k*&RQ+?^#M{~?)GLcc z;x4H1y?e#bBQ=QZO9*2JViP09y1`5kDYZ;6p~PN*zp<5Dp5pgt`JgG(b+TfV7TA=p3eNBS+od*f+m?YOKb|Rgjha%S66+4 zaOO=E92Ei)0J6k&kw%B?`hJGQ2QnOHSKoo6{1!|dQHt1u(k$M0P6aY4Tb#I!VZ}<; zJ^m+|h9cjD!i;m~4C1*R@#vy^m*gZgdmw)$SQO!+lqv{;<)e4&<^jJ_Y#h=d2Nn^@ zqxF%3tr9c{HKX>8kwHrraosgyp?iayGG#%rlZ*G0DsJg|L-3VxY>}ELa_t&sljWyN zH!&_4ArDgqT%}GfTsUE(aruST;qmPDP$6bXSc732a*Q(-S|fY8607Kyl6@EO$N)vM`ym4Nt~KB+0P4}#btRR6J3V?H=S z>j$_S-+lD)f%)0Elw^nyHBj$pPs-$kJ&H5Jz7+Jydu|m}ZgYtPMPV+D#Vv0_g5E9) z(Qn=-tsI&Qw&I3GH&X4`4pzE}^VZTp&Rg7%~WA7U0`iI$abx}6B1rv-D% zmNhZ3WDRZ_4H+6BYA9(YB8Er6o>EXT;-8w0>YD7xzbGkb!CyN+P7rh*-Q8;3ef0zo zk68}qSbj37ME}Z^6>Y2!HN>1tXm>8XM!0Yr)%P4_Mz0VmtS4x?m9-3KZWR~w^~4`P z#EMS?d)PBZj&Sfe+Wii33v*P6nPprHxI;B0>aQPWV~gh7{P3W@D_11g@tUuyntcY| z@sN6mc!fL&RX~$x^FPT!V5}|8oc1mb72nJ`er;P8DPGI@SpSzugNl80BClU3Bsj#w z;q%!>JnBnm+^rq?J)p*|BW0+J-0N>n{cm`>uv&457EmVJ?Ofm|q*sHg!2NAcu(YuF zQsC_E-Mb>Q!^&&A(On;c=8e^yk{synZito;pSJq?&^Nh zm+76y`y8YS>%@3-xt&eP5qUF9#aGnt39Jb$`tzP|L_4Z&P;9B#1>a@F)%V^XQ**0oJ$=+rr z;8VYMTwh6mWqwK3XAyy2P9gO>XcA4HJUK4&>OmDYN+5?VP{GsNPGcr%9gT3i9{0Jt8*6CH%ItqyM>Ad5<0GzE;bWK_QQg#i$c|9w;bRx42wg&`; zzYY47o~W@xf>bf#tG5!KO*o$K8QSc+{kk;nVExD+=Vx|2ez}PuL}XH+6ww?dZ0Wb9 zjPap?tX7LMGU_|w+!7K9dY^Z_F2o)(^O^LBYFvE7(&U%Hl>V?IUM!q+(4{$^v@u^@ zMrw>d%<_^6W>%l^Fc>v9Nh5(ShLAAh3v{V}B$umV?O>6Dx$SwgqKD(dl09eA%;!b) z#BJzP@z~i+e9!wb%Sk(o|H#d-e2tY;!g_KPa>BE4#GN0f`%Gwy=-;Q$u#_jPx>bUD zJ2Xm1CQ8vWOBlA1{$;1AeQYP;>ExrRCtMEpbqwWUnL;a?yCqyru;>O-zYtRIqZt1X z=+C5=JF`N@B*@N!6ij`71?RsYm|EDiPqlW?s3{iFHuuL9>n=HBqbF%G$49mYQHc}B zav9_D=*gc3@A&h>GoBE0Wbcuf#fiPD3#3v~P*0#3_+=CXeUkAezU)1%>{s=2HF=Ms z7!U=$Z{^PZIUW~GB|sDspp5csB~#waTa$a|7}&YNq{t%!XBURsg3sc@Ww-^-*_=$pNT0U?0WlH!=w zs5U?QC7_J}(ntv~#hE1F!D}G`*XI~YWy{Ia?eER38d>cet;1im-fgPRyL;E}#B_&y ziB2{ma%6hJR4?0YxR_b0bu?LJghm|yp9MQaG0gdU>?tCfQ+RM1JGayp`V!5T@Y~ZI z(^s%_`K09c4Qj9Ot|#Ua+MxW1i9Mbtbv7PO>pvfUJX}GsiO9JahyTHs(Gic5e-&Ub z1t=Tp`vRww^#0*`IX2YhxXMxCi4Z?x_C-NWBUP}GS{0jxZ#>KPuOvpTL9hpFeA@8- z1mBu?caxyCN;03_IVSWG61zLn3@lOZg~;Tn-E-w{;7mTrdNa6u^CKnOMZM)8g(wJ! zP&ANvXk-zYMTSa<3K>I&YL`;TLS!y8VMofWQVC_2 z6iVi4DP!jUajka4^Ssad{@(Zd{2u!eYu)RP%7F|)MT zB_JlSee3#DwzgI_;(~%_f4)G#(%Mu|Xs-MtTx5Zjyp9cpvgA1Vo)s?>XGWpeYf|^` z(KsL4*XVG8)o!}z>*(g_v+^6Ru=37|UU;u2o@c$<{%GFM8!mZ#-q6XbMUOtMvNfKy z^zf3JIm5ClOMDaG$?o@G^JK5)tG)YobA_DQYwzmTnwG}3VF7PC)u6n{h|}jz{{@Hk zUFjbid$$aR^&eSOxP2~ehC(^iW@OL!f#N=wgYiSE>?IcRgZs+$d*+iLo-Di-Ifwl4 ziAla<7Wv`JY%UBAzRu5DX3O{?m$E>d@q@vS%LxAOE+flSpJsd`CG#^g)BO3RCmx*o z@aU|GhsOOY3s;t$c+mOj>17j-OKL&lc8Ob8C|>W@dSP!C+x_j1=xETuhr{OP<_U&J zHFO+{t_>!6b|eYy2#oc*cfsEwgs*3Gk&54~$f$!y^PDoauDCHh)$iu)9~T$bb9Jr7 zt<=<11E;PSHA|5#TjWGOUPxCCmrSTnH|^f%!VGa7r=idfXtB&geU*YH-K zh&S)sIU}b#&AMt;{I_rChv|(+1@nez$`R6M?XU67vHW&OL%4P)I z5BV-RTwPU)f_8yZBOffg-)AK4KJzZJtu(MFe}c|GZ0|PKwvt2KR(^@p(5;s@S4VxY z$WbC6_c&8^_)J5lYIUsAuHpGwnr8#6;||w-uq;RpG<4M&ZE{ZK>YASD*ACfz_MuUc zH*@3YwWXW<@7(FCoq5HRoW`#1816IZvN^HEQE*+bV;lpl49q)v+GC56|{(z~m1WXp+%L~#?Lt#3rEPeXV)Fz*$#Jpg$ ztvU7Kv88tD?QLxx9dQBt+TDpsDQaQjc0+GOKI&OnOPkm5=-a#zrbUNX=IgAuaiB5V z&L(xH*<)SJV@ty;SFa}8_r1>^d4GBsuRnig(~LoKYwO9WHbFO4T*S6kQ=2WTe6V(% zu(|)TWy?G-D4lbi=o6V5PIc2fbm->n*|Tf1?M_ei7|!si^bd7aXU|Me1l+n6>F!Rc zO+Kn!r|%G!k6)b_eQ>;Ro?U0fo{JYRnpZ_%H*guQ-P^)X-8z;!fzcDjU0(6<;NQCS zkVC^c4|bL!CXSC|W&L;edDxaqjmA3;wlgy`tDQU?|bS$eEV9o&hEq6$Go_DWo2cskQr@J zVTJD|IiX`uC>R00-Mh8$A$r$83n=(-N(q@&abbzQYFQCL%U!1!C=l@CL}f>Wo58W1 z)ckR5sv8(F?u0MS8%nF*DlU)H7#PtDwl}Pq3X4+?%l=e%d*q$x#39ykbR&UchiHwo-MT@OMh!U*saIJz5-TcH4jeq#-S0M& zla`j&Fsv|W604{vjbrUDa{?;^O0%jC`Z9SQ0U~!D2SC zSaZ&K)8jq3p_Fjf@venUCdWG*uu0x$o{PG=cx|lHaCa9XrPEkjAl9h}_m(ZC<{9Q+ zK0O`BVi_)z=sz{mTkq-VN#h#baa+hcOu`{iJJrC`+xsnvZ|$#FE8W@oqA|a$<3e9r zd<*|s=YZ&=7Fh?j9eq@zepo8TM`rrSVacz5ZQQt#F)ngGoKE9iaT%v7H%bjv>?4ab zC4ap8gpptg;?R(f+vL8}Z|_&?J2Yy39*r_Aa81_Iz>m>ZR;KFRm{yDIMPBisDWF4Jzrl}bgyyl9!}Z~H9s zhHpn#xe1gGga-}<3ACnL=YK1?_pnGS=yTKMXa4OjygvP=Pi*I@?3?;hxa2BVlUHao4Ca+gH)MMCgVg;^VapT4L?u598 zHn+*I9!ptSPu^q~8_50I{USW+X^@EMs`>CuVjoWoAw6r)Qu0I=5f8SqDV?TV(qF~Ct zu&5}mVt1!?mgI=`yU~4A8Aj*{PsKE>M!2^YT*4{&Zk6Quzngn{PG1-(-g5Q$s+Xf5 z-7MvIN>6?%+-M|i=*)Ba=2&V0mWotKe^v+QKH3AUl)~)_GvC9Gk@&|fv5#MGw~6dI zel}64V1eg**K_@Qj!y`5O`KTOHaN8?$V-48|6pK#AeO2BrAwDcz{PGq7p7osW0PU> zX3b)DQ5CPXBKCnrFJ5#Bx{ckyR^i85bj)qHbelMuFrxZ?yu)bK)h4$Ym*M`8hF6dC z2n*Lr5rko%(->8Hw4% zmye20(aBV1wXNWgan-|$v< zvpVO;h!`o(z|xo{(%)pKCPqhB&DroVtMOuaqoG;8QOQK8X8RZcOC;_AcgUCIEbbWZ zN!8A=?;C0hG*l?bNwj!yq|7-Bp~~;;%7MZhT-enQ!4Px8oMSvwO+}_|I;oNz#r`>6Ilj-&%Ya!CPe4E_J^x zhqb20huQx8GcrD&=YX7C4}x*phrSM}>8j`FK0jYzY+{mVRvpXqNcBia_MfKfK3;jK zo$$$V$-;%|$Bsqj9Br>}8|y!y6CD@F&&BmTPp@h;3fY8t;lgU?{=5zW{AaW#MPEYr z^xNLtiQHR{TvMtZg?xT*W7fkKyERqnsE*9?D_OTjj=XIlPgqq|Rpy*iSYI~f%JatI zkYhx8iKL-^j(sh5D6-S$z7LNNlP9Z7(YFIKapvkw*3D4czkh#%PmJV=*ADbiQ@_nh ztt~Ar`GHvv`}gTI4GxIM4(=Ef*`w;|yo6ajcr->bKVnw;xh0qgpaUKNmBt*0x>CV{ z`+zTulyBfVW}LpyhQIGs&6Qd~^NPTRhK50l(l%=<%_667w->uuT7~%850C81mvD${ zkh>dbD{S?%Q!f+25WQwyebfg)beA4|S>GW(!JEkCYPX6Kl9*m&xYf1szi!vV3;LG|GN zRhFWrE1mKO=6{>~d_%A%a?czBB;N!Jt79AqND&KDc0t-+BXsJP*^U)$4Fx_iF6&AL z!aI^)*_*dpUZU|8Ke5Fc<{NnYhl-9oP)^^w2mAWoXZUe7A`=okF;v2z+Ud!kQi0^# zFsvsKXmGxnDQ}>JUqMN!)_vBTq4%d#i_6PXH70I&d*7}#uSL9IzW)J$3o%y%pnoTa z`f)5>_0Dv446AKZ9Tp>&)PBU8ZjhquBWx>I#yQioazWs&=tZ})IvTVE5Fj-Yb8Uy$5-=E!)8^3M?x7Q{S5$!#D_5eCW zFyH6DuM`lV)0ZLCZX|J=uTib&Y3=!u9!gEdgH(@MD7rKdPA2$grsAd*8L-Q7q8vj2^b-6 z^+`5?lb2RrSErrlG+YH#-&q+@YLagD_4A8tu$dAerwgh8?Hh9%>G>T7G;a=xSP;UM zYx{3)*f)gOy>fic@bl}->0?;>vm0M`V|)?l#lp%4=}`cV23aH+X zIj-frE#a`tl*TTT*D6s5y@W1&vvP2xeq2Jul*bXI*W}#aMX(xpfM?$_r@JJUUr$fu z?J>OSS<8nI;WEzD zS4pjLbahl!sOA(P0ax;N$Ll+rsPyN__ajO@za8Zc=+8>H`EhQCdV{k{O}^qlzJKdP zeY4dmBqyxpZK}EMt1~Zoui>4U9!y_8gk?w44FXdg89RV`-c6hK3Fd#h2aLSs#mkop zGy;y3k3Kf2aE&u@49w}Op5TH=yIFmQQnj>@gpCc9wfv;fk>>=y` zSz&0PR4_>=-Q)#J=Kzp!S9-a$dPiB99f)9pW|Ee;<3KdYQTPPqEr-MX{YM)r2^5bF zv8aj(G)P2hI1PgOKFwJ1L3vI%Gz{d6DE`!3HIQ~q3yYNYvalpYfvo+|JoxRl#;9_B z$Zfv5b_iMl;f{!}Rk2DT4=ozSL5ZAdz-{ulx*}#K+D>Suu^91SD2YPS>WoK!EbMHd;adq!GWv(g`H7a(&h|bjbi?*5u~miZ{q} z>S#P@_Mz~KsMRNTi`=gVhr6ofplehW%uHDl;$Df7#NLz+Wc&I!Q4(8pa z@D`5_KK|&ML~qPFUE_snbS35*3t8pa3UUU z1#@|(zePl3^pe~`aMO(Z$pJ;BP*K%gre*%6ZEBd}VM0JFOceq>UcHjvW|*(HeDk4- zO+J#JU7NbeuIXLZ5)`z`WuotKu(V6|?QKV6#|At2ckWcfS{OM`zmF&@HQEq`+B5;l!*|D~}Hc9yS zv$;y)k~+iPwS-*S_P%?-Os#lxD)q`8M6BrCl!r@~E;X-?^&-il@mvuH=bYzMZa0~M zM(fgTPE*5m#t)7N*>+Z(Fyd7_DySH$Np-xinc3)|b8hFo8xI`^O_YL#s5e$@Q`6NA z7Rc`0IE-!hWY>d*>Q&|TI^{aY`35iOpL@YJFgzSkYd$RhkSt9y@$Zs4)VeU;=YdXy z90yKHjl45T)J(el(q~;Np&ohplK*+CQ$e-PtcbdIP;pk`#g&E^R3#kfH9e^X7WO>C zWqA4wEbhJiS@S57(L_!GaOy%BWeVq+MQOU~Tyb&mR9#A#RO8HzOX)E zTG0UJGa6D8q5JJ~i7Fc8E%6Y5kyV3 zmX}`8fi~n#4wMdzj@Ds?oUlJ7d%dl_eT9UI8a9|FK&yi1A6J@PW>e1ZT4o!$%13%U zp3`MWHN7zY?f6hvltYuF94{{~^B;exoH%ihMx)g{G*eICH%FltMDT_8?D8l3+glj# zrbCa7WIt(a+?AA?FK!w3(razfxt5m!tV@{-C+1SVnEX^_=UrzAw*Q@S>mP-51$E{W zq)ro$*%V6RD(JYf0j3X*Ck zAJKlldln`B56Sr)6qU9-=%bvagm1r1(LWlQYg~H!g#|w^FIA+`)(>3gNcaXVF~|HmAI_2wL_SW)vgt5yD+w4!B4uM`ZB3aVq70xL(r8Hg>pM}9 zKDw`O39tCtQZ$UBkF$UX0sh53ua2iXoSl)0r6Q6Si)ZCwmnW8kaM9*Mn0Hah-tE+Qfj-<=l`S zfEdRoKF*}9*ruELIO|-?!EHKe`^h76nE^bQzrBBl4BCquE44ex;PBX#A&MI)nA1qTsqw0-Io>Z$s2)6cwdum3lEdR~P>ZNE77p=fk^ykB=5Q^t@FH)U&=$^Yg3Cb9T^4*3!4FJP<5=`gT!| zxP31VHM_-IqM_qN^Rp{7E|0>yz#e?U!Wr+3Bt^smqxW2%N2NiBY7tOWR@Sn%PQ&!I zC`WU5g*(%IkFV0rwoS-6gYopde!UX6+h~mSvPRrC9#nlF;1BZ$G7s0uJoK%;dUvg5 zu4=kzxmJX<%Mh?9A*N2>nmtI^bI3zZIEn`(9Fm|*vbwS-=sDcfqmRy1V%G?tdAB`p zs7i7C!^i1ZOn(x#zO^WOjCWUOWfT^>UlZ^QBM<`b37vTUhs*R>2feTU%x)6XbWu?t z5JGCK)vu(aq{>UADIO5c@XHwJolH&K;dT0`EjZyNK%NVw#yg|NTm24mwKXztcNw>( zI_lR9mcOXgHrz%XN2ad@I(QQ%F?wkvf=1g&g-T}~NaQ41G^X-=jhBxP0g??pgFPTe zZ3ADwPOh#7%oSs2nZn1hJyN1j_?GE6%%apbkqtk3qAB`}=S zvR6n>IjP+;!!_z@^=HPhbL^m{Q)%?<9)XOrAGAnz1k+&V^5;G`)Tx?Bl%yc+*JL1- zZj6r#WLdW5%cHYW<4v7Z%k*q)=L;dHvXzJ$ROi%S)s?cYM)B?%?8GzdrKGX{cn4n4cAz{k>;3 zpOc*{k4Wrp-VZ|HiTRV4zb5B69Z&aQ;o!4hd*{xbV5Hy)&XIqi{V|>$$X7%>hK8wj zrU4sRP{klPbD?^wfz+tXtO1Z4IVfvIOlMQ031IQ!l+q>W9>A*WfxyhV^;a5u!U6)? zzAm9fMn-Pz3Cm0NeD`C|xG&2@DjUW+G)JTvFL#?}U=t)L&zm=ad3FjvvhnM?0LFLa zHe{a_x~?Pcj%{ZV)rgErwAxeHnw*y(QQhph%lmJ;KEjmoN=r9IS*Q+kW%X$N_SmV% z3$Kbpw?%ENPc`46-(Yn7!U66aqJ$%(4L8`7GY~RRbX-zOwgO2Wc9JAHEM8m-S;^DO z8LNey7EIogb{UTc3ewH8jxh&^j#Qpbe_Jp?m+%=t zrs}RUbQ?au!kH*V$T2Iw6}`gxHO|njy|0u0dj!#Un;I^8^Jd%j?r**I>A*Uqe&nEI zWo31j`ZzV!@*@9hoA%ed1AN0{-@bh#8Dt!Y@aTF+|LI(s3*b=?s&TbgnhiY!C4*t} zZrHE~h@HkIY*w|OHUwQRvj;GsJEP8k-|o!VrOTJO*$$1zR7sg^_DM=t$#Z>IFVcNcD&onG~KzF z|3nCdqQP|#DMG^;(OaA3Rm`h8)^iPEAHbfSNNF{s7NKm#oq&=aQ4Yi1rX61t6(u2C zbT?$BTVyuRBk>V>hYcUCFAhrbZ)-<#bBcL8F&9RZ(%U>wUL_BrQXi z;Q$l{hu<0bbcH!Isba?LKmvI;Zrp2`KNicvE*c4;^`q1!X9xtfF^Ve*yaq?oKz<>? zHB8K={ZhFO6eEy@6m0{?0~on@^X+5)p}*mxr`50LfIaEwaKRw z*ry6evdv&60!mLxPFddM>s{rYFV|XXq#EQ2A+%#vE26?wiyQ08?>8t>jLktllb~nr zD=scZfUTMw8w`L53XJI3Td?ub0*dUF9TZBu3Bsjm=)@K}N`EisERj6+yr^ictE=ll zlzzMjIJL^s;~XBLH=fo*!S5i_>xSZ0U=_z#T}7S6Z51i@EoEafhU)gAvoYuK1FZch zYzDeGgy-+IfN$Vao?e3p3@@S3TkMyUTZ=?>5HQjUNN%-qT(y1&Dg-;oyl;|}Z1`i* zA|VLNC+{D5aPP?@B!HDf1UM)w>%MgPa-+$Xbu-%u6j^^8bM*2QV9UiiALuTpK#NWp*7VS{Jvoq$Mk-tW(?Hl1b*7$-8W7bj7(a0555olWQAR;K{ zEv%6Mx!vJ3bc&P;{?<)?DO{&#bf!KnreYNzW97}gaa`lmwe5_ef8_p5z&P^tzpVN* zUVHwcuE~7&k~ZrsTjY!@fBgkS8pOfy9{8=gdKV>c0#u}>^>T*iadis6Mp_^kD7}!p z`xCb}yVyOj?K>Rv_Fpn+`RlL05=3OoBf6KXMjk(38aNi9XXG26H!UdS-hpb$P*Q#7T*ON5*DUF+a2<89g zW{@;l+#au~nB5UB(?NU^kykhEx+FGxcC_Q*Yj2=z3MF?Q$<+AzGFxwthuETh3QBK6 zd^~AeSJ<>Le(&cSS;)@fq4C(F>4H->EBhG>N%HbzJF_$YTMGuE1r*tg|hNYwSQlmxP&DAym!ND!6oNR4zRKJ&g(R02yG3Y}43VfcLx(zF< z&=IZELo+4HJi>N&*jeVo(2**4iN&TSk=u)XtONHUEA~J)if!4l4ui7SLOWJbc$ju> z3fi<@RyVVvmxtWulhfNhCCCqC;PPl(TwIt^)*x)FEmVS(GS9WJu3nu$bdguLHULR* zeh|Iz?QhJ?mZaLmY`dOrRPx_Kp?EDCnzm~Z7^M|l-PeXqo@;9_P;qzaPkuXh*ZfMXW0RO>*2c%j`%-HPRC z{UWN0QghPwoX8$~dsOWD-Fi~prjk&Le`L{^2oN*eTVJgoci_efLTh%Pea}UOz~hJS zD2NUYVNH3?{M%r`aOh7NGQwcT|6wY_w{7Qu#esuO$&ryyv8Z^hG&v}VYf~aafRLms z64c{_U`n8>DJXd2HUN(3s)Cz09|Z5Di<@rg80#6VV|&qMThe8l9avpeRnq(iuFJQ= zM`4c2@^eg$bIDVWkMu!`{KovT?)9BrY%5l@heNh7YzFhhmp|tMCvFMb&Rd{OaT5Kx z)%q*et|in0XsaYD<&BB@nKSou%Ce%eI|MuGcwYnS7(f2dSPkXBq)VP$fzoyzYX%ih zS-YOM*yvLY#?TZ3BO)T+rW*DOfT2aOtdqX~{P}*W8i+Dsd+?{^^xTK4clYjHb0~Vg z6AQtjPo0V{V%*ag>4wV&*CB|LX~G93Y9-4Yc0sX}_!kx|-^_z-g?AE?9}pB2FQA_- zPeVkBfl6Qo3`~fPnwr`WVD{;T%yS^<+k0*agr=sVbmUe>wxjG~xl0Du$rD3fC3ATC zq8&)dZDjVVi&k%pt4_dFot~Z?qYtBas{7!?6~edh1n@eYZhhqo?a0ZPbMM%KMgF(9 z?vNnnGs>4WT%7^&D9`U)6jfmdE)9|$4iKZ=+Jg#PJcJ4@jq~J%l;x_;WB9ppgRAevqE^GlTg;tQ z+b!VZIZz!3)T%=wy5jqxH2zdkAC%PE|pezZf`Z7h(bJuBl;XVp@E=cFi`AmcP{01B;uj zVBp)%#+XsQ7g^W8u5;_HGmYRbHnAx&&zMdvGwW;0GhDhK*tPcMb z>h(3TN^8L-9q7YXkDmfJg&Rj5$j)h`HzC4xyx3?hP;1SX=0a4Q65%W%tgEZ5E5L;Z zx4})Dkyy#qRj7)V@^z9~R8 z6oNofxH~o2{)XUQlsE!F-coj<4ujb^db%#9){~8&@Q70|zL>D9)gRgF=%aJGmd_Fc zL!p?9W@l>C;v!sik>2VqF)eH`_F5xsUB33}-IWIC_dvbLoVRGzda6@T@?%yYWm0R0 z+*chg}p18d3)cNx(EFVLp%3Aj?r*VlB`o|SyeC*jOX22@fa zAbvMul_V9ZQh}U9Gox-Z9R_Znp3FjhEFP$op7!_O+wJHLI*{*aT=0}oo12^It$H+! zCGWa*>&`aiW(}~+BUe?S%UAFh6GTrcEWqJJQz5YtD$QX+Ah>uzl4!W^mao~!d866> z{;a5+))~2gW3et>+MHq|fbjb8p^(o4#%;Rbg4avis^AYuiH_#dx34!Ql?ftHkWwgH z_D8@9K3GtsYEumh_Ks?wVDUhGq{;T}pehMH-xL11bLWsp0_1cE)%o`2I8_Z^() zTG#~Ojr;Mms{n>1zdV_f{n?Y>-`}6O#kvV21%HesJ_Xvz2S;pYrbc@pcB+8B5KcuD z`>$WWt`W70jLzk!gHxSz@G37Zt|WNr%)7r6g)cF{TO?)KkU|x_ag4gh7UdeyA@csb zFV7aPk-m_bQwEv)-p!kfhRk@AmB#`lgll4iH0JO5TVrsPie{JhIeZ zi*k`^k`=?=*e}vxbs4<#>c+aGTURJWNb3XY3#KW98Uk49Ep29`f4cUE-poB!y zlVf@RgvDa8BiA#4{uS|2R~y&}fRC1Mn(f|w1Fy2mibm0mM7{H2&*&l!qROX7 z=~JH9Ua84nyZ&^Rtnl{%*~?~MkX0J6HO|J{+PW-=or9tw!?-um)bxIl!z7%prC8m) z@R~uSD3l-GZMM$O==%ldt`cRDJ+O(9aTP9- zKd}A}rH+QnEQ6uKH5|z8ZCPJvw1Nhf+oo`AK8yzN@Wo3TE?cc!ua zBy~K?7B1KX9dvP|R{Ts3wR@*wO3a2$UP z(tUWU*&reyAOicaC0Gb0DpUI& zKsKRO^fuj$Y00T2l3(1Vr@t8yDGEr61RPS@C9WJA@zFxm=7qh8_&gsN71=^eDlIQR zjPgr>D+m}?;J^U@cZB+wckkZKZu|dB>-Z1}`{CwB^Tq`q-nhABcOKBr)RX<>BFpe>Ngv(|!m~ll<(_62uU{ zw$_t;{H2F4UcAh@`p$Z)br!A7woFx-g;fHKV;-tWZ*7L28s{8uR|h4d>EKt)~iU00Pp{6%g>h};h;kE0Pl4(B(X6*+BT^0 zgzvqmH&Ddf*OXd3E^W5T3_Q!=FG@H6pfK8oR0`kq*}nRF)N9wa zUim9%m7ehTUD2*;lA#M3!bEL9C3o=x@z>3^3d=XQzLA;9W&QIQiK;d0;St9bn3>mX zO%hI(3;8W=>JPX6WGTf?Z~I(SRb8R-NK(ZqR3xC%JG-C~I}WCs_@eje*z6=>T`V+O z^pNe*9T}=C#Ki9WPJYC(N18CKu#vG$W4BVL;${9ZAV z6{UPpX5{SJhOEoacC2TooZmtcoVz)_VNdg_KUpZbem-c>0W7s{UBbMQmDS9ihvL5X zM=obVE+=eoKFg#Sb{vHw%ub%aWfM0SgB}tQi*Y@^-rl0PwshTO$YQ&AH&UKlA>b)3 zJ;rT%m*sTv7H&5;f=42m#YexIjorI93HS1Onk^;%1j$38>|OPygY9w3+{i(nW`|CE zdzhQ{>q#k^i%7DOWec47_V9we^KI;3=X#TLUI~d0H!CQVnD0~RB^qXiMx!_yO)pJ1 z8HM5BXOn$BC6W}&D3n@xW#!nkv`N-gqVm4J3us({{5r}V>}{=~J48e&PaMfSP&D=t zL}AhYPcqHD_ z76wK|L>P;7`)Z7)uiqx6klP|NUkVwwM=_WDuM#Y&&*OrBHChA~HhK~PEAx^ zWEL28G|kPu2 zEk5{9tw{bFuDsLcx&xIJ83b2%u8XeJRI5Vz&{qZ0oc{eOgbx@+2?<-QN zz6AvZD9%Zh7%@`+=M)=z>+k|;H~r&qJK}%NV%xSQKmUr|(EkJY?hZ-r9=>1hywz z;Scd@D!t>*?UD^CZ34SO@b=@E$g?S7d<3f>V271- z{Dk6kQ=^=JzQsja<1!LgJ{l-nj#J9^3R~)DeIH z+f#^hcg5YySC_1#hmQ^pR%0PHrq=&2#OS*di+_pHi2~m<$WN#e$v&6qz*pDVx1O^N zooICI2-D3y{{Z$3jo3bvvN~ys0$+I+LKlKam2&}IW#rl5%4G#k0j$tQmhY~LxxtkH zp_nKZ2XC&r3!^GgO^EVCd>`)a?mJ&F_}2E73!HXfJCicC89=o8heydkMUro2W+n&Q z9;N}yuYvP6OV`({xwg!}C2u2%}E1!=yZ1|I`>TXFzzkK`}$tr6lsx_Y}xJZnO`X zMw=9>isTU^gV*Di*r;mjedaSrjsNoO%#}uHt>Y}cdb|^$d>p%v^!)hUV`LW%5w6Y` ze=J-$cx2@3S5=661cf2mmPW^u3sPzq#EWq*;f52%4W4F&pSXlt)q zuO()>Q_Nm?{z_tkFX34u#-+3G{@w#&jYfLn5@33Cf_TZs!Ex5YT~jkzSFOO6P+Ipo zs2k8O=*B-)2125TPBdWkh`WpvK$VPmp+JL~i_9x&mUQX}b2#MvC(^9Que_D>x>+>2 zF=v#2<3_~|8#d3IPl?}-M?3<%F#=kLav3+VLZe8*dHH$30cG!pr&OCJzckY#A_%Ad zbl~^uqJgE}URC=pUfWT)ku7&E1@1-BU_;gEvP z7UCJi=8C8KZ6>Za{6@&Mj6J>Z`wN%bo)bKXmIGo-WEi&58o`wS4TQ4*J@ zM6PVEJ}iTWP4>Ti8@%8i%m>P(t%RO8Y5-$|D#F)W6z|RKp>Go~cWG|kAA-4GE)fwD zoMOe1l`B@n=Je+u1@XyU@XvKOEgRZ+=3~A-N?KdA@aBP~4+~cTSgOOG_p>_J<-o4Ykm3J6=S_zYm>QYeHhj2?0db50svj6c_ zG%gH3sjW5TI-=6LL#%}Fb(jBDmN%&5Zea)}DlNWjVR8_>GpySbrf@Uk=$L?KGI;md zMC6emjx}U}BZIL3FXG?vh;k+#_Z_Gn7Si8%H1U8sse7uV`?5V{SB|qST`SVjA#d6rc%d$u1ONo!4|{bAr|Y-laQ?)mEkO-SZ~ad#RqJGHqvy@s zqkHyTwj1g+;{bjlAP>?F^dT|{_L(qoykr|vP=iNB3NA$R_YV_b%tPHhVb+{^op8FS zz-To5WX_UKcrf46xD{Ek*AOvJlP+j94{}pUH&b0|1d-jbmQd6@1e<6M@*wo{lLM8A znee#~d&3s0wRknoRZ!;U&N`W)%S~k|`c)v?u}h8ey~0Bp7mv82tCZ9*dWZu69DfKl zq*G}1A${jum_sIWSZ4Ca+Sl53RUJT6G^qoTdNFDm1WytZKRV(D zpB4>CCIR2rAm{43;73B(dx(UgAaix+;Amib*_)7W9r!?IW=}PF`Ov+4KeG~|DT>On z6;s}_zJ@GyzzjqHHRRI_7=<#-YZYK=_WK83b{9Q=&O^#Hke5FDhIXWu8)~!0RrAJG zcNr)vD)Prg@otilF>4S_k0N`GlKK=Ah`t{iv?wTrh*-Ww_9UqXjtT8fY4oflpnfz; z8q$~>*O51TdUh*Pdn1~rN&701a!l|VG-qoNJ1gcfAS^5yNzk$8as3%jFRuVD^!%(? zRV(EtR-k-*vvMd8daS}>6H?2cZ+F+)CT8*4f!GGUAASB01KlE|B30R+3N`#5iP90lZfB#11bRwsltEGFU34clCR{j z-)65Z)cF)vQt$XO=x6eVRC(R`%9^dv^DKw$Z=7*(Cbjoh)tcf-^zv^Lic4h95OC-( z@f}Cg+ZYlyMT7TWYYHL!E;BAolWl>D`T6ZH8R>oVCL(#HMJtC5v{zThd^+~SYE}8- z|7IUR(7gEFDZxeE9ijw6vRMvY7nqLi9uW~j#wDa)p|MZdG}ylPT|zWhAe>n2-qr8( zoC`K?Ok-Vk!XBe#Nh%L`9`(3jQpjKV`X2#oVUBqCzwG;81@*K-CW^)^Mi`Gd`S^pd z(M!FU*!IlQG6y@!?*b^0k*0Mt1kt~~*O8>02ilK5^1rYu^-qe59gYaV>v?!i{eA!K zDeC8L(L)X+=jV_8^ohxu5!2b7J5}6)t#9Ju6rVmNBlm>qM>N#q@JJ}*=wEO6Q^3$z z%D5X@HV69o`LtH6P!;p;op7Y1y~Xo;DIxLt<|*J~1a>5B6cS1@3B zMRVJ}GQRUy9bOJ{iK>c5=CgdIe<6%Z{${h37%|L6#7!fiB zP5vnu{j(0>WD~K*QoEZe=R$gaA(vC`_~@&!S@{p46LbivNS@PSTCSE`8w$ z@U9-{JfA(b;2P;!zPx@t$yLG9d8@q<9T&Bn3J~7cyKWlyXQIQRv!( zH?L5?q^she=N_x475#nO1j+serJ5bPwMCN0WiwJ_#)Zv}mSsF z8nHZQm{lL#v112a9EN%=bhLpT>0hs$Ls4<5@3RL~crEo+UKn}5nK^p_ND94R##P_3 zEg-v+XT!H zec-ps$}r@0LurIUw%%iw>^UnC1lUfS1r;r4DWCM;( z`dPzqe7tc}zZO(VgppTI{p={!zLDC?3bzZnPM#+o0r+GR)(D%oK0tfN&rE6zEv*`2 z8=Q4KRFpw#%EBbBX(q2FE}yVUb*$gas3ht zYEF{0_S5UAQVhCa@;WF9<}!zWSN13>n@9$^c(IDcO~i-zr@!bS*c?~!4+Lv^$eV?t zvYbfy?rYwdd)fQwg@s$}5?e!&ReHJp+|Qc}LLYb9k%8EoKh3`k^&g1v|8xSKN@*`e zW#8DiLY?8v@20PE(_3qelFvOTnZ^6++37k(U?2dQuG5bxF5B*Cl!w02$S#} z1n3s4AP%Aslr{f1+cR?Z_nWsW{ata~^RH=>@fvsYVxWO@T9(_gJ7&i$XJw6n%0Fst z5_|nAMR+dZX7TpFO@ofSe9B9o0wqu}+CMXwzIQGK_8s61mA-#T`(VJXFnGZy7&j5F z`>!P!c=%Bj3RJ{t5wH)D#&Ri~j$`662W22229z0ir5d$9h3o#(ZbalMlxdF+OuDpm zm2h3FlJo(Q!VrsWD)^r+!a0{2v{R?v2St3m@)TJ+KexkY!7wge+W3YAisTZKnu+sr zUlS{<#>ouum_}IeP_Yi=B9RzJ6r_Z%B7+*a3=1m>XLNN!<-t)~^fd5HIA-uCch9F% zonOp}zH-oOO$@?c4^AtnMlUhxx=SZa3edEO&6X@CPw%o2wCNzbtkCU)sQi{hO0*3E z)aw&<7Y&&j#ZSpwWM8zvo8lMT9qxjjOY|d2z|oc^D~!Cd7)OpEU8>`of7f2TmJ%-n z7r*xT&)2sIoqY8t4#CN-7$)b}k(MSgKE^8~xjMfvqZOtgC98eS;?+C%o0grI_8CDz zAvGntn-595GMcd~BR}I&Pv_#8FNMR0>qvK-0QxvPgkWS>3fjI$5eDHMSOMQGXNW+gnPVY{JW)@!wzb4#@aZjG? z@w|EH77PPh{DZR(v3MXn@oXWP-SEQKE2L14{#kVkTo#6!5DpfVK15&|78q&Cgh**{x5xBNFxsP>sHwRF zp5$DmPoIvFvzE|dPZtOCtAqO@!@f_KNZ;fk(50%bq##t#MSpG z0W>-FY?DIaiohHk;zisSgp5HVG?8O)CAO52QFTUz-0j_|1wGankn(ZKy$ z-yY^m;$0m_+eCvgF%IBWZ7qc}3;|MO$w?6dbgs>T^Mj!d7{e+7LDUk&=2-ZKW@8noH{z2@sP#&uuH!v?Ko{$JezT)3cp$M!R#YGW$h|j2} zF4Z9rM|zooFaNNYkOOtzXWJ#^lwtAm;Z!N$pOsmC?*G_J0C6;bx)biddX>Yr+VS!1 zIjMowW>y*O=rupblt;tSPCbC%_JZr6h(UQ#2f`uFA##QhY4RmvCT;;9aVq*u>oC>a zRC1UXnxbuSMoAZZr>ZysjCB5Dd1;0$ZBQ&EJyw{xWvp+*q)_hi^{v#~h898z!u=sC zsiTdsv2?7lOwOA<0Vij4`^s^W9&^%b53QvO=W$jc#^M;%PS-a$SchOhedoRmG$vP) zQ&_4L1vSSXoSy?*o_n{?(~s~bpyI*Z^)~r~qn`p)TXM_=jy*W=_WHGJ6`x<+;NK{j z>U-x7Z{hZnQy&>UvQ;?K3C$e*q-vrsC?=M5aD*LkueF!n3lldbegUzF-)Ji@x*t}n z@AAZb7AX`@k325u!jO~oO*B39N|K^3WZeL+dD(N^*E~0mk&vK7njE_&N*pQn{beC# zPV>eQnp4qqsz4*BL;}5|*eQ>52(-NV%80Wf(gaq;T+hO0l~*$se0u37UhtW1g_)V? zc^(51Aq0J;-eTCa(oJvt)KWEZ+*oc2Ih>97t}oA9T-9BhMC3_%8V*n@+w>W4%f0rq zxuT6zMxOT5e(`BGvEf;X!m}_Ko6Z@ri=2~zlR^~am;zk(J_#QNbCt|-x z<6KOs13$<<@wIaL{1Mrj3B_R*T*;FilQRwIT_ML1;XIHXBqY)Ykn*)~e~G;~D1)MM zlfZ6SZ<;?5-(}fg>q}jZJ|1iypEPvi-eF~gH4QNRAd6>4K4ve~5A%wO9s&9mwQR(I z=hGNvF!vJ3Hq}#qyX2rEH_-0(?d~h5+v(wfWVHI9zoI|60#T+*dZKkX-fcOZUVez- zBV6g}+jueUIIF|?0JIRPqu*t_1aU0sQ4ZSAFS!b$@9|=z@R@ITkWkTcdr>k`wY7Z+ zX)P8+BMCiW?a%+9#A_f-wam}`>GsT2x!KF2hZ8Qyyt8m_RhdM%>_(Zi0y6PKJi7EIx0ef;2)Mv>|3WGkSwt&ybnnzan71ZF)FI8M;m? zHV6kXMWb1^5?;haaTx5mvrUuSJY>3)-m#KSUl9^+!Ec_9qdqW}3RnN#mOPq>By)%;l?X0^2v?x- zr(bxo5h0rjWK>dO?j>;Re1wY+U$Ll)%Z@Y&6>Gu}VALILj2N7;sXVZ<3)#K9I?l(y zxlfp!O$2VYnF+N9_p|}_dZ~X!yq~rL81Z4iYSF@XAB`31`({!6WslE!QhAn5_V}uL z4jxXjg>ZF-&eIv+8^ zi<03|#c0xk}cezkoOmGbV-M_1NA>iaSkwRPOQbWuw>LEbfnwopgv~bR!Xa_5O>W z(Xx1DvVWzXhK4^8RN&7`Lih&YFf^81KoQnD9+lqF+WM-zygX0uUF}yJH`^c1hK@rq z&lg9UA3y2vWI1^x0+L{V`O)l+ldjao=`sP`(UMlZ8d+Y0Ua8hg|4j}PD zcOZ9Hu6EI&n{8a2bCV%@(mcT=QwQM9;RlkY2_XZM$;EEdggF7Hgh}~Dp)hgx@5=ha zq4IAN)SZEU+#DPq7~aA9KeJOZ#5B1S_QTsJ*rs3OMMbPD0{ML|~!& zf`|sR^j6jnrv4St$Ptj#0Fm9ND1ehX*x+O~L!bmI`q8gk?b@J>96syM3p7NH6_h~y5(M)G6ktmcX-07Mr;&UR3=x1f=v7zY+3mLkEDTuZ^uTs*qPT}Z~W=%rmuT+ zrPj#So?>G4d%dc0W^3<1K_vQFL6LhmL}7zwY)v3dRG48jn#Np`3Ui`Iy4;Dt0nU4> zdQt~X=O4Qo8hXgsc#L)FE4s=dPY9%@E#sPjA=4_4Z@SEDT zFVeQAMBXo>OY@y85To?_&4|iP>s$-IhR^~F`OcjUH_%Z9{S}RqJP&aW-~IcqD3J=8 zw=VjX^?iR2rHS0zadbkyczfJkl=4cwYSyPRJBv}(>l1HgX-IX9%%w#m>Y<6s(SOH# ziNuZA`d6R_5(slX`5EVB`=L`;pFO)8=0M53*Xpn?AoC-;Y^~an!;vsDq1na)haepM zf1RCsJk&mvY%$HYw$n)@4eCh*GwW6h$tpW|+`rMKW0;U65-o z6}4Sd8oClnn#3Yh61fZpO>#T0_jDfToPW;aJRZM)_OXv$X2y3um-prMdcGx;;FwP* z^68U3sf<6$s5l4Ks+NAuYmU^tH7R`tUd_dk97ghvqRC+AW8A90IoU)EPhB3Mx+!N} zFEkb7&7Sn@(e&%j5;qo%p#*H78*ldQ<=pb`1N@8+cI944wb+%!qMst=-@(=X^N-vK zt}~tVsEH0SkrSW#CO1!}*d=9D@V3{s=3*L3K~RmQI>3&r%O7$i4;E}cKSSA_E4Mn{ z>%7~-|5z4xb=B2f+R9rm0Aj6LKh^YLoA@?t1C`pq=>vm9Od zzo|5BsO|h{6RTSX){E_uMxeOc`IA zekH)1=`Rb-BwwZinG`bDB?0e#VV{AGmTY)vVV+?sNcruuX7fdMF~>uE14e)Ht`|M% zlK=D9}D7u^(`G#)|L{ND_)_>X)UggHTZXC!`b!VvkxU1%>eHoNR;m750ay;PNbFZRw=& z%$ta#cMw;vk`Ju&+=O`bs;fy?Vph-VcKDZ|DfBxg5SaYR7Mjhtm~`@F_WAIZ%;S1{ z7nz$+s{YCqhRtZ&xbuT|Z^Li)U?@deT4qeT^yM1)O(cblFIl^CWu0obvC_04(ff7A zO1&sf>aZ%S&C;Ge1^IB?%F$h1URxU)xGbxuM^;Am#G>mbn!{XmT~73TS|u7>9KEQj zy84fo!C%5hpK89^Gg!5{_<6Lpn(VtDW#9FmT2?(?a!O`m?UPAvP5MK3vDhDAS)~(( z*xj|C36sLb1VC=U_?dmnuMEmy zBcq!&^>(N|BVhC=d1i`9up??l(gjiJ2arJJL0JkTT~zsZ&n(OuzpIY?bm(1;wZGZ* znLjKn@mPD4>3E zq(FEOJDVSUyZw|~5ZJtg)RQ#CXraB2``2A*)ra-i*PQtj5o z@<)Jhv>aeGUY-BTCXoleu*aG{gbsKlUwM5h~_YO9h3DELb%R$w5B zT+LC6C;nDQd!h@m1Yw82h_eb(gZ$2iD~&HkeVWfga6gcXVpN~gd-}LHdAKpV3HgA) z^ak*#M0 z#dBez?&KXDDRVMmc+iad$wv*`X501amokpD&VS_)TqO7KO;HpOr?LqaFshL%5N_Q& zRlxMtUfZ=E-JrZD_1QT&6b+)gRsw%-8nnX2^(2_VYE*7wfZ~J0|9SCR&iQCBl@S^@ z0<1>AEmSlwKLY3Y~Eh&4Bq>;BHMNdpjQ95WQj8#B%+N0%~(({ zz}ZMIMC0SOre}MB<=V071YUrOo1Y*6vS`sMpcAB zaG+6bO)ozpa;bYhO3Y9qh+uUEB@O&*H9TV6K=_zjfX9NaRi}Fi%(aL&*YMGigH!bA zvAFwl6S6`XD82DZa4V6HmdGH){)M#m^3Z7q{8>rV%Onpjxb#7GA=0>@uGmiACYlcVnmiebS>-#EMl3Hlv=i)7-asvZzYiPl2eM zfSS*C4r+dtyexWQgkpz;NQ~tBl)AXP^3S!LNPP7X-U#qBGBT>&rnP*uY_x@d8$62z z(Dbs&+?*I6pFwNWo82#q?^@=2P?(S%49s(sPHZ1cjf+c%9<=D5x##D3j(n$I=4vsp z&5@AVPeC+Af0cyE@!Rb!n@hv^<<2#O70@K1!iD1QLKaCZ(QY)oc?M#368>RDN#11; z#Y{@6%>CwZafVVJ}lkuqOmsbvQy>0iWsTg9TZlf^|pCMJ_Vbd$(t0uv(&iH5h{n@^1 zBh)NtJLR@lE9e|HoO@+4uix#F5}YDhsEU?*ffMt#ug@>2tG41Z`sA;>somg#z*^Xj zv$%EZQuqsRp|`;6E1hidpcCyhu(QOF0^6L4)p{8pucUIhQo=Qnj|wOfov$t?$w5{8 zd1OQZ>)VjRzgdOa1%|$l^cfyF60C8~(9_O@HlPfI18)F_FVLUl*wRZM)Bu%M29nLT zjN`gL(~N*Ntk8l>4_8WS`p#{D!WKlTYdhDbH?^^Chc~49{@$wk;R;UD)1mSb@z=q# zpnXse=zrad^dtX`JGC3yz8_FR*hh#34u=!xDZd@7L;lYA*+&>ogUnttVEp&rr;@c@ zel`kzkj?@y>5IE^_3Y!>_Xy_5PNBh2(5jIaAPlBG)vC(;E5G;Cmr>MvK6X1Z1ZDxa z^mn0Kp?YBuUbW&ACTQ&r$nphhM1 zSL<=-y#UF}VygQa7l;}qbaw2)eKNp-5Uv=-c!mg4y=HS3rfLOsh_F6*~iBxugk{9#>HM8xwJ|Fx~}<&_{N};3$eqPskj8T^C%?G^=^KA z4OC`9gp=RAfJKgeTyA-ton8<~UbDptGW$|pgywt*N! zfO21EIB;e(O9qpfXqHhZf)_%-p%ND8jfycw)}+#eCbZn5?|Xkw5&Oq;mQ zDEK37;)948)NAllpDcL(Dzjnh8n5 z%6LOeRzY0?Tx*(JMl~QDq8(RLh{u6F1k9qgC>b>oFi!p^wWJK6gw_|e6-n(1p|-2n z8TIA^gU`s8O0rtgtkBRTQngd09510<5uY4ec^Frz7gRjND^>T#Q=kWQVg306d`I%O zt{Qo$AN;eo`QD)fvwDc89hV?pe;DYh&OfVkU*gl{pjHFC1>t9{l-m&Nkv{YPnEGk= zmSaUgTfq|GbLG+{OHC*$OHfP)m1`|XqwfdKhQkFMf|HPJ7f814idsT0qM_2}-Uoa- zV0T@pqSXP{oKA!!FmXjuy8u}UfoztBgu%Z>&5IC(Wg0ACRqlK^yGO!jfhbl$OB$I5 zM4BJ5*IrN=4##Zq^R`7ruN~jqqG~Pv0+*xPZ>hilBz*=Sp|^0c{e09X2k~_`+o7 zU}X(%lXFuhEl{;ZSC)WrF;m0%sbr-rv5$R`k^(n zXcTt@4`yC99i6I7ckl{hz#e>sX*{-ec82%}?mK>>;}MRMUWc1_PcwA{11B33YF~ZurP{CZU`}Di$KZd0OM+#fxU_}i5f{)76p(nC9)1#^+z`!Q z<%jx=HpDL&Dug(RUD(R!7TFwtDn(yi0p6W!#nqtb#~_Op2ht~lVv5_d3!NHk$g&Aa zh<>*sR%RIveRr>9Ncat~MFdmY<72?9os0K@OKvIbL!Qvr&Jhkn?OTQi-{o#59$z*( zJVH-3lZtcVP-u*gKK{D_xQ_N-J~&O5PRwHfi*N@BGBlfm?ZQW!T36rTAt=`|HQoA8 z6*w2u5DpTvkR^b}F9@gPDXlu(wbW1~HJ5t(R$q`zt7!flTZsUPHjI&OQQNYlfI8>* z8Cluc#N#FIxoIW3wX1s@u9atA!uttF5Gb$&xF4H6LHWpB6Nd1H8;Uj+y&L2}jcv?S z0RLkLIT+S}CS=B6w~o)6HxE9tklS1}^5+p^9%k@0H&RfisKlTI7$K7q>LW@akQVB~ zx#DCU<8?xH`K7wb?vRI+?9{;ag@>lN!~3&CgTg(1JJs1zz_OU;3>Ofs})1lGEst2gpnw}5W8*dPMoadXBuA4BQE_nG;gC)sh5Iu2g2NB*m znRPf|5Jnhyn%>w-^x}kmLrj>kdoIE+DoK({kud!z*za!@A@lS^pGr!q;}#w##dheu zeuU29(`kf&c+8vJOT$9rn)<;6*t>V{)ltH@(6>thxKVLmJw_jxy!#8Q3umv)BRM6d zEuEhxL`kKcXjRujT<^LqWjhm1Z|cz_K_XXX>@aoSNe=DvRD;;Q==2jb*J2D9qWA>1 za*=P-hmxYnEgGh=h@k8@ZajrdIUA2?4tMx9#*x(YqHLN%GCs^yDFpDr3sQZJWthBK zNf?c^%>m0(h*@yDdTCeib}9q`jzhzgXto$7fl%>}13?fJD>C)0{DF^LkwR<`rit<$ zvgPACTiY5sdEgD|y*sLcCLwZw%P<2y!T!!86LBAF&X;sSIgH!AUEF&U}*#0sJ2 z&)#SS=2GC&41^Mr7y%uZ5FfymB~L0sxY!o61O%%6SLWKGQ~MIl1hHev z#dmh+jMn0BtEHJ@D4I#A^*Dt{e6l83SYeYe%7oYH21OA z*XHHr1ujpC5H3WY4Oe?@7V9J?$SKpO>fq_%-l2X43W=!d&SVE8wkO;wF$d{Z(`moT z0g!|gxK27yTRLK+l+zr<#NBf-kq;x2YLP2nCN?Ui|5yiL{?DhOc$M6QM)b#qUf8JQ zAy=Y45GoFCVk5d@aP{WneCr7PmJPTu={&IW=iKT#7oNBRHDZDtV1p5WNXNwF?h}W{ zC>oG@k6N-S2l@|DbV@D~>i>WnU5l9qECCuxk_sl`VJG}HQK~}m_U#iteWq?88fte4 zD2dnNT!C z(+Cj2Brh$Xn~kLXxJdWmtO&j|7gN^ImK&}wowyNWGgHdqqialj%mPTs?NEP{_TlH-t&vydR|frH|pB5KXpl>!t$NKJ$815em1CA9&K-LLVg xL^_Xu{eKTmmAuSL1cHc&`zQ6e>gNUzWJ`?6EUR_D6j*LM{0}Lr4BG$z literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/ke_GEP_1_annihilation_creation_from_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/ke_GEP_1_annihilation_creation_from_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..2a75c857f9bf43e2f660c0d1ffc2d2403259ad63 GIT binary patch literal 30771 zcmbrm2{_hk+dX`@n-z9NgF;0ELW#-{8l=0-V+c(MWuE71$4-N~BOya&mLz1RQYm8@ zGbhPBlbLT_w|4FKc%S$Gz2E(y!h(_0_Ijmg2D@qzQ9G6S{&7~rcjtqlmE|)mWnc_Q0&8~hYzSZ zJm_h#cVV%e$sZWq8s6>6qIz^iICah87-eOpaPN&L`n?#utu}vt#%^E6TF0~6+llw{ zzWovx{;pW%H-Ck)_Me9{Xgd}ZEqeaJ?0rd}&;2dOSJI?uHQWhpExUY*N?eS-?>5*w zS<`2qb9UGAyg%_M6v|F@kD7V(?MMjW2qSZ8#j*y?DTJ>q%Sj(Z#+0R9#~Ai zdC7b`Y(Dws%i^OS>3`inpBsaPud#XmT!!+$yA133>4}kyZ?xkqt5NV4l$Kya&w6PAdrC=J#Bqbf6T^+pedBUcZc}Mb)4#JVT(qdO z)n8v=)XCb~+BT1IZ+rWv$AP=fdN#U_>WW| zX9e|D35;RF!j^aegPn2`lnZKT)vwUJk)_jBS|r!SWl zS41mwVf3T*vYj#}I^#xKe5CGW+*FU#h&h{oiver0JW_t7)--{2y}s5No)f**`tBoD zyoZk*>HJY=?qA*^@pxLiVW1(^JhV5xjU(m!r-K@C>brLB%4qgn?_Hli`JT(?D2;8e zS@%U1-84BZpP|mmxXKvSZJ}q?S4U+ED5km_r0Xq9Xz|x~`^2AG|LFbuqi^57HGciq zQlaIC7Bg-5`0~li$ZrxVGPkV4&C0NYXrpa|Q=D?Lj z24ag0Y+L;_j}@3}>#yFlY16TzN270F^lx>d6}Scaw@q7QOp5Oo5>m)?(duR7FU|2A zcH=P?Zyi6$-(_^j*ll*&{^kZz6)Kg=uym<1*0qS!@cHxxv(O&DVNtz%qb@QoIV|=? zyps+W8?&@lUzZ7W{Sjba>&dwOT;d6vfwyZWeS0uV88#hXU0qGG492H+^i1razLGR+ z%F*51=xOg`V>KlnyNy@~Z0EhNOP z)_NnWJHP)({exnAmX~rBVUIN|GaG6X&w82Vj2jk*?AJlu2z{D0c+7S9ldSjOfA4D< znQ0Yt|CHVq64y~4)s-{Zi~SkQ!pSK}Jw~M}riD2H>ua{$zV(xIs^6uWP$}G|E zk=os0-xTj7IdK$gMZK#k-uB!374dr6+ETMq)^`NYU7aTDwmiyb<*HR81_dmwt*yq` zF}RX=%L(p|ck9j7Fvuens)`*5QWfjXvmQE)ban(7g^0G;uC{lnPS8&fF|9h^{_$a~ zes0c>-iA2Dm1yVD-r5%zNi1E&%<)9uZCqw{qB>Xj?7QV}-@Q9Vv*#>i%fH93QxT^r zNR|@vfSBdizqZN;e#_2LXtSv{piXKwcB#|MGCJrxQBi6-IcMzavi$>ZR(apLRfS*~ z$(N9&QYtZYqtSiVb^la<9v=IyK&MzKTBy zuiSny7i9PfN7PPeJsleK<@-=0pdaGO*E4MuJE#}MnkcxKnM19uB-roHorl<=F$iN5 z)1yrzpJX{dblC9j+xJ=LMOx|2=Q(YBUx(h_Xt8~@aLsmJ-eXNJLpMkFB%0?=Ys{NB zuQu8EuF&q?*cY38@*k5S!ZzOWG;YVF=89_j$471slQGTg%PB7u%zYv?Gj<5U>{j?- zu3*HYw(P7~^J8@hgCV2kZ|z=`oNH20uNB=+)haCxaFd-UXGBSPj}bX{RESOZ{Hdct zy$FL`d-tXuteURW)L%!tv2fYyF*#1*^S4)Q*l?k{HlNMD}D*Nc{~J@xs*o|e%j_fdtqbn7VPC!W^uiP3e z^Vua^pJw)oac$lD&Pdy_TC0A5-(@+&6Wz?J+vl>7;2Mof_m4g(P27KX-y%k~bANey zvQ7Tz8M;@4<+B3u`rFCXQQ=+B!>9SWMzkH+F>r$l;#e!nxo)m`XA;+vm0>@@={|M( zM7+k?vHs>Q?>a5^EvLQ850>Aa_j)mvPuwI-ET zrH^G|TxYOy_hJhG!n!xw9#*GIr^zt1*S)7{{B%|)y5yg4w#gM zU$b|@9MAO4&M3xdCTJKMMwSZMH@VuUzff)*j5@p46HsLK{7a8{i1r;F9gPp|`x>qG zZIG1Dd-Uj0vRQ)|J6@)!?tNilxi>4H@cEA$w`|$s7!~S1GmeDVw=RD(>;BaZ8MfsJ zOIi78o2z)J8gZ54AwfZLT(Y;?fl4&h)YJk3OZ-G`Wo1e5>t?83S;Sc8*cRNTn}aOZ z*^p@;Q^#}t^`!mQ>NxJuk~XCB%EYs>>pUOgl1@>wGBPnT*H_mfQeI1Bd6H??kRkKk zwy#mw($cc=bk!3rnS!D~k>iE_f}`tlrUnboq*f*wDI)HWgv2Ih6Wv)AALk=AbD}N8 z+3ebY`n^Ft#R%QDR(?%dlCGZE+pb8=p|X~i7H!bHw4*v9v^Lc|fy4t9xA=^=XGDAWPa0UhXtOE0ze_Tq zFMCvvTK4tr^)10Qj@vhs2TbM0{5{QkEdaSi<)7W|B0Fzt-rOvHndyiM?F=-1`e~$E zKcO;Cb5dCT$x*D~d*vN!*H`m<7nxSZ`blv3U`dAoLpVgOsa`hH;hQ?uu|d-11kkP% z(#Xg}SHc>d$guKVJhN`i&3RsN7=zA_53fv&bVb#fWfr#`KV?~HWMs6aF3GOhxb>zC zO>re3we5lRE$$ACk<#JAZ`Q>prL_bF2ggT+I2}WduLP9sEkF6O*@7jr@pS=PJ}&Er zUmF$&vIaCglDV#u`^HzMd0PB#mpZRgJr@@jD;rzqMK>*n3C!QI8(SnKPO8js6)6x9 z(*e-)ysjss^`4HmZVs+)(93OxIV9*D5&rSmm;(^ZqtCb6Vh=hdM3o_g-y_MUO|(_s54l57D0h6nOFO>3STI03B<7ws-R-~9TjWJ1&{C6qi-4 zW9cp48xef{D*z$yu3gF)0e+!`FB~;xIca|Cj@ymiJrbK`T3OV`V4!~QR!8{r(4c~;TYso+U1?Ln8?@J4195%}l|)TajcDq- zs{5a`x@ML=qG2wIl(|OVML8j7BDSo&T*TswboR_d7Xt$WZ}pF_U%#G9s!0Z(**x^Z zyy>ZjhX+I7P3?l&xBI!c9={((fe>t$o|d-ns+Sj^pr9hkyB*~(fNyM(Y1%`adp|uq z6G_buggog@0F=lh)GSfb1@<@MrjT{c<^9zepa~P zdV`x>xFFCoinbj>32COC7XoavS6Ah_yJru)TR$-~*;k1fIo5D5cYD`}8oQrSQ^7=Q z{f#bR0Re>-D^|RnaZsy51yW=EB2@70#mv}Snidw%#O!;YkSNg>Y#)LkvXv*-u%Xqe z1B=JM!A$C+?45-L8SX|VfFzPB1-Ua5aoFUknnOvh`Wo+McgCFYIj-)exn04yEsVQW zbZ_hQtv|-*_o5EFbMIc{Aup!!sn|)Rn65|H1UsjD+;dR>JWn!tu0ccfTF`9a(3kEXUQwauIyI0V z@lO2Q`#-1Kq-J@3TyMv|&u(#abd(7kM|@HQNViHq8P#y4G-Uq>#(J!N%@0(86ZL{8 zLrxULKB`)W{2soi#ZOa@N2N=t|3QsvuCTAjt(PyQM|vA{LR|*0{pf4z3!WV+l``!p zi!ks`ktoX0TjmTbZID!Blh1Dd-Yj)ZfWDSUh#~LK@jm91%aU3Wo1-xQk3UE*a-A7( zn`rjp^ez(Y$=Fe9R9fSf!;;z)E1^eH5{7#ikjZh?@aNAbQ1TVjn zOmsk{!u=sAEx2d$xzLOkmDTxV?AOfK9lmx<3aQg&CGuLikM{*DTx`n8e!ohZvRnDe zE$zo&W`OUsH z{RgpoHTg82d_>qk?%Fu=?Ze%a3pGNzP8|_!`<;>p2M2|%zsu=byjobBW_dRKERT=( zi8hhylaB!mH1FKGW73e3LSiUj6pQ0wO;q&URQK7*CPEY}T)5B}8IobyGCu1Ks*!S^ zXj_g~AXqd2#gN#m=h(`cVqE^N?YO$kt`;Z$C#0sqG9x7uDNge|8Ou@7Z_nGA3>aD* zDy0uNjpD-Xjsej9ar$5n9~VduSLqdfAZi^cBqWq2B}|{^p42Ap*1fN8+_Q3aiE%yP`=&FB(#8M9#IkT`)#)THKlM5>&gUgNq^570>KT_<}|*`(aE zLYz8z93?nxJIZ88LRh!ID}BeAGiT^Yq(05k340~GRIMT1+9+n$rlqB21Yw2HJlbg% z4-HF0;_u&IOP`GK=X-+W$?79xbamO90#G)9X4Ty_Nhq<~%gr8R!A>BKjDS-yMeT3$ zG3-*LLU1f_Ud^^wyrw%^l~;7RbVT^GAcmkAAmwugmV3&Xx89rg$JuvQPyt}e;}UXW zw;aFszGdJ%!ou7l>8VXA2c0KkR=-akacQKhx*BvBW=ET6X~w$hu9!tk8=?`m+Q-{M ztDhSb4p-@ze>jsEeLByxvne;X7gh9`+?V*%#Lpwe!Q!bZD~H{uS~w-;53CV58I6}Y zR*<_l>B&+jt%Rt~Xo*RUvdM^jh9{$d_nso@M*$eOV^}l+eM|O_o*V%~@Y(20XzY`| zaqlq~QFV2W1gy8imo8m;UUNaRuN(lgBc)o8PqimqEvKtl&Sk9GD{!CXqZ!n=u?oRr zY~prLkY_~uro0_UjD9xwV6;r_t^L(e` z?kY;g4Bww_cy(p5h~wb7i}h&(PpXnEnh!SEl*^Msh)}=D=O21;I2{FCetT~gJQe{8 ze8R$NBspVehOgSDz{2A{M-A{GtDio7y7SXxFE=DZUY%_eir=L+km#}52$a=rBjSBo zk6R1<*90^o(W+F7xK7yUx=)XwY*&);Jkhg3!a)fU5-h{biX7L;-Fl^nFTTFM;W}pN zGUSdgF4Q~<*llD2o^}GT&>%%Sn;rxi*@TaxEUE?v@`!AVYuiEqWxa$!`_jP^3Qbe& zHm7fQWLeg)kE=;CiX)WFv(r}sMNBnfx)xBvo)fY^HXC<(+ctuyjiNv2t=LiU95MK? zWVx74dl*uB7q&)quzh1k@C>$ooNlI__KOPvofRKuy;p*(A|ngjqgi;5KfCK>lHtwO zJ5Gcl&Fj%@T5j%*bsYL0C~QpoUK*-DciWF|*eObU=L`%wFwiPk>twO4=GSiLoE`I8 zp4Wdb@x+dTf`YO-^W2_`tEIqsQ_C*ji;Jp=$v~Di*chEPMxi5GPr=R6!to#t&O3;5LA4SKuFY}H1SCD)kgs~zno5E+ zHx*Pdv3Cc6a*bTUbcUz0lU)w{N=Bv=7|XA) zH8$Dy4~kL%5nMz=i9;f~Bv`!b3bW)#`MnL{ zU24|`nvPI1joLmb+5AEzSX#LI(G-ja7eHK5kxq0^NsS@u2 zQlW9%c7Og9bwNdi)>)m<7p$-Jic-a!Va5G!eP!0%lWTNl;{C~pxx7> zxwDn46eS+!&QABy!a+W@d#*S8cw8_$Jn?LPtZ{iHDH&}rLUGi)TV(?CNBf$Z>W0&S zMCSWGc<^L)s!fVW8HKFnV*@RIfX0YsjIYE3z=tel()SfM6g-&{MUpzyR`XJLrr z_jS;sCN`7;CsS3BkM9g#yLL^?p+8Kq<}&9p1%AzE?$8C|ed&`QjZjtLK*IK^Q(*+& zg?2FSAHI#vP_-dcp}C~U3ThU3+h9;C04lupicP2=2|fn-rW9_cSzvCW|EE0)gzOLL z+$2&Xpp-RcJE!0tRu@zI#Td3VAf$KJrzhEg7l~}esu#%HDeO4-&C1+)W@_ANsCe(l z$3x8HHd*(AgZT-$&huOj7}nnHKn<;cRZr94$tsFR!C}PX=m8>7k?rQ?H7O_9Ug?T4 zhnkS`KT?~QcbfnsRX|ul<{rddW6F#zv8ok{EKC%xmm^c@7($9bH`QjqPX)Y?8}hA z?lX=gwiAhltRWs0qxA!C-oEA8y!jw0x5nT^Yu9UPI-GxGPcv#kL&4EdlG^sm%ZZ8blLWNfjBkrc@QAlPy%j zai^Zt(+knVn_A^-Y}~O!PUTa$K5x_6D&&2_=Pz8a;5>>oC_MjM#PQ1ul&N9*u~DH#&JSqB8l_e&Gm7|{RJ|<2bvCJC-DjisgP<2@Ekal z0b1b$Wx4VwMS>!2-m+>EQXWF5pNgt#%Bfd>5Me}FS$U#Me>T>Ax=Wvo9@&pFva(&M zEviEHI}eA>PUY8KaVBq;VybzQQ%X|=r=L_6Cl#a<84>}k$~NnaP>sRHW2 zcr1$uBzF@`c_8W?!uI#Mj;go`LCw%?aGUHQQp=gMXGNTUTp;>QfiI6_-P}MLFQ-sU z?ju;PjheYGZr6Q(;L8}qqyKWroUO~Je6pHWC(f=Digi?MtMJa_4u}Hf8{T5m~Rwv~VJH@G$c{^>oKkouP z&a=@YL&shEvR)y9fIxFQ#W7P9irZHt8zQ9DoR;QpPf>tk6F#-~^x?yQIbL#*D7!R& zyoHhN=+qhF*HDWoDv}d9|M6uI*Gm_CSnfd5kH7z3V!dkk$&MJ^%&CEv{D@~eht7~& zo9r@k9pO~d`Gef#|C_zz<=LuJx5RA2QO}6d{URwFMB3HEfmyMaWjwLAj?w_&g$;|= zVtYknk+2D!`x}s=R1EA5kvs|wlVU(B5in}=_07`Vc5U5P|2mpv*vhe92Yrrqz$A0{uv+bmU%}4s z;o+%)&nG^d*(JCdqZ_t*FsPoQR}mKUvd69qC3!i!eLWE%v1PXJ-Kz;Ya`>Jxs`(P} zK8bkUObuGHU5_?0byX0ga_lcZ+ybGDx5+E%yUnqY&Q@lHsG3h?;ygOqg9{gsybsQU zxIw5YfL52UTtTpDRTYqw)H60VZWOwDcj)r?!l7edtN??EK8(P%VYR~^OuBfg-Hvkw7^^STC+Pk9VtI?iA>6G6uYb%;~c7H;nMJ$8It zTzOGX8q72g9=x1d6qB8?CQD$u>I1B_LhyoK^A|IzeMD`DFW!|)omhj!?VrL+5QR11 z97UKgVyFNtwXeO!E}rZ@>$YXvw&OI~-Mc9Ug{#@cY~Je_jt{m%CRakJJ6^Ac-3vM1 zh3rN(4zIlCp<(>ybraVjFQk!k6JyY{5IS1ndP!C#mlJ?M)y#p;4uRP3Z~d1o?p~#dx^=6R@Dh zi4*rdnK_@vs77hD3g9)q2tQDWDl4}(NMX8Hyn0*I(6h4gH3c0uw6OWxSutW5E&pRq z-7Y|0P){PjjQORx0C%J~416tMNHD340VnNdwE@d)QDV(k7LJhZ)Pj;dqH8IYivm^@ ztysCaILOG3h0MU0z3tre{YsINW)v$ry_QxUAZ3f}_FC){zE~?45!L3@ z_V(Q(*g_Hw|5_Thh}7Q{ih^YZcRf_|{rfdFx=z(xu(T3m=G*W3P*I4PVsx2)w|z2N zG>ag9h34jKwD9f=Nt+ic-Mt-_x8c&IvXSc04Y*4GA=W#8Wj2TcGPpnWaju-_i|72l zgwb#Hj-BFg_IVs@wK6an`pzFH*}xT4{QcrqMH*AsKDu{Jddr96Vhsg_+XoLN+^uAb zyt25>6vUIakB|T1n_?9GpC3xnKFhkceIQ1j{!`9*hKoJ4dHIe%KQZX_WJl6t#L#G) ztES~=&&+I&v&E!YcTBT;tPvsZIBC}B+Gp{f(uoAe9As#g&EI*(4zt-a*0w6@oe>zqF?m44FG%3AS0`)Uu9 zzuD-6|Hp~=M4E#bqsMO9%S_e_79E?O2qxo#3A;5n5IJM7yTN+kD&`i<|H0>Hea?V- z`t!t@tag0~_uYj(Fp(9ol|Q^DRxc9;X8rbGU0R?2$QgL}Oyly!+Sb%Vql;!|QkR zTLuEY|DJQ6gfi3WW!2x0t6aEnd#l{q<20rUi)4NhIF8*33W|U5VB=L!y{L~L-K^4= zht`gGYozUIGGU)GN^&-exXA3`juH6&zJP|(owF%ZlVREJ-E0^bp+xPoTMX1|eq4C5 zkE&v4=XY_X$F-v$PlpWKByr)|JJp*fYtu_N%yCkuF25d4sk^Y}s#lwF_h%jWcwU`t z^w9REKlRQ7_~`sUBv2f5Jg?IwJfe@|vZYH!#MLP3f6aYF`IT$W!VgYza$JrQby?)s zyTlJt)UWE*lN2s>I^`X&goLt&>5ZC)l%4YsEr>0}79!$y)H)EQQ0!GgXZR9qzSeWA z!h`5HZw_n4Ym9W)s3P?ZYvn@{fURyP5*M+nKzpx1;Er?B#Kn;rZY;?528qQS*sCG<4x=(A z(Au!OtY+zw+hTS_oPVS(CvO4rGVcBEQi;bL9dq+YN;Vp$ z13vU+B_|6*2rD&mg9DC*oxO+On%BQD0vd3E|Pm1A+mx zfy~nZSt`DwM-tX6?;AIUnSc?aD|-9_%6UXge5LjU{~I`gS|EZ3LW33@Zcj>LAHT{h})C{wrZcnmzS3qYC@9?*MejlzjFFM zJ0p3r`{YeeLJcBbw$fx`-~xQ{^=&$R5~*L~>B)}ZP{0)AQyx)KEgB(MZroUY@$<7+ zI^RLiBmn(Fj8f^gJ9O|MHbV1ma#6|@b9S2MoyD9kN<`_6R1AFzKbbP@kJ%_EZAp20z-=_z)kL1pO(l zr7iv^nv%4ecywWQt4~YWeRwqWqMnjF2;AH?J$7(R-sSp3Dd-OJtmmeSb#`<} z;hlampf=0#dZgm$d&8s;9TJhgz75{DN_L40Q&L#y#&45|`uYp4-xlx)4~xBhBTUOr zk{77vD=6N7+U`8Xgh%Wez_)a~;lD#wbnE}YO&HI_B2zFd~Ig+ zKlzOC#pLVXc6Be&=SdL?!Gm6a3nVvFDCL&SVnxjZN2R7L$g5ziMd_mg@bDiz>~nRU zTM2zYMsr@wO~#~?oIqC=A0co{=r0KF9)Xe@xBdAkb9}a4oqPa8v)rQI6Ar#6mMam)&BI#duUv4 zNYE7xSTHK_thq99FN!bl-yc@|Aw57JdR*hzy7BM24{{-++s+?q$AglyKcPrc-U70J z$U5QzN*i>Lko4I;1+zYczF z87k`0IhX7zYh!-@_xHq_qFeY-1?8&v)xzAq2a`qf)D*efcgmi)@9Sqk2In6v8{LxM zW9an<#po}EuVfDY>)hSv+9uoCB<248;run^mq4cXxdaupv&O#BwV?{DivLiqtDl=| zGLSq(1d1W+|4^wm$^O;dl&eq5Nib?~gABtF-Tr22NZ(R&ACY;ZVVV!&s3JU5W3_GP z1BoeS$+0lvN98~9Od2Hu5&VeJ71XplEgUAck-jGVrAwD;LkS7D%JBeeHjG8Rv5VFVkF>os||vz0*|zNx_1*6&UyAO8Y2E?L z?v!7bVj3l&n?cmy35Wvxah2M}b?lJBkt^C^30W5A^!QpP74F4~EJy2UIO1SJzg^d(apZ`n;=0U+-fW}&n>IZ>n$Wv2;d*95 zw)F2h)FbdU&}SvvS-Z6qrAvesVO2wNs>28eqGWGIKc-902!2!;4lQ3R0-h1FPZ1UR$o_r{Yf}N zs5FEd&4jMAcHDzSsUBo7@rbO_ey9gwc#-UtCZ;vXc zUS?8TH5X;otoP_Vc%8Q@dw;D?eB$$(uX48-q#f`4w{QVD8p*h9pk-S=8Jw_tT!^SQw zYWdLKJHAnKsZ`k^t>(_WeL8q9>j(QbWl!79SbY79PVcC#|D8=37<;z)7b=+vG(~v? zddyXUY$!9g7zD5{@?e+?yPymIH@#fo(!W2e2|wheKypUd>vVb{-B=Atl+JD}_+mqn z?sXaO>$~aIG+SY7LB;oC9bwlD*%wlLhtHh7B7FMw37XAI#knC9Q8F`oVP$ohh0Q7W z%o#QSg(t(qS0Rpaw|j(sMOemQyu0y%^Q6FB<(&AW>cmyAZ3TvpM>c=y!_983+7@1u zG~~5vThT2#*D41XMAp9t=N#Xlwv5T^kV2Fy?HoPg$lqE*;ayD!AX6cE%^#DEcl(8e z@IjCLr^J-IwVcAs^z#$HHa%wg+rWjp^xCqcaFKNJtNo;6kKTiVjy#ab&0XRwlxT}z zU2cJCc^fq1;5+&k9J%E|iBaZCdQ6^=l6zp4J^dSEL?~*uJMJSvlj>itN`4l0O52Hu zn*YERO;kkBmzF<5AFbRoNpE>j5z>5vFIw%SC|&(c`1~`PzdHNC3KX4AIi`~u@^9i` z$?e+YUH?=}!j^PELT4|m(;CW#JH}hwCxcivTri^}+fzbV=3IL<1BJG@Pu-E719cTn z!j^kKK+5Ky1MV-y`L}J8J^Sv4G7R;^SH0VIHPHKQaT6vD z4btUBlpWYAz|4w`zi}dM(3kdH=hG)q2Ijru z&pYG3EM}$xJO0G^SCy~my(L^D9z70~rDXZu3!lRf8$&yAqY9YaqaeE-qY+abGCeP9 zNS#Qipan%mYQzgvXPtf$-w&_DXvJRnjlr*a{s7jUVOk*odJ|6!RPF=+g@6r2VRDL3G?i6*2T72>7&7F12 zo}HOQUt0Y8KNayf1IX%)&CoT}UtGk~k8#F{XdoQdoThAFB+?%7InzD?enW3L`}C89 z&?w9bK_Vc|?2NIm*R#vOw_g9RKP6ayLGM7v0zp{ z5TFVZ$aZe-@FGi%fR9Qsr}Sg{7cV1gtY4G6eaje_->eqEmJ#ELyI4qme44SS1`YI@ zNZp5-7?aC{+*Jw9a{rIdXNkw{XG$jpAq}QurXE1W4HTH3X{L7mWa!D0dI3(3957*`IjTn^6;4P9u&)EDXqD%_+Z`VLg%aiIi3IN%|V zUn)(0_G~9q6o)7uG`YchpbA|P*R+APj~7`M78XBlY#+MA6Fq{lMxm}6;QXCH+=xJc z0ZD>AynQ~(%&77Yk1Hq@PI&2l2MHPxMoqzXvQl547>PXmsh*{8&L+7e>W`w_90Vk&Sn(Ui-u<-mBrf*=o2qlGW zsS^)Ok*daBdT?WvcA>Dw7CjE8gx4|vV20S3{8p>_eJJ+ha20l+3UMYuBs$`EoXfX9 zfpSvf7^8H&%w@er=m4!K@Z*DYu*tmG=@J|(h2hZ{PZOpf{-^IpcTl1)9{qTH7y8!Z zgT>T=xk$e#Twpbu=-9?&MZ_*UfQ#r{Wn5@SOvDCZkZ3O+Xey>>tV5A6^llA4;rS)cD9j69XaQzdQ z@j6g`k0h3FgM+Xo-$&Du;3|qopttkK(vPH(lZqseZ&{1M7`9av_ zk8iSBt}JH$;dpVaC$RrW9<$VWP%&F&=u0}<7$d)8-MWq;F|-{+U;79T5XdgUyN~E1 zV}&reKLntfP2_SElX)wLg@^&oZD!nvssj1k=9A2tfDOtbYgTUN*S7hmYR3z15VJW- zNIyhl7FO0R)Pnc#m0-;pezll$JCx;mN?aWD$eHQlTl70kEy_;w{|fUhdV=zOX|zX= zWqmp^mZY&69eB3rJPlw+C5?CT3|o}V0^8oetob-uo23?RCzwQN?}@3FFu7;P%$ zp>`mnWw*NNZAoq8)r$uH&op~u|Zu6qKruY;N`TFCQu!?sg z4pqZlm|af#REc(((HR>jcY`kN5>dnd45Anb>BLo$Y^*ABu~rTIC+WE&uIQvZ;03J2 zKgp_t95?*az)d`7+%cpT3O4-@cjngiO2puPI3qOSZy*=IvM06yQV$TPCu!h?vG)k+ z&8Rs|A1IS0h(cKisu^8RGr`I!pVLD>A5d#9X`tS@Nr>EBTK@25z008RV-!Orx0Lij zklKS@?5iv0?kd!KK=4w7nc$BBlZC{m4sVa<>BAy&NBNPfVMY52B1E)lTON2-J~w>M*o&6fOm z^xOB|$Noh6CJmU-dERYqX!4}R0Fg-rc8d?n8fOLkVaglFHn~f$3Zh5edn-If ziAfs3XU1BXNtuWSIK;DZ(Y6O?!FJ)xgUxe6_Hr1QHo%PV;h(LvHW={{Utbo}1tIAO z>wOylj%nOM#gWjCLA+6B>Bd&*R=>ovW3*o|o3d}=9Nic5J1|y?oq(j$SZhOhNv!~B z_v%$yeL4v)(l?Eg-co7LljNBeP^LiA6|G?5zPXlOP!kc5IOxce;*f`g&4jlGx*{#c zC>>Fkc7e|yE-C%+;S)jy>3c@!iv1 z?%JxdHTvI}D{bjvDeR9=Z?e5B&|W~gF)=AyVSFT#Jji9VGlo{cuTEF;Vf0Iek`F=0 z1k=cdzQGwx9hHVTtUwP9xRCQ0;A8Ugl^0VRBE!Nq!a>~dEn9p(W~W$$%+7J!G!_hQ zEUhlMMRn7gmOjeR9ai-_Fb|DoxxofT4nBbS(VloH8eN9uN&5hCJaHRCY#>gboXK8s z+n!o=6y)W^u}NG(`T21$i-36uPqJmp5d;ne#L6lN=)@>^tl>LAGFD_(-lh4Ad2OBP>t=V} z{&w~4sJ+`l-E+8O5SO)c-Li>gow%j}u@Rm7V`Nh6dI*WajVWx0`EyiD|3DPSLIdwr zu&ds_eVd_i6|Pnxd{zABncN*&mOYt{`?Ru9N`n_k^;t( z;J`*9$V!^vHE}M7Zfhc9WZ3t8HOBQWH#uhmA=vW}Q@{!7_(P0Ntn0AB;mwO9jcPb0 zq8!9L+Io12wUzL6z^ed4QSI&Lp@Ov|XQ-ob4$co=DpB6axgR>_+3L`Zp1{pEJl5i4 zieAmiBu|NbCjv!>=scsGYFhceI1#yyj%BSjVlgs{W7k5869oz+)~ATbNa8vB+0j7k z_Qz?4MfV^6loZg?1J`mDnkupj|3|cC*aOv!0TuLIX~uFU#jOJB(YbTyx3$f7s!99`1xr zwz3N6*gu%>!|DI}HJ!ImyLLDDjw6iF-+pm$_u1KqBt(dK^+*e&bGvrk{8d*&sV2Y7 ze}ZipRxr2Jd;UtecJp-H1E%WYw;Ox zS);#W;iACxbnDE0VmWyK;f|Pn38$3XNl3(WcK#uQy^!HAj$(?Fel^~TnBW_t!2l!l zg3u6i;&zihdaRul3hyLBE?TAQDVy~!O*%B6lDqnp9ocEo0Ssd6e)8(E3;z$t?QFB$ zDXVlFO&kB_D88IB9z6HoISP^XonHA|(^J+n4sjYPlw4Mln4%j91=D?@qfB@7wAFJYi@xcwsH$rxHZ8?LuDl%;1vw<~mu135>?1XPocY;CTT z`&8CYIK_<*(4=3}%>EXZCHDuzBpxB5vTuKT1YRS0Y@4tte!tyU_3QWRpK5%LD z3nJ7hJ^Ec5!&pF;O;outg2PSXT*d-b(=dGk@(1|dMEKVj)8(KqH^5k$s~TlC2&C3s zv^q>t%BHhjVfFu7owRaCIUb%&R`%etR_7>6u0KEVJ5R&Z<6{(b@~Nh8kn`*AkCd?5 z&Ddj|6?f27K*C4#y*cWsbIdXmGQM<*>^4jFZ!u9JD&!at4vweDw4^Ve=&p(Zkk$!z zi?dotCh%OoZgXbCXlMgCgi54KSR+WArH{nm-%$HKbJe{5ldF!jwG!f?FK1GL#8ERd za*qf!Bbo;gDHi=(>BN7VkUOJ|lP@YrkHXN+UL2HYYV_`3uDXAqxJdg}%Y7SY;RxRU zRnAEMU&tA6&GLWB8U4!?qSO-fX8PM&w8*Q3?cqAG_Yy?-`OFewXeUr3g*Zv6@^H+< zZ9mAfeonwJ4|x5-@zvC2$G481F;Ofieb`AK&nss-XpdgP-M)40Zo?Y{^b&cfEcM?S z`?032^qWnkEzb77$u6!znr}%*HF3d5ZTs!6Tisxm%C~6~bo8HTRIqQMfdc9J_|u7s z;$C{8Wu~=Dh%n+a9>Ms`Vd>%nVDOjceI)JR0Lmwz8xiWj^}GFV#~oQZRI;XsB@@I2 zRRwvE^m)K_cNB!eU2cB;oRjEKhL6CuvX>kpX2R~zrwZKuX}E&}EA3x_S&f1mBm}yF zfU8iqiI~@UdD){kWRDyvFi9cV@Bd1n@YJ@#UDYyvZ(yP?mpcOYl0-}Wc!_~X6)2#% zsGW`3nWe)Z>`dPLy@D3LZnxof6rt#|y;ImqER@6vZC-;uV&eM*#L>XpzJC3hFfSkq zQey4Ml->R>f~?3AWbs|gA6E!HeE5*m74YAwpZSNiU|knTHnAtO6!E~uE~FDIJaeJK zZXZP2+v{F!*tDrE%aI=O3SRw|@qa~($Nd&bT=P8wFU_S&xnDs;#q( z29LMw2|AZ}pX8tIyJ3(+I|E9Luy+q(R9=JV&_ zc)x$45=!g8{9dR?ekt<%4$TqQ7DueCll<s$&G&XIdMn&?6)@S!K(ms;?0 z86>@he4^CzOZb_yYDnV6F&T5XsHPeIg#+|tAvmY5&o~MW?1~8Q*08a;^*XN@LW7B9 zU>a7?OY|!JG&cT2!;bz{b9$b1JTY9ZSi60s%bsA8G1lLcr?CkyckobzU=H26h}^gS z7w;#;*2h$igVZ2YCmF7A6u{jl1e$p<3QoAo1iEI_h-Y}=%3hx%GLK}Tp{RP}r zp|Jim!b&thN&7D@l%A4Lg1O<*jzce?bAR{R7`B{TT+d}d=H}X62hn+6=Edn24RcsD zjIxj9Lqrk9*{t)!% zCJ<;>idRR$-vJ@|`O?9dl#qofU7tQBYv%=E;kiEDO((r|4UB>|tW{zpcy!*pGFHu_ zG>(b7riz^7YtX-`vxO`bPTKLih@T<_(wW@o%lXXh-h5AqkZbexufBv4 zlKIKmc7(eKZzroL%mhy+n1!P(#BicwFQ1Lz1hM~t(lUjsTKn0lOV>UTKquYWLd+L@ z$4x4rCHLuR<-JZuA1y9KC6y1TUShE)GC&5dCC|u8E*^^$D2wif2v9Sui`Lq%0pbo+Z zp$QY>9K9tSfw<9;qnDw^u&f-7grq8;Mg>RuW+6{-qaBST3G9t()cr+F^k?E_Tq-to z1T;_udSMvZ#VW)v!W>M_i$Ir&lw%aM0CPN=iZsP_1L4r3MX~s*iKz@_WEWZ#`V~y! zyxU_|PulkHucdQVYCB>##=R%W9kj%D7%|8(bTI9gx}fFG^6TL(Tel)n61spK1)&&# z1Z9HLw}|guP0g3|vJ$qoS#NA{-p(Q>GTyDT_{6Pp_ru`oFvaGEB;&^oZAA{(AYujSD#Y?Ng;5jd zFSx1qmDDUFW=#o_<2?SY0t0H(&_^7;bk#fL_p)#8lvx5gNTCf&#%l4>oy)VqE7D~M zoYg`tBYn>>l(>SCAw8*t^X1oiewcK4HVq1wdn*h&|VM!iKW=K zI~T3|=p^`YkEcXcaeoA;yFSt}$8amBll1f)!qotTWiRXHkuESMuRQS$`z&5|-yReV zR(X76{7SjjQ<)CB2VYwL&Hi?`jhi+dAcD5v{rl~~$i0<0uFmEGAV9`<*rP9oeZNyh zri&%`9&|*j3>*mM&%6DjM_g2o33C_cHd;?Wi!@L4fzkPdGycbidGCMW!))E98G+`E z_FLk;{W)e3wO}Wazp;e8051n&FRkt`Tf9>IK*|U7T2-QX`XanC_)>~F{}oP?vF61i z?Vs`{oe)rH;Y43T-wruz;J+I)zq&5U;3h$Y*sGpqbn^b}w{XH4c5yEHytPL9E}K|u zOI3RiE*a*0fY!I+EkR3N=nL!J|JkIe%E%_BhGPLLTF7`(L~uUB>5MmjE#N&%)w|$?u|V5dXd2ZcZ`dPce&UTBG}|d|da_qo@R3qLjm!v9))nSMk<}aD?&k zA3DgUekX>>p&7&>4N{VP2&wRN2AZOR?c5Nm$ho0?UEt*9$qANA!sd}V@CdxJd~u}$ z$h{Q%K0P8mz3hXyMsl@TDs=83cBU_RbgLq1j{;Z$Msd5u2Af5Pub6ECr+%(v?g!^} zmQwKI5w7`vuuy&Y?dtedIzJ(n945w{tb`~yeYEaHD>HXJV(-3R-h5WJT15f>hxPTV zkXzB|^>2(dGvvh`1;7*em^2WCd4k<(>21%9bb}wq~P-f`n z%CJS->%(zm}eRc#_wgfG2k$D9fQ-`xV0!i^Zs}|^3cVGm#fFc) z0gs|8YfftYf59U6xcgdSJUX9z320w9*1R-@73uAC64iP17_HH`N)89sR_V_SuA!C@ zvFYatQ4CAI2rQ>a_h^hYTKTj+6B2q6rw}~vw|8{Vfmh8mN^+I%%2FBGc$pvb%Zc2K zP&t&-i)e=piPp69@Q6^x)&%jFIP0g+6)~`EZk1j5Ap3RcVV`T`%g7%eVHA@iVdbi) z=Y-rc1_l)r{?rv%lVP!}Q~lgjru+|E`-JUfFA@UnoY8R{o6M7|`2*+DLOy>ZE)E+9 zPK8KC*_2fd?d3%4Y0OcWNpS7A;P1WB@?`vcWG9*zQ_K2w%3OHtTU}qL4Cv9r z(tDDu+YO8sKN$8prfTP9P4B=FX?wsoc6`T~UTV>iz{S4u&4EXF6zBMqx$3ASq>_y< zDE{g5q~co(qQ&Udf|5MzQ{&}74N>6C^8TPa*aU3wwCT$$VlAj9q60YuC;_7RBLw^) zA{~9lVuX;Ojvdo&=Nuzn9ba|AoVkzU(Rm%awxNubkKP*>_0xoou3y@qvttuVWGWzz zQp&GlXeugTUvPewd^HYeSPvX!wDz5`{(Oqk`Z_mLbP{xTae$X6?yvi2@f z{+ehSU4wxN`TTh*SN7KZ^#~hV`A(YZDV=S6ESrWbWIL6XJQ<1(z>JXsEzorfVX`S_sSf;FpFZS%7T%TH&g##a+XxyC-EZ@muR;D0pLGk#5M9F+E z*Xa~)p8SpqZwU4f@Q%{n`Ed4?KgmWGB~JW1B1UG ziV^7yBCBqR!q@R)ibpwYdmU~K**b^5R=62gY&@yUcKA@dg)jU z`zxx7gG0!>TiG%-H8qekBHt{d^rI_mr>$-piJO{%8@3hrXD|QlFcQ zWq&O_%erozRybFh)XeAjgq%Qu%!VyIrFEvx4r%F=lnU-G)29}xtsz&Lwl1y2nyf@u z%$YWGoJkB5PQuq{l=QmI+$U*sRnG+X!mHw!3+J5Vv};BV*dPzFOdV$oRu@KbFSMJwMl0il`ddDHTx8p{%mzie8?_s+o{^FKdS8DD!JxO|87Xx#RvZkUIL@0o}zi z*ZxMZxF+HH%$OHJcLTGrqx&fjk7|2n@%Jlje)ZN}MzIw0vq@*NJ`W%FKd3l~pX^q2<^E`IucCZ-#MEV`Mtf|T0;*PGB9OsdZY7wdZ zuhVz8(eP(!fXooqg?0A^b69z#k#l~<%I8~irY23)vt{L@ml@@`FWHd6OKBJ*=QRsg ziEfJe)DyV$Z%eSQ{$K8R;vkx|W6U3bq z%NIiduEM{J=dGbs3v+Fj@TDTxiCRS&05I>v>MIpD_nU3P=y+}I4?Vy5&FDKdG^W(P zLB#kQJ}w_07Y+5W5n)Tny9}N52bhaYkrT^ zVuZNVZS;8L#!Wxgbg9A2Gn8TC;P*w`Ip}R2COIs&ETe#F`Dh8>f$G!uyedPE%gseg zHJFO84Ovng;{p5vHw?siDN3>!lAF({^%AG6FWYziUNtSLj5LGPlqTOX`Sf(pcaoi) z-Kk$D4#(t&R;-4Z<{`;pd9SZKze?7?#hm_$i>*1gpb#P7pf#y%keIGPq3VwJj3PSO zA>wAM%i}zUIKLUDt$#pdVPq3$xxrMmUEc8di@xC@g}K7a>POu_KUim*HCmjUw$n^8 z_S!N&kDAMd?(aHwR#z8y?ODli8o!j@UB4l{dqHMJKI=wEh~fpc8!?x{#c(YkzOx|a z$LO6UsazWbK7lrs9G7a2i^sR>qJnxe-<~@Z5#i>dp&WL*^Q$LIpyxy|QWz{+ZMYv9 zk%@t9?SZ-RSJKkb$5yQpf9=+GbH(CAk#;2ki>;9xyQn^?y;!g(Iy!RWfb^W@$7u*4 zv{K`J+4q9QvRiKmRdrv~KX>Wi_3Kg}UgrE@nLjK)|H&$~zj?VdqX6g3G1RIP~xAgI;U9nrAT6raG>r#iL4pkWQiJeB}0;uEIeL#-iCAtub%vn#j zhix%z1=1~J`ys@;JS|UAU^WGp;bEEI-M!i7U{?Um|G~91DE!TSB}ngIp2FUdjmhru zt(S&44o0RZfv{sjVm8B^04LlF{61@HTcYQC>sEo-s+cR|$CSSpcNVNW_5AoJ4;6uZ zc(f*fx<;JePys8u4(3hEoqfyhTNe;;iWwgNeK!6IyO%s8`lp}%8qSRR`6AV4bwLBvlLC&q-q zq%m0@+GWa7iz3d9%Wdr8-Zi7QRSq7AKgbU2ksfhyhG&AROW3Z7z6G)t1T$k6_k|p? z6YIOWtHT0W5=fOx2S(mn9r#T4`0lN)gR2`6o#=w1#c>D~tv>-qQ%aQHd6@+8( ztRw^ZeO+B$B`!Je5k$3{5Qk51WqmQtK6i+NlA<5Gj$_*m zWjvCcClKnPqNYjkPSTSA!XT@{nBLvw>VeBpCl8vkcy$p>=KHuRJZrN`kF8JeXKb|x z^@BqD(2Z7VEK~52U$B) zxKEgLGYFouQ_|9i`a3p;I1#){=w-|Yw*ze6ism5c)K;aUPVrcl#z1*{deFEu^=@gP zY!#Hi{pf1Y06^+}%4yA9y&B-Uxi=Ru2T#~(CLm+#M};j6XHKao>qI)juO87;Hm&ps zcQ-W8Q&tNBQ>zt?8_518Z_7F+wE55rN}g`H?f#wykBM-vF_SV?m?MtWOsN=UhhQRz z63h+R&4@zny!Q4I-;%`zukT(Lnq6Xhq+Jrh42j=;8X&`DjLSZ3r!C}PMh}G;F~K?` zi~26)eT%yg=9)p)MT$bCWb|VBj=%EB=R)DNgtN&6OQ0$VB2f6DuMPGFFg<<`nyDWP5Ul-={S)@ zoPaSSmJdT(X%&*G@G&50-TKd9jb?LD zbOD*!yR{w9T>m9M9_Lx8>_a*9vcVi8)tw}7L^7*4R~3rs!Vigo*i=jP@#ux{vs(p6 zs%zXf_hNT2#(%F65STbj6m*Dpx*0`s-5q;o@KXYUf(p5ZkXnTd*r#J^Yh7JC%QrVS zmjtC}AY#;Nnvt-Wh5OP+9y%vfL|>2^sRCK^Na<3N}sm`Ez zqsrPM*A^XHMMY=AI!_%m)ccI~Md7z@-F^G^?TUh(Mq2bqu3tQ6fm0`?cK_wU@VND7x)&B>EIB7`GsG&H;w-B(l0XxaX-cEdu?GVI9dU=L8OzO=BeQ zg!e57JA3m>Fw3_gV=I2txLWqJhB(k>?tq!z#OxR0u6~)v?5r=3RZxmN2pH@dcAVvX ztUy3aRf5=h6N5r{!_Kox;1fGtL+b|QT-e)LTkhHZu|arrB9FLAT>M;+n0hOQ`Hwkg z8a5_@#ZrmNg>jEt;(M$Gmp|P3F$nTjVY(zK0)?^Es30o1iAqc+_jx>x*H65?Yy9Oo``0zDU4^S#hVx&-v9?9A|-#Kx13CSf%k|r3KRP*2Obq*Y{ zi}0NcU}#XkmQztSsU*!nuL83Y-@NMR%WvB8mLenIJl z`?voCg^K_CU!LMW!i2wc^zyTm!qY;MG7s4uNUY7?KdMo}*;L=g_q!A5sfB$tyx=k( z*#rU`b4v{*1ef4sv*+eEFo!5~-G`l(b&7Ot*j~X=H6}3gjix&D3(MaDFKKEwpe+Uo zC?+q#*hsrVX3LzD2dPQ`DQrZ^d;qy<^3K00c{+j5Amr||0ShP#b#97qylvP^BzXKX zh@^!qtS+t5*tfk?5n{MkT^j00!7I3nV^dn3xp1cWy-aiGlym!-r0}OKE~$l2*TtrT zK?ru3o?^*#qR0-Xkx+BLj$zGw=-P2~oKe8x0D|#pUx{ z4*($vsBO+fe(5}93vLw9sbI1a3eyaNcu74Fkf^;E@`EH0A&U|=7WU*I)>>SPf1QHq z??_V|&zw-1V{hl1eTWh-B$4`HH<;lyg0kE%)I@!KutUfIbV~wO6j;1_7IBshb45xG5qcgyO zgi7{7aUNE2f;hL2km5!j{{xD)qZajniY0eZEd*>j-2EAHRMH4y{VY%7hNvgeIo6mC zvf%wNp2#v{Bwv4Dwvya7=;2`i)WlwJ9df8FK<5MI1dh2Ma2XS#g5cER$f=1S-le1? z+9!}2m{`@#&CMH^-;<=Y25~_U6^|&-6W(@l{>`FZ&0^@=8oBId6eg1;e5UupC;(nU z+s$3+nT(R)099|PZ5$=M5rZ}+g=op5Qv$VtBVH&LtuD=AtcfO}^W=4-EkW4-UEC*> zGszDQX^-3yA3R&G*G(41M5@Q(oirm?z45+cPhH$SO8@@NFZ&RWpX_m@GWH3e1Hv}~ z0xDQ2F8gnZzuahb8lrB(1A0fQyLEuq>AZjc{`G2VYFZrB9h_L;*ZSM7*FoH|4gL03 zpLBfr;0|Itfp|xR#XATzmhJHDmK`i=&G2#ui}_1-;a+zNlqo^UdwQb3rPe`gnV_hW zq%d%W(u^VmG!)-=tnQNiDLlN})fzvE=)t~|dg9ovuY{o;{6UQ0cX9CuFNNMOxS~=G@lMxo{EAz* z+c3vaGTwj>hqz!n;)9cLM(<+J;8;t%>mG0K{uyc3kpf#ljC8!M2PNxugf% zH_R%NtMpstEgpGStjxmJpr9((f`ZgD4}KANQwdGAKgw|XZr zXmyU_I#@-_>}`M5>|Wc@ZiN~pH9sSr7$Suhya8(07OzU?b~N=%eVWTx{V^S3nQeE; zr-!T7tmzh0d>mCWI{)%|@49fA>Cm@Oq%)H#YNy!KumHQY-db1Dl)2Nx1l=Li41G8S zz$lW|<^_|00wu~A7>@|ZFf-okb>0KJrYs@3p2#SaOrJ+sq=Qi_S)2 zVM#!JQna;!Lz4=Y`x9W5R;<{u2t6Osi}Av zvV{m7qp-<=EqJN}rb^hFk_eW}wk_ELa5?czi6lU^c+lo6(o&1C9)E_Ed;;rWJYyE4 zsTB??6}%yeZ&9FRd%(!s0Ea)J2gp5$L|as(f=vcO+v4)%Nld$DqDkXqWkFC?%!mXS zDIDP;q_bqn=YBaoh^{pfsevO_)H@{bFI||-MpKC-7)2Lc#O^g70yTn63nW^YM}Gkd zv}q;6sdX=tA|CIBv>teHY%8||Wa*p>fmW#r5w+sLO@i`ddt@Q0nWVF{9#iZ|F#*Uh-W82_snbiI&*oBJf+PJwvraVe!`mm4Ek$6Y)iJ{I zKylJaQB@=O1|lWF1M!CXBv#z>!{6z*$;(C_(0BD$OJRASH$qe`I+IbU8JkYM)eqvL zqM3*#iNOitc09p8FlIYmE%AZVhxS?YcesOK2?JzN_5yeCV=bnZ9iYB@q}?2#whQ1^ zv?T21wSj9-YaALCnfzDx)rTKy{t_agR)lO} zCa!}{waN~4%{WCnLo?}T`A<^j?P@bR3~RC?gUY8Y(2TGg5bHFQp+=DvB2EtU5#~4cfFf4QX4Uy-SkN zE)5M0jsNw!JBRc6j^E?+`~7=7&N-d#`+nc=_iH?#*Ymor=j(=wlI%))7J3SWvXUxy zSdBti+(V%(8vEmS{3VrpDL?)rVk>jZR^7_P_M(xsF-6hH_WW5Z+p}gTx7Zt7+n8Bd z3JHh^?A)>CjIHf?8&N^Qb3fl8U}bG8xMzvn6I^83c{v>$3Wd>#{Ie)tD$a~Tu@j~q zKA>?abfER(C8mbCH{Ysahdh|n|G2S5CWijumi5eZGKqg&p%dVpJfym1Z}O!Wi${7g zF$vmq%j4J4E#J09Pc?^Wl_0-H0`KXqC-y$$3b_;3#+IX#&arhF$9=^SSBWags;~Ej zGTO{SX1hW~PVHLp@?W?W3T0h89oo5E#XXW-KCNZ(F@Ol+L9Pe)m zVO6_fQW4CF|0{5s2xg@(J@Mh`h4f=PViJ!tS1D+CKTMsUvEk$APbn|cdNr}EP1RVt z;k%B`7yf~%8zbr;yVZ5PjWorAE{{lG@n$jo_N5q~o$iV9$uIR`lS&P-%%#rF%{jK; z-dCFcF*I~jt9{EkQOB`(F6HoKMyVMU+=5`*BUQQ-y&Sdn*SFOj9dpfgX*7&lSA|Q+ z%gd9$8D}(~&SL$I66ZEI8j(Bk z(W#8zKtrETJGFlDTf6Y3;S(}Pjs&khq$w`AZpX1mvB9T@7A;!Dvj2RfK*5;W)YOz& z%ae1#`>euE%I`gpaQe&+B>UMIX@FR8d-5dy|=O&#Bid`1PKu zgzU2ltT5r*^?IG5v+Dd*m78tLx$FeZBrSPG#fJI>b-Ss~AdB(7hTIN6g-X|@8V~aZ za}{QPOlY4!e?CUwxc`^bppm)IzAs1H1U1h^Ff*qKI=f9j41Qvm_&#Ta|I*dA_4_fF z8Y(Jxg7==|)SARcYs!J{oMzOFGx`BxXAF zirrAbgn^8#Y=48cVMCCiYr>+%zxzL(dF#tAY+AXAj*iZubnt0AL)O`5HNpJhgAX=~ z7M8ZP8DixG6ebJ0D#`3>&rLM{k(^k3oTYHsMR${-_keA~w+|HggX=EhIrg4a$uOy4 zTE9O2`to&s!4|1C4&7mK4N2M&cGi-Z9sP@~c7D+vKe&BuXx7QoT`_qa7 zCpVM@32I{%Fk`(g7tB|&Dj3)D{T9F#IMeC+V_=_h(!s-ruMOsOZx#uw%y?fYG|=Yq z*-D%Jv2EMCW+2c8;f1_f#ZS8H?Uru#WN?NS79C#B|=@`(gR zW1^4o>t<5O=mU*A7u7cV?ulpwE8jqy9ik_C&sv#K&4^w?JFhwcFh`W}j<`ZLuoS$5Y+( z_HKO1D3zR?yhFL5Haw56NvHmT;J}2l*>@MS?+Q96lakx$i>V3{Jba5`Jr zxsUz?mu|Ic)M-;wiyz+ySazOpk5!IH_1x?z*JS8cAo=5~&~;DGh;hfEqIuUax49{K zC8fqgj1tj&sZS4HxNyNQ+TWkauBZ9{ZoqM*WIHpKV)jQz1+2Atgt<@S>@uYa(E^2& zCpouoFWY%*wNzg6xWdWo7Q4;>?b4Hvxe>k|KYl!oP$hi&?Z1pqpYHLM-TbZI<SsQ&RO*>lb5GJ8W5u>>0sImf=eVY3+ND7ks#hA&6e-oU-yiXnRw6oLfEvU+-< z-FBpddYe_O(Z)5bDN^K zJdOknJFipgJ-*uK>1Li$jqQ}Tk!02g9?jn|e$ytkEXcS;KG#4=yKyvA{7L7t%ZtsM zQp0NN>V$23RD{pH*TA&Jk(m?;Q%ZAt$24A``re{YywI@xonerk^^I-p?Bne|QjV5u ze)PsgbaZ#eVeq)w*$-h(t@B!SbF5=L7+7_`=E`TdbY5`XccxnUE|+30ve5YJjaEHr zMRT=F*_^i|d~J%+n0y*EKBP!((QIsYjeS?y(0sO~S6=k@VxED=A}wv)?!7A_f1g4K zvXI-2&zs8a9z=j--@ZLguW@#EqHUw!tsI+f$AF36x;KB&)9*$k>EsbR|H*yT+O;Nn zP6Jut>5osnVez{~;%MJ!rG{H|*ewK^Us|}Zmm~MytEv55M-3md`oJ6rcV8dO}7&JmMzct3Tt2c z73t4UxXpKK4h0^!+=U2KP+FQ>`S82dbC)|-4T+i_9PL*bC5QbBurm#Qd_Vi8r!LNC z)#}wJzqVvoshgGs@_Q5&xji_g zH{T@b{B9ECbz50->eZj#-g^-!u~yxfHX2eTXNC_Q^7}TJHxy`=QyZ=vBT-dmEfMNE z8)Q87Fi@f(IkUxNeX*gSjEj;^k+wpHpuF`&>&1<(uCA}&XIU(-u*qvRh|sQ|IAWGI zH8SZc;u4|RIM;_9S(B}{)}*~XnKUQUiT8Lp(hMt;*dn{WEQ z(B}3ow<*Af<|JptaSx7DFFjUz82Jx;;2(S%)H!5kmfe5!&Fs+@CxIg7o1&5=Ts9ik z?&2QIATjAXV$$B+r%^{r*k(l}B=ohCG^1pFw4|kr?Kny*DjNJa73$-Z*@VsO->PqB zV@oTV9k9}UeDeD4-MjMx9S}E4$2J(JxN&(H^^8_YX(N=MUhh#`TPvQ1omBey{3W}U zUbk-52Mb%+etLFU&FzS#Won>+exjtyGy?QkzkvMzl)Io?|*yH4-?Wz#8O%LIfO zPFE!}rVoV~B8Hp}D8qg8@? z3x%4WoD0F)e(>tm;gu|V;*XXEjyv=AiVIp4d|y77k}FoH`U*t zve{dtN->lMXyKk>f9eJZm)jc~V%wjRZC-qn`T8Iyzn~{0TVP$U20{ycg+*iXeFDjl zv(p3~%iKQb!bPSOZ_xr!{)nL{nEl=&(^$f0d$csq@DespqIOz11}kc_gkui|?ECbp zWA!8V@86g4PS$^vocvgBME)daZ~kcIU5;6-S9(T9sU*9#S#Cl?Lc(UX96$i-Bu;8y zJmC3KwZm~a@3~Fn>r6~yk-feg91YoHruN0>UM=@i7gL);`Rfx-z%2(49u#jCTpq|K zVjcbN*ozl0I65UphHXi#NBZE(YfS|X$#~n@l4YUYci>B`Vn{5(>|3@-BX;W_=EkNtXIGIe}5NRVa4=p-JQs& zBh61QMD^7tL@9-dn!UcYfo0E`JDXi6jVkW#dik|loPN%9@@)UQeNPoEEeAI=b=v1~ zQZIgVFnyfjo}!yIaulm}ps)JDRZ>uJDg^d)1{pRIuwuE=DxaWN) znv*l)XMcRU%4ptIexIO8|9ki1F(k-?<3nw2qZ>@s-tU*sNVU;y98KYt8JO_%mQh7e zXF>=7LRc3Z;Ra0dwZvm)AAj!`)lb`#nleBWQhFUnUilj z*d*`3<8zM3t1c}G>wfZuq*%*rfYflekJMcJa)GDPSr$!NsKLlqP>hh&7YI_2njO1q znbWzp?&OZjUblT!UHh5D2TeyOjwC*{X((@_kI@Xi+#6lX7IJgu_HP;-s57`pozdTz zf+1;h$<|6f_F!L|v%0pvUBF;&zksqtc1uc=fs>+D;Z!W*Q+?h=E3&HTSFG4k*NshH zYLa0FOm@8s#e^clbEhOrmj49X#Ms!_!A`s&)@}{xM8ABwIwF|p#X-HqDuRcGKfe@q zo;*($0U~lvI9Bz^`N@V<{o`A=Zk-;;ZlkZ@J7&N4v43=a;}js488(kWl%J`wG4uQG z;@NlH=Qic!&J6g2fvvr$<#*tfOWE32Ukd4tV%xshBo}N{!H`Q*Oqo=1= z%d;OCt5cThy|P?D#gl=RqcbZxPfwsCT;jNW-t4W#GF^NF-@{VE#4b8!@y-Jy0*-{M zR#c7WCjVJvq&77eR63KQ;_v5u;6kbO+0yBabi;HXu6nbu3kz%FawF4egBz{#ACw8? z9c2_BcHevMeFqPlkjbsJs8u`5f-Kq!UEXJyD&ODC>Q{xbOF!4P21C}{Fk+hBLJBl} zn+oCXdgGM+>kKYE*u>!39qvRGy)+z&)oge&AF!jYJHpMNgRzF>=~x>Zo8@++N&0zD zRR;traxTOFUNgf=t2o2xm2*Q-V#lBTJugmC3pksEOGp zMI`o{yiIqd=E;*^bkdSCyVW%{0?+XcI`Wu@1-OJyPfaB#M@UX1tdExo7BK}I);j0} z4u#vyy7Kg8@GZm;gx#8nHn$;a^{JC5>j7e`{^+0T#Kr?>5a)AhmvJc*b%evR+fiTZ zRol)4=LrSl8LjeWq%W>+Bfrpy$<%HI9hHS-@Ql3F@+b^+4k($Fm2MB`0#a!|SkR;w(~gj$mlD zrKR0JI`;GD=z&$JRp>4>lIcP63wP|}X|*onCly2j-v3Jal(oq$Wb5<=L|*v;M*@HYo$Iwft&Wo_nxM!^9ob)MJmT;!pXm8UgEs zDx0p5YN_JBknG~$SEwKx?m7QSTHmoZX7`FiPT#-Qgo@Y@h@NZLzg8DJqNo9YflDB1BESvH3X!9mHXhyLH46K|HLpDWfE1gjvfh&qlu zV5?n|Sx@x?b0l1b&EoMu-y|X5ymd>weI%x!tE~M;r)@w^k*IA?Bw6c4^K*IH+gt~- zn)*_*KdN2*edW!3S7q(M(a&eUHfP8pzGdLfVlkS%Q9hEjZFArEk$d+m?WS#6W0675 zgj;R&rfPtDN@m`QW^Pe4053=|cVBz6CS7QM9k5Zy+HLUC>D8sb&iD}sd; zvOidRfrp3&{N&~1Q$QUyUJo=V(Z5RNc;=Z05w6qJs3W(LQSWxx=QR|%IJu0~$eNBP zch>?QH_l9r3R`!`NlbOz4L403{E(CJN-7sAczUWkLfGiV5+o4ix;SNRTiZ+&Sf9t8 zbwVm)Kfm;}DDmSY^cAp(KyJ@Ak_mui#oA3X&FYRIx22FO?)GL0T|~h;5L=mc{aR^D zk}@Cr%Qz&D0%inZOPf@Mryx-3yNoyJ=GvM)@NGzY`h{LGbiXQz{9sWykO)w=aMKn@ zrg?+B*E+#Q!V#I2uP60s`x~F8=U12VaU9s!?ku4{^sxXu6<5JXDW7io=^G!Nh9r|GK=}P##Pc)XkE=mo%2UEt>Y6T}rO_>Fj;^Dmu z;Uq=qW|-VQ;r61&-d2{H)j0L~Rt+M0in}|7lasR-`Tl#kpih7LwmFZ0&Zj}qyIuK0 zsnj=-`(s4*c8_eN+Zj?k958pq-RBaC1>~_tE5%Ga)!N4ZrBVIMe6(3fd6vVn&ocD2 z4_g|d!8*s`*r02}kR&d;gituK8}TXt+&dHI-Q5n>9V62U_3*}esg z@w3ym7nUm7V6pc;U&>a0d*8?SqPb}WtN<2C=Sx{VmVF8=!sgK!a)s-cT?bkOTq_h&& zfDai6RFC}8qZ-!M>10P|96Ge}`;Va_CyDQI+%X%D#^*O)y;*$WH_9Xn9)LQ z6vs`WMzi{O)f-nU1DgKvC4}~NXFPFdKlz2?{6F*F(jvNr&N(~QdIbs^TH13{D3Ld} z;?f!pYrSGL(tvSGN=l|dg7Au)7+(DJY|-tF`;_{d(xl?X%d!41ez@R?LEym3M^V!A z_|0aJ(vH64MbmwJ`mR%*^vjmj(5=&pL;>E{QF8ZsUrbz_1wse75Y01Z;zjNHqOriT zY8#hPq-8#d^ibS+hrmaTInHCqd-8?~`7}Nz>tw8M3J48NK5kW@=`uaWQ}wT;(8Ws` z&df}HGp~-kjNx->?B5`28;=xf3nH=)$eM62ANUJS`upAxWVi;*CbSI@u%K+ z2k$n%iPRpA?5u>aS_>*id>lKLU}`WKJ)jL$jvl>5crAc(bC7De;9&S{!zdIDCI}MJ z0T=O2js=DVj#-622J;Sf#ydy2e7_GKu}8BpR&gV0DY*>Osz#8V{XA|n-`;=%;N#ax zKfGv>gOuuvmoLc^d9t}4BT*^Yrn594SnOh|C5TRHE$~(>n%uEu&9>Rl@ZCYM@^$VV~; zij~7CiECmmO;cOpN1IsuAQ1z}3v-u_8kCAeO~pArfR z&_Ub4A*OJuYh&7YIf5$Ig~|?@R>n5eoch)!obS_(y)cht37~W~6f79?YqHkXyKtSO zH{5CP+gC503=^tfs8SqqPHbjo=IZQkV;y>a1Qkf~V2V}Gmd|W0!drl9(WVA!7SMY00)lUlG(@u1or^zm3 z&lWSDX-+rpd-pghRLS)IDN)c!AUNVcnH(l-{o|$fl?Vv>)1N)r#QQT^28ckEi6VX_ zo1`8FG#?w%cC=!j#oWx4X@L}|U_rb7M#Ufl#{`ha%!F7|mKgUhoc(^B>X7~0(R(`& zs2QvqpK-Z>>?rT&IyYr1Y|(gBJx)m?sY+QWAr3Kw^NIEUat#@UJT%gMUdk`gaY3C zCckC-(R-iF8r(i#Uw1mYWt_lq2noI%tw3OicL7JdHzj;5a9StNt_%6l` zyAMOcYQnarsR;rCO09Vpo9^v8g|h9~U^aa|w%EwT#KijuC#c$rMOJqZ-hRuGd zp<>?jdGGj0HW5&m(`j?hk9c8j_4&nhe5eTobBE^KyHh?TJ69-|eY?-JseH%w?Xuuu zz|H7KzkU05x6jysecpKSI>UG{JlAzE#^k4dpSqB3(NuXiR6z|`m@L78);w*jNS?ax zwR*D8qs6$n<-h~iVM{1vIlu8{g)D%*sohl-E@bNc(PcuPY)6B|X~rfd@_txk%lX%= zUj5~MgkknmN4h4>RsBmSk=uMBOC}b80^`B-85tQFbWTO(4z*;by|O!PVq#u?Z&$d} zJK$%gjT@83#%x74dG9W^nH)AE+_s;B0MD*LgjXhBL4^-83CFWjyCW!5m10BUgp@GN zDy${->K;(xb||sPDs0N1adT&~OS`D071$&tm#k&+c$_{pX&WufZbNvFWZLXJd_ZD; zW;7So<9M3etb#(|jv9iWdwR~~v|6g45|e1I3f9_*`&a0={R&56HGhxRFNrsC%T9dF9&_t-8>CQA9$UAPv0ccl=0(Z^#x8Bm35%w`BJk<-LaenaNfgk<$S+(ZP8G*sUi30k$Z>y@5f#I~yo;~Y34nX+;8LSUi`u;vn z$fW#E@yTy2Dua#3tpZvtn@}^08=IM#k(A*$-q)EEl)o^yCz+5WvYL{#1?~Fksc!Q> z+Oh!12%09SuW)8WL1N@Bd-xJ^&O~$+kZ>#IhDyiI6Cy0K$mY zqDW_EWp&Zo1vQ3X+guP4WTTKkg?(E8A;%^QG7CiAJ}kpVFv`i;Ed38WH>+uA_EW?M!ma);JY%rWkAykEBbX-lYs>Y`9prY&Qx!C zxpPH3p!04bP_lDzy^hyR3akN{cM9($x`Tw>ikCYJ=jWWjxPy-mTHlQ{eG5^s<oq7U6ag|`8Zvpx={CVrv9&m@Zz@uzfzIF$9CSI^7Y{6dgk*81h zx8FAn-$er>kM*G89zlIb&o6}=igKNuHZV4Hord5)?k5p0UwquV9r)Oj=ZxDkGVHY9{yQt{glZG@SHJ&d0e=umcQ!*AycY>`UNf)%}>Bq;)8HlaJox0*>HRb?F zWs8*5drOx^%N$qQ0Ejcl|G}^6>NwS@&lP z|LmO8N819&)$@;uJA_yB$Po|dINc?yPDrjEW8o?~?sVzW)0}0~H`b^nX*txr@lkm2 zpsV;dytn?uhv`1CGf$R~C;Pv&m%K@SzG=~-+TqV}vBZlK>A@~^MdZrW7_+)^Z*pyl z^Y8i}{&J~gM!wwSu{9>9Q}N9!xwT$7-^lCkC34k93~}m-`eIholNWgQ)PJ}{{!Xh* zXutdqewPndi6=&b;`wrGTpbTJz4`1-s8=G}D23iM+YGlUgXbYcDNS8nZw?+VE|ns^rI+!r!yg(@1V=!l?PIU-3yxaq`y_ zyI0%Zd)e!6-cTAM>8eM+Qh48HJgfXG_IDJf>$H1}KP-M_rSt`whsQm`b}#>DI=1Ir zR5PUZ-@AYeuZ!3Zk@wX9-cgA=75+_pYCMnZg=my(M`J+ zGxzrG>N+}?>6him)YMGyaYTFS2^QMTG%w}HTRAk z25)>?3Q84PW?7}jWif2muF2VS2eZ=Q851gFe~7vFc>$i0W!*E!5V=K{7?s?u&kN`` zc=h8CCR-19iYSHN`7gs`b3Qh;kD{Wx@Yo_FgNYxdEhpCI=&AQ4GDIF-7^>gEHv(yQ z7gU(2A3l6IAuuLM)ZOL)%_TMC^YU}`s~hTMN_o6)EUWLSp~fiHF8XwKVc6!|ZAI}K zds0>!CRZfPGazuUvQpgLC9Kld*=hDFrBfNjym&r8|NCavJ1OQX!f8tlHD=_(Ksb)= z7hXxGSa{Pi(ehQRx4DeoZdS$rYi#J=oh$C1c$qf4!xwG|FxIbFc#;ip5tLX~Ii)&4 zB13Tfd&UA*FODi(EW8*Of}*66Xa8~R!6CIX@wA=6^!(@aX-T_B*ngE%ZGX+r%*4bI zH+oM^&7O~!H>viEk*!0dBl`hQ2l@|(F#4aotgUwk1Te?nxpSODBp|#{anYgzCf3%! zhSC47P3_m6i!|2I?n`=Ea^rgHcJVqRqi>?F9}GT69Dn5GVr&<;^u*@ys|Gh{#wYk@ zV4w(WFxNyPAq?rIu8kfKz@l(VN*bWvB1~>&m{>vM1*E!_oA#>^#|82msxDg;ucaTE z$k;qmZ|(2q7MVH(UzMhSb|=0=WlFA^uLOuC1`uBN^5x6K>yTw!wwCZWqC@$k;&uj( zy_^Lw%s8Uj$TF#5A;}UvWNE4BxQsa1znJJ~Qa{&Sp<6x%q23%tx5?SnSfyE?&+oS# z{`6d)buxv6F0aY++Sr{k|3j z!B<(yRP_clBBY%Q3d`{5T|U#~$`!_zcbgV+goNJvOX z44XfbKELdbKU4r;;wpQAyrTh!s*=FRb{3eKzNu0M1j-L$i`xpDVnoGSz9ixINJI4} zY%ip7SY{uG^r8s@hod*WOrWl-B4iwn4iFUwn7`)`x)CIu#E{VL-OlXPY~7g7vWmZx zfnrbq2Nn)^#R*;_W_}-P6QmN~5r@O(DBmi}Y^N?ldJ~Z%*bSZlRtd*?^=?~GMi5IT z9BG-vnQ@sTXU=qAQkKgP`?PeBS@B5zej~r%O2UOuWp~|=@b!HF?8d!om#QDp%TRBC zLa$WsZkwOW1_c5p%W&Co+STH@$s_qlPRFO__VEJ$^P0bmtCwaArPTo`Ih2_b}f!BkgBX-SEynwsDA#E{|mk@Hd)4w_eQ zv2q+TKx!*LLn6mBTaKQ94*0XG3H@qb&#j0OnOxH%tswUD;-!v#;$YW^$P9Z)B5qwD zatqM1FHu$P2x}T0&Cz=P<;s!KQFWpkpsKj{nA$DCU-9)1+83DKiPU~btd?Nn)gO=Y zul3?OdM^@AAg1Hn!FSknl_&f;Ox{W1`m*^i=jnf^&YnpSTWS1-g@DUZVwue+Cf3sN zCk5VAlW(JU-#?Kcp-_d2H*hJ1CT3=CqWb+zGsf1ZDdwUi4VniurV5L}+pDq|P8;O^ zx8?(UA^chkp`8|!swws7_viyKL>@_RKFPdxtsq%%DimqLeUKkXgw?L|qA|a(95I;R z7>V^yp_uO;L>gIf=zaDO$xQ$<=QC*;4c6E*v}m3f`St6L<^g-EA1zs2D_ON@zxG1x zV{W%LKGXhMQC`Wu%p~I%M$p_u!z=E*T)(m+a00pOl4p6+0mydvCJj|Bi(5z`880a+ zNw?v8}0gufpA-A_wsNSe+Acw`8KUC{_j}PQzTR=LB=b89s9!Gn23DI;j#5x zv$Z)3`H=a3TGFIY{v&tqGw#8ip2gc5(%k<3G#Pl4yWaQ3onz){3agJnpqrsow4pzh!O&^u*KV&Pl+$R||y z^{-6_&}j3twU$vTl)yWRJB#<)pG)77a|4KUFvLwsW_7XQQ#v|2ghqnHiRfP-bd>G$ zS}j;1K5BzIf&m%H`kchKS8GHaMot@B5#Kr`^0(^Zg4J1PY7W8(H=fV<$NsDzY%XJ} zF34V_h(&z&_xC44O`p{Kln)2bzJ1ydCN#oC?J})98e@N*nqI zbOnByAUANEY9K6;mJi&9)(08B8hIlC*$;98$#wi|)~$=9r7HM7w5`LXq}&WHki>+V zHE8Iy|GE%bc#~d<!>{c9u3h8FUU^Cm4Cv+4}&kQb7Hx- z$4xUl2?-19+;ILKqQtgsFA)Cxe_xhMg*gyT$5UXItca&KAS^5ekvdJwHm`Ls$Fu;h z5W<%fH2TiR9Itm7m_q%^ylIo(+(xVv6}slLk5L4gc&a|oOI>m9!&7QWiDmQIy~VGV zn2+^v_}NC%f7)z&caxN>9%xTBXXkuEWjuQ(&42t!xsV$?4)2THidL^#!$}2yiP!Ej zu!?phjDnivfqxmZu^?lYb+cmD)Xc0FZK_x&;sYv$;$epAbh0Mt3 z=H|9?{Z46w1D4&V|0D!wd^|UNuKiFdG)|s;n3_K#PgR4_j?g}YBL?XbL;#Fwgo_r6 z`S@V|4jmn}B3FmH2seT2*Y45chw!Pa*KbXdV#<$ZurDI$KA;0`l4|!wi)}mJu7aV1 zX3$2l%DizSA2nFqAsu+9KFv@Hx;A0^AV5y+7=lHNZu#0X5S@v51Yw1!o=9o;vZ&o$ z`?PhR4*#75$QOWc5ow>fbLU@>9u$dV?1>UsiL9Mc3ACW0!M9LC{)cT9M=p4Z96ZGN zawo}RB$(22Nc@w9%=l}uSN=%@{|$aW%MkXTV7=_?BTD2k5`<10Q?pwGCrZCCa#ASV zZg2*enTe$9{^0#b<+Yr0Q)annxo-%c%XgiRW63(P9*75t`$*c%ZUGXDJp41){ok~K zJUi8Rf+0jv)OF_9Xpziu-Gf%Wk#PD~oGz=Z^lP=8$j@FVu6J#t6qBk=PoQ`1$7pPu zqXIp{URqIW{*O9yz%85k_1}y5+0tEdo60YYM32q=a7eqmy}}!DH&Pe)NJC32^58*B zRok&y^4uuJmE!8YR#TWR(?W7&aK=KCpq7^J5m`?uen|Is{#;JrK;lZzm!EqJ&tppdb28B_tfc(;$YU_-RqFqyB;-1AM#XEL|q;l zGxMV|r+bsMCMk-633kk9VZC+7esbxi8xmn$E+n>_!Y#J&<)yrr+C(No7svOVp^d9q z$J_i~ZNq>oS1WEKRcn~xI{{UjjVRAVNEN={K`mHPV#v;K-kMMV{~fRWC!Ip#OL4!t zF%nL+`$fnjH##{*UCDCqe@LfB-e1r5-q=23(A;byOZ(DT)S4pJ*3oV=>_Y)}PubIO z*9pKpaz{je&7~5P33PWF37ZampET(}m4gQ_aC*ES{+z+A4|B6W8elL&$RqwMW$|y< zl)}YzN@{4|QMz$i?lPiU5yL#np%Gp;coxQ?16aVJKx8QxR2Pj8v@{7x{gp$Z=xL?u zCBUO&h&)pZxrNth4egdXZ!IbCV?`hZJ715ys|>4_L%6l)%Lhod+OUKq67x9(_9Mup z^)SC@A(v8XVFAfRElSK15Js~g`KR7kv)vq_w$vn27$N)+oOC2*6BVb`vist{+|94z zo5;hGq~2W_R#4iMay$+#PH7{A<|cwI#(;wgzF7^mH1oQ3-3fJ|Ord{pb8^O5@5TK- zJG`)T;qI`4+@0+oI`d%f*>}7_d}Y`kpF-*Gu}Uj~5sv6V7eWKgmaL$tsEM8(`%iP*4Jt89NAIf|z^QogX&Aq+FTY}!4NW^tB zMD%ddLL&?=pvv~diAYlW>6rWn=}~aR<|-2M=FNlSG?+EHc@RZ3L@Uxfm0yZRF~|V} zJZ%3@Sx|*ETv^qLlvD=#-5rgMa5w_TJ}p$TaEpnRC3(g!R3kT5EfU63XT1MEX1sEU zgiT;J_MCmUlaq^!ch4RT=q({-{QR?F(Qz4ZngE?K@hU4T zYlB5N`sW|yO)9Jx7#){=A8bwf@ZrP3PAqBSM_#r{bIsPRwN+9Pf1~*&1?x$7kf|g1 z4+Edzx3H$A8<&yZt2Nt_xMpT!_)`Cozl%w00;%lJ5S!;HP1rX{;qM#)nw_Xen4#4+qCbq(r!31nEim@b6h(~ z#HQ=s-+znpa#{w#ehfI(qPI4N2-kSlf-bmMlDK3Ro|N3fqYLdvvMgJ5{W2jXr8%rv zf05zf!RVnPsh@18LtZ+xyZO{tXA*rwH}wu=kH&g31SsWYv!RmL`yb;}=pL~>lz0_f0QO07 zL$IlhX@E`x$3G~L~N!P?ayg%>%1l~$k_uyyUFS0 zPEyCrj+6dL8+c%1htKpik8g4w1G7_?J@OzLle@ z!R$|bMZ~fJA92_3$294d$VoW;#BfJ02tEgeNnAiYoSZVm;|bRzQ3;9K4%u?I7)_^; z7Cx}taTx^5Xq1eJaIu7^qbRdLnp?5@q5$%IbH-@wQU?Fu7Sk}v!czYYw!CNC{NA7* zfr`FnTOwC_MvT*7Nl4+q-UT2ayjlN)!g(n7v|Iv8OWc_3+0Cei32()9%1%1{4_-#uEnd#~x`pr+vPwEXUCo|o0{P8twx5RYj|PQ>aptuO+&J)qB6KHm zT|2BUO_*Uj_(hmS+~DSgGd`^&KGE0RJ-<5w@ax(3r+ORSKfQ3*?`|v6)&9;O(wq;y zoOY3p7c3+`KE9;t{POanX!6q{ZeQACQ91>;Z?6+#a0i@5MPuOee6h+mO!4cCD#;}H zfD_+2zB9xnt8+a}oTnlpVxLPHzXN|C=6z>a0}FddO5kpx z3hyQH4sUPXTm^;zRwk(BMo1R^D_-8=0Mew@h_Q<5V7N?@v1s;t2t-#{Ws+g7tOC9QDMW8GJ=^2=bUSPO5{{mj z^B*0$dqLFh#Au^*QDe$ylMv0l99sEOULj>oyg&<}L{|2g?xM2vWMwn14ni=sTfR%LYf_?FehGwrpY#&{fVM(xn9aze+Nd@+O ziL&mlu0+$SaKztYfMQZ z&=@3f4IsB5HCV(Zmh3DjCjG?L@E0^Drf|}%19S}XH$E=hQ69@l9Z+;b2rad7Z_kVj z*#dwb;XHCfDRe*Sz9NqxA|gUGjW{Kg<)j_|3|xbL(csw<;CeD(e{&Hf|Aq}4!nGzJ zKGhRIyt-6?!KY9PJpoX$WVi?#g4LOHX@fvVbA?TcVUfXs0|%fxjU}@EVv)=ryvgk> zs!CJ$r{3i9zNJ`69v0w zoDwTl4NTt{{DV#@f^Pm3Gomuf7#OsG6-BI;k>`udzrdJ#0~H?}5&xunto{Q$n>O~Y zs=4HD?Y_2-f=e2k$mOc980f%b5kq_`r1pThU=Lb1_zes7hy@2tS{^GlJVgI6FBAdN zr9Aw6X#k`WzO;Nbzxo)3b;KJ3iv@gry__+zv3>AKG+;3&nk>&LM_EncJwUm)D=GjsH^)2PuzVnPUnugyne4?~M zSPbO7$};HFcrO??O*uKn96b+fYo%b;wcu8CtBt&qcOy)XdacV^bGXdODs<8r$`$uuu%V^TY9}LZ^+q8 zFO_G-ilvldP=^>24Q_BnP*gF9tUM54FjpL)fWE79A-f8yhR ziUl?uUGhb9!TaDzg~k0Jt_|`e`g#9+5(?$+g3!*bYHuG1UW}vUZ`Rbk&y&WDJ=>7; zKj#;bQwt_;Q_#-|3t4d+bb8vDi&ii!kGEgox%_XEtia#+b*H4jm##ln z_@m*1JaPQmUt-+9S8=;3!!8^>WGu!;%4qAo^gh~3;gCsgEVRyJEb9z@7#a#wKOIGL z;S`$EFzCM7E$8glQ&eIWl%7mCw~u3V>*QQryI#|{8ZN>I?G}phSUDQ&!xnV#&`+G0 z!THxH|C%EMDxveq2??mQ6XC3y9_x)7XvubJDEV)R64I1`9n|48NaSevOMoNH@ym_v zwj&(uQKV!i6q^B+oJ~R~7X;@(yYpsc9=t*nf$^}p&)!NDRwgW`t!Ctm%z>V3XL23j*!KSvOW`t~M~T0$co zA~eu&6~F5FM|;i%|GlNQ97sEjGj?3R@;bZ6#F2aDI`LiC? zytr{owpA0@Lu4v$DujS~uo!4X->MuoRQN*)Y0Mmby`5*}9Coef9sZmjWOR?vRQs2r z93?(ZG_n{ku*UXs6cx@IEFsbtj)J)d))tLp$L@89e)&}wf^SroouW5 zTa{vIsUHUUX`)tlbhFWK(gEZPZ>ia~GyIiU2Uc8-Bi&LYuU3(~D$iNe06fzF?DCqM zfA$Dw|9FHHL%-q{#wp*MEjxsji=v@JOG4bLswrJzqSs5z?Lt^toTU-{O@~jygN(7f z%l=y;7p*SzCnK=nyHidQX??eqDxmGL*YZPj$LVZ<;h(zl`L*k5f_aQdMsX>v)|tE$ z8hX^&n2wjDV=XGM`KGcLX7=s@C|@limxSV{4Wq7nfdHupEGZ{%2_G{yHX`O8xTKLVCkr zF@7B#Th7}5B6rI#*ubRGFHDoW7nF=hdZYhyrxFI8*3ES9Wt(B{cq45~#s|_%t_w4L zxY+avxcXmCI|^@gZt{XA%<58f@Sx+{&fN=M5*3-wj?<_R zRJLx-hSekqRl73dN{Yh*fZFj-Sk!Rs*T5WJcky2Pt7XVE`MrlcqpPbAYNGp`5NCWl zcd9_6ILx{94~le!zZ*@qk?xFwD04w{)S&n&n*G2Rr_j29NXHcpgvj-~vX~OtRZ=wM z{7)X=%c*ivWIB?mY1sY?2SIfdUAc0Fg9=@@{!6i!qBlLoy)OxB(FYp_N`Q~R;IIyA zEF#Z>6pY)!=QaOjF-4^YycU=jm`~hUfT|?>Va=}l^!zHwimfi_lOSFpFudmW$H?TW zY{izSD;OWllL<7mt&t&7+Q4O86MY9dpiLS;_4A1kS&b6E2^L*jABoXhy4hA~u*!qG zU}B;j8w8V;#=wkf8$t^uk_CEP*YN1w)I6o!K~af)_Q?=-;y`XP>)4^c3Pr6x87lk) zcoB?+_Fusu4vB4M1JmPZl!zd{aJnU-qWoZQEO1JRn>xA!k1j(uMW4WYPPgBs?;@0Y zxA0(}NngFDwtfsbcL_3Z5C9r1|cIpl(v!Xzd8r)+JFa_}LpwshUzqFcxHdU$ghk9g z8HW~;96%c8ARU=_(qw36k2lGher#?tswm>sa8p<##ITq)bnm0s`#JnHs;!YW?8(KS_h)A<~BT9O-C^hBd>*8OG$Xc=q_wjRXcZ*-S z@kwdtN%F;Xgu6gzl{Q)=yh2U?f7&+AU1-fU8g)18P0WQStZho=O!N~~X#4}mS_tmDodwb`6#&e(f zHDq;A?yCy#`-cuEBo-~Mm6U0J?qiubt>Oe%#tI=Rp7q$rw#3fUx0BIJV57vPN6dtN7#s8?7=ZSM4H=Ss+vev6-j`{s$h)uepEA zXo-F6IY>bxZTCt7YXXOlks~$4hbF!@M?qtPTUnl1i8ecQtRk&?q|>zFkxITF7}V@+*#jNW>WOsfb}Q6V9998sbUe{68~_QCnP0Re5q zEYK6^hrRSVwHe!c4cF0X2y{17)-W^2090xmz7+fZu}xeq>KvT4RR$j^Ig1d-RXm)W zyhJ575e!BLULP@?9AD7@Eg2c$0Ia}!7ufxHCKP=7CR%~N{if7<&gk(ma+D-#dIV?R&c>nYb{>NOU=+x2ffe&+Yh#Uh{-k)X@8MATNfG7KZ!q1 z>-u1it0N#X268nS~?{v_<-kW4k=OcI}$HH@xv}?dSK4`#cmaSbly^d~=dVBJcc$UcdDX ztir!96FoXHqabLeXPu5yb9N*(BoZo6=Kn`n{{-;FYR$nZ=~?g{F@S2!=JW1pw6H>BdOKPg!b9^6eb@?&!t<_P_;Hzf078i$$N z`A3i;KHn!18SFnRS|CYN6pu7Sn%@`vQT^fi*-nHHBgG1Q0nJ-~qsZUrqTU-sF-7)2 z@A4HZG$0>RS1qEb2zRz+SP*9qJ>}C5xMS-!cswA-O5j{M^+0U$54jUzX2ZXVdo_;?_7zNj?eZAMKjx|!8y)38j&$HPS$)I zInn?>q|551t;Fm98*5c_Trgjr&`~S-W}}eA>I-vPOe3ZT;D%tm$|($n;cIYT6s#I+ME&}za!)2 zQeI5s-$7(%=EL;dkJHTq0x%X)$95kW$FtY9BBL1acahV#eC-hKlt%83{A0<==e~TA zzh+HI!r0h3`agPNdU}4h&dYxL7aL|pufns?CDU}+))xNtUoAroV9AamYwaNWG*XQ@ zze!w*$Es~^!}V*YneN+mZ|9o&tFy-PV28Wa+ad-I9-+F96C`QC1ZX0UZfn2vuBxWm z`59RvqH&M|E(}`VFaGT}q8wkpcJ1D3ET_(tPX%2-Bxr-efwsLlMVlxpLV$~#V7z|G z=ohWS<{W7iC@{{^gO++tG(?`xf?XH-nmW7$L~^ZrK}Y$d$L#E^``oDlOiT$hNM|~7 z^FQj8$2;(y#t?hZ`hJ^(3d6E5C>0=BN_@JKn={Me{6&Ic`h*U(?fT4(MJl!0JgT?T2_WMr%J~8p>GybA1wFz=q{#c zEZ=*42QJGT|0#uIb(Nefm=A_JxPP2UMWPtIhsSyjKvxqrfjp^)YI*Mc>&^;Fm&mNv z>KmrfQGKu>_Bz`3K135zJQS|$N6f3r%gMRR#8P(mAz8%<0z)m&IiSDwkQU5J&ff1 zfX*%Rza1fG<)EhH`h7X&8Bei$RNdXHBi04%xbgaId@|C?q+7%0O-k5qa~b#v_G1Lijo@EiNj4-s(mas8(cDhp$P0zOPKb^<6eUg6bwLyJ*E&Y>58QFcq z97C5c`+~Sj9-dspG&D9ixcaK-i+yC}=H%4AxK7lE_|tT2My|Bh#Mu1!Y?<|XIN9de zo6tGNJ#nLt7&hIDf~N+4G4Dp(1y`y{JJUr$hySm!a}S3)fBU#gjUt;`57kQ#8C`)i zkba#gJ+L1&P%@ih;y6^B;p9RgBP!PEsJKPfgCDv|Ui+L~=f^+z;rsAvc%DA%V_PnA z<~0VORPgs#<)@TV3`dE&{$vH{Kzb-Vi7MMJ-_c-#6KT$j)o<9dSSYpMz`(iYsHSM$ z3a`5#D@s3k6&TEGt8PZe#8|spj@K8J^gW36?ibmR-e{ZEHt(^obVqz#L`0AHYqors zljw|QK>x2_aK3tqW-mMgDiCaqVo=s%8_&R5B}PnK=(dL1Oo?mSSms_w@spYM9T&8H zjr{#T6i-VPI2HQaaGUsD8!O$s^||Ab@!oc}@NNw0j9%@(XV>mLm>0XC@sJ5WW$_o2 zE)^jnfQgx++ZyLT0(-+g*^-L=9&>8)$JB3si|>H3dGn9JxDgSN+~wDHFHqrF0{w^|-gZ2W zap_8t7kZI$DC0l!=cN7T21Hh@NEjT{82DjZnc}-rg}5CTwMeSOr7lx z{;8m^?x{9W`L;T&lx-Al=H?xelWX*ZrvWDQH<$X<*M1Zca~65n{_t7)>+x@Lr{ZlR zj%3|yi-@}4F=`uj>lRK~s!!jzW)8YOXv$z3`A>(fOKHma#v5jLTLBV{4{`C2}|fvR$uA^Iyg4z+Uye=j5? z5U%l)FaFju|LLf<_yetG@(yAbPDPG{!W{eZ+wrxm$7BSg{(P?eZ!uW8Z#{2j6^HUr z+fWH*hc7Ap{1cDDoVAq@2SqjZWAC){Dp060>#PVLc)r7NCgevWqh|7mfB{2@BDZ!c z=1c;HkcNxmOdm~!pMhC14gcY-%>52KpcPrk#K*oR9O z^+2ro9=#T4fLac8N8Mf@!n?ieVh|7%;^>-;6^G!I{>!0xr7|Dc!0g>!4&SWTO^70# z{*$(`iR(k8o0HYKEP2pC>+YX81gSx?9D@r4$Z1gSRbkTeZyMM=l@`#WerC`rQ8#d< zU2`8Wa&pHbj%DOXR$|%pkw}D(Zw(0l<>-89dQIN2K8LO16}TtWVu)hBItQF%*l)kt z8^)@nwK&2q?qUP;V>!q^4og<6JdsNSpIHwMiy)9HTg{^4;@rMiym$=`iyoI;7mP&m z*(ysCpKLWR#y>|uY-C)@vO@6{@XpCEy*Th(-cd6OE}kv$75$8MZgiW5iJ$CCAAqr% z3Lt4!Za0tYw#iOJS+EAp%W`CrmX>zAANAU^%6l>o2QG59Kn9wK#Bhf+wDE|B#;zn+ zCy`r_hW@Im?URzkX%dGa3_DD`$1OEgQ4jf1@?;QKl`MmB`%0kYWaDtX_zo^X-KP(?&<(B0?gdbc41wpoLk(E~W;wOOD-hW-mCVd=xnj!4up#}nHm#~i}IG&ycL+q=LxY$8_KR~cpV^GE?Bw3I9(eah` zXM}b#X+0zVEM0&(m}jjoy4OZdSfRh%rQDI@NM0fXVwsY`a*bO-!d4yKO$^wKl$7d5 zXTkO}MH_ew(yt4exf}E@=g3yEdkZsG<7&vkML}WQxMTpL%skQ0>FnM5A|c4&)DGw| zLup+gqvaz7M|SH+2&5@bm|tYlM@l0u1SOb=Ib`R_JP0~dA3s+9CE_6qonkx#28s(l zQ*>UVQ=Yv&voC!9{P}q(OKLo^-VYBC+YQh}goUmPldh^q;W7><@W@Mzm!fzYW4>ro zMn#ScBK86m8@jjtisoc}*_T!;FAe0p#7z_w8fuASGSKCkj?iq)(9DE;sggJSxE0T= zxQK|ka}1= z7q*WGtOM_u9loPgq}7pg7h6#p8km&-Zq|VGDG0eY|2kr_9PgL7M&OCR9AEr3FP$y` zWd*&;D>V(x0+BhY?!7KL7LkUduIh!m>sywh9`SM*T4$6bz-p9LEg5op#XP- zfTr_=%f0uyDy@w4(5sZyI2? zBj-nqe}=TQI9lJTkj?EIP>uQkyko%GZ+;UO7^*pOoegKd1EQ(rm`5X(i1kMgcew{d zM1!u9*j`uvIU8ii%O$+qO?ow^u(YCMsP!&n`%o=bVZv#`;B^lw3U!X0?1MR?GE~iZa!TxVt?;$Mcb-^nejU3Yj6Gp{=H=hF|P^KOKeR%e8im~TQQh@m;C*h1pXvWZ|XE^jecU`klfMP}<;wp}c4-Zc<0+nmAfr(JPnfveK7NKl*&N3FZKI#wBV22=4v zNQ)+LwQf82;dJ)Y-*+lSXaO!ktCd)?z<4C1csP!ueB6v0)Fb`Q&E1wjpA)q?+e=c* z*NRvu#8Ru!dbH;U^fDOw1o?%0Ko@|aTwGAp$OqiaB4!CWHryT*wVYdqeUAK!4Px+! zka_|e^n(H19Ym83l#dXMJ0dlg5TSV1-=JyIOi?P-YX;#2za(gMe_i4gLNOi#A`*Ms zEe6DNCPvC+5kUeMyVAf)nvC33x}%Hw)+SuSnoDSOl`!5w z93rIK7;a0{OC`^d>7nir7os^Wf)1cVBLv|y(L*bwbJ3z@Yf~v(arv+hS8Ha>Oq#(+ z#S(a_KO4iu!c|W78B+9*K4wDTfeo$0QADsK4UcnWO=!F!NKf|Yko-u6>3cq36?rm_ z9lf!X{kXS+5p`g0_GYzWQ~CK{SFWr9ZNP3^0duZ;z>eMua2k@`!RVE)T(b|wUodLU zv)3?(p*|oW;C*pC(qbMEj9H!TT_qjA{fw=@5wk|Ft9jh1gKIb2YZ_K>%oc%bSl7=D zbxRNgjfX7-Be)2kx2sCG1i^s!hZwQ~SQXhg8-UP;+t;TrB`L|LOcmFLAD~8H_8Z># zzA7LvaJ2XlM)m}wo#k_`8Vh?ceB6Y8qxXvLR1ihB#9sk?7>vgx&-fw3VRjlFXtDBy zAFc!;me7M|aO|0pp`i-h;x!-ZL-+j78zrAYIp9LC)Q8Y!Q^wtm_Y$|>0qR}x@H=}j ze4eM7ZG^GAb6_0A(nuEx0yE;tA)^I~Yo;ARzri73=mXVD_wmX7Y}9i<(a<7PO47Xi z@3BSm5ZO%I7=pW?Q||IKbIRjpwM^|*o0|}Tsd0dANxtP2_<)(H-&xmC26B}pq@)z} zDZrTW>}W32>uG3cDF2x@Xe_89k}<8y=R_%r(pULXibaE4X@Z29w+GhBMtt~2?*D>h zMTYj(YA5YunqXOwLN!OE)bNqQ_ul;tPwS;2s$VVt)&oRFX=M6Vp?#;G*@GLDW)zI@ zD!;C(d~~IF$D*?YvmvWLARYp-p&6u~O!_SWogc4tK zdX_V`@Lh$1n)ajpv)W%Go=60x;Y@f}WEj;8#ND>uvCPlBW<|YodN| z0mgyX*B3QuO-Wmbo>(Cd5W$dwOO|UP7SM@5K@HDBpiLJ6(6Q_NfUn3gfeESS#Yq{E z3(yMwP~$(_vu%zL8CZesjyy{yBPAMsZ#y|f#?#>BL`FW4YDOvf@WI^aiEP;3(UAaW3=o*y)#i6bjHA*iIMg#~UzX8viK_M|;KnTUeFM%m8~kqfWE7A3qp zL!3d$jN#OYQ$6t?iKu|30+Ln{6*r^lnDy{b0{F;u{>tOo-!H5m?~+R_0|JY^B^_tct#S@$hAu?M9hc8WI9HzqCG4 z^6^$^B+v}*fI8#=#vx*y)eCgTZjS0y(3XcmD4awS!RFxBVA6!_PzNVNh}%)l$;g?Lv=5{%LHaa`*pT($X*g2YC8_c$rzL XUYCFs)!B-T^tbxD`*&yQ*kAY`Y2E%E literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/ke_GKL_annihilation_creation_from_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/ke_GKL_annihilation_creation_from_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..a514b658c8f2f82e64e3bc773fb057e862ce5069 GIT binary patch literal 30162 zcmbrm2RzsN-#-3nm!#9skZ}rS6seR=NkZ8pWu!u8vN94aPAb(WlC2_}B0E%?MmAYd zviIKnuGdF(&iDR)@B4p0?!U)5kK^$19nQx64~8u z@jT{7`qOH$gE-rrL5D!$R#9V#R?!B( zZ@Ht+*&j}AaNmqap-@ipNG2_yeMjNI>*8x{;c8pjHy0_(L}=egxGiL%eZwYog@JtI zw(`&YOUO5`mfQ`c{dMDl!^QK+Px|Klx(wxicNv~)_Z6FL+rxc%_Uut#cT*-{-?_b_ zVM+dyuG!ny-5lv{IA_nrbv;TgBJb35??`hEb6>8n?IG1yQttZuAMa>gmm2r-^jklT zcN08E3&KsFaIrPlKm9!HyjV(NwQcCq{0BSkzdKbT+WWF8S)83+x=P39_SE$B@SElQ z-VFF6W6Pyp7kkQ1MMig9H)Ojo zNnUz+{KeVL0fk!w3ZL$^sNoV2P&tumIm~mS??dAq$(gp~`fpZ|3ch@F%a)athAR{u zTNmECygM^G>a(3@P*Jyz%03DmMoi{QqTx-B_QyB*2Fxd$?nstrIbVp=%R0{HI`zCK zd$LEB?LtwoxQJDw8>>U(yxT0In)@0qCVj?RSl`^FQRFXZw#TAokJ>C(jAyrX|Mzzp zeQ%ZzkJO%vxzPI+zkCqvI^#Ip+n}%TV7rP31B-3rtINAt*~P_mT_%P~D&tNJ_kUoE z(a*W$v)1L^CP7p0#KgqBp*s(39DCY7muKe>+C|_0-Vw`FS=BBu`DQdIA=<=Fjj?vO zviAG}21=g{URgs~`R?&#Q%-J412!S6&^pW1?3oEO4CM18AH=PH{Kdh&Wy|B22Q-X~ zo*s~v=8YATkKn01XHpZ+AJ`Bq?!4#J+ogi0<%eT5<5aVphF^|Ij{mstFM1(Fc4#La^wqzVj^PuFJCPb+@M*lQi4kB?B4tC?OQG(p<@=cDHQ?dvb7`Y@G5q_S)x|`v}f{vVVt-aZkib0|mMxtY=LTZ^}W#c|!S;0=X^e>IekVW+-Hr?G~Z#2lVs2-a@e6k{Ch*b*xsIb5!mS5Q#?(s7WEvz5B`k3T{)d$Uih zVA{hqFurl)#*V6l5bTApI}#Iz7c61euA=LsDOcmBK9HjAzgMSjILO4r#PE`(Nl~|X zcV=W2w?!sTd+WIQ%vjUP+Z%TuI)DB=8JPQ9kM6Oo6KekP!y!vgCFDBw(xIZ{&z{cu z@`JT14<>3d>|ziOBqqCd7p2_Zv=70cjjF)c&r_S@>T1_rQ!zMJ{!n4SWt&gz?RDXe z%olpPc^9H8eJM&hr_u(XQ*YaGdG!eqkxkq;EK#y?&dZ;P9>9 z%j#o;`lX{XBB?pNZqaV6wvBs)g@tR9&3r90+P4-4iE3SFa7m4SIUw&c_RWKC`EuUD z^RvCPGfJ%?uGv&7)poT0LX1u8XU`iq?s0H#+ZN+I+JjG(Nv{+S!z#=g$m8v(PKqGg zBtg<4Z0cagmF0ZOs;X4_T%k@g-;}B9FWvTbos~xs1DihF(XzFDkv;Z(IT@n%_V$d? zug>CzvooVPow+L|%g6egDxMzQG(FxLGSQRSJ2Y4%xqhOlM_qDy=>EiTXN1#mhe^!~ zlf3-=vZ3}eOt5atF^+ckO_s`JoNZc;Sk%0bOURkY=%|c~*%op!vEak@=u7*|zk~{! zRi1tO*Q#j!oNUD21YbQTIdSKaaxWIqGfCBZ%)jiM9?0i+!iwHwR=Hh9Mn;a>%B;Zj zA;qG$JVJ?0Mpo7gD^leA_iIm&_ zBpc)|CUcO{;%_GJa*N6%w@FAtuExkDkFi-N_(YA3=!r=QUF{kT$H1aT(jMjE3hTqe z!%YyIOe>;&$hsqcZ7mW+M@Ki{Ek2#3?B7eLADNU`UUhxFUgTeYEp-_z+?O#@W5y}h zaA`7bYHI3*Vg9=ChzQ>8+mBeLo-nJ7E&1~N^i45EImGmaGP2OHCMyg4b|+ibi)0}h zPhd|DRh~E}$1~lU7}+~IFjLRnJ$Wf*?6ZtXQ5=`C^GZ)u|IzSRS1pQ$`@C2AN|MuO z4)0>xbN1xnU6wi1_U!xirRsQ1S7_;Pq~5x|e7%ze+paTzty;VGOjmW%hotV}N79G7 zYm#sC#;3hWvdHu1cIRk%8eqv&(is$W@xXyAC6Ovm5SOAI2U~Cfm&uWh?gkr9zrQ8W zQ4wPt_VlTf&nAIW*H*EzS_%az7Nzv{S+NTUJU`eUY+4+;-@VXiHyNg)6n)p}ils}J z_IW0RJzpDGWszFnqG8!q{OC}Sh~3K+pOJ?$6}?e*$|vzCc!0RnuLI`J6YUXM9Vy$- z({J4McImQZ0u0PTjoeA6KQQDrG~^UJYkPmMF+AU@RXXC-A@JUdrL)@p``cwtE=^Ck zzdI!m?C^bA(MZnBME@zL@ zxRjoLj|7s(Dg7s*T|g3^JJeQlS}fqS2naXHjc_$8YEGB2;Jq{AG9i#(8ZU1xVQiDX zBXz^2OP6G_8!S_6JBJl#w|lo__UUxSMvjKR$YC*zOSrsX36pMyZNC`nUh{_nSoC=G zhOzHA`RQ|a-Z~nv7ek5(d-3IAQ90{p!S`2M^_{zu^=f-x4k}7hpJT1$?v$TR-`+8q zwdK-<&+7Y(MH+0zUHGGq`aC_l{=!sJ))JX4d%1@7xm=SCj8Yn}|G3b&XHk-5M0ofo z(`3`qFgd!Vk!i2DIyyQY&%T)MPQUT-)1v`SDOE9AO0JW&4MX)88o0&9>pO*AXD1sJ zhMB^5xNdbfXnS%;qBL~>)iWF1Rn^qQ6@XZpt%P2>`yq>*ot_vLv29bnq0i3Guf(er zUw(J9^xF07TdTjmbhJq@yRNY5rg|D*#)aN^$=RtgwGYkbkH{q+j|(2ItJ5K2#`NpU z^etPq$nT*~2s{6yx!I&T(U1vCl4-Abo8zU<$~YwKhNNsoxj?5&h9(JA+sW=!=gR5n z>53?|Z5!Pm37mfKkRp5VV5DLGgPP0>=bk@b%bckhcl`Rua96cjNl8ht;paf%>v;%* z*RNe$D>{`W=997_FwWvZijKoOwqU)A) z5$cOd(5ji+#g$s4J@v^ZWm^r6jO6oj!i-+I&Fd(BbTxZ=RKR>!)V&9{7Yecq;L zN8Gq^L+?&+Mkk+KDV0-!BWSWUkxbZizntE8!nMxI-lZ@34aYO*N6H^AzFfAppmC-> zB7~%#jL!H$9gkzHyjaC~BFds3>^QNmrYghEEWO^6)y~j&x(kUCyv=e~k1UEHIDP;gY821OI*J^v*U! z)yi+W$&tXJNi|Lxz@CVqMd_r(#66A!X9Uj{OTB*m+SAih6{!Mu_+cgV*2R=${K(7?jJ?UpVd;=zg#a9rJI=&Hr4r2X%x`o z>^o1!>y~#MocuyV{~YeDQp&XN=1I|UbXZ`0h#D=8AZEX9?Lm ztQt;E8GJAM-mLbK{5y=&CcqAxI!-rJ6BjAH$1Y0{uI~AFjC#wQ0`^+0-MCS^!-o6L zhUI}Xx?f_ocaM*cJH{LGbx&GNj5^Cq^#m^8?b>kDCS^2~E8I~(Z{WfrWgn{*B3AwY za6EhWY63HsD)488UAwlh-lj<03FSipLt#_->>l6bi|5z8!vYQJKZa0EwM8iB-MsnH z$6ejEsiUzCR=F!WzGh`g%#5Ahp`WcowsG*qfltPM=qt zjpL<_oBpqHQ;6nRQ|8m+67?~Mm!gl7Ezk)2lWYNw_6H{{OMqh{0Eo4b+oKNMW@_ec zwa*-`vngr^u+=m*jb6NxHC9XCMdR}2%i&I0ZEa_(%~Q5G58C(CaZ5_((8>Kt3Xv_n zsZJ@*viORz@2&yRQ0x7gr7(1SxTB&h=)%`1d_+ywi@Ai;SLg8uHrJP5*h(|(I(axa z4rX5H<$KXvZee(%**vfFA={;~N2^z_erd#6^!YQNdh5ICZ>pt20|NtRl8+A~i>|BD zS|$G0D7i{)1+$Pc!7P`?zAdq9FAXm*>MaewiQvD6{02{)j4fWf`sjQ0 zWquX$kDokYT(?g1hvY^1fx6O*TI$Ur%jxJ;efe~Ux>FmX4RYPdf(V-mw)4#o$Jl7u zXHMU`FDlO|nQGII2XGqZ!KuGk$jo_>js_xlA|o`#I5f`-w@f!*R<@+J+wr8Bzo z)H&(TFHyWlr9Nht^>Uc@7z3Cnez#sfHfMIaw;owM_I%jiRmG=gkZ_c`uIi5*R=s=Nk&vR-7LfQ5N2j55*(%4j`bP1O!a>- zzI|b=@7o08z30@E5t0vwU%q^KK)Q^exwJH)be;I!*@y7Z!+=x{x~Ef|M=f3Y->o~?yWcHr{StV ziP5(=`Lns?g5P%QNcuANXR`a8t5<*DJLyM;y(d{=Alv&#FCF49&?1kZVDiEK`PuFO z?rRrSg@pKrdR)8K2C%ID!HY%k;+WO+SkoO+#{erQ0M}?dfBu{rwu=4G*{1im4V~%< z8s*iDEygB@CyRI9ymZAga%`#O=lEeTI2j3$DT>;tGB&>JjFZ;QM&^S1=V0fP3pOjb=!~q zDJdz5S)RT1VWWs`q@HuPV7+~<1;NS5w(Y9O+72T*<1GQlGi*&BwUV$LZ1$}vEX*R5 zhX?peB&kLN)y@Nc{diV!r?Ui&*JmU%ut~%M-gW@@s~tRe@OjaW!VB-xE45X4l0FkK zg3zIpGd&WZwdK+~My)m4=1h2N1V|Rr9 z>53O7YK0+^`qCZ@8bH#(lux_5%#%$k^3=BS^CuJ}MWNWyB!$6N#lT3v-Nt#{_AzEv z@lLHl7xHWqTB(sJI7xmv`f%rdvT0gb8CzN)%(8$rvuH0) z(IT{30;$H-p{E1RsHPj zvBUE4LVE)WJCiC9GDsn9+%4`aU&Wf&ado9cF@oyw9oH#oY*<3j1z(ylDViA=)6sm} ztLRvH)Nm?09TZI$i?TJlHK34i!-17U9}PPIkzqePE7bcZz# z;JyRHNP@}QwQIvXSe-t06)Q_O1H{-p4g<{=1)%J+c9rLw$%T~2Xe`xTBn}Pt<*p21 zIh0(Ppf8Ca>?|)Qr($LG?0Zv_kGFT&a=x@zfw>7#zTWVR^=a;fv}*m3mq2QLkvT~Lak&iDbYqDsA% zQKV!VCE6%%JiW;0BTiE&yG;m|O-Z$^pNRb+FE3weSEU=VS=!y(_%Dsmz)gfb#jZMr zhvFJMk0O+0&H9Ujg{EJgJ;LsOinwd`iOLBIxu3{wK0`9&oS-SxH^^>KK7cz#UT& zjWE>)PNQmOdNQB63_LX{=(za!6j6epV7>AF_NIuyKxQSsEa%YARZywQ9Yw{rUeDo?eb<*qdRb1NjFQ^16|2;g#G8j-ehv~tfcgr(**njH7vw+raH+2F_BQSghr4H<7`K2^ETKp zfqfxfD>2n44L0`dmuCjS7NqR@=Dul&lyA+}8eatFQ6djRsBkka+DWgA;+?SOgg7$} zanU3rgTNBGY|U1OJX)>=KZ%->FzlUJVwJPg4YP98y??W1PT#JtA3_k+C44rR`(|4a z1(vd(+*1}-c1HjEO+<4zTOO%0f#DJVkW|~9F;uFMY+k*K!~-Y5Iv?yvvxF>7jP7~A z&L%)zRU|gs5}Ebwe#XHnxb_gvs#=?{yFUNfzi<_@G0HN(=(I3z6KkDgPV2>+wDsFFT96%St>FnsM5##uP$cn zsP`H0s9FEE9^9gmHJ=>NK`8)Uvg_=n?k~@us3$mg2q+%SxO(LZVIRBeGgA*1^@9DS z&n+&GQd5|&S-x(2@uqVxA5He=G?;x)MhcNrwX(8$)OwA;sP*1E;_IS5ME^yb5TdMA zd_{NxUlRdB+S!8tVZ}5OhOzh|a0M8Iu5@>C9v*qDa(M-X`?=q^G{pWeqLIt1j@X>webl-{}6^oYqa`S-hCWD{Q2|ek%=WY zDol5z{OiMTUC!*uP=MZ*W|{VF@pP-?Y{@`#e)6ezbRc_VQ7DyvQB+D~NVkbFcD?+aTE9|qN_p9`Wlk-A#MvUg8U5iGK z&teR+QrM8Ma%N{TtFpd`+O~xP%rj1W_=wLNCRG!}PbW&^`3(}!yH{-3DFv?Xx)DnV z!U$xFiP7HP>UDrtXG*(!d-Wqd#sS>6r}$1B0hhez%*Q{b5iE9ii^*?uPFzC2A(Q}8 zAjsjae8gzf5YY&yF}Ni)%&5>`j+#B*vPmiZ)PHUm=9EmI#5Q!w%0ykkONEs zE1gEFjTx~h0plX^{DhDnLXhNzWJQP%tkq=eW_c`%h$8}=oSY`(1I-;JPe{0qAwmEq z{dk(yBY+T5P?T+Kvtu5hTExi)CtAxEcJ|?3*Vz*Y3T3ivEYo-x4$s0kEu&%uEolH7OQ;$4Y zO9>YO6!bZXf9uvmghFWTN4%tkVWO4(wTc~dj(uUU_z6%hnXMVl+>(Ahcmk53u+ybg zR8)v;3A%z{iiD~J+Lkq-r%x~yKUd*&!$LexFw8l-? zC^2@4VHfih*)+Zp)Y^kxFIkzUgXMz0+?&90x;_>tf6&Im*$iN_5_QNOA}EgP@LHR z{PWe_GX(+riaMDi$Z*p^ng zHLZ%@ar50Ndm(bgBd|Jnu}Q`Q;f;@%T(bmeZwi*b?S61+a))cy{slK?zmQM+@IXh$w(0w^bSK*~rxj{DW5u^` zFQ{86zFW<-LBds>U7Bu%ApbgiG<0!OsaC`OR8D;V--2lT=0CY8>Wo&jEM0oH=jGrJ znhB%a>dc{?vR2Rb7<*N#kjuFhodm2SUlI^2ALi~1D=(iKj^z4uN?;!=`SH$;%R~yk z*~;5>wj>yzIsE8R%X^wtW9#YPfA?>;jz%V8{RpMA7GegwLFItWp|7uRm(RRLQJTNQ zjpzM0tF!NKRm&eO^x=?^Sp@9YueZ!WE|1c;1N0aEIC=vJneuWS?YP`C$qZ_yrtuLG zFZUQy#@0C%8+f@HYZYtcAnY55>AX#wNvUF!4ZY4PqT)Sox+>e|)2r1*Rv)zz&r@>m*rt&LVK zMbC>7lvg!+WJl3h0&GFP#{Po?#;n+Y!PT`rqf;@SOor47*_BS5CUt4gx35!p#0fhI zmDFX}y(E(oRDl>NKAO1Qs;_ZBVLA5(90kU!AnxCy)>p0{sT01y+pvEDj=2OT}VIx0Et)`eJgd61O$oPKZ4BIZzFbH|2Kfw%SH z5D_^JIxW}`UKCS=VQlct9=VV9eRYsVH5W@nbI<}Rka5d!-51bEx9r6%53A-S#sK_^xti$J9T2_{|F66EsxAyjN zg{`A)cqgvgckez^mE5*%+X?$jU5}M)4|2anx&6sjy*u zL6&)$N1PsH0eRdqJSE8bU8`P9wsEa&wwaJ4_1!RBByfwYjG!U3r*X z6C?Ci`?D0q{VOw;{erUaKQPW5U$afoJNH}Pc5q!MuIB(+P%bL`z4kOacZNT0$!oXu zXIbY~R(w_O6GYWeu!^Q7k7a@_F!Xt!K9Q%?;?JnJ)G{}ZjVJ&>YP5^JqWyJw-dax7 zd&msU4#dh9868{6Rc)T^?PF-qLGe6*1qjboFyW4YF`ZJ#Oo93b?cifv8?T#bi>3GO z!v_T_hy_ykvItwhRWm|?4R?bYC`g`Oj3K@luVB&ru+J1c_f?FOgM;hO#xoTj9v)_Z z?*2Ost{|I(hJQ+sV}E}?$>JPQ04}CwPj5qn2#*MMl1GW)G*lw%^YG!}mBQqb>I*p9 ze9i)Bh&c3xf_P3jFbP1!2_A9|hattiyrwY$)Z3@_!#2f?P?dYD^GtnSB0H~-snVQc@-uvPZdupJafw9HL= zco$UF)kC))Wm2LtJp5}ROH1G2eWxLzbX?I*{$4;pcvqKHbBn$D@tS#y7SdBIn4-(e zWf0Uk+T3m&Mih$CIG$D0#fAHu#x^$AP&p94_MX^bXz0iM2W9IGTB>-p{J%QP^|No76(h>i&d&_w%+lkv{|qT>S4Y~4tu#nH?!hf6SXCCl5IXUA z2}{dP`u10s?|0%}TyIJC5@sgzMh!z?8lMc<$mr&IfM$>!+v&@z3zwXlD)oeFF!lZ@ zh;|3Oukt)nTq83)tE<~?XuO1n<4oj%1B*X4@ACG&@TTh-MV;bAY?N+1uS{=Ky-n;l zPz;Bc!HSDB68Z4#_x$u64sRq%ih}6c?gesaz*gA|j&{nOYkxcCDPZE_D;Rc54 zR-(x_*65eKy^%mL2tbOF$07orw5Xt86?}E={gCwuNq!c@5Un))>e%X-Ck6)_jiNzm zUGlrT}1GZUVcmX;^ZP44AaxNe7BUfwR@KPVDc5lRQDjYCj5DH0-G zBh^w@7lNHrcXE~3w*O=LaAYy+@;bZok_C8)?q5?MAZLK_~s^a2TK% z{Cp2t7$|E5-eytL>MhCpba_X{+w7)9(2z2kfcnZKLme3w$8p6R%>25 zGffM;CwczMX5!hkYcjTIfwFkXRXsV>brF!*94yR;n#3x`B?t84!+~2T?6S|SPvVDL z06KJkjVlZZETZ-WYAv=%g~(ll$1xg>o2+e;yn|RG@7{exw`}8|zWK_QJ zBrZPO*m7C^;1xYNzRa#&s0#AUYWZ`f9wT4L<%R6z!=*vW4Rk3fDOI7UWMpIGm-D=H zM+=E~uVq~u_aF#~pW={@6)6ZJmui}M$5x6Md2DVk*PC8cx0oUF3=-21l)z=+A-uuc z*JoZZdwpdQDc+F?x#SX$Z71fx;V-A}v?mowl%X)Qg@cK3uhQ=H_q-dLzJmX+KmUPc z0xa?n7+$lfv3@3jQwJ*oUW@Z8bkqsE8g#(TP6;`0nvh)~as;ee6}X($`-l3bJjszOKi)c&) zKE}jn$iq*?ByllK&*9sm-HPpXY4xRdB!fwKa8r7I{K=2r-Vq)4b4k@;BqQbSzXw53 z*VX4{dShYMYF(Q`K|&mO)}Mp90{4fgmGxy8jDg3Wo!l>Tjl_C~{+^>NHB39UAZ@_a zeP!ocQX;t zo-#+=1R9X?r30-MNW<8%AuppG% zeZpHpoi^|Ha5Udb%a~Hj(*FZmlq(}UgFq=_P z>B#B`gzCI=uP$GJ+)=pB!hVBP^1;9T`X0iGN#U0l4ElDNCq1FznKA)6=7M{^+jeMM zThmHzQ=z#O^WU5JmF18|yX-Sj))z1=a$9+d_IjbKg_s!%9}1jUvXWJeR!CWI+eG;~ z2Yh%g&!toPCjmNq(&_2j3K*8T-Fbv;idmq~r6CX=-NT0;R&S>CsldBUM*Cmd33kfb zr`S#pk1On56GncCj7}cgWz1lP>T7Jjhy3WI$p5a}fPD5}%5C0HAY@_ddHH~-DI>sO#CBD{zQ}@Ws|3WxUoODZAgrdT8s2@3U3&cn$3amB+iAuaO?*a%XJ}@kC-qC}3SMxb< zvj*j)>CjREh4S>tk}RricZ~)VAT6XCJ5-gRHjg6CRgHAl`oJ#(zZv*H2k~v-;7|il z!;o+iepXd!I(+Gha&Bd1W%=#5K9}5BQ<^gylp|s6wU*i3Qj9kByH*d$m%;{Kb6^zIY>hAdv{m1Hb#u?w8-M+!44Lc&j4|)tzvtPuO%^6~ zJwvSQR{!BIU%nhj%2+SP*O4(Y|DT1~c<@qk!%&^Op#dCdCUG9=Qh|@49JY%^ix-2a z(+Hj>emB@>e&vEH60U!IT&3g(sgDcxVeq2dBX(D=UPUp~l1wf~xwulgj`!1om16L2 zE{;-pa)@wP;3~Jcy1LfemK{aFsCp=HdJlvVnL~$oa1r=Nd{K=dDese04Uupu2Qvqy zMP5mK*jrUqbqLNN9<1WmIyp4Nrop<*iE|v8!LID+zIGJ<>d;V0D2JO)5uyP#OgqWw z6VO7g$4cM)W>sJ#!3#Y)MT7rcRb^SpO&iO+Rk*O@?DS|+nk1ZEHZ27ufxtS^{AsAN-B+ zg@Zo$1isX=sC^&6vW~*`?hkVH&?_)IlR_Fb$lbg1tkdbCuU2V6&8j& z=SKpB6BxN^tCwqyNABi`GVXsQhK?<`h_y|)>ol*cONTm%Yi>MTARS@8c&e&q!zrht za@l{6iI|*-@}arnN_nfcwl*P4kPqg#0w<@kdETsZrNieNzma9ACp(R;%F}*rR}HcQ z9S%kw3qn2T+PU)X<$f!^wJ~XSU)^LHsulpPT2hqEo2yg3*(1u@)A>X>&ba-G5gtA|d(Zhw#pTFm?I-Ns~o82BkN?ECo-z3vJ)>c6K1nFy%N(E4D-5k;?|sloBi(K_}; zi~Kf`ZJAdXHG17QEHY9G9}R{nVEO8yq%W|8Rc}^TN>4A9UfG<`;JA(KJ}E)#4wrA7 z+=6!Z0u}KSt92Z0oX<=vc#ucsfxx+K_48pHDhrFmbtw%-Niqu5#Ka>E3nRCr71n4U zK}sNs3xq3gfB$G?qkJ>&m~Fuh2jDLuvXk)%d;1h<&>9hnEQquUBv#d1jyiosv=xN# zj8{WE)LJPq7E05D2<~zl_=&rI*UQn&PQ^vvfy*nW#s`rnBCSPRFao6YDiV1N9{$W; z3747iRw7Kn@GE#}$^jPKBMq*zSz%MvO|Wf7e))1NPCMxkh{8(9E|1aN18vLa#6{dt z%H(e#M;-7+1j0h1V`zDhAthIG_0l@*H=_FIcRQeQiqyHpMF+dAWALwR9_%urt?StA z1Ha%Ccx56;KMo)VH4M%`Gg8&UWmf)3dI=H9b{iEGBi@d!B(>@hpE=G4uu$XhM@qVm zyS2^6_GR9SmrZEbU7GABXgZyRA87$VMjZurR?4}#^sZNXBH1(?qhN{>hZ=^w9*v3; z6>PtEdu?h07*n6XKpjf~0znK7lMj6|jXMo+>GSrF(WH-`KUWgL5?o|7#t&5SP|a*t zQqhC4V?>!F=0^pOncD1Tw)wiFtYs`x(-sgA!Xpc$w z&8%O!v`(Lq<6bKZAA{J6H;9#BA@dg}D) zVOS{~SW-_u7`?J9B0%W;p%hz z*rLA=G%f5sddtaWUyT-H!2n)}G%1gu>P$TNf!Ouowm*(_>2 z()WL~$R}j`=SbMc+SVi!`GBHab~iLc=JjyvB5NC)WV{L#bX}ZRt}rnb zL-2SgXr_6umRMbH-MVEXGJ^U&ixo~?Li~f1ReWA#0>K|nI%~xQ+Bo!y>s-}4L|PTU zUK~6Mc8Ywdui&(bBygA(d=`mafC`b~QaI-eVC5V<(^?9x=fEP~djxp+gV zSb=?T4U~oW$l#zFa40Ethuh0O{PXuj*X$zZy~ZcV2!V*Ycc3A1+q`zQ7>HaEShfV-Ng)hNL}i-%VtjgKt{J5RY}+3=h-)Uts3p(Zyvsz z-VQ~Vk45s5&ZkeGh{qUm{8O|y@B$Z+%(|gx;@7?^^bjvnb^sY>S zsM|&Z5z0*@l@W1=n0*OoHLfMjFnHILv~=x!Zrr0mpXfDY+OgdbNYE~O8WHUXx~22#~!@hQ@m4JJpcYevFlg2WA<4Xftv+Qc+;>Pz>?mU9W3fByNW6znx|Z~uz+ zYdqO5IV(&^_n%4ov*heWvTNYo<+q-N%RvKHBzdoBre#Y%=FHMm4XM@AbvFf1zM^1x z%2iiaUmr0vG&DgEAE7~x`~~j-b|MSNty_drM46&W9DPVcFpH^DU%(7k=(k%Ih7+eB z_hgTFCDMtWKQJ-YG&TH4deFI?21FOL^YR=*(N`I({RDu)??&eXI?K?iS`3$(F~lo;xtY2z z%vuPuotRxuT{WN&`Ks7Jqmh;Aum=<))cyvSOq*$|MgHU8%5j+^R<1MSM(we9Ns971 zXx+E~7jW=T;rO2l>!MKq&?SVP;NtuRwW4qR)Oo3>$Dv_lWUM8QT_dW!r+<#yOtov9j4 zxgvb!N?3IgEu8#RhaE|eLAHzY_3PKUQTriv z1C0csKy0;^^%=yCidL)}c@jPYt2S_PZf)Vee3@36TWMmVe$CSSQ2)m$)5{a|^_9f> zuaQ;&^z0EoC}{`3G||2d%Ae-{na9`~f(euwZuu=8AE8aZpN0KlO7v!w@4LPfhEl>WDnXN$qwXcmTkw?>=lSq5u37U04lzgq8)@ws zb{*=AG?ERzJ369IswDyKMi6HRoPD+NXZ^P`<5P3Zle#({5zkd_N~izITm}Qr5d43< zpgJ+Y#I%bHSOI&Ck{<>)3JUr0O#3(v6CfnGOM*_FIwfW}G147_0EAv|tqI}4q%QL) zt%NDgfLSS2tkIh}I0}$T)K3qEYCT4}=a!Jr!(IoxeL#8x(4Tk+s;lNNHTeTgO_rg0 zQ>ov50@ru(f6-$0&F4flPH=~wqA@K-k+Ti79s{5Z^U1>0q|cA}7Lh>_@;iJVT_30$ecZ zq$llo02!o5o=Td{$rwI4bh{M3;czfU;%JDHKXODJ_M=b6gf*rJX%TK6&ymsm-~@3q zK(Zh`Bjob&*%PL6rLo#cKU!NOz`Bt)f>DB)xmw5nJ5;l;)0mdX4MY zR! zz#5RDKt90ov}NBuh3e|dyKeE$TxfSI>$*z`nG-rgRTnKOGhW}G@Jscf^nq;648 zB2%EPU3z`}KiyD$lK(YZEuPC(GavpvTOnK>qnIvz&q#LGY?G~skH0@}jNQYZ3T}Wi zQEGp8sS)7D%m-UWxh`U;m+v0*0%HWT`aH$;y8(l`^Hji+kE6JcY&MLA|9f zso}AX1DIExWFWL!_X7sj0{wGelm||W0PeW?fBcV`&x`3s?9!Hxc~n4R{lvrqnpa`# zr@}(jU&HzjUH-^^8d>tn_V=(Jk@;ImpzW=HkmwKJk;xYf&i!_`tlb;_6GcU@>Ti_D zM>I`F`3V*~#DPiIBo8*NIhz$YIX5QaS@_%G<|YTY4R*^gnc;q|i#lJ`&AdW!tYwPn zpS#!}vI`ya-~EB66^Q+osgy?<)PcbA0*xKhFxS(V3N(E0R$NA2R@v(zM?7`A zZbo@$KR67c3=^7OOXvJ`?04cSB29c+dXC{7Cg|-aO?E(`5x@e(eoML~2(pH*Yu8r1 zpD+k0c4MJ4^Kfx}yrnjmG!{4&AN_76#36^sOAP~&#ItXo7A&(P-X=If114Gr z^^j~e1 zCo}$br~JmmVe4507ZbK0Xq1B-2{Tk90ln!qtN3v$ISK|H{A6c<$LRoPgwDoJ?oM^?pV!+W^s7&`jwmFr* z2TG2@gYDc!#boJ+yd7?fG?`O+#{%zHJ;{U_|EHvUKkUiz({p00#D__zAp=5(m$mN^ z-5z@29!*s2(;lySA{)T6Seg5`SWGlsFsY~;e<`2{sq7pFkEa#?T0e7IGf8cUAUf<8gw5Hos;Hr^ShL+)#tOiA?|T4N)`>@RRSg+|pUo3)xujRpAl_=JOL zy8mRsoF}yW50pqyZecL`)GQL8kS$NG@1c4}{P>aOd8=Tr=s_^RGz)6zA>+Ry0?>{YP+sGaWFm(VV|XdE#mUSZ7&9350u@{E7uWQplFP zf`VF#t>-zn^=j0n^c#6xx4HXoiux2u@lXuzu+rq1ynDZWT-KR)@|vAg933G(FE{*Q z9d6cHX(2CfolnCXI1}miHaXd3=_?FG&FQG12@cW1zsgN3ufIJaiN~dV{4)+KM%-V> zQo*3>OO|EyLYj5%MYREi(fuDli1_77O2!q8o>rHT&$+e3+TJ2}R8W*QNPQb=h%a)l zV$P^AMV)i*|JHeCj5LF?3{L|<3ybz%K!I@alNVF>M*8`288QHdqW8goij zs65CZ0uXY)?G#-bs)L{Yvdi%wz^M*;F2fp7Dai?8v2PpkIE^uXo1q2GH^l$)Wju4U z-j7PxAX$FX-XHv$X7^;`GkZjcADQ& zKaZ3g=mS5u2Swexcke#oycC#d`)kf^a3>90PQx8I<%ZaHCvf~)Rvxpc{SjiqLYV+# z?H*u$!!u{pziX?<7ZeJ^N3ghk7>ZlEC*IDA`CwL(H5% zW{8cH|7G75y-VYUIm&MxVz9vp6cUkEP5T;OQ^Rm3n*vCbi68fs2&*@Z z4o1=#Ou7OUXEW_5;X*5So3~&n!F5^z9$z1OzUDXW-Zd{i={G!=POPS5bj0QM;EXr; zX%Dhp?7K|(InRpo2m(458UF^y%KH%^m0ZV`JI$)-Zpp6xX!4tWZ07io8{d& zO#>uST_{?g*NM2|dUA8^1H{t$>63scGlgsS>LF80&=AB3+ResmbRVT`zimXJFDX%2-o5r%aVrV+2`sE#7VaJ3m?0!j$r7B>GVf$m#CSEy$ z!@%2T8tcRI?8PknJ$V+k48n-wd4Fl_WB$%-){x`=h-Vm`#Ct(L+KYP8_3-5UujUlh{xp(go4mGGv>PGKo z$uomoBHzORQv4RYl3PMj^<%^2N&!)NiqJN=FE}6v)nqxRw)TTrCmI5TesVI&Z|4^| zD~=r9W>U(5EoJiY?q+HjU>!NcF{8;#lr%l@0;3T;f}W-5uk<}K=qMtG4B#DOftSoc zWlv2pFVj%@ARAPnsrBZLH5)fZfeBDQ=-^Xibf0>kQ!Zzu?a_7M zEZmhB>?=M@nh4>V6UD?4Ad7vzbqS3*WxTnN<>@4PZ1GpHw7`f*PT~NXJnFy8(36~# zgw3*U$8lm2-6~7#HevKw$Rg21I8L0I6bj3xLkc#D5*nJG5bCQa1?rzJ_VB>qX)kHA zVJeo)wbm?3Rjhrs+4ZCID(LZ#u}nyh^r$&bcf7s#+}Bu$I+}-wWvNdE4)5R-jJ3Z? zH!DkG+s(a8=N=pKt!CPz|yvK6u`MWUHWqt#OKj+@idwIk>+u#M#8vjsvt_hwp# zU(=k#QYv)rnF}-+=PVyMa){r!eHCmY4TAPv$BLR@%fxYYhZtEllfhNznRAPb^cLxR zrY~{2j1w-@h|#I_JODndg!<2EP97=FIWNOM{ak5Z-G zW?vws-48x}{1_Q_7IVS>lfp5uy`P^fd-?JzaB2Xpl*m6|E-5R-L)@CY17-|yK~r@P zZnPc;t@z#b+aJhay|Qp<6y4 zJfR6P<^)-{7_XjnN9ecv16za~&yDnTzLXz$|p} zy);hJ#KqbnwW=bTB|8n9;y9WHkS-KAxnHb+6l2qWhIc+V2&)WQbV28NG+8`;{MZ&I zR|gCI7iU!r-9gI1V>8Ec!3N9|BdG4du!9`Xw06xJ>2o3%S&8S+hjX}>Uyklvu@s$9 z_1bed7BuNGMtZA=%PFBoonvt-1EUwp0=#&@hP7B_hR+rjNbs|>&-x?7D4%8&6wsmJ zx<{U(S^LC)*(5Hm!?N&2&zFzBOSoBl`XTC`^WP7q>+luLxVcft0Wa{{8ePW@<2k0X zCbzj|mjH8~2N5OW9uOL5q0nxu1IroF-nKy>Uh!oU==iKiu{eREP_7hg2IMDk#9bF7 zcd!R}a<7%`qx$G;kI*j(-HM5B|2o~cKzz^n$5kl^xRHpG)G)XaWI-hp9xRke$c`(M zqar>iqQB{!rl#h)s-Ojt{n$Ji_0FTjB@p}pkB8>tL9rfmmZCf@T#DMxJ4wwWF;nLQ zJj}?^y3~QR9%i5DlN?KSXXg5%rNGvN!J|sB6-#iqrq@0*YlJZ72`9OnUoX_7-tYXZ z@(qrBvR$DMRwp%-^f%2EbTJUlaqx>dHEaT>n*tf(1YE;=?@%g76Uol#4Aya=cbIP} zX`Rqczx?R^`SeopR2|+8&r7nWXJJfX!R^5Z$5SpPbbmw9yL4FDoM`ZB@Sq$ zlfzWPfs^x^fIuej0TXL)JkSfe_05T|iyJ=~cL)fC-y!`<1We<| zMh=3L$q{krX95H}P5blM`SY)&S29!NaRPVC$IlPkR~G5dwy_h7HqP(?q5pwc8084N z&$w};$*H@zWtd`Cs^dQ!AlY4Kr*;kLyjjn9gn8SIjr9ib%06W0S2~{fNHO~(}5kIc2}POir=O!IsCN+s&#mHx4P7;KNl_hvC_CG|Fn?kMKwLWl-7ae z|8;wTZ`4~vR7r9i9}JANGcSN1!m6P8dTXB-|ACN<8OMduXDaLs zh$}AW!r>MTwK}JSM5EWC6q}i`EVB5bXweWcvzspREJvG0!4kHMp*YT?4KPL%n3bG% zN7#NeP57b{&CDL%qoJO{SspJ>{*}P-4=3|*hsKG^mo1gfJqZb^y&t=Kw`lZLwR5@l zrjtf(qC9JsIWZ2x?9zdwD~d@JmUF_18N)arqqA^dL%HNk|4LHvQ?j2%eyUZ}#Q_q* ztk!bDo3qC|{dV25v`!y!D9q3+7X4h%73rmTu7Tb~)^N-Igad^9Lvtgzt&*fd*fPPq zRpL>P-U7f;zxJKl`F-`ZvV5{$N4hT9PNn5k{ji{B79X_Ca;kXX-L&!hiDKSMDa*cY z$n)xm-7eiwWc%r(-_{cgIaUwxa0&`)kh2PUma#%MgTTIS{Fl(wMHoMHUofseD|aS% zKpG65;C+zyM#7h-(su3MZMeZ5XB%+%I8N)_0WtWfO7BGEknK$r$H~s4MK~ZdZvKL+ zYuB|@vRtSO{eP{UcUaYDnuam6v)4v2nK%K7bz_OBK~by`^ipF1J4K=h7DPZi5HNrO zYSxHBsv^WO;t>N%6Bt5M5YP}YVmVY%5K90-iVBK=2=4tJGrQTnGXKqgN;&-M_r2wL z?w8~BQF`G-m|w4&o1g0Ww9kf+EpbKUFU6^L)pcKa9ty9|P)1}>1@Rd@tNts~S+h!0<>OL*=UR3x&$fe1?k20>g2kle&!QXh*;o8)Bzsx?P%IM@}im}?S zhMKmw9Iea9U2#Ig_(ky-Wk+7@i@a!{WnO#HMCTi?=%Sg(5~L?DimkS`v2Tv|;%In` z*ND$*)--mYs{8$P#X5Ug9x*<5vtvn#Fs>njZ z>?M+F@CmiulXfpZ^j06#n00@TId8$8hZaN1oiCqqned*6wOd?uz=E1JT1^?huFBGe zNp{OXOY|EAmGvJEyQ$5CG!XKWU=`4|30F1d^?o1u=iEKMhgI(aprNf*nd$HE-#?_> zi&k*ksMY=AD&<3mHf73(ew&@7`}Xgx*j15qr=aCw@W15-93$bP>W1KZEXc%#;_Ki} z8mDEe3%v=S@I*W+9O7CIHuaAohZwRg+>|*l+Ppgg;<+ya`CH z79QR-vXRYO?CmWd9P3gB#93D<@=9;D!fy`(ijv~J)WoE1{DPdMzj>d&@n`~e`1KQ` zDF_r&tq2kphUhy}39jteRqW?%^|1WFV>UdgXevLpt%943@GzYdo$k?tvCX^U4$0*J zl>+qGDbgQ3m`5u5`)snUf}|`~w3GDeSNP)owjbwnAXVO}iow z9a^Q=9e=RMEQ`$CU}EkIvs%K-Nfx05n*PDT)6_J#Oq5cBsn`j2e0<$dU&~#UNt=pY zG{ZAp8g3kS;PeOi7;%#A$yNnXH+1wAHF=0E)f|k-$Vm6u|8okp@C?U4U6mNQLt%%Y zZ3?Y?#g;8>zL&gO1$fPUXhe1(wqP!#yQEOD7|##Xa<>(UKbCwIR*CR8`n9`tQ&c0Tlj0A^-uYkMqo z?J&#FYjnD}X2M}1;oL@%3%B$}KV@LbxX|e@dAWt>j^#1pXD`Kn1;kaqGp)BL6UN)( zh%kh<$RWii|C=b&G*w0QT0{!e+@_+c&4qfM4Ryx2r-$T1YF^ktN-5{XgQr?2m9ZCp zvN;iP+9jV{JeQ8RI1~f!Zg_T~G;c%2@`dF|pXWprt;rIm7S_smfylt&31MJ_+-zYk zg*j%KT`o`j{J8v__!8;E#Bo?Mw}FyJDH`Tz;GAc#UpX5x{s)&a@wgnNLLv1s!PCo? zh0f){Uen)r#0K|dMGK!$%wy>x4C>4_o8u`Xo7Vi=lQ~|~01(=g@?;xp(O!@-QExj< zTp)q3!1+fzajBF)a&yi3R3Ti6SWmQUCaZfgDLw!rS}kWNifPZ86{aT5-+5Y3M=?T! zqti&9x(X=Jf+(Z|aNyu!OU0OYtE%mHus(`78Ei`e(?>*z(FNlg-mJ8O#8OkU zEUso}I8jM%wr6Vs9z&F6-Kvik&wLmoAO$%nn6=m6J6$y{Syq|sMsDFiZS66d|E1CSkD%6ZLt_(DNp#FVS7$EzdxLWl(IVrsQPwu2G?&*A5iStC} zI*@UQdG!@Bjr^A`&rYRPRcB&$ynnWS|JIi=rRk~2oyCc&^p37svn*G~Z@N$Ev8GJ& zL0ANSoSbpB2=*u@(qId})?+!$f(LXAOE^%=sG5W=iccxnqIukNYVX!(>RXekH?8fr zC-Qfjpi%(=Q|y&Z=VuMcs@6Yx&9bFW3NfG~W2shot!P^_=5$gux6lcQW7UOSX%6RM zk*dLf3=TmABNa2|STuWFrzT1@IM3p#m8I1O9@ZbqinwR2V9fc||2>uCPq%yc2r`o^ zgbzfi$ba1)C=S!8s3`Xy#n~pFzrZj;AFfQX%hKD0IuqCHQF7(UzT-Umenz)^-|VmX zu8E(fImG|Tw3!me3^tPB?&l3dP%9a*-aCUi-RaU`xUF2TR)|NjzOXe?@oL!tj#KXk zdwZKVEW&Er#!@cW{wtv)X2={EJ05{TQqmw)oP&js=yvJPgLDxUor#QIYigYpJ7HU4 zF^c)0WSbF~upI*G!UvbWac*vTsLD15xv)CNQ(?z@RY=`Ah*sVZv^Ud+`?RDE9FcY=&Ockwb~40d z2ycsF-kUz3XsY^)EG)v^q|`olu3 zWnfSYRPQkMSFiGObGP*mKjX5}%3|LW&zxXpntVisUU)=qfQmn&9h(r3f0aSvWOtv0JP?K$xNrwoE zvTd?+SbK6c^0bmTA_bYs5XnSGym7{sQ%U;(PMtsT#}!8JBF!Tk7AXq(b|ItCvfXGXIbv& zd9!M4a~{ZS8%X&vKi8vNKHH%5N&e~Aei~6mBKAxOCg!`gIrT#cqZ-B;(!(7FI**0% zmUOdQGIv;7%->lXJmb6SHr3AtTEZS{0;NWPdK#FNIJqTgVJwYb{+?amf98>Z0(g~U z4_Ye0xDFiQ0FQd#WQ+fTe zP@#QkTSn2gj5UqUOG+sTraP956j_&u^^r(t5Z}PP+_4Q_4(bfEhm$SRG3%K{gocD9 zM=e1jI#;Td2@ww-Y((7Vt&dki8S~n@L977j*N1Dpa-7 zSwYMu+b8)wy=y(Fl{!9s;zfMHn3g6%WwWTSL^iut>^Z!f9i*g$o3>%2L5NDkz#t5n zhr{BX4pmv@hE+&L6fF$YL0)K!fJ(^G;=f#ZY~S;>DA{DWB^8RN6(G8It7XDSmoIV( z5QIz-M0ZrZf$!7IfDki!IrE{Xk`G9Gj4-$|-Kk8*o2)dxDY#9q_qzbbC9s3uZvLA< z1SysYe@^AI!Qh8eXoz+239b_mCijfKPJDo)itdBjmeiXREB=TEp(-EG%v6Z zHZuZ8@8!_@G(kj6O|xlYx@vQ(%vcJ;`=n}?W{pr$iHa?W*(x$BZ4*fzDw=1>awMy; z45eZ#D_%aMCI*G%&X==KtYE=@Q;IVsNr?S8XUj2jKG0TCTk2rVXeLfx!y-?AAVws$ zVKG5LS{;og3uI`Nn7kD9y#y3ZP{cyHsAlh*UXifJ4yWo}IKN?MQKG@hh{q^gvBQSs86(HR~l%g`o z8pi_YoV4Z9SN#trrMm*nSp)@|^5m_seEG zkvC3eok&seHw_VJ8izXE_}(7*$MxqsDXTC7hEtu+kQ7KOn`q@+Y1S2Z_s3Unvy2{2 zsU|j({6v3x@;hX{wjC^mCFgfI)FLIH%5M>}IV_oCySLXv)raCHr3(WTU+{c-uXUWE z!_A?i5E?x{hgY?5-=8%v*g7Eim4n-)d!UUMSeK}JdLK7&WNjp!9yhqD+Eo*;c5w#= zfXt)CtP3K#5GP6Poe?8OxEj5FR-n8Rn?E9UPX0v-L>nW;ht;{8(y~mV;b5$`Y^VG* zqi>j&MjSN7rqe`KKKkmJD;_~aw0eZ?zd6N?uCXzvJE(@6lycC*#Xn(wcGRMvVtSb} z6NtehH)PA^Nv=Owi({%i;MB$q^M=MkOISE@1szdgTwa@)bKSYe{;16v!P`0u`Ovr- zJ?xRu0$oZ&9=U74)fBcIhrL_3o+15=ma!@)3hY9SA6bUtq(}wNp&IPv#$s84LRRIt zpNCjP%XrPU#D^G?9e4Ni2<_p!@VWc*Sx}T8(;=~#Ds38z31r!nak^&>8^xLNcgu)< zG+QT}J8;416Q4k+VDQ(aGZzQjMw*Gpj~leF5Inx13$EksGVe#gg_h=Oy zDtIWeWocRxarm_I_C00b*73B$^=5<=pi0ZIq-b8g4_(rvyW^a=zA}1aCpa0S3jBgM zNTdK9@0YjkJ->MI;>b`RQW0lBR-!M)o_LDhZp4FS{WSDOAp7`w+vR$9pevW1XO*38 zSoj#bJ?Y*wZkDLrB|hhM6bSFmt=&oRv6?gV#*DH43 zGBj^22Q$TC#Ji^4O<6}*VHAr&oM^&CTAzX# zBj%Htf^7XMqfNwGsq}3(*^Q?_DyMyIp?e)!39<<+Of9V(3?X2OzFhPdd%EifiBd!s zCqxGmOtK%JIW9BhplCO;7gcikIsioO+8T%pF_o7smX`~akLARpiN937J77QsVTFTg)?kcUof@6{PbO&_cgwLM}0-@84x06oJw~} zvPYYA*{uF<)F{D`Wb{4_fRxkLRco0U&(0t}gqOH3fB z7?x(&8lNNeOv0b!gn!J>d$*?d`RDEJYAHI;te8|0umqg2yt_HoQ4lWBQDp*09NXwN z(mEL@$%30miWe5cMrDm~v6#mzh0cK!hbw7UQLpVY7UCRP1i2t9d1%eSaZcUa=ezQK zZ`=YxV&$BLA0$Qu^}MXVbg}-66hNBzy!stHAlg0aSn(vNkjhl9hf+} zk5q}hDa}E33q3wbF#0i+ynLrrpwMKt%yT;OuvJ6D{QoKE{!st?FPbCTwfD7|tAqRS S$8^!rpDbMQdGh>?`~DlbXJC*3 literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/ke_GP_annihilation_creation_from_parent_rule_bias.png b/automata/plots_of_ke_bias_gini/ke_GP_annihilation_creation_from_parent_rule_bias.png new file mode 100644 index 0000000000000000000000000000000000000000..e86e0eb22d1ea56f1328532427b9c3564af3afc6 GIT binary patch literal 30986 zcmbTe2Rzn&`#ye^%H7i4&=9%rA~Oxi9u09(_K46#MwFQmn%e3@vdP{dm0h>k8)j~@gC=SoX2sT@9Qc`a!VJnETT{-OR4hv)F>2& zb_!+A@E;5CFNxfYTkwCPHnN9o)Gdu{?2lO)QVt%oIb&{VV{UT%FFQjkYZFTgK><;L zZTx?ovava1Ew***>7O4Eu(UGXx^tfV6I^8B8F?LR3T4?b^1nIJ(orT9$~k-LzTFz< z0(u(k&#kJSE*L1=9Nv9(mAd@$aO#?UF{-L6;n)7SINv4uldLMouK05iW-3`X6w>q` zxj7CTPrs(Yw`SkIj%)JTulKw(|I6QekDZHavr!>!9_{YQU4@e)5^Yfy=<(U6{i%D! z;v9xr3y&wCYRoxr^7^3e|vf1O0WC(jdYi2j%0nvv`?bZ zXjP9*)a%T5;lDKVI<>I{T^yRhX89h(xZ9Y1*c_01|?N}496Lx(im)}I$VNHpxYqlE1-xSD@@5`A? z%&_lEByZuZZJ^rsF+1&K;fl1=^;(l-eOrffsGgh2>s8-cCumb==wmY4U8iv1fLCS5 z&SP5@`bO(5wT+C7d|hNjea3=%544?ju!s`l>3yJ?)}*PCmD4ZT8fW@GImWb2@Mxs2 z5hF!|(_h$9>*&!CKVeG&o~_6FDx*9;SUk-cZ(W~eR-1UBOVXfnz$fRCD|y9`-Ip|SUCt-yrYQ^z3>Xv#yG}cl_z5YxxLk4d?`_C@ z`u?fqR%%99V&*Dl<_I4HM{2OkM9hL^8}xVvf)~5Gx{gmyYEL+wKP%20ky18*H4v+t z#rb)0qnYuSt^sBZwz6d*56dqxdHoZ4(7)=T?Be(htSGU)9rPUhn z?Z~0Mq|M|sx=bF-ySh|;-@eQLXjJFqn9sK__u zq?qYyEN*%8y^=|p56wlXtl2|)y1f5$p7-6mWGsZt->GbpyQ5)eXBXPTY;|aCG z(zlf@eT`dlzdbx`kuFP~{>F`pOUtC9Rzo^ukZb?EZ#xpXTTzcuZh#u3EiX zt99g~b(y5t%(o%$fPi?$4d-MqxGLu6@f;@gPfmAMMBM!6pMQq2wfX+~OC~9M)Gx!X zC)P4&{MC?$Y7SX%2mN-cT3Mwm$rI^%qIh`5yxT5Q%)XcZX8yzQaE|-DLuJxOTFGLnO*)b!WLAS^ygT;r z)5Ou9`lz~8<2dZ;_c`Y?&3E}PSh6GMt z4<4*N_+Z;^F6E%AuLDhzZMD7u9a;PqGYU>Q3Ka=YKgO=!qT8O{7F5|5?3!pC^=9)J0VkmW}`*KY&vQWNc) zL<5!PFIeDMEj`7$wZz_SD{Cs2773xtmoJ|{9JI|_DlAXSnd}uGA0J0JJ*c3ptbORv z14K6xdY5n7zbZY5)?1$*)VP#oXSo-TItdG1)!Ij@F)R`G9~}zRqaFvBJj{7oJlRJz zsh>J9Fx8*8%=mnnua{lp4Kpd%v%W|EW-j7(D>@;SfTo=06{Z@IoN>dSE(y-TUcIl6IPcGRY z@oZncxcU@+$AS&JbyRXb_Gj(glidxOwcD2Dt(9_qww#^aGCVTUv3mW^Q+Jnd*kB7`P5wd+nKO@)U1waB0}(6NPft%@ zd7r|aALx_cbA(z}d$DWn_T!hMx|<6<_cvtNF1?w5Tw?5lb)aBUA5`ci%YK<*`1H>la*bk6<7Tg zQ&Hx8cRDJ(NB2x)nO&)O>j#Oc)N=xTl2f)OqkRY3dOEtc6pyRXrbIo(d!Oa?4-E;{ zBpo?&%D28p;Bj_k*+7MJL15Q*zF0PeN#W4=f;i=1sr?0a*d&t}m#jUyWbL-+{bOUo zIbXjl&fB)6DJs}y2gf>OC6nZVpblpdpS44cPFO(ayc_Ks&tK&@f%OxVLVJ?uoAZ?K zOJAYyof6;C@!_wfEtYmBqdf<c?)SnKNg#cRbO2*>HB@%C=? z!Y1BwBu8&*a!ebLL!t%gaw2zTQaS;_yrZMTpf4R!K{4%iMUC{zylumMt}}P7H`!6ZYXBG zsqyuYO-F?+i7ahveG0@l3r*7;Tdl3EhOuWm$>;X%+jm`{j?aWOJw06)7;9pzFKMyB zv*$z8*xk{_WkJRbO4L;!a#I45)ILsq9RD^oRh@I*Y2DS(&w1`nMVmHmtcuqW?5RtQ zdUt5B7K^QCPcey%2p(lSty|yhu_b5*f2)quR=%`gsantbv=J=Ku5XA`#j3B>@7qb% zi)z1jY)iSFDq1@8{1m_s3)iEJ2U%oJiTh;ERqkEo)g!k1}OU9VG%0o8o_GXO4Us{ zc|9uranBh?3Fd*ZX1xdF_L(A_ChnEqkM)ZNbLXm5-y>;4`r;&3125vXzePr2S5W?- z9Tq5}4Wem$c?yQ*b&p*a)~i9w()GLet9L0Jo;h%5gJkUE$2+s9C%Oy@RgiakvxbzY zQ482S2Yc6i%&?8?td5HUIyL?0@@sA2Y}z(j*~OOe)2d#GF;oW+35f=?r0hs$KCM-b632H78kbhxVCEY} zxHADzd7o;m9OLquTQM`JCxGvCwsqaBx_~YRr;I_dBMPa~*sz+8ju`?O?GINJI82Bd z`1Mhah!`148t7-(ye;(PO0(W8l&k30VV4D&o-Q=eNsrew*3I8R}MJNykYE;`GyoNNkAJI#CDx zcLj|T#6X^|fZa8|rP!wnL9HBXE=l(0YKM`lKC&h!?rC(lr@Wf!-OXPtc2g{8tkE^M zwKOme$yxsT_3HpoKKaMr0^3T|i+IvrsnTo%<0^tIWqCTE1t)B|v0}r9#IIk^oo>iT zD^K}0X;n5{b{z5LX1C^+n3Tt6)Uj0lf-s4Xhs)E0p0-3}jYfqp3Tpbfg1x2xXnWe| z5{JDegS@SZ_(B#nLCpd_ijC*T0xhxz_E#R~S5S4$Rj6l*a!t~F+30C~*3sE;%72UZ z=|+Wz9GA$_qrqjeC&0uzL zl-4)CVO3Qc1P&(UPG`)WJ69ns8yggr5N0s7JmrYXxU7qd3n$C%jK`(oeOViWi*>6~ z!xrDTeqHs{sc0)}>*{Q$u@$HJq@)bS8tj96GyA02M6LD_3>S2MwC?y!dkxU=ix)2@ zdY(2e+QN58>;9qA$gG<2w{q+z?d72cVKieyLuRqo{HaUo6(YExVVW+fHueySkzvezt|?9 zSv#PzeIVcD!?R>oCik`=C#sn9*GE#*Uz<{2iJ$o-Gd0;bBQVJRDNN1-q1xJdvA*u1 zC?z&d4vyC?R)J^NH)Pt^as@kov6X&rnL8D^HRtQY1Ib<*4hfZwjkzjYi-tQY7mwIA zOV^JMyJ{)0xT8pR9PN%#mKxv3$i&*u-`rdhsSU%Bk znbe}$ahui~oB7bDlRnvqjTCRqfB(pw*dFfuZBg?UJ+A+_uz z!vhG8uwTxXl=TqlhDSg^iMI1p`Clj`LJ!oRZ}l~Pd^~@V{@Hxy4AjyZaavolN8g)S zrR({L*>8>r^tyh zCkpO#ASF~3dGpzJzuQiAC=*Hmq_)WD*sSk7kRPj``9v#GF9tg*c*LQ0<>mwBgDu6j z<1IdB&9Cnjm6XtH^|!KXOqyQZj<^%Cv*<)1mP+==^JDr~+}-00i|^}Z+9lu;I_+l- zkRLrcrl$H_YY}-?{rP7|&iP4R4vz4bXAcC3s4DshXp;Df0MP-=67AmCjySY<6WCvc=S_9FuV5|Zm5)M>!0%}7Bm?qlgteJ!oS6z1$oYC) zIdJf+xfWvCpxCaqLE+4-+1*BatVo^F{`%RSy(;0bFyOEO22#W<%PncsZfrkkU(qRp z`2Dw8Og?5gWDLAoFJ#lMvUKe>866!R(~nu{QA!pT7QS-&r>kSV3Fg1OPH;bJqkHu| zTBvh}@dVz*sX;eafPX--dI+1V29!;&!~L#A{mjyd0;yfQw4}fFU)p@oFB}=d1SJA$ zO|>|!gsdPFv(!2=;wIyRExM0S-2*le$m-uiVl~QKiKboe)6Al<5BGRTO+*u{hZ5SP zBAogjJIw{lK&?QHr6svk+rU8<_}Nd|H76w{#fGepmLl&f3pl#ULoaPs4vH7GZavje z5n+|t@E#l$m=*XM0xI2$t4Xk~oei^cK}+ zG?_ze(kKvRowZ3xQs*by$lmB1y*kdAEf!&m zfFS2VYIUrpB9%&Y{Cs6iR;O2iaq7nDAg|hFQJ>tpmNZK`$_m#nZE>9+!kfC5*`b78 zB`*s#;d|7YADxE|rtXb7OQ7fJ`X|iTUX+jt!W5FS7c;fm@e9LuR1gM~XNoZj3i=>D z^DT8x?^r^|4ne_egTD7^ii-F7RcjOVOBVhC29ujn?+cSxSX^R;0!i$N*`vDP=8k~J zsYZs-J}qE9!hD-WsN&JFysBu`O+AgdM^cT;2otu!_1oFhy?ccSw5Yj2Gp$Wbzyxcn z?c-k5GmjE206NlY^yNzB_Ul|h+r)2~CSa92&PQ4mZ{+i_DUAvgX8W+n)E; zaq-9~1ZlRG1t(?pW)!PW6aE6JK{v-a-L$%Bat$Xx|AE57LdX6WjMZ5V)@5R~;1aGZ zUeg)rZ$aZ|uqxhS`u=guD-ZT0MBDFo#X_V+FW<3a2N~sPgKWn|ix#PoLHBU|w)g6> zbDf9yR~w!@*$%Wcs<)c3kJJhj%eDwPF*>P6DY^-S_9_u>j3>3AXe4s*-aPkZq}anB z!U^7H6;-RNs|yly8tr~dKKS~zJn)=t?*|>QNa?kX0MlGI^VPWTKkRkKR*3_W-*~z) zM<3JZSz=U40z!;>lw)=hxEfkGKwqUbKlu*TN-S`q#pj5ZpPysRc?n5TpYZjTS*op&`{ou9P3y>|OQp7M$n*jHRAT7mK$ipY@Wzj|f*+-*)!3cwl}nF-8ii&Z+W zIhMHw2b2eyG~=~bEuMW|fDt|js;feAYj!yDR!4HdhDsDTk|QKX&YwR&26@jBxNZb1 ztTV`|_Z~+A#0J9bBk2rx#wB$UE-h9wt_mAfG_X{yzy`|<$y$}&x&MMi_J~&YL}y&a z)M)((M(13O@zZ)+LY~*97!s5)+?`s+%g3iE{NcpN(dw{=CBu@l(KYq;-XH{^P zwJVh+LP?lc`^rb^`Yf&=H3mhN*sA!gUj9aR~FvM=qQnuQb@*)J>XF)U+s#=#wc zLsf!h5@ESBQ+>2>)v)~?t^SrZ1owb2L~(eC?3mu{F#{p+KIJU~fXoAW69GwS0{kOxn7nzgU4cq{n_=6Pwc<4(f`j8ouv4#SU5_0dEQ3Yopo1OkpRl)Ka&bp; zU9PMsqKP1AfL&)(enVCp^pugB!UlEaZvoJ8hr^IH{mD zu5=a@6d<$hHLx9W zqEen0FZs4KH@D-ORVdn`uU)&Q<}uu3mpM|%6&#JXyW(gck)_x()YJ=RkPAx^;n@uG z3RH&RCzg!{u|2Ex8fm_0+Y%6(p;h$;fJh%5yS7LUzTRZO zkYs3Nq(H+?T9nNtBJvLNV{vw5QDWRi`lD_nA=L@m3)yaa_U_Ft8j`bZ%ypg7slA69 z9u=)a?=g?x>vIL>G7O?OXkM_9?eS-Yu})PSOuh&xV7Ez1&uzx`8X88>_BJ`sIRY)m z$uim_?CCQJG898TlxEOV#F1 zM3@WB|SSi1~^`Ue;)aA zb1R8^6_7XL_!6J(F)=ZTxWl!1^L{Y(@3Go+nm(pm8;1^7Hc8=?Ibu}!4SSCH+>mB6 zBn&7DR7FBrBhYIQ-pF<^IBgoB%+Z@&%tk(UW;(Mr^&L_~94Vm6mu&*!g;=GIN}2Ds z2x8x0TgxLX{Ioo}3BU2oKTaewNyESY{#$l)1EDJ&A4Dk!8<=k$@%=hJPO{KMnd`JV zw}Y3`$jKx4_5>j3W6&36DG);lfn!=8asjZPhiZxvjiUo);z(67P&~4&LFc={E0-_J z^9BqnMmW9ERZzGAru=VdX=zX$2SCls)|df+LQ6};{5EtwC`Dzl`eweFOghLUs$Hi3 z&DC25y&@tbO+Wv0rL+ENQk%ixjYC`%3iEZ<4|6Eh2HC8Zit zlT>SJn_#1uzI}Lw%sTRxDQ4luwQJ>`%2F{{SVvIV*ANv52_zfgk^s?Z6eCXi&sgHc zAZWyIKk=&lUGj+=w{BH|unqC#QocX_fP^FP?u2l_9${Xw;-ONYSj@4!t7LS)1N!NB zhI}&TBu8PI69IqB@b@6Y5+P@3eBJCerdvyTwwhr8X)N(eq(^ZN3_3hZ0 z0|>=y0kp@ewlB&1igdGt`U(P>ZH)*dJIfDe3)uF9om;+Y)ybWvRj=0ynR-%{6gH7eZ{m}ZBv$C4obiaFhDC^wWP+N!}_3a`Bj{!qNlgu_hoMT`4}leT{*Z2+J$m-r*8$@OIcmO=w!W=q=md1iQhYdO!jQmEv}9=&}Jbv*A1QT}>$Rb`YlgT^juY91X0K(v3($W(a z=jSYRTuKli=Dw_Z8~OIvYnK?8#Ue8pxzD*5QY#V~8cG|Kx{L_YI{%BEBIB~wlG-?~ zft$pYpb~>pMH2#x@*T<$KD=$*C(ZrJ6<_}l8i~N1%@`E*t$!9N}?TYIQ zsb4{ELV=sXfC{2X$gcYkkPWo*>an-K-T_{*}0|=PapgbgP zBcZQim1u$mC#iQ8HU&}a19DWL%gmHLSfl`qD(I8HnZXN*91vPYzAnV-tIFxnom?>7?5T{P zznd0blW^D!OqUr#p zAV?A5S`9V;!fHXA$yIrG)zpVt!@@Xk=6^UxZu$JAgi!*G70w4xV%3CL2me88 zH*DdWXJ?yMtzFAa-LYhEQ-Mb<(orH55kkZfx!rHq=}w)pcs3G@JA3tD0S+-)B<(0A2Wx7?#Eyj7Xup8sp|1dHwSwZ5A z2E{$^@2JWShtsKbtDuM;-$!v~qu0?Yr65^Bu7p-qu`27>*tosAb8sV-QH7swdIc8F-57z z>Wf?Q_J3VY{w+G@|H+W`Nfg)5%|&L3Y9+BK5NFTjhJN8 z>0SOn9|v#!A!EDeB9rwzM#W%P3;GV=Y&|2g(_wH4#`;{*!!U-OcIGRnVs2Ku>0UK2 zx5^F;Q`0-~HFHwxjyKzE&@}Dbh?&70wOpk8(YWVhdO|}7XyI=TcwU;LlCVvl_07F| zi1xp~P8cIwE6=v)#Q8_5vVrM?{P2mPo&J_Z)aeuNV9H2IO)X(!lwsaGd+SRVJ&sw6 zd6?Bdk-Ty1joPW`x_fh?d7r(^CakgysFZT#bZ)8|@HkLKM07NFb)x=Z21X{Y28%J> zf(s0cRZ+_9D7J|M$U}1Ufl`o!$*W#+>FJ?AWf_By9_e z#I_Lx8(Z+Eov7;Wb4Y&c&znFtNjvj-4`MSP4-b`L!IE;A#zPA)G06cP)$-x%El*SSl42}SeIg^rxiuLc~aK3JEL0wtp}HV(Ss zFse6`7Z>MepcLk$TDO&I0*n&RLmYl41P5xTL~lNAUQnTkbk#_XBcQoXL9$%5WXaAG zPm4;+lyNQkcA%)_-CO7Tm$>+0l8~lHpXL&mA0k>&VIe&^*b)#-q7rl+Zw`V+f#$T} zr-@Q33z8(&5$>TmAr&APr#Ugvl~rgeB+i02Q5R)p0=@Z85dWXLcka=-j^zjYQTTzK zBEBh4j)?GZZd7(an+7AtPn-bj_9aGrn`qgQpxk&7h&=*6#Y19}lG&`IxEiG;;?pOq z@!1teqc6@SGKOJ{4f8CsNA5e0^(I`te0fo04cs4y8@;}uyR|>p&%>fFWMnid!CYwQ+CSd*gbc|BfAR?!bxq+-BF|TYL648K&k3Wbbe@y*@9S2CIiQ z5d(vz&Px~qgQ&~MxM?Nmw(!)aTSqamiiEs;xsR%L{P@Es=5-Gdde3#nA4=W>sALKv zBe{MtXeAh2YMTWSw>Oiwr;LSYZ+=>zkZ#>(3OE_7*;N$^dAJr{Eg{F@Q?mQ_^McPJ z1?7sBE2~kfQPn&)ND}lwm;)##vB=BAfRbjQD8X9oF!P~bw&n7?>=k4bpeU8YQu1_9 zF)T!zQ3nx}f=Pf=0lt7#iQ=iLskCzg#|c42G}VO*-=c6tE($ODFrQpXX8zy1llDnE z4&ObtR#sp!6I0C_UqK;2rsIuZAwIl%G9=nqWmM%6gQcZo&QH=8vE~6K zrO1?&xvN;6!yZ0ldEN6-z{f1Z%1S9HIkB4MVO5nZ=r81-th*t3tXgr8U9#!19!pk8 z7r{vE>^}w%Gj<(5ZD^#m=O`tXHACRLy>>SANL`)N;^udK9$V`fv55OyhFYIm`k3#s zZo-FzZsdKwTiM}tQfaPpj`m3tc%nl6mA9y|!}Go#2+MW9x+8>D z#gniAl#u;r#R3%$mfWirlc6o*d_Lc)He#^v*w&8rz9rm@RTA{98GX6( zrS&2Hs12z`$q&{OfK4|KKgcukd~#Y)oE~!f*Ab=@fBvO<$YWKCs*2V8`0|7z{dZ2~ z$5!OsePT&}%}-$n$B-Rogo968?WDvC&ZgzH0@@k7EI&SMKKV3U4{<{7-aVZ~ONGRD zP^y>DX14s-g@qbgT5cCFS!$f=x3x-N($XBTQ=Fety-JdJo1g0(N_b1#@rH>(Mo4bi zzk8dXbM|g?&)-;`g=Fa4xZWLMfmi{sw&yaG?WJa*N zO8fwo^xOY0t<``G54gnMcN4*a^4z%mlEHP*kIRUEldw53fr9iHIWZmfiUW=tgmNBe z?kEC?1`I+gtL7~9$ffIc>?77lRPor?wqIUeFZ$?hy=KKmHc3BWltXMwvCX_&&WPB2 z?LS6zJtp_O?lY7C2FG%~LSl78b*o4CeDIva^oPKsh#EU6s= z>8?|+e`-k#CLBawB-%BpVgdqK8ywmKS>Og+&41`;;4fkehVuZfEzTaJhHDPk=!S z|FNxQnDaS%y_->jsDno#bpKZEW`4sP5iMu+*pcQ6lz;b4toV;$((qV71`WupJr0Y zl&+^^S;Um1s;auQ+0N3ZSV&(~l&gg4pxO)eKR=|@nbV%#Vv8=7FXy`s*%V^}CoDge z49H{KF0B$@K{-4_!lND~-yO2B;Kx52!F4qlwagwPkJ)~?+|aF(6)??kvC_e-_}vB5 zTZ$j}s3@JlrFCf55KUR+j0|nnnl)V1pvmAtOi)=0APuY|FU`i`AtKtka$qGSHq0 zks~>Hwr^JjBl-T(u}e{0lmlI7oIKr7@4J0?<@7hCce3qmy)A z6@MQ_@!JK-(1$~Zf3@Ur`CcM9RfSVmmYt}*0WVZuN>LPH_+DRHzvw&_qS z6D;Q>MJ-woDuinFHhs^m@RG)^%LF_D;*;ZO_aH`5|L30-VfB-6xT>aZ%|TUaJNrFg zZFGZtMA5{*zFEFvNk`HClyk-swEl^`n(Im(~M+f3u+d&`M8C4b!oA`o~@k*9u=d%6e(4Ij>i9@ z?Z?!Yjbh5}e^AVdKJTcp&R|s`kLJI8z(z-NUzfluMeaZNX7vl>!ZPUo}cI@HHl|YLGcrxts~r`qUjZ5EdhZNJSBeK!qT>}pkaSh=?F2zG=y(4^V*BBI(8*IeSGxAT+%8) z3kQylg*#+oda{q8Wn$$;GOUF$hQ z;ns`*VFYo+J9886Aoc3=nNx$!>sSO^g*dr#;|}`Uy>2PmAs(;b6Bx*e`$E9$0ysc9 zV&pzAWEH7HNjl4N7$Wvv0tyh&HHeuDk^Z*|tM59bK6=*SjZ|(6cz>s{e(x!-DGPM6m?hP2I5v8~-(p{l*o9+&}>HgrPYaZhvAuM5>9xfJa0` zI8-Os_XIiBG=2H9=yqq&Oh)wN`=Q?xjk7%os#5u;x3x~4$^vRm-8)A`funu1=-Drq z!Q&^u=?RCT5<~>#T5sd=(m-+BPtWIos#Bn$c1klWUQH62x-o>fMT-}!!=Z4qK?xm0 z=o-nQ*J5scpE2o!#83bYGxkVs4ilSLILPth#>OKc(6r#-zq*V)5viYV#|||hx{R6W zN$&>_qH!-p8tKS@ZLbrZ4Yj~!#B2gjnl9WUYATw}`+Tc;dm5a6qFGSW=!r5zuge5H zugoh~h7o8_XdTb@klDlY1YD9B$ z)_7D9Z7xH}ZF=-OupjJKbF=(PuGSLi(Y5p#>&D`t2!#)Se)IFtqos^D$QkfwoJ1c) zO}klc9;NLnJsxY`$@^U1Tqp?p#U@xWey~(KM0ZfQ#b*1qKgnJyUGvEFzE1oHB$0xxh6D3t8y||?U zdeX5y`>OYyc{H52>=(_r^_6ijJeEh$DF8A>G70`vG?(zATkiSg*Rcy-U1Rn#{>V$a zFB*`Z4@Da6XkgPj)A-RjMOtlORXerkBpC{~&TI3s*TR@g?`$KA#oM=UH_K_1oHSNU z%AyI+e7dA|G$eh1{@FtL^0MQQAB@~pBwL#0J*0z#T^rBS3tft-#ERh+hp;n2mqZX| z#Ia^*YAASSCl4?AF5x3xRwKj#zIj%ma>y?zKnvOfHo7_#!m<%>PuzFJTL{&&go&Qb zRBn&^vbiM{mzEM}Xk{b^4Tj8Nj}9HJfRr8iJWw9Ibc0F z5;`^F$F|U|a)5Ps2kCwthW4KNrq8uEy$wCWz|_keieQE$6sxSPEa}f=5jhjmwjtCR z%#sRtu#>5E8gM^Lj=nn~<}i5Dw~0QKUl*(x-a(wD7mL51djw^cbXcmxD+wQo%hzL5 zZPGJu|GBc5n0-Kd?IoDN*x@^iii|*5RCuSKAi+kVs1B^mpbBkYInXhQ zTA5glS;XzkV`}Zcyj)1iY|E^Ht3*suPRG84gDwIluXa?(_c;i42ftf6xU?k1Yoghc zK0Bh*Lz*M5d-SHe|CRZqYN|FzjVI!>f_ zLx_-x_*EH5EOdxcQtrqa>MZ&}v#q_!C^Ld6u?O!`4ke9)iW-jB)^g;)c04yhRf3Y^WE#`m`tuqHd-Lb*M^Jip%D zt&23{?pH;5(5ndE=RZ05=rgyzxU42T>m7D!LVR~XhJ*L(!4r#ySSX^B{m&UV4a!jI zg~3R23Qpf3aFnA278*+-YQhjOm}QKrR}5$waD$TyGL?8|@34w~iAjawopd+DA|Pua z%*`zi>|n5xEa~TC<(FJm6UGD(wHhV3vJQX=p;y(Gu2{pu5(|gY>o|V+Il&184Z^!+ zHr)Oe)(#Eu$i2BUF2FajPzPw?8zdd0aeWdUg={-D01?~aiLW7mUZYxIWm)09*0M5x z_8t2c{jp7$&Z%u%hj90-!D9ZZdlC!g&GVX!&>{w%;Nai|Osw2K#Ssw0P2u1OYJnE4 zn{_UE{~gvC5Zv(BoWiE{+i9Yf{z{bx=~cY%jeqXA5j_qm+z$+FN!M4SneRFr%C&Y* zv>r#h@mbPw`ht9OTKloFsD!=696&!Oe%Wy7E1lpX?s24@db|uG8^quzITVG*J5>QaZ%$~MDOtBo)+;4+7jYRM?pyfG0~7$h)`^`k8+eL<)L6S;P`!horlEsnL9P=4~GR{ zFF6&!mkp|vOd2H4@A{=YZO>k7Z!a5vAbT*^-hqLqtu9kk9OTOtKV=P-s=G6>fprE$ z|Na+4FHn2-{D@{sw;lL@|A5jact1QgZd&ZIa2^P4Iy^jJoSKimLOwn|nHMjFd3j?m zeCX}5N{{5@Y74LXJVz#CR$czOYF2tk(G7b8kiyISKk9cn;yxO()4n&xfh>*a&jf9| zQB2-#`vJ^;5eAT??|5=W7#0t{|5>5 zT=*_CCOf1;gq7)Fki=eK(BIRD=OzYX(IMkd0pG(fjs17>2O=0+mq0(W#&~E z3Mu{nLXqGL*7Fu92pav)hy3x!-Tk-eU>)%KmkJRAa{hG*`auLNa}?L0y7^&a0Bs?s zbsxSovM$u*ul+!n&tB3O*KeHIe|i$W!tT1%>d1rZ5p;Q=pCJ}czzQi*occeI4D{w& zF{0d|7vr^2Y7EL;M>tMwKob;wWX51?SYts#(H%WNSoyndEEiyup@NMcA>u6r|%hp(cmz5H9}FI%6THQSPv1-EKZ0Op8Aeghqt5_Im%LUMq> zg$oyqy0z-&&y!b=3L+$yTMS^Vg!Y*YVqT&B{k#87@(;OqFU0>ZVPS3ZdN^@}RM*Gy z7Qhi44PQ}^7;$3HU!xa-a-5_lf&z7)S|k8vDF>32f}Sg4trAFYULj}~(LI+TqF}?U zsw4jk1#`BTLh$db*`o2?RAAl2V7dt0&tnww#D4=fIBrlwJTAZjrU?1az|k#zS$hh1 zLi(dyma=F=-&)3tZ!}q@H^cFlR9RVBY+{LNRnZ5LjEj)XtYB5t;+Gh}`bumr@A^wG zH6N1BEL;#z9Y}H>dRB>_kvXG;M?I1o`iLMz=%hVQwU4K#LjZ74w@9QH&N8%WmMw8Y zMcv!nSZ+dp1;0dZ;ULrTpdOyU#^}r2Mo#q8{063)`;3`Or zPb*#pXaOw0PWLXjs3kn?ii0r(6iSY}6BMQg+fP*C_!a##FXj^;G1Q?D^quMghp7L* zGaf2;>1&xn5zz(>jw#=i(R4?gEO)GA&|kaoIKHIkhg$L2q_VlKEeb}BBD@kh+KC;h zZR)>)4w}wy{CYE-cVbP0pFSNe2@q9B&ouuNC0H_XA`fkliBJ)6mp}m|Kl~Om=sfyg zGAz>51gCzdN#ziek6rvhpWq|pH{ZQN^;>%0-4kwnc%`|(QkML)=`O;s3#!AeO+qlp zUb<>bp?JPMO*eo2i^7T^OCIF^;wAFXxgf2wZ5&pxkEj-$!GDe-m{rg^~}$$`2tKHxmt%^Y+V-SBmnS z$Hr|uOD>f1&hY-hV=3}CrNtvOm5y-!g~M?dHLa$>L-%90zdOUMBmeVkACr%XaTt30 z_BU%7QJ*`!I;#r(rO)nJv~c@R1WknNQr}sx00$H^Lt|rq*5wopN&1tCaQ!B*7IsLW zvKZywv7;CQYltc71*1F{{RKh@h58FqgwB!i{)d~;)7)#mJ5kd1`?4*fXi#U}3*6p6 zR8*Mmu~Q3|jZrLtC7{~~sOqZ2MzK}xc&isf9&=1513ntOhM;`o|Be|qbR=D?Ri zL$r&Aptxx1QcZBtL{3Bhd1ai^|8QCj>xp^w!7JEV8RY@|)L9i1MovTGQr3Dg=g`HA z;SNKCks*K4!S5(*z#3KAteA7FuN4+ng-#Oxl-w+X& zG@79|M-4MVtVJZu#Udq3x_eET7j~aya{0fI(NcNyGHNKg_=ZtKI*?` zLtf~iq=n*Td+~)zp6bLv;TEn=vg}nZy}e{H7m6r3?Er;CI_U_bs)6dq79~DjO<~x; zzyJk_&G(#5a$kN+a%RE+#Y`i$Nja%wsr)NJlvV9#Im%d8{n|&0`f{@w>bNq&M)!S{) zqL0==_BxY9kWTMol|@~J+1g4idb3k>ZOEb%cSSJbtBQ?o;^d30_!@4=LT;uWKeST1 zjR;2E2HRf@Io*g`CN2Dbw?wU5rzS7|k*M+C1=-%+?hXM;shh|QQ-Wtlg^1L@-HQCC z=%Ah5eeAckwArA1efbrX#KkAUS$FS$^f1%g8dNULa;)F8CmR!` z>J)uIgm9M94{_yR_)oTVl&S+n*@ohkGeyd1m5zVs8o#^EqLYbhFHTc8_hUCVUW5bI z1&gQkkOe|sg?0VtJ)y60w?&?GEmnXEAcDhXghe+#w|{%dfSNNkdKl*%X``1bpF<)RF$+=&4Q zf(=ez?Az!A0~;ZzK!QC+G0R1DgvV?ZRC97L$@jJu;(VdEt;`5dj1T{twd?c|+{vxt zk#3k_YPA*|c=sqdw>Q|ZKeF#LKs`n;4pR^@$jKc)J;!hf2Q}-_z>*8VLW87~SaE_* zKY49+EI%*v!%r0_0aH~fKhAi;w+D0$U;uzO*0FO{ev4IMi+sQj$1ETuq>18% z9GU}3)58~wiK2Ox9LaU-!G&~yF36&--`Q$Ew*9`O`-=rWCNjW8!XT6_=`F{pFQqUP zQ~Gs&ZL28$Uk*7w2UKo=AG`Q8z;nyvN%iys!n34l;M#%!auY$;J9e@{aPB%!&gVm4 zg+$-hB9vM?Ve2jH0$E9FNY=03I}@oasNB_3D+y<&sxexpDWZ;G43Ka%ZIA;>U^2Tg%;p&?(6n{LKyh?`?kOK4=E#mp$#jy7b6t^$m zRmhUnO+0)LvgBkN!ajZKYPMQeR48h4Je=a@JPe=+-L4&HB@JbLL^t9tix1IAoTQv| zY!7uGej`{$PCX%Akc4dn`#aLtc!WmIFaiEhBxksg6OZ6eDzbcCW$EY7R-UiBB$I&GIh7rLj7LYYsj3ZRr#!OIL~mF9Lk z6M|aUGKd@%fzJI?=&2;5z^ttoifizqi+Ct#e5j4M_`yKm{w}qX9(3=Vtt~M98&raw zRgWe|wN-t|zezfqPoW|vjpF3wu$3E0aC5ss++#TNfH!a34SgJHMzkQDD-rWf3@uUU zciJs`**I2igTp>BE?WlGrhp!ac@5_tn1!l#lR_m#?DGbCZK0b+19K$U^vVRrn=1=m z6hB2rFdTQuGzR*uiev%Z*Is>mJ`?|K0Ng-Zp*M*7Xiu(e#+Y%)c60{;&cxitqk;=l zqFFiG`xoK>%t)mGkx-nM`CNSzBp7Mk3I6nGIh{M+t#ExAMa2;Txj{c{e~f;V z65XSTwh7XFO!~aYshNrb=`Xwcv86%@4|ZWc^6JrS8{(0zz1rR>z_N>LHX8d2FfsFp?r9qQmvL-2+%( zmi)55Sh3Y=AK@&vurD-9MKRXveYx%5IiLVf6D5RitJQ7>|$>3U%c4H#5-x5;3^XhdFoY9Y^CmB~~!kE1=>YDwNUakBKh zE?vCzs%6=kwam<$3N!85qIqVC42_IR#@l=%&yT67JOTqA`DwEOp+q{%|F-yWNLbM^I;x{v$-|23 zpwhz4Nho`_MKDQ!Z)95U;Xjv1{cMrenGKGg$J<75Bm)oHUC4gM@g7@YQaU*W(N7cP zKSe{}C)-h=zWS%U9>UTDOJ#2zY}8fi%0%5J=gW?u=lB%*DU96bQ`~-um?|1ol5lZ= zFe!+G#-TC=$NkVgIYrt>hne%_tRbAM>A_)wBZEjCOb*Q%A0Jr1f)dh-dUq88tyUr_ zC!e<6wmLnlN*JAziQqd|&-m0iB!h4?d-jBf$#GH{FJ1&-t#w#!+xJl)4T1>BYKUtk zH~s|h{1*)Q8>7%&PTGrF|Cv9 z=Q(JkjITL$I*naXFe_EDu ze!WFz$*pKi|EIlQRTl}tW%}l`onoW&CaRzPmwg{4JLpT}5}cAYxTh`-c!TuO#Yu%< z_g-P*eoT{f4B!sd#v-YtnoIk0H+Skf)KOs!Wiv z08!m|la6{Iq1J}(UAJf%JHeLN(`;goWk7^`a|Bs4QH1`)GmO;-Nt)sq!ZuqJaEKEU zN#b_h#8&9L9NJY&>+pu5Zw32pyH>}de=(^*ftnuF7T|u>Z@uuRn~S72>3L`=m_)zb#5sEfN7`4Q92qbO z%+-XJMLf8MC*=WI5|!B@wJKpguEgSe4pT4)WZ5s=J(qH(7h)8SFW}E?C_UdIBUxwwBCHHWG*e$|#l`CkHs= z$)SJl^A%|AJGaZ@Qku9_X=z1Lt_4oGNMI(Nw2PLOXsT752F>7U!+Sw`>aEE*!~d!5 z+~az_`#$cvHa1DShOQ~pP^eT(+E~ZA6dfGWiKQa5kXR_mp_z?o8j{Q?iF8sebdX=k z9NKc|yjmKgNYd3osZd?dckW&H{kZSlkH>xQAB&%#-|zeVd_SM};q`jHFClUW((W3d z>v~DEYUI5!E`zyh`;X}9FIu;%H)P!S@q$1+@Wo#Tlz(#7{6tNY1z1uq1g&1y)+WVX zAx$O!KB6{hw@jRuqtJ*7y#Hm-WcPvdHIys@Q+`j;9yVTa;#Kv~gQ2$49Z`Q&5N&j>yrU6?K^U-Sq zA?Z`c5DLT%mBFm&l;4dDPsIMyvEQ?^$9O_@_u$RF<4c0f)R%nAn??3@4}J4%thTic z9+oI}oSyfpA9t8_H0-WD%g{vjwd1PqRXbwlu!OhvyMdmKUMvcMotkeHnOxrE}k#jUCNPPTp9EqcxbG?ZID3|IWq@xj|GtUBs`yWkn5JUFqd zdEo9Bm5$xBi<2o|tQMv@dq-;o;A!!~OHpq3{=W>^vfZ%#rSnX0j~}uc+b*e`b z)IdXbEFg+rqeJV=I}@TedU_PCXsj_+ah`WIY^?vO=7I4~Cv~QsD5Wts7Opv-dHr^W z7Ftj}e0S@-g8#@*>hG>U5FPF5zddrM&9%ht_6=$K5gW$U)3pwG+=vF$Y4E2DzjG%V z{zmu=BX^?7^I3GM(&uB>?{fl0UC2seUwflB{9>OApmQF=GPzTlaI|ZouyK+ZQ$!8*G*Fi^0dF@edyq+HJeg)b!{=udwkB& zWNhA(C(7p+7ZkPSel}ySPmTz034abfe$le}ZZb$0rH<{_1KQUA_40cT-@e{Gc~FYu z^3kwj2wU=aEKi^wnb$3b3c^wwavi<)Xw+6xeLScp8r;uy>+oVqRq@xQR%8}Bs14gX zJ3Gy4jlgrdEnd8Me=`85SE3$(L*ht5mbR%U)Gg}dD`)?QK`k*pEpK&cR3|=;Nl8+v zPLf{+_5W0O?LB1~3qT^ztcyO3jWdKvn(ARn*VYa)=%I*1pQZ7?>`K;o6A|iAMD$!v zj;cC3aqXK!hSUzpQHqKB<4t+*Rj+<(&%SskiyXvAu!ZQ^#QP+0E5W&v%$uFa>2Cog zO&Hd$`w*9J1zWhlnItVHHTXDZ!^-2^Yvq(1;4)-zuqyRW=O@}tKV3K-0!HL3gQi_; zkN?kqR;gm(i9cNAFK>|P%71^15*hwy-KH)DrNg9;b_`NdQE`>$lTP&r_l?B;lGsqP z5C#UR>tp;f9ZAN3&T!VGCBn~B%^hVjV`X(xj7YNxO1M~^x*tFifO*I{%9$z{X{xj? zR&^%xHf5*1tnaXr2EWMiUD($q|ofdqcl z&cFeu#|OlIQg|VSLi_wj>%q4@4ZSlo#(8$}y|O5d@&#vW-a@rI{|Y(4RHHK@(P|lKzqZt;BLV zv^q@v__%7j`|Dlq6qe2v-Im`E7>v^%Y&oTCV}0)66`!PW5t%9U%f%|rRRrmHV(+>2 z^>cG!U`jN3T`@Ppfmdpw!!2xFpFv1kST!c5PC0)UOQb|#H1z>UANTLux5VM_l(;L6 z*%-R^pdGJ%8cZ5%b8%Zwp|Qir<-W;;aq0qmY$bsI`>J=cZu?!idR5I((eg$7WPSac zZ{q*G6VlhC^y{wgV->dx-|JfJ@?~je89bV>mX;Rp%7Rz7KyA>m#LxxRnctgl&MX0~ zINsFsLd`F`!xO*GRJYuw@CRvhXk&uac_3gGIEvgw$tXCH& zxh=B;awBE3iu74Hl}~Y39*d;8v&%R9OlAd|UeSmGXi*fO0bnGeMBgY1?VJftyQ?*= zlfTX^ET~U<8Ichs$tvY1fpnl%KgMEwxagWslDG3r_XoAcE_sEeu0lYhwm~#DN#HAF zehbh};3nZxAN8<4=aR=d)PZ^-_(=FL8_1}YetRe891H2}0wJE>2=#rjq>%WPqu(u2a1?(t~IXl=L1%#U+}GemYFciP&Z zD8y^!ZA~B7xBawR&+D#TzA|1wc|!XXJWwuyGIgOGxGn9py6o>8yEy8`rf69>sUDx~ zm*G>Su@&r>5LcjWO~uEV3l>)VY=y7B(?KmMn>~Gav#d1EUUVN#m>-4ri9bPaL&)c) z3CjZqSZx|IbZ7-KVLYaTWlLi_aus|f&^_ByNPK1i?kF+Pm?fa9#nhh`aMPsnyAc65 z*S+lW7e{$;ZP*8>kNpCtP1_Nksd`NBsc0>Xj7pw9KXcu{Nq7X+zG*8_$4s!Y^$+$@L3=C4MIysyhD8EE#i8z;lStdZ34SwFBZn8?yeFz=bzASUHiStWF zrsvC(C%CTo8%=@s;e`2d=xl@Uz!6l{)NIbU#X54$_bgXdEpa7mHE6f6aH~Ic`fkWT z>_(5m?F~w(oldajp`Ok9aqM!4x^U*43mY4S#Jc9@W*uMDG+6DKQQ~3HwD(7D9Vf?- z+=+1h5i^+A`n;8}8gunA;=%;d$d#}Tqo;6TgdNjib~NmEQ{?prx`Evc^GF4ZTGpuP z8Zmd}ZK-BS&5@$nqr(DPg!(#1vT{s|Vnak1vMI&*m1k1V<;7+9{!h0!>PTBxuOQFZ z;mrK9(*sT_Pygt>AgylKQ** z4UIUJX$RQT^JViuZtb(0`h|>);Luyj;FFQeuOb${&`Q-i`0>Pv6Gx#X`ar;0^1`kH z%ig6pzODzcZm1XRVS64Wkll2ML(8ZvUqjX!Mg&*BqV(i$kgCfIEnMH>j+LpJc(*dn z#RoUgNWsUYgGN7rqu2%;bJ&d=H$rO;u1Ztf4lQ!II?2xz9%+dTm=Y@8GG1|wwY&$> z$1*BC(I3iIEGJH4s8e;O2yow4S6`*2t*u6*a4L22)$B3_K|D)#Y{he|&sB`yYv#R$ z?dlq3m9W0v&Wko&jxg3#tr%uCeK+pgNJGOuR*_Hk)oqt$^tsuwrF*VLl|F4k{($Vi_=@%!Jtf0A2TG^^s2h-)!9 zln6N#4BUJg*fV!m?mojN{~V-t#$B6N&wd2Wa_RS()~VX!P~D&YU?HlDT?&d!uBUAjV+<6aq{3 zx@Y8k4(IcNioLscC&tW1$zdtdjiiHwJo04Ekz09E;n@U5=B~6`NMWb0uKHozbuAre zDnc;fT?KC@N(I~#ZPopHh=51MAF)IPuow2hok_OB(S62jD(-m|v!gb7-S6dM6f(kz zGDqvj^?a`KZ2x6Njr3QNz=I|ML`T~YfRis&mA6%k9xI5{qbybR+Dn1Xa-gvP`J7cE6a#;E~6 z(od@WBBTs$!1dwGZ;n9k&6Xo1V9)EsEgOewm@TAm4ur&!y9bR_w1o4-6~xUqEAU6j z5w6&rZ^*<1^VTcFJsZt}+Y_YK!)_N`ZP6FH6DZ;Aa2d=%+$w5t-bMuN+g`TLO6yQ? zYvkyuS+g;{U^I7HbWI6Hu=ZGB!3~k_Yf2Ehe%qV}k?x_t6>u+-Aq#W;y^b#@+$L5EKPh~2nI_QN zx;JD6p@1Ms<;)NmUZc6Jq5e5`JRnk15yU(JV{oKt)ZCt0&Awui=w#^-3K9lD=wsC) zh+sn2UBy=t040`(4h~iOaEZZ$%N-(ikvtsB$d5WY4v}HXW&bEzKAM zXM>-+I0A-pbm9RTNs2HI|>%t=(X=-LvjKxwT+sb9jJq3rT9% z!TGqHe45B7x|`_2wv>S1Z29{~ZZ?L$n{-ANTIN`NqdW47Xl-kv_zrDD6Ps_)A!rv~0yfMmSsNQp87D&^>yV zPVC=5p&dj3^<$7}RNifPJ zp<-Y5>&S@8vkHF0yYg)U#hRL$vupaFo|emR^-t*e_3SJT!nRNeY=n4td>T^*LKold zV>&|v-?l<5#VZakr9d-UT+FP}UcB_d`h85IO6J^;HhCB>^k@D6?4{GBUiv+Dg{I$f z*V}7uhvbB76kx2;K|L*|Bfie9>dhK|``i4w;AR|?;*7-NQA(6zvLyfWVNY~eUt(>X zpOU@UfNDk193S-##U!3#QAEi=0FlcPdw+cP)39D5sm(Us8sw0qp<87{goN#UDn)P( zv(RE>_hC;dP|LDJ4=R-kg;Cxm-?CaH$MeXZxREF43h0W0KDvMvNiN ze}R4qoJ1&H+`PwZ?crK-`1t$#3&mb8=_(*-&r$3*sp;o&5(;NmI@=89Ilnk{T-I<3 zB`jB8_7j;R!DhSVS~k797y^DBf;43Fsmcy=`GU=I*B-OXA9OEB-=^FtV9t(O6H4pK3T#60h;@a z!30yv0nG7UYizN@bm~-R0ZwvUDs?=6*tt%Gk{F4k`JfT}Xe_S45vEDm*p;~R?X1rR zh@T}cZXR)L7s8Q~10QvXj;%1iMXJ!h*YmffE-oWQYK{#I!8jyGcsX0RxEN)kr}Wz6 z-!LbECOvRNEh-(XMB;&9jHG6V^523wMoP1Qdp!cLyO^Y^{KT+HP_sbhrCb{L&QYUO z0lAA@otKIiGDv?EN<3;S9a)U{9No!QP?|ncTWt;sk(iybhttJQAVxTXEH-B6aS?i3 zZQ4Qb(>5F+&IVit^fado?gF^>i&+;c)zdrbzSez4TWQemNKv~P$-n8)WiD~DU^Ag6v~{D z-+#kT;&~Qs!T*U_9XMg7WU6Ond&)wWa`cpynUSfLk-_QpHo6v;2Bs$41;qrn3ame8 zWo2e5E+l09*B=O)TIdVyn147G7g=O>SlyCBS$2y2cTVK)2m=b`!U5|3J<1mX`WkH= znW|@I2gf#r86OtD%Ct!3-p1>Sp&Ji`UH|>kM$P>SOhTnEQU-G>n0wbZGOSV%(lolR z%-p(S&K?aJ0p+Vk*Y7VqRe895?2xm%I_>UWS{+wHM~m>C*S%u;db_tv`1R_Sm#n>c zYRxq~2!-MrC0W8q|BiAuWFGnE30h`96u@sJ$MjZZ<2L1C@AQGl!MKUT7Pfv@T~q! zxd{2-ni9Y5qcf8OF(!?fy39NI9&S0AdTyw-Q1;ldom;LI*=V*q)g_(~_>gU9nQNcF zm1*Tl&YJ~~aJ4>~FaI0Ma;eSuXG}t_xQ^DrgV%!WyLk^BI#gU~NP~m3#Z=c-cvYVQnCyySw!(QETXLtN^&V!vn4*ln^WrVzM zUY^Uv(fn&mEAax+&o3|RNvYNLjEIOZ$r-J2+|9tn&27+K6(w%=(X}|^apKx-XRlXO zRLG8omW2zPy!&D%sA$3|+Wlsr3tzo7KaaMpXkKP$cd8Cw{nI60zbz7v&X#ic`li1A zq{q5lK3@J$($3c&+v$IF-7b@=zO-iT=+RA^Hp$X1UA|n*ryMBdkg8c9dX}$cW=o-Y z*Rgurp13qayp6bRe}LS0MYvpbvbOj&bl1eiYz}s;2sc(%_Bs|M85MfyPItJkHecDMEN*#u`SFQ~ zRg*UEi5fL*%@Nu62W{2rzN+iqOcQPBa&*{Wd%JJ1%HVs7;QmXu`Ao<98x1SMZe(X? zCmUAtHC|}($m~rl9+@6%j!}tG4cF*+aw@;->6t^+3N714ZY+pnf#PC4E>nYtMtkd& zE?&GCt)BGQBzIiTX?A){u;)!yv*GN_^u+7kGY^XevySX)x^U*Q-@JZ(sPutIrNltCXF{XjcKwmg&^yuEIrc+?gU91EQml%%q@C+1 z3p|kfI<46`rY7!Wac!;I(setldJ^)q|8y+4!EKs>AyFZhH#2*3>Cz>uW~Z^jPi9_* zlY*%(ci5$(kB1)YijIk=1qTQ3-M7!WR?D_6OMdLe=AgS=)d@PycH^Vt#_n0cyG)y6 zcN%|4?~VDK{@&c~X&-;tp#6-v^USz@BlZFV1B2p)3+bDV++Ux+)oSXS`Dj<=A-ul( zty@+63E7IV>D&fyL-tGzm+#gRz}M>}Ytgi&KO>Yrj@OoP#CLX{8~^q#(s_D+xG2RO$kqi9nH%Y z>6*{*o(uLK8ORNrG%630!fv0K8ZHmim9Xi(ix7gr=%`55FAp-TjSn0iy*jw6V@jiH zQ2l;(-(*)r@Qy#9Q5O968{du{%6BA(u2)o6YJKn-F&$Qv9{b#j|M>A}U}j&5`K6qhE=qZBFW={;s-myFzV`8R`^sd2K$tHb41Z_&xs#K?tf z5A0he6;>>ir-=<)o4;%~8GoLQ8~4(fI5-j**~EFaZdH(%9uLFf9GU1zh*63-_95Lo zwAl9#-d*=Hhl=<`oF=T+UOV3E;G67p+-Rr&hcr_mEK%VzuXrRSHFcauy~+4^c`->% zbcU9t&Q5jgPH`N!@L0S3AZDaG*kvZF)PGmcvy1b_bIk$=UURr8W5qBrGl%mkJ?4>+ zIEg!|T)1!{>dd{cIrDxaLrnIfO@BjFT9dt8ieYudVxeq>ZtGRaE@`IC@g%^0e0DKf zD=YOjtJtFji&sUGXU=oUi&c%8810F`9o0FUzdh6|3y6C1WGmIeWo%oW!tU5_wo?4-%%~tHo8p!o@b91v9Xo|y3k@dED^P!We zM&{!idiNI8<;qPTS-50Pi2Z1{!K+(qCy>xY9KIUiy>;vda>fFTWhc_?c!M3xQ)9w{ z9gaWMa;KT7opK)*(~L|HmNUr9r!bdMqMvZMOuf5%_T|f$YiPF?vR`=irl^R|)7oXY zbk{YmGYH0lZBCP4MewX1$U&v*HlJTE;#|M}S$fxF{{UUjO-HwJt-bu)Qofo=t=Q?e z5BGUs!d7LLjIY|FarW>wMh^X%>l!zBaZE=5EVbSh^KeE6Bns zZ(eBk`Sa%`)K?AzIUNEHUE#i(UyThuch;vReCp{r&njhKRi}rbdo3bDKes$_{Z%&K ztHwI!cWQ@gg-^fyUB52Fvg6i=l=JIW-7L5;Gu{!{<}y9%`>CTte+irT$fLn_wmZNp zyV}bF&(EJfUv#VhkzUuTzoBmHlKjY%Y4Pu3)Dq;h1du?U)a3Iyk7f) zb9$BTV!o`ZyogIR>J`H#=3mv1_vegh=i}>ru9HJC z@hqWI>7MEs-*>6TCp&tu57$mljBb~dlJZE%ohZWNyw9+V*iiVbH>sS#W9)RjZB(#9 z(-3k-mfSc77=zc}m=&nYJzbyeRi2YxZ~e4<`gFYmZ!=yrY0Zlb7Le~C2%rbpoW*~ z?Ce}N9vdq#jX;q3*`1$>l~prVuEl-bAsd_2nppMFT&KxsYOD~cr2txJ|-y{fabvc|^5XUe)Uvhmp%&HHVMf`-Ne)p*UQ?fPZs z+KRjnXg}6|&^9wQEPpgW^!Un6N7B#9D`{wGT)bQYoFU#*ypMV(?a>UQY<;SLuT*pR zjFeWSKv@=dqYviMX`(BlyD`i5V#{jH3u0fc4ye&AJtcY*E~P#cos7kseZaI0vv-gv zTyxS?rPyc7C?XxTs81#Bguv>Yf*4W3(d}$f_Q}OPPtUxTrK!egvyQUAD_oJ zR&M6owCNy_DZ}E$Nz{T^qE$y_&oJlZ4DNw?%A`g z{N-63LsLRmb)&*wpFECWZH!Hr8q_wPVL_b9E8aj~KhysPfT)#T`?wbLLe&+_#XF z31sULBur0tPfuT!GreHowPO`;+F0uPSF?G+@jH41&duItlTf|6YD-1v9qH)z?@ugP zumEd;B<8X)ESFcu1FW^86A$w({xERBX;lFMY5SH*e+yZ$VntPwe);L$+z-=>r-zD# z$a2_mzDB@T+iPURN>^96>&-n*h9ygs4Tv*q4nhJLeI_Ig>CM46O}7k;wZ_!Lwpi-&bl@WKEF0?GQv$ON= zoPLp?ubZM_{pI6xN9*0wBc76yl0~`-Q9$gm&-6psrR+x@6<>98<6pmC2J_O5Z)z1ACH zTB=!EsQ2c6^OiSdWj;XS&f{&qj@DTAzD2Puqo@1RTNtHA-tHsWeH59|cie(h33!DO zV3(dxZX9K5I(g1cQbTVz0iu00QjMZabH`ta-B$@hsU%AqZcwaocgR*z^_>{A+OYk0 z3-%14gkf{8Q@D0+ddK6U>^vm*YNQV`%F#*@x5ceG*Yl?7OL21Ulk*X{SE|QfBSUMO zJ`qQfa=6-ft&WQdmSb^byYEDrI{R!#kwu!OdXaOQfXhBv)i1KXUG(ZSUDJy z&Y_sT-nt~~zLeVT;Mu8&ulPr@k4Q8%&6`#wmF=f|H@T^EfAEg^_MqMuoshxEw--B%-YeK-HQJTuc-0q=6>bh@T5E~~KiWJyllDyLLBz2@ zi!yzE{f?|F2?&Vpw{Hu6+4ga`IrMyO{KQD5yq3KHGQ678Xti3ndw6=0VIb&%aeMyu z57gEuH^+rDjE^0{{# zQ}8$q&e=TugR1IU-OWmSdSW_T-sk7<1JbHqt>gF*NO*&e)A1aC><^W%)79AI#*LXO z&5pw!+xIL($V8+L;Ee6?);VIHmXO?D>fbSBUlt%nYo(>*f_ipS!TiP3ip!h1-4z2+ ze~bxrTk`hXu0f;^cAmhZrxx5^%X5AN)I(9$?9|l!Mih^zzSLq=or~-;3p6W^I$=)Q5G?PG+?7@Q`EF!WZhE;D-bjD+!=6w5n(>M3j zf;FOMA%qrbG=I%Tikmhw(d0j$&&6LxzPYF#mHG9;{-D*ohA$Y~$l| zCk(;B#Jqg!wO>7UIJMrSa&jOq0ZD`0!Q9+jBhNVpm9EwY)F-mEkpY+4lk*lbdinbL z5+vf{GJE>9ux=4koOX@|o4D0m>}P;Iu~NV7q!hOtuTWMk5!Jq__@0}l`&9G9iTl7h z{t1!;>YW|6n9^gmjn=-e?r()2RbEd!6kJkv>_G@x)-YnsAed6;? zp%FZoTv5*a?L0h@C+d$kw8SN565w~=oK-$pS_`kP^7=NL2tcZcLB;;f@d`<6+ZxndJM4y9PZuol5EgVt@H5VL$a}ohtI^R#$efnW55jy+?k6C3*RxT zX+9hu?l|B2=H6<|EUdyD$ecy3zfe*JKMXk?^{ z#x3U+6coSCBz;d$Z9@63M0@|8#ygBZ>>$Yj=w20Z4&x_4UmJkzixC74;uR}j-dL%U zWn+BQZ`%RPj)3p{##=2Z+w4$x?Kt&fe$MR7Bw~JE75Ri_M&dI$3&c)cU%5SMu_qof z^Q#^%%Gs5azR2GEPFhhnFbKoxSLTk0{O5aW;vQ^0b;(CS{Sj(DEo6i4x+MMFj#I0{ z(mSpsiq2|AZXBaCsGzgd<5YdQVvtHmv3s-HLD0MR0*}X?-7_bEo~!V-aV#Q+=SuDi z+mq7hgI7Vbp89Mse_@BVm-{!t<6d-tSk_^|OOU;uaMAhwOd+%jh|Nk+Jiav`Yln_y|MV=CEP`g^pzUQjF>pF!AAbVMP zsZp=GQ_2Qd>u=pSoFlJXnGXhtXXj2;!lVFF8rYnZxhjh7QrvQx;l;E4?JbsbDfe$U zfCZ1Fbai!o$hI3kP`?9fdnwC~$dKy_e@JhpxcdD?Z!cLvXTJX%1v!Yfpz;qNpcJ zd9=G)3AjlvCkPxfkGQx7V#^(J!yJb(!~TX0ATw`pJiNfv`t_(UWs$H{kaTzGm$CLW zW~r4+PsXlTxiST@UOx*}4z4GM^jNb}Uh*MW9kP+J7Ai3RR&CyDK0V|)g&;h*$_@b9 zn%hl-T|M8JX+2(ae9%WoCmz*Fh8GFeSmV{$t0SOeM2o>#n5Ue3x0ggo50(s_<8$ZD zBZL>hK!y$JPb~vMlDtE}w8AUO(tZO+f{0;I5k}R>v@*zuUrBKtdcoaKaW(t|R5DSU zHv=YT4c18~*w6}uAc6d?0mhibvLLA#)H}6y>Qf+lxu^uDkfeaQDFoY(n1ngWvO?TZ zd`&R#xo=-S0dx4=xpSwxHX-32=OMoB+biqZ0olnPq9WNCQyu-auf7L2u~IMpTyRtO z>4~8N#kbR6$hcIi>BLP>j>TAZlqG7!Wljwhk0MuO3e-M6x{g`_c-GOd8X?z*ON^Cq z8qrKvR+i6VozRgo?ylPs{dc+8M9rS5r@G8K_ciC~a2~v6wyA=)!?22H?X`z(#l8~7 zWJs@H{~d|6TzwTgdpwxCPT(x1g9i_0#F0_i4}m9gXi5HCaP{#Zoul!__5e%t)d*tv zEkbobUz5wM6X8`!-~qQyl$4%_ZtOHJ^KW}+uWuat$L3LxkJ@T%66eQ7;N z61<}`-$+1(prU12Dq@f2L)bK_(JG}0KrgPgCWfun-OAJq-^h->oBk%5R9Z4b0+Ky3 znp>(TH*;|vroDLaB0zWd%(qakDC?dYLF3TSP!h%UowVx-YR8c1ocWMy%ujHV%S=W? z%_4-n&ns*xGTvik3*rfCFkmq*vy;uVuy>({@TvZa^9ebR!K_A}%DpM*?cU(%)o!_%=4>#L#YXX6m5ye zD3qd=QrL!krchi+UIgddt2mS3GA(!Ql&HgPq4ufgC5efNBOSpm-R}JH3T9?zHx5md zA^AoGJ4ZL=ICS(hdRqvkl;6w(-C5SENe|IPs6t@~n%Ct<)7X@CK(LjAgF_7d0wspR zQ=fsVC{HXlfM~g?CQ`%$ro_2S_vi@DO9&4Sr_vl99f!8G^z`(^mY+X)B5Sx-g}rA! zB}DQb)XV5>h&z0UQFG?Z5p1&y&Ex(%Nu15@AF^00A&&1+IqIG@9T;J z%kC=P@UXB>tQNs-{dB^^j`~^fFc4$l?zycQMBG6#@-}oTAWVw^_A)5}5SPS!GqX8l z7&2=mq@)_#7OvR6J8y4&U|#&tiOm#B+YP9ruBX>X*u;`QUAktg%baGr6s(=~>~lnHQXjU9F#B8cGSRH}=PY>=(`#5fVJ zAYb^VUQO|AH9Gn0YlC3z2K*4WY`-NpF28%aHMU&oL}C```=xB+$_d#+?)}-r#~Lk) zw~(^Q8xqOq3n*)u*Q|*|xMp5E2GMWWTW8G}^utZm@zcD<%d(WeIr9*H_b360NZCa4 zss@Lt&Qq+ZN8*_S-@V0D4|z>S3UQH?7U|B3v+=x5F~aM z6cmW{kO&N=Y#&KXm5+~dQ=xEqaT$L|F02!T3So*8QhoLNc=aSbk{3vo@9UI_Q1|ij3ezq2iLxDN zDsw0-J`+fxcx^stzL279huo)%w;d(r!lB!&?|_>_fj+wt2r5CObRRL}j)EdciVJP0 zQ58tRF`!{daRb44C&|A=BE!=YEeo-if5(nwW#Oa$3+C%BSh%nUI#Uh7FhNod-Kg_b z!L2kojcKt-JD!-G9&icdOy70B<_IXb+HZp`))ONJP?{kUN>_l@mdz<=*=ZE{@#CKa z$YO^Kjg6_HBv1xbfbI7a*1NOv#3RIGH{K0$9HJUGWvhd(wW)ys+39oA#5~s-z|jgJ zIOb%U2@8rkdJId9-w*n%59-3);N+OHL z9EuF{cKeZYEiYWmG3~)C>GJU4~Mu_B)O|^BA`ymxev*Ns9FkYA631talj4( z#e4NUQE#KpyuLmD!3DhBLBJ{cQ$R0zwY^;O%vn9X_Vc!wtuqKP2hW|0Je8v10YJn8 zr9o)xweK@Nn%XOcRlZFi6a$4bt@o5U8P@K8}v5g%wu@ZJr{XB9C#yw7b$ zY8f8?Mr@7Qg8BP1yu!o%n3hny=K3u!`P9O>Mcc@Ri9F}WoofnyKIby=l2dCGn-0gQ z#+-e6e;qzfq1?a4ZgoHZ(_O=wl0b$FT=X$f-u0KOM-Z`$B9oC=-)F&ORuE8a*fyw7 zF=MBjeZ1B|`ZTC)=i}w&*U>t0-*?lIHT!6clvxh?TNHWZe^O9X^qHEPC^THUJ7LO; zMpJ$B$qeS7XS1)RI+?i;ilKifKzVBG=!gL1GyITjux&|x-K(ujh&Y0;q2XaA6gs0o zzUi?Ys6SXFFFXNoXNJlG>W^PUB<0aAJYvZH@8cjAG3;qgkr7-m!Z7q=vCz5amlhC? zhmln@WVQB%JwmzP9)Y!MF&YL!HiRIhk#6=7Xo?TUBI|)BEdZagotGCbQ+0IAhNctY z&97#N5X>Tc`pR1W`DDC!_Gy0B-jixn_ek1lB2q0un-&HowF}6n3IZ=z+t;A-2O@Ii zlEb$qM!GnuL{ep1zWgB)t};lYD)0%(_M?Ub@*>asa1oXW(sztD>U^XC|0MJ9PhGr? zb{);bo;`a= z`heiTMFnlez{qH`se?v-XLsSkIZy-(a!p}8!p76wl=iWQf6GZ9iSdaCY)i?V?%!s| zkRg!rb8{acE*v;2z{iX>Se6@r)~1D_CZ;MPz!h68U%tF76aNJ0D-O>^jl{5Mk$Gyy z+goe5@6avsN^C;BaCKy`4|q_j2g^b`cf#gncl72dc;5?AyG!IeBCPueYDMdnJ}|)K z+QX8=%*Ganxb0Ivd7ERmHmDNI++$Sg@gql$WaMyAD3L)74gnAH%?}O^x-qSw#k;yz zBy5(aa+Lb``3d@$`XmJG=WvzSxF=z~yyW1OAXLhbixp^9uwp^%Qr@mt@)p$;^V+q% zyklzZk&!$d7O)q=Uf{(AqYxhySlt}r6X>dp2rSkiE*gaMwkHRCJA2im^hz7XtCS0y zn;R~Gi{R$%H8&I!oAkaXd`MlrV`z(#!jMr?9f}n71q+sz?5c1ek9F_fBfx9Ji4j)9 zwulEkXMDzn*Z;#Uf5Wn6wI^r5;Cp*|a#F#6m`*lIHGX4PFJsBNAN+=w`MsJ_~)^dkls-Ys2qXBZUJB=Kd z0#!@wASy`vM5%>_+6{4>D+&Zc_q$Lx!oCuKpsudYvR&`iZ;Y%bG7g$y7glSZDjY7b zZ;&f47ZT7()S>O?pztv)vR{Cr@HVVIAxL|?!otUKLHo{!Zad6B@7MPS{jCVgOf{Si zUI78I>rAtcgB0=^unP?kQcv7}=GCotrMsF1mMvR0I?${GL22h1Pb^r$x~qkjr=G(Mq8xOZfS9CDs{@7lAc}1?{ z4i^+Ckz2Xx)&}arKN;vbf$5D&TJa~dR{n(EoDy|)16lboTEYMu!_v480b9{yyu1ci zSs4$7H%U{xSChB+v?0Z0dQ1|DjNc|ptMYNFilU-wZf0~vac{@!$F8nCzKO{@JTJ|m zUaipDEfsWlbvLS4$StM1==*Er|C2mPa> z%gFB+m#5Kz$FrqxFB71^bn$r$MR~scTmHi!%+G>|If{zXhbufH;`~VGJBFo8Rj?4N z^IT>fXXgWfJOF(@0eWCFwWzF26|@1< z+O<&#Yn>>LGofO(wY7yKruiox#SQKGB6rp4CGmn>3cFsk`ts{Jkvv>T!;+E>ZKH5R zBp?Gv1A^j7>;c|WthyAfyDARQi1tJnk!F|K95})f2!{^!j8rZgH*Un!$N|b6B^)Z$ zd;wEa)9pKBMg)BFIFj^$G8Q9eroLc5&~6rR+;M8d)hl8A>z}=(6fej9c}z7wn_Ma> zIYP+&Oq4v}wUW=gW`r~x1)8pGClZk=A{Eo>)tjmAH*YEpx0f<6U;fFcGRMIdRXLBe zbne@+qBn08h*hL@Rjewnw6yK#weTb>v&82VE)(0V(|pqV-YFjboAm>fkmSQ}kA6Xc z#3v@E4#nM*i<^s!@WjubKNsx7yLjEb`_ahK*&;|SSWWHz+U}$Pg41yPt49CV;b~|VH+GG)3iziqvbas}eQ-wHRQS|Bzz7Fk zHPDzq8K7&C(sf30+k}@G%+53vZY}u{6b>!3UqJMbM+a{10KZZlIXD)-jDev7HcAnb z22qrU#5ag_p<-kdOB{hzQYk;!X&k*_-?h$y)jG;xq=M|)*Ltu^eUNf^Lm)ead+#Of zi!}*43HV$Wn7(qgU6$=ffI}i(W@pHR0mX>8%sA@j0A~P@CCK3Vs{nW2{Cs0*bjI5-z5UDz2yl3 z#l}qf=BCJq90Hg>5m#}KlO9GW6qCzx4fF^8hm-w2=a!>}m78p3<+lHf-($!CVqz7` zc25!5O@c6(FY@)jobS)po0C5cXf*N7|76Ast`al9gLfnF3<6TnldVadBoHLk_hC5W zX|zPmBDUMx-S6xUyL;Da!TkG7tQ6(#T%B9p^75>@y-2WE=mUw%&8=Hlo)8Sgt8aI# z%vtwr$#K;hv6Z3oT)VH*BNt*K^B;e-IR-v3+%C+5yRG4(*Esb2U>O!p4HR!XW?-Oq zi0Y?^VA(h&kF%8l=PJ( z+Pm__KRFadl{~hT(y)jGUl|eePoY&@>=D0F`mY@SIj|!k`I4$JKat(@zgLin%?|QRe~S0xgNaGuDlvbRa_m1_4(L;%a{b?i zS;m}DeiY^9f8`b*xr|>>B*pX6JPOkdxd#5XPzN45^k*Cb^G0e8EV5BxdeNSx`EOAP zGcz-DL%krbp}eV~o5kYCf~Dg?i1A}*Ab7BVRaI0{;hzIsi% zHNeryROR5chq1Aii0_p2-$`i##<1(!I+MH5kaH)x`3dn(7&yVK-fjB+kn)cM=G45n zx;VwUM|FI1GR9%7Uv{^t*D$%Iw6r#`d}Wb0e~LlnCV1Fi+&YSpG$}G%swN}jW%(mM z$q1X>a9CgmIu~Vj=z*K7#EPLV3s%lJ2J*rSzYW9&bX8hH*&D8QyJ~0f;)*by#N7ic z_RZ2=4IwC1GrguU3(@eEhBeG-`B_UiAt4e!B&rCiBH}h)H3f-P-#;O5Mngr4;-A4-U@2KF(yp*o*0Ea z#PWb@sRxfx)mfhMc;_1L|{%nZv)!)DYfF zPNm4+xIq%A>x!q~fkasabx}O~`T1=+FrSjHO!8B~#;b1rq%`uTHJa2W8(4aKd9^9_ z{|foSK2j**;L?!83Ppd(VRvqbDf{0*Xb@z+{PH<#M;UdvqvKe|H*b&xlorBbajqT`KWN@ms7pW94Eg#NS?<-7l5C?j9d zQ>80Id&lbbq3e=VKnC75fE6eLzYKdaa?Cj3*?&|;>0ZzcboKNeFfFHqWD_Efon0}< zo-7sDlm80@gp|yk9`wffbL z9W9-`E=ZAS>o{dYiF}-x80M=}7MPgmZbHX1Dkv(+5dN~bf2mCq)_?D=GxuZJWzri9 z6G<(&ab^~lX!t3j0qGL!G#9#x0egZB<3@A@F6$!7Z-(WqCOW66GAA@$Erc*W*uQ19 zB8F2rlN@05onT)>Us_ z8Jbs-XO*cVyBPj3g|lbR=30P`B)TT{u8Oaq78ezsRYe#V=*?Hqu!#5T>p*h?5mVqD zL79Z0T{%*vByRv`*igH$F1e;clsWR|M4PV;6F4d2D*^pQP&JnUxR|1%B9gcQjnSGG zD{kG*BPe)`hVmo=W;$H-McrePs=-`AgM2vPckkXq_;Gv-w|pC?PJV4W=Is0vb8&*J zB7J`l^HV?wZaMKp#%&pgDqQ1M?Imk}sY{CY@88cuavUj6XaOD79o5WwXxxB0WN{2G zYTc|;;ccHbz{DwGXSRk8seIGb?n3?%?>L!!?jaO}C;;UN$jh907QK7eQKUdQ?{EyH z(LPI4>68BKM!cNo{Dli+z|Ty;3I?Jq3RM{*YF6^oI-@d&8ct5mVUO;hvCNRk55p)> zP!hb=wOH)uSJ7ISp``ct?`(aPh89Yq34*;P%oS!VnXp^az%JIk?}ZCqy^^J&LP>#H z2&QQ9`dH|l&aDl0`(UKvF0jm{*eNutR$X9FwNiaVOP?q6lvpMCvGL zG`u`KhXFQfVKIPF;t{GG54e?4{J^T3!xe?P0T+(Cwq)%i0;?eN*~8?$1F{mV2=}wC z$&9gon=7Z#_;9N4f&Xg~3$M?v%akn5BMi^Y-Kk?w^h zUfK>@Y-jEr;xaY0Y?*^z;S+J67=FKQk$dcDir<>0lo0Y3pHQ3XxhaU~>Qd#U{Uml9 zGSPz<%H#PtYjzsF4}spx15&pxDF|MkCShJaGHx;|C`zxO6YU(lNrsJ?DS&O@Z%P=y z&(#84_|&HtS2eOPJjHrBZNo!8T?&-Qr56?yACG@=guz!8-Tn&V8g=R8et+;WwG9Eq?(Vsm=qP4H?4+ zgmg*c1^?Cud|do;0Cx@J%Q?dq_xF)P+qL`J{G8wI#)3Nvi;5~BeI}bWOT$A@6%Z1A zspN=3$^C}$Q~C6?NKtmcINcYs)VtV*aZxoiG+gk#=8TL6FXGjo(ZQYrSyj)CzSSc) z9)2swi-?*l$xc@>6%MAq%=sM&!_v-p%{5|ffW>(aG^4FQXLKKC6i!{=T6T8!%eX662e32(kF@0$MdrfyrK74n%GC6#P5^<&52dWya&4%TwNUUPz)ILvP5h&!=`Mz zB`a)s5&gL3EIJl0^U2QsTY%KQ0#}?J^Ib`MJ3HRZn_pkK9(}#!NLTKpMaMwqO?t^M zlk%Fo|3GI&_)T`Z*5!es<}cL0!duq)^fh}W=yRjfWVKOTqpx7@P=TnRKESRgqFXc! zNJNH!E<_A@N%`2mq-KWBbp-~uzJ?4X!d*eZ;-Zq)=1iMDLyMnRV;|Y;2p1`dvG_c8 z6TQP2E=?9VTM*Ghk@1N&iGOqg)+jqTDCn)DiRk|TU8I3(oAf(Rj136+m$oN1peG4c zzYsJNLU0i+2kvgQZc*|?l>UqJbN(Q;>*ZzAk+3Sf-PW>b4m-q#sAtP{?zh4jBD`E6~ zv|Vsh!C+R;OizxY*olNm1diMY%=BY;r$E6bwXUOw9kX?arBCXN7D#Jvk%xoL3bAQL zf-RV2OpjWw!+Tq-R`jR&4k2mB!1DF8jE=%}+^=6ZOYMT)2xE^PU!9MW=vm_7<}N^L zmX@w?nemhu|91bUz_;f!gE=t^qlbfZx-rByC+Xio43teSyCXeuSi-iy3Pz3L>R-S| z8?-*z!-vgM#deF8$CStLzxg5Ztte36U|99WX-169jLZtD&a0Vl;E2G*3?jTEMh>l5 zNYYmI#%atBPOtB9)NApg2kpwwTW)~8V?4cuyA{;~S}!DAUbAILb(8l{@VLj! z3?6tdu_MBQCITXN?X?Y5^m!9g7cidhfW`353{V^dzW63$^~i&xu2GVgB4$uD0~vr< z?rzS@F2;=iUgc} zu-hd!sj0G3iC-Yp zQ@xj7`!NDoKmp3Npi?O8S8kk3Ntd9LiQDwj>d|qb33jtBX7OJIEoGd3T8NkMueA^H zLE^RY2xvSHWoaR~c6_~$sjaxxs z_y&zuRZZoDx+;IWBhL8xZ~I2{AKwdpgVF~LZ-4ps<6R(OVt2`chGlf) z)XDfhUyGK{q3~`0{z&$N1tj@Kp8X4V#yVOvzFu4KnnUsM;mo;nkNnO^QQ##H)6`V4 zQvN<68^YUvRROiSEiAtBbDp`Km{{h=#6}6(wvjlX(&ww5Pp6|DMJ3}+2j)>COTfL~ z?lm&#C~FvpIbKq#^cSa3ScIH$eLJ?I?92=)pYgS+Mfg1Ve^CAQzI$|)SXkh!#4aUWWn~lpmJfpmR=3=Pf8>NB5}tQ++2Mg&R9KTqA(u; z%|TSzjZng5P zzJ3oeD1zrh=!rpR9S=Xh9HEv|4dBltjRxuIqEtn6DIrM^tGd2FN;DW*3hEZ?fZtgH z1eSipx^(n)&=I!5-BcnMhB+SeBcyPxmZ?>X=; z5ew6~I_yU6tgrf^F9~Kv#ng3*tFm*#3qAi5GjK_IKLEkSAn!?ONV*V!1ByqbkOzg( zt{y-otcZRKD3_|2Qc zR7I$T&hmjOyt(wYnR)6x2CigI$E z@wwuNNGd~Py9gcU%IDee;EN5d;vYf?|Q@#t(9bDH8!~A zgR@H)hJZptBE{(qYG|TTR#3RB0iFY#FfpIr<0=ghQ$jUBlJK@|+p3@xqk*J3Bm2Jz zjfORwu&JLNZIj}db~G^9v|wJyds4Q;RqphEDBIWgLEXmJcQ47aS^czn^ehf}Z=VpM zglwdTL7rV=!QZvLp=#kDKh9^>)<&b*ER;moLY!v-;jgu$R$le|H@mi5&PyqgYY3;B zmNrr$N4P;5Y1Q+hp*r&@N1oI5#P5OV)a?M)uJ=zH#>K6Ghxc^Kzk*w(-uWsMMRuzd;QDTZe=f z5dsa`Onw^O?yY^!3e1{q_wUR(1Vq+r8@RdK%G|C}SKa(+!2Is%z*$efEKA71YY7(+ zX+y^uZgPI#a}5=_hMqE`*ZyT%EDmq@BpUkd+dhUxR5ck_>hn32Xml!K9OHf^sQ*=D zr6}u@Aqdg<7nPNAp@fADGR5Q~J!@lGAUbY6s8C;fbQk~`pRtcLUa1zj}4OI{yMqaLz2LoWq zoWV<8#nnOv)YwiO2}ZhBK!?@B+3W??2H>;{yhPc~J5pco=YIRV7zD);a$FZ2!Bq)5 zyY-!5=LQ!Xj^$-smw13kb*qH5WAW<;PpR}vZ+m&BhVKok94&1j?d%ia!{{Ae=teCx zN$Y{Fx`rI(g|m356|g2$g;7_MBe4jrR}-%l13BkBQWh#81r%JsjXOwF&ja)sqAk7j zJygC1ALzj?mm;pd|4F+48B|g-;;5$I{!}9l^l9|R>lDrF^BcJUOK7CaiuwUn1^QKp zWm4b&?|MrK(Tce6f8}_|(NLdTT1azxyF)N?48XFePDEIkSM4V6TM-dxA|rFI@aiu> z^Y28O@{@mnh4z?bf1zH$F8}p7w+Dq;BOulTm zd$^ln8&pm-#oqxb%?hXsMR{zj^> zJ)2y@q?2m#18kHTd8A)}7(zOFKxq?C%;e-;%16N;zFVD$$EzG~2r00A8^4+{CDlr$ z3wXfpYEOv5hl5YR26zG(^aAO1_-Y-ajGNqoiA&-`-h z5^~H`u;b8;+?k2<=o)4YUm6c5?b!rw`A&S<`lQCMGWE{g8@CLk~2M z07%J90BpDev8jNG^W_51bo4*hR!4>CWwEjatSbcZ(Zc90i9#C5hv~MX|D2-gYW`b| z6&G2Gk&t0le$V;-!W4_bQ{<=Xr`8-u9mH{G@WSjcZOYzTUj=d;_<^tZE&f=+L#ubW zk)-p|$P@H{EhD1(3x1>j5%V457Oz#C7%FZktWA5i$+pQZ0=@AmIEs;4fgvA7rLOkpU2;JM^TTgH zrIJ=0H+K8OO-)U-Fl?anFvo2=1n`cE5h9rhQDVT&pwGbE2h4&0n&sqIUL3^j0so?5 zby1-F5wEG~VG%z_9GL0H=#zJX9H5b7pMr_ee14InKA8geO6*t}sTDnF26JO~7S$Og z4c;(tcN1p=9*u5PKwl;^8#g6n#S!9)b7w!ukCO&PL>qeb-2{}MQP=HR)zf&xX4BR;8}K7IP)C}EPIkn@Z3QDk)g zwk=}J)$v)VKOBk1<65oIiv$IKQ0OFGPY~3Hw;~NRj`d&0Mg<}7lQG`5N z^x~gJ4~i_DjwYYr(NHurjAoY}&>jI%Z~(!v5~2v1|bDfG|qhtpIUt37@DQ+ zPbJ$t!-q~0xqw%W=&&K~WJZy`c&J3sBi2GfXA-6h_FSE2>j?Kkx{k;(Wa>8GzMLY5T}7 z)?M|e5){^upoDaD?l}~GhG-jeC<_+2SC&^Vr&QwPIhwWZ|$&s_n0tv=&~MgWW%YZ^77?FxBno2#|Po1 zp$RCHg1R7(*iH%hCSElQ3A3GbIs3wYvYK z^GwbkClZ_o4NYn@oOwphW2~yGVrXz5diUwtIy5@p+1oQcJzb4N#c=C)io)?9`FZp1 zJcXovb1BbuASbl~x@ERMI8XA%+#Veq$whjq7q1qq0x{V(FpxmXXLPOB>ETZ9ckU3> zmkgm33?UT_;*pWC6XVN^Q_wtNJ!vDxS(uAsxBulVYsp?VnKRa;1dKw?!XdpF3mIA8 z0_&xqxJ@x>)SwZmq0zo4&K`_3nm@Eo)hn`-oP!g_h^7vqmKKJBR|{QyXi2;e$>rvW z@4|%1NJ!Sj|9Aef%>KVgfYXIeB^s5FKjd0Q5RMt70zV{VobTvqlG(M1WPF&eNZ+UP zw@(X`ILVTBwK%XWbKRRB;oIQbdGFwVYQP0V!qF`_O3Vj`4_{9@x<{|%{zHh1Ugj@# zpBZ|8ZsDe$L6alS{tL%3Qtb{+8K>4vbnKpu!pw-f#FFtNTX2NW1m~Q0!^74M9*>~iSF>)9u3AiLqlEYZgt_}Z& zHy3fClQTMq0E9v10}VvlLttCv@A$p{+J?SnAu5a1=_@ZDg^Iv#Ob(8K+(QGKDUb3( zmYh3-!_P`?t)hIH{m&hE6xkc|b1qFGwv+SKhDVV>xu}G|flp%;r_FR@=a6nN2n@s_ zV2BRmq0v!m!KAZ=D+oT_)$Ew`gFVNV%6gF&F4=%SS2~x2vMDT#i>intfMAL^a(fBI zO!{9*?eC3#Z+t^mSGAZV)p_~(sc#TQ8KF*kTmT{qx8C}1X0?WE;C3MAaCJSJTuk{> zFh)dk&Ya_dx;75>xr54>-W|663&ky8RsN&wmC0~hOpyskZJgHD(h`cZ1&Jo9=QfwZ zv-ckc#K1PY8yB){W+RFPWBPuz9vw_a8B2nzNkgT)+yc#_AdrZ#EoeiTpoQUt)Rag2 z;IdUxReexVnbX?i;I?-kIGy1Y=0XX7`m&EzDW9Bkeh%_C$<=zL{t@TnGY%3*ejCnv z#MHu8A@pT!7lks`(y{vBMn>f`etzSo*7q(H%~R0)Za%Ay~>_l$_Aq9x!ub-MdFUIjO}JG(=${ttW7`9lCv(7UW}PSsp|VV5ow>r1ZY<<#!|{ z@%gc+A2Yjp%E<;u&fh(MZ`J)q3pG8A1>;x&=epS3!fg|LNcme9{y%y{A-qqrUoDqH*k60)>@4YO z;={nUsGx@HFxqys-0;uA^`VlD#R$$8{9o-N2Jh$F!C%A_REjoZ5pKHS)v>NQ)7A{} zUjyn5*S$OMPHzQS;L34D5e8+_@3Yg>-n{LZ9@41VA7&KR`Im<_(!n=)u3?(CwhAIpT3E~T*KjxIr?z!ZdR^w4~ z&-b#*zka?_Aut&sLhrMEIkBz_Ji#d?rhLOj0c0jCLO^svG*N< zF0!p6U^Enhz`y)*`5H||hL3nr{W;?{s5ce#cgUn&(m9kyf)8>BB0vd6E=Blk6qQfP zvl*&CBMSor$!W=eiWno=Cq+!|;H|1EGl--bvFZ-P%&&!-65$oW9U%NQ7V1U0#f*Z} zw?$8M2KzAVO@uM$@tnbqOo@zYT6MET)vG((`>-HhW%d=l!M<)&DWUR7vmNL)&&KCs6~)Pkx>KA{|_EsaC#Y?zquPDVzc`YXTJ zGrvYU9qY7Z%eG%dwy%~=hk4XS4uA%98kp?&*(vG>etQU4Mtyl`{Ky(L3<-(4reHU}tIHv}sReR=kl%oueq`TtSL9C6ZE1Rt8G)L<=X%H?knd z9mRMa?7Vg{yu3q)Ie2W)_}OA?EaJp8PUnj;n44Wo`;LBOZ)^*s{+4OkokRsw>kAaP zqXRfK$>9b-n35_Qwm77^YiH?ezZ2Kl@SHYI*j`M!42=TX--R*AKSFv3ZoeGHzJBaf zafLV3kQ%SObU~6;J1coh_UY3`o;`%os!Kl zJ$PF-E%5*ZfTZyBR5%OcYrkGc;SMsXN?px2oTZaH>3078_;>xV_ zFOFG(!Z{NUsjyY+{z>r5C{ z9-liJ5i7z7-|}Qdv-E_>z%MgOIb$%#QpJnBuB6q>-kMMC1Uda9RtP7wq31!$^+GYp z*YCd%#vo_Ej!`wKnC?Rgx{QLgra@-zP$=CmfkcF`JZ#`7%&X<5eIyqjAcZNw;5>WX z%}D+rUR+y}Z2V9lF_M~jZAMXYbkh)X&Zt1V&UbIoi=^`S)NAs-10rIKQHP7xZRXEi zm&|={fo;haY{dq|jfw8m@c_gS=I>3BUokAwuD$%@wx~&sZG$p0ofsEgj=yVs*!-3n z8^@?MqsK&yx~!k)uHE?Dbrtav5u!=9W}IDYHRbW z@9B2JU^=Nec=XnV6)K2i*NlH0l^7cw?vG;!5-AKvXro$-l@`A^EObal-* z=_>JXu4LuT!M%1eq$)+sO2~O|-&(d#BG~&8KJ;g>x0JcV*qDvj-fq`D(`8&B82<-DMMspCl)jECB7k{dqcH^Fn zF^#7`|FTM5UF3|dos?`=hUW7g$CZCUHZr~2J(ap+e?e=IltoZ9W&pd!@tHS(zY?8q zCbLuMA5nLP@j+GLN6Zb z+<4}B&A7_ui!pB-gKxg@%D$rAu503cD>uCQxSQns3e^F+QfQga!Q=wrm#_?p@64nY z3%>p~Ddr$DQ9n|U1_lM8`MQRZ7RMSI)vk-FB`O0FhNzv~eCE)^_mMV3=eM}fS z)CDOJ)qhYnE#k7T^kU!LKJodf-+b{qbE*{4?m_wR^5yTY)L_`m29Od9h<%eYfIz4T z3Bh%o;sjcSd68s7;E&bpTVeHeOjWMBIi)K&s1hHMVM)FtMMmvGt_*TBA6fWdno^U7 z)T`I~$!5*PTlViL+}-MLMEg`MK?ESa!oHA1|_gz^)bc4^{&x!sa_3|7J|xj!q}!6f52$i zs-=qOx?pD9w0Iu3suxX`NSK<|J+AVT>`Kj!vae__3D0wA>^zJLwkb~5$lBUk?d>W& zDSy;;Nk4~j8XR%WTi?LOg&U&IWL|CPA{z}BEY;1&dI=&5Qbaskbf(Y)Hs49bYk8M< z_M0&nXHmV^asnfcS}Bw8FlnEbYqs1Q)!fu%M>=nudjwfVlO>Uz;9xCZ-RbzC!cWpY z^}DJbq!(AAogfJz&defguSD`gcpdMbn6ZuO&Zs32*c)Picme)EzAjNvizsjyFWg5w zfoq1Ig`DhpsusBVHUsYG0qRJiWSB4^Xk<}IBXR1^F^>9!Tz{e}QWS~2G!0~HBV1L2 z&J7ce^%d5ZwR{!t4&GW8-Wqw;0M){K*#`|HQ8`HzO-O}QXBA$YjE5K_CYD(6_s%XN zEuo~8l*doHM!$v!WP?)Dpx1_G3t`k%ik|xOm-6>d)g7^9d&BjHUUIl#b|W zTv#C8&eNr(eO?RwBAiQ&ASf*QobeL$nfTuLh5P-3a()xmL&kApp zP1kwubs`veXa1Za&U?t?iOY>{1-&oMih!8a?K=&}yA>;{s;V3z6wL)E(GBcOQxxB# z&z{{uV=APz?;HV`f0k2O^22Q;b5%r#jz%X$qBgbwc9rEQWOxEG7t2pe4%g^&8-`5c zE;RcG?^ISwL<TPH9gTK)`p2HOfs-j~{)LEUwX$yBb_!H*`$y;s$v@I#EH0WExTd z-N%|%FJ}`!)jqda+C$8v9zn_>4QAI}nBF2`43vRf?>m?b-1V{cDzWxfp)R|<80jd= zENaBpL6ME>=g=bmA*aP-Zjo0IA|2G{wPt&-RHB zV}#_9b|6C=#jPa~l^jn>A@d*LCbH2?q53_@JcoXDkLM--Jczu8nLq3j>AHYSkwh*A z5ziL&3@RJo$i>_Q>w&i}aTHRZ@b*Syt)GAk`OMb-VZuHTf3u9a_xK!`Br=4mznD~< z6nkLLXSxGQQ#VH58dT*Pu~hsX<_X&Qd=;PteS+qg%V6pjb#itm`I(Z&8`c$?0s{mY z`Vam%MLi3vtX@JAYuRL|uV0dY!hCW+Q7tlTsA4EB-J|XF(^GejPr!BZVD+Medk!cS zKupCo&yfJ$VDP30ps@}}7fDWrVo`C)VE1Vhs))zyD_zPYAlLq#_-!)0jM^W zPTeW`5I7O2|4UMQ4yI0|z_H0gBu4YCKE*0O^8I0rS&Xqo$aOMs8HkCBS~pBu{Qc){ z7?463rZ78{W`?^Tu7`r?@TneZp5dFX`}(pFB$2s?IZSOGY;mySe?t~*tZ?iwSyWLX z3kmoIbsr0;?RnLpo!qblE{|s?Vekdv7|`n;%C9fJ@+;mmhr4E=V7*iXadIDlbMP9+ zC43CG+zlXR2b+Km5|C}TA@bO4k__=qqr04iKt^WSju1+Lsg-t9+niXiBp@b$E`|N@ zT&Lr3*b1jXoD$jS=+Ym?EVN$e{)GTl!1>J^!JGiq`@rVJ)%N(Twei<1Y>*Z=VYAfQ zns+BP@IFVGri(378#O!5bSmmb4&RKco(%OlVf4`g3_aKhh%Vu4Gtq(>>qW>9(W8=i zPU*-+I@?M?oP7os?O<&iiXeIAP#4Q7681oOT z<~=0{39wO_!fw6%$YA?Aw@jF_m!l3HpNGDxG_-Jak8$vSCtUeKI9%6ryy3R5SoW10 zE`;fggD+Su-k5}jZ=>xpz3m1Hv3H?^ao)r7Lu<}y1QQue0UD2lOHUdvL6J;K%6m=l3*aSXVs39m+RELUg1zGd&?^>7V*_E{65EU;A0uDeCHj zQ2aj$Mj!$`){gyX39SsCEy}P{`+P>T(vD6JT~^*!g#bDhzQBeCE9{1k^r+ZT{&D1z z67j#Nd9YNi1-HEy>T;oXqHAQ83ywo-!>l+%m`3H3B}FB=%v}kOBUtB=L!of7jt*|i zF|xtK%~KGApy{@r0%Ce|i%pvj#}RkSQb7LuVWLY>gaeg)@%{<`IQ#Mxuz0rtZ6YD< z>x$kI;!PcX^B3g6go+dkh;?O{2z7 z_sXG_0ZuNO)xno?m~Z6;c?+r+!2)$a-+PWPD0F$!EFfGu$5Dm28U`1_2`Q7Q&FHuqSqzEcI-oABdAD?^| zb+j7+cnhN8xSYCWU!jwN!V@ud>C|BLPK}mNWg;{+xyxc9I;ZYGo*6+U4ID8qobbji zuM3!1YWMu(lk^`HAo|#cjgc7J(WQJ`h?!SM!3k|ZXh(n;ETr!tWze`AH=SX%iu&I6 z7J%46`ov0$IPLFzmJ$yra?l@YMxTr(Cy?HZcAvzQz#ovq(R?_Bn_MgsVd=r(1?|J= z3J`mn^&SSDzI2MmL0zMs51zC{HrlA<-dc(3HKF=wsnRSc#7;R4TsHPZYUt3vVn=Wy zbu~ffp*7)Qw;M%I+iik1XEdASxr$f<>u%+Kw9ym zVcsU3<9HAuL5!wE;+WQcWa22z?3x1`ZdjADr$oYsWQ=C7v2k8%ju z$>s-%`WhL9U_8ceh!OaG!w>qp>Hw(17Dq@vvVeh3$UJQ4jbj?ixEBcXW_9L?W{>!D4+(D?~43Ty_lhf1G>N8cywf> z14~yv$Dd~6D%M-lcZpC}D@u>P*6=PLW z%Yn>rPdm_gT_g-y&5^QOBOFFANrmYt#yEfcF9?zFH~&-0sZiL8PR+kFVE5RRSX^bf1r{|jlp!Eyiq literal 0 HcmV?d00001 diff --git a/automata/plots/progress_report.md b/automata/plots_of_ke_bias_gini/progress_report.md similarity index 71% rename from automata/plots/progress_report.md rename to automata/plots_of_ke_bias_gini/progress_report.md index d852a9e..e1b3fa1 100644 --- a/automata/plots/progress_report.md +++ b/automata/plots_of_ke_bias_gini/progress_report.md @@ -12,33 +12,33 @@ However, most rules generated with that bias tend to have a much higher $K_e$ th #### $K_e$ of generated rules with parent rule bias -COE_1 $K_e$ is easier to replicate via annihilation generation when generated with the parent rule bias. The rest, not so much. +COE_1 $K_e$ is easier to replicate via annihilation generation when generated with the parent rule bias. The rest, not so much. Below are the histograms of the $K_e$ of new rules generated with the parent rule bias. -![alt text](ke_ABK_annihilation_creation.png) -![alt text](ke_COE_1_annihilation_creation.png) -![alt text](ke_COE_2_annihilation_creation.png) -![alt text](ke_Das_annihilation_creation.png) -![alt text](ke_Davis_annihilation_creation.png) -![alt text](ke_DMC_annihilation_creation.png) -![alt text](ke_GEP_1_annihilation_creation.png) -![alt text](ke_GEP_2_annihilation_creation.png) -![alt text](ke_GKL_annihilation_creation.png) -![alt text](ke_GP_annihilation_creation.png) -![alt text](ke_MM401_annihilation_creation.png) - +![alt text](ke_ABK_annihilation_creation_from_parent_rule_bias.png) +![alt text](ke_COE_1_annihilation_creation_from_parent_rule_bias.png) +![alt text](ke_COE_2_annihilation_creation_from_parent_rule_bias.png) +![alt text](ke_Das_annihilation_creation_from_parent_rule_bias.png) +![alt text](ke_Davis_annihilation_creation_from_parent_rule_bias.png) +![alt text](ke_DMC_annihilation_creation_from_parent_rule_bias.png) +![alt text](ke_GEP_1_annihilation_creation_from_parent_rule_bias.png) +![alt text](ke_GEP_2_annihilation_creation_from_parent_rule_bias.png) +![alt text](ke_GKL_annihilation_creation_from_parent_rule_bias.png) +![alt text](ke_GP_annihilation_creation_from_parent_rule_bias.png) +![alt text](ke_MM401_annihilation_creation_from_parent_rule_bias.png) #### Bias of rules generated with parent rule $K_e$ -Randomly sampled across the permutation space, the bias of generated rules is far away from the bias of the parent rule when generated from the parent rule $K_e$. + +Randomly sampled across the permutation space, the bias of generated rules is far away from the bias of the parent rule when generated from the parent rule $K_e$. Below are the histograms of the bias of new rules generated with the parent rule $K_e$. -![alt text](bias_COE_2_annihilation_creation.png) -![alt text](bias_Das_annihilation_creation.png) -![alt text](bias_Davis_annihilation_creation.png) -![alt text](bias_DMC_annihilation_creation.png) -![alt text](bias_GEP_1_annihilation_creation.png) -![alt text](bias_GEP_2_annihilation_creation.png) -![alt text](bias_GKL_annihilation_creation.png) -![alt text](bias_GP_annihilation_creation.png) -![alt text](bias_MM401_annihilation_creation.png) +![alt text](bias_Das_annihilation_creation_from_parent_rule_ke.png) +![alt text](bias_GEP_1_annihilation_creation_from_parent_rule_ke.png) +![alt text](bias_GEP_2_annihilation_creation_from_parent_rule_ke.png) +![alt text](bias_GKL_annihilation_creation_from_parent_rule_ke.png) +![alt text](bias_GP_annihilation_creation_from_parent_rule_ke.png) +![alt text](bias_MM401_annihilation_creation_from_parent_rule_ke.png) +![alt text](bias_COE_2_annihilation_creation_from_parent_rule_ke.png) +![alt text](bias_Davis_annihilation_creation_from_parent_rule_ke.png) +![alt text](bias_DMC_annihilation_creation_from_parent_rule_ke.png) ### Looking at edge effectiveness of rules @@ -71,4 +71,8 @@ Also, below are the plots of the edge-efectiveness Gini coefficient of the DCT r ![alt text](gini_GP_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png) ![alt text](gini_MM401_of_edge_effectiveness_generated_from_annihilation_creation_and_parent_rule_Ke.png) +## Comparing K_e and Bias of DCT rules with the generated rules from annihilation generation with random missing outputs + +![alt text](scatterplots_bias_ke_generated_rules.png) + Gates, A. J., Brattig Correia, R., Wang, X., & Rocha, L. M. (2021). The effective graph reveals redundancy, canalization, and control pathways in biochemical regulation and signaling. Proceedings of the National Academy of Sciences, 118(12), e2022598118. diff --git a/automata/plots_of_ke_bias_gini/scatterplots_bias_ke_generated_rules.png b/automata/plots_of_ke_bias_gini/scatterplots_bias_ke_generated_rules.png new file mode 100644 index 0000000000000000000000000000000000000000..01a759f539de58e7996a35a0edaa202391eacff6 GIT binary patch literal 312720 zcmeEug;$m98Yi|Ggs7y13W$J6Nl1v4G>8ExAOa%N5+dm_=mzOfQk0NXKtQELq&6)j zpwb|cQqJ!?ch;<#xqrc|HLl}2_i#6Rf8YDP@ALfX*}j_Uiu?C4>>(o~+ply%?jji( zc{Lf?j=tSH@spibSSs-^F$Z}a2W^{M4)=`inv$s*IoMj-I9QtBWOXvVYj192EqF@o z)M*~p+YS!4_TqeeR{!e-r)=(;@d<6eP>eSrx4ociPew**MEu?ILOR2oYzrBglAO#X z=lH39N9TiAdw2eF9ofo8wdLXQ59~U&_bBE43Psa2v(j|9S`Obf|L6SPw1?MPFFvcu zep_boV7o7sgo0az^zZ3+g7u%LZi$pB%?vu)<%LVy|NPR_^hL0sIX>mUb{R72|N5gv zVP-tOlj^^IP93wAX4vPy{+zga<2=)Uzxc-WPl43+DTnM5%s!ekxnx_NUq^`C_K+_fOO+B78I+Hop^ZHOBh(x^=v~OuV@G z-mJmGM91DV<);r{y?Qm}OwGU$o4MW?C&GWTdiVD2+ut`f?mu(p%>6spR{#9bU7U;f z#Gn>;My=0gCk0cqRYN29oV>dKn$K^)f41%NTN^GkZ{z7_@_*evH>j7In)>YSkI$N! zmrh(O=DB$BB2WKudUv}@;XV8JKP`&$$?^{y`TX+ot7?J9Sm8FktLmjT5m$50-t~LO z{784=`k%4ZW1`~X=hH4e*GQ7;DZYL*`Q1a}q;UNH_F(}FzCY~Bx zuvm-YGn9%rp|#bjx433`&@-4*BQe^fNACX9h4h#Fe;xX-?|d*+<(=Zbw$xo{PILbJ zc`6o`+=BI3VGGR^h5bC&-%^R#49Kaf?%OVNdWb<=orZ?y5w7ZH_iLjUx&<7{kv!yP zW@dA4EvZU0s?n#ntS!$f-nsKKElwq3GMam)fjm*#GstnW)2QW{%nPlQoyrj>w%`}u zzJ2??u5Q;q|NOHumJm zVXyF=_V;xxo&gDG@BNOA6#y zw?B6sCfdojY}q2}x%n({5Vu9uL$PqTiuh!rwFs&cU{<4(s* zy}@f0ZY3+F#&tp6rH+l5{!vXcuK|zG(wbtJ~3Vl7re| z)QYqBW@8qjoKWgo5H&Xkdw)XYtA6Z#h;=u@6eZ8dh zr{mRC#y*A5f6iETKiINurw=7>=2ITs16Z*~fr0xIrQH1#gPDD2rw7UzcTq6CpXhis zhx2voUO1Qc?cU<-;e2ar>syxOTgE9*cV=oUF1@L)mXmN_J-9qONc-1mwCRYD%>a`( zC5yuJ*CJeu+=(k$bS}#?f%x2!mAMg7=U=RP#g^vdx2UQAgJ?cK43=8G5V?=`;K9e4 z+8N1Lvh`vla zGs;31B6(freihNCNHoUQ!F>7LGX;n7%XL`Fkg%|$o7pI4bi#KIVjFF}diARAeHkj- zKfg_<`pand(w;gva#5;9zT`=#U)= zgd$$_Xe@uQX&GcKeyY)#orVwY~O+AkFTn(+^jfO~GGLozR5fqIa{jyuO0%t~t>n$E*WXz8 ze;XdY>72r)DCW5-A+@ofZI`sPuuvT%Xm%R)Mz!9SOtaL%{7bCx-qEInN2n1G7OK-U zq&E)Ip1S_2vzR8-{OQTddp!Sch=@B*9N(P&*%;UT#wKaUHTnCxxCE_iJz=tONw>jw z_uD@50-hfs;JHaEe&MRy^wd;Y+CTWx zaJE!>dfE$zp3tc0uKN)Yad2U(hlZS-oQ#yK8_X@nkF;*@LmM+dYzJtv1)^ zHRgmzvidao%i_c-Z13LvxVf>WRd7qKd>&`_2zqBybZSg|d;of#8N=PDK6ej4RepkU z->~U4*21>8$ZPjlf7zQA7XZ4$mgLl0Gam>>b4ty>|GBxWju? zHQS$G=)@?Zm}VXuPE~D-S0l#3hq@hu@j;pttIxO zr|-0%*uHaTvgY&is5OuL{r9@LxwX7Dk_})II}mrq>OA1G%;LmdG=?up(k!@Wsgsvp zkl}N?dwZ+e+Gx-h>HrsP!8;yJswpXb`2C}SScZeVdIyPnnV*-f3p$c_fBsf#divHD z52lvmCr|Eqbv3v4{Xg4knlHHTJ8%KA(B6q&?va1uIa_?rxrXzSqcI3?wngrp=jnt;c~ zs!?mQ{BBChsKz&dTrV!2Tv=Od*vy%ZHug2zS`=EW@_BGjTDvTmN$hB^I@;!;21*8@ zPtO(u0t0LCH0K6fXP;xo**ZGP11D=0Tk7t^|3AjojhY|CZ(PfI`ZN_lgcnZG@6qO9 z<)GXEktW@3nu?8fTCxZWE>h1jODJLn6C2ko7lnhGuTe}0KM)&z)h zzx>BvKx3kpTz+}!pNtGn-~g>G9sWY=eg;6+)8l!2$e5))c-Fp%JB&S`KBho-J-DDi z@Gy_gvp3)X%co60A8gOjzt$%Wlg&k?kQDL!e*tTbpyuY^Zy)u? z$?*4dT^I}P+~63o)9?DjAuN1I-v98SLBmpq%wb30fPlvd2??UJzyT(+lm2`W%!8@( zmF{bYb8>Qq2bZUMQr?zls3#m4Ehs2xaPZLjc*$-s^qAsl;$*+PM80G1;m5c!H+T2e z=d!y%ur%lHsb~jmtpBlJU!QNj-Ts2wkCu-D5Hp+q?E!SqbGEjxMI~{V^Xj(99>VD{ z^!SrD{2TST>aE=f!P1;vU8`DKspb6+%8b+o^4tGZ1rj}PbL3}`Sv!xrd#2MkiJd6v z3F40D$4O}f7ZMc}eTEeR9iXTUX32dM<&(v1FCb9k6rrrDTK)0K-qu2MZQ^}V5C{r| zqrG38!^B%5kfAvef|ALIMe_h1T96+sOru$MlYjCSWez&w>+b7cfrEO#zyFN z%lmKQsY+HP6A?9oN)O(kRn2$Kc7?ZF&(Gc6*W;C5YEa=gd6+{r`T;)q0}d$#1%<7X z)8Sxh7SDBl05tZ=9ha3|Y}B>0a?aR(I~Ul+wYD@Zi+-T_@)DP*m>BUpfs7)x>wo6= zZ&DE4GRb|39tZz{+n?XhaR^^r$!6eCi#@(3p;n%2+4ok<$zXlrRW7mOHS;JthYUS8 zibRhvF$Gj^uBsU8%FcAW824Mtcj2|lagFinW7KMM?7QUoH&v+~=dPnPF}5iKXMbfh z$+M;Go=pUwAv16)Dv~S?-q7r9aA)>4V^XRT;O8@~F8ZH0bL<~oO!xCn1y1q8LH{r~ z$bxEf;$rGKbcWn<`s-!44N&fS=FjYCUF33dCK0&my=2?Tz|{_Y$qxX6+%0U;c`zzv zGATDVw^p2jMT*DS+4;oFs*aA!I{7BPolF0Me8~woESaF*0&P-cd1g z#gk*bUgo4`=8BKZx_3=ETfgi|tJ5^PIbQTCkHWY(qaASTF%%oF#J{)msYV5Zr! z8!JPD3V5)?_3x(pbL>I!NsEq`Pk&)Msn%_=QV3?|?f&}p9{AB5C!&GMeyLC$tUdq!Ra{LAzu824rb};1;DTU_ z!@58O+q9J1%4?art5%aG*8SqoFN7X-8MSFk55#BM%TL-7*8$S$_w^|bc+aNsCw`hw zZZR=)@3^1F$MZPfzwbMnt5>8vSDbkzJ63dXVZ6;T$94W^<6?0cfW$|@mP34oEaP)b z4{T8|!aI1Mf-SfKS3fK-FCW;ri(2k7+2EXYe`zYFC0TxNf}@CKx2E&_&p`Q!%Yt=I z*qetrG!l8x|G8IZa&_{~$6s}+(EQDZGCKI@C(u0YpiO61O!6Z2;|1dqmx_yN%BC)c zhHgfm#Fa)_L~Wm~EQ1;u+PO-vjsc^nCx~+;YMgv!Hwf181emsb{xJ6y)$SsTsDY&m zqX2l+PO}5NXDM#E4bqX`rei(MU%VKmwMcjLoGz6)PDW~$+%-*DbpQ2X*Lh3JtkXB%lg-)a z`tC}L$a>Qb1<+*v_L>2gZ=++8eD7xVf{Uyb#15jWE?O5rav-N#Z)6^Jp;*OJeM)Nq>Lb-LRYt)%UeIY|NLA z2JF2pm%18IEG+m}o_+A=guB~=gc=un}}dBw#shJ}TJ zcW;AULq;|{JbW5Ac$}Tx==-P8n2DEYm+|rOwm4}L&cDdWzKx7LI(hl!?d!!ZC;q|n z-g?3FrN+i%BghI`FEpR4&I8p6w+%w4Bf7tCGc7c1LKX@RraW-qfbB@_{_5J=tz@X6 z-YqSfOcKsikmwkCIUMl;0gNIPt*xzO4+Kmv0O39nh|E3w~|tylCBj7SqWu6(-H?8CzybdoNGQ#S0%5$7^5rcoU^5{S*|uR#eB zmjau$y25=;VDaYdsio}?AkY#+V@~{_7RgzO$YI)p_?b}UCq_mlLwF8|!-p_c(rwvlm3Bw8rJa4w$ zTcII6ab2GAO?s7C{1?ULOnvyU*Wb-G%GvVe#NmN$)_rf;isd(i?u8ze{|2fF z-TE5}_Avh@n8q2>Wb+(y4m@~F>o&d2T zgKo#x;*yeBAg235Eb6Opzb5f_cCeC#fG1FchQ`M;9gj36O8TP+>e`%wTk%3C?T0^Xb$Y^IOc?)Mob0L@h*6F@WfeAUg6mC`bR9-j-4)_7b;Z-nu>_zg z$DsVAx{7yXNU6j4fv<0Dg0b{-HozjpyP`4uS{T>PdxJ-?n-D)eHx{F&>aQDTx-xHh zfO_)C<+_V<^?^R%1( z3SnSS-q6tSo$E3M`kTzfiwDTQeXkEEv>m6JKJ!qQ#=HdRSaZ?i>>A+I=JJdJ(;LxY7Napznp z_Zb-(`Az7&u})ag>-9+SUyXh-yRwrEWah9T}&Vba?>lNN+V-&ziq=pJiuq427I>jeXo;-&bh;Kz-Q3<~)g1-VC#W#NA(Ye3 zJ3EU$eDnxMYrD*Q)J^CLdwV>d-|{mK5-T>oaA7wzOs*MDvTqX;exILmR}Bmp1X!H0 z?(-=uEL6>V%5E~1)_eWf*65FLs7{-FqSEdAiF$^n3`O=|t;JQV#CB*afi-b7ECPm5 z$67MAIpam`&acOXhtm)wnUa$7I49=_$}&+?z5Rqb91UvedUbF<>)JE5Lt|t82=@n- zo}od>_1EPC_ZU8-v1zBPeux*duQngg`;1S6KA?bgb$%z%u>=7x#U0JN#vqfRdMJOa zU|^`@hg>>$fKheE5(sOA@;J1#f)`S$w@Swaydf#c+8%oQ#F(URu!T(>*R^!7XD!<69#+ZCOAMZ-Pcn1Ucn1B)U^Da(J&5MIbXMCoCN&x-VBJ<5!Jk`l^R&Goi$1Ip z;y|G-+(4(o6FKU+xjt-Td(I`-i>T=+*C7!Rj|pp2a`@^C%`Kp$@|P|}bZZ;JZtM1U ztMb}^sOZ=+X=!OtYCQ?QQ`d@B-!XTY5;ntJI(Xaeef!#VD{xMnSAMZQSXlWKVqod( zb79+F_F>4}&ZNXcWV@l+P!k(BtP~rO%XQBS2#y~g?%4ZyY-~)`G#7OP9)Z@R_9ctX zEb5n6vQMu6Zs7X}*+ZrtEucsIP<%Q)3TP+W!!9r`6DC3k%Dl)R&qwBqOQ zPjjm&o~yg3$M**+3OA&dJC?yD&SCW=Dc(uDmtZy@!Lv1qfB+J3BH_e3>UFu^!1sSg$ zC$9w7&BCfM+E`tD7#tj|V~Bd>P~6eNJdEA9gOii<14K7M!Jwk0<>W52=sMLC{yvaF zn51I{;H&vUlP&K$h*FV96p+HPFF=DQuI9woE^=R!>0bZ#bv*{xGQct-xT;? z@$J3Y#4J^8px5SY96k5)aA5Q%1AKg__RyZ<>8;GrNXp^2Cda|P^(C6^AlF5?5f3ZN zT;A270w^3|k|m7v^qFs(>ccr3n(|@^(P63Z9)QD>>E1Vc;eY1eMYlW*Sj-;Dt@-Q$ z6$8Ud=M5n!C=pf-=xb(~QdS=8bBaB8zXH>n|9$7NQL341AgNm-{dZm4B7roUT}m4O zTl?0;&N~lNrz|eG29DD!t+sChYb-_*l8#OV*iTGxCjY*`HTZ!i{Ar+w z@ST-PPfH_*F%Xi_47tZ~Y5ipX&IyZ9*a(`=>nnL#*PWf;CMSvt=v8`@Thc@GI`fu7 z_W1GRpIoMR^a@|R2Et(D=hwP2gVo7T^qQKUegYa}k=4dD7Z59~Zzy&Dw;ZUv4x{(|gI$YS~#bdJFCfizqtvId9KRl)C8%v34uCUmmVOJbU$=H});!rw77uv49OqFqK zs;IDJ#x%CnTT~c6tx{vc*{kt&jg4yP!GX1|3PANA0l^>7^q1{L2Tw^Zb*!(Ktd2Rx zj5Zi!sgFcMi7cQu*rgjJzj;m=N zmf$20-|pWAmXqz7DQ_gGsmE*o75nAoEk_Cndc<)x*= z)&uV{?=f3dZN0;IN+1PL@cFej*28xlH*UuzklO)e9Id zJLSG1cHODKx)$%);re^mKsdl~#&ZR(#ImEsKG2id^v=JpRQq4z2MTKVI-Th7Y96k8{Qwdjq z>S_cK7rA`t4Oej`>j}ds!rZYmh6-Ioq4nDHuSd@rlB28;{Eu92yGc(=OFM)O<viO$V^t?Jvo6_6rI9#uO+M1 z8hN7hzI4>d1fJ_@2|#UW`)Xj{VG%U_4pmq8nl!94HeOyei}E|MH}BeWRI4RP>GNop zyEs0Y_%d}Gg5nw8uucS|&{G7UIw$Lat_-XhteEEbQ-uvi}M%uI{KdBY?>0`G2!)gv+ zcv#rNW=Q%OIIwvh<_9zsYMJf7CQu(sQu z!=@h|%)MR`W-c`@dx%6wx zEeFtMSfVscFiq8N{c|R{-A^BHh*O*@FYa`|e%@(Oj;68)-ceZg8}86=IiH zneH#U$}>4N#RG>*!3=KrV_c&DJjf82<6&sridc@T@GIysiCZ_Y`3X z69NE?=3xMt!`_cbqlilk|Kd2eO67>_Bb~)D|0A^758<=*u9cPiPaj z2i}#4mIIwUihAw@OA4VH-FSo7H~z7tdl`VJ&R&o#JH7Fi+sZG>ICnjJ8)tXzS}zZ8 zTWsf`&ZC|CA1bGXZQ$wt19OqU_R!{!pjUrF?5H+?{*k2X65V3?mrw0=TU0DPh0`WU zCH7`Q)_rv6R$H7&BQM)Qp{u*l657O5Dac?14r8wg-@gWz(448aVe_~m>&*Gi`cqvLc$Tk-1Vp=N;=~vNfUX5D782jQ4=y9Bxpq2Bazi1mfNwc z*T?_d<_( zq?`sp`75eH=!^&m?gvyZ$H*va`|)=@X*Pou!XQrwFAMgW^X9){!8=tEKkDF~N)TL%& z;qx!R%?2jR`%lE1!9;+mN(NC5U`M~afnOfXad0sWsU0Z$3z6F%5Z5jdg$;D3Mq78%Q1r@0PfFC%RqevP4gt=^El5Y#+?VdS@}xb z?3@}c3kyrnoW9;Y_0WW6fdYTwDL%4;gZ8`k?-%})zuzdx`8EV1h-5n+EHuOIO4G|- z?Ca}8tng!2*7- z_1Z^moCs?K=I>-cd7Q9?7aRlMw$dD##k@Cf{*xJiiZ{-~=U$1W_Ve1#r(asQBF@Gp z6R_;#^GTG*K!1J+SY-q}`fFjKeZ@mgZu{oOvLPYr;poWXZ=O-r&fO266*Un`S?;SV z*?vt4XXD=We?_`a?|Kv#l5lr=iY?WM3Mc*59pN6opW&Nt?;%W3{sYL=2ihNfpA=dC z@xxZ&ckC5XjuR2BA`Qd`%@tKvO2gWfO!$!yA5W-{b}raW7gSUP@ASk@T+xo5in-ib zxcT$@*x0`&@~03sKbn`SO7(W{5A+VwfwLbnv`{9{Kox3l%{ZH^*ZW$9d(M3b`XIa+ zofG<3!|+b)72E6R&;_wbpHkO|6{>$3=9UJLED*+xZyU+|SPHdf% za+gJAx9o-P`N`bMWaK`@{~i&wWo>gKOz|jMI=T~5A-Ka!XKNBAh0N z&rvJ$5|Pamb)V@I3-7QBnx>G&tLxe||hj=0E8W+G8$Ou%Jd16Zef-b{FUx0|H;g7ivUhKLL4nLV&IE0f(ef`-H^(>FIr*^g4(6dprd^Az zNa#2WB=PDMo`5TUO8t#_o5GoF--U`-72cl~LOH%4k#N>LTz8=y+_Sg>MoM1tDlAAI z|H;A*4LP~bCgly(N0TK8+<3by=SU>)H7~f6pIlyl9s`j_9!I1zN8cYu5Gin8ZTj(G z8|*|u^J__xu3iASL$HpZgPv1W4OkJ1j$QS7!MYn+i>^P%UzF&VyBs0}dXi`LRhLjE zDk|2Bin~AdY?o=dZ^yBb*FmHvI{&ms>!INzfm1E_2^aPZ*}I*5vr|08If6L|!h--? zyNTAIQ+S&ilrhn^MYE*nXdh%)ecF_J=@Hh%Gu#rA zbgd}Uu(D!6fHWJ=x*MVF>;dLX)ypUe1%>L0ii+EJ?BL4jI)Dhvv8B{v9E=|Am5U^k z5}*;2%zF`8bm9&t5b@eiMnvR2{``nim7HW}XRi;FjM#L(p^Ru;NW!b9Q^pX!h$7T2 zm=WgwrQ3p9Kedjo7TUD|Kf8nAtwl`BDj#Urx^3Ig^t4rHwLjv{-@q2c8{Pr& zM~geY?D2dd63MzdpV=tFS`g`x2=1%@%ItUUoFw%AvY=eug7lTDX~;f9K&_NgEANk& zM@}ZsXzeE3bC@Uk$0|Bz3$PxN4%DHcp+v0DnNs1aaeN`Cn6^O2Vtyf>*3ymN-|M4A z?UHqw^IPPUvVMO5z8w;9p4mmUI)m|Th7c;W7D8lzi%z?*I{XOisEVFXK1C95FBcv? z*yGM8Sk|7UtF8KYZJ|vAQw@F;N5oG|4E01raA=v0ZWIK3IYgoIcJ4eSSPyts`v%+#d z2#0bkpD5QQG-g8Ll+5U>^c*}+ZUklKFwHP@{?->-#|ZHs(vB=DMho~=IOk`bwpB(8 zsO#cM4j#~?kzVpf#*!8O3`V|WZr(gf>{lMX-iW$?po|#f=@GiLo*n~%^>Mb6ajb45 zhRh&h9RL|T`bVuXb_{-rmXHsZs(htlJ7xO?$wD?CrxmWb=@aE#l+7A>AUYB2_*%|0 zMf^YVx~i&VTPbx&2D3-`&@KXLko?6)urG@#^ZaFMx?AB8q7m6|pCCPG?BDulkVN!8q%Rrg{T~ z!S3%p7%`Zp5b9(PJQm4kh=h#Oi93%L+>Afjaij#)S5L4UQT;(EZ_I5GiHvDKh$$3^ zgn^XiFO+PUEW-0fRn_XK|0VQ1{Wi$mXNiX%Bm)?DLPXx!*>@nDB8nZH&XT9Ctv!dx zi*H*b-KopjKy|x!?|u)2f>4P+{&h>)nV|G<^>K)9|K9Z^BE&-x&YbX)T&5C8U^R=I z!=gjxt)RqNR0C}mSAnn@A{2jVJtciXQO3PaPrF92)5ZM{oIJPX{(CDJZ=s^0NpY6? z&(SB%dZNT1TCTo~T!R0yoWs(T?yH%_aY9LFu}53W7ByG<+Hj%P>I`DUUt$Dz5t9zV z!HSh08>er5p)0f*WX2=P>}w-q#W;!(&M2hIE1W2MhgE%gY8ZF%g`i60N{Fy2gYcclfI_j^wAa}47@qy@<}RPf(R}_eS$uJk z$Ml4D5^b7e^if~Iv!=^H0s_cguKyWLx}c^8tKuMx8$vnjnNyK;OA}L4WP5!D%pQ{| zrlYiJg9SLHjPES9_mYzn%;^wkRg9pu;AJ8=z*CkJ9I>9xy0I^!P0oF@qHx4pxTCngTkYY;>0Qs%Ta%vGBIC0l)tc4_G177K24RV( zOf3HTb^1ltDo0qJ2Ak5TcB$prvu6>w_7^ENtn{#I&lj9P+M9^sx-E8G9S%48@Zkg8 zvHw_48#mwJsjaMx1gnv@`3h%OmK;2Foel-_AwrRevyqYMyuPu8*omNKbo#lO!P}6h zgGROs>qo`ROu@S0^$W+GNSl(4Ys5HBbyLHDxgzvE>;PyybTRK_woL(2Av08; z3$Kvu4V0CYBb)ADB(d15QD2SjC1QOLZ3t5iRe&grny;?#>e8F@T}9xcQ@s7zf?!9- zquf)vN@qTGw>`^jmZ2XZPaCZb5UIlQWDBx2Md0YQLraTqTVg~mjmUt)YTXi25p1IB z1EYlM=&@t4;?rz=w+m)Im-QYlXqMU*vMDPA5p_Ix7n=Ih{g0mN2lz^E`6HEXQYo^e zCr3Lz#|Z})OW-mR4+V*c#l~#r@EOULQVx{Z*FEzlYhO5G(P;PXb>w72bTl2Z#0pbC zup|NWjd@4X20dkS6B^C2r}DicfOCGW%o$q_Rvf{CR3QUHINCtSTfk)^_usq4D?rhJ z`3#wqiTbyVh+um`&3pzMci5E(RAUQO8=OTA3j(4u2DL(zFjlLfLtbg$b2$i$nyDA4 zk zgk}@hXLXoP2LShG(8dFlfvgt4XnosC{J{Z9y2+`-5ir4(&;=jX~nA#dblfqz{EMeka zG5=Ut1XG=g2zKv+*y-~bAo>EAE^6d#Roab~sWhSg-*or_Ow z7(mpbir7l#`sLSSh6OulWydZe>e^FSG1RlqbSfl^zTroNeaaaGp~b8!w~)eX+mS># zz7+I|qdyAc9I1lj0%sQ{yENP;^jD3ykj?GdA*`}5YLAKGl=)PV&nc3D)()AF{qAlB4sv*qVbwVHBA_eDKsB)3sfmJM6-bwG zsK@&du6);dxI&;`_tKgFX8$8r*+A@T{3kKRgTYYFwl!#bH4trru#$Rlv|2-BHgO$?O{iRPJhg+z2mLNbzSdy2ZKhkije>uoE zdg!O9_l4#^4}Q<;Iwj3xh~*pL4bJrlYBEMEeO3lAA9GylMrvSDwbg1g_s#~D<)8nD zQdB<>rM_#&4tj~OCddHQU0<2EB0XzLjK)L+R;8wd1M2o0;21fmgE6kU^DQ zI{q1z@3m!*fW!3HLq8g#yyN1orE?zLKR(ghm#Xm?fmK~68S_ul_WQ%lKAExeT1-)f zkeaKyO}X6}u4W?gYXtqpd2!;9dZL6cR+1S@9J)9R*)SO1t1&ztUA;)*oXQgDTn#Qq zMeT+kw>rkmi+)2Og-bh~RaBIY7{nq*9gv9Xu?-|6>JZ%OQz{~i07a%6ckpobzzF{M z+NeqsgD{AgnodY647yyX)CLOi^A5ZGTWBOpx1hQU=Y)t>oWB3tgaCmMxV@o*OmS2S zA8~cWYh_?n*g?aU@Z4mA7+4E&G1go(06^&(YB>@M&!6bU&R?hu#y(O=nn!`hY#gmsO0*p*1?!e zA;iK+!G$fkFhP4-`ox}hxg0%eL3pUimL|r=k5Kyk+X!FJ`m_G^>n5~gfLOYEi3{GZ z!4<}i+~t>&8hBayK1xcA=FlP250SUi7wWIcP$7YEQXS-&u}EUPCYWR@?YVi~sntAZ z?+N@6BL`&AI%<)K{DmkLkHI?~Cu0~3nYu1}T4TEgnNme|16l^;aFzva!+a9q;66r~ z9zh8wrle!fSe>l!!~iJf#6Nsp) zbhN?%UVFFkG@yD-<+YdhM9)O$4KlA8+lZf8i72C_?RD$BN)D?QwGk9J^?HF?oR_3Mbz-Mje%rD~3q z?8bb@ey&ShMUd*4Lcn`$h9?-(n;Iy;7Af)Cea#7^TtcNGWJ%Nd^Q<$p^co|5=yvQJ z*On){noSxsiG&%B6p<_hfOtq~=_q6QMlFanKZah~$TN9^XWa1(X(&37zF0R3kfWi= zU$;brEujmeszrA?K3}SBG2Ry9E*lp6+aO&yHv@CW5MTJ6rgSWOi}ynot0T6k%J3?J z-KLY#SEEPbQ3X7Dq|z7cix$KN2L_lc*MIwq9${ec!@<47W1(gjCk23X_xEC`SOkVB zk?PutJZO@O^B+RmlH7-*!~}9L_+kLfpgzny+gy(GXmUK5ubfD+|E(b`|#B>s7Z~Y+-`*;pkdRDeNDtDzI=8OuOH3H%@&i15ios?Zy4wap^7cOUpr)@>eyF5j?(!ZFxe_ zxG4~`W%URBe+mKOki@G#e#~cjbgRx|+oxq;BBa1nt6omIiYk&HB=q`e?v!ec%a19%H9@kFdfX)rzGvf0x|j~-=lzQ+rrc}vj(*!&4amp!G)4jZjuV&o z$FVUDI@by!7B+*zn6p)d-AbdPqAa6pr@k&@Aiot6It0NrmwsKlk~2^C3?9$$B$Bw{ z`>I}Ys9A3(X^1T!Q0L&}&=*7ubgeir810~i3Hi;jp$J;BVcI7RdcG_0Et zpl|ZTBf$x<9hD|> z1wNJWw)=OKy?2CjgxoGYC)DAF_j|gAh&wFXy^}?n8y1}Az>U#mi?uN5Eg}O9KN#s zF02kyk>A3hGlSrL1)o}?(3!*g-^B}<`n8sO+*zHw;9`A=)F!X2>}NSfF}^PL6lEDz z!i2vHWToJeq0_Vok&<-X=7SE2Eejcdktm8hDSV;rROvc==A<#yIaApTD3yY3RdPL< z;F0+QTcJ(EocjRORb#F)V+<}v>*=NhWi*6MHh;b45eLcr7s4-ZJ^xnJM;V<2bTPmE z1#>D2a2O_d&AwEa2TkihgVp5|0(&K$ZHAAsZ}a+>56#UQkwQfd;}^kZZ=K|v{-azU z+=#mqRNKZjc&leaAH(Glix14iX(X{J;ry7VWPgVtXQGcC(>!!mQC zE}uLEx>(NBWqgX@y@raQ$IyVq8#vk7V-_kNe?`RNl*$eIGnUaZ^;aIU-T;aimH?52LwOf3PMmt{|L(rC>cIue;RsoTW;_dBKJLP z<_=9CL6GwjiD2t)3$2PfySOA1Avz1!NmpNxGchMjU;z@2(Lwg_7oI$Rd;?f**a3S{ zKvE4aXYrL}si~_ohR~w$CJ)-$@FcLu1P^o&UESXyr$~EQWUV6@1qZ=5tGnQg3nCnw z?R>vy2yqL1qsqh1W%QdtdP{&hE0}>?=p4tmO_}cVS^Fd*^RVux6-5F+&cHPF4i66(wQ7`( zHxn5bBfK=xyWcNFPEL{1_JSKyu)3e6U_7IGX5r!UfWR&LI#BE|8%RbrP~q+m7FqB0 z0N+CKW*W|?Ko!g? zNHp~LLww)Np$vOci58>1r5WK+{V~F7yuCl4-nyu?9ETno%`4W{)IF+Bxep7^63>`u*u(`HFRUE!1RiO zre;Xb*L01NyFW~%+W{^PVxFv-Bz7(wbQ;d(PGs5j=nBden(n#k&>Ad$29X#ux*4Bx0?@dw>9{BFA@>t=mi&icS_B&y+dBLBXh{Wni5vNW*mN_3CUHOx9c~vzm&}Rjw z!~bn1@&Dlly8zAcZC{%4k%?D{i3Y}WT`qH`<3|h$_HKFkpRt=ci*Gn!$E^(e^AS&(o|F;bd;^1wEXjGy*ccP7|N z%s>HBH26M`>T%$dWQgJ7%^!djqoqA7YFQl9MgtI5j4Rwl$%O}x@+cdRB6+Dk zGjqonHWAK{e;WdSbr2pFD5?(8(t6|L36nyhP@(`ee5ir1@?Zv}SRV-KM)2=kM$4V1 z86eZOfD{EvA0{McI8oFYyHFz+ye&Ya^b=`gmV@s zOx-YeOjrmpn+Evag1l2QR3_4=V`B?!I>-2%`F} zx#;P|M!&m?ytD4CY$V}{ces0v(X^C@=3tyE)$h@d&u-zA7&x0w`p&o(AXUOOC4 zjAmnJM=p|{so_0_x5r`iwbq}zK`Vh`8#j>Hgd8KGQ?$RjsxexWld0PVII8aQ`@8Ry z8}B0AOG2^!cM3{)36*Ag1!vipQn;qJ_J6SV9{yOrfBX0)rIeCTG)P58QKHNydXtf8 z$jVB}mdvCfBO^PqGE+u~%qT0nvJ#m|vSp9_j#Hn{eShxz`}qF;g0DyKce=`TypL%Z}^Bpnxwo5I0(9QKwj=4uQc#bL$AOK`M4gMw)Uwx zUc&IyY03PFV1^gz!wVir0xBYs87CORjF};KY!(Yhzl?;tw3+a~jY~ErLML^t;7y=! zVoIEXwLk`H?{wQy^b+b>?(YS6qR5#l+i^BMdg^@QIcW*@0>{}+q@ZZGBc3Z@K=pg^ zZ06VC9!RU(IvqTC#oLy9=S~VbjZ6suKAlkpTuU+p3*3JC*&x?#%3%qK?R*!K9v7IU zWY=g^GvDu>7}#w^5JFpTf42Kap(=~{mO*Cwr-5vD#nWF(^md5%g0@c)Vv8;S6npjad;mpqsa+UA&y#A7EFb0FK$uMuG% zB%vE&O+qIBmh}Lv)7Qx%n2}rJ(PtD$vx-$KBwOQffWd0cu03<^+$;4-aK#JMYsYOJ#o&y9hPpMn>MiuZR@!97gHIfM1k>91%%1 z5WrI8K|XjX26Y^H=xdp{oe?h4N$CRaBw|1Dd}iV&o|kZwD8%{OfiEp^bfF4(heU?h zkO^IHSfiz-^$!9!G>{r$koqzM%! z>985LV8@};GZJ%oz zx{f5UC4fDhbaa%!g#8492f8uz;6;s&kDo-a$TDu(H4yS15_Yr}54X&zg@VC^ULQ$r zK%^nG1!M|D>P$Ls*k4ee(IZVIVntvi&e-I-z*>27#EcEeOkm<${6P=dG37Hm3rNs} zs>eOh+k*gk3Jk0C3AKh~^(~lQWvKrjgFH6h^(mk@Zbg6dArNE;x8(i%_ry#Eu+sbb zdX>S<53Q~0J&#YFi*y{PC0v{Nr@|8(R>vMwCA4AattrRnMunlkDFc{z50mH}z&6rD zMq5&!)}KJ>lleM4P>mzp?X{oy$#Im)0=sSl2-cXGr?3wbcLrN~d*V}tjE2m4qUy#2 zuCfnU86_NH`sEde(_H`FG@IYJ+jns8WOp2;0y4W63}WzVy08*SD;|*CD;UF$l}`=o zD>Mfqd9;O$yrhdd0ZvOO@QB9|w{rAKQkWn${QMh8Wk;9- zW493)NSZ5A3-$0uz}bXD54Y62s8M>*f4G!;lLuUck8jMh{U^RJ>pqCTCc3FaN&S$X z-5a}I6hc0T8&aU$Jq8gDv$Yc|39X%#qzUx;wUAnRRGPYv@C2px@Ka?-PqBCHApj1)O|6~OZ4@KZ|~6GL4S^# zWRQSjiDw+NZt$0JM|V>PuXIyuLRzk7A62Wd^{}xUI7c3m4?y{01pMZV*bFBm1{g(R z9X*OH#|kF}o`sVN=ULd*5D4m8$J+uHLuA#gpgu|?u6%-SlZo#F9VFftv7p`~ujV_m zX+7H8NE9csj6i26UE9Y9&bY=XpyI^w224_FG668>iCqzZ8Y*ahu+3fgbT(eCAm}he z57;Fi71(IQxsO=DV$hW_-Jt2~1pY$CANIIsF;pVr;yrjptoaknj<7ttg?kap$3QHP zLIIFocN^TQ?z1UKMNZ-RiOC_!!;nx&W1Bkr>dFZiN_2sNLmWHNQQlkIk$K}{%V?sV zdrtQ=Lgy{_VLyHIrV#AV$mR?~o^99(9%7|q!HpsXebg}tHf0y2%#~S_O>uZ}KDeND z6wkS42(RM-29{X9rQjPAcA6bU0i7GDt67x8Uf&N z548STF(mqeHAgVT!uR1g#LtBka|KmaH*Yc_ znEDyrY3#*(IEh(m-PD?IXGIt>gxxsv2215YzU<90A`23BMr&_!@|OD);{$;Sl)t#+T!@@4j>m5p~41~N-G293_i{w z=lRmv`!hqgbS=!Q>N`yadU|4h&s#0bSUf|z;_-_YdQ$VnIqUEtp&t$}^*at+EVvFR z95@;y(#h29qb417SQ0zlY1ey`b%#`e*otCp zL;;+u-ZTjq>p(&#*l6HwD^qznMWDF2*ku!^+)qtYn1(*UD6ApLz*0Ql1;HOrVy;#W zJ)i1Ni2N1a0iiR=dAqHJ9{5c*#bfDr=L6T&cV7XZFu)-@1Oexy!eo82lw`#XQLEA!-=Rhuht+Z+uL5OL`JYCKmo$6)n>I+}6~H?5 ze>*`!LQ|7^7?o6-H?i0|znX!e!s3G}ti1MX<}&5o8hQ^zm}zp(03HOWxR+B@;!m}g z78>X@RGJHu&D!1dre9G4oSzCvS4EycoY$eAk?xrXPmSfUF$>o8YOuNr2A*92F$~;P zYPda|z~~Txx|*5p*Xkz+sS&tOA~-6;8W8>~N}oO|kVFIjy+W#h_L!Vu3$bBC-b5PX zW$h;NiP%pFNx|5S!UKai*dDdT7Q7-Bj96BsSa!;YtX>Atz7iV(cv#CS)1P^0Tt~D@ zXjV&Mrc65dAW`+frx5BD{I(hjE!RHLTijoRb{)P*nL`Nd$R`LFUu~FErlz6%E+p06 z2<{E)5L+&gJA~EDT_^*#)!$@=sFL{NVite=s(u`Msm0uc5ezJAqH^&-9sz>8g6y7f zCqWAB>g;sJ?2kfKg1e#yzDU795suLB{;ib;NHU&?TE#cDt3oQ_0#1(}iYl7S#!b04 zBi=yeo*|BlRkeKm8jYbK{P?-)k<`pE2)qbViKWK@F#!s*1KF$Jv{l1`6Jn5e$cz(@ z(BNLBa6M@#A6m?-Sn(d+KF9uG*IIoRP1x|hcGzrO!L|hzU}V|!eOPQv{yOi7`GRcX z0Rp?4{V3d+bj_%*1C5l~(VQS3at|v!3hUCo?lhcRi;$5UoVpuQ3D|RVwCj|b8O>LO zk|qwk{Jw?0XNOi{voLeOF;-Li`{RB%AXF!z#D8<^VUzw(8pe8Dw-u^9SrH zF#rLeFuGqhy$)3X^0F?hRcSN@m0w>|R#Q@lk4@YwqB6Z9;V@WjL`{T>Selp&wzZYC zchPa|_%l#2-G1n2?jCW+sTM;Kn6#i(l$0rtt!NCndDm!Harc3fO(!K^k0Qw>gxP{- z6-sAsuL~75O(*^~8C{tEUp1y^7@`@^O3Aq9hz>vv|qTevC|0>zH ziA6giq!hwtS9kZl6|2?~;SQkH6)D<<-bfOvQgR?ElW(_r1Gg+33U-P$od zI$DHz{rnnt+h7wYk}Xce4YS4V7y*XrCvoKo zLH;ca46OUXX+b0=o+hyRxPj!a2=@dE5d6GWpu7)?+a^M|;Z{HBkZnH1jza_ks2^|| zLj0HTLjHR@I}veU7_tJcm0o!8(NgZ4z_1T#V$V+wv3Cn1wP#65QDY-BiVzuqA7|s_ znA60qRM1-68m|JT|TJf-~PeGVBOaK=C-? z*>o0|BvNo8b*F#i|M{l~8zcjaDS`A5yCsmOh-)M%-%)CXTF(Y)ErpeBFTdN_d4(8X zLjNU$BOVYsNp?#7Yfy#?s{5(HVF+f5o@fT($b}8)TtgXjE6A1eLNw+C8iX_y($<2q zD!g_a2H0c*W2F;XC|D_^cTMurme%VV@UM!=H38kjdfyFs0%`(o&0HbSYp7BAoH=r^ z*=}xv2VO2-=2+}=j7!5;OM&{bB{q?L$lZ!AAj_Rgwp~GKnH1n zE<`ngeey?QiHenRA4D7Yv=zumnckp5zXjq5Qo&`EM&^LhvmKbhJv@9$5%Na`!G(w% zg6Lpc615mAV-U|tsft~x{JH+|Gqk9xQ1=o+NxtLkInOTg_b4PGfG|k>1Ewy44@f19 z?Fp7iYhgVMW%aI|J9k!1J`IgS#Ozzwk+9yP}qkD3aI1n;5Vd(`?7r7(bt>Lv$%LS7-`1r!d?q8J)!Y<AMumnCAV4sID4Zu^Uyj^PLdF=A7L)H>ZSQluu?gIJ(rzlc^!s1IOUFY%simg3| zHLF?g_XZ8bBt1ELJ6B|%Ez*|1w$B79e)6~loahW379tg}g(wW%K2UN^cfrcr=Ffs1 z9`L=O3{ zia0&S!-mBjGtiC6jc|DEI#4Ka72^>ZoFK$J;35`t{z^x61h+FNvrS7yvhk!1ZB%fHmR=zCk;Vrm z*(yqQPEOk1op_I0%%~2>-|H!zSXMLG-uAWa5)34;F2O}nYWf0H>t94X(goxVgyiwe z8^plAP>w)%H|}Wwq#Gci*s18VRakD!{O38e+hGa1iE;&r6xR)Q1_r8IL8i;6U-`y; zLt=`Jt^{392;!(=oJHz-q<-k<9411?Uc>4qcL9{CJL7x3v^~| zM?3E(<)@|!p!70+*0hO%!KeuoJj!wCWnk?uz-70E=iEvxeBtc3C}IelL~+L0#9;Wj zZtyWMEYCtWw{ej`InJjW=;=?xmZ*%JfAQpy;Rdha+26GOWEC)>6 zMAp5=JW28b;U4SJp#SP)cUe~{FqN1bw3}lg`MFf+BncO&u;rgWCtp9A1V0LZderFh z-yZ;jU0PQ+n)Wg_r_g^L<25dXN**Q*odk>}OLu!i94vFF3@)QT@5Ty~)2&hwbz|jt#=3l*0Ia zM8$sQNU)pRKYIh^h`}*h$SX;$0kClYH_Xb<$2r&ByV5U1dK>@i%OKF}&n`UH|NYhE zL+Ez@`zwI&{~cBKpJVd>&R6@-(UAH(J-F{<2O^0&DMBFq>l_+dj}|r)_gM-ttOOi* z5S2F;$hG8R0P}y(GqVpq0!}G9Lik10oj7-ip<^5ILe|1*4YW<e@M<2UAn{AFhNUO|rW&GGnwBiV@9e zC?uN(TDJzMd|EZi&@^m26!dG{qF0KO-6X%VAua4E!Wg++cqLp{bs!sClJu=|1KzXR`>HKaJZ_6OIhhn_zJ5MOXSc*SuKJR$`d~h zv}Y5rzvDoAiH|60r2%^W5Hv~lR6#ho$GlF<%xs+fgHn`$_7-B0c#+;G;oRfriTx?C z;W8ZH5_K+-?$V8#*u~Wlbi^P(hvi!tK!gm9Be-PWXDkVEkG#D%`*#r(9!9dHtAfPO z7XGK?U>f8qM0*bF^}84qnD<1+8EjInEhhw<G9Mr*AL!2JD$goIB+dvPDF_Mus5{rvozNdP!k z>=mpKZxK}$5LsP6Yh<{)DivE;PqQw2fk=|ZPvp_tXVD;pBAT6Ov9aT$NszElAQjAG zqW8JpoZ(7F34({xc~;7pTq@zbrZjqam}C%r|eQcEE- z@jwmaFLB_6lxVP5+_vLj?qLbOLsCE$YZK?tT|!%MiXA3v(P#)|qc8<6;<>FFaxxZ} z&p)BNh}P-$qmEB1%*jHOsjR)EcpWW7C@E8O-GPmo89{4=blC&*Ss z3ebG=Z&1fg5u4ZN7gO1Q{>q=*`>!WeAq*`7G2SiH7s6PVvm~%4ASLJ?z!m7X zTDpG_BcNerJ$z@O#Gz0C%$6e|tWFODJ(qA1NeH13?1wN4P`jE1^^*O!cU22>m64vA znZR2`1%;X>14g`P;1buvt#V}_G6|_1h903FPA)EwR1*`E43iuw{qQg7Q1luBr6@x3 zOGN>E^bp55Rs@qG6B+ZP3UlD@M2sIoM-BoFkZxh9G6FB=9<)Og3b?tQU0uE=RY+!c zRq~!GQ;xR;Kt7fU*O*o6XsSx-i+R?2+Ms$Gvj(F4pPz|H!Kl5Oh9)%s4{nQK6aa2% zD1z0?d|QO zQ&Wet|KPzafGD#}1*J>5PsVraLB&J0sE*UnET@oDafmXEJm35wgqH3b$ZV2(vAWC$ zn)WA;pvKi|T1>r++8nK5DhfceQcUTt@81JlHj@GM4b9QZ@kG#v+QkD^r!LsQ-5sE; zM7=7-MM*Vrh!49H%8QwJykfWqf_ne{gw5bk5wH@s(R^^soQGPr_&mT;=eL$1KOsb&H+a<_sRj!QV zCy2+CUBPuAJUHG<96l>%4QI8Mhtb0#REOYHAXZRONC?8Pd>bTtBRTFiAOXxnw^WdH zQ!>MVpnj=;`t@HMT|pI*p%d?J;*pI5-ArLZiV z5Q1(A5esexeH1W9fcB-^f~ zIED$$4>aTs*cFhQ4+_$pE=jL!ZGAe%f(z>9@vIMM0nqs5F(kN;K#eLwgGzUZW7mM* z^0C5d=iu-^6I+V100KmW1Ef39A2We8M?-<_Ni+r#gc+f#@#V*IZ_uNcd}Fz-OnG^% z-7P|$P+6T``m^W@7CCm?Zm^||3Yz3zEFOdnAif(&M>oiH zGlLoj&iho3Ajukx0jVg2NA>ve#*F<{0LI8EJ;*+&DCmk2eK)c1&e-pdcjZ1(ReNbU zhdZLPodgU0aFzt4TTnWZbL2qE<~|!m!RmEIw@p1)O-etGtbIEz^b81Rf>MN=CJ7$_ zzWOAPK_S@5?5_i6gB<~Lc0YxJ7VSxNZeT}oL-jTpEIYMZ<(A}|oK-#CWJwK_i0scG zXg%sk@QCii=?;jD3qtp0@{y&3`@T`2t|K1cK(TbNf5GGEH2Ni|HrEjgc$D=g2&Dj0 z5P)+8UdBzn$E8qF&<;RT_`o&d`uyeXZE<3U52&IWib8TuEjC|x@h4eC;2+~8EfvE8 z*vk^W>ztqE*WTLRd*N>HU-A z%QW#ETOaIg@_F@BVfStjc60??#82a1my zA~m1s9jr*p$$EA&&bj(F`_e+o+t)8y6v6? z6aMULts5pIrN4a&Q||xx%DK0k4*egm>#rrshX4Kbe?8*+%W_8j-|wQvz|8D|JGtLy zWo~{PwSV=;<@Z{_lEC0=@IR|;%hw=sQUf78VtW)N1j0n?SrQXO0xVICz1K#F;B$@$5Z9 z_%5BP?E2ilUi{!K;zet*win%j<8v|=R#qA2H{7@r{!w5wKR6*AQO;Gw7s+^ij`>0I z`p9&s!7<;IaU|}+4ID!(FG*awr5hH%efe!GO+6a}^!{Eck9dy|R|!w-FxQuw8ZRmi z2A=e3nU(P)*)DExXuCT+Hk-e1Pz?OYAN5=|$TyU$Q{w}lROy}~@j}L5Gh1}u?@;D1 z=~_GS_sxQeL==vd8R4$;t7F)@Y@6}gEyw=cZJJ6ndSa|xaLeXeu@T*s5 zSAzVz(|31~koKQn+_cVmgns%Uiw+eZMC<}*8n8gU815bpKGFwaXbt?8c}DCkc4dFN>b4D0YyC9N>-MH zUIouayl6>NcHPcLxReNc(sf%xe%?`3V`+Z=YUC~nfKoS6Rbb0wX+1MMTBiQ~=uQQVuS z)>pq~lb)dKd7-bK@1~&IU>eu^!E*VCYcd|Dv}%6#^Ki@m{R42dFEiHo^4d;f>=9b= zcM$l>uIuk#p5{pbX%+ep1^3KWpS50C_pbEa<}umC%T?JTUn(DN5WYE6?{;K_DN`EH z_gwu-$DGOBT0#FTt>!P(nt9IA*OZ?fXbRg<8gp@MbpQ8zPLqqBR}5p)*y0L48Z_J7 zPp8kLt!>R-L<*I(t*+5-%Nt1&bbE5d%zCC!6Q`R>T>e|^vJluSzWubXOjJCJL-Q!->wGkprfZyOxu(I9kUU#k9$inSdj zdtxRqI*WUM@TU-0fibS5YK9@rV-+I5M-Ac&M+zA3mSxa)+3%~W7=#Y6mk2X zp1v2uE{dUas~1wYi1kYd-(Gi8d$rTy7Za9J`cA;6kaVa14S7(L)WP_0Kj=RP(Rt@1-mjN3Nae7)`kD zYya?!@M{g31a^JJn=0oN!#k(;$s9HA&v;TIPivZJw4%%;_eI7Zi#yuPZ%Ru~r#>^w zh^6iCmFEyvDC%D=kTxX8qIk?U@u#@XPl>X9_xIg^{UkUE_=N=IIBH*VGCW}Q($5OT zNVJKPUAnhn0LN+2L##y3G5hDA4|8W5NQ4P`PnLz-2m8OlI$hDT-jaPoh@5`u*HuiV z@88}Hc__4B_a2ABdfB5dwZHDJpU3r)u%jx!BL8>7v}*7{(UDItZKX|=gCBV)-`W`z zRNqV;o?k#K}lovZ7NpeRG zhCF^7`W6p>1|kX7H`fFhfkAkcR?)6;ds2*?#)9Lo08dcRfxB845uQA>6MK^&=W?W% zYI?N1yOF&=DDRc4$SyvzrWECk@2)@ft1FoPgTsX!ILYr3^o+kRyhB#mF0S_`>v*4?>cUllrZ79to_7MT zepKs`KR#Tr)4EVwQ=z4N`?F=jaN+U%w=3VoPOLmanVIiak*+!$?C{LI)rdFYW@};< z?~bzbVm=(jqoEF8+9f!JnMEvDg44UWq-szRtwy8_=q!`sl<;g(HW51jN)b9{#J!F* z)lsz+p(rBf0^%&vM&9haJc108BW+Pbj=|N5*k&%wjFBEH91oP=m}&wv-Ba&~e{~8F z0688LE+-q{+20X};#da=)E79s&8&QI)5&CjoLi5YU==x(1qDLMG+~0kguO)qd0{zB zrCvA9;xsl=c7ip)4L2V#n_&X=l}4gn!_X_}Sx@=9p7=^Ht*7V-lf2>N@{3h#5e|DP zS%-NW1cvU`Ha>dhWJDic9LuX(+3<70I_MakS=y&Kv*{5VSsypw1%tFqzt30F)npxs@M1l~Rl1f)_9f08s<*0h1%ixixkGEOpAfHvL8NkOPx zjo(~>xV1Qf%u|XAgp|Fc2M~m8K46bbt!uNu;VzcJP$MByI?wi5B=_E-A>3D z(ZnJL)mnh`7$#wNj!vU7k~E=vIXvr;LN0GINoAMF>L&5N%!sRqL&e>a5_d}D1!II@ zJbfZ#1U3*RhoF}|+H0iOiExaY+$(#qhxxPX)#M)Sf0{OM(#rpOc6`U6@yGP&H%;FU zQLd?d+P2|Ve@;%{DeV&<{pa@}tZfY%TS>|HJl~`qn%kBas~SE8Kc((=&baq2?>76I z1#(8pR+Vz`Zab}^sn{X*GO;S$e)OEOossD6R>f7bS>nG(IonJ24kRsEI||lHIP#dT zJLTF{^XpZ?#8Q^&s$8481?jcx&MeLUs5$<|^r{Jtdmx9>ll&gQFB4^y^lnGcSk?hj zO(16?0va2E>XI;@mlcae7*S#$O9mI9Gv)LBd=%Td0B0c?WG|V8j^hES5Y!YRl_4Eg z%41A?v_N+sJV=g`{nR=IV0jlnLYRFKvOm}%qtG6+E~*g{Ao0~iKR;@2iLL_$+WT+c zc7Sbm0(GHh%2Sdqv6LAt@46(${!KTV+%2~D2rJgcn|r-Yn;+)}=KY-y62o~b z9x4b6sns;exZn>uGhfe~m93=oS140R;-S_Z{&pqT@ra@TOxN$Xzg4L39Z8_?zkVa; zy^)K%Rs#Ei04-m)SNa1H>l{{bGhW_fdVLCx9m%{N**pWXN?M9WK3DsDd6}$Fjs6xX zh~s0jR=H$$^&wXzYsP-M9S@K26;FL$I-{^k#-}OlJkOebOKDNO&^~#FPOh#^F5$rw+y?;TP9WxRoFiHj&>}Q6KD)}^!e&G)N#+P$3QcbKuqtMS zA#U5+E(q{^E-jU&TSFBELZF++=kT8|6hQJ#Gw(VH=9CUR8Hk7oP_CJ(CWSEY2;vQJ zHF!}H&2^Br59DegTvY0yQF8^Qo0QZAkF>3nvg`Ox-(~s5tGvihE3e8qI8f6KjMaS9 z7p7d>a+c}T(;2<~v5hUF(s3&u3QYxbwox4~d1~X)q^votI=Zf8Z$Dd=_)#9_gnQVB z>;z(Ywr^Fr%rC0&X`gNm_9kxLRDQ#2W@ePLUux7oN&K?xee}K9`^Fp~SwDKp*-Tri zwlzLY>Tj=)t?0f{>|aNB<`*>``@`lhIu5ekGZvkR-W>L;sBFjg6li2z<=s3c9q2%gJjvmY=1ypSQ1rSaJ!-S3NKKhM_S>G!QG4fN#CR0WP% zzMDO5Hd(7u#<#eKDdxaC1xR!r~-~TX8qiu+=0180jqBxb!;1ZtvM|>*BmewFxbeT^VO2Zk4E(z zv>#Hic_pNeFJEHm-Sct6Q^928b7gAe3j}in)Z%3tjHdoM73;k{*LBe<0X;(xyb8h! zgtn^-EXXw#eOqv3QG)QovQt7p6IDt3O!`!X5yIwM}ytFKs_nX&rc+4ZOJ%^Q;L zlyFk=J&@5~wa#e}qS7`kNXZxsR!`l1{`0ohRW3Lr#8OGSoDZ`x;njT+wVb|#l}+lJ zweJ*Lbd)rQZC|D93mfHFw$I)SSYWr#Ip9+K_C-~J=fxlq?)^4>YMx|ljg5u(T3_9> zKY{Jx#V!2@^0C|IUrc^pJ3exr@5RA)LjNP%!TcWHgOXp>aj z3b}xP1cJT5MSDnkgK%q;0d0h+Qqkk&4Yk1r_7j$Uq<2WDWoU5|!6J@bO0=B?N$3QW zk;d>^O;B%< zJn$g=bV2|8o}Ivj{fv9v|KDJ%-bN)(Xm%qVYo_Ta%8lzBE#!Ph!)cXWw_!z{@hkxbE*E5%^`289p88O5=LFEI62{MpiieIuijH>Ik&nWf(I&Sg% zYLxn$B;kN+x#nr-F;~llBou88>Dyld&lqD#2%$N~hss8{U1hg(T4>^E23CbikEC#V zkcgLLiE@g;2lM!cf;UC#KfD=XYUJBb0F^e)o6~bYhIM_!{sP<+GQEZ)K;OJmbIE_Ko#Td+D$J+W3ZY_CqOKD$@k_#ee+H&dTcu#^kn* ztycD^WWTe~rL4Dr!V<)Nx$yOB3C$hkB1MAcvZpkLgy;_JoN z&W!Q5UIfJ02h_h%KN4kS*g0ddbJq&)%R&V&uk7e4AW)F<;lFu{e!(&j!=Sde%t(KQ zyjzUMX>Eb?ys^{g8gtM2%DbD&`Cp||_|6lcq-JN7bBJDh7eCK=!`bW-)q}HrHR1*p z*MC`_9_Bq`D`t6Q?e5UvRTPm{o--R%f*pcmlM;libG9)Y^r+<9pWq(8{_*p9J?1K^ z{>ZdVpDpRNe=3>!2i?%jIbbUNGcv)t_dUfq+SEIH>EzPmMCosTrf+|}t*KV$mX~@u z${~4^h@JM*$83szFP#FDg6#RAu;=_XzwZ9&y4lzp003&wiNmMUGFOEPXWZn&6LsVM zyBGdvl`W%I!lA;`eDJ1-im>%(`7*oRe~uZ+h&5afjWQRhSQ6+9*H$|j_PQ-`ey#tV zKZRj21?k_^G>7dky^bFLY{|c&QZS{lmu@jkmx*hV2RC%TAl>?Gu!@-2%hzqy!-1(FAliF$V?*{jNWF?%|)@oB}AE0ts(VxZTH!rUCz0ZYxHli9WSr>vI z$)3xi80B1YDVR*GD&^!oBNhB;+%i1RKs%q&#%f5 zY-*x%*F&8FE$g-h9td+9J*Std_;BjnDi(jCnAb-VCoI)dCC;l}zC5hsWt7%QQ&)8hOc{DQVKK-Ti zv@{o5niZE={7*(%bakIiSC4Yh|9$J}$>Me+|8VE}O*@4Sw%9rRlXBIy)9>)R+p?bn zHut&q1o+)I*{AbLZ#9S2E6!Q&iYB$7q@L;#pAg|(L!r<uBRYfW`s(L-49-|{EiM%JJooFsQ(CEb{+ff4g3_C+# zM30VKcF6vIXzY4WU?;niUBjnTwF@gKB8@eiy-&1$w;cV&GM2TJRr*fqi^D_@U)rmk z)Tdj+wcn_jJgQENmgKbXe604M+pa+WUR+n>VaxMPCEK_dyG!zNU#wv(Q93>OK;oUk zz{Q=m1$J`@>lxhBnP*vT$EQ9FcvU<(=6qWrT%`Vp+vm1U;j+F_8+iqVRTMfpx}Ap( z`HNjN7(RGlW70kD$kn(-+dBa>G>zGLDP{UoA5C3HcB41~V4o-j&AAq6*;tE7yOwnLj%=2Q0%LbTtYI~KQI9|&V{^;GxOjG4u0+`PEDMEIY`M?Ys@oiS zH)#2DlJfMhs=_~Kc`9WSYNhiR%X6QXgyH{ZGxAx~`rEdAoA}~X*1g`#qC&d6F>*N0 zu}Nikk4Ru^RndWvq^q_q-}^N3t5x|&8B(XNt?q4R8(OosWR}_qlcH>aN@B78 zp=@CX6-8<3HAlDoA+;5nH^Nqm`HzoVQr4_?sa%Kw@oYi#?D8|q`FP31DaIm{+~OXA ztqD9^U-ICtiavl`pm zI`_7=hqkY2;k%eW(V$AH9ePlIDo)kJzm?M2wsZR8Ml)>{L#e1wO&y&kls zTp?=R&P#CuVt4ts`jp@I@K_rV6r`*FV4jW7%C(`PVclEtlVnZ?RD8N*@+bOVH+5ud zLXFwKX61Joz0BD&f~7{G8x!_OW}Sc5w&yvWkGbrj?j6^LV;87v!e_ppe`Jwm<~F`t zl7IGezSJIBo(igvmog4%qkini>VMByJji?;EZ2Uwgs-}L(?tcJ{e^s5H|T>0c_UO- zXi|J>Z;oMF$ue#yQwG0$uO-DVf9n@^E$m<4<>NJtf4-!6dRS7WomongJFLY^JRa*c)*8mzyl`+9lgSU_@B3vQfALA6+-$s!vhrqY zPuroshdkQ(hifbH#5F#!TvGHWlc zt(y3ttF9y9Rh1JXDV=6u{@{!jbKR7~#AdaSPZJjc`w#}3C5t#q+%KNYQos6t{S2AU zTqU>XTRUV73^)Y^1wOu8`_4Z_em5_)2V;Gx|<)^d1gO=H+LAX}vtBF~Rr# z*K6Lf@^15=e4HNC-5$2G9k19+jPW&aH@uj|{1$M^)^^W&eb&{?}Ivg2WT3VKW=-mkuz2L!_d^QP(X#-yF5KE0h?Hrw(yR}YodV6|$`e?z(ZGm`g zRn-UM0G!pUs$fa*r?rAD?UfY>s2@&ABmvreJpV(baj#v!?eHJIGz$gk85`40s$#Vk?uWb2f43ql{a1IbJ1&)f z<4(Rx_dd?5HzDn2J~k@l4HMPk8e{Db8W_{QC9suY+2)U8~w) zQu(2_mWCoEEc^^k^mqzZUn=VA$}^j_9^qe+zh`9AyLN5OsZ%`_vIPYNrrLgjwD`O! zVe4-Bj-7H=hs+huf3gjH!(yzVa##ID)eavE|0uuk+S|+}13R`qa~%7S&;C^rd93sjlHW+uU$s)>>i5msgfl|FMN{PMDx@*U@XejHhlL zh>w;(Qn4w4>fiHE%70&4=)cFqch8wH8WJ7k_K-blLTTH_&xf?s(sv!BR%+MUq5N1z z8MDCeCauNL&=AYEZKtqBm5fwXR*u40MwG1(me38&%{?w#wAL)8WM&F4uzd32S=w9! zThLK(8(SmZp6s6b@$0w!*$fG%GsQPvcsvgLQCu|oC06l5sKBlh2G-L2e|n;R+oh&_ zSVeg~5oQy#UqV`Wjf57(|4!=ef}Mu*Ilp`m&b!}cbkAZ|+c^lcwcMhxN!>Dr-{@Ym z)QF&1;T-|o701&{jGX`da6j!ilNA5&sk`UjcQ065JGWUPeW>WcJ^EzH`?mV6RE~RJ zoOv3}U1_|VM?GEjZf^ zCdiz&87|z^tDGEA_4`n~3C=sS&Tz>#<&_gWsA;h^D(&wQtGpRwwY;m7Sz4RO<01IX zbC%i`Nz%bQ_KJ~+KSuYnl+H65T=2ii+>J9?I)Bf8gzw(id{)-sfZ*VA$*jUc_G1fO z^kadkj-1`omKy5n+jx1)7#Y8Q{rU=ouO~i%5fR=KH~D4dx-4>Y>^J7;w4c*F`Yif0 z8KBGps^o$mT8>^jR@-0RAAbF_v>?N1%}@T%HuuGna=ednQCcqlZkKYUAtG^@T0pS- zZo}2wO5C-wr|vXg+3wIr?d-$P6I;vqwKY3_1-rVMN9xeE<5uMq-bWduaq2I9Lw>}t z39yZ&JUu@8RkX!gMLGVdzI#0dS={ob5iJ{ZNuftbS~>py!8?@sP%(>mvyBK`+3_#_ z>62uV4$1tlY5N#?BBRHFCo4DZt9+H3SfA#A$0?WYhmj#X*~ar1y8u+uFV&7r_u!k; z3JMBsdP|eqOU$QEoytaQd$*JJ`SUIaQf}pNt0{$GtAFN6<%F)4m2it%$2}y9ZvQ-_ zc5Z4vA+i1Z4x_$2|KNMxw(`X{j+J9O>RUg<6FJEwZSiCAkVdI=JzoXK%VQ7ommE`T z-bu-uRe95B%zanPzhtvL@0fAagVWTLwqxeGrYq7?pLz%~{*O%=SO5Oz z;sNsE1BHLqwY|yQ5V_cOg8bfmXK~AA4sGQCwMS$DXO|xK))lSq(~y5(hKx{F#xLdM zc8cS$Rb+9(u|*@ti5T`$;bx8dB;KCBbLSYFu+ISb%(124Ff_*i=>hn9{^G@ZMkR^6;MaDi4*B9Y{Q{2=XXREYjZrtD_##v}`MJFZEQOwa$v@P&09U{*AXk)HknvGmy z{e7@-rc@vrD~n!oVq{})zZ{kox8ew@B5qUJ)=_6 zs0Rf2@80ozS$WmI#&AASuVfpC|A-nHmn>Qfz3FQ{?7)$Y2k0q}fAy?Q z@HisztNeFf&l@8rCmY72OL;FJ2W^`D^6v1*k?2et?uESZ{F@Ti<#7zuA+=8FafkYO zDpgVQEazLCcAqXOC~ta{HRz@49{>*Vfz+J2y= zMOET(ox<-fCIiba58rpUaDAjYey~OGe15AyYEj2RpR4zuq2Sf4SvxvfJw@KIQI7B2 zIC1#ft9=XNM$|hLZj5YXYrjRQW2Fw+H7@)rB3gd+e=TG+AhX~CX2I2UzlHmcscG5lI!sH_qrV%;mG^T`CA$6JTr787 z(4Q4Yt|sF9n%1InP}lJGx(LTOHj~>u%pR4N^`jHvH+FG3f2~_zD(1K%-X{0y4QlQP zS9!3WjSle~r7x2S_mLg5J6Zm9?+G^Ns-m?dmn*0ZSLG3`ID+ zji?v1Khfk$__WrP+yBian1EzkhwG#@%PjRm#YoDraj$P8X|K|R6 z&nr}MWOCbHcc8xPP#&4u_N?G``a(FSby%l;F^}B#*w4NpbgL;Qw~K9UTd4+<%xITt z6^>c9>OXFy<9}8<@mVFiL3r%-$*}0^4YzKaH&u$ua&>wH2UcpD$)^rKx7zk|_%1`k zjv>kctt>G%=F3@^|2vW2bTZ##$8qzcqy3SGuTDRVr~jB3>zS`NLvOsba@TkG zrt)pi74|LCf9CZAdHjb)0tT-+zTn=%mb@`R-W~Bja(?Vtc5R=NBezEX2Zdwf?eAvX zcYo3{(&D;2ALheTQ$@EVA@*KjoD5gRJBQ@Hr2Nv^kPTeB@|k;EjxU_)%-#~6<$Hr# zv-OMjB%j=_$_v#0R_{q)x5META5^uc<=gTS(q*q8K`8Ms zTi!t3Ek5a=_i43v7Ei8{8pf-?xL!>c-=d@QDYd3~SWdn- z&ep&C(&@Y5eD>j&-NH5#DsTJ4eU>&QVXyVO-^DO|hOd2;rQbE5zBPM5A+}u0p}b%$ zy^#cmh0seu!QKhO*{W3+`2K5Z$=$m))b*k&BZ6@-e>iBz`kCRBc-q40)f@lZzIpHI zQ@x+FH1qxRgU6bfkFYA%nk=QIn5TDXT-Sb@WF=aWRg^@Y8J+v}`VeFJUYv<;b7;CT z^UT`kRz6d)FV%&T3+|JdCUL}N<(ovOqsBe7+d53>gjEjK>W>)>?DJG&Hpq&hwfOBE zvi+Z>Rx`!V?GMjvro0+C9T8G#J;iKx)06MWb^EU?&MW`mO4J%w=W9niX?fn6>18O_)1~K*p&qNae`kFb0k{7CGMMWhWRLJO%*!rUonc{{)EgLf zcQ@ez($V$1FmJ69k5+T}mpzf0kv)e+pGKHC9LTyoWc*y;pWI$(Yyxgi{+NnMy{Njy zeD1flyq5W2OVd9N{tEk3c*Lhm>F_@4jh>I#?#zZ~|M?NzVG-VWIIzyuL_()0&+FM$ z-ZI%KIeQPmj!r?Z0JSPrdpmlcxv}@dGLEx>_W7^!7>Z*UTU{cyb$<;h8;_p%ncv&; zC-`ZEoTRHQD^FX^eQZb}1$4gWca$RGk8>P5y0tM{Pf*_MTe>cjeraI}^VK-rZ|P$X zL~??jGImlvHi?g29%eG8es{&8+NdgXIX?V-(2U%bU6=2cjo)f|(>a&Av|`#Mx!CZI z?MCuD(jDn)(aVXW43b-RG9Rth(@HXl=Y3glsdaFU(qL27izVp>#{z#N9&M zWLMs^kbmufsjW7DcR=UcyP{g_Tx$lr`^r6zg|)l>oM{*mZMouq?KyX4H717DlSI1M zH-p!TUhH*xXs9LW$=<+Ld?=NzjQn}O_||Co`LEN0A@!RZ*JdW0U3;(Z{WRf{a?qLn z_;M$PlB%8`R@ao2144A%l2~}Oln;xlZ5s~?{C@UrKdBZ-4ZOJDMtgHRtFFU-rJJv6 z6o+~LYhhGsL`nFl(|JxAZ<&6wmR*qMSd-}SaQ}W`|8>dOr6LQOzn+$S+pmzNBer#H z)3>)xG*7>m>uZQ8H0>b>guxHwqiXJWo52<=NJFrA__Z zhxL>ahb}LfO2dLnU$m+iS&due|Hu6v-~6bDq2Q8nUbdlnm!1)@o8hD_>sr5O^yvFV z^beVQ-)vd>RBrxqyts$DG2cthp7%zAT>aP;xeq<68+eC(lKKhCm8He+LyZ~HH8C{> zU*aVbuQ-fkDYWG}T2M{Ske%^SV~Lf2=MSlyNjK(mO?rHO%2oR7*sCNSkWgV>%`6=v zD#T&Bq37yONhCT=-xMqslk=XwXIvSmZ@p*Cc&`;D>VWHw5MC`!l_R}R*~Gtbu&Lej zn8HF~{an%Xp?il!yTWXDPRr0f|4#p|6W{mPMps^FjW#*-uW*3!J%=XaL+@{U^YUJ1 z3-&(mD!yHtADL{K#wH~H3r<4E72?mbB64>Zx(Iv#{KY_On2r=vlUF+EQhfkR;a6vmF^6p669nQlk?(Ec@)LGNr zWw%nUr}Ve9=b0SYd{Zx{wJ zl69;}<-4c<^E~hSob!I?bQ+!0!MT^;a{aFBx}W705stOP@5f_oe9XAn@PgJEuV2C9rl*9YO!T&hoA)Fa&7=4$Y!??tsrD;h$5+D2#^! z-_3&IS!+P@0n~XU`aZNJI2`Nmjb6wrL>i5UDS94zP4*C?yyGvvJcXYMWQJN z?0mSqqWoj+7UzW3ik{N3d!gP~IYfcxAIZiSqnO2$i?lT768ya@$~>^9>qzuCcUHuB zJZY4Ko9yWbR?M|DLVI$j{>DSwpV^sbiguetf9|ZS`g1d%>-d=2gBuO?Y^Jj&H4@)w z6C{1B|LYWXcvydObhFY4!+Z6H2G*R*a3pfBcTRZqL0Svf(bUNfBHq}Bvj+VnpYviX zdyw}_Btx!~H#-I1@-hcL{`sEqA1PEhQS7c#Z8_1z+Q#_yu?IE~koIz?Km`k`+pa=i z-WOis@(o27IejM)Z{P8@yvcJTcr~1lb6n*yU^q>5t5EkFq!*FELYEbGMqN~GJ zMyBARHh(hHZ2lx%dhD!bWD3AmQ-~enq*IvBxjSwjY}(jrGT;*8MSfviuBh@LT9Znt z#ZuI1{DVsAuMbQXqP_CU{;rkz0xx2u82~kWWmmi-<%W8vIaZ)GWih^WQbm61_^wb{ zv|=kQDkcxv?(Q@oUIcBJJ|PX{q$J;Y4syrA&!P6r!=1u7%7AmWz3q4Ul_?g;@Lk#i zqa@2Rx61Q=SRLJ0v~I`vF>cZ;Wm$<8Gu@J+rE&i4p^i@j>&C!cI*NSM z@*y!hcPML?ikf)It#DN$qc>?NS}W6xVx@a9$Fl%PuhMkFtljhnk>=M=76>_kU^8o} zWK8MstDr2)5mn|rR4x;|s7=8?f9mKs(^CJ~B9Y5arPym`ZiCG!%>^8NUbjNtKO}au8KZqOY4U#^*?Gv z)F*k(?PcsCg3VP3>dzUFBUXm2SNeYdRRqHt!66R!XX7086QC1Gk~K;6vsFE_u4v)I zxvZqJZlzXv)MOeGo#43GGpCGS7I*AT8bv-e{?55x6UT7;3>JY^n|s%Vp=Sezx-p%hG|B^X|jOY zICMYGG<3G@&TVFzX#s^X&g=S%l~w?eHHX7~1# zUGXRSym7$nmW>^~sTDJyGZU zuv%$ZvYR^IS3F599(*fGM&ZNtb-$18ZNc&ybABV+L)!tqW@N+sNQsW+vkOsp=|SV} zI6bnn5A0$WpD^!I2f@HbgEaaz0SdXmg20p3!|--tW~v!N3{CC zYdC#3LU;J#%FP<4A9((9;l98WhMwcdFG-y}=ff(Iw3`?JduHy_M_RMhG-T%oD7T8m z=6;nYE7b=Wekg_DhYd>n7}-<K@V08$jENq(9k` z$Uxz+zq75rcSH5XG3W5;u6nB%0Mz*RQGNd|u?OHhxZgjn6T5%?N@b1h?nDpE7ER%= z?c>&cI=XGL>1Y(bG}&8GQbK~P4LXd?40R6Q20w6&==%|L`9QV0>M7DY0t3eUS~q9Y zX`rdAbYi6Gi(&VWQx$%tzt)G9XJ>u;XlWLEL2*R7wO0JAF|XzA(xYjdcTdN=oBmXw zWP-$2%U-7;M{hRC9tjh-f!se<*iHQnOYf~ZG(zc|2RGep7d;$%-g^aijOuEKJzFFj zP~hscSqnkdu23AktT)sq_LsZUV-Z-yF^r%Wa^K!bDiH|_T7_YSH`hHP#Kt{5Nok9v zKWk)+d!hW5ug~|XI0&uLrN?vRBdAzu{+|U~WbK+t=-sgt-sP0p(zgBKhtAnay$V}o z&Fhw`FY>NmDoT^^c-4h#PTBp^(;^1OnhKGILhC`5ywJsP1f*ffPy2QvC}Jw4F+r1L zG1Sj*T}s?zTVqh94_+;5i_}2;d)XmV6e zdlB-MZnKV-;hg&}|FEsr`%nd+Ar=2Q=?`eLIm^!_YG+Iy0Y5r(Kfy1^TsX0_ zKD{;%sVm~-mb0|q+jI@PH5VKo_Pi`+6PgO`qfZJecx(n;FU-&cH*x1=5WjNA zR$7hP$GTs-zw!J;uN*r;$K1X9d40@<2gQ^K;VlU+{h3b>n^=03to7gY;BvN`mvsW- zMy!nB%^$o1un4~FLb)Q`vd+`?SC?&?<%DC@v@-?-S;IXnv{tDr+G{kA2qur8JoTun z$1u2Eozx3GnzXmHTz>urR?qhAFq-c_=_^qN&SC}0e;1896b(5^t~%cjW?p?;O@sZV zqfl|T1aHSIcsyQ21J&d()_+Y1A`^#Y50XPIIm3#~1VoBf-EN0#?UVRmzkRB|6e7c% zYvVVeIJC?JxDVYoq9v+Z_UFSsCRJPdnJtzMmQ(M&*;^;8T%+1kyV3Or?R8&+=}E*rWM172h+2m1gUB-HGQtXJ&*I404^^-hHV2Tt$c!>31hnu4u~42BU}# z4H9{PtWhd>@$2vTuO@8XV4p2qM*p%MfF1>a1AKz*u1o*`kX~V`)?S?7I`w2ef| z6);Rrzwbcm{5j|)RB+}wxu~n`X52C8B#eGF%;Hv(sC_CoEnd>Gl`eA}z{Hv3{cPjD zx*GlR2}$(#bb>7McZv-czQ6pR^>eG^8yzgIv7Gb>0fc}nL#>I8Z_+9rx1O zY4uNTM_rPTVEW@_pcJifh5fd zjc<8Rotc6bZ2sY-&-^~$kD=eTrj7(v<$zj&GlvH{)jQ9SGLufZ4*0s(!5_WjXGSc! zJa@@narGybB#GZTw!icwxKiN#@)Eu~=Kl$%`n8jfm%Z?|4E7(OSmNU!NvH?NWDn`< zcy)q-I3iXf=#Iil;q0+b`babjhRfcF8Ki7G{DoKwp*aRy1SAwJ4KjSbf7bzMZ`f`+so>wyX zI;d7%r#@}uvOA+ePvV{sZm{5ZF4L)9#-4XIH(N!O^oZOOVRG7E(vI*PmoRvTPk{ ziIv_YuC7Q989uwdiBvE8U$dgz+zU8WpaBx1Y_O#-(ILuZ%ds>`y&i>utb`ak3)3L?HUMQ>SsKhLt=X$v8 z=j$4TIc3P>G?r*`q3~iZbiJVcfmeOl_VLl?{_S@^Z_$Sg*xvAaf8+3vXOGdM%}i$o zf)32e<+T+BkEoC2Odf%!+j_e>Q!C|Mt+BBoNxq2~7lmz^;rSU+f&9KV{Id2g0xT2t z%s1`^8g8^5U~=@ab&E}7pSMw8EHA1|6R%v7<|3R(qlhdI@_f1D^yM_)gvon)SwUq* zx?QEfXXAGOo8fl5!WoUv(0wMe+b=`Nro2d2yQ%@n7YO=-$n!0f=afR5M2ZQ3oPmzBo<(v$nwdiurb zkKpTMYMwpo)r?yj7ykebrxj3p&3=ziT&a(Z0@Icwob5`&O``Fze_6diMs z+Ufis?Hx{R*1&)H>3t)$DYfeE?hf;we3_Nf_zyyii#2_j)iB^@@#d1g za3HqwklsI=jzGX&%QC`8&O=_8x!ajByR|eC?-V&cztjr&t*0nKicJ_Fe7{(Kar|g- z5dq#CQ5%5wvId9B@J##5Xew}iBf3OTZUu3?aag%Fd6g)td)8-B>Sdzs)EC`-fB}Bi z2jnwU#)<~dCQ-EFM5>x?TpeXWYSm-jYb5E>WSnaRdiaH(d$F{f)bl8?CPA6sMs}O; z+vX15yh1!vngusIy)<4DqasFRCS#bTjwv>!mLY2&ytDh~z>r+m%G)D87x0rA6-yyk zY{*^BkLa<+9-Wo)Lf@LY)l@FE(^$=;M)k za(NT~q}v2{Fp;W^AbTShhTDJWtjcR_eRrk)dkiJA>EO>#$nprTO<5`w$*Ad!T%EK5 z*&yJdV~o5e1Q4um7t9VN?JP(s3eact`?14#?N{xw{XFxQ?~pK72#>rbLD&G%?MIVs z;#QVTb@ZQnIx1`5PLmm*m^Nt%xj+>5?L4?f|wkxc`>j@wNr+4f&in zs05!Oj6pp5>3rKuLS?gl_c4G?gu$z0978WrfpYQs6MIbe*4J(&UQ4V?S#>(1D$$Ht zWLrOO&uoI#QD83EDP@6h$7Id9{#gQ(XuTUQ=ttuUPOyVO0ek))DZ@YyCUSh4j!AP_1GP3=s zcN;+=Zb$4zTogh+?!5GPom=0~4W(#t@zV5}6a9JzKRw0XXnuD>MgB%ndUrlnUMg4* z5!~i}R6SUNnKRu<3k&gN|5Nv3@N-+UMc4+l+DdSx_EvvQS0WdXYEk6ZgTC^UaawLAkaVKq{L7KzMVKZ@6c~ zd^mBL&Hqronwxi7GB_!C&IpY}C`*MF%%;OH zS-1Ex{lFNT`26$<$Zv#AJK?e3hzCB z2UK@rs&6MhWfopt11;9sqM7RZrH!thk{}qbH|$!xL+;f$8trF{H?&@G0^9vydc||ty zmgFZ_(fdlRwKS^F1i-Y(16-+95Au}@RNRi*A7bl$1m1;Rfl zM2~*p_01PZiu^&Z!}>OLm3UjQA4eXs0@1#1PV?~&m8*h{IT`e4Xgd*w5jG%?M>mdp zIMm%KC!i}Q+^h|iK?P@+lhDaeNP5i=8hT~~+4FTqulS?IuPqS|7Ts)&980D8h@!Dr z!T7M~9AC@@QXp!(cFDOR)Aznq(Q3#p4aQyb>FfLD)N5HNisF8gA8CgY{e&4GE~BD~ ziuYT15<)ox{iAxsJ|%#=H+g8{@A0^TO}NO9;Ub}&qwkk+@&Nf#>o1dPay}KXoY$i? z_atv+gac~hY12KI!&=!(1#7uan^d2;Gk~@A=ok$76k7FO86AudhlhmAf<2iJcQQCb zsT_^x_RKS+1U!=g*j#Xaut|-Eb_U3Ygmtu^g3L66z6KF`J)IpIZ%pSUMf+iw%>05*P_re@b$h$h9R8$r5+^vtTOpxMfae=s9+~77M1DZ@(uzo5{6hon>n1-WaHes|Ejd z?N8|)Wjj@>W&>F9xvNc>ld_U?BX^)?ZY`)cdi5ymHgj!Z{*e3G`fWf*4h!VVzAQmv z8)wb}r{?L5xoirDTo&<+Ys9D(_ltAVe;5-URDO*&npB=uCU`i!kN#&Zxx;o0vwU=U z{EORuqL7@v#R>X-o?R?&iV0`Nj<_iGCk1w8GNPnNKmy+P8L`F5AW zS<$ZjOhf`qT?em~plX5@yZkSJX7}-96>sG0lA9;XiU-62sr6GhDSWi@2waf$&5=uH zDyAX$^POus*yD)ojVABArl$AHMRlhvoCU3!FH^6g&%cY?j&J`OKl%7rUdk{j;r<3@ zq11@uwnw%NJJSVV;ISy*5WoOlb5&GjRCJwcq3RZ#^A1u&z!Zd%i8H3|QUSHUfmBJg zCp8SJjHuo#(YHrFFI8B;jxDc0dm*^Bvxl4R`mRuLc0o!!KI{>E(la8?5ff__|cYSf84RpxSavjS;i=!`F!G3K_I&%_y_vw!wk{%Dn{%=y^hn=`@`>)C#gD7df zK!>P~k?!?CjgdS;UUl_~NI%U3xWOW5)_iZxlI2D$GjqMt9E&}1Z53OMqKK`)lh zOmmEMEPr1F0~Fuo`6xX9KctM_04ga1dJ6J3D`%3LR?HWUfd%td3eF0JQgOt;MO3T# z7AN48sN9Msv)T8KZjYIkfO@af`kN=1h zcJtNqo)*){SL-oUXs=sk)xIMBDVMbGx`yZi)GSe^ZneUS_FU3Y%nuO9JsK{xJKE>z z3JAkoZJJ{ej#6s_kCOe1Y~B#V&^*@Vr^!>cM8@(u40U0RP#Hbn3*k!2f0OvcA6bWF zhPr=K_eSrI8;(sVp4tjQvR#<u# zrcA0!ZbW&O%3*N{`yHV8H?SBtwVXuxX6jIZgTEpnA`l79>@!1{zrt9vFN(e>M>t*g z;t!otdtQ}I_~agO_*2>T`nMZXTKBcstltD?2rvY>l5KGAQBcBi%oZu z6&l(um{2!3Y{|c@^u#)edX_{i%Sb*kP$lK}MEf(Uh7%L&mt4JTttuJC{Rh~cYbU&B zPP}c4gEk~D18ND6xs3NPr*{4Z1a)UUN8Zl$>nRgzG-`W0oK2iAP5<5(6oj|!X^D^w z)8>?8n`ZnDE>&;5U(kEDr6k*@-Gef@q}m}`fE>VU&MMgCtmN~*@2CZ{g+8Z`g9U~_ z=JL0cSc!N1bcE)wVrh()rpI*l`?nlYI^CL}NRe!}RB+)to$Ae+B>}|hixm0R-jQz( zZk3;t0rMv8O|#wIa)?{O;-xl8oac}~==(cXo$OxZ3uLm~BbkAdJdn8)uK5N~qtr)b zuMBRIo9GQ+A8BNtomx%_?WnqPga&{ZZ`4m8FGX4O?ml=ls=Ga|-1<&v^QwDo*OlJ{ucVk)T%|5+7|1e>K_yt zk$DbI!wKi))sxNwPE`CNmEjGs%{FcFK0-rua#nNANb%EOqGnFzYkLnh&dK{ZdArSK zkj$yArpp3E9AnsX!zSHW6OGKy41R}PI?4a;2)=*1^ei9@r=LLS7>&8}3PSy<9e#H|gFF&+Ry2AzE`2(us`^h~EIj$;w-i(9IK#rwikC;QbjwLl-WjZn|8=O3(j5+c4+0@s;lYkqZ$s9QKXSdPZ-ag^+Xm=H~aew{QQ;kp1Z4fu)%yLuxlCr478rG`QU#Aj+rcnR}!$TI9oO z@=NcsZtnF${3K{sv=nkU{2#)HT_Wr~z8t5H7kRG^N;FUTg0<;;0$ga-yHgJnI)!vq#17vnI)Lim=ZOBw1CU#O|6bnlj}?VMxe z-P@}c|D0?%zjm@;7UogcEu%}y&hJRVv*#%%3+I}Lsg*P&K{YoJp zw*{0n2uC20Sq;DYoAaLs9rSJ2RS z?1;cH3=RT_)-3t~c+m7LaI@_MroO^hW4Tr?85xn(-@HU;^NY`C6AP4!W^`gKc6^+7R46q0C0Uq>+Ks|lMdW2=6DG1XkN+B}7}0LQ>iWxj-+Nm0c3J4S-? zwaCB@WsClGsGr{_fbcZvaXGkM>YRbFfR!CUpJ1yllc1 z4Z?DqAAj4;+m`VP{D8-udmP!A)=4^ ze|iylqdu%TiQh88HocvjUS2bI>T#TEnH_iGM$ZL zquC$^<7S3!Z*=ax+tbtlhEbfq*6*xGep^}TAhkw5$vbUgQ(jqFFkSNM)pIO1>MG9p z)D{yES8#g&WHis?$FiC5V6UkXsnl}$GHbwu0y3Nw4E_73V2H~p*yfhrt*y_fPL`3H z3$;khz9PPt3)7EQO9@kz75orp(9G(hhAEA6 zkVC%ri~e*(O+WVxgg^Oe?|UO`bujVB3#7Dh@Wuze#Sw(Gakp_i0p{&@W8d1CWoG9b zqVsHxH#X#q3m}E4>n=cog={P{Zx%>ZBiYWprIwoPqlAue^gB_6CeR7ITJ#e~)LOd_ zjJ|!9<{KkQT0*P|0^$clv-bE~K>r62-p&~+xq!9i-BF3&6Ohuz|A=P|(3f{2?g1u( zIF?uYZevzN%Cj~?Vw@IQ;}=O&qc@UwQrJamnC9$wsLRJlS?09bi3$+D8b7P}Au{5V z4G~=#ZK@|H(aPynRl~BEltqwu6hJNnq0KaCI%j+^G zD)B=7($xU{i-U@N<`j#v0NT5y*yUX}F8@GR<=wOEf!n;ijMDp|+v+tLS0nGlc$m|H z3q78KNA_(${46gUZVe>9m}HiN)UcV1v(DsO_lFmErU5Z-V^YOgaSaqn8f`w74b=c_ z4Zi{|PI~zj;>O0s-Sw$dAc#@@rCu|d1is*FXlRg69S7#lw{G3q$i+o5dU|@=)p?zG zx7$$Tdg1#=3NRFN11~C4UpV^nBlYkUc)$4BlhJ9fxOY%hC&;3^_0q@92gu3I^dEx4 ztsgH`bL1~Q;Xm~eCa?M)(i&#=>}3jj>IGr$-OVp5R9Vf8-DR5`E}YrP^PT;D)0=%z zIgu>mJKQy1d|`#${-Dv6+IMNI#gB#xY4JHmODDL>cHBzj05Fd&d=?Jj{zio|28T=J zaZ3x|zr<4>_?1P`*jX3xkEZTQZDIy5k_G%0-QalNVC0FLoPG5XbX5npgeMk2glYMt;$onv>Y)=byYv8;6v7=db+K8c#3+2yq3#N#NRC+SL=$Z^ShA#wObRqTE19ESoMR zRNdMt0A9E_FD;$)A@MfE8iOG{2=_}IO7?|S8UfH>;g>T2?jXPlONk89@x`~vE(S(v|v z<|P1_>WRCxqFE39y)5qVue13uuhYEK35~nL)r09vh5Y0P8kC->rnjU0+=a#9*Gqj1 zxqx>}>vqO}6db3s#=g`GX}Y=oC6*X+9a~Y+v%JDJQ9Ul+B!-%AOm`aC1@aZ~_T32| ze(x42YywDwYLq$cC9l;(Z zFcBD=E1nVJC15qWzPEI+#M?on?hOS?Ocp9!M-!BkXV3CEPWq2U ztH(v}X(`a!{`Ce}u3Y&PhG%StKFF{CB?}-BwF@}hCmuheBfX$*G17obSC4g#BgmUG z=Gy4BBCMz;4G>ar!3Neu*Ii4!)y)H&V)I2=Bhht=Z)+T~vp*!?=&0~rx!lE_d$mQD=L23qXnXQ%@lx}AXNq+?3(BH)=w?|-{*}yq zP}^+L16ZX^v$w&Jt0orvG^w%aViMpRUPyI}0gSTT)#Dj>c&Y8R1@HKPIfTC z86Vw-FA7d-#1)G^cx4nXEh%{)x2Ox8qdV3K6BE~AFu|=HATOs@ky=y8#7^)k&F6`U z#F?3~3>5|j20KiUSjrhyg(VCeyk`&IU!OTFR0$Mb!${1!3=9ezu7?LTUhb*ToS1PD z{sM&CL9G;n(>sZv z97FYry0!bR&sN8f?Qiruzhg&m5WT3ktYBaP+%mE&D0FrwR>WoR)}nK7+3y01F3t0J ztVC|nsz-mXX|+N*(td93DxNSkkeuDoQj(WX!?B*sN&rIEW4&!vNc4JR{w)mzVPV{) zUizO<7(MMpM0*BD5sLCOf$EVTZI>#wQb8=vwWi?5L9<>n#bFar}R^p9AhAH8)a$Y3_Uf%(b6D zvQ91b>+8p2(9|b|fi3BqH#t!sv@|sZ!o$Pa59#mSNiLM9kM}t97~?Ej+rCD32ayAZ z-a?{>hpVeEyrNE)=vTIayv1NVdmHty&l@IqnpqNhTRyO_MS273t&%Nv-3;D`?U4l?l6H;?(^p2K#{>cm(!?=;9byaxR7d6)MXAUf8XM(U+zWJN}^e9-9UQ zCn4{&7x+g27USGSK#{+9vT&s|3J)Zxot)(HcT)(5V@{UVb9Ux0FG?#F`;k02S7kCx z>RBAjP0hW4T5j+xyvq;G?LE0sbCBv79^+BOzbx4o)nPpJAsl$-(O&kEg)Few6c)sA zQc;0ak`~|S@6QAY5jR{%Wf;(DJO@4;5BLluinnrB8}{{h7xM+jv$A%<{UTd=LM8}= z4!<8%DG&d8uAt(coy&mc&t6~P8_{?Bi4}7o%?1W{=OneT-)lR(10G2_m8!9M^yk3= z1#AEvjn+FA`Qx;j00T+cWaak+L?= zdAI`%M_qB9!B}1KxCC$0kKMZ1t~w`uRXqRcdF4;>wgf$!%9G(f9t__2$W`af-zUS- z87AngpLPRBg-LoXO|{|^4aGpDCws}%SkOx?H%Fjx+@@eq#PNI%DH?U904b|hE}h8H zd5%{hP7|Gwu=Lxuoe%UG&Alc}lL%y!oYXfIzhsktmOAAPafGFw zGPuz=zr#Fx6H?d>U;Km1;128Dx|fdwNvT*IsG&Su;t#45_qx~-T2|QXyPS79AF!>e z`W2j(|I>QdoNzTq-Wu|@E%CCQ=6OB zz%w-OhgFTr9D-d<7~QG-1OM-WM+m&4K^MidWC2WgZlR5d&3=iF#we&spNBFcBX`v% zkCi@fBG0R2|1Bb1p5|O!WrtUUFE8)3zRJ3?b4$~?Uv*5Bn2K*YTSrypB?U1&r*?a) zYuJnMz85w14H@BtLDT9_J z4IAetNs#!R*zbuhpPvi`dz2iejSk}`FH+4BPNH;pR`r9+^Ot*EBSH++$qRRBKFGr+ zKcB3;Vg3L=7Yyd`CcK8(|Cb6GG#}S(Z6Qmuzc=Ev3#u*Y+0NVyXCvy|H4agYg5fe5 z-FqMA@80#1BsKBs8G6wI+n*r$Pa8&CJp!ykQ~^e};r+`!2N@^&X=qgWByUPMT%PxM z=uldUyzjbbNPFX3!|M{{MV0SS*+z;|@REHRaiM~h4W!PeSMT;?{RkQCL7|S=&ouUa zog16LTIkyGpPN@?R-<)g%agj-HX*H+9?~ilxU|Vo*1?l>qG)7g>40FmkGUIa?iret z(5s!*X+QS+#g@Abk2mdGfAE%GcTa~51+a#eT!dF9?+m-q>}J&XcqrLXu!3tOzlbtP zt?SHzk{{0fXdQulR|QiEY1lToe;ZrRmg0g?uaAhIJ+en~Q znbVoAXE82LPZ&RS3&3eRNHWH!LgmuONr_IplyG7?a_pA{US#j%!`8JeqBsYI2xEDL z+Os4~>HDt#IDN$)rdHHE`z2>|%)`jahAVk^K^9E-wDx9o0}FA7KdvLstd`=9-49ej z*irk5QL?9uU4lU4EHhb*K|UG1Kq~%q0h^34xNH9B$B)2ubCk^T=jjE8WrRdx`nmLK z&+l*{n=%K!$61R8jPd~3<}Jcr9^4@Y4;E&M5vsQ@@=@bGY;HpK)gcE|kwRObA~V7`LMnSu5+*m! z`e3Its1kYi_xBb6(k=FO(ou-@=Emp)DoTGLy^Q;%ERI5bkV6JbCP+xXV6iDo*r+Sy366sgp21ZtnFy_I}aLgG(DA=~?Qay&Av zPA1YtaMKXCARGn-xmfh(i~zx?cr*6YU8%$%*W9v^-N@8>%i+vjL1yvXCLj7qqfjQc zbq!Uy_P=wArMXg1imY>{!G5W?BW1NY2~#WjH~VIClf5`Ut8YO-BMdlNhUQBjz1Vdp z$T?ZD;=T>uHaw^*lTXkQZ%Aun&n;emf#nWeJ4EXNH_cNX@8Ir-SmVB+z~=67?@lq# z52y|VM>x-%*R)6DR`7+RGC`gt2Nz8;zx5fJIT>OwZb1@*lz9j$}utW&wDcY4EC3ezOa@5-nxjnzvE>z+E74nDJ!{{G}x6b7-|x z?h?00;A#&G>Os==J0|;X03>sKk`FVL3S(u*DU+OR3hrBW9N9#XDGwD-O1T{PKA|B z8_-aDaal;hR3n1_dM3+NL>_Np%#e;BBJbdFQ(Y^O@i-*{mm!n)QX{{Q%RAQ+f-AA2D=UEbysbidfiZdXaQ(Nq~s*Vi0< z0W%0=gdkTr+B^oc+@{#fV|5lw;MD^KXP`Qg^WnaYSETIpE$N~9EN<2>)HJeZBt z-VT?XdSOd$Z4t-A)@wrzNoCnlI;GkAvMxywJunG%wCWM7&MR7_+j_*!a{k$lTkUS~ z73rD+IKM!D{?flTYW`#U+FPjA4i`Usb^($SAT|q>V;KaK^&|G4CK?3M0Gb}7S@IPM zoPcZ@KlAxhS1V#9X`x-wDUuyucSk_PVJB7sp9!^UMz2l^5tu&@QZY4BCANy-;SI%B?S-yOj8ZzTL_7 zI3VffrRHn1r8=Kv!$Fh$0He+9EMI-X-m?>aAR>%D8E)_VH_4vz_(>EcYC+)zTzbrxxp7v_VZrl}?L8)9ik;eT9NRVvk@9}Jg#AnBUZ&Unz#&5By ztzv1sh;uwkX(ekRFtBY2m=&ci&Aoy;MNLBOoE1lw zcX>&1@p;}ydhj7^b9zODXi)*);~KZ|Rsr2yr#;q6fug4Y92zsn@2_fXe6I8GW^Z?F z#Eu2Z%1aN%gGu-c2iw)V|Y-K{guf#yQ@N)0Eai={4w6wETN0JQ;*k?h|m zut&q?T|!<_U5x!iuB6aLtB0GCxfcUie8}_OrPJ`Xtq0HT1(gcnFLT#|QWVu0&Y3cg zTQ&uiAZf(?jVEd{7_@H6@xTJ;R)tSEyO#qSW%QK?d~mxDyjYS(#OV8W*dEmIy1;1z5bDQFuQX%A_7v_H#zOe7=~>)xwK+X>LS5ny zuNTAYX8Y@=AMM);y;ACAFilihzpfwP;&B{gZ$Mfm-TMAY>Ij%0CG5OVNpyDk^y4y6 zOeeyCC$LXBipNsI# z@a;CL3ULcC{R;B5X*Aj@m~EY`RD_;>X)@0B*)E!Yuz9LVH{;1}G)f6CDwvT>7{`hE zCG0)XcdEFIcg!){eRDD#5o)cn`ZjqN_*5vAbuJ56nC6laOsn1EkcEK}LHY5G*h|>} zD>9aKs)b$BLJ<`KY4co+x{U@z-E9ntOCX*ZtaeZGb~NID>o1p|p=0B4JlxCpDKe)h zE=q{(neLy6w9T*{H=+7Q5`mWO)ae}qtE&@WM#>6BRghn(v`Bd!`@5|G6JNC|fBkmM zrVQohGojwm=}ewauQG(n#Xb(B+EbQzC<#(bZwEiq#*47n#8Kz@0xU5{=yX_Vc9nzt z?n7~sS~Qomu5)=JMDla*C17?l{HiB`6yv`vtGMf$eA+$LApkBO)X#-!hr_7SsqOaA zD@v`dL9*u93ksLHab}1prPksL2;C-R`Wub$6_-lc%MKJfV9Aj%RGD4XG^Ryy^OyJFW>R3luR6}VX@Q-4P&%{2 z8hpPT8RKE`44IVFq^FDL7YgGT9s> zdz5CIBFs2&p^ITDUC%ZFpk1C%n%7*)PL>Q5Otd_xmX=Mvx>daz!UqV>@?=$mB zVCDvAfg?Znp2_$?wehKYLJd=e2Q_-(R+XH-!K?ogApyE1)h27ejqr%&t(oAGh_rGp zDO}+*@V3%7JPBWv&gS+6{6Td7W18t!8`&WqoU-}2&jr5sUmc~WwcoXlg#pm5OmJndBkH}?Kg@Y$ z57D7Ys*$-q9wnFB>!80h3~WrfYI01Rlv>TT_o9=+I@9R@<@RZ15fCV4DNTxo(tPmU zr;^IA!C{9h%XrjFHz^s391mZhk7h-XWdSm%E}PnhnFEt5r*2|(xt#;)F))eaZA*!pW5VUT?VKuNkQVOLxiXIJ`SXrPvZk(aJx94#1CYZ%cY0%WkdR>oVz647IY2|4XeKEu<>ln0&Ady88U)ZeX3b0L4P z`b67FNWy6r6sFIE>})DN7{3>1D+4M4b-g9;BRMW&H1U|gSvGi357ijizB2L%zk0S=Q2PT$WH8V23Z7s zHu11j_SR}$BL9F;er9vd1koU7rmb57e%Fmtz1-!KIY!GO7 z^m7OQ%eNqKU_W!>rNCGBzg3eie>u6C)$h%fyxOvD6->Mkpfb^(ljjDO)`l8rMHo2w zIR+Y`hZ#$%)~BBhxN~MTkbzr)GqEyzf-Ekswtn4QwwX*U-_-c7YA1KPFv%j5MfYUm zp4y713Ks`Q2TNMEGCo+!hHG^kMz6GH!4V4x?}2b|KXwy%vpSt5Z{vf@J$Ne4?f}&% z)o#?B$GYsfhMWLSzcq!*XF2(%wdlFTk)G&uP>RWjb{yOkYpf9cxRrJTmu9Pjj^Of7 ztCVt$XrD86rF`j44+0i4MB4X>3bJo`Q?YmBS~XBIZ#o z5(FB;HHZFIK_GqXnX5}1)$Y0D1@(vOYk>|odQ(vrHW*axnYe?Rf;F%qiuRa#?(yP7#|Mvi7%Gn|D9s6I4K`G8;h@C%Qok03yBisjEWkoW zVcaH@e#H?7L<|FAbaNKPOMd^Bb%)FSBkO*=+H5EH!1syEJr@6Bnh(<26$BWCw#6La(TQfQ^+3& z8MDzU+Z}i=4{e_)z65DH&*%HeJ0D583>ACVJR3kPcZ8XJqQBStQh+n`lAhxKIDZT; zkKL{8uRWHd&9*IS*olsHrOg!;BT?-JrffzZ1CcxH?`-F9;hp-iW4jB11_y~r4aMRZ)KTD>(DZHd_j<*4%Tl zg=veldx-uDua?I-q>HM|vM^S@JGn)v@LVaFx&l<>7w5EgjA2o)MPPQNEFv z7;`UE{Xf|gWB^b?^((J<%ISqt%J+B!n4agDQNUCD;!L#i_(?|yH}RfJN$)pbQ~k%j zLx3M4uwEsohe+ATkWWG~f%g{QAs2fFxk?x5ZA&_xIgfjy@sqear5*gD6xz&ny;9aw@ol0kG(BH?#q=@H)Aj>gYhI>0dUJsZIm=g*bs|le z4H?{HzhD`zPMJJ5h*_Gzb<;6%7|nPxm~l&u zcmd^A63A;wQR~&IL54t`(xJ|l1}Z|;7o|@Cw&#tcdg}{ffZ_}&-j_$i7Zc2b8%RmQCLYMZ9LiaL>oFhJf1N)1-q@x}vGwl3 zAoKSe>fb~==SRfjXCs&j4a6{fAA*lXpDdh;i^nMe_zrwy2%SRf@9q|m6k1%ZC9y?6 zIKBR!>tJ1v4Ns)Z+>sn4IwK6o5OJhCd;s`%u?Xv*%+^1i(&`bbP4Tde#ZMV>sFy|* zdNS_OssBI9&N3{@wSD(sA)p}LphzPf15%2Fv`9%KT|;*(BHbV{grb0S$W(f0ev9`cPXX$+{PY>v;YL<{?TYDqrmcp7b0m;>G-;YZtfvRxv`nK#TA*AnVj4*7xv$Vb1PhSJ8vA>QMbyvN9O*36RwDQ-Kpi=03Cx z6I5VCEpZ!&!b&fI9NST-OYN<9Lmj@^#S^xtt?(yh63n9JeVlC#d4>1N=p04RnB-oj3Ot0 zr)TwQ*7&-4EnR9W`tu{mUC_Dv>N@Za^Rh-aD5uZDqDk}{JER+vbEmvcYxhoT`1g&L zES+#Oh_Wn(eql|$?*ls3xsKgk{zV<49ti(sWM$n1-GXlOrk_hbHs~%e{>FtAc{V~P zjf0VM_YZVP7%$0fhXiBr?HNw4m%EcVs*Zb5-IgN&&{J%1CbppuOol?uT@ayGZMe=2 zQu8rW=Rb7qo5u`^Tezn4q|;Qvl*p+Pwud!u&rtKx#z$Fb`$D1c4T5P2bLx`;jz(<` zM$=yI?y1o(vhxq>Fq}(+V#O*a{A)j)_t)TGM<>^EPOYDW}G|_OC68CxWtekzWHV zk4-brk^<;?a|C&==lf*1(kSkAmYK13zXDafgP*LqBo3HXn#V;SC7rze)^v?URkOp^ zS8L)oGQI2{6FQ#FM8byiD;^eZZNe>M9R)hZS+V?Dpf<^km*7?@6O1iBCf}WX+{yep zJVjc&fWJwdUqMYA@yFI-IJC3DUFvtl#tG_`sJEOY<&bLP`6KNG(B-r7hSbp)j9C+yd-)P{qY=3{nicpN8|GSFC;XjrI6%t{Ulk49-J%xa` zqwb%49ln|gS)Z~w~AjfB^&nDX|QDBq+6V4)$jl* z{A0l5Tw5KP1DL8ezHDfDYtCzDWfN5(umN@5rQ}JQ(KYSEX~6h~=6P<*V63xgHb@=$ zMrHnTAqhC+TQ7J?1IL#L*!4UeqbIW&(tr+fRNv9ClkgG@=VKo&5L*LSLXRzq%*qww zG^%gVeV*Cg$9$b=NBe^-5C+x6C?^o}#1>0i`K+7AA!N$NfyPS$AzTCx4^ma2#+G5R zxn01%Q}&?1(xrHLkROuh2@m$ww@<`;eW#P)-CiC?^o*MT2@AUkjavCyOTB7w`Q+yA zChO^81cdrNq?K~EfP1sS_A257tiG%_qR(dGhXe}?>@1k?O_>7J%l`*3-*!;TmLB_v zyL=ZTKMK&%FgQ9fR3X|Zf<69QfHrA*^@`k5ht%Rj+*1P8b~B3f_J)kcTj^N`dNPZ8xiNc}eM=v>Xf04y*q6~^ z=}?s+zD8N;8x9OCWg^-oY3#2~LsM&Wo>dDK3OEm;VKpGM?<+yD zq+kC&9f^mr(=zqthjo>v{H~AS*O&~rrO}giZItGrXG{d-Km2M*AQc<^;062@s9W&D zIGWOyRG1mjR`!vgXpHmq2Wr+#obNE)gS}AF%EfRmbWaR9$~|sTd=x)Uz#k9@vFd>? zG^^pV7kBRxV_h12ePNqN{FO|$j(2kK90LM14jpQDzg*i++g`Z|k;R?tivU${uS4NY zu%tb6%R)zlrW(B#uDPH;d_-ZM8zgc zD1VmM9J*ISBHO5@nF7kc0GD^KeF}`Yos}9#383>gc6~E>!4aL8MxpvPv?NMb}f2!iu=OIPZFGskk+8hvT;9MNYZ-Tqt5=1@L72V2vAt3Ts&mdsr z6X2b;hz%>SB!;8EZv~WKVPjz_$UN0#PK;9KNhvmGnXQPy?xo3*## zAoxe#(9G$FGf>6aqE9Z&7873riPnba!Fw_TCBspDCG8ue7|E>dPmZ!v0C4$3Es}i0 z;CpF(`g%a-9YU7P0Ir^e1RY%-dgV$0mUU%--Lyp5mPl46yjg8>ey9J4+%Zbo023Nw zb4#x7w8RU)TNo!VMTPrCL`_Xa<}O$RkXk%;*3f!B31pi^S;x9EBbWa`Tp7D;l-;+i zqW{dAL)HKRj-ClrzMd_-5|E8%j1grLc^kl>#L5kCE0=xBO~C*WXr6ciyV(L1=jS*@ z-PGq2M@mAqggX++H*7%>Nr9-ltm%#h6Oc_7d}hkopSN|Q6TzS-E%Qqvl_bjWsfRpY zlekM_y_dtdB<9ZnXDmsf@vUp$!Sq=0{mcLTbY|);265f4Ij@s#JdG3}Q(%xJ$(EkOCF{u7p&@RXHB7Dg3Jsc?(7caHE*YzQld zJ*&|S(=KTo#C!*1rT+s~G_P(3NyyjAitXI$`4R2~W~D=kt78etLVzv#+WfTUW@k&0 zh4vMl(=qScLPK3YL?HVpc_(o4_w{9Z%@Z40%&O`RO{1KF+fT3_W}#p7*$9T zP@VdFvMh`#=v+1H0Z#>B$lc6KN$D9N3y~lMs5h@w^IYPqOQXC*yfQVTjMOo;xE|^Q za5`sfSsShE|G_Jr9`|j@v}b83eAEUzS~DZgD%uDI8Q(6kI_DaIqbjQMDlk9mxLQy@ zTN=E%b3vnP-w9NcRnUgFq8%@=t?%S26Jm}!Dp-#g%NvKt_$QFDJyZR?yO^W%t`$mh zHc%)7x26`;&^tf)#h@kI`xv`(S2a;u`x&NMb4kyFR>p(0N(C4w*37)(ygKafVrN=)nS-Vfp2j4rGqL46|F!p z8S-#PQp7c8x1(=pz7QWai@H{77wH9e-31yNTJ%Xhj@%0?d+{tqeQofa(17nm&FBYn zMp#N(FZ0hdBROhMcXFP{;@O_7rvmS>by(>eiZlE%DC2$;ww`t^Y#ncf^cgnwGxpJ7 zFdoC&bFTS|fuJ39z_u|E%7XMZ_6}E_x+gL!V0grf4mJ_7JO*}O4&J_X_;o^vh*P&{z zxyLG74jKXez|aqI)|ge*;nTkAejQ#$FxwUVazaBXPQGd_L1Nh7K0o3gW6Idiy>sVu8 zENY@MlGL@zIv{19GC86NPf-{Qff?EH=u|vwlnp_?&0AH;r5p33&F73j(L>C>V4Rc# ziD2@fb}S(fsP$Can7^ql{}lA>07^!odv~i)ky||$bN&QO3gV3JB|Kx;xg}qlq_^Y3 zUt6a*dV0=T%VfM`56K-Db}^Jvc4Vnn0g-LAlL0Md`s!~H6BQ4ixqQ{NUqLn6hR%J<=KJaR(sj~$4g{fQr$3d<9 zQ|DhikkByaRM16CPw7@%f z&56rGxaCZ>y&8EqJ>{Jh6)rvdomZz|Z2y`OPii_Fwujbp^@KZWZYCr{*MEw3GXu+Z zOY<`AWyFz`qh7cjXXJLE^RM9+xQlJYL*BryRgk;VH9)yaIdvFuz#_)#(SH{Ux`cY; z^#hM-aPPilZi1)U;S11Z5n{Qf3|r^|Oj2z(_XvI*^Fx3QuBRgqrz501vKRYO4tv>B z>n!AF6l?af%EYI>2lU$94%6JRj}4y7onr%9%C@(Jh`a|ie^Wf)W(0Q@l#E?go%;?j zPuYw=*)&f7J}huPo&~jHN4URLt^5e;lV0=R5rcyK$uobdsA|e!C9}fG;5c0c1;HfwyaAFhNA>Ke7Ve4<_JV6HxBHHN7UqA}d%a)N_&5WpNm*4gd+3Ox`m%X-YO_8=Q3?C-@4|`z zb5GH-Iu}{*p1^kIR}MD^`oKKTm|iP`EUCYKLE-;-Dp>B(gIpFEW2_aE9s*ucks0)e z$+HiDniZadfRah=n^g46d2K3XB`GwVVO9w3KIpoLG3K|gd>4F@xv~b!O5>59s)cXJid>e=yE<6kNzC4km~Z zZ1&eUE~#wYz4Ea(Xv^Hl>t5U)`$!3_??2f*oymEm67AJgz!}+pXQ^3pI?~c4jPt_O z2fthV=8pXYEk4jsWUInkOQ1VE?vYpqD=6^W3`fJY{P|;a z$U0;ezb$omMC}8@x>=-cnfm$6T~*jb&SjGbOz8#DmJDId>d*bbyUq$+D4Sej*)+Pz znE1+(Ixb3-Xf*E4Q9IVfr#trg&dEy&bi#MkAZde8K~I*#h-G9PmT6 zGckaI1~XIR%WX=GXzxA~$E0&2?X7LC-}X{f;gh0|r>u|+ivkX4v!y;n9?^M5uJhcvcP*&H7)M*OHIryOd1e zi3_Xw5?2(*G^_lrFcxBDQFMz9lL*9BS3&hKH`lAeQr!sIrC-HHXv2Mq%wV8zvje5o zV?eLO?RtS#{)G+ZW4|+Lm$^D67Yx@@y6Rp7YVdph&;hcHD{ey`TGO3rx(eE{Y?(#% zQzg%pDtgosXMGY{DNW7gTo~GS)bNOh|26y(kALeC0^a=u$2*$8iGV*`wQ=^rrY)G- z0+52J0VUbt%kJ=}qZoD)5ZuXib^mEWF`Mj_=3tGc-t*j^f4YvSAuQ4<>%2V6z9b^&kpTD>ZA%iQQQys6Vo4$bxSul@VSEkIIYnjh!RL*GB|-CQo7H^!E6=K^br$_VFu zL~R7xlKvIuxsgPVCNOxcuLxSv2WcE^_gLS9p}^{1$;bGq7Y2LwP8zWI(E;LR?xpiA6wZ!p})kXeRi0J4+L2s1C?9#rMFGIRVwRjZ63HkY_MJR;(WnU@TW`eWim|G<-SPR$s{Bo{J*0?x|(tcDL|-g1`!XzQL!{gme4xg8`TO-u%67% z8YReru@@`Cd!pJJmhVC4XTgnR_r5O9h>Jre$O7vu=y5I&+Jc>D0PWo5*hh9{N5)IF z;#~>gY-G+p-K=u(fpg`}+OHIbRnhbE8S(TkaU`eCnrmIxThzS!B5C!>;WwYBq(j5ur99vE2==`@Y*`s!5bYfwx_Y_W|M1R1UWQu}=46g*CZU``!yP8@xxp^q7=TRU`Z49p)Aem>`>ISWRd}pPU zq8*PK1Ie*?pAW(!Q=&v!dXeUOBq%vKx$Q-UOG;0qGmhlt$UdfL9washXJxAX8|d zZ}07veK8IrKr)3g+Y-6udBmvZy5ws=OFQjH10O9FI2N*+PAh8%t3ck1vs&d$JRBWd z6%%faA;g^A7dcjaXmzUWn3~Z5@?!yB2@o7qoJ59))lN_wc7MKfGFloO8PTNOCf>C# zQsC@$%W`$p{EDgsR%H<8ncUIj}B7!PzBRrg!R*RgaQ;SiBl(8SHU`o_HI3ad$? zEsOZ)Sut5WreFI0=K67d;9u6p{Sl>YpQhtq`H~?mrwuJ_g<3_egIkvuTZ`b!%!Q zgckTuPRNf6n5!wLKA1An?;Oqiv$Gd#_H?*~RsHGDYt>)$8{hweJ2i5N&=J4+wE{87qVm)>d*8ixi+nndaJA`@j>Klu+W$r&OklJtD*|l16aCiqrI1G&3g1DK z@CLWckQm#2#L?q3AUh;JPoDYh`|5=0s9c5S!|Nd;^yyI^#sV_5bmkY86^9Lwj?%TU?@<7(27ywK?2D_s z>nqzahB_^NaW+yi22kX+i;ID)+uT;NQxviwX_yM@@pn|jr7(@G!rO(HL4mZFSnJ@_5t4h0Q~j=Z3RM7Qo?R_5d-lu8e}DvrU?wVvCcnc1~n7NdzY3YB3dNQt1aeHylU#fc6Sn76Y^WJDL6H4P9P2l${;O~_ z_v)NOF>kVBLj;N(^EknR9|aboVuKLz7aF)&K!RZq(&7s^*z#iK0kXJ&atRc#rfjOq z$bC{rnKSp*R=-A6|j(Edw518D=ruU3WG22KE3rJk`$g-QTotnlZx zyiFY;Y1UhwF11S9_Rywx6~&-UgXni)K@_W8U7 zl;N7JEjI4#SXHl-pUK$S=F=vEk9U8?Pd4qtyV}l9xkrZef~AR>nbCoN^8?et)3jY_ z-FyJidW&q_OzTHxt};nLdLF{jf}@dq;A;l1m2JWnx7mf4RmJA5TjKPN$je*ECQDEr z+mNk!j0D@Df6>{ZnTGhLj!H`)0q)!$E|!3fRcH$)tUtOqn57tqvX+B*9^l7(5Y2EH zWS`?!LCkBJSSRP6?Ji0tcyxKj{^#@0Yt3)Nalz&C?w>y@&?KlE%5YvF4jcN^_KN zUX?r-99$idK#z}^ekMwe1CHFnyJ`&V@x+b>Q2`z+2xRV5d4K&abZNj@|0#J*E&D8+ zE~;mLGJ+9xH+~EkNLom(x)1tqmxVskVx-p}Q*U&AhQ#1|tI{GNbM~9xL8cv(IsL0N z1h|bGCu3%ino-~UW9nHpskJ74VYpc)CSG7E#={w1G|O(pk@f`hHiFnL^3NY}u-cYt zxz^*y7+<%$dap{_Ry{NN8oO5D;2*j8;aqk z;45`#+>vWM7}saxj-eHF^YmQo&{HgqnIulPIE#tSacl%04 zUL~afhAs9JWeH4Fb*?YLIE!OkR%_6dqzTyw9;l)Wu{I;Zt&(@cu7+~M4w{I-`goqP zr}}VIsr{{)uavjy`Q{+IE(izHzgFt9fI(O&urRzM=%jtuJcg8&*wh~|oOHYHG_z~^ zD|^#@zYKq7?etb%2pO0thb-2#AN|_5Pt@r;!@eWJB!A~lGzf{j-DL=jE{DK?qfoDr zRFLDW=VB%nSS|Xi)NO4uFO2C<8EfjDnkj25TZGZif!dAg_u79_C#dyyLUnkaDmXk2 zl9X?0x7M${&l;`ArhBhY9F?a690wY0_(2Me0#>o|od7w%bL&=}0~5-Bvh$Zv_~AOs zqk+5nJ0=nq7oRYvDuTH~rK20TAHG(zddG|!8t{h!T93JO%e0im-b2IwSU zp6~q=vhJtSt%~0%@`FhmP5M~DgR57uZPh48?@Pre4vA!??__0++4{yp0O&=KXA>#h$mz#J?3BYX>q{@sy^(Q*9GEXnt&u?(@lyHdUsdWqXH zX^Ar9WB)M!#208zb?PNUs0hj>FoHwXb|Lq`_yP0SKWw-%p?qFjlHQ{JWq({KJ#_{)!MxnMxZ-GL* zBGb!$0m22;hNC!jSyT&CEM-}YNZW3RYHiRLU$ebZSE$LNn-}@4wOJdzehxIAUDr^ zooDBL&u$B9#&<&&tTxTCH#6Efds)OrL&Sya1~P(+#HOFRTNjD-YOQOo;Aj-ytMNZQ z+#Zqw^>lo8Hp9hMMFn5u#ox8BfVkAF!G>#@S9F8fPKa4QFG0K&KJ7Gm=+qbUKD9*j z4EtRm4@vpTVz8f|iFiT8>Ht(RxtYLmcF>P`h>W4Qwe=OpwL^i_M`%GEaEqdR zKN(O0SO&6n*37nNM!Q?)o6~G2I&WC~m2}p`$}4YLqR3RZ37o^S9>)<*5G4xHpM2gL~#mcyG(vJZLi& zSq4&#dsZ=J%O;mQ4qay82P~|5oQy@eQP&jYO5Q~l|6JNj=?p2sutJc9uJ70sl0ZE0 zEn}nKE%~E)SzbGe#al)XDsyR=JJ#u$qo<8$zdHrG{$K6C!C#3QlBT+14Le_!K(8e*jDv))ye|87JdKll&ouaNJKqXHK=jfBZyTn=rp4IP~ij$^Ze^hs$rbB zt6z4r=QDWrJpztD@2lBdCfNL^hg7o)KW(iJO3o z`nHr{cJDk`mNw&dXD!iXYDrOqzSA3ibBO3@JKmcIM;+SyI&H#Q{3)+B= z0Lv(F>(0e`9vN0pg1Ez7mBt65AIjc(iP{(h+4@MvQUtl)p#q_s;j)SmIQLhoG^CTs zx9VLUT%6oRN2_@n*4@K$+Gc`S3N+EW>>4zRSLPsVt+J8YSM5XJ!x(uc*I{Pn9p%26 z{DJ}-z3Z)xfu{&?z{<$U-70N5)B}@7p3=FQndl+E6@jl`zdrHtd8}P(5KbrNp}fk6 z=1ll~Q@QbuihT0Nx|b@rw^?F=yn{?!JrFMzqwgpTd-GMJ=*$@0Sl@@a$d7JK0CTsDdLmeu>tZ5?foTApzj!yElEg19n(#yX*=6!3$=3F>&(P^}^>Mrq;*4^Fx9sFEUyLtK7_%bp8$#DK#{uqgt3W;0;79UcjG+uI${Mc{QI-t`7w zuPI2E!t76>UJ&S4ye&pZc(vIM!;zrjHeIB^LBLRTuWk6T5gRR#A0EaB$GoyG7KWs) z;(dZ2r2^Um@JVGdao!EH(tn_eaANNbS(sk#5JCQFEcb@84O*`)m)=BWGLy(F^B5)Y z+-oFAg}O!bzyrZel8C976T@uh;kXXK^7H_Bbl)uWn0;OsG;SB2;_kQ1JK=p^Jxett zx#!(T`M|a|r0DId4{*~+AlC3dcmzbvP6q*8rp`SWm2^Cb(ZT3NjpJ3Q1I|KbtJ#7?jh`-t*Q9d5k?}WQ9Hd=%j{>XY6{^ zy|RZw`<3olYH1GkQo)?$=BOEAwDVZR%^wFxq&&RRH|$n+{~T~e?0l|K6Qy@O$MdxF z1mKR}v`(t8fKmzY^p!~bL<6aRn>?}WSgOV{u7pWIhZ6oon7)s{p6hC0f3?che@!qS|INwdN2pQLc2jQbYvz~YJRfP`^shfGfI;PEN+VxaM_;T@Uo7*BF5lD=)4PT=`^t*0f+#ng`0Q{` z{Xx;cWG9QV+>PeNEJoy0yDu8~_&@SDHNW1xzvD9cM%DB$U&^T~M})+O>rt*tRtAlH zE*HJ~+}s1#=QHk6><3{CX|9;T<@;p(?KB$h&g`?k0QpM+hym?|ci6f#OIDgP1>w&0 zX-~we`s}|}v7KLsx4s?Pa(Z`AP2f7KsHpG-X5qE9wN17JN(np8(q3dvtaS`P=Ax#j zr&GJ^=bGt+goH3ut6&`?@0%F#5ySZ~!$L(Deee+4^&nL-F6}F^Accno_TkkN7Q^XQ zP#uA(+9!q}kE`mWQ#Otm<1tUSq!S(JNe1HFI{}RP5m#?3fIRSVwhbK7Me6CQq;az- zJ*t*9tFDu0WNC$N@kMV8l6Vf!3TcH{Z#p>~1gL10o0f+b@BDxtgW-y$H50-pJS860 zagR?al_)|?V5HW_3lK%93dCa@ZUHH*^7~Gks^GLNyKtJm@XDK>qb+nxtE%=j`7XaRm|@WET9_mhJ?v z&eT>$DTXyTTTo${$l7?+j`@pgC%sQFGu+?g7(zeJ4ud4yW}96E9dznIxsnsf$z~aOWi0rj{~uj#adx41BQ%XjT_nX2sTi8{2)msPZSU?1%c84?muc?0EGZ zKX2UTCt$;MdF;8*-Q)A(6GtdEW0e;^0tHXw^{zT;JX9vlqEYo~@{;+-k_plLk4&sy zP2L~#h>d5QCwCs70^37H__Qt_Bj=1sj`%)R_~(>%;D6nKYx04f|6qDX(W#~tWh#6PP~uKdX)mBu6GmMD4H51v_~>whi`Mu z0dP#WK+=tbOQY&#SK<&i$Ka=|XN?INZW+HlN^iYjL??YvWNx>}&3zx3wfdo8I>9|4 zK5DCGs7-4p{#}SGhWR-J#~apCir9`kLeQNTeYmmsHDg~BhlE5NA?i^xCYfv7B099H z>E1rTcc(`ZEj5u=DsuPdD=16(RO39{cg%}9$8&gE>;l3$q|~M1X+XV0%b!o~82zO+ zRpYcR*63Z?X6l(g@x}IM3eZ|W+O-x*9d#9iXGKs33bwimyt<-ZDxS?C>-RRocf`9= zPaFin8AKTU)UcF-lYQ;#R(V!Tfse4Yksow|{p#TCWhz>yo+VSl+upQ6pSFP?ux?Bw zfUCCE(^Dl&x!LBKR_%PR=0tt<^YB)Fu8B>ULp`pRme%n|O7lCPTn3X;#k5UaeE}?{{oTh`jgLri- z=)$INARN*-0}%!HAuaz-fOO;U;7qo7@~1t#B;UA3k*8Ap&&%-5!}Xt+LHXVPBd8f4 z(7?jC?YH<+xR>-QV6%~q*+7_BmhMLY#&Q;x-MuW z6--0MWLf&aWrS^B6ECL2Wvf-T!{C51ajkqv!~mzj?!6*8&D3$8Cd zsppo5&Y}E}z%60n_3!6(jRy3 zm)5ccEHLcN<=2l(fB@%1YaAm{FT84bvAm?Xul>+G<_DYmtE0z&gcoak`FEmry|S+y z;PU(yY39BI23`q${+BN|B(n*jP$*H0qn+I|z@O|lPP=|RBMx=*}(Iy`d9UoCb@O{y@dS;3rlrc(0VkF#2X+Jz3q|l{=r6_5? z5tKl9@SmnXUepe~9t2GC>vkwT4K}>sPMbZN@X`K=hgd(y#RMOy>NmVw<1q1o<8$VE z8;Fx_M2l!{Q}Ru_M<-A@qblm&SXKe$8Su7H~3yq1nB1a(9ioi+K_Lb3VKl z=23P}Tm_l{B@CPI?BgM2miGa#Ud z;|(R>>T+br_uB!_Jhgk@o|Blfx46xvl`~lRk&py}GM^VlvlVtEtQ*(04^}^#-0w8~ z5>u`D#ZxIs>I~N`A(xzZyehcP%*@OfvC2*-jpICEh#m(^9bfmmJe`vV+AxRuRhGZb zBO@bDV_G^3;L0Gp9Naou1V6}wI^n-~q{?}I+dptH-Kd^kdQsPnAdo?@w7e{Prj|yZ zz!%>|j+n6yS0qix4@8_qz>Z=v`xQv*&D7OFLChRw3#xl30V2uj9&fZF^A_Bxp--8I zCm3cxQnn>Nu^V@_M+QJ*SpcSE-J15P4G$bmJQk$4^qW@HmIltu*MMYwVM>$F^=Q7Z z1|VSlexal{MU~4+E3Tgtkm3Ce?R+soX+M$t^n>!fvP=V7eh}ox&8z@W$6(&M7l)93 zrIx1e6#e9(1j1GnSoN_%8sfU4+P7~0rf;O1d)!&Dlih;;3ISXJRjt$OSb9FU9tz9X ziguD`?zK26>tx)rF827O@QY;>vt$m?8GU!~ED#H0ka{O2(%QippJfS;USk^bk$Psv_9wTDD(g6K_bsn9C~sAJB2cM|VMp>huE`P|eTs|C zFRl_}lJP4*ZVc8D-!Q1$u7p5eTTj+_kdzQAhdhow4%bAR78Y=fFYI(NbX5&WM)q+x z+-bQuC@YD%#Poh8`ZcK2xl2g`2FWOSdhZ+O=jUGFsbOPf|NWI;?!C8Ce%bvn_G48Q zN%r}=)y@wbhItHVf1>$N2#gxCKQU-1i1&QxHj9Mjc`%ZMSf0*#NG`54Ddh=QTs_N} z(R0(s;MVgn6C>KRyl<;fzyzKmn?O@L$m_UfTNP-tfv^^!C_PDw() zL_7FQncsx$*e9BNAaw?~Nge4<50KcIsP+3f4><@e*6T@WgG-ds*tZ1>?qZGZ#peSL z*_u&J4oFETvkOA}<}z~kmRycJ>ft2UXkKmd3o3fgk%dU@&cj11>#S(4u#7&o3|NeY zZ1Y_1@?16HKYlz#dZRNZD=i|&%rJMbi0|Q}=CfrU%xP*jQQ9$>DWs$-2;+-0|AWpScHth zd1=o{(+9wpIcOia#iYK732RkePeEUWwYn$Bsndov8!JPoiw5puMmhk+H#zYuT);n= zZQ!ozaaY7cdz>8AU`2Llz!k%iaGZyylLjdI83LP}9cidn$Z0#)sOO2*+WU5|U2kVW z6r0bLer0pbSfn%1=h_+PF%G&sEs~QDY^sP81NJs~$FA(}r#lGNoqt9KFJ!b!fODq; zjBHLqVK;+chmL=Frhe%#y6_SBk4sCJ5}qq>X;OGfP=Kg6{fv8nm6JQPc5}3LgyOGc zR02K=DpRye3vJr;DrqGT<(BQrZ(`%XTfi}M{SFb&L&GDsL6MtNR3bBLXR~DH4Q2PT zQG3^9EIuXuRNOpY`*5{U{|f^6s4qlky8K_Yb3Q=#byPu5aiSbOFpzx(f7hyDuJBSl zt3LZ|NY;R|Jm%Hu0G44bIQ)fPkgy%qf$SE6QeM9H%5vo;{R9Bp>CPnZx1%t4qBt|;^Id-u}8l@$D)Si z8KO@dTmFufv7D9W<=t|3cQ0koP`8htvA&|=($n7vwswW2v*5As-Gs^9l~rdko#j!@ zT<|a#`vkiA;LO`KpoApg7>WlrSkK}}{WG#Hab0&sabqx1w6QZuNZ= z^*o?F!XR|@A|MX@&wU~&)}rjpK>T4n4oYp_{chApa0>wBqQdXDc{#TMPTJVMOcW?0 zc;|oWIGcFg`9~a4{uTzt0I=vm8oG8wIe%)m;i2p!xT^o*u8dp!;; z!NMCc>rUhgQ>9~>tl2V+Nu-4D!)irk%}ng<=Nho;MjU-?mRg%g+1UG)pKg8JJIdh| zs6BJV_=8o!5-YSTO;&eF?oC`xSn&#{kyzS2D<2G$MvUpLz0@z_*>#ghm}nrRi>)ej zHD(kmdMsm7caHz{-4avkiJz7(i3KH>|AB}M-~-qK$zZ&eQwQhZLg_MC503*kC3?r@ zN2V9E=<07q(}si$6aJUpsvN2$WWjx|QNpF(HX>6S2F^u-JjeA-^db(7L_B9zAl#Wo zqEYfFTptdS(LcI=KXKHLTjrKn5}#TG=jg(o6IdnzKz^=lnx-^zBu5$Ri5^GFMJjpW zTRZ&{YOKI}!*nsSxY)(-9c^c2}7+KjgYL}MdWyjcs4=ve$7j24# z12Js{0Y?+P!w5)TrRUxR)}-d&v{RB{pgvf5zK8v}J%hDw!S5RQb!t)BfX#et+3azg z-QrPa=*Ex3KyE!x_A6=eNm>C1^T^;Y8zRl=G+=6(_%_{n=p>y1UI4X2SEzG9<)yjE zgF(Pt;Y_>na2D07?3U$elwoL)N_F84P8cc@9-f)dLu@qcm66Xj%ZjChzzqH!;{0TK zJXk|G9ue@4hu=s&;b3$PIddbd58w4Y`Lqiv)w&Nlc`1pT&(Pj^9M87}yry!*Z9flN zM7|{p)bp)#&RTWPLKnUb(|OMFGkjurC=;-Pp!3)Aw8`2BG6HkN+StN@y0+a^pS_z) zpt?tsxHjV+57>eLy=(^%MYFhrEHhG@PKRrRqLctR0g?bFoqd&rPo$areuhgA9@O z&!qMGe7bKZXC%gSh~?L{tL=y{8Nj_PyjMkh2Sw>0_0hCglE(L7pt4Tc&O1n^1c2kp zCfTt!V}y*&x;-pHy|2EFl&qqz&^0>VvNm({FSLvZObL38GXg6F9D`o0wk66~Fnq@iD>BoVO{r z1F34eGt$i^jsomeIrSu5-pI4OF7mHLTc^IPj?osTJ}nYcDj)**RJ8IX?kYQ`3FsLB zAOeHS1LOJT68GbELP8Yydo3Ubd>`~dYip@aeiKN}rczcDmRI)ZIk^AIT~=5=gOT%Y zsu4DLD~vdFWo5*74~ZA1;HP@(ALLI^@tI5y#R)|(S+k%qa99gT9h~BjI36;%GSJXp z=6OKfyIaeb;6;b74e=f2WFk@O(0|n)UC_S9WJWRSIvoZejoEIQttyB;E1to+SY@6z|De9}k zGy+?%?YnO6Ap7^G946ViQPj!lMz$Oj(E#X`w&Vw>mkC21KEub|^YI6!@hgj+c&Ozs z&O;VHK;h5{9vTTsvMNAy8D>O7MG;=(^I*b7R~*sXf>mD31Ou(2y(uHaIrG3>SDiNm z&lyqU*tK;&yY)awhz$H3yEg0GMdy$$r=CDva-0VQf=ryCYB01%$ag>4FW9(CBz9p| z4Q;`M(dZU9QwZQyzHAHbb?@sYf8W>1y6*5wJ!&rFx3ga+r1&;{Vq(_YAL=1 zwrG=rJaqhi-2$V1;-(*!FM|^^+|6lPz_Q%F{((qAssf8lSjz9rJOM3tMTG!hyr2VH zPGZDOEW{tBpmXl?j+?q(r>|-jT_15%s&$IGciQ$_X07w>eb)-)6~JjS=bhqVJvUq>{P+p(WfOVglNml^Ks4+VH0wj+w;bj zijS2krRro77<;CrGN^nvK(Y}lb-Arz{W~B`n)T0(TgVxB8*%9Qgv0H;7x8EPmw@HR z{s-}>600Y6H~`$D{o>cd0GD8`ZdZ*17ob(^@@@d+wrz0(D=D37&BjZQW#UHE&vZTU2eJJ~ zV#iBoZVyt&*8z{I#WKvgLQWRP;Pw#tFL4vLqkXCeIVrUaR-vX1q=ZjMKjAy#DIa+| zXFXR{gS`D=mWgb7CC*Sgsd|ylzJ%?tD2T;2pdybmd{`|AIS!z($o=d%d9tUTBy@4I z9k-mtOjydsNjA`)q^ZvKdUx)Rnpoe1t)o&rZRu|%-$b5!ND^%|jUV^awEC7bEhx@A zOh3Nvr@X{cI@;S9L1R!xjnN@kL!q)ZHtd`AYo(ZdLolBuX%Sl$DfBKT;+N?mc%fAC z;Jh^6n)l}&bV@`sX!mev^z251W-l?CITAG;$C||uuX|NjXDo_l^`N6>q zkTnfi_B9S|$x85rh+T76nSCMF@s%(&qiV`a=WcIobfOLy!6kB9N!uIGJ1}r4`PJU9 zA-eOH7PKPP_sgnMVnUwCblXQS zxH$(qe^r|(pU?B0-}A@!9OwNWj&a8Oy6@}0me=)qxg3GSa>gwY(d;UKA z+x0PO&h@(_o+jS?alM#>|65+RuhDI3gF$2d~#M@B7uZM2s#mfFzEmECHZ*d z95O;)%-^^v8L`;tQ#(_hbL}VF`Ki4|4q25#6RjhuUNF(j1=ga{;08-KePNVfckw!t z)`OIhf5X^mU>Lg+wths{-}3PmjmP(r3;sXMK%cM?XUBZ#|%Me)=(y19Am<8)?)&9eczb@qe2n!nCjB^A%DBRJhZ%;6L=> zn)iUOtH%KGOYxYdrJkClsq;tLt~V98k3RCW6wWkInel`ez#y${yUho zdFLnIKEn}G52$B~li9jRfApD^?t2evTzAfVi`TeAU)aWBsdEO^#_=|??|Je$gU26L z1?!)@z5c4qcEmpHpHl*|~FP+ED!4=~lk6AakEtVF;{J{!_aDAt*1xl z82=S~IaMz;heRd*%_jvDqw5e$6l}lom8#iL4i86JZ z9{(DjhuXJPdtqhT5M-Mf`ZwUx9?jjmtTh>+I=WTM?01t-8!#sWVwV*BJ<$DnttCqP zS}TQzKJ0~qd-}zz?y>Pe!Rgk8jT^$$1zqc-G0<-xUGzjIX&sT@f3A%w%v4?l-2FFZBEuU%XDxoEVYjO; z7XS)Dv_mThxH@GSmqUKw10e*_=IQg?4fa>BW8zG&4<)p&dGX5qy60{A<@|7{s?d;y zMkPBtk*r;bUMV#5vJ}P_kkgbXEy%pc_aNRRlGQ6q6U#PS(`>wzo|Y=cO>l(2$Gef_B3&Hq!&mg(2I2EbvwKOR5-Vf>y>H@jb{4;7~e zD|cDs@4X>`iFf@DkUkc_J_72+SI^C{1TjLu@=1k%3drMqGLvO{$Bw8tSiTn$+~kMt z1w}t5mh3Z4XtzeRpHsrKs3o0v=*9;pWZ6TmZ?m-Eza_&a(1`h^1Thr<~U8& z^wP8C>&-4_y-N(A(!kI2aB4cfrHI;lSc~=o5@rY466Q{4_4uj%Q6+;%)s*5$f8pi+ zBSw}hrsCTP7M_4H`aP|D#PZ@BtPBG6c=9CYMANz)&#FZ&B9@&tF6}M;NFh^6iB&^& zV|{%R)bFsEbRfrmjnA?wlly zXcRq_tr{42&uh2xx|A>Oa#OOl&;d0BX%@^5j-9$XQq668y-ezIQn+S0t3=eAR@Yte z$WZrn9dXG!l^8$d8dmSy_Av3 zaOi%vtXXhORdwi-MABkq@DaJa#>2Adr^^YjGW*XI6AgXlbJX80$W~5AkKXXyio~gM z;AhPSXU$Sr{T|AIsV|#9_3?Q+=0CuA>V_hk)pWRsX}r>1?C1`dxNPs3zZ(G)HL7PI z?7VA#X~=5)F5T_rtU$1eDT&8Txwo@EZy^2Wrb@1F$ZY(J}z0Ca6B3m7t5 z%)ns98P_SR2+2^ucJbtAy*-i&8ZjZx%^tu0{vecfy#uBO&I;o)ZB18Kk+8=Q604F;|ADx5sh3|88t|fgiAemtd9LP;HyQuQqn zIsB@i)!t-dW8?4M-nU^q5csyhkr*}j@&>Y4#(2Z}xZu~R@)=qndQpEYgmKd}?S2kk z^yoASOFK88;ad)A*g<-+4{K#~GqBCci2bet8dSrir+6k?4l27Ur#wW8yElR^f8rP~_?EwKKY{{cN7Rjiu&CNS`eyV;oB0e<@5ZLRz$AHJ#7$W=x# zD2Ffpc8zs$zcbif<4*MQ*}|Ugp7}k6vtjz5f#eEMv{L|yC_wbk(44STypj~|(~)KX z)Tzp6f}`cWX6BvNKi3Z5{Nnvv-t#6*DbB~*IFp%1KjtGT;-mX!bm%gbP8+s!K6zN6 zBJbJb<1_$Gex`aq`zxjiQK~q*TX~U)@}#Y_x6K%!n@L@CGoY^vZ&djPmoifjBjm+4}18Sa%^2sk$ts`^u%hu~T!gAnO_- zgp)=(`Z^)y#9bob!wo$v{TJva*S}H?Bn4kM^!v-U&UXLt3(d8>#QIqO!5Ivb%3Wr`?t;l{8ZOd(h<@9aX9TZHZc_UT`b`L1!MG0?#nN;qJ zx+W%uZx3I-aPh%piw2BWsH!4p6$qj&LQ!fAj)0x>h*0+p;XgxF?+pc!;73WrW3T$h zn(vLIFU5J_inW|H8jqaaXVh?D;Lx?_VT(-SoP)>=(2n@vzx9WusY&*b1DV$Wk0Tr2 z(&v({+B9wnJD%%%G)r2vaa8mLC|FfvLYokYe>sNDY7&SiJ+%l%CEw`MZlai)6Yl%{ zt-@0i9`4Q5JM!)C=4GCw`IZXaM-jWqT2-Ij+;vMjVof5tnPd7JsZP3cwTS*heNQnb zyY3m3y~J6+&RFm_^}=2FKUZ=tPIGmy9gs?ih;IMA4K`$D5yODEXwqLCrt!qY@b8(^ zB?V=aTw_yB2R|du@{0wzi~l8{$)-juLPz_x*MwxO4y018J_{%NoTqtYXc+8Gt>UCm zmZZu5S)ZRMM_{tRMf0oARSIM{uS{JT8$ioEIsli6_zLk8G+05prYYH|C*SIM1cmvI z=H{4^ng6oNBdZ^!2TR_Ut33O|_bmm47-Ea{6@Gt?gXMYE2zx*3pBTYtuSQFQ6@hR@ zMHO_Tv6gvQsP2=8#Gfw_vr@o6N;;9q0*_SKPpqsTtr6RCO$9xVm>NGJ{boJ zQckowKM#gqRxI~v&HpZK>0olaL95x zdcXxO+w=&cLfPUW1__C0K96)Wd)*p8cY&UJtVJB@^3`KE+)aL__0%0xAUVYrnfp!) zkmXGzg^Oc=5}Aud=V*RMxuYdo}04+-p}b5b=+rF zt8#y1gs{x^FG0H&q5%$Jo@R5BrM>ONdU(pm*H)grDMp@t_wT_j{PZ(0(S;dQb*u&5 zF9Q=h@2_tIVr8f^LC65F`*fU_d!9Op__NFkr5=HK>~Igj^8G77msM!~JdlREs@ zZ3AdFHf^+lK9BVGvj2qKjZp`r257hXVeq}IPyef(_4WxQm`^(5CA9BcNbVMY5|Gx? z&$!-i39116W3lD;$#%(U1{MOx_78_DR<|?xX1OLTJEnraf}rr_(J@d(hYJ15c#I21EqfNwM!H z{5}4O&;3BelZC(UMrVPc{bgj7866i4IX3;~bc7uT*)l|=#gnri(LX<@~Fd))3ZF1Abi3m%zre#7CM~pXSpTFH(n&?)js!E+K z&dx4%Z3_9zN5`4Bb@MM)kUSm`9LLYn5~e8TDX?29mw(Ph4A`j0r!w|U0Yu<#8Pnjk??Os&udzTIO^{+pgRc*9L zLd+eQL3TN%zWkQE+L{Ko{7~_>g4q@f3^~}>kAa<^xnK3X76st6E3TQfC}Rdtc5W)8 zKt~Eg4NH|_osJ%PR!yntK`Pn>v`tp7Qr=y|D0l_8wL7F;<;|2Pta`{Zg3z^rf2|bO znBPdN^|~_i*Ue4G4=&!Ojyt$Bc=o6_cw=OlDhw^-$a4UMxaVVxk--f@G&D35=gW*% z;^d{CLEvI9(8uRD)sJ4R-|JqhccvaId@TVJ{~9&)`K}YW{hm0lE)RLFZ z^&XBv#Ul+R=CVP#Xa`+ab0T7Vtpj4xP+F;}JF@-{w?g+<)7grk=ek~9dO2+?9CDC4 zGtS@&SGLG}F&?2B*6u7=3|5eF){h6FVe>LnCmL#cGxam>hP>GK;F6Q9HM@k*ciqmi(VMC4iCQ|eV+%Cp!M}64b7{q z%LW=3Re4(126<9D;LpW0ycWWA*d1Q%!=<8FHPUs{$|)Gs5XJZCp-L&l<9-aHf(kER zXgbChG3iG9h&QU^*M;S|ysfoOywPKIQg?IK=1fYGJ45zi7d>K{OQc)de`G=zeu-*WTP zeLW4-o3>85y1@U)Y{o+K-$5F_T^3hTG657(9Tz1;MRo16CLbt(ojUafAtpZ<$SsDW z4u{K%^*UwcPd*Rj8)$JvE3oixQaG&xfQS37Y`tsAJrIes4io%9dbP3i$}lSaBQ!mr zc01mhb7>JDpcc;4K-VPC$AC8KHREy7(f(r{#I*6p+WJMix)SZZJ4xs}YKz#XMPD>+ z#t#$nj7sj0`}tKJ-NE-pg*<#j(`L6Gvq3FR1&FGvwA##kx4cF4z;uPQis;>Nxw1!7 zMOOm^aI(D%=6QVNwX|~(hkN`cpB%VtE}$I?Nppg+!~O4}6=+tf#meMo@GN z75%hLIQa~N`Xw3VXLqpz>+`lyHv!`lF2u;WJ(=%2qoNAKqSX72ARC4l?AurQyn$|m{cwHPm zRQ#1G+_Z2)Y`PYrj9_`CX1B3mJq5&zLG$d(hn{DF{}Z3U@%>cOlis*0n?<~DP~a=D z1Z>HIWU?7t#ri*2&$rB2I z-&J?29PT}Rc^ueWJR)0=t~8KaE-I=zIG|lTXAp&4;x(~{nuPNWR8$PTim*j!=;(Ho zTf{YjT}$YBB_8B3y8wmY9Mc%)Ex;2dr)7M7aW@`mTAera%3HOAWwg@AWUv#*(0H3) z+dk{78@#CIZo-VmpFT1Fclff8^WW+U62)DSA+rnQm43bmiBD@%dk4%I7X`8Ti*;0g zSSLmAS!7XLfoK4qfvrbG8^+rv+t4Oz0&i%s!vlPwJZ>dxxZtulbZOsVmo1ay_t~V* z7Bj8B&g+E(3gC3t`(>MXz>%&2Xx$qpSL2{~_xj9<@-*D65qYMvgF;Iwi%N8FcW52p zBBPV%=ESPDsQoUY>R!v^RcKQ`x>_te zflCkSKn^d{LOyKk&~%JZskRstS;W0aE7ZT6zP?Itob={k?-%wXd|n=~tN7NUI_Xnz zoVH|cc&Kd?Zn$gV{z(vJ7zTt*1(5dq3Q-#1{~h1)3xeo?ErZh;u$8pf?6jtJuSG>D z-_;^v$*i5@+N4tnqfeiMQ-N3}pZ;)px3^4pYg3O57g;nvt4B!u{Sj-fb8Zu0?hr8a z!f!xjBa4wb$l8*;r)@vDNS`x6 zdO*JLk&6<8c$&f!wWt={;OrgkX|GmUfYvoaUgPhobtsd-F+q14*QiD)i>ieVHWL)Y zOUJLk#itcUgMd9rr#55~HnLJf6@@q-CZHqiwVc56G{ns$!qaymvD&D9`Hmc?y?fZz zJhx1ikdlN(d7K^P_v1pMJg}MSqjX*K@_4^?%BrbxImFVdBBu9ZK66<_OGj@K%d_Rr zG!U}GSGqWpxMEU|&VD({ZVRIVfh%<{H+3khmaA)?tx|7ys1<*HRa*mYD$?sD&G$te z(j%V6K;*41@_y$9yx6J96WL`$%c@<1CMOx18g>s z|4hXf0AP10+WuL;e%(2$t}!dEeN^82dzX>x=4FmV8pY6xonthnYI!ldM5Y;-JY}S6 z{O=u23vA+Re46{W5}|=VGQl{8CdmMjradJkqwGZFSU1Uc)?SVv!jCf1$~a4MOA zrW1@lT>M>kZ4Bcwa%91iSGDKyDU<_y0I=wg!=k@<`;RDprBom1tK$73vGJC$#-Ba? z(nvqq%$?ysdvetlA-#RJaFuc3skwx$HP26~LkPUR@E zd3wz=XFEsA9O?S^1+HJlRL0F^Y^LbFu5W){`YS-Oj>myorxMRj?_qw3okI6wqwyCKKqV4jKW!>?# z3B0yD6=KwgX_H*IX490roui|6m2L2nlIf)_V+nQ7pwYDjd`r-FCf}xd;E)Rw##q-* zf7Xh7p!cB8nmROrFMPNDIQ=vv(EZ^uWubBCBzBBuI&F5`Rx*pwHM;f2^!_fJ51hTD zW80LaBP{2^MajhJY5;pJ2Vf$LVujBp*M=XZfqa1B0;0XE^|ulyXUR5VkcQ^uRRjCO zh0xcN;&yUXTwIiIUFktl)vNTYpQbi#!-0DTe$|8 z8UtDu`a*%r#$V#A#bxdJxbvvjwTp7rnD&9~Ku;s%a)XM^OON53LA-^j)Km|ZaJCxl ztGiY~9k10k+Fqi@kAAW2s`I+$vcAKJ_k$DOZr!p`r(_d5oqIlx?X1rm^Dk*QNdiHg z!k2Edu0?*&?n)w@Cc}GgHduLOsVoF`tm*kb4{4KUrK1S@kFcSVXEb@I?e-&Ad5~Uc z$@voVCPoTD>r%98wUfd(?b4rzu*KOa8NZd^FWs~>&LqBb)zUswc5A^kL<9nnTED4S zf<~Z%hg3;Zk*&8P{MvM!izdR9QBXVx1F68x7n^VZFe_)& z0GRdn;gb_0#6D)47uwBz!z#Px&!JiprxX^?{-Aywx*Wx4!-)oaRXkgqB65GEfaJxK zq&I@X>9oU9nxt2lYaI&~cDw`UlP4X^ZhC-8bq##%6+0>ldJL?{P&+~b2<{HYW#9s z{5HG_B`bmhuDYXUhf;MPNX83<$!DhTxYCPR&Jo14EZ}y^eU>IwR=t1fIui#jpnD5R z*t}=XV~f9R$$iJFI?^W3f^%Omny>}dql-`yn;g3HZPcAHDm*<744Ya|Z`U!QUPH;H zYithJ2o{c?~`H53py>6yys@?$0A&J9O zF9T!^GP~XjAm`L_FnxZhUBJM2)zGRwb8?eUfdf><+*dxor@as2L4@v6oY^tb)#tJ* zJoiOZZT=`D2bsB?Xe&xVsXUSDoUR*@zU7~_xt-#{0G8jj%!Mk1=76`joF@$A%D86NzI9QhVM+xgA{*MLvMr~ony<9WDM<$=E_kQS z+t>+f7M6tKosdm)G=Yit{mnBc;A5bR9G+`&hVbbr7=uMb*4wbD+fI z>w>Oh>DYd1D!x=>g9`-T@Bs<=6GS;^@JWW`LnKu9*W!R zzx`A6Q!Fw~Te63?H4PQTkd7`S5iwRHIJJa}q&<$bM`$nUm_!lWs3tQ9m3m76vLYk! z>sRR6V%z1w^7*#(*ffg?iaLJ15D-t4bM+O=4tDO`=5 zz%K{1A2bf5(ByijH!$JycrO6XD`X8b0$+Wo1Y`BXjW_=cI&W~IzUmn(*$0qBSy z6S+@|Izpiry&RI-pP*BDWH%Sg5ov=(1u5^{^bytntmN$Si;3oz@f8CNrY<%|+4ASW z2lxN%f@|++8V8J^kY{1#TqU1=ka~1G<lp%sD5J>76iS8^LFT*Jwn|4q`WzTsoaN z@>o&gGuT;6X!-Ld+)EEgF&}vbPR_Hn)=dMY96FrY6LRV+4^u^39jsbQ;=Q{sEJBaYI#Zx1B$1No~w{8g@ON2C`sw>ZHgW99}Jbx+N! z#bSEFz0}BQ2D{3kE#_9v$U)hRfbx~PtePwp{U&PpO%w&Z{Bx`jUhx{r>G_FZJBAy3 zHCZ&0DB$~J_f@ylQE5Y1LF{uBHar&QtD?>b>GG)xOtiVaF)%kTMpP^uC}1tLMd%{W z)@@vrAqv;wOMZ5+d^FcPXJBNMC27$p9jmO{@s1CYWh@L3^ zS33KSe>b@*7iO;kB3Rdr{d`K6mHpZxd0-ygkG_}X8C3O{w&gRB3KNqTd346w`B+7$ z8Oj9&w^PagN)HM??~1LmHBR8-M%g&|H%2rBbWSbR@LxgZ@KNux`ji9<+7jBC66k3e>s2n@* zY2^J=Uflx;3n@uUrR3n8cQ)@hADEaL*p&FAvDr0IO!WP73t4h!OG(7($MDcK?2)ac z^92?MZRC|UbjPE5j z%pE){lIWxk#4t3WPoRPZCQhJ4f&xH#XK2z>M1C|~+nduU=X%N4)S`$Hw$y&RYI;>< zp~&;7(jYco5EaH};9Y5Y>Hc6ovr7Ks#pRt_j}hHLQc4^5Z3_pwe|&2iyVe&Mb8<1_mwk7c!40Dm!{#zaxG#@hDP1FIi&g^>}sfS7nC8@pj($d=N?&mAK}ksVXVh zB}Ps?BV$MK7sb46EgqN|`soKPmEmtr?~+!&@2`{BEBKLz;MIvk>RL)#6ucdxd0}BL zg_7Z?v^EpdJi2s$eg2Aif+EzIxyJOoq@Od1cEQkMcV7Ecldb-5)DL>%FQv_i;}GG| z5$?04SQ~ky3TGNs1v2lx<5e-#__PiQt3~~{P_tggsiNcA5zO;(MT)RqrvYc&<`uNO zF*4ca@GMR&U%6*0MOl_jp{W0Rop_J*hbtXwRi1lCEdy=BO4ccewv!Nc6_@nhBkIp zFjcmF;JClDF2=H1d!U&klKH_yTD9+sg%LOj@R`!XmDkRvcNsdHKBqiE-*zClbX9V6 zDn($;oja^*-_Vx-i7{RSM|Ja$8@VPG`YNC$UF0-*XB0i+@O=l9=~_B0NGO=J9TYl_HENi-ktFX4GtuI;RMwo^~N^*ZSE{rlmP4&ll)= z+dA+W5){|&(Xpj-%Hq)GXqWD_oG(E*I1dR650*dr9dVQiLH7qjNcBzgm(qgC~DB zGrMJhNP(f_{8WzBHWMmCUCv7fFI}_y<j}6DLykYDsj)_2qP#Zg~ZXfyu3D? zIf1N*0=c1^28q1AxBoWyzoS-fP1UsBQFcc*6^=SdtrtWsJEu!$vH4reu{$^+_*eMT z2Tl`x#4B6X-OU7&<6PhG4i8kPfvLs$P8hZK%iVWt$%os?b0eks7rkb$9FemBGaB-G z<}sQVqQGib#QO5Lbc>zX<$GH^bja>??Rxn%XO8_Zr?U zbhE3`ta@_3EU_^&jKHfPrXTeU+b;8DAwLYS3Ae7h95tSE8&QAk(&fhr>Dy22Z$g~N zML|^NwgP)|Ct?K2nv;70@24cScCgXByzeE$P%U3|T0))r>Hfh|0VxejRI}IUI3+d^ zv(&wp8E};&;XwyAsY~*Pt8|z>eef*z?+8$iG&QOE6D)o^n9F!&swgKy{CR0_ah`_J z!{_BaF)~$UwYKkQ({Z9iS0|_8FAd*ZT>jE7fC!u!f$|#MqB|h1ecX&9Y&MMrM6CV+ zix8}QLSW|wNOHw8Z56+Ac#??%t*Ikq#L4K>(3-re0!O#ccpTcrRrlJ%CMFL)&jfcA z+`Lm=t$QIah!D@+SX>V*N~lqb)cZKvmm%$V8*QMzq>v0s-7uS}Bk!BYzeK@w8<)3CqT+o+{q55y%Cqsf4&yFWeIFY5#yQ$}Sa0_MKd%LpN!%kDdoL@J8prg>Fz zFE8e)ko)fnNughQ3X^`+HH=4;$8J3ok^VYOxY5y3QWW|f3^1Z#V;3je&WhjZ@a8DW+ zCj#jjQHQ9Nn%tWmJeGe|dsV1Y9V@wbE#dv@69``&c26nt8}*sqiy{d$!lWvdb8O^- z+(zIgI_LvcVX>&fPc6Dzc?eaJ)s8&NfN{|&5E9G_m;mv%8=?1&b$-RTFzC$OqBr)a z3IVxc&hDMAkSvDQEtiG(rrx+wdQ?ry@hXxh zhFQ}`^=W8c*iYLnlczDNVDg4L*ETcpK7SF~z~8>hGkx+C9h#_I2WLYgOk;)uL3&ch zqR=lJ=0Z?v3)S(BRM*Ydb5vpMQeRegJJlqcx{OC_L^JV*^Nx$nE+~nqD%jmT@qYAX z6NOFxgqK@CndQ{uMW}JsxP-_GT((}_mmhJncnJ06T}L(j8NkHA3IgW2&0if`Cfcj7ur#yZLUu zVY%=5xI5?vN5%K(0p9MTsA>6r_`RDQU-yE@C@qo^>{)Jx`q=7|%PgRjY4G^*7pgDS z+o;Sr6-^xzYdgE2(cc%}(Z^V%hAlWjQ;9){p{6{)$aWKMLv1yv)8^rX5iOOy%GPVc z7}3l@N4876u`%ZQ&4hEpeA1a{=W_$+YXqXCs$LlRC5rPDmQ3;83;)3OZ-z4KA39Z}F(rH~I6z|^@8HZcmw~}T|uu=8z5)-S5PLb|q9lg78g;~F=m7tVs}tem41kk9;k*15R; z{bsN|e|i9@cv`#KJb$s*_|f)QY_518vxKeR_w;Asom!lZ5q$1jab}w(jrfp#Ym;wp zNI~nAEG4>ZesSp>Z3A_ktgf6lEf|dm^)i#AF7s`yw)H0FRL!a#BmH+xlF@Js!55s^ z`N<@258oiQ>$4RVV}CP-P=0j~J&RR2g9e+SQE35H@dq79UXM{d5N?NQ{gF*@cD|&= z)oWa%KW$!oCg2X;EdNEr?C3+tQz41Ah20xa@eAU_L0#H0(3&dj^0e2bO>vvH4UU-Q zp|AWEMF^JPyUM!w&!%t%gL`#3cSBbPIw>9Ua9A>}|Di@i&0!tx(ojOuCDm0(V+*4a z9AAcCSS!xRE-ji|{ae-@)Mc+{;3&92%_eMqj;~6}V7i|~`ms%uC?9Y^=I)f2yLw;J-H6z^(T07I z&xGTpmLl&pv?4T-d)f{@W%i8e6UC(RZ>h7*%gy;Fv7a{yU#>>LzSB0Py3c*9Yq}~C zHI_N)^4J#o1m%RlOv>1y0j}d+*wiA_KV%3d2t{_-L@Tg;fsNG;m;byq2Q$8^9eZ7! z`ZBlo)1)uLtyMjS9)e6ed#|mTaK0`o(Co}a5sxuHbTRH6upxn8B&w6WBu3%YpQc&w z-?mHCnHk4^D0CrDL;@vKZZ1=m*9w!_hm-+QVox4Nsc6}zy^`H#?Ba3 zDLTCTyVF+0$Y;pbEEXs8t<-OSC+7Xg=>whx88tVB;;s5CRbe3`LJIBlDSWo?H_3VU z`j?0_e0>Eia51x2!jDf0gROMp6vK=D>s+AkHg+p7hHF_FrFGBXN>s_3`^n-|cS7R< zNvcppYZ2ep#P~b;s%Di%lX}mdNWeNs$pVB|15Oc{cx6RZ3Q0TGZvE&0%Jp42rgJ;{ zI=Fx(1d^eXlBRS@)i=PUoc2Ivj23BaWj2EnQ`e5baInvIlf#%J;^BL<4tp73E1=LU+u&*p`iN!mCeLd;4*bMo`#+9fo?GurT& zi4%79wVsW8ARY6o(v2#jPQ?8m2s}#q$>jvlXZv6omp8}`5mOyWZ`plI-yrsgZSYT9#$YGRANm+~oC>-$(YX~f2dm`8gsDwR zwc%t%vsk>FQRv7`rBe4EMtv!X&-9(B^G}{X12_@#-h!Lh!F-cfxkn<$;kpHGwQ%5T zYraF&sYEwlkoSnfoz;RB&%RHOW2^5-QZmlg&+Ykmxl#qSKdv(TADJjLZe5 z>iZ}yMY`aSL;h;=&-Y!N15a?gY56yM8Es6(SjMVfa1RK#U|PH zJBUKX`wFt!F)+))KjKjFh5|txUo3J^wjHA(tvCYWW5hXf!A`rA9N{B=4Q}mi1u$VU zu7%pRK_{xv#7U6Vy++ zQ^vp@shWw!nc}~5s*i-JwU`~H(CPb0L73))r7p*n(d0{Czc;KCpk=gfV|c`0HvO@3lf3?;y-g}nsz}hc zJbiv*tT`almz!Qg)UN%M=^~!okA#HyBNx#f$-_7Io%+lQm+sV}=q2p97K}?2iaxiG zLur%tz10;E_8anym_j<8I$ztcY zB^y5Rz)k5P1nqLe#^8H!N85zm3eVip=?=KS)ZVpj-LPTK$~x4lk-!|Hhf$cE%(wh6 z9$@5)=1fn~s#k7s;em(t5z&WXHcOW%X{^a9mrh7th%L*HM*5msM#6@hzrNaf4`6r1 zG8c>Q+~Bd-A1gDO5}2#+YiTKBWj*Uf8OTp;P-irW_S^STuiu&w*YfpFU_S;xUv#fp z8R`Aska%O)w;AY6xJle;Js%M5tctQWWVl~^Z?_wA;bDJSl;LK{1l}SD2dZjq1uY+8{}7c}zX!|H`<08es%*io)ht!s4Q+WV2h@d6j~D10C%`&OruRh&ckGA=GEf2QSZrLbUL+>Io%TFZ*jNr?f|F2Mk|qW^?o zG~XwRo;vv4&VO%_r&Qr;7elI--rO{gowmGpk=+}#JraC{R+OBSKhz)XjRaZyf0eu8 z5(neLOfMhhyR#(f5!%dYXmh2cuiLT6`ZBZQE&v~D8A zk!c92D{a%+%c`x&vL&xH`tlYZ4QLvKTIJnOvQDc?!Y|3ckoyBrQE9t6e`y}sbLPIG zdv#DP>5Kxv@y_?WzLoYhkA0jFIJ1^0zS!hGL!Bq}TS3swp1*hi(z_@n>QqQ#>PrAX zNH=xuzUsP&*!iBPKYIl`a_DhNl)Mo)+D8V~d)$d4}XtK1h~7^Vc`{$NS#cL6y2=w_u$~3bN;6;#KPICH*Ix zI=Dxk`5V=UPDvFuZa|FOb%#cK`00wz+bDdTTSMANpi^(}*2Qt3|DyElk+be!w*N6k zN!$(7{}{tQpB#BhieLN0RQ6Z5mmzN7jqJZ_FSqVj4GPK|@hvJ1vamZ`vtL%Y=ed3a z^21$>mySun3vdGLcfSAryaMTi^x8np!4r@*HWI!U&2ZLi1XR&m!mLRm;6i} zir}y%P%VDygrMfxW@Q8ut#aH4g6 zu|VG#j5>re6%%sdzhFvFGj=cORK2#^;^6djP?gi@q(CM>4(O)~hp90|zO=Z^x2`l8 zF(`ezNXF}B=CsAYI6>>zaEEQRQePh&A!qVJUnbvb$GCwpzOO7 zj9c54_1$r0=j1FcC%!&GC*w463&6{6#hQ9$D(}pGwUz`ClMWn?31YsKm*`k+7#$s* zn@0s)oLQNfXSP8e`TJtSb%WK1NkS3X4Pg||XBLQW6x!6FsMda%we0BgRla5^tW+PS zkiMS(42B0g+5sTv;(d;2ZmXuSg^|%~%208Ywgpcxv#>R#zOxW|_XvYxe4Sr=mzy`% z>?x6hx3t_c95g?PB@YY9&zsz2vHj9efP+1j!RH=hRvY^dzO`xKL}UpN2jIvjL4<)} zl(e>NMO=>zK#&hq7K;bCt;d9DTwjk}PtL}F`_VvU@Gk%8WRxIYe2Cy6D(`$bN zzQtmbx;}INGS_5msh{2@GFD88PXIj zII5JInB3B+M?HLN=^;krp)ECI3&t9Lyf+w&K8W}Mk33gyY5 zq&PYicbh+5ST28?C&p+^X2OK|C$?}h}{QuZ{>#!=*w_SLtqt2+yW1ia za8c4qN=rBB00Pq8pmcZVzV2m=Gvoff-}mnK_>S+7z5W;mTLePqk=6{^Uma(3-@PEu+X~bJRc8u8Mn!QhDd+0ip@xtcyzOgY06Szyu18y zyO9RLWMXg8vQ^1Snp3D{kq2oTUzq)o9LAouM*zO=XSmcf-7@8JvS=p!&yU+CidAiN zXYcRzyfvlWmN?tC#58eOqYOAy*Lxd)sc8;r5rp0M&huZ+FkCjKoh~O>{^N4Mp5oCa zBUl)UmIfMacGh1CLUQ$nKsS5sq~4P&%-LT`W9|C7AAYEA5_NrbiRBcBW5)1BvnS_@ zb#}a$!(9>eE^o$Nx0%wtRd$}yH8iy8CPK=$Nek~zlsfoZ*&lei{GjYh>7Qa$ibDJP z;J6Ee(Y)TxBoroeXvM^e$JFIz^1mQH;a;7t-4KZlWYQA*JPiGc$6>G58`#g2&?)9i z<4gyArS{l6z$dht-rgg=s_G({C>u3j!=E-wG{EXkP@K zNd}PpXhPXYbuT7g;go?Sgk!{Tslx7g^h2)o0UlhJFt3c&W#fnU47)0zl;IOns!EFuTg*l7i6?mV-SjzGb?L+$zji^!R);u?Q>FpoI8k$PF{aUNU~E zmQ_RTmXTncwv&~UKHh|SlKo`Px{Tzo({#Z@_5j=&q7vp3=967z3B_Tg%Lc`*Q@xyV zrY-Mu392Wfm$Ud4)itMFm%G`E*WncF5XSs3CMlp@v+44niN8YQLEvG+Sl%RSlwilN zZ)l{;)cEX`BCR2ZSr@c#xwW0ldZgiU;hG(Rk!#=5N6q9f+-*jdDesQEB7arM zP$Z8t-CS(lOE$l1n@TIl6DDeArrww%AZBi!DJCW+aqr%dIm=tOp3TiwMeB_=#d<>w z5dm8^otV*b=7E}qh7O#HPIvy<=;-JjQPv=0u#xX8m3`x_&Y?BaSE^+ZS>QxE2rTVE zj>r`|>yc0Ocr76PJd}Cu+I>lc^C4EupDC^J4Chpc-b>DwcBA27T*QoB{NoUpPIm|eNKD&Jw2Z*5PmCn54$8HHWLem1w6Y3= zs}A^1xN_-fi}W7{IcK$7=i~md1MZ-J&EjPYT3Vc}T^dPv*v?_umf*q&yhE(ri+z3S zp&e4Vrug{w;XggbgM1%0B_}KQ?`SO2pvU@NfslE8*)_=}1#8&l_n|9Rg+kpM=F&0%&+{(CPm!JWF&+Dva%f$y&7S5ge%F%w6wH{S@nbA453q&35A7H-aJlRlkL$mzudEnmuY!Ge9Smfclm|5 zh`SL`9Z%&~%sT!M#C;@sMQ|E1SqEZ>^_~YYwIv)r510#^J_z!gIumph4CSw9wl^i4 z%h%F}oVj_4N?*XE9biyxkH8aQ?MCfR&lJtO^o!5be9o3)onis4@w%q>g4EPibgw ztUyC>)7XP#TyG&y!Q#*XPN13*74)NhNd;%}@HUjV9%D8gxeINZM^TQGsn;2uY&WTc ziv;>qvp)P*?#5iDufKl`4tEqu8i+Ye-$G_{q|px6{7m52sI3-j5qYV&FYPlM>yv|m zTbcK^HKQ(!l9O2IRP?fFf4N0KorP9>L$K?vMMPp51+X6@;SsbWaCe``cIC55-}?H2jZNKRH87?*Xnd@4Qy3aeH+?)zc`t@)H9 z9U7N?wHmYaM=y4mT%Nny-5^fIK7Ap}-dTpSeT{V8bTxYm7s+t&6#;#yi-{!FeY>^^ zljEnMRERVk6b%{m>~y7?o1hb$h6W$m<3mX`n$aIF2XN?r6+S0gX#DP>Ljw+^#c!&4 zYLnlmvEa+f<+@=yG*ePBOS65YP&=jkh>Jkc`+yY@X;77A$_lNFV%|+|PY4LAKeo=x zomAqtWzT7OG;rMeF&p;M#f$X~QG$!JWduaHef#$>P8vAK@i`qZ%1>%f(-?PWD6H$Y z=uMoPGk!tFEqm+Mtxwg}zEpa>g$nlDu0!VQOOuTotMm626_Y}_ZM3_xjjY!vv+hf` z8Q!BkckULs?aZT4>#>V4o3RGHg}I*}?@za!Rqoii3*&f@QZk3wO17-7?j;?A@{wmj zeT*?r4rY{%FSd;}yc>7WHH$?88Q_UXE&jwsE&}4{CsP!0$J=Q^QnYwj4;4h&~ z^^>U=HtdR|EXXjMu5qbsBU-bwPm3NlmoNAd^6G<;U9OsDSz-B;3cFn912>i?A4*?t zKk4rm82+T}jA&4xpLHL1ed)UgP-7>Xumn=|h(%t|@<0wsTe12+zwv{@dQwf0f3mme zn`1|^%%wE)83=_=pU!E^(15xfwrst9eJ5@8cu$Hy`6F2ov-ox5p25W74p{jInXG%1 zyO(NI%ypdWvqIc_b!98F&E%(e&yk_Q@rCl>l;@RHUZWWYsSwJzxjF67dd^=yygq_| zJRz+HM^ymF$Z{+;i7z$?GK_A_*IMM)fP)WO8)7YL@0$jPeqwGOX}Y07(z|9ev#Bl_ z2WW9m3Jv5i*RHylLE71J<&`PFvAFG!Y2BCDtgKINcgs~|2#n@q4w^S#gu3FiJmwrE1p3Ht0)wGO7?7 z>OL^VQ4r7AL$qJWO~Ie(qPg(#JxZO2J~lo06i;-mz%u0^#!;F=^hqm~V9%|x=<5goR5V9?2=Cx;KQuEDct;t?~)TCo3kI1MWC3h)+1!=c2 zTeb#^vUg&3Jh@0w(4YRr_wsAvzH^ooNg4ao5(!EI4sx)C5I4M7<0#f*0!bGXG%yyB z=qX<};NGwvxRLC-n_%3S@kNJJ*-S$+Cdd!x6Fwe0nnc?HgL*SM~B&J z=tM;ym_8d;wI@W@jZx2L8W_f8dac{Dlt$`ij*qex6$rBGPqxO#%M3#pQ0OH7y2A(} z9Sx?asrAk!E$|&4VNa+g*&nnVsq^48dBA{u>3)i&k2n%2`25Vpi|UQyo0PnVDn_HF zSnZA&k?n52U%p~rwA@)nO$RaU^rUO#L!Nz^lE}M3B>2k7yyXN(I;`Or& zq(7Uw?PDO=lSgWMs}uIpF~!1fizOSDPV$-QG3k7!9>?^f&Rb<~xaFqUV*HY&UHlb1n9*|i zTy$QIK=gY1VGDH?qC^2G-_x=w0u7&3>c?zg;BU_cebQlyN@;8hYjMy|uY&(3ncN;= zqc^Oa(q}uNceg9@L&0M29`V;A#9cETzM!V^0eSy{JNHRhXk60zS?*7;y7fw=C=EX^ zuMe!fWOhO5N-z~^LSiHOMY6vsIYeyZVZR=9SO}ZE;^wfP#?7H4of&L@K5#$jpJ}ph zWrb9U7-M?xP1?EbW1TihC!J$r8ytjWfuV(+j%N>s;$?Z`XSL(l9X(8iul?uJu1YA{ zMK+(hKbJ~eW2bAnwinOX0(9%2YcZX)m(23oej<7ws>R7pDc+4QhZdEfPc!HOVU*<0 zNb#L1F`+ZyZjc-|$&?v*W>?ZtN41K8s04n$r-)*q_%;EU2Z?_F%CIqt0~?7`2eN zDs=CQ`pgMEXD$MLs^Z;sONzD!Faq`iS{O`>*alCxiP0OV*cIV<)^k<+5NnT#(Zli= z*U%`GO=Qmf4p?g8e8@CD;LsuMP zP6bKayt+(pgQLx|HvK~>zd22iT3C1DPNqtj%xnNuGfx&Y)h!h!ZQU#x*}?rh^C2{# z7#=kIC}Fo^5nws}e)_Z;OY`9Vog7&1yjNzqY5g1)cU%w0o;MOv z`eU@}vEmUW6D5`40ozNmF=2mHtgd&tD^zvaN*0up+4=@Lu%@%DxMlJo0*szVzhn0Y zdLDYv-`uv@gL(f48Ult_uMdtVNgz_Py|=y` z_UdS~&GOV(PeGoxw)R4wJHyz>y|n!YVI8>888cJuim@nf4|yp|61WumW?jHgBN7Pe z@M6biQPt?+)J;J0M=}}r=WfMDkI}!rP7vI(dMKq}N6Gu^q%n5JZB8KZF0)_9#jgs3+z-_)7N=5YcIWeMfW zyp+X}2JEpX(H~8&R>yVfv8@UT)btL!PANluUu<@yn1jrA4xoN=wCMtw7cT`L`2P6f z=<(Un<114_doK< zTULwmoXO`*Xz+5+8qW%VAT>oZUeNl^1Fvu?qT(|Nud|bmwDi)}lm^E-YZr^&>SWTt zsTd7w*(11eNni%VU2#m?-}aibLaYx zpNM{vEWkC#WGYc1i8eV8EN{n~5skcu$z$tjH%4Q^#sDEUSX_>{{h|R>vBcHi+OiPm zqd*b5qI48&yBO!P9?xK=Yk4>Am1niev3gu~&+*v)PN*I|(%S2zz;(0+-pC$DLk`X+SNDVHePWYPZ_xDz#nm9)5ZdMQr{it$$)?rD2FxAfa?&kzUxD z>JCW*<`QAzhEA=-z{q3WZT2gD{Fjp1XNd>ZqQ{;6gFAHVbdXtGTg15p{T`~`-1Cv! zq5ZYnX2zp3le`$M`lz#Vq|%JAaHu`>tQKDq9(p87@WfI$#=>x2hWS3|3s@PHT6M#| zh59%4oapA+`CuR09-fAiFweThQB1AO_OF2@Fm1q6XRNF<6t3JT^Cb6F zKL$p@&{dv5Q4%icuGn!>?3GWL?;9I>dR@s^D!r7gOgzcHmO)ySp5h{$K@)8jRD=pR=s@~|`VPtct`L>HhTDG1|wTCZh z7Im{DgCcT_+;P3o&)OUoQK8`7tOaU}8r zBY~lE2E(6Jv}KJTS%#tw28%oz8?xdYOxICh3ge8)m&hMm zU~A7`IPH}W_Wk8OSeY|d=a|454;*gxiAAwpk7YlBf^o$;;w#Eefy$xB0+ry+vpR50 z!Km~EzG6K!0xeP}Sfm4yD&pyrU&hDiB1WnEDYFwUd@FMhX=Hb}^Qb{As5e=a=-Gmff>0&#e5au}#h|)ui=}AZDAX9A;kCe7L|eGr%Hp9=gy*Se54dz1>=w|E z7>vNddnZb;4ReE)W)nNuPkM`X=?FXvG%)#~(`Bw} z90x`cmhqLy-!FhmT9%hTY1Vp#wNzt2Nern%W-e1?WngdX-2+*ds}`cpKVz>y-Ky3a z8e5!Umb+{~l94gzwP$fE9Q5!fL6Kl0F0X3gsI?|LkTE9<)j$X24p3wHJzI5zu~875 z(_zb+2h-up@cM!3a%S1tk|!|mL+K0(J%4CZ92 zySpq6?`-TF@1RZ(VF1Hmpi@f!Jhz^L?}TP2ctkz?B0Z!G<4z!7j1c4>gP$s52dGQ8 zvjesD*3I|6669Y-KDhWeMF8P><`Ptd^-}SZbv$KFk0-K_MuK0Wjm&a|W>VE_JK6L0 zD=12itkXhVCQ~0H)k6+qBqP+X2EC}9p@;`o2?ld)cB&1E;0(%-`wGk8KE-)H719{< zA&Pk@bd#FaJ63s_Ip9(Y#0jU&?gZVf6D$HW&B-CWtPF79bAaa#*Uprd5zy_uT|LWlVcE#YJzBAs+Z#1JB&2qOD zY3YqkjhHCH`k;hQH46qd;uet!=M*TKF-hHXstziW&}l!kE5MK3pv zd%oU(Ue6lw0eK1jHS)W%?BOi6NBA59RhjCJLt(N^MW%icrk3}y~?O7L-_0K)y} zj5)-U35nRblcIO)hLGL~QCJ?o-feC6G7jT9H*mdUG3;K>7HM zvC0}y>2qWU7{X(|xM_OFz13(Z?vxd1lpI-6u!Tt%y>ihdJ|UrLqCIV~Lnpancz(1| zl(+fwhbLym1gvj0YD29*KiaFDatiJ_`&yFIQVllcZg>o%8JLi$89C#*M09o zA8#v}H{BoSQm-m^XjR6-jBu=PwVF1kGOsPokDI|y^t(j*n*`ydGVF)I>WY-^f}%yU zz56}V+@~Us-7?QK#NTHV6rqnLF@%NdP!lvMDDm71B2+rrsGJS(q>g$1M0k~^A|Gq= z6RFa9wjC92XuG`+!tcF~ELhw&KnN}@7i}wSt}h?5vTb|!5Q$u9SjxcN zVk4>71-unPN&{f^3!xX-6wC}I^ov`X>W*JnSoqNw>J7Jhv~>BXY4mJg^9{!8k|_PB zYYRFlQzpaR6D4FwDi3-4^xpXp_(xV_*d7L6$fUm$=;{ikecd1EdXo9VsRUy$NmfxcZJWx0sX(@+9 z6NpU#?tK(AE&fgiP96OLFr{nMo1dEB$w0KPeYXy*rOuklPj!%HevEve2MXl^tMwdf z{jHnarh}R&8H1#(%lzH}>T}UgIr z=VhT%7!5(BA7^%HoMvJ{(Lq-Z5wH+8ull8TfEPZyeYq?J?5(R$dDq$V;?W05IV4Pm zs_Nk|&cuhsPNmAeuo7L4Kmz;()u`J)RLr9#)IKDx91R^ZAjJyO>m5JJyr^U2K#F_l zCjX0h0~q{nEzf#FkHfYd>UxB(4i*D=CL(vch2N&U;0s&{<2Rnj6U;a*bqyXQ=&;$F zb@L0`o3j+6jQnWz9;G8(<>xPNq%sC!s+Y8D6}K{n+8CN9l-5~K)~BNkQKRA~VzZ zYSwW;?(ZrnC~&d7yi4^I;O6?i00*yln5Jz0AD_;j^Hi<;{%N=yF_nTpGjv+VQ1}AM zjMssI#G7Rf8~h2Z-}W&koyfFtS6%(zmfJC)r=uqy*K#k*cROrv!VUQ4nvE0wSYen+ z;jeYx5#aBBBdh${bVz%se1oNn5kQH*n?SL{tjZ<7hgb~-pdw`?G`Pgd%1Ri&8&>uK zcmPe&Z()ZjvsHfnnhOGjJgZI#-aG9W30Nz%?-c$TwFL1J(zJtyuE%Pa)NZ}A*F)yU z3aBD=>Rw;}R9;^9^p9id=93+gDq*&B*j3v?FNag7PElU*QyZPio0hb(xz>io26o2m? z7AvO&Iua>bUPlZk_i|T+*?7w+WVfx)PcfzgP9y1GQB@@Y+vIaE(3m&uw;RK@Bv2Qf zMK~3549yDZ6o`FEiW*l{22e#Pn%Fou!wSSWqgJ?|t%m@IS7d7cnkp z|8^553WrG#aa zeO@~(uBfQ^S!t%5*iTJsv>_@NlpSWHQU2N>_OJ#uDXbCt&DB~5^Lz(*U`3*2`4?OS z*SG);WYIJLVS!@FtH0bUm8V43ex8-jPXLm#`Mhn%qaz-T zmut(@$#Zja?>PdK8n+b0fusfk+Fg0(IgHFv2C|$$sW}jP5C};2@3+1PasFU4ziP&e zO;}`p!hshIhW4yH7|Y!%+VJikp9!nLn@O;QIS#gpNAD5DVzrDs)<1o^6BQX*qI~S3 za3B-5RnaE#wkKJlNew$cjby^zFdn;wpx%v-i+J75*x1{QiGbJxcIt5#%NN%&hKoxxAOh`iKF_xL8m$Q=oH zr@}%@L6A2!e)6SZwqDT0iU|w9KsKS-)f)ZdjtS5v_Kb9y=x0Wp&RQtUCxyLI!`O=@+U?ks~a5W>R3 zHeQ@)7w`Z0qOsGUDDlrf|GZYEm(?BpWbdIdIQv}U{(avXo^@UH`Lkyu+LvI_;jY8Z z!zcM8-=_BKsD03o@oR43tS4(~YPvu}BiP*B{Hdx+cf1=uLyB2-X7@M&X*8AbA(PWI z;2bpv$cNaV-kRd&(Eyv3v(7ioR|oyaf&4L8S`l?v6UY0dAE6SA$5*raS4?`mqyQS; zp%oCwZU5yN(bx;t9+w{k z3&`{MckeF$2+`4I#)qrleUY3tt)wy3scN+($RIUE&TuFVRu<}xLv5zmH@_Tm_%H4Z zBo@*RTk~Ofd+6z~5rLf3y@=bR5Z*Mi4+sCn7s6M6%_e5f<0oOM`u}9yRWick;x3^* z*bKqF9STu#>H6IqcF-{!+PuM+0k;H+?bk2+p2rj^UsW4}9r7C7Ck;$Bl(99V1JS|x z2!hS3Tbk@#1Q%GQ%m^1Sd?f!@F7cP|bk0WI#Nar?M${JJ`Sa)R`-v1xUjknA;zvvl zE9dL!W>8NQRLqSp6XC5D1?OrBP;3iguqyMtI5C-Xlo3h z8ObSaDIV7XGxq+PL;O$(GfARJe+RD^$1?=_fk06=kUYzRYBwQcBGBY!O`t(T*NKhcf zI;|~WaqK;ePfTDGGRqsQP`c)L)BV;~{Ska{0`ZdM851;#k0H+bQ8xFlRk2h}Ui~N9 zh9Lgl#oG%WBrYy)--f)5Of0wt&F|Sh-0k0%A&w8&I;0&kTNtT-Ukfvr45>TG$|}$j zP~~F6^c~uO5B|+=B3H{+nfm9}0a$mLd?+;fW>LSs&FggdrLVXeeDdq-Jq`Q`6tZ)x zw$)@{nXYx7{r56D2sD$fj30Ci;E0Ne5yW|%W)DXNA!8jG@l>NwL{L9X373u@%B)#Op{A;;38AiRo_S)uaV_t5J`mmXc@wE#Wyx^!__PITf}R(L!gr&ZaJbI& zPZrs+WLEWh7fR)jH3er=51E-MMDRMOzz8f)+hC@CcO2@15qMSYj(brUyGb;xot@k8 z-WlP0i2RWylx*ivo}< z-LTXhRd3_7Km`;{ep^mnma%#TyM$2|WM*at>O=x7E{J!6SoE}w0$6)(#kc2qwE2|Wq@3HJz!o<*H;*@xQnXV0ye-N($@GGl z`3`6)>*Mann?hL1?5>om>Pko_d)(g+mix%>eZF4 zR)4 z0Ny~aJvFMdmq9-JF2rJw9H0@m%T@(EP`Zj@#aB?kF*+Xys%7}w(>Z)44L)TuA?<5u zfMXB3*b?P)#QYV^1E>&W1`_Bd)}qyF_1UwxpVv8)+n=0kgZwoX5W(>`&SVWx3Lx86 z16{1{gSpt)*dTNWg91dr??ysldtW;``|TSrOoP5Cp9EXw^EG$EU`$Vk(ztj>!XnlL zmxAiHnCv$!p|_|6G&*d`x0y6O4#q}C-bA3A(?Qa>Q;h0V3pwbaHGZ`kD;{V6R|?mnRo!IBjn+OtIkW(oYHVEG z9f;AJcN59KE_Ej|A%Y;uao4Y|4M4Z{c!=g9P-#E`6snj}Q&-PioPzfsblfODUA7O_ z*3q1AfictEx4>8caGELuWSW0^y)VA-4?9S;`zv_=*PF199<%-R8~oojvDXxTw>@6R z|LM@RPxe6G$9L?!P+doc&I>;qNDBt%S54d1{GV~@ z%lJ(duImpD5643`3{`!(Jev!RY!mFT@{G?S()8~>+M7b;x zFkQK*Cb>J$!dXFoyd`n1XSp!uqIfjZdN)1`1el;H!jmV?qQ{C~Al9L>-6MXU81GMUw~dAcLYK+1G50Y4ixMbn~}i)LwS0R zvobZ^bX2U{YB(ep=yhi8rVHHgAn?HcTTtRww%QIuMRn*GzIRUky1brVA_9z2m_GBW zce-_9wDG>YeAk#U?^?YlN(D&tv){B&-w_l9eLPueO+o^#@T<#|6C7ZZ40qyLDhmWv zeMi^(qB0i`GG%Dgl7Z2Nq@8tOwyR4Xn2Oj^wH`QWYqNHH!?Pt>skd*sva)j5xMr@% zx`i<5PhLx9?Ks>p4)@)*zP^||0A;N3w>SB??;y;Kyz{@jR#i)$YQ<4CHMQMasMEjt z_<#0K93@b5L<0hUKnEy2r6eRSFfb&`*n(3Q zmzf6{cW&vXbhhCeLR#s=D>>28PLYSf326Sm@Jmifr3!FKR7gW2M67-=!<$~O!7MQ^MsLy1nlE2B=RA4OYIOXh~2(@n=2F&vTI_0 z#dd$(lcG*kr1SN~uC6xtTok)=M{fEA#u7nHPf;9<#nqqKE@MHS zF$JX@)pr3o{`Qh(RdZ`9DjJy2*suu`CBFQc61~k8g|L5nn?LRh_rl%cZPtQ1?d^P1 zExyz6wxjNl!3Dng%jZ62)$v;>6@*>D=KCUA>PX$tQ`0@8d5ev&rv*LTIh}s_@h725E^{XpJ`Xp5DI-Nm{dMKzt&Y1z_?g)O!PN<5m8am@_AUH0)+n|_|=Bo zmILl`aa?Iz7T?Ka$F4mia=mMQQ`!9oBg~$Ya!M*~&G~0QK^T_60tp)_m0`TfMqzU9vlA#q`92<#yMO; zImt4Y)M5XSkVGG!_>zNG;KybUG$c?;L$orezE`N{vWvX?VBcfhtxLP z#-Gq*iWFNvH5t8vW0Ti^g{*oxAk76#DbXRn|66xXcu_ErPmAuPDBZu=eA&i?N> z9JmAU)f6<60!o|Onouocw`En_Pa~O*cY64Lbu|B$r8=@UH8Yz!>BPRw*=$S9V)@~n zG3kz9^H@jL1jX)rM)}K?IP(e3ztUgL>)LYDkkCUQ@8lkfyk#Minwt-pCM} z-%`AD$A6zG8~FW^SCR>uuRLh7cVT~i5QsQcS6A^d0{*=i(u3mBJ4Y;0c(c|#)M)g# z+c!0ZtfVXQ^WQ@Q{0Cp}MqeU5Hb%@*EF(GJ+wR$It@AY`pg9-yMkTo^|3b}{)u>o> z&W}hV5xh2^q{tiJf%ZUO)gr_>fp`So3owMn3oeZ54%_xvgv)eTiejirqzYk( zFqj?d%hOVll9F=MPBD;qkiH)d6Ks`lY_Zvap)7AagU{Ubp2^c)MSx%(;n9~dtF-!_ zm&KqB6=YzsplO(64#}k!fTgqNz{%G@lw4qBWPD`Pwq-QY)!&v=mSW5r%WeusQamfP87{}>XZiNgdv zyi?!b^KDGIJxIepte0_nD44R@|NM_c_N=RPp|M>&i_47=#1sR5Nf^n6vXZ! z+MA5q`YjweM$B!U9tuhxuUF$qc_KVv3l95#dJ;)kRg#GV^^%z>plFk+^2cOOZ77MzYSCp6k?)t^9^{Tf@*?N*0 z*f}H=@_`Qml^0?=SFzUFyG7W{(HSpIo=3hl<6PZi0f?l_a^p1;N+}ahu4>4rmdhKv z&We8f<>nJEI*tMDsh9CN{7FL~*?^!LexW2rKVowDLx;$$;BQ*remO!Yy9kW09Q1%_ z>G$N-w_B*^Zvin)B0RM;B)f1>-`3iAi`xmB1kj1e%4O=NfG^RGij0(o+W1GWa!iJ0 z0kluY0A>O_t%`gmRY<-Na}m^f?y&M+RezJGOi%f__Z}_8U}{iwf0(jLd%4> zxKDRPMY9k$ko0sv<&EKdKdpnWi-I`(I{fYDb@26<4&KaQP0S#W;x7MDi|U3;&MzGwF@8e+Yl zw(QN}HD~Fus4iIPbBDe?IQ^VKLVyFb0T0Us&h5UG)Ub8P|` zT^)sXHu7QnkD|H!_aq)Bm`exJ_iuXxeu1R`fBVPYfHBFsd$`pNSe~~@Ng~i2iqdm< zXb7ZR`Co(GL^;-|sHjn>)JwHrj8{T^2M%r64^;)=b!EnbcaVf|ZJ2jE7E+OS?Lj#O zCMFv{fGs~dxt6}^$-&^l^OM5xAWc_#Z1g?4zsa-485~yK{TP&zVAUXb7M!BsQ?gDU zs6stks599H;D^RqKl%1sK=@#FIW#I*bVs4OS>CN#Ple<(Znv@&??@Q!kqYWCXs7d% z%xd5W@S)nDd@gnrIXK9N9fB18e`16p0mGvTn(EF&TM$KzXpJCpW9IXRwFdt}Ds1lD zCz@R;F(KxGsGAlgpOa>D+;ac)R?Xb1*`BKQsisDMyjx33$dh!szz-?J zyw3~o+u*XAQw=fxbaAcPz&-+ah^#N6R$&z>{dTRXFgSw)10yMAWa2;`ArTeuit@bc z?X{*L;Y?qgvI?w7$pavE*DR{PgDem=U)zLkU59L_PjT!qW*)|G8ux=gZ3ZVzFqHUB zBWwCMy8r{mj$cyYd_OIf(nGtA63hQhU&U9hZrT%obQi}2`77!WAe*X+rJ&T+hLM3s zZGi=V8{6M7I!gnAbxWe0*=#A%UKINKQz6m({806yK|r{`8<3~gfF!W&i%j|p*!D1j zOmg(6VE6E5ec&(~i-eQ1G=Yu7!TNAhX+7FwK`=Kz-yADW4QBc`GR{FCaS7;G($UfJ zDxYlfI+urntgLLBn)SlS8_EbU%DQH zho71xBcr0UpeqWbWon;OV0wU7yBc|k4F~@ViD7zk?{rs=I5fDUbkM~;YV1e)Skz<) zng-Z??nNyrkta=0Pk*&ZFqaD>=XaXT5VdQ=E*9>}kpIjSj{S2E|`{qE^^4REy77EvMOaB8PHBa9cgBT zLshugx$T94v~NZDJs(-#bm4je^3@Kjl}ZVRcvjw{zb8I^ymK53$*k?AKZwRvT3`0q zha$f!X8dY%ZtTs!!G`zgMK#imUv8w@XvO7Cc)da&s4<3E~KVgPh zk$R>hSMV>C6(1Pa&;3G@@fSM$HF(DD{0nTx|HU!#ClD6@7mABN0mt~i2<-cBU*<}t z*|;RgVbPf{i58H@Vy=HJEJ2v^*Gimpez>|L-#57Lvl3LrGn)(vp~ISSkpQc`O-K*| zR$RBA8$LcF{m+k6odv@9{WAawAt(`opcA1)u+bKMlWlL|d~mq%{CqC3v6-`qkky!S z{S(#05x|IizF}>h3uhff&AJPc6_3ukHTH6?*Aj__Eva0x8&~N`Hn{q@l~R zFd*f!ygabHxVSjhTT}#5Kkr+M=^oT*3L2cTUgG6df(p!Mu)30vMs0q$wiQC&7?7Hv z^Urv~l3#>EZRRy&ihuBuUI!2(PNZnRss`&<7-u^3`8qI~2nf9z!0MB%*nx+D znuE7}ead>BnZoG#fRq+Tk&>(J9oSV^Xp08>Dengwb}jV{AT`-{B_tv@Hf*tC&}Ew$ z{4dh%*7+AMoCB>5Gu2XbkbXna)*=IH;+B(t+9v6#o)M_M1MSeyXYxA~<#RCi2#cP{nZ@z>M4DJ29?+aQ+?-`4eiL2T^W@ z^`bTsJE8YALneYR3V=+x)0zmD4{lEmkbT$IL6a)_Y(v+&o+%iC#HfT7)uV%`ObbL) zz%;mPhk!IR@QR9)WU?Y17D<*D%Xqi$0g!QTngLLK{}ST_JrLs_Q9+7G)J4c+$*40^ zFBdXOv!MWuvBLGKMo8Hs5YPuDJP>@fLPN~x?akipW@w~shHpN!^5Kx_%FILlPE6gE zRper=sWGn;A?~@;7%l8gh4S9DkF149R!|2=6BV53E zp!|K2>oMvv&>S|wB20pK^A-t-wmmNbrv=jcWv~yL+vu8F0C3_W z5mknZ1o;`%YAIe-?nc=aqZi1o)Enr-Td2B7q`|FW9$G>Pp4U16X46VlV{FM&i=TJcl%q5i5d~qUK z0H<^T5|s1nFlBX$Y@|9+IECsy=|*pUkP}>*XpaD01RSJHcGDP4?ryg)gba!akP|zH z{8SmM)S-33>?RV@ z(r@*M#5ouTpb#MZ@FRBUgrK%2Kq#h^&yb<+%QBEbb;gG;0wrbWG5K1(DP?5I_ zOVH>7%$txsuRlLbLz(K;7Q%@@ourpkXiGi{j*A@*wGk=vAQgvB>%b&Ee%IOi?%@+f z+u2*#2B6n6;LO;5yD(4=3n>1MN&NEs5Jnz#lr#e!m>>?SE2BUn&N{FR)NuV`t5Pzm zaz*5y8AMU2fC6sC8VWp3VOq5MN?f5>!@y{B@4?e`AkJZe(!>HlL0~u4rKprih>N3U z#>fIUqTB^Rqec$M-s{nY=J?zBkH0+2pRQc$_HKO^4DBd{CV$A(+(a_u?7n@~fy{y^ z+gkw0IUWobe8*i_p?F*g6p^zt|_$b!!?4`9Kg!x+FB zy4*zGle(RmbTix3A*Q(ct9j;=4QO*g-IoAv0d+-1mXI`i1y3~IBG%c@0%|d&@D&?Z z=$j}@1{32V-oOiB<)iKGmaM{Ct%?|<>!9Aa`4CdUN83sT)@J3?P{qge@Xz1AwRK7D zv0GL^y*lwUUrq2u=;cwg6-ASrpIU0R4T0`~gn1gJRX0FI+0ok&qrK>`z3hPYCNtnb zduCv6osT4U=|FQ8#0f?^?a%$f1v?u@9PO@2=c!WxKq=nb<04VLxG2wRBzTBKRH}+< zPRJ}j??9~d0nAQ}qj_23%4!sY9Torw@20wHy}5x3oHC={7>aP_Dj5WE=S70wc6D{R zR8D}=8xA({U@_>S#jb5{6>W>6E|1nqFl)G5*(sUP6ZA%?q@M;vQHZqyCS#x{^Y8 zm&RLb>sN>|Y}bLxak&9$->&TJ$kN&*l6tRyJaBoDxN=Ma|1U64_vQ=2bmp<{?) znh&jZpOBIV4M@6IwjlyaQ90Zr2ZR_l#fqCj-nG3wQD9~3Gnliz9S|_Fep^8LDdy76 z<0UU#G<7n>#@)&!6Dvn&9}G5`Or&ILJ7i?1hi@(|qz|Xx5^NTKW2RN=_AI)uVc*f; zu3weX5^UaS*#&Z1v-}3Z1my^jPDzL5!W5;=n71q226uPlQSR346Y#@MQiKH=91_&jSl1EkQyQnwQ$ zV`Hfcqz9e1YoS7vFfb@ckCzo)qg)eAj`-WBSHkR!hI0`;OR49&Q3sJidpj%y#F?toX7SgAawd| zWx$-B%2zaa??6gQ3RZgS(X{O_r>2fhajpFlqdfRRztRY3B6XHNXW%I2Js@yK;7r03 z6RQ`_9mUUpc7n3r2U^Aalc23ZpMxE~=krbK&$V__Ca<`xQU_H=u4F7NnKz1`e|q?e zkjvSpUe{k6M340+!bERD2h9_Z$(?{mLqq1i5ws<@S3-3;vkcpF42Eo{f%GW_#z7E$ z0T3OpxNTSfo*p{H@%77h!}RaQWOW(4Z`T&BcTex!f?Ux|Q(JrI10MPln5{vjt=+xr zJo4_?q2HNnSR2Cd9S@Af7+SX6gEKf;BjrL}nZ=Dxb|#U-1Gwl-2k0R1LhTr9x<3;%mR5(+!mRB zajP3SG<%Ok< zILGJnInQqb@@P!q*ZKKPz*3?-AareLY^)u(-q`12V5l{`oA>a0yrdmk8CZiunj#=N z65qcG4}XbtS`dKyL_@)nwb5NJW3*~jbD;mVe zVwPqJ({}l|Wc9{vj}=ieqa+j+1Kfv@vgVmwAmZ z-M6xX=qt@bu+~1DSkPZ-g@xyl`$FA^U_k)14u{9ZAcsTM@b&3?H8eDYHoH_AK!jaC zBS=a@Vh!a3<4_@8kEA+;9#+5mz;&4kbDb{V2BMEeeOh1E$l!A*fljg|2zNKFb_S?o zgoyI<^GkuaTK)Xy@Y}JzL2jS;iYWnD#XINNBrhpX&#dcsVoHw5d)BP ztw2h$8!>C(vdA}N(@eMGDB>kVaWYV0N~PL*0*NXa;$rC&54vnVzIH#FcHcVQMZ&8x zPDbyu_}nb}81SG>&klBMhM*4k$VLyQv)X;~yZ~`1K0nq3#Jv~pnw4<5j^iJR_x1Gj zyV0Ib0!z3>F8J{A0K6ZqHV&`)bsV4dbA~_reUr0g5kqr=1 zQ2skyG0%3k3nizK_yvmb8RVWrx131;I{tWcbpH6^0mi$&n&@039N;v2%uDg&8c@j0A%{JP*^w3a&Tk zO$ZUs)_p&4sko`d#pJ-Z995T;l)TH&CkC@Dj(n*}z3;iBlu-bJR>6xA!zx7!v4IF_ zQh0Qi04&IB$WKL9YS51w#{pdNLfSxpi?4&oO)7ZlvAKCIvQ6M<9%DGV0g^EMYakGT z)t>^jw^o&_SkSY76orDQ`&DL6`D4mzMr0Tn>gBFyRlP*&Q^OJy1Hs81>{lNP4_Wei z)CMV5!9-g_o?wDp5q1nWoVCTo#FUbrjs+I12Ba$}6!^@WLeWvkwM;+g6g?(G8S;k$ zNc%dt3_cO|=1m9$wOP7Fc!VM=65=e5_i%QatPzeKOg)8~zCN@em6xwE2@!obKa`=I z;9D~4MiZm|3>WI%R$$Ga0ZZx#hYmgwr9W{1h1}=!i{(Q>yMip~Qov%=?%eT$+HqQ7 z2kJOVhG0XGU*zYf7#yYZXikGm{aQ6SF-Yt3I({O~+P_GUHJNI(Xws0PYn>nvMAKr)d5j>Y3R86FSZ z6CDf!dG2du448!c(~Dv*2?|mH!$Rk_T`~F=P8vg9Gi#?!1a-|C1^G)byLq|%qM~$M zRU0JCs>vcBrcXB)CsG0gXaG72Y1b)`RKRduC4&^MFN$a&jG+Gf*OwQ=_Tz8v8ylfW#t-QZ4d6xHjHIBv@eefBw9imXTos z`UU|=LJ$Li1Q+0^X;wyvSWOS1ViTZx$kYL0U}|cbl9xvWISe1T22S9)&-JyjoZR&l7K=r)*T|_Y zJ1{{ME8DejzRqj7aU%c;p;AarS@|4{XJ~x zzIJkT41gbq>wW6S1^P2?!ka_6J^JQlEG(|V8F8qL2)nc6W4b}e)x*5!uM6sDAm7H+ zWu49JXTgWulyta!PIoL3%Wt?4MB!^+#m*sr4wOU&800HS3*E0CmuezrtmUi6{B?^` zmDATRE%+?{`TIqZ`RmLLxC+Y3m}C2IVPz%#{){|ti+0NU_n1IXZROr2Z<|4)6H z_Hvgi%n!tmg-ZyD%0dt2Fv~a9v|)N!r~Lt$c+5Qhku+-ss9?I!9&SNtrB^0E8O z;hHTi9`l9yxP6aLU&G(!u4ltUB8xCl`ZP7}{Q1+iK-DLa2|`G)<=B2+jN3R2X*t;z z@>OqwRV#vH_>F8u+F|w>>q7MeX=h?BVOsA{qyI~C05qiG_JGqzgL{AW@ct2 zo<8M3T@-(lOqn5r2G#+*n`xjI76`I3RY)vL z2CFH*wFe(y2?_2pF*Bb*0S*zCkU+!7;f>3{MBDgY!*L_1z=J9OU;~4_!gAWu#s|lU@XPq zVx=yd!ET1Rma`4RnGR#Kdehtn(wENkJvK>rq?;kAI>3t{5GIMq$@Ea;r{1L?M*58B zwz&J|J|s4s$V0&dcjlVt{+;THu1}%OWugX=k$sb!NpfoH281OncgtzUo(bhG%t@iX z{N|_I+1c-mr z&InwB{a$xEr%CV-DCF*?n_&$M<}TpPyY3TKUBM6FW~#qYYeI8$ zfXl#$S<)N;O9a2aO!>tkvTiVYl}M||zqdEP)|+PF61`T-&LxU=RYmG@=A177kDdWE zL%+&e+iYIt>$WbHj@I9o@%{H}}b=|g3XBOE@#$S71`?}%k2^pX?z9;?C?HoHEknlIqAg7x` z?q#%k-AUwNN~g5y5gz@~8vDVa@S6)=rlpT&bAuiJU&=2$Gu)J7j}GQ3e; zE64rU4sB_Hv!Uv5&JhE4gBVy8@-Hp&P2<*M0Cd*_0pI|;iAc&fYM|FMVqD5;oTLh6 zSkU**Dsp_SuF~zR=|3w=x_tD>r<#IHd_N}EoYF$PkgQ>^xoFPgzO}B2)fPT8Z&%lz zBF>$}wJuVu7b?vDzB1jA^j@AiBpsHzt!@y4$@}cUopAHT_X{ukB;*TE=S@m}<8&X; zX%3GoiAuHndRUm%{R;sFa2T2nplJp#Ede(CH!(4B4SE!cZ2dBsSzHwD&+tVOC321* z8+}AHGyy=nxBHd!N;;z#v6+WXa+iIHH=hN_(9BzS01cS~%? zEdz4w66j0Mb8*InycxYtf&5k`)Th1?rqmVm{d(sQzrxHx+zwmzt5jvD`vb8X*|1Se z1q7@f{|R;W4wNZXp?Q&a6A(Ni9%}0f&mbDlPiz;(FKCw%S(o{4vQlv9dQZP`r-x>L z+SP8NUv|G+UAl3DoDk|&S53->Eg?A)NDBMjqm}zMBLf={tY%Q8q50K&B4;k7B8e~y z4Xn^?vU4AvE=pTIKGV+CGADlK=QZs4N8L7IIWAtaY%EUaEJG*=bNcDFT3dS$#%I+%2UKfx`6RfSXb%hK3e+SjW(-U5E@(s-6js6L#PP*f|XC z!a4|mc3QQ*yaa|8iTi-glzH&r{m%X^h(OX|D^Q4T5?C6PVQzmZB<0T?dKr-HoMG6U zSH6{lM$bSr^};sq_V4+T`{k`1jyx-T?2ZM;7QbLeqz5PGg^d2}^x~)sOGAHK{$uv5 zHA<~}pc;R87gMK2RkcRKNEX}GM7e{jWzGHR(Z&-~rbb^;zrZx@Z_A1!yi{$sd?|Cf zPlK0}jRc-E^mb6%^J?SWJ)Uo_J6w*g!v>XV&rl(`g8^}b$Czz>F)}NGi=-5j4G(;jw;wHY0R{E~pd0G1NK$9*L@c_YPfEbn`rtKHi5Eq~-hf zMrcs#1r1~>K@WKXxPmT|7(mB51n{#SQgvG+MG`(BG3lY7@GA(LFQAY#auVU6+}~;g zegwIKn(Yx}!9YClf?0UtP6%O#H8hXE$j3)U!*AIDpISC7{j_|J!PM4>L^}YENuhcd z7j>mVj4d}^rq}o0cJK}RSHYcCq>O4_1~(PWs(*hDKeS72j&Xi#?NV8~9Cgnq$*Q`b z?fAKkAf2|o9Rq4Z@%0^dLwh?Ti3d4tvo#R`9cTAxRXN4F-2DW+}gmYJ5*!AHLHQ=#vq0^I7GB{he)l+Hkw5 zL7NZ6{E5Ok*UxM+JjM7l{f3jNbX%)~6~l<5#aE@lMnQ~v;i_d)-?CW@ z#h-2S&IMPI7xR^FCOYdUZp!OI+bt~IK6BLHT@wlJ=Ok`m#P8nu1@Y-#qr+Xa8SwwR zlgz_a^jSmN#9L)rmRU6=)dIYqnlmi>twhP*=D)+%+v+o^4Wzv-IsGDcVXgTmjz6V- z2HKd=(+~F%Qiq5~y}vZy-Of9>51&@(_qy128H2lXQOexxtY`CNEx-*ERvG&M3>twP zW(O$i&aSSP0D#)s+o!_5ffO9&0eNPkU9Zkj^I(+=KZMsR!i$9-)3bAPQXuI)UWWG^ zVKShARC!knP^$%4S@96EtC}fQRdfhV926T%Ib>abu9zMl1ys2Yhzl5i1sR(M7zz^L zlEYH((C?_n`Y7P&6r?5Z&eSvI-S{;f#$0;NRz(9nG2$!b_te?`Uuv3+Leu9S@RjaA z=e1tcAzjHxlH)kE=!hq>&LN33qh4quvM15nayv}XBzQ-tJ|D5Gu#B@sM6=-g_70echW}t!q=QTC!-?wjZG88KXcA3%-EZ(o7rhQ z?v;Av5>9srg$G9WanFqjodc(K6Z15f54#nWcdzItuQUe;^d_zW0mn#;MieKx7UKj6EyMgNBTyFFy%Ex2^;C;Gm#$ zJN$n2XjUI?5ur< zp_tB4wzJ};%Y017Ou?o$wW0mUA1NQe`y%$cjN>Mwj^uRa1v&!xSD*Jk2N!GKPGfc_ zqOnfGf;8^!%afe4MgFp3>6I8~-x++iq{YFKdPwi9p;_UW?OwQu0UVgq)+`L{$hdvQ zZ9TmJ0RINWa$(t*4v$|=kQxWqf-nw1w_ZSMjlks?Lm9(|F7h5=Qa^m4EPb&D80HGF z#f$)$fXb}6{S6VxVJuefdGK`OaocBd84%ZJrLXVdm&1N`r`)_NsYj5ZLGZ!lui^EP z4v#H)#Im1$-cbFnjD@N!((1jvlwI{D_!)|bg3;o6u86ssgp<9j->s$su@6BHk|M*r z2??+3h&87LGIf@D*QuzdQ@2sm%F~J8zt}^6_R3bRov!>}%W}7-2wuZd{$(VPapjl4 zdn~z!%GdBlv$PR4BlSdFluY-tl>moqVLmeDHZ)Y*k~QA&e+*-SbrLyAPWJ+Fl~)cD z&XXkj;Cm`WU?oTWu|`F(>{sIOKs*f1&BhR_ARh{C5yuI*W8styRP|6JEq=!V8g7Pe z>1wxcdxE6U7%Yu;iDlBxE@+BhyMtnF2dXiEA*Lw)#1M;kV$K+Rgs(zFA=ooW8+||% zYz%@_gk0Lwu%2;Uv@pD>qC$WinEYg@lo;eSI}lR&9`A%4*Nj_pB;zvN_8Od&QE-Ce zZk#YKPi15Ip@94)f?V4Q#~&#cSUt=A3OHg z4TGf862~xTaCpAf6#vC@I2KI4YbCw=XcN=C%VQz4h7ySRlx_#53Uu* zAFossUIWf>CyS&PWmq>Lv3l<6LW8(c0E1Q8{nsrq&YJSZ;$0I;hrf2aKZk{#r}=|( zk&%^reIM^ZM^ZSekl|GSp^lth)}vB)v#&%oC)55J`>&OG-G+H^F#Sawo9k@PsQVW0 z8wyGAzh20>3NG{JzwuM} z@CD2Z$P8L+pYhf1O9Ue9-3N-HAKywpJA>0dY$`#rF6eU#H(Q`x4f%+HwgR z*axnS>=$Z+g{mIilm0z#@byRtXp`r7&7v4CNJ6q=I<`Fel4bw+2yH8zM*~$L^oaeb za$5~r%hY_^we|7pu~j>lRjIFNB3~@I9*P~rxZx&x*h$QUp6yg!@_LY>x$BYZ z9zDWVUD4--#Ngw`d@9&0tCNOO`hlb!2QMx}A2$jS&%fnL3bxXpuxLIy`Xc1I$bUhb ze!arI3Wfjh_n5DtW!=`zUb@ltxWr(sYA0gUn7H8{PVS<}W2bMM&soN*t%PU{^~x}p zEj)`owXccNRO|6v=sPwh6%%^$Ld8t=R1lOLF*Q%r`&Hwh9M`y9RyRhs_2{2(U+!KRi+MPHOy(YF zc=X*_x{+U;pKes=I%!Rf$+h#fCf7!evj_}bG*|X*rZKgx9}@uX$mu+ngof@$fO49} z{k2i^{;1|rX^t;yFKCa0HMbei9qr`q0L4Gpfh3%q*>n6&d{(cTO9vjv_deFo2zmth zH8qSO#8N-6r6cf;FP>X&%YDZe)5JsjT`G#p)BN8Xi=IEA+q7F~poXt&-yQeO!+k)d zkpJuGuxz>y&{*N2m@YfN9>rlevm#F}1#nE#SoBH;3Q5u?7(|g};ME2~F zPGE_|sj*l*p#H;weq0?tH?Ed z^r8VmsqHOV%ky;aDjDlmi&`TBYaJhbw>)0HfXZaeV3}E0`eYc8ZuSmVTog^c1D}3b z{+ZFE38jX{9qJBjhh!R@VVWzH`omp56y@R6ZYeY3a%fNnwGc1rrDblB+5Pe&2wr}x9&m@iC! zxK^CzqM3i;;(&u7g7);5b?2s4WL0iew)BY#=U=MXe(?f9EBhhSJtAaag)K@R(!FBXGU30<~nk~&Sfj4!ubhkQrfKvSL8 z!(MT8dUq$QSZ0IvO;7PymrmIuGUifNuHM=6yXAcYtTb((L}JiGe>arvO&IP{;eIgx z>=t|wNGh2dj;AA)xW;VC^xAdmDMa>I@BSUxqa^O>X=xk273m)BhtM-Mt>ZKRy^fOb zT1kv#!Nn4%OvDjT|F5Cr!J^D**R&_;RkA)!9RUYL!#*=F*VE5cQGRW#D7H!Br$yde z7Wn}+7Ta2;`J&-(GwS`XZK0Q+&L%sp#Tga7H(KSqPk;3cR`SH{;UWL`nGP6At3N`V zOrPr1Y+vN!Knv0D7AJTzJ^ge#v4yDCj+%<8fDZ2zy~m+q_;69i`uQDMYd+JbT*qh~RJWu% zYdJSlOD?G;_4hu2rT9OQ5!Y`7Y)0p1-Wc$y)y1<0Je;1)3BV^B+87;2EtQw17+wlD zKie>6I~FfE9ub!l7ja<)*~CjO543)nd^v38EZzTfPSHF6+!O?H6Jq6N@vb*m?`Zz` zSXpjwWRw2q{pA*CURJK5^Msp4fbOol8+wxZ``6-n_HZPX3QN=e+CWC`JS5@}pCGmb zKxsc);Ir}n#e}`X5|(`JYp&$>&ZW4eO+0j_R>fCgMX&p+ zidA$jDmpFWla@qk4N{BsE4+2d=QPqP6XW7w1vi-6e+fOvBamldU%A1?L zNrx{*L-OWR*6wav2yD#tvFa$KHus5kdp!T@*1sHaO4x`A{dyI=WKig^S$B1D1L1~F zC>LqmbeVVde{)>F%9PTZ2F`V%w(V@N7js85XZpU5Ok%nn8pu@l-KQ>j4j{GLx@X?e z@l!D(BE=!dk?DrV12`dHKALDU2+5MTPifhYMexM#b*<-9r->1~@WCT!eNjR!dA|LA+@r@w`3h?Ko+sF&iRIb8O#s@PH|^ZFDn zO(v!z6>dR;*p#66xbRdDe$#s_m#;Pj(`qBlJp~x@Q;V5T$#%=PC4I6Aw2@@yGfTRU zotdiAx>ogw=5>vY9kgU~rk(?jS8rcNZyy^`P!G6Rm*%5i&?-sYEnV35`-iX+?3XV1 z+>_eBi+CePo3E}12kB+V?xG~FZyX_ldY`5v0H`{Fj+G0uV zvmYyA#=&CD`7~CPm%Llv)P7reGpN9ysx?7a5VpifGhab$%$id3u;qxBpM7Qn96D9= z6EkA9$i5vn@69Wr#9>-os?1Z$Oz>;oWXmsKad#I(Z2m*d=>qTiOZoKbbE-Y1lSW-Y@qx;X78%*tl4yeDPAS zF*$oePlnF;zUeukMsPds3+Vw^d5zVqHlkNS@HBh0Sse1e5}z#kf%~JE)46n;3PYu%9*Y&pFyztO*(wf0A~ zP1d)uW$+uIt#8Q7yi3PY9^A>m7PaK6tYQft3%+3|t1RJnR{WHH?!+~DjDfJyR~PJy z%Uw1J?qZWwX_VMbSO%mej=vHea5@K+1bk)R6?WI|szQu$$1btuh)?8T6W%Eo^kuu) z)qTWiwK(5IALWoDxfPe`!rPqj8Zx7~?5InIPEYR@?8Gk7nTOjo-5EJWhbi-{f1+Ik z7;T!u6fG~NK`_=bxD)UbCf#21g6n#SAwDYz86BKD^&xxH?uo*!TQBR0ck}Q6{ynzo z+}YXb31vedps1Ommd3(mAU_ZI4Uk}GESuK5Nr9EClMLZh`%i}Sg`~&Z4;Xw?iL7zf z0z@}y-gQR(Vj=eyJ*)vnPf%`|lgoEpwDP#%EtN>$Vxk z84>FMNAR`LY+|WL7|S+>ON=+QFKjGjYSn;iWMtGgb3(u6+ZkGJo0%oMl(&ukza4$= z$nyT3l5-}HO=uuL2s6s~+~Z|o?`L;G_cIN^f}0guTwpL6Ew)q2r=-I*40J{4%l-sP zHqt*2_xbuXeww&=Ps<>rvGlIb(!FPoImJYNm^yvCobl%jYR>1YS!?FgDDc(>##yA{ ztRMXIzqlz3Voc|{^!pd=q%Ylb-(t!-lq;Iz?t3GOi&{~zOPCRij7hq5Rkybam&za3 z!1O8W$$qa2odBZ=x2FOj*N?WnlbBQ@n9Ai<)${OyX^nZLm%;r~5vDOw8Y-SqHPu&` zOhSNzI9^6$sP}waLQjjQzSyfZBxLnN!6r<;6x~$8VUUeRIw`MMp7~WTS)I|zabDHE2|%xg6W_1 z8!m@@L}Mv$#k_MGlh$;jH_*#87Ihs^eczW55Zdr+b!HcNL0b@Eyc$>2(Tk@eex*cZ zO?{-=(4K9=*wltfF$xT~{@z{uy*TDi-E2OnEqoGPA(%(e{@PL6OT6QFhqHE-x{ zbq{E|y7f9Xl$zF`i*l&c+oHAwLqdBnXEhbwJX1Xh;fP6N_WIuC7r}&K8|G%t{z**b zVW<=4TjyW%0gNPc^8o%mAenxD*rKI{>Bfz%G%dN%&LE8nJ8aj*-kTcsx2Tlrk`%NA z&EK0Vl(ElfsJmTq?7Ol+lu`L`{0ipO3-!xcmOm@8#&;B^>~Nc%Z&j(q+TWt#D7`qZ zpONz?-QO$y-YP2PBRl#Xxyz{hCtQZcm7(Y7&vmD|uuu#>w?9 z;59)6cs~PF?$Xod@(!WUxH0c;w1eMGf&!E0`{yq+Qv74(xr_480r;V9GSJ_uqNLoV zu~bWRZz|2^%K*7is+xycw2Xs(tbDpl!c|j7wJ3f;UR(&P_4XooBT%u;Y-lN;<;acH z4JxlKrHTko7iLQd>99l)m1o6THKtdP_>bH06O= zE=A8%OT!<}d=Ht7Poh|!LdZIC7|>zmVm6PhNi~gqQ)DQK)N_ckfM7Rz&6!=GCq~+g zWZL3U%w?n55vM!em@Y3y!kGIV)rWb5>K|NgYYJk^RgRr`?~>ja^wB?Gpx5Z0b=&~| z89we_)?4&<8FkPwm_&SUI_=LtkZEjfyG7z=$hYiRBK(90K=Wwfkww{CFS()~ro3E< zk3Pa2Pxt@eQ3cBpqwn!=(@TSKf1|=c0pE(@a)r92V7yBh7c$FR0gB(PX3oBDw~hIn zCt^ZoI>#kl!!anSASH5*C&Fhs&B?%sNPRA>h2h-tS?04p7s-Q*X4a1i>&t}`mo7K9 zKAyH+zJJqiCicD+5Q&LLhyR7ks2m>|=DEIzn_2ZGAuGhd%Go_fp!+XfTIaX_Bf4_K z{0NXImZP_XZLX<%(hTKPT+^;Psp%^2@Sq;Y{78BwXXe5OG20H?@cB_OLFTn67LoTT zE(Te9%~lH`&a1_DM>ZBr!*X3F)lFquz~z5lO3iS2FNcIa`yDajBy{gYGGAKPXb~;- zl8|UzdTii)|C=C}D8ujTWTNzZM1gX|#vvb+U+n`x<_}`mOAHKX6#CX^&@5aiWxuTB z1p$HIJ3!Z<#Pu+^Z@v*J0t9Y_k(>KOktnvW#6z5T5=YKhC*62Pxnw_YPqL)sg~J?` zjtXVXI{UL~vM%gQ>--E!@#OOQT9@gl;V|#HtTJzGc~RpFMx1fK@MVD1x)0&))lX3l zx(2Ty8xGNmPW0*T}7 zI_zSRyFfV=L~3u(a!Ac{yeZ^@uo?rF#x5I5{O&^txw}l+9!HiqsR5C|nz8Ny7u(!o}G2 ziqAq3a}7`+2r-)iO3k$Dhu^88yYBAsRSpiHwy8R#tiS;&o1R3J94kmKKG66}fS44i zr?j;nnD;#`1t15tla3fr$czk zZrgd~n+uuIFuJ4 z7>+N^)6tS=J@hkHaE681lv3}Eh>Vx&P4!d7#b09Q(HObUoF`9m8xe2pY`Tyg8kZPw zt;}z;onih&B=uYRfz%LkC;_`p0R|ki+XqE@uK+QoMlfE0gQfPMGe=8X+xl?{Xc?F; zU*4tg0je00Gps8w70l|ly%FjM4jjb1D^ocrgL_CM;ylXk0i$D z__p}y$xC|MpAsH4U*Td^5l|`U&?`|S&-)>2o)fv2c9`#*6GBe)O2tU}_MFc|_uNB9 zF4-M=t&wqN9Zc{*tX4QC$r4T-)fdF5RNlILdZ%w~{bTan=xu^)%WP&Og@pnC#S@@S z^5Nt|)N_*Nb^=UqdW9-y|EtXB_0^yNe5oelYT{Hyjp%D}N=^w|U-1m1_&MZmq~FP8vcKko=sd7g?x0iIc|*Oha*4#GFL-xpxdwujwdnC)P<* zOwmz9>$BzFp-c>S_P$%xdggU2Df!*~Dgh%o!H*QL`M2-VI04~&Fp&CgDEFpqB>JUp zjdnz~grM;VDvv;(LzU0)0aK;ZJP4Qk&m~E9Yhg(B7U|60m``fQ)SnbJ?#PwQB)&Je zw(V|{o^KX^*G`}EdS?}Au%uz1l+q+z8{&x_5cRvJs0yhCkKuN?kBNR%NtxB%9J1C- ziwH8?xsir%On}|r!5kl_d~_yYV6g}jE|X_UQm+*9d*#Zh`~8IuFyv< zy4h;DoD6gsj-b##G=%07TjH`SCZF8#(?KY3?;Z4Z*xHetpi#z7yV|6I1(y8=-)hMf;c5B9ve z!xL_ND2b7AGd8PtIHF2`5Q4rdZ$+!QsYU*}{lNzW<3vOO zRmpRIR3KhA`SG>Ybb*A!g6~w&D|H4@iq;ej$Tznin*Jkh7-#+~Zm`ZSzbiO4uWsjL zlq@d$NQkHBy8TL5u~%xdyZNA`>pL!TH4fVDkCiF`1Z#N1dY>2bW@7mU2~2h;1g#~a z&rjp*RsSsU%5zE>z2D($Yewvzd8dTv#JA3n>vU#wWWHt)1H7n!O=2U$N@d=Fr|28i*UuR6dTwM|dhHiFz{O`(nX_!c@Nkt?TBy zn@9=`5QlHUK;9Dk@c0$}b)NwBOx={x@jX4mZ;ab9L@^N&=rL_RAny0bh4XqZa&d7j za!@~&2wUv9C& zU9bRMeJRyD4GI+tY7wZ)YvwBX+VjNr~X@_}W zr0U*R=*AEdzV}H85sKOu^aoc}- z+$Ta$h`cyYM&={BMd-eRUS3{q4RwfEu2m^1C@ASd3+V?*3Usf#U(*~I5+Vov32WR> zcCSg?>Fzy8kgD5x+S(i92`eH>8Sh}

        2#yc-o*05 zgHGDy)|w+eyw8X(kRFMWT$pU|;dRv*FRR-wUZQ(6Lqx~8>3in?KQQG(KQTHd=abF- zO4*F^L7-U~($77C0$w4*ZTBNg9#{`;({apv?y z;PUYp#6M(Fi2D6x^iI6U=I{uKRuvB(HT19|5p=E#EB-|8U zLbei!W&IWw7Cdr=X$f5C^+xMp)NUfmMX1AXLi+hYXU{QcmKD&T2%Hs^ypchiSk7H# zRI=uI#J{6c*Lr)($(zas_)tZ3JFeQxLJiA&cC9aM)I&nY({KJ-Q+8S$Mw0V+;xAfu zTthPtQLj3W4hwW9WkPaY?i7SeHzOMNb}V!T<`XF@a3YBA87pA+FwOkTsc4Y!n09v- zQTewWZx?z~c0Rw-alO5dIWT+HKsEQ8Sm(5p&$ux7n@6;&k8d#fBJJd!B;A~_X|~=473AC!>!2tdelFcB^SC4IA-l*^TDJK?Ff-~CrX>R9 z4yzw0SN=3Nvxk)J{Io%(K7WG7Fg`;fdp>G1(So1oWxNbH7lMDqw^=0siYSo5^sMe^*QK1xtwGyvz^)pXG zB54*NqH2wu#m(a-{;{+ZePC(NydJd2t!P{p8VaQ8K!4Uf+37eW7>%RCDwbsurpxx+{Ye(| zAObvr-W+#6hThzN$MF@+TK+_@Qwu(|Ohinw2iaMPe==h#RK&hQlmzxh2)_5N6mSOS zRQ2nQFOpLaVzaJkIO)_G-vP}_+a>C9mc-b(?N|x^;?O3K$n7Hh^jEG^v&$8pIGo-? zZYkWS;J~2U#cR=;`no=#HpWI&$1a8g{s~%^wKA$zUQlo0mOE9;S5Yr^1jy%eS2n6B z>8D5y=}8u|@phD4k%n@11d3yJRwN>(xB(SKLq)U4`hMT1VL!Z#pN@vo4Q>Bdu zXQy?Q6h?tju-&uQay~`#S>p0{HuhfxE5W{0A5-5|w$t~&!kbEBRx0hT0>(`HW}AnxFWPOps+ro?zfxzRFe-e{q$qzViUu@0^4$9Hnz-BfF7ao*Tye98-O>I&QF{{ zq?)0obG9f&a`KI<-Xa56T$Xo53=ckmLR%4N?rj&HzjP{7izREW+#R`{Sf@L3gvF5{ zLyIRA2QPos|%B=tCJY2T#7aw?y~ay9W1?G9@b`Y)o9P%$d2ZC0Xl6Kb~FslQHey zPFrdv;Z~o&>o8JP#k;JrF<&~fdZwdNt8@9V>V$KToZfO=ouPTaaMNbaBIL{MKOqmI za16bEGMX}-bP_=3q6roLo1pu57%u3o$cLW`(!C17b*BNxyn(%DFzlwiLEHKqUk}zm zNuH3#95KmLTf%&JMk>aP>G%G&khFH{_p!~-Q7-fkhh9YXIC9an5AYO8-!=R)-j-r( zble^$aU9hf?&?_<44*XhnzFT$@?~dGak_w;E*tA;`ozR+DBE1FW^B7%;)*Iy^2S@Y zNrmqQ{yowdTq;V^dFwmgfz1DuA+}tRiy!Lz!CXWFzQ7OB#U-Hkr=GdR_?4kKG zQJC511+URi!UTM;+ZCJ&bbBR27|^87T_o`&llL%xFky{|<=?XjgG(R#DZx5!%VixZLEgWpe!e{Us+xg+g z7h%8tJ=EWXMKCYLVHj=F;y4Er-MM@7O~M~OU8W-pm#%Sq+AayEU;gMB%q>C;Y+Rh0 zn<-yjw{rrWd9wjby2323r40zvqoiv@`7Bop10KIwd@E5z$yaK#dB`oT#1 znQaq?YIb8_B|f-qkC!bsU-?FghLe+d!TmQ&514!jw=i9pX-Kl-FaI5WV~TD9RUtq= z98DLKJ#Gg(nXfwjj_1vLWdG&ZqUU?FOvhW15IK9pTo-?C727Rc>~AFd6EFR_32ZlX z<(5cH1Ts9&5^4?)0=ura^JQi|_; zqDzQ?+z8?(hcFU2p{U79}8u9eH6h)*FO*&<`kv&$`(+q0>s*&j%E%eAg^$U!o;VEgtY5<#ZJmdQp~7?%TrM2=?B8+IG_6`e#; z_qW3yLcqLy@KOn2=4S7F$*KMpbS6`I?nAn7szIc?t(oWTBLO*`m(&bjNc@+HHLTbh zfP%SmrOgs8^34BK*+F2d@)r@ffBrEDsldbi$}K9R_S8kfr9kNJ$r1h|ch z0KgWo+G49IJh|PaWJyn2bHKp1;Jp3oZynI}PW|nM#nYv~b)JV6 z6`9o_g!&IWnw@RKyLH?&_@o(LD-n476QNxz?VB$Tf&FTPOD;10Vd$ui(^JTCD#QxhWFTzKKUdw~}`J4=Q|g z`SH<2SJ&*gG#mrh1}cWYec05||2kP|PexcWpJ*i)N@;AnRg`rVd>R^@MpOFm&!8I< z0>*CQmlY7X^Z+LUw9NID2pV7?{xEpErC=kCo}p9LIEy_=)+uPQVD?J6L!nOeSUOl2 z$cvj0@r_tR>70@Xp{&s|IQKx5@FDGAUqZ`bwpyZTPFtCK;Dy?~O zF>h{_gC!p&YDu2(d{-m((V=9FYppJ_mY91*fW=eaTlCTQa8sgDJ+f zU%h`gGwKWKyTFV^qp<-zLZ;jy+gV6^Fad|UJZFoyHXC147#>vpxT6{BGHks6eX(6jG zj-|OdMdgQ%N@JVhh`pMv3YV4eD`5&1FDM3E@HaP#um>%Y*F00@ZN#iW*o8J7eJX9- zy84Huf#Bb}<9=TD_sdb5>9rLgEGMQQJ&L|0*5tpddue17#GlDGodoOpvPH}fDd)f8 zQ0b-#rnd$VWA#Tml;$JyqK}hzq?>oDB=sd0?tU&f6a6>llEnr!PN1|-3I8x})q_Qw zwxyq-*>guUdmD~ApFDpuG7Vhg_|i^f|LkW~9j-ZSW3AhxoNG}Clm-qQ)IvxaW@UP{ z1@1r37HYr!oqN6~X+t^(-s+OGn5k{uKcR6T>aN8)QdN$24cns~p$ve$P$lit>RaL=EgPx$su4RnRN$T#9sY&kEX_qa0GWw0So+SM`T zYuB4tn+e?&bC5~sM{4zP(o9k>^nZN#0Q0149TGs%D^1!fH)mH!Vj>_2coi-_PAra> zyFnjqzSw#uVJAofJVMG7q2@5OH{v4oFnlH-mugl?KIrC6zs-FYsX2d}7UeUB+h^BD3p8?fBm)IXA{&r~MG*FV;>*BMP(nay-f2!0E zt(<#CW59|pV|9M$YF)A1D@nL2UA~mPD}Q54&55kp6qf_ExaQYZaTs`%ylm3RJ_mFp zgDqNiRLun!)j!){o)I5KmiIT};VD$nG*H7@qAk~=RNw#H= zy!pr_KDwA;2M7gZg{C$OaIwp^M%k|ZxH}R@$}9b4jo^AqyTaT#Ouehrb-~t~XFfb$ zYJg($S4pH)N&mFk2qmtA3`yH&UgS3>W+9Yk=RtmYSdOQoq3blBS*UKZH#gut9JW{a zG%5%jJpq5qON-V_%cZ~GR6c+&Du$9p@ztGVIRTZsi0Xi@NyKxlJucjQS16I-4YszS ziD!*P*09OH%rYmCpI;xBYYhrnue}OhQz2vi!J7N=Cb?dB6_|Omt4M&Hp+(uzDN1Pi z?p9REd~MlM!i~M=@rpXc!m= zDuO08Babg(O~@r%PB_-lJ9NDEvJ%{QHv|3_>oWgxn~?h42pxqAf?k6ZTZWOT_`(Y2 z`NjX*OBX)vm|y(4Bd&3fCY$BUXh@TfhY}{__ivYRdYV+gbbZQhqs7?1ysw8bp!ozf z@z1YwEc-K+{*|N?yrXhJi`EDSg%a^DJW3w#druUX&kGNu$(nlT$2Kg+Z!T9D)rwdwb>e}hCTgbm|3p#b+kf= z9VccyD+mW*Y1|-|+-{EzWrjd7oxAjeR|V1G0uv^wG4{Wv;?_qCvS5kD^|=9`FKcOn zkK(n4nUuQb*VVlh98N>81o6G9c6uE@fhoG>XpM;Zkx${b+C&Vk-eAXS4JO$4U@U0W zkpJ(^9a2gQZ*4gKy>+SoN7sADbJ_p@-$p_rD)rA$j+8MlE}!8kc`OQvP(wx zig??ZWy_4RLN?jt_dJ~E=W~6(*Y&&pIOUISI=zqMcpcC2c-$XBS47*?{uSf!N<8w0 zZ9az1caf4GH*to9OiJY4e%yfe;Y~EoP9NqBwo$1 z^}7hu)I3x@3lS6<{n}+sBu07jADr6xztSpe5zM8YBQ_+5pC~(4-;v6g;=s{2wOMc1!O6EDp7WO>K+;k5Z z`l{+aY);*&fC<+{EXj(0o!2u_jf{*7wnL^VQcozMBXvC6lPpGA!4{K zw?$y4HsH5>+*wIMjrJ_Sf;>+5$Heh7CA4P_=W<; z&WTdUd?5_!u&F%h;znP$*@ST~a3)P)+qHcdP-Zm^%LLnfoe2!`J}DWu^;`z8nnJ_SyOO4;iFQ8}cXKT)ndLLV z*BO=oxeNb;+VH{Q0^x&Hd=K-dceAY8og6)~ zn(4A0bZbk;Co7~nk+3Ry6?R;b6zF@nb~_pyO?BptwkPOI=_SSKS8uVx*XuzJi`T4L zezq%}#jAS7M=c>^4aF zMOv6z(WT@Qsq7<1&kjew(|ZvtsB|hwS=EF2KH%~+H3@%=qp)S#wQnACaYE!G&k9TE z*qyk~GB^Vm6XV^brOAA@imQC3P5kI)v^Y~>!2{J zJV4RNFU&gR^gZN3{1%Qa8p64)k3bdAjoFT;$k9#zx1=Na{!mRBPtW#>`-_}=gYZ7Q?AbTx=Mdwco-O~125B8Ab)X2l%fP0M zJewm4S+xtFo#)>(|BSW`+7qTQgnyVgVrKnFeNb>hYxYJ`^vf-q@_hKd7BRQQQHyjUG1U@;-D~zqF$79PTaj7GB0Ez_%Vrsoav>`b7Q(3n(voS6_^V6 zq`(be5!>uy$*W@jx?M&m)|tOP*L+bNZn0Kr)lf$UnGEYipK?VZ3~kS$4(6IOp+V>>xS7w|8p3!`hJrF_rv0wAwjncEpiV5(w%F&8u#J2a%RH@z`sQ(oEPfg?U z%6n?Z!>UByvnQ>5^g6VA1Jb&YtKtQy_36ziwyU*?#5@J)TGI)a^oh&P3lZVs@#QGp zqaYb9oEIeM(pcxuz_YT+Xrvkazu-Bnn}p)h4&s-c(H?Gbo_~O$pT#M_;Kvtg_Tn3& zuT}`fFL=n(c9B$4`&QQocDF4FY1VT3O&h;1EHJ0j(c1BE?~Q&j-|jx&>Mj&@tn8d5 zktI)=?8*6$eiF&N#k3(P z*v__fp2Fkyqr_RDv5#{t)jIcD_{}0c)H{vVER29=+cUA^Q(St>Ve?$uFq=gIo2N;% zjn~!{33K>v!K2aq{Ux&In#r@>;NKIeZ6)`q!ahCz{8bJnASLyhWQ&@{_ftupOpOSx zC^{*JFj}$^jYJ;T)6RT1U(g<|e(gO~;jB{8iVWZ3q0_5Vi!H-P;S>f6 zKb~C~qB%6CPxgE$c@|5p*t8hGH##e(K5pG1pZ!iQ>+`?ZhKjYhL85Qn^*h03LSn!M zwYXS*Oq*365=u>5eb`ozO-LgtXChy z{qL{cI{!=}srbrZ^j*!skVoA+IN;gXKU#kWmG|#SD@FJ2*W?dt+539&C4dvQOmqCiw#{66qQy*PNvA^-S2;#2UTVMAhmH?-L^rkY~YE~WwmsPi6ypPO{RTUT&=^_=h7caCY_9=t1~UvVX? z7T*XT{= zOEAeHLuneDr*e5`dC`_QUUtayXTqR8os&m)u zNK)RD?sqnnbbq__-F4%1+XB%XtwcZf;Ov`ayuV`wPsCkR>0>R=*a}PBs&0~?4h)oY zj%5qSM(;8>V#xer9?9vLtKd*p{l`)xk-GhlrN&RiW6GrVnS5gk+O8QH%G1~X#j_u& znK^gJ*r+;J)^|;{6`2Wcx|rV6A-3my^ZQ5PAWgx#U_C7lyr31r@KT%Cq2{l8i(XZf z)~T|q{qCZ>7ur{nk#gd|tDl~y8w3P+Q8vGZy8xcIselET7CM3QY{5D#twT`pcH>N{ zV#3r_((V;fme0$^kq_Lki^U?Om@Qq1$>%QA7M9RI7B~6ERHxftPpo~_0cLgLWa+mF zU=IIYzJ-+(w%ji!=K{Yh^GPUoC0%*K{s@D1XqQQ#kHK z0R$h`r$|*G=@zQ2vazq6!Pw5sc{Eth7!Fpz^an{;bNdtljPu!134|}nnziC9FL>pP z7p0YVanx2LF6-xynyS_6Po)^4OL#!$C-PH?p#jCqGe0dt-+D*O?f<6zzBc0U_;HJ1 zm@nw&z!Sy zI<5z9CzSBCF8?^gqcy1}=ZT|knp@eM{j-74wy+}-4`yn`-!9@HTOaj5pC6zbZH1eDfBV1drKy6gFfIf7kosNJFc{J>i@j?QFdP#Cx9!%`&;20n6O?w3_ z9(spMYhn%ZV_7nugDH;}7IHeTBI*0$xg#s2)(}piqD0UW~_n>d~^{}v9i`Bt48lpp|u3jC1M5Qwt?%( z?Io)&vrJ6Haz?>5i6%aj2=^u3=g7v;u^HTh2FEO*Fwx&Q(`S2+9LL%ook{ zu2_a{u32j)03Ku*sYZ9M$WUmp0MqVia0D#&ngWU~ABt8XV_oh@&^O=7e7715Aetnar@OB}%fy zz2Cl(@%)gr{BM_-%WaEw_iM^0JKiYLwJ$#N` zf5lL&i3@c5ise?9=;ag){PA40|~gPVLgcLz)We?zA$FO1(a z0v9X!+16lh>3TiS+T}c8$*SEhmiDA+`JlNlJ|(BAP>{BE|6F`?snD%qDgW=cUZ8^j zQf5Z~9{^b}>Q9rcqwzDDq_Wvxk&+TON(CklDi5L}CEd&IygzQ68U@_MHqP*CP3Qcj6Z-*~Xd;m{$ipA`!0%XO`e0LBA~I-^&eV=n*62PgFxqjKqs3)qTu=`wB0DD@EgLkvz9ta0F+LQ6e)r_3LZG44l`r(`{yJ zIF@kb9i{u$Tg%xmbqmmZc?MMnrjI=*^>brhFrt|KYJD-p{!rq(ugIP3pGSUC(b%Jp zS+AT5upc;^W-<&Zn+;ZND`&_~3~25fCS;huFqSF&s+(@Z>Mo<;oBe*XcJ$Ezz3|wV zz9`pVooU@ZQD6_8TUJXueR>o^cRNZh*14;6IudE)Issk_0h1#L$g|N@RaWGixVX3g zv4;?{!N$RHelCa6NzztW_q79~4!v4*bLapfq*@_0ocGDZO@v6)3OxPRbS2;zfkYMK zFQes6GiyvyR{h&#DxPlT%|*4pE}R|jYy_(X;q8$r_mLfTBj)Ze0cEhPxc&Uu*Ry@b z7PPGGU&`Htu)eas$5MFhuTWKVp-3wY%7Ql{Y5>e~{0NCP2b;SMXeDz9b_D*k7{W{> zunF{WWF34V601tc62-O=$CX@y0)@nc)IOLHH3Sxf17A`gW!^pBFv5?nyP+;qc&fCt zI18}5zS{wHeoiRN8*Vwb_|h5*uu7W7$__ohMf)Tbd^=( zE?fV(VRC~CYl3aH9fp@qIcS@s;@_Y~aWB*++W@UTlvm;_dwI>U5S3{I!)?f4@bc5stdE z;d+=^$Pt56YdGMRm3d@T*{iewA(7(U&1EN&7A|30d5FRQmWX_(9`ks>e9JJCMr9mJx z8j!5cf+1V6P_GOF*iw2mj`RkQiX@h}@FkHEQlQU%K;U8UuRFxV=uFKCLAS@vMVkap zNc$9tSo(K8k!60}dsmmbviGRzv;Enr5k?)?l6*}vb*<^p#tjexERsd|-Zzfsg~x63 z%FR8zCak%wBQct~W>NOb?L_=XGX^RV|7${jWqj<>t%vz6Y>#w?CIahZnP^ko7(||+ z?1p0idmEUhd#i6I>Nx@1hF%>P?p>IpzQtU&(tyLmF}%oA_iHZ+v=j3lbq{8g&x@mS_1CA#= zpMz09+)Lyqn? z@*W1+bUTC$yexs(fdeFu?TQ)@$$lITCN=~hfH4SOCPVC92+3bXMa2W+lrDOIhm2+% zfaU)^13o)xNTO_KW^_csSHh28BlRL?#A(}N_TwE5+tcI`*S^)m`u>vMLb60h`n&Sq zY*UlIc0W^8Xcm%vGFG)1Ch@29EtnZ~D8m>70s!Vt8Dm?NhR^KEc&(UUsgbB^g8Dw& z#_7|U#Sg!j+q;QX;}&W1PK^j*R!mGIMAIVWlVNR*@9m|r)O}(aCn%tnKuSGyuwxGnMoU%&eW4^r3&X z^hkP>Wp8aUYL6I25U~aBLGvX(2-HaGk=Tkk&yk=>5Zxq3(d!u z`#BzwC0^5Zmk9_HpEaiznznu36Y_fNiRw+a&RVJ8(?~~d0gEshn1kP>OLQF_sDH8E z{MexOXzC^Uuk+{9<$rRc8s;zS%tasqW~Q4lD?j53nFcJ_flOe!_qnnZw-;a}SYm4b zQ7kO7y-C1C%Oj7_&@_ghe==*d!j63u=dY+Al1CEuFfDFDiA7-QK58X$^2+gs z$?w2-=JB~PB(0}hf9B<4RiEQMJn$jA>beG}I-=urXq+S(Ij#P&)?_VNTmEBXHirD8 znXG=%*#?y)rp^=LS6}d)%eMD+PE6>&9{Jf~%D|N_2p3b9d;oT3RwKcG^i7C{JA!+B zI(EGZXG1?;(92u|MCm_X_NFIsKQokhb&DJOI*xnu`x}kZe{0-KHDo<+q?J=7Z$DH~ zXw7ibS2IkxMXz$4Qa@Aj@3Ns-P;r=0n+8ytvyPB0@)JA|d%itDc!Y26YG`P5T0n}S zA7DqD--X{f1cxVNy3jr4!$EuU1Vz}Uy(IsK%x&hKW_>HaKWYN-b z)-f%oKR9?%2nPAPZ?-`@nzC05{-e5RjcI8!=5l~WC_bwNxiH@Ja{BVCZ_V~2aQe~# zBaAlIcCA3vlImV_`n6Hse&?krT<#|)scYSMAGfwLW52M_!u)f0t z|JSk_$h&};tkdMW3HapQIs!n^e0v&KJv6g}W}-1a>DAitZF>3vmAaU)8il6jw3FGY zyeEicBpQCH5WDGWPB&lFw^Q`Al25tQ05ClqJpE%a5Lnv&3TUJ?5@7w&h`zYh-B41i zJH)U$GP-#BL@hjzZP&pIBi7tMcE$w&V&+|VlPA8_brL@({Gwu^PGgKb94ZH1p~QN8 zGU;m==JD|liC0I^>U%5i^9ROe#O>QutyUl#ze2@V@pnpHN(uzMiM&hUW_W{~9J)ep z_4ohCym1WJ&Q23TPWNg&mmkmf%^+*+00@Pz>%I2Pmj~ZJa&YKC>T$Ft#P|XSc;^NW zSZDC@@oOLy6v;0%hb%ge*$~#v9tWSHjqko^rw7MB&LX5&$MJoAMa)hm8t)*aY zH|HA`6yFF+)vQU)Q@f{poub=zBf1D5N;ON5PNnFp>1;eI9wnJxq6FRTQk-fcp85!4 z0DTAF?$(jP>4Q?d3lR-EdA+X9i@CMI&U0RfF_@lJosrYl0JH93w9;*#N}m#jROAmA zf}W!gpM;@_bYL3Mo5m?>pDDUkD?IsNjt#7}Pc2zq!Pl&?-gMhOPE?VDjs7wDP(B{C z9|hIamsg7a{>(h{VO0?#R^8{10W0pt)@(h@iX+_Xu$6-}?br%-Bh{)Z{<;3=2d3rO zR|1%M0-Rc)u)=#Q`LFHT@v)_mLcE}{9@l%X-L)2i^5@1?yg4keR~f-^p2R?T%>1g_ zCQGANdZuHnTJE@=^edSKi-fpHZYnbqd6Po|5{1v^OS;V3+G~(oe8dn1KYaOJ>|q(CdO;T6I6CwHgpa(uRzK(3c^l>Gu+V<`)4@CWDFx7wrIM=29lKXieLR6_!);SHcq1P207f$%%-3V@<4zBioeK}{L^AFCtlTqpOQf?+TuUh+d z%i0z={KtN`I1H{GuJ`pwr8tJY*&f-55&wH+6ucF#l!J*TQDB1zTDWI^rEkZ~TA=AU zl(H_jISldA*OD%>CAFN-xWC9O43Df`vUZA zIU1g>XGht}4;kXf1jT~)8q*Kjd2Dbwsdf4SMgH%|hAm`EkCj_}@r&GtSVsJB`9%C| z$fT`1`~~9|pGqH|1THSbr@ObKy?>zFpY4#$#;d>TUOU4co?NeqNVqhWBUe) z4Iiz1B>4G$SG;3@Y#h60{S))cv0FT%>=)$?3QdAPls<{Cp9j=Ld!VW`u9VD=yS}I| zA#>s*KBzC%dK4Kfh17#6FiG%HbaP6Muxz_Jz+%fq4~rhSOCFbH}@D@po~a-CMI zI<@BTUk?}2uHdJDFfurSt`XqKKjhqqz{{NtXBC<+vjWom<6pmPon?3h zwp9U8C&hIucN-ZBV^alMnB3}P#>+aY2fgZ}N7c0Ag3O#}x>XF13syJgb z7_7ahQ0w|r!d`RxI@7bC22YkK9-S46eEyqEqs6}^b%B*6Qth?uvc^gWO~x-O>j{Pv zzi;(Z@|GFo-LE6vvsP+MH`t92%;a&(KC@qrvN`N)4`ijIiBXX|SW;&s%Mie&qkUAG zfDTeZboXXmG0>VKqL_OBe?>7E=9)R52*HM`+{VNt!)0O;giszvaogv1vDgzzt{CbC z7ktO`eh~_Xji|;aGd*ecuZ(z`AYg-CTuN#@tcQ%*0uCShsFjpn3WiHlU&sKRNb*3Z|O3s{Q=!_p8fJ~!EKoAzNLANDL32J zCge2Q;$OOMgoo$xHWs!_S5J0!Z9odZy`RODZZMcy?K{9u9 zH7NXl_p@WoZIxa^uh?@=()McMm-pf) z@vM2mxSKJ7TYOWoq#u`zLwL#F19CKCtk!yhe%)EXN-?%JF`W$oZ2miXT9K%ESS{Jm zUWE=pux8&5iE$<*D_$t_^Pwq!Q6v&C-YySN;dbe}Y1Z)Nt&|iZ9wK@a9+s% z+)rQjj*~OcOQdG~t~H8E(i=ZE^jy4Zsn7CTm>LLl*CwoJim|t|aqV*uTh0`S z3vnp9l{f0@K%L<>=X3IN_r6%2ldlxDO2-FL!_w-N(!y5%?db_kMuftb{Pm{(jcfUj zV_b{CqJS|CXh0hIg(}xeB>1;V~BlPhmUe#Rj=MfuC?Ed*1V-NB)E17n1F zSBrm?g*~a#k*oI(bKCRd*8*k#E68RIpq?i--4K~XxoWRLqN^zhx3_#9=%@p zWHKyxRQvA1o@c(7Gt0xD3bDH^v#BAJ4LeF<((iu?^B;>SDJ#5|uQ2W5mmWL3P5RF4 zWlU67PQinZWLjVqMf@5^&op^^1@EqbxOJ?wdSp=2;ar9c^>7gHO% zmjr*h^s%RUz0Xl$0zzA@yU&Y4pieR%2c~W9jhcZU60wkPH}EpDCm=V;D|+HI9+lV- z)=RADFtx1mG<=M)hufYVxgwe?M1H*si`>VBNalhN&C)3Slj~|`287cqWW_eeC_6Lx zdsDWA?Za`^AF>CxUA<5e8>(h}IP|jUqMwO~(LZW;e^7TRQPop6={H$8KkL83uNbeKe>i+OFKJhv*)x1ao zui|!BJhr73BO7BH6Qt0JF?I}0zBf1rbeB%`?f&>c(5VQ{HyRlyO*%NM!O|GfU(J-+ zTF>82(fL{R#-7kx`H?B-T)sfD(ftK_JbcGf6ObnMJ4S=H~V)7&`pTy z@9CxRDBCAI`z`FEY~rp{?#NZp&lsS`NUcNo(=%|2E`Gn4bp&`Py70G#>I>(Ez;Gzq ze|<7I0k{oULGZwY!G!yT6Np?~IhAdB+p~c?ovs_=RqpK0?e2JZG{waXEa(QRvSY{e29&F_*cKaZjxb) z+%(7)6CM49OSWI#oNhD9F4OsQndr94fcQ{5d&`M%qppsXcozK_C`hjcvN?p7MuEkY zU+er`=h!+P8&)5FY?)Hot)v#GBBf(&|7P{2^8VuoR#!{!N6JOSd5kX@d$K!~|6rX; zale;?42Ru*^5XA}H*+ZVz5WTGd#9dhjsIb^a*Gjcq&6fy{@=wxrHM>HSB(@JSW=Dt zoYW?AorGyj|2i$VErzB2FtJR~#i8)OBi#B=3%B0{rVJoXO2?km%@7liQtvyM-gLp~ zkpAPjlY88LKbR58MyT4g$u2ofp)GCLBa!Je@G@A3Y*3zH)@R!m$F=5LXx6j=eqj>G~zo!1L$x zedB=7KQ`dcvj4et94nDfhIC-;>Ty+C`CTILDoAjHOiFgFOc5%8)rJSibfawOgjq+Z zO35=ff?QQ$d1oTPR%Hs7J2?xM7tUeM@J7G$7x}UX#{*(J^rwhW*}zllAqsz7vpGzX zhFK_LjpaqtqGALeZ5-y?in?nsSRt2CAX`mKU|nf{=k;t;n7UgaP151oYDKFlMnItt zXeszpn@=7ox7?~HNT9VL1N7kGkZj~D{JWmoDlNC7`$Z`oG2_B+uDX;dMz<}T8ry$Z zMO#SYHq7`9R=2hZqnVOXTX*fl(I+{hR9$+%S*yy1rRGac{}+L`hc7=MioWCKKy|iZ z0#`OF^qIcA#?<7WWW=ncuh`-w_1qZc*m`e2J6v}xllcf1LT&DGqwK4%ioAqdh&;Mu z3#AimZKJ4X*ih=}UE)qmwLghvUYXa_nHSvZl@cPXX&3&^rsSw;Y?M-17O?&eFH!?M z;45+Gh6La=V?153V(Q-Wju%u-QZDd9lwiMh)RqI7H3V~PQYiuY2X40lMwi8S-a)m1C~~Za{v=Oz8J>>=c4Mh zVHOkBP+lpDdHm6;mxNEBYBZnx?31|qmCnxbNvZY`i$aO!rDO!Wge@w0>{r)<+djvB{I5+X<&48V9L?VQsfFwQ}4_0x3Y2W$~B(~#ez3e zUHTa9RJq{!ApF&OSl@`d;r@3|@kWF1H%c_W5Xy2z+FGReZ*X!#M;8AzKc0$sr-UC} z`^8@8i7k~ziw^wv^SM6eo)gcy7)`b8%2J!cGx+Cj=!wb|@agFr)#F&`l zHq)b>v2PP@myTN39;rqw`ei!f{=oC3k+3tHOHBP%5)h`!z&F@?^YAM-%V<9EzvQNb zV8DlATJl<}uJlgbHZUXss`G^~B6_rbW_^sFMywhADwDyha3_5w>2w?aRY`&`BPrcp zt{rBupvdX6#>qTX<7 z`i`Z>JazV!H$qe{5rK=0jc+aVM!h`0(cIT=HLwy_#1`7UxoMGGaD$#{yV4a;{>`4J zJ>vCo6QS4;`;H*kVJw6sJB~buq*0&I?=z|WvN%Afu#98uVf$FytXmZMl5-4nMVp-y z{4jRVqgXswpJUV&t%?jYiI_}zZ7Nl4&VH0l=ny-2uaD-Z3Ip&3Ckr>b0m4dYYk(0^ zS=Ej*8>$1lP+}Y>HvAa$>V18@>zii5wQlKG?4z3pZ5=Mf9 zcCoy90ny7HuJ?Qkwai4_r&fp~p6I48TPJBAh(LcA-7yn&i*u%vlmC7`OjkBs`j(%{ zJl+4fS|GM@HNsM3dgRjhE5L>9>OI}MiS}#CcTuhHE-)+Kh+OnJg#eGF5~KaZ5+1zq zX1ynOF_AgXQKJv2^o3|oW#2tI(6Mn=q+j|=izKm`8B08R6eV@ zMoxHbHLx7QbJ4+M@h?xLVK#Rr{om_FstI=oUSi|bC=KtK?P{5aq$%Hju0;9*1mM(u zw%~z?le>C#y!{M!!TPCFohyGT;N2vXvuP=faO!42#$(3+V!aJlG=yyRT{s}3Z@yp`kISZl(AcCw34 zJMEoZcy1v9Q*rheF=IGL_CHDvSlK#4H8&y8jRO5LZ)%n+#k5c6z*Fb8 z0we7D7NLZ7X55aaoN5Qr^ZUy3k7CO1l$6%$?JL(^dt)brfjEp6q>!hCY9fHDLM9TT zXs-=aYnlAw)_b>-4kIFTT;~Z`i-XtZ!Rn9H7ijS@&A#zXtDkiMK@109;a=%uv(V=MA#= zji%svFX9#;yD>%-5w{9)v_IT+-+ zD+KJ9%3H*s$WFPbF1|>QLI9lG5 zMzY!QZW;3*BI@jY0M?NALj2Y@B*q{nP`Hjst8)!yew%r)I5GITPtqOjOI2QpE`|W08F_o+-4gcEsTVv z@EipjAhfW66Z_4j?@ziAkC6@`?YW!~CQG}|2L7u)@(48a z96$x-Chk~p()F-O_6>{~iID9v#{juYET5w_I$-eIZx&rRGO*VEt53CZT?{<>TYNJ= z2)6iC&+z}!1gx&|zjZE%l`@Q|bY4>JhXX^vMPclg61|p;9{0lOA z`i_0jjhHpZzG$w(Qro*yoXp+C5DiyFSU5@N#YD5JHN7T01vxZA{{iLhBcNQ6XjC5Z zHdUsHqM?kRX@OhsqfV#DJ|cpmco~JfAcY>~j^(^lsv%q5xgXdpy3mG;d5E5F#*(@0 z5zOA=_kR73`Dte+1H4S5-0VJp3y-5jc)UMD}SJdC>o=IB&&qwYS)1}eo!TqPQG9 z4}^NP_W6k|0kSi6Z#Q4KMK$7$?kEd&^6&kxEvXRtTy@z+ghoP*C}fxMWoSTDv-x0I zzO+Y?w(;G!s{(gD7dk9MWNO{Dl3ZAKarl~VtiCDm!v1a5__|wQt+w7M>4b9i22`Jb zjb5srb`tS}Z*Xc@Z{M(7cm=vaCdyUunEy4Y4n~;>+$b%N^-hRpGL+v1=Ekyicf}Ib ztUPqd*Lc@-)2^r3QU9#p@8Uxa)Fk?quLY=?iQxVc-W)!m+tl>Y{&f15!)6ojFQNHV z+DAfz{Qh(Iv`F_C<+vyFzo-8i=r^gs-Qv$1EYP%a_2Nm~zJ6LE#ywA+Cp|CzKI!?- zuz(LyQbHA`@0b76)R8!ZQO+@nkbgVs-}_uNiD|DVEsp+~GT^X|C;I8Byz<0?H4`k~ zp<40FtD@JLaRf#nBNeA?X#8_rnL(Sagj`Q5(~Oouz96Y3UWPL8DQaEW;u14hc3exc z-aUY)BIn_k;wRlHF^uQ1oap>J6CR6>YzTLc84s_e7CNl!+>ffIj1oI?@zq*xonH;p zi86L2p->G^B{EegE=7UhLbC+K$JJO9{8zO$d*>H);q&Iom|5|s)uoDaT{%pmuS z*)5DlpAv?j&rA*eeKh#ppSDLm%i??eHTAZHw&jYkzoWx_PpolpiYz1-ub}P7w3S_J zWU#=l-mKO|rV@O&7L0@#<yBp#N zKiYioN^Y^&LqbyFL`k^saMR+bK3q;FRY~uNYd6SWfW?x+liN)2HV_&r$Lz{}UD}f| znv}^xQS}170aL71;TU$pTvwc~ZyIldK4~i)T_hJq{}^H}Ry7(HFB+4LQ{KIOX$Efz zb8=Cdl&67;!`+<3_S0-?HKdpSFqBDMpJ$rg?Urbbx3;Fay8aC9U|Qm6x2ZBJo^cwN z9ttBmY6|cqrpP={bmLDc3)=IfLBOzYkAF;SaJ-{BO7XghOx2`CbIy^4PqI?lqQ- z=cOiY8GoDqLNv(}>X_NoCF08O_d@4bI4MOBM$$$cB&sCpH;1Y9Xl9mnNLg_00ni^V zs3JU@2E{~>tzl*_+*Lmvo1Qw{zp7W|(!D<9$|DU#cN7E=rH5{3(=$$eQ4N>3$aNKX zxvFJ?Ni=dJDpmzWvP61eefG(;aT3`vhLrt1E)J?f3%yV54IZCBO6;jAP?lBbCbj=P zKl$%52&Y}_8t69AY_LT@4E<)2(Ooq88&b}a`xiU>`EWzElC8BAu4JR+UwywppmtGBLLB>HX;~d;Lr!&*hL7fBGIJ zrLa45PAiLwE26&u)^ewB3nHJ8mh<~ra2mteU&+!*M?o5fUirIW zzN!DJ7H^(H=hA0Yr+_~c@Kh_;eQKVZP3$ZpM@r_St(pvqC=nYBEiKa3Mv?=RLG1?xS2yPqr zsi~K-|K+D*JMpPLz;%jFb>L#3XZ_6mHJkoj46NO69_{bsc5#=3&(!@^{C*@-C-0ln zlrO>tLyjuvhTl#=8l@|bxJJUyOtA>}>j9~kX~6+QC;69I>|{Z|rvA|-+P~Xe-X{l% zN6f9`lx9}lKx!YzvvH+K6=j$GQ&XGBL7n^o`U;uK?U=x+X_t~L*|EUNJ^>n73UZnD z17hCnj;CjSIhY%=6rygeka%U4YTmJtd0M!7{K4yRx%`Lp0&dE+qxxTNGkF?4v2M*8 z>616`3fW6E4$}MUmyvMm$@}z55}=m5tG{Wu|Fz@RW#4-_iqdWByoMHyxb&>p+SEke zG#YJ0ux5BE(yrQ(Ljy)cfX@|a?ok4s)PCGL2@cSkj`!}qjozo@u_r&QwHC>r0kz@j z-A?Q|mjkiu{BwA?^m0xQ2DAol{f6M}j~T5lC8m?;Cjc;x=7ID(&z3%ka~=!l_b|=$v~G=p>$>qM)@}$; zY~M_tWztl$S`un>B~p}L|0NLu&v(95qmH-9rTIDx4_g= zy43p3f#)7OB?G8}TW(T}a;`#Q3vYxs3i}Tu)DWQ;STgpbw|$<@8Aj8sK6l|gxmfyl zV<*@8^@!UJHeWma8$1pKF$q29&tLHm95<9iose*62zi!qOJzWi3sjeLu&(Cd-aw0@ z=6UVO?tpTnc`xQhL!T|V+u|j$;EK0#6-Ib>A3kfm7P1u>K=^hC)~5(l@-*fwjo>F0 zIr*QIVbf5X;B7av+l}k*aaqaOHeNaUf(enY+%*k`RkjSEN^cG4MJ>a)LB2L1a1@~M z7arF})JoOJ=X>Rh-W&>Iywv`-(@}s4*GV&1wap?@Jm@9%6@s=_(0Li3E|r#9A2n5mt*r*&rZZcIT?1=bwo2oBuA2)-Zv$j`QFK$TAEvheX)M5~T(5;qF!>)p%--DWwTez!oqN%&`Y znOwvJWO^i`MCpk1#l7O|NoLRU#y_}G3=fX(_mE?W{)?uY6_3Q!rSF3f!&t%N1fwtU zqm17jhwJC{&Vg{2HC>7cZEM-ayz#DU?ddj!Ca%gRfYPD<0T~fk&AF419{5R1-b=*Q|5{y?P^wOFavPP1Zwv2<@carKCt`G9PrU7^jwQ>%uyL zZW`9~>AROmuE$#!;HA+A|F)8pTzIZ?Ly1eRwZyl0JKLVo`4@SaiPV`!U&Z*+ekX9qg4;P zki&Sjs~;4<(S!Xg$MyY4GOq5V1dqJl$$PKymg7eYX}9={<{`}@yS=M8>zpB8nZNDo z%o+-~)#rL6_#pgI?y98TU+BNf-O(nr6{!Eo456vh4FBiq#v;Xtp%8wgkth|w>f8p4 z1_)_Mibr5?f0 z^>D)|q0_|`W!>`(z7~k<^4z$PH$)TU&R=|T;{=((OUT(b7hhE8Qu2T3dhc+m|37^E zNGcgcB0G`2_g0kELD}n&9U^j$om574_9pAtdmsA<84<^xA>%kkb_l=cd4Im&?|;AR z>e9LThrAxI$G9K&2V_7(}^@zC*9a))V-24e*(!AjQvsM;M^_r?nlZ{*^SvMpHX~jEMzK z2H&p6&kEfpzsl}0iG5&`G8)5Us=z&@Y48qu7;XQ|41-g-_JB232H>c80x#c(7oH_A%ad zRayJ*TJQfQW05XOrT>BYWF>K&Y=Dz$DvhD;S~rgDSKdcoI5hD4OpRNnbYI~0KoylW zgYMAiK(*Niho+9uWXzxPtq zVzIP}4peYr^ssv$4_9K>Xq;Uw@lBUIaZhdm7kYlS2#Jr_?ZaPF5of!fCZ6qXcAv9^ z9c#qO$jfpzwPFDZ%d4N;+$4|=^fcEf@!=zx2u#)(?W4E$Rpo^1Dn+EwE;F~WAyvoe zdjrd`M=ceN!Fxc6BaFS`^$VN`y_GDq+};7DA$fom$3JL`H-C2_2L}hgYA4J(fpX?rDCTyM7ZOm$lafP?jQymAqc z_zni#mI9}(C(cDX%5OPi#N2N-RRTrb-&(g%%F73c8#Q(QO+>g|8Pu3#FaZ3tW?3Mz z@JC0YM-F|Ha0Sp?E3GXE@D_HDJOKO7Kl zXSqJTXlj7Zt3~u&T*Ep1PHU}9#dPQWiZ#aVY}L4Opb{gVX*_wBcqp{2{Vw$!7*JNU zb)4?|yj_@HVEOlaT#f^xW{fFbA)RzA$wArl$0eQ@OIYB<&ByMQM zXbV6HmQ--ZL5!(%Y4?j=e40DorjNZ)^WdPzJh2g$1?DRy&m9X~j!RFkeY#bhI?jsb z&j*Wc`{OSza}V*{R)&&91Pd^8b{+wI4v-;$b)$VwFy8LtRN1KAoBMx8Q4AH5_P}Tn z?_l6!ev)(Oga0LhLG0(H7zSr-St7Wd15$@p*U=}9gq}3+p31+!I zLi~`A(&(ht+i~_D{EBD_+!fT-$1*LD2~n2qgWcW&``XCh4EcG9h+G3h&SD=VhE@HD zge3WYJij_+WQrMP6rP&*&h;_4Z*oA9S-oJ>CRJ0MjbxPh^KXA>xr@d;0E7L8zx27h z*tzT;NESICJe)9(0s;AkGb1uw2#hv(YE{Yp&y+bpv%3WZef9kX<&}>f=YWeQmg%&W zbs~^M_cyBxr_?6hMp0uG(~?`%>~jG8e-QH}mSDmmCu&hWyP}%w|4_r2n2bzfD^s4T>e8$545<7QnRv=FF!PAA8_tsmA%CjK9K7IsefI!T+r}b-l zeOa6)`)G@^#qP&FP~uNUd0|+}2}o#NP{N+e>BRG=@dZk6rKq0|5aOhG)~` z3jXIo#`^nr;0mr^abC;2`OkY;R}!?`5&1L}@+IMZSTg4jtLZG)5Z|VIfe(LvN%&8^ zL#Z7wZX+D#BhkC&DTg-aU)iE53yDkQeLb4xlW+ZS(IpnKxl45!Kv>On(|sJ~&Td_Z z74HzLZN4oe)}5`IdoL!s5ZGoh$)9bC;4iaPA{jcg{Ptq~iC7?1R8+r^sm^qv`K(sq zz!G7`4_G1qu`lx(t-JRb)^qOb`af^T{C$kH?(NnEh41s#eIX;{juVEyk9Tpk3Xf}o zlK_`V+B`w+%BKGw{`~vr@~2ucqB#wZJTdf}>F?Cp-^LKe_PvdAp3QRD4(;=sgsC=25FgY5FoxTn)@xPuApOo*(~wba~gKfZI&C2IK|kb9&N_ zoL4~iN6~pHW#m5Z>PU;};w#S;ua+uCPH=Kq**$3M3Nxt(i-{kZ8FOzKsi9!#-9Nk8 zgjd#`%IX4K^MEv7V9O{6wy5}Y@jaL1uoiz4_4x!?R#v=SZtv3bFTbr5p{3W$xOl{V zXv;{xxEcu7sVH4+hFJq0InbBrzjphr?`zID8jj}DIB#pX1&ZWVtK&UGUIy}&v6{Z| zCw)MuVddKTJdm-*w+DQ2fW&b~?7u~9gun9KSvZl!BS5oeqD1&HA%=H}5Kc>kcAM9Rk8w5BeTh7DQ+#s~{fweAGUaZU3eN{1}aeq^9@KR*;mUg2k9z_ciEB7uq)IpI3y zSSXF5vAq}kub-96TFh(tC$g2WgZ=q+LCD2UnAhLi@ezYp4oPMDa`!>p zCQbL~DYyt}x;htoEirzApW*#~)g-AETp*Im1746EH8`edVY-xdz=MfrL_js2;%(J0 zX{Q4~?qb>08a(dOVZsCJ+izcYl9pGC!UU6fy>Jn&3p+IrM*8GfA0V zyILpo)!F-il6RBl@-L%otFwR^r<8xs#8y|A0(na&8Vr$FmGU8S~znE)m*#Am)^|*$MrR!x;;GY5b!oYVu|< zP(Nu6VY4bMzDo?Q9FOjW!9KE)*0JMMaMo%feKTGKV1GXZcBFbBpsN=LVl>QFtnFZmSRqg=RxA7iN8su*t{U6jc z&tDxA#eAvVW-Zz7i|HI>?|p@4>kT4h1T%(=DhWlTcyC!PuvCXaCt5ajr&6AJF~mMq z{q0ITagG8kUf#0O<^|`nn(!r`GuifL6NF&6SF~z7VtTz}P;3p*5sq?v*n1h>ILWNo`&B zR+U5j+*7Q3DR=RBZPPzJUu?JW=mW|pPj#;nDN3e5q?8mXRacLD2ILy;ghhrB3T`ij zPnyjI%oYC*$PPhmGuBY$XKpZq*7Xy_obS%0Jx|17RJsy zw5X(u)~yo0RsHX%Vy<+1dH5Pl)iv4+>1s0%JdYrg*)O{bu@<#!!jY0PWE>DA3Cj;1 zrI-1~JTp0br$!Z)PUH51E#Z4>2leJc8}qw&pWYP7$;nB+eIni$NGdSC^Qv8IeCxn* z!XzQ}L#C;o-1-#*9ldal1#s{>NcYB{!^!Gjr-0UOt?LlAyUlZH9|;jf)hCm$hGqmz zVO(={pQ?&5PS;H;Us?)v)AWg-=Am9y`Kb^xd3xn9Af3I;u5Guy{ewtgQwSd$sNA5; zMcw2pk%u_*_ap;|TfvS0b;TFFqD4|qR&RDV#=5UNEFD)O#L=Jpx#mn%x z@-S&@V^4M=GpfEH>LH*0V^}8O_SqztaEqt9P#tk-EPuvQ2y^{*A|iJd)kfPdP^4H{ z0pU!FloFs6xR?L%)1#H==OgWMj5=C7{ori zCrUA}pZK?3-f6dv7C-HWITbBqCabq0`Jeyf3ex1^_C&OQdXAjBp3r76e73ifrPd)8 z&`x_){wuK%Su=Cu>pOlw?ceXQ6Svm zDrA3$M+!edU1M-}AXK*fZ$GJX@M+(w%S4+}g*>F7T>@ao+S$Hic}q}p^9O5Hb8}|# z*OUICp`ohekArT%J9i!?(rx@iXurAM?J@4$xdEZ60*b36-G)xt0k|t)bKv=G9#({m z!2Gtplcn!hV{Jl|J(|)mPlR^38N`rtQDOU#+0_i_6T&>M9{1VXWDMHT9|tf;6i+s+-Afq! zGn)w2&?{B6N*ZCj?S70woTC|^&Mx)h$S^}I~<(&;|8jy$kTI*bYcFrK8m*|8y;+IBXtLsn6Yu?CF5+K z&%PuY9;CJAznPHLmd+1}X^PpLW7+-IJ%LVIM)zu~Cq96?a>ERwYQ6ZMC&sh?EAvL^ z`_MdEZy_l>85pf`%vVkS;(0roWjn>Oi~u6ZKtB7npU>|yAtePw%T3wS^_*yikE9g2 zdPbBUfBGOE6%J=7quoDY3uP12ekqX~1pcVyDl(Nk8HBOBNbCmaZB$j5|6;>)?5ba< z0e*{q3Q2lPR-%CswyeQDimnV+s_JsDc*?H9oj5d@_IKn{y$3pDjPq!s{oFjSjo&Z} ziBBHK5>~^%qq~D}7_?7P8GSU1NfB3iCyUP<${GHcx{k4GyFwh*uCrx2!5g03g4zlW zoSPAay>RC~VyO3nzNoWHoQ02e7n)fxlw+%OVC$6M4yWdSZx>?FOSI+A4#}^-6_uH| z&)<`6zHsaB;guN@k?*MaUeIK6B#)Iol&Vz3LWg?EkrTIMQrT|Wf4IkTv)i7HX`qxd zK+h?;b8(oUoqVyyWFpz!L&LSNj#Exr@%z-0(jpa69uJkfnm!7tIaRAPA++{%iDt+0y-$Y~$6-RGiA3$ z?z{yu|JgP1hj~s4@x-eIf-gaSa`K-6G7}1gk+&@)(w{<+6%V6E3SW5YbIy&QCREr0 zKch`7K5Y)~D-*_+>9d_!l-Oo2PCryleyj+SWBkLm`!V@(E^nIXNL7=bcjz4w4lk5q zVQ!wZ->(zMh1xUw9{Km_$suJ(^}1IE()lhT$`cygj4a;aBU@B;XA_78&*BQv`7Y~$TJC}^en}g5aUP;C7g^u@a&)ZwwXNXX zGco?U1FbUu$Asj1PWeK_G|INQ=KO{OE~Sg;KAY4_e7?AT-I$NQv}uls5t5tVSJsFc ztg%wetk^Ho1>=x1iZ~Z{8W2g8=eQlW(h)y6m?D!QCD3i(N#AYX+dG0?`MVWS{UTxQ z{W({E|BWfw+m*Xxe~+HVf9m!H4R*ai(YHRHqH{mzD)Z?F48;XF@1X;$A2V5G-jIsb zE$@Sj-OZSL-eckA=a4TC!EJ=np@UuT2Qodas~35c2(YenEM;imOn1 zS|>$u5pTOrd>(Z;`|^#u>`n>%-wLlCM4Hg{wC?J{{AVJ`0F$sB%<7)k0dKqOp zi=5xpyPAs#l+p@AG!b<-gXgFEG_O~D-mzp+?LAXM!_mJ#xzdF^j8GJ5(z3G( zuy99h`jx}w(3<%F=r=l(r$~GB1D*1+XOkgDSZElR|KFA7d-)XjY+wZ%h}S4Pp$v2R zTUxV%Btrt3!5YWBT=b_&UCeU!A6RK5+El4V}jnk2VL} z(PV4TIS@Bf_VB3R8Ctv$SpkBvWZc}`U!tQwkO(y2HmP?eD}LkX*a`EP3*6ho8?9T7 z==K{ z*he?hbUh*z(DgxS46j&2IZTnZEzC6+J+L-O4jX~V-%0;{@0Meap}34M4R2tX+f5Ba z_4@U+=m#yCgMy-M2){hlGWZm>%K0^FJ6sS`2zTqgYsk5nU%lT{z@31=>7Z_r_meuS zd+1K8X-znlzImLempDEDfxq@v3rYu0nwM(I4oz{CjvcaT!xDsOFD(Si;EGn?Dnk0AYQ#d)#+4SZ5nB*H#dYh;#fg{tMa6kg;9{BkX39WIZv7PW(1{_vAs#NZySJU63H!Mx9?Yg<#t} z12#p<;O?QL#39$~dY&j8OXmg9#VT=8wM(ouNqtUUr4vHEi(~ z<8S_>D0}gDxnZ-a{||sha&oO*^4`6912jyGKE}jQ{wH4wb~<2S}&Z+=PgJK;CkWkQ|iAt4c`NoV1i~=pdmu==R?o=;O9!GsBL+J$Qn}!bEjlM&P}QZhUmgPs#NOi^WcactzHubQ?8(OmTGj$KM!*nL#l`#vePqdG?qZ&?$WE^Loqgq&Zb=~bvK_`dM{ft(fp+B zIKJ>){S5mr1l^$%4I3%c&Kk6ni-ncTaqIWgC5rC%D-tWrEog9erPLprY+O2z__LI$ zNcyQ@m2;b1vU^b3mQPR;^WjQob-IZq-<1|vw>PM}+s)EzPFhA9Aq6^bkB%2Vc4lV( zw&sb9;A|fk!u;HUpTKV}Qm5>c_GxN8)=E6YeWy+t{Ahu?H95s<(#8oZuUPq7M#9@b z9ys#jp2=qe`C4bBkX6ZA)AT48kM9`bZkN$3sY&OPq)^K#59xb-2h4vXxiIg4=?3^& z1jdXMUfJ6znWNUGH_X*km92P3R9s$u>vT=^WUSmT5J+q;*UdN+LQ2e9=*pY-Zf1C` z(#`@Ar%wk%viqb!TD8J!-!>QNO>GXOIVt2gqOBbCb(Zs{(YmDT%Xttj6L>zWFOagC z&X>6H#v0{3T_DRa<1{z?GR0+E0+<<07CzY7jMn4enhW7K`dS1py2+~RZzpD4QNF+@ z{4we4Aa<~J<{F>>n5d<&#fo=Ph&wZCp)clu6qp2A(;$Ikpt zYna;i{y0Rp4yt&FF;L;nC0hIaVPlT(duJ)GGbk7A=?m)ld8^WL&ONqqVT`G&tF#OI zzysbc>?5S@=Yr(t0UQgnj$WjP=}{gAGlt(_?$CGcP&nHOzAp;YGo>j=)lDEV46i=I zHm6bZkLO7P?y0MkwU<~THQf(d1An=m5*dm@&4C;e;fl5{)D0{6htRD7j@~CR`=Q<5 zNv=R6Qs0%X-H>le2)4X2QS+RAq21BAt>TIn);8h?4L07{*@lH7@=u^2d9X_UcU6tY zD)qIgysTqZYDt2^^fR|Sz^!rkK;7t*uy9=(6j5XY=?{vD(T9$)ykkV!ez?SUt+dB) zJn3>YNq-|-zjJjHCeD7CU>`c(C!kv}B4hp)Q1a^O(6tO|{YK7o?C;Myib}{b9A!q_ zNZ`KcI%j&i??l^zH;e7Xfj~mk$+3yR)t9hQrliz5tJC)$Z6%(IbLT${MW;lfziCEG zvsALjR1V1loRBIa|1rpt@_&C3ntEgNS~I26HSr$`N=wO3lMuM^EF|)p#~gx2{n<02 zcc*aKgP%(4`|}N(vK;sg>erl{&K(8edl=d=BnZ)=ppY@R!F?q&X(H{av@cAt*hv2MvA-}Ac_zCUbVgv6TiAw z%*)>!pS&H%FQQlHtBbPDqIf<5Gkl0!{R-DtRu0sq30GcJ)yZ>|dsu9%hmup&$t>d; zNI2h)+s>>d4_$nY0{PhDhYQ4|yQ#21kTK#VDj__;unXoMleW7Zu0qKShO&fkO7|~% zD44mS$HN<=Q?x=)Z-fYpWO1OJpCBu&at)441NA^fgBh}j#1U<5{%+2#yuU0;samrn z>R&nS(mqIM0K@bVmf5ecl-VQaD#o3q?vLPK8RMtRC5In-!|yL!eaeE5p}Set6L~f@ z*~f@FYcLA8&nipK|0FH?ovj5wcSkF{F>=o)Zad#sYS`TWL4nX4R8LHgACU^+a)og) zq%30c8Ul30n^C+LW!e)Fw+9#XP>d?pj%<0=ZhZHmqpuY6UB?e)18x}P=?9VcU*#sC z^Vykgx`%HLIh>OM*Aj<1kv`OJ<}qnv*)d^;&7MNsJUqKYfEe)?h)g;uXzA$OIXyjn zZoHw8(_B+S6%oZ>qgH$+-asOUf zIk}*haWC1Lh#x4pdF|yN8zEi2gtyldS5DvT#jhZ(5MLleaF%I4_$M5SER*@JoHF*+ zXIAT1Uosv%o9BW>ySN!)b90CYBkmWaYQKaOp}3y*Q`KXcuBCq?w5nZ<0Qsy27uV8N zLyOE|+M-x~5hebyXDHG*if#-6fT%QS#`y!p20U{?&i-if%CJzJbI~{%I|B&Il7>-) z0hIZ!vXuYG52i$c5gwR%8~t(XUp2$676HGdV|gNWq*4|L_9GW zxq4#4(i7Cv7-_jKEUxO6oyboxf}ig91dN$`T-;lj{yAtoLS7l(w80L88xsxc$BS9wphIp9{16F7wh(!D@d}T3EIiZCrSk!v zxdtabd<Pg{DdD|hPSc!5X3E(48G(KYkQPiI z73r+9>!7BV0~$HY%Vf@6ZOUWEkG7~M>lVuwc)3&Cd+vScqSl9kTSFUYhA z&yPqRodr5e=RKoneFZa!;}hZLo?}>CQ^Iyr_igv0G*j%frHg%26tSD8By|9;y@}R~ zoI7Z8SZm_j3ZjQ5l9F9h-Mf8PX_m&^_XG3ApWwehaxREg#P;QQiP7H`f%hSu!M9YF zv7I9T5di&}?D+u(NXnC!wOx4s>u>ubn@^q7Mgw;@TFQwKV{SVD;&AJ3I*Gs zrC|-Vj<2zt_ln8Pq2*FYSpJgE<2Ul^JyaN?R{P^R_N?LO6O0b=wEyDpb5Az6SxfAE z!AD*YBim2P4>@&U5@nAPYDN)2v~}A-eeJe$GuK=K%C`T-bthPUWuEg(-u9V&3Uc9krXNoyIY^ofz9GFK% z(fzYbGxVs9K+M|ojM5AZdRo6~myAequM{0ljeM!VI(rv`aJC?2AEQvT^pCib?i^;B z`e^Pw=<0I~q-7l0bf8v`@8$=70;Ou{b+LaZ6oUg07ATmf7^_9~USUC%vV zbwkoZcqw`}R^0=ob@UI#FQIgViZ9bi*xth=&l~62U(aj$^(X%xBAY8Wx|8_jXb8Kh zi)VXDDi6>ugSVh}bJZt!W)H>@&h-_Z-Nk3!M9WXT^Bgz7yvu;Y9w$`1`d;jIV@^~X zCJ1%gL@wybEI0vzl{AvbJm6bQ!M&x>u&~{^9Y30#=6&*wjg3E`H@e$)dA9~>P`duu{ewX{^6 zoy!*9e+zwX0_ljR6I%@zs3@^?la!T)NDi}_l;ET-bfhvPf#p0c-Hi!Lc^I0f?+57kMy_vYn($g4 zSXa0XSat?Gq)28qhl@ zx%(49f|ZWa^-%RV>)p7K6>xRy{a6Y1>vYVd>CE=@fAvwj*fBdl`z zXD8cHRSNs^qjh^>?anzM;k})%?y=>y*wnxiHwaf4CkJO>%~2z@9=%7t2-wPZitHX$ zM8|E-BP!e#E~zO8zMDUjTer=!rk-Or<9PEMtXBcZ{mUg)wH(fcW|sm#+(Lz@L4p8? zxY#@>5K-w$sP0}3%P^lv*8KRKEhZ%C_I>pr$#kGXi*Ic`|1Jg#S#^{C1Io5{6vX-X z$lO*3I)cdPeHCy!J3ZjTb5KeSgh;4)+vi(+hRaLG-FN0A@bi6M-juhdWzfwVgc3%P z?g7k?SvAO84Hh13xbJ3oEIRa**iMg3z{h1+esBKtG1i~Xfip8kN95~BV}?IIYDRHA zbpELpJ3kd%IsFHHkYZ&_p#TuclA|kW6zqM_rlhG3kfaxFM9>cUe5s2jzf#>r1h-a+ zAQEG`pXX;%9k?M$^y`qRq%nS{0S7;1$wzJMVEGqXEF5NL`}dgZx!oyBL248{b!nZP z_1Qkf7gxN>j*rtH3`B0A_|8&>r|2&{CZ;gKd}p%h+fb_nq~@Ysvxu~iW(jJ#n`c{C z?63nMa7e5&s)@$q#P9eXeJji%KN6x_lh`M(;FA6Q5OJ02!5nk|9r zpZElhl)l^XS7j~`5z0^M{^%~v6uYRz_FpC7w4^JZ;`%Pk=PtMvqi~sK*{}G$M3iPV zbD3+>=S`c7fP2DWsd?YTn zkP443kHl_#6cScRc&3XI2nZ}!mw5c@$|&L?+D#i3n*AEgiJMg6DXWtjVSJZ=%6PX& z5bjG4FphLAyZ4Ly(mm$Au3s)(9$#iPH#3-Do=)H!$mYF19_67*%dVRxM%CBw?|r4? z1plnpTKf9t<~OJMxoePylhxG9w=3$I7lSf8Po6y^*={{^-kfit#}7?R-s>#0hzZ!z z8rxB&%tzbv$ZNcwlL}G|zZQQfNBlqlC$JYN(M8@jutY8fom_Y!+NTZwYb2XPA4RFJ zQKneM55jBizm&HfA`hX1vlpqokpv1De=Uq*NNUVtQU5{L0Uky*xj1f;lWzLv`1%Ka zUVpc|`FOdye_yyly8SC<*r4Z!9WSs6?5EKSdN;85G`=-yeDu-vq$ndX#-^h)kBz6^ zu;b_oN?k0_1w*=+el8QyP=Dw0Rqvp+XeW>nqhBgMBF3PeC?HD5ot{4ADJ!j?<*T6 zvcl|8G!}Fu(_5aVbBj%tBr(>cM z5XhK~S9T94NZYR$l&}nnJjrDw16zTL*xWivSRyw(lPkSO{0a8RV5oyes*A;H-49~^ zo673_A;ZFubinc}P&OvHHLxQA<&P(9ZkRWW#NRmXircQT&uX&RSeMqha~W5~0K$ZB z#s(=5v*YM-)_!eoSM}N6)OrG}j7uutyc;)ceEaa?Z;!%Km_TcL%)@7YzTMIKwNYHI zte@bO7=$ZtW9o@w1}yx4R-)qKmY{vWdt0bKlats1*9>SZgP?E(qYQO<%Ml%3LiraU z>2~3P9?*U+0|y%l1&+!nwMT}_rA)B49D)U-CZ{iTl{xhI4?lx)3hA4(CGX6T8yi&U zQQd-je;-nR>XwM$;2N9i)J*kKRQ-p&)2*j&kdz)o$Tv=6VB^9=!C&$ZE|k&u`Yya^ zeDhgR|C035V<%FgjKt}CmJ)H3Xb?@=1J?MBTR922Cv`6>8On!b2D@+bG=q%94`<~i zM`vZ-IcG7#SfViIyTfz>4RCL%1l>dn$9E)=>FdgBk!vl)zRqL2rF_ur!biBjb+xSz zOQ<2nO`2z20}z+_hAWUP4V#Sj$6ra|T27>;6J&6IFX3-+C2ZHNsLuxiex6qs8a=aB z=|5v}tzWBdlh$Av_azQOOIksvdjJ^du8fW)N)^gNfwXqG};j3saC6#>6Z4R$KKCDkT`sZ2*| zY`w_R09*hKpR=_iOl6Z84#z;c9hAs0hNXs*-XKqGmd~5&e9*hx5$U&@ExD^ybmixn z`Sgbzj%(fV39Gq_ABywOR!#e<`8-(|LV@0qQ05D+@%lC zw%gxa{=0p;xUi@y*AK>Of?U#XD<5KK6|>+RKGt)`ar_)2cYj>Lz#{AP*Vhw3|2D6{ z##5w^TGgDoVFvRsY$(%4Q7=DuDYjhnn7J2leKAgg;lWqBqQ@@`XCcJ^$E!=jeQ z{NJ~sf)@z_@I4zu1_fV(r?G_`%U7}@$ z&GKh*0ej2hRWR~|3CGSgy3=2Alj)ew=gAGjKH0o+mupzKV11{SarrCCJ?Oz?t=r1o z4E+X!wF%gw&5e^Hg-9xmx<{S4bIz=L*}nb!iZTyw2U;l>9h=c3T>n^Gava6B&OktMeidzG8U zjQexyTh20*p+tAC%U6%cF3ek1o$G-e46io`*lj0_GEH__@3f1A)4`*xnMl^E$_1Io zn&s2RN1=Bl`TjUz3HwfGt7Jcp*yQD9E4}>Muf9*Wo<`m*?j^t7yqf8H8I&)y@vU97 zwmZ#I)}@!x(`nCF*Rf3rbBzM2+1@-r70tpg;MVT<*4R^9-J@z|`d(rV8kc<{ELOk}jz$ z=!-Q)GlEDTLj{6Nj>N)HRHx^2HW#*>5u4n+rMRz#LP{jB&H`D{ab<6<#X<1C zSLRmnzWGS+Qvv|%dT?u|pGnByhsMN~N{VMgOnRV7ZJ3pOLjUFxUATuKeeqs1<|lwJ zvlqNG)Pu3V+v`}Iff+=@zrFrwK%@YuUEr7*VocBdmJ%fc zCM+xc<&TiqK>w|$j5tfT|N>6gI|bd)Q>OaYc)x^ z=L}lL_A`O@Yl*z0?1!hZ%AqyVA@|_y*`Qf!H;h(~M0AYKeB$-yOO>}< z(EqKC5~9QyB^s#oIJIHUgJYUqbzbLS+tf)Z0zEWu-F@PX2Xmc;6uo z@zk{T?3Cn_5^B*(nHS&=vxey+(p`4C^Q%RK#k#mmO7lG>wnkw7*3z*q0^zqQS>>hK zaAi4gatp&ecud6lqx4;~Z>`AtMIEEtj_8kWp%G!Ks&CPf5u8w~T0O}>Y44$p9m5T>SfF|+&fgDSth#a<519u z*U^7qhAR#&JgXI!e<7SFPRHp{U9U zEx#5tmr4N1*%PiPpYm4n(9Kvo9sbGwteXpV?rM}5TqZL)!sQKc?ax@`J6Y8yvGXqe zm3V+E=MiBD;=edaF`IxE2W&AY<%4a6_(f7Uy_m-9O~+`2_T0os;4^e{#>*#fhYUfB z_MXf#h|s@nTQ&%+%)%AwKkStC9$T8}QGf;3I%#ZDpQeX}S^T-{3x~O*^x7Fk2UfM; zw}>neWNhEa!!a>;WauI6$0V4+GDtY1E6EU7x6DV&@xZlLj4GtZKBv|{MDY#uYeB|i zJ)^Y1^B?10RqAg%)|*MQ2n;YrT{X^Ex1T1#zC!;O5_~5@y~#=694h&dg#IZ-ma-?v z+QmX--~8u=aNXoa)rt63q*XA2P$F*CJ0(T5uK!3kuFSps=WKI5v3ZL270BP;6$7KC za1suxFj7|%4$|iGlPN5upE{Tz;`p#K`%8oUWJ;2p35q)!@CHyP8-35~K3yPRnp-^lC8 zT)lao+nYR(NlP*%6)53E$5xP!^OxM4Ech~e^=3_~e??Atrt@}y;_FG9^gpRG9d6-i zqBP)H*QfWXSxND*3@c8qOluj$#j^{4yX(~xE1nrg6sVra-5jE%xJuv1&Q2fG07fb2%@Tv0ofy;ey+smxNvGYAD)4OAh z6)Q!;TjSo!h99!wI_fIFUIo`$_^D%WEM&qor{o()@=(?Sihzhf5LTv>^Styq$~OzE ziS66BX_PF~q)>Z8p~f`)o9-SC?WMSRpMjq?!!Gk3wVd210soek7SE$8yByaWF~4}z z%_0G5qkF%9Z83!2cJX9ozXF@l^@;zr=3)fza}N9E!W**-@X@q(PkRz4EjrcGoxj{v5_ z((Z_hgAHuMyBB)jlZ+pV_wD_=!)D_}i)R#_FI|G`Tb8K&9NfVKW2ovjEjz2{-Do&h zoUZ`e@phfRPd)Znk(Quyx4mCxc&(JT!e=M)H$ET&K|ol%%^Z#He!){-&<(1^*GuZx zo5$-{rdkZKo8cSLnkvsxq88%Dpr#qJ@=ZnN*2u`f^u>zcnar`tx8SgyWWN$GnHsKp zf8ed#a?4W<2I)zinNjaKY!QqCKg60M%NK_I1EZQhl$TC@Y`SbgU|)r)RFqq-v!}ewcA?;-d?` zuLSAss=(&Dn8qPzn(KS(Ka)KjO7?qwRQE%yrSVGp?wzWAZ4{G*#TPvNi(P3lLSy1E zE&A}YK5B`<;yQD=b9aF+e%ruMWm2w7qxv9{`s(Hz(&%+i;z?~N$8=>XUM#)e;ryY& z42OZzs;3b2dz!XvKlwD-*)#O2z2!181~P7$c3IGJL4Q zEi)V;Auh9KecDnXeC5ig2!G`9wx{1UVl{R=F|~3QazpHB=EH}|1!*z8Dh;7L9UVIK zi`#-l`7I_1|Foq$xyk~*a6V7t>lebJ%obpPI*?5O6oO#S5(9b}Yw+}>3#Zt|8!x$5q`IYbKAAWsmMEoZ zt=+!R6rDR+wh^irxqE{QiYlA2T#$b5Vft6*1?q~0fiP@hfy1Xf&RIKo^SBhSttgyO z&H+CK%i%Dz6(?9kajU#&*Ch|JFe~+fh6O>v2!6t8p|g~39;NqR36>Mq>)CR@F2=$r z?|aY7OW2N|mT7Vddb;Bj{50wWe64&nqH29ZM)m~D@S&4e@xIdwuuhal=Fma*Df-go zs?_i2IZ8czy;F*X_J}3Le9j@dTggzUitYrD2SM31=UpI*hU~t2_GaW{U|UXE<)L_q zsF6KCJP3P~7QcOS+GZ0Qari0Qt)AY~+e&Vb-r(h#hx3{T1x~2UU4gkzvH`I66fpjs zi?qr4Z7S|}_SwPnc@LfsHF!Q8F=x44BN3+WHa&Q6$X@iCO`%P&0T)u0fN=R^mw$>z zeS+8#`VKV!UmPVWAM7hY{zQOz0g#Y^Q|rJ+O6h>phY3^;qg;dAmiRK7?fR0N6MN+c zSL40gQHKs;6)c~@M%HlcqD|V4cl@2T)6)4yT4k$3syMCSRtBid5uo<5f9+d(4M_CF z3s!kDlWa|G>(ZDOw&04hj1gM;>jcdWu)55PrK8TjBcqhRZN5W2)a@Mf3H=@IqB=6` z-&>p{flma03Hg1A7=W2{*AZZ$H{&e~(_%h7odaWVl1M8=^Ex_ZFP;1)AYnp|P|m55 zlyyp$YZJsFjDXh;@JCs|Q3ikTmdC1Uw4SKeR(ZV57I0{z$YfJvg1({i_bQ&&xA>Za z+Y{Dt*{C_xU=zUX(`tDT%ze!D7rgc81_eM&J{V3&5vVG{`4U@^C% zpT5InfazoXqJ@TQcQ#G!5a1^h5-aJlwE7$nR7t1CPWeNZ-a9AP=clq-?u2b`t;h)X zqM_*}IFSet>m+z&r5o%zFW8VxGZD7b%;DnqV>7>HDfGvSx3f^0=#V;;BAWnZ`)S5ny%_Z zW;E5NTBH!3aWrCT@k4RSo_`?IaP!Qk@(+S19owLel{TG-U+X_|irdBnb)?__l!eny zt4b{%Nsgo*s#$*tA}Kha+ci%lVwoqbx}t6B^j>@y;W2KX$GR&={dmRR#?xV0{@HnA zemsF7GmOMjy4SeHz23m%ESuXGV63BAN1q5w0Vm}5Sw>LUtt&mT)Hh}3)DT&!HUFdm zH2pwnR&2tQ5b}SGk;Cr^p^x9#+uIiu6tshraQb25nBV9FBmu;YC-e_Zho!eOa7y#l zrmomP>ELOQd) zGUdRLPc0!|HsTO=T8AmN0U~t1$L#}DkCsxw$rS^Y;%Bst-f#{MA{pStn^(Otko^+@ z2K!%Y<=a)fq9||=;P2(@V8<8p`YFpdLcknlWx|b7S{M{OO7A_@S-GXS#n(U~o6jN_ z1XfSwWvR68J4?ej+f%tqyNIgjsZ25Vmmr3c#Kgfi5~aO(R)o7*9kBYKyiBX%Bp1h^ zX_T*%cg76559z$~D5D&L$+LmF8*b9-9)Kv)5k4|?0xOw&`{*F4)`a}!$x}T;$x1`( z&nD|)Hmf8mM;oZ~A5~&8AV5UM_I>?%hwSo;(_oYj+cZ_1KXdB2T%I2jLI7FRrISqJ zzMPz}0k@jp=0JO^O{-m&V;A2(4+N5)Zp3Hp zqW`VAsoY3cZLh3;+N=`5vHA;=^a@7DTy!$ms2Ob?Mg61vSb*=>TYerp9GPI zkAbZMlK$cDBwI*szhOz)rF)FWu4nmX%FL$j3-#h=jiKHHk$bNPv;=ceFTZ)$yl#F8 zeF8Z8qS>sC=99FY2vbRI6@WF~$8jECe6Tf@=@A*{lo<=DW5P8X*G*8^Iec!~{a9&O zeexymqMM}K*x?3kS*{F0#{?C2dfrbtlraBl?^Za~P(5NtD49hOtGr_K88r~zM{mfJ zn~&08~8BNY^ARugP1W2W7BzYgVrD9VT#1VqKLZ2UBmY&OiEj@*~^i9 zNpHo4CeUFV}boplv!oycT!xLXItlx0r zHS`W0u*`yMX1SVT_dtUT6@$5_4CLm+S>0?V#PdWL?~p)twh~JP=4TedS7`J)xCWka z!BSmnO3H8^{jDYHc6Monefvb)1PMWZnWnJZDmS88nuLv?!(b6xfKqaL(zMeWcD(Rj z0dzcS=w0%x8Pft1<&pBW~TQ3(XLra;J3FPmhFXB__*b!^vV?!28FBN^*|-W)=HHkNL`{on&_u zkhD83kCDpS?j|SIT>a*#WDjW6|F$yuyWg27ho(AqFSnLMyB036miF8 z3^D=jF=!tN@ol8XrK?P9oh=Eq{N6QiQFp^jGj-c29M7$}BQbymy}SiRF6>jr|3}wb zhDD)B&g2^v^IogiCm|Z04WmFa;>rB2IV%7C)|B9 zXG0**<*HQAHk}9fxm$dP&D%5kdYJKsHBw(aw9VBAk@c{lkuOcCl5S+CYTMmM6A;40?KJXNcs1#0f)kLd;Fhf2nS}`S!G>Ny)wK%Uz z{G!x8k+qwZLA?2a$lANFn(Uk*P0iZ~;!rZus&UCzKL|iQy~>v1O(veXtLyAuumf3h z)#>@#Ip|tt0aBGd29ZfJohnyUFVqaEkF=f3RI>9weWtINKD5#8fj2#$JP_1u+?dGn zd}(o>Tkr`-s-c#t!kDzRw4qb|&QRe1323(cw*&04J0N-WIL8DiXhzDH^-V6f*fLiR zjNgMSf$#j6n$%H0uauED zp~DmHa#l9l*hy2atf=Cr;;eJTnjrdZc>sPwchcP#VwZ^DQ@68lJ4`&7em6U%Q^iez zGyO!1fRGei+IJ=~6Z+A1x~Vc?@lb3wg7yxNzOG*{rZ-8wJI0l@K}JW`DtXV;$yE8K zaRD6qI(zd_I#;NfeinVhLtQEQr-1U|0da4{KJamoJcP|R)c1yAAC|=e@}(U^6ysLx zmur8|tKqr`J_E*9;b)6!{@Qpd*PSO>K-uBGJr_P*Zv&1jXy=AzNp3lBB-ATZ@;c=( zN}E;AKI5}5DTlcazAO%WYEykcAWwmHFGzm=({#rmIAZJ;@mt3t`UE~C2Jw#y_2($r zUuTKyUH{wQ)b7z}C=BspZ(UyOtvkmSZj~a?ylxRc7~bn`g{ow~%LMJ&^ucE~7G>RZ zt1=X2-Ol+eXCdAzS9@U`I|9D0Cg#L22d=j1$f6 zvjV?v#BW*-q`wb?fBt$y9jXa-mw_J?NY;JcS7kUInTV;0O-vZFjURMJeYcO3o9|$c z1C_|*npqy>H)x6Zp%di3fP1tVLR6TiqXxO>_@9M_X&nYxY%3kB#(w+poI`PFcvjiX z-A-i#ocytd?D#13I9%QAMHOuJdIP8ed*mDG2IOPbG`K$sGZc$6rpngR1dzHRqDG$; z1T$78sb^`6@4E>`>A}c(O0327x}#sQ#f80N;gyzVRES|>-2WXCf?r5rW1G;;k{k|Z zoJ_AjLNStRw*s%FUFR1>l~C3^F9RPh80lPDs}1-2GA=l3kvJr*<-V0!d#AO^yUM-Y z_C*&kemos!BuNV6BDI}`re`n--=wbIgZ|M37>&#^(7JOvr#5@RjZ zo5ntaFB*=m_{HeEM~Fd7W)1x5Jcb3wXAS7n(}Oo*KDbiFO~XtrbHjs2|M*&P_(hdO zauU;qVbEqUs!PL$=BgM`Z^8xw*m^drVNqLkgo?^w1hxZJ0UE^N$xxf&{bt{s``T_^ zNTsE)=W1g9k88mhv5^=W7d9qj(|YyNJ<50Uo&tFk*!^v1t9%w387q&Z z#KKe)9@Nfgz6&+rF$M>L=30t6U$5lhs{&riy)$(-@-APU&1q~?V@9la;!;%Pi% zFwW}y;Ok|bz8O-9dC?iAScH+`5xUBm)UU+y+rp%JX_1+~-0pqebRb2|S? z*>z8`N_L(&l3z5g>;e+3;!Kt~n z$FTY`RNvw6i5UhbCi3lEDY06-t$u2Pb+5`Dws&vsMk z7@w1M9E30kn|=>hO^wx7)*AY6RCj#ns+n(C3cc2qk%fEd3$!$6@b%i<8Blzua*ZC` z_gf+#0=ijdW+w`u!!2ay0jpw;pGw{Jfv~rZ6WHYI+{WNz-o<0I8A!(uIqnY_n=Z}- z%vMoZvg|*@U`k{|>MikMsdT5}z5#5US_0isOwx4B{$~Pydl4pohg}0T7=?yZpoYxx zRg2#Kp1!#5+mqqDz^uC6bkB!tPLlVRbFlZql+UOe7c_39uNpHGEanT=hP9&lH`-y4 zpCjlf!EQ91CzbbUlfI6G-a8MTw_TaY+3BokED zN4;A)o4uef`!(#lJFbRv<)Kkytzy8{PH~>sVI@lwmfRKS6K!*LC*)vvF-k7m<%X_GaM~B@q3`Y8r1nyq2Wr4>?p22su=Uob zWk>dKTCrnoS0|@#9SNS%-Ic}VEjys_OlCTgeob+R*P^f6M(Z(1yBXz@9#;CrLt`DD-Ui;BS ze=wl-Oj-99HLM@Y6rZ*~ckEZD|C+*#iM9;UlIaQj3T`JseRup&uQ)7W@I%iVP8<_&+Ll%m|5!QPZL=&7>|er z4xp(i*!2Z=qNmf?I2J9gJ@I9;EGq9?2vh+BTPK4+h z83P1@wa$5>i&FC81mxG2C%%1eamBkw+9Z&&W{v&$_JhrdWf>ocG4)zaQr$HXah>!{ zf2+n&alz-PRWM_%)e~+(Y>B#Fgpo$Zlyq?`LSl{^^)Q^r%OAV)EfnE_Q-l(NQD znmiB_hAZ)r0+HTE(ohd2TT{?6F7R*aV+R&U=_R*6L-6UPyaTC*utqXU7g2;90J%nn zP+P~ZlO>oZjHtomCYkR}r)8Is|Ai;qi~R|xkMuo~BB_p3y%t*~t7a04ZqPNM54q#w z=$Tuj0#jGE5mWdGxFpyN4V$TLU#z(MIDVtz_W2Q&n+3SK)b4+h)HrZJ*`Z$t%!tt(|R$?T{V*(+KBU8E4L$HT78ihpB*@7zGH=3*?Q=g<(5zpSl06^ zf|?$ig{pi&>|Kc_kLH|&Pj?Cck6js?0;sQCPU$#*>T&Ug6DfHpQ9y6Izfs38@4F73 zmwXke@>@!qVJQZV{}1Qy=^3~T|5t`N=(@`0G}8V0k7=f;Pi;Ld&C7igf9#Tsurav( zQ&ZB+WSvv|z40t~+O~|BX1?<*P)9+rk~WU_w1aDY!GZ&@wv53TJAFQl&Fg5h z{A+4q43-fe**I-RF9f4Q#3HUL-u_#cr!ig;;2qhAPkox?1+6WW3Y9l6`QG!=eh_5< zd5VMwNFdE{tgYEP+@#xIS|5pQJ{KDBMg7L3hS&D>ED=9c*A=a*6Rb`<5

        Y9@Vo_It07BS&uK23vILOJoN;OGvJvjL@BvE&4-WIrx|8iwZcrhr*ch zVI}GV`=Gbh7qG-eWm))@DG%0Z9p{HA=X0<`h;rxG@XAE&ty z!#ktK5maod)_VshAEYO*!$Oxtm{1}}l-YWwZYzQU+|N`xhbKc8`Ue~8?K#*L+Xz_| zQm5Zunwi$y#(1m*A9iVcf4y|x)z(|8mAgd1fcNsHj1bex3~#ds1|Tpj@wsw_T(pP5 z7rzj6$I?K!>Z`JwS+<8T+WUaV#mGl~&M8JcE5Q!6m1XiFRQ6#2FD*x~q9!WC<=Ele ztE=-$e5st(go(*Nh{KU#Boa9~JxvROG6Dg#@Qw1BamM_a@vD-z$kF%f$TUDucwrs4 zpkV{|ARSpHTrcN>%D)R9iO``YK|f&?zsh1JAkv*B!+N@Kf1Y6JNE@ohQJKm(lGgf; zVqOqgQB}b^44g#e#NFy6eGf$d3qoEICLq$ZCy|lLHm0bGd};I8{OKKEz7XO_BrpT) z$w?ui8JrRvThJ27A#Go$Y4}qha!p|Yn%K;Na+pEq>m;xTiuVa39u^@Uz7n)#Hin`A zgXqTkM4HnDl?}1vRXYR#=xqB6v=G{@M&um*kueNLl{}osVism)p^>L;g15v_k-gZ0 zQu{gbi*Og|6VP^{t`%+Rv6l$w!|+R&{1XiL>Tdxv=4b_cT1~~({5ZeACdQzxl-zE? zJhWIn&tSTuo&why7&L{I8sJ$y$r1o_58}?Q0qdZNYD3X3XWzLyo86VLVhdp-2`g6J zB7|wGd%{Qi{knI92hlDKr|H1fFCn=O+xWnp`wX!pbzctZd`0q0QfQM?T}=Sn9j(0{ z9bH}X(?44@vJ3vke@+fC0`QG-aDB;j{Pz~&JoyWCs`DBN?(MhR3Fx(JFGLLLn$HbI zq2~l%dzK8%{BYk+m4ehbJSiW6KcKyDyIm*x@rNg){r%4F^s!r(#raD?aPqu|wjYSS zxH)d8?caD5$OD$uamcnjM_2U9X~ug=d37%OQgvr)_MOBk>&G{xXh;N|K5Y)CVX0n zG7XCD#^yv{gtKcBv*fdAXrWw2jXC zKgxB7Gs}7P_HF09KS(u&-1NxNN?@0LyyW{F6~#43g}q9njNBuQK^v%`Ud$&FIgMOz z_Q=2|a38XBddhN9_q%k}VojHFMnYby8gH*-A3-~S;Rf^H-?2CW_k9zls(EC7p0sf` z>b+6pGVtE_mOro9ZC*U*1qEACtt|X2d`;!Zhq?5qZo6s{7WS!60z8@G;#VH96v2{(_64* zzLO~t=H3;FS=0_wGU`{}3BsZkpEZb06r6f7_PwC2%yhK;d>G82Tpwjs*e{`h<$K`X z5Y8V^J(%k{4f+I{!m?k@X)^uxLg-muWkT4PjppBoypp3!mw5l%m{q~EtztduTbK8> z_r1PZVw2hr{Zz##)lhJPk~{aH{yE$$C9q+T8q{1fP3IB+g8`}CfL^4%AhbM&LjSU$a!dk{o0342lo=c`MpW2jOQnD*;we zy3;LwgCJa_jQ5(?)jmOy&h8IU0+2{WkEK%6mm6XGfmi*2Xq&*TRS8a7$W5)z-Q#?z zYjb=CRBzYM?oJLpB9(l^i97ovsFseU_H*=So=KEJ!uCjCx2E5Gt?}EqZmZICaU~dl zW~oa0D2i1=a@D3@zd+Lk7Xw*FDo=)cE^KSQPShTl((1;Z0eZkmgH6%2N)&O%5a3&tes6mKbX{Zs0orDnz=beh|mxO>%od?W~_SBL(_Y4}AKOLG^SnC}LLt zTYdOahihqsvRj0^fp7o-=|X%}{dCKRYltCgS)D}sdC@oS|LvEBTe2}#&69+jV4@G` zBH7qgZ;&(g*vZW-by;>1@$cNw%jRoF{gg0ExSj)G59ZGS>_Kv5)WSFRCK|W8`JN=H zf`+~`0Ttn5&cn^|Por{Tu($&y`jMg%@zJ~YHpYKX7h8|Nz7?E*<=g88Efc)yvZ+P$ zRu*V3?TdB2TW0ZvnZm_O~|78N3biM zz}=fAHHyP%pl~@mn}8;>SAw30kG~ktFUdPCqFh;7(fMCkEf0x{>Mg=V83Si#?h64B zBlM=xY7jgFzn z+kRkw{|iD;EsR};9kqrObQZoHgTmAWE--IdlTRXA>en?0D|TU7Ft3+awRH)@Ig9(| z$L54Tz>WC)l-;Bw;wd^eT%dZfSva}KUjj^wE}&sTK3Bl?=AQ`SyQF<%@VHEiLx@QL zeP3~-UD16mZ6$t?;(`4&^Ubt0o}^lm$(}!6pZ}5Kc}nU z`>{syIX{S%?mHK`;lx@pZ05w-xT!5uE04I`wNr#cO7Pl4#|iwd zCw-Yd`tTVcWMJj`ac8(#`=*R6JI3eFaV-T_=wVsd-$sGhZfnm8k#)e@Ku$0G=pd#s zyP1hq0E?wv(&hhKJ!|_3ka~Ei*~?l<>*@k@nnc~~r?lGn-2kw(EOGBRZpFJPgJ|m0 z)Ah<#!*%WspLUDH8pspiQvs&B4tJ8#;=@S3AXe=pUMBA|-D-LQr>kNDUOcJ#k(cMm z4dMQQ9{urU939NlO-5e;6$^{X_zZG=*W4oF72Ir9IIoe~RM zS~W(W1Uab}Nlx=r^i9AQ4K;y6cdYe~T>*ghB!klM2E9!IH_HEon}L&r?lmRPvZqR= z6{Waud*>k8KV|@FtOH9NoA;lK#){*xBDn*}H_lpAf_lyFys?|iZBQqG&qSsFp*d|@5ydI{J;6$&4l^biIXzd^z%dDmgM z2xAz;D4ysf7s7pd7swh|pa0P>i=JX-Y7f1YqAEC9M6@DR1bmC!AD>ImBiCZn);i-i zcC%`LQ|h+RH@9j*9&vxrr?3iDYMd?jot3jhnG6mow_34R39IDk{m89&05-D}ulx1x zrO#=8|09$}2`=E7y_K{{+xFm2<$nfaQZA7X4PkYGmD-Uw^!ivkT@}V8QpHI7HOsre zE7J*|HvQY#O{-5g(z1Ph=?-kg&Fh7c=qSdE`KuF6vo7A|cK6k>z43o*+Ex#Gj871u ztbMTscl(rdB)aFlFz>}ZcW-Yu@5m&kq;#=B(_&N28<8Dgshd{vl`CI2FF0#$?0zJS z(iKSH! zrE&k(^Y~J*+*PlfNEY_Na5pO}PD1S4+NZ&$RGFt**Wx5uK>c-uEne#d+XL{b7EXOy zFFUZQIbiwTN4kO0KswPu_&H@6557%iO)IQ=tHQM9S6AM*PG;N&A8;Xp<pcY~Lrx z3GU9j5^TvTr=+BX{Bgn@ifM>f3DBTLI1VV_j+3!SUKnczZhKhgJmk5PU# zHacgub-~@Y=M&QzbrY$DAc^<}U3`G|b8=3KdLYO5I>=r{6`KnYSM8m$xx5xkH|^tn zSkK@h&%b#7Qp4~H0e=#&P;pi?ILrJWRh(!_;+Ebit#eB+kYwJW91Ie1eth#+{j)B2 z9AGK?BDEue9Qvt=q?w979^B71o4L;uFYSju8u3&WIsshJuaIg#fA^j?b|byIJc;A` z2CqJ_9b-dZWU-p(=~g2c@=|Fl#TZUr{3r~_dhn%MYyC#P6)cj14@~P(Tw$0H)w~*s z=V%#c%8!vKn9+ve)0pXJsCSp2Xktl27)GoLOCVRCWM&g6xm{_!(xsWM=ASXmb-Rl+ z#U(M+SDbiqr@9@27iz1ojmYPow$Vb*Agl`H-=eFsr16=VU-pht;6nA3-NszEHU<0; z<;ypx_JZNYZRJx!TC1tMzGDDjK?D(Zet{D(5+Xj_?p;%#(>cZa32f95A;3SLDEOrb zQo{Jm$eK@t33p`wMVn6ZLm*6`IlRnkoi|h__4UEDKn^WEPDSO886GI4>xoQ_+tl^S z1{@q|9w54Co1dr&#kW)k9PbRnq~jfWU?3z=9x(Q7 z=oJ;PIC-*U?dQTedtUlUm~9W0NIE+_@?<#!9&7u+s?+L2vT)FVZ#3pNE=0l0>5WWB z-Xm)9K3eFarZw+%r6Y#YKhjzonUj2eU>xCeDg=1wVvx%X)N zA&Amf<`7A`pQSz3pon?^t&@u$>+_251C4Rjgw-dY?7`4E0Gi_B&qNL6&>xxOZy93{ zLSUkz26~9V?YDAD9OtPV-iFQ)#`dAp=~Vb<)~`KOeG42#+Vk6$Bk;eNYFY3WVmn4{ zGzjo?dz+lGRr+CzC0p>+?f*Hu{h-L8fAp39XeOPf=`?0`uR+A9W;af(GdlYP0N4EA zL^bK2|LcLfG}cVch@QYf%_vsYkGTmlij>Q??`P*l1}y0p(c-A(n3xI5i~|@zdD@bi zF5oF#m-wcLV75Lv6@tdFB?!##x2g%p^C+mqhk_p2x7lt+ zQ5F-nGaE}N?YAJD)>3^y8Lp~e77^T9r2_A7dx`bfi-tTx3kE51mu)+ka^$6kSrWOu zQl^eUW!)bvJb{TaB;4;DP99q&{#K!kVlC|<9nac~^VLh*{)Siqd9R|?osgndmUxX{~Up=jV9c>K0V55*@u z{1X`IGb&(`!4%IDd5vsu17|8K=6FG%NcSFe;_FS&um$Z5i+P15v9~DS@$Zr)0DREp zzKj#_PpxBm#|GPibiRZMY@hb)%)Jm|I`p;Ty!fL*eQjRD%pqkC{Ez$O0A!~D{>{_w z^d_iEhdTI>hu`ll{OXKV9=Yw@_47vU%z5|a+B+7a4A9skTh^OKk8>WQm7OB+mB4oW zSZ!y%`0%;psabKmEb>6Hjt05a(io2K_5n1z`oE524dfvEN#!@Y0$3uk=^M_kZ0*db z)9a%UOGa^F@jm&>)!?O$0g>;khbQ%PG0*rJn$wmcSCNdd z@!t=X?M73_(!7Q@BZc7NR&RNvB&PZeiwP1ulmV~i0k|n5GikJA1BYV_{SSL6J=?rN z%as}!kvBhBh_((<5%37iZF1uf8Fh{lzS>D@WMolHeF8UPY@e@Br=Q=9WoJ< ztbPD}qKc~gIGGS~{MKPQDqkKLU`jr_jpQUG@)xd5oOx%p6 z7C8Bqcv;~AyhxqiWT*zZ?FIB5%7d|f-2W3|{Llu8>1`o=3W~ycT!WviNqXX0+xb^ZV4W@LIYT^W zB%IJPm#gJtN$b|RZGAIrhE>u#$16m&OZDsny_vE@#{3L18?TWLj{j>Xe0KWfR4Vj$ zCx8qL2B5F^i|KU(j?>{oM{gd{KMxddk$9R=vyw3emGmaLXgMcVId72qlny-8*i?)%C1ojt?ty{SH9EGbLJIQ{Dl zG0x%N&0hyppRC(qh82w0I(CM}A!*z3tEjQogB*7f*Z6!LsF(%#MlhWi+J#JBQ<r} zK`p2YirS|d1!a+Mc-6cHR1h`dXkG)#|5839?_94ti9|> zVEiLyu)cT&uEr5uJzHTe}BLPjnJVU;ZWo&@>-msECCG1F}<=*G^HU@!m>zW z)K`A@^pE=L(UD8V0Zt17vle~8Fno7l?*6jV-i@3v#8x;y0qlTKCcqA$4~mP+X*AjlY|5(l zqFtj3g~&n81%xWJ8>z-9^6A7bOr=QiVV^z*Uf3=xd1};Ws;cp^Ph)U2UheVQ*v%0@ z44ZHEumA!0RFiALqQCpmH)p@M03UB@Y55&6VX?CppS-+Wk-fkr3+>uzk0iMy?tI_4 zAfZ?fLq9WGPaZ6#S1WC(rH`Y(uev^*fp5y$K^#o9d$#V75%p}!V@{&17{k!1dyJ?u zuzjP2U|K4L6sg=AVw`}F5r>R9mZjVcC`4F372ldH5qeLKAFxSc@U&sfiePIDQKfB~ zi-b48>ym#dqd-x}R~i19Mo+v`)yCpOB^@p!nJ>wQtcUtMkbQx{02`bemGMa=*YjyB z1k_oBZaluDaF?JuTZ9e}I#Rzf_wbjkv z1V|Tq3YZu1I4Gw-+ovh27u>s-=rsBB1yBd8aVCMnJ}9=}-!GEn-TYIG=}aqtCGtwD ziEmF9b0m z#RF?l5{xsBauq>GQj&nN}m?+R%br*3z6g9n@+Ot|adF{^m`SkRn;r~6L3mr7p zFWli_VH4Iu-)OWNpz=A#nDhqXUi(g_fA0YU*}hUgLfF`I2@g9xt3t23Cz#qete4rJ zAqDDAD|30~mYA4$)mPQYi5L5a_7(g(uo1AMIh%KO(C9im{%|Ju@=8@)en}o*`+t4t zOi$2il4hW6hvj+09#7rsuTXLAUlS?xTtp>w9+x0^rSWd4%0EOL_P;Wm>QhClR+!-E zNBv$2WLcG&G}bC6<;f@|8VyIp)_(QB<2A2 zdPs-{ifd4sbN-;dcUkWZ!!G#!0yi@v+(Z7<&T7 zQ0zi;$Ug~@Kad0w;uA(NqOYYmEN&`y`IqKlYe%tIv8#_%2?f|Mbp6mi@#FB=shde; zu8YS*9xfNh>lR?NfUTX~BYXRbo%Up^=}x6}z4nt^$$Tc!z&J@dF)@K9MuT8*cTi|J z$S1OE>7ju^+D`k}*w~}={e76M+M`F0Vr}RarZ83Pz3NFxWn42uop9qMc!T~UUCy=F zYW!Z0Ss0WXP2W@kaf~k~&1@-#sLqP9BT+q-4*=BeioUD2#Ah!WP)d+)2R1j)NUNlx zQ+(KIx@C?5_9l^?fRi%T1=WvzVyv5eTScLc{|8;!<^~AqYb~Q7tUmn_1{c&qJqZ3> z2s|&M_=7zUakC$KBAy-`?~i_ZglmR;R|ZmlY! zastExj|o_U?6ZQbIHe}aG@aRD!474BnxRFA}I}?$)i>YerG6)DG6BwKS4ixQFr(pR8{W^olWFv ziN`%b6%kMvD^njy69i*3!aoa~|BYd=-ICZE;PLg;6wT@~u}OZKh`tu8WKh7S*3xcuh#`^2UvYV>r4NnOP$J!Q#`{a^%6iFcgy+8TMt~jekFC) z=Gv!%S&ClmdL)g}0hwoViVk7Qp-s}>f4*z@pHQ%?XVUDs9sK#T{Pwy`M}HERudJIy zR@45Nik6WP{V!JzjqL8Dy_He$i~zCvN?s^aCm6kaChXjLKn40Enwpvc07JN9BYR5w z?i~R4i|bCItE}HJ)~Em72NVCmJ-?Sl9k3h#p<|CnWc46-?>6dv1!4O#V}!V#J`XrZ z!BreZT*FGepQ$j1jdK|vxWB4?DML;w*HrF#>XwLuy6XE1q4fb>lnx@sk{@|6yH3^ZW2>-|X4Gxp*OEGkF$ zp-Srb5(r72gOkHjeo00Xf@tm3tz(jCuECy#l}Y(l*Wm17g?HMi0pqaZcH)(2XHkaa zV$^3KEtsmo=<9EVKzm2Li<#{@uX^&2i(@)c3VRHMzBA3pap_uQ$`i0y*Zk&W=_Xnm zS3KJ_*}`*2-~^nh8q`|xW0eg0Qbm-Y8QmM0%p1u!*r_IR>+NJ&f_(H1#;%h3QCL6E zi%KpKW3so|HV$1&T(`Qi3wt<=i^)`q(``9HK^2~^?}K0W8i=|0eRY@?%IZapRGC-N z_fnEKu6R|tJ+(7z8->mN^mO*?Au1YBcgs`be|bmJ@q4B!lAE@SEOWELPe;CdU4((s z{oXiyOb4*|^$o(>4S%>Ms=I2d;rU%`RMm7*X9DI7gf572F|n%lNpi&4zoo)H%3yOy z#~hK_h2+D=|He~g%l)fl&}8a&x+Z3qLhCMn2b)?yVU$FPSoIUOh^7QLi6(SEn%S4n z8N*NYu&772e*57kn^`M)9Daj5y%ZMKyxU1!>rvhCK=JWEq+I;x4-%7;^J@i;n%esk zI9AeZvOlZvwFWiVqw>KBl;7*ay-Qu8zUf6ODa+F~IbQ%6arY~0%y(!1Q+nR^vtO}1 zQQlr&Bcr2Bhl?(^Cmla;=^CUp<*!Hb1x)yUM(_Tl1fnjf##Pg)Uhr$~@cV@+_Dc5s zjRgwb;thn%QYkKW=*KroO@wQ3-MbgES!UC#(R}Lfekh|Bc)UpwK>2Sylf=!mzu#vZ zJZ42q8i?S1uAfu^(;l!&8bGLDs)JK6Pf(GSRHdZ*t(fEBd( ziq5fpwxB*@Lfrm#-FEJeO^WyWJX*`brbnPM6`O}ESxx?!4FoiWQ&}6i?{esHiKe36 z_rC-0%-Oa|r^JU`Y%SAely9NqZS`hneZ#fg?_AB`&-jan3zGK+<6gsigXEc@DH$vS z8TaPzYQK#sBbGzI=oC{%Z9QNgh`SHf`dBHHJ%&f0M@<41y93pYtbmpF>t1=!d%i-p$#l^JhGuFsyutNsjng($~=G!xoF3M_aPa8WA#hR6i@02RkqdY>abkQ0pn$@T>8We;JJ8W`~H6 zpvW#dU;qE-DI?FygMLA9AV8n~NT(_B`&8OkG5=PNb-q~Z;&qP@BO9s5=4zm0a6Wu_ zEW6jmd~qWxDk@dL0{@xzIkob7wzrco8AW`0I^FpA_|b)o|Amigmc%U$=>tk8pWR20 z4pOnX@27`=vHO>S7eq+03$SBL@hZHu`lj?OWi>JR+lrMr+Se#QCU9!hSt8Y z>L&>8-VL%cGuR%$Kh3t35JIWK1FIHf92Ss4PZJc(d#URLB9$9onl6y#*;B|?nJ~rQ=QxlH+9ZIs~1Nb zNB^+$_fN{eERrXAGM{+O#-0J^N7P%O<`kni#bdmx;wC*YgzR_Q`_()7=%?_v8)A++ zOvV>%N6Yg&0t*|f4olaR0c|+vpJ8D0!7dbH42Hq)(IWjr57Kn47;otEslY#n!96rz z{dtg4Ysmf2-edbyQ$QV#zuBTp5Z9Rr%Aq#%*3Zu49VX(w3A!A=|S38dUFr;I;RmmA|W!7Dn?{kJF|mY#l|phYx==^JeIVpz!8r!S8FQ zZtc6j^I)KVG)R*W5pz9MG!=ZnprmU-F%-x)x@0b`cWebxkY-YbANf^2k``jXtPX4i z`=^J|9-@?y$L z$#Pc$lbBU4>f>Icmg?2}l>y{%l zFD4-;X~V|PQA^Umm9!&<}qZo7`%s0l>} zvr|8E($r1Xpwy0k_tMLJZN|LH$@$+O=3e}Z3!idB9DdQjSM{KHxBDYwa^79%qWZRq zXb*^((u0jpj)>zf0Nt_=Y|f0dN|J*QI2(#s&(UZoGDL7nSf~vNl_KR>0!Y?7Bo?; z+~_i<2mqt%N|}y0*oi~LS_o~MASk9q0v)6XO}WcpR}Q<&YS{-ZqVUT+gVEY`Dw|br zyHq%kgn*h`3$G`V*XU36^qV_r)tk zQj%@?akyNH?U$F~42u^O{LCY#jhXDhRv3Y%P?r~eY4NmdLD-QN#!t;X46d2pf64w zXuGEDVHV8IR|$@3q^4~&(a|}H=i9LPpI6e%)X>UqRs~i`ReGto zlW^_U1Tr8|1aOpycRV>2^E;=f{>~Is_TKQ~*QUtDtRWD#d9E+0ob{}=g7W%XqL9Lj zDP@~RaU@#_6(NJ3e87*t=+3TN#;AB^5uE!BdBq>T5Q$pc4$5@QA7gPkJK7udq+AD}L5|QG{_kG@UNc+n4z~pZ zocR2YRT#uwAd4rHjSvVn8V3(k02m%gWo2bmT2avzp1Dse8S1>$qXv^?CpNZo*#94r86q*TWQ5 ze8|}^W^1!Q!^Vx{m*5i)WQZWa7oon9`y4?G;0`7`%(decKY$(3C#VV&S}A1Qepm@A zl`$$4@H9K#%xx;z7bJ;IC%%)+JZ)Z_Dw?SNnX9U1nqleP)QCDO!pB%7s85bCRH2c7 zX>$U+2iL#n7A+Lue%!RDdOqMZjf%vhkR~)nn$8a4zn!-){=lg+w#uuGc?Ejkk(sw` zQfzx(g5jZpozcc@>HO0Q1OkB%MDBbULcG^cB?gi@&_4mjk!38%1;ID(3P$&dRH0Ml z`e=Hdr=zR*jdbNoG0}u>vdVf|nZYM(yehs=YfHRmiFXXv1rxX3oogM8iydZyG;F5s zI9XP4=Kz1&3gAQH)Q=T?vgGU3;84xugeEn5XWddhZ1%9kPhM=TzfP@}a%DHQ|Dt9> zLZM>N=9*!ptV$rFs}p@knc5bg7}#bv+-I;*Dge?Izz1^zS0`Z35}?8S@% zT%AF^wb}W}!9AV>?#I`eqzFnTKbAK%+!{#XQ?RgLB_bl?w;5t^SZJZ0n8>b@=1n2~ zYbU!rT`T|-OA6$pI#b%utfY>c)S-%wZCwQVzsOl~n9J;bR`IfSny@QPCw%y0^ zVY&?2UFs*eg+`@%hz+d=;vahv1&Rly42wBMCeR|xRzg++7!zi2y0;`6cec{y2oS0I zm5mG74UEm)H{?p z_h8=+;)mWr*GJ%>l6^(3dK;^h+nj)!X}fyqor58r;RJ~71XjoVUY}Rp3GH-To3BbR z^6NI=&v7SXXtQ>rm`S7Fy8r4ZPEChyy~w!|)7wBBeho~xgb$`%VqpL% zV{cMDDEyZ7xAb5DxRDTP)|kXB*0xt0NY+6Yml7R=GTE3@ zmSsPR)8VprP(c6CwP4la0(^qtU&(TzA6zxeU7;G{n1COHS{M~fW#CYEN&;FJ{fdcE zlM_2{1k}htgJ9-r8doJ585GQxBS^@$;{Gy71Vu{vWEeXdFH(J zzwY{<1!~znOuCU!9)U*NC)6*RK#Y~0S(=>_A*48IeW@s>vUgsC>oBrOc=&ijwbX+A-2P6xYEX+-?A}l&rL8+YD_Q&`Y{49aiwFiycZXSm;OJuh{sOr;qo=vBOE5bqoqf(?I0m?zzb#* z2h>4q8i~)-O+VX=9eav}&QZ*KFy#m@LW0u9|5>0=RM}(xVFwny#BtJbC&>v+eg(4p z={lsoJ&>>d?5V{wIQnjyvHBYmE|}sXQ#O`W_w#mgR5&air( z=$#?yDj*d&1l&no?qkg_tv~UN+&sZQhp`F*GC@(s1Bq+SJB|(G!wg$xC+DiMO~m7H z;@(kCFgjL(?4zM`O@(VQGxPQh>GmqFuZdAKT8RJ1Rb}n&e`r91F>x(Oi!2v5{n#RB zY(nSON}m{p`vB;i04EE77CS3@am&-4;NAM25LS+OYLI9Lar|!^06W=J^0iC?Ji{)s zzGz5dabglqXS9)C`<-EU#v8n(4AHyaele2843TZL(N$q|zWX+aD~P`vt)Nfh6Rvm- ze<}C|$o3wJpFA%ownQ>b|C~|tPIp;fRJ#gET*XQ`GIY`-#I9!TvnP4I3NLz0ky|Ci z!#xFZNE>b<2jHEreXT)3rN$IKy+SO9 zOYl(rv~y`TQE`z|3#h-`y-y?xbldkbKUR60|IkD9VJO4B7BMkbymRqYB zRua5uP=tBFLl0<3GwOs2U%cSIIjC5_EJq|R!%Q!_aef;N+&AkSuE;RtJ&oj=$2QCx zX>j6mlHR?3R6gYIz2cCF2Rr2&7@+y^DK?Dp&E^Z_okws)^FOM@WozGffa;6gEe+Bt z<;uogiV!6r>}I>T9fXCqlbS5YtqVoDitbRXH49^BOm(F@Kw=EG-{M|;3IBf#mj#BN zNoZZA?Jc_aM5n;yS%T29X|#it#F#LD2tn{z1MzPe1h4E9>o#pL5;wbeY!y5=2=&$I zC%%PqyTgo^hoMWqqlt<#B#o(tF<4BD+-q7Z_IitbqBFlBFz49qDbW3-l`XmD8~b1%3KRf(C?r5%D~DRD?c?lG{abfZCCAY2^{QrbvW zWslQNWzdQPY)vVJU)@>0ac-ZKV9EZX}{|>cny0Ar<)gB28Xl*COm4N`Rm(gP`(D(F@ z*~Qs0Bmg@dBu45Nfo`S#&8R0g*sRy@G^a*-{D17dby!tv7caWhEf$T6w1j{nAl)IL zgoFr4NGRPR-Jl|ZA|R+B(%s#SAR*n-64D_^=N)sYd$aeqzjM#I_dfUjanE|5y&r_N z)|~G<$2;OT#`ukC=q~1X_?*1x6bf44>u@Ugj{`t*Zz*ugUSdW+QG5y*)l%m4J;|27 zPusBVX&yX*8R;VrRsEhTb|)n}-Q_+OGAv*s^*)s^D7}&3uJ4thT7f#T?N?5|52|Xk zeHvP8D66L1So-N-1`J}(n`Lv-zne(@+S+shWAuWuMo=JAN$!=Q($7?;Uu*{N2xWBq zD6!%@`uySXx->njGugV6Y;g!TO5(>I7!d{8t8=KYYk*_d*}L@0I~z%PGydp9aB-J$ zr0FWbaQ;GKE>oin!l-qgGg!IGmK#4S&YD$Yr=jmDl-u@Xx(In657>N)%Ub#X`ft5! zB=mW;m59fKeX)->ooP(v9q0MVQplLZ^t5p%lO6l$vD)i4tz`8_R6_%m4LZIdU2vzx z>n*QBd6(5eqI1-vMwq?yQpINIwXJGZMn~AMVvJQk{K7JI$az=ysVr_N)P|r;O^UvxNK0;(Vg%U+@`;qu6_!I zv=F(j1V(&y8rjig$G+|#9QKmxdNI!`GTbjOn04}tLxkdq0*kknjwcFOo@IOZrYqbG z-_hDW3*8B=A-6TQTYIm5TtT6dWKYPR!hDp}zmy`OLY8KILQPjvUc+EJ*!4j+=WW8q z`@^ywtUWXXc@d#xa4@NK66t&((}pR4C|zwcn$Fj?+&}2fj&nU3YuX~fpe1c0(z<52 zN9uL#7zTArtS~(R`qc{s{1@J;ZxYF)}d1YWQXmx&Uv741C>CWoT}$ zbQs6*TV-d=mme3c{#LoR9EFURFS^tj%6~uqakDca(P>C&c!bJOv3O#2A8nTC;rGDB z_W>NohMRP=3dhwQ#Atox0sjz+&5RPcQXU?GRcQkWF#Aw3e7mB@^PQ%yWj6`o?qFn7?9*ur{6WbJk(&` z_vL6DL&IAlEE|pcmRHV7A>>n_k+gCf1l@|$w_=-26Rih4(hlC5Cuf#Kq??>0z6kTm zC5B#5_36A>)EKp&y3ZTf^EsYI?bghw;{sj#GdN9_+75n{P(^VRIZ7-VbA4o4$^JFm z#@oW&t24(?-!)xc#vL>*bRU_V%y}0ma9#?tgTv-C!f(aH%2!lZy83;|By#b~sXmk2 z#h1FX+g*wmDJFf8352Y7^y2yAc1qJuyKj|_ z>p2M5b%4}uZ>17x+F;MnxVz-`JQ4bwq1C?wtap{0}S^9;VJCfGGO$0{*Hy{|qEZ(Hd z-iPqbSpz}R+o7r@a_>5C^D6v!ZzNdV!lG!GZZSPnv^t_ef3$bTY$#jg26X=)9nO!G zf`Vsb?VH@I-b6~&IY541oUW-Fm74x?Z>pM~P%n>i;pQ}!krDZq)g7~r8QHMsM(7$zfODn@L1hu%-V zgMwOl7kuf680NarC&qPi20yF2B!PX}Et<^Biz zdrNK3cbsHl-;iI)s zCzdp=|$@vImgl)U+LeC zN>hR0j~#v{XMx#Gt(Pm`?gXQkb)^oKcdh;Pz%_$r4=VnxNzKM7#Ujq`bF*M;zq-3s zq~F(wlKw%2kjIT0D%H%oCwSRN+Pq)75Wf^iM*USP1CLSB)l?5x^aHE#Fv8WD{K|;& zr)x18q|hjBH9E*r1QmPY^*?y*q|-BSSKe)%+uTYixvEtS45-d-zH3v}vP_?Ig}-1= zjy!ZyAe1g2Kzrj%)@$p}oYzwogO;*vxiS~v85bRX#+ml%4kszApL+4uEcE4^U^DPc zr{dcfw8}DQ4VS>aF5)i{_7Vs#E5l3*u%!6e^Xrq$ zr)#P?DEvNG)~+kuEH-_Kcj9#10088iTgT7<`Hd8sdBVH>m%|2E4k87^oey)GS)ozM@yZpWxOS!4T6|M!kc&kEy#)QMS`YV?Q!z39VWluVXPE zEQ~yG-Q9c?%40BA~ zgg3!-E`@vQscdxhYN3x-U~v5F>491hjv`ffU3-;vzN}j zfuSe`PjPNW%3g{)>h=RVoh<;Hd5RyDjK2k0rW-oqn^L+WUOdnij2LZv0w6QSj_O&{ zGst2KV7=gil!ApQU4JnoT`cl`0Z>i{F$z{=M4Kx*wX1-R>if|<6&cXjZ9ndfwaL{-E_slH)gjg zC>jFGA!#AqeB(8h=E%u#(?YcC;3Q^8f*Z35dH5B1(n)CV(OweXG<1VNl1+JR04xD zS9Pw2-!WFDH~A^YFCLlXox&W2kh%8g!^M_#ylZ!ZC%dS^#@c(AYFn85T`HCU4Z(0} z+1VZ{g!JV{!2@LIanQ@`5cWsIg-^VAPhOF3G6;Awa!##k37J@pacju=e6p94&E1!| zR@zk3X5Qb?u_yiCYNpob9Xwz(>{WRTKKWEV#c_C|L01{#?wd?F5Z zr#6xCuRyq+^E~zmBl#H(g|X2PE}&V8lIFgtFoWc~%gpsv0=r_g!g$)$+98lJvzk|&m^5g(BL3Dq7opmE4Fhm#o-WYr zP)SO?r>QzcX$h`7QXoe|3;7osnlWPDo)34cnr>7KC{pA#3kPC}JAEqDS2(-+BU|SW zpX2dG(Gv0YsQ@PdpWD)g`R@E%4WxauVmSjKwQAYhDEE9|__zZJpQ*D0tZjV~%ETX9 zIhV4SHWy|WswV~D(e{;o?Ult#nVI4zSGb4&i1`V^oDR?LqXnnurLmCbxU8#Q^|*Er zC*L2heN{M{oN`U?^I7R|ej?O&s0wmZhaW8BhE{*?gPpG@?hP=ztP?wyY_by&i%{bXmzuq(-KF14+` z09H6maG|g^UDKr>#dp%e*aTFY^&QSWVC4>O-QN*?P_^_NCL?4!RAq!w-R*33;E&Iz znbrJ5QV@+ToFcA1Nm(NZ-2ABf3;lV>9({iGnWu_tMTV$!~^0dyq=W^qnPssADBZH|Rp#2Z8iT5%258 zMdxm8Hn!-z^Lu~q0rUHqYg_zpPrmY(;>t*t&=u@#_I{B=bn=8N#@O38tVBF`rN_YpB zEbjZQO#|9@W4pgtKZ0^`bU z_<1-wL!D`Eq|!$GP?0l}TrE2pfKYNEJ44j(!GuL!jUPx8D8gvnxUx&w1XF6{*%D}| zmK}$Fg>TD%HQJAPs@l75@tYPKJd$7=L|mI~vSgYb=tV4#xFI;qdM)c3cl%e1`T!g$ zJ0O#TUEejwUddOg%C zzVv=SbDR978_shj)(hWhp6;Z6e#>}mi~Q0G3)(0m2QEr>Vk_lK^b5LQjR7BtAN|$b zSTU}G?%tokUzjlLPHeBtm8ckCGq&zd;oEaHe{1llTBx<7qmN|8+4>F4Z11!I!~h9s zySkoPOe+w^#zO~8$W)GwUbmy^!vN zhn6f4Tq`I7@TI|doh#?pZQmhAtC?}H<9$=EWtX|${lw4hF=S5}#AQ<0>wpclMY0#E zs32uPTpQ)fq}v>;VsVYZVH>vSM(IZu=S<;lPme)r@{!E+7Y8iRq>OHa8f7k^N9RfS z9*FQKe;j9dacOv5^RNAQF;n9byZH~MfEb1Fnzb>brDN4Fb9k4z_`&PR_EV|UZ^RqnP+sE-_#nLJ4(9d?Ei;@u+ z8YC2gX-`tmu=eyW-89o+)9iQs1A5vh`Ccb&aFT92kt~LuZJ&15e-hRzzEDovZgtD% zaZSvXLD}QBROC;Q1B>jfa-B zql2DvhRsYD>!F#s=P-DefUVp?vo^BD>9a5)_7KbT$m2`IC^mkr4b1H6`0*>$aTz0FxEcx4R=LQmnAVgzHQCR@Y;g)xXPKVIkyOv? zdQZw-y=fbAChP$%u5LofHMi)4i6eo&4?YWT1lsWJNk1N4aR#_XPw-6BrFYM`J+%>n z?a`owuK>qF$HOz2G*y@suYKEqyCgG*7`?BQy4-k5qJuDATwYoE`AeqalkeZZwb7~-XN2&B zy2|2)D*PV5x@D4#(PRe7#!r)r&GgX%I7US5$|kJwon067>%QvuI==&`VFAjfGODq& z$PJ{RxCEkgxQs4R|EF$c#fH>elrGnjSa6em0lN0&2rdXr~h&sPxMrmjh@5%=(=g%K&ue0Dqgua zNV@FEiG+UhJw_(hSk3pP4HH8KnO5R|A2reFfp2n!6fqY{PtW%9T3^U zcr|J-mRV@7`o8W>AuDn_MF@NWQkPdA?zX z*aQiggIu?0$({8G!_x%ZPiXZ$gCPUWks~KKsJKYCz0}usX-D`1NAkjS=sU@-ebFIK zV|u^LjY0YNa1e_hZl4;pFc~xUm|c9pGFf@m8Q>;yeMi{<{`Tr44pe&=mIgoA7a2*q z2I2HFNA~(99-k^L4k=DwWz+*wLOV0(LP! zruWrF1a#2Gb13T8mPzexdp!X+Oe1b$uk!Sy50bgp0hMz~x1)?_=%Z>_O|@ ziDaV(Zg$m|xyVjIb^CZ$ss}C+;xB{x^5g_EX&YPHZ6$GfH8nN=@Nja-A>k|F3oKu% zvi9&Giy_1vpotx_x+8(F_mlkDxuC*^g5#_Bt%Q%?tiMRnCy(4HY*oDf%q*HHmWst& z3d`iR^HQv&d`Vp<8%FgTd(x-4#}9dRl8X4vx&)0J*0EcOVwH=AeYdv~4SnhK_Ni?F z#lr0zA)~AYCM&dR75xB>#^)K;JdkOAID(rOQI(?>kx=JfvH6MFV)+xH_&Bad%^O__ z=l8Zm4CIveGLNG@gii`m%a9TQruUDVAFm?wc5~m<$6p&@0o|(Se{>h?jxGL+c#Y|^ z-fu4YbkSU4N&PhLMA*PGChy&3Yyh=ahawuPfJE94Drr&Uul-(dyq2c$5*K{2794GM6zn!7Z!>4w8%YNqFTNd@QHdf^s1zp2o;hR zfJY*s4Jr^A@Vj*h{G1g_C1Pie(b$Ud_C3a>dJ2hWct?F3)EaT4>KhxYD|QnF&4Pq7?S8lU+)ssHhB}!jn$Gotl=tO#tOA+;c2&* z5*d@Cp=Nr1#THX;Ia$z0kHdrpR^Xq+!tbn{iA%@h~+E+kR5%itXTz-5{uoUI{$JF0WjkG z)G83*6H4Dyr#Jp=Rw?!`!{RueE>RY9-QlS6hl_3Z(#GmL5yj?eHTk@2T(lpZvqHzR!4tLvkfZ1&0 zV=tL&UvUk4eRx>TqxPKJ#M;{WA~Q1%q_XOpn*|0EM5CK-4fuUs6f!U95_nX7Rb9Zu zdR~s+7YXirN;PnX2)?1o*ub~g_bh_I1L1^joN{*EDy3uzp}ZTzkH6)Tt&k<~Mm!vs zwaeRf_qQE~;VyyI+-B2lfT;k1R%R$IGN-e=)ZI}!QKa)eWT(V#LXo(Y>pE|LvF!7% zv$}C(du|#Zm&l0n#n|>GCb_YGCQke}@ms%8Um+Vi8%QgIG;X*fr(&UCq!zHhM+0UB zH-3Ny@fhvbcSXC>?IV~cQ083US8KPgpDQ(PGEQWFag5wbDRWlTNI6?qxJ+*JUdF-Fl+_U`-h90A!fvBt9Zvq`{_5F>eAD}yAw zcNa!`W&tB?(6pj=J72H)Q|Pzxkn%aYUL5c#L?t|MU+~Dv#^rZkwp<8A0tgP_S^+1K z;in_R+)lS!Vy}v|OnmWf)92>n74hQO9md0VLqGwLCQJdOG#SB14)%9gj5=tps$`-{ zY!^OK`|&@C5%(MObKBK{%(H}amckLfuB>}iDflsZN66Yfudsd}AThv^^66iYI)7{I zk!<{uLh6H0oRrlhhi}6Rxs89B!Ft^a=6KB>r8FRLT{`KF^Ot#=!Q}$%rYVe%&~C_v z(7bRI0~)|?jvJlwW{5wRDHr%+C@ zi;KN!|Q4Kvy>& zrKqUL(9rPvp552VBNc83pO{@A1M=F7^z071Y-s2j7>s8(GKt!8l~7({`x}?JPx=0R z4y%2d7mqJbs#KiQFTO|vn<>VhU>|u!T+}6m4E0%+M@pgtzggwgPiY1s9obhj$Bbu1 zRKpKwT~swOT%E?}W3RGbnlP;fsn2@;Tk31q>$^UF6qz3`Bl+~{6Foh>do^A^dsl~c zkI~HG?qXD?Eo36Q+F~FhsOZfS`y`{1TLg zr)HvqI(`D4p`lQNTz&i*?dtzxvn&d=wzh^0Qi%)Fob80~h)?Vv=n~E?Q$MBrsS9-bpb3M$8-wY$=bA4{giv$Fy)clqr zs^>f$0jY^eXFU8jtKccL10g5cjIZ1uz_n{+EZE$4o=YpZIj)XE$;ik|&&`P%86}Oh z-h!P3obgVp^cYv zNh%cMr;}6P_KfG3VWa6ox@6FI?1|H2$nV|w?KJOrc~KD&QxF63^OLt^WU$Q3xAdDr zIADrcN6>dLSlUp%WxxkC; zY}R(G*!cJ{a0;s-nm$swQ3$Fvy41OH+7cSZU^xuaR;h;?!=7Fr#U1^ru#0tRHL2MN zvKUmU!U-rnYF_+mqWO9G08;1-MHEOtFpbWiJNlgxQU^dmY=VLrwUtY*8+<<}b-K8? z0PzQPy!3nR)leAQ8O&yY&1w3@-6XvT1BI}IV3BZs1^(&uX`b!v?eE}Aetp4^jzR&8 zd30(jCJCqM_v4SDtipa{$nMcpm>q_TFZ3YACM1xA@kwGzS+b_yz$n(G(?n$U>T8J_ zD=MUQZUNoS`un+Z{P7VPw+8OnA^25X0>Gqf`Xm}00H4}C>t@ReK2iL-Qt8y&tgS3G0YanIPuls zg#u^nPDX0{W$&6$gyZm445Qx)x0=YwQ{q>(IezJ}*VUmv)dJ$(qX7dRi^8GB`!cx_ zD0sZ!%ZtLkF?9{Jw8bGyzM#{ggar!ORj{>fi$tiza?Nj48JkA-2_~FZ4 zaH=15x&c4?+gERjVvjH&8&eZ#UrR1);>`iQ2#n+o6R)oeq0Lf;>sksD9o7C9=YXB^ zbuhTdXm!Gyt-Lo6waU>M5w5x-63&M`FeGS1C!~>!VVc2=iUE-C^una_*05X%HCA8fo;6}8}f&wF8Z=aiV`hiQ8H5O;S=RMi`ChBjkf`h1FD5% zDCG1`MYxe4Y#i*5AS)H|!~~&@hT(BwLo7~g*`06)-ZhZy3rh;r9+(RM5Xf(!lhDj;vom7f0}5$JDGrt?%m(tKa&ymuHumj#06<@T z=1)H$>rOCk0PdkE9FKKX1<*V=WuBE%KWf*_!BUfe%VQcc23J3Y6yAfluv$Ys_2Rgn zP%YT^7p0~A^CJ}$NW0!`xE7(7Gu{at@|v7hL6TS1$TmVAC{kafy-yHJr2g7-Fnqca z9la+?_c+_yP;Y{cy*z(}skcuMPLlT(a1)6fVI!9z9ysxS6nfSxk9>twp)F}c^pffn zrS8c;VY_jk+CU^{Trlj&us+}S)W-*Nq&1^(?6m1%AqygJh&XcsAKpnK%hFA%+ww=$ zomsxGWjO6?$&YUFz_YGl2Qo;FyAJpRfLJ60BaRbBvOw*lyG%sez7D`6;E2KqE8yZX~ z1e*dc%T0`{lt&YU_Abjt2x6fCyhYOr7fq3?J1yiPdI))E)+sRa_5Py^ z1t;u0J0F!i7Jbgo3+m-4L`tlyg^}5~-yDc6JT~D(fssH?RBI;{2)o|zND5IuPOI(W zk5(omfi~$Ylq4cY#sjblDkw)3I@oFj)D$_)xY|gh2FG4h)EZ8Gz*qEsi~?`{!P{=s zwfeIO`>ybl1&^reB)t7+bvW{a*`4TR8aN~NduzSRFk}5I%;WnAv=}T->!wKj(QfaE z{(gM4cOvS!vN8?x5oxNR%&opn7lIZrf;*OFZE$N%NTSM+1tIC!DXpw9AH>I%ro~$F?e+os>eb`;f#CzIw>>`nF6eN@$neF>Q-2jP4ADv zAdV%MB`45%n8_{>gqTKLL`wz>`e@c?n-YCb5ISNvf<-FG|NRGx4!?e(USmr?IE51I zzZAfqawkb{N;1}yuJN*t+zAt!I8pBF>$Z2LkfY~8a}v?=q9J;X?kO1%NThN#bt zk8iyELIj87>@TGGPrF8g0~&I{cUAHV1H%WL>?ikK5xB`NukYAXpH&?rtkf-Qxhg!nf+hG1diD;-Sc+fzPh<=JS zzho3$MT9IK4a^}=p}wt_sNpH1ap8t{_V>S6<3NvX^Tx*HB;wDBTOLvZ$XESo;}K*J z{TLB9auN6@MCIiCmX>e?R&fEVcXku9n#2SiwjWSCh~7NYkB1Ck=&|;<= z9kQvE2EP~i@7MB0ujoJjCwUgW2592ANqw&ip&t*N&_n3X-5t#=bjX~`ylm|* z1O>-Xa8j4UmYh%Y_4T3L!^6YtTm8}3`10hJxc=#XB89l<1(1sAdX;>8cW-y!b^H|< zb_dcB{~GaY;IC-?k4X8ye{5&N?O?+&>;$rdC%sw!yEs=mn;du#lbr!4dSP4=m#JPWa>X-M`R8& zawVi}5B+GCsVT7@F_(Tn3jI8fA(KEckZ)EE)pC#e^nymeWa&JhC~$*%MIdFQhRn#> z)sY}3jTbPac*Lz$=)n1^Yy@(rG)BKSu<)N}vL?uby=HG#x#Hu>w?+g3jVdlC2CBcC zckiALcbI(d?>93ySB(Ja{NF2&B_=1IPL`CD6Gs!fJ$dp(rR)#%Q;z*Dn`8eJI(#ks z7Tn%}ftQf5K?P|#CM_ArCJ?|6myJzKL%3b|Vg+a+vgZI1m39UMNfW;BlDpm3JDfY575|FPX`~jh_$b2trZu z>mePLeDfRd@)G*%_pHtmJOgyNm+53fD`mKbJm6B1g@xR)i=HIr-}fA9eTcZB%9rKA z$3Kwe7ET1*!kAG`SNA^0aCdWmxV^n95`7M8+*Ljq{Q?*KB_7EB&fWg{!4kGrSzR47 zsPP&2r`vnG5aiM`Fp$J%0M*0(-p-?MZbY~oWu z1U8XtAkaW$e7wHD>*qI@Hzxw+GF^6TN8FJ9a;EZ4ZPSr*0bQkPpyFyD9Q0XPSqUyX zj}{x}i$PR^@94*P?tHSjkss6ZqULN2T|IYP?7En+yr@6$T2k_@gJTq(+x93WbXD=0$#|^GsKC5JGwD={CwCXz%*m z+}vIGX#CCl_eot{ijp1S0#0Y~9taM$EZCaN^`tqDJ|k3ARE&kEJNM)aQycK`)vMe` zq1-RtP5}BV4<=&{_(z*q7zPT}mZknqPc_U1SL3>*q&GeRfs(pNpC;OT6}+r{x?9H7!A=>J(hj4R?9y<&Jw(6h3(9b@6H&L`{cZ zC(p3gz-=6QeLM=~a))2;nZp13YkqFX|F?VdI?M&cz-V?hHqRt3l=QNIMhLHxWeML- z;^D{j6&Idgal$!<*n8%$*BAI~2Pz+T==eznsdqTkfzbT*s#9S-C%loP{cLrdVu!0* zvSWX5tsq0Co#$_FbH5u!i7mWwM_E~js3n`&t+{-m=iZ#vUta^_cgN7{SX)`D#(+I* zD05@L`eIt^VWEn=h5m|wz|MT0!=LlOBpyRqGtbPJeSl;3=S#Rg61gI)O)|ShaaeH&9??I{qwS?`aBDP`c_@k6I0&QG?i8+ zB=!{v7qQvKY)Z!GZ-z!|cR&Eb47sXonom{+!P3784o-yMU!tMOZ9WDS%0iiXS~D1mtJ0N&@+(hy0@)g z;PmzJi8lcO(Lj5Y-`<;@lk@h&hq;2*ni?@!Q&OMHT_vTY*w~sS3b>Np`71UdV#vO? z-A?Q>?lOX{-xrCK4NL^(C%l1YiS=k}Yb!Y=MZwrOd1L_?+dw~?S$@C~+P&S%|HB7} zZ-*y(7Z#rMO^tne`8GIsdXLMnE%H7E+^Mk2skgi`(RV=>4e1q)Igp2pa*Mi?Ac^Sz z$eoi#o`v_{zI!+OnIWSKJg>K*p@aH68kzSWgKaK5SYI3((BFYOo5t=>`FTSqwU-r1 zh?b|_k4J9V5jnzGm+0sk7i{OgRy}nspy0Q^4I$gB6;)N${xYWm{g%*~vgYw+i2y2U z>O89{*(F;5m=qlyi$?_OUXk=pJgTXwp{J#d&%=S^aM9F5DvVYhl4mIPvsdzn5wqxC zaXYD#2C*t_E*^s(h11i9GQrobgL}9>Jh^P23-G&4IDe76D`Z)=A={D*6w*r-5IU*= ziAZ|BX5Cm!B0+JS+UfxYUT)tO-V17I);JS1{;2kgd_!WPMc;CZ{E;Ix)zMU zKq$xQsOQ#@3S@w5ZVWqRY;P=O02!@aSM^cY%N6wL5+Te(EWTkhVvna)DEn}^fcl7x z*IEMd77+kzbC?fu>*?!X;owjT$TesszajPq*We=HDT)pbMNl%s3yI$u$bu>A>&I*B z=nRZg!n5_b^e^Z5U1RpulpLIB2JmU+wY8(+*}nDnZ|i#wS1vv>i(?ha06XzIQK0D& zBKqPn``7A<;7-Yss7?I74kMnzp_i~%G$r<-e}ld_56bdyzwtN@YVdEb2aiFy9exR` zfJ!|4i~s#Kf9}TrfA{8@znPa4oE#3_dR)Z4?TD4^FMOnv(+5$>beDph(w#d2j_dPD zkTRKp#MNq}y31O(B{FIcvKH;bI3R`>=l{i~Jfh;;L4~aJn`9UPJ%w7n>3hU-f@5vG zy*krhWR-B|&K=@!JF7D>NHGF2k7aChOw1Ypc^Zh<4S!^J*|vUY4ndRSV$oD-L|sjd zb^SOfkduUHoe}j?4Ls?K?DB{QY<)FIPxY<=g_tOm_jDK~gvBEj7y&eXbuplbW`M#h z4(Yg$aq*!L(j?TdevJ^kg4GJ3zjCF6cRwgb;cFsU`zJr~%A9US9OaM7 zi9O^|Dk;xqk&`;gaCXk`c4}vA8$a4y+2}6dS>B4jtE_ASO<5tFW+5B-US205?39`7 z&A=%v(^FL|bIh|{98Ah-;cZ+pfiY+DQc^E&`do-2F)zG+{P=M**Ikgu(HBUBaM2pA zkUeP8%EgxuzIt+MDh2E>SR>bh1hB0s8Rf>dC16moE?g5SC8 z*!XxJsQR~W-x{sWb|YSjCpK9!juRf zCblK8lUNjj>d?g12{l{k6p$uUE46==vlS)!{0e+x#C69kP)qBO6`h+u0&?Nu{o9VY zdy2%}MMq-a34dGvVn2Tqua~~QJwWY?n6xD`azAmfaXo-SyxJIFw%@(E&zbvhMDX0% zv-AQ2Wepi1g!Gh@RsU07M8K{1mIxs&tEramq=fKffcuSSI^wP{Gxq}cNiA6nomTAk zD^W`&7tb?mrYgt@C{=r6DJUtu1(L@&ND9fz@h^MOB&DWGzdX;_fp9nim~okb;T90R zBzWRbq|bCF*!7S90k+Ke|Ehf>B{5gl)J%sHAP?in6`(4C-Eu;r45-~h*bIDW8vbke znHU@#EbHI{@~VONr#)|@{I{^;V(j0KsPgSQccQ^BJ4Z;!CU^nP?#aK~L-%VCO;|TF zc9gr+nUiqecARIK3An|(REVlPaX3^J`@{FQ`gS)r`*eDyPH6q1XJ9PE$Pcx$q7fe( zUhWu&EM;>_N=gJ~Z`TvHb+dwDwFtBcjSOu6E1nH0ur(WRuqeNJtG}e+XRshl7xS0d zWM`&JF#8#|4lFT{m671_g(2lBjv@Dx=7>37dqs~~N1J&X= zrkTpeIt3d`%zNtvYg$tVWWpyS@3M&_jxO&V@g5`g8lo$VjBjbMAP@@l1HrN80+EuE zmY$!lK52yZPuXrK9KRWcVSQ|8CzT1}BoweYlrSq&`=s=kYZx`wr- z5iLBtRO=D^K((|I0k?kqsdO7|x0XkXp+7&9&KJfv%WkzRleYKg?|yzy(W32QVt3Or zSKj)kA``Nf2&+)ODQ-LDqjR!T>C|)Vv^7L8ASi&sj#ocUojUd4K+KH!&-eWG^~0Zx zX@k|$_~7cq|GauhC|sQlu0C$@`;LBJ-5R<2cdk6&s()UcX(~NtmVNj^L4q7q8E~tXTcqp45T#z<=m{VoT?Iqs4_`O z$=SY~gxXgm382c_nXT5kl^efVZtZTYOHMOaLY9Z!^y<`&43QXpHQyf8=7=sLkC@;So=pB+U!4>N0MTNB-g26Zvm% z&&7QZrJ7N`oqUdr%uHZsKBs4WVIU3ocvWH1Jy5mtq3HmaP_hBHf3WZ+t9pBV;9(m0 zJ!<9!1D~6kR`n-a!c3ZjS*kxbG%W8kT)jG<_`ECXiGW-F{Jg12rTdW{$PlLiZR?iH zLP5n|8pM}|WzbyI14yp9hV$~LyI|98An>wvrXkA^Xwk59SUm2u81A&l!+_YPQiS{& z_J>Evj(;gc&<-qp4;Ub07pQS65ZwJP%D~4rpq8Wm3bEvMJM+o?Af$$lVLK zdyY*uoA}%VTMRbC1~$W}MLvN?JnYv$46$Z&dyrjJYvwWLm`dypjY0l_m3IAK-yZeU zv+z7n54RW3#D6G_=Zc&f^Qjo(#nOn@FusCz<~fUR6T96#J!%G_ zk382_JLR}|mC60;zyru}-6$Dxc*t<&O18GPcB-3UU*#zVR!6F8PA*{XOTFkP&KYj^s%&fWLkPb^Hu_Y=$0LBXUWYu)|J&!IO+-|kZRN)gxL^XH*%bo{ z3JQS649wd?1>|gZN)R~uHtjbEXK>s$pSD1=>hy@iJW>~um+s5R6Q&sH4lRIIg$;_wU`D0h)h z$p#=n3LG>|XlZmD^QLDa$doeUb5+sw<`xTs^ReMty;Nr zQ9xiI-;PD`*-ooEs|=$+IyuC5EsKbFR7*t6Vf-fCc|}qHxSPZ5b)#C*>N2Em90@zZ z9cM2W4VfdL&d$bCFH#E%Iv_I#hdK6rXbChSw0#iTnh4~8%6~-AGN8fn zezf*fdwxhxL`^_Ph$7na?|Rgb(KzobT7C5J9y(}hJ5iMBL=6oM5VG*ve~%nlK;S7z zW#JbyMM;5%;v@<>h(5 zy-`?&P(lj7wd8JSN&NTHl%VkNbSR;KU0E^%-s?N&=IJ0Q0~0&#=W^?cAWSgNm4R4T zmV4CWe8h)oM@0Aiwjh6+6HtU>-gpb{?yBncqM z>!0iEZ>y<=j0oP6l3E1=ePT`El+D7U#Snbo*0TJ~qBM|wFvz0<%=}BC5$JUzZ51w% zgdIM392g4^S`9Yu1*|q_TTf3{S4G^H)Ts4&$7uidpiRP*X6BT6d-RPSzNJzf z5I5BioMzcfWvh1>I5~Uz%Uw#is(-Zf6^%Re?iLN?82Fu|pm;b0WeGhXg=rNBdrNoW zoFTe}Xo*c7B&Y;rHw{w4Dp2;&BTnI>3)n!jl&ow%Ap5+#%TX?f)A8HR{%LfH)t>UE z+5EP%e;Hj-6U1TpkGHE$M^ZAm3qdPU58&_yP#tv-N}h9}9`x&8Kd4AE$a41XY#~M9 zCUDN~LPDdv#O|TV%0xpC01C5vjyG;Rv#B~xr~;hvInmM4so>Du`!U&kri8*mt17g@ zGvvx?0dhYZP@ZZ4MckE^_E{@ia%lxb$AFK_Wy-kGs&^>dsVcPO-ovu)4^UE+R}On| z?*rGv^#O|36341=zHmFngQoO*1uY@$Mgivt2z0Q>c)PY?=A;f-f8r&!(A>464-kL8 z4G%X*RsgtfCM2D85Gf^FvuLaO*R%A$di2-}uQq1$I!TfJ-9=72*WPzHNd$itzW4tw za2ok)VYuubQ_!t@`KB}Tq7YTMPd3K;61E!QF%%zveg8tfu5gEz-{c6qO z0*LT-GGvrS&(0c~4Hn8X1*HU%4Rz4qH{cPsLzKh;V5f%t=(A?uZ5ITL1#ws`74)#hS z0C3Y7IHPKv339zq2($)`5tr%c5~wKvQxN|0AFC;Zd?|`_8lo@+EP@h@x!g|K&Q3X@ zG)Ss2YL%DDuXihJb%XAVf~479)>PNCa!6XD01faK=m$v4J`!NV&AP1)eHo1Iv z<<{OxP=z8$1SGop=n?RG4wlsodO8NNUr7E(aBG5KsW&GlC+~jMQ7{dfK%pCkbi29y zXyyXXNKsr6@D!*@_z!Wb_CN%ijZFc>C?Ixo)BY7H&mA`yk80DxGi3-ahijkK?ik_r zd`>Gnq>te6Y1sDZ6+?iw20f9Y0cQyb6CgU2g3_%gFkRyf2+#-fVo9V^op<{ItkK%x zpZN7jE~dup)E2>$f7e86FE1&;`wzYTcS`5?X8f0Q*MpeiVzrFYl^5y7vsaJ@hv*7L z#W&z4BS&h;q8e)(S_3cp)e%@|A-xvXKIRq#*?@}{aABW@LtZycE4hm*UJ3ktEqkycPp6FzmM zfX{Nm3(9u(^3662V%G=lE<(R+P|U)?vY*>DFmpvADi5xRMaq2}vGa)3QGd;c1Ja-Q z;ORb)cTFRyWiLGHvv_!;0-#Od8q;3$^T&WtEmQl`=^@vh1;`TH#bf}iofsJ@45qmU znn$cZo}!y>7pLgHL8#G1Uji{DR3FGe^5WrY9&Do#%%Vb~5OVvkM;KKyg)6qZGep*L zG?~jcqrnQzwg_Uvm5lQ+^38{mFDt}DT$9?~d-}|oya&}7W?wR|BWiRF5=urbp*&$0 zZ(yTHA&)Qvjpc3Mg0zOU&A)wqd*$-wQ}11N`m^<3lDn+7N9KbMTnr3ttB`fw94d!` z$Ays!t%s${p04{pBIckIO;Jp&)9Md|fJFc*U}bSgkoC4bMrujEA(2lp=(W;_2L}a5%91Ag3|@zQ6%WlA<&Th`DP#Xcc+8^nn?bn6Ut%ojvP|a?tYgjDJeGz+Atfl zODV)}+<-_<_Ku9qEAZQ2a+W|6#9cVCo0#G9!lnfI(W5X)f=-HORTwGZagAF!h+ z@NZLMW5tAa`dZ)k`$xh>Gi4TGdDdE4Sy{=csa;5=cBat+l9U^WXWLk4G&fC2OH%@` z6Ff?v{GGK7w*@m#K8SRzp`_9nLLl(uJD`C(8oFeq<%ITffv_dvIfZLsgUjZA8Y2iG z_|3iGzP_JDW9O9hdRzNiq$q2aR)LLBbkRouQe)Ap<)#5l9JV=I&?hqk1FAY94TCNL zSb$Ka6N*!nR8;7L8so&t9mEPoT%7_5Za_r_2XrHt4HYW|pl_!k;L<%cbnT0l)9^_O(1bCT~^Dc5$Aa_I~x!qf_9|zHKf~emq*ahY;V;S(>!^oZH zSs--14YiQwtT~q7r1szlywOu7<}?j12PDKl)E3-1k%15n6Kep8qyk(aOEwFZJ7{2` z2fQYz+v}O&gmO>fYxmuuGL-|AI#PlYKzzWMB(O0Q3eepwvc~$?)N3$9^7czYX6(W} z*n>16KbFtS%i{&9UaLAmktps*KAfSfs5lL_p$9r+lk4jxT(-UiK|P>-%pO7v!wY9y zmT!Um6)}et9v&X=RH)VJlH0+(0Jmy%kzJ$}hrkXAs@NS+vN>pAd`Gi3-=_ej^%eI@ zE3ZiE)cUj|Rt_5es+ZOgU+3AgX92Sb!GqxJH)~on)z`NqmCK8M;mWW*hss)YR&gyV1EM?bN8uQ~Y&;U1u*!SOH%?*O7*J)A8L7pCb2^?vUwe)aJBRBw7HK(5)jxw)7; zP6eN0sz?W`2?xCM#ytD3jg!LQBD`M>`AMx#fzvny z5`@qyOpt8=vS`qW#M7d+gtlEtgm%Xw!L2u?yBmXoEHs~za(Yt!}SjyT_+iabySMg^P{onwG6j&8o zx~Wii2qU`g95>vW;_+C0TS98;$yLY(1|}v1o)I*pwTQ|OYee2>ff#N5@gZYpky{o} z5OI(>3<6Q!pXezvfIv_PO{o`dQNdEzf&e23Wy;}6aT)*DSw{mxeqD8geyLT^+jBM1Q=8Qipoxy#y zdl!`INd1rUS+-W88#BNNR@^hi0ufwc;e7(ouj^^Ylmmw0e_!sRuF)2ADZPt8_ogEZ z4Rcu|!3H@zd=0Q!3AcfPL4J4!axHYnDgULs_-m;%)0g`4!o=9>4=@Y_ECxZg{O6zL zmN+aH`>3~fvD6zSj2KxUw`q{co1x42lu9Ff!(5w|RDF$h6c;GGVVJiNprDeo0vzH2 zO(sA{rh*T96kHS|bKbrnV1eb}9S@zg?#CSum%8?&^i6q{^DXp9ej_XferOpOTfGN0 zXTV~=6NygW!Y_W;E{%(?~tTqfdGMG-Y0;v*(7~Lf><0=*) zs@&&CIrk{QqgF`v$B`6_AfIv1YwCd&G!s4xUL24ox&RzK-~u_!VdKzNf2=N27fT=9 z0?wp&h3(9p7%3v)iUU(vD9(FdZDnS^?Hq|N8XV&n4&4_Tfd)QZAXkC1&js`Yk07UD zr@k6RW=vq}OCv}HR}nkc;EK!<`Wb;dh@%C!f50S)uic;y50Ry)&3XnVykNJ1CQZa+ zPJI)ETku5VWanmTgvY?-K3^obZ^2&Jw9vMVUNUW%g~pJW#ePt|94~Z36GKTpddPy4 z<%?s$zlzH1|9Y@Dt8^Jm0&4~vyGdBs_?F*68ItX7gW7ds^#@R#XtOoAqJ=c(Z8L1Y!&?xienL*p1hN?xA~RS(isbad9z?2uY&*;h|AE5Y*z+~!SxBf)H!u~usc z4#4^9fMpOiCnrja1n+CGc=0e_u@Hu!09zIZ;2+WdKuO@$wq*1yf+{Lp^WNxZ{++(_ zj%(ni3R`rgT1W!^0ufOqHJTy+X1O2Vlq1+ndOcj=JAiv@7Z-Rt;q~dFom_)%i*ET% zjXvwN&|$gND`^Od9C5%KN~}83pcPCtzcz(tA)`X)6oDEWCvH?ugUgvlI5QKyz7!2a zp3W(5@bDhCqnhwhAD41!C+;0fA*(*oY8giG z4#b9Zh?Aqx!=hgoC5KWgctJ;D$d5LVO+2V-K_=6UT$Ug>!!|o`8WO04P4jU}{C38jo=ekonil3|Ay~@ylQj65IQhzkEc5lz^j~OaqV6MY)-Oj`=$% zAS~MVgxjXK*nJrWY0LxGK^I`}#C`YfUF83EfhypjU~D#E>r}Z?bZ;Xpvfoqy6j;6YH*>A`^>8qZu~aj$ZUtMgioJPsOJ9pbt}pjiM~Jk zxtHOc1&4(tfi4E-a;tw{A3==LJi=XYQ<_9pB`rXSs0MW`Tg`*_zNUqkDJLfQV!x5HI4akEf2VkH6{a_mp4BSS={W45c zibdra@h?bg@b8pDhSXg*?0?DUP ztLK#O0VME&Zq0%HpoX9w!u;Tk*Ffy=`YLrDH75u<5CLeA!HU+E@7NY|?vXRR$6>Hu zOup_1TjMqtL?mycTL&+_IKWua14%R&4kgc1I1JzR9{m|GFm&p`E`a2gw*KSQdOf^? zy{Dr=8-?kwmtl*QT=!Wrhq!NqL|nv~B5&G1#v7010*L>cKv5-LItlv z?Y9Pj+c;1hHj+1p)XR|6v=Fkp&-2^SY4COW9#AnGzEoC%fy8B@5B|*I!+QZBs8fB{ z*TC;HJYK&2mwV~hm81x|$B#23t<4681APrlLH!C9ueh_IjPr0rHUVdtbd*|9P|z^} zkyckvZ*aA{e>xc$0U$XNkZ*tDx0MK4oWR!9-0=jSb73sFn{0p*B6uG>;*YGS&Ra%v zJ|GrU(Q^Bck)V{60o|GjZ4aqXwu6*(1?+UVZine_UyO3Bt|%Wm3V)R-^HwwN2u0h= zt2lnyQT6=!^ZeY*_wT&FYY@BE|F_mgS`@(($G2;uX>=uR_F8AoO7^Z0y;RezYZ?a| zjVGVBmd&Qcac`~Xgh2vG?(3D=OpZg>%=t`)d63=xAizoCpjKJ(z~o;_4o)$gQ=P zE?g&bRtu)g^@fJ-PFoS?%3w2VG|rt0@H(XER_?_30IiJs6h*=Tx}$$spbwJ{=B;J_klJ_(A4eD&q?XYoP;{i($VBsX=sozrJfRGi!vc7Sq7Fs0PGHf(k2Q$$=> zJlo`QnBl92y@ogN-D$DG0D9RAqg|N{;_U)7RU!yA$DbjXN2vL3Zs^#-bd4i0g0M_VsqvHA zS1xJ1h$!DL(V3m5c-4=8rH5;L@m58+GeJQ{Fuv6H_Y-1xoC@TQF6zWsoJCM05FAHo z$kYHjPcQ9^3W&t@C?~^}YP^zL2uF+}&=p8nnEGx8sCpX`m$pf3;_Euoo(aLVI^44+ zvQso`PGmMS3)?#ot1LC-pnEzcAAR6}Kr zXoW%$I35SnaCJ_b#G`ZDHs{N{O1R`WVdZ>QQmyfAzU%PM25SvTs$QGNOTJQR?{1oU z*m=27+jX;tJW!28%?F^^Wg#{uh=-T=grJ~?5bM=_8yL1pG~4uWpq&!?LWY^%lWB$0 z%6TOzvFKo4OfjSxZ#TNPf9Ee2eLY22W^Ri)6&`0^ktpdL<_5r zi^`sk*yVypBJNi2*M4LP#9@>&xL%D6s^m;>dNQx4gMqQnI8*tn>ey1&8SgqDo zSz~w zII|ftJl-5H`+kcvrZsIAV+%}5CuKxGHT3TamHm`Jz3vnUdlXBIKwsr=&o~xP)q1_A z$CXh+VxIXqzy@%w4y!LLmL(?oDfDh&*nK{^1t~752j>yJ0qcI~CFcbQBZ9p0lEaZf z6@s46TKxQ-7xtz_bU790@8=Y;eL71nDS$2?(G-p8YxB}o9sPMN?gANgC+n*PS8`#m zy9jnq!wxrc{c+%4L@N66%C-XO22Fc*HZ?U1>YgG8IqV4$yu73ccfe-HPm4>!#$&P!aCmR1k?MHO z_zc!LjlJa|eDiJQpdtfZu4KuL3KsVN6bY@g=x^PHOU==zcV=&dqfbzcDlZ zBhGB-?1NT$xoRo5rTC9ZUF{^;eXLUB)*>t4{N#EoO@`h%uZ%_KhnKBpMXwO}o2u>! z3X<4&1|?t!0&Xwr@BZ?8Rt-9xkdZNhvk%)~=4wo5XD3Bo+yoj(aB`k`S13L^!HR>T z5n^eoRim)5JjdwmS-;z*6)SH*^>^f0_=tVblL!q5+vM!@lgZs2#tR&S)b{tLmao*` z@Yt_SW;aOU%Vg6}RPx*QNG+u%XWEJwUolB?p$^!NKJ_tLv@fmRG*FW^nlstur6Cs^ z9sf1)od#EHTbE*6WN4^ZhH14+k&{{gVJzqI!5-h~XFh7AEk)fKS#Z-3393(J=&E|H zZvNm?qWZ9dnj$GE*ZhOL5UcbtR0dU2Z9H^M1+w zxjM|rI%qQ4x+qV<%#;clm!8WnF1!>bNR1H-E2a*JzU!%YzQ6JHkw)Oq!%VNQQ;%F2 zg^^q$A|i+ehNSOO&MalsnPcq%3M;P)48BiB+$`d+kxda~o@8(>PUWFe3A{IRz;4@s z@b>)Kvj$*U0EZ<2t9=3JDQ&2}knao$Y7MSa#j^oQ{_F`zegR&px+(=Gn)$A;qL%m^ zs6?h@^}O>PCq;I$i(e*M*0n-I=p4WT_cD3tXA(3iY<9#WD;dnkadeFaRNI2|dL#h> zkqVMPsOwa(z1Q^(42lP1HR;e1`ikiAj^XADz!T?~@{U+T1ZH=iQkeVNWjb0nR@U^$ z(KqGI;@X8521{Cpv7#b&7xW)IKWSrB%c|FGbwU5!YNfIf#Uo!Dr>5~#qJuPn}wvkI^64vpiu-r1dOC=4J>O5CboOj1Anwa-s8Ytu(c zRj8N2aY*6o66z|3`juA&$iii)xVeEMHbD||ukX4ynmORJ^!)h_LBsbKk*)R)}p?SgO*3ntmtJzi^8WsDYbO|(CJXv^sWc)#K=j&N zQm?}B;J^U#QJ$7r1D(gZr_cq6eOIqtHa0e>Hwyr{EdZe9;kZ}DzBh8}01^-LB{$I# zF?4s*VX5LZDBTpbAKG6wDzOo>CN!sL_iiGRpdA zXbBUyNXbe$XiqVyNK{7%4S5K#Vm9?yU#JbJl9CdMd)3Hd?C@Mo>*c(rncAeaYm^uE zqa?pWt&n(i*VW;1a}3@li5ReEJl7f!!#-J9TqrXVYRr@NtkRC^I+ig{a=mRBitJ&d z5N;aanYqn5IJO}39L(w)h9R6yFy1a6s+k_gA{>sL4(Qk{BV&Q^Kdzu)O4q+LTFJQ6Y1O5!*F!U#A%>#nd^jsLXo;Jw^G+C>igc@m3$2h&_yPwU9 zNcF?n{~4sbn*wD&oyEl`Q(=EuSlCoNszsr{T?> z<=bvIgM1%-FXC2%FJlvTYAy6;ZI=z(>)1MMKJ=WKzj}$L$sVHE!>g-wRkz^)7cy59KWNbou^BO-XqJk~&bFlO_va;Q+HF)D4BmU)ZFG zk^`Cu7!z<+@T#f!Q?HjV+Obvl`1H3!f zxr4}MBL~6->be3N&l7P;$_mSG;=ENF0T5>bAD}-yJ?)ckpsx>Ov}&e(AQG@%An?)0 zbUZ$8BSCN5X4vKkx$+1?!hqV#v-TX96VZo++X}FQ(?j3^d!WFQ6i-REL;jUVT})%H zw!MZIa@U3jvK3n`_uu3A7U&V~e={E&B||(QBiklRv0E=C%^Ujp-!xp3@x1t4DdEdl zM#h7%? z9j*c9StBP_;2gkp8yHaF0b|jeCvw|VQ%w`!_LbV&;2eVmp@M?OIz<0UEkhVuJ;Zqo zLd3)5CLa1a-hC;9?-?oy8T$PF&K!Q+Q4=Kj(^SXPy^%ljAoccDjHgC0lgHaO2jZ4| z{~{*wsr1+iHIrr9^5;vrug_Lc?EjIJO=Rw1#L2vkp4o{{^TKLnF11?W`P;nGh|2L+ zo|S}t?}s5qvw%B0u7ci@mU%~@f)e_hoTjHLW6^k%N8wFg(0;aIjbO4 z18;Rk#s>tGEy+zd`W%<@8*`0*bxH2lJi1Yt!P!r-CP;N29+KVB8ps-um9uI>9qR?N z92(4Pq=svGr%qvw$Ef7c?ixGN6T%zw3Czt1!`TQ&p|avmD-PNG^*evVL&;dB zy}r^bwP@~8L$+bY8ZY1mC%T)s!~LHwlIs(^MZI+gpsN@UkMGnyY zC187i4q(F%6Lfxa+)|+lb?7L{aT(K}=q6o-Aq;}0 zD><>zKL_~1D((SBFJ2W0+fgWMWtbG{n|e+E4Yh68Fd?rLNo*&e6%@#>#?D;Z5Fn?( zY&*QZTDG3#EhzW}O8ZYtF7QYZV{fFK; z6lag+hHjNjEdJkI9cH7B0(Nq!+(5Jtb<89wIEg!p8#sSXCjmN+uQ1E;C!9(XUnze` zSgEOyQ*x(bF6A0x-x5~t89ZpXNP6YQi7yxmxMNL8*<{>JOG?@`Ct1Kqe3`}*u}j)c z$iQT*0Z`pYX-L;xZKp}^s;jj_{#?7+JhzmWLszu0iBa^JqFH4?3(Ry(1nf{e%DaR<(V2nDlz|Y%+T*t-s zw{OQIX%NxAC@wx^WO4=yc5JJ{j|W19!$;A70aAgj>k8;$2ph;irgN_14YLA47&$s& zzDQM(@dk!r&Hrny0{0n_SKw?5;Ts5U-Me>1zDUV@hEmO?Ce3&wjjPBx(!!r329g%6 zVD39hRew#%)J@N%eB^5CBs_5*#Byw+nHF2TO$-=LYVw_pa#GtQ6_fBq*|t2ZE{tb& zSc}^_=-jcM$NhnGWm1|Ajt1T-=G@~u!pqjuV+&VS;>5>Z+0MJ)A5`JB9{;d8qnNbD z`RJI>YM#1Z|CfRULK*3D+@!m)vdyL;&x@+2^3HEGOBJs2hCG-$e55raW3lcvPtVUV z^72aS2j({lXQWMhi@k~++|7ylK3r!MZ0!oUitLJc7*`K@jZzIgesG&I7QZqzIiu4? zkP{dl3d;JD=4!RnX}7dX_vIax-z>q_Zc9(-K1w{ja`rQ1T25NPiezn6Y8rudL`O9Re#cA4dz_tEvf8)T594cuMT`SlDfSB5cEO8e#+5@}ZpxVr z-o-`74B!UU_c#zMdrs%yYuP2Ybj~#{vJysMQS6@EvV>udl5xBlCZ`4mE{}}NtI0Tj zFS-UhuATugEsDQ}eK34F0DCQYhm(6__qSt8cbhO*`F2hUh8f9=Lzv;o=n8Snp}G{! zNX$R>`6z!|<)c)A{c`4MMI9fKSGnIAD(3O2^EzLJ@|PoT7dj;oUId65PjpHxYFtlg zkaQJlH#g-S`Ovo`&VCf@Jt*SU?J87O``xoIC@pgy-be-cPHAWsxpji|rLOaBR?|z} z6QSTGBEAA8mVuexq5Nx%7Q1#UIteQg&<7xKjdBwmWT48vIXQ(Ln?D_qh*= z5@S}Hfq9dHqB4B4VeQ8{k5A!GrKO8N2o2H4X#^9oEq)rtrKFSPyQG>h7aIJgwCBir z%?Dqm&sKd=!u33HoD?gc$|tD36dS9`!=BSR9z6GLxyOb!GCufj6bj;hePYJU&L65* zg?gQX$P{8=loI^onnvyLvHZTkP{HkaOG$2#hGK^07+T(;o^{%;!DWGzh<_8etM7fg za@vOF*Yd2h5~J$1_QPdeQ^tx_CXPXqK67}qbn9ZlMsoTrStUxb=ZbO!4YzlEZ*rpj zT~~_v8MQhoR<@h2QAc0NyV;J_mbyU+leACiU?!Yl^^l-_T!p$Hr;#B>{==WbMc=Q7 z9_RWUK;z^LXK+@ZkZ)BFjXIe2w-|?15Th*=oj`joPZY%h+p^`Xii}->bFw1>Scp)H zQ~%BWhMI`%r-(6Qda1#2GU-DBLc?_)29I2ytN1C6BJq^66@>~!PFsqi%+=--xTZR;l z(+%^}s{o{Pri%(!zIpxy^i;o_%VNbMaJUSDAU}VIMQnIq0@J?gMs+(xpo(fhSLfYqt?PsJ<&paH;1v<+7vfhJ4cyDBySM zMfpA-NzZL_N`zJOqPMf*cGK&GWpfTzpq__bY1%sbCRPGHJx3c7lxitiau1k{6j23M zzHzVTLCzvV7tqX?_Dcv_{AJK=Ri3#~gDpxxB{fsbHt0Q8D6E5&hh6exsZhsih#XS2 zh_qF`^P<4@rE2*W1z7`!cEurln&??;SBGz35E2 zy)7liBFgL0?NtNB8!n%{H>V|1(m#>`R)$MNFVUXw44cTsPIQLO{*mfo_XG=;YN&U)t~yNbiCf9W;!9<_Z;3_fQU&ryipp_k)3XH1 zT?MEZyBuSknyZ5WgYo5qdP<8ohipb`*}r*V69v`#=GH!3R^gklDHZ)BYQBz3Vt{VYp+>&2#r^1F9(*UFMQ4 z^-@Fe?h*$zlP*bqnQ)y|MoJ+R5~ye7*9bKRao)GYzZk4+KZ+-dCs53+z4agHJ9K1$ zN}(ZT&Db$AI1s*kP_n0k1mQETm{4;{0uM{|ROV^hFYmD;S1f#=W@CHakuu^o%c^A6 z-sbGwLb@(uL3NZJ5Q67UTWdU0 zg)l7WVf(~%*2v>lI>=lT`H|M8eL69&lq!(~-f)STb`q>WK+Nd}md!Ak%aJ^**p+i} ztLyM%&&nf_O4l3TtTLPLY}aTy6gkFrB7`lH7NzWaN|!^DbD6fwAY4%6#*jd{q@1k5 z75hA2YBwlLs?T5OTw$tgl@(HD5nKMzW3g;hkMk?K5y8ds=K|s99>ae$|L>7MV4+Zk z{+Na`kahpTzY|b{j-F^36WRiHD>TW5>NTsOe0HDn=_KZp5ZIj|5OQcZ)dx z%Ei8ca6XH|r;AmS%O{*k2^JdOrP5k4vR1EWo7se(S%*Ku zYO;4f)VprB@G~3Rl562+F=QiW!R(wUZCoDbFqwNe=~>&xm7yGxr*qZ%P;<(S>(TcE z{N8FqXw(wzrhp!xzPitmEG52fK~;Z18YC>Xn$U z0<25I-(t%7_qc%;2wfQtP*|2M8+o;Snf4mHaFRbQ}&)e?$0G>ghX}>CNj!0xykw+N7{S^0RvyT#DSj*r3z&a?0Coc`|$BeCoaQ<;W~h zja_;S*)-$>#wgX_jrpb(8{ULY#hjZA?%(SVfnd~#sN&!%bfh)CuS)z$fSJtk%>A1N zgZHs=>N;F=5=N|b{^#+H{sg8uqr*#O2QJGiBr*GFn`BlfBx!D5S>Bu@h19g)lN8Z9 ze|+P@e;E|$5$6q#9I-+eaMJ=D23^?&|IF$_1k5IcAr=xvbztFy9Q0%L!q9eC(g(Qs z`Oo|NLt1ZCHROE0CU^JC4<+W45R5g%5~Y*6Bx<3AZV2MOEoD);MPDMx6n}23&_y!m@zm3R6$cOCB|?{J zF?_2O&L#kOPNd&91cf~>3evfXT`w@suTcXXAmBYYN;jPn5MiV<#V#Q zOoR4+m)GR(Gzgp*!2i$gumlhf70X^?}YgQA-l;a!)41;7e6-A{J!CKj{YJ2b1Z#GV_b z(f1ej{Tk$y!`nnvf%kvl_wYir1Z0f=(RgZ`VHxGFgxFM=>D!*V3TN0Uf={p47jyvo zxMLTyjfj{S*tmcYY+4I8Kn`^bBHsxVr!&oFc*31Qoz+VpK^TnWyqXYI`zG7q!0d&_CYEfnBH82?nb*+pFWf_C*%gdh+F(Zlu@PbS%&YG)Mj)) zkl%#PXC4s(g5!Tq$GY1Ey(lGc`WdRtR~_>6nJl7_Ds%br_mwAPXRtZ( z6(zO{LlB=9B%2vM)zKoB1|G6##y{^J=tU74UGK4eY0>OM48)}el}^ewX90hfq0jAH* z6I?^!r2V;I2!o_vDXg9OD&MdqWApFL8aiAS{cE${D;s6-r-Xeh zmS4Ix!`ul2GIw7$5_?9H%Ux_P)Q)<-l>w%o(EXqc49#L3gr<++y~#peLg;pC`TUF} z*Lg%IBrI$UXPfzk2eCECZwWN_czzEWY5{X9)4-qWlV5}p>iPeiW%=;Jg3|+}Fy}=T z=u-DJ9;jiY91O~wRZg-tbB&!*Jr%Oow2TVz_~H1^?K$yp0jM~h>8PemP=qC_@wEF3 z2gX%DJz@3@@Pffi(W!&nrFv(Kf#cWdI7+BmjdS~eyPZFNIlpYU4r=v z7L-u6wGyj|cYn5TUikKfZ?QGzuAr?6W7S^5f(AItq>n@Q%rX+Xub?VJp7p0wVxTkb zW?VXHEmH!& zdkDXBChdb2{uObDxXVR_FP9=RcpQdMjW+0wRk_=s)FoaUq3LBd!z{BA)+U#X(_Ugq zt9k|)$Tsk&_^vdijt``|``DCu=;<(-qkgcqkH;k%4QH(yxJ zJpNU3HE5K>Uguk!OSbr(3mDa6L$O`;y*sMO?A_xS74rTE9XxUHkET zAeB4(Hw$XuR2=IsYwO-@)gHs!I(#$MWMQF(du?Jk-SQ?VT*Jn$YN=VKsbX3?5_Zk+ zPbaWK!#e7rV)o2UOxD)hEm;2XXXo;H+<@94HCyv`hE5%+HL<*thG&oG1_C6x_eo5mhcYxlWXOg7>P0Yh)yL zyDM*}F)RLg_0HzvpJQvR>a4d+cpsV2HVkRF`-3L`Lxu`c1#5rkNoEhOzt<$2`71eVfA6Qtqib6){mA<>+K?7Go$%(BOt?V(->6x+TzL$`Hf!E-8Nr zI{fIiO2I~LA&g0XQc#-rJ+Whj#%qsu`gBW6OV{Nqkn%AEvdNX9mAkM-zid=+`x z@TL;i5_qdyMu+9zsBvRM!?P+mGOo@G3wQdgx9d&Y?a2~OciiHTR?g4VCV2Km15Vj2 zgLWSU`gbsFljCdZIv_4mLhfxHnD<>3B3j#lA;z|Py6T)(@Tsg+iOw>B=GQiNk$&y= zmRn|~Qw7Hz<4D%!Z589^$+EWLi~TneRk)9f8c!DAq&Uw+v3xAu@TWune&$P{IL`9d zM5ulge8)cich1xfGM~Xc?5;w%=(u2m-kHz4WcgLL$SIr~yszCa@>6<-%sknqCT;$J zLuc#a7_SO@y(|UFgzh(^g%F7AR~WpON_4CY#0YQN(en!5_C1KI0{DE3`%y&x7{;__STw1Ei_8R|m!0 zq-q(v)bq@f??>T=#78kQgjw zrYo<5gmipJXZ51G>4JSJ%OD86H%sb76B0=`!meqI?y(0h*TE#TGsdb;`D1NzrZl9-D|>zcyXo++&?l5^d}B1Q&ES_PtQq}rtn1PhwI9?AWQ zAtubscelBJyncU2&gWF!vd^hgj0rb{<6BxH{0)g%1vz`9bh>5#ZLM9Zj#V@;Fazw0 zPn!=1g!epPb5!*(ex;3a0jYMUS$yrpD&ohUovJt`*swl-8aah?oNn!eDZ}nN@zJmm znA-w_yKB;qP$-N=`>Zl=5=QZ3wgp}!0#n}IY-qC~fWyk-{Sj|Z_MRsMCX1P#Vc?B)rE=?B90JJS<_@U%NLg4=%N&j5x@<*B*+6x2;G$I4)*eD?;92Vq#A) zG`sKU(35WgY8+*5Z#GmIc8#-S>4+c4TBN>s-)nRCFz+4l7;n6beqR2bISX1hqUfB^Gu|4Rxuv9->;jmrmjYmfY0=_D_{(B8k?{ypXbeP2)+*b`f#ZHAnw^QoRjr z4ZELuZy5CpldR!g=T*StEWX};*0ON@j`M6(`MDvZC2--{+1kq~H96QK_VH>FVGfA?x1eon_RFEbsS~!}8ZxZofjI>SO*uzCKp$ z+n-gp?JwZ@!gkj>J@}|u_&UDoLJ%sVSYK+20j%_8(+mbJr02?C@kGacDKQ|G}ZHY`K3Y^uN?j3oc^qUZ+KOhV=ll@T+;e zLi0-clKYv$xZ>&3*sz`Q;0JBjK0SK*Vlw%2HR~_-K@J)uK*&}<@qO@ARJ6QbPb|vS z2_2ULyl>e#?trrmFyS5u{n55{t6DPf(7!%?;HGzGORQnsQuH~MhajJx75L4_L0;wg zi^dUU;qxZ)*4YgrT_pB$^Bo#kMYnw;k}Dy=m`nZ?v>bBfJc%Ad`dK1VZz*ZP;VD{@ zV9Mgd9~kcf1I?qss~ch-+`vC0NOI$aEII8;4DH$v((qkw?deOkc&7Kq9F#TRUFntr zw$-kaNa!-QS~xh4ad_9U=8Y9xbqE>d&YYTRy)jfm0M@}nDZl#%RjeYT>4}Wv(>Ul2 z`}J|=2XLYGE{rKs!r?wBqg?||y5K8@1bM5amzEzE+5AnitYm;^O7f$?BOaA!enA-! zAlz;jE=M{FRb(HdQ1o>10@WS@2G`AjsIl*HY&}%3ONoDW%gps=9Brp*Xnf>1Rb-ct z*#*ZnJhVUH)QQK+H5rvCM3 z0Gin{FOG#V%@yg*toL|S$Mh;K_Tic42v#G;m*AY1U!VJBsN*e0t`w?# zQx}Qriba`$H`XQBqRBu5%e+4nPvEC^Cs8?3eNjRz85wlqcu#lM!lwH7RRB#0`?v(W_cYngRoKlO7+@dGv`ALyH(X~&hf)KQ=PPy zJkks)XdqE{-Ghs@$LWG0CZ}t~`bW(B2-co%~F>#2#>cp1eO8-%{=> zbl&3CN6<^P%EXM7nkn`@mIY^*8zTFvbA6;o|HN|!9HjVRQT4D*sLSNienBmtGngxJ z%tbrI&F`%SUihfF^v?;ITfzC*Tt5R6+A+FjKl=OdV{NCDsQb69xlgpEmEMeX%(|wM zuwiyydL-vai9h%^4erGw2NJrwUwuCr;CmGa`-#6X@!~5Y&AXhT({Hx6cSS>7OYy~1AuV3=Qa_Vv424)&~`Zi<^3pL0eem}_J zObcAZuSWcN)ra?;26!%9@1!WyBD~dkZ8#^6^~597vvX;W9`K*N9lofl9nr8;*8h(m29883k_NiBTw!d7xl?QxpZw>yRMmltb+-QfI!s1I3gUl_YU|4=z+U*o_{ZwcFOhAAg& zhWeJx#!RYYt>7AKi?^7VmF)c7sd68Chi6l^*q8(@2tuouELc8_V@MyJQkb!!H=`lp z$DS;o*Yd_{`sC;3KW8Vh+!%U(vNrTuF7~5*^tk=4jp`Wz&tBfaaBsG`n5#>D+S%QF z>CeKHVWGoZp{>qFEUezRZ+M~rkxANB=o927+QZ0gj4>kRAzyzw$-S-hNk&MO$!wXQ z9S9=tZ#%=RUdKu~q(S7kpS|BsuwCcat7hk8bsNg1WFb?8U6ZqG zKRk#R^ES*!&J|naT!9ksW#777r*zXtConJU*YL+OOP{EDL{KPM&+fxp?&9{8pMT*< zk{@Q}o>(j@Eo^1Ev(Z#9L%BucwtDE^U3n_|e&5D@?eiDlZDiMM@P6Ml{`RF~re(Te zl0N}J^v*y6Rylk%If8b7@_4oV!fYQN%O+XWDV=|lm_|?=-D3`pB<~R8TRHx4DoD69 zNHO;kB*M9ZLJ!tBnKOL4o}C*Lq!gvaJf!0M{*Cw^DMpp)pESuO2iI|*k*d~vH(x`}I_hu(dfp&xUct5D;e9R$KDsquo@ zI_YTdesD?7WS8Q812$SsJWkVp!~KAL6A!)nh zosiym0WD?VKk(7{-7lwUL(;u3q=KICaZI$)3);QOu0nC9f5COiVs1+A|18zkTXShc z&x4!3c&WC0OF%?ufyXZmXmY)_%6Vp;nXy?+Vhe+e(P=ehR_J@HpC)T?b+*xS=H6tk z@?9cLhh+4#9d%RECDK+WFwgonpQB>xjuR7{CV-;Zj?e2BOGlkU44o9@6@@uOBcM1m zz+{bFyADwhzDCdhSkW?v9vL(a2gdV|V3x&OCZPhwFcVk94=He03_TlumD9!2f^k|O zn8d)~Z|qczWGmx$?qz`DB22!C)@?Y=G9nuJ!&O`=-cbwgkg4#2rcT42a&tpwto@Pt z=7UwfHai(W$_llXG?D34IaXJqaHaunCCtF4)!A}rr)SttCqRs9S30HH!#lOIgQita zk@K>#ntVWn2qL^S7#c1ZW;PV~?d{8%MEZ$;iZ$R7|7zs#|q|M7@o|il7)Iv;$qzriL>A&Yp`8c;1%k~ zPWeLFuit!d5MUT@3)|eA0@C^IIVncvS7cosv~D81v^Uy4TI z_byWDUB9cb0kosczK!ZwhT5D(#*u^NU<2=daEoZZppF$3Ar$Yk>lb0j32idRX_H%cY(F)%v_UH+a3+Q;lhXBK6bJN(5z`M4$3C&JHIB7ys@3i9{p{WRng*I&Z-)=yF1<`**i2e$S}V8E;3*|( z{KEOGw|^d9os2f!TDyMRYjyqdMWxGnTgGA=cW=#kcerx!B3poU4pz>r*2jOD*0`4} zbO=wwvD6ME>?9)EJ zd<@)~$qjxcjJ?~-Kb|(Ziwj99;t#7;JwT0a{byTBMa(J6+WL#gqr`RP_gKwDcA1+} zm6F{rdJe5XIff@3gaH*mtnvIGg0K@F{2c~pgf<$Is74==hUCY>vCJkk`1#UB@zUWO zn2QQCA*d_vDk|GG;IP)i0u8&LNWKGaFXE)#_Do5ol{Ocruo-<{ZSbG@C~h+lqA$^1 ztm2yK8)#VW=O`puZ4b_OHO(_fS3mW11<#UctCz?!> zY{s?U$o@~;HH+Y{el^sxtU^@sM?m=;{f9nCdgQ*$9*OI;18)t5*w`Tjk8nMkd2bugs|CPuvD zKk*jZ6Q${0#)XfN^=WBl5cNjRK}XdnoI8z%*B~>HN+asHU}QRQZ&u8b(hQ>uV`0RK z9?T;5fT>gHECd@gE~*0NEZm=bzWuIM$f(gPFibm$5WVdGNF0YWHVij4-MQ7&&^=PV zd{XpNLg#_j$mcKbjLgNcDD#{cyFqI31`P98F#F)dAuxN7NiRvKN=8QA8uH_N;-vpYr4AW{7iCnO>=qJl&%z#PTpRZhE08H9#ns8*wm1BbMo;18`2S1b6 z3viL>j=j@08N2doc-ifrU|n2>p3RUd^DIP&2h!G0nOyOD#^gkvj80sfsU}Bk`TiCt zAS06~@V%uPjN}e1v=os%2%Dr|$sbCbV z^F7PfcjaHBGpllPaANmJ1e72<{0op1RLHl$4WeW5x&zvRl*b95UyU4A5W2dcss7J{=WhLIZBbimfh z2IyHnPQW{sk~(;G+R_dC7u}(&1f5t5V9NEw8&JQT1u;(N(!4ASf&&QH#$=IS?VF|7 z0;8_^?ztGq<&b^R7VCwT;3A6XxK2K;+D|_0#BlzCYu}p~Clx;y(1pf`vxrm`)Nl(N z#Ty!x>3$Uf<^Y(yG{gQaR)7;Rm@S0`+L0e}zyPb{nA|?sb5li!yL>QxqC3-zsB*28 zq*W?r9N0hsCPxs`tPQi;`KCkKPM^Os%PC{o{I1@az<4|~lq8y?B_VN^{se46{~UHk)#^dl5uvSdf^Uvb624W%0BNba$8*mApMR}; z@3$7tH;6djj(5NDyw3x^`q&}YTGG`v1m8|QnxgTs9z0!7pV;RWaxVRb={gL~7sOQb z!WJsoKvoLL{3D9RcUj33#z+o%Y_%d!6K@V29ZUrm9vn+~fcF>fTjm0cM=7*S?CAVb zcx`-m+P_K>J&=dsZol$}${LKqdt#rvcK<(z8uY;n0)k#ZECdA-EZ#$aWwy%W#2#oD zer0zCLMtqcjGd<#otMqP0HVV`Xm@`cNzBsj=u?VpSj1CMT~A!( zJzL}My>j!(>`v9!e>zs~u3A^$sZ8l+<4t;Nwvw!^eW?0BeH+`vWPmVfvFgsQb?KU9o4<_AmgY{NXUbEROXAos;cnm}YoX zZ&D71vMj0+IOC0=T?@l|h0(a+Ly7^aRSZ{Io#O^EiK=&*4PdYevyY671fBJkV@BKI zpt{U$^UfdiPuEZMfHOHbyl{K6oRSAa%cA`&&1XP6!{2iuLjW?Ocg*kYkT^{Mxr;W! zJObq~qx=-?ssb&!gTvsAf;@F$=jGN<@S zJO!ZXw|}*u^D>6SHff0K_p7Me-34LjHa;^wZQcD*yyjah7C~hgK-pZoi5@6nP*_LP z=u!6*}{;*(KloH|~!*H#Ro_smPY0)WxryUU?ii3YW zp4YMhhVYLj^@QOB_pHPH|5Rc?_6VfZRdg+~lomJU=tfFi#eNKH%XVg?+u0Ovq7hy+lLY@q29kY5dfM$4pW6o!-#h~YR6$?-7*MPCeeE{0dK zPVmws0)TcXG30*WBpB)UI^+WMwK?rZfWScsNZHMa0rrn0sSPqS6YfM}vV|xwJ2ih& zk2!C|kbX9nbc@dMr_6{7d`fD-J5Zoqv0ajKYUmAmO}TOCI4UM0E(C`3?46+MO%ufQ z0P$g2{Vf%gdOY0{RkUHFfi!7B!{^QiK#wB=x_hoc z3^V}zw_Glk?lhu(gY|u z)a9TRm|o4xi_<@vP?#VJump`@m>WPlJceUAiW~4UV0gAEI1T*(eOjgY0KHs_pz2h$ zwX%nYNA#)A-$I|&_#B~Z#~0=^UMl9q>f#Ot~W z$8zbYb@o|LT00Gla|i5@EaVM+^PGxNa?)^ZbhBLgO0*orVZG(UJ{0?OPW!WL{?p^# zaKYb$u-sv*@}LyipomCfmpWt5;@M7rIYwGDvUlsZ&OgWAqvU_WlTg79!67uiRqh|n zKLFHK97Vp2KZ_!?Ijl1U;67>Lh1%KQIW3j_w>l3Fy*7<07=OfEpZYdeA25-2+XL3< z{xZpWNCKoUvCq8Q^!0?^cK?hA`Ky0c9~F_(T|0RfVH%+3wF>mr0LRfEchmdQ3-CNP z?_KPoTXEU2Mu-8D`wJChY{BPM@80qO|y=M+DWSct6GSM)14pR50SPgK(hcwXt786M3IA zJ$NenjHQEKRSG8^fGB)pG}&pgf){hYN#-l#7$XE}o&+4b$5UHl;nRyqh63ie^_=jU zY=+y1@$ZYnF)AXMYk>ujp8=xNWv6<_o%!d@Q}{H(xj$P<;I6;0q_2ZqJ z#$<=5#xc7GQ;m>4AanDas9{SMs8c19ePQQA{DP?J?HCv6Aj(*N$#@4nW6$&+c$%0j zV4c;;jhSETq&n3ezJNT%E4rJl{-JiAi&gjC$7B(5Hv4te^QReAjthXOi$(I`;G*M2 zF0r)^|4a!vXdT?fKkEq8w|~Yj9mrE)w>eEF05Xwt+8~=!_nncfCu++{?h%g;kxWrZ zkdFuh-RFPpV-<022Zu_A*YW9q56#_X&qWv`;{y26rhoD(XTKf*#FwlQD;gUE7#2*x z%ql6xcP@1aXjlLhC9_D1vy*c+=)(oAF>etj&7c*EyWYye%Qa@;ViTkj@5FH(bcs~| zw!}CLg$u!PPJPzL(WU^#9opqsuL=9y^(#- z;TPPw5`4Qk*(9OyaSJz&pRax#c5xn;yLyyOv2*f5RGt*$m!!dFrm=#Imb!;%>FeEqIgP~8ssMi59?i!3B4J}Y)0KMyVo8{dYktbaaWr-+v z3P^$*_g_g&8}y#1B!*w9#d8TD?I45JqsB&HjFW0@>cK|lJH1NzAkW*Pi2*$|8yPUN zoS^Hx-@EmlCkbk}^84Uv{U^(n-|b0_q6sJ~Igw#ZJ%u4SV-))i-LL-&KmuN$w#JA7 zI)|5fm~U*ziUKlMQ#Nk?bHv}VzhM`md5Nc(hOY;UW zOn?zy7$=VOCzIb|rVpE)u$g@5#I3Gkz#s2Cw!0y8O(yig1A{=K7YZMqAul+s_}NOk-%L`!!mF&@-+WQW zm&ME`Uays&Ba)e!#b!*Ko|9zrAc<;-^i}kGIV`?=OB|2vlDoo}Cd!s%2DkA~V&aTt zH(cW$YgTXfJK9C^9}Vhj$(D?|jqcs?o1@*wt5x(&Cn+Gi5w7kyZk@~F5FSFz<73q} zN-=&<;}cmIfiX9aZ4oa*qW)T@{BGc+_ZsQi-8-&3!+pO?Cvu!dm$c&8{JC1fW1$Al z2IBJLcVv?vCT=#JUb1$k^p6DEBj-c~2^a(xZD>=z`d?OmwQqr%SU=>oF2Ef>I(w%s zLQ`9AH7#jJ^-v+2ddx!NpG(wE9cU>7;5HfHWH08t+yc(S{evn%O{Ai(9?;MTI9EiK z@WVP}CMAun6T0kuj=M~gCK#yuEaZM?Js-e<5dTuGuHLHbA9-0Izwg-tj*DA z@#p>}Mp~J{!^1br=ZSiX3x5VC>u2YEw5;k9cYJTPzDWr?H}TzegjQY4j9Da@K{q$M zZ`^BOs5dJai_`KR5a!0kT?|EBnYeCc7j9lIG&zuwa$2id9fn-a!9BwEPd;o{P2_)> zntio+DDaN8dsgd-W4b-f zLZb9?52U!@Z0a-EF00Lm0o6$YQ;R@R&f4Ds4m7d}Rc3M-Gi$I+Vz0Pn{F zXG96)?u=X+j3IG}{J_fUIz98bqwqdw*ZJ;tr$kb&_AB@%1x?J}%_-kkFo~gofH0j& zL`dIv{Aj8#_NuLLp_n1^0jn4m`Wr8U{Yk*3c?pDzR64$*n~& zLT~ub)6&xi-wJ=7#VKjYtp`n17CN#Tc`$@}IJ+>dKHAfUbankMFDD@t&zUQb7o;Iz zlSzkGY2NgUK$<-2(iLQhGsl_sslS)Hoh7pf9&TslBiZ~}1}%JEMJRCyR_Z>Quz80} z+^iS*Z7#wg*dFW0@MG4^HwYLCwOAF=E5)70~y!zf>Ui8E>1BY0phEU!M73WrmBobJ~6|6MwETGXLiBZ73&nq=6d-cSuJ5u5x-)RH#Ky-RnfBEGUE|yWrDy&xgHYz8>T1DG#Z6UGm0?JMOK#~ea&?`nXtv#R@|LThzbOX3dJR-MoZnn`|%}^|k&~hs#LTT~!sZSkW|+pDa{c zKIH2b+{;gnIhWfp8d-Z^92{7ps}>r3;`+q@;eVz+Q39;=D{zrSg_LhM8IK?NLkB{q zmfCT*Y3?SSpVv!WOBH|Rvze7{Pu>*-Z$S3mbL!wiMfsJ;TZA*su9DJ9_dlnAZHX*| zH2A>Qy2{ZJEMq)5({*QG}1iG!sl2bQlEsAlKB!6{#jT+#fJ#4RN;6wn53yQUud zu~*pEMDy7LnV8aAwdEUr8SARWbmG;6|yCmHqbdZyc#f$(jOtsKN7OB(=o`$#Rwee9ipLaUB;*{-6tqR_TK@Ot!=i z&CFpn8P*C_kEZ9b=3aACr$yg4!*Te}G|>kuJPFLeD!boX1D37AY^8@vPA$C9SlD&w zmm(u)aJh+*nku^YyqqAYV>*Ye+)jkW*-c;ivpQl_ccSZo5%i6QGkq_CoD{CGaa|7t4L@y+q*QfRR0h>FmW%h>h{!Bm+vPFEf=pBTEO%h57Muv;$NGa(4%JeZWt- zypuZ5^^6(A6|TzgQYn*>?SH>|q1v|;S(KqtoToMF_$u)seL{_2im@s*b_bTqnN#0v z=iX4e-QH+mgO}qgxL-a`@sMzp@D#!0q$oaon)2NtIIY7MAGfgWB6Qb47=lkyoBo z+ftPy*^(n6NJ>}~QN>YXEg9J2w&T{E%qqG9V*NE~6gPDoqShVsmpwGE&=JUafyWxJ zEQ08ttA36N#VLM*TkF!YwQD$3UB`JU<+h+DU_Gg}GM97ZS)%fIg8DLdl1BN;MsmS_?d84dg;WwL}zvz3lCY3NuhaEK+IC#>*1&hD4(R7v)~Tt;FE=gL;le#Rx6l zScPRlcN5o`4U%vLUQ|9FvO};y`^oJX=dqfgx}5t897F@d#-kr@?KtWyeSDx+r;)lE zWu0NK+3LgZ9j;DtPcHD}V|gEf#aZbXA&2?I!n&GQpti;3)davMQ1e0aI%fK}Tf(&R zF(yMQ%=qztHWmE%n-4#QWX^F9)1>;35?1!sVt4iq*oOLI5M}HF;()bmV>YDIMRV+%`ltjpm0WWQsaH&c9 z$JTaIJ`=|X(V)JSM{@G5#*oxV!z6aIrN(vSmZ_X5Z(x6{?l>Q=fe2iy5jibhQ{Y38AGPGyi4lv^92Y(jWG!{Y?1mtmIT~JHzlonjnQm1#h;$j=nN2Y(zti zKG=H_yPULGoQW0rOgYZgEVmpEeoeD&auqld1{QXaPB&T9=iXf;^u}v(^5Hm9-h&F5 z*ITW%X#N zAnhce?!T*L+3FNC^nk6d-bs=ZvuoD2bn4;bmn;6f6J7UXx=EbG6%h{%YJ`o73lyA` z)Ds^D^QE-T>BPt?*r(fkZwQ3Ua7eivz{%mKZxG8cd)vykhK6kc=dOKZaLlY zTMJx#U5b;;p(DVKZvkx6jTd5t`d+?=}6-sam z{LHx(BIOTb6KPdE@Si3z>;1Mtn-mezv{;yc_1?>XmCqtP5We)2c|ua0W#yjJr7Gfx zVzQ02?Mjm&=I%Vr2-gqWjz!(GRF(T>({FuNHTLghGra#=Av9)egSE9Hx>l2Fe5O}E z{+`UXc3h%K%MV8TNV(*}>))60l*@=*K}-nb!R1sSV!h1B0&SmC-S&7GZnFssqm|X; zJ_5<9JTJ`v{ur2`@x#4P%>OJol{>xCpTY)y_@HI9wA~i#huF{O;P!nJ~;dACUoX_^QC*gpendFLQ2CLYU*nGb|I{+0){D~K};7_ z$%IZGlzn-4(F?@bj`9093%~)$)>DwItTD`pIbRd2%CPo3Damf*zEdrhtMz`0O8f{0 ztSo#8-T>D5e=Z{5hsqY(iS;J!41?1e4#8*^)Jg(rB2$O9*7kdI${3+Rh|m?dJ#~&r zjZKdL^?PG@X8sI0v6I**RG`CzH3zj(mi>D#u1>Vq1Zl^#492|x&gpceJ)RdLL)7>% z8y9t7Fw3Hv`pO%}H=~M~>-xBA?4ess#pdBAkKtXN5w!qBe4EG-9TU72DT!VLSmej{kH)wg`4Bd)?BFf9Y7S*+4(QH8!q$XiK) z$1vzZkdzU+Z7BszVBgm6BA*S9U+)E~=!UlxGT61;hsOviyrMZn!w#ltF-xTLjbpmw z^ipmoVbPzBR2ZLhts<^*2GxC~>3r~y<9dm4To2XVBanx^EM{cr02TR~`NTl_HZ~8% zJZ*cQ&8i~%;wKZeCPwl#fyMk%hXM+~bNT0j2ep7>fsBWNbvW-1<;w`n!xTDgseeZ=p>EH4-npfKM-CelB#R+RRUlk3cdHmA`3CWjQWTge_7})2A86~) zR%kB#uCnap=|OmnfqneL1AHgX%?+r7t_8%3p@cc9H%=M2@QkK^{IJ@cf&cMp$wYq( z0%upUMoQw*uC93f8pSu@mtm!Y?Jnqs(}tRI$5HgOHNN98mu_W{X@84%f-)4$$L@p2 zicXv#k$Eq)xjK@e1T)A%VMX2leZ-2F+z?>D@U=B>=sQR;9~=Sahf+P@fodUXc$r48 zLCu49@{6CZ@`ng^;)nNcI$n&0d|g>6o%%F?^D>!`ir0IV*&~Y_*40WR0i5JdBon#G zF?jle)Hj@;3=J`Nh3bV(GwB+bXC;i>2znJY=fkbfUY(e_UjH;EPj?Z3%(st&021TDz+9 zyPijNebe2>YYVtgw;R(S2sAz6Y^-X=_C@cga`-~oXD8>bVtrSLOG)QJnc{Yq=W9D9 z?ilad_PxU42&W6dFMoQ~6$+Q`f0#dQu^?e!)Mq-{#Kz>@uv7^GY>*jgB`_-P&5TyE z1uOcGH>p>#Zkbd)B5C5mLLetrm*OhYYG`6q+`z94{G?^GMGvIXN@`sEO`%u7^g(nf+qPs($#C^>Q^Q0TmwYJ_l^&D{Q@rXHkdh72^TD zPtD-e=jW)81bq^E0?%JYQB!-OPC_5)d6_yr#j64kTQk!LVp!&_{+|3~bq$t$d+XNd zFCE(5%$fu#$gN@<$`NwNP8n7h@KHf59(?j)sovpmNrD?8v2jpT$NX_>`+hz1awal( zBoq;PeWFP-5!ckdw>4gXmF)IC#e2PEN_I}SXL%e3?q=~%9g*i1I6rgPYe8V*vC2X$ z?_x`un8wONy7{Y+8MyvGn;hgk6bP6DfdX$!T=SWU$C|8OYq9{0-Y%NE1ruIcXz6_I z`hkhCK#2N1+y<}ST7~oFqj(ZutPkyU)*|IZk2{jlp2_QRRryMY2MZv^g7E1$`DiZt z`^|h&fpp>Bd>8lWn;O$2V=^ZrWklw;>*@Vx2Z^6o-3#7U(9zmZb8K(cnm%v3?9XFZ ziuQ%={Zg{a9ceIk&`mAjGJ+;rsg!Z5yBErW)v*@Nu2Q(!X|cZe*7{u#YD3Erb-o<_ z`xCj5neGhQ8fz!uC?cr(r0ulRcFe>qy+~?Y6UJ|rRU3wFC$Y3bS{`nyf?tNBdvOoX-a z|1pfg4S}EQJeDZuz5*@6K!7eb0POEBK#_A`uAhKDS{0KYwkjf5r5pXr?Ruk0*`%eF zxkl={N*Zxx3t+ARv*$e+|ztdCah~G!c#jhtsk?|XZ=zi6{4HBnqs=miJ#TJ0o7>e8{de50N zl~N`*zALwE)hcDu12W{LCT6Qw^{~dvD`>8XH?fHD7>+m#wbX1FQI)+SzNMY>9|ucP z_uK77Ag|>M#NLd6_Sx~|Sd%{-PCxB9rjwhO7xYc%O=#}G7o(K!H+oZ*Me^FmgtzM2 z>D1(VMyYtW1xPF3*Yy}Z;(2DQAP}EYZ`v)H3-R;_HYBVCgq1n^GiP0k#IOt zTo-+DEUrf4s*?2=W6(hf)B65e5=%i)cJ< zyPlT;Zk$gAxz!v(o);45Ca*^6cox}rexzPjDb7()n>Ov~MaDYDC?l$MCtz;`W+GoI zx2xO_%GSDm6YE^OoL)XgRyI~{7_Vo|)0y(En}kJ-kOa^di%cQbMd(&A4-760!=@rFZ&^ z^n!GbbU|<*%<`|w06ild+s@b5_ZUc=MHCd*-JbhBT4M`fhKuUWze$Sg(SjZ;LUS!- z&ByK1v(%Cw&@O`-KiF>Aja%2gvp6OqQDli^~G)mL$JzK{jk&kbgO_9TLa7>QA z*sBRr7lEL6i!3I5vJZL<+MMe!95j>w65~elIm$A^=uT!YObw}h@nDODln-RiIvpBh zLHVO9EjCQ`Gb)ftbpO_v1xs9N@_U5q!k8j#Pw5l1R=*9Is0KcDZhTrmK^#ejp%+bO zrqZxo%FBNaYGQ$M7CIsx9-iY~8!um=a)9SlPYra0aWPunPjnl`(@r|Q&!m!_XI&#} zg@Wm4b~DT1!Ot<(r`6C!wbjs06 zX)0!KdvQf8x=%NJmkSf-rWDD(539%Ts;keP{I$6Kel( zID}%{C|Az(oa#`R{LvA=ca!z1Y9HiD950HHX!BX~3H4(B0%Ql zZtsjI)At?6x;vr*lqIKji5l7ka(ByIJk4?*y<7e@WI}BnhA=fS(~S{gqf%uD{*Q;W zEk9Px$p&xBf|gmmi0++uk9hL?zgo9;e~(F#w-$E}QYmuV{%eR`2?W;NK@Ihfk^a@i zXxGa#M#pKlA5;lc5~o24`_IVoKr1l@e~^gML(;s%E~AW|?M9yHk9Tk1k79C4*NQY6 zIcTvs9*R3XRbPh0$3--II1F-ow+PQ|G2Sc)2}RH>$mm!=2+Ng;?8-YEYT1QUot}Eq zKN>fd{BUcDX&v@Vt&+5!Q1I)*ClR}Vwxe$=KQq5n1E<1F9SDunLIyTmS?hM8E*I=bOw2dYzGIDoN zC{S2N8Gg$5WrI)U3yv?c2f|FcUf$22E-HAn^W$=g?9i{c7X&0<8^|rp*Lk=7pW1Xt z+bPPwrGM+zBjvrEsmUrTt5Ck6(tN^Pu%8*3=IG_Gta2|dZQ=TSQr8n^gW%OoQzG)N z@^BmSuD0cOq^KvFYxAVmb<~TbWG3_5QoXpCo8!ymD08WjbaS@H14l#(_s~)*5N1WS z7v?=#x9UA}r_)5O2$wJS4Twa&(N?mIrWqo?IA+0lz==5zhBr>bi+GGK>dBV8JvWMj z-ntpj%!Ufga0bIA>ink>u5X6@nwlA_YGKWL<^1wKes@L3lV`PZA$Hq4RUj%#P@~@~fTJ zi1Mi2pK{$x7uVm%5G3X=z2cYj4`=PWE(Fz6rr`BHO;q9!kP_E*=(sar^b{3)C&G*; z!#=O|ml`nl#H6>$?Pc&L@{GWnC=w1CSY-N?$!4YT%fgos!b~Bk5#)JoBytVocR&*h z3qBze8d1bCdx=%5l%_pAj^E{zf!}Tr>5t@bOpTpsdJxBcCMp9nO4vNL3l=UOk$&YY zXKZ4;K2cFFF_oKKxmSoJ$?P5_8KffU>gkCj8P1=c6OGjgOt(ic%Y&3)MR`O%*!m!X z$$+?-Z~lp8fGr@NVTdID-$B8%3&5lHnG&fBOmA+c1@gcl7(YR#GrA+gY9WZwsIPG8 zHb>nOvV#?gg{9>*iW4eUIrSbCQO+;%u(8-yl$y5w5F z@a}~R!|bKJ(u7-;6k`fRIez=~XoP|sSB0ceNo;@b4XjK-laDu9##mP4?zwwcxmz@qBpG!xPk^}*Zk3lB)MknX+c6U3g{60J2M`HoYsQsz8|Ri4cJM?> zX%t%Z=+xTYNIjc+K4c9Pz3boTzkEp;?wqh~Gh*&OPDHof_AcVP)B}17wK;l9krMk; z?2VU3P`&6AGwK+vitja-KepWR4lBMKTIq&*i^&p)ZgBtO%fr7@j%lU?z|O?w3g~Gd z(bRl6Lo*HK({Yo=Z$}z%6HJmkwMf(|@v_gh#Zn5mdVTTk^}1?S z$4;KCqc`hi{hw+A$3*~~7c{_nRlXlV#+$OL#L0BketowfS~OXzpars!6L~?at9Q?v zK1U}8#_W0Y8@$nQ0Qo6JhyB|^3h#(^W_jxU{#1dE!P*7OMf*aF-q43IOYesfZjjMv+Jg0}lD)<@&^Tm^6UZlnQU$_uyB48n3dHeRZ{h&vC5FRC+#k}bzQ;wEI zPLhHQ)}tz4W`Ei;br;6j1tA%kSI@@MPf{}PkZ}oqY>(>D_Imj=5u5tT9+z=RTG?ti zHwmxJ-b$aXNjge8$KvA7n6$xco|l2aoGqk%?dwFv)7_SVAJo!)sWCyH7m6M0`VEe4 z%ELNTf6M%AtD5}zMstdZMbvVgF#H24sx{InL3k8GNp0N&vTn)hQNEyd7SNNX6=lQ} zPv&$=)kk6?Xb121pjQ3NTp#FTE{K$=&S>mEBaBQoo~Uzp!Yq&TTOrB2`prhMZp+H2 z`D9>Am*P)teg0JAX1g7)oa(8YK5cSV)s&DL+2j8@-1;xydOx&)u5W3VnvNalnh0$- z_@14e1qw6WR&X11n2h4Z;ry9eBzV2zEltE&+$l2A70aXDwt1SfF0gOuP}0cPDn%W-*wwO~ z^`F{KSpW}D@2JZ4|b6BMw)+oL3#wmvBF743rdX5?fCCoWH-;AyFW z<=xZ<3xv1l7{im;I8={x-Rr)dSP~^l*fnvQv&XMFsj$wnipjwnexl9quVpYkK3hUU zn21#G++J)?59thKz(FNBCHOE~8J?_a(I??>^Y-Fka?@Bf)Y(ANvGEQ>gK~q*K??wC zOa7#PzDnV~OS1%*PgEP_mH+WDgtm94 zyclGNJqujzA~_kinD{t;3VpTC8+va_lt(mE9?i$1PDjON*|VJay;>1bJXDU>W-m{(R|<9NNwKl9fo##m`^7~=ZfX)*Y-B(b>Gm@`=T4Fu9E~ zX0_t=fKshQxu_DKxP&sGY%iMBuI7)KXkfxwHsmtWYJ=N;LEr=zKa3DXO&poMq zWmK%Ap^|0qgyn;>z7o^WCxP>O8r46Qu*&*&aO;JcNu`yc&$WA@>#twm_j(=0X#Jh~ z-4+Q5@J9B`=DnNkemEq7J1i`#)?X4v&@uxR3w{=7FAIp*uD`2u)t)Tu3f7Eg`5dE> z{1K-r^=HSog@WTgBe$#6s&PFI3+ZK^t zI*rwYu|PR~UBx&rAdd)Y)V{2;YIo>+C0nI>Q7PjpXf9a~vF@6UUa5wH>E9u!hk6>{ zO6*IvapyecT|M=<&~?Xm6l2Zn2q5)W?dvR0F1`AmSe<@t__WcS#)XSj`c7BW>%nSI z{X1QK1I1iCC}SPYOGjI9=-oC^E&iQ;(oT%QynqD72yP*X@Gh`;-~MIs95f+;?we(u zJ3wlkpsTCP1>C138s%Q^5vmpBVA-3#f? z!f2gxJ2RG}Igk<+J3FtnxM)sUV0C%Bi2PQ4l=ON}RvUo&w#icW)esH_og6XU3eND8 z&#uoicE7p6+wi_NnD@r{T0F>r+t-O%V!>O%#68m>$g%eoFK^&Adg|~lW7O8 z7`(?&Jg!DQI{HHkLP7q!SDL86Kv@41mQwDgRYmF=bQ}F^Bqiu#8={o!DdVYuOdigB>52cV4$!*YPI)UWw? z*`r@`h1I`)bj^XI`t7|=uPCmzX$Tt!{o@BkXOo9KmbMKvgwt|mFQAoZH= z2tJn60_*c-Qxn|IgF7q1_QtM8#fP7@DG z4+%U|fAB358O!?iNE>e~Rc3_8qoZ4UI64GDRZ8zpWuyz|x zK46m5ID_^G5E(}(EQ?yi7HO(Lr8Uf8vUIV8FwP-^;olf-CU^j-z^G;nY#fymn--qIPQ>2eB^_g*TvtU znP8v5eg5$(OZ7+48*FTBw)HbiPoCU4b~7+|keJwkHpaA4oGsvczn|Lb07r=3<@wPP zqu9wUuN_}njV3v))$MI5b#?Wx-b8YL)_z@%AJMc(mSO7VJI|QC+Y08n+7Y&>Pn<^s zw z7rN|YguI=qLH#3tDuvt#-JY0%spz3Ud1hR-Ph7dSg39*qf51`mQsbUkPl{fm`Nps=QvM-Yo<`j9?OIZAs&84^eZ^YB^+Z-lVas`Txi*{sH zx0%I?QgZo`drY@y?pst`b}*-5<}&7aE8!l?d>ynK-vWVC(1< zQVP83Q-x?A>z(Fi*ZIsetiVXBoW5rH~=0mccaQE?_#TzUMB#I*d6V;+X9T4 z_VMaQZXpltLmCB*;lFFRyAXP8JD@^|5x?C{+4jJp1swp7ph`VUyXooaSPCKs#A<~a zA3(zo&E@Zs%i!K5zK9Jc%nuoxn4DZDiMTuY(Udu=$tTK7b)cDB=2#D^=F!aW&gA(! zc7-|xjTv95^qEGdP(MXEC|s-`GBA-kA-GVcD}PSnSel92S231^;XynoLHX|6S5%9c zWOA%gMwUp>XnK6>M`!S+pSjx#X%Z<^HDN#Mq7~{ zSuhO%p4lmZgHco$hCIwmmQsVRKMllJ2zb<3sg^X@-s^~(8-gPuZ8#D8zI*T0(3xH9 z|9ifZ3ZRp)G^*%mWf(@5z+qVUH1u{4S$K^)g6p;kwXte(hQeX0S9n3%}H!J)s#dqsb#BW!hZbN|x$=XZjl6~en}3W@TM2d`1)y9cx8f-i|9;+b8c zx)h+|jN288=n zQzUo&xCfxq*8?^a3X;*aOsv$4vAt1_m5K<#h3~pX&;t)m96qDI&3ekS?H~q8vX;3d z0CtCSYO2+jtwoF&#^L`t8Q5odLKaJ>-f)WH|Bc1SExgR!fK&{eFIHaOgF1IQeZnx%wo6=K}I89!pXHDUY$NzVa@TF4l^$X{W4B0ng% zb@%so0$TTvfH<89NQ`_1QX{Tspjl2Fa8N*+jtzIW_*3KyHOj7HI*BhWX(DjI4Fw>9 z@0d0{SRWa0_7)TNzcvO04sU@uns*Rnn_<8LUh@MkF0T1z7yX0GHI;OCeeoK1BmhfW zHCYH~Cw$PkqMaZ!PPO0Ih=5BBle}`Qe!Cgv$jga><}r}~C>dj&0;sf_k)?8QqLN!V z6ItStAgrRwh=Tq^W`HAt{?w3FFwYT4I z8mDtQ>sl1&e%)$VK$Cz<2_cChz**gVU$t1B4bfD;7o&`mD_-_s2dgRuYP0$4Inf8p zs$)_G>N(=Ix{V?QEe;Oi3lSsz@4hvn*1MM?d~&s-_xn6uw0TYCmW5l7pa86YPc0eO zbP(XGrHCV_TC0kXRR>52*yorkL?LHQxyopQ-15cokrBLsGiOg=Fn`U1N?&juoGA8# zYG{vOgNcIhE}alEv;w$@@@Gjjv0 zb~#q-jkb1Z0Ik=3tWtxv8)s)LVx2S2b73W(Tb9SbC)@oYj=!*>cUgDL%a{b}Ng7(H z*8fzn)%iJNN^Yv-@cQ7_=3b-xB7Zd(&8#%IT?ATIWMhf_s3%}uQCIl`>NVHG@vz^E zNC`?zZ3+y20KwrZp8$DLuC}9R0h6B2TriK>v7lRTpPXbb!Cs$1MS##!On=Wyajj^J zCJ$3yEPd|+t2+}Hqck2)$Nh0^b_-%oNqW{^6NGak8)p5;ms`8gp|goLYzIlrE^{vC zRwaQfjqx@4Wfsz(a5dZVX2TC9&tARlvg+9qVc9rF^~*Rj`cJ#x-GX1O0az)3@x;Gt zT^^kXYWv59lH;BL;*R%5y{ErocuUUl1fVl-@LrFVEbqo?zdH7ASH`)QP)=~8__8q4 zvE-ybF+&3+zEZ!xjtu*#j!?SR`OHYwp4~qZpzpE z2<_yD!POF!bcpK@2THXC0KDp3-t-)$Ac*Rdl9GZ`d>YDMGaaxbdfu%GW}?R!*7@cKx-^xoyZ$R6psm85u3h|CW_m)Fd;vzs1<0>9QJ;;53 zjWGdcK(VcgB4I$snR@FJ2_GfQyO@hTRvod?pX3XZ{k5~=$tbtC5_>$W4)|sko`sya z4_dY5y0NCff*7Lb>CbEhuy)3cwOsC`J-_i0paIAD%ys?V_2`u6Vrk8RBx19%;)lzA zw$^?F7J$aW!*oqN+Umv*X*b(na{#sh<83agj`D{8PS)k_SaD$eXz<^8H#~?(gT&oV zH}yeA^{&gpWgSZ}mpk6q)imtCjRQU~=~K0K4^zD_T&cvos4T~d+X1o6hk}wOioCpX z!vOvNM<kUbv z#Y`>uHQQWl49Xb+Be?_FeNCMB*^~3EOt@4$`D5$yHT=7c{)eRzv^&(Lsye%&a)h5KfvHS%MrdvYV8>TA%y8y%s z)J}KYdg|4L0@(e@2}ytCfzB+Ghd*Zprv3Y4Peya=((<4>s=)!(-o%HeCX@h#c^gDq zyAM^s@6ExR=?t_J&mL*x3V75V6X1C7H60X#;!<>2%)e!Zc^y^ONLiJ{0XAMN_ zj+qZNfFrHY_5L+y1H%te8puY&sfBjfFMqM~J8j;-*l51M<(qZMSia^g(Xwcl`5xUu zsvcX&(GxG!%uP0tw;&a~oXPMT|8pKenyCteUC!xVcf6%}G_Wqo>+elF(uPEoar9Sm zP}D}Dh%*O+mLXf{$@IVsZHHmcniJfd_(C)^ zfJHyBY@O@>&69O8(DrVaiKDKEZ8&!zSw)jGUo1y}#i`+xab$UE-J~5RCRgM?cW>m4^Wxp9Kvy14z7ht$Q3Q5Z-GV&DMh{luuYr zrA0R-`@=e?Oin?fgoM`5=!vK;!?>M==JWBhEEDXD1Li-~KPDo&nTkho^S>{~ckjs43*O=!@R_L{-qkOI1*5-}7@KUmT8$p9WI0 zSh3mm_x?=8!2Z2R(6Zii!f?@fc})Agzn>4E$RfBi@@gH9mV?4KrfcF0LQnQ7FFbo& z$>E)u_9x`6tsF-375ad2Y$@L!^x8z5cTAVbFRZG^40+&b6;Mjp0rTfP%C?$m&_iO1 z^m6LZPA!%Fg4`l-2*B-=iI|}H)5oID&O%*PG;_n_0Iqa-^NtB{=0WA3xTX0mFQx6N zWLCz@u=R`74N|U-rHdf*C)x#(pV3~{Bds2pg46~Tp!GtH{AEZ#G7_Xt*F>|44F(c9 zodGJ~G7jbQ_~zWhECG6*#40msK35&qj%jj;CZALc>~_ic8v)$0K65f!kkTEd*|?ol zA~L$n9!M8_9UvqaQu`j=)c?t^mz$MzHzQ&X^nW#+U97^nGvelKsP;rmfm@`vEgZPr zq!I#N@BeZ!_`5-F{l#o{u_%Dao2n>I2O|WsJMA}l_2iK*usX7=tIx!fP8_Zo^&wTl zcWwVCrY^qqSEtZo{BmR-d-K^-(IZ6v15Qo?aBn}p38=D64xoWg!ev4sGrny36(brM zWLR^sn`kRl(01E+4P9C@Cp7;O0EP>7<0JN7*&B!-6G`%7t;8HRDFDb(mx&QXS)(-D zzE0ieVyWEl%&y;V=u8a4dUz?oqv%vFzwAIeBoyFh^bG$`J0{jK9`P$L()IU-8_b$3 zlrgMbvSc9j#|zdm2=hoOC}43AX5z5kdIuSUuXB95ivBh_)%Ss$`9fTa9fitXLy6~pp zB(cK7G}eNF*kZS(W{mAa8+3>z@J+@{U?Ff(nVMEy>zpDtaDhqu6@E~GUqx}_CUhPL^JhTRL74ZF>X ztBp8r+Y(=g5+*_cxFss{ov}@pR_DPP)!1QbYR$o4QWm!o{)uSZy)`1nX;MtE8o_ z`0!Y93jh**fj<+r4XQ$Lx-$x2n_JwaM$OWwb9b_ zrMEfyf=*0SdyRu*HuDALnx|7-RF%PWUH$b(Yv@mL(`X+S0usJwfGIx@p4Pt70>dRk9Y{ zu3P5u8tREPPwT6B0=Qkga`LPE+CL_f(Pi`fg!(elONoHyjA#oes@^p%`(=_pV|?gS zKfXCJ?(~Omdaa_JQId|L>JpRM9y0^2PM#9if-8OA9^YgJnvLUSxT;D;GX2*vb=9ub zOJsx84nsL59OW$Lrf5bbriDWSIsH@?mt1|d6w8hpD~;#==?{lt@Y&rPZ{;3T2;AYY~&7^$RPzzq;_eH>;ake=oIeXlj^a3$KT zXNB6a6HHezd4d=Y@P62Y*fj=R#bQ>^f`rptB!XCO-JV9(f@0tP%k&>oDzR$Ob#v;~ zlk#ip-VNfm)1N>-c`X0pJqy1IGT^*T}VpXHk7Zj45VS6DU@V;gCrPDAuZ z+px5^D8vLEa@i zU1rPbUw6pCIM~a5?wOZH%QgrW+Wkmxr+pIrUOlYh+1snIoZ<9(&ET$m@rx;Q+nBUU z7b9D5^z4mVLI1kvEU{6quE2tUVx6u{2kpu{QbB4SLfn6XkcCPYh_YI5MOk&@4XQ6V z@7tTU{g~_h=M5^9X>_)qafho{o&BPB4+g@>{Waq?nwL(X4_AgQn$JBj$~9YU|(N$&ify6a%Jb6q_X zavUc`0XqI0Wg8*4^4VD_c&a|-<4_k;P;&QNTOKp+&=kCqzgbx%l&jHmQzH-LQRZIz z|HW|V-rp`1F_4WW8+hCo+s_xF0^t<;cYt^I{5-AXN5c>9_MeLEJOpBy^2L+|Bc(qb za?PS!CGf2L_bYxgY4YDR=4iO;J_g8y+}26=jaE6_yOz4??H9{UwX-p4jc7Ol5@VuS zz;L#eDsT;+r8hriKiU4;8A_yC1gVYs?|7E)ZqZ-x;D-8{#^?3u?+b!O(yc~M0P2k0 zq9eftJ>FdR3j{b+TBd8wELl~D79?a}sU2x+N`N0R@@GNzcj5=zRr+5B16eSgH&Dwo zvMo;dX7wBCnY07Su)q7vq($|TOPAoB0kBz%hOEnfzI;#w?877P2eBN@34B&|3-4m@ zFBV^x3Xf634f)_6((hZ<$r<7h0BM1jRXrF(xwZA&aW3Wy9!6y~GsaPB zX9DvDdvo0{mX*iyJ2pqc^_}Ihys76hufxL6oM+q$?F-J>y}rN_2G$tiv8ziS#7W4T zfGT@y$6-Z*;G4k*E`FpqACg{%XFL)d9q@0mk$7sqJ>KwZs>9yJY+ALNH^%P${b|i< z85P=B;bymH!;D*+lqzVVu_{tC!+y*?VS-sj+Ye`wf=g_)Sz=$^U|Zz*i6U%Ay#P5~ zRIPEzoF)1ib9-%5OA@*w-NAYCEK4lMGMRP9!E~-cPKa=}GqNH*6kUXpZ-Au)ECBokxH2U8YC_rz-vlo`;ubFo zvW83x;@1C=|JGCG%}bL8c&^P5_I&4az-fz#_gm9-GP{GkZp;r>;TP{5$_iK-B#vz9 z8)>adhCBpu1|2gb(0lF?XpKWL&595##6#ON5k1V~B6{0(Hp>N>A;fEgTExG$!bcA( z_e|6`a+7S#Y46czX`EKg3;aal` z7oP5?>pR7hE(}eu_9~Avr@6L%q>^$EH-4A#cqfUbhYSuuhNXf`haA~P8>#>u@EC8E z#kqtkCd)bDw-WoWJpg$SE&*$rA}fibW$>NI3AaGr$-&`ZgLm6KhGi#gHdns8U1Pj? zSA{M2e&+CU$+#xyH8r+#9G+hv)gg)58`TbM^eVu?`3J*;b0>5?qY|+S@vOKFL3lqq zcbh>MmPcC-{($fJ+3)^V3K2au`qF>yZWgruTSo9}!+Xr;(&*~Z)2b8tn$zwIyLD^+ zYXn*Q<5&XY&NRyHdC4+pR(d`!!Kxag%7euRyyUiOa~&Fk^G{Tq0DoHh$MfS$svLZ> zpY*ulv-+VY=fXgNs-HK_iKGU&W{4! zP+#AZNIUk9y*)P-71fL6WZFGk1qgyj%;7x1)}Mk|TcAY%DK`I=o3ghf{BDeC+dYfR`y4im#%%t2F^hh~+|mEl zQZ~Y8?;CsYw}YqR(5W!%V-nHRN735-;7gfOO>_PH&pY?o9V#OTw%LR4lUql(>5s}k zPT{9j$FvJ+ywzANuxk8E;BuxuH8Ll>*y>R|9=5m1d#1A~;Cynf$E|213!UCK(KdMjK z^~_zE%vLg9^|MQgYp=K!Eg326^vrASMSf_zaNzL%8T-n;J1O;<8c@WPxlTr2P*b7* zcQOX6pYrHEogqd1Do7XP{!FUZuH}c1A1B|J zjomX!Tid<^=K~x4Ex3b~FjNCyRNm$1UvS@Aru_2<_*D=D8(8^8!jAH zQxBV{|AaVmQdTh`7i8bHX*Df9w8R8Bg+JO_v>;v_$hpR2$~YEYQAhhC`Lt@qnAha_ z_DP*I3FpNg@Ji?0tm(DXQI~9v8=Y=xZ=#>bt*kSgnIts8YKT_|(N&6vs$^N?TiUSE zO_p=USdpup&ed^@wUambvLeQ$ZJUd!^DO9K3ii>-RUSO(dC_;!(L_ARO9ZV$JWjG{ z=17-w(t!kX2~{S#Z6_VwSVQ*FL+;`2=dC`SbWCWC4d^I%Bx!(hn`($#A}1@)0WynY zY5PLKTO2?yY?o4Wy^l*Y78)Ca;(Aa}*x9pZ*P&T3+53R=k9Vg{*))8RQdRAb8>!y^ z^))*?`&eh!*m&<%Z0z*gKsw(M+TBe@Z*TF+%F2_6h|et{gyGR87dZ8&zC0y?<#nkE)0M1ZuY;`fg7li?nCn6j?A!Xl>tKCDLxkQQc`vQ>NVD{%K z?PRd1@hWbi#|?;J@cd{6R92r%8sl{=(9XOH3tgn3BY&5lWUEIKl?)Q!CS6~&_ZTpx zq`L1UP~$83_Np|09R5wZ!WThBOc!DQPyh#w#h3Ocgh%bqOcMy)fsz8k77URg_ebbi z2(OVxc!5>D%Jj@b7JeS-+gfS~i59Wm`((~f4)IdFSB1BSKG9F_%+)^EO|0|%D(+>a zQ^qQyPV?fyrCJdXy>PXEk1KU35s(+4(wK4c(=}5m(A^fgH9M9=UXU2*m~*paHGswC zZ^0IYDoJ)G{UG|MB#XQl0k9? zT~&5Is}c7ndTlzWC{Aex<=h6|H~WZntg!$V3|khB4bXElJ{+lkfm=8B^wPLz4jKGZ z#GHu?x?cDCHCg$n4G9_9S&y2cqD%7f^2Rof{}-){Uv(#xUU+)Q8oE{iR6(t1=VMh6YkbUFbjG|* z`rCP%fx~FS(vWtj4tc7CRS-rvhd?V@{q=JFunfxkQh*H>>QPD8q=+IZLKx7YywJlS zN`6xfeeU0bt(R9&a+1XU;E$2c(hy6qqH)?wwACU|H=9@?H@#-ONm1r~->`DtS+zjZ zwO4Lt7}bWNqjCf(6(XvUjV6uB(K&jtTr&~}b~@n=NE7`11HfBmU$1@v`;(sDH&3|8 zF*UF1jKbl@Rh`2P?L%L_QKJ$Q!`8b{hc+o*J#RVbz;h)w`MNOCTDPUMPceR|NqEJq z4PyIUD1b4p9sDboV?jUK-w5r_Rr8dMl=|x>zR-ks#u`cW>2CBr?>AQFDo=9<9you-zfRieE_(%VU zG?CwyprR8X?ma_83rDv3p*%<^pXnR)utQc(t}&RHnag&p+NY5J_HBl%hPN)xyj?(S zfd3WWk=AOgB;3;b7lvmiFSAR`8mMjs(Sv4;%sx?3#E@d2tmQZm1HC3~b>6XF)AWpX zLoQ(g`RGS1LE2xeM=P$hU-RRpifdBw+tVr2nLF2{7>x%?{6;xcP^5$caDnz%Sdw(4%WJoY-3L%5A9Nm+_$+|jCHF;e$fA(@ico9FH z>mg#1M=)Gt@dmBe9^f@bq}Q0po=Cc$uGgd_bBtNjsY1~+2I%5M+S=$;!s;!O$FYTHaeihD_P7o2OIn~p)_%AD z7AGnt*Iak=a)!JO=e7N9KkJ&EjbIxOGy4;dUYfMhhE*gmme`|NT;w$7-#MIWWZ*SM zRkElEcJA)R&6AJCw}1To1&(mCC2VKrf#3$}1*@9qw4 znyiQAbF$WJ>ht+>odWK%n=CB%jEop)0=h#Vyk@(rtV|3y*#tU5?EcGFulzEYhBmyB zoTH76fp&_cYWda?=@~g`Y24b)z*(1w)%8Vcq{RGeO$aWjbC2V^b_POAI`s=75~_@?Y@}^z zY@hn_v9+>A^pU`D@~fchpm0zQWO+@}WItk5s23d>279`tI8bHtlN=O&G?F3XvHIo~}K;uux*vtF-b+2;Jt-F^ZCGZ*~V zH0w_1y5yor@8n_ZZ zE!Gy;(w-3$VPUo5ncej_=6okua^LMq5H~iKP(nY>GQ$B1R7PgTHqftP7nUGDI92~T z`43I19B;GW|BtT8yMDtDNa3fYq@;|=nvimiJTp3jrr4%O`83Qeblb?0WD{ zccDo@;S~01^rfWwcGQu+MGvSm<3kI@`=QJ1FK!#-ew1x3)VwDx zys@+C;qCQl@kRFfCNy)mL)P!mTh7F#obdn!?TgK{`wNpqV0sN~`#8 zPo$!nS^z1l+C(sOO8r=kJ2$-fzi)hIB01&>y0RrZTJ$aI>M++X+_s*eq7CGYjFydoqvqkCl5f-?2B7ifa`tWha-y!;cD-=ig=bWHc~e4lQ|E{4|Wi zta21bU}%s^d{yfBbLujcY0$^gml}_X>vE~1 z6Isfvk43+a_nib9rVB;&hH|)L`c}4Q+ewh-#Cd`tX}%ao{M6^%%yGSxFNkly-<&In zHjP2I=osf(zt41dZZp)4@C@2eid2pjH%sQ;Iy_xKs%sBWuSRRRvCr0@X6vLDSwYlL zyNWaM$CLRU?nNk9Ccht{)EW)UC@rZZoIYgS9?(4ybv-g{cCGa6{odq6B`+R(8wvuPgvwnz>2IFD@$p+#3pUZ)C!aLOg|^zKGZC-)4iq~y)H%MTaJ=}W zChZBp@Di#K<Cs0?_ptORnpKnha=#z%|%5m4TD3vQ^FDJA+QYy zy2SRZJr0)ikJWB_t5vpXDJPF}!yuVJ0UVhJ51LlW#_4hr8517mlaMdat@o`^rK7fx z$RIaZ3f`%jP#@Fv!Dr9D;gS(wWOje=k*d~(4JW)fz|J7dN5mQ^9I)W*!Q+*B&nfua zq1bU*M6ahucz(^q?BllwS)uVZSW%~6T$oL+6p=80SGHcpgop4t_laU|LvI~;AHK<;Y32DfiN}4r|J0kC zjP&%cUY)|RcGl#MZ$Hr8-ZSqo%@8;dS66T=ptVHr>5qr|i|-{ecUZd<&f^F;W-jlc zXFHuJ)hqyQ{y){kgDalmgP4cuG&@Jb(SerI!#&bQj#9@ zf|zZ!#B!~oSnrLFOx3`izfjO;A=EQUxTshDW_7xj92?LHedEF-vE8$#XSP^k*{bdC z0#SOF)OiJp?~UDfkWPGBc74Z7ZrR%%0N&^SgK|lFM+x2~k-Qkup332JY4;S&c=!zC zp?bbe2)iB*8b?mPi`5JHu6s#d>vd(ZY~;-gbNT3SC1!V>yUCP*%1B4)X;%;?H*($i z(Qs8b``lOPf9yJ%`;X4T_i&nwp8eXBVBMV{Ad|XUt5A6czxc-Qko!bZ`Gs1ahWoiv z{)1O1R>Mu`>GuL@&Z#10$C%Zq&TQ^RRXY! z>|V#Tzhi0>bEb4$Xk-wLdEne$;B*V<1}2dYW^VbxHK~R#yhG&}+$CvU`B|Oh^1iN` z_c*$3MFzc_QnuPAvEcrmoBs+M9Q*qZC;i!*Dvq4*KZ9OpXX;gI(R_!Ug~nFiq!C@t zr53XeQamiQIJ@SEM!UY%wq{|Ue%>xW+~Q1aJ~%2mU8d4;{L_0cw)?)xD@zfVy^LUF z*D_b`HI(`9Nf@KdJ8t7-oEwm28F0wee-#TI7}>1BT+9Z+&>XFC7vsLi)lR9GD1N(R z0b-i# zV%fm##<)%en7Y~=$N^n>id$i8eoUG-q{z3<8#)1;b@Ycg9beb@cfBJz8;Qpn1e4dI zZ5kRuYr<8P-HWLD&;&9IV%PJS3Da+?G3FcjiBpPgjm zqRtv=3EF!x6}Zhy){5I##4N@RSOsFQv7J^yRPtvYwIs1BL*L&eP5Z}*hcmg0+MsYM z5MVy@A1vuJit>~@gLa)R>x*fsH|P#EF>Evqc@CBShB)7-Ge?S}pj5a_1~qP%&n!4P zUYYq^4`%Rq{2_x79G$y>b7Zμ+Gz;DV60QvgBhASG4N;nNH_ zX&bxxTQI5OFT+z}XBqsB$Byxg7PmrW?qZI1^^fqiKUp`_f!Yibri|(Oin)}~8uzBM zEanjA9yZ0Em6lBHdft=*ZivzUr}c=hsYtTY%5<~wF(FIiE#ZZWr&E6a5It|pbRfo_ zn9N>Dh+tc2&75NC3OTdp>0b1*r^N*od%V1-GCH7CJ#|7Vgs-4KGeCpn?2@xb=`XJ+ zRyLVOf`919x?IPb)Xoblf_UxXUKilSW0bOxsyV zafV9Rl-!lV(VVa_Qcw2-9{JdY6~=B_VtY5{$d}s2;~erA)s+^icUE^?2t&ch%|iAi zgfhG$i3GXa2+IBdxlG+rLygO_gFWG|`P=&Tkk{Rr_E6Kh>6WCSC0-p=N!O3n3m2_Y zqta?np{8XD2{gx#-9_B>u4M{>(komQ<$!7sdf;&n<&?a#RBF-X-Z)|C6bzf?WB$AL zap@G%B7^xmY60Z9B2p5Gq8;K_($|l4>=HEpJ`nx#<+naYVahwaJ>P>PCnDDuKT9)( zJo$gqM914kic#Cy8*eA^K092PmT=ls%SM?^MmSOk$LA0aBC!^o2tX~r@TL$CR*uZ4 z_?1l^RgYfj@-*!fS(!6%z9SdztF1lz>&PaDAp}rw1`-o@hl)dP7>T~N1;(yV^uMGy z-1?3}h3T#)Gjr0sdSGs+&E*nsty{n=9smBePxrl%SIRpqer%C)%rS%eG*Cj10~cE9kqSS0Ors*Jz~npp~|scE_Y*JQe5=>>#yk! zy|HR`tN*B6CNx$+lG+5)$U#@B_~rW&-wv#0j%5@iwhX;j3qE`x`CDjiZBD>2o-l0BlJl*;6%*r`jLOy9mCTdj8M+-*e(Fw;>7m>z(`#Q!xdY|%&^ zceTN7#(@;mr=7RN#dSeh(naK)q*~EoGV~Dz4WNOd-%N%Bm6JNMDb`_m+}HxdFMIL) zz#I!!NjVm-4ECF^kj{7C^O6D@IPe~90TUZ7ose?Lc}cm#W0FE0ppeD@h0Lfhs7!u) z;-H(cSR<=B4K8;Moh&7hklE8`Mh_+uaZMNp!vzEF!a?WaS#nY+#yC(Qgg0xQEu0$| zXF~f90IfFu2zofsF$3sqw49E(wVD{&6g?*7aAml!R^TF5L_OEZGp;py%VRav;?TA! zwx7Q5u{Sav@mcqhl&T0>woFT)Get|_;_Q2i#aFuARvl7R=N`CFj}}{nbTv#=ROA@i ziVKi`wa@Hj2yvzPO1_qHCR*f;4C3?1Vb=0*sPxxU8{3*&{z4aNK4^T4j z_Wf6{-Olu^bD@Ljb;C`80XAmT`Ov5ff}^QYkJ6UYleyJju`hjp=Wr(eW(nM|(T93e zj;(&QS^#{x3-`qUE1Me6?BfV$#P`KE8KfHX;F4ErScPLC{{7DEB-RI8rE0*-%iW(z zCq90nY6FTwsnSLtQGHJz@*>W+jqAhd>Cd7L3=F?j=5awg*~_kQ-E%Nbn@d9NRUslF znkIl*4z}kTc{o~<2Ck3D%$!A3Lgw=X!#K!T5&Lk3nK+l@yEtK);nuA`sYg4hQ7>Qm zdheBaOW4|S9xkLFo`>0^pAm^TjMlk&yjnLj-lXlt8Ew!EyZKEw_&W3w#a0@NzPC2+ zkZ`51oJQOJBg>{`cXyNuemBQ8cIr`X5HL@|XF|<|jP;-1i9#w1Os1xOF{^w2s|oKG z?|}2e2^o&^Gtx?&`aR!+^|mp^u!=}jT%?9-1z)I{0bs=MT6KI(rn(I34G`PC-70?? z_z}#~Ya@D-Z@7%Rrej12V?aF+QkkioxuYpqi%$fww3gJx4*U}Muys`NK!8DgMveVT zD-;dP67<3LhEwz<=Gmg#W|wQI4rB7->+)Mtk+L(tdQA%PWBLvRKi^~18!6VwlBFk> z_e2&j<=VW(0e9Y8jvNYmw>yJR`(Gr+C;MU}6ARy&neBya4{d}q+!P&(*wWh^ANl<= zilO{&7+P8(@bwF%`YI^rZ zDDviO+>ErRX&iL;O7Fk1$NfAZm2d;}zA^g}xa>CcM;pme7l>+A;Xodc=ofKBePKrESFik9~mz#Or)ka48nLRoB zA`UR2FGH$lP9CAFTp==KJpDZ2fwgvdjV zm0Oeeq~S;+*!m;EXSMp2jpo}I+-2&D^@Y)ly*<}%1mJf${b?8D%*L#`0f4z`Nt>Pg zv*y3gUQPzJOIaD2nGAfYw>e(i(EDusEM(Oj#e!11ld%|4Ht8@)DooJ1V?lToN;$L?MJev z-<&f&UuU6kAJ%;Y!%nSl)dBF1aD{|Ue3IC%uCq7-e%*Ix@Ou5N7$i_GwC}1S#K*4g zCG!F7T{k4~Xk0pT1oNqqcVZ0+-rImMu~@vdY&9Ks2mq77#ptuOZb}BRCjD2xxcZV(EL<}2Sb<^# z{s=7r4$z0C-&djG-YAB;c{4F9d4Vh^i6fytyM|{`KeQspfFAd}mOukA%kD3^&4~+` zf$-rvjs6m`7J+a){=?sXWW`fmAErLoAAhWtvS5(Pkif*&{=P;d=0SlS_ZA1Mrvb6^ z$txkuYE^GP_Zf$5IdVBa#F@%6_FerVM?1Y@GIFtBC9!VFf;%`pEG!ugx=mxzm(m znmu0K^r=spebrB9*vbzraoOOKr7tQrGa`n}HBV~?)brMhDIM2n9zP#?DuYN{YOd&` z_gWIQ`NZk#E}_kI_{7&gb;n1ay7F5?cf4+I-uWC=w?E6`A;aiF6hdN6cQrEI^|3KO z(A`rAq5E2Jz+CKxfXqu86^%Irdrl*V zuzB&$=AJ(Dnx)L`ZmpWjN3elv2zC#|b7O9UGW9S`?2g)mbL!iA`7DWVi)VJGD;1mD zHPj#=S37>HGmU(szB7cUr9@gV1qz8$PxV(H;`pcwcmOjy7RQH6GjWqI!b{|>FWMot&M)vYamNAok)hq;7t z8?{p_@slC#Rjn*61u=jFNJ!Hv!9or_PsP90U?;CX%2 zj5J1=VcFNJBY83UJ+jj+gs)Zm+@BG%StXkhw^?m5|BBa~9v<~Og1p&>V(tDy}wQ`ena(>5iaPLenJ$>?Rd+#C)?#xih6JsbGs%^ zDZ}@6t<5~icUZ^C^up;D_Wts{9Z^Iz&f)R<&x^9c&GJUtFy&+SR`q+^v@h4##DJWS zJl6!4w2y~DTW)Dgoc$ssue5KoBIhWKB13SxFjEQQmw{ekMB^K=e!7A?mW3uX(*aoS zX^t_DgHL3*DI;Ge%%9sH%_Sl`nVYnVb;4?U-Zq;jH7EO*XE7^;^@L3blxr{7ZQgY?aZ z{;cwNdPKP5d&0^ARY%#zPt{IH5_0R|W(oPz+GO=E$J zbLHoVgWT;}odo>XFAbjme9w2y@TaGRjK&-rJeEYgHT{V`;w{u{6NWFzIFc%3dM>x-vAjRi9MThUMINL>#ZBGi3UIgY0OD5eW~x1+uAQ<*yx z_aLxR%{}cOz|!g~0Ks~e(uW1T<;(|V7T3W~B%n1DfGHu$>!s;Y;o@cT(7iBs=q34M zV|z_{*nS0XeAwgIuFO@FZ4MuLo*ZY%M9o@oJ=oOz`5}Y3KqP;+M{NBun@q{o^^kVO z^yurttjsr@G#AD)-F=_t>R3|cD$8bshy^n|Lmrh;ampY>y5FafNS8V0Z={PYrUQA) z@bv3HFdFG;1;FXZxxn)xcN0uA>_T*i^z=A!n=X@B7NlKii~64UXnEzS%7nU zIJq}JU)*nw`k>;Z;Q<gJ>2=hlaxOz%4Q|t@kHz^OQt~_7D5%dLSZ%j#O#XV+OUZ zubXpyNd&+B76xNsNa0-gPx9RPE$v|2p2bRe;?O1Dkn61ERSQ}$b>=qp#Klt9kCY*1 zpw=UGe*TB_fY8-f-P{-iW|@H*r>S>wJM_tAo5-y%RG2bqhX40amg%XJMt^St1Lw`4 zu-54Ys7L$iRyi92=<~#pCM0J2C$C+*hM>vLkn8vWIXtlAaI37&ztaqVn^RD5U9uGd zpLa^}PD?*D-K-^<7-?4)ZVOi$-6LfpH9MQ)!PfDR%B4Y9q{PAZQEbfW%}VAt)wx8) z!2Bn1BGdN=U>MLq4f!;TF538f@#{L2wg;Wonw3{wBCnUp6!gPomm~9@Sx56(T`DpS z^F1?A-vc7)_Gwm+0MtSdi)Aym45}@D%v;21VXbNBnl%F@aCxUp1n6s1cDWW-D?l z{OEi*qXL8DTZ}$pcr~#=Gyf$*N8m;me14KpmPx3^<;y+n9!WO{Ozi)^hq@DZ8&SU{ z($7tB^M#NlhmPjEW!3)UUvoF#76T*CW36r*>aG)ae2Wxeo<{=SFMo1_Yz%WFQ63!Z zS<9uqFd75-BC#S`xTLPD8}7ZE<$X^=;#Bor={tzoFM)kYAF4nY$8J$X^~q5_aT0-A zl!JP31I~){H*X9&p4{T$LH>Y?u`PnPG|6AL6MnQND_cSsA!!mG!(lv4ykD7`fGbhz zKizq6hAH`4K3buNmY=`Ba4>zTqYJCPJ4~7;HZ+`~8JO?!|12gP!GT_8(=g5jz5k zn`%|YR`Oq}Vd6(j41*iZ@z{hxk3NUvCb>3Z+c8Owjs(-b!-e6&&+N_U{_`iePW^dn4yvPyDy1a7z+O>GIpc@WG z_7kM%JbmXS2fmBk{ocbW{Eb%)=6)&h4l9?HUo29aAbX6-4xPRq%)s)}iVqrsEYwS$ zztpQ1nU_Tupu%dL!nTEA4Hh}f-x<`}DmqVTAOo-3LwO*sj3GDQ9bcjrHW_6It0*{J zKl7-e0t5WmfcAxy54aw*kG;wd82g^6FjJ4>tP z%Y>a4Nq}M|SQH>1~#EH43e)gD`EHPLBQznjodZ^rP9pGPz}XDkWEa={B*p~_>!wJai(QD*BSALn!@w5b9(~_< z14XpvR;0 z%kPxG2mPUakj00erzeHH1YFu)-h<4dRBN%Fd+qN5fk-`F8qSa#9337+mEVNP^z|#w z=|x=Y5?aTwwFKZ1^`uF;?k;3)fXLWz>BswZR}qbmk4YowL>IgBwaW;=)OY~_5R2^2 zrysMYx;nOt8G4CBPZjoUoQ{eiQd7gjeNR%Bvx3IQFfq#qf2ovt z-#=xVd={dvSv2Z16qpXc^kv}e0&Ol_4Q=`)(FbZ4pwWty-5tF(oACe#@iQT)24TIQ zfNB^>?6t9M!2nL@H-Vq6aG&tRRv~}C|CzTbb>z>;$ut&TWokcE^L(SqoAP1Tr?4J$ z<<#^v7why7CM?KNi5~im!OiCWJ|m?=O^2d-&ACgr0czS&oXIFO|x6)|&{8`!eN~JTa2W$p8?q%$z>Y0E-umha1l9^Nz95H|HcjLkJ;p zg<5Ef(8UR@@J4(-l&+IIKF9K>T`^04w1=XEcH#V%%0G-2ci$oC=Dxxw@2ZdX7PfGs zC+A2qT;PtGeHRR4S_MlT*RB5;_C4u}Pc}|a3LAgTMi5$dd~O!*v~<<8Y)ZE^*u+?I-ePf?D_h3sKPPH9^`-|m89yd@ zvS?H`QM?YDWPq?$Q1AMKcINY_{HkcsjinJbK3ko-6m8Y z3#D9n#7v0zi*6Bn{IV1Af6ivZn6S_AQ7tsqiK_l1mA~1KmCk@3W+Nk21AWaAfyeSH zBu4VQ{QRmQ6he;2?2&d*Y9C_%AdfFOf#Q>+2I_HIoq)A-1TyIxrr~Z+Zh2-(xj~+> zeWV9X4|J9TSo_Qqe$4FV3(+an1r zouCUe2AkXz*TQDss%dVd^ODPb2<6RRCY%aq@j?cFZ$2HI*z=Ogjizg+i_B4Cn};B| z)T~F8W17er69e;S85e|~wWYA`Le#`)y+?j?!cuv z0Vs;P=P+%sODG@-M&x{53#1qP1M>52kN_TrQhOb$Z$^bJ3dVxm7Dz6UIZO&_Oq3|z zP+p^<18yy&e%Z+D1n{KtWjLMtbW7)**;jfT(QpVTsTk+Qlk^ zrg`o>NnWSF5m~b^;E#H|QhApioeA?=Q)@PvqzG-xC;1~An)`kFF$@oqgT*$nB$T|0b1?U02HO;Kvx+dLuZECSTsWD42FFfM7UsNtHH0~Dr+n5< zAL!hR0xY#SYc@mp#9ToLFN@VF?^NUd1MXoJW>IyuiM0@zHMlBW`%)0jTd4PSrd7TU zFkaTGEX>jVt)bF&RqiW{E>Z&UzE*48SGm`uJvo?^bU1(iiEVlHAhyNDLEw7Rk>U~H zSUiE#-rjBpAT8s={hi@5r-MHO(?8pyw*k8snwfc>P5aY@n3xzKiJrzm3a-w3GVJ>9 z?%=!DkA#2z`SYhia|o&H()%(+wOL_-H9LXz23-2%_a`JI#N{~qP{(=5)D`~nX){X? z$)%Oz{EZg5EPUtJSJL1TL+WcVit5JjTC`e~N{&%6QZWqqe4Ggu$92dJ=!_QMR})@% zQk`~TywaK*z~z1cpY%F9<(uIwIFUR_GJ5j*XaTQUio}PtruJ?WcJH^IgmCqB{{X!v znNgCgQ!tWweXer$#m-05Gcxuq1^e~w+kH9TuL&mTmRU}1#8EZlvs#fIn@B~eww%3> zR+YR5dYvb4IKT|b4%#QN?`gvU$1qvN64@m?z@$@k4Cqm^MhXP5s+xfX;}5tpL*NhM z_#ogy^OUF8KRp=<_-HloczhOchNKQjP1Ls4MC;gAI`<2aqFWkYM&x8=8vuiqdq5Fn z@hc9+9F*@|8E51FT#}ce7l}o0q-fG+(RE_mHqbdQ$)YJkcki9&SPXUEh>!Xk{hPb# zSDty8%PLFM2U1_ZUp2Vajjc4q&c30D``50yC4Vx#LCq7{uQs!?n zHp@i?^dH=0JF7K*5@ak&IGBcx`Gx>zm+9`lk9A~4+%gwlFf zTLA6|lYL@-z6<#UQ!bFN9#<)N1hspsO_1Zri~Rb6IHJ~Suv$W{(vlfgl}T5q6tY4W zR0L!s8R3{(FcBFYOZy`xIL4vcYgF>jIP4d+Grpm_X}TU}%{%WZV37O;cOy|@z8?L0 zCfdE+%3h6w11>My@Z=xX#vZm#Ew#BH^K9;B+PsbJA8%kUOA72eWh3&Th5)WXrI)cG zYdT6~eO-1TF$@=-Wi#7+Aay4#YqhFuDgNcPF?&eXbK7>+wgD;y>j@v(Xs>q?MOB!X zpTyaWu&qt%J|q@R8&Uh83hA{^P$B&rrf38~;kMRuZ+&n4$m{z+-Tn+GBIb>R-ak=K z(FVLa4&>GOLiNz5rEi6uYAw2W@sTRjhW)nMXqAwf$yGS=C7)M zV;M16vUSh#u<;R5X<^Ao%kCZm9hcQ*pTY$alSL9YdH+Att|7Zqmfm-ec^x62py-Xr zTpy1Q{T&gv4g+8g)+j+2fyV>>P6_BPMt}QZr6;2IV)bj5fVIHN?KQI4sR^;<8zc*P zO>qxM3ZgGxOeJk3Z8~vh&Bt9QmGo~;iH6;3bFllT{9tRu9;{vY5KQ8%BQ(MuY5Hck zbclnit}rm1a<06B09AU>qzbx9=?7y^)beMW2b&)++W$3S_pcqf8Jb&=QUxi*L1vtR*3Lt5M8hW#&f zREM*)RX0{l%JRS6pE)~ATDiW=udR1{Hg;&p~JuE7Q0ASQsMgwXf6t$otUCwm+=99+<2{Jn*zd665TiZH&CH4#MnPb7W*`RF3p?YnPu)cgOQPeE)iUXc2`+dx}t}ig{82 z$*bhZhjv2PA{L$|M6!qpbbhVOYwCDg zjJav#<&YgbPu7uGqwmVSd%)0t(_LJ-0><>Zhr<;;Te)X?CbLE7=nc|z;KS#<100^? zuNEsE>4{XZp^0pKCN|cqNQjRQPCZyQ-|jE;;!8mmF9Sm;JlO=Xe3HC{FeT;hU*sTO zIPZ*rjD*50N2MjkzFg^H$eoZzBb>WTDLm#%HU!^Il|J7=6 z>LtPN{n-F5Ttv~DJ{Iab^rV)?;Lz(tm{*;J;5C|Nfuzue4~`6Y4Az&(UmzV~P|Q4O zyoZdZM!qbnTljAML6DzzfEy3o$J)Y#$n8UHT_nsUaTIZpKoV*)NMm_xvhS53P9&7s zKlID=kp6u5J+SG*CA}*fk7wRtdwLmZ;#oSvXa34K($e|S=Hbv7S4ubf-;rl=&H>8# zhxu7~FakuWFg@*3AtOT`>_!dO!ndN!=WKD-T|FzH8ECQivWAet(GrG>0i(j8Y2oT7 z!*s^!*Pn@`LORW!|HLEG@0zRQObw46v*jI~g-;i8zQ{X<(1rdxtbz$RdqAx%MlbZf zIP%&WGN0~K5U1^i3xbF!N=hdWhPnzhKdvAkF+!?@e?ETd%<3C<+ZPxd^x27(>N=G!i zcD^2Wbs9*4(0ip^vGe!D?UVjF$OdAJ z=+)zq?DaT7gvoe8aP&$uSe}CyfgAIz^k%!zInOPu&Yit&s0%X2IZsCu$_}_@^Pvkv zcf0|B^G{i@sDMSQ)V)0*Q;iVp2}mowr$KdQVFo1|Xq{|HYZ7Q=kuikmhC6j1=!SD( z{ArC>VDQ*$nJh@=2_m)^Ksft_bNb?t3!-a2{#p}o=01&a{d1jdRra~!2*SekVX;W) zzfS29Yn{E7$mQ|pr|}4wSz>n>g2C?~7;*;rdV?(mat}{P`c1e-qyz%w9HGpMxVeeu z<5bMwnx$zrjPAkiD6c!z=|+5OCqSQ?*7)}LX2YtSf%3b}kgKO5HYC?#7L-3BSbb{d zJ)r}zjo-8HP6;Sr1!zIn?uq=s4(BDu%H2XJ0n5n0wzsEZF`Tlc6rDS;e<9H?md)I@ z7fSS?88$3Ql^Y)ga z3b1+5l;)e^jwmU&0)ZSrs~$VLQ^r(m-+w(p$tjS4F#%3%x&l0k(yi{0DHeSwm_wue z(D@74p`JnBX+r*QiTh4f;64`JpYu?(5Qx247tEy&B6|Wa391|IWwTNm$cQMC|2x>3 z9JFXCorTI~vF^HQ6YbHr5ZSyvV@p?*kEX z=LSoiH~}_&;LKYK-XT5pWH~av7w6F9*QwL-4fjQ*DBTz}31#qfC@|frB@gXV?DU&Q z{SU~i5U!_K_syY#!=tP6ryHfsAIJ~Y`nD$cTuq_0(_n+cGQra_9Tz@@rcvC$X zxfGxG^}Uznw?0!;dvUl;oPZJ|V&46(V|tAQ@`fG<(6vh&7CBL?r$g7>G093URGu{B zBf=DL`R1o1#N8p+Ja7lp(GF74tgy6OR`ERUbxABKE*!*aW;CF#2Jj5T?jr(nq$z{u z9|1v}Ji6*~^hvTD5On$p0j>Pr&hnp~Jf3@-{}6FCxC}rRnBIN4jZ3AG`98zr(f3RC zmzuD6=6BPCqrMw142xVCje6Pt%$OInt;_ct@!|HMza2;uZCjy`p>FTfIBHHe4y=p*Gf2&Fr+A&u^p=X&@Rb__;H{g z7~#(4y%2|NoH_{dIfvie#vKjV!_~LDARAchJv|J@9xSU5{&uCq`B;pdV5a))H3}IM z*10D|aH+6O5pC(|MG?{`o7Iu?Z%KT{80q|8KD1BiapvHe8~8`SVl@{p2bsBKg)D6Y zuJQrumZHO1;*!{4Rn}(t!{Ze(!+J5(Dq~z#U#r=(DuaMoM~hm;0=QWRc1oV7ZgHOg zWu6!T1%HdND1zZH%KI*mkw+dYUCa%9*_Q#k6lHX6NO&jjp#M+Zm%lzfa5AErV$M!S zX}ht=u>8B@?c2Dan_4KZc6RoUOBq2?)1nonD6cFZNk&O7vU_TuL3`uLUCElQ@t&6V zA)0-_Txg?B1KOJ~{dN8Zh-n~NZ`(l;%0vjT{ja@dmwV}#uLexY(sdrKSyGC+3_dR( zA10dG43?D1ssZVZlz+r#@y0g0Ut&t=ZX%JB%vUN3!KL3`)h!*zd1^mqJ2q&9fR4|zxc|jMIJ*B zoW)S4gm5j!-9!HmT|M$!;P>%N06n@Q_T&1;cfKhnPR2^2$suBBg5 zefa$ARVRI|_wUQ{PX1XTFJ&vH{Pg{KP}U+T=D*J$`<>gg<&=xQ>C!mPvybW&(<>sc zb0b8XKm>S5how!PWW>WNC~@szKi|6ssoR16=K&w6SIE#JNE***Q0W`vlIS8z9yBHKsr}q+yc!mgp|@QZQiPo3rYfH zhRx;t8F4pnBkIeuL9$1@*4ir(jl1CJZCkCIeWI&D`%9VRll~T-SyX>{9x*YA)V)~+ z&(Bcz@KY}^IO66$@%g2Zk&zFQM*oVEAo22F)`Nv6K+LIr`GRML%>k*ax%n?r*HiUzIjVZT(oKqzN?mFCM|A{wn zX$0tDFaxBu4SUzYgbo0Tcc*QY&gI#R4kXU}brf2}CY34@5)!;JABGnf^Dta#!l)uA zH0dk!2YgbAph}cMly8i+9VM+^!+5thd#MSqfrY!9|e;MtM=&`5{r z^)brmW+uKw=f?;UW6-aJ`gwiZ+vT))_klB9d!(pQ+!$TCR=8je7llCzWAQ{Bey#Z$ zeusay^Q$#gQA9-h2XxYP1T_?UcT)yqLz81hq{q(E%M61>-!xrd-V7nK0O%+4Gt<#| zp7BhIaGQTzI|wcUWspbwRZ{fxl}Pk6fNfC_5fN^%{!2>Wq?+vO@haR%F3oD3?Ti{tQ=#G!=XKO;0Wtz?reM$VzM*uO2S^ zEUVMN>z(_tCrXot@f^3eplpdcyg|JVWpZu3h{!5}AoK2r-JpgOfV-oaX=$1eNH{oT ztp4}BOIKEG+(0F{^!w)%)*wQV3^nO~ZCAEE$YhYZ>EF&8T}(!c9}!B&8r6^%G;XAx zv)*pIIO>Kt&eC9Y9%??cWpR)Mp-e4bZ)7tk|XRS z+)BI$CYJ;_x=7^21?moEgtgkK{-!ssHvC0ze8XYvQp_#bB`?Bti{iKj8}EXaj>1{s z!b_SUegH)7f>%hqoJry#!(bfj?6uV14NKrs!tpRr#au&n2esGxdb!<*nG{BRci8k+ z<&TNmHJ>}{L4VLR$LJg~9dQlRgPi)7(cK3u${}K6?9VlGA04XRs9KtU>?pAIfOKB* zAJ*9tV#?v+c&}OMz=%^K%O51Lza$OmV@81qDt(9RabC>j$auO6a*Zh=3-!(bV8Y~} zjLxtDefK`qYrMRYeN$jR$=kd^bv%jf_QTk8AfLJP zqLEzx3IQ@mRA2u;FYSSt$l4e%IXO**tK}MX(jn5~PIzC&j-DP;q;df!z#76spVW+J zC)L$18e3%GktbVcf6>>NJPq~nSc8Cg><8Siw*~}ri;rv({KcGrFcY8zSD6O~B=p+O zIs8HR1A(oF-W3HcnH0scH)0^J(_D1iALb(T3-TeqKu*4j%oj()3KL@zsxO4s*`!-G za=*^M0JNMp5a|nKgk0q3S9+vbw22TCBJKNpEc+KEBRZ&J{VD_`rAyl<{h>nt=_IP7|VMRywd`%`oU5$^j(~j zeeI`?mnfDgC^Q~dR9WnKJ8%D_Wn`o53ZmJyu#D%mOo72v3q2`N883gnI><_Cx30<>hvFAyeClXG&!W zin!wE30v|4ic+{hf#gWZ= z-s-2GI}M(-NMg|Lxwjfp{jVf4#su6ZLgoD>oa`afc(ZgpusAi8uY6CAO(lX$J($0= z%CZv&<)D8Ua8EeIavVbe5kJYRS7?t{Sw8Yp`ARShc#W5XLmcjb>a&28aZqZ|lL=;yy9?GWNY#qTGo@uyUy)e_BM??onFo!4M&If9iV3vwr$ZY=khz-huG1zw7T!wAbMR7v&n zPV}1r>$Xt(Vktfa&bM=TLB7aTOvHgxK?>4~(1EKTwyX)PSgNLc`SN8*sniahq6X*! z{|pTavqtbGuthHy)a));J}wwMyeA`1Z05hP=CVApp1U*L5Ir*hCUu@a8q352YzBxT)Os5s@n+N}LZs6?nEF9b7s9NrwX5EVkS*+!^ zwK-h9j&w)}*QZS`4k5*k0J}k^yD%q6UVPqmaoqC$AJ-xyn4o!C@QEJCa@D2sw_i`w z-F8t}Mr$x++fqsjQ&nmYI^LRM7cIC2yB%P@X~qxWM6#+bYkw+%RKnAhR%M%n5c!M2e%n||EIgLL(c3)Zfd5TOV9-6k2wzjs72)3?s zVBqV1&bxP)$HzQ>B-2h9if&)vu^bIRs1%KjjS(zfXMaCMX9I$Zf+^TCRf0eu^wKdGf$*wB|-Ka#=vypM8th1X7w>%r1=Qi z?T5teDqg^BFS_^kAkVeP#LFx`%4Oo1lL$EINJ+rwB^ z?sd%d^181PH+qa-bF9=Vw&Vgi-SDSB&h=N z{*(cTaL#}k58AesyVKnZS*oxXQ_o6qICNp*Ch-$!zFy+x<(>2__xRbJsEhPBfS((o zg#kH1$OXt?W7svC19TD19=R_{P$|;Rp@8ZK-`>L5-YMWC;YNTnLcq1o=dr`Lx7i?S zA}Vr_i&113T?AHfu`o(W>{&S>8fAJGkbr%cchl}&AjK^`Lt6OPRt-7EN8X(+*GIla zOxn>O&x-gnHuh#x2qAhHyuk&Y<9V|>lSLNVRNmZV`;_W)iLG(aNiNM<>eH(N+&8A5 zRm8tcvZ3X+_gw)I`FW6ioOL+U!xqGye{fJzudz_@qCUR6>-}AHe`dcHn2>dU+(Y6W zd}3C~`gt1HdCn(Ko^0;3R;{$P0I4dFI|`fON;~(tEB-so?L=_HbD-u!h#fye4E-nS zLr#t)aA~nu{ZR50VPQFeaJ6P+WFUO20p(SDdmaGA+TI`Sy|VopsiKmePRjcW#sbl< zoVHM^gesRK*3T?}Kc21}s>oLQDR0-EN@m?l^Obfy+vG#+6O_v4xgGDZtYIb9~eee=XrSisG%^t&-)cH15J^}B2 z&!$04EA(gDgw!OWd;V6`Zs0Xh7FnWH4G7OFhHcIDfVJfG-1!8uj)oIq(=>oVN{Byl ziKpf{VPf4W4{+hFBkoL%_v)dl%bJv2`lPb-5DGamYTC|65Yw>;_J^~?x?*G#tdEae zEYIVaw)n4KzxqtjBax4vPQ(cW->tfzSo0%=LmZ!nLTPAdj5|~iVI+=t0bi!uk4{NF zivoz75E4|r?fC*=#q;&t-|%e6P|5s0;Z3XCm!)oGVzM$O@!dSb^ThgZbQX!z0Z=B7 zBCtrKGOHT}=?k4AhPNz*a)gy$edHBn$Q^B^-41@sTHP=5Jf6G)vu z^Qfh0y%G98)6*&AgmYD?TV>AGcRp@yr4KlMuDoyLvDbKB*89|Jp=&C4Bj-`_C;YyK zddE%-ntMH2$;{i6EcpnrqHM(VAivU+Y1AXn1e>fhD#CDufcc2sXRzr$d&<)RZ{_WL zTYb@r#4tbW_TyXfC7y3BB0pQb%#)}`OXg&qSDDHR&<_kpGOZz1itjsqzqGrk3Z$*; zzSW%?+uz$zyno*-$8CxQf+0gz8YEZhe19h7L@^a{L)3zcrl#hE)gPjVg6@ioAF(K# zB1a$>iCZm(-@(D_)(2eJ1i+T@77s7LuG-q<_dO+psC>tNJ(_r5bf&o80S*whs4`J- zdPvXj;yr(T$5EZ94O=Pn$qx4ZU;S*Ad~>e zKFU*m`T9BZ5csY#gMpv1Ypgy5LoSWll7Mn+?AZxmP}Gj`fAhP$o57U(OOX>4k~mX? zy_w>yD0p9#pLyI5oS@mWf%siD=<(t=@4a2&9-|bgho10hm zd4ceONkkg4;=X#$Pp+YM<_$%Gh1`s1=bKv19T%7K{V|*cufzPn(>i|&(~;Ew6qttc z>grM|MYAKQwTH!K7f^3AGf!C7?DFuK4ZL03g!T2g>VGc>5Ism~*zY9bGk%B9!54RD zj&uH0AnP*5b?4N&!tTXygc1kI^H)KFR(0Y}HT&e6?3n_R~%}MEoG{#oR70YS2jtWLn^)$t683k#v4KL?+4_rcX?kPEDrIB@M2!zYX z*t{)huiVuh`o59Q#Bv1szdWrJ`hhzlvkuH=ixFgr7i?)B-;Mw}LmkI!hEt9_Dtr;D zQwa5PO!w1-ryZifg$$CnZkrb(ldOX5eJ94E24EZs_^&7m8pKKc7VAzS*eUQyR*)+G zteL*R&ZKbf-bX|vert6mc*p`2U`wH^u;aP(?VGM5(iWGKg61HiPLA5d7>rap+kRv^ zme%bHgz`WUuD`8<9Occvud_mR3@^PJCiGtWOdUME*imPt zY9rQ}>T3N3U*``n%TceK-Qk*D%JPZ|Xr(K>V6~BvmcFB;WY$1|3^d8TuqLbR?e8Z- zA(b_J9fgjVyu7>^P0w1tPH-5b0={BwmmQGGxn_em9;m7&<#ue`{_%a{OYX2F=Dvxg zWy8<4IYh!TE{+Oej74PS0bsWiZRxo^jL4q?xmyrCI<(WoOUPoxY;5K=?2yl`Q{w6~ z0n&PS1=0qmcRKOS^JH5{bkPa0)Y0F3K{%~q(fiD82an8gshn_29t*N>1lF4Vo+}^; zV%HG1*N!D841W8Py0z~-crUU6pl{EgeP-kK$X_kY>HyPC#q;BYUwi1uI>V;VAyL;N zLyaVZ-)1NT9$q_Mk#NCQeqz;%STq=vFAcAO&Irp2BI~Qv*=aPY0t8cJsMlBLvkY3M zQkx`*GSL-M6B$W1z}($K!`ohQL-P2Ou9sTJRThEGAoWP#=mbu!ujSmxx)UOquFypV zhzB(8bzEG)%F2q@LP0^np+`OaNFbM*42#VSxD_3G>zjub%jYn!2~?v_gg~zv(e(kn zJr>iud4pyLcmZVVhq(BF;T8+K^S=N0Qi&fu0G;}M%_0phh2Z>JiH&xGQ5L@0xw;`H zj%kiT9|^7FlZ@=qjtb&AcABK5#3J8bVrSHM5=vL&yJO22 z84~B^aoamDU^1lpkQA}{L_{+i)4ea-4J{|Wkdtl-5Uvayk|L`3$CocmjaK-3k~OnD zM=n%zmJda7zE*q9${n{U}i$84nU^5dwJ;6a6 z&()f!CXgRo>afMS8cHMCVZvq@PG^ z;E%#FraR6?mzj!Sxr3n)^dV;-skj1rn5i))Ubgw)mUgv*d7IA5Pe59WuI zUyGc4EqpATx@ zLI&@eSOU;sbh_UIrBoIb1oZC#Ogyh}P-)&}L(&+D{o6>%QSLAzK$@p_3{#5tQ`FhV&4_qY3p$AXty&Iy z5PuG!L?<98F8$uwZw-3xxZNEZTxrThgw_%Y`$RTN+=XAVB$^3pQ>1#Iq?qcTg@H@> zdi}!2K&PM&yhVAbe9roOmh&U;`uu5OF>{LX16R@ot%Ap9{v(27Xx( zVZ~ImRxBQwfx3pr%FC3;tD;*wO8Xn@fR9qVy#P?yq=vK1e?bY3Uz4_n8YdL4^t7B6 zWob_%yMm-n9_BRV;{}eS+5YhUSz9Y+XKye5KP-j$FZ{{T!1$+nRIvivxsOfdZYiQ| zOU!zbxp))IclnJ8SMOTfeq0V!Udr>Kts@W03j7hNO^Z4zsOyApe=f6yE^NVx6JG+# z#M#yRuZQ0Z(mW+O6)G!m2&B4S!%%wjT9e6z-7=jj6%HsSSd;*`ADx0{wqAa} z>>m^Dnp5jk#=KH@Sa`|*0#*Tj{dn5<4Z6_(MLUc2)j?Z222Zy#OUNo{1M)+-)#-|tSHQFc+? zGl6SZhxfeVBBHK}hC}aoi&Uh|Pnc6@j`e)&QJphl=~EBtcA#>3{6xc?mHKstisBh@ z>SxbhqK+Ho*NA@g{Znc@E=c7$9XB_l^;T8z0_UEeE3K(>UDAgzHuh zpwP{b1+r6nGUi^e1Z@m;DL&?q! zTP2Qrqj;B4k>`@*Dtn{UU{{n6>;u z*Zldd8Zr2+Wuu4&OKP>yDYdDa)*R+-7K5#_xXp?1yq&r#im*W1Jypi4=lSz@B7L#> zG?*)kQO}Rn>2WN$%QjF6eVE$ce=~(Mz)MT#R~TwGxQ~}UCsdQ|SMU zE`1Vis;zQwe5zho5`b3M(jg8{elW?s32MWd9)QdtL4-?AfgUzB? zuoa`MF<07^&l-7p*A$ogbkN=hTibiG1+%I?S4y<4UlL$&mA&6|<0qvYaubwx zw;Z&ZZde~X-DZ(+!`k~~E9Q?(d))rsm5SB2TIx4bEAOLA`O~NqRNUrD(f*4PCl?cu zx91vE#P_Rk^vBj&{LeKkeA`@a;Lb5vyBJ-%+)IS)*T^~HD49cAYHTiUT9tFL`((7$ zQxls%K9em^Xwn2Zy06v@u^xgY>R_YB)6um-$%+rERuywrD3l$2*+tZ?$DwItk>bHQ z{?4MFNpg?xnd^(U2+uV}iM%V8Y)}f*(52MFYFt^X-kma~f=%F{Yhby-yF$mY|8)lr~+m7Ot#;nrc5n{8+B-{?H-TerFf^ z;kGQiX2Ypw8|N-rG)Ak%W@&+@Z@%j7HJddf-NdNfjZfcG-OFIVostx;X zma6sKH-r3qeDqG!oRLvosL~tDJGOM~s%!r{mF4^7FO!x8eq>L{Vx?v9<*Pxy3ZrF} z-J705OHmQJJwFW#H0etA22WXc!8d=KQy-povfv!8VYc8PL{osYlIK%ucRk{bB1#z? z&h4-i`i8mZ>++&_S#L%WtRm0e_G((aiXjaNMGy5^wRmT-osAiVh1|yX7P2Z8=G4Z% zSZi7Rlq-4Txa9To0{gh+A-imB(d(J?S8VEahWKjh{Y1oeIpRw*zE(uG*}G$ zwgz_SOuv9d-Ozl5erv7Vg)ps>YFV6rtakggYJ2oZ)O^I@*4nClYHsA$Bn)qAs4iy{ zf@lR}kf5~SxzzHvgRH1{5+h#F5h8vHrMl@pTLlAlFg zC46IedUwZHd#?FU6pA#$g4xFv>Q;o@FU0=H(OO=x^c3VVA0j0o*%)=TMA~crX0ZzK ziaswdQWonEGMkr_B3n(ldiNH3l~$p?rbm>vf2SeLy19h*Ywp{n7kL!|r3+1O_uL6D zYS@i`+C+>DYc$9u-lydCoG*2d3GY)?t!<^YdoBQ`tt!aaYQLK8r4Yx?l?u9aS@dqf zAlue}04AN^mp5kJZDGtvT4OO7ouif5HGllQM#GfGA5n8R;=iyIu(+8}^X@jzL(>j_ zvBXgAk0@WkC-)q%(ZxZgMlG0R^{W=$bMcNh&9d!rZM?CBh_UQJy&bk1&2xfdW`Ox& zPA*`fYN?&lz>$Y+pKUhQrdJa#V`V|1a+l^Jo|W?3PS?Jq&_0joZ$5ZXxpsQsW*Z+p z5^6a#$e^Hejy{EYd%daKPx3Ok$@|%XH>Qyl`CXw={9EI~G@jFw&o%uFv|IBpVF;zg zNA#sat4nj&66lZ7zU~!?F0D>cXP+CqwzxjFR5oC|QHstP87^S`VFLD8KP*oc&5pH` z5X%}Y<<8vfvyOFmqAt7MUmB=Bst{e;U9V34p6cM6+r_7)PUmw%#=O7c7>K=&x(UYHrLfx|d3U?>Ew;a6etKgP2vQ9!T zA$Irf-G4W%PNcf;Brw#mU3O)rCh~Yg&!JVNT+!|B@(A}=R0ABDd0^8?XSunG**rAH zN|V3PRi&6}2g>Cvl;xUqn_3o+xWxXyKgA~kJnrAxrWDVbS0vf@_id0^0Q&T_7#gsv)dK;^yTPzX2MOo*v9{uOIQfIj{z?G3)gpM(>xfr+?`&G{l~ z%L5A!JA!XJYG`w2%wbf0abC|vvu&%kQ^mSF)NsRP=bWTk(a!!6`()icPm!X2clHmI zWF$ynQSV6mu&95trK*z`n}aX$#TL(w=@5QyuwbtVoh!lDfj`P|vQ~C`w9@F)m>sqJ z=8JdT`@2Uajiu)E2%5%H!_S(~6&)$NmC<0l|TlKyC@f9IO>vzrAHwwFJ+N zmq|##;gtEN7K5+Auwsvcg$TBoJ>v*K?gq7*pS_ThYK>L0Ff;qYSXVu;C)RC#JSNgX z&2b2IOWKAT<@K3CfrX~bL2r(^%+5@@dy2i^-Dbfp!hm@Q?f;U;Y$RI6?W)D*_vv!<9BtIl?0mP1o*{B;APli$W1gYyntQT_ZifCn_P(6#Qq(F*C) zv@TQVkpZ)45-f|$pV<%XT}i_xc$)6nE+{?xkjQ%>`f$1J)gYhpyt@@C=hZXCaF zgV|>r+Qtn7<@Tm0DS246J$Kjmrrs#);!3SKAAR)N{MlbK`d@D3CHh0iLa4WKx%^bQ zfHE}U2A%+TkE}Yi*4LZ8LTmwB-B%*>S12*hG zy@4Qj0}aebE^8#QIrYZ3;(3ht)kQrsjOzLZP%S{fava@uAE;Q4nqqk>2cmpjr!Y(R}ZnK(h!T*#fG^ zG42AfX+y-*%yJ>xb1Axl-Q^EIFkmm%$)e{7jt*@V6!h`eU5s#>AHP*q*Z=9c@Fc=j zQN@qkx(uUmu>v#FN-M}-y;8uK^v=4yAETh|Fjfbl_~hGpzxEr}EZPHaRCfF*c*Kz~ z*JI?v=FeS)MSK44)%|i=GqKv@1v&L931kH{!>63VxKsu^)R4!!kFr8crJd;y^z(2pPuVAe^Uk0|QG4pb4Tc1dpR*q_ zGW_;eJ@*uF(Al!?l47irVvO&JClH}79r-JADw#cJLMWs+)rFXxFvT{kH{hjJ_h|d` zS&!@!Rnkf3We*Is(z@o)h3pDZi@Mx{P0GttwJwoHpy{cxtVp?>rtl#!xW?5Ew^G4v z?w2SnL&q-SY!~}Ev7A$7d4$!k_gnpgBK|#$?t4+myM&;K1#TiNfyJ;US?jT)afFIv zGz5zo-|C42mqc<+a+b6G>CysdVtSnw2F=yG%)nZPJSPNs_b;w(o|7cD*xHX_t!UQA z+ptm1_os0oAGNb;*>88zb-5{dm{j$OIytcczKhg1^@E(7sd5)?+8VmY6;Tj$BLM)h z&eg5CDC8aALSu|OzQClDFgHZjvp4>UyGq;XBoZ9-=tK`fvxbX@M?$O?kz*JxG294N zK%rI?Fh^1Mqb7~(IJyHD;(Y0oEap4hlRh%gx7xfgj=VmPasFnMgG2{Q`wnsy@{d}j zYBxM9Qd`f4EKvzR$=U6d-n&?`p|-SnkFt2-tCg!E;vT46V}rUvk$iag7XM_y~=gwH1;jv147KJ_?ntc4+JR zkP7p5^Mo!|!Cb2MUHE@|OxWd*o3BxBgz zAmb3<{TA3+m`3i(JZZBdn^rN>&e%O`p`)<}*kT96tkff#cAC2{$41<-rmx_ z2r=JVg6HHY2%MxJ`vY}ranb~ZdMTA4@lFP;pHBQT7+m|{kqNL1D?^ldcCDFgBkk)w zr&x5=mKEkK9%2*rvD%b&S4i?89V@JqFvKcgEa#oJn$RaoB82xNh1usW~3m^XLQm} z;1?@b+cw)AtIuVsEtzCiJFgmy8680}o%wCz^>kj(q9T^u*RRT5ZXYdwEMD1rDid~q zkx|Pc_YG@TmS$fgoi|~o6RMb*c)5x3)RE)Iy6x1k;&b@owzjf@DZ2u;tHV`Z7<%d| ziCWB*GKYY3i*|c54_4l>qG3vj0Uq4)_iusfT1(z)mH}bJ*?t*B*a89X5rP2APK%x1 zu=24+vq_g7w7`h{h9Li?rxU3K{VDFiFQUfAtu7#|wkxzSAzAJ)#wt zGxPf4PkDjDjDm2tVNuV;GA1q+6*oa3GRI6wLvY=mI5{$$q{Yk$yV74~y#%F!dCQ3sb)ge;8EX5B`;7DeJ2UN<9Moc;2jNKiJ6dBmdpf~>RpM|v_{ zmh2%dLw%(yoz?#83J$}~q$Tk;t;L{{5~H&GP}%nES|)FOO^y@uH+bx+#2Fj;TGhqL z?zSP!s+s9#nno(h>YY>icO5mI7S;K{m!yU7W1_S9s}AVjXbD?ef z1?OG8`}@^-vqiiD!hPdN*27uR#@`?GoMbkFrA<6$o1@j87=@az0k<>)D9h#eB{xRZ z9BpdgI?Ma7M=UvNvf>i6++_uWMB%_pdx~^)Bynp|GTO9^oh?>|MAbsZVp{u;0p%Oi z#~f)@Qwfjeg3N>mr`YMX_0ippQwYSetYh3S4=|OSPIP^Mbq~#W&01$uS9Wi8 zG^lY`TQk zFv+PvSB~74qSvgg@bO=zOG*;H_QA)`Z^Kd)6&tk1Eb@WFasC~haIM=5E53e{O8X#J^N6J>J3e7HRF*})<$ggz8v(SpW zxEeoGJEP&~gym-M|D0<^II&d)HJaCf>}0jOE0Hw;)PkcXzPo{zZuD(1?HM6DTD3JD zn`blC%zg^i*zTX7_O&_R+gO{WUpLQeUCNcXjC6%mm$$g^h=MRiCNOE*N8uc4Ydo!2`Bs^o@i541?7A=6RIYDE;p$qn}i&riPsU zux=_Ofu*y04fbXCG8o?rd&^#K=RYTjQ~~43kFC|Ngq1au3W-;$jKAqr|J02{o=`*? z#SClx4!auQOZLXH(R5X9(pgYiSk_9tmviRCsqXVOk7_Ie=h*AMj~+#~mDV?)*MQf@ zz3lT5!m_r+gY48p%2`ZoXNFVU1#S|h>;1=en)E^)^#)kds~!LTBxgA9A{(a+$c5B+)`bgf?zp{@t zLxl}8Q9>d_X5CQ*!RZS{_-r%5X0mc!eo)=^8dV({hLwSrm;3FQl)JVgjB=e?)lh0( zE)dNg)@y0sD})}f;5Sp`Sqo=A0)SNIa{YO3lLzpseZ#D*JKL3_zEA>m3ZVDyd*P-* z;h@LFO9~0Vqr@i8cBjoeo`l>*E&+nc(n*uoI?*Y21?Qfto?QTA_v=oIOEC5%miF0j z9dJFbff8@b-4T?e7=f~l5*x`8tQW+8HB~N_90u7}Xf}Y5X$EhbxQ&hj*fq6?sQb?! z4@)exurUXb0Wrmi!0e@ zD*9l-ZW$iWzl8K-{rx$r`4E*`NgC%TIJec-P9T9QUF*{n97#)0XBGh+y824zRo#{- zPU?DO`+$5dwtf85^HqCDqQ#|t-(kniRLBuxMI6vQ4~iE$RF&09kP0PIpOx8u&s>fz zxihbUEN1*{_b}1GNL#$19#Bm~5l*epjD?LYFkLxK!rk3HZQFeK@RMg}PiCwfZ?YFBds12Wh?>o&PpaoJLoKUT-4pXoVh)dBnBs^emq; zL+ZiDomwLL<$c^{qcl>-+9P-D!S@t_Z$k+vTOF~cEY-~F5 zhBJ`g5WGcq9s?dAshc35C?X8hhPd;>E_PYkRRS2`IOGG|Tyk}_2p|Q9>e>@UMW))qb;~0&oFL z92`sEX2Dtn-f8NlLrhHt%NsPDkh<*Gzi&#~)fH6%!s|M+F@u7fP|)C`EP1t}{CbE{@O?40Gjuj95{2Xq;FJ$*m>;2iKw8bh`sgE{)+ zjcos4brWC>0l#T=9CH^fRvX7}i=Y-comVCS8cQGmKXS17aB&^*chl41pPgX$fwE!k z&em#jQWD)&*{BYK{oBuvii;JRjY09DC6<>%c%&{){T z0<7+h-^UTLPPd+t*S5y-BRcZor9Z!ACIi0ts(c(WrR)cpmygfG3J3Ey5e8#8OjZ^v zjr)&IgvbQpx8ro%{O+{BJx1G)whg>Og+kd}Qh){<8Xg$De3+y{8DIJt25+jNZYhL$K50iELJ6lc+6K?poQ3oI`*lPX zbVL4niQoSJ-al?}R4mt1>h*k3gcpf&s;n>I(j6|kV%bV+kq`=a$bvpSKh^+pDjVld zgQrsb6$L=Y${(Rfin?hi-x4p#i*#HXsBC3rV|m!LJ+`KZ36ZSoXKDAodlQ}>qw)Fq z^XGYfnHr54VGU&-C>4!%8RX)4^1zx8Iq3e)%=j*DHdKivd7f zRR`CsSsWe_Q4enr8Xl#Eo&iF69^p4)02ckNbwd}BZ=eq-`l{Y3D`lCzym-K zJ#3bP!34c}^(rf9877iAU!A5MP5ofuxH{7w3>GaSF@#>y!59YzPWrE{^HIbEBJVu# zkDDbR0QBL*hp$|Vek>RtK(3eURKl2@FrPHaE1^5B_9NUu!I*~7mE7ppB*`YM`)<1;B2@CuyJq%gGpfzra-;zK={rMUL7(3&7wduAwWKs zn3-Bw1i>3gK$(J9nbREeGsTo$C1=wh1(esK@4LgO`Ez#vTrP32jJ`0nS_kAAgiS(l zFihEs0J8&mfnhteQUHo_Nh07p33AImK1e?a853+!@K^~$q5>{1E-|s%+sCL$k5Sv* z&xt<CW2MHYkC=)?~(h5 z4x#3gr8j7xX8QZ}QsJ+s0blsvoa%S~QFxQUAcb7MqNXP0F)FKDvhf1k2|&sr6ad?< zw5c2VkdfeZA(+|Kx=mg?;=VD$Y1kGQ1vkN}Q!Nz4KOGgtW3GXa@VMdt5t-nR5TaVc z2w92iB9Mcs?$qpW?Bjv5DF~6@vWD@H`a-ErC-guO#}v**&I?1Fp;e^--}) z1UJ12xT%Y))2;rTdi90Q>{6kndq3w0Se-qaI8ebmaF8`S*qU0%nfL4AdLw5F;0VyH za6z^I3M3eCFNaxuh7nM=W-)83eEd*;c3~kGyt%lxwids*fl%|nDItexcg2bsa3<#f zyks7vuC9IoOvoUC6KEj)g`kOMg@m#w)T2m|Dq*h?^MTyUu(OlO%gbBW!TdXYOHUKP z%>b=l0AeZfbnE!ke-dqLyf?3vb<&8)W#AWIVdjMXQW-_`(O$wusrBy=%l>5a1~ zH1|kVNK9A)pTs2aH*5aLvmc_3ju04!5(F!C4#+%hk>3gu-#-!Gl!Y$40p`4q-J|jK z<>eF(cjkJ?IAH1yWE=1li2V9_9U(shv^76DX$xD8S=$Ehc;F8bS7Tt+w zLA`Zq63sWnKupyWRwnt0ExO!xrVR!;)WK61>1)F5B;vBa&CP9;dxkRPIW6O1&_KTu z5^RfAT<8@U-GSW4)|(UF4QV24=}0D35=;w@;cuQD<-lBeMVZ%Z;0%~rMJ=rn16K%O zgrLSBzgXhDI(;6_-uyrwJzO&0b!=NZ&SA)ytzF^&kPcH@0#g-IgNkSf3=ABxf)f2U z=D(zfaNKTLvOqFgc=Y7?Gc2lEKG~Wj^#J$RYm4LO1hWd~breAMv_Ct%HFSdozJ1^W z+I2m+n7k)Vp-yAlqy39cNazMvxz_Xj5Xw*0apsp_TEtsIDhg?7>@&?9MHv~_;Odb{ zOY`C!of;7n6BB`v9B}$TOH6_6vjeo=r_&zSK}ToIcn9!$N$@kO*&4kQt7>R#ahUih zo0@@rc+c?;`01qo*-u}>KvM+iwIP8!w)l4h-_zTx?;Z#L;KAOUUxdMg0I1+f0Ii01 zdt_u}!^fvY!#hw~Za;oS!5``S%wz7`a6^^}ud3`zk+Shf5)#ABa#bOL3g%VZ&;SI; zgOnCYCd9el*1SZ20C0Rs6ZSoA<7w%FYmqlIR=B+jl|4txs8T14?$YP*dS z(fUA~^03Oq9!RQme5?uebr6!dEC?M!t#ki9*wnGvOxq_P%6MvJX+)(v$)xIIEc!w(h0 zf2FQ64vV-8*a$X%D83c{y$a{O4g3QozQI0-Sxj4oH4j4~S9kGH2AFLe7#P6P!xo^3 zuA~q1?%;?8B(VfY2PKhe z-Pa4k(P_*+*scgRO*%T=$;OZ>p|hw*o&}J>!Whl`!ede{Jv_e4;8 zD$nu%?PrkxNQ8^V_WmtzZh+kfvxUFwZjo9J>aZDld+Wg15|F?aTZ{m46xG!FXXlV| zu(Pvs#R8nW?ba&Alj~_4HhEU9>%y49>bkX|jW-by)4SaNJYGMN{`06>tTs(_cNW1h z;c54mX$dVi+XH|?pdJ|D_iH!c(2PPj>-FsIC8RhDueTKc#{yfd#WltRCtcvx74-#` z39L0t_|?O>_(dQ`*Fi$~68S@@w~v^7<_y5ra5^sHh=)%V82m2@0-GK z@$2yog}*bO#@FI@3P?PvJw*x zLBr&(%C8%OKQFca=lMKN8wVIRPLm!ewS4elR!*($N|6x^gjmT{4{{hzqmH+H-#-%R z;cI=ZA>=6ZErYX=42Pq&{l{$gs{6&NtC3r#=D^scsHAij=%S4Zgdt-_ij}~Wg_!Cn z0ecgKOThWO^U~a6*>K`w6?%FRD5?}IoYOyiFgi!5o_ok+J5xP}gSG`8bWs9_hK8W* z8~lY>kae+Ue~+EoR;PEwb^}P)Qbyc)J$5$T5|37iVImTQ*o2)mTviHyOd8KNb$5lO zb&{cQgR_1`&S;HDh2bHPEkGg1=74L%r=HdR3bhc(e??vu~GkpcU(@`k#$=In5`T#SQKPAkB6E0B}vY#QD3 zi$63wr~@p)j3v9Wn5|_Wn1$M5(ktev4?3j{t4?`%D}Qo7|Bmz_#^Zt&o5jv}IZ&&L zHfB6p9g^R#*r%lLzZj^GY(q-frjhOE=qYuN3d>GWnz1wmf$CXYS((%?!QoMbg^c$s zvWlrmN?_PEAM``6d;){b)cJ=%KeI$7kwTGrV)!WwJ%gv|9TtxK`uxl&j(xeo;wm)L z4@#tniV#rTsteGOW{SRNio<%%=wsj*QM8ifPy6wes&m^9)4Qd$@anra@mj#{ zG@-Td+Pk-yBW|{8I~(C0(wh23LA@;iio#elxY=7G^(-2iJpfwG@~w%Joe5Y)zn|2k zc=gqKAr(;yz}{@zfVN1O9#-peXr9%)J3q`<{l#Z+qlO<*l37)Nw`U1KqEpieoNW9D z6${apgw z-jZoH`VZn>bJ{l6&;)*Mf>R|5gDqtL>k}N6C_XSt%tjm4Q0cUpdchx?9lyC^&#b^@ zPx+|8cD`sHbtaZq6)W{w!_WG(R=T9tGiNbpas%u0lK1Wu#SGNnK*l@8)wUn8|7o5N(G$Nb2|~6FmoHzI|8y~WV zaJSm;XVQ@@!*&Mal_|(c{A6-rpE4kzRsBb_qQ_*7O~lk;NomUGDkH~{9@2c}?U@OD z`aoQ%GRLr2>S}oWBU6}9Vjh1Zj{8y;ZW~d9NSTqxyit#6#Ph`C0JtYV3t;i!3za^Vtc zC@+UfL%Z1v)lc%qJ986fss~;K z`8tC-AnMFWjRz1nRv)Utv6B`OS6N*I^Uzn+O=C_iq&Kh7I#-Y9w839{=Bx?jI&htp0+GMnrL8(APw`PRoPdB{4 zqK{rJ(5@NDe8UTTe0#h=PrS)}AKhF(2Gy6 z*z1a06h2^%D%pnii%3lFlmycs=4Tt@@n|lBt>s>iL9@Kg-Ti?w76{db(+KYL^qOGb z^%!Ow-q;9SLERjf2f#(oz#jO)CEo4Ub-c?SIedy{u3p!9B{`_73PFMQFS13%NZg4f zYR+5hY$F%xRPITgi1R{V-3@-P|=4 zBBkC}Zl*s-Thz(g+S-zYw8pSx9;lsbEb`Ir>2~Yyd~9v`@tNtUpd5p&PJig@zFHap zF$=AF*w6@e$60giIDvgmU->3>j>MZeG7*%N`$?|vmOC|csoKSi$bFE=%|GJLosIl7 zK7MUmNg${s(pA=a2{!^NbUNEKM>X}91)<*H(wZxKy&EHxZHBk#woaLao9uSpaSSsz zHyF&XUX2IOAKsw;-tbRvqYhKO*%B^W;L$nhb=-y(oVi31;AQa|Zle|KZ&4Mq9c_ap z)4b(z`B?b2Qr@K9PiwAmAVHao^HUDU9PoYB$ItX60U9RW^28( zL+w!c6u?1y^WdEDhx0{xjM;xK3lNr&W8*Y=84K8}xVnwg{WM>SIwU~ruyi-pg9hxQ z`D_r6n*5xYWu1P1jf=k9gjBS8Fk1@^KBC8;WobX0{YD@u?(dE3wctPy7;|KU&-s0rU(HvNL+cl#x!z6nUJcqGS=meER9T znxtZ(qi%2%P&={;7N)exv;H<;3_V-$g(${W2dV57Rm`=Bw~XwZK46bd+r<yF$yM#+-Gp&>YV@}z&yZ@;*pD(69; zPHywTBP&pMd76U4(q;6_A-5MCV}POxzCXI@O8%Z!Zp6HW6Huk3xD4vl4i672^oLSx z#AW`^em!-_Bu3p)EpCt*`XTC(S%Kh1LtxEhz{kZ6U9W9gF0MX1%&Ae=Q(Tl3{xJcj zu0P766ieZ`qRLKocj)xZtl~Bf5Ey~lT9hk84}d*L2oufoI_15JKUJ^*2+=^Zh17g0 zQT+(US?ChC!m3=86qV?MZvvQG=zjGm6VRBU zxpPJ_NhRljlu&nu*{b~0~*b=h9Y)S#I1V{wE>UnFsfHCyu zO9ADYdP!5%yD$6O>CBg+HVD|a|L0#cb&<}DPL7Hrcgoun4)6Ni76d{$0z_D1CM5{C zy1ITEd(>#2$%BjR1X{=DhT@6FEDj*DU*in2%X*ye{Qe?b7S5kxwd7(6kPC0AcgY%j zY0T@hxRVRBlK z6@_jv^hIDC-FyPCqw>PaHzzDI8h;z}eZcQz^-z^ETG#&l@#FLv^dDKr_Qow*79=}( z9h)*Czhnt*NASQ5A|>2}x)sT|JDie(_LjNR5O$dON+u;{=m z!(aw4i!)s`P6iWffxQYL`<869Np_R^Ci3acjA}o3>^}q=(O-0Xt^CsE?2~j-c3Djh zc0I~bL2P0I3*aE@q7NIqE?(4r$e9Y=`GN=xjzVr+ut7miKFk;rSrn=_OgC_=&^gnjNiXHeEuaD2;;{8!xugJHwI6bH&tXV RcuEiHvc+w4_Qt<|{cpo4C|Cdh literal 0 HcmV?d00001 From 4da519db3622988a843fe74d6421b65cfa794e70 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Sun, 14 Jul 2024 18:22:33 -0400 Subject: [PATCH 18/61] added maintenance rule to automata tutorial --- automata/automata.ipynb | 172 ++++++++++++++++++++-------------------- 1 file changed, 87 insertions(+), 85 deletions(-) diff --git a/automata/automata.ipynb b/automata/automata.ipynb index 82acccd..b9f53e1 100644 --- a/automata/automata.ipynb +++ b/automata/automata.ipynb @@ -14,6 +14,7 @@ " check_spread_randomness,\n", " check_for_duplicates,\n", " annihilation_generation_rules,\n", + " maintenance_rules,\n", ")\n", "\n", "from cana.boolean_node import BooleanNode\n", @@ -1927,25 +1928,25 @@ "text": [ "GKL: [['###10#0', 0], ['1#10###', 1]]\n", "\n", - "GP: [['0##10##', 0], ['0##1##0', 0], ['0#01###', 0], ['###01#1', 1], ['1##0##1', 1], ['##10##1', 1]]\n", + "GP: [['0##1##0', 0], ['0#01###', 0], ['0##10##', 0], ['##10##1', 1], ['1##0##1', 1], ['###01#1', 1]]\n", "\n", - "GEP_1: [['0##10##', 0], ['00#1###', 0], ['###0#11', 1], ['##10##1', 1]]\n", + "GEP_1: [['0##10##', 0], ['00#1###', 0], ['##10##1', 1], ['###0#11', 1]]\n", "\n", - "GEP_2: [['##01##0', 0], ['###1#00', 0], ['1##01##', 1], ['11#0###', 1]]\n", + "GEP_2: [['##01##0', 0], ['###1#00', 0], ['11#0###', 1], ['1##01##', 1]]\n", "\n", - "Das: [['##01#0#', 0], ['#001###', 0], ['0#01###', 0], ['##011#0', 0], ['###01#1', 1], ['#1#01##', 1], ['1#001##', 1], ['###011#', 1]]\n", + "Das: [['##011#0', 0], ['0#01###', 0], ['#001###', 0], ['##01#0#', 0], ['1#001##', 1], ['#1#01##', 1], ['###011#', 1], ['###01#1', 1]]\n", "\n", - "Davis: [['##0100#', 0], ['#0010#1', 0], ['#1#10#0', 0], ['#1#100#', 0], ['##110#0', 0], ['###1000', 0], ['1#10#0#', 1], ['#110#0#', 1], ['1#100##', 1], ['0#1011#', 1], ['#1101##', 1], ['1110###', 1]]\n", + "Davis: [['#1#10#0', 0], ['#0010#1', 0], ['##0100#', 0], ['###1000', 0], ['#1#100#', 0], ['##110#0', 0], ['#1101##', 1], ['1110###', 1], ['#110#0#', 1], ['1#100##', 1], ['1#10#0#', 1], ['0#1011#', 1]]\n", "\n", - "ABK: [['0##10##', 0], ['0##1##0', 0], ['0#01###', 0], ['###01#1', 1], ['1##0##1', 1], ['##10##1', 1]]\n", + "ABK: [['0##1##0', 0], ['0#01###', 0], ['0##10##', 0], ['##10##1', 1], ['1##0##1', 1], ['###01#1', 1]]\n", "\n", - "DMC: [['0101###', 0], ['#001#00', 0], ['0#01##0', 0], ['0#010##', 0], ['0#01#1#', 0], ['0##1100', 0], ['00#10#1', 0], ['#0#1100', 0], ['00#101#', 0], ['#0110#1', 0], ['#111000', 0], ['01#1#00', 0], ['101110#', 0], ['#01101#', 0], ['1011#01', 0], ['11#0#1#', 1], ['11100#0', 1], ['###0111', 1], ['0##01#1', 1], ['##101#1', 1], ['11001#0', 1], ['1#0011#', 1], ['11000#1', 1], ['1#10#11', 1], ['1010##1', 1], ['#11011#', 1], ['01101##', 1]]\n", + "DMC: [['#0#1100', 0], ['#01101#', 0], ['00#101#', 0], ['0#010##', 0], ['101110#', 0], ['#111000', 0], ['0101###', 0], ['#0110#1', 0], ['0##1100', 0], ['1011#01', 0], ['01#1#00', 0], ['00#10#1', 0], ['0#01##0', 0], ['0#01#1#', 0], ['#001#00', 0], ['11001#0', 1], ['11000#1', 1], ['#11011#', 1], ['1010##1', 1], ['11#0#1#', 1], ['11100#0', 1], ['1#0011#', 1], ['1#10#11', 1], ['###0111', 1], ['0##01#1', 1], ['##101#1', 1], ['01101##', 1]]\n", "\n", - "COE_1: [['1#11#00', 0], ['##11010', 0], ['0#010#0', 0], ['#001001', 0], ['1#01110', 0], ['#1110#0', 0], ['##11100', 0], ['01010##', 0], ['101100#', 0], ['10#1001', 0], ['#1#1000', 0], ['0001##0', 0], ['#111#00', 0], ['#0#1100', 0], ['#00111#', 0], ['0#0100#', 0], ['1#110#0', 0], ['#0011#0', 0], ['0##1010', 0], ['01#10#0', 0], ['1010###', 1], ['##1001#', 1], ['#110100', 1], ['1##0111', 1], ['1#100##', 1], ['#1#0#11', 1], ['11#00##', 1], ['1#10#11', 1], ['1#10#00', 1], ['##00111', 1], ['10#01#1', 1]]\n", + "COE_1: [['##11010', 0], ['10#1001', 0], ['#1#1000', 0], ['#1110#0', 0], ['101100#', 0], ['0##1010', 0], ['01010##', 0], ['##11100', 0], ['#00111#', 0], ['#0#1100', 0], ['0001##0', 0], ['#0011#0', 0], ['0#0100#', 0], ['01#10#0', 0], ['1#01110', 0], ['1#11#00', 0], ['1#110#0', 0], ['#111#00', 0], ['#001001', 0], ['0#010#0', 0], ['1##0111', 1], ['#110100', 1], ['#1#0#11', 1], ['10#01#1', 1], ['1#10#00', 1], ['11#00##', 1], ['1#100##', 1], ['1#10#11', 1], ['##00111', 1], ['1010###', 1], ['##1001#', 1]]\n", "\n", - "COE_2: [['0#01##0', 0], ['##0110#', 0], ['#001##0', 0], ['###10#0', 0], ['##01#00', 0], ['00#1#10', 0], ['1001#0#', 0], ['001111#', 0], ['01011##', 0], ['1#101##', 1], ['1#10#0#', 1], ['11#01##', 1], ['1010###', 1], ['#000101', 1], ['#110#0#', 1], ['#01001#', 1], ['#0#0011', 1], ['1##01#1', 1], ['#1101#0', 1], ['10#0#11', 1], ['1##011#', 1]]\n", + "COE_2: [['001111#', 0], ['##0110#', 0], ['1001#0#', 0], ['00#1#10', 0], ['01011##', 0], ['###10#0', 0], ['##01#00', 0], ['0#01##0', 0], ['#001##0', 0], ['#000101', 1], ['11#01##', 1], ['#01001#', 1], ['1##011#', 1], ['#110#0#', 1], ['1#10#0#', 1], ['1#101##', 1], ['#1101#0', 1], ['1010###', 1], ['10#0#11', 1], ['#0#0011', 1], ['1##01#1', 1]]\n", "\n", - "MM401: [['##1111#', 0], ['###1##1', 0], ['#0000##', 1], ['0##0###', 1]]\n", + "MM401: [['##1111#', 0], ['###1##1', 0], ['0##0###', 1], ['#0000##', 1]]\n", "\n" ] } @@ -1960,7 +1961,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## incomplete automata\n", + "### Annihilation_generation_rules\n", "\n", "used jordan's algorithm and verified with the annihilation generation rules shown in [1].\n", "\n", @@ -2107,29 +2108,77 @@ "}" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Maintenance rules\n", + "We have a function that detects annihilation and generation rules in a given schemata. Now we detect the remaining maintenance rules. " + ] + }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "GKL : \n", + "[['##0#0#0', 0], ['##00###', 0], ['0###0#0', 0], ['0##0###', 0], ['###1##1', 1], ['###11##', 1], ['1#1###1', 1], ['1#1#1##', 1]]\n", + "\n", + "GP : \n", + "[['0#0#0##', 0], ['###0##0', 0], ['##1#1#1', 1], ['1##1###', 1], ['0##0##0', 0], ['1##1##1', 1]]\n", + "\n", + "GEP_1 : \n", + "[['0#0#00#', 0], ['00####0', 0], ['##00#0#', 0], ['000##0#', 0], ['0###0#0', 0], ['###0##0', 0], ['#1##111', 1], ['#11#1#1', 1], ['#1#11##', 1], ['1##1###', 1], ['1#1###1', 1], ['1####11', 1]]\n", + "\n", + "GEP_2 : \n", + "[['#0#00##', 0], ['0####00', 0], ['0#0###0', 0], ['0##0###', 0], ['#00#0#0', 0], ['#0##000', 0], ['1###1#1', 1], ['###1##1', 1], ['111##1#', 1], ['1#1#11#', 1], ['11####1', 1], ['##11#1#', 1]]\n", + "\n", + "Das : \n", + "[['##0#00#', 0], ['#00#0##', 0], ['00#0#00', 0], ['0#0#0##', 0], ['#010#00', 0], ['000##00', 0], ['###00##', 0], ['##1#1#1', 1], ['11##111', 1], ['11#101#', 1], ['#11#1##', 1], ['##11###', 1], ['11#1#11', 1], ['##1#11#', 1]]\n", + "\n", + "Davis : \n", + "[['0#1#010', 0], ['#10#0#0', 0], ['00##000', 0], ['10#011#', 0], ['##00###', 0], ['01##010', 0], ['001#0#0', 0], ['00#00##', 0], ['0##001#', 0], ['00#0#0#', 0], ['101#0#1', 1], ['#1#1#11', 1], ['###11##', 1], ['#011##1', 1], ['111##11', 1], ['#001#10', 1], ['##11#11', 1], ['1#1#10#', 1], ['101##01', 1], ['1#1#011', 1], ['#0000#1', 0], ['##0000#', 0], ['#1111##', 1], ['0#1111#', 1]]\n", + "\n", + "ABK : \n", + "[['0#0#0##', 0], ['###0##0', 0], ['##1#1#1', 1], ['1##1###', 1], ['0##0##0', 0], ['1##1##1', 1]]\n", + "\n", + "DMC : \n", + "[['1#10100', 0], ['00#0##0', 0], ['0##00##', 0], ['#110001', 0], ['#0000##', 0], ['#01#010', 0], ['#0#0#00', 0], ['##00000', 0], ['#0#00#0', 0], ['#010##0', 0], ['1000#0#', 0], ['1#00101', 0], ['01##000', 0], ['1##111#', 1], ['#011000', 1], ['#001101', 1], ['#11#1#1', 1], ['1#01##1', 1], ['00##101', 1], ['1###111', 1], ['##1111#', 1], ['1#01#1#', 1], ['11#11##', 1], ['#111#1#', 1], ['#111##1', 1], ['0#1#1#1', 1], ['1101###', 1], ['##1#111', 1], ['11#1##1', 1], ['#0#0100', 0], ['00#001#', 0], ['0#000##', 0], ['00#00#1', 0], ['0#00##0', 0], ['#000#00', 0], ['11011#0', 1], ['11010#1', 1], ['#11111#', 1], ['11#1#1#', 1], ['1#0111#', 1]]\n", + "\n", + "COE_1 : \n", + "[['0##000#', 0], ['0#00##0', 0], ['0#00#0#', 0], ['#10010#', 0], ['##001#0', 0], ['00#0#0#', 0], ['0##0#01', 0], ['#1#0101', 0], ['#000##0', 0], ['00##100', 0], ['00101##', 0], ['#0000##', 0], ['0##0110', 0], ['#1#0110', 0], ['01##000', 0], ['00#01#0', 0], ['##111#1', 1], ['11##0#1', 1], ['##1111#', 1], ['110#01#', 1], ['1##1011', 1], ['11###11', 1], ['##1#011', 1], ['#111##1', 1], ['10010#0', 1], ['0#11##1', 1], ['1#0101#', 1], ['#1#11#1', 1], ['01#111#', 1], ['#11##11', 1], ['###1101', 1], ['101#1#1', 1], ['#0#1011', 1], ['10##101', 1], ['101#11#', 1], ['#1##111', 1], ['#10110#', 1], ['01011##', 1], ['##11#11', 1], ['001100#', 1], ['11#1##1', 1], ['0000##0', 0], ['#0001#0', 0], ['0#0000#', 0], ['1#00110', 0], ['#000001', 0], ['0#000#0', 0], ['1#11#11', 1]]\n", + "\n", + "COE_2 : \n", + "[['01#0#11', 0], ['#1000##', 0], ['00##110', 0], ['00##000', 0], ['##0#0#0', 0], ['00#0#00', 0], ['0##0111', 0], ['00101##', 0], ['0100###', 0], ['0010#0#', 0], ['00#000#', 0], ['0#0011#', 0], ['##0000#', 0], ['00#011#', 0], ['100#00#', 0], ['#1##010', 0], ['#1#001#', 0], ['#00##00', 0], ['00#01#0', 0], ['11##11#', 1], ['###1011', 1], ['##1110#', 1], ['1###111', 1], ['101###1', 1], ['1#11##1', 1], ['1#1##01', 1], ['#111##1', 1], ['##11#01', 1], ['1##1#11', 1], ['##110#1', 1], ['#001#11', 1], ['0##10#1', 1], ['#11#10#', 1], ['#11##01', 1], ['#1#10#1', 1], ['#1111##', 1], ['001011#', 0], ['01001##', 0], ['0#00##0', 0], ['1#111##', 1], ['#1111#0', 1], ['10#1#11', 1], ['#0#1011', 1]]\n", + "\n", + "MM401 : \n", + "[['1#10###', 0], ['1###1#1', 0], ['1##01##', 0], ['1#1#11#', 0], ['11#0###', 0], ['1#1###1', 0], ['11####1', 0], ['0####00', 1], ['0#0###0', 1], ['###10#0', 1], ['#00#0#0', 1], ['###1#00', 1], ['0###0#0', 1], ['##01##0', 1]]\n" + ] + } + ], "source": [ - "# investigating the pattern of shuffling\n", + "anni_gen = {}\n", + "maintenance = {}\n", + "for item in automata_output_list:\n", + " anni_gen[item] = annihilation_generation_rules(automata_output_list[item])\n", + " maintenance[item] = maintenance_rules(automata_output_list[item])\n", "\n", - "# from itertools import permutations\n", - "# import random\n", + " # let's verify that the annihilation and generation rules combined with maintenance rules return the original rule\n", + " combo = []\n", + " combo = anni_gen[item] + maintenance[item]\n", + " combo_node = BooleanNode.from_partial_lut(combo)\n", + " parent_node = BooleanNode.from_output_list(automata_output_list[item])\n", "\n", - "# # Without shuffling\n", - "# elements = [1, 2, 3, 4]\n", - "# # print(\"Without shuffling:\")\n", - "# # for perm in permutations(elements):\n", - "# # print(perm)\n", + " assert (\n", + " combo_node.outputs == parent_node.outputs\n", + " ), \"Maintenance rules combined with annihilation and generation rules do not return the original rule. \"\n", "\n", - "# # With shuffling\n", - "# print(\"\\nWith shuffling:\")\n", - "# for perm in permutations(elements):\n", - "# perm = list(perm)\n", - "# random.shuffle(perm)\n", - "# print(perm)\n" + " print(f\"\\n{item} : \\n{maintenance[item]}\")" ] }, { @@ -2141,7 +2190,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -2178,16 +2227,17 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "6.44e+27 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", - "[0.5029, 0.504, 0.505, 0.4962, 0.4959, 0.5031, 0.4957, 0.5013, 0.0, 0.5, 0.0, 0.5002, 0.5007, 0.4975, 0.5022, 0.4993, 0.5003, 0.4967, 0.4968, 0.4988, 0.5019, 0.5032, 0.5017, 0.4916, 0.0, 0.4964, 0.0, 0.4977, 0.5002, 0.5065, 0.5016, 0.4896, 0.4961, 0.5106, 0.5023, 0.4986, 0.5003, 0.5021, 0.5008, 0.5022, 0.0, 0.5059, 0.0, 0.4991, 0.4954, 0.5003, 0.5061, 0.5038, 0.5032, 0.5022, 0.4972, 0.503, 0.5063, 0.502, 0.4934, 0.5002, 0.0, 0.4977, 0.0, 0.5036, 0.4973, 0.5034, 0.4911, 0.5053, 0.4911, 0.4949, 0.4886, 0.4975, 0.4954, 0.4944, 0.4941, 0.5058, 0.0, 0.4991, 0.0, 0.5036, 0.5047, 0.5009, 0.5067, 0.5038, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.5039, 0.0, 0.5057, 0.4999, 0.498, 0.5084, 0.4982, 0.496, 0.5009, 0.4979, 0.5035, 0.4952, 0.5028, 0.5033, 0.4938, 0.0, 0.496, 0.0, 0.5071, 0.5049, 0.4988, 0.493, 0.507, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.4971, 0.0, 0.4992, 0.4967, 0.4956, 0.4993, 0.5007]\n", - "Total average probability for generated values for rows without fixed values: 0.5.\n" + "[0.5097, 0.4992, 0.4956, 0.5029, 0.5012, 0.5002, 0.5004, 0.502, 0.0, 0.4961, 0.0, 0.4929, 0.5018, 0.5018, 0.492, 0.5011, 0.501, 0.5046, 0.502, 0.4966, 0.5075, 0.5017, 0.5114, 0.4986, 0.0, 0.4914, 0.0, 0.5005, 0.5019, 0.4953, 0.5031, 0.4943, 0.5058, 0.5012, 0.504, 0.5042, 0.5051, 0.4963, 0.5005, 0.5014, 0.0, 0.502, 0.0, 0.5022, 0.5018, 0.4949, 0.496, 0.4984, 0.5024, 0.5044, 0.5034, 0.4983, 0.5035, 0.4871, 0.4991, 0.495, 0.0, 0.5102, 0.0, 0.4922, 0.4961, 0.5009, 0.5019, 0.4998, 0.5008, 0.4973, 0.4937, 0.4937, 0.5065, 0.5081, 0.4995, 0.4996, 0.0, 0.4963, 0.0, 0.5105, 0.5066, 0.4989, 0.5055, 0.5033, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.4966, 0.0, 0.4994, 0.5007, 0.5, 0.4973, 0.496, 0.4939, 0.5055, 0.4977, 0.4976, 0.4955, 0.5001, 0.4956, 0.5064, 0.0, 0.5025, 0.0, 0.4976, 0.503, 0.4989, 0.4987, 0.4992, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.486, 0.0, 0.5038, 0.499, 0.4916, 0.5068, 0.4954]\n", + "Total average probability for generated values for rows without fixed values: 0.5.\n", + "Total rules generated:10000\n", + "Unique rules generated:10000\n" ] } ], @@ -2201,77 +2251,29 @@ "This function tallies the number of 1s and 0s for each row of the generated LUT across all the generated LUTs and returns the normalized average for the output of each row. \n", "Values closer to 0.5 are equally likely to be 0 or 1. \n", "\"\"\"\n", - "nodes_from_bias = node.generate_with_required_bias(bias=0.5, verbose=True)\n", - "\n", - "check_spread_randomness(nodes_from_bias, iterations=10000)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6.44e+27 possible permutation(s) with a bias of 0.5. This is the closest bias less than or equal to the required bias of 0.5.\n", - "Total rules generated:10000\n", - "Unique rules generated:10000\n" - ] - } - ], - "source": [ - "nodes_from_bias = node.generate_with_required_bias(bias=0.5, verbose=True)\n", "\n", + "check_spread_randomness(nodes_from_bias, iterations=10000)\n", "check_for_duplicates(nodes_from_bias, iterations=10000)" ] }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No. of '?' in output = 96.\n", - "Returning a generator of nodes with effective connectivity within 0.01 of 0.375.\n", - "[0.04, 0.02, 0.05, 0.03, 0.04, 0.07, 0.03, 0.07, 0.0, 0.03, 0.0, 0.03, 0.05, 0.04, 0.05, 0.04, 0.05, 0.06, 0.01, 0.05, 0.04, 0.04, 0.01, 0.06, 0.0, 0.03, 0.0, 0.09, 0.05, 0.03, 0.05, 0.03, 0.06, 0.05, 0.07, 0.05, 0.02, 0.04, 0.01, 0.06, 0.0, 0.03, 0.0, 0.03, 0.01, 0.01, 0.04, 0.04, 0.03, 0.03, 0.06, 0.06, 0.04, 0.05, 0.05, 0.03, 0.0, 0.05, 0.0, 0.07, 0.03, 0.07, 0.03, 0.02, 0.08, 0.07, 0.02, 0.09, 0.05, 0.02, 0.03, 0.02, 0.0, 0.03, 0.0, 0.07, 0.03, 0.02, 0.06, 0.04, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.05, 0.0, 0.07, 0.04, 0.03, 0.05, 0.04, 0.07, 0.05, 0.04, 0.05, 0.05, 0.05, 0.07, 0.03, 0.0, 0.05, 0.0, 0.04, 0.02, 0.02, 0.05, 0.02, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.1, 0.0, 0.06, 0.02, 0.04, 0.05, 0.03]\n", - "Total average probability for generated values for rows without fixed values: 0.04322916666666667.\n" - ] - } - ], - "source": [ - "nodes_from_ec = node.generate_with_required_effective_connectivity(\n", - " effective_connectivity=0.375, shuffle=True, verbose=True\n", - ")\n", - "\n", - "check_spread_randomness(nodes_from_ec, iterations=100)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "No. of '?' in output = 96.\n", - "Returning a generator of nodes with effective connectivity within 0.01 of 0.375.\n", + "[0.02, 0.05, 0.06, 0.02, 0.02, 0.05, 0.06, 0.05, 0.0, 0.0, 0.0, 0.05, 0.06, 0.04, 0.05, 0.04, 0.02, 0.05, 0.04, 0.06, 0.03, 0.02, 0.07, 0.05, 0.0, 0.05, 0.0, 0.02, 0.05, 0.04, 0.06, 0.03, 0.02, 0.04, 0.07, 0.03, 0.07, 0.04, 0.03, 0.08, 0.0, 0.02, 0.0, 0.05, 0.09, 0.07, 0.04, 0.04, 0.04, 0.03, 0.04, 0.01, 0.09, 0.05, 0.07, 0.07, 0.0, 0.04, 0.0, 0.08, 0.01, 0.04, 0.06, 0.06, 0.07, 0.06, 0.06, 0.04, 0.02, 0.02, 0.03, 0.03, 0.0, 0.0, 0.0, 0.06, 0.02, 0.04, 0.06, 0.04, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.07, 0.0, 0.05, 0.03, 0.06, 0.05, 0.02, 0.03, 0.07, 0.03, 0.07, 0.02, 0.03, 0.07, 0.07, 0.0, 0.06, 0.0, 0.04, 0.05, 0.05, 0.04, 0.03, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.06, 0.0, 0.06, 0.03, 0.03, 0.02, 0.02]\n", + "Total average probability for generated values for rows without fixed values: 0.04521276595744681.\n", "Total rules generated:100\n", "Unique rules generated:100\n" ] } ], "source": [ - "nodes_from_ec = node.generate_with_required_effective_connectivity(\n", - " effective_connectivity=0.375, shuffle=True, verbose=True\n", - ")\n", - "\n", + "check_spread_randomness(nodes_from_ec, iterations=100)\n", "check_for_duplicates(nodes_from_ec, iterations=100)" ] }, From 590816f7cbd37df57b308b974a3c093a3bc6c40d Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Mon, 15 Jul 2024 19:59:19 -0400 Subject: [PATCH 19/61] added schema generator and plotting tools --- automata/schema_search_tools.py | 480 ++++++++++++++++++++++++++++++++ 1 file changed, 480 insertions(+) diff --git a/automata/schema_search_tools.py b/automata/schema_search_tools.py index 35878e9..eab1b86 100644 --- a/automata/schema_search_tools.py +++ b/automata/schema_search_tools.py @@ -1,5 +1,8 @@ +import random +from matplotlib import pyplot as plt from cana.boolean_node import BooleanNode import pandas as pd +from automata.automata_rules import automata_output_list # list of useful functions for the schema search @@ -200,3 +203,480 @@ def maintenance_rules(output_list): raise ValueError("Rule output must be 0 or 1") maintenance_rules = schemata return maintenance_rules + + +def filter_for_ke(generated_nodes, ke, original_ke, epsilon=0.01): + """ + Filter for nodes that are within epsilon of the desired effective connectivity. + + Args: + generated_nodes (iterator): List of generated nodes. + ke (float): Desired effective connectivity. + epsilon (float): Tolerance for effective connectivity. + + Returns: + generated_node (BooleanNode): Node that is within epsilon of the desired effective connectivity. + + """ + generated_node = None + closest_node = None + closest_ke = None + + for node in generated_nodes: + if closest_node is None: + closest_node = node + closest_ke = node.effective_connectivity() + smallest_gap = abs(ke - original_ke) + else: + ke = node.effective_connectivity() + gap = abs(ke - original_ke) + if gap < smallest_gap: + closest_node = node + smallest_gap = gap + closest_ke = ke + + if smallest_gap < epsilon: + generated_node = node + yield generated_node + + if generated_node is None: + print( + f"None found within epsilon. Closest Effective Connectivity: {closest_ke}" + ) + generated_node = closest_node + yield generated_node + + +def filter_for_bias(generated_nodes, bias, original_bias, epsilon=0.01): + """ + Filter for nodes that are within epsilon of the desired bias. + + Args: + generated_nodes (iterator): List of generated nodes. + bias (float): Desired bias. + epsilon (float): Tolerance for bias. + + Returns: + generated_node (BooleanNode): Node that is within epsilon of the desired bias. + + """ + generated_node = None + closest_node = None + closest_bias = None + + for node in generated_nodes: + if closest_node is None: + closest_node = node + smallest_gap = abs(node.bias() - original_bias) + else: + bias = node.bias() + gap = abs(bias - original_bias) + if gap < smallest_gap: + closest_node = node + smallest_gap = gap + closest_bias = bias + + if smallest_gap < epsilon: + generated_node = node + yield generated_node + + if generated_node is None: + print(f"None found within epsilon. Closest Bias: {closest_bias}") + generated_node = closest_node + yield generated_node + + +def shuffle_wildcards_in_schemata(schemata): + """ + Shuffle the wildcards in each line of the schemata. + + Args: + schemata (list): List of schemata. + + Returns: + shuffled_schemata (list): List of shuffled schemata. + + """ + shuffled_schemata = [] + for schema, output in schemata: + schema = list(schema) + random.shuffle(schema) + schema = "".join(schema) + shuffled_schemata.append([schema, output]) + return shuffled_schemata + + +def collect_data_from_generator(node_generator, limit=1000, name=None, verbose=False): + """ + Collect data from a node generator until it is exhausted or reaches the limit. + + Args: + node_generator (iterator): Node generator. + limit (int): Limit of nodes to generate. + name (str): Name of the node. + verbose (bool): Verbose output. + + Returns: + generated_nodes (list): List of generated nodes. + node_bias (list): List of node biases. + node_ke (list): List of node effective connectivities. + count (int): Number of nodes generated. + """ + + nodes = node_generator + count = 0 + node_bias = [] + node_ke = [] + generated_nodes = [] + + while True: + try: + node = next(nodes) + generated_nodes.append(node) + node_bias.append(node.bias()) + node_ke.append(node.effective_connectivity()) + count += 1 + if count == limit: + if verbose: + print(f"Generated {count} nodes for {name}") + break + except StopIteration: + if verbose: + print(f"Generated {count} nodes for {name}") + break + return generated_nodes, node_bias, node_ke, count + + +def combine_output_lists( + first_priority_outputs, second_priority_outputs, fill_missing_output_randomly=False +): + """ + Combine two lists of outputs. Outputs from the first list are given priority. + + Args: + first_priority_outputs (list): List of first priority outputs. + second_priority_outputs (list): List of second priority outputs. + + Returns: + combo_outputs (list): List of combined outputs. + + """ + # check if both output lengths are the same + if len(first_priority_outputs) != len(second_priority_outputs): + raise ValueError("Both output lists must be of the same length.") + combo_outputs = ["?"] * len(first_priority_outputs) + + for i in range(len(first_priority_outputs)): + combo_outputs[i] = ( + first_priority_outputs[i] if first_priority_outputs[i] != "?" else "?" + ) + if combo_outputs[i] == "?": + if fill_missing_output_randomly: + combo_outputs[i] = ( + second_priority_outputs[i] + if second_priority_outputs[i] != "?" + else random.choice( + ["0", "1"] + ) # this will fill the missing outputs randomly + ) + else: + combo_outputs[i] = ( + second_priority_outputs[i] + if second_priority_outputs[i] != "?" + else "?" # this will keep the missing outputs as '?' + ) + return combo_outputs + + +def shuffle_and_generate( + automata_output_list: dict, + shuffle: str = "schemata", + combine: str = "outputs", + limit=None, +): + """ + Shuffle the schemata and generate new nodes. + + Args: + automata_output_list (dict): Dictionary of automata outputs. + shuffle (str): Type of shuffle. Can be 'schemata' or 'maintenance'. + combine (str): Type of combine. Can be 'schemata' or 'outputs'. + limit (int): Limit of nodes to generate. + + Returns: + A generator of shuffled nodes. + """ + + # get all relevant parent rule data + parent_node = BooleanNode.from_output_list(automata_output_list) + + while True: + if shuffle == "schemata": + shuffled_schemata = shuffle_wildcards_in_schemata( + parent_node.schemata_look_up_table().values.tolist() + ) + shuffled_node = BooleanNode.from_partial_lut( + shuffled_schemata, fill_clashes=True, fill_missing_output_randomly=True + ) + yield shuffled_node + + elif shuffle == "maintenance": + # get the annihilation generation rules and maintenance rules + anni_gen_schemata = annihilation_generation_rules(automata_output_list) + maintenance_schemata = maintenance_rules(automata_output_list) + + # shuffle schemata and combine with annihilation generation rules + shuffled_schemata = shuffle_wildcards_in_schemata(maintenance_schemata) + + # combine the schemata TODO: [SRI] combine via schemata and ensure that first priority schemata are maintained + if combine == "schemata": + # combining the shuffled schemata with the annihilation generation rules doesn't preserve the annihilation generation rules in the current version of the code. + combo = ( + anni_gen_schemata + shuffled_schemata + ) # put anni_gen first because clashing outputs will prefer the first one. this will prefer annihilation generation in the shuffled nodes. + shuffled_node = BooleanNode.from_partial_lut( + combo, fill_clashes=True, fill_missing_output_randomly=True + ) + yield shuffled_node + elif ( + combine == "outputs" + ): # NOTE: [SRI] This is option preserves the annihilation generation rules in the shuffled nodes. But needs to be tested more. + # combine the outputs + anni_gen_lut_outputs = BooleanNode.from_partial_lut( + anni_gen_schemata + ).outputs + shuffled_lut_outputs = BooleanNode.from_partial_lut( + shuffled_schemata, fill_clashes=True + ).outputs + combo = combine_output_lists( + anni_gen_lut_outputs, + shuffled_lut_outputs, + fill_missing_output_randomly=True, + ) + shuffled_node = BooleanNode.from_output_list(combo) + yield shuffled_node + + else: + raise ValueError( + "Invalid shuffle type. Must be 'schemata' or 'maintenance'." + ) + + if limit is not None: + if limit == 0: + break + limit -= 1 + # yield shuffled_node + + +def min_max_and_parent_rule_values( + automata_output_list: dict, values: dict, parent_value_type: str = "ke" +): + """ + Get the min and max values for the histograms and the parent rule values. + + Args: + automata_output_list (dict): Dictionary of automata outputs. + values (dict): Dictionary of node values. + parent_value_type (str): Type of parent value. Can be 'ke' or 'bias'. + + Returns: + min_max (list): List of min and max values for the histograms. + parent_rule_values (dict): Dictionary of parent rule values. + + """ + + min_max = [] + parent_rule_values = {} + for item in automata_output_list: + parent_node = BooleanNode.from_output_list(automata_output_list[item]) + if parent_value_type == "ke": + parent_rule_values[item] = parent_node.effective_connectivity() + elif parent_value_type == "bias": + parent_rule_values[item] = parent_node.bias() + else: + print("Invalid parent_value_type. Must be 'ke' or 'bias'.") + + min_max.append(min(values[item])) + min_max.append(max(values[item])) + + min_max.append(min(parent_rule_values.values()) * 0.98) + min_max.append(max(parent_rule_values.values()) * 1.02) + min_max = [min(min_max), max(min_max)] + return min_max, parent_rule_values + + +def plot_hist( + generated_node_values, + value_type=None, + no_of_columns=4, + title=None, + save=False, + filename=None, +) -> None: + """ + Plot histogram of generated node values. + + Args: + generated_node_values (dict): Dictionary of generated node values. + value_type (str): Type of value to plot. Must be 'ke' or 'bias'. + no_of_columns (int): Number of columns in the plot. + + Returns: + None + + """ + + if value_type == "ke": + parent_rule_label = "Parent Rule $K_e$" + xlabel = "Effective Connectivity" + ylabel = "Count" + elif value_type == "bias": + parent_rule_label = "Parent Rule Bias" + xlabel = "Bias" + ylabel = "Count" + elif type(value_type) is not str and value_type not in ["ke", "bias"]: + xlabel = value_type + ylabel = "Count" + else: + raise ValueError("Invalid value_type. Must be 'ke' or 'bias'.") + if title is None: + title = f"Distribution of Generated {value_type.capitalize()} Values" + + total_plots = len(generated_node_values) + no_of_rows = int((total_plots / no_of_columns) + 1) + # plot hist ke in subplots + fig, axs = plt.subplots(no_of_rows, no_of_columns, figsize=(25, 15)) + fig.suptitle( + title, + fontsize=25, + ) + min_max, parent_rule_values = min_max_and_parent_rule_values( + automata_output_list, generated_node_values, parent_value_type=value_type + ) + for i, rule in enumerate(generated_node_values): + ax = axs.flatten()[i] + # make each subplot axes equal in value range + ax.set_xlim(min_max) + # ax.set_ylim(0, max_count) + + ax.hist(generated_node_values[rule], bins=100, color="blue", alpha=0.7) + ax.set_title(rule, fontsize=20) + ax.set_xlabel(xlabel) + ax.set_ylabel(ylabel) + ax.text( + 0.2, + 0.9, + f"Total Count: {len(generated_node_values[rule])}", + horizontalalignment="center", + verticalalignment="center", + transform=ax.transAxes, + fontsize=10, + ) + + if parent_rule_values and parent_rule_label: + # plot parent rule value as a line + ax.axvline( + parent_rule_values[rule], + color="red", + linestyle="--", + label=f"{parent_rule_label}: {parent_rule_values[rule]:.2f}", + ) + # ax.text( + # parent_rule_values[rule], + # .5, + # f"{parent_rule_values[rule]:.2f}", + # rotation=90, + # fontsize=10, + # ) + + ax.legend(fontsize="large") + + plt.tight_layout() + plt.subplots_adjust(top=0.92) + if save: + plt.savefig(filename) + plt.show() + + +def plot_scatter( + first_values, + second_values, + label: list[str, str] = ["ke", "bias"], + no_of_columns=4, + title=None, + save=False, + filename=None, +) -> None: + """ + Plot scatter plot of generated rules. + + Args: + first_values (dict): Dictionary of first values. + second_values (dict): Dictionary of second values. + label (list): List of labels. Must be 'ke' or 'bias'. + no_of_columns (int): Number of columns in the plot. + + Returns: + None + + """ + if label[0] == label[1]: + raise ValueError("Invalid labels. Must be different.") + if label[0] == "ke": + xlabel = "$K_e$" + if label[1] == "bias": + ylabel = "Bias" + + elif label[0] == "bias": + xlabel = "Bias" + if label[1] == "ke": + ylabel = "$K_e$" + else: + raise ValueError("Invalid labels. Must be 'ke' or 'bias'.") + + if title is None: + title = f"Scatter plot of {xlabel} and {ylabel} of generated rules." + + total_plots = len(first_values) + no_of_rows = int((total_plots / no_of_columns) + 1) + + fig, axs = plt.subplots(no_of_rows, no_of_columns, figsize=(25, 15)) + fig.suptitle( + title, + fontsize=25, + ) + min_max_x, parent_rule_values_x = min_max_and_parent_rule_values( + automata_output_list, first_values, parent_value_type=label[0] + ) + min_max_y, parent_rule_values_y = min_max_and_parent_rule_values( + automata_output_list, second_values, parent_value_type=label[1] + ) + # plot scatter if first value and second value for + rules = list(first_values.keys()) + for i, rule in enumerate(rules): + ax = axs[int(i / no_of_columns), i % no_of_columns] + + ax.scatter( + first_values[rule], + second_values[rule], + label=f"Rule {rule}", + alpha=0.5, + ) + + ax.set_title(f"Rule {rule}") + ax.set_xlabel(xlabel) + ax.set_ylabel(ylabel) + ax.grid() + ax.set_xlim(min_max_x) + ax.set_ylim(min_max_y) + + # plot parent rule values + ax.scatter(parent_rule_values_x[rule], parent_rule_values_y[rule], c="red") + ax.legend() + + for i in range(total_plots, no_of_columns * no_of_rows): + fig.delaxes(axs[int(i / no_of_columns), i % no_of_columns]) + plt.tight_layout() + if save: + plt.savefig(filename) + plt.show() From 59d92585f7e7f6a1634ce4b013149c3ce34844be Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Mon, 15 Jul 2024 19:59:38 -0400 Subject: [PATCH 20/61] Code cleanup --- cana/boolean_node.py | 1 - 1 file changed, 1 deletion(-) diff --git a/cana/boolean_node.py b/cana/boolean_node.py index 366bcb2..a2f7b90 100644 --- a/cana/boolean_node.py +++ b/cana/boolean_node.py @@ -1006,7 +1006,6 @@ def from_partial_lut( def generate_with_required_bias( self, bias=None, - effective_connectivity=None, verbose=False, *args, **kwargs, From 02e66ff520f6db295f2fe7024476e1e455ee4b04 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Mon, 15 Jul 2024 20:00:10 -0400 Subject: [PATCH 21/61] plots to check distribution of shuffled schemata generator --- ... from anni_gen and shuffled maintenance.png | Bin 0 -> 174615 bytes ... rules generated from shuffled schemata.png | Bin 0 -> 151832 bytes ... from anni_gen and shuffled maintenance.png | Bin 0 -> 159865 bytes ... rules generated from shuffled schemata.png | Bin 0 -> 140346 bytes ...nerated rules from shuffled maintenance.png | Bin 0 -> 248112 bytes ... generated rules from shuffled schemata.png | Bin 0 -> 573327 bytes 6 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 automata/plots_of_ke_bias_with_shuffled_schemata/Bias for rules generated from anni_gen and shuffled maintenance.png create mode 100644 automata/plots_of_ke_bias_with_shuffled_schemata/Bias for rules generated from shuffled schemata.png create mode 100644 automata/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from anni_gen and shuffled maintenance.png create mode 100644 automata/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from shuffled schemata.png create mode 100644 automata/plots_of_ke_bias_with_shuffled_schemata/Scatter plot of $K_e$ and Bias of generated rules from shuffled maintenance.png create mode 100644 automata/plots_of_ke_bias_with_shuffled_schemata/Scatter plot of $K_e$ and Bias of generated rules from shuffled schemata.png diff --git a/automata/plots_of_ke_bias_with_shuffled_schemata/Bias for rules generated from anni_gen and shuffled maintenance.png b/automata/plots_of_ke_bias_with_shuffled_schemata/Bias for rules generated from anni_gen and shuffled maintenance.png new file mode 100644 index 0000000000000000000000000000000000000000..a801cfbdc7a01aff72c49ed188d1736f8903749a GIT binary patch literal 174615 zcmeFZi96P7+ctbvDvea8A}URWh-Au;GG(4ghLEBRnaZrmoTR!)37O|9GGr(j3S}%M z5i%>8hp2Zy*SeqQ{oe2S{(*1XUfaFywU(vJ?{}W(aUA=x@B48EYN#n}TEAmGg+keM zN>NseLRnWup{(wtU4!qe(c`GV-^85d44k#?&pTf=bF`$WnmJ##v3ItyHs5u{($UG< z-tGvW7~f&uT~^M{mz~7<`ECFE2l(tAFYpV|C_cxBth=mu+KED;Gb4YkNRdvqrmUb) zPRYvXxJHeAy{f~|-o576g<;j>$B)adU|db(@j8f+G302C)z&f1W&?9`m1kA5@%uHm zDGROJp?q7uwe1uAn6c)T7iVSY=~skpp8E5ue(B0}+njp7dC&JfInO)>-#@uB_~O~s zpH$i#yRHTNkFS)VBTX(V{>Qfi0)(z_>iwVJPBA=tQ*_V&_)25?wCm3Q{OPpS!U3HB zue{@;)OKNjWxF3A6}9DDZs*MbaD8Ch931j_FDqbtHHV#m;aXxFaecH&pBUKKEw zm6c7TX6Kz6AN};nz?eDN@a>y7FGadNZ(h4bX-m`HP*YRGz0;$Ffu4R>xI z;@kTA*M6H==~-9;ItnhmZfn!&-2C(B&k{b90wJG2o(`;`?2?A<)w}mt&6TPsDOKKB zz2V#VINh;h$5^&+&)vK$(^c2pwMBZ-eJpixS)aqW!h5H7lFIe$Z2pYQOtZ6RV}HE} zN^5_VHvQzlo;^3ZmD@C^vxm0eD=dp;xP*d7mfaV^F1h2eur2r0kyWc!8Js!ux~680 zu&}UIXOVzm!9`zT+m2Y}2)@ID=B_7oB71v#n+h)JcfPo)9>4HDMw(*-6R*a@nx-at z{E^EpE^_tZhXkC5G^T%iVfOR$+i^(QWumuw!}L(|s=>yXb{EZnfV9MP{p>jXY!gKl zl{WH?l%P+gZbxcDSp7>&C8#Y^h9}8$$tLXhW3Ga~>nfR&gokF6<1?vuWAndE@5I1qOSu)igBUhMMCk*P5C%W}nAd+~2Qy z&w68fiY8}Uy1u&2gOB;v+L?!5#Kuy%xVRKgoqF{lT|d{MPhQBjg8>V1Vrt-B!Sl|v zk-kvraO;hDP)Q-1PxRP63gy6o1ICOY0cj7h#jdWd0j)Q74dn`GHpQ_*9`UcZdBy0%7ITH2T?EFfUI;r;>j!)BE0VLDnN}shs5l z1%A^qva&QKE~9HGmz|s}=$8I@|H6M$*tFrhM@O5V+n$M>6FhQcVrju?@7}$;#KcZ} zN=r$x2QwY2#L=0+! z-)gbk6owfqwk=z(WBEsmbg(^*&uu>6h>BvPTuV>q;WH|V{k5CXddmUvoo~bxRznYC@F%^nsO_NmB$v*F#l>c)ZhPlBcY zE@}HGa;9}@X=zopyNrJPa9Rwzcyng7z3)e1H&geE%RMXiaB{ln?f2p=%Z_^Tq}og? zFhKFhbpIno9A^KL_RasVRnoDgS-ZBc>FLSCg4`oC`Z!C!f4+Fr(9q`aHXtn-F)>l_ z^y$;h%39x-=ei>zr95Uc?kL6iOxv1bdqgrW;M0vqOpdu`?*1ohY3*dKBJWbrl53&B zYgD8WrKY5`)nAjBOIVm`YoP3s_Q0>6*DS}b@OpZAnO(ZHfs>Qdz|b(x?rRAxE$z#U z)6ag5SNz>`;DEyUa-=TBy<2$=a*li2w4_W`EcMG!=|2I{ zk{*@s-fc=sN)n7&^%9X>y|8lS$_H67`N(J)M#WoqiaTF>_UuSQL&LY8p6ia%RtRNh>}EZ3UM2EN)7P)YKbI_R`|=nV7|!AVyDrbPlieWCC?B%J z>Qm0{F89$xOACWB+?!tSz?+^gHn*@4xcbwGL@@GDPF~)PhzRBrCr(_R`)QoGpogPK zvtRWQ4F?BDTgK^a0|NsHvy&Cx%Q;tm7?yf2X#Fg0sr~R!z@lmn2{*09yJ=<_3JRu(H1X_>oCUN{U6uik^wzM@1+R^n$@dcVKwoTIRyp2c#-{TQ2{wQhpBa(*=piGeH z@x$qsI`Q`V_wN0|;fvEwRznW<&CPX4Ejj+g;zV_6G!*dM_Dk=xMyc1Y{pqL!yT?oJKYSRFUB0+J^Gu;% zS(zjv=bu>Geq>DqpRtz5v2*9neM5Gsx|ChE-$`;}db$b=fBDxp8R{h0D9bwp+Q-Z@ z%@saAZP}(ASOmw=p2s5g=G8%rEaJ`wOG``7+S+ciu&@vn6^(V98h9w~!mSn~m6@}# zdN9}D-@oDar1_(TsX?9w^=-d34N*Hto|5ufd|6$+`uzFxy)!@Nx_uO6WUd=7a2+8< z)|guDwr{jxvgT?Fx1(f)o}Tf3FLqL~ah`wS@osNFa`*0C4erp+PNNLd3ihuhE;sRF zDk>`9Mn-~g6nZOtH*ix=8b2zRiYVCG(%PDP@dLN>P}2%EHMPS>j-13F5HPQzWfOCh zO`s~dIQxujjHb!b?oY9oG((~%`RM6OOl3x0a??X$F9gK zD$-sV`}EZDtKQh+%qZEC(y}r$OUu=lE?pu)$>BY37CCeJRKHj>V>PuUhU>T8F`qw6 z>y0nfaf*p;@AjJ8=|1=K(6-;q92+jYkJ3EWXi~k)6m* zsk^GITdw^CuaC4SWteZZLP0^{;iE_7cjCJ>z16{CQBfJr$E<#PE9(XxP3RvS#MAGj z-MrZ^A|k>yGdOcB5xNU3i zEtrr?* zUkVuq7}?oP(u}Z%TX}hTzYkn8H{WCPIZtj_SX*C9>s}MWH*r)qS#77;cvqR_z-})i z>ILbPi(RE|7YFZ0NAo>fqVnk1sq%Q4043I`in#tdE3+poCBGai%CvRs)(7E7czIQj zWuDi4nHc;0j62ikR7-6%w~wXRah+;?#07;7JXLm*R z;p`xj3T|`2@*7ktwbOF@_U-HHBlwwVWXeY6uDR~$fxz5yQxuCMNuH@%f zcZKQY%a`vy&c1&Add|7GTd9Swk-b&}lO}#CzdGJ^0*g^us>B{&Xy46*v!i+5dtYde zUZ!EHC)>vDg0ij?y>gM38iPA1#}RlYkqcIi(oDg@!P~^IjHMi|`1$q4hEu0bU5tsC zR2+;S%RX18*EO$3FXV(YmB)9?@q56xp`n8!rfb)(-ObId6!o{O%;QFOc6R49mX+Yb z`m!hWaUr8lZ+~3=v*h*)wbiT(QOpSJ=W;K*B=?Hk*D?=%tFF@GO2;{@v(ex~;nBKe z^_cZvUtHCHXpeL3iyFSkHZ_i=p{vUzv9GnIMa!VVyR1b**-l%|L1!Z7*|TStXGV0X zbxVUWKI^Ysxw5{oFHt#S{f*cK3;tur&bSUfxvG<;{(JVvne$SXUVn}A&IO)5cW$pp z_Ku?$Y0b>c*4OJtU-FA9(t7fH6~K3TQ-S=~`Pmoa<@bvt_Ke%NrD&cwe?F;YX>xM% zR^YY++zs_O)J3in=8@fxdD6b;?%2LP_3(RP5s?V7B$UEie8wdQdH)gwo6iO)tiNN5 z;qSuY;`&0nuUe0ixqs`m&h2RvV`8N82ncARsHC(k*xK6qB1XA7H+PhFYf;TZ%-7Pf zGvN7jvKHeKHZb$OSY zP>ba+Up{;-&f;x*JF}jiUXjn=@=x2;?Ckiu+y-}&R_RAa0nc2CqQ~MiSIO1!J3~WO z6O!86+VhKxl`Sn>@zOG$o)VN@e0-Z%t=(LOmmt+K(vvhpKZA>kL}lgVRvhe*xBc>* zdg@HrvIhG;58=s~nas=4XvP>rJx-oHDP+||xpU{vVF7_x&n`4x?yK4KePCcE6x>Sg;dDMp5&{X=OAI&Rw{0;Ai@S z2MkftKJ3Sv9oo^~CQc!3v2x1azU$Wez&f?uggV6 zMJYPvNIPe-Y7`0&56}Gk{L6-hjRFD!7c-OhB&$6+fwh{Pn%W(v`0dA!P3Rx@9ym}R zwPBH@numwYR^q=^&lwpRX#nA}u&{ia{qec5FMop$CHzp=@Y|N%1^2pl2z(9j?&tjzoK&E(~zkl8|Hu{rZXG2wAZK%WG`<)cIFGKO6 zQYUV%*>u?E(_!BQuZe2rd4LwnE~l$k70TRaG&D4>fdmO?|8jFJT^xR+sP~d68ylNW z2a}}x^h+QZ3T0;G!%dWMlXB0~=OyU3Z|5opxb#a-K7gM)Yh@KsRVCY5>ZU!m&wTFZ z*MQK_+FXm;Dzl+rM$=V!d3l$|J_$@L_m(6jn-64o*B1OO-`)efz4GSfai6xGlaX1Gq!PIj z?Y#5YC(T61gYm49Ml2FLLcbEtV72AnU$5y1Ai>VKJj#Av zU0wYYZI0`&Z`bFeBO|vjEiIijGrNw6--AH#r{mE3&DMI}cww?%nY`oJ*M_fOccS%u zQ&)H5+_?nT+ffp3TLDul(QN7P748Y;kPaVCEjs`1kyTUd3eY`aj~@qn%>4`;97f?1 zaOjmqMC{qSSGM0$C0b%T`qm?qmt9@#A*>>PPoM54M|oTccyFjRna-}W=;^Od-On!2 znfNTbM9!ZSA9!))#|}qF$6r1E90*#iOxveH0v0vj3cJ0xC5PO;-BjdYAu29@f}SQJ zA>p4x+nIW?bdQ(KhZN0|w~yL)l?I}StUNdpIaSbZ@)`@$Gcb_UbCl=I#PW*c3s=AN zj;8F-IvT{l#AM!*a7wUjRC(`KS9kYH07~GcfS{lg^73mar2h*D36VqgLAO!gppE8u z>isdn-%J#AT&R5kNEe;OPDs`g$Foh!avb~X9I3{-BqNSySKRsj{TzboB@)%_?5ykj zuct+-&+_sPpM6O&D)-#Z$HxaC9l>(a&DHfKIxcH#>mtYgAXhf;nGgEEW@f5!Vz{n; z*3{HAkJ9aI%_1G_yLaHBf^h729XX<{GCDpUiq(z>fZOqP4PzOzCfi)f;@7+kkE2Kd zLtkGMs_@&Qhp}o&Scff|m>$-i=+eG;ksDN1Sa`S}&Y^CdxKjGX+#1k;hutR6MMif6 zP?0im=FA!7`#uDHuUkgS)f&(!7N2s=1SK8CMMYn>wr&I91;pE8aRbaoEV@Y1%ikzV z%gefkR{tRnrW z@IzS{Ta3wCx{zlNQ4LvtrJ3jK>3 z8dM1U?v=>O$~s|U65TnS#;)M)?Oh4}@D>(z!|Btf6Qvs8yrKV?ahmg4H@fYEBGSX` zUT9%_w;fP>5czYsHMz1;`Y&((rFJz@uf_Z&M*Xl7NxsesAJe3(`~Z7B_^%A>*RQV< z!WpW>fwYW%H2(Qna%XaTVrWEfNkd(olEI5Bwy9HtDDV9y`om6Tu44A(3rW9z^_+}! zR*#kl8~%KvU9#$lsKbe*!2tBD57PWsKOIW_i*z15+yTyVAUEsnXoR@Ax%oNwbEw{T zaxOHoNA`hiI%!aJ`6<%rL4eb@Y?mgpn9((!=q~rFcK-PBV*p_DHh>hGN3K6Nq98+m>&S)ov{)(g4s@Guqv-b8c9$FP9|vVa z9ns8>jXnM;*TP>V)EQ;r-s9wH0Ygul!iyi2M4bk1tCU3Wo301BC^$|&708PjwRpdi zDo;4h46k9n;y}mj2Yu7Ghl11E$L{6la;%o2Csa;kKA;FSFc1rP3$Qb|Ec%rFRM0g2 z0oAXf*`*UtgtG=)zGM~or$ipP5H3y!!eReIkPOy1Nlv*EWdKJmxBuy5N{2t?#<%>4 z<5o3|SuJzr7{lDpqjsI5J#X(H5FAF5+YLKl?re3hm@zma)`FyyT>9MaH1IXvW&Py zl8TWsRJ^Q!P;&4Pj-}K zmSa)7IZ`4<+J~><(NSgIWbSrbU1LDY^BkUw!^w#w?AQvh1U=v1-mml+FFR2BXK~bW zVBgM59iKn1!-jzxVg$mo%<{rkR|0Zcjyx;ua#yz7e)Q`}Bexc6A#d711;NNpo{Q7N zm8j~LEoks)(Hv3(r_MJ#+%3`=mcfES~^0YN#A)!3iexva zaWJ28ZF5V2f_2lo22p96yY#^P{+DK`IBpdu(}{9^&Q9pindceEfZh!N#u-Y|dll;& z8~LZaRD}Xo1^ESNwlyUixb3J~K@YUMXHNbMa!FI>84-cZkPy{K5ohIrGrBvf-bION z4gJ0>C zQJN63;y7^T4W+5!JQ*XTKNZeGgaZ#7(}CT)Ws<_)W>@?%75&bK3FLRm73YJB}VUWYU1-hP#byOPk?cqC@U@6vf< zzzK?f;Ds45f1XGkf>r9BrjuTZZE*zNPx!^wN`s!xbMEU^Lu0@FV;uz>=El3% zQiSX}S<>|~Z^-Tmd)$TovDyMd7D;qsiRK+aYAD*+L9ikRz3a*Tn+j}N6gf= zor?TMyJ-{kSVBBH5a19=2Se>IXFl|`zI;i6#>|-f7s-+uk&9I3`ED)V@v4uGq<)Xk|lrUJ@YZ_^JTx+3S{drAv> zB7|B7Z$x46($^K5K0tB)(ZRTFzY0Y|XzwhfD+BI#pjPijMQx0=^0EDtBlFYE%GNdn z$58JaqmH?~eJCT3-kW7ll&D^>yEksEBn=Ddo}XOq_eC}xDgtaQ`MFjxWBhw>6JdwKNZp~U*;@8Wt?0}GJp=EfJ%2X}k_ z-h_5UDZ=z)uGj3?X|`imHXd&ln?e&4H21g8+}b)2yB^qzerTJ&`#%ivS{r%=#N`Jq za1WMA+FDw5)KIL_{Nl)mbVly``ynGeg#=(&Ux9-wC_NjID06cSy1h`*<#tma>r4si zFz9d4>8pvx7s*lkJyOgmX?_v;GT`=Y9r4Dhz-^4)d|`^`yf>D(O(nHRFcL=t073OI z`W7x5t5pnNWuNEfuFz<^Cetd?TaXAjhIZXL&4pSaRixJ^^CcPbds}8sfg1*;%bjR6 z((&v<=%*r3h+9E_Xg@UB6LuEhq<5OoV;nCTG_UYkRid5O{j>XIM1s%l&G@j?=BaP5 zZh|FT5j*5s|K`oz1taG6Y`}xu=H%R50r1xG&g^oVnu3f=UALe^p=h){bpHM(OldGo zaj)R;9X7EzXLj8?Z?P1C+5I0HTYhVo$lTb2thdz^+y{?pcbwdYe7moPiKQPBGx&J; zZGR{Xuh|Q{6!H6}M=tmiUH6j~mO6ps+@tPNpkG*6-c%S9Fke(s64VOx86L?OJT0K> zxlt!+lC2fgzpf#3x)z6yUU`QWWC*kv!L2xQ8m^v{mtX8F4w=L-q~0#c1DEyd*DsBS z^6nnBRaLu0MD!E$tdxMOtNe=*^*r7jnpGVghBltN)sea^cgQ|);q~?R=aiJ(d0f-$ zm}MP3e@@MKi5rSap$@h#4yA2)S% zb*-NoZAsh!{z1p^idzVaz=@u@mD{#$`v;oYwIl>K%*69{6qQ@^Y+l9v*W^|{a$ewE zzu|M6)amkV6i{eqQ4@Rf_xHNlX2$bbgy8I|dVU3z&bRrjmDnF4x7Y!8XCwO8#3^)4 zn*kVTC=zay->DhO0A-3k*4dY~kV>+Xo0s=Nq~7e!rxGAbxB5sJ<(ypsF6=Pqz|7gE zq=4ynhi&iL4J9d}m6?G0va)GO)zDZB0{DCf_!&f<(x7#Bx#ZZ79}o$S2++xuaicRh zxK#RZI0r_uWbbqD*UG6YGecxM*%&QZ9UYxe7{Z56=_$@=Vi#IRS@;O-z*tOA zJIl(;n**~Ll)4IB`Ps=ebyHrBk%_4np@0r&BP4RdhMzlszD{D9jhR`0VATBRrH{A3 zaG@*PMY|HB!Y#b6)p9L|%c=2k5YZ`ZvCs^??<(%?oh1@XrOBd=jSaVDS%L9|i#K-B z3abBBo)dZ+fTN5?`_`K`ijcj()lqo_rGF0fF7ES^1Uc`PS~G09j+R#A(E#MF-cjU(A?W%K{}^GB)mV0sL4KovXB^*D~}x|)E^00n!F9%Tenk^|XUxkjsB^7+){ zkLt;Wr=O)&Sq3l$bV{y z{rYQkXD?V9H&U19=_v2tzc;tnPMe+_8XMy+&$2SozPCTC(Xv_AOCxgOVm-Pf%N<7P zTFIwzD$y>9x=*Kc3Q=|S(_WOVmLc8^kg|zdZaRb&fpAXI&oUy!FzB@1vo*RIuB;nw zTsxp1ebDw=6CS`bcOx zHpQgD=aZAae%(#=_}-j6rOKRTRJ=zx$ocYR4Kb;Ra$yB|c@S5T9(*me;oR-#V~0MK zT>0@x$-4gJhtV?vw#MBsHiZIl>=75=0eYbp43A~jcnh7=MZwLj)n&BSEe^41-B&3y z|3rXP?T&?o1wspmO2YX>4L_tVH>*8yH2@Wj%a%qNIa=rRzgC{K#NM8(K>!|9o)}ob z%s%H?zIpTJ`1$kuyS#tfHbjYSL#)ZQXBjsaJ6#B&V~tltI>>)iG5tIbSz@94d<$>H9`8BiY+1#xCq5{qBFcn#JZ3**=d@;@*e ztDf!HXFJTnpgUZkLFIT){m_VJo!N)&h@jxT?E{M2hiy@`GjhWGOKPuxokc4iSRKrq zo_{FlZF+s(N!H)F=Zrab#vBB>xUK9WeRAEOjEvFZ`}gm+2(=7e=k9MhXT+&`zkTqY zkS2%D`SOlE#@S#XsoAU~L9$lq>KUj0oLwVS_^z+F_wc2UynuGfV{ZD4X>9Rn8O*Uu z2KTbI=`6E<0t5n~9C5Kt--Lizh)%ZwrU^HIpm>JND(Z$K zEme6-mTL= zzp{c^SAac@FkB!E&rW`SD+-y{cQRVob_cP66%6vQ3+H7lk*ta=8Zd4QUl@|Wt31p4 zvuDp&+Q?`sM-1YTy9Pd7+>v4e`dhygwUP3 ze(hZ6EiB@5WTK{p-NCdsgl42^_4{+Vj1J|ETo}$97#!@wyIt%*t#aD!gV^(_si}#@ z(d>vz0Zwi%r`@b9q?Ou_GBGi6&mBxq`>MBH=W`6zMN)rGqN&PFo1OSO5;A96KFo6S z5BI$Xr`NycOI>e7T^f(e7LQfO5lPSvl)Mh;`f}H%Bz;saQPU_e5fBo(6%rCsvqJ)< z^BYVFa)19US9gtpaRS2k`34k9(a;H9y?V7-XORQS*Zn{;h;bWJvFNuy3D77bpwO`R|H`;ajvUcp_pqlNAcB}IcS z87!CJrXuwx;<`UQ$^K9KUeDTa9N8#g6WE9cky(oTGC(gi=xYCA`KzlF+XkU3)Bry= z0}~>$lq_@HWD-~p5kPoC7vl|=RZ!;wa7sak6vPukdVlM0O%M|QOe!-u=$Fy-sk#M+TjC>JaOMOdaijJS1@Qkj}giZ zsq2vHh<&%rrTWCe18XA~(gO}W7rrhCwJV@<_1;ab_Cc?}W1q{|QsWH*pV2g3+mxE& z;i5`iUf@PCYp$7z6iOEyafzKAx#B`>XY;>$%q>KrS;8c^8MUzn#f zEI&ku=L2hjL|(&m$nX~0-0(#S5=3y2f)6JSh*_xwnGR9r#895tr8$3-sK($xVhn2ZmN6%^(Y8HBCDA zBRTdfU9hz^?y*ci^5Cwp;@r8XBUcVa>OEl(<5qSt=66$y9!0gim7IK`c+wCO{k(fq ztPB{?wYNh;`jhl8{Jt{Wvf8-BS?0#?sQA{sCY z;l+31?LPr{^N%#2Itjoe1mHJhcjjbxtc1ju{LpkmU%WvaOOWI~720zU_0szf_?vG) zd^^sVSOx_KY94zM7N!|_vPDUHU35f5vXHvvrak$p?pEt`3s+I#$L^H`U%=U)K;vayu(72rWXp=LK83ne z;jDK@FSgy?UTO5fBAwghF?9>g3W%^w$q~G#<8lPpG`zA;BOJ4pa{b_MX>gWve^Z#3 zcdwZ4>G*HLEGshpr~Q5ptZo_oK1#^?-p6oDwDO>)_rSZ9q!2^MStTAx=exUT4SBTX z2!#IOtolfZ%ZcRys%k(sb!O{|P!ZNm zv9>M0&wLOkCILaP^NAKo51)_lS^{|c5?QGgUb|++^12kKWi6^R-AWh$xR+Txr-w8X ztvd?s`OC91erTJ3U$~!oHDOfCm?)_89ksOz0}6a@I;r(aoBdPjW(-(=H#at_Clzw* zj_}IRU+$?~9l~27Saz}9$<5it%UjpY&FvL5Yt z6TIArjcYN|Xh1fd;0tLm79jS${CN;1YkiJFFw$UOvrwR zjVIO<`AJ*2m*z_(NQQ+$AaYGbTH89^o=3XT9)kbb!6#3isD#eL%apF+t!ph!%sZ(! z{)2|Zu8grT@fz$>J0>P(wlqIsXqt8N<|^2)4ys85)9dUQ=D7c0#xI@++PbdzIZea{ z=?vBCS?}nTC7m`ici+QD z3ss2vehNZw+5>xs_+%WK)V5tG^CCLQ zy)L1ex>;0U=>rlze~gl@9&>wc-<|bt&s$5hI8MBJ=WTd*a;9x%9`CN;5EB#Y;JsJV zmU)I5kh?cO>Al>r#U;GHlE=|^;F*wLMyKJs&n}?z3m9d8^ zt6opGe4kO)h3}C?@LYgs8MF%DGFBMBLs7UNw0IgD8U3nZwGU`T5>Y@oD6UVn1x~?{ z`dY$>B^2igb~a{WWc1C?7b>;}eL$Ka>SRGd0W~mNrAfC z`}qQ+Nm5oRce|5ZzJu5PYNDu<+$LE5`{ywzG?MPO)TNho59acG7urXg~!Z-uW# zkFy;nzuDPvYaL?m=doF$-?=jc74%~M#*zU2wtYJ}rBE--)HRS&9!mRo?|Y!+l+ajB zKqjcal*`dA?E`4PGK^p7nJr>3dAts1bLSNnMr^;Refr5^SkJg~cP5O#g$ax2Hh*w| z?H4_^6D61g+P!c$jQ+kqs5ltzx&#XRciu5YBMr24#QENQW=8HfFO=wl}9pWoxskuGiv zll#h-CY7;?@ZqT}HOqyq-oO-aG8}T_CV18WA5vh+gtv}ZrW<~J?D&WPBhzZfn-?Uk zns!m$f5TMs3Z|`z{s_~H8N6sh80Qp#c_C@&4meQ5!mc9-(thu&K)jw9(K-je#h!dZ<82E?%)D!}3S zYlYO`r75kDIm~5{(Yn3+_t$N#J`^hTf%>Qo|2{DTmW7^)N$-3K2&EplsaoA`(holz zhgc3NTq%-nwWRkF3krr-M{7h$m*Yuz^b9Xkw1j$oh-T0&qe zp7nYsJFU;}A0ml#{kpo)rp-AI#|{}9>Dd6UkvRhl4)XNUvxQ>~1I-E^{Vbpt zxPdF*yrDhboKp*JRR%I~r5l8$T#q@seEV*8@IH(@ML|gAJ$-#Q@h}eVXh7#D>-ibG zEIcN^uhYvmF&^>4)MKRI52RZ$)a%&%_F_=68Cd&)9%jNOd!0=fT}h7v$>j()@-)oh z17%QF;gj7XB~{+QI*1%djLRxFGbT%X{z?(RO(Z?=peWG(g@qyjP{h-S**=K)bdd13 z`ZQR5Eh%USm9K^wh)7K6Q9vC!k9X|^qbUa=sQU2@N{;uk`;!?VVVFd~9k1e4xKo8a zBc2h6Wov;`=7IHd(WE;_9y)Z0QEK?d;GjS1TOWiC$~8!t-(awJ?F$hhhBi1NVMC#Z z!%UV~YGIF|x+@~6Y0tlp3dFcw6?}vMx>ld__JL)uVh;z&mx~7|XqU$P2yt)OkC5Dr z7NZKZbq{_Oyu3!pGdkJ4n8VoJ@!U3jc9I(=^9`^o?(5oH2CE;~#T!?ROOv=Muw4YvFYuX)rW;Xiv=f>sxbLF zOnyIwT(KD(*|x#o1CQ(^r`t*LJ5FdSc?^s!M>3>N78)WE-uVs3)oer8FMu=pQJ|Hvh|8ut#zXO&wBb&1avtOx!G0e4Y z-A~3K;o>2kw1lLj0Nl3ZfFYqDK6+FRJUO(5%a{`&!v<_xnRyU>k|ubN8V` zo4~usfp$0ycI`hCaBu|6qTz!z%mHAYFd@gAXSB3Ieh^v@L9?DhhE2Y~P{1PXEdfh; z0K8j-dx3(#3jO0osK?0frir^J_$%#6gbOv2(U4PiJPdILT^pQKb&D z>k613s!+u=pqKHN&#wgI?hk)2p4S1cLiC6%6j**du#qQia*|SZCzZERA58^N+v`%pjN{D$<0`AnDXgao3b#@ zg^{1v$aS!1hag=zH$pIrs`)$tI(aJn$3=VhM{IJg~Ya1bKGipD(}EDunY6IzyOut zi(uSXWp8hfQLR2S$yCFdNkQ1z!NZebUkQ)djc^6Z5Go1AW>RZSOiYMrSx``ro`Zwf zPWxb)FjseMDch*@8=#Q5#X%***0C0ztXE)y1mJIgtAQAd;SsGu>RcB))VTm*p2xO~ zrylW4jtAu>W^tNeFjRRW&Iln6suW?hNc4f-g*p1^XmX5qi)EOupyPMN+^e&Yd3#`u z@GC4VRH3UJFPmeB&7V*0>e#0(#ON@8w;x2tCJ_-4G82Kq>x)!#`}Xa-=#20fWI>3B z9wXg6P9G>bWd?oz9NsU1tO52mQRZQk%eAa$y1nD*da!Q(nVE;clscdXy5;M;o0oSZ z8fY18d1|TD(yx=~sR=*l2TUXFBSjKT>B7KctM)83$85yzj*bwDLJwY*mX1!r#DpC< zTmN&q8lhnx{=KGsq9WQDuh~e<`oY~nT$Tg;!H*w5Hnc)oz3BTL&^SZIM`E0N9^2D8tXOziC6 zzGKIFOmuIdk)emuR5ceL7soL00&)1NrbhmUtuthQEw|LIYab-McUXe%_Y}_0ixDmu zUbGxYRw~mCzkPe-Q&eT8h)ak-BD(ZjV6aCY2=8&F#NfNf`U9npIzy|&`AxH&y>VfI z8MJZ3;`eEfFSzv`lWAI-F`|~JJSwS;ODZf(%5JP~`?@*Jg$B2^4T$mu(uN&ZvTU>rkOl;Y@ZJTaKM88<5&R0zB zmePY2$<8k&PGTFI4Ea#WVZpS?L5yI*PF~zlTDR?zQn$z5tM9mHu{Z}0#h}O%zX!Fj z?D?p+%VdSeT-G?R112_IBT4zF2y4w%}Ijx#z-x+fIgj$ zaBw4fZpTvc>ZX=$n3A+A?oaFU(|Lq(@?3&72~ zFVC=uj#G8@_1iEl+}5Q4LzZ?4IrXyCz>`TB?AN54pFK-qWo0EDIFuxH4@S=A`f zEhG~Y$b#8s%#DW3#9G?e+y?$OgG~lQ4%a)KF}6fZSvjc7@T`RJp7}ytL{Z`{>(PFO zKd$-LYPAXN6qS8$@g)?RG20&~bh0Wc8;RsZ^*gIWE~^0IrURZ|t*zZE*osWv3sJ~& z^Xb#~P;>?wV?rT4y@o^0tOJf%Ldn4Hk@@}(nOFOU`B8&n$3#&!v(uzNz#x7Wsh(;e z{)1E<;80A<+YGHMO*;hzQS76a{a$X`aUH;iAhWYFCd&>Hcs8mMM9D}G79Cbifi=#*jXxrwh z{?cin;T0w{Qk{=sLU0x4Q%~sVFko~!t64DRB96>FsQ$W)t7t?8fQ-n%2iCGhW|%t* zMksQI0e=Y%%A<10($W{bDVc70jl8w1SX4H*REZ|Qxz80V(BN~#nOxYzG#o- zBmNM~bKrCX^?iD7%ZhWN_jVtTG~$VrB-B4ikmJ6D)S2F#{01Kiy?+zAaw6$MPacN7 zEzp^Z`ur)aTex&W_x4eQ3Ms_|zhXAuu@$-eWp_6RhtE=Or;t2MDg2?(>hxUyp4bx> z3)zXZ!a0bn^_i=%dSOYYXrA7y-9#>cNV|dA&Mlx#kl}iOhcIEf8jRmrdwV*JFXdY` zuSDNg!j~kEinB*Tf(=Bm0x%}BbrWW<9J{|&xQsFpeFv%?D1aR}jvyr@88*i!&;i5x zp$XlM>1p5|j1F4Cd;`epVw}G|5Epac*KGkbL6<_t=SiW46P(A(^?lkmq*!t?5r>pm z*uSkh^10AF8)hvLIJ13wAd2`NF0OT81<9dD8`4zba>-XD#|8QWajQV6K8evra_0aB zxuG(?{_sJ!y}C6B4~NSn*f4f*SVYAC@ncr-pHIVT!qb#6h=r(``2KbqVIxa_V!Vi$ z7aV!P{NidGHq1@ zVvdj)Ai~IWJr0jmTgnz(0}qA{HQ@fqUE@mKi@W8kh zi$sB{CWEv+bG|z{F|h|A5r0w!@EJo3&FIsWKFd>6UEkE94K2kr7RXzd9UaMS8t{v? z-QgIAQ-nBUcJE$+K|c7`jw60&{&-*8UxuH?Q7m#A+>F*9o3zp1eq7)E;ag~?Q5Yh{ z0CWwC85(Q~l6z5c@hePa{d3omIW>eRm=0(VKz{52K*mRtp*9S?#OLR_pMsJN{)7gp z>lWY~%l7TBaF+&bRCOQuJ%1>OB=2jxL5nojK4}(96bcoo~jM5YO&V-Mwz$%}GIM6!{ z4(k)kf88wR{I7^WK10#sAMiO*!%EaUw4=&ie_%<2J(-qxda%HhSl}z#_3P8d;rXaa)$NrQP@bNn)%z`>H4NcJ5b? z-WZ!ABMVgw!~rb@p!g-Y(sS-%P^?HSf=!9PKZ##v4u%EM!JG`X7n0FtNYDw`d=QMT z3zLZr692h_hxZvJ(Vj{%&`bZC>lnt*7bwW(9w#DiLIbuRH5MldYD%@Fm+Ll$R$Y1q`>nSt@-yg_QXy8 zD{hltn;<}XV5l*~`hwKf1MNpqO^r-sBGvXFWPE&lHnNG*6LK}xj|q~vH_i_RDrJ19 z0NAeMRvOWrtgOMH?zh2vQj6;K3&9U}%vOxb|7#YUjs2Hx`tNW3`w!MD|G$6y<^TS~|5{_B z>Hj}}?|*-i?uLJ5i~s$D|NPU3|NGJZ=ZgIQc|oY8IYn=525;%Fsi~Xs@tp8km|0ld z1T$a`gRQ}Ho9$>qzYp{vU~#P&?wCuge+*~L-mUBKKU7^}{hD|NEFBzET~l-M><^M9 z(xg>uoc8_2XZ3vhb`7Ryvp-7nXc+NQ zCGZpL5A;B`>L0hrgak}Kgn`4bF=61~c_R2)(qncPEVbzUeQ{G7T8re5c{DNv=n~?X zavaE&yddUCLb92$xXtM&SSO;unQUeg-K92&t0M5HG0sKG1G&**3#a@yaFigG}kPN+!MBXf3<6-A`BIuShCQKK(CZWt=WX>1>7NIhGI_$LJ%^<>jTec zJeXTX!~I)yB}vMn`37Uts|zt+xW~@Xu@Z^AU#forz7Gpr+(XI*nJg)Y&;`qf^2CX$ zCQ1{oo@0~pWC1zf&qtK`=5)0)6R__%q#m$3lW%n$){;IDR<*$9!GIE^pn{oic~e5D ze%JR4u>lt6!F{RArAs*yhev9H2IBY3;Zr6d=yB4xa5HF zEtH^=_mV{3*-b}U4Xg{f-wtP+n?D_Y6vU0WMG?>_{jv4VYK*0?$GT5+)$ zTWKGVbnKeY{zF3&;<&u}O=*q?6sFX<6;G55qKpB3*##xL-so>mMtj^C|t@2TA!* zPd%409=9|67KylHEZJ0bu%lJ&I40@&{aeGlzuirhomSdLvjW!AH5AgOfqrkUbA-A_ zO#T=dWu*`@mFO+7<22PxlJzlRq%tsZNFTQM z6->g6w8fNl#}2&?$3R8t9DmV0?ul}s`p{`mu8{@-mXp4E!sO$!z^apfC25>h*c}ut|K0RSw$?Zg;e)Mj=mymV-^LA5syKW@g>UNM~ z)aOQfTIj}h-w80WCU=sU7Gm_FZvnAthSW_EASD*xpGUuJh6&OMOT56AvY`B(ja-xP zV-Q>ZaZS3H^72bTbW^q~`S<3Q`sGq|oPuAMnTUWE4bwaYW+)y) zK;Q`J##Z6i%Kk6X-UOV=_3r|H%4treInf}bgiK`$O{Y{Sg))Xz2q8tr1`SfOO;KnN znNx<$r6^RCP!uI{gk;YAt>0GX^dH{udf)GJUFTes_I~#B-1l!-YyH;EuUgfnr-I6p zJQg78$R6smXd9fW_(M5wI^FX|@4^SGp_z?L;sK=dn8tG>guCHTLA?k<{8J2MGYl|H z(hwIqvUlVduZlMqY(0eye&O+bn3M(T7z%PVE`;&!P3=lFT~8`J)90$Gt834lod4v> z!w(;_-t?oJJh_Mw`a0zYVg`Ccv))N${kcH`cWe!NsBgnJXZ(_(bK4jU4BgT>LA875 zxfCpkJs27x0Z)$|e7VS13%ROHXC5u2BPZH|`y$jrJb`903@TJ{3^&G!`JU^X%H9@n z@Dr?U0`p<6FpPHH2(nK~yXeqLzzP#R1k9b=5FG%*(&nnRYYG^rCzmx;j~-ZJ+E{vc z8!45lL_c(%m@kzMwHBW`bt*ABXm&&^rWw%3=)2Swe4JeWFrGJoDM1Q~HOSIwD&prG ze1f{LbIbkI)H#Mr1q2FIk(q_NJGBmh>Uf)E=KI=og?{=>Y(Y|eT*lBlLRu|EnRhT# z(mRQb=P^kOi-BEZ_jA-H`S@^QyaZlnv3DED7WroMb%}2m&2m9ziDP1j*|?@NI4B4) ziP|^+d(O13^o=qj($Q;h;XiTaAqH!pT-y0IW&xL`HHFB8Bz)ZS31WuXvB~ws9nq8- z$nj}&=A1=O_K_|J2vK=}3O;J*@{*$p2Qcsn*7#xr4L^iWUEWl^d!wwJoP;2}mv3rM z|14cL06fU}lma*c8bd(vmlK}K)fmcFD2Hza%vb9>i}d4wowWj%Kqm}kix-dVbY>a~ ze7xx*3@-~8k(Kjt&0SgwGzhngS3H0|&TDJ03cr4!gx_Dvw_XR?Pc|+v5J7`$ufKxt zwK#hv25;bdq-&jp**A6d3iH%QW5*9$bHojVtDwbL2_gr>`wvmh z5XFj$;Rt<{8SKZCNlO>dK10yNk*{wifSlYe|Z_C;*EcvXZ5d%ZfZczBR^dlD+ZNgc*Wl;DjVb zYLpVptI!*ORdWY~`jbdMefkeLxK1F&3Q(j`3@}d^Htn!*1Uo`7F4-RA9~0q9bq1jx zKvn`}i?I+#0c-Z?4Zd<^FJ}47{XKB4cjWFgJ5cL=NA8u@3je^svv=+Y`4^U8<~Xro zh6^d4gBmeF)z*bD&ozI(u-a;vQ2|PdzIKv!u<-e|%3-Kvr-BSIK9vI$jYx@4$7${t z6$ER`<_&$yeB)1EZ(28vtC8JCVh@w=ihqRvW`0nJPcWGP=S|^`po|Q8FhUI0Z_rf} zf!mRhC?Xe7y~QkAxsu>z@40@L7OWv-WsS4}?6tB!Gj<8QbTV-)_SW5*5ToGhiteLW#xIhu0YME| zQ4e7cdIAMb?z3~6Qn*(>>3?75+^zVTt8sO{#fA;hMrD%D{ zThsd|l~wrC6oIJVF>W@Im$gxdtuDSU{A<3#Kkqe1iDLwP3*%u-fq2B^?+1tjAMy!k6jRZQH<>->mEi zx^m?@oKAFv=rXueOfvu6;C~`V5bzO~j}APn&La>SL2-aGYjadFYQ(eDVBxBEBL@Mb zAeIu@^}HErHISu^QG`N%^$0Q$QUsBM6GIA<>(>{_$jg7mACu*kd}}5LDsg9+4*93V zk6hEPWV(DZ*LG6GB0~jlo=t4!27Yv2T$*El+Sn&kAOXJQ-`~45%=sk1Xrsp0w`-j^ zxuvEV626CBmX9G&qL3M7WO&F}Y~TS(svCGFQIj`iq2gq;9#YoTJd|BAwR8&W?=kQ{ zCt(;C|MsOBFw)4~i3Y+X%0jap<`4)X%xF1|xX46fiUl_+yaTu%>)W+>}E{0|YuVYW8 zi;l%FXi5UaJ{c1e6MtccD9|Fz-92OpY`uH%6(7l^h>%9?KM7Menh=NB43WwQuG0*b z5P&s?0Y?0=pdji^LtdD_04R1K)wM_T^ms6|INDl$5%q5F`}aKX zJ${H`>x*bjFPNddJPeFKsJGgsN1s$}*Ia*mUkntFtmH6IuvkWBF6yH*KCgzYmg1A_ zMf!N)Iw(h~80aNuBE)E=#b&0`hpfC_oT#Ij%f1guwlyJka)(W&wfT8ZFaog=4@dR9Z75 z@ywr8K-&kj^CV2Out_}NKS0i1l2Cy!GY=V^W;iMuG~`Co4y5~0qWNtFb#qr z5_?-fZO*tdylptW*X!{vmnynjYs4hsX7VSJL@m^GWLNPc8~5)0gRkh@2wsO85a1+v zb9}xami-W<-%7X&qodf1jspleodLk{(XFi-`l?9VQ!>@MOO~HV4kNfB&9gNSy(0E;l##NijrT z9+0Qx0&QV%D1bKv2q0#5Y_p^B6kXjS-mzs6$Yrj5I^UkXI$;yRFh`Fbm1re-8151| zoI&y91G56xqevQLjx^b5A(Ao#t8CZjQm6rg6u`3E;IA#?CgRH2Up`yjuBSSMD@p)v ziV)DviZn4c28}ZT8a}Jqt0v_gs%b_ zkR$dyINr6KVi;Bxp%sifijbiE!_1RLeB)sT44jgt8-eBde9f;2Kh1|fusZ15-rp~#rt&0}Hs4}1jyZ9pwI#Dphr@%!KG6qHk^=>{yFv8Xwse6ciaQX5yntEMdG3Tm`&CMT` zu;8Ye6#?ro)K9RwRJN#xP*|K~kI4hSSc`Ma8XgHcU4f0hy}3iS#9&A7yt%9kxF0?Y zCty-dT3bkm6B{i@~x9Os~*V(C4{du+;=pYWrIc zGmvZRfu=a`h8v;bmWNw4^5s{OVK@_i=85|TRAekMC(yIM!pZ?Rfwq4-vl1>L%^x!6 zKyF0Ihgv`o+aFN{Fz!&~lEXUOo57T=14c)-rI_LU9Fveedb?DTHatTi)H;owhdG|f zFoGcQ1lQcTckXvBjehOr<-Tm^P)~3YEaImk#!-5Sdi3_~TvWI8eb(2x37VdG6Nsf7 z)8}po9}CtRFW;0tmwWN}(OBzeh@imcA@>J4br|8Y8BvD87H~$pjAJoQ0}WYB*x9dQP9*BwHp={SSJ(GyZmz~L`4;{s6S;Sk z-SX}!=ZBIjUGy{`6sV8_JVDh2hHnmT=?%b9#99Mt9?Q@$3Y7)e;J$9?<<}{yRz}6$p>E!bpH1>1n&koLOQQ6>+nE^V{0z$^)Lz-956~gv! zB31u3>ow1bkxCcv*C#}eKOt+#>#;m^Xs?ykC7`Kt9>N^h3_yjr za3O>MQ-I!3`;2Vv(BG0O4k3TgSydMo7cSVEgY2eZN!rEqf&3S)ikn#FdoFqo3SCWY z`?S;)2ww=G0zh;cI30;S$SX_Gs_5m*d=f$ca3rnWuYG=X>2@iN^8Y9_C2k2L{Qmb` zu4#lR$S!2@JLaXSP8P>&4$0y!Fni&z&OkH62bhcm+2R+$zmni))j4^WJ}DqS`$j(| zb2RvR5@U@aYbyGK6g*2I09kLf2mJLu?id0)r?e<+aS19>nJ>QAuLmBX=t?fO7_esKHrs}UM;&io}C#Z3)UY)A3{$>D9`*DX- zGe%R9Ps2SiSWDbsNpxj&QC2eR)-KEU4+!fcag>ZkIhq{OI^Dp+W;_=h`rh504|I(n zUy_5vYF5Vi$4XLZ0KX>FB`ATWK&mtq&MiMxBR`;dW*DH8M3&R24Vr}L@%a`ykJ$_C zsgnhOYj;rhi(#)y;Jm&5Oy(g~009AlLqM}PS8U{aEfy5ye#_*Q;r@vDtvloBxi4KB zxy9|((wjFU7h~EM{mXUi=2tPEZNcR;D_Z-$ZwxzE80j!K9lziJ~z& z`>TVs>Ia{D%ro9)!gv~F;!x@*t)XSJz?AYYh=%72x%?kGs9Ma8;nH;JJ8G?JJ^zX7 zzvPL$9tg|G-WK&tP$%@g9w4}{d_n1UTTyIi+YW9EizW%DvmBoJ8Od;c?nRwAInVGr zhVJe4rt?LQUvlf_OGk|Q(@%V_lWNnm9>g!b86EXQUfaIU2mHDx>b>Z`=&CGf{Y!qD z0az(G1nJL#7$kp>3ZHYEHBl2rk8?>+jX1_x3+e`yavM4;iXRB#mwPicW3*7&0%f}L zqZ)aGEDs>_;vhR#o0dvxwBw#;5LEqv^@HN(oLP8>klM~`cceND{%GfbTr>Fo;P^DwCVH1+^CRk(?IZqs0zA(K9x*h^fW=t$E}fFq-(Nerv=lVT5k2cJ`3Zd3s#oB14@l@z->`^3 z3zrY^l3L+TbZN$dTAF+UAO)QY34Us85Wz(ws74}|Y%;IhO#SpDC(s?BT@rD%!r&}; zvWL*-AxJnh#ibH@w-*Of7;^(prCd%kJ7iY|Q@xMSBV&GN@9lUofMpwBgee(D#<&{W;xTNG`1Xdpw z>m(XeQu@`-n3{)D`z|D_u=ycL61K0HboCKsWd`FiURdOG_|^V-0301rD~+eazyOHe z0B(SDFU+GN-*&!0$9)%}(7zOtgre9Ogi%uKV^Uw!$z#{ff;BSuSvOq{Ur*al`Dz>w1494BvNM@RoHx(IzVOY`_K2Ou=yN#j3 zur-@7#7t&*K}$?O07HPQ(4{#f(-9F)J$phmf7;e(fELy}s zp9AND$kz%Gh_ykbUyymg#AN644}^*cYz^3pX(lR@$&8a=WKanZTbI0*!_8`(k#Fu* zwj5Ox?qavNfk~zomsiE|r)Wk;&9tvvECP9V^MlVgj^Gq#N6$>*^~4(ZW9(RC2(gSS zYklsK4hOXxo*SQx%!B7X_Xz!gP&>D*%%Ape<6INzeDhh4cE|Dju{;%9VwC&kfPe@D z(Z;jQht`gtBHCBdFsG3pG=+vy zTPCM`XsH_R-zg|0v>6`bJ7ui_5-r9LU$Ow)Jc8~O`9n)~p&4kK8B&fafvHL$HU0p~ zWCS>sTQ@*(5NPXYhR!>wbpjl6GA=IeJMzc!5G5Iz-AK~Ag1>>mL9>}izOUIxxj=Y8k~(~=H{I5)Rv8JqNMbgRaPtd`iHI3&M&`7snH#$o-hvqo4&fSejJGn5c$v*=K?a`VXg=pcA(|P z(6^D}Hr4{wri?OR8XC(1%taF@5Y`fXvG0qL)2h)IxmB>&r%>TdM<>CUoe(Lg5j`8x z{ZM5HHMDZGRyhn4Te@PQUWFck+OoDR^i2>UBgQ-nN2>7vp#Yf2|4Rn88{qPZs3Xwd zK0e2_goc5Vi?p9ZwT3^u9eNUOU>H}(mLc+VTad&U@?=Mei9(j#XqK#6rL{jhGgATQ zZZVM4fZ9jDs>xWW@c=pZ)2ZFq1s>c3q&#aJgO z0de#i)y|lFKq<|az0_wjO=rWRw@{QB+KV4na= zwuhL(B+nHDJYy7EGEUtq+;4s}hI!!kA8jUNxyjIp3&|CdU~#Dm!+tCa)egm2=yc3+ z%!4QKB~lq6gp(YX{HhSj31~E10Llf@GE9x2*?NMAQy#$HZjk?K}hHgvYALbkahbV&p}1Pu+8Nr{{h_WBF3Pn;lpl# zxdRYCZzL76;6o`hEo}UGZ|}3%Wc&hOWg77)8b$Ig(sy#!O1oSrgNBo9Ucv4-c7Wfo zi*uz`DX+`9G6~5G-A-dx{>&uj&h0{Zd#rP@LCm6`nI^c8{NSXPO3o0nT64{3)NY-x zDGCYGH^#N~cX4!o8>~sX^?CSY7c2efnDC4U`(xvVl=d#WZEx{$z|nqd^!9>>WVMDG zVIy!SMpz|G+|e^0s>$ZXOxZf5 z^}HUGR7=L5VCdg555aR`@hMi8kyfzsHtycF08 z;u7@S+RLVaL6Sxt`Uiufn3mB|YqUDRt4n-n3*gTRLkmm(4L}-l5&rPb(>d0{84~a! zFQ)NNz-=hV5%zDmK>u=iVc|&;rbl*Ibq^b!M9QD}l5Jq#h`mU(4C(p5V>#@_>>>A_ zDO^5k;s&K5=F<`ybz@iUpF9$p&fN(%ij9!(n-Z0Z7qfSa1@_gEdcLB}lddC&&rcqDY1e z&gw8`T4FU6k;ykAOXW2J9G)SflSC~Aoq3m5|Dv!k7eF%?H@7Ex_8?_Z5fN2qvTY#g zD=K~*?<58Z#3}5{`4Hx5MmY-vUAl)f}Y0wDboPeyNvC;#0&r~JU}j}C1v)p(y**p86e9&E7d>l^^jvWk zf}~MpiwxK|jEY1}U97H+n~Kz9_$W2bO+XKleEZkB%HJJln+S7=9roAN0-slIi7|y- z4X0VmBQ;;Css+rdwsb(LGYNVpjIFMX52-E9@ z;Vy8pdp*D{b&y#*4M(^wKH3$t44^0DK6#9x0-fPV=Z9hvhN}k9lxVUj0Z3>y= z&3`N5=-}nIgP&Tk%K~3-x&@8W2y-|mPhEEkNa>XZzTRy=|Fk0MT%rzFzInU2*3Pgm z89kr|UylX?N*2RQIiQefLtzl5FbsGo5hmEc5&ioVmMx3YtG@@&_r{@=OhWJRz8Ib0 zWQbs&%gs%S7l}p?2DhXVfa6k^$mXVIo`p~pZpmqdSCC8alykwFR99DHeukSnK<67W zyW!WUORRdDDZ%TRrhj^Y6PIxpikxe2gyStf0YrG4<&^rv0AnBU?>P@5{h9NL2gh0$ z0MA~khO<3B0}i;|K7fH6_|{?PEy-SuP6>!^Q8Na;2_D7X9S5dwyN(uk(648HeSTo* zuaPV^&P^zI>HxxW^Rc-xvy5T|smx7;T#YY!IuaNA;7(LSG%Sq4s6-gzNkO)NRH?bl z8?DPCtVD_`G@=Z51PnlsrUJxIK;slGO)7m+JYAwGFhm1<&Rq9V9B*DmB8wBhL#j!@ zXMFp{8|GYlu6BAgoYZFIJj z|CbIFQJ+9^G4ALv&`xq9d_UT>(1kFKw2m&!Cxi1m1F#*0D4~%g>Vytfq7gsCZpa;F z-lLZ7+||q0*4<&$?exFP`MG23=P3$EDTKId<1lxitDYr~O0EggNL5MB+c%p$;{jp;%g`W7!)Kh6DS zj@M-Uzz7{Wx(1}D2O2j0IU9x7tzSQe$wdm7710mknob&{Lv6mdw@=4kd07 zGP6Jf!H=jikxtja!IX3j@6+wK8qK@VbG9=K7zRO$Mp$d>jErt^0I(9s1q=S3N zRRZ(Wf1uo641N}jK?M8#$Bnzth^50%N>DnG1O?<6m?C|G$aE$d$4li^=^aYln`aX@i8xq!+c_{L4>;KD8L^FB&pio=~_wNz9K6_xZDX4QuIo85`H+S~U4GCV&hrm%@FtDzkd?lzcMWJjnu_RUPNdA5u1HIJm^-Uc=Oz>`FZ)qw#*BO0E= zZVY~^bu`bAoUSYojVYj~+fBx#&-CG;W)9j(BzvOdAY`M^ILrgi1;v6W`h)0hIb8padgIIpZW1GH2%qFtwhP!cKFtx2wqSEg#IIsbbJiM+ z!ZcuQjpr<3O!0|yR3m=bYsACWh1zmzMM+x(SQdsF3&BpW-@N&pTH&q*P;}6As^Vbh zPPpO3K9>SNn2WS}9&7g#5C=NC8Ikie3On%^==jJTgrIjMD-S??Xw7_Z!cD|HY4e%z zmAHgn-3URJCYs0q%M}&#C9oY-x&y5uDH-Vm&=ndu%~!503UuF~(b>~(TED^<2rBp9 z%m{t23bqh|PXlYR#W+^bgHrE~G|&;E`4$@VaW#2I`|Dy!GRin!qtt%KuGtt1N3cIv z3T84F=cJ#;rXMdTC`icZX_Qmy13d1}4bi#b=%v#bvYG(UbtZ5Jy8SnxugOKSGYuG{ z`~xEr^#Qk$MQ9fDG)5XV!q#AllCAe96QUUq26~|GACJJAj<~kSbpcM>py<1Q2s!nF z>8wB2LU0@dzb2_qpqi&a(!LC1VG{_EQaWa5=etK85g@HzD;y12E<}l2vy`B~9|5sY znoVfU?vGzI{v<3xgdmohgxRqfO6sbrv#b=<)n^jXhrR0F7 zy^{nwxCqVT3lh3o#rh+oGD)W~vR$J+t9%o=O{C*qYs6{={k~!U`Dg#clbc`HhSf@U zPwVm2MWss<8L)uiL5APBckdztrxxi%r%F7FQ4F+LUJ%N#W%1uplTlpbc@f8d`?hIRF-|WX#UQfMga?8xsf>s##%S+T2>Whyr(0pn1!12s z6za4A+R{15j63;zFi26D+7(lqbIcc_jvL+W;US7H+*lZXj$#lq0wx;EJi!SCklYFa z=;8!0x->!-L?oOrUSUdCToudQ2*L-bB|Xi6v(RY*LG{QjbU0f=i5%h%k!U2R10a8a zZX6=dNY+gsPPHht;%lkpdnH_Uoyccl=Dz0cCoI=d@oXj&?qRneyk zV@KKJ^w2wBYkRlW1APNUArjkkK6;gl+}U^Q-wUq*Q%2@5Xwprq;lj9t4rn}FjVECY zARBfhBx-=(5PqE}PzgpS9nw@k3CAdsyBXuSXpFER9c$|3v&f)K5@TkTprDptLqL-w zx}Pkd%I}?%dVxZkL4_3gnKf<4M)-tq2=z@@51&YF&7H48@l_X^j`Kwad*;~9avQfq z<1{_FXdMI|O&7?}z8YsDc|=bE(NcCw@q@0(DVgPgsO9Jkh5AB&vNOW)lo8HQ!Q77j zmmXX;QW1)8VZGTL9H%tan(n!H27_v*5nyg0DHP6h)+AXZ!iPlb8YotrN8kF9b5Ba( zR5`R})Ru)W6Q0^=y1i^4^yQ$fs5H}zG3V1zhtL4CH(h+=!@qh%YCkt&$HrL|tw`DF zq7%9NeS!0B-Fhl2$}Gxax=#c;lc^@sum2#5d0}hZ4pU^51^E`cb`Z;_=#r6|ze&iz z2r9b6Ha3r-+IdATY=aOgd#aC`>78SMbI2rH@#i??hMPQ|7{YhaKE-4n0`W%702HaD zE7)shwyeVuJ|sP*LnoeOcc2M9Ta&I|<~%L-Bg+R!rN`P;V--W)gg zgdGD^Uhv7A+?It*@`$bSLT!PD1U@)7P*O6U*>6KISd9yt-GNujL+GZH8rY}IkdYFC z=y@~6-ntoJWzRRcK^BH%iLU7Xq0IsD*Ex*qql?GDA!$$1o$1es(P717ESX9cMUb4p zFA3hnZtr+6;4g0Ao9A$`GiU?f35ZhwKN~@%fn$%$dp2mEUNrt$QPFz12w+NxX3zEK zoCoo2es6A!Pd1e@_HEVN{s3b3cvWl;L&+VT-q}^nJ^x8oEqwpjNFM~N%Gi&DdO*QV zrcDgZG=pQOBn@Q%f#6v52!mv#hVxpu@pOph;}v7Z>R^U$fc!Ev_; z4*6O5%ic7#fB#6V>)UUZ7@_@NA!94G<L-V5j<@ znj$BJ7P*lAlD~>|%dI!itpGh=n6H}Lvikb^d9t?q;&X=ja_#^0n(LF`HrSL_$J*Ks zYVFH4yO#xf4utqOggSk5$?M2!brIVcv8_O9uvDquZNPijN87+r010+awzDJ7;q5v$ z_^oQjOF#ho-~iQFm1=F^SntnY5H{Q!b^w2p)_kw1ed_S{sj{6V>+RsH_vOy5OUs>G zSzAR5&=X49)ILFVD!TOA;dP+J!;lYW=VK6MHR8p~Ws%odKxVyoe-K|36uaz06IIXu*x6UF?IXh*OzrX)&h(jC8Vk*?UMMrJXM*i7SD>SZhK^lI? zJWe@2+(1PwB*}F@hiRlC?slSyE?%sB3lTVnkDezD@! z8R`n+NV%$EiY^jOEe-QH7J4~zGS`n3lrhYftInL)Uu>T?E-Ajku%?_jm6Lza5jsluE}1!vVg? z(BtM8vf*7Uj&iUV*t6Yxo2LRQw2HkJtdY~!x7WlLlLX#_Y3XIFKOEV)eEIU%Ic~!c zl1QQEv)UmuZsdM`KYH{Whx?jCctYGq{s2MoBIrP95LD4JAQ#*=4Fef}4Hf%3aXl6$ zv^E2-e15HNb9b&uqzTt4UdgIlu+%23N#9vAqfZYHkU!c!~V*PTr`Do*XqC_ zxxlHVWs!GE0hggamCfmWVQu?r!+x&-n@CU55FLior(kv7vfdY($XH{@CdgO zkLY#jxWWrzlQe)Hu_TD#ll>v{V}JR{ZHgEj7n!Nhdm+c6Nt)q(N%sx#Wb%(gAUk9` zo=bN4CpZhJNbGxdnKm^HI|?un!{VR1rgJ-t2ZJ%EJSTtPv(k_WO4m|Qru+p+6Si-S z&bD+uc*7qR8@tWav_3SLJ85dWG~@nSK%0XRvTT=jUv;a_b&HtZ19Ie5K_5|ASZIq_ zlJb|BuyB=GMth;~B$Fw!b(fEIx;4nxnAwD2x_i~qPzPf=G6^?n9}qexlj9}XE%(*i zzdx?3RP3M0-bCDO`gE*$hEZW3tzw1Idt`hgF?(X9$TUk6d zPq-*_zFgDuUZLyFPRHiNrxG|a430^n@S0X(Nxqa>GHcc>+G%u3E#{fmfN-`1r>zld zw!VLnAwG}3EqydWLym)zTddALK-T|)tyLh~aLpHzkU`!-jDVZB4H*u18A=-Eo<{Ub z$!h>k_$;jdC13C8f$Xg(9i_~$#;4NPtOIw0D}RcDIFgWPRMM(RE#mkAS}hK zCZa|!1Fr2HJi}ge0v6C#rQz}3-&erGQ0H=rJa(04k+b@W3JZ_+WdTvH2j;DIuO%tA zX5hTb@&HWk}f`a6}ZpF_S^mbmP=_tl|rRCAH5AYnNC`@8a427Ctkn0+{ zss?{;g94+oyaB<%!5A-2&%5%aC!i8kq zS3somt6(JI^5ZG;hXSA87F2-~;c{VN-2aZWU=NJ%8n1Wh9LD3b(-uoG|%i zoNEC7|6C8F;Tf~U809FTv?V(+sd*XkU_T;;3JXVWvO`Cjt*OyA$hE&c_2Vh z3zm#rl(M)~SU~dqh8yz7`_1;KD3+M*fd%CY*uYI{!P(>=vL-Oh%pC;tApgis|4a&?ru!f)zsAd z2KgEWoR(3!cw*dwD>yXM6mBn0M{R%JpH?I5uz>pT70mTD%hFChz}!egR8*t>Qv@2D zz&wkE{coSPqZY_)aQU@)Ir7FguXA*?eQ#r(HI})a^sE9UMW7z%_4Rb}t^saoZvU6k zd$j9;xycmhMw+^`I@LHm?U^H@;|DRE1pc!nFFsJy2O}d*_3=+Arix~DzE(g%z|Mvk zL~IRFS?46cj->IZkRErxTe>In!P^}Sb65CR0{Ls&wSX~}SAG^WBcJK+92t>G%--Vr z-b;UeNQP-Sc~a(jSLV=h+h>cbDw`7KAV2)GpAoUOa(gSUh+9iDJV6ta5WVVF=Qtt@ zGPgHok7c%}*O}v6)$Fk)I91{2>SY*roce|ojxWE<#V+x*^%&)<+sM;DzyA4!@0%bO z*Tpt+*Z7yezhRfi!BqO(yI1#YNzHLiM%m0KVHD#R-;!2Y=io!YO`LflWBBte_G*{L`~tzuuUs95cp-ekf7HNP;8;3(j=IJHM6* zM}{2LL5!<5ehyeU2!K?*JI9n~XB9hdP$kYT6ZQi+kwpT$5BM_zdoB%5fA8iK@BV9(Gl`tyF$y=d) zGnMto*?b^PH>2B!GAb0wady6*!zYh49GPqPl=oPj&!zo zd21ng-}crmRSM!ygRQUK6Ru5l=a+^)d#W_l_8vkv$4?$}+R>|or>Dz3UEp*m{z0v$ z-torUL5eQN5d>@>bFL02qlD_7>_C3m+H*_VV+;qEqx7QYEU}`2vn97%ujS(x>>|I} z>}SneOSkiShz>4*6%J%y1w*0%;h4DteJt!Hi=NT$`=fCO;Ju^5f<&YqB_X8+qvz21 zX&4%YLGd*!KXZ`#g-LKiq9iKMsDuRTSL_!}UWPK3aX%)$|G6&bb&+>~PDLMlJn39J zBkb9ZO}zg6Q86)F;a~y*;w$4rc+sz4zfLr%Hke%TzUF<8l?fW54$N>jONIWPAgb*C zz^l9SvR@qA0>VcXNAN6mRhFr<`tp6^s&Q&xK%KZE#_(Q^8Jq^d=w#>NktshB_3`rZz(Ve_;q6CStv)BW~oRFcHIS z1)LJ_{PN=UEPk90P=H1!kSNT2kiLsxFjb6&xo2)iw}q6q8R7xHW?tZ}buZtk70}tz zUyf|Myy0BAp&hQ`=IaCg|m#m*!AE`8G z_6;S@%@@3tnFtzRrT;T%p!~?YG@5bOM`%fMQX2R))t4V|o@HAvG;`O)+tSeQGL zBjiB-=pj@U62?!?4SXD@B;?hCC-)7d>9u3kj`J{a4x{`4y4$E&g}mra(wnolFj^S) zv+Hee8)`rgW$azdRT+m%GQ7C#=pu$`_M;8Bek5Qf&A{Vqm5l%}hIOQdhUb2fI7Hho zTzWqA#8=FdJ92QSc(_-oRUSAz!@TvK`2>yF_Y)W28IAMJfY0|x*kx2S44UzX>n^Tl zefF*?uXecg7VG@(l3s2`xv>)a-?j6{u0!lw!t--)xtHI!w`lJy{VjP_U;~!$o2pXj z&N8t?b9|Rtv!7p-I(~isGp=TeL2!xg+(biH_bTeX_l^xA9@$VI(Z-kU`|DOI0KGTm zv-^4;%i3U@H*$tY2%oO{rA8F@Yp>U$Gv(f-$%HN0@g@x zUqw#nflx<5rT%xt_ndp%o%>3|ti-LLEZUQDXb+V|PT$g&(xrmHnKX#*bDpBJ11zPk zBA(P03MV`VLTHCGAHKEq{_Jxtwb{E;xr*8V*q@t6x?uIf-e&EE;_TtU)`sGt=Hh#{ z^@Tjn-yb<*1V|F19xA~Rz4cgiP!1OZm9#6<)V`gPvI>L}1#jC@)z!Ce-sD3AUJTAs z5|Z569(F(Psr7-gGS}^S9X_UvWvb%9?;^F($wI7sh;Q`Gjk%&KknRNlD^fr&;vv2? zqHYmx9W=m8$bnCHM(HkBKXzZ93{V)U8bYj>6*oUq^5YJs)TohT76&*4-{MC z=@@U~P@dobWYn(lcHkFOQpWI)4`qixgC^8?{wIDkd(d#GJ#eR%R{70~JhJ!lu0R5@A8Vx%gfPOr z51OQXNH8M#3Me#X+n&rIVIdaCQqZ=Qr8`e`w_=ywSf84_x?1R{6f;u=7rIp}%WvEQ zhehLf4l7^4f$3-Vfy>@=Z=cGi`)3y%7b5fp6Y7&pFlu)NcOv%+4#J^ky9mnvoMVEc zTYT6sk!5jN_TZ0_-*@VtD1TFbE_;f0wm9mm^~iHfJK5o(&8cpEFyk2x*P{lBVl<$@ z-a_qc7I4)4$k!^YzP>&v(G~E4ia1xlzl`)EidRvi4~pOUmR7LVDHU-v>{ zSFS(n{zi1OI5jt<*yWoY;jgyEYkKwpoTv22>V&B(8edB0IE~=hHSDsqPiN-8Mni&3 zb^!7Lg6&w>Z1U%&4YU_gpHG2-oe^7-E53Y1^n#`xu)V8Iyq*S%{ z*9177i5JIf^Pmcpt@qn0fxCI_aPEXO*t$#_#I8sK zyMNy}&l4lyLIhT0?|%uL!(No7sMDFd4gT+^*tmIt?3BS-K!sQZVd}2!zP(>o=j@U3 zwD`H>FUfy*NZD4T+S&#b}3 zPZ0s;1CNyk))Q8V`sy~CGkWe67n~yz(`a#gdJvD$0O~CvkHW*cn)r#en7Ijp?8tfQ z^NIACu@zhYfjiL>9gP4e0ETSNs_|(!(M1xsPtU$g6N|;tMn?-(7d>iLlcKsy+~^qflM@bssx=pE_n2+xa1 zQ{JO*jbvLhJKE1G4csW{F+eBm{qCLFo?q~0snaScsc<-5ZRB7M##90Tx}=Empn;%w ze2{DWP#PD&U0TQM9b{P;tkV6V>iI9Nz2${{Rn{f|-dC%jl)p=|@v9qiBX{D7h_u_P~0W3%`- z@z`vjC4)L~wfdT_T??F=6ER#Yi$}E;04A%>OY-GrJW#=HS1zL(uSfG$j4X8(u9!0| zDoYfPGzCCy7zZI>^Ffq1e@8(@C36#QxuP=W?SAVJYRi8t*{w@ZV*H|S7)yQ$e>KU& zA0P4;;1nVWe6#K9DiLU73JLO8ck3(d{cDp_Fa>hBfH~rngq`3H9^@mH*#+xmp;D57*|px0R~w0$0>1yCqG8g=^SmpmRy3M%7?ztO@6OA~ zD<_4@Eu(ojPt3I~wBj%91k}4d@g~2}0hgyg@#ODoaR$MSyH&dFxbF~hY=c0<4iioX zFw;rPigp>5vKa~@O=sp?p(p&Tre2i(KgY{aOm_-EGXMeA&XQsTY^B}13(fYFoY}*^bylb^IIHdnq_t+J8gMY%b$<2EN1a*if@$2!PW4GE4nB^J z8x&mQ6Y8*!~ThVHA$hXYqlv4_x_hpetWB8 zm?-$HUpeFkQA)Zg{KHLdmKM4x1c(2EJ5a04&>BqeTg~Qz*lqF8s+|2!|E1jhc|l2& z5R`s>9h}21$wz+tw@W3i$NlKO8W&&A`G0rWBTuM7F;MCV>-Qq*dY7NSz=!l%@`#y7 zN5Gbp26Ij=%nNVvrLFqdC+gRmGIR;<<)tN;oqLO_bk?s=yfup1yJ=*juhGuf+Zb5t zctHuX;1c5wbbP5R*G)}+arNI8%d(s->5$*jE^gVc_xT66p+EUQ-I4FvEB*_S zVQp?+2rlzAX8NdEC1l?K6~Sy1#MG;h1V>`5kZN6u7a%Q?=62xMz5sXI2ALdUW7u;< zVRZyZ_SeDB><@Z(!e|u{7{FZrnkWpmAX1Q znaD%@|IX>zco$Etl>XILT^ufwHv5a8_#0VTwq7surZ5LL6&A8iO<8_)Cev(0;T~kd z(Mk{reird*f`R%+_b7G*74xgO4t!o139tkmz*VUyb+O+Abs@YBP<88sciS!d@H@Dl}brPsXQr~t7S?3N$- z+=6a=s>% zu9Um-8|1RH`SSI;Bj%OYcDgP3^%`n}FQ&eZQi%s%X{#`43_ELBfnfpixDDhfD*pi3 zyxlLUK%I)hT?&QJ5$fkFD=V+rm+$EvY;~)tc|&n zks$$Wl<`+%;`lWxvi+@zw<#>r=Rtpph2YEoKM)ic1HQfaK7B^_4-H8x822>^D3hua zP+dkss0w$EgKfRXvO7X}4nG_{6srZ9Rp`E{sMtOJr-oXN*M8Y4$do#7+bhvH$w6C ziJRa9Sk8v-RFf3|_xW}PMTaIY6_|v&9|dK-iu<iV znIAm38Jx-|5I`;#>JyMx{;q()O&4K7N`SN0zeF7YyAJA^2c~HO3iYWxZ1TY`7-9!g z2)^W7EEGkWTK)q=@hHBkUQ`*B8Wy0rV}}nd1kg`GYn)OHWyUaar&ndH*8^If{oO+> z95^O{ce^ z3{x4sYR|L^y~#aSYX$^?$RA9UfB$mw0tFe&&%6X{%VJml*w(sUX0ACgHQ}3C7?#4U>532~}F>O2p9McVoJ0hJ=PyG4dW5}@?lLP#@3 zBBzNY$?zym49*%%iVaB=A3wmw4uzHPeWG6E9Tv;#)Nt)BGW-J0!=bp9cmtrGB;jBo zFf8r`nfFv`)v5>}!z!$wSVdL6O_YiTNH#>p@}Tiao9gQe7N4ETu2*hE#VS~Iui=*s zf9u2CjYLh43~aaUB@hduFywh9fe*Zg0MDaGKK|Ing-VK`{|ljtAgmz4xn4L(#>V*5 zv;O}Xt@t!v^erzEM0vArvoa$zrqy0Y>puF}aNud|PmZME`td*zdQ?lB4}E>dH`?4? zQoL>y2xf%W|1GTHQDaP{JW#cJAU6qSBif&sX;ZY_Y2R}vb=($niQ3+LG=JWKIvk2y z3~it-A!m@Cu{#@TK85Vqv7>zD2zK~Y|LHC*t#9pqr~kjFcrDc6B@?S%b;{R6W|FN| zB!{3(gz2iW2rRxVd5Nyy`=Tn>$3`%rrY6P}@IZZh#Z^gd9`Y%m&m~-)Bfu^>l(;AoK?I|8;O*|7y%k!@dEz}m!M&Vtu z7OOn_uPkzaMxE$y@)tQIiNCgwv@y!#x}b590hYO!80>4dh0FdO`@pP!Fuw{4 zir=tTN&ByFW=}P5Y9at5tUP!kqkQ#a(hB!-;@1*dvojoQnA=gAZ%3NCytb;Ep;ZuV zE~G}_|5An=b<{IwVKYUbPY^*X$1q8&ei6KAvlk;?(KL`Rzpz#;yJi4FPk)Y$XA|mB zdmedOn5Zrk;Ld_>eUWa#m~h}%xg=A24puZ0Ku4`YkAIC)=zePwq~K^vWjSIuf5E&1 z*L;xEw_RDe7~p3Sv>u^^xaEC=$rsZ+LYV7>jqoD}mxdzbk+=q_ej5wLgaGAyYI~47 z2vqLvj8qEo2B%7FKc#Nckf5~kupmt+KtTt3>ZJE0!KhVcTmCvXlvSi*Ahwq@3>)X@ z`~A`|xMb6fxO09C`LNja(QfyP7xKDdEzWl46GbA6@IXkW{O}If3ed1One| zv9K`IQ(VK|@ZhQs-1y1)ORW+NG|Y~ZUPY=<=4gqTg~>|?6_O;dkPt)KUe`A!Y5r63 zk1S^PoBmr*{=Wn>{)OxE&=Nk^|NX4eH7Yw=e>kIV?ZuDpby7!d*;5f;uv6XA0*YQ- zS@oasWBFA~BIAQ>Poe;rSy18rB{_N7QU(8fHSBv0G&U@XRcDS^#ZAh>V#J}FMe>T) z2M<1LMW8NE=iFW>XTRl=Qa0orcW2m2FH%VfurJ)Y=8}5&Ax2U|!_JTjc-GmIjW1}f0Zmu|8seOr}O zHO7WC5G;r-S3pR3^g=dNM0Jo(7LWkyLl$Sr>_e4)dQL4V70~ynY}{z`d6aVe*rXE2 zrU@~5AuC@~i9A_`fFgiZ}_P&;8 zc;B49n4Ch4_Ubf2hm^$k@6YJ9In;YVDu`IkRyZgv>{l=tZ@mq#$#ZWjR$SuPlUp3u& zHV8;7=2qF!bMmO;YV5au1RZxL*=memwCYt>fp2OS(xfk@@VKWi*6*&SRUXUf|1f~P z{Ty@9!RSI7sH)P=Zuf_1fz2JUNMy@Kl;Dd;3THO^j4T2rjlpK1RKEO#D&fRbQi`L7 z{vvGHy9G${6$potbz)0i9jQ)V*04rNHi!pu#Pf+Mw53A=>mDif+S2Zc!e&sR-LqaN zZqYY(GS7zOg)$oy~ijASbg=Ha-ztL>5@Xi^C4eSW|e-L0SsX@dtyF3^>>ym=#TOD2pS~PQ z-#BhbMmZ7a@lQE#%56OA`0T!~A+AsxAK9ckikbPY`gz$9-c(_AwS&n}>+oO>8+%8@ za4Sl1?TTTmHt&H8gNnlx!Z?psl7HY}o;?tpQhp_3=|2&uFZaU+55?q9X0{&!u=aDS zS}v<8UH#*AU^Yo^&D3kgGVW9Ns@Ivj4fnXQ$vu>v>M+wl+XF*a23;h_%y)%KrC2a!IMLMVxoI=_7&QKCAr z^MMA(qy8JEocTFbG87B?8mbWL>S@3QFp)XV>l7;b&(IZ_shD!>JB6z#8F#Sx;-XB4?;e zsZZ_~C~Ak6jJIMNixkC38AY_r5uEFr42O@Cj9`v|!;Q;_Fa7rhjTAln&`{C5gCxqT z_lF;IIzkm=ix&;2(F@oPS`93NfGeWBuxw~9Rb57b5BNz50)S{h5VDQuXqQ8%f-FE+ zU5fHAw+D4(h>7=_RVo05faI1ZJ@|%qx{r~$+@51ns4NMOp-S3d2M<%Szxf5?tb0$S zv|Tb#sxKtp03}9%*uX%8QZbO9^4iLpANi}>)rULP_h3X`vF*Hi9e6aODQh}Qa*6N% zLV}|Y$7(`;4cStMMpig8ze|cev-~wJ(OY>deAOY zcSEoT`1Jwr?3X_^<00Ju0PBM-;tNaz^#h8XzeuXE2m_0XkAE3*tU8ED=%3W}eVhl( zbL_p13JWu_iiGTFYU}%>;G{C}7bb?X6En3+wErzev{k=1

        zo~?-jICPW%27VQgdu;I@fsjBkb#}jv!Cc+Is%EZDJU+0a|AK*?7o>iG^x_|Ovc=%) zq@>js>;2OPemJ#XwBC?CcDr%+{_L@ScaTF+ZL*VQ(*F4UcGC_%X4f-_$no#6*xDh+ z7gQmZ8cKnb%H*c6Us?Q!E+UEvh&G-0?l!t#kv^Cs(KJlTTuODv^lqhDYmc#^O#sWo z?0z)3(RK|`c3$8e!?YT!e=&bSb3Sa;w`Sl)4Nb2QmPs=b2OvlA5D(O|RiPOrQg@&T zmHl*jh6Hp+xz=fd1r#_iq(L2<$E}5E_|vt#=g6_*>O(q?bVZ%_V^pLUQ8;v>Ql%*fNdJ$yv8CL1fB*Nr_dULQgS2z@UVE*%<{Wd3vDAfo z8WucsdP|u-B|=z!hIp3LQh$yK$)62i+zNPcV_c<0?)ve(FErzYd%;5Td~Ngep`KjYbI|E9_BKFLLF^@V#wC#ns)q zsi^jqj@FsUcU4pfM%HkcoFVA;qB>JNqwSd8H_E4fYxih0g_!V)lzV)j0}|h5LI5uq zim1wW4tMK~#HzN#5FnitG=GfeTjs0=@+lF#L7`-Sz4ZRAZ(rNv{oVuvua z_PtuewZpIa9^3wvu*tS}>9=j?sE*nkHsgsoCpQiDBBAQ1=!c@d)Kg7&McxSl4$Hx!fAq9Z@8^?SOi>} zDx(qP9VC%rYEu=pCEx2&f$+-Wx*x^LsO>9Le7;9ieXPJZ zEc$T_8eEX<^czA)F!s~rwDpYzeMBE)UeKo9&w02D3}N?pT)Sm_Y>M^#up#G#Mq>qL zcZvt@1r})_Cu+CAiTg#Q^RNI#)yG=b>14vlJGtR4{um9N9yuh0Kw5j-ftUXtPS@t5J_a~L^>NSX+S-eq;RG!#P#>$wgz>VrMZ3k4TcZYB_sivOk?Vg( z)8Ztr-5yR|?Z{9qLYp5|U?U&Sk0ez7_Kmsx#*LlF#SS{9?t2_(er$|@P~x1ob~N*1YHgq2Usv7UJta|H8-sNW2pwP^QeZVSU6VW=53PG6`Q0<}q!nc-ImtD$l>GdxYA z{;P5pL=gEFlLK2ZPs}4F4sKmH@Du1f3P}gevm|D^3H7ObzEla0vqjyBJ!#`VUG4u4 zujemN*k?J-|7~{1umE9&yLVl59vP_A+_Y&FEA-73?tFX;_t!>NYhZ$B8sZdXskQ)d zGc`(in2H3^l6dE&U&hih-j_%GSWJ21$3jA?NWBAOP&4}hSFeKB0Oz(zP;(lZy=zEk z8bJxGdfj!*&KwVW>iK@xHQpeieFP&n6UixN5#)B4mW)z$=z&++XWjN&YBcsh{70T+ zTTCRnlw57=9imu?r~v}loWT#7awJb74LeC`#nL|LQ%V6MWFtg%+c-pCoh{>N6Or^L z6r_1$Y*ytlCc6o`f*>1!>oDndL0+xCd1%U!0N|e066wg}Soe1`Q}LtFW6EA^V&G}! z;+)P20mx!LRonlCNnR7T=n+VLM4(T>E}fj>hK?_a2(8t$QVy6i*sakvMp%4BB*PPN zjn_-UJbTwj_k9H2V_4+dI8b}Xe@H=vP=p?dw{EIqY*Pm^QzU=o`gsKr?|PhC^S+{v zm#6-)-YMF}yzTCY-|_|(!+LS4zPk?LscQHZo$rzz|soAW&iZAm1V<|~Z%bB_$j z*xiA22Hmm0XoLiI89YrXVePd?_g@U9-KbKggv)INo#=~F26-|GrXF4W?|g4>V}>Fs zH7aCBdu~XS1d~<|$BZ|GS#~y--A_}M;7#c`~_9pz|tk`5UJ+9hnN*N90AC7U1`_2YQ7FA%9d5mM+*Y{c~t zW+;HDxl^hQB!sWaB`Az8L&mj?6hkl|C4mRO)L1;yA35R!T;UgL&ug~MTnQFGr6xob??i!m2kdxa8P%XY z{OBr3VEggfq_iNt4TTvbVauL+p;>?S{~Ukf0{Jt1)`C;Fh_vAF4lw$x1y>j)G|CTj zf(9-DokKQcLfRi-8{>MM3zRak!N<(1+{n9rRY2c%P91b`hp`06{KJ?ksQ;BFWQHC5 z6as@rMW!a+LrA2q!Kx2N7Y}k*fFqg*NVuk37ALr7-9p#$x7UoUOeSbY`;YcnznlbO z-^yzaZ5caGWU#HQ7u<)~3~>_l5Lud*6tjk2*MOh^J)CNO$nP}{!O#yAPkXo~p zFb_8e42Kk@e+AAJf>W{*1Ry9<1=!RAN0NL?X_7ZT62om!(fd1hW?!#~M>i2XB9S@r zTUHov&mAQL@v8bRJB1?`4-<#v0I3@}NT&kC&PpQYYMs4?2z|p6%`-+&iCImQ69(ae zly|zPCrdU^R0ptBTrAL76l$9~N!#3qX5>{s6{|_i$aIp4zi*M+UCPh?%s1=BuupVB zWMwQUhGFg;Og4Zkq!(oR@v}jxCH(w-^msU(c(TMe30}dFDJ_ zp!8^zAW?TQgk_Dmbr?H!NXt`7%mU3&4<^LN5*W2ml!~-w}u7{GR?AE)D$*Q|9YC9hW$u%&G;F;H+QlhoPJ@J?LsU1jl?Ocn5U$Cxw z<|o5je)lS)9Ir=UKoE1`SbqJCzP>G@1(M2ZkP%aaY@F!9`#mco2AC1{vY@x9aRLhU zhU@jx3=A%S+BUtW1IJ<<=jP8nMs+9&=K(@nQNe~>_jvcZKgV`5RsJQZC#luco46D( z$WK}jl<5-!3IRD$*Vl91o4Zs$5(kax*b{iC)v7?G$rtcrz}j>YcSXfcS_nz#Mzoym zAO$rE$Ya-xSqIL-ERU7`kpM6B>`3Z zht`qd+7Vy)6#(5q^BbMxi z`W;$UP3!v5VPjXIf7O(fA!vyv(q4lf1tghW+PpLCMf?DH9f1*rS~~7+IjPbjiJd?| zG8J&HApSKj;_J&ApT@;*Np$fJwUnZW)IQ_R{cdq>-6tlq<1I4Ijd#D9K%5lnGWGSu zr(YL?#)_D3RMa*gkJ(OH_~$B~+?NO=OdIZw4E|Kbn@i;o-+@}+WU_&dh4DveL7tT*Ul>(wW(*UBehSpl->1w|6*sw(j z978-u(ugvoGc2pF^^eE14tRUY4S!&OURp9hmmob6qeKfND!p0O|16Aufv8y#5dK7i z|KJERYd0}5-BSymE?}|vw)={nN=D1=IT)ROpaOKPvtWD>&=p)-Zuc#hU`TSbf^0{D z^OY(#F}Hry5A~{#A-yP8ZLUiEY>i)LVZ)v{_yj?!)Th^b)gvIPwd@oSS zlc=i^O|hMg1(qe2AHT- z{(R$OndH2HNKR!k=5e2x>4B+Ww6Pwx?;PTI-IPUeaQJow3R_IW0eUq zfWbeC$0El#iyc=)Dof)mh;Yto4ZLS!Hf7lI^O}F_Cbmt3X*1U`yri`&XB?2ROu0DE z_C*|b?i!5Q3<)>|Xx=UB+}t2-rDFA^VDsY-n49>^X=)YUX8!hHT^4AZ+m3!IBWp4s zCm4*>AOFYvulP3MnSYU8{AbOAji?<|uwhhdM*n1RY^=4kPYa@j(*GsjQV2oR18M&Dw%mtlhxpvk#7 zyLrZ@Dc`x<*Z<9+LB6FtNgM(rbMux`bck6Gr{ws=-Ql)GGCTD%?9{rE>6|ENRB$OK zx>_yW{le%9D)=qh{aYzy`0RAoN?psc3pOokRYy>&+|bXR+xKka5XY5i3HzXimQ(l? zvseo3edZ$Un)`9zDdn{O&!jE?Rsu7V{clnbXoFaRyv@nw^wq-qYT8AmGh?ng1D z-YRDFO^q%d8}p}*&_h;OGaKvKteSGq%1ZWsPI9- z_8xzIKqfNX|NWcTFFOj$eWp-+ihtrn$Hl2%*3go^s;tRu28OwPKkf>Dq?XoL0i*v@ zXu{{Agrp_W+N!6#QnRrDC7=7Wch@_dmm)hRp7(@+RK#WK&5?PLbJIq?9E2rGHD=br z%hzb9O!tdcq(GDfil%*dbrAYju`N^Ea<4=cIJ{LPP=s#1;+UJ2U7Qz#Z|(r_f6PrE zvgj9mf|FzXb8^7zID>A?Vng)A``kuqMiXvdF2=`m)t+0*G# zKZ4D4#{m;^XUH;(WvrCsHHjOmpf+ao$-EGl9(R@Ugv~-Nn#*KaH27R@XgArZJ!*vJ zvXEG0)M5`9tXsMYjXmPn5)wzgb^L5%jHMt!=*w1g2$BpyN%fMnLKoO?|Ehsv}#0LB6?<~><2DD}T{r-3&>qGRn!6!*@^ zakq15Oc=uvj7i;VzL6vQGB1)?8=$2mhp)NNr-5)_EH-JTKTgrY53XPzFGb zeo7;n9fj0esS7{1p8C5O_5HBhl5Dvbji~MIJWyF%(_;Nw&sR&6oT)%X5Cn^ZsA_&x zR#S@JQ{}nnw9Xb5Yj_r1{Y{5^EJw(lUjZTihmQLMkZ`HN+$M04GD0hSkPLfyuN#~p;xMM@me+-+r$}~$=prFoVmvk zU;RP*XLKv5Pzyn~rRt^%Q=Rg9SGY&CKO3m9MPinE9qm*mal&HW06F$+T7!>Th$+W( z`u6vA)@va6;Mg|~Ka~e0LLt%_qnshF46U40*`*ZY%H|%N^bPC&z`FF_3&mWtSDj(2 zlTQL;G*Qx*wXW^#F+7yXyM-vIGr311dAD%PlRc4E#tj1isJIBcMU1iQDvq9_a?V=$WL97CArQHf>^;l43SF#-iYriR&>bU_SWsd_|a??ZPI zJrEF2>RBRXIkl#d7Z>!k6FPvC&d3mlZ=bJJ8DOUd;6YBq+NuOHd%n_BQCeD{RWvH zxiih|z%d&D02&A&P9EHeL%Xd}!MDB4q8ksi5x1OVg<**+n`Hz!dW0l7Z}oT9EGQEdlG3@SU zWNS9n)!N4S8H6OS7))1tcnGDMrSonH+?r&!qdno)XaalgdQwC3vG%MVJ_7~G24@H; zFhs?v!z2qExC_UReVA;Do58IIndVi_-&;eTt?pAz^QKIFIpj167;Iko zl$cG!&FEE`f6#yaMKY^d!g!9c0^bvl9UHz#1q4sJO>QWM$lQ?Xh`yqevR*jr))L)dA$zcTK`lR~8%Y61D~U zdgP_)@aptZ#@UEmeRW~;B@G%Z(Sh)ez7!@As7=T-7F3^988Sa%2^=yMDslu9c=P$1 z(si~%Or5dUOe1(%JB;8KH~?uPM3#(?iR4DmA3xcRzy*MaS&zzacChq#KIcO?5yp$3 zHd#-=3uML0*t!C|gELNf&GqkNmLf@?**oWYxDoYUm7k}?#U*$nw^t@Rnr<8N8n$F~ z+B|clZ1c~`B}>@X>a=cU3EY8(w2@e_WOGPtGg8AqY;hHgDOm(%pkP~pO~WYy8drSH z=AbJuGviSHP`*nt>>4keIB|mDu6{M2pJIN-RT!Tg^+(#?RiVkLs*cV2gY`Dz6NFDT zJdawyUN;0`sTuyu6s3)Uos}E(UjMk;%GkNk*lmS#9ew82#M^fQXjx57MPiBob!3dR zu2KUSb}|g%4F68Ql@4_1>y|=A($CCuhVoqV`O|X%TPiDX;62mxP_d}FDmAQ{_MQB; zzlA~ta1R;sRX+|e_Q$ES#?VrY8Z`pS&V_V&0%OrYj#pWW&R5mDeBPUm_#!{IA2f?s zv0$uod_WtQ8ZLniN{BV4LXxgqD&uG=nq=W1b1`a+%>hJ0H*Xv)b{pq{Fo_w8;JM8J zMbZG3!m?6`2(k#@B<~}WXd<#vG$Ka|HV5Yr(k0}Px9wd9z4K1h;@O-rYLZ?mt*_IP`7)II9 z@kyeGTp*fBeL9>ps%LhRL7bDrKj}&6Y0H~^V)n;47(6|QWS?bo@Gmv*XmKVerU<eyMnk}i<>_-nrz%~X`W z2`d1Dnw!5Sax_X`AqmSo#dbywK{cCP;z;0Eb0VP1lByM3reyEZ8&Pfj9$Y;hRo`J@ z%nA@M(QQ$gA%y|53o*TPT--hG;r|c?_`Au%r%RSkE=q)Mr)}#OtIONad^84yzDAe+ zb5Sdn8uL|AdxI%z8MDS{#i%0$g0uGWtg)?Fx_hU#ANus4Yal^pw_-^l@Lb`y@7P_p zmvuxv=gLRu$K7s!-c|F-?w+H4B~#$Q45xuXBtrRi2OatfQg8lM%dJu zj^7IMv!mh+ZYUDuwFB-YIka}6QyA8gpa%>4F!p=&tg!Q-oP;rimfdD>fa1B{XXHeD;bsal-+lsMj zcmX(ozJz0gz+v;K1?}g{Z4H}>ZlG^x_AITxBrU6>)d&sH8JIEt2Sm)`FpKW9WZu!)WdGI(0Q)NlSvR043GE znXT(M`~)U5Z6H`?3B4~zCcU=q!ly|Nck`zHd7SYRxTx&^m+@mfnMj%( zI3SP$*LTZs6Ivq=bze#f0E;w3U#0Cprp^{0QndfImC`n^V`@|jQCvUv)9t8x_sJQu z?VVFT%t=x994`e7D&wk1uUmFWdi*%}%~aG)Icympt+Qp+Ob2=FZtVPM8?B+Vfn1u& z9e^!c7P06Pv-G6#H!#K~+RrDtgIwPwIYDP#^uf_ZF#>2SVs}~#4e^)pnsAuxgj^st zfhnF`q)5v5HQ^eUVt%DDkb%aM`6t5)B~6*uE=ZM4GgWXsK{-xAKa(YE`%B{qs3w z$Blc-OhlChgoOdGOwY%fCS(Bh*5Ed>f_-Fp9flZ2$Rx;~l6*%XsU)*es@=#-n^11z zZ(rhnd~z!JUtR+UunH4f0cZuWI}mo*vfm}&y0=VN&c<+x>{>G7P)5tnygmm#lDG4w zD-eXqFS!S7)8ZTt-iPC#p|MYeeWTon135X_x2}s?g)ZF=4i#0|aXMQ*myr#rcD!S1 z9;Xc~$-QE3HqfpGwwnNlHeT{&C3i1eCr=!@p5jX zl0yRGMEXOz9foay#vq-*k#Tie%-qS>d-8AJpzG#f6EiO^GGbg!n(j)EKVDpt61T?W zE~SLrCHAMBB6YSq=d8FqT#y7v;= z?{_)d>t~*&gvI=dnAR+G4?uMb?Oz&bXpdD;*}c2-(Zo@g%+=!ce@+(T7h}RVwZeF- z2IrtZTa2uENSqZEwqyQi?#W!9l=9c;@}B^`1M9x<)JAUs(zU->9RcqT_4A4xd#WXXsDG4b z+Ehrm+2#n_d5&WVY(fYhHqCRIIu7yFj7rSpUJ(X){70wb<3)_pL$;z?)G5g9FVC_T8tB2MqOeLG*yY{%^42(nB_f`qWZk}>R0WI>gqG| zCb2ql{$|YddDuqTeT{#yi$uGKx)VLGH{wyTf(~E?#`E#{oPk@{X!+ICmU)s!?(mn9 z>&*Hxa_=j)aJGB~<~<8&PYj+3uJd;9D^6S3lWt+!7cC*MSCZUoy z6RKahOTfr;`?yaR`5)}P_Kr7r8Y6uZg_L_7*<}eSbElaVu~~;%Z`+wJoK`$2 z%=%lN8K=53FDKm{aXw6XzRqKTnpLubV)G8 zkt`)z#50ONmCbWRLBdVrBg1*$a9qX zeMX$RYnQd@oD@CfOS%}8S#Z_R%clK`XeLAoA|jzaYNw)?U&!6`_U@jck7qtXhAK!b zNQO0d+1qZQncx`WGpkN?myM&LV? zPem6gEz9U6wF*cg+mLo?IqO1g2xQl-w%PuZHDx;FX8ddymm&X&(Bk>)2Xu}yf6ArtlRKq%kry_j5G!H zgiG9>27M@eSsjs_%x(XkTd|ufQeqa{P^hn|Xs!E;9`35f$8AYmPvLOs;7Idgp32J7 z(m4{`;IuT`(ozMxG^alugXUQaV%W zsGNeTs)^2iMV(0TNR6BaZKuup_gA{oKZk&j+lTi2>fT20TRNzIcagT4qE7PkMy-Ur z`8iw#tAfR|p8KcSZAmEgPqNsOFf&;(t>=#{?z%h5!y_d@^R(vQ6>0mRFo?_dO<%XS z<3gCra;sR+utkHsRX*H`pUupI1{>poBeZg?XKKBR+%ym`(HT2M>qmPa|96l;eCAJ* zdhfdH{!i?TA+Q!mt49zWl`1RZpbQ|+0Gv>Kh-EPRt%5d4@knX(hj|_Fzjk&e^JQ^T z7x}@_{0NRaH+@D28+xQ|gUOW_8*48%`rEYj+1Dj5<#qb>CuW5@X+1OhD*Q|S?Wgqm z=H`ly>3u%hZ9~mjT^(80itBm?r8=uFdCH7zpt0!0ckH{;*Spe@@A? zk=Av88KSR;qZS8}Ic@$=!_e0;+5dR^?7vQv&*K$epXiO07KJZ1?~fm4Is{OE{?I)3 z50i4{XCrb>y}a``#U>mctbYIF)(!5f6;2&p-7GG!BjI_-b^vGE2I+&nwM>?$+JMM~<)YR}d^XASqQ#A&@b>jT_^WYBa z&4SCk+c|8Ov*9E36n~e$vc5aDFmkA8Fi|Ya$+9qD;Al*(u3Rttc{ZbIe->o>*#O2R z=nm1w$iRWjqAw)*9GiZ*g<|?C^b+SlEuMwxxT+%FQtwq;eh7aB-~9O&z)qg5J@lvh zPrSV5sJU}-@b;Awr^=AsOJ9Q+cHglBM+k3AN$q)ZG1_O}T033qx_id6MxWyB6Qhsn z#LF^=bNAHJB(46_PxCKEYp!o`T-@o?cIe;#9=|dA^6&3Gbx)9nU(QpUCcd1zYSpT9 zSR$bM&32f7>EgwGF_yJ8N6=h53lLjx#&=f8tGs{7#u2w(i6Z>`Pp(3B+pRW|q9=X%p1s(5N1Uu_&4{_$ZrJ3Dtu>%k)O zr&+TO&|<2(a^b?>gyiJ8e6AmE?3-0TK+hoYfp?+H`U(p?gqtb7J)Mbq35RYRhA+r0 z6BCn7vimWoUcPx_3byo8<7>bT=5o&7y?eLCT=|CAuLIU+&YzdypN($h^~7-OtWVL~ zSF3Y;{NO(iujXKm4+|+g``7g<|FfZfMFwkM9IlM+@*P~R^m*TPwxNSVL*iiaeWSB<#fn{s zV9?>KRU)Mg5mF7k3r`Cl=$moi>X{dwH_;8XERWhWJUkq#9_f!R>^_+B={2OmN3^fM zA8cf`1`wf>a1tsT&nTrpZHBffBKb+s?YS zHggL%pl>BNH%;v8>odvpLTDReQW4k<)91_yg(*o3I_B|E z;*hVaq?DBKnl);8RBD+C2?<$+g^IBIr-p*+(ct7=DH+{+xv^I^y{FOe%TsY-o(hg?QG}U6F$#!yN&5vmz$npXe(`E&6DMGI!1xB(Li%{JfV`;PV{ z;ptdeTR+EfUw6S$$f~YREo*U2olwz(iR>E*Ruqk36L{G#U;+OETYd3e)6)X2PGW3q zR;3uAx|c8a#ipjD_Hw4roO$Q|{pHrFAZ3^q1^x!2%19Hog=LR@E_*(Tsr8rbRsN&G zA~L`!5*PnjX6^{I0 z{dKEI*op(i+HTYmIk5~FDj;nLWWmq;=@^FKc=3S;jKvJ0|$lApf=CyBj4B9Lzm z%Z!SI!?#MdmK_8r&xN7j?WU#!)=&oo;OyX=_&3GiV!4r7^JE-V(C1dVETq~QzRkua z#?Q|$!bc(cwwFq!bwA*W_b?*4_QwJQ-XDJWp#pJM!x+>;tl*V$^MY>Nt{iDk?g&L+ z%oNJ1G}{N=y|NP5u3ZD;A|S69&O0i2QfiIc6%>lW-pjYX!o|-eE5*tiG31G{GE1HM zsu~+K+v4L3htS%(i9x*P_FkbFJ^h>X2oe)#H2LASygkpX%9V}qUQgv z!RF&PFP8An&ME<;ezLv2y#cx%Pa*X>i)Q^S?4FykneCf(;xG=SpF?LR_-9V#ldWp1 zO;1nszjDPGdWJ$+$(*2U?8%cSSGSp(hT_+88&k->U^AY;;lU4w4S=z1#zuA)$WG+1 zl|D#HhtLsw3S!c}UpH-9ZXi{NK_p<_6%cJZ0;=Cn58kA z^?XT+6mC*F9UnZJ(0*BHl+S+7N57=2Gj2zq1gZaTuQN{uVXl1+6#bKLp$&S%*Vp&i zogH&u!`X3pFWPI_v!L4W&uo}9mYx!SeG;h3<;y2MF2mw^h79L%W@aXh@toBM_JR*p z{f5WbM6e(ZIp!ZtHL1zF!ZpPogS`6v4?nDcl4eYp-gmfth=;vb7-s!=3v#{_@$vC1 ztm?MD#*E0Qj`>EgplAO8&V4gD;^;UBt5m&BII?318*F|QQjN_x(B&+)8I9}Y<$MH; zjC06B9#>aaH(_TuT$lAz*q74dug}uyal$-(#4$5UkZG*nfk-VH`NE?aPs(DBL^8Rjz6)Y_U!^%%1jmx#-DkPhP1xuCA^pl9Q8n1@GiF zfPKei{HDojZp42{V!v$g|C-`jspUq}Q^O|z_ox5&-|w_P{*ia^5l;}{`sE~jY&Ly@ z7^aW^?#tN}%r~j%|Mb(*&vw6!`Eud~^R48E?q3d1qwl!u?3Mp=wifThlqmz0)06 zptKbh~8YSyRXz|jwFuOsnpiyr2$ zzeW0}w0-+oJcgLVuQw+qB;19NlEc4$|Ne2`eV3Dw5p>q<2Nvtkge+p)#ChBU>tt^w zzQ~cn5Xt|9IU&4!xf0^LY3aRdAhik(;as%-*XQLTe3qL0V?mqxQkqtm;I#jaqcZ% zs2Z@rgn$SdsvLAiSy}mB&weAL5ag!)5Ev6;(N^|gBXXWyz(BxUzJ2!Wq-wa)I0D;z z527J+SLW{Mi*2Kw3o*1x^lq2s#T_9XYr9Y>rP-TZx*TQlr z`@*y5f`>T+NiXcC@4~ESu_jsTZdw12QCf~838#YwAF6L)Fk|lAFjUuO&|53)+^Gg` zM5GYZ`93*3ae@wDF{ z%K>or47J&N5bK)2jlamRdRJ*ZCK#$kGdci-&Y#Cy? zkq*|?*B=o)=fAY-ml`+psVzP>)z|BK6!r^eXt%Vv6*LcLI``YCij{AC5==y04- z?o5qkSHfoU@bI8O7DT4WD`oeBq7TS?+kw*<=@{V=Sb4M}2JTIV3fJVyP1j6}1ZE@2|pznA=96 z>`IrnbwF&n=b0m1+TMe%nBybDu6lsS2MDG}C77B3c*me$5jeTjeaytPUJuKgiZRaFtmWE~xM zd+k6K{^W|~HE>XxFDc3js_-gaUl#-=W+)~@E}_Z9J)D)RE~1p#uAIQTC8&20>M@{!>mOjx?z zL;$~*xz(X@Wpn4fLuhmD($@BK$cM1uE;1;*m)&0vRJK^pZD=vOA8LHm zQ_&kn{8(jj#t6aMAAph*vf)j$0(2vv)h3+MNWDnF>V&FsZX*UZBVGD)7m=AajgAK& zy&@c27qbbH=Wm9yiY8cGzZG6w#Rp%&J&5VWuz(0cIL&?h__4IxE~}Sl7{DZ0-FkTy zTKB=|c)9;^2wOwMbo&4;yxjEZ)5!oDe#)gDoXCzQS6F#07gF z4#!=z{#-s0+Ka&~S7}q=SgVntf_+_RI?!#3BhujbE5cp}pamd&;|AUlc-!8^BfxGE zz;6N{3e70P(|*^ldjz@SrRq2B8>qrp)C*ycOgfUA4=gAIla-z1{Cd4BBJ6tHF)T3d z!i4ml&-we2Dj^&k?RXPsZRccWF0JhvduTi5QVToZzkh+=-vaDXY{&Y`>cFKeR2yhy z@qX=zjq~vqN{9ts$l|{lJ9ftW`4RCoj>5IcdjL#hRw*Apd6Lo`3k!?RckgzATSvpa zBS2Q?gpWk)#$x{%%>zqlA294vV&JN8AGx+1_-O#BBGvieWHM>bayp(9mj zpdPLn1X`Moxao@v$c2%(-A4a@J?}c3BB*lA3RLiVN;N1955SUxa~o=-%s1)iygcV~ z8{D;wo9#L;lt1XsotYm9%CK!N-ZaqL;ce5mLLZ0j#QFJs2n9)F?VY3V6Lp#qH!kzH z)uz|xsYtqD8&^0)o(2|H#UwB)Bc{N{wh+M zl`sWIa~7u$cZ;!$LC=nH>a_?PqHP?tYYdQ7URmcoh(>r#b*vDY*%)LcG#_>!Ja{mo zQ4#SIY31`Eht$S&6$-N z;1s=n6nOVMg-_+>ZJ#`6^;QTqi@fz*Ly%(VAi5(VD22-t!Ce$J>FD*}3bC#3-3HEN z1pY=+QqlxnAdYC`VvmfQ@88?d7-U#o2O@th(hQJ6paH1ow~$meZ3x@8!`5VZ z`XH|8kV;>7qD}|^Khxsdr*Eh1Kb>16i=$JV`Pfv_balfs=V~mE{DXan=-Ra zn^zjgiXph0SH_jl)P&jQ0XX6H<7lPWgXJsH;M>S~j}6Kc8iz!GC)nyVNP-@43*1R1 zN}N!Chr!WmGc85{!_5iEAgA2A9i@(uL=;}u+{u&3h1c=~wm09;7u7v;^Kp=PH*AWw za$uRFCZdz1f*s&F!us^tvqNz7x++|_)0;lvW$M*>yaOPoQ-io>v5tR!IHDQnOyh$P zN?*V|S;WTPcKw@gzUh={Ko1jRblnDpA-fm>pc@Aq>DcSg0?&x;ud>SVUu=OS83<5R zg*|@BT3*L4(X0;%QXUsVJkdigV;0D9=fmzWOCA2odED|<#|I?mj@tyT+GIaX~BK<&6m-ZxPeWw1r>kBGsvb{zUs>5xd_<+ zrc1$JMhj_4Mn*<`f4wOHMF?OPv6aaQ;{CXTajgfrsI<*%Qu;!r43p9Dz-f^e+OYK` zP6zNJyGD3mMMya<|E?v4aBvKPjU-oE-Pt*1%DlCEBj%pC@%!)JBGESiB$IUH-A%NO zR^voi=az0*`G#V6`T@2tWjjJ*_8w-jGvgd^d3J4@E*6qF+G#s*A1|6*h(_q^osGvWcAA~9XrtHBj0N1xad^iFF<&9LA z(EmFUA-pu4asm?HX~$mT{;Up%%f|a1J$f{6E{>nnGPaPI^jKRgtMw3@&8FbOkJd0x zQUU9b2u0o&6^K8(y0JTSE!#iq1k(9#NFkeWBvu1w=))fhtKXFJ4HpsYRI{chdSBCf!7>641ebhyx45^=At*1 z=l24rGFs+ZZM|Jxy8(Cb>$pn06l^h@u^AHs4dW01UP53N)OMmj=nN;s?-nmv0;&ma zswXti#iBfFe2NRUr3U+}w1Ox>sH;;6oXd_(@$~jq-xoHC#igw;VW;|uSikEooESW7 zs`_MQWhvB#F+Oe?XWg+XqRt^Ytk zR#q22EnGCK>N+|iQ9NnjhEvMRLG<|Zdxe!w?Bb#u8}qq1us6OU9%BoV!d9Wd*UF1c zaHd#)Z~BM`(tJEKQ^+3Xth2cb#32O0LDL8<>GLujuqM2gmg~8yg(z0KI?!nTcP>la^)s1S0neISeM#uhH?#l~YXRNk zGCy8@J6^K{UF^$%2>?lSwU=T_%zCQYXlH9%0xN?sWP?qRXzfC@uWx8r!d`deZ6Gkt zP`WiNmSx$@lR1kC!?8j4SpXnB9{P@a-SkqP)IO34+Mpkj3ez|`CQJno9J?4&aPj>G z^Qe+V^c5<`8G)>v4f^^wVeBu=W)fBj2??fj0(+#Z;V7QOV3P3|u)SmYHnqLV@aPiJ z!_swuHq*2wC6V6*m;=oVKm=#BNfznEQ4gq$HSCS1Bp7~UZeCZf-kmT*=l~ph$E8^y z_2XxwNx4sHp1XbqGd>qDUTkR5vP>;;MuW|A8wcdFTd39!pn#!ejx2~!r|2pqvt6m1 zk@<8Zs8Wilj_Y2yXpuPb2x@7fKmg@p7XXkIambq=uDQIqC&z!N4SB&c7;*C>5V0Fx zt92x`h<3G?+ysL94DCrv^QwehfJJE|?#77=*^eJ@Y;JC*F6F&-U}~}smLnO}ZYnS3 zT)LFMS4iwvA9=gi$k1?lBCW`tg_tpB zbTBzuR<=gQ#;|De=kOB*rFMQpzGBa+L=2?rh=J;W_gqfwU@{Pp zL9(AeU&Vbr`Ee08@d>s&@PLr>?x5}=Ho?U@u6110QD=&gIQgXM!*yj^t?Yz(Fsn1@FyZz&|zWa7+gXF(hz!ji`iH) zFEChLG7Y$kA_#&h2^hkULb3X8L^{2EG!D7+R!&`Wa|jp-Ge49)d?=4JoJ|=vRoqCQ z92_0rAcO+W5wxMSCMO!9uhSY08_ahH4!@flEUY+7SJJ4qdd|;3-$Ffd0IQC38?QLC&!ZUV zr;c^cv?x%a1uSdaMqHvh-oT=1S<#B}dRS7$fDg1##~ukKudZ&kgV)NMb6(0*QXLB=)o~D zG19rgw{JJWBBcmanmedXHt0=tH`ojCENj!JjEQ~&MHL~?l+9&jZH@pa|=|D zrna6aDHUP$_yW}gHNTN}T)S}yokT}iOu|ke6jJ88{-%iAxB1brRHQl`y9E(Kj{p99 zRz}7qFtljUU_s2wRz@0I0xi|F!P9g*^RzH@-5s@hy1KdwZ1yuG=U&&Y2{!l7_jbfn zeFNDt@g!cPxj0qBhPm_YTO|}Nh%2#&UT$D3BboK+esB-3w74F<{R=h@Yc5RTT{pey zYEN6GFrY!abw5hy)ljO3<<#Y!EUwQy1dg2w!3&_rE@k5tiy+PQQ0b*&4zmW(>-Fh8 zJi#EF?4BW{QiNcxeY*>xrp)J6leO?Ti0?lvMZ zQW1p|n5~Q_RDzoCsKhcJRB_yck>IaUMuj+}%eBRrDO3;$0RG7~4*WBwNJ`FV{cZKm zoja4z4T{DM2<55y$1Bq{L*ILj4!gZ3>kp8~F_7aKIKYRHkBtkkU?4N_E zbqA?{88WlP`Fzu+-6W6(34bZ7R>G7~YzSft!d^gt223i#(DTiztW3V`gB7e4nj_>? zZwy|&W}0(iNq;wy?vN0Lq2g&lGwzIs$8HeEsN~0+2xF0=@Vno4ipZ{7JqTgGk>jV# z+jG|d|GkStIj=TmOD+(VAm9O6E${_^3S#i`QwByRsvTsFX>LHpH7-&W+a%DBg<@i2 zGVh-J%yqF~M(>4eeDQSL#-~CQE)_8jT{zwpZ5rHG9a0X&y4VBHHo#kiix83Ddy5s3 zt#4TP+g|}{c}cbVl6jcEUwzy^jPd^JYs~Hcdzf{Cm+iQmXaHF-1K5n_GPQDA-q0>s z0EAG^P4|yK{;;xom3F*^>2hV9OHoUqwpHNTizR26hSK!-;yklSr;?{&^6x@2n45$? z#>0X^3`8iBR1Ni8Rg2JGbLVW(6`oHGGo@)+rWwbm>7}4xQYZf16P=R^mxb6#gPT!l zcpo-r&Aq@`IBvY2t4qV#x_Z^P?lJCGO9Tbk80^)nzKfWuF*$3T!(>*(M2GMr7rE~9 z(04ebgO@}fEm=P88i9nHlcgyj}6MH+@*CFLTx(T9K{z8MU=0)(^8V5@|{ zML86a#H^zxl|ya3RBTZ`tM+?ZB)6?Wt*(rA*fXqry1lIoc#CLZ0$v8SJBeq9@_ZMn z8Vc3?COG_b!sN*%$P_{mkPbl1NT9wrs;8A^AJ0f!Q2wWTf|u8HaUA}EzbmvIL9T9# zgdr3;Mn#m7M^8s>B$U5u^XJbuzV<31cLtiQ30u!gTR9v)EZ9QT>Vl={T(0%Q#WIaS zeiK|fA#14a@>U}3173`sJ_8L*C?JS`KI6w9_g?v7>QsW>7)nQC=e%;GsKPOU-!px% z3=ijVtSPw-t}VT-<-5t6*m?vGVBtunOaKct#DO&S%=x;DcMI@&8(7q^Iq*fji92jU z{-p$!aj&H27;mA$>-`9JOn$e!3IuxiyM4Uylh zo|crTB0(|InauL^L|1OgVvyUggK&ufM8zRz`rNs~s8T>H)x10zs5>|{8Vxyr94a4( z?$rs~j=K@nO%YI3EDU>d3Aw|I7b?~=g4po!esiNVL$dSoR2&^0HPpw-|56nHUEtO% z_4;WVlLg$+3;=s>nMa0lsp^XID)$7lY)}!gHFl$sEQF9ul^l3P;trjLl)iI1({p1H zU>$1e`$7C}LF!34Vgxt%`4oALm6JA7Spi57>4rvW$rz89)7W z0~zZ9)OSWYGuXvANc;VxiDF*1=%Xxuyc~BKhSpG2#02++ftHh5t#fgWwSc|rJ37Qb zfbq@3Nl^0I$gxnEh+8*oC!`b1s3@AqSWT28Vu9{{P+jjccU_yi^Q;r^8w0%c)We0! zABssjad=s&sj2mCZB#w`emME9{P3j5MaUhd^YMwX0bB^Zo-^jq9z?rCv%av`)Ue+_ zu9`n<*4>zx)hNXGbO+GJw|sfgvS>4|Xjm7%x;79s;+xu*v$Ce9Cb3}3QZ|~UrSPiC z>qh=Yt&pa3-?mQH2!CSK8wpe>4BPtq@GxKQHWiH#Q(lmJ2|@+(SQ zchtq=L`+f41;qpmHJ$6!?1-&cqW=&(s(!mPl zIB0X?hyIjj7em)TjrZfnkFz%0~wCihmTR(aKBlY^_I<>eHydQ zAxNTIv;vZ zLMnF`Gx;*0ihj<&NZ09-@q0n2;wigJ4`8%ote1>Gz@w)wDY%BC#!=)r?O|y zRm}ONYzo(N)*QS`Jy6mkbfYYKLx2Rj*ph*5IBct!T7fd~Mkc~?EYdj_xDPh$xX0RS z7Bw=naJX`weBZ{}Ijl0Vs5yK2Qc_Y3XPp>*js@T&;+Td~(uu^4z&&Wf4?kQqbn!Ne zt7^9zB6?uR<)E+*t8px?Codk#_dVS|3pcaa96+GL_U$U@kj|Js-B6Uz<^4qsIxB(T zC7_sh5s`(^kHH`&Cf1ghYk;$H5o}XDDw{%?-X>I_&#@%(SAwSo-g!8lTM67cQej}` z2vNcG`SW!{+s3&+dSz)HIQXh-BCF?oZMS@%@wR|{zD|awR#s7X1LKH*wTCx=8bO&C zLh5P&Y1Qbj5mHM0NfhNKC_yM@)8iT%90XxIoQ{5T@NU8E$HI0h(TTwQ;6vWQVAkd| zBglnTyA3<%^T>|vP=?`U%6&M~we`wE=6Ti}UYZGp$n1%9f= z2}t6#uet$T)C58aM=-;QQ$s!4Bpf4{Pv*zMU|~@67lM%qQ>Suq=v3ZNxqYH66e|-Z zPP~L{8FsuDw%)>{m-X?#fzA&Sw^09A>`(A#}yyWsQY{US3xkd!JLa|txU z$C)!}$g7Bmv~d?=?^>4oYn*ryf)0P;kt0W%?)X|1gFHTihey4%B$hIFrhv&vUWYI%gb*2b(}=Ijrv)59_X6fxff=?1JQWSD&w;#{FfjVX4+#tZNfzl zz>`V{twuu*TV#6ZL4d*tD?#WTI~+N37nLZ*c8_GB&-BrE)AC$e?5hp6n$55e38OS0 z`V@5VT%g-gzbxte;Xd;BrHIcC4i40lq*a?Zf-3sVsZ+$GCEyzm;%#W*z`rI~3P}zu z$_EW&Us=g$v?(BOqIv@3pbJfZSP!3+-FE7M2&qTh1FY7B^C3%s?|R(&A?S?YGuCuI z9v+hqZ{2jq9>?j4D#uTpK*F@GBF!ZkC!gF!=U5X3gc4|;IZ2L*nh*4kqoomuOoQjc zRorzmL8kl^a%nlNcK&b(?Zh__0twvknW@_|04^$s+mw@Gf^UQMiW;EQJS)tFn9~|+ z(NR$^ki887ku3oxqYBtaWY2whbe2k?Fi}Ms;#~N$y*&b#pK0oQ{(PZoy}xU}3H(oX z!>h$zGu|Q``E1L-`HDsyZ|HV)|s-j!K^WK%Va}qW8=Nxbg0`R8_R;rbq zT`6vrlzg!1zKc?pAeD7?t$Vb02swOrX4#4r&n_79FIjTMR@HqaH@Hx4;+a}vM&c%C zW7w9pgnFIAU(Vv3MU|yx9snu9FWGw@=x5komxFlaiK`vDW@|QV*f2p`7W$?pXlhI1 zuyYa9b2I2mXH-rC*RK&Ma4YU|ltZCxmXMS*2d^#?XEq}kL@fxQNQu-yfApBkWf;F{ z4C@#~u$=fRw1$o8Pq0li#G!_|g}((dBz_hj(&zI#qPNEh=nhJcDO=aMN@@6l*cl!< zMOIMu%ziF_yMUmz&*C@NY90=>3_rMaCHSsJv2Ez}twHn5U-~?I>(=EM%J3Q@YB4e> zfyc`yy+(Dp21N3+Wo3J!^U$T7jEA*ITs&6ZR`|S}VxV+Vr-u+R!V8JjJ={L6)GA_ zX=9YKw0PdfRWsw>p5OgEumAJEUccY#X3%wA-|zW7&*S)Phw?$NKW{w16j0{(r%x9$ zpCDuRA~9##eC)Mr%#Tpr9fYTh9nib?wUdNzQfqHple%2jWyh2g=uk3&rNGY71gjLX z4+)xXfF=-_Pju;mK!uM=`SFa@C!C7}ixDsztHnBluEg*CXi$mf zEn;qe6UO>nC@|-Q=9KOSmnDWCIN%SUp3TfJ+EFv2Qb;J$_yVGu%6VTg=usNq{3voF z5Mg~dp}R!G9~VVhS09WuWE_6a#^bel^JeIxqw-XMqZnEut+2Xw_3AUzi>PGgp#3#m zWndU=IGt6LCfqrbBR-3w1Jeg5cX=s?vKK#1soYsiBPA8Cu)mBW`YEigx1Z(l!t|Kz zhh=@K%j6Lg%@krpsp=rQ4R;x^s>AVKDeYyZH6JP{X$F)Rv~Sz?I5m}ej~8>q^~6myTKDI?a=3OxJfp-LAp-vi$*+(Z)ex+v@P$=uh6$kD(p0|mqO&}i~j zx>0zR_nRJzghblIvS&5I<)3I8Vk5bH9+4Nrh!A3e*IitIXZif8Pn7-Gf}(jO@EUIKkn{2hB7Mv7}o+y-wT@j{h>{>dI%Ss3}XoU|xxF=-;dER+vn7HKF+Vs<&r)&oPl+vAD zdSmsL=Q8zIkWj#ap*4)4#3R>X(0EbcP}qe;7d%fI-CR;r%%NR|O*FAUUKPsFhIAWK zWU?Z(6&2*$M{eON)~s+82R@I`6mJ+-dH}t*!`fwQkxHu+vbwXHZ@?tx$^jx?L$X<| zfkI7A&;O~GceMev&F|WiYJnXxMorbirK{q!aeIxa4}9ARNT$f1V5mO&_`P$BW9_dc zUF%{w&@85UQjL?pY#GJhKR&SZW>S)eieU4C2r1P@4?>yJ z25||tn72}G`%JxRL6gTDJu+_EWIc7oH`}4p@MVWyUZ`3|TV}3#%siUy!Wybx^kno} zi{N9{#s?(-{4S{(x>B7Uu(^Y(E;mefzOs**+X*9$|+LL_04ne09me%P=$` zH@=x^x@}U&F`T@jXc7?EBV+wSu|)gwT9sW{T?x8-LF!G(?RYKEM6db=>`Z9k#~tI+c>KWO@Mbs%mQ9^6X`e)VkAHz;~e#k5`GahF3*yPG4y>9b#+O}D1`zG}H506dW z>r?IF5}3QTRw;DPZ+{mWLq}IvQ0%>ca2xFXZ46DERP5;XeKJ z&#xvVQt=+r84@f)C7vDquwB2OS4v0O>We8UGIa-@SD|i~iqfsJq~9GUyD!ChF|60< z)zkp0J$j6%CXGB$=>&d@7yketVW{8Fe%YR3G<$}{1Tt>Mm-mKx`T59i#*H2O$mTrt zied4C^ecYIN9|iAAK}Q7e>r%_5U0FL4Fpf2(Tr^BoAng3WN`CdsrI6E^cPxjGL7Hh ztj*0k9_7~9vK`QY&h)D|4^qJ-uOpOnFQ_liHFe-z$S+1S5`^2F44#AXpa-KpkK^&n zAdv2}jDdYQ^@BeSjF7RsIrHYqv%s`?W1(D2&Z=)IRyH0Avw3< z=A2TJ=C`p(RkZ7Ua6+)LpKt)_-=V?aVeg|&hnLRf6Ace1vu-_Hu{LA=XvO%#9>JJs z)PgzDteO1-%=_bo$cr?Y`pXkuZxZ8%Pyilc7Z53dYz5oi+|P-)OpA892?r4yXS7A? z*Ull&R_DLde5G^SIJ(2L=G}}QVz;Cf3gm>cAw&~E$pc}80E9GeW(H#m#(j98fBP{s zVkaC?VOcjjjz8pBTT*LyXU_+hQzlVCF72nTUL6B$8&0Im5`eXQ&o?ew=d>tM9+zYB zKsq8y`^2aglUk_3DG4&n%?P9g5YRr>8>;P)ydUk2I^qcAIMiF6#;iX5e(Y2|U?V52 zbZa@qgu55!P!4KT5or)&^Im+w3fiwvpZuWG2iZW$&DPG~E=di6UN>t4xU;oRbQ32`%0b;j=ixe=xpw{z4#UJ3`ek6QsSLr?FpnV z+ZMLf+1&fPSntoeR@f|k?>4!Y^eF@=OOKDogOmu(WjQ0*-%f!ydIS)y6O1TL*3j)K z8CvDHhR|KkZ#P2md~eq^?R5-$1$!A7x{09G+xrAslI%5eiYWB^6qYG&QYWg77;(SL z=OgG+gfSA4DEd~amlGtB7u1IRA+$jGjQ>%*T4KXx!FU91Ano85)arb=~edYfY z+0qGtlZFf_59+rie2T?Sp@ZaJ!XvA8^r!o^W0U055kF5$gS-Wl0oc2db3&*Z7foI%{nwZ&WvQ zn2|T@$OawoH=n!byoZ0t)B(M46ScadmYe;hI>or2h{^<6l;?R$_qB7_UeW>JPl!}y zjDSvrucV>Y@B(9|=4E5Ll=BMrHBk2pd_{)fXh2@lL{Ik}74@c5Q^mE!l#9)J2b)he zOwO)Y6vd8F3@skpvh3j4wQ-^!pqRR=wi)DroJpNDYDts|))n{7O^vG4t6-fz1OA27 z2zl9jgiBcfb56E>)_oknq(D8R?DOb@KSBk63mlT1Z1W-es0hnzKNJrX>$*n(;R@(v zY}q;tpNEy)yO}JCD?Ts{!|y@yBS3$ps|^@+A~4XFQXNiIpWdLXe?dvfnhdAMkmJEG zi*6e40__jtJ{zXj@HdNTKT|4pZa&0l(;0xjh1`YV=V|~1#eOB)yWnv>#9W!$P~$2K&K|9E#EMh3xwWb{ZA?10nH;dH5TD7vp)Q} zt3_x$MA|MMT}`L;-wU54P$mha{-F24^!6}V%a5d{M_SFyT~mHrh$pzTXHTCVlXgXR zW&j~^k%SsYPJW$rApiYx@t6ULoDfkgtz{gyToQSF!72sP-uK6lge zA-rSyll?%09Q~>0HBt8Kr{0VqUjVp7R_iz>`kzoo-`BE z8>PZ9+;Pu{xQqaJo*&r=;{ z+|Fugt2q60kB$Z(&S+^Cn7u51`l}07VPrC$l7j>*k&rCdON{e+bolBkf4-*cYo1s=|)9(wNG>qCu;2M`OK%^5kCNT>i=b_{C z2n9eHIn=GvPHy~rzhcy4X;P6;LYMhB{}R|jrTO$MQs*t&iDJ!!I_Gcr!;PhlU+66?8U#p#vrcWsrfX57d3 zyM#gINV9Dd8zMhMOjvEjOp`DgPbZqMewIx5<2dww99VE(c(_3#giLt{@I0TMR&7~`0V`wW1T zqd16Uf1t#LTg+aWZ0%%1eAH0U|Ex@(E~gHH5yt^<5%-^j92UhAY_7=UOiPD1p9s+* zI&2ZSVLd2(;pO;3ca&RY2pdlykTz&j8yq!QB%;+K*MD4xeEfSZ5AD?n7MH<`VQszK zCT}$iKQp!6Hct;dn=IxEC-e$$+uS9zLqLF8ijA~(O}B>_4q6oT<9KYt5U93|p6+(p zA#Cxs1}j?j=+o!AnaB%8b-mOLKWS2c1+Cm1`bBVvKDYg}Or<>*qEZ~M-+p^^TG5;~ zP!mChp$EiuBzdl z<)L)uX8jyu7$FpRp6i}0opuN{W@&U(jeuC6=&@(tzPXtO{Z0#L%O08Ux_I%4*U+{d zctVC_tJ}^V-0AU}@*T1BJTeGf?hE3%5aYpQ;P35pqa7ecCsTax0M|7!*Y!Aq#&b+D zgBoTY zO@~c)d7p(WpzC1KJ9z#&gYI4DAYT5m)t6tMv9X#ub*f**1#ixzj=PwwYLMNeMW;o? zO=sJf(kJi0or9O|3f=f%TuwVUIS*E~{^pzJ0HIH5b4g_w#6G@g>R{(rkCuAVx-M_N z?b?skbf5TDuLC)3m-poUE#41b(vd~a}7#N!nt{Mj* z(Ft$VU>JHXV*~rHWmWxsZrCkIPAX2_n}A|vcH%QlQ-|{%yNoYX4}X8z(CfzGzQ)9h z9ldGOJElZ9D^Qgy!@5yY{l@1<8G{pxqqA4VCmS}rOrvL^PJXp@*?C4PAK5A+@qAf!a zY%Ei=WgC#tl)=yzVo%F(l5880BXgt9(25UwgyWG{#scig5CpE5^7lIvkB6wcM^sS! zEFpznnjw`!tW-?OJSbKkYl$!9Ayhd7 z(hbV#PlVz1d$$(adfF|YhS3QR3R1m$Ck zdI%;L;L?|ReSDV2i_LlT3bJ!{RP+{?P+3LA?Q=Uv5>a*4Mhk7|>({Td#+=}}7J@v3 zoneA`Gu34XuxUimqV_8e!b>O6>dN;+TD1Ax1>?Cg<6uX~rn25u%U_pVyxqW))A7h@ z`9_}I7inG^8xRn1^T#vyf3U!y-X@XvXBS*=O?xa9Iy41bH(j5h|5HwGbq*z<Oz!EeEXg&Hgjp=ITLXX0?NDeDo2pkNEjso+;-sX!HxYDe@jS6aG=}paq`Mj z+_c>|(PE;@s^`9mIbO{b(YrznM=a88(}W_0)9Ap*?)WK=+^fnQJmjOx+Csfk7MzO=G>VFhA)LmVvsYxcu>*L*p#(hw zppMDNu;ITiexX~JZBzk!aN@l5iY5n#%ho~gmU(PrO==hfCo!=ZQm}zRyvkj z^ZIX#bgp`PVOtng-D<+YqTK))mQ+g93q$G9fduW%scmR4AvAMxZm3^8+xTUz9J+z#;;NG}5fK0w>&)twI9OlhR}ifWXOK;7jWLu|&qN3%c;`0vIft5qGdY5&rSBVTxpg-F6v-A^g8cC{`v19I%jujt zi)Qr@bgfhmocDm*L%^&pQDt=CzH5$s|EzVdy6DX?mqRKGkyvGgq$1?s&Uq<+VDIQS z1Xg32gj?N*-Z9Px4Vuis(HuDU7_z79(3h6%_$Iyu(8fbBn##v|if?|n#6)Fg3~GK1 z3Pz$b7duS@EZ9K>bg)<)$`TiJ1=K;}kf>55{&Z?Y(9C5j=243d_sWJtv&*4oR;DnW zoZV|7E5@)2ox*m2oXju2_+k+1tR1*ZJ5AZy<&0W6J84HeMBkx9e zE^*`M(#D-OrsPt%KbeGTdGl2)tN-x&|1$b$mR<90d)Ji}t2h;@jC@@THgqX}#7J{x zLvq@blE?tes4Z6Lx=!q}&Bbd!COYjWqSW{V1g=r(VX`bTTtr7pHG317h?RX0L6*)j z7x%TI?^d)KSk_iCqW{6F(8KcrbG;bP(i5UzLO2YwMc~8{4@zQ69o7j$9JmT{K$bjwyby zLC5ICf`r~?YL^&+RE$?WBne@vP*MV0FwfI-Nw)H*LTgp%|UM|qfen*1;re4ZsX?7#Tcgv?lJSr(w#otfD$6(Glgp0g|!0*Du1Fa%5jZx zz{-NDi#3*aei2kdT~190A{csWDLnz!zrCp8tiAi`1a@_|bxfUlH=-gVz$WA0JU`l~ z*ZpYtR%YmTl0rj5zz+^zo(V>C5@M#9?tSRn8+CPV(Y}(3`}gmU2_L@jdh_@1-tE(c z#M*X7)4gktPnRVU#B~x& zV(p(&<_}JFtHJ%rS;A~2O9Ys6_619t&R{&R;?|L(fBt-b$pcMV6yBt9<9wHHykl{v zS@pueHb2C=E-Io-67>TIPa@SOXBr{_PsD1qVg~bG8Jj);Mz1JFeyEmPX31`Ko4{O9 zP_KRamS|AUF`1y=n4sEK&^)pJaK`7G4ugw_JIdGZNZm|2r=gT#mgquZe9w{S0dH?5bB5YnIi8*Z2~Wpw zh#g&C^VP*gx^9S4kVHY^gqS!|6zg(|il4!#Yj?CUSr%^7m6BVIotgNavjD8aB<`bR zcxMdGJaPhxh`>!?V^+OY#fUj|@8BPDKc|;I>r}!}9kt@qQ>b^ziqu1U7?Knp7bp5y zF8W>-B5cPCXf2>LsJpPoqVt9=mQ56HCKt5UA8^=~P7!v&o%aa@h4i+VSbtZ4jJ8Vc zhLG}_S!%a{VGtcc-g=yMc&_W#?yLIA-ldf1B}j-Stt`9`^R;J+{t6x)wkGE-68vx~5CZ z%gfWn#ZX)AB2IE9zz5AebJSoze-WmkP+atowK^v!xj!A$f5xbybRC-v9fye6d9r=j zJH-8cW-cD`p|ZxRf%}taR+FT%u~KOFK44ld>tA(eVk_Y-(XK{5Tt{}i1VXSr*km%` zn7s}ivNKprg;PXAJ(}P-k&CCZ69j*5((wL>x})h}&z9rgd*zp$`m(FDZADQ;n3%B~ zo)`8jePo^)#jnRN1G&okiY|$*S05-^2eISL$Q(Ktr59(!h<8D2MgPP}#5xyf9Tm19 zWFiMuk@_9cmY7EV>6CE!v0ayDa{9FUH1g2D4dbW99FnkjKkb(}T~9h!E11IC^sgPB zA1FBo9s#nw)8C{CB!h1DKOQ4W_gKrHTp01Cm^J_Z2j|jYkz9zUP{8tUj^tQ?J)-Y2Q8=B4~ zXjK7^YG?xUdvzpZCybIH@|HZ*qHZ8`>#qD2GPdSw)%HX@1U6`hJWVJkL6TU3Vz;&O z9*K-mSXMzz*|>xqp)m@Vc%M1h&F=fc0Vrz@aG#zW94hCl%aR>dthmeZd7!u!JPG>W zbgAQt6?-6+QB~a@EHXgLh^)xuXJWGjAq{S%`c_%-k>BV3WMPMnwba0(Agk=Td-lLP219%k`eONua9j*!gajN++G0|v)rctW-w+AN`e zmC6y(D$_6p6N0L@eE56-ZMOQuG`5PFIjlO63@EPb_}$C zLp~`F!sB=F6L^icj%ATV0p(MJ9n`hAKP~(XYr;?&B#u!RXGhkUWp%;Kl01ETuvE(! zMvVJ_S;z@Y3+#A4n$23~QBWPYmu(gGEZ9D@<4VLZ1Y?{J3I4XQ%sd25!k{b!*d5x` z@4g3_jS<3QvAnUCI;5Z z#NY8hoj6th@z^>OEe(lbodL4Z;tre8O$M^(S#!Lhc!+xV7}STdS74z|BkcWE3Z)>$ z96;S63-QV)0-d<(n~j0CL{HeioHb+WJ9_Zov@!LUdsa6mr6HqDOf_6@_{02yf zbNdGT7xSmiR-*V;8_m~tQwrtTQrj9A! z&Put}@sadQ=b;EhC`1jdDjs#9!ZUcCO&2e1QnKONw>4UScq-#I7uMMfi(jpA`fye@ zo%tQUYT|!CV3g6U9}0fH=3q2Qy4`$@7CicFZJsON&&X6CU>xxSy!>tz!I+=!| z&9Apx{2FfiPa9HR~eX|ekw9tU035srwPUJ4Tt4d9}br!>Q z(AG~C(i=UBl$F6LT8fPezl*r{u4Gl(DvyYW`X|4ix-N902qa2ofH+D1v#s|E!0q|- z=Z94ZVoot?O)8EMfhvU{^ulk5m`RnJMXM-=bH=sw#~>}>2{uKuqZ`ZG1ZxCi? zd@k4dprGR*8&f?fq9jPGGFV%Wet}rD0OVOkB$v)2DH=13DxV^98Y)gfE%>7ukaZ~) zaWKU?)2C}n5utN(W8ItBFOt6OGVV@Ktb33#0o9{RBa)wGT1$)||2Aw+F*zFY^7Ix6 zUSdmFLltGo1B;P3>T|Wc$aT?{V+`kC#&>`O;?NX#cptdLx>_uUK4+rv_IgZleqty4 z6|WwNjjeuF-%g!Pii>uq!Ha&S4(i=DAzfqW(0f6*ynLN=t`R9EFE_DUlsj>Xquy;T zi7{gIj3ayGXcp7*BG7Qn59`~z_jjuGZS1wMoRqJ`mxDSASMva~nA3B@63r!1hS%x7 zlAI6a8bkr5?ICPj_wLIL`uy8MQWVq4+1c6HW0bG0rmO@e+cY4%UjPpVWm-On|{3~m6fSU%SM#K!0@^g*x8naWkb{% zM2?2GR7CtDtiaE020W-F8i~ePMEP77LlL;pD#XUeA1s)Qn@q&Z)S<8+7UIO^|CaBs zVw9D1MM9RN*}nI&=JCfuc#m`xdOGLN6Qv&9z3iIoyKtQ_MecP>H7yy`YQs~@P-H&c?Jb& zTP9+6Wizquzp+P!svfh6h z6{}x%hH2RTXX*-jm0`oF63dbkZ_X)x7k)gvx8-7QQU`cG^%tK&3Hwn>aQ9L<6&zxS zFqAVH%#Oq&Q)R*i`+cy(r+cVuh12NaW5XSuCmETmgXgi4=evS5(fp{krpC+sccsz& z-7H)Q>D{zo3I6@w>(0x3EXJIek(FZnBnvg2YQKMo3+lY*uRU$3)#kkcq_oj}n|h_* zym<#Q7_;sYZ`!;_wY}&4%=-lX!-gm02*#h1EcL%$_uWf=vlp2#Ouo#62(FFvR+EO}_dcIkSF9aMyD1NeE*+x{c;g|1&69EL;IL#Z_6 z*94ClQsIaiS|$<5iHt%FtVQM(keTrhO)%zlp9>#r-NbGP&0$FIt|Ga_kQV7Q!A^hV zeZLkrzi`N$E3*u5bIVi>G%U^kUc3tX&#}YIhM>7sQS!YFqLnOwl{e^~v^_vu7CYqt z+lp#eI}QF`+HIMT1)3#IsKxpkr^paOyCkFe?*~|!?M8Z)r`=P&wB6_b_@!4WyU%B_ zA5E$v#H>n2SXO_~(bmAMp?4~T6KpbOa9gSJU+X;{yJ=AeayaViIOJ1x0zyUh-&OvF zwat&mNo3KU|8fY*EIYFy1Fh2@#RtT{^!SfY5=HXG@{EAtw4vt(v(hBc7K1ZCcd5wV)^9v|A*mLZN@*o;M4xk ze?LF|&mSK$=v{q*qnKr(#1f@V8ttZ{o0zD#v8m`+>6GRix%@nYks*8xtvcqlV%3GX z$SDzezKQZ->xkN4uN@_!Au%{aUD*p5_xEVOfPU;!pE?pT>+yRvui0NK^6dBZtlz8a zKaXKFYqqw2dMJ^eaDvmRWmyS(pSeC?2^BF6|}*X}<)wOe$u zc=;>1ufCRO8tS&2$=Cn&6Bm8Rc5@i^|Kjrgd0`d*o_luxac_~?_g8A$4!m|lS4x(; z&$zLvPh=-)Sua)Y&frIE`GTXVGD=>O8@>z>C?D7WL@izvDNF|TTFY4^I> z78z-PWx<0%6f=aOBdUi}L2N;kR)&`UhRBYycCXQ$e*Ry(-BvYidiqQg2H_iJx0o_{ zlj~uV9s}m~sJ~6UReJZH1b3Bzk*2(VI`4~Bd|xtE+LEaC(8*G4!4^a}nBy*9{jW0DfC_SXg08xgkcrY@Z8}KCC^&9p?P6&!u=sp!XjoAq7^en;MHu} z##w&mw!H?7tVIs01QQhlxs3#wQc^d@(o)m^s7d`ePJQ`>X!`jJFVR?$&n>%q6UhIi2po zm8k?6%UB2)N-fF!kT#Wa8l8g*_5e`j-`bKKN@YVaZ2Roy9tlDr5vXV3;TiEruq2>N zhVn_CG>SYEtsvnmH)gR6T3{@Owj0IJ;#!QW!7N7N!#qIRIMaxtTJE&HPLV08T+)2i z(a%JFIX?Cpl42=rI}ly0AF8#S>9TFP{EyXEex+E;1`QgNRcc*v$5Tz+9uyELveM1sof1$yJj?koO6W>3zb0#rH zVJJT&eV^7%cZORw&`1ecmnn7SSc%l8M&(6yXp&#QKkI7rmsF3R;jHg)c4b; zp-GDnz5zw&_g4`vp}w}sn${b)o*|zlR-y>6bEqeb{e!MHu}(4O?^lOz7_&jy z=)0%A#(q=CBGMD{w}8C_=6pKR@!v8B$rUS3dEi;l0Iv=f^e$GHioDJUP2vo(@<<9K z!xJmoQ6_;;6`n`@F2Og_+c)AvxtA6JgUY{DB*jCrhlSj=ZenJ7ATn_BW9JE@R!qQ+ zUtBadHe%xD8C?-K{@qmuBuBoRJY|X``C(>|7?uj2#TT&t58r(($z8RkjZ^K7*Ke1N z>iy-H0lr@!P21LE{`MY6pM5c4gMY2N>LeBKtD~Q_xxM9!GyX4nZunxe&g}91166;W z+Pd=**VzZY=<>z4U#e}|r#Mw!)oZ~5?H32__Ggv9zTYH%$YbC4>muw{52<>v-%DNc z3eBA|45%k}t4OngOe7uDIf@ofQnCR$3?OvdO75PNTq3t&Zi#H7uNb{0zzAqjnz3a= zzn(q(`v=F)=WL&Ixb-J+K1Rkvjp-yvR}yZsv!j#C<;=SZh=Z(Kq_0%~Y6BYe*F{;;lh^L0KcC?s@AfS`19r0w(IMtE5 z#rIi3L2*%VcqVjgDB!K(+;Iyoe?A?bnq&SgQqi~jt$y+)iG9KlLE!pu;P;l{CX#x? zjxN9o;{dXEoQFqyN+ zcb7E#NlXmsfxA?ybnRsX4gxGMiw)a;c6NX2;?u4uta~?~ZhPL`8bUuF8A#LTuHUwu z&aQD5&WGtlyNQfi{PA|XW|}#yLr~jkv~!3=v1muEeemWNab5}l0dL)||6G3vz#xDB z@e)+U6si&p^Yu^cE+AcyJH}z1{9sLkDRj2({Z?Z5p=l3a>ARqVxM4+^OR=KsAsz%| zVYYOnMUO9DWFTr7QKo`y$*>a@YqC=Whq74nn(r}5^z~}}``?qmm*Qe^ElS1*S^<^F z-^`NAGwv)+Go9`?`-~Tj#^T={TCA`dy<|9tg~%`Hk=UOMXUy0MB6^ZHd3fRLo?hk~ zq=ANc+>>ErfEactp_19IEgv>8xDtGJ>e`QQkG?q?aAx61S#EhYTek)<{yBaod&91k zVUh3sminrgJKokLXQ*`K+ba*&{G>MCFn-CFEqz}NGTxgCy60I9yg0lGqmFj56<C==!Yj>;tfME(Hf^)t7mi|mK&ognli4|$>SSrLFxM~c^o*}SA1wGy z?!Khx6-8rb_)s!}n%rN8@%`eP4ZP){Ux+LJ>t!DSr7-D-AC^FhM_bl!3Fy;Qw6R7c zB_=Y?^`PBCK%wJlX?i&K9$uFbxN2%@5j%`|mIxy;D}1ikn+uW%O06S? zPat*{eAtBvyxXB)xwI|yU$pi2?0jxX(H!jt4O0B1<($#}s~$@qIFya$*Je#%T&Equ zyfnD^)9uAX0|LSzOj>vSJC+MnPp$FWbnF0YIf&Y8&Aimhvw*C@h}7>IDDuDO%5MIy zzhP-`u9?ltlKuQRe?7zCdxuVgmE?IS+0&f{e&LlF&XqqX6d5}Z^i>?k&y|y%{1rVm}^}!_tfb-57PM-mkOIUOOB}P4=a@YVVB@B^IF{h z&hXK3*M*BxP+KY9J}1rOXOzvoka*5aQ;*1N|47eA(@?XU4qwyH~}nbBN7 z?yY)Q%;nkf4e~B;O{mt4c=ztwH?Xw%vVl>nDyJzFfhenY ztH4Ht)x$pdu167|2v~-2G_7;&2 z@(7p}E#nf{e|^)YAe^cot>Hn1nGeM^@d}5uS}0;v;2RXmPsrbz>67zSR^ZI;+QfiM zh+t_ZYKD`LFPP10olfzM8*_ubVhSt^8)>iq7!QF}(yxJg;hv0?0mFwINjw*O(jl$3 z{zV-(c^))%9ye%K#N0!p59=;EGgl_&fs+~MB(ziH;}xB+KUej9wZnt8J3|||>vG~O z3mY>pH_p_gP5G*}rT{YY+wpPWDAV<8qj>wwz$764+%AvF+OByG*!SI= z^$7MgU$!hv5*g9Cig}l=3(V+lXs}ar=CG4^(AJp+pMxd&G(ubE8Olw?z|XApM>iBXb?e_r2_fZdyVB{2iZxrL zNvy+h{?ekV>sP;|=UVwJOzzcBH*G4ZD%jfn*%H!zXc%*bDosj@fPfz!J!)AqP(v|i zv@#s5SUI^krq$-PCWF}KIZ=Y~)Wc^zn}3k_U(0ErJUGxjBKr9IZ)w~jjMUdP|2w<} z)FPvnepI*@O%YVi-dtIizkPCA_e3{_dZ1ktk&U>SScmsR$&NjG%(>B}No`%;tCz;5 zYOYIAS-;+DW)p>d(})A_2{tq(B`Qj*5DYl#gb){8yBS_iYVve zLoSOODKY}@JvlzWX|%4duU2bz*_$@`qDSTY?aHN-C<1|ouv#zS-w^7vDKgOL6zLka z{I($XtG?QjAv~`3bt~;OK2rrfvMrUPnyTs@I=gs zbGxS;ZMfk#*Q_d40md`0O4v+Y5Cpm*ZeE$>=3!iPTD=VYjmZ~|T^poi}dYtCO&9>FHTtAPnk;xKcA@+OP8K=TV zY*jRK9BFmqp4~=Xw0)+yt}Ulu1HU%v*iC_?9<5r>g}aDMA>z;YUM-8FO=*4AyyBy)`PfFCb<&Q zT5)Sg>WheEjlK0Tzw8+gu8T5GMl_2XnVZ1>p>ogLP#j_uE>l*Iin4j%6$0-{uj8~a zLfpb`F}A=NS}mByRgDxeDh_D~Kv&oQRzA8Xq%%6qwkeJIoI_zxvY!gAD0#IMdLh7E z0=Lo5i6FMrk4h{6uuka(W=;#=Rcij{$v!?UR0kN`{i)%H-w!Td`NyT798+G2rIEWt zgs`nC(-5>IZ%7spd#1gGlQ*s5@ZoQ_7mtJD20bXma(KF`V-6kxF%x_3*|Wkza*gb5 zCrz@vkuf4#%AF3+-v`}zbgE3PH;DZH5hcx6Fs3`*c;=T03~riI+SGkpnZ|&7HKuyU z=Kvqk&!+f&qww!y+@kNHC0{jb(ZWlq7?$x$GQ6C{CTVM^x#Llkgm7>?)LMlwM6SN< zG;Hj$+a#r=WIAP;TiNa-5ZF%{=Y$Z4y1A`}+XpbzM4PB0wi(I#9!f_lL1SPf9!VMp zT~Kz^V9J#gRTXW3)404*fQc1Appu`{zB*@!iwsdDx8?<+k~>%gj)^~)G(~ZUzIpty zR@C(cIoJ8wZ-B4RSBThH{@lXi(a2Q)XtHZ0B8MV5%hJdE1e+kk9jpbA;&v~NuVyy< zLgg$8o?_Vqy$&7>mbzG?XozDpN*uIuetI9x(p=M@o3uzP8R?i3$Gg707?*zllkLOx zK1I0ZGem)mnp+ZOt#YqpnUFkT1OXD0B-7FS*4MhkXI0?l2$$h>Y-)!0Q@2!L-5*oD zPH~CM9L34gvvj5ps5`p*)o&72y+af1e$@$)60;dwD1F+)mn&w^-a|rN6d|+-XYW(O zamr2V5p4cTb@h<&@-mMZ=L4QUxNZ`vH~!MK9Zv48Tg<(&t9us1hK>P+H~ReZ`x>e5 z`LJqvo@-B#?tH*D>@L`u`p~Ofi-|at3{l3|CCm6r;0c)`5Zx!9RD+q4natI4!q@b0 z=|`F}0)0p*4OcnExBNgJWEiOUNpW7Vg9Kfyem+ogmQo(5I0qd)`YpT1au1m{JbmAw z?~$8ee~-O%cXLQa$qC=Fqx#YsMy!Q5^gJNDC-fw3tM zziN*_3$CD$Z#~=ES~=xIW}!;10ngyl(L)|_kTB=h;`b{X_1`vB_{j(gWw}~cVzgM% zH|3Fi9B01Tz=5fsT>MC1uaGIN_zW|~wrsX{XSdKbB|C=e1X>)8{J!C-gcZRXoJ#{* zbkRPo)28VM4OK-|+4LP_ZgpH;Bm%&jyEyi7*KLJ7Q)U>=0g(k(Ao@O#I@tFU5;1G9c+ z0K1>a;juE^KW~UH0Zf6bvEv?OgdDUVxFiGPUUIZx%bzoM9Vvy`ADUH&bI2yj2DaTG zuDjxoHti2&U8pY8#ef0ypu9g6l=gVo#{IPpnwCWcRk8eb! zK#y*KS_0wUP-;ZD$cN4@UE#{edMlDiqJna*eBqBm^MP;A->JeR36LzVZ;e9@g@BRl zEF0g_X+5}|-LBs?zJ2UaY4&*wi^^T8nawS=N=K`@z4iMzw@D0pF+;KAb+V-CmlKKG z-d6@S&=`2q`$?<{m7r0F^{)DQJjnqOKVP(p8#5KPPDwX6-`YrZs}9#k+KxQPDfKXA zlMg`-C|ph=>i82C(GId7nbMj-iImtHkQ{1-wd_G&nf7Ns?mBG}Dq!RrkZ43mQNAblT;-Mr$BS@pmHyVwd9!*C&pTkX{ll)OK!p$EJ`gvKGN)0iiQiD z(K*&Ke_XQfGB-I#aU+vEVYZiUZpOGv*cN2hlmn2S!~Wi~H=NG49GDV7Cq)>4VuL<~ z2086cEVwfMd?bAS{*BuVBk1gF;g2D0rD8 zSKQlR%;_w;OEF!@A!q0F>xdQeUtt?Dg8!596Z7Q~^7rHqy9_hpjf`fS8@G6Q4YG%c z$1j^(^9@7ot)n8fF3!8S?gNMLF;4P1b3YQ)Z*ea{R9c0-O$Xi+6E^ISxv;G&r$8gb zU_o-c_3)PvL|O&Wl(On%IE(({>L*`F;J@C=+UNfWG#Jwo#}*F;fT|9 z-r*_9=R9mnckLorQnCy$4?9d!Ev{3Vwg=vFdq4}E!#4u@!-gumC3=r>1!fH{DqNoHi1?u{q!_cBRwVj- z&w96?)WuX<{edkr-&WYI$Miwr|m6Ikz0F`B*dpA zkMG_xGkz~iTt2M?vXLMqqe~e#;@#r3iIe~27Mka4oW&U?4O;P<<&0ee)Nzve&Q$Ia z&QippGXNw6qOcksjf~PG>3~{qrTLmsFf!5;O`3L^M7Dw;oW$}LJ%ry&8-SNVMwZT^ zltyP7&YT*EvkPf>*i%-YGFSYelCdWX(n3Z1zu+)hTUlzE1C*KXbzZjYW$!r+SN9k< z&ieI}y>A;RG=5%atAsh9UjG{i@jXojo(!7ykVytGu-A`duV*+XDPF-GQNqEpP0I9m znlP2b6-_GDu6#c_uS6&G(Zddp^ot4wDq2`+#$}M_`9Cf)0=bo7W7r%p736LUCnqy%6no{7@K$mu01jV5H|12Yutu1Vnh zmJ2CQM?G&S1q750+3F>`*B<(^3AzyX_@JRJs#o>{7;0@((^_Kd#L`nJZyYcgY1hAuR>ncU*B;{2MA|>*{x} zJxW@Y_^OQ_o&C~3H@0PoL7xEwrc2CEF3`@a({YNKc_8o_RaUx@R=SfW2`iP?Cc`U3 z5fhW9S9tDm62oOv{94F=+><5N9=av$D-XQ^vB5E&5b5kyp(5$mx9=1*#E^ePu+Uqf z^R?|<&RHAu!t-O*K%xsc563?J2SzYZRZVSl*mZ&FM`pO#g@TFC9P|1Yc^BjjnB(u^JamGcMgo@{kZO_iMJ7g4Vz8}g>+5iLAq}U+F&PPnuEtu;g zz?UQm;B4rvjR5}+pjIeNm@W@R&VN_Q$`DT#ZNbw3Rs_N=b5T_&{#Y%AkDNUqTCbEv zXR@$XqVGb{u;Sjbp#&ER(CnJ`QxoB>wU{#}$vToV{ouO9c1yYpEOW+%wQiuw23)&; z)fKfo*q5DA{S-SR|GVw!$%ITw27(@c9|oMSZ8@*cbjF*~j!M2bm4(c1b@F(S z3W7b0u!cy@4Z~$Q`~=n%`p5873`SvuQZ zC{-qxtD!w_LL0R-^-D?_%4)h|6>Z`OQN=_9zUb9ejO=(uh3jAjILd8TNrh-67fQk| zh?ShgEtn;4C~LX}<@A^o-{O z3>7paSZs&5KMb(Y$Shk9H!br2X=6Q9n9ssk$}3k&{n~fyw#?LrNQ={_2gO%Bdh`g9 z?wK7UbL*uPn=|S2^ZG+=ZNrsSUp>mu*4=ZQt<&@``tp{F08AOEY%m?WzeJ36!1IBIdBQt(6Nf+-FVVJudty@DM(=40aP(RdkAi z49M*V2s0C_QLp@_+~sCJ7>*u(WzZq5MhYMIw}TX`>RGjvn>KRZcXKQGPE?-aoRXdyx79R!Xp6avTy3=myWAyXn4&(PIJ25S8hJ6sYvm(3pXHhemqu(p#iY%z?^5 zkFz-i&CI2?<_;5cB>#in#dpP8W+kYfuL?uiRZ^%>aAi7^28W(V zvI7n+XqvwuO2^1-wsWLK+4?5t6X1?v#OKx zU%se1nfy3Wx|4H{T!U4Jq*-$H*RPcrER>cll^I>;Zcv_k!lYaJIF_P-mVjKgk79;y z%trjm=ttOiRlbD1HPX6R+eZd_l=>%!#Cb9^(;iCgU@JB1=*?d{&V1^c&hbun>-2 zGITxOYADVL@&2@QKyJ!U9H6~f8EjCp=N@U&ZT0xgExU?uN&p2gx9h_elTMbDnrcMT zLT2tgGE1aOC&n`RJHDnqUxXo%-v(#MoMoASQh$zS3|~IV?ORw~=foB(*1u1lcNV~1 z%1Ey;(1%x4IWA}k>Y#Vu+%3uG)!??0lC;;VVcrD5BovA2s;W01=r?fRru1vroAXH# z_GQY}i_dh(&NHOIvVpm}e&~3EQNK$F-)-ruT%Iv3PcgX)^NV1hD~m%dAIHJyw>2)!5eq4W0qYj{euUeo@fm6w-i9Hn@!h+> zs&u)1ptJo{p1C*F%!#7;0f4eF`A%K$oKmv%@p3f9h6M*|M;uwu?)bvkevP#~Y4b zPaAG^{`1CpUze39k2Uj3Dtl<%q`ZM5V^>1sODFut$35K{Q6*N^i^p#g=(t%!n00nAd4 zbibrEGN4f$_tYd}(H4dUw-Pt$rUfTCp=Cf)uVHv?+;v6S@=t{SxRzRdm(ca!V{4kS zOzg8QiGKg*zt!E)Y9@d5>1&GrKY3~LzFzWAKB3j0BRf^N7pO*muu02^9QxxgD)Z(k zsZvE?d4<>F+oN10i9Adh;E*@>`Fq9_d?It|cjm(q%Qs)`=Y={`xuc zmyGKQA+y14-LJg!Z1*Cu#rXgWkFqkAR_pK)y@CZz{-pQx*-YFLIeAPb1?clnTLnr4~=yg7LsDg zIb@Sqx|V$uKX(wVr!546>+c)e3-JqUa4e~qg;4*>yD*}!a_vpUNRUCDrIW=*C1(oW zBzH)}2>;uv#Hw>T=sC`ghu2k50JD<_HK&%l z3fuy(VX4Tg>R-1uDz%U!rcv>z5UHQDjMrtP8>qt zS6rk^PJe0jrXRGZ97$@&m=U5Elm|)sXQko$^@_@ss1d*Vrc-a5$||EY8*PX~7nhN4Itq8S(-Nl)e1Ty7z&${O z5bU-x0`=b?par*pwebLp9RR?T2S&WO*_llmH4+X4idTGF4E{A2_KU_Q!$>u6i;hk} z_=W#P+k1djb#33vD3t*wdf+$7lDu|Hesh#h+Y z1yL!ABGHHn3Q7?H6$BKi7MhB{_s#=GO>%$V{kQWxH#eai_St)_x#k>m%rP`oTxNxX z2=>=cG4xorDSY|;J(EOY?)opn8qJ;TWR{zDU+tb+x1JLMrzNLP{!lUHXGHJgd#%+8 zj`;iGX?;(IwaZgieetV8FZNk((yA3Es_fNPC7PmV0)4S(LHL3tnoqmP@#gSP0rJgl zQvHASSKKRy?SBlfzOtref9sC#eN(%MYAe3;wZ$Jp1by$-@n_X`;%hO(NvXbDb9vH( zExx{;lu!_ym%EDD@I75|3sOWg`kHY=i#&sS2O&1mW zLs)O)^K&O}5y{`5Z0KFwr2lOnL1}F0yWm2NTjo|4TjsiL=pNW(F1Sj1HUudtEg37g zMGzA4SeuYWPc{C0k~%xa8`ZD&oRZ?t%#KKN8(PLqaj{`qKxL%GQ)I_<$lQv(<2d1In8DB6=_Ns0(lqQ*+oLHnYH_}Yq|4?Jz)j^b+PkFqCgi?S)N{aN_<1y#o9%1VxaDJ-DUP#T>le_F3TCiU zSS7MZ;!*tHlE`j@0B#J2O?=(pmt@=)NshV@W}KYQzx`i-M}(s4#IxypOx*RSkG3? zo5M*;EBz!}EokDt75&@6XgJ{e^_v``TQ^k>G2{$qyC$d@18Si?+A;Ga(5eh@pco8# z7~z6HRK{%_{L(3%PZ}h|#SO@fhQPG*BUKg`N)~!)XVa5yRm|!L+uxv;)E)-F5?0kK z+~`zRxeL9jcK};o#Y;cV=0){=us(Ew#)& zj=Q{$Jat&k(c}(;EmW)D+evJ-gnma+lX()C2NDIjx0KdNlsrf2a~OfEM<4K{rqcTq zFlWzQ0Au+yq7x5G46CDq_%F`;=PrC^EL(}3T;vSijw=O~PEzDUg#PA2w8Ek3kYeP7;=cy;x&qH47C_OEVGMPUCq4`-N3Ufz?XEx~dvOh1)B?F#+UF}@{J z#RgpPH*q+2Yq5ejrPZs~iHnX=lcmsAWZ!*fV}@JNC=ahjc0xpb5bQ=evxm~1p*#pa z!7S21ue#bdyAc%i2pv`51Jdk3EW-WS*0f&XG)+?Sro}mFJu+W38Y)GSMdu zTKgJK6fu}!ST6G56O3Bk(;o z!AkJ_$*6g7GEuS1#9Tdi`L~g-IIL-O=liRUpGe6J*pHetuwkHsZ| z=|}r^&N4M+kH>Hk{GIUp08x-;bNXn0q|o%+I3Z_8sy?u_bya+TY>+m#02p(_J60RA`{2z zN>Vx@_|WnW3TYja&a~a@msSC@KU7@*RkFm%WCEG%uGnNxwNCt)zv%b8!Y|gxwX!?^ zZq$Y-JtS$^7X}A}%b+5f(7ilvdBH+>`Or4i{LH)AHb7sDP7Q-91Fbjn`HV^c6|#G^+&|^k zlFWn0eYflS9RrIH73jm7J^aEK_IxL^9&!e-hyvZh+H4^-YpC_*<>fj)G(rR+51Qrf zU9FL5>R;EbBqVjpisdqrq?)IC)}#NSqn4*POdlN=zscsdOXX&Hlt`2vXxSsKbdw5Y zY5eA}PMxBRaE+h*b3aw$-f|v4`u62Ls=oYJDAsS@y7+nRz7YvKBsI~Lp^xnT<7*a~ z=VZAlyvrQl-}HBDSu11f6r8naE&=O=vDUWm8lUS_-DKUSe|W!wZM1+xJ5J8 zMg1_=7lSma+kd0@sUuI%Ve71*khy(5hI(2$$mo*7sGFr_L8FUp11)FGN)I5xT*QWo z{Nc}Eo;Fxdg%QT8Pkvk2$_G%T{mo|g9@E0jCFJy?kSWs(1;JHhyBs|D_ww+fPpRMK z?}V}~6-l$)8BSvt9$UR}mfFLI%D%P(sLZJQQCprgc5J%mbGh=j1&#YK6=0S!U<77z6JP@z9+)#VuhDPBViJjOhKl!j=8cl@);Er_@M^)|zF zslUyyZ-1KI>$1hN?f0Dm-N(B&+-4XPnks=Bb=7o{OxKOe$}e6;L%5y)*oM=y;WMd< zEIpr@8Yi+%3(_prFF91&@hyh|mo)x{VYQe#MD7b%1o)L-`_yv}XHJ^B)usH%o8-@6 zx+?htb5psUs4%zt&wIV}6Fs7_f5-3sw&4D(?;5V||8U)QzdwCR`cJL}ov!UrNy}?r z$(+$v|8J|-Pb+@Vm5&u$KfO@#f!^3q|9~!GyN_$1k|`R-F5(g=Y&XbEKgGWfvHBB) z=%QW^Xg{j-AL~hy2zik)qJL$cq<^AC4-smJ2xH5^E9qiBUU(Bks)I2RrgsmG>bPV$ z=u4`;G&6baaTh+Q5XbE`Q=xHv?|h$r-iMkw;?09qM>F zXqVJE6Cokk7h#W;g7qOT<)Y^-MWA#-Q6iYK=reEY-c4S%$TxiX(s!nwhX^+7?V7pS zN<3AzS^(XPI#y;0aXtKa?wz*TYJb+B%PvbA-7doZH&`ZvPU*s^<}! zmdVsbeM=|Y$}ESNm0is6@6T&OQAzg1$SQ-AZn-PyAp^t4kUH++A?iT)FgA%}1?%>Dp3N~~oHm%2N^hi|G`xX4`Y{<<1lg-q#Ou8) zJ0^7vSh`QBdlZ<$h~~M==-a%lF$cvHSKta}NXBrw3Fc3;r<{hRNx`!IG8^Mi zO9m-ZE#j>Ku_d%e{?}FfZvG>3UCF*_7rNZ&n6-X{7luu`NA~&H^<~#sb!%tl5%i>N4hE=X)ejc8IkKn@{P>#Dn~#ls~$2;rpVN z1g3o>A#&m1!Gm#~%MhNtycVGmd6;o0Efn4d-@;h+d7*pt+U;xHf2kBPJ)b66wVP^Z9s0RS4}6cXMFfcD2w6>bLf_fA(}M|pu>+But+3j?9cOVGNr_Pvn6x-V#+A^B_l6g6WTg> zF_P@rVabjGZX0NtHyp(l7TC+}I`@U5*FiXy(`3E{!fG&fjba>xw8C*1TwPZ|;Y$`A zSu;wluwjwh*+L!vn9q?Sy?xTk>u#&6CntWr=#_eDT8QPsh1*wkU+Pd zzW@HX4|nd@xAd$Tm!7{>p(uO$+lokr6fzAeu~Q(zpi`crGw5)A%SzcIu}LrgPCdO0 zvMLQ+mnNp`kYEfs_`2p`)xSXM+%PuOE0UNyUYahW1%ZWVV;5lu{aHM%MFeIS?Iox`}#|oo+`upDPVBIxmDW+nj z9c4v)6yVXmzkejjo8G{8Pr;aR4y!m4yie^{9kMO*i)s#rsjWG1PXFlKaSe%ST%tb% zXzwJZF>Q`noX;rj&HE)xUJ^ZB?HyEh>U%N;vVhvxAF_HWj2~HrPAy)5{88xf!Ekxl zPC}uVacRp7%cLQY8H@IbY%#G92R(4l+c;{9nVA{j=btYJ9U5BvSFROODG{07c#N>UjG#}NJUJErdQtK5Jpj+50;3c5y$n(cOCD0wHM|db`gUPyZ=y26 z$g_Tie`Q%^r3tN!5&AIF}>X; zxQZM^%1OhA{~P|I*0I5%rDI_>{)w^q^!WJc$F;S8&)btiYKD)nP+@ke9bt5kGe$gq z0lESSx?+=xFqeH113-IWs0t0lm%92e;{ZjFyX%`rgj5h7x7eB&FJCgDb5lh?sed3b zX40x*1IPfS=zz&B0dX54Qvq;25Pwr}NYAI^BV8WG280s`*Vl*;D6>#%Ngo-D%TG$MX1S(2L#hTH@0NP3+r#{UqGHkYC1VnO`Adkf zOkH%>apjN0hJ~SbEdy4*Oda=>0#it7__T;Pf+xJ5@O+Q|1luHNe)hEe%a?z@oA;|v zA9}r7MZDWdC>i$BzrCN&01x!ltYOpsJ}s@fy4n_C3`%@qn=9z!SsHHX?pU6p7@ain zqMUB=Dj@;A+qd>VUsQ?yYpT!tHD#pV+dhuj7w@TPZ2frLaD`%m^?Qmka$g+&hmKDD zeN%XkdJ5{PSlsN=tkg#v+NGX6sHRmD&NsEM*!V3t_w28w(2X4pxjR?T{?JXWA$8}L zg|+PAR9^}m^;XQUu(3{*fa3RO+v=6|zIu$|^w5T;P{SYp54GCLXIcqqcdaT8xK|u_ zy|keKj!*3Qw*sl}qG<*%TWpeIMeg*yN|Gss3J5^C;RbP}9MPxP4E2bA6 z*x`Sr@%86z`tSJ>z0h-MVsm&!Q}t;D5mbK;{ZVuYzV{YUs&5&h2URaG!0yu|V>%M^(Iv6Y;d9 zTl*UTu0`eZ{x0j1W~#fv@-qQJ{^-#zhYTx3#xLmf)6<(AFv#=t>?_TpdNYe_N_NB^ zf)&?8M&d-VX!bw00CNhvH+tHA#onj02P+5HsI^&f%39U3Xfv{2PVMNf#LzJ5hteIo zN3J_4syEnv`?W%sluB0fb!)ktSS}~}MNVUC4yke)1iwLf0-a{w1P{*f6~=Y0nFlw18>5RFVQTxr){%)nAggrfcwQ+paXNhjCc@ zEnozLZy4wP;onMTJ!q`fFi|@Nnw?0s3om$5`l_MgzsIrfA)_k7ZL2H^LIQkb(zTvF zIm731Vv7PQS~TLvYEWH#Dxtfiq|+lGw#gYU4h70dqeuUyM#EzqBY46GwHJ|d7ZjMZ z-k|P$2Ij@?>UJS#1!|{9Z`(Ja0iku+oxJ||u3iv*g%Zb@juBi+ksO_|sP~oIT-6&& zsrPx2DPuT82qMAJuWUrMN%TV*tx~(@Hfw{3>yu@eP{xwBb(i`I+}Y3Nd3<9T-sH|f zR#_ySPMIxYZSI=JH4F)Js9q7t7^LtIs4k3XGOCF!z?%y3&R;7;8A_?YGdWbh*|C&Z+K|8 zCh)_IaJyU55`9=LZraeyOdpEA0WUwpvHDBAZgtAP@zK-f)&s(~Fx(g=c1m*0!iml} z?-9ZLQrwyhF~4|2KsB7q5fC$NO4X{N+&;VY{pIgDSTFEg5s7WN%sR;+m3CBdpUmf+ zT0ju=EUzqBT3_MW&2C5qg8R_59N?7qTS+($Tc4VIv{fX{ik*%gU zd}?Z(N*!vC&bKpy#*(_IiRz!PcIln%uu@>;!LS)GiOSALEJFnBj2>1aSod@^3@^(b zf(fjfq5B8)A+Ai?4&<|b^c;$BM=%}*g-$ef?9=~?I#BaoPoeN@Jq_HuIbp`Z<1-Gn z?Yq;U1J}4Sc;vd1D&gqK1Jgpo;^s&{4LwD5^Sg{8mQ=P%#Vpm<>|7E;&v9@$pCASEiF4p#ZQI*B8?uHc$4S=sHxg}djcJ1iEyrAzErAf z`B|keN{n_9OXA?wS8JV%5AXSV=Q@s0^$Fip?N#{1|?u*p9{ zG7N91+uw;fD9_96#;yI6sw=Iku2Jqy&mR!pvO|aCjH2i4%zOZ@^pmtz*h1MxETO_d z^Yfavi?q{JZ2gUO^nt^~6?@~$!j+kErJNTrms_vE0`u+R`R4ZupMS%Q+M$_mk{-S9 zdxsXwdRDz0djDTSKP9i&I^j=-#*q(Ot~vQpp_cx!;z9f&v$dByrG|LD)qzvQ2mzq- zdvTYYqv~}uvgqqF!T}Xtax+M74H7S`HM!1#VxhBK_Y+W z_4Hrlk_!Fi{$2n4V0?G(r8Xkiw(wf-aex#l(dS)?x4uDy2b%mH5za9!c{t-okYt?) zkQv*@&e|OKVB@-^kxCg6QnkEHr)%2ZUHsQiF|1+g@7;PC6Ih#7t18#G>fw~2uP__% z&sY5RBec3aEr`$EOFqZDuYY2f@?J4}eO}x)Hri94_vi%9NK4n@*J8FcWIzkdJ6v|W98SIUdG zC!l+j6gvA&+EhIC?`e~Dn#-1j^=VUm@2306qtiRq{`l(0N%N03JQTkzV=R|C{`Kw} z{_XBQ9r9KIQ!dJASAG5T_5%M&VXqzxsQ;Oc>*N0=8TO+XR>*s=jz1&m?rf^unAsz=G&5X(~tNLTu zGwF(cVRY)y=71-vciGeDPl!08>uwJXMa-$chydz+*|q%#JFgTLHzZweE-PEK0UcTg z_~y1f6@576)ZxF8TD-^2nss?$(T5DN{rN{`->%v`L3O|XZFuNIht@E8Dpzh9ZK&oa zY;oRO&s@3c^qgzgs+&3N+xS~@4Y$K=pQfsfaL8nLNJdbx^H^A#?_H$#N4wm0ouWto zOEIJ(hw}Tq*ZQAc)vJqun26W}=Oca-PegTZzFL>v=RRm?QUuq_xn+n*Tg=+A_r9!x z@HP+NQM?32aHNpw9TT|Ubd&RnkCGg0?f8cG?H%ZxX`itB1MjlmTP=G~c-6Mmqm-&2 zp4cjaS7c3$S>BtL1ar?aGcBSYf><&bW(*Y!x@~f|GRHr9_FDEC@nymT8+l7brCfxf z{)(>0u`nH=zy2t|3h6+&l}V5>q$%`LkCgYP07r4`gux(^1T`d5(!O^_3)E|A?;Wmx z=mt7@9A2258j=5-{q~2}Q>Um+Gkk94;l3bv%A}l>{=4RT7>ABKWgns$zNB|%RBp5C zD^H?5=9hi2vt;<8UQI4t({UVRdfmo*)YZhnOX|KZ%lNEot-+#{88G$Wq47{pw=5)!fJ6k>~a!n8Dkm-D;#Q3sx*bvvCgmZH< zRzw0AkAwOk9J3i6Va|NJ?8V-s{I#TX@Lq#X=noihcFd#J&GXu3_A09koV8APPq%{dA~; zqF?@_$0gfd2UwVW_Z+RkBTicT##THzH0_azai;6T?c3Vz{P~#4qaVxKPCMR7rzWBI z@4J}p*RdaV_wr~`P`W+#>kW~+VQv(et~ko1b@=88 z7%S!pF)=ZPy91NAomr-nrake(wxWK{CBA1=|D0U}HJush!~5FbJus_fE8kSL+S2W+ zAKVrtKmO-GN2QIoi25NftjzjRhPrdw!oU2}=lGegPi8Fd?OZcA*u2l8_x@SB)b7UV zrj8IF`~a`XH%qoyTU%>&>a;H@A1p`|w--!vaCkbc>Khzy&i4D`=ykIT+id-hWL>Y= zamMZ1UDZDwE6Pez`!KlrAFuHCcnhsz7C{~Veg%9b=gxHF$eZUznndZ%4bHkAX87p+ ze|A`Zd|HrIPwlJVd=y|JG;beIejkR*HArp&}A>*%i$?6#ixZ@+M~Omay}-`WlF`*m0apOFNdSYgvS2f%jdrlWc{bEyLE4}L-A#2JP9(U$a^Ff zEdlG_aCz25AOyR3G&Rf7h!dqTX>o`S&%B%8)iA>9mS}%-&(AQk?v+3Qbe=OU|MJE# zL*_${n~-il}IiG z_p*kF64e{>9Q8h$J5$JVnScy)&L1DuyYy8?K+v)Y%d!FzZJ%6wQeAd5YjReV?`C9W z$?Yl2;EPWXc|l)wL+yDx{t@$N7E-cQ?`$owt|%wMdkSa1K*r6GA-lAo9g`rzPcyQ> ze~l*vbk%V-*>rtZ+V!2OYR>t6b*%edySwDZ^=ae!EVAevbf%xqU%vMC#}llB4|fhZ z)9k%pdHZd7x5?IhKk}1#{RdbXUgtOv@3r2X6rJ_-?p#es7*tdy7LVwedG%fp`QVfN zaQ4CRNBwzn zStq7;7tuod*>|6X1>jWi6+xk2KD#5Tx5z(y)x7zf?r7z|00>&kxasBJR;}ty$vC%N zZg5D=nZl~Ps+yPQDtEt*9vtw>pu*D<)$P-^X$hdgE1#hj(+(S{-lBm(Hx&KA%#)DT zQ{?W$_SHVSWzED6A)ctBtb-JszF?c|m$^6kFa(njc^&|zbEi%h7c(SH_KO!UT0@lB zZGRn5u&Hw7$dR!Jx3~-q+*g|{ZQl)ZmIBg+TOs?g{~5jUntl0Aovr&`>b1y%b*H4%Az3MkvlS``Y_1=FLPg`er$YkG%6GnpB z3Ba|DI-CE8sF3jD9F10RLg_^0hXv5~WR4R@(mM-YiaaV^WZ|VsfZ<8>4D?wu(Ju_% z;&fr7-;Gq2fUs)cZB7yqX?{aM3fg|CgT*apz4k+Wyv`i8Xoo9~xXruuqi_R7 z3(RAOd_06FhqCWF zFpASSI3e6C&JQx~JR;5c`@q0T=(~U|9`pCt@OEPV3XY|2`26=F-lK+5!sG*DEuO!*6_3 zboXW0VAGnzWe12zDW#krjXg^Y3Owsr%rd|O;N-id`?P(uu0-`zRC@5UxmK1j7wif7 zEUnioAE#tBP2HJOINat z&nRM8Oq`p_>^czPrTk?_6Cx@hKxCFi;G#(fG|A7@;wU|~AQGR{-l>|7dqd8v$#5WJ zi&Rk&GfEfm1yV4&iV2l3L|T_vQX!-(=^lS$ZDOE(U>OVFFyA!laP*Udjq9Q?W~(Md z$wno!5=u3vl`EpZqUYoH$@deS_f{OHOF&S6#T%Av>53zW>Vi1lgk#_aT^-89$+)6k z?HcYzvFa3l|42Q#y}FMo;%vGqL7xrqcCmNan0D8%Vd+;M``b?0e%PvS+Z@e_42>ab zf&f_Nf+h8ktmfJ*fZoc|dqIEvF+B4mpF?TYAsSi96X%a~t?ey={IswPN*~9)^~*7) zMCloJ+Bq;TV}dJ8DN%J6Mh-LI`#^mqpe`6&KZ9UauqgYb!fi+WhKaUQ%o?cjW zy2=w;HR2&Ox2seh%G|bs^Z%MEJ-6Tlu`SyYDKcM$ka_1oBZJW$Z?VdpfV?9V_ue!Y=V-WmJ z<-du8A_I%g%jtXK3?u`B{Kpi^r~{koS{Eb!sbzA^Xx_ZX{qudXU=B*1{$R>>+rcJTF&9G3`#t+P?Dm-6<--( zp?t+81w;A}c(Vu`e5{ALxwHGt<-yVg%34x)y#wLHU+q#anV^)>9tk{S$6oKB@08V();)C|14H)S8GT(^Yg6{e9ycC`C}tZ4WyXb5nNZyY#j@q%1R%l59_71 zMCx^nhGceZ)v{&Vh`UZ}9Mi4*+YsqvRik>p{PN+YUQK2LX~ZJpHHYl2EmKOm%v{+r z7LeHbhj~VRx7`PfN~DwK@IAD=y$rZ%cmNKs(ndv%yvke@$e!$%8 zP-f4F)ki~iB&>^PoJMU}2Ip_#mem<8Rz0`kt@dl9qAT+Qvo>W_4Y zFFxCx<-Bg+9+e7@H^U#c!*Zs~tI!lrAm;5PkpVUeolj^gxQ`Q8ygjpC2 z#nNeA@Z#00wvx4mLaE3+3s2}4CBoA-0UqwH?=Tts{n4aM9^8V~D`sNUeeJh(>-v&v zHlaA%&xsO?TZU~_<5Oq#PFBLZYs-<@m(Of1IV8R1el%tmRK>^iYLZ)(<<(Ejl`$fS z{}&dE)ZjLvf9a!La!&7L?KdKY)()o4NUUL(yHen-Z{7Q%t}gvbRe?a-kzpTl`gF=- zgh$tseOv;ac+80)59r;3Fvx9!7iD3V=cT9DtIp5dy!;MAC-TFQxR0#0-n}FiC6z%> z?AxxG*?yqg^~DGTt%cCh8r8&J$RnEMvfPbLa?>ddb7L3_h4|>+yV+ahZ{{b8ohp%Mjoc4Ypk48F?3{R1l^i=wSTET3^m$W2r z8rbR9Rs!I})Ek5dn&TY>3a-%pg#?G6lQ~2N2aAx0Octgm^_Yp?I0uG`rH6=eA&SLE z5YHEV-jeVL_X-S;kaP^=Y^K(V?Qe+0ZeMrXr2LLZ{~5jk+W+XvZSi``o3-7{wk z1A~MXh-yq!1?SA!;*;^^&>On(>6zG-X-YbuB7%JcS3Ok8ZZY3efqqL6)lE@ai2vnT zj*~`kJ9jUCNBvvC;Fu1#V8^wZNkkH^yqYu#38&IpJa&6^*Zbu#zHn)?TaU$+4B82O zO(;`{EVx1vU>w;{v^CX^vUgJ_(~$OF+36iC1;Nf77D+!s`=U%sqp&18vE;MJejA}P zk+|35EzT{NY0raG?Rx;tYor5*Lw|;7n*upi7}_S*q8-t(K|V?a;;TN# zJ=N#fOCMBjmdLM)grcYx`vnAqNIbfDM<$X*xL+Kl?9%(lmB22=2JQ5^ZQu{oeJ=cb zk=U~$4s)9DTG*WyMa=%cKOJduHTx-aD#Tq^{Nq0_lA%BmO%;JKyLi${^OJM`im zR+SCepG*vkIKLp@LM|<~Y{;37`|MF_|$6)d!UMNB*fH^!7CNo(%Mohv0G9eURkd{A;Pv-?i z2-=FwfQ;O-pHSZue|JnYHi@tx%*%&6Gw<-YySI#QbPr9ATu8UoIPp1^Q|!gA81wBX9-K&Q<7=ODlqDP?G6PZrxg32%tr9Hzn^D{@{; zb0<3wl7U``KdHFE3;FXXkrna4a0v&nLE@#?su=Y$``0hZ*L%GlCKAvmO1T$lLV-tZ z*+j$(+14^D1M&IP#XDqlHo$t)^g2;WN^)Crdp;xne^lY~U!nV5aPrf$2!!?^4*ijy z%-_M%>XA5(G3zY~6f^HJ0x#TAp>>JkEZPx!>#8r*IbZDlfx^2h^E$~FmpAU~kR5Z% zr#3+u<{)DbMx1aK4^8aWqlY{nagdFAD9T}Aa;F_0{CE$T=@n>LkD##U&Yz2% z8e=Mzm&do0Piu5pcm!YVMj~1y!75+ibR-hBEg?vag}f~8fC3T#Ak1f`LP`g*{4{;B zp+aPVdqmvbhpekoie)hpmLU`Vmn450iAGUmht47c=HYhf`$X%32W!1+Hn3EMq^zg5 z&}nL1_rcDev2dv7d!iEnkS`U^$`Z1QY_qF2Ezmd1*#1Do^JQj}M2@AADvkv}7ei#C zn=_r_8p=b$1 z;*rPO1e2f>h&GGZbIJYlGhpl8^s1}26yb9@PIh}%rjLnmEbJXYiCiScAmGP(Q9b1z zM*eG!V`1H0MNCs+uXBGRR35?5dV=A&#_IS$$XX+Qr8NKtQY!YSBfE4(ykDk>iHF-^ z#MC}p?={7JT%5%Y>fW+#WC0-T*t1N;Oi`*|?}rEgR~Be503F$ zEBzW~bA5ydclYkya&bZ4LI+^ZPBbweqaY%-TOvNws#PmyOq4L~HqM#ROU7^&8lKA& ztC}jT{veNU-l0PeC7@6eL`CiDUyOal;YbAkm>dc1KNus)U4uNQPpa+SB~ia@?8ct$ zhYcIn0yaBp0?H(2sX0Xxd^4D#nHY}^-gZmRf$mVZ9cfVl3yj3o9xZiM{!aZVqDmiypw_Q*%enF zSlTG!P9sfOK!o!>Aej}AvZ?DXT!@$zo|*eXe1M2`+DaL!k^Q0N^8kMl%&5l1)!ojA zL=e(pU<7X@%fq@-nsbq)Kp_pP&jbGzekVj@E|)YB_S{~H}5dW?PnB5 zQ28VYc)r>)QsXBaSOKn-lgRT@5jX#_TFxbM#Z8+B&+d8Zys#jLqz@a~-n$QS4TY3q zTQ(2Qz53f%omU%}{I2KAbMs97_9DK&o{}xAT=@n#KN=f4n_twJa5c5KvyM*koeQ^H zUFHk^Iy4NGN#X}Yt!|lAi$Jt360y3TyJi+ktU*h_gzG8C*vP!XmB^h$h*2+CJ;J3? z3GhiWnNyxwK2fFV3hYn}9m)npF%bQs}C_2SmUe zAp%p+5)P_`#g_9Q-L>58aLLurSi;HW4l4oc)UFr z_2`4+#y09{-g67E4-3%T@f^(wF3o(h5P1?-@ED_ODrX37c2e!6(B|U4=^+xmLg*H` z5nWxAE}N8-YV9s?`8u!k;_r}TPUcLKCO1u0^W?A#b+u8UUd)+VgfD~@9O}g}ZhKay zRTMGLG=BTYXl@O$F*ceRx6mt04^9T)Jn-88SQ`Fgdv0#k4reuh02i*#^`zAUIFa1< z3YU>R_G;>wE||um?qrJ4kBaPgwzP^Au|=Y=Z*kY66){CToY09@SMo0mLyUTule6!G zk3P}6e1`)pdEbaNd5<0)BDrtf$jy`@thP_(!pH|J;w#TTZTuw?1!*p#LCC`mould9 zr|9Arp=0_OUI|;;+GK0v5F{%v`>>z)=znjjwGAN)IY)dEs9rM8@G^<1*>Sd8+vPT` zwC$&#@B%^&q{L|U?LcyLnnIgXZBmJ9Vq|UWlaB;JY&84Vs(Sm4xwGrouW3tFXN~u4 z)w&9tbZ~WO0AQ8BWsnb4b38;F^q^L!|xe`|%esE^`Go($>(;eY^fb!Co z)=XLr9r-;unp4BeIo<+b$R8#&6$oW>zH|8<@t_g8VlmpLCG}(ItY_urKUAJNc~U#G zpX`(n)^KR4YDqb?|2#*rc^YX>ze>h3R~z^+;d}S)bJGprB+-wGdY-FVjt#A1%A7o# z%Vh$-*S*dktga+%rm-Llf4J0nFeRw^e;0pKa!It;2LmB5BV zOUdBzf>7uEwlDWxUT*nVBcZ$OSOS%kGa_|HW*ogbm6R`&iyg;y*@X6Wpme;@k3d_E z2zjpXz3WLs1ND9~x~ShPrC0?YBTLNBK0-8EvglINevheNQmKB*nb$Ri(d6qw+i^=| zudI%<6FK9lsm|gl;#yfeO`Q7t%hSnc_ZE{mDu`&9wrsUlvG<*do=H4Jh-L zYS%7b9zou#b-RXp8rRM#%(jf5vcc3*JYAq0iwLtthAgxRRJY<1aGDnF4(EhkZofZ2 zD3lR$kiA-!UTmCoHHe0_Y2+yIX2Q364%sJXo87t3pmC6oO#dme+fVJ&V#qeDKHFHo z-MV?T`IQ8)g~ze)hplK`P3W17pM$Zvv{(~gjGPbsf~L)k;@13T+&4~PL9NiM6v0`J zm_Up3XSuy1oiu7C^D3Gfw9U_I;Ec@oM9doql!il2`E1KIL>mT!4Sh)!ozkN@!u`}_ z1_5Su^!>ejXwHtczvwBfGUW6><7A~oyJ%DJi;{#7IVzSLO{Rs7lNtf#L@_CzMr(BgnLG=;5w z^N^r9%(#CK`UQ_$ixDmQKQ`C(`XIhWxA@S%C$PVbqBjJYThI^`;W=DdxC!&w1!T6) zE>qd$zlcSrYwhbLy9Rq%gpk*6Yg0XaEdoiw!NI-x-e?Q67z`cuL-6X=y2$kECDl%=eR{h!Yx@ zajH!|2HL6#cMy8UaD*%)4+)qcm4**jTY%IkQUbfA09DQP3r0a6Ub5N|_dT&smj0&&R*SV2)t$wN4EmHT)%37&flg(GLCLdmeiL7Orn~|ooagSXm-W+i?tjo2n_E+}8hpkhl z1)hI9auF(G6)C*$Z45F;qQQQ^lII5;^{ExLEXpo6?kReK4Ii_T@xy|=Ynuds6G%yX zc6^D5HpbbX$uR0Uk=EkaQ<(;p^HBzl_jk{DDe74dY^pTz``d(CBKa z>ZcD{aV6qkgg&op&L5wNNI0fHiB=)$n9wtca+=wfLI7;s2j~!EMT6LeghY%_itM38!jA{sdU zdDA;|7(NX`KHJ9nG-H!*cI1cyar6gGCL_vu>=38#1km@>!aUo`5z#!V z;-mZWY`SbJ0Ah1{d~>Ks%u^Pub7su+mdwm<*<$jzFHk$x?GHX>&!4-zDxZ&$-!3z@ z<((1pAK702()2^&x{>qkzr<&Mc%AIal|ypCfVF+r%a57$jzaugENZI=C@pBJa$%HdTogY*Y?Vg({OtR^=|`Ur9rUq6{m1CJmU*@@ zBY5U}hLcIoWgHm7M{gg|6U2;Sqdc&vZa0>$`z7*gjjbK;WM=Ld{-s7^GxNIpRh5r0 z;~u|8{a?kunl;t<_~n<1JB?m$_uLTjK`Z`%BI-NSP4EgCE1u=7%`g`V8p{)!bydzi zHEr&xm%e3rHe^Bf$8@%gif(+8)BDY9%s9k_o#2gXc)BNn|o3=!v9Yw9lF}%z6eb;QrJvpWh(jpkO^26-5+s1Z5JzoQd$1a<$-Fl!nawKl(puFqI@}kbj(sfH; zSo)E}cpeB9)bq+pHx~_srlxEFUd6u<-ZeV&mH4jz1T?fE_Wu7#V0OnGl{?z(ekjpFvOQ@c^xbe*spcgHWhd_K?{*(P!2 zPB><%1TPkP57J1WgzUEL110~vB|s(jokttfyCII9XxvK9^Mj9yr(Me$>^0Ei_N`lH zn@}^NcQI-BN1Gj4m*Sm4@w9)~2SyY99xT0@-r{x5_^+B8xwYu-7_e>IQGS{~v!_!h zmNl;!Z9rQ?z z|8}C9tI*SFcuss@-dE9n0Vx`RE%s4C!BGY+jTuxMqf|P&EcO>&PDVnj1FK=HWImd9 z{@ghiob(Fl(wtc~)MEb{ufe=E9eVLKm$T2O*^`qfUGxRs5y=b&<&Y*mMStAcIIS60 zRKEGT+s2CE<+uxQtL7oWAd{z*`Qn-(k{F_i+Hw8INRn?1+8C5>I6u$E7qIs*Vx?L% z+;;EYExOe*UFJp2P03@U-(WHUaH&#yiTTjRX z*?LRIY~<3A##A{x%jht`IrDr$tR&H=p*b3&w}O0_{ce}Qj=IynCx2$)`3jXVR@dE& ze-x~nqTo14jYwyTLZ^8E=b`n`;E};5Umx@fQYH!Mkw)JLar)wD6?ms<>s~_u4!~R@ zGDXZqUJm1Z>V`L0j9If|NAor>tClr-nmobliRI;L^_4{&dB8&I%C>`+Mgq=?|2geG zW2&2#s|^-dSnOuJFt4Cseu$Cb0fLk}Fvz-GN|(pnL$cIUI}6o|mS6bR_XoQ>z38lp zsL81%*9yB2PJyQ#(5=u56K;4+b!ID`0!z&g9Uiiraw+2e--RU%8}4HlUa)) zFZ-i_z85Nf5wc}x)K(zgky&m)%Yc1^V59qGM}%3;;nW=^JO-K^-!8@|ELRKXrHx=K z8uMktxvhI|8!I=`@imBIf!KObK?5_WlR%hD3rg7F&gR5_aRs2^9+#Xv8Pp-I!=k%; zBO~>843dM5<0-gx)~Ihi5Ad-nN;1>*Xwft^cpCE&OT`Zn`H;f?&d$zg{yNod z#ij!^lZ0R|MA6{Fj*9GFdBaY0=4th{zMcww<{sc=h$yUk4Ws zQe=Pm=hNf`jckukI=RfctHAEVf5^Y2+5B!s7eaNGz5y6 zq{mTi_9A#jmn_!s4v@fOnHHw4Owyx0ZA=kN$BiJaqU%fZS1fbeq8d&4KvCZ95UpBO zZAQyk&3uxEYhO|JVkrf&9nzNCPqc6^P!}sOX(j&vZNG;0jR?3&D@A7b(a$k$-!pbLvc<6dvaI(5K$H`8=a`VQCkLM>(Qw9g0+-?wZ$J943rxVBJ zxo9_|r<0yYpk>P72jVVYyf*cD0ndEO!N#R+7%v9*w}HLue{PNea|_Ycr2}bj+|=vG zO{F_kh$ohg#oa-$(qg~fD#Y3wFY*%uOexOw_4U=1=vkyro?vj0#U{b8Yl~+Z7k8BT84#spHrfwfwM$i+c({M6pE_Px9> zT#Gf#Ba4YQNp%;RoEsiwl9XoIs%u6k^VgF?*rkFgAjj5CsoQf%;?Dm2@7^`TFTw)6 z?!NkL7!|i3HKJ@xm3tx4fLt`zaJ+K$Z@=ASql8GijfP_EOPYagdrnmss)z3ZY?+M7 zn6)dN7u-29ln8mEe?M>#@j1CO+u|{l2@_5kp)l;oZ-UGmXI%y2jb^Eaw~?nU;Jolt zV^=?>N={|h(28oY<6yA1+k+>9XOl}xhgJM2K>uS6O#o3!vMyNCwBA%mfPOp`NMcK> z&H2FmK@`!~mv`@$`?9XlCm=OZ#T7_S>0aTeOrxb4D5keW`i;a@%g3%{h$%vBhu(|+Qa_eI=L;+vyEt8eAm_gbSzTUavrVeKRehYsaoMZOjX-Z>$Q^XY3In_4GlQp zgl|NzRo75c+&dvpi|!slbX{4i#MRtk38HMBI1=GiQ#o z*@>~YIg*1*e%DTdv?4H!XnK&ipn`A+%lbR#ZuVFeu8V*L>9_d%j_qMBJP01^gf=lrZB&ehD}w4Wtfbl;oh* zPiFaP8lQamWM2#k%(_ZjasN}fzeYOF-rLBLQ3~-6r+D!y0P^X6yN?}tXNx?WJR7U; zO`|$8`>%Q#g&R>FJsj%pzV|RPc)meFCD+zisAWWEFF&MK@bp2@6WdQ)T}X+#Ny6j8 zq|p&dFe&<>A?B5q1|wlGkEXeQ`GprFOj$5$1)^0oXU?3xRgo_q?k>7KII3<@*r}hI zUxpO1b*4JXTLO-=YL54JexxC=<%6C+>L6-Wt8*FZxHhLx0mnnn@;0kyoR-!F@VzZ_ z2GD2%5OvxAV>MvYn1-4hA$M&AS;zoDezIP8ZV;tukr!3L?7&l!BQlQN%=~bJsjMszw@>C5m?q^&}()d048nZrYYWpzgiARsz0T*Rk zN>iD4)HVDL>)O1);1KF2Nup`k8g8l9T(!?)g~b{U6=~!O15R)uB2@g=2Wox$rXG4i zOUv!@GnPYV+RPvzv)lCW;LzBpcCgjNe|J;L{s45W0LW^WpAazE>)NT&lSn&7k3%M& z>FZ!8{VOGf*)jiPq%dhbO|o=rof$W{!NzBt9?q)i4yw|V7+vUVl}vBq2e=M^Gb;Bl z8h;^6>;ScrgG_5fkc3~mrt!6)wPrWU;ygpF%tn1@8b2!7Ax;g?tQ z@#E*tKbj+gFfuxEN;eKVC7pn9z*gk4m2AZxHEHBH0K6k8hdJL@4432 zwqSvXn;L=4trncs{hB9NQu4HqZ=Fl=;3QxNBcluFY68Rsy)Zu3Neh8X)LR-=_0DLqYT1K5^a1rQ%KLMR)>C| zFuK1n=wWA5t?Bb0+OVv)L`6m2c(R;e&5{&5Drt(Ft_3WR7sVn16W)FHk|~IBrPxu> zx_b=7DIUTSQK5WR1;#E0*OldWguo+MYg=8rBQSQPk&Bo1?7i``ER;~Dh1dkMGK~4z zes>*yb#F2DTj!=AX?q(6bzq_RqBAP8C^vQuG^IX)AaIM6(e=5L;gOmPtc7{F77BNR z1ohY;&sRrCy~XTX1e4aa?>`AD!1WeaUcN3%lsOV*64{lMY{JzP9eWCQ^E_9nz{Dvv z4!uOWF;f^G#3$njeFj~FPmq2TpjS4B=T zne$ojddbd6nUcw9{E&|q)7SD62+0Rtx2o{nOm@+-$8>6?j?z_ESHkL)ew;id+~G4L z-6(J+h++J~+P6ASpwyk61?AwmlW)2^m1z%&lL@{-0#FFGN0>@vFmflgOoLO{Jz$q7 zJNakO?va<#GKr!Z--tnhc%BRJ{)0H|Qr!yJE?x6i>b6YL!jn7*)1Z(8_BI!9eBRwv z$`e#fZ9;S0p;wDatwdF-II={OP>Yjel5`UF_fy=>qsS2!gE*>iH6rH$<7Mp0;W?x!Y*w&EZtf!oYjAJ$@@N&^D}V|XR!L8-*-rl-d}Sc!S`AV`V| zxFRurk;lV)%#LLfn732egODSDeM%!y4mh5Sh4Io>H1|ctQv7m6zDwY6(M_g_K}dD? zKYyF4ae4UQt>y4*wP>5j1cSx0msa9hsvGZ)uz=E+dSmm34G!0)!ZrXgQy4wi0F+>^ zWXnui=4i!^SIsq1)Qih)1@wQL81D}*uNI*kUPIDnowPVN{*&PCmuGEcIYZ^st}d}v zjL&(!Wd6-PuWRUUJ}-B%(@)FhugAMHn_*74uMInu%7C`<8NiZ^>7qqLQ zcIGU*x)@YMa0Yq&Xr8kE9{*S^f>MIt=o=V_4?EPm+lTI9`$1z-Fn1V4A_Z6D^1$8S zmqYM4z34bZkSUu8DqE3AvVT>4FUk}U#-B==5kf2}%59ekAL{JYwBTkh(Oz`;n1<*u zRlkEez7ZcGMxa!Cb{SY>c>k*FI*EE}!D35QFZw2Yp>iVad_hpan;2wo|Mg@?rdPxT zizd-NN(Ym90sPe>DU&D`%TbLM))8e$%eP@pBSb*i1<1c zbMW$3-+haG%63+xWu8r|?;1eCLB}-0$N`oCBAmypsUl5n*_N6&0(z)H65zWf(q^r?S|jCZ{0f2xu^2BY`Cja zd2%zsArAF5FsShjC!K6vEs#XTZjaJX+-9c*O*uMC%I@PViIE;qBEo3R>ZT2bCo>Yj zHZ_9|Z4uehG17@JGS1YtUw-+MCu7NLD}f5q^{wHTtX^B~M6Nl{v+(F)?f!L8)TS~6 zKHphrf)ayMXr>&eg?Sspq9UHx+De!>LFsnk(U7wE8#YpwANM^*ArW>fpPVgX``9i; zL%A5#+CLfNwIzPmf(O^*3KKUiUAMI4tmY-~@yP1Z*T;KZzLs`1S&=_1+T?6pPU0rB zb!H`J*W6hc6I=T695Q>lgP}X?vZ$a52Tqw$NLZXzOIdM(sqOndN zGFa!UhL74rGQyjj_uZ8o=@-OqUF`iBEi__zQc^A|046vaSiPGrFmT>v+(E#+wdYq= zRQRbuIG4Wo0MAz{{wH9KP$0$KIOOFtv{US*XHC+vo#iU7rTl=B>dvc&Qe?`<@6?;w zzEyYIP--gM=&a?0LfMWxoTb4#dh`Z0O4!jnWL-}hr9zM2KY`N|T#0+DwSNLDNpj>} z0~fXRB(QylU+RwP_WFyBtP^&2yQM>bx$>Q5XG=ijgf-kNLJcpyZ$Hn`j1(bsX$gyq zREULv=%fjOQP~ybAg>w5QolIedK&W~cSX#})hngnj zIsX#jMTpv)7$cH`kUs3^mq)=m>^*2|)N~e?3TLGB7G4J+j-NDub|-UG!2F91B|#!F zIE>JUW%7A##Qu%}cI|McQ8s4$c-@S~3Fg7;@rD~0wPVK)j-$EBhfnm@KKE&yZcu9B z<1ZDP6<#YQw$HQ8v(=cP!rbF71w3E|NltDckB$5)0MmYvt1RzN7Dwcn!VxUaqN4T2 z@Uh)1ne?V;p7Jox?;&hImb7RC9!kWb6T*xkvG<-+d=Jb#3o4fBA07toE1g~V##PZ7Uu=cO_9+2f18+?| zps`^T&KA96*D#fk@<>l=mI=Gh755ch1@T!Bee>k=3J=a-KQ$|B>w$V-E7T`G{qPp@ zHotG&b4;H3u=I&f7gb-r+({9)z)Bgmk%sbq|$IB>t%sYrbBznnr4}5 zRD$Zw24>p;)U{=-`!sGtfn=j198A=eDH&UGF=0yF$_JOlo$D~i{;>lG)WnyH2%iR2 zYFM$P!>YIIt?T{ReN&}8fl6s3Gvj0t;It%Petv$g#%atQO71BcxMO#1ZEgRh|C&1W z)&@zHL$A%51Om3|iC145j6Gi-az#Cre_L1ii!&2`x}N043(C*D7#0gF7M4cF+?^Lo zogWw&>7I#-inr4h*I;?q$=s2@@2f4E}|_GFGx;> z6(PwfdH8-ByD2b=&%el7BSj45S9f-(99Woy>- z+0%`_H2qmz2=w%(ic7i#?45NY6td9XeevSaadmT_E{}dys3rQ0i|)Dls}<0zCZSF- z&Wa+`3kC$TRSs!E%E?0p*a~s9gDC!tyl9{d4Q9=eK<)=2lJS@^ahAR_sljy9AfcF- ztxN;B@Yg?l{@*KCY7H7>!O!b9^lHs~1%u&iphj%>Z4%>UB}@Vf)4aD#Zi>|}Qu9hN zJ*Svdg|0;Di;%bGzRZO!MbI%mKE2|se!DU284;7#BQv7r><(Iw7iP`8ySz?GCA;gR zkB!uLD6oITR=ZK7i7BgtMn=zFv$Sc#^*Md6!FwTmZ-B<+@1JIzZ<9CQd-k;BChQ7% z_7uKCirqi#WDt){*=I}PSlT=QR6;f?M>Rfr!P$Z?V)X|)EmKyc$aY(N)^giO(1XFC z#0-INoM^LuPvY{rp691RrV^BB_L|GH){k;&?bLTh!^4W1#>4tuG}}e#f?9n)0mBwV zM=S)Ps;Ma<=uq_gf`1)m(sLrcF*L#_N=_>rJkDfaf(IQGX&Ts`t>VF@5JrShEn=-g z_+yo`bH!RXg}AbZEFuuGO2Ny;Ifd^Em@i&Zs^-zzvV?(sacw)#{|i_Oge%Q}qkN>a z<`W1`EeO^WB-iY81x^>_Nm?Pq>->|312H^P`jP-va5Rd=2;yI{pRN&g0eo`>&z>Ot8 z;Cp~NcOFBrl5`5!mdl(^s2~lz-M6NDTn|&zg1W);Oxo<+b&c%Qmzmve5ORtGgU>u& zlW2No`{&+8f3O-jMOZ*S%^F!Xd6|)QHLZBh+WcV&2^5|j!MGqFmPWQ&s29z;-Jj@v zdMf=Gf1zz%rREoccu=qjQwmsgi<)}ZuJN#C*etr9AAR^CC8b^YnG>yp_nhBT;^Yaw z32tIK@BUZq+Np}qhv_>To#8L07JD}wvr&7#3;x9eDh=)TL(;V*hED;Hr~t_dM2Emv z4G>bLdd#zB$o>HF)t3I0cx3)SJ60MAkT_Im5c#uN@_E_;b4&1jmeHBr%U;bFh@0Bc zh-3Et(z0>Nm*3814UGYXm_#L&M`FNOwk;Epv3jHvLYfCe)Dx=Qdj03Wi9ZGhb?Nq; zCDO2C(q6c$vRkCqXPb7AJR))T`Qorv%Z6;-y7dUXL53Zs%e;(Q0VhG)^M~=`P_0r_ z=7EcJK<=e^N(KjZ!Wobcf%9LXkjXgirCV7(4I~@ymehlWtQCC+t^#g}5 z7cE+}Wz2}s4Iwq_mfmQlqCU``6NvH&pz$QnyE_tpgk;g9$8j@HkJdw8 z-U>>~st)jc6se~$>)_P5Iw$`#2mwx79uJKxJAM&UVY=n{8kV>`6B*WE@XT=;dqb2o zSlY9749)nKEIRS+0P?s~!6n@K^P$F1F=-48^%?AUz z!X_`?Hh9w-{|WC^q1tJ#u!U8xgR!*3nP3Z8`g|1%7IS1a0?i%bt0~Goj-}9NMBA8y zSY0Vy5Zcp=Mn!OZ*KyZ zWB$JVXN*}GW4=U|FsKnBiBt$?XnWr0-C~)U-}8H(-}C=pukW|1++Fu|U)N_j&*MCf{5sRmp z5HyJFXTwS#`YMpHhrG}Awxa-EOy=zEwx3qNJh=0gkJ_C56PxdST9o`<)+g1p#_DtM z)x+tp#B23b1_e4gZZuj{E~P^MJsrqkRUE8q?-JR$N>?w_%>jwNZQFugd1P*ALMgyN zr;ZF1vaO~xP;=gDYD(Rk@Qw0~yLx$k6*z2NdG}7|uU+Gp-p1T-)Q&@|qhSxLYBdIZ zo(;viS0%3F2N&Yq5>+j~es{z-IH3I}jcX^6V@Wv)`DG9Zzc{at+=U)kx|~Z*ym8;V z{-hdRG&L{oPiBp{PP>;0!IqQRU0e5CbeQ_^ytnh{oeqP~8!CtB_dukqi{con?;Vz% zM_GImO6w|mrHJDT)>KltVx`(otg$y426oBqnY;4PQ(dPty0HAUqtx7ICBq;BXC-vq zC-4M%oSP~8%=$ne+nY>pK|s|yMWQ>7V_@GiJU=~$*e@0P!K8{uOiu6zQxi_sFfTpBnru28!X zcW6Pqk)%~4aPV)R3AcuQv>U_K`>pebcfm9^&+gBNN#Gb7fy4}o0Niz0UxUz&4%;QH z2N=#{NjWvTU|TQpS>EzmXR0_9!plmF`o6U^7&ds)`aPx0AZHAdL;ax`Y`CgJGV&$_#8h z@T;iIestZvqMk>p^r!y+Y-q#}{AlzVyo^4yms|-q53d4+Ucurd2g7Y8n4(4N z0^lOapy2YHbSqmFS@9~JtTK?jZ+eL#IHj=OSwDsSNaTH!GV3V@{#Z9_|GOW}YFYcV zOyOH#;dcZg_Y;^cy^}si_=NNZo}T`R3lwYN2VTuRF*mJ;@AHOsn&C&2FY0X$2ndj- zXPei&KKgSlCA52sMnfH0JHDR`bv^Mp!&~xTMurQ-SO`!OqMQWgzqd4JheE(=>4pU6 zv9osJ3LutiOJ3AQVfm7KC+VB2ncp%w$O> zNZD6;_uWW}|LlNohold-umEabzON`2klvAy+&5TE8^E^Y>ug_&0E|hfrY;u3__fZM z2*CH7Lw(^|&N9HFLo>4*x#OadT*8M{ zf-jO65MJviq|rJXOS@TsCBt?#iqpy+*K^pEjk&s;J1JE;u309uMj+9FTqlz}K(yCVt$=?3hf0$RHW8+D2{%jH z?HM^_ctDE?5v87Otf%9x6ZONAl6G#Mla}-#X{XD=-YVwV|1$3qM?@)9c_1+T_a?8r z=+K~`!F->5TOyvb&!%--(8RLA$1~ubB9L8bzXoCRDE%BCJlUv0{HUO^pox~0Rc$or zo@AK7>g%E?%1wz}cB-9wxg$F}$)*|XJjq+Gb*?tvxWn9yI@A#_Vj_de6o4@6o6ETAd~#Dm;?>PYO- z`4n(1_~gK(0;e*7TDwtnIR!^YVqNF#E7#Wby)Tx1fF6&|43v1S`tUfuRvANC_6fSN z?4mI#vQ$1^5E{fIg#}t!@N@zZoO1fPvs5>PUqLa)?oeNa0M? zlmS=#=6w}qZQBmr*l>%+48yTJ<$DH8<(baCxV z{7bA;+(}ksAH~AyTNANd6sbLU%Zc%sK#vZpO5StL9Ym}@9v*{46ClZ%eo*VAv-M-Pu%0-0cd%5Xa zZjXoXk6_Y`Ri<_povQfN5Q9qr`z_uJGEf9H8*1GQU1ZIs+vVb){O!}VIKPZnpBPk9 zQR-eqFf+dQyOWuJ0Zlyo%o#Yq7qgdFLxqhZvnjv`Z${{WCSyso#G8ll@C2viO=}bO zIqx5_wdY`6UESDY7pLvkf~D*|x$aJQH#UQQ^PmF+Iq9MM`t_1bOE@wB-Y{3JbNfhk9gv#{ zcR?||`<~o8^Yjza)6?zv8?7MjTlJ&R>P#+u9o64}7neFcNe?a3ECBF2Y6vAFnU$m` z>u_>*IghFj_;O|#i$rV`e$m7pQb~}Z1VMF&%y?mAVadH{MMutj;lc%2i%P3Wp(RN} zCOQ=!^3EM0+;8Q2o2QtJ~n2lcH0%DyTYg!+GdE^yN zculh)_!FDN2ZTj@KUu_FA}=GyN59)qwo!g?wv@y^4Nh#*=-gS5xs~^I5S|Oc zFqi0_uv!1@1$y)_z=rnl5mz$~Z=qEw4-cn~7|xJf0jesL)iJ&o5aU|hv}3uFs}UvZ zgd6i@#Y6*cX^=1-DQToiLig-^lQtLa>GdklT#Uy+c<0hpOe{SToetK#$KIo8-`8Z` zH4GfGs=R_WN~W9D+aTZ{G`my#PduC!ARv;ewWFnZKnu1vvP)CNefKIiaOVL~=6x&| z==;6|RG$k~UaT^Cni#Iyj(eKTE>3)`MJ5XlBm5QQz2Ib*^2;0sEgfE)IagyW37Zxb zRo3P39!?>wx+2Ui(Bls}u1$j#8ps^5d~Pg7H7F@-ns@T(SR=ffs@CnJUN~B6{~g6( z?R~Dk6aN*)@S@mxp}-ejL*H$f{HUeNDaNbQUAMivfss7FxQ}v`26Z#E=1u+;U~tX} z7`5X?sB?~bTSE3hdEEW?p^O^9XOmCo`L|!Zn*%kQHzz+z0hq<~z2pB9R{2F4le|06 zpzsV)u=tOkfJ)^Hey_fEIsd8SahOkoX?oD$?AZW;$k??q4Bl;0a+-*#m&d<59p4QK zA2hgTp{V)2zooyZ#~drq0x483syzF*ty5kY;h^*enB(NU@6_C?`)uC_XUUXR@l&fs zFaJ_Tl{IJOKORnh|2Xfz`O`fXA?39Q zO{nh63QnaFl^g~j?n0W6!bR{EC_?1);uW2`-=QXkaQL)lBKUje-_Uli?-2yyz)k=* zmf26cf!wP;YaVI@g8vZSUjuzuXI!&IDq)|REz-1TaP<@S`2O7nH+UiC z9SS#sbmNt#rmPFBZ#MvP*SBaLrK0lS!GrA9)IB8chSs16AYO+fccpD z+(>uOw$z^i;K3UuY+e=heybo8+YaG9u%j~BwC)a6-&^OqG-=pVVQ zSJs*PHM72MmihlGW)`CMLgzDCA$@WYcHAl98m=)0n&XpR!bWl|Z=8eW)dM}H9sneE zOsw5^u4mDa<4579DUX9k#l=ZnT%b@XWb4wVuDW{l>S4QBis`E{nk`cIE$H3^+ItS$ z1?PjLDCAPsSWQZ8wK1NY>Zx)UXTu%4Y+2>R@Z;}~HzX?mpnDwyZ$Q*kto*rbbo z7}72Y-9xpAU=%`_#2`#rWurPMO7$*O0NCa%u%XbH4RH=a>{X_Nh`Q;1{XNOp7}CkT z?b>LyuiLVf!ts5v(-mjWs@I{!gTh1c5&+!1ZO}t&>{?IH>%?|}uv*2GXd*>laq7fF zSR(gczKOAY*mcK&Nl{bmSOXZ)9paB`h5xn-rns8>_pf8i)ooYttC6~*?QU^93iwOg zYs`@;eY)F3l^=JLk|-qvE9d3a4<_biEbXVddR-YY`_hK;?s}>Jj7(SWua`I8U(wG! z;j$yB398ZcAFSZjT7l}bR)77MUF!Xp{L{*sv9N*TKV%S1@ajaWYnOjNGGgQ|;qGR{ z{6fuT3oQsGE}@}e&e|u} zP+Du=AuNj3DdwWEhT9ETW_f!3?RgWYPMx}YzO+4&N;WX_6c#vzhERxwf?(}h&Ixt4GJhz1zKu=&;`!x zs<}t|1xg!Dc06*|ubICZue^Naiuc87$8K}yy0+dDCR=0mk#X41{_=J0y#LO^731Q) zt;@v=kBgH1x@=4ITKBn1ycXw*@A(lH<{jSZQIADv)o_~}ErfRs3B;)}pUm5Y(K;il zjm``LauMaH9>@qgs1~Z|jYSmYg;wb#Y6Wk!RDwhO)MrHJxSNto;qxM=;TP^AYLOhC==zH9A9Mo1&_{$L}qxhLqsLFJ&0n^@sglRHjb zas@<#zLJjiMCEAKLCwO+AAzR-e=c%=EiBcW78^mkVw(ViOqA)5|Q zoV&3Apg8(bOQ?XUV9q+}2T;&~z^C_#W9WIzbq?1oJb&(-M)Rl(6*bHoP;;|0FPfIx zow%KC*0g4H@}I8lK-y( zv!Y7^K|1Zdhc&~YTkSdKf0Q4ICnihT4Ir{3j2za6Al9B`C?|9#KQd-_vO2R+6rkLq z10c2MXX#9OWL%db*{*g~UXaT8AEnO#TNNF2{iPuT^kPAuF|lS=x|>v?MXkteU$uc+ znpnGtv68T6DL9!8T*5g%R|eE$0u`9e2;@BN=MUEakB&528Ylb|m~Bdb!K<)CP9i)M z>l&XD8*FBTB2B`caPOX#0%2=G%2%z3`*(|#)WwI7I^GE05gq<4jl%0ek9T3X|2Kj= zLp*}7xz1TCYSTAgJPr2rM&S(RPsJ_H#fua>#_)sp=Z}=hZfxDhX`w2A;`JUB&W}eM)sYn9S5sp|iErKT z>#w(5o}L0*cim}9XwvALA~7Zll9-8GZrgz??%H`G5=oHE42!NcBXDhlQ1`Z|GS-PjXso9c;k-lBeyA{2QE7N_~ApWbeJY>5OH|B4p>%V zPAb!Ield(aESnRk`eo`@veIvD+o;{CVb(Hm<#Yno0Lz)v?0t6hr1>sjW zOj*&SK9KbsPA#r3btH)9<4HImElGJiDf&gcwx|*XbtP-mf_^OFj=9jf90wm8Rb7NQ z2yp5>5gbB}LA&cF$3YJyfFY2OMLVHDaqd`ox$~~^MB@-H`-mx=SpTBXkV`Td3rUCC z%>3AfbtzZ{HTb#|Y+%hkQJ49fUz=uQcL()17yF4Yg>|;c6Cg>aP`SNzGt{re>?u01{WPfSzMzkvw6Oq1Q>qVB|=7JyuxTjnIc&7maHt*QA7V}9?g`Q%*UCM;n+4`nX&T7erWqh@WG3BoK#kLjVU9*M9= zl1d-H(IZFRplCHOBwc0D^QFs7BNk;X*tyfo>of3eU>y_I(~JvGH;0J*CK^|B9E>zf zC}0Scd;KGLFaXd6Zfz4-&XI+@XZpS7y z96ZL@Sc;iKFk~v5;M>{l;pln?GwO1~h{SIeBitk+wstbcvp)A*9)Fgh9b8vIRU;uTF3uo{ z`V;FqWfrTHbZ(S?OXYR=p~O|*IF+e3{7pXmQVpcTU3&FO*`LVX42|<9C39>3X3*ss zGfbSb9~TXL>0Ldk{Z)CtqvDD+YSr?_9>3HQHnkiFOL;~^8bwGzh&UmG6jJ(ua|`y+`hk7-ql6Z&_XQ(O`%^9=CVZo`gOEdWX6UbBD2ZmlBNmYaT*m3W zwmt15sjBJ6FMjniFNXCq3!=KP=pz3BnDyA9ysHL%UsRLRRAP)RpY}1QG-!{Q*tM}t zo_@+?`=hJ0$Bs?P&yjzyt9!InO4Hsy%hS`-pHQnq6#u=5XFxnQL)9NyhSNiVi?)hZ zyV0ZZ&91!vxktm_EgO4iu**11<37|5pe7N`FG%MS7IGgAVyWc)cuU^S*HSMn#+sFvT(Y9su}ke})edOm%I$+c^5%7*;$YXWYFcy-MULJNnaL%sWps954_b40%sF zADQ6jGbQx+{^v+|8TA*HjKde#s@W9%w*EWH|F#%qUlvskOA-+1( zoJ$P;4{xpF;jEN9@w3X)^B1k_3q3+?|D@xygm8F|$kU>@M^ix)*L$C-tkLQB)08v4 z-4l|q98xhq#2f!8IdEr2RxOvi>}dK|jzn;&1n4(F*fK34VMu<2oG{Tkw4TSKgm}dt zUnf3@u3B;V-o0bbRR(ooYJIyJOv$e$OI0nreBNG9cyX5_H@N#VX|!p<%b&A*>;7%B zKArf@V)%ck^LB~__c~|RS*c-NhdV9Tt)g;qkboo~53y*BS79nk=Ell920=eUjjn4i z?x8$+=ii2$Z{%kUzx?tV4g@FZ_DZ3DP&JYWCCWOKw;H7Tw`IVz|B$><3G@bwhK zr-{Lqvs3L)O%b*yQWUX#l2mTR+q}-c#s^04x(Pp7%<6DEq0Bb|^@+ZlXbz<*2#!wB z`H=y>oe=kh{};6p;Lz2L9^vgGrYy~GM=dV0=DeG^s&^}cUD5LHl;&Z`rJ@LFI3K5q z|7XHii?*G4Ck}^5@33zRrF$jS{RPFlC;uXz*(=qouR>{)t#{Dntj9mLU$Heh>#@Oy z_xRZ2sGA^U>;ofFh8AhgXT6aJOQrq>4c`Q%FFIT7B`xNzXq2+B&0<+0vfU`!z1PW{US>X9mz%7$nzcFZM`o;N9lk zqplj-mMot=PY6aWyPs;aA%bn#T0P4{^2tUNo- z2r?hlWG{H5x}%8`y{RY@lHgjhzzYlizg=Cqn>eRBAMiN7s;*e%_v7f%Vo}ARA+ic- zE(?)F7+PSUa~Xke2{&Jg6dg4x+3ZASmxieFq~De>Y9O4MiSkZVE79)mO80J|VL_>o zDGmoZO)Nj)HTq_m*933FkLA}UIx6ZjKSIN(R0)%lMmkr40z`KwbATJX34Og|B0@1b zIvl}4{1R^HxL2ei75n*Q84ObP9KqfQ&WTLLv6OW3cu6}+)j7084bb)LCQW8vR=msa zwMr2ipr4yEJ%T)4SVC+H9m~d((V)&AYPa3g6EB< zQb6|`K$g=}r4NQk(C7@u_8cTi51OCvPyQPpD*FEV&tk6Ky|=H!kQaRyFMcN;dB0r! zkb(*3MXZV2g!VV9jI+Ol&MdTH;ok_S5XA<9fHrR8K=)yFWB!(T^y2ZPYbD+C{Pg}f(kVkr(-c*lKK*AxZ&9P_O(-# zA&xx>9Z6h;DDYhqb3QiJC!pifhey*y>RrUwLI)%)33RWjT!#Lu4;8kQ<>OWMb?-cU z%8Bo4Do*Bhx_foZ|JeAU_~Kk%!$&DaA>*_S(sK>X*`I5dx$m3~q0t!WAk zPxitW#M(!~w!U^HB8gw8qkHAU3Q_u%-24w%U{V>Xc{D_FjW!3idZgYR;uH5EwnfvX zk8%Y_@N1~|wx%M>PYwaSCVZpTvZa=ZDdk(kT|(rg-^UZA5c&l*tI)_@=VHU2wOhFj z9~;a;JPW9?Yr1~RTR6q;)O*`PKXzqlnCLodC|@;~;6JU)xCV~@!&T{{ny-iRRDGN3 z^LtxRuN%kmBIP}Svw7SWF8A07by%GU6D%L7FkJoqgj)VymE?ubJ<*dwFCZTj@tEwp z7>xxA%UGCus40gvh3@!&R|fuVCqcCTa)-yBQCG6DHRbSlF$;#2aM#79Pu%2SK>)mm zJ=QzDwyp8(rmZsfTbe9oLorx%f6SD5hpsDMCwohFk4CMbF%K$MUiR6+VJ zZQi*vm=OAMYHDgrTeyK@R3Zx0h{7{w;(3pM;;h=GPmEhYdrMfa=Ryx`ZRj*T&$t_* zsbS`&R&Lu8)v9l6);01_S-6E^&kB8AjF#~D0gMZ~G#3w8VaGud7)n*bxyvvAhx?bi-Vqv(ZiXdFa_}Ue$4|+IIHnb?N+&w`tL2xGJh;X$o9(tKxb|oyH!GLO#Z>bsXEvnYLTIG61!Qs0`@xAwo@+E`;qlF1gPN@F; z(x5j2NYrqbR$hva7mE_%>G?TBvu12;-mt;^u?rk9(F%bj#r7M+CjQXC3PjtoZ(-qB z!05f0N4;aG9euhSYYQTdP^xDX4yxS=mWZ~gs2md@2 ztHPil+f06~HJ_NghBW+7RRo>9Drs#1Cqj5Zjy+&uD5TX5Ru6{&gncagg5}$4e$mDK zk1(Kj*8!|tg94Qf-EgeNAH86+?95}Oe|in*TjSiLN=;!1Y&~IGNN|v)7DjED#(-}X zm7r8<7#z)Xwr9f-^AO?yzm99~QXAuc_c94c96o)Y9MySD&tqvbcNyw`ZLpqz3u`Mz z*hGPmd(*@UhS4l~Y$^gMX^DZ8@HGhvVC>Ixj-=GBVdX>_#Q$s^5k-c)-*qX>Ks_Hq zJySwi!Z4XsEa!t10!{;j8W@=J%ACO;6hDsT=H`Cy^P?yM``Wy^LtJua;J3W2bF9UO z6o7vc8vdO^R?UdJ9u{GidO)B674vH!D+>wBnp3msy$BjOZ{(oCm zx19Qi@KNo9PtF`&xguf9KaB->Ia=##svOoB66VvJ_HScG`MNqnP|cfsK)V~%;3oEV zl3CMOsFu}S^TL0kcGMx_HLv-nqDys6WwDR-k`C_9ixfeao}3D?_c&U1CoLu>|qk0!+GCBY@l-*KNj)=r->BTuwco!0j!R-f)?gKnIlm)23XBjM^pobPi-ymDZH zK@M-3gYy$^!cdwjI~Gy7=z=-JiF#owl0xxTLQ#EyT;$n$3%Xdf*L>rcuV<^enC5?JrL@*vJXS|7He_W zS~Eao6CCC(-<>K~EOLRK)@^&RM(jpSQl$ANH(w0@DMBC5+XSv*LiW_nNgc@;wU=`u zZsG7qaCTg%{EnopDQ_=R)UuD_lH?03+U9=`G4L34#z*c?JXENP4X4q%+#cNyEKrzpsYcoL`Y?H~6@|s@(T- zlJK7WFBh>4ZM&Ker~FS<+I_cG!zW}{w67ZRUBD+_emZv07m??G^=|3C=lCC8yM6I% zk5AT4`XcyJlXe$|jT^jhaQg<9Lt|z(7<2S!$4`E}Fs$3RT0{S{VVcRW2Q{u=FDw1L zXD^LkG)5%&mFAzxK4X`3*EzW&@p6Yu;@u5a&i?tEl~Ov2HfKDq#wtM|{Zvf>wZr}qyJ8~<9>PR*|~)MkCeK!4q!HI<0> zkAFDL7bUMgQHinrr2f92&sUyhFP+-waR>h9!O)2;Ti`F6uaC6$aQXCeNWZSG^0Ds^ zX-Dw=%xb#SMnF@3{g`B5{>jWg>rZVPD^^nB?OS|zd)|F3PV8}DBTJyla<$3TbpxLa zmdeAKk4*xnUDOM8cDE!ZJ=*l|H%$31wO{^U4T8F{J# zvo0ElipL=c!6;{S%+Um#1rY(B5v~T<`qDEsfQbKwK?{gL`^Vb*VDgiU^{mQ7xl4Z1 z{ioWXGOKTSJ!w<#=`zqwn!S%7Ao}yOf%xQu)haWq9IY z=74^{<3Vm}&K2czb8y7FZw#50RBogzv}8*fvjHSTz=sx0-Bx;7!NU-yvcenG381y> zci+Y8euoGLdJ@pe%wt8{aOHuyaG*`~qs^F8H{V+*Kt-uY%>{=R3l1r$5VYiBS7Zvt z1|f{SV25=xd}QFRn!sm1GfwYrcuw*F3qPSSbnJM}F$lWp+(ya~jBamKn@4mz=;)i6 zy^w@%b>-&GIvO(CILi`7+5VTJO@$d$oV1&ImzibpqC^{~$bT;(do24k9YL}NW zJ=#3d5VH=L2F`cI-!{&fL9t7?ppcC%DP8RrQoA@!KVM!mEQrfwSV&7r0ext4b)n5Z zuH z{HVUww?5`Z{QM!7)uX3vD4C^+n3KPhiaoryGlggJaiNvs|BoQnDGZ|TOhhC=P`OW9 zkC1>)B>0fMR(QD}A@{qH>&ECjdq{Ba@gfsFz7)bBYsz^h95f%?Mt`0||7aNA;yFlR zMd<}0Y!SM8E%IE7rKX@6KX0Exk6ZSZnYKH$Xl3-zIvYKYZ0h2a->}cE!rkvWF-3bWidsTEO8ZrR-8_ z3zI?A^%gp^{tR7$6h*KdF`ySN4CIp|5NCv+BAm6@0|5cEE^X)_&Sb=IB^R2F&i$i} zy-;R^_og$Rb7V};dhwN`+8R$!p{AUq5=Kn}*z>PW`DHb``OcoC-bzr4 zc0K44O8{-erxrGRH>YxirkTFM^Hrc+OwPmvz^dBcDr<3^ButOvs>rR%>qaQbC z&YacR(x3o@YXTo{S{%<$TU$FJj}61zdUL`bVL;URB9Q!r#`UyutteRFzUiKQ+J+88 z1WyN0l(K}_7K)L{e>x4*VlY}*;V_xUqmmmVtVlP!!h~EZ0(63Sdha7_~&o37!Cu^&`N*_2-POTIT#h_NeBltcrl zYy=dgJgOcNnqDB%$>;#x>9uHcwxQGQPYHaB~PFo(QjqR-u zPC0dmo>PZi3&RiGYNB%mI})n5d&XzSq4)ImVi4BO3|G2@!F zI*UKzbo-l7Ou^S0w?|k;U0@D#<)YW>_3P8PT&u|5oF*ajd^M&DJzGjJiz2KfkV)6; z)r$teuGi9xVStL<`eukt2x2I!h4UO7dbS_NlD%RtOIE!>+x!eV3>`jq>FJWv=yqFF z3k#ap^RRg&kC`%R=lJKHKjmW`_1M%oGLltUMRgUiht@foH%m_`@yTPK zP)>9~5I`6d0n#9c)%QAX!5Su``#=9(ROj8T&WK7&bW0ipm1|^gPkX`%pQ*kd3C9e- zx4byv(7YddKrJ_NyDUm4-0PaCrj?%?$7U%@A7OsioOln?ftgIu-enfppi0b z*vka_Jv5EiW{e!}wS>)y;rn%Uc<+%A+v?GKZ_KwVeyO9N%1^oF2~VPmy-IJ&OYXtxy`8v@m}ezt5XtP4J}5Y@DhAUqdaB3hHGf?|cAQf4B+(FP>m9xk`$jXhy! zH2&CaX0AW~oRYM|wDA355@X1Pi04}{-4ldTcC3Pi9%FqL9~B{^-2 zg6pf8>!V2!iz~?t4irdnDic7udvo@DA(|r78%MD|p~PCx?#fl_>^gHJtM7TtKFQUT zN6fFpUV91kW@pB(JM(Cbb`K+cm?R1bc4{LVzgRz4^)_vOdaN#RKBbh*SI7^n?UilS zsaSOI>+rRQi(mgPrxt{SuL^M75#_C#%`U)fy?L8HT$sJ-`DA_4-$U=qPogfi+{=bG zT>2N13(=?eo>`O~UJi-?Y62!wVG{2aso^nb6#+sG26djuUcbh#6PCl&5@$?tX1gY; zNGO@&f7igpw6(#rD-~G@`>vW71?Tjl)*5dgnqYTgscRSIXI#5muCHY$@{l_@GVvxQ zRxgrAMF}CB0Sz<=S~n9=_mCb{=0v6NqYjW5i_emN zom|HoFIbWc!=#?d=jjnqxA#o?GyKBj@8?2Vz}WYhqWA)Rk&!zFPnp=^&6_t~c41h{ zg+?~X(0fr_b+&!evB7N~B?V$8Oj_eY!GKAeQ22QtTC@Jk%xrHo6v4<3Bqx_XVtYF9g3f2n__;%)u-)2o&e52~o_T&&*&|4u#G z0^)arX)Jl!%TM2TBpbM6#RX#DLpQeh-Yb0jMtPp2U(^K$F~5;pcLOE}L%RgOaF|f* z$pOwro?R<;c`()Uny$wk!)x3TR58-%sIsW4GTCiyw|$LDS0&ns200i_67AAl?_1v= z%19Y66IfbFazCtG3r z zjhss4*y4xGXA7UbZ{K2j_m;NeQ3Tu)#FSVD4fHxpy0|cgPM4ln%iO2X$4cpYL%1Xb z1nD~oS>^yESyE#3hYvM#zWDm! ztBK0~<0`=!6%X#ziy23+M5DzwpAJZ=Xgg4$`sDrfCAU)-Z{it`zS8m>`obm+>0u<( zmUh`<0Zf`6aHW`=hiqjyl*iyHPiEk6zQ2+NPyO08X>V*PGG3a_EI-ttu)Ly!NDKrI zu%`R_fjXA!jp`CFWf9Tkz@E8@{M3&WQ%^BOs# z_`FNa2y{%5)LT!uup(7tb_&|q-7@TI-b+GJVgd1ee@US)Z;f`aIT?L$bmcPW@M*fi z#0r8#x?pJ-m(@qQ#6K}Yv>goRY8IlAl{Ysi6pwnpf@8{Q=z0HKGslfSLxSJnp>PO{ zsCEA(M^_+)8XHpN2YSJ8TNt(R;}Lsz8K=I!356_JZ$acO_%BWXnh^dJZG8ysr9r$rI5vT?#5aD{WipuFe=uIX;jaQFLj*erzFIM6)W5j}=Ll`Z!ID6WtKgqLT@E$+W=yE3}1V?GHf9 z<^A^5#iioCi2uf1=n7}BZ+gjI{{&Z9p`V{Z@Js>U+R2L$N2*n^EtPB-4B_CquDGms z&<$z?D9$Fa+SU#Z`yMgAcqNK28xtqN@lCoYJctS8)Z+ar(GRR3S&d2{m`qTV6hAya z$H>9|4{0V!jcw=ySkFh!AP;Nq@YlA-q(%N})=LIsoF7RPwe*_dsGa=-x%K%>4Xmct z;6}HHuEpnOM}x#oV0EM!^X%QFhNb0w(kz{?$y!Wkys2(SG_NERFLz!Pv9NMRcRZ)Q zjd|1S(Y{u$+miZB-9h^kAsPu;4jaz6EW_xkO4pS;OIOGopo?oD%sI6=O7f2smLV`0 zo|d&CJ~=s!9lq_zMPd&im&C`;P3l*)aC?>T@lVh9MczUSQQCU5MvJwDSOdPzx2ZbB zBYPqt?DS2y-VlVyR;R?4Ir%;|eIN**7upj~Lh_h{wTg((Ued|N;B+az^1{&r67V~% zb^yKcsP(`7_M3=ShM$?=1r`g0 zp1ksO+{KGH=J7n&>f=szG0(j+$9*A_?~uR0(yEX5DPde{V?5_*ca~lQOp!}=Cz_W@ zR>5l0v~D}|9;nt&Z*uZZys|6b7#K}4T6#S9nAMpdb8PmX7}Yj!Uh%{Z1$RtrR!qLL zxkdiD&kloAptJaayxLpifZZt}dJqr@P{)FK<9lb9yp)T9t&&>qMLInM$Wfsidu_va zU|%NEHdJ~;Sn)cq0(8v|z0aG76}Eak*FW(kM}E zOK6RjXxt9!+~Q7(xNg#(Kf(Yu1kqLmfXzoT4rS?Du661RnsO=0i zQ$PvLFL@0Pc!MSBC6;ZfuEUPgucY4qHqFzina)1FD+shrEp9asjFtY2T?Y=dp~b+} zz3Yt+ao5iWzA1EKiyI!hb(-&$uHz4y?^!DI55(QDo!EKEa1(t7J?y5XxzeCOsHfyQ zQmpT0>zNtOG7(pSMn6#c+ad}ThMYL`L-}Ftp0N7n;@!-v14V0{QJEJki8{$(G#*g? z?EIAI6_I;8B()X0L*lM}1dTB>U*;9(R4l&#{C;($=h4Jy#o5<6PZ#CHsr6oAXc$s& zBwYAGm*cGWH)?Ye~PFpI@g``i;>APg}P%uUHndi++O~pV_q7mufCSIZedwk0^x(pmxr6^WYRb|ZQ zF^9E}|FK4`pKr#{Pw72=XKu(1>0l?+K?*EGy&{m2pTs|1dSwtulLTz24nx|O4JPg= zJd7A(Hr;ompdn&^I)&znha=Jt>nAUzbqyZ;S6?}&a~H=vF&r{vi1Zt05xke@#xT{g z^-NuH#;;~^+aZWd_Zx@0=q04D9kkRTxWgv95#WG<6BE<5S^WA??;Ut^oh$*wm$O)y zNBIO1uwCl52Dp4U108J6o9p=WmM%Nag}kPrf|3#Cm2hv2thSV* z-dNmUIY~Tp91DiGt{3C8a+Mjz0MQSg1s$*NmbpHiA=J)=SUk-^1^Y*L7(O6GyyNPLK;lfr|k4t|xmUX4ik0OBeiP{XU z*oTkGBnDl4Ih;0pO1rm^(Pwy$0ex?qF1=hEHt%Xs(8$(P+z`YOg3aaZ<0;C0@0mtY z9r9wNyR8_@<>ECX-Le$c)WpjYa#KPlol>V z1=DFo=#_gh=9MeOwnG*X3g~{Z@-yu53E%)!3MPn^CB_<8S-RA1S3qSI!Hz)YI7#Z9 zx$kR##zd+B!#rE==C1;|Qc4D(la-l>&(X4v|6N7x5uU)wWOG}jcZ z60U#K*+k6pA&Q=wez|F5@)7ayCAbi_t~6R=6HVDP+BgvQvZYfnglrp0Hb_|16Q{Ba zrbq(ZH0%&C{mj6np6tlnG)t z8Cm`!f!NA|>n*`FcW(LX=c9b4ZcgfLF_D5`73r2VO~)hFTznVk9=oO2k?I2I;yp?b z$w>2M?(VoyvvE!DZ~7p~TUIonCdvDX+rusy{W#3MJhQ!YbssaUjBLWMoz0T)q+(!) zd@L7INwzGWZe=HJVK^Kjb;J2^w$ez8dK`N(a7VvRlgEho9bt%JI}6Gl3^%Rbh3EP} z^4NDZZIF?3-gWd=K1=53crSEU4c$rVLdJCTYFMMW?&1hb>e^zU1~!_@nwa2Za8-;oXQu=-jsDD|ia_Ts~CEv&x zEBis)1`SeHwLi2^!?#NfcL1o^sTx#=Ftq5Yk}d+cIpUKZ0|dN(?|4uLqSpNKU*P-N zKM5PN%Xp@}@~6_hbvaMd0@;YIVCJ8{e4`Il93(XGizanwx6c5!_j!KGIPoUX6txY!S#|Nev*_NC^n~8Fz2o(to(V znckhK4qYy!YXfvYJDhspe5*?c{OfUrP3w7&6h-q~3QAq;#tC>}>h+ zQv=UVX$l5y9(Ai=QIF6ss(g0oR6MBK5k7FiPSta(;G1!1tyK}0kcxZSf%U~%dCK2a zfAMgg6xG3=BHkgOB>*6i1?oh-K9_FBwZ}|W@_rr+vnD2c=9!WmENyRqjgZlf0fLd* zc#|Wlys)g>y>Chhfo4-(rPz2}HjIia9rrP?AEY2$u#d}~)K2OSF`*mNR9^Q>dfOx{ zIXrW%?cwRBz7c|aNbg^qo28Mdm?W`DNXL?P*7*2%ES_|xgFT_O06VfslNsd^EJ^c4 zGj z(=nSo`HjzjtnfZ(rnv?C<)1UO(hUhonsEJW)aikDk1cq(D``eUTTdU0M{d*m#M}-) zyC{5eVp{Qrpq%2YQ{l^uZLEERa-3h@v0SwLucnvgx_1nzXYXJ=aoof$-tKQEH};A1 z(en(-DY+4Tw-2Yy@-lRLS#+lGb(>?+cBhU%4lXGv=@=(ZVS;fZ|brAO?yrdi}T#rZ`UsgafjcM_Joc+xE`*p3sRFg6jTE*UQe*46-aJ!r+%`a+7NKn2; z(B{T6VwS{H8qa=p*6#KnVdM}(A?eiV{A^cvvQoxbo+!&8yo|WaUw{2X`uu^@DH83R zTl>_BOk8J*d(J^n{yuetql_&0yfr$$S zB%Nzhb2ATD7X7&NTvS(^TQ*srmmMmn? zfS%1bZTAIRI!~-x9MJz~o6R~;LtgymHem%BP*}x)Zs`(s#I8#P>XoK`LX57hF~GH0 z;yRn@v}L%Ipq|ZtEO>cx*!V&v*${$^WRi-72ow(qcbo)bA6dw3=m>YtEx{QvEmPJ;hvY_&*Hk;e;ylbIv>*-h)!L_}2WZ2d75i0C^hey%h zx81r;u;z7A*zPgyZ;Sn&A42F{yN!*JbvNhM7Q$9U=h7;j>W>9sq4Z+Sqm7*7viZb4 z(@)&?v&WTb;f%?ekK*rW&c;e*<&!5^N~UflJ+%^8Q&=VhIB0jrlJPB`V6yMgleapD zEAAFx(zMXC%lfhvu+moER7ddGJGSLsNQFP(D=dgD^*iw&I-r~7^1$ZM3U}i|v*Se- zZ^Cp;Dk_)VHA`V$ZKh!^`=@y9fzl9vy98$UCkDm3QgUQ666u|e_}F3Te9ebX-qQGW zH-UH%;nW)RV6^i%2?OweA$s^JvmQLaW!OG2dDmpaAd{O(b0;RvQJgB?zWK!V=>=!) zvJQVYxnIb}8}WU$bNXn{>~s0f(!}`5Babh#KH)TR)8QRyhy8At9>3XWW7=}F*`*J# zD3k`|Qp4f)t&Cdy(0Jc%3pP|ykqF*;kk$pDG(W8_ZrNj3(21UR6WR`pd)RK@JqwvA z`wZv$G@7wgWu)4#S}7)2CaOxJWZA=1Fg!VlOgEmw5x1l^o1NN4ykj+Z7Rc zArTpggnR^f(++FQk`@4j+My>^4<((5*n44G_?bnvo~>wLna2YkXC>KT>Q(?A-{|rz zo$M3I#(M4D%a5Ua`=u2vRDu#BG!|cXUvUpov0PHD-HC0I%Eo%fxkUqxjDu`>pbuM4 zzjfPS1g-w_&z>?L-ykzfM5{N8TQwH~ZdS{2)}alI%c&W%=P zv*{R;M|&xH4UE1*fISk8{%sc0!0fZsHby{@y+T-ig={Htf`!!#qTbwB%XA)ly+uuO zWzW#HS15U0fzUPrqqUK&$U9!mr@=JJ0G7 zqRV)he(FVHybOxOmUERu#I|}=cpg)Z5$(Jw$-}LSyYIW_F1Yfs^a4AIyLK=fvf*s@ zYTk8x&-Bm*rO)Dz95`7f#VTE(*ginHeQ3vUq?PgVFu5rL;IFc)aonN_8=t*SO<(xdyzpxAxeA}OY{y8lN2d|#su-URi%~sYQNa!Op;*=laV7M z??dsq&a(Eh|tfr8MM zTsP?~cj7h)P2Nd2z#KxMv5;k?H*!}UosbbO-Yfgf9Sy&aa4`+8pQ1(qh3*oazU8 z8FH+{mC5%@D=t3KSu?P0sb=6krfkYnS9haAh`&``AzcbWw0iXzpkqnvwNc1kaJIjF zd?>=cQMR<+78<`z$=t#@g$JXxl<_knQWy;Au|%&7Y$5$qBo}OS==f*qtqVT}9N1J;y8ixklls(6w*h(5sH0roFgc zG}xi>=nD1oS=tFv!tsSc`Y7!16KPRQO-^dq?I!D)Chd6B@!9d2&xU-&0nO!3Yrp6t zT}lP&0k1joLy;q;bTnRLpnr}bKy8~|CBO;!$#}K^42LO-_7*(`nBAgn`CS?>zJcUy zv9uEgWTXvG8ICVa4#FL#=D7Kuy*vPDAUmv^Vg1fs>N;RR#qs>ET}D4GWA~oSKoqN) z9jATb+#W!O27XWq2w3HIE_>3&<>{?4{T3HqZ*F1v@Ydp?iAxK^Uz{z{nNYQ|JdfSC zpmObR1_{RZ&*mPX|ICNyH0CCswV6m*4Pc`QQ%g{WJhGJIyLldm;c)by8Q=h?V|YO zRnVYx-s*i>IA)8R%WjEg*gIFY{yJmIPFB#iqgg@cde5+t7WdLuB{)30bt_wMAD;sv z?Q7EinMda>o@2Fo*oZ_Ebc(p7d-2`g7s6vm6NDiw?(gss?r6r*JD&D_gL}o!f@U)+ z8NPm!V>Ik1O!HHAEWRHovJm*gS#zT;HIKNVLG>yVX#mCE@pR#%UtunLUFn6f_x7AD zvsRGI9{g!Rzf_IaFiCmHB_ z0MBKlm^900g=i0|d~5ayUP`Bf(vA<(tnOM>2~f*f^G~H&M?9Xg-0gwdK1xX9PJ+jk zwux67`gJY*JZC2n#r2ao#>Tr*{=m2gUS)e!Ey~`MXNBp+Uwl#;nrVz3J=^<+d-jXx zVZsy0kVG3ZZjYhuJCTf=;#6-NXA5QsF`HL`)R>vKVB_tZzsbukM!oT)g7-~mUtk*Z zaoAaN!-+`O9iA99*-+w>e+*#BwIhx{jlOm3R)W#ZG5S8mMNft6A!Kh-P44yPem-9= zEnHkL?2ia{ufJU4kB79w)KhB3QYQ(}Yg{7Mdg25lp1SMV!q^N8UZSdwoSM;hNHMBxwVU)NHFn}WEUEP^W@0AV>Kf2=b!1X+` z31utaJ+ewlxi?v2+eUkvq(Br5kt_qNvRO&Bk_TH^q{!(vzn)vzu<)Rb!c$k6TKAXb zcXtEDr65+QndVfuFjuYLAJ01fPggNM^Nv`v6wvviYeoIEyXHrqfVP-I^+%e=5$`26 zGdtCPbVU!9G>5cg-7xFPuWnr4)VWcg$Q^U1_l^x)a7?RDXm+FDIX7 z$r1Fp$9e+12V&$Kj%x7kl>C*JR%I-cR}f!~1S`88?H)auvP?L2^pT8?L?F1fnG{Uy zVQJVBVmKEQ@NFeX-wpy8b|mRh*qKUa!kCeOd)o%Ouh^XvpC7dgG0$Wq8Mj#lfCSdI zf&_$9kS-h6LQiGt;OW^L(q-=l%Zt~^CkUi8X-L)Gb_9>x=gQKjpi zCudgTKeV5OkW^pSjzXFpJMMQzMtAztLQHcfPA!PfdW?%$G{2bA{8ro}d|8P%ZQYt1 ze$FiH=JD(9Bxt@Ao=77eExfx6nr}zQwpO=6|aB#*=O4i>|7Qvfvz2_ zko~Muc07&yUH|H38WBR1wb?*QSIC9^y!L|REDicJ!NH=%AFg4UIW6z*Jy|AH61f4{ zG=S(MR0-*W8%SBV6@-XT)1#jJ(KZUN+xdTM6Fb0HJ6Ji{@aST>Inh-s^w-Uu_w_%mOmDKGf_D5+T(G1h=3D%7oJE}dW0JxoC&KJ^YD)gUXm_>#=^XU&y7CGry zNaV9sH@H{p0y-|B+cRLm31mN;2&1t(7y)$*iCExL>d-q@{Pj}R;^vAMk4>E6h;N0@ z;Va=jrCB{nl?QC@d+KJhUg;4`=~9O74f#(WKFG5vJ)LJ%ceZx#usVjPVJDg z6;$cGj^QV~pU5pcC?v{hdx*b(On;~d-+?2^Y=H-L|LOh6^x6M1hVF0Gb9dkxdqN@J z4_K9r&_oX&yK?-Hw$7k3H=jPM(_qYA5q;mLEnBirx7LZh@ltK^U7aZ>FST^eR@;w2 z%$HSvdq&38R4TE05cxK3+m^T5sbUQ%gyfk2n1HsPd}R3vC)t5(2FOPVXpd79iEOnC zDqSJtjYMuX0{tpo+QXMJbO)TBmftlo3cnYf7Y2gZ=cw5auFWo2xq92#V12wD3e#5B zW?!rX#^D#ChZ9pV8|0D|4_n|~5ZlrHvmNOJnbUeSH|SEbogGo0@;G+d;e`>F`nCq` zzkLs)qTEy7D6FK$ys!2jmbd?ZBd)L0Ro9;QztS?)yhf?f_gE`MXjqP{XT`6^@=xZU zz7Wj6R(0P4^_z;hDHTE=Q02SSm#-6rOVp|e0A3b;YxgN9pS>^zo;*za14tQBL+f8G zpj^B^F$ap%8Q6r z#BNlaPT)Qc7q79EJ@Pl8h#>7d1n*6tGoV+gcNiq%0J;Z7u@<^8N~vdHC<)(EXS`fm z`;Xqmcv=G$pF9@pWkR!L{7H*vBoL#LVY=kP-@FQ_C9oRNr}RTL#~5CkIMX*lx+62L zQkXo4&@26~=FTRR;W&)r+Ck#TMRHJ<+Ci-yDDMk32XFHdv61GbrOZh}QZ6{GHA$K& zMND%*W(VUiDF?|W;;^`kU8sp%_&jSnkfVdsYKQ&z|NVde=hyRnzR%|wXV?Y$lwmW4 zoAFttJ15a{AM3F$&)jO?tKrqO=Q;{4TA3q;BS4`@b&l*1y`*3B!9waOxIilIog~$b z)aN(~1hE<1HX3b#-2wf12Fhn>{l{(OGYQZ%gp7r8bx_=Phwt}kN~Lmx?8tAJ=|=Sw zORLzSiHT1F{X`SSkLPL$A`Q&j?IN*-7yFhQcuaX`Jj>^zm`0u85qQ#N8zhUr5OoXN z*b17W8DO6bwKR;q__aL?F!AX?G*iYBTMy^vn)Db#wpaI3ofo7pC9PKqWhg7vA4JCD zHtE+h=16rZfq^)3cwhv1CNXuBgcC=a!v}=?CiIs8(JT9w>$diHa100Fq)3X0zer5t zZts(7-<`$ktG=&}Qam6gEADF!d^l?np!C6#x4Ts`c~_mYbozvSSuZnc3DmEk{vuES zugDo6M<&P^NylwS4YG$g3~HqdA1`>xuYX-|6!v2rjWmkp=?H!{N#><)i1Sw_dtY8d z&eNk}2>cz#`b~E45|-whA2&o5rVm%&4#Kg9;8t(9JC}~MXVMXM?g## z-OQ;^ZfE1KbNnMTY)Leu#J~A7X2l<&FaFohynhy)E@{frG@r6ux~kerx3+8Q3s?BW AVE_OC literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_with_shuffled_schemata/Bias for rules generated from shuffled schemata.png b/automata/plots_of_ke_bias_with_shuffled_schemata/Bias for rules generated from shuffled schemata.png new file mode 100644 index 0000000000000000000000000000000000000000..16d3e892e1e9fead79e979a6c516f0c7b648267a GIT binary patch literal 151832 zcmeFZXINF)wk?Xf)hZ=aDGDNBLIp{ZT|^ZXF_0ujQ31(Flx!Km5(EKBf}nyRS+ZoS zP(Y%D1(H>gWCa#Ter-^7&bja1Kkx5*-{sr82*O%(j@d`=t+&?t_)|qmfnf{V7CJgQ z2F0_d)adAbeMd*PvFn#j_{k>CJ!SYraXhWJ387qND2yC|MxEl*xH*3ivH(p9$w^EyR$kDbaYI{QbByAWrXFE+XY{?t>1r}Z+fwO&vuqKb|*fsFO3PT^b~a% zs*P-@eL8T};aKGrR-b*ij{oIj3+1rF=Ktk;e0kjF*$MXl+mD`|{XakXp9T5<{c0$x zX=_LD?ev@Hu?XYSxiX>GnP+Vsww0bT#x}`&^!4kb3ci=(-@SYHZ9KnM z6ThQT>fu`O=FKOk35puNtz!-6)A{<%ZtCL6lecAme%|0T(WSHFi29?HloVI?^&2*D za2N)O-uQZInw5$5=-b9GbSi(93T(A34er)|dz9Yu$9tB-)s;n!0(+B!q9U`1@Xn}) zoy__2h9$1kruJ(=%YEwsMRM)QMD9L%`Bs>K!ILk-hYufib#tq(sX1?GXjs@6Al33p z^?;ap)2TGQe9g=&@k__OB;99IJ95n9wjWmNwbdV@Bi;q>j}i6WOtXGd7ZF~Ey{Ra;0*tLsCaiK3zZe}3d=v?p-^;gdlW8BV_`!IyW#>Q@l ztJNOaB)hygSC;1XvihQRXC5_-Uyn=Ck3~?xPNt~KCdPGeR|?B#F^d+J&?6ePXUu7% zZ4KGhhYud)*}wnf@4x>}UOVU7hi%jhBct=-0vdNVF-%z%-J_;tlv+?()6az-Nj5Ag z)YsSNQY4GJ|j0^cW!CUwPprl+Sb)jbg#7#VpY zw{FAfQG`+QzvI4+_dH+A4=VQ`^ISS}F-kmlK|owwQ!8Cx_2$ht z0!F1)UfwH9t`{SPPjB7H_i=HuEW?-6jk~OTqYW>Mfd0o3YD(R_Nln;rW+i70ZTw9^ zK@whMxHQnuuX%oYh}LH0%|oH+G}WES;(2&zvUs{)Kk()2bLY-wjkr3Dv?RIFs9GGX zztcVAu2K~E-l(uAvRPSfIcKmTR`BrQL}@>AjdZs<*D-u0pHIenEidR6Ij7YP99E8L zX^>k@o$GN|UYwf@=USd_kQ?bP%J1=*zF0C<%`4u;ci zq!LoJGR_4**uk3+ZsgVe*YE4-9^4)qT%VblDd{%ziXvxP%gRv+I8M?;lO%)k+_Gee8&4>Z{X!JBR-~ z9CNg+GutfiE+1^Ub%XegMF8Z=s_;7h-L&mqkn$_i;+j8h1XF1Q^p7JpLwpA z?Vx*hy=r3mpp&b6+uG&R>BRjL4R>>|H=YbRtSmkxXi#{KF)l*$-z@T>+J|BHOn-=S zvQ2m45re`UtjZxKCMJz^eH{|*uTG18m_(b%>lFe|_OU+KD zBia;wms3t`o_k_Y*NmtBW)Q- z8iJvGI%;B;tu3#O%V!Y6COVU8pNd_x$?m158|ax-KMpD?Dq6pOy<@NEocUk3Hx@dN zKdE!N6sv_x5H0J?GVwDglQ&G($xfgy$*nG3&9$Uc*fXOQ!3kEZVbP9??kV zVqpn)oVz_1y*<*JSEB394f$Bl*+@>;{@*ul-dxk%eCgo1$0{l+j}~Ufk)sxl=#?KI znwfV>Sy@@MeaIoDNgJVtgolSq%gAUXDseny6*}q5$RS)~GUvKa(U)mY>zf;WEvY&p z8n0ANq^GA({rI7ZCo5*tb!-_opwntRTHx^G>*pa++X=(sdD(XEkdp@H(# zDeW7`DU;luZ8rMcms5?T$l+lg@&tIblo;4VKYssGo{N~gaP@3Kz@6K-Q%mzhn=eEk z6KYB6P{ZqY?ST>*Mwq?tjh%%mw5-lUbL%)Bw zyBKlw1n%SLq#21P62z5zyt~wjXFugyhWjw>NiUixJddock$L64I-+WRaWMrMh)vuo zLNir6$eb~}qrhQkrd7{2=~AK+wx-IT+Ya^*4kqBe$WNX~Iwc3NQ-af29i;M0Jm#}Z z>zC1YI$RZZxpqiM2(4^& zS$VG8CDy~!Q=|CijrsZcB(sJX-7>F|?nOsDaejkB^$nZok9yZUUdlN0kj-uBMQSC$RX0f@tWhh?G8N45UVPMGBmD{`b zt$v<)^P#J4=>}&I<36J{9XTKLZGU`y@61t|L!0a_Y8xr?mnD1tYhRzpGDlNuRA{PK z;23-Pty{M)v?;s$H+LYRt0pQv<;!nInD?OuM7HK)-#XsF9ky_*zPMZG26$lOG23pY z!4rN?DWRkS%+QpG!QT> z{$yIPne*n`*V=r}4N&X?y|`u@JRHL@aPHpa29g5hd^RnV^1@DO+J2RUsEPsA+!rv_@w-aKuYTkqcR zXKh|+P|J}0>dJCfd*N-PIZrRd)3O3OgIWZcbHB>Fjvt?r;Hv>RBiAK!Ap>BdfI|S4U$a zXG^o(=WGrfJ$kgc5Zl6r>+s=D|GJ)NiQL+$DpYv${8;K?+Hy;ehxq##8Fwo~mL$2q z{`#u|Uyn)d?Dd#_sG4V`6XisalG-g|T6>iKz~a2E=GU)Z{a2TUKXwu z{}@ThV4IkjaHh_YeVTGW&b|{_pxsG^0KoeXAJ*lh=aea)J$p8xK?mtNrFWv~<@qzC zt!W|;`>0w*b@s6_-YfHblde3mNY`xm+RTS`ZO*OwTj2-4rJacRTYcT^QorJh<3R&o zzC17WTpU3L4d>#Z*q_49tIbahWE*G!#=6aXdyZNi*-O$5cJ9>dtR^lIU@x_=GB8T! zV*Ik-O2Wmc>bkm%-pjP`_5=6J%F3|B;a|kNySuF`rcn}y-?JF0J38iY0m6+Wt0x7c zQajCjYqXj)(oIy3ZLJDAu;cgNjWt$Zo)35Y`Q12M;l+DD7GC5#Ud_};A(vJh-*p!_ zm?=uQR}oypm4u3ytettKFblAj(o>&Nwvvq1ds3+#T>Y3QPB+(r;7Ak<@$m7kf=g+- zxlI)hcaxG*G_pF=tV}KQ_EwZ=cu8s*imasTRDApPdc@{T?CO#NO1@UMX`OwsV3Gma z>G96|wlC$rb(8uA1{(P`2Cg@6e*5{OPttp(m}_{fJ$s}*J5hFd<`QkZvn@FW5a&tR zdsGXj@1IX7N(7Pul~&zTJ^5(6xx09>Uj77s+dL9%#863gb~Z}Wp*?%{><~26UtO9G zM4EiDTf*jSu-E(m3qe(jv*RI&iHUU!xYC3-Z;nkDVUO`1JEl$QC@Ps!tZW)0_eqV& z=s_+KBxy14l>7I88Sg34YpR=0M}pExFS8#ww{~qT9H<%qUGi-iMs0uH*<81*4Rnmf zdWqlr(A(Ra{_{)#dlHcN`Cx3yBy6=BJk{sVpSO23)GjTIW{mWfm2KO;-6T_6Jw=m$ zeqmt*m!sKs@K=SO3`R~kL% zx)TkGoDqe9G-ykX=;fvE-@o4xYkcs~p(6qUN*Tpd50Kqn<@dPNq%TNVcf?P07x4-S zsglIvUQ2Np^bgo0ConuH#3o|uk9AMzDRDQ`?H$c1OaIYVsprYU%K8cjhMR{+Q6Yd` zC^ny90*@Zr&2|yEvEjf&xwuOO#itSQ2 zFspBinAhwr^>hLl1e&HMT~ZjR32!6Y>f6VC(` zV_ht2dWZ+Nxe06PdEEm00cLh~J}oV+dpkKcOn;zf@4s@L=}f+4Y6(>Xn7RHHg& zZ+?H~8hde=zpEdg2C9&O+pA-m7V`{svY8(ybJ&z=b`)Vibg@*E%wo@m=K`~LeH1qh-8 z`}hAH-Jr;HgQw(cms6WT1@d}o_0wZF{{HqUGma`0C1D$5KpQ-RU$AfT3o-uG7SfE6 z^+(du<(LeVU8n-U_R$%{F07E6EWY}tu<*%%MO(V{yZ7%+w9Q5gMWv;s=_Mp2%BfW9 z&C#^{rl;r8?&gg!#3A=MPa0_=JWN|HGqwE@VIN4YE|3NU)6TUB{W3XeOO^LY>)}D+ zE6Ka2;Ou_i@8LtSC!*$8(k~^c9Xzma-(QHthB(xSUCJ`F$C=n(eYlk2u*!GuSf_^? z@)x>&=yzSoE^U#Sp(bn8d_vFYGa#V<=Ca33qrw^FY<~_Z=TAL1q)b|(&YJ>fm{W_w z(Fy)QBh9L)sAwAb>J|6Zu}_(rGXBU-ji!R9lN!PwyX$-iKKO9s)}8T1UP{r&g8Do! zdZr~>4S``0BQcX=k2W}aM5Cfn<{fHbUGh)_Kt_BK({3N*C6tphxR^S7(z<@vZ>Ss6 za=z>1qf6VSo_XbTpYI;8*OG!)u3Yi|5OR1oa)VD)R1~$qbksE{I@-!{yo1U&G(2ox z`&6n8s3-Ht95y{`gUnns)pi=}T8F=w6UElnw){#a>(vVX%tARfyytAE?U|S7LTj@? zSY;M+HZ6Sh6HFbMKwuYgo(>5P_TRy)sZBfEmZBvX<&+?+aH)PApm!pMXnQnO`_{Fb&Pz=246C_ag$s=flmBq(py*p?aNADMYI(a$E}gfg?wbluJ4k`M!yMTw~5R+v>ga^G1rhB1-1N zx+sZ6_d}@O&B>b!&*m!T|UNKhYqoI=G#hu51{mY@!gZBV>IG@^`*4g>_m4|x;_9&rpLT}9I9VM zs!nzje?v`|Gw3eOd6KwnqbUv*$rq5+GB5wNKE;hOb<^oJLwQ=TFj*0nebbugwAjx~ue~qMog>`EPT7 zZxxI%0S)L6g5y)_WQ|~1PI7bWZ*JzkX*t?_6~OLRt&5=F^g_!*eNOO{E>1|LNG4v4 zGR+=C^);tW<%3-muaPV~p^wY|edkV7KC~mRz$@tVw70hpKFZ)3lL>4RZ+dNl#@WZu z&u{+Z5}?6wH5VAAhZp&Fo)0S@Pk8O5{2^dW{J#6=KQ^bPPv1Y1Sj=<^eIHkr;N zQ<*YHv2@{HA{z(Q8sOoc@upk@jkGAcmMZDSu?e3j)5Oi zx@M6)L>+ki-e2J}DwS^jByQVd#muW&Tgzi5g3GvYj%L;_q_CaIa`0T`n zsJRYwN|8cmg+U{jMLBi4?_osG3!cfk)%Ek+bx|e`9eV{Nru7h-bQ={`{0BDRi?`34 z7$w4l-?Eu$!e*uF?L^_YGtYL6}Utb)MM$t%p zjr+MX1ZYo|t@cF6;vrbHrkZCjA?-M#ua24qriwA>bRCQ|6E3N+zmt)Xfj%iTv9pT7 z$a^^#RftECh!LV@_3Xf8Q3IZyo-}0esA(SghJ?ZULt3X!-7Q^NuypWR`uQU=W=P(b zF;~*XN{C)w#H?O)2t-F3ptxCKJ)!l(=7CsIbL314o}yD79ZrnRD=5CvS7AX-4yD+R zt`uKy-0u+a7yix6tsyiXdwV3e%}``WWI@K-IuYHDb7=0IVQaRTvcsN+SUFq9-00m? zBQE+m*Mle=tgP2*^yf$Gr6yaxHO6J{c1ut*vP5c81tXiSUwI|-lUTpULpHG)Gy|Rb zh7f2{p1V67Fyr=jp6D`XEFT#kPg9nie^;v^@)d36y{#-yrnj;Pl99%>VL%vgyXOf zD7W(FWrV#vXi-%1_tGh=Se6{O_ShgSbrQm4a4EmnE6VIge0SVn)G(>9^SPjTvl|nUxi>MgM+`_tiXA_n=`v|Z_<*Lmig>(=cG##k-_8_!Fw_oV zqn{j<@~qmMqVt@*m6qMnxC+-u9!xSS^BSB18<54<``TC@#O$Z^!ff6YcO9hx>g3OE zm)^)`=p4Z*DV7ONveUI91sxxc(Q=(p_6^FsWZFi&ram0bF5ZI|-|3W;QLwVS*h%Hi z1ouI7EUw|M0*B#%ZoED-2M7P~pzASoH5W#~5kwfwWsg;*E&c>eeZun5r9JAjM_SbRgX3=!{E=0aO{G14-eDU41qhhTXmnFZRAC zP<^k1YuiKe#jW)RfMG3qVmN;jZi1qiE%XthVL$p6!0SPCChJJWivR17CvbPjjn$A^5wA6F7&Vb1{5cvBE5)<+p%rii^H)VYQRd(5Sq+s zC#N-0XDspX7f`8YhGM;sAS59>Y06Yb%eae|4>LoFPzCvZQeNJK)rTkoOtL?ZqcGOw z9&?Z%=`BK=9f#8V~ohJ((?q7GVK^mQ-!Mn^kx zQw%+RoG!|b4Q-+H5p9!A%;Fo;Z&*>0d)|nmrw8~UD!5pEKcRg4PEg8G48PTc@|w8> zJX%=!ZQHi}p%5Jtp#eiP5?8LK zcNH@whVK3s8{S#NhHtI+n!L(lMz>X`Dnpti)B5Nn5Z3Q2Dn=j)ek92iFOUpOOX4t{ zDe!S5z8ElHPBJ=Tk^t&ta0YAu^Nt-Rv)r26FKy@^J@t`93^e1JG*g3qN3T)D78gIW zfHIvmsu>^fp|Vl|t-EuY7BGAE34P7Q&^FNUxoFO!Y8c8tqCukpUw*^YOL{H6fy$DB zay?KjHVwr34W*}fxH)m$@bI_{_j^F-x}Fx4iX{9MsWR$l6a#S z>^7Ci1%&`wghxQ2-Zb*gW~L|25bg7demIY8+BiF-8&RlwhhL{VmWf01nm89X5(m{T zOh?g^9(-oB`JFdoF`Z}=-B8xWtUE-D0#0wyo6Cx>^6M2EFFEAo6&xw)G}5no=NJlv z4AR%&_gWMyRZ!am2@quxYaKdKFcia1(~R6bbWPQa)rS%9RbPgV>WP#~y1^*tF}t_X z^^9;E1lNc*(s$kfc?7F^Uj+V2DLF6#-=($J~jOU`-9C{ z6xVf;g}y$~Re{U)qF`+hdc#Oms&GHhfR1_LU}%tCOeL5=FWDV1mTbwa62t1(LA$7P zNM9B!OY?&+kn7t}2E-f&FHk6yBmf;Ec*S^3Df;Sb<=fZCi{7spiT*I^uH$7pq!~YR zH1bMc#Y0N+;qmhp3esh2u~M`2IuU=@)bKWMx{(yvh?<+O_wJO;()V%-+t;qv628MzUtKPEX7E6K>6S4w8R{_&gd)Qu zD%v7l;bVNgGJvBa^Qv!rl#FB^7+X?qV{U%^HRbtHkq{CAEZAy{)BK8MKzIS8iu|+! zlgat7YkrdqD>2Es3#i0I1$Ub4F#ydF!gX3fVH8NONz2Id;P7B}KBz-CG|w&IEa^uT zyIK6-$`fUFSm!txiZYo^~n|R)ePTke$*LjnZENhBc;dq4ek1ttsL6 z02>=oV&g!`d|R5I2HB?pJ%PUbkuj?-G`uh;UA~>@@|8i7HEv*%el(#=0w2js)S`uZ z$!Qa*0!Y|NVINi=6qjMiiyg->AQiF@l)yQvLAiZk+NZ)srfD=P{z}Yq!I4AOLmMn!D>z0{6r%)V=*vF_ zA3V?e`|rr^Sq$_;uw&LcfC?E9Q-x6N|;=9pwRA5in+NnSKL-(d-? zJidjIv0l{x&V~d^H>jdC?aY$`0_gM2hJJ#f*2TqY>gz}2TG9b907noS5y3rd zIw^`KDg;y(6t%zD$K{o}Y=$l<4YbPeS}Th~K*}0<{zG$MXquN+dd*Bbw?(GLL}L=# zvVBX+MK48;6g0|!p6sl3b<;C=X2L@tu44x5g4+uwvJZd}Z<$wc4sbFY?}I9pK{#;S z6cw8^*Q91A2v;3ESt0iT;^rdC2rlm%j34zO$L#OKO$)ofEb&EyuLnV=binOWtRBU4 z=ip9dW##3$vQ?`0>Y~w8Y1gLWK-;c2s_3r7YSIi#bPWm}8=;k(Qn^KFA_dPFT_YD< zQVBTxE&23`k?1MBek-b$M%FdOsDbGb&QS5NuKKmdc1-iH)#l51ZglzmpyL;MS69sH zLEcJf`Bo6`1u8%?QT(?sF}0x`Q!n%KbeKm9%z(0Ruq`h<7Jw|T@T01@)T5-$8})2pB1V-Y`4a zYg^y&M2xpN{9bUX;kizt-Ec@ce(e7cLRO7PSb$KaS?d1cC=gc?NqE^yMryG^Um`Ao$atj73+nnVX1!l8P zYm19U!H=ad8{=g~Jr`#9Aj_82a)KIJ`1v!U8G4W;lox|hlOam%c2JgT=%z%kR?q`i zohRuA3ikkVAp+_uS)yrCpO&UsJ5AOpVRx`6O(T(!EJK>rcAs_rynmn6wsfoBFeJhe zV2c)Lo=yuh=F3wxf}|@f@IVb+SekA~YyANyRHE(6p{`=}h>7WTpk0lOM~HLNgoj_^ zi;I|sw7j%Mp=AWI}BgIHJ!u~nG^lg8^xpPMYY4d-mBdc;qTXES0`rXq^pHs z)#1|`)3rs0-_@%6@uf@~@Th}&1F%uuFsMQv$jUWN&SRf~;;dh4lAOvZqdPrVCsHN_ zaZ+Q$`{J;LxxBd;JIFXGJ&{|QDIxnaCUkUoj7p2)RV(K1L=5Cb2<1|JidKeZZhwuK81l>PtP= z5yMG8UdNNYIJsY8V67{k+We1)Z@(2pZ72l6l*!T26p&*B^UlE3i97jqBc@>~JgZev zUS1wupDe+ypi|=J6eb^lCTJ8Lpy-e_gF;kc;xoCGp9gBJJEbld8FEy@(Gl4k6chwo zpmo?NAQ8*pRy90sG20&Lwyz)fq1S85+=(9-<2s-a$Vr7nSU2BNneeQ$&?$xLas2r4 zfRW6^6W1&bD@9jPWA?cNl8MDO${fsyUnv2mj7J-Pt)Sj4*3(o8Nl+IpPhH5TDK*3H z?6F1&*bZ*sQ3^COWX4>*+Ec*um~I$GlwF7Xpp!lgb6cl|?YX!_Y*S10b(8?13?hd? zau6GuUYxtYTQrwNBweu=*#~La+F6sX(JW zuj^Ty(nXl6CtTR&Ae-XeMMQ2;h=Wer1&3%dju6fYgu5(9%)USe%7ImmuWcS;f{kkt z1#PIQ6Ma)pC9cqldS_zu9*;*x&)d@wt=NHKl*w=IW;WFmp2vtxua%yYV&%MQ(En}C zUU0nU#XsJ_Q~Wwvr;u8OeD6Bi+c&*9?FVO2Sf6Be^9G#}!(m~zlcG*>@xVsBl|lnA zL1~Uas;SMXRoLTsjcQqbYuyH6zVJe`hq$^mFV9o#zb52PTP=TACw72ubLul|LYpxP z0v~IXpeG#kfVh|H({|)6sEq4Mg8FZc)>JS8;YelAe{_uuxpC;oD1kTIK`%5oajOxff^35{wHbSL64I__r_ zIoGNF3+@sgtIKmVz-?2V3|J6%pOd2@`NW{6usTHzXa^?X14In+3 zaB-m~kV8tmMo#5iP`5YB!0EMw`|R^S;{+;qp^%M0pjF5Fi$d8CCCE9??CtXbVWp5Q0;*n zM-#!~zkm&Zx7?ms1|cwCbFt-23hYC7<2cbpDQeBGBpAR!l8fsUOk*FhC7MG00s>m^ zFv(uG>1=PO)SQtI5cT+J=j!UJ7z{50+IkoG7!rBW&Q%0(q-dmQM)o2@OP24uv2|Pd zQNqW9W6&gcWPTZ)Ff4+RagrO>uTOOghwouXSej+qwr!%0-&6oKBx@v51(N|5Es^0P zOZ6{+%8U@YTI(t&CkKDVfhhM!4j||?JB>=*ax46Ig&4=R!l+04)>v*OtqA}Ez%5*M zvQ7hyphyD^!f(maRL!n1DVK?8ETLDCk!EKcIB3m>J7U~Mc))}ntqK1K-NbE~)+To4 z-F?TJHQ@x!rI;^$2{;E7f<(k`qlFRhcLI7Oi%+kO?HwFMc4u8Ph2MGbbs!Y}k0oVP7LGI zys7%cc$Ms)AVyS(%HQDJZ^k}qNmSmWk*ckVm1#mTm;nv;WN{dbKT&&9 zQ_z#*!G)l=Kdjiqn^F8i#(nl%kOF5=U|=9I>BM?1D8l;JNQ%+VzQ9f@Zxi<3D;C3> zCw~0+L3R-^O)~MF!gwR%t_`DaBT7eB$tohg86M_377Ii{Gad=)(nueMfaxf5u`M)g zg$E@K55&~nef~Y{9dOL5BBl;@TisQG0Ze9jrkR+P&pqaTj^{IsTA1fX>BurUpVA}A zJ^+K`@Wh6uIv*w&CqcDdFJ!p|TOa|^w&q2U*NWTqnurGm+f-(8EISz;f=$<(=XmU+ z(Da%b;}n2rQ;DN5veaLUULLX3il%@pD8ZDtV@=}DPFCkJC~?yun+h;C&CO;P{N%1S zL*dA)7Wjn)6arlGWx!dvQ37^3T)Lh^qq6QTHCPi=rY6Di*8ez~8!!mXW!;8N5pw}p zeBw-FJ7)Lnh*o+kit<|1hFJwi)W)Joomrxj02$77+LjTe#SJ!6G00Mc?I;9vRmVPo z8-Eln?b>Jw7+ms(SleCVgH^=YKqeIsc5NZbvOMKS9Ra^V>U&Pj&1u=$y~Y-IgkYF$ z_8K%igxwzD-K-rJxAXwah(Q;XR}&0?*D_5DR<9J$o)*2OCE)sq-516T7>z6d;mOEG zdyR(IoZU2Rwn@nJk~hBIg)wL5qdZd*_OBb{W70$+JM&=tgh(Qwp`k{QFgsf~UtG%% ziw>Lg&DYrC2NV|&VK5u2!cBY@kYrtfN?Oaiz|#lm*? zG4jk{_Dk8fM7-*tgr7{KsR_eG04e-rKuA$y_fB|wj2fh;{n7lx_r$~@*sU$ z3wYt2BHr#c9~q?!7h15QxzJ>Y`wnSS6K+&>INo6MBDxV68S0v1ts>~OA${rlyY0%? z;bSB&GE|M0%&Q8pv0gwgM^qbTHnwD#gw7$b!l2-i9986_Bgjp{9v5$p;K4p7lTE-- z@%TS+eqVx}>v2THE0hWXBBY$hK4ObJe)Q-WF=K0+VcDs13QW^X8?oQx$;*8I{1-ua z==#!uKgrYr@jStL9!F|4TDK3Oo}{5g-I{^nA_;#(w$(^$8ZRhh=$s(%HNn%jA@|gt zxk!vEBVt1LkN{*C$3#fboV#!VQr4R%61M52!AB0(f_!G$ohitaSS~pJ8nF*^Veo~?lxzp4?9@5?4UqR$Q)~@69gag>9i)_Q7*uL^}ad9_ttjOQx<>MVn*RQ{# zF6{dCmtU$h>4_^C>DkK00h-1cv;-n)2S6v9(npC~XU!dDL!}UJLkIA%&fa_!S- zOBsywRlJ%`h22!YVtGS@V9f$@^3~{LH}==`9(a!xv^@ruDphdr-o4$DksN(3NK3{u z@T5-kdVpO$gPm8m03qqIx&E%mqsF%jlyIHnx|N)y_chMc9_z@!vu8zf6xnJvNeSDY z6nMf}R!K>z0kYr!}bZ-(jF@%gb_*Ar3EKX6ll!{0p(ElHQGTg@6g59W?_^#=OlEF&%+RGhNe)gGR&gusJnukktoGDtq>%~)`%@DR(mwo+-XJ>P zjEg2_+W_}e{M6T=a<3AC3FdGi1DXl#~GAiCwf2;>JWk2-1(DUry(tx>k6 zNw{fL=S##+g0*z8b_a^S1mITt<&ZUxR(doLXB-fG5^VqCHPCRiVY6%@h`AdQCUM?s zOxkVyi+Fc;iI`SF1SlVXK+%L^OhumL8{M*HOA{V_3rZP%xVyW%CDJf)sAW+%w33M; zBwvPI!l#HSGcnODo%U=1=2_TOM`7@}1TDoXECt5PQmk=Zq)6r1AJ3l=2t9*N2^mRK zyyho-$0&ZSNCH{XlUr|t{(MrBcJZmC2CT|NMHpkdEyN1|y?~AyDj;`3VWFvZ0zBhL z(*{2BnhC^WdolW$Dpn#aJKG__WU_EnAWgqO4P%RTpXNypApn=`3<|sP8N53ulHf%^ zS~b}-;S$7S4(6Ivuw4RzI$80Ct^+%)yWR*X`$*1w|NaqK&+jKLQ!+%v@04 zH8Tv;;2ZDU5m!PQ24I~OENY}-_D;XkXwV2L%`VPmj`lmpw2qA|a`^z(|077xF}H*r zr$A6NqgO~Ij%rM5RL|(ZDN57^(zY*v#mpmN$7G$N+-(> zLJVz2bP^MeMw+fzbJoH0Vd}Wj87!;i+gt1Aw_j!?kl=~9^%IPriRc?*{0qJTeRyzc zHA~=&Y()J?MVZ!j>AK+y)DUU1@+j(Gakl&l>%8=tHM77;!GA^%T2Y^p@W~OWyz1JguOKUpOHtB1oX|V%rl_P zo8zh_(W0j77hI8bxqau3)6i3w4v(Z5-4otkCHlkha? z38rRd)bTFr;O%@xZ`YuvnB`opWJFWWd*sMDz`Y|NLeXA6Cn;W;O(y{(=M-`&Kq{(m z?+~}fp^HyGS?vwoW54JkN-s}>A0BlGC;P})1O_#MNnAL`|0=`vy?FHKH`u06lA#O? zJP^`<d@=V6Qm3+%}j=$XFa{F*rFnr)V?{0*#R4 z*KbcOA@7gWG>TS%5Yw2PB6f!;`MJTD|D|Z`T%%u6LvF3V3?|@-oOdbLFvyjU@Y`~* zugzIQKmPgMY=S@@SXMbR=WJC8;a!61!a zxHoU!IM%Gr5A7jJ8qlK#Y{gu|7&asl!IYHx+F#Q>JIg)z?Vm5{ZoN2yc@DUJKB5Cv zPt_J8Xc}2BI3DB(NspQ(Rb(s{-DOhr)2AFeg#YPE`S?*K%IQCwHdSBACfR11@YZkyL_Gx#kebx2AYe^5_Vwd z6f@6t!i0rIK{==h0Ou_B8vf!p1_RCl;X9z&5&;1#cRb)LJS*J4OiB5k`!X=_va0HA z$|U^Fso0L~xn3cMF3tc<*T7gcVQp%PrC`IcAaw(%ujE7$2NOc3&F-m`Pi(H-l+@fM<9OE+KUFxkL-Q|L08jv86h*{MfP zalqUkfl=u5PY^;46fMTa;$d|)wbTQdM<5AalS`5KAHcC7IYf;v;@a(`s{Hip!AOxg z%^|qjU~x)75w`?1c@Pjl#U z>EJxo!@GB2DBo>%ED0`yi#z=e?sk8g+2Xkgsr3~oIO1bKg|jKJL5xK2)hgnVl0jpYKuV%GRXpEVgx`C0&5O#^e|Q(Too-W@7HJFK-k~v>;UXZh4n@;7!3mr z!z5%&OOubm=f5 z;>czMuPl1y-7gqzlh#_fzW(@^p?=hwx2nYKji&$}D0Bj~Hj91bEr2L!(Pm(0f~|}4 zLt!$;H&GA20F%cq5lztpY_Yy=SG{O8KroB zefOtFr@*b-5BFVK*A)iq3A(@|iirQm#5R1m6En#wh~r$02Pvw7q0L1ffX4TTavq)s zHb91c{Z3>t2T2|t9;18)oPlyFp#Hi223J<>?c^$|JsEe4cE%7${`h+CPv7=2zO^0( zo?n0;j7t$+X0WfXLb@%8kliCVzNMWNa)mPpL;i3^)(E0raJZiI4IlG*g!iRrDHo+RvltEsI79L;&N{K#cLi$@Up1;P zkOp?<-o1O~P(q$SR-0djAZ}&$4*whwzGqb~70E%TLdf{<|DXvLsxkXF)%J?G;&`4IiIaL;kPNzOQA5CJ+mC!?lI%0RaK^q7-@t z1`W8K3nyVlhttb3+x;`5Jqfxpg$a+CE}^)7055P56DkfeFa@GhHh?;uDR>zvYW>~} zhgV&~P;yXtJ`CE!!|S;?o{u)8E}Q)E)b0Y^Sq2P>!2A=$Mb5Fo;7rxD^?Gh;tlH;1 zb+qjc3)tlahTaG|qEV2OH862nh#61ffuX`l-+MH8EhNhoN6S<|4;SLB*>fm!ZFQ z8U5qq)=EZ&jvq`5P}8DhN?x-5dqUNKxM^*~b8_4Ygf!B>Q9DWhG)koAr0AqP15ld9Ea0|7|KV2ogxkFPN zljBWF7DiHn$?%5-fPds{^5)O8r|ul1%YTXfs5yECrE=Ozibx}<_p&QLuM)PFn1x`m zf>bde-FXOas2bizGPWN`-KbF-!u^<<*YfIXy@9?yc>%<@ja0wI>^vljx=pT#7{VZ+ zKNxy_la5(mDFFG9{Wf`D|{Zey91Tttr|1O*7v>1*z|`}{jg z)dTqaV4FQR;^DTRKEEXi?v?4-Rc>_EI6~|rc0LT*2NirbKDz~v!L82V_g5Mr;s_|B zhSoRR+CtzvZ4*@B7;Q-LBA?C!K}1{jqQn9C+4psWHAOo3P~`TtVXRT zr$M>qUBq?2;FEKpkk7Z-(LX%K^WZGM5JCkCG>5K^EZh^|Z)?YFgl>TM8aXi`zV$zfKcCnrrjMut+rpAg_$ z9mb!6^N`S9TOyt7W?s1mft^c{bep)8>|7bFhbIcrNLN8Np(zOd00G~InHg>umpS^j zd3c%C(MVqy3VW|dbmw!}=X#U29G$oL?j?d4u$Yk(zEBka6{dJj(rt`< z4^La;3A$Txo|q?c8-5w?IMx4wuLfpQata*?8FgrgX<=yR2?>hhYF;nwF)@efmiTeV z`72yWVCe{TSjXiA7*4#M-9Ox2U3UzZtsru$E_e;CMbHVGA(i$Y=+lWWX>bV*AV>r$ z#U?PxINR=>71bpLIzhJy9L%xl>wqhd+Z@m;npfD0B2?Qd8Bld_9rFcZ_zWgc2;#mx z@u6Y^CKAUiiWdYIbqGGlCu#7uB)Luxy7dPskg0|9odmfO84~Zfj59(=KoJ9p=lnqU z5lw$RbOpzq`~O|)NAjpN%=-Nnbas}gsJMs!`9L@N?>Tz^^E3Mm|JD8f*UwI`|KEOc z@?Tkc?N=TdK!j^SLdz~8p{jv|Dt-SK{1ZmAoVKRf%H)yMdl zs0N}|Qd(k=x9B$qcx$YpS{=|rumqfnG2QLThFqVsR7+(QruyKqk^_?h81b)Ng9PNQ z(N_NJ?@0q8Ff;dC3y<(WU|=!AD*C{Mq>28ap~HUf zaa1H7^MCp+PH%B#Q+b1?G?~=2nHfh%?%@CB`fau&#ga_{!V8DioQPw4_UI_RJdkuV z7)xNXbktiZNiMqM0tb{gY&l$hln9&xmVe!_+My%>yF~ksp^iS!uvlxO@!^a;tDI4~h;j-&2 z3yv1RTRu@dtyGsSl+)+GON21qZ~&>m9P}6p0Fr$wd<5AS;GiLui|8Drn<6bO%w7F$ z0(2X<7w86^h}p#K#Z%r1m5LXlR^ykC^8bA_EcXI>*V#p4EnqY-#N0BO8VR0(fuX9cO$${bji~7d6aucJizCe|NKHOPG8h9?En7ls z)g%0BzUR7I#m8|03}DKGZN%*_MmjUQ-N&~5=Oh2&-=ekq=`2tGSYQC)1YL~dLauua zfffL(U=EL7a6ED-Is4A^>M_L;oP7}uRDk{O5x9$P>YQqE!-o8j+l~y)#pEoce?Qpw zN=xepgHN}lm0*UqfDhk-UDT{02be&`eqz$}ATUr1{3~S-Ci$a`aXrk}|8eZEy~M4~ zRn|G(ar`yDy*5rEhW7+yW@ z3uz7 zWbp+Ap9R<_LWkq54pJW=B{ifwZKh{^WK#xMj^X9VbStRA1dIN2hz!B!#5nEX?y_Yg zlqJP;E@_6)Q1u6gh7u9_y8Oz}>M^UQb0{tIY9&r>s9uVe^^|0Kv6=4LJ?V$i{P~X( zO_=^s9oO!Qc^w#1P0SjiH6?R^WEcY-6wzwP!GsFF;m?WSht7_TVjtfrP~XY4Hk>GyupziIo6o*n;smt8JqTcGxHvzO|DLgKJbT8bx14i zNQBdRx?2|>rTq0r)iUzte_VBgoR)4bOg5FupVO-daJj$;*NPUAVuQ(arK`L9DCm_& z2o{Mjc!*Zg4#D&cWDNGBCQZc_J97sOu9v835Nj%+mtezAT~B)#?SN#+uo2(r+Mt|mNDu(yn(|5x3G8v7R4jBY z#gTVs@P}EPUO$a-vRUr}>NsGG96SiU4%NN)g!@KjI#dVE5$V*U{g-F=Dj!fT+R<;` zUim2L?fBnR4c)B%LEo}pPz<@X0XQ(!eP~LQ*&cx(?wI}KAs5LjgG~@ zV@%kH35tNIq=1Av#*$JIkP?;dkrbrdjxl23qNK4vq?ATV$D%u=4H|(F1SEuWKTC|6 z*?XV!|7Xp0&E+_-*0;Xzjpw=R9Ypr0AbM8F;7m|DQj8g9EC{X{(L1-IT(3fvjXq$V z?emBS4<1O&9Z*|^&cpvn1GG( z=)KXsXr)+0K^>^=D+!x0NWd^d7kpJ;dfgarY52LdBXF?C}Ic0~c7s6`gRY7jxB(koXp0BI6O85!{s;UB^c9IZTKGsiRt>6Rj!wwnGv2kDorx2Vo4LnuJPI3f9Ih zM+!)#q(5r(>Xq~R0eczU5BWU;7a=_BQJW2hC3t9a^h)9dKI^rs+` z;JKwpe5!Ujs&B3A&$m)j@X|%}ag51TRBQ8H&8@KF@_TMxo}ASDVe;3+#91{5w)5&L zsBRQnyEcz(lluDBp~k5zTAv)6vXtS|Fwh&94$-ySs3aHRRzQN-TMmT6yLSi0zD1!^ zx($54&5^>9QHN3{PIjg%k~ZEULB$Mkl{4(4v0Vs|R)qu*rhXwNeQnA?Ae|c|CRKo1 zqA^UmP@ZdMyC|+-xpFIvt$ys@7D^Y=uwgk%aC$5Z{lGd3LnW@CqBh(nF=g%m2qyZo zYB+@wqs*GHu0tt(Z{){HKN3G|KXMCT<5}7Zu!d@p2A{_i{VY3RB-Z~f#FEjtjLz(M zu=){4TlX%M&n)}W!GF??Es6+k^;wKsi3I>u(**Ye=b2ceJ z8X}C%wqZO*QN4scgt753k;P3NxNT+_1?)k}VLjLgMK27#g-dG!>hPF+!L7@>jvnlZ z#LkNf8W`uAj6+Gq@QPyT_TnKY8%643L%xZES#!3duXZ-)RK1@&&5l~?O04=^U z)w)@yb`IleZk5&YfI&rvX4mpA7yQQ$PD`A$v|3D^Jg11;dEd)8k4tBn`M!RIJ1_sz zr~ha?1Y%&`tDw(0A{JAQTtpY&s0oeb=``%S$M)lL3`+rmxbGs6zUe9h$8PEQRY?104NHR z)1yNI060Qo7=!vSQXp)|kU~g#I)QO$K(8p$u(NKVOR?$Y#>vFgwX?Kw6O4xv%3-Yn zw5v)86tpm;>15`=Z@tIE%gbx1>5ezRe&z-p<*ear21Z$x2EQW{5PMVw{V+j<*!&m! zaiK?}4@R!v9bhfMQ~@pS!?s-1yp;ujB^JAJ2Yv%yj}JHTH20#;D@RER@qD<&GYYUo z(4%bQ@VaKC6B=hIqtZa32A})yX40S`Sw|MB=TyX6%wX(&{N(ZTLw8+#E}2fizC)}YxB=kYdyrVr zc?My+DTmG(?SgosGD3-q?bgHEh$a8Xkj;;a7n`aL0q)YQ)`0j4JS+yDEnjQ{3ua#C z`Mj1V6JYRYgXsqRFP?)(ppd$OMRIUbnPL7?%p%=`-+o%#*0IAJ>+w5q3V>y5?>q~{ zgunCiZ$C;(Eg+XJ9$f4hWpk)1WXJ#5jsTg*W@)MTk-!2D#$A@ihz7@EBmXTuDACXg zC2VjEO8Sgqgg-du;NXXxoGz!;f`W?FFE)0|p|j87vk6 z5dE!Fol=Ww%9TjNABInow{v^sB; zSP|%}qOnn)KXLNDM_};T6iS9V8AN^X35XTGBGX=z0z0FvO$vcPLi03Q3MsmZK1^ z!rgj@5Mxt>4H^ZYJCzPSv zx0v&CIw18OAD6eWua>vHj|qlf?)vTum6Whz?MF95G#k{tZ`{hdAO^ziHAN+b5Y=0B zI0e)bl*9^KXURStY)5LSRcNJwuzelm+PgMr@lsh@4!2_xu6%?XtD zSgNoq@6HNhJcRG=7e9e1HN?tM7`|7wh{cUY#)q4U0v z>{`qvYG69hj^x@kqVA1Gd(9S)3hCa#W1s66&8SnwP@-p~&#|}v;ADw$psZh*+u*#l2!cdPGKv7sm$%V%t zNLd2c_>FWORuw`p#m^xB6b$(Vcu|(1H$8&|tqk>wK1?&}^(+GyEQ8|upxUA#G~Ka! z&6+ih3D_g9R!|Ho*)iczf5Zog#9OrOTv(Rc`mxb+q3BA|g8nf~LSJmwBNNopo1jH` zjpr&3nT9?@?n@9^veAFWKmKvB#~9PHC`|-KDi?(Ss|>rsE_(s}ho)-{9TWinoj9x! z&6vgzu2P!rD(Z&nVJ94ouphOBXL@Bh30%fTTl*`3w2VPcg!kdTq zGVeR4PHetjoOzBTt#N*`4v)nAC;HptcH*Bi^DgB^_4E6$miu|1`n-WF4f`uE%|;Q7 zGPukJv0AUO7C%LWc~Sq_1-r1M1g$wMCU0e564_sAbEVqh%gx%%=JR*x$-f+*Ax zfQ6NdFaiNsQoaW-6M<2FJX9s436p47y|35=fm}+ee;uAbd9kAV2tx92khZa#DCpywYzv7ij?@T7|eOVup#TTCsz; zv}cs3{4QT0{> zCj$e+K7t$4!|)AK>Qq4LkR+C$a*yisb^~PxiWHlTFd9PK)3>x{6z0Ew|Nh|m4Pe7T z7@PY6#@X>5J?M{!KyJle(M4xoc6`rh`Mzd@Fb$+Lzh55PvNvu1P4lbEURiA?k0p`M zNDdx!MgL=mBPA4TvH;@{J&p8DSp4#UW)Pr=4X&pyC2Q>@_H1&rh%ENG3A8R6NQ~yw zs}zhL+a`b$wt!a~-B+d(3&jXEJlbrbj#`TuEz7icuU6UqQX}Shk?c31F}Rn0>k+&s z-Ay&lc*Qij_L&m>qTwbuTfvJ5c&7B`ADz!_7bmd^)tODM!@6jTa{&TCL0yBJ{6#LU+|d(!oC&# z&RzZrgs>(m*8M{q@*r?U>h4vzk@9hVGIYT!atK;?TGD?W#2czxFpcY@d~Q7A@Z!YX zYfGNhvcM+!%}R~!hjxcV`tt7pYqImq5v+83fL(Tms$P;ml~(VCB@0+HT9K!X;RU%QQ&t1@|uov>cU{E9)i-6|#UjSZ4saC5oR$ASpMYC08$4y?V78 zVg~>#D^ScjC79%}HoLsPizG18p)=|52s-^BdT{%;Z3(VNklBB;zNDcX(}>0x*dNgx zZD>V+nFujq7McRsP1bne8`Y)TMiTUxc-{`d&^&BzF{`HiSAOf(P@{`mW}m+D zOf&O(3@Mx8LXh0d8&<&yvTDDTmxf3<)8^cUMIVL_$a4+XRxZ zc%W87w``7`a0(f20Ud=Q?20aoEEE9s22n;4xT{?siXe83`fIRan4wUlqkb?JlifZz z6EFxj;y#dAsHEt?4;9qF>JamhuN!*7+t6XMZsK{dZB@XjDURP2MqVjo)YG9nvB!~i zOL?9obHyMaK#amypy23$Z8tBe{sr6(%>C%-Nc)LDBV?pOQ44^Z6UoU)p+-as_?T@J zphaTVMwh!tRoG7u1Xc@ZqC|1#653qw?}u17(JxRQDmiXZu-*nJO{fD97+>UCe30&X zBly96)rJY1nb3G$geH?c5m&5K8C&SIWTpT#PDJ9kj~~;tvht7dyT$!hs3+If;nKMo zD=tGXL{$sghD&p%O`DfqmjgsuQv zyOF`C3OJT@$-0@x_uj)JwzO+UqGzQ=ag*mW&Q==WL$(Bav|B-uI zqUrc{GJK_^=)ws^SS%ElRe+&y6Ql=P1VGW11%d}xbQ)cMhk0X)8qTcoelk`7>iU5G z*2F}jjv=0dus)QcGRUkREpeZ?fs)BUAe8n!C?(3#q=w__`O)#B-K2QK`CME zOVI6@VK&jBN>Ib_bRx;T3^S7=&O6Z~fz`U3{b5L(wAMP-NS38wF+}8F$J~KxW{ZC1r#y2Td*d;NirbP^{Vi?@qHMe_2ExJEvs@ka5;n}zm z2K|sd!yiCFP^*iUnGTMrB!Mxw3Mvh7>j@Watmlh)Hl6Y2id6ibAk|j2V&CP1tmW5l zuUvlbqCRK%-Q7W)%n^Tgj$G-MRVl|TP!Eo~^M;$`m$*D$r(%vT`@oWd%1O#SqKTD= zrxWe2A5Ruidoh-Msj;`LP1pf$paQzvj$E(L1O;Q>%2@$38-(I?yG5A-FSsm z7i@_Rg9{R!w2;S7o5rDzolDsQq~JxU@=btPFqTJSdf5Ys7E}edLK<;(HIicShD6VTgE~`5h#}SA+ zwBFE1%@)qV0h1NjFz2zcC~So|t}s!vhBS4+A>AOy3DF=*ed@*6vPgJ7{+w}!;;RZF4sQow@ z&*e{Te&O)4SIDyIO$Q{8sV9L%=54$%%O4r0rl>oyMIMsfHErH6e`_i4o-`__Z~6K4 zZ%r~QRZrGGNjBeq_(f6Y-HqS}uKZa-GIb>=a5|32t8tC658NngSiB4IMNkaJ2|h_ntX&)eu`R0C+VZq}U-z zk12(qSk4<5`Cq+SlDE~Yu!5(Za0{wODS8@}NDXON9D8*V3;&~-Wya1wi`sG(;Ny^Y zU{h|W{;`>@Va}X2s}hVMnhMHykZwTEDy^b)j2!DGp4`tkNoo`sYE?KT@a&Vnyr1;x zxU*?=ei6EIv;dHXz&_} z&^7X)cg55$vtTSlnFh$X3jrWSeZPF3e2Oy82TS6$TCZ-Vw+X+^Z#VlD9Z-fag*yNx ziK>S^!jTT7bViamFB3Z$%FRl+E^wGp3_x!zK+0Ic2*uPtHDl>IarHa8V{PwVKHC4= zkAGz}@ewnHFlRkxpN`ww0Ok(F%I4YJQU@S*^g(3w_$;;nQQ*}|A!mxMIdnn^@P`kND;^S2WVAm4x0Vug zV82Jd>g8pV%6QIcn;9)jr_`f-NB2*vNUs~7c&2-(>bn(vHymKU z>u6$0xC+L%DQC;tTcjQf#Z9B$>7_!P0B8} zY#%Ok#cIrck1az}v$Cx;5_nn#CIZs7M5$eMb8}}@^_;r&ebQwWukU&)-DA?s9 z?a+9o&HpTen|BNhLn+3w+O0kF3H8R#m_ZMPieDBF1~XyqK)Aril0XcqrL{FoL2idU%4dnUuc|rhlGQ z_>vx{*aryyueam9-~UM+zB!j7H3;NF0m-^a$_dy!DTR&)$=nBkvXbgE{Sq#j_%T3n z1_zD5+KyAdgPzoCVNJY3tafv7(|tAECW|e&&i4yHiI&fNbA8w4cg?X{zLUooxm=*K z_F=~ay0#8sG*s*WP9sY{&$>^#(d1CJZZwvpJn&UGaczEK!oJ;9Q3q1TH=kSU=OceCsUJJmAT_m-F%EL>y^PTwLWr3Fg% z02DC;V(J({zk9%Sh}GIWLM1E?%)dE0gEmJDz_z6SE;tVA+XRka5`g{dm^3}gEc`-xoDo@m%JNbYrg0OHKr8YVgp!KB? zP~&IZj)geS;b7A%4hFxMG>GBSqgMAjBbFY2aZ(a1smL!c9=yS}ncfy?9yml9r}p;t zi^a?iRHOt31}?S9T^WFgPsu%0V|yfwR;OnB4rdQ%jXZxQ>j$A#yLZ^Qfo%Vk%PpRI z<3}qtg-yJRv@MowZ-KD2cfgJW0Ao7>phtj$@?(7CElz0*vrelpZ%{%O4MP zkk-p&eHg0WK-9jPhORFbIBT^afaC=`7V1{A47VAws-$A>>DR=Tgz9EXF+5^<&{iK1 z(wyyaaibx>-GZzWYd2)xHR^24XsBY8QYhnQ6!pesDRf8R+h($6;lyd?e&m7JDdLo- zitO1+p<5(DTbgPCldM(0y)<7@os)4}(PjxlzLizQFge44WjyKXqdC%oSTOnOhWvBJ zc{AQ5D6kADP*T)nFSwYBq?~KlR+5Pw6Fa?390yWWKy`E-ZY_Ep)>jOeS^6+mZimLv zK%sDZNPC?mA$qVyJaM~^s&XDMh^r8!NkOAw&$@Z%4nMG1E6Ubvbf{ksKDh{#P#9!J zn=pfqI(d>V53f2I&R5}y#|Nug(q31`G&`G@M{78BbA)e~>Igq&^Jun&0gy+`)I9(e z10m+v0xz%g$Dxo2+&36sSQ9z@bL7VVXmF^v?8GXwSm3O%H&z~g@8Ic-z3B#GjKCxE zOYIg!Ypfk^NVMW+Xyu`N5=OyjG_0YfhVy3D(Fbs;Pn)m&=lizP-)7;*%cOs=f9S!k z=-GcG^$$*h96r7}zMu7}NJRy(edDJf4~*(L*R<2WW7L(3*ZX8ZK@zwcmX!l*Bxf_i zZSu?*7QbQ;X};?X5!6=i1$X;=ktY6+a2`4*Uj=o}@Wl~|Q@8(b@B7dvs#H@@FZ2Re zs?i5yIR)n-L2DTXBj!&ZkhER@S)6v5OoofS{4QhmO;G2}8E?IBkK1z=4&c23EusvM zeBNk|(pjnzpCvA(D;Kdd$Jt*`{_J7-&#npv_rGW`O}*^?IsJ>KFefRirmyAzH5<3F~u{NC$m{rvdq_`YG~94XJ%0`Ivlhl@tt zCmqWZjWIkJhq=GLQ8x+;4H&)!9-BJ^)noU#jaG98Q)N#$jC3)=xxK+!^ZUn4mlv6J?o{#hJNz`g z)$V@Vt#?;JCyCQTdHbJ7-kCq$1orRT+a&q=f|!E7emaKGVb=sqZbR1Rx5eZPd14;V z+dMfD2qA`dS66>EC*y%sf>uW2#DU?6^cfy=6w%(@*1<0p{X*;H)a(C!B*L_X|tJ_@UAJd9lEBM#oYi zoHcepO>O>q986(emjhs0@#@Bv5dQB5MJx>bu(GDc|K3qtQeDP9eNUQoQmGCSD|(?g z$v<+I+Yf-Q zP|d9QM}jO_J3OmnIpqa9;gf{^^FV?tveVOt>dZx8aaij5u8he-D4hYcLvVMDi6HAZ zMQHwC=i>zj$FpfcR`=Jz*ne0VfoV8na3h@NdU4oJBR-(sQ3P@UxkXh{Y(&JGvrBDu zw-txfTV!0kc+u3vgikAcd(@ph4$qGi?N?LlHDh!&O4gT2gHO_ za5SLsIBVdq>yW47*6;nUtI9mOE?C@BOXz;bbwBWo55Al z+xxx5@jqU?K{d3a91&bqZT@b-?rcR*AwA0P_IRCO}^;pR_ z&{RNx?mWw}0=)^Au0t&^Qy2z0st6!XF|BJZE%m~9SphuBqCyMfKZ9x{Oc--;)xn%| zHm?A+z9HWfWk9Y79{+vGqJ>jioJUbr@ASvCt<#`nZ|ksd6+-`IgMeyd9D~SY-MMoo z7{y3{l)V|%d0U{58o50A{xXd!$+wSxD$w4-2(oEr1e8+k- zHcSp#Px=AcY)h(8R!~w>DwgVwQ3PU05f(tk{c$}axbDJpKdjEzm14-B9lq>7zM3jg zk;4x>@R$UwPt@14@31X3`M%2w2J?GTY!OSM&mP1pf}^h2JbG)RwPkSn3}RvGJo`3UN_G8o*=G^&Fg z>P$!45acyC<#WPKGTS%+Vdqn zR{3ny{BS{oU4@e59}hTffqogkcyO{7jH^wNSdC~8f=iEJhzkSZi?9?E6O(N5+Aa)L zs!_eAg@xkw?c2-PbwsPd$Ev~Z7x%IHW*cOjvU>+~UZI!W-rX2^|4c5F9xjuGs8b%M zrKM%r0M^o=A|E0Sg{7QQ*yL;yd-;*5i&A^+X^&Vzfv-lon$W$T5?)(|^Q zF(Titg7VzVOn?^G5C?M6ZXk?vN@J}Ysd_{gQ1SZAndzrqbsYRs?oi#?QO;XyUt^=e z!Fcc#3tmzJ#*;C&1;ILTm-l~+zd>E~x!MlH|C8WW)zb?@z-Vf%1L|W{UERk1Y1?mk zeZ39S)pGxjCo1~Pi>Mo=VB=(|xSACu9NqDGpO1Z$IZ#{xL0TAnOCoT9$NN&P4eix# z7WUOv1kV=%&a$mgl4wQxd4c=*Gk1e8?b)^9FW*}=Vw>?j8^iwO_*l)HKYqWt>vDo0 zDg|fM$y&A4RdHFRtpuc0OoI(;i;mk!t0b^1?6&VButIXcHdz0q+&a;QBO?`9;FBa3}MTIs0PuG2!1X&eahs}oMqx{of4=^(E-F~_E=gM zKugzz0F8sia`xo&@)s;sVVTbT2HhcXyC@%Y7z za8>}D8pIWaEB^1A;@c*lt81UUPd#m|Won}h%7FG8%RiV4JvDXsl3 z6FYE(E0@{lxmc=sRd~LX=bdBN-sbg2RW4-2@1Iy5?8l`PVPo;aG=R{AkQRgd_ z<&5y_pK6Bi**F#Zf7P{yFP>0iKSh9;-v8TvH9V2sNDHX*OgcvQjMupH$~gO^E@LpN zuV8JawosmHGa{*MIE}Y(RU93B7)JOi{8vSPrMdV{ zpPG|DTcW`WhB9N!fyG#tg%E)n4C%AdGndhduwux$ZLsqj122+9v^P~qx4`=u#<1J@ z@Wo%oLfL<4Um2yc_Ujx!H&2YxAOCY(`d@n4It%%RAZ$+K7~q1n*`RkaM~bYiqJ_f; zx@tw7{&*+`z@;^Ay2s4b(OU!1#folMJ|&C}M{2#~tU3-F8+PW=3+Xt(1Z32(dQgy# zpl>KsHfH$m!r zJhNw;;}m*@S^rSLI}*TESy{Pg(F{8+Zn5b3GfxX1%G?Zi^7oxNdEd?7r7lpG<35S% zY_~F}RP3d|itt9wd#gsCN>sTAz#m0lH{9QXwkN>PuVdyX(AHbCQq zahia8kvgQ15|DiAC8d~Irqn(?y@bF1j#^&WM3RxKzixHIwlr`4c{81G{8c&1K=8=2 zh~PKF!l~1nz{tOT!zejf66#X7&YE~VqMM`l)fyzPIlXNqGMx87sOiIFv!vA2zA|`v zPjS9)UZh->(FgtIwpRx2W8BN^VrOp%wK{&mGg_XP^(dShQ^{l}U8Ok~H_O5OmPer| zQNqQ|TC}&<=5R%IjBvi1QW8fX-imAP84l`L5@DGLXW)WW#mV z&w;Xf^VC};Dg_8|G@XOWwEgtLL%H}{U6W~2S(jK<$chZucFha_$3J76kakwH|4nLihQoOr&xGd%fe;bJatdaqewnnmloSd6frSJ{oZot$M%fawDOCR87ZyLQ22}L{R zAXx)PdGH0{?9{t4%|Ftp#nm26shJV(%Bt!R#4pxyNdg7h^7-vuJGL*+M;%_*)q0#0 zV)g+1QUt9HwWvfykm5tlb4F$j8R%)Z4ssnwZK(C`5IhedfaNw*xu+GMyFTe<$qfK= zU`Y!1?c(-@o;kUpH7gDsNIPxmv`y08yM5zQKGeqvnk6!?FNo}Ea>Qx~(Y(41oj1WQ zT~Vd0AZ@=yfSJ_ zY9Rp~nEc>AsmE#ou2|xjGuDU+EK5txA7|wn_V`+*C(B*NLmwR-Eew_v>2n*-fJNX9 zNTG<%G+c^U<9*8(l?(-cgUd42v8f5P{ehk+nVjgGY*P&zJ&=N8Qs>x{`I7y)t3|Av zGT)%m39`6x|Grf7hh9g|l&Z=~pQXd;C9XpLIyOw%@t1SkX_3b0(u+PNaA zAGXk(&bNz=gRe;Bj1;B6Nhsj&TGc%&cbP}BJ0_9J{^gVJpY2$v8PrpA=gv**=4zqD zJQerRiU!=&bc9z9G!17)4n_sL^ygtU?&fme&fpII+t;p%%e%76FJmSnUw+Oh2YG@xEyWGH z;1sWVV*^V=irV5#4x~lcu?(=RFj?`gJ?4Zmf9e2dEd50u_+FUb7PLeB@H!S!FYyKk zI7h|B6{9rrGboytK=oKuY%DE0*aG5R`c5;s0a;0b7PAyl`Tm7{A(IHAG)h1yhuzEX2wY;#!^Sk4N@$T!RUP2TnBsB!f{vJGG z%*OOQ2lw}nmbZCu&e@IZ>IA^ut(B@OMHuB7PX=S*1(-zd8r?EyHGV!F;=Q0{@Dx|D zNe&o{R>K&RPfrznRy*F6-?<4Zmu=aOg@&M7h}xjdzQ?yLB<;=BWmi4$ydS)#c8jAY*uZ^-wuxs8zSZ(bG$VByN5xngBMqjBOH=)1m zvYRNHuVxW6Zbi-^7Z*!IeAbbxB@nG^lgA6fhyVWS=a`QoM}Gfx)}oCokSIWnF2CEI zk|B9@?C1!ZBNSm2 zEjYQS0C++$&UTPQa-~a|Eh?~L_QOC5O(M28V*~~$fza4_VNsdg4-RL!9ddCxPheuP zlmG&BcvVg5%3zpKAY{P^h#DLHBOHrJ3znGbCZzE4(3i5UHT36YLZy}Xq;CLYqkt-X z3o7Ks8`@kt74-6ni%?aT`{SAL!$O60v7sF9Y*Zs zGl0B!gxD#7DOUY)ONmaxFvt!b%^o(43=G_YsFn2o8FINeJt_cSF4J^RGS>Hv#QL0- zeRplC%O4K`$>pM<38sTX`dr$jy<^h(WYJ_2c;&s&k1pF7S#>J@vm?f(5DRDv(4~EY z`-no*P)cf+6&LN%5P0}wZRDjsMp?QCu_pz3LZj&ubj|Sjh~Vv5HJTZdfJodMYdFH~ zw_xgw6gy^ngC>bI86)gd+bW$G(ic}VGc#dq9l>_x%ybwk3J#b)TM=z3qiIRV`e9B1 zjWrs2*#F-ode4q1;ADhfz{V61{=TR?z4-&5s1_u%R=#shiR~VUutdLYv0&j3FcnM;iH|+D&QE+;x!o$b$)p`jqohu38PKN zm}^6PFcvpx=p5ToHq-_b`%cF(tRqxxi0LvciviH&7%hoWi)J-X$})wK!6E`kY9KM} zgW&S_4`#4book}oFa=arf zA4Ok3;l0%GE7UnZlWy8)cQP40zOmexrm|$K&%BwZBRqqd!cffV02#!JyvyeKk+Wi! zbnI=A(A_n8^=O58*!}PuJaX+1vhIV?dWKjo`05-Gy3rP`_n}KYH9eaaO1ii7uGfbp zO-jRQ3s1+QF5bPW8-Q6NP|3ASSYZdS?QW!{pd3*O*Q4UZlO{?`Tg~Hd9qBC39JI7n zz=AM<_-#>LgB~Eb6M(MTzLTZ6D!1=MM=PWZkLPTij{oZFmUV~w zdBLHD_0=26>&(bC{Virqv@a-KsR(69WfY0qa*2x8KeJZj+cl z2VQql0VrKo!8*kT>o*@e3Jj&fB8%=4)Ej;PC|gj8>?+$)4y&$ctO}|?qE!eWrza~3 zba~+9T$gZzz>Ff4XYtpYJ(EG~G$pw!5KJwJP0$t?7oLjc#Tt%|3tGa_vD|`#r8}p4 zz*2Y%TtBbs-sB}7Fn_Q`Pj;y$8t4LM~Cnxl2)S#%nDmf|bo zBngqUMfPjEx!#yox`L@@{K8+6-0YV5@X6y<-MW>EtSy6;ZOg}|TOQwM?V9tU$9f=i zICJf;rN@4bOM7*ma1V5wB`7n6QH`@+OJtTJHMxt&+-;)B)zj#a=LubjH>s0}>5dOg ziqYOS+nx0V?rRKxJMM=fc1>#osB)O%ZZ9`8Nr;~}1bmz7mImkUST5JOu7~=B#Nuzj z$s*Zx`$qpoYnRn@@2SqYxXcmi2tukPhhHx*$=!NtKcL||O{3MpNT5-YJIf>a>fGx7 znw$wSDhS*#ZCX)oTM0o5KtRt(=~>yNCxfIoAjT|jD7oID;n=hFR*3|$gYcU`1u{RY z7}c8ZwrhLe**dR|=X@Zg9au%W1D97nh2;`87a=X5MQ6FN1rMt%c{{(CTz{pCIs>r_ z+!0v+c*bDiuyzBgZ3IQ&4##LG&{7FS;`J74dYK>yX}|G|P^zaMrLoUV z0;P4>`3UC|_^H4l&bxytqR~Y`5*uJ8%twH0a}v%NQv<@{=1tXfI(DB#oX5hxc%ft9 zl|U4g?yL_6y;bob(x8a@70~^JR%@f!IiVFlYFe(>jCD#_B0pAhq$CQrax+z9{mJ98 z{DH?%7tUYLrd_ZZw9xn11vyO$|EUG#kp2=M+i3q9HD~??x3``}ZWAc*`suc#&)QHs ziSKHmrVDeAP@tBXxoew9Sf1SENQsVZkrhE0Z#q)@AQr)Cev?oidi z30G)-2ErtqC9cfQ!nR8_p&R{$Tu{?A|JS0;)tm>I1Agu8uMx4tqFCTo-Or$w(Nu;EHEY&HpDIx zIi!VR>I6w*-UWkfYk}w{4{~FPIwKSUsKGRn{unh#7Bfh0!xGYS_Uk3Y;cOa|P1m0h zFNBc3D}cOPbo-n&w0*aJCkgAYE%k1&$rt5Jj^!AmtPGHKb;bluZJUcG!YKJz9A;;z=<@wse8U2(4-Z7}l(7z2LFRr94S%ZCB10UsfKK@F(99VC z`z4GAYC*t!M0+n8~Jp_@I15z+ZNL}AiiE=V(0Ev*g-JycD)LQ6vOHBMqJ;}8DO&f z60Ar%fX35XSPC{cn#~A8D>j!vGJ(Vm3D}m}9?n=^2$H2AIO`UwHvye_kz7GCBP6$X60g0mHP-}>$MmMEvl{t$ZNFnw2^aUUa5$TV$b`_wnM}jlJmBHu(N4hj} zv~0@U^<~FuON^+G$FEo0ojiuzO{bcSCf{MSXF+Nu3$yHYZv5+mzx zTD!dFB23jy)Lb1qZs?;ql01&%qcw}OnnI*mEw7hP9w$m;9G|gAUtb>==TA_1*l1;> zcy#t`%x*C%_Xna>T>05FCt|AF2ps|SpNPkk*=tLI)8IB+up8NDgZVMWBItxc8c2(H z82Uobh`~M8I(M6K_Xk4yT-G95ge^Q+KJmxd5e&8A*gM?eB4!0K^yz5KgceI!=`7*m zg3qC&=)U*DAQiN!;yctiP2_@APYFlIDO+VbHA*o;&MckY<3UoKJ2Sb8ODgiI-lDZZ~9sXSu`>hAeI5Bp=M z&+6#pv%!8o8=igBntHGAe$rDX{+<+zjMB2CoeNAiNLr}2h#pq3D3;t9oSPK zEmMNPse$URw7gsx)j}|BSR;6#SFv;Jjo@ieX%`74Ab~{ncV=~Ds>drIayeF%;A~GC zhTn6|_8O6f$g3i}P(4o3s8}a4Mn@9@6O-*Wi;_6$f0^LI0E1YjzrG|bjHWcgk`#;( z#D+R%b?aKHO}9IAdRu>`s(E#4V@k{|#$G1_F+LF@4suQR8iBVl4ox@u(Bkdg+gPAI zmtnc{GggH46_sG**v<(KiW5-JKrXkuCYIrkT9waO1jjJ~k!0Wgra~Q;dEF362~bKO zBCscgA41!Uz}%)Jf}dbY&R5x}=jgj5^3I&SQm(glQXul@%$YN^f|^AOgC+mxXJN)v z<=9x)b($!5>g@s6?fSS(LLL%|kgsI5ZyBIS{`vp_oo7I8ODkZ5`{W10mDm>*hREIZ6oyddD+;STv}Ey&qE_tS7(@%22s^oCXR*l71sDB z^9MvUC}4-EXcm<>uJ{4jmA#FsU~NJ8`hG#pOEv8u1KKTJ#$NCAqMKLt652V?y1_lY z_Cud@O$LZ%*VyC&lVfByLgSQZQg)pu55Beg@F(p<$6ubV7P_Iv*3t$}f3h{>ZMi~gT=*(G ztX=5Nl`;3z6*%~UE(KOW!sSEMGq!6IRyj)EH8e=(VdA?5O@w_HF4A>da&}#aRU^w= zMF>jAq?PQC#%LxYi@IMDD$yoyWj9Hy7n+1L+@Sfm*^2=R5S@d5&o5)?;qUCatJmZE z+o!Gwujsz584DZ^t^wk}sOf?wDYk)^LpvP6e($Uq;7G*4ksOd>190Yp9LEUdCS`Uz zN(=(%J%{Lsjr14)`i|tT^nI~3S3Oz6-wdgsM8jR956u&nMG|Wm9q*)^)uZp+*#iSB z&fz(6Knk;QwjH>#o-@JIOFMIqlwJaUAbO)}a>siV0b$f!f1)37OvW-Mi)urvX6Qmo zTzhR}b*Gm;zlyCWaPXGGv~3I)7LH8-k;GR-ZaodfgcSFe+m!Q9h_TZFJ+N^}h!2#n z?cJTwX2lITSTQHnIUfb9pF3oBHY*w5gGwtd`;ScK?lGCH=OH zGmnT-%#;fBi-xXl0hhExJO2Rh6vNJ7SYB(Kb50vM8Ong9sj#obO$kcDX|X&Q zYnBAjkz7&og$F0;AlU=~#9;*oH~CY(a($*Tgz@_C*a7TZ4T8K zmAxX+3ZXzqHXVZ@D*?wF5UyrgPm!kNIKUZki;*j|v)&w{1=JIy);Uuxuq^-Dy-nzf zi$=?DF;gAJ+UGJ#-+s~<|##x zBDP-l6f*1F|Ct{*Sq-&QCFFqOVecQW?T4O%5B;XaJqM)k1QQ~$9`u%lXELd=7`~|E zgg(gvA}nE&D*FWZos_|G?AcOVMLN!8%V@_9r2--}ff{C+qL=F>2DQQ#kq};V4mR|5 zY_S{c{fAIO6%kr*9+$p`t&|zUO=tnGP=x&=@Wy3XDPmu+j$9!%A95<(N!yF>yS@Ta zZ;L2+BaLuso={yi+HY_M;ihAn#v#7Q@i7EWrhq7a8-gd0o`Z+|^OWo3{6-KA)WDO3 z?<1r+rAK8eTj9$;QVZA`G=)w(Hf#pNM53_z{DV-$rx;B`BfS zyKSHcp)9JxD=+~sw2TKag#S*ogx`Z;u+C$Uta(S0GkLCn6Ny37a>S_6;l6eFuX$XmI!R_TjY~|VeBet(Fq!ftN z_rmQb0`peHGY}&ru8q!|!S~(gPki)IzSQx8&1?Zh+fiSBO0$9-!7p+)^8uKCy`$ zoYQYoCyPQJsBD1-&w+2KC}b;*3jEjZ;!ZYl?JS4JdrI5BgfagGP-YBVUDA-l!9(84 z^jGHv@^u&Z_><1(1hf}9_wnQr{D-=i3cKEp z?-+MENa|L4G%mA0pUr-w8Y3t!W_^8b;gmDJ1}j(A5dn z$%1_(4PXGAW;^S@R(6q1L*BC%6bZO7f0A;O7~d9MWBac^Dd$oR&to3pa8>4n1AS%4 z1ZA9X%WZ(v_@<+3hRiA+fVdE$3&3R66XKyGgEw|JiW|?Anorm%^5xb;>8VrzLA=%t z3x>ye1Ja3V6~fo(xy+pyHD8TG0ibo{0QY)Fanm~==A`wLU4v7ThZ7)cS6M1Ui;JGx z%(ukcOno0h28YBb&K>aUpNeJN%kyMfZ85{p;t!(2E z8F@_90MILA@1C>yg-2{)-8JYW0K!|U3DJ%8X$1MM`z{Td6)F+Y2_6dl7rY)nu=R7v z{9t*+y2tv$?0U4CoEaTnNIeQh?+>%0_81ty8s660V-n6Q+DOh?Re1oqHS@b?Mu0a})-5*ox zp^L{WDMF}~{Y5_hr`EsVb>#m2%NqXiuS@Hyb9VNQZk~sy&;A>ai~WWM*vYdt8S;Pp z5&Ziv2C4|f)5X_M47dF2J6J}(Xftt9WC=9F1P|G9d0F1+g`}Ebh<}z8PC5Jj zrK+O6AqyxP{o^Hb;p-zXW}f+TsmRtW!fz3{dw%fF90VDkAUrI%`yjnv~>C7D6#B4iLkOY5s zlCh@{N66nEEhA~!@T@6=5WdUykKZM~nA??IPI~ygnDak!#c8Lu=r7lvlCg*DF8as^+L8m2>!(|QK_!iuzmJb+Lw1@G&Z9)HjXje4@o0r1 zZ$#lYhXp=EBp(f6AMeE>=JYu_|Cf7#j|gcRb)2xT!BGn+_J*PrU}*gG`uN4~h7R`4 zVx>t>B~?JR*Zbe?gGpo!Y6T#;2g&6mq6~%#Q}gcOt!113ePtcMPn9NKYk9)ALp1Q0JHaT1T%#2NRrsMV0~%}OkdPX<0Ol# z-pW$zAW*Olh(0R}LiOvh_fl_Khv1!P?*Nek-D%MBLsq2z?l|~>#hZUQOlaZiOPg20 zZ<~izB8Y%+5UR>7m^8lT-hFOZ@X37!ioUox!>fQO@-Rsz#LJwbdW}H*Dm|n6j21k& zxU~J2u*Vg{_hj(UtXW|D#tV!mT+F1C}YV%4-RENRoS zv;NB-&wd||i=FDdaGrE*rmsMcg@jNTU#cJqc(C>}q0WM>c z@K~VAH&5J2@vBO5Hvh+;Wk`AdZD+v_jsr29hU5Npt+i4}s75WhD@Bl4uo;k_}i`LP!6r zo6^RI-Luozl@~B~bUasI3NaUp2aXqVV(*7qQ|8dSQ6Zi8*+075sEU zQV0k8h-ze!=>gA7sQ|!Kz1A&?_K?>kvEKh>8LYREHe!$3@Nz;mpj0QtC)p?{up5fu z^>ywKIA+}Z1Z$*xRfh*zrlJHz;I06Su$^^cPQw{Bg1Q-g8MtZHYoT^JqYhmK`XLD@ zhYk*b`r~1K1ru;XcohVxm=XI9LM#{P2NzJ1QD^B8tWcWRsnk#zZ*8k}pS<+)TsX>c8wuY?k8GV5OLrO45q1MJ z>--JpF6Rz)nBRx|PC zV>{l0ETr0?5N$B&Yp8buCnApQ!hAGsAqGXsWt52l4TYoX_Xt4yI7W_mKYRC;DKdN& zE`)L00)vO{CHX-~Uq=Rx0C$7)753PQ=g*&$_xPG`^mNAUrEu#mz3U4~g|FgVOH5AIGb1^Cl9LD$|P453!3ms zK#`_n=br`zKUf-*8^GM6u@XMpw=@`vyP1^?oE2o-t zQA=&qmZ4}504*fM7EEK@KK`jf<$mz|-mQA0600#O#&cmPCUVK~{Q9Cq1g19KOctI9 zgsq3Dd;BkWWyai13hkz%!);rJ-@~v7M}ze~(txrR_&y{n?V`A-rzh z%%Ck1U%KU{>GQ$pS+l$QTMGS`9RJ2I^lU_J@FXj$hePW!J5!{~x53r%-?mOkmydjD z?e2d2`I0dhRwJ>XmpPrgUL5y#2qZ&zOGFyP@Q4-bN8g{Nc}gr zzwhBgvtlPTg_=ouFVqusM3*G`=U(#pKR-J?=`#qkntJ^uTI5svSi0}xXQ3GVWT_?_ zB%1oAkG)RWEd}Uxx~n-b*Zx+NqP5hBZ@G3hAN4zfiyes)p`MSEI-;`tqLMinDP9om zh(6i~1JKm#V+w}JCO9Ung>mo;Ioc`qh?G&+KVb3Dd;j}FVOamkhmN4D{GU{|>8NHm$w}HM%u|@tON6bRnE9=99yd6M6tWvdcbvHlJ$f+NOj&M9o#7w*U6VzkHYbz8Q@0i}PmYRj7RIb|A=W#kJLUWW(G-fjGp(+5Z0RS{^1` z56f?+q=@Idf3m>_?z@}u0%>7K)!!V zWm+sSmB1x6^WzVGT%^p+*{~p`JA9p)6hfyIYzhM<6e(O8BqP3fZa-jyaqgBlC!&_obWx)ha;)Yt*(y$GlvO+b-e|9u8cOzwB@ zy6gY%`e)snFHB(OeV_MvPT6OleVXUjT6La%+&`a@6#J>}!gpd>$t{0RcH)@wVzjLy zP=03AMpCy4k!6=)DZot1f~PcYdP@EJf6E!g{lxxchEWbX*^r&bDY_lSl6=_g8!1BD zx3{3Y@f`4SfUEXrde-zGKyijw=~iOY9jU6^d)L0<@I|x{ZazgW$Va zdf*eX`@z5}F@&nM2*Bq=;$@(VBOMVfL~M#}eAtlPe~@WH*K1{+yP@O6} zt3vDBUHS#&w0o>9911(1U%RD0=k%b07J|ov4ow`~f9L&Fp#=A0_)S+;z^ldm42J$a ze`Kld!t4Kn9X_8=jl3l?_|}kwe_}14d!zBi|C4k~JCZSXVMP@mc#;1qH}s3z-zR*< zaS|p1KVa8@@_#f~bV2536PD6k*;}W#8M4JEpRc3Nd-G)^Q*n5seWSLk5IC+vT{$DN z(?U}JPzo~TPpBK6nK1w9toAh0)HycL+4Ab#bWgOfV2pVl=b{Gl8H|u`c1C`o9F=r@ zlg+1W4T3s<`yDJm(*K|WMGFv;xKu1<_ydZ*(KFkxyFC5$u-svx)2F4w7$GA6IPtmr zX>aZ8ZOogy+56v!pGkOZ%4F;=gO=ZXTYE32{OkDxlWPC9YPETm@1bf1N8xdeffI8| zCWkl9u3Hz(j-q!T07_M&mN{y&DZBT%rc2Ycj{BXJ)74vAxW4B?1u=9rPyQA(_yj3_ zOmTbZ#TCsLyUBJdM19q=M3Lp#cQF{sv;HnS5zhYU#TIVjtN7cs;{A|yHj|W>iLPfW zKM6lNyF^B#^B5*;G6ziaBocFGvDk@;BveD5ka$!HsIU}KctP}G*p!L3|T8e9aF8Xhu+fkG+U_w@9*_qs0$(*9y~rO3Uz=X*ZAT^2$$`_-uhueO8#Xu8RLf(tFaH z)0LpE%0AA=CIa8$@^le9ogzmxiHh<;8~SrW-x@^R|>TlRy;2hb-#W4G> zt>R>8Rk4cYc6sx{5tnL)dttIj@Zo?l|1wsvYtm}Y!3EZS+D^voPD&~nBG2`YiGRRH zoxMZ|^~r!#ncP1i2Zpfxxs~6if-gAIFE_C!1)<`Lg6Ui1#O%E@Q z_7*OZ+VU#Nla+Ub@7@wznZZ33 zfB5x%pQ>OD8#C@fLuZMUvQyb$14uWXaIQF%s4g9(gmR<3;K#GgYIgy2|2XcS=?IL(iJ{kILOj2MUef5Q}9jTJ3{R2CO(tKSe3dMUaPcBIMwaLPGb<%KeNYif@9Pwt6 zI>xp!K}zvC{)1(2eI+6l>o%SnR5Ubof}Dm@d7juFx#PA;6~TGFN#$kFggF!5 zc-}p6B&MpQ^oqbxS8D(L?psf#99^IJ4%K+B1O@ADVqKsJPQ`}awZeN%Z^jr!I|K+% zG>Ifvjk@)CR#}MXXk-L5S%gnbs3>Mkiks@RY;UWmN%EciiMQIYzba74G_Sg;?2UR% zw@uDuRfR%NbyGu|_ZZ!O(d1}=v*v~?vpGTq64Ysnfm|F3Zaa~3>a?c|@#g&^q?3Y7 z?Zzr#i=xCwCq@W}^~ok#0^uMMLToz^php1c!#){-7eeGObX-v!4fB@Z4QKyrTWCnYeZ3ypYZk;$J#r{{lEnsSHDA2P{#RDH@D*E=NsFpT_7#13aYF2iV{QYBf%>*d-yF zCZ6;OYp_!P^+-nby6hri-=3I$NYe}Oc`XF0{cY4=pU^x0UmioS+07#F%5l$6OY-+h zL=QG@P(e7S(6jb0*U@~rQ<0$RPp=T}&mkAy__wp0Va;KNT$z+FhS3*!;f{#8QpQ97wVYCai{fdex~dg5EP@2BRxJv1I~9`Na0?MT5=>BCchP zZt^Mpy#@g7*;F(r?x2XkZd(JrbL4DY>~?{d8^FcX&Fg&*;8cCgJSj?`!;7>6S|(H> zLj+98QZypb)z?feIBBT(N2xrMaJ}SXHtM`0ao(}2QmXvxBYjxqHH+|LApOW4!{Jpf zm1m6KQcPGLu$G$JF5t(OB*g@EUbVREfvR`PTa&)x=s;N?RSVTp!u4`N$-q@pd$<0rYDw~U&&{WKM$qN901`Oo1Q@12^od?nuN zD6fkc-vc55$sA400^`dPRE~cI&ZGd9iDe6N(CDPm4aWJlr%ywCgZ)nqTS5SZ@&Tut?@B5}%wFN|kBR*8ZLL>dvTBA#KoH6P`+9!SiD z#sY~^Y6XhS;_R`Py^ArJQ)kgB;G$YfAx`%Sjg%(kDWp#aJ296!HZ@wslahRUyny7C zns?{<4ieL44wxZ@Db>r|-KqY{@Rt-XUEez*UCo z16fJlzQg|7@b}a*S`KO**Uh0sJ=Yb3dFtIC5`X{eoJe7J{Iz1+h4;~BnO>SN_R!Oa z=l|hEcE*Ynx~I+QN4L8HcsP(w5UA6h#=kF1v|)2=#iKQX_@OIa<_tP&lo@d2&@fr( z+ZHBmk!^-Wfz*pm1xYWY&G9W~vVSy}4JKmn2#mGg3d_u`l2FJ<1j@bAsr}XnG^>Kb zY_T+Vh;cTT`UQB96CQ)pZk0oCAgN%m1A z(-KXqU(yTsFXC5eu{(y*eYt@med>fEMFq!~mPYnp6N8t;16rHUEZlU0mm@S?qC+N_ zdyy9%7qYOQ>`K)xy5py3>7BZ#e_QNsfCu4vLc(0MtH?&<7uf6JXrmrIc%!^wP5f8p zAmmV^5a@acq^Ik=+|Q=aCt66dkC@^TLGn!CX%RTp5)oiQ40CEhP3~|Es5c15KB~P= zIwiHI#=1X(yq%IiX2jH}+pwY>Y*lI;mhDYVoCq>|an?0qYj^9Ap6Tdu%-AOGc{!RG zBh1n7E{_-nN4#{ctELp8_j3YBvyS}7cUd<_62sE*je~t^d%iHL zUz`&-A#zb)?2c*AbzF&D)R()1JePe{AR4p3=|th3h)<|kL>kuvlSi{s;O)`|Q;d(^ zNW?R0rjKYP*F*9N1U(Ulj5yB> zOHH?l0b?_>7dVKMx4Zw(m!&RHHDoRLpY|SzARb~_<`Nm>70UjbNZwTe9G*U z$D{bvU}B+!8!)qJr(I7@o0L*tp@6>;R>O@a(CXoL9=G%A(*gTB76IoDCYICu|Xlb1Z-)=pKNvuh1TB`$}48RPhz4GWG9- z>(3x~Kq~L*0fDV0*q?_^mIpK{)AAfX2?3n?&hDi12#u(h#DmKNLJo&lnBPS_xoFPa zrVX60{*T<9nMm9n1)fFuC)_~i{`4|h_P<8q5{|OKM_aC`0eh-zP za0KPV3q`9D__F^%0+S3;nK3&nShSObgJcUxBM1(a8in_=DA*ulJNkXN(PBLIU?hNHu*IY@zzRbqOZvl5fm3~pz5&q<|6nSK@&Ta}R>Bjc z)+bmfc7jE%zPo^AJHGN*B4x2G6MmYi)l^BP;x$oRn}(n6xKKv~deTs!@^S~xG21#p z@<{)rAu#OVf6x&*eQsqkG@!E)K7xaOoqE8jbdIWtY7))cVN;u_5&T$cjl=Q*dMIbGb>HU@w^5!#%l|2U_WZl-E7aSFQiCNgFK+3c9 z0L_z~r0SzxhoVzrA*qa0mx$9Y$YQ{(>_9V_Jc%lWA(tn{7nB##K%EKIWzf4*9M^%) zdG%lS14gEBImxS`193Y&Tf*Nitr8c7RE1_@>c~yNbL1=Nl+k67;3Scnm@HHVHc^=n zgE()(bG}{CG`v3u+N3EiV)&j5|N0)t@CQU=h1pHBv~Fwy9O(_9k*@$DiIUAbB#nNg zaZSQseF*2-dyR5ykTh<0T*qF}LljH`TOTE-K1z~PwFLLQM*Eh36g}FbfXLqS z!OBuiI1_DU++#fmW7**x26j{>bt70a&9kNkS_oU@P!)$l9h6hIp<`M#ZUs1?|9l>y zfUMmMD}cHow?ZD@3KcRXYD$HM$#%?}5)g5qJ}#0?BF?TGLQEU#ZbPG!NnH*sK79vp zzCv`j+$3W`%CPJw<06d}`zP_0(+8wovj|jp1gO7{1p~hWYV-v}MWT`mBwCb9?~{B) zADp5DG{eRqobFRDCnm6Ztmc^w24Amdra+Ev9QyA?q=8RKzzfLTlSUTxRT_7teuMhv zKLE#)Ln=^(+>?IslbM0Z*pcrY{ntB=jE42>BcBv}g5*b0Pr%SdhUDPJ%Iy)*PsG-Lt|X}?Z{_}ebvc@LTQ zi4^KTN|wfOfCLzmwwbGkclW@-RhxG~uENBr5d?(~51wH%@OEN`lz)KG!|8_a7)jD` z*74>5Mg&Z{pw0iML1iC-1nrIi`Ff_}P*wGZiU#z>t`SZEx(W3Nu+MX^Yp*lA%N)$5 z#@G~wFvP2K_mdJ8P1g-VurQ8(oI+}+r3p1;m9}9F(zL?p4sSGa?;%!uGrxK+LxESlPqUtS zc4b#3Vom}DY8uLKXor(cpeB06M=TO~C-NL+wthONL`Y+st=&Pg5dJh~C3vi%tq*PgQu;&9Z`2P1x>5iMj)KKgDA7BRpbM!LLQ%+u5?zucBe>Y& zM~I+&laR^EQ=OH`qE!L2mirm>PIgiqoW{s-iF7BG_nlci{xiBg>N|%PFcjoIJy`Zp zC$$1ZcccYJ$}@y#6joWoOVA)1V<)*Xm-W(B4ICDra<~~8-bdq*jAKuD3PxCaS;;t z(Gm(P5$J}gnFI3s?q?vO?4a0Gj^zTgyYQPh`H~9D%lY z0NTv?spZhb&2-xp28W#+`Vp|ue#R_fYv5L1MEW9j8yhdZVH%%@X$!W0ezSxKa{=`n z3|SPoYGkN4pDcMq?n&IP0l-H6_&M;M*Jw+hOD+%X0fH?84@Jrii_G0ZQBE(WmOUnm zz4MT!q_&TcgcLis0po?qq82a^i4LNFTO&*Y@y452G%a5iJ-C_h--SC6*>LD0t0voYCFrfK{Y|6rW5{OGub^~kgYr^sX(UfAj zberlFKr!*6C$;}lmnvIFoQg;2qlLQpDhhPSr9#}w$*ajg3w0k7QANr|tYqR$gL;(! zztDR9xMv>8Uz3DiW#b0M?(}4bo>3Zs1-C~sb{+BS?;0YXI|#EzarW(Q^4Iu}38X4E z)y!; z_-VPn&HM=ZdzZZqG(<=8D_Ug@`Bw9!$sBv z!Z^2XPml+f0Ic&CNY^1WD@p1jP@)kbB$Y-{1UX6a>2TTRNfX4XAjw!{P5$JBapa2e zK+2KRZU}bS24in10iD!VQgM&TIm~dkF)3_F9@K~@sy`Lps^i`uNh+ci?%QqVp3rte za3_~XQhWp)5$=&dib$~bq`^T=?xZ$CURgLpmfv42}BH=^8cJ(Jy`hRF>^4;b?pCCkh^HS0$SxS>ux=8YWb zhPrMr7wgtXhC;ApfB7illQ*7OyJJA@KFZH-WS+qDH80Jk3nzRE+xJNWf=tqFrq05* zh);D1dFRTb=S`{S3iC0NS2D4Mi5h{RY9PqMJCK(akm4mNpitlHPbV3>BTLlNyJ&Si z#d@ym6+UUGrsI#EzKcei9+|%&k{R)WnKodckRfFY+mH?gnUjx5_}QIKHyK|u>cW$k z>_(s8^UMxeODQzhTaZO$`T7eFkV+E;!CZNmy#ayPjJ!6si4<%6;7Rs`iGDIyJ{IH?jyYgcNPI7e zCee^f1er11jdRdrXByW~iM>b5nGPFk3!ZdDcJ`^zB}Ygxjr<^!MFus%{s)J+`Dx&_&WC+eHybY4&9;Z>=Ue zVu;aqF#8~Lbz5($jyJ23rt(;b!GgRrP@cmm$xb%tQ5T!&fY721NC4(Zm&wb};V%6U zU}_#OhG1XkMBTUP3*gVI8YkjN+YJr3rP-v1ifSQ`XwLu*&vS&Us!F0mz*dd(FLqf^ zi{Uoe=Ehbo!d4Nkt-^__-M+L(FnHwBpH|@7vA4!@Bvs{0WDvuw7N*LS?3EpDJyz&d zCL_Yq1CXMjDVSS@l=vt=B8W)i3HVEkK@dc*A`t+3<(5Zl?weeGkX^IMv!&?|TzH}* z!Dyl77tqA8zp=6#>840licyJT#Re?4-)ovW1acnfou%wczFTNdjRrVNY5R&n_*5qL zv(o%m!yXtHvO6S$8omZSto1PM%lw7fSE#JEw_i|7I^J9;rX zNMP30HQ1V)#&NzMMC_m0@t~C?+jb$hMJ!Ta;QE{0L^URR4f*=cyQf0Vbxzmp)cNwG z+<5}24K&In43nD3jiWjLP`_+7iLo+;opkL0(lA*t(wj*J8+y356hx3m2tR?Qz;t!N z6Wm=rql3t8iNLn8t{OQL5&xJhl5y&&Pwib?nJrvR<7?UZASocT?Fz*;8Wjr|ySYgo zi>8-^**&O8uCkayk`sij(Pdws0eujNwO#NfZCQF~?Bh;h9mTsiE9QL#p)ln(Fb5~N z*iB1R@S+|V-|T(BKund|>V(meuz_^Q@U}6rthu^+zH))+mjR%P0JGy0wkF6+>&sX( zQZ68M)zF=od#6j@8r0psTMJ!z;J0aw67non*|}wXk>u343ov7vyGYR^wnsqLrTTirF{l(p*a(DD;^hdxfYNI?}L z2T}ibj*gDJ{QS~5FlC6WV&1>Es=TYCgKL~J^e+PoGFN4hD?>eWKS^aJKNiNZQ^1&E zm9dytZEca5?qZB6?8XkuAg&HXEoBf1i$B?b5wRP~W6%$+hL}-VPOeC$8fj#+r<8M* z>J2#D7%V<349bpsMMOlPHSZCYAnV7+;gI=paL|`a;?37bci5eu>27+@dB~!`38}9D zJjdh%l$L~;its(jCqEpUfOPP-fI?BX$;?)b_$`K0C})VgA_9y zx|O39xtV3S+q>T0i|E!?yS)F!u@NP1cO{I;2OPD3h3yZYeII7KNgN5;_6r*q%chfgKRp<6xKsB{ktof+#f0q;Ot(ansvX!c+< z>@zN|+Z5S8QiuNSet2LFH8r(6m>vNkNsYH%jqud0FrW>kybIj5O4cl3#QzBkA<)Gs zYIiR-2gZOEhM!HbLQ+yvinvf^M39b7PU>|xcRBW5s5UAK`vYl+nky2J{QUef{IZZy z$eWgNW?OQB!e5)0jQ3qOBc-i#Hh9@+0<+8jX%WEMBMX;E=*|TghG)}a19+F zccFRntcr{imNC%^cf*X-oteId77T@;b`UQQ8$%2cSLDOxaqe7!y`b;b4 zqF91YvXTad0VL}_nk8-c09#N8Bc`JtUuGWyfzN@&vyVc z8O@K5bUFUwwud3dY6ozk149U_07%6la5*9xv+vhmqtLEjZOb3Nme%*M&HLtGXfv?F zAc?}aX3eV$&#=dKAj9@cvVOClQ`|`z*g<+{7X$?Mj}3NvagB_OMAPj{2y=1$x?+b# z1*(bha0SN5a!;mMo_=f1P@wNtI=6sxW4W6ByP8AL znYpSGaN9Bv69pbT?np;^zhwSuiOdR9XpbtQH6`WuQkDyLm9PEj)eMH!fx+imete_8 zUD$TXE+aNjKVh=$@L;t+o(s1`IH`YN%Nq8ABmiA45R5^h87cE@Q8GUdPYGn;9c8O; zZqYqm6eP~iym0ZNS7c6xQ#iAm@Tfk`6yEnGnx_Q8>1m7zG4s(4^{A^WN7&K`Md7iogH%Q`0qOz z!@-v>&Fg-dQQZd%TaL=I_aq!4pOBCWCibQ7>PJ*ipLFcW97ktojhk*n&U@F+?~Mp2%t zCF98%P~q*qu%E%+Xe+*WbWs{1R8dd0xXG1QU459Bm$zDZ3^OaDDk_v|6LfTR5E~C8 zy!9da(S4%`)YoPivk$R_tM=^KlVni1e4xE_FZ~u$qycTIox68 z)5|Lc@OB5j`kwPmM#D@ngPYw@lD8aDNZ5|yJ!R;j+Kw)ZAJ6@83L!$$sR<`CS9LjV zIf(SklADT)<#GNhNyM*qp}|5<(J+5ZbbTO+sp;@EzriKgc+fmuD~TfSj0?kKV=+L& z@ihFm2?}yEq409?c4%n9spH%S<>hnUP0X4#s}n~`_2kK6doA2i$SyjcqX=)fn8?VQ zT3;PX$ur!wYga#ZlNKy}Ik`664x(sPRrCBC^P5~g%3{9CyE=>Aig2CDxMG|qCZwV& zu#afD#DS1hyU5|$8Xmo9Xg*l>z~0pSk)vVRW29HVID|8XBrb9ibx4`nZ_t zce$M8a-^DJ!|`Q&Tec`*@1V5e1FZ`OT5I?=zJZ;VmX;_XAGjgumJJd3JFqu-Tjo_p zD;krS2>%$9ZZ3*4(#|M0^t^ZFFFkwSmD{qTF;@W@DhxFQT8H-WEu{pO93UAw|J zUw`dg-Hj%Xn#-X!hnYYA^iwkCyT?>lV*+^=3e;Enf%A1B={w}))bZl`iwu}H=C8jf zKfn@$->4#FQgP7Q+8T(#xs6KuaN9d$kd3KVVJ|qVJR9t;Ka6!u3~Vb~V9gy37mkVV z@$KzKFOk2Xo9ilW*1>+CUkFmjQE2WWlUo9>Z;al^KCBPQ+zv0>(DQFKt9mrHFlg=C zwY2xlo3gdYa|oN)g`u|44w-7@a48>U>^)q(B7%26u$0{1`}4S)9@}=|=~MRXKwR7O zE7!xvT+{aRPt*S!xbh3yI{Ph)-@edtV84^P`-^$G^p3km2&vY5@yZpT$B1@{K>$cR z5)#_Fy1Lu^Wz>^ReDrnTy;otj9QKdQxpT{rop0t8b9m9Y5<5uw*slmJU}%txvTN_1vfvHIjg(WbJN3R9E%pUL&oP0_qfT?#LrvuN?+^$QoajW0Npr&k7XpSuux@~bnz6MisIr9nHZGEU>L%qI?!znV1yFG)1Wx^ ztxCM%30*`(N+(aIg%;ovIT|30WCusE^T8!kUmqWCue>k>G|Vzo1+hqa9rHFYvF-cb zzb^r?WPp6`#S`Gj^to}N72Jokb$%gkHQUxJzTwK_ipzyF*D4X z`;DWGDsCQs#^vVrtZF7BZDV3>EaG(O_160kKRW>e5IUO6kPecPmR5pEjjKaUAB_|d zKl6Xsm7boSUs#x&xoLUx^}t!Fd(a5)_j-X^T;_Y3`4;DJzneS)RYh%IsYO-PslKUPD3Z-${EN7%~*{EB$Y)_llw}g=WkX|nQ z?jg$f)km>~IvdgxTVXUqxe*gG(V%)-V*LGHc6JlzS)XL=1s}}CBtHR6{}#$e&mTS7 z3tL)=Xs}yRvN?%rcZ{MxXulrSY1xcslI!yxZCR=HyCAZnIrHWztE&3qsIJsn!0_gi zl+?kV@Z2;rSLHoYEW|JR^;h>vJ#)qz=%A^7gIHHyUfy3Oq9A466>rZWeCp00)xzvD zcQ7=+DXze8Tq>?;SDeq-l)q&jmVsALu)H*!kv0pKdd_#>r61e!H6v}6&GP2DUE<>8 zV859)i?mAcy7yC1^o;nz+MsAGb`;ONy`t8)t+EVc^S+y8JRIPi^EUo|g!ZermPI4f=aqb+um$He-Ac!w6{ z_QD-a%IfMju=Lxlns;M_g_5si#Ly$Cvd zaK z(bA<+Fc?xSbXdkih|d&K0~an`Qbs)Z`t|E1%O;7D(NWRi1&rBi$VSvG8Hw5R+JAZT zXkfShjdOc3cRp=Bo+B#^IkZ^XkBsU&?L(>UL(3S=tDYOXJHHv;ZrGW*%%8M z*k}|_uv>$GR;~iTrd5|>9uW4>@?+5rA!*c*yT=8~KoMswq^?J6tto?)?ucr7tZ%r-%y#0tX*PE{S(0UsLG z#}qyJKBTOyY|)AprXuSRB*4R0!W>G8TOtg7VUSqKb{M(IR?pn7%;fk(aAJYrXL+FJ zw}{6!z`8;4BCot$3CYHdU5*KG_}olmV`EkrqUV@5r_Y=b7?VO#lWlm$=S;UeG2(w* z2O$*p%c2KhUn#~^V(yR)ETS|B5vAb&CP9y*OSJb3yK*e_!t~#`o9-pg+3+0d7Ar*; z#lelxzd5+#0}c1doe90XOmIIcph`I4NEIU}sR3mo3PO;4Oq_sgTnJq>IQ@cxENTz` zxO(+!1T9AdrY|QYS5QckUldmtm=CZ=f1Cfti^xC`TZCZR!J@IFPivvtt%*pT&vpzC zMeSuwPEHPHF{=t-Ldy7sOew#~UGR9=b8$sC#Y}NWo|}3T5ZzF8gnfstI!Oiv`ISn< z@!1Pj9(k87yWVR#geqgrfBEG%+HTLEAH?SBgrGij{Ic}B>M=?9)pO&P?HX$$MV=yN zZF!|T!Bc`&hs9)t;nzKW|DE!igeEg#)2^zx3xE7^-!zVWM`?3|qCdzKs>ZkZ*F8b@ zP!Y!b$zNtYX8MHIOu~+;LCfI^!lnqqdJs)Qro>CY;?MZZmFVsh`_RW?u{Oodl-tD3 zz3`6^sDMX3k;4&R1Eg(+e@x)J{?#*LZjs3cCxvj9R`Q>H>F z2R0Q&@mpE&!tzWx6g-?#cp%_K_A!P7k zX=SXM5<)*nBi>B1ZIj!#Z=cqOl@byXPMByFmjV;E*c7r~@|{5Y%b_P&5h1(66?N1H zK=tqty{}$9n&|vh^V{bpR%=?e+tdyG94R8_;*yE-RVv(vcFWqu9m*a}Ol+-q)kauf(kh1K^%*wh9O$?0`M0HC+p3SgE7`3#mIC%3w z4gbU{uW9e(f2}gqCW zIQi!CQ!jZ5BnBkYXt6pbHlWVna+x9esx(oX4J zEBnyMureqbmgzQ;SeLodaP-|r6Krlr&0fLewMZZLA3Yj!jm0{4a2ps-jxiI+sRT1K zGcT=n8!t`hMoP6G(I6Qc{-7rRplA}%%jIr>5-ckW$e$Do-4eHOFr#790FWr5_=l|h z!m(#KFqfBZ-2GooELMf^*1~?gDlRzsmziD? zlf#^{LA%s2^5P5p zdO=rEFeU|H3JW$4C*|(RMvz9?0aI{rFhw`N|Nb>6bgS-k@&CAJ5tpQ7&atNRTl{4x zNNF9wGZQka*@FL9ICbjOokO8#fg(oYkgIX}AvXNurwx33d{StSr~f2s*B$~KKqGks z!^rGWI^eHD2jrY@X3r)F*w-8hwjw;p0Qeg`J9ebX4EYBKZ%(Y$?3@HMem7j*a$&RU z`T@Amy$i*|faYmwq?qxR+am_lPsuly4H#{|xH&(l{KB>}vEHlYoA%4`|0>5HkE9ef z+IPWfiC9!tI*}QcqVHV5Xn^}s73X!R{p5?i^dZD}P(zAAN zWnMV}F3xMIadMAQUc`c)^cp4sYLxJBuU`*4ZR>=(HK1roN_k#poJbXQz`1e)0JQzs z<8R3*!Eh-#IX$q*=oXeX!UQ+ps(7s!WLyPi!b?_+o_O`Jtp(gNkQ`(H5Z{n+eLy)e z7?Mnn@~wnOKYv~Vu8sH2n_4DE_!3|`%z^9!r+onZGq4ZW zAQRA`?FS5TX6*0fodN zHpqYU=t1uk3d(oTltdwgNmXpEezEo27t7#A+hGFlsK(uZ;CKjnfz&26@n-^VZf-)r zw`%M!44!B&d6fY8j;SYGbIvca$Q74dw|ZUl@`>jA9P`oIgNtpJ&>Z;Yh7$yJ=-1PFA;+LMd_zX2CYz?pL8RTT z`|xXV;JmC&fs#9R9DqN$e5jQBVx6>kdrCxo6f}9(hGQ$>#Q-3~Qad9o+*%6Ry znSsBqG%;$F)*83XFDUS;HB&{d4QCq$5Jqi}E{b^BQ=D5m!VvQo*BR zdmgshs*epWv8fCBg-#pgSa_wrbvHEGvE4jw9lutazq%S`G5gnj!_nBdG}|5f^hUr%BDdTb1A6 z1I2`Fdy--Csu+<{>E(?=+qRW;4!}9z0un%bvqF1h*|KGKw8kEGm6SYC9lLn;f;a$C zm8SY9NQh!^5O|RuBPy)K=h$^t@WwEl#22jG`SYVKQuEbO@zED8Ces7}M?-tz(k;6& z$fg98f(nFBid`sh#v%u}v+v^K4rKGHw>I(f7bFC+Shpzw10mg{E-4y)QFka|pymw! z&J1t(*~+OU`(PzDj@_+7|K%N6V+hFq+4qa7qbBkh!^1%$-7R^Ndcry)ky^19T3AYK ze)eJp1_-(gI&KY$RtYpTfpNvuO9E*Zty*=ewhOw`vQSGeCFhl(FU?fMGZ(^IUgi`V zyb)1ozX(}~dq!T-CfDG|$bl~D(^q_?->%Miciz%3w12ioicJM?vF@4hswW@vb$hMqRgGtSy#q%9!Fcy*p7> z5vx|-cll~s+D?LBQ8q5YoUbrMH`06}?NT@@lN`l5_z?JG_)*`J3#*r_1J88p z2We5OW_JMN(q==b^O`~%899JA%CtzKdGIF)Q3{HGVPVYJ0t#+MK{x0}bk~VfT?xk* z1w^JDYCCD2qkH!5rNHA@{lydy4-c&Yk%{qf)NtpcB3jldiaedAyHr&&vI{Je+(MDP zsu^-c>_8%Mzg&hDL0I&%csQfD;?$H6g7VXbCLVzu{&h$v?RpwSCctI8C*v~;?<&pr zj^PM*h_6u-o#Bbt4(Fu|puLXD9c3n_EL5X3y`JfNXh3rYklfst!((FE=B@eqmd^9Z zMo@Z&@b&)k=V|BsPW=_d6)Ya#UA_YGk(==0+mrMK(ZB7G{cSOH#If& zUA~0vj<9aw>g?Aen0U2*+1Xpj;R0rRg90keO4$7I%2kkCnP4?gHLM&U>j3H19n)(lf{JPR&9!}ePAEMcR1cfw)csS+eA1(jwACw zHe@>5QW`c2PF(ESh(`R5z9fU88n`CLC$y{3xH6`il{4jITUWW35Khxml~iNHYr$*S zgR_>k^0ry;25Q?XU;C?D$0Gno8c+^nBlWIjhkpJd%v#?Ef0yE<{kFH4d{03an$(^b z7Z;nTV_d1Y@d%A;lNCc-OAo6BHCQif+=_Iy|7>3vHcnhk&qz&`))&seQ}5z36Ia6RNz9 z&{ke@LK!6vMZ{{-=4~AvYVRK4sPPWYzarfgr5Jvpv-+;3P`@Q0^izOjf6SS%ibfsr z08$9`benMfdW6RP0Gs(FBpN$c|CBS{caiFr1zmxGD^cRnc~Ue23KQTp8hn#LWT(Et z!IV+8rDtzpH%Gy@BmaNNVfqat_h!x7$R|&(l|MK3V0%N9iPknJ7Vp`m#Q$<&m(mIm zo3KW=Dc6`*w9KV)8KbD|gp}f<>?7y0HI6XP^|CkG!H*zxRM@QMsL)GA$dpt{ zp&iO?yHmeWvT^x-Z2LnlF5@b}k?7_jJ4j!E{DB{+5bRPpf=az@{^&Q}VT>|)epHVmtu-9Q06Wwt(8bRRLy{=~_yn*=3C!N2 z@4r{*BrS;&FfwoD=I$0UF8dW(Ln&AZbnasuWN&Og1aDn&M}=Pn4dfJ@q8o=oZ|MNo z^g94{0W45zv{|DUeZryO0Ls!)#=cTcG?2v-$`dlR)B3hbJ&@UhEdBG%NlDv@(*X{J z0(ci(%wU(kKai^($HP=XwKZX-GtyflBx6q4Pd?a9C=3|^x*3J_LV%Q@crIWTBUh_- zZ6xl_wl3W(aK9YJPta*`zwleJgkywiP;mwD;Aq6l>dCxyOE@{>us9kit0i2HfTeL5 zo}1&xA8(_Sp^Y&aB|t=DG1E~qWxpYit&rRA`@Mk!J``Zv!ImNs_0yz@KTN2qu>GE=+Mffs2d@Us{WWVL`3`u|yvd|WO;r#hD zs39})Os-=(R22GGX}jGJH1q^61fI-SBg4Z{Zc~$V+m#@^@CTV<4uMHY$Zy&%ANEQA zJZIrTAQ&&h@tMBSLEv21CG>Q4#UNQWMlrw%Xv=2j26zrGz|#U6DKaQ{5Ri*47XsH3 z*1eOx4~VUBUN;QZs&4*PswDr6rp65-+ue80`P2fBIv{OC?WtU z1!G_U(bOGmZ{ZA2@#~kQpY@&L$}`j&a(AS=$9Ki>z@639CC%`C^| z@1U~&-gs2`PBBQ%+`p1J~4K7O?_e+epS3{8F;^^vvMPVQa5 zsPgMjlUw~3h1;>Q8~3uV`S`T9E1Dfcq(A^wt3CGaR_oWlhQd$mN1^!=2%AriWH`j> z=WxY@gB5}r>Qfx-OEon|uQ zJlZWN0A2z=tT90ng{Jo(K5T7t>JoUgW!`Z}aGd2jj=HX|FsNKYaQ)WkM@m@Yf75)a z;w#06&I_w;2H&aC?>zm|b~*N~#B<|n&xUUd z_o!w#^b9s$g*$E8?j5;GJa!4Ay7*e9-{0%1$NWC zHenyj4&*Q3U~0+Vp<0M57BEjStG$i#H7=#DY`w6s>Z(<%>HuWhS0W_|{0VCYlMwjR zbS4tGM6FOZp>C@48%DF!Ns$MPouD5H_QNCduUYd8YrAimL5a=QFm3K21FI;%#*bKqVo9`aUkajD@>BAvq_J}~!w^5+|aPdyD8h^$SOD32KPDz7h*Yf-aAZfQ>R1?z>=X*P*yIlqy z0jE@TOi)me_AhFdUGU|iHZA8{HGYI?QUWCwG?TSVxKZE1o|mTf;|Oo!A4Eo{rk=Pz zmgIw6hH9sX27S%p0uIZ_T;ig75D*>kSChZqjS?t2Q9IE+oDjH9P*4d*S{a1{E+!b4 z1ONfJ&=@?nOB{l64J}{04L6T+Oq_Ww)inHPaz=lg{p}yLU(MRY8NZ5Wk7^YFo>8Q*!Oiz}~7fC1S4S@NpSBM?6jBYwp}xFDNAXSVaMR z_fkR(11uh}lUNj;2yLNYj74-Ngu=!zAJ`KZ+=9pr5jVDX2Z(wKC>rVu2T-96zoS)| zjQtb?wpAAjkSefO=;JY)f1dsZAX_WX&{q@(S$cMLqntdD!p5-;D@`e{8Qo4-Y zz8oiHKc2y5D3UEh?OwIb5v;GvDB!Q#vZdrCR^~El-$zV@<~;(ZEA#`z`j2py!`-dp z<<09G#a`G>`SeLg$7P5bD0o5nV?I-L!24Il`{C^?_hGmsXDIMBcCZ7s-W$MZ33Wh} zj&g0-umXX{*(+DBKze)08zdD8CLa+^EJt>>1%%9FUw{4eQY3WSfN|d~sG8M0IzYw1 z!4?a($G#08vev|CA?)SDanbxk?ClR4)~Q2h1080F%)gfv<2Yy+o|3X_NppUKz{MJt zSoRLRx`K1z^9Kk$wb_^hLx1+f{M(WKBA zBpJC+{zU>xyFNVpT4yJt`6SvW_*jC5b3h|C9I5ZK+8BFXr2Jj+|d!zTe!QPhqn z9o+!VQLg>% zFUf`8Uhp+t*kPsc_y`|u-(JF&4+pkM91LLB70A-UusPI|rDbF)h`355VH|iuV74Rw zbbbkPh`aO$8@p+sh|*t1b39^@2t=knX`A6SiTzwRh_spPNF|(S1pad;a=;S&ZxX6g z2w&7$+YO6W5`pu^*5hZv3d)~Yg-_D_?k|c6escFhksL)(Mcf#dG3v1JWeIj?y}}S8 zJDxmg1oOomv~I_a!v=}9Cb*s`9)h6%dddBa0wVFOsV?R2&R{Ac`2j>@UReZ$x-#bQ zVRd!&Kid37?e73-5s*H4@+6yk*1Yla$K>yG8TVj|2wUM1ICeJW*B{?H>T&pJsq|%@EYG zs7#J>Bd8L#6%f5<>=Ym_jixqMZvgr2;lCb=A8G~Xkgl0IBAzs2Dk>_nAY&IoO$MwA zfR!nW@ipc_s5&;7g1@05rnF>f3C{@d-0R5@i1P@4gQKY=|Kqp81YEiC{F)>;e zhUO&-fSUu!6t8Hni1tFRVn5Y7$PtZ8_uZ^xQINoB`*rdwMveQq(7BAG2R6tp+JwKe zl0fRVTLgUxLDU_jKl~oyEKolR_W_P8z=&3)TIzs6B$j59`yEMIGu~Ys|Avt!hjTo= zmVEArBD>gGE1)x07|be@1+A__R53w4E?#14+!hgy3*Y=VQLf5y8h%NykguW; zj8t}^SCmcCN2(TuM3QhI^=y}P!i1P*@EXMRb_JMEGj~>EKqUKRRk@T+?8OgJN5Mdf zB*FlWZw>-Lhn|LLJfkO1pQ_gZO*#ll?KIs>{!6+S(Fs4Zm)+-(bYK397ZvD`V-vfm zZwjGaY#oRJC|1T*d_>o@%5T5@=F7cnSLRAgDPh0jFMXyv@BZc^=BGs?tH!3ti2n#- zR&Dq{-&Vw7!gs!({`E9rvVs7ZqV2mLJ~^Y~3hZJ8hGr2enfLC2(6Ao$wS1Et-K9=& zO^8-Ola$1LbmFp9Y5eDZff`acd%v>ULwPtS`>Y9@m7r>Sw01F~U$om2De{gv>h?rm z759VxL9`jWI5+O^Cwgzj4R;TeL>>@W z1<;pF5O_X^H8lgNR%DJU{{ZrIBF)mtfj0D90HPJzsW1ZAp}C%5D1-r#jX@maYfco{ z)YMcA5)-ILPx%J4p;#hnvi{ZI-S#h#3R+HNSMZ7t#d3C{%Js(>tPr$ts39jB3I25I z1wINQP({$+FdASsq69h0#K=Z6so;cAftrjohrCI^JuUO}>943<1a50z--Gu?TVS|h z0;*6V0~~5kRecldOha`8s*6*}u; z8X7cFl?A=baY59NjKI0Y$#gZj$rxLxa41k@9c+18pvaqcFm5e)P)lbmTDj6JSsck^ z!e;!4@>NP*Z)E^L=d zWc}1nLpUqUGrrqu?Pm(uG)%R7pYGDKSC2d{>h6311C(!uLKgb=5;h+2Txo5`M9_il zLm4^1BBHWRTXei-cH5}`YJb07OgFM8U)N90pzf11NT?`10KO5B@}ulKrMrckFHhp2~ys968AlPS^qJNmF%vZ;EF1z>P$fO>GEcN3EswS-2&?a3;>YPTYU z0}7JisQ1FHpyLHGE{>iQJl293PCS^(?wb31(V>%)3DLVGE;KSR0VP+VlYyQ-RW!g( z?ku@=24~N3ApCd2&>x@wp|dRfA{9j88F26QJwsnKT1=#Ao=Zb)Weg=@YDFR{DZvOt z!bOpVH`>aZ1&of2vgapsCmA2BDE7GZ?OVPbJF5HY%!K`VFJtA>Lf{Y8WL4aFKQW`i z!o2Gu0CB)AI68X&N&fVB zaeVCbYxl?pE4vwoyFg0ndw*|J{r`$E`}vO72te&EA1Qd0AIcuPWw?XwPC&2q93ev zaiADQXa0`EhzW#%i$N_Gw{7%0O4b}WJY%PfOXffqyYzwGu=c;~hTJb?&DdY{AKIpl z<|~8r<*fSPjpxIG&DmGS$5(0)H-6LSp!ch~&)SNg?- zDfV|aeDygnV*iML{J(7LA`q70pqv;H%8w7(ZTzp~a5`HGBqYkKq5E3b#qJ@W z^Vd_h=)uxZ$&$)Q2o-RA)QQ{zY|y}1ssEREnD@D8*|KP4$rOYj5kVKd{m}s|b3CG~ z|IZN_&&G`}EXa2>&-r}%G#@?*jg8grP7`GuCY&Da^2D(5H3z`uJCNY=J)PTnvHzpM zEAa1`Y8E}fb(9e^68W_ff?GtTA{?sLEqviIX|I3)e#i_^OcL@A5Iq+Yo{~zAo1T5#Y zeII`sgBeR^5QAcjB54^>DXB1qM3NTmmZDW@mDU*(h7q1N?O7`Av}w;EsZ^BqRA|*k ztM=b{Jr$YdyS)GJ@$Wd^cPdZM^7-8NwVc;^o;OkIh@gsaI*4g2JZ0t?;LJo~d)|t5 z_(o&Cl>QDE835x+LC`?2BlZ@jxcQ^!JZyS95m_|X;OH;DSx!zZJqCy@=(?FC+G~gm z3X;L?DFp|ITb4csCV#X_czAfUx@|G`i2?Yiq3xT0Od{*gbZP(^_@S6*xLjHL$nG6ysouNdH1n8>L0gF=r`*c(K&;pwjja;HV8B} zSe-L?ru-uMMz6t@5lSDn8eynM@*3yZi%=Eq+I5~)`$Kb+c;aO^KxbLSPc6KhFPMD?MeWWigC$bWMcA#`U@soFEB;o$$5LG9DpU5 z41D6^6>rZR4BAF$m+?oXoz-*qZuBBF`G4%n6@hJSgn27^P$dxIiFiMt-P2zHIw#RU ztXhh802O^(buR{um`T4KTP_#0k*wIrcVXBbf@Psdyy5${<4XaQ0^-+*I1Zl*zIBTi zKt74?5g&s0s!5%n&c{gr%?uLsfl~O=6v`3M1Kr)-6|0oMKOsil%968(4UT?ymi!n{|IxoduuB1Y+9d3N zr>+wme=%S030)rul4_(T2Kkm4)<)1QdW!yQvY58+QyE>y&Qd|4AfvFII3xnR*SA0IzSxNJ-M))q|dIYz%&2EL~ z!xJx*D0Wg?K;-s8|G~X>BIcg3(gZG}R~w9j zLt=n?<(VS~bftg&=|T!#q)O(h?>eYKk~BBABj_etLV#d<>fp{j;1L1o+{K*I=sJFE zbVD9l3}RsV{rC3`*{az;f5X!mci1R_TCK)>PnOZ%>8feSxg(Y&vB=9O@+y zT@zq+ljPV{6i}M_JdyY$mG+ zbk0|bQdg$-7GThBlcSSyYvB;b1R#e;2W@+YcIeY(r0>fAClzfS`u>l9RyX+iO_UBo z*EI?HosuyjceEV;_=A=s!)*CKZhxhPtKF0$JZV({zW8gs>pb`0>Q%bSE3}j98zl%< z`3%>c+E2V5wgo8kpkdf{rz)l z_XJ95fyq`1yZ?A-erRMPC@2qN9D5`uL*aQ=w$8y%Z;0XCo(!x2@2m4p(+Dqf&m-OcTaIQ(1~PnDP}94NOCF{K@JVpnF}((T!CH6I-_;5VSOm z`iQp$jnM^y(NNKR0`iu5wSLnNh%X%L3xm8s(yjuXY=#Zw-8SieE-f)d7=JCZBsBdH zc~{5ULy76>Ktfxb^%DiN8C9afxN>a{fo1BZJL(hftrESDb3`wca)w|HE(Od&)@J0v z0e&F)ZXnzK4WP)$&sPRU-H=dWEEu?K;*xRR$M6P#Kvv>$=%~op2T_W=d3G}iT%}n* zrq0jF!?06veBC=6HJYz_M3WFeEIz_|7f4QnR=^N;a_V;u{b}WIGX)Y94gbz;zM~_e zvdhK5z$yLG=1oXCX!R{|qBGz6_4^_E^yN0d%p8N|IG>Z(5sDEj1UCpWrhtS5me6P! z6Ka*JrD7+HZJkwn1j=wLB18fG@itGXc) z=$<7X~ zhHEqHi!&Hak7qCG((#s*QF_v(cR(xq_H0s>!70gP{}1C2J+wfuEO-zHte0ROag$h^ zWZH)Nm0c!YThyl(v_@X4@%YBfoS*h?%%e!KXsQ*&nQT5^oH`9gL98NpL^k zw|&gx!=NGT&TiUQjm>#S!MjQTTYYDoHT_J%%OhJjGKiaYOET{Rj1xnfAo= z0Z$+^Fo@v>S(&iB^f0cX`~*1@F>smOL^qxo)dAU$0E-RW%fdgE5j~aWfS6v4!D)hS z&ioxacamcry+6!dMQ|FuY|$hW6Y%l`i31}Q5Jj^2)$qbzA1!j~8f)N|o!8Od+gpMe zwg}iho0Tzqb^ZZz2t=Ut7wL93vWh6mdN6!80GQ33wey@Ww5Bj#UyD*#ju{UJF^sW{ zFyg|D!t7u>UZCI!PbdzM{`h4BHRS)!J%LjZn7Q)?@&)_&Wp?F1Ez;wEfDlhkP3ql~t_0g1alS&O7B+oZR#l5 zo-9WfHdh(eU^?5w_tR~s@9KvC+dhhsG@WHdXy)+#{o+#97;8;JVJE-F-RdTPqW}Jr z=Tv#r_G&V3gZ3t_yboF>qKNnLO}m|B?+|QKHEXes4i#BWGjG16u z%DC)cpT_wcYe5LvX`yT1jwVegaSMnU2yzLkOJuSdTGl2QyrD(HF2g=elYvXGFe{d` z?hrEN?K@8nJD*|QcZCkF*W|L3HwcT^8=w$W#kOS15UNENgwO!J^Wa}}JKB>C{l)5ZtA&J55Yjkn0( z2UP=gqY~o#O}V?{tW(467i{-?lP&NOzbM3rUz9!&NGsg32x>(9Mf;;x-dB|8ywojT5{Npr1Dj{1m@NrQ%=KVBt)uuQg8s}EbDqHo#tk8Gi zL317|K*AIo8_R!Sx`amPCdQrVHU)>B!KTlibQyMcnD6uf#EgxNnuL zL7xZwRPcoA9_l3lU!C2Wk-?F&9bU+Aj6~f^vEAzRqpz`F%#1obAL6h1=BHYnce{nL zA?^VmaImiS3qO$2>lQhb6}J_h9L9s9^Za9JDhZlM%TLpie#F(rog-&TP-a*+MV6s( zqI&H){D~5`b?Y}`V8LVA-^PB1dO(klG!C0r(my8&+T@wTVFITi*jDt~r7(;mZ!f@e zJ0@G7zj!(GPR41gWUPYS^(W|41^sZh$}NRFLXi41uO0v!BI!c8w09}14gxZasV?8?Mi8+37-8#Ou@E-f`Pn)L?$IQPz z>NYR2c!{trAbk%%x`T)jXvyPM*UDtox2`j( zv;?@WaF}j53p4wbze!?|kai?W88z)8C~?4|!trt}FE(`VGgWMC5%5*Pv_&1S9MXpj zR*b4%AO>WuNYvoOydf@FZdh)FMN8p!CT?Uf{hn*H3OJwZs(zQ0ymfZ2P-N9sw3CFa zffb@dhHunm;7Ek6$SG;B@50RS1#s>QCZ`Xmb|YbMXov^{p|LV)fJl-71!G%t*KU?8(96_&Pq|)mhk>6wm^n5iJ?=@1KcI;q zltkbk?Gjf$-Fv}t`Psv~$XGP9C6)sqn+OCRPir`;czCIPeK~LM>M%p))DjH^g&>m4 zqdqG^2Aq_Nkuw4~GaMWoR#_GwK743~Mm3=lREC3*FCq5~BSsF&v;82o_n=WHmr4(i z(m=Gx@A#Ub$ss<+?3(~L8jPOcdM(P)`x@)dS?eloAkD@2xFq=n678w9sYD&gYNJKt z9x|yZ6X{X`Qy8zjMrX|uo|{A)hg{ddb_)!$DEOX!pS9ROe0z14^gLOr?O>|}{K-_! z>b!+#zZE3jm1(wdHL!6Z6Ex;6n7+|XI*p?~b2nNA!t0}?FoYWyqJ$b#ESgq$RC+3X z7^C8gIKQCw?L*uwbK1_Rdw{K6x9R$w+{$cw~X?D3FOWgnJZ65Vl|!z2oj1><{uqL&LRJLP8y!HcFbe9u({$ zRuVo5IdNf~l8b>#wi74}ps=$HHZXU635Q;CD#j5EJ;WHOgy4ncW`L0}zgrH)bBw>W zdL2sPtb{9CL^9aOvxQPaPs7{M*8%B{KlT3gx`2M{L84{Diz5`RGwB{c%t(Gac;UZ-s;ZfG9nbM}k*;}Q4x_KZ3gN*N7F@gS zFm!$f>19;qF!U5qa(v)u)qqVlK3EBCTk{fu1cpIWN3v&kUtf)op{MX;MH_21hA}Tu z=Ae6c8k?^x+yV-D5xE;;AG)_l;2Mi&TL@zwS8noK64r)}^@loOXO$5PgN{%qwEl*f zL!C@cRn_$d0B(q0Netk#K?`-o%T!-%C0{P)EidiUvgGRxfSb5r5bbJ^niGW{RmTxW z#ZFY;CWw#h@WAba#&Qcr6swugAt~PWxSW%w!wOdbc}|^*%R6@bnlvN5<7-ATQ-|jv@)Di zSDj;He=vTtqPA=Zkzu@8gW8CrwRUK z35r;yOh*UIrk)7zy$X^Wc5YAZx)@&Q38+O!yMz^|*G(9Trk0Cci1nal%MdgL7ef=$ zG$%bxv_o&OAEZzUs)24d&i z3;vG;Jt3Hd=6n|uV?ZJULAGQ77NzQdt4AC3Y4p*^R%;6^$vxY_fZPwDYolq6WJG)L z@0TtmoNh-r0Fv>tNG)n340nY5VmC_bRHkb%7fPSHa|D|Wdd^UCXkdbvzJg^5ihCE+ zw@8kx#$IA6WhI_Fdv-Sy$dh#i`$=>!IG!PrK0AnRM25rdDaKBSpeP|MT!T>}2Pday zP{8eN3GGVVXStTq*6iq1Q6+wvNZ zlmt+tOH|au-9FC~e{7%jk1 zG8-+ljiJLL1{gr0sE!SQgD{bW?D&AU#3RhwRl$tALLPdp2&yl@stm#tsPC0K9d^-4 z-nOYQ&(A+I}?6$4H^9ekS zHO62yK62UF>i~C11*!;4fLj(MVr4L&Fxl4|Fr!4~mAyfvN%;jEBKt?Lk{+)qUL_cs zs3&@DW(t%j&6O)Xlh`qQLDukesX&jC- zjbJw+#%wQy-h^A=+9&`-DM>I=MUmr>GSKLor&JpZo0@)CJOFM-pibQfPne1Y$!nxw1oYvk1m+V z-P|p}7-3Nxw^Rg@kdHQzZQpo-x7oY(QiXA%0ga`jpO^%OX`P7Y*tf5>%*%2()_niW zjj~18x5GEXU$EWT>MrGHB%~KOCyi{3)yoA(*u|m#u!O^2 zM5{5xlyDFl@r!PfU?}WQGGR3ntI$l?w7ly+d$<`eFYzXEtJ;wl(8?Yyv*% zG6Q8#zgPm@lI9NN1UPSeNNi|^WZMmnl~M!s3nE(hgq9y3FsDucTNIq>%<>nJWjEtp zjZ|-fcT8ffkUicvh;IhEjOX)aw3|_t%TWMbXiCMvLHE0}08#`F1XSh%Xy$2&Eq)nw z@a{HD=T9GgJjbB_gsh_co5xulJ6KM;2p|UVCn23A-CpEl%>(C>Fgb0-#Uv?Q$&+6J z7%L;V#I&S;z~{9@lNqu01o@ZHHKr+TNqia}lh8JEN+hm|k=7>VbP3QrD^>;QG<=uj zq;?+o@CvWWH=O%-NM9t-VhR=a?%^z~(}Jk9Sa@V?S%dl!SiM>zfviYUL^nc`yFn)` zY}xX1hRrWOpe#l`sbzYjAo;rAleI4;A;{SlRgF;&KcGb-!(wOc2>J=q*idcT z1`b(8AmT76=>>oJU;;j54M!o>gpi6EzJBz3*3WSW+yAv^iMC^Md9$@wDfDj~AmY>- zy0@ZYBrgpf*J0~_^(+Zr)j)_ejzP)ll7RFDie}Zj7H|`c1Fsn!Z-OxxcV4h{jB;Fb z_An{pD8ZmqvdL2arIllaX*#3eY@sNvEU%Y8pI_H{kCV-P!HN~|{s4sNJnLbAIRD0t zFAOc&Sjswb#F70BE~J4*u&YcR+#Gwa&#Uufp+xRGJ*kKr#W{(Kebu{Z7(gzFG$|s? z8U+dp%9}_{m5m}wO33|X01jDE4p$ps+%pmW zNI6BQ+#^G>_;I_`TcpPZE)y0GImvAlr57^K)~rQ8d;k$t1pODy9`Nck_rgJEtFRzQ zJc;nX|8YY|>PR5{gkWBTEo%kCAfSmF1l*zH=>_aa%oI9PA^KDR_+oEy_uaYmbae?Y zAYKASP@&Gw&We{?VQpG->doBgGrqhnt9vWaxHft&NN5OT2NR57DTi2l3vZU3z$q}` z{LSkmxvS&^c7mE;1?m`J1NIfCJINo|y2^wgbL90<#6&dPwgj_@np>ky;^wdpXU)(4 zzge7wR!(=m@EexE%vUTdsjYNn^b@oYr2O2)#1I_0X||mgLurq;wqkz=u}}F5^V|SNqpSMM~`!vIADl)O0iM%J?(>F#uULK$`cFUg*B zmh_h}5WI`yKbFy_FLPS(47R~xW!iRo$uSVUPB7-A7*QzyM?dd8G%(6;ct$bocfS!@X~%!!AIV zZ&RMdP};RvI$Jxv@}w2xjx=iG|BCP>EKmlYmxUZ0bdOMzkZKXJGf|D8>5d1bY9|nS z-@?=g)*(?6kH``pc;N*!1IF<3z6za71X|)}E2HO-Z4F8&?Yl35P{v@0ms#G2G;=UL z!!o7dBC!+^_F~~L(4bfad$_Pi7I0;VDYtfVa>6sT&GOJu*!Y8*Ec!7FnRRWo;1Gm- zb^`)=qia7N-gdWNhR;tT0d}W)(NVk9oR$ZdEP!Yn-AFnf(m8@d(q5n_wXLx5>Iu*x zWnB+IC^9ljH^x(ZjWQQTM*ACEp&!&o(g8|l?|m7SD{Ul-r9kw{A7ckaW{wWZ(Sb*# zTyk5p&k#@irk^fW);1C^XQYhTc1?FstkEGg!5v~BIq3N@bCdX4 zctv8aIiQ&5I4%1IaHy)Di(jGiP1vLNbrR3RD;It~5}}fRJ(ws(Q=*aRHciwMX>uR( za^V~?-98Qn1q4+COQowE6T&hzb@D4kSq~oSAf)J|8pOf^A?hH8qNMyUIf*<4 zNAR`1BvY6aaqjXq0^P;z7<|=fzCdLgNCj^pK7S6M2>vSS+-bdQrC8ooB^m?=`vmOE zmq&a=95wCV*H&><4M0~EcvyKU6Vk5iVVp@q1Wc%H4!pH>_@wJeng-*2LcLS>dXvpm z1hzO0C>}g~2xz4Q=)-|@l=&FK;B!8hK*%-pl2O%#V>zf)!K_&sz*}A)5|a^JR)}{C z1fvIzeCwd^!8zH!?I*qh{=Wl9NzfRe0yqUMf2cnM0M*ROTrg=p2u58WAKnUBnd3OT z-LYiwrT0&eEGafY&x6vvVwfPRXt=}CeD|4|yrXRREg1MMkGIO7F#6h`{nC zdt{>G)#%~zN}KAb$u85o%-@eFLjncQG8hr#6q0D#6GZw%nMlVK6l`AWefYZub8SZ7 zpPfH4Y#whQc43(+<|#zHgQ6dFuAuS^Od801)koaon5`E+fWoVZ<&b(zTqx$j*Xs%b zr910(Gc+%wf|6yzi|))iHb#|28NvPvSKaN-C6O!#)scYJ7};E*Y4EgJ!mzi$WmB_O z6I3v*xs3blm{83o&5GcwXte^&GpRoG&36@?&bw^hyq3qyW-q>M?&Q}oAEOzJZy-vk zZ*OnMaRm1pt3`l(pJCzT@Ax`r-wF-Y>06OSYZEY7Zt5HcGHIqGWzs`C>wmoOLWET> zvoe0*p+u(!$3_$2DKv&&7&}?2-EUBi*8EUgt(jf=>JY#(9BP5AiQ-!YNDQaee1`jM zoBYGhd7oxM_&tF(NDY~fMsR|o6Lgg7pWTjz0yRPOcUXKSaKQWU;}Wy2cuCZT^1mPW z`U~gHW=*V%wVy5)nQlO~Lg#9L9ud{&kDj$qvipzIXjt*2o1C-}upabgj-|iDq0o$b zm=b7yr8ZY@;YU_r&~P$lYu`cVd17*1EgmIc^7n-KvuqIr-nWx2n$YIx?2{VM#VYt-OchFPvn`u_ z-+jdZ5oC_pN|4j;^YCr+?C$At#~Q%VFoK;uEf3}$34Y*bEt~xn!+9tSlQJ_yR=kr* z9&7)WlQRk7^QWJhagR#@RuYPh16g3ZK{#4p5*S;osVO7K_!RF~$A9vqkTYjz{TZn!&3`rigmN=s&g8kGaJ(f5c zETXm=suaRm?Y)aYzq&tb!3n(4i7)3fdr){mLP>4Bo(5EZdM|P2%%_tpcx2U6EW?0^ z<4y5_X;7Yi41apO@zoSsA>fHYM2ZreZ$;AxRMRT>yaa+C>?4^V2C%G(VD`8H5=rFd z7kYnEAt){UObs)00CXr3%#+CA1UdUTO3qt2&%+SMc>GQO#%iV~h5rLJL?T&mm^4MV zm1Oyr8m21pWS0^F(&!Vju^fk~{6g^^RHj`_Vv(VuF+?K;;zUY_1&&G6#vM#d6ZOrv zyl}?olj7)AyTDw|=D(99z6TNlDcRl1Qh?Mb%j}r9u3Y&>R*@vi+qVmteB@uWOo|S^ zn-m>P9?3zsV-qA{?Y%&E!N`Kx5RM?Mi8BJ}ewZ}rWy0$Sa6QL@1xL%&u~0SHi07R( z&|S19aA9SYgw=yFYNdA6wbvnEY$R|(IJ{D!U%v!v{MOLB=e!#25TKH z*w%^K21M;#HWt-?xE)V8`Nd8qfxWzMzf}4HNr>#@Z`~@tONI$$^`EUb`hz>uy*j_a z0T_i7EM89&z~@V)?32I-y$*we+c;_+hg8^TUIowk=7$fnXHUKi{>$MlXLEkCp>4%s z9f_5rIN;0>5Z!6m(e(mLZH0c1TuRT7E5wwq@-unX=fN9O!CZ!r0(6x5v0LEcj^l)V zNMN|RGmTvSN#!4J+kK2w{_K&6FH^o00yGo1R|8Qm!6b*&qb9Y<7NKx*j7$`ps_obL zT-!hK3}##)bJeM*fj3AKl0?K1V;z`ckgEgio+8@8VW%^xdi@B8BqpC0U!5eMG84r$ z9gM{AoB8PmjyoXSVFQoU1};owcTTMc(t?RK!Ru6zc$T5}LyQpJEL~?-Q&aTr)xRng z>dX&>AhaF;N5QZnHW&vu)I+gN)?=X3V!YsmNP>_h4jfjUPH~C8a^;F*VJqea&d!X8 z=~J!|f}w=wiQkgo{Mk&yjY?4*p-LXd-Bf z@Z0W~(bM4N(t58}(Dw8cam(Kou!x(=C~y)g$@`XC`oww5B@bfzt6(W`eDh5Z3{MWO zU%!6Br=gD1-27I7|Ln53IG*uS!Who5rNP_&?1(6m4ac5BbJ~DI{0NW&i3UNK&hNdM zN73lhm;0)F&EHTRrIz0Ji4B*%@bg7?XY)Kdq;%?+vp`bTgdzpMzMt?YTO$)q-Fhq5 zgQ{mwRr%4c{z?D1_P{R}9#m=gNR9mKx?l+wc6;1fe{@vZu7CM4Wv$M6!&{~ae=q#a zcXN1`dQ7j$pM4{sYun1oTe6w)k{6b{$^Wt@xM)+hoX-yRFoRoaAr)5z1KgH+E}Y4+ z@9W#&d6dQf_+I$hw|_X#`D&Qk>x=sWJfbymzyDy}pI z9946$mF^qm7&78xaqzJOoPLiR8W|nX(C`JwQV-*7{hCai8w_U(DS+R302sV*s>$5rCaHluPnwP2_ z*Tc9Z85R2mAW4#lFygSk&ef#Km0>J?d5=rMk$j(eO#Y)Xo3_Y$2{uH{WH|RCy{M}> zI5<3S6>=KLO9mwZgb}|s92K67BejKrd~(9jL6!;RR0_C$9!z=7G41rcse5}4Sfw&m z%uI$p+tSxTaR-xy#p|4{TJt=4VAgsM%B)hi5{CYEyqg>hZTxUp&v8r}yv0nlL6!7J zVidi+M8Z$A~z!8s`R9fSbMnW(A-&2wkixJ zzz23+KAON-D5_m=eT{5VD*TPFW@%sDUzI|Ks&JW;SZc(tDuNTg%NPLY-6bn7XR+o=qIlmW` zM(EykI=~@h^kBeg;^X5J3--`4Uz5ZfV2>CrUE|I{fZ%2nI6!GWK1c$BXmaiP#P5A_nxS!Ly%FzqN4Jb9QV6Q ziw}#3-=>A$)SVq0S!!yTnfVr_#D&p5?}OWDEYLYUfL3a_`~w#z;*Z3fxhJ2gMQZuNZ!|@( zy%O6|W{nxpj3(Sh`97rI8|}yatyD0O^aPh&95R+%fb(7$!$j{<-o|Q#_}o4%$DJYD zj=%59%jrms(a=fcZ>fk&>t#H<4upq)O~9!m8AC5S8{r*uq9y|;32EZ^PS_h5vSYZw zor9t<5XZvkK?5cZ0z#g$u)7zyNDAKd8*hKr+nW`G<*<*75s$*cc~Ko{EaQ`qz?zWP z3*c9CF|p8BObC#YV5JmJQ)!DYmiGqYH>0owH{$W*$2TUD&!O$rSQpNVdf_;~3CH6c z>c|`$Wjf5AJGTYZ7f|j4@eUZU8|dqo*9}0edX z-x=}+jI2 ze{bsjr|bv@E$y^nb79>lDZP4m%z!O>uD~w2m>6hPss^p2I@CaoPkltzAzEl6rzHt1 zf6Y*+7!NA=LwC>!^2}fVzNRs?cH~4&m*>5WraCE>1{4-Ftt<4zVFnzB;MWNDNFf>! zUmR`je)kB&IrrA2p;XXQNb&+<-X{U64u7STX-yi=E=ps@DXqSHN6Q{{UV3`?cRcQ+x4(8}~eQ7C2QusZ3+s-h*^$atMPH+gC1&y8`;t zLT#%sN-@W^tJkOEw~_R_u1lP9@Q7 z>VFJl@jRRKn^Rc5lk?$`0d#a{TG>LXU?3a!s>EgF z%qWyG%J)o3x%m11+2kpvgr7DBEt@YdLxv%md-N54pfCM>8y{^w{yf1**t%`d3cLN> zMBrvPC-OM4J^NyK?ic<$_U<)*IJW^9n)6)Z+D{1yGFHi-x;JOfAllvAR;p##zf|OP zPer?{EvGUq$OG~MaSRrmC}x32*#x`sd{hA18xcP}mH^NP*Ut-vYl66kIcU#vmDVeL z^)W%R!a?N0tH$?Urs!o|m{NEm0PA5S0Q!|Ys*0;%rZ!Dm@j(WxhZ@Po$hd-B5X{Wc z<{bwVY74i2bCj4KcMWedJ{5LadEzXKJbU)+$LeqMc=c!8qq%qQUIRlzL&ulp<>h=L6w>cE zVqMb<`;*SC8}1GbVwnT^DuJY}O@8-awnh*iLtlK#5|Obzg+dKqmh-{Pd;;V=0MTk4 zg4@yVK5WRzG`2Jole`xtB_=)gpOt$mgWsrbO@?jJ2HhuDZj7Kx zGo9F&akf=cs=e}N+o?%WMjTb6H?tmtf_+w2R+NAdJO5ZJ!dDBb zV^xyk?H@m_n(@35bY>mSiQz1sQvIE|;OyD=)?ZeqfjyWmu}Vn;%Uq7GH_8rVsb+pp zAq1aNfjlp-)TN>a97YDGGn((CO>xfs>TdL7{U#ieC>gs`x5l3GX zV#4Z+VMCh!Q+Ta!09_VAO9;X=E&3EN2lfa%GWl$bO4bvI7^zU&!6MehW7I$ak$U&b zJlz4KfEAAa)@e-~5=hS!6=jq>yIc{7rqF2z9PDumWL#S9HA6N1$6!wU-?Uc7AK#6- zT59U{>Q)GDL20^YTFae-?k^T`;tx*oSlg#la-d$=x08S6Tw2!A@lC%v;MII!w%(u= zZ9?Aybnp80mFQ&T0;L=-JZAsy$L~=bF59Ad;J^XITOS=UQPITR`3j;~Z9BOVrY6Ag zT3q4Vx278c_&vB ztJ<9mnw9OV4y@U8?FxwSTTm&hQfJ%PjzxtNVw5pUR@~?~Q6V-D;20TqL<~_OSa}#n z6@9Fg^ryE+uZ&jU)rEO+a)YOaIi_XDAgJ9jgw#+wStfQT;hDtE0F%+D~|IoxI_uMTj^aR%T%^8dYWz9@X}wXco(*|< zm;?IXpUhy{(xdNH{Es7pwSckIO^wl_@Nf7KwLjZuRJ(M&z6i%DeZBu#Dto8-St>i$ zq9FCzUAV78*;MA@+J&>c!Cin4mM5KLy98R8=c8~_7OOIj+Y2nYBCQ>Bq(Y#Z{s0_| z-}#}+1Og$TK7PGW5YzP%IELb6pm1!s5O%I25Y6t!iIB))UC1$OWC6zbqrMjaulp%R zqaL^m4R9RI$LNg(Kqa3JiVMdYz*EX-{3j9LIX8sWFk8Sw;5dS^IJ}=WnAP2HY*-^b zAlrS7%Fz|Wbu$T(p;~7zupY<0xIk1$^f7n?|HGAyyIYb#h3d1D3un3Pb;Z$IlO1CG z)*bZJ3KjqRV(V1b7mWL@taZqc@wT-@KmRWLe^_fN3EP}MQ*a|iqQW$@w-u9eaw!=v z_U~dS*7$To;ZsPD{192U$QC_&b_ML?U@%s89GyAmyDKQg<_3f!R-yXJk6E^CnMTwx z{r#*CbUUZzqAjPn`)hSNP*RnD^XX{`;6UWdHFfOvjglzD$qyFjiV_u+pPgmZ`kt(7 zj9@41OA8HV2jq}i0j9n0y|R*$kA2byr0?M9=o4p}zykP$Pl(9Pgdg|E_BHp`|1MMf zY4IsjH1kUeb4Xm|SjW_|(YiPKWK~XL)kk!bRqV?w`woc^c4I!kCj}x^WaBm|7ctgRaRY3Nh-~_^hjc>2J5X{A@;up@!(HTqmn0e#F1_xi46^EGU2Kmj9 zS(fy_E6DVxv0Bkp2iOu7SydETlMuc$SMFD4|O>nH|C) z{VIUjMjZXhyYDWl=3Unn%ImreH)t}^>TUsmmxFW9;_L^yhTD!y%V9?hT$mA5+-+gb z=RE;be~I=Y0KU=d@ZgHNQBa^as%qQnMJG4twbw{e*M(ax ze+Zd&39Pwi^mEK|(L9;OAr2JV;_3QqZrKxQ?;p=W#R3BbBl%6QeoN#>or=HRXu~qE za+W`VIViBLCqT@6?}0J78KUw+1ZlC;nh3Q^mo2+U#(NCjHOO}|zPHB%hX*Ui3!{Hv z!2*sqn-abGtjv=GXu-%}Ky5UUTqlD3r8ep6d>lUZVXDR*$rZdVeVTaz;_V z05!C_w`>OX{}aQgkPM{yc!P$BX+iVRHB1w4yYtXTXP@7u^|EM*%c~)k69>bW7Q`RR z!~_BF<*Yo%$wa;j1=qWQZ%OVx`DuyHPEJ_h9~+HrD{;8fWSnspHG>L23UtGU#e#GW~cIT|g`p?psRj-8awyv?A0Iny1nkjRQa_g%4u+ZFp$EL@h z9Qo|CM&#E?$k?tn^~6Yk9dr2>AS!=>=~N?-!uo3sigPt)`WHv&IQ<^8RXvcppwj5Q z%TG3@AwtXB+jN$ZQA`TJ&=v>*clx?(8t-;*bK3BC@=DS4%ie@p+b|MkaMh+^ZL zj{qH(*h)(Q8#b9`m5xK^stik+Pk?lL0IQxztd+v4=*3dZjaDxQo%%ESYM+nJoeTQ~ zsWsCMtuvs+alEkJ)M?$6T7Oh1bi`sLbB@ zvG(4$-r9M&tF-vnw>sTVE*KQ6H>C+UoPfUu*QN-zhUe;I@?SJt;@KSWBKZt>V!teEF`?|SP9Q0)kH|SvE}zA~ zm@9|>KI2fWOjr*z4WiBUdd?Y&Fvk@?^njPokp4b zNJDOY^UX2=9G)}@G68-Z^C~XL>})p1$+dupt#JE-rqjD!WK_zXIovRbE}(?O1#S<# zl|m-)@e+Y8Z1fQ}I*Bx5u&1JI7^bQIy*eS{(z z9)RT-<&pruWQ-1?DFv6?3&S=M(+JGKkYP5!Kz#1<;z|4%`mVjqjp&|F+Q_%XRw{{A7;6LZ_& z8wFK&W+uN;A2bT$@p!XEtiEK9BJaXn)t}Z?6h*EMeZDsB_sGO#^*5a@s@bM3wV?v< zM>X79_6jFJC>>UB;qA-}exos1nCtn6X+%tk=jpM&kekOu0>j?_tlkyp zFE%t{YgF66*S}vx+@yEiB{i*saV2;|z4uDX%PyPd`K&t}%@^z{;2n`@Uz;dlBR4AD z+N`tAH~glEbVSUTTq2=7QU`7>Fvu#*QO|1}9?DD@_0Ql5++y7Ep;WS|F~G*ch_~su zP?Xwsy8$PKuPsuN-`wl*i+2^xH*{fd23n>iyWHZ>>5CUK z5ArX%n04f?(u-KLR}T`;?=vx!i}Ue2c9(u1tmx(HS%Pzn#(%oW&m|DbF-z(|9P5vY zPI@LjG34rEKWX~-V^${g1GNf`evnu^?#AYqm6u;bRzD6M9W^61;v9eaE!?mo_^Iq# z3&mX4x9UgbXSrl5wR-Zqz1@y9-gIYun`0Oyr_y@usqFgh z{keYb!fWsp_;$Cvk(Rl7wk|zZvGLZm0bbUhDYkEkuzGSf2}q(8=(_~qUPz?;kG#H2 z5+E93@H?t7p(|GBNer*7RCkim$^P3rJ1tM+=_5_y+!{V5_3^IxpI&(UJ?JLv?e_MO z7K=G9f5H1Q-T>>((zoW7jqh3iGX8$1zBQ2u<$F1)@pnw!a@j|nt}tAJa<0(gp6 zEB7GU(~mtM9}O<=3`o>-y=Lk{PPAmRwJ}bO$mBG;&zAi9!n#=00e+|7hBXMHe<;TE ze;f=~NGA9$zxeR7*RD8RYq;IiDGyAgKy(gmnEH52Ih=+ZQK6$q9fiPw2dl zLtT)J!Io%i5>2AQFiimnsS%&9z*`Sicp+-QVvu!!;tB7QeE-urrJB>~r{(3v8{Dy0 zIRthtx7DTJCF;tbNP2aa+1idC@%goaKC4)9i=vuL`NW>Wd?@po$Gi1Lx)`2DIV=${lxwU9_$`oJ6CNJU>Cp2$|ENS&KQrIk zt#35_H^o@>wQ5n<{8VQIljmf}$|I|ebf)ojMV`4!y39A81+Dd-2euM6z>7Gk2+b2b~t zod(@`$i8{uXiMN|m>H`3h3!LcRWsF_fn~gc)<9qw5n0H-dHV`J)T_7N0S&nK+9Tet z^qL!}@QYj}yPiA%OQAN6Upp;{Bj$#lNsFH*)MhS#xNo$Y=o~1m?02aJSm^@SmW4Q8v*Q7DGPOP8>-HKw%|W(NC(J#?kAM+ zm?Q}JyW!x@&K+fgxON;Vu2)Hb%C^z19SSc=SM-; z^LVgzCYRC&;A*PhVbksZpa$y5_2}s6cL^~LQMOfB470EbTvm)U?~F2^D-adjgr3*f zOv5fV*uorc%8L;_(w}!*J&tkPn=gC)Sq2u7r4&Js55VN;dq8sPHb0LLk;eL8XAAPS z!P-zj%h0!?ax4@KdfV$b=*0y+1{$-1f%N)bZRs^G+lEH9x3N|PeTdH%%2FJ+=)uH= z_{%~$df=Zfm(^px#;ai*blx?g<)O>)gnmmL=0pV( zw5cRpo#P`Cwl~FXmF@~@IAvW!3%c%9%jLSRcx5JY-MLz zj<5G+)QUm_F=K-g%@wP@f?lu*ilqYBk#_AH z>)B`966~ekds_WL>8Nx%LSz@se_^CUw;6r+Sg6PIIvO^>PM+>XeuM|+*onFf5 zewIbD16UcpNW>Y{4NAY|`@7**UAJ|>>EutK?DV!td&5NpDvL+o?u_3NW?~3p2@TA; zTj^2|`^_e!+uy!LPKWQPUPBy0v3G_%T`5|cV1(_37LvGJji__-%fJKCH2ZUUgJ29l zViDw^FC`s`RR#KN90q|+q0%EQ%SO+t>@=eRD!m7`nVbq8ihPeBH{ROdAawm2E40$S zn%GE}SfM2?fI>^vj}(f>H(vUBR#*lBgrd=>uw1oCJW9zf-=O0g)n5{89fv?o;sFA| zSD7(By7c&C3=7^5KGJ->y}gsP9mvVnQ*l-d=x=zS(CLKK35!BC1C&Oh^~l_I^h}Zi z^=?t-TmlAiO}g7@kl6-D%lxt`io5l_7O^Ya8(Qo0pJpS^bw}HzuS4BqPy+$i9qe0O zY;ytO?1mRh@i@@;a#Cx0qc4mtl}+p@%!fN?Hwa8g+&$Kfojl8Y-R2qy)ynaHN=oB# zbUarbJ@6?hO$|ZD7bcU^eB^ai416f}WexRwgRL}K! z4MXw^4pZ%-ZI_1sp!I~7{1TMFuDr2xDW)X4Al0Z+G<@Dj< zidos57JCk366b=nkt`wZ+|1-;DA|)x=o7a_Il)LT_l?h$^uyJR+KpNPI3> zh#b`aJOHKE2lEAo&UH{#THnk*!TSv?HWSSdRyn9Hz71@h^W>v%U1)~w5pK#QAiidu zN+hp+-Lw_F7!a8X(7e+H$t~Fo+@5>BnJ=^xcr47}dLw$73pwJ|?VGNAk`SuxXlgaq zS>x;D=K9VmHrVL|X>lJQ9?hoGfyRt3L;`jpyf&_|Vma;{r_=Cz7sy{1;qXkA^26u2 zX5mfPzapeDBG2Gk4T&`fTnAUmzADQc?FFT(BExIpEK|ufT(AC*GG2wby7F}eUiZ#X zGLaqsdL|q`K}%u%9RK$j=EMX4f^-4bnfM1r(DskyDWGTPK!BM17gm`sGy4>nhl=PM z;X&b*3Y=Pd=Ol+qrh!@F+_z^t=lx@w8r%=yK_zKKD4-lW`tF=Gw=9l9^@E#<6b;?I z*MYuZ|B=3+B&asG`3c|@;}GzUg&{Do4*>Q~c^N9e{F%}p{^SNXTT4+@)eDQjGkG_| zxj^=_mv-GvFC7lp81Oq#K*tSSe^BO52dG5{8hRPV=Z#;!90P0Ubzw02r zGQUJEhB*Gy*f)Jo6$*#|=9pDB#W;-^Es37P2pajUXA8Pnlso&~YJQMhv0KNyDf_jQ z#pnRy(2jS)u#@I779bFXf*zNQx3K|&dFn@~3hf5+@@ui*bl(G1jpsZtQWGfm4@8RI@*z z7ruFKz+YHzcONbhZL55GA4W0hqC_BI&4SUN9iRulC@X97tsOo_w=OY_6ECyl^Os@W zqPGZkH3J1UjsBhX$BB<(-)UEyM;Y#Ar{g`{w#!b#Z|plP0`rJHrvo2FZ)qn-c^IvO zVia!slz786dBkg-)XuIY|zE6>9+4?;~CXMzgxa+XAkykpPgjfIJ~tG)2}D zcYT0^r$o^_9l%VMrhd>LZzR$zB`D00n0Hg#V&z~>^UE;Ww_Lgze(-fmhN#N7U+CbS z?`f8d^1U0OK?KnurW?hwF5G=gY-NGPpZz$k&gF?<XE;YSj89%zzZvI4O#I`297{ev z`Cqt(e9hl2n6xY z+O3JqiG;DW+u#k_f@3{F2oC^|)~t_@hzIffZp;{em`GvzT9CyHd?iLf zNPcoodiWKIS@5zs`1#sA)F{dLIHI=3SlDo1af^sf;alTxsYpFgDENKJG(q9pS7yGL zaYuya{S9$}BgPQ_hA|zS#)fLU(Nk_Aemw!mtUamcrR52Na*A#nY!>{`4Q>H1RrTqXa(M;90nc8?;^DJ`LhPp$89pvU#d|~9(Jf|mA9HPngXwyhL zb&}p3u_%Fm6rvmV1xqkvj`9}_E|>`BnZt^$5ry)HWv*!1s)}$}#QG-3C3<3EaPY_SwH)fT)z=_V(@ETIo8Sv0fbuRDEd`vB33tr_DVn zliC|B zll5TeVYp=}j-sLwCG8VQcO(&b2ky+-hjL%VK0cUS|4Kw92^qtjKaymB}!2 z7qb;eNJ!9-Vq3PKccD+&J?b#9s)&e3Ea${>I|d`|TXZ)^j~=zyP)*lu9-bEbg^?lv zzAS{X5I4`hKecu*9wRUL{?Uul(qkAf3v|^mWSUAr=!%4fgzke_MSS1G6{B~WubBr7 zC1{%%+ckKo7NLSnLn-QORqZsK?X*$sVLMtJ8g{ZW4ArI<=wushGKaJ>P`x!onK~F{ zba})WzvGM? zS}?hu$vnAlORv(|IZK$_gwFbo&1k^{#tRztW1zwp!Zyhtm2}fZo#7*b_?hVkZJ|i{00ANb>=9+0`_qJ5)UaF=<`9315a>XA5yDx<}#7SMShir$cGSvb|CSM}O#3j`j3w zBGwMsuuzm)B5HgvJR*Wp$1yZxvKN*$Vprduvn*rgCYkAWa5C8dPA<1Bv>~LH6B}M> z#AJaz&_;Mrqq3ta`_eKm*w(C3vsvRtzgaeN{S7Rii1knG3E3_HZvwC(d0ClfaB?Q6 znM}c^H-B*AZ4sX*8H#*~Z^cdCuuC)t4O9Bj-=G=W5p9*tWuwWgr(6t-rZz#@mLW5< z@0WS@-=nz%pJ=aR&&?GkmerT>-?XmWb&$#AA(4&71`a7x6;c3^E_aSdnWh`M2b0p1 zs+uQv5IV@6qpYf>{9=w5H};uHbjsUs?i{+{;4s;rX%a_UM8QTEmK;^hN0qS}Z}X#E zkKatt9)(}-omZU~;xB9%s!AL5oV7u;KcHqw$%=SF-1jg>yxCgLr10afZ zAE}NZlNzcbfajj*@)FPn3U7|&%_B?e0D2s=GjE8boQ6~{AKP&vy`v97`Pq7!%X)0P zeueV8Z0Sp@dWe6ViknXNO3D(&I)C)Xj#VoLc3GoO;m)B@hXQMbY03FY|$Yk-jvW$SRjM!>Os6g8S^;I#v8zvB$PEZ$(E70(7XpakREOpno9@h30ANn8KvM7TZPCHUsu1V6X;g zC{2Sb| zFHMVlk^H&VzO5*347F=vjGP7zL(ZhpLw8(hHR|n3k21$=2_iOc%bD}CMC%i> zF#^sY6J?26;wG(ouKl=jp5!|jrY_ER(dfAiAy@ug%sn=Wg{SvD4~dD!xhtT$hcVCEYp));IVG3-B}t{wahgNMU%GEK!ex459t)gAi8t54n~T} zZ-qa*>DBHu@7iJe_Vvh_%ecfq%pqc-U`|y} zeah^5n%{?@BE$WIB2`}%B9*cGu`Nh z*3hd4a4&)S*Kr_E=R^rtAGlmk&`o+_0wW4NRx*kjR*i#Oup3d@f}|-U)dV(>c9A>z zZFoeDrC=pfC-zjkkVTsJ=7m`F3brYpsSIa`&aUSFr*Z@_10z=1_{Uk}9a z>9UL_C@g);X3krlre=llBTF>bo=cma=EQLRJTgj45|_gC18<~Q7bZXV24;p3Fi2f? zzQhUi-vbRoPTt%k%tZw>98$A_5wr>$_9^m9x1W7i4h@N@hb9B&k-9~UpalADGF&#h z5Y|%kHF*4nO0vC1@iaNvQhj&#x{eijWxPnsK(uQ-n}p<_U^|2wqwj3fsrFHbSWT>> zX!Q%SRzJE;D(`YqvX{{6vMX+qK!5C077Do|1}4U(C&xx=$6gNm24f`|110PZF#`LD zw>~~!3@&%}NOk#?q=-!pm4$8g=9>K-v0%x(KEKNK2|>pMA>c%?oS>~|%z?=(4JY4w zL^)XhSrB&)VkWjF5gNH^8+9e#OOHyB!zu`xONqiiu0UcPWkV)STx;u1Z8HpU$>_uT z=yal>ULsGa-I_X1oU(R!YPjj1q0IuglX0d2HVs$>vi~x}KfLciC zWGtTABbA>Kv;d(>PF|t~=TwkNdo}eE;Sm~*JEv>dbu2rPv=Z3qT(8-JNkO*5xS%Cz zBMJG&q+@Qpc9a>JI;|Qlz32x=To8kTNCHoBS!*8Au|*07z=_%m*f+ObF?DFwK*n>R z+NXB4Q*k$p!E*3FwXXk1+?#;qoVRb|HwMpSogs$MplB6QX+gt;yOgv_B}Qq{rj4Ry z%wUEg?lx^?skEnkQ`uEYds-xEQFnz>RMP*vzLmkuZ+YM2J&yl<9M3$c`@4QV*K%Ix zbzXPMfl#FM7cFMC6vb1=H-cjR9`84RTI`=WHUZ;5dSV8Dwhtr;iVr?Cx3L87A&U`+ zMB97YQN20``4!bIe3|>nXyT|4J(I#?qoH=)+Cn^a>LY>w5@1u5lZA{+X^@sZwG^>A z0IG;1Y{~r|k%gHc^^D~P9)x=Y0(miyD*d4DET&E(>Y{17u^Y2`p$3 zr0k{Wel>6&F}(xZB{u#P-NuX5W-Q;y(?h|$wDE~r>VZ~FMr6Iu7Eh2dlrp;9*e1z>F>Ww*jbRl(Pfp(E{S;o)I^DL|Ari5Ed-Cd$ zjvHGj4>m&hL2W+Ws8vf7Xi9;;C5rlpL=7duTBhP26=nI11X+rMM5I->MlUJTXa)Yh z0XSp?Oi_HcpHL2JZy`_(bYq9~0*D5L9RDX4r2Qqe@4tqRi;2%4Ur%>K4N#{&p%Ig_dx9v3vh=vhaV9{0HuZ&@Fj{Mdu@+q%ocA= zHFGbQajY6XAVs`QxN|4U*u>XcgTh+`8e2v8#Br>1%*fl2W-+5|1tQ9QY&QBRh{s#E z>;YkL6c2ucSC^tjespH|Q}$0xZxHG#CSg`rlEf!wXw5?iTd&5$EL`MXC{=|<#l`*i zWwOr;P&S2y_Kcv2Dv%H3$7vtmcv-z`iAV`SJjl){76HjcKue+Uz6)irank({%ike$X0l}1tt-wnP4E)YmBFWb+OP`YI@8Q~ z6MBJUCm@poMzBYMSwVEm^n-kFa9Wes4Y!(COklliBJ3MCeWT6<6QZZFuFob$3;zEb z5XGcWbIkP^r&Nn#$~i#AWWFey%v(i`PRHl&exf5do@JQ=4%z%h=_|MucID9a>!66) zOR3*NJL05iyHYmn|EEyS)&DaXPWI)UB<~SL}NC zYcv)aeX`7n!2lxH=@g7;qecTEO{_v6)v-27MLxY0OFc~1xdgaqIh$|b_V#;joPm~K)mhtXn^#&dK9_@ko_1rWyl#aJg9oRCctqD zu*r)O(o7H%rwI%Z2YCg00^ci9FEU{o&)(mc=| zZ2G#l#fY@dbmcrh!6$wA5wRL{qIp;$FHpL%430JQ+V1W`tZjWYFnSr>8qyi^A1BVR z3=Rk|&i9521FJYY56oi*@kN7p_&*xN_i)j3aatl)AJN{m$ViBKu#&b&@{VdWutJ`e z(7Dk3@o}gsMnd2BZHHdH3)D-N`r|^V9UggU*J#5qbLIaJKwhTP%_;Uk6*7ljuHwlZ zMmb$MWnn(4(>>IF3LBqtE_zb&=B73I9Thn}M$NC>U}IH#Bo6Q4LUBN*PMtW#H8TJ8 z^#N$t4_Ducv_CbwGli|KO?~)go@ja=>9A!fX1l>e(wE#3s5pp8YJw4D8|$jL7G0m3x*$>uJ7?D`dL1_ zQL#c7QG7@h2f75tXakfbeFa3|=vhmSk(ex(y~2>=dDQry3z4^KrVNZJ6_$P*q%I&F zV7Ap@Woot$)!zut!Ig$9AP}Q~faF>_pasU}5F)*0p`%tdJiaN6XpGym;s}RV7weAN zr$^y2J^TDsXdd+3_Eduy$cQNsV|xie9ma{sq;)`pz@VZex1}gpKTJg4uWCd49K7XE zdLnRpCP~~AX+EO5EtJhu4geFgj7=3E1Ugp^0{>S<*HT$=aeRqAs>GqtRWdVwMKP)^ z6nk>gO7>ks5QR5of}k=+Lmx>$6C$Dxxg8dqN};F~p}v`@UH|G#R`m=%Oz7=DiU<9e zcpqB2x~&Ku>l)IC=0LRwq?w7x7n%@gn3Q}3+Jk4mfjAOqYL~=VZo(dw_Cc9EXx4TG z%6O@{l4_kOQ(B%rFo{GOQk+q64T;G!58MLJ1As<5)9Md>>f#)8 zB0D*^5k6}qxT4r|9H&i*M*uQs_t7`^uDDjAmF+S$@YOY@OCMm^+))8dAk=mk+;`9>3Y*B@sLnzxu@K$&z>Uhownq9hP<_ru4iU&N$ zfnmh0#OvCK+7b`m(sAagAs7AmDs=%ySxJBnuNkD+9@F@&` z=;^P1?B**##5`*1VrYa&N>NA3Yyxv6A1gIU?^Pydnt?E|j#Re*$f)$aYb#sMPQVi* zDv%xuRzxarb0Y#@$5=MYN3^73Ih~K3x2Ml!wz!)0u+poh=ouMy`?H{eSIS! z%KFB4M`G~%rcDpeE7eld2mUe=qJS)ZWfisIf*+0kHPZ)Fr& zLClImr$iuX)_sGP&_3EktfC|<#KeV0sc|0Bl43bXbR2mkBwpYim1ua4}Bh~{R=4bAY6ax z*|kf^txcD0I!F0fbH=q(WoXHOSz3VyZ(GtwLKP_JyyRPyiCCBNT1xLof`Mvx0AESE zNQQfJ%JJL#&m6%hE@I}j%;@46!=R}mp_kTs!R^E&QHq-k)C;ND^J$(8HUu6@v&V$# zPp-Th&w8>eApqP12x_S^&Y|YyDQIi}ts6MO|Jt(XB-1$wTw6au?BipIsWJs$qKy-4 zGaMU?!fVi_rMd47ovH=lb}2kg$?&BP&$yE?T7G}kf~#_Bw=TRQASeBykAYV|kK$XN z1-bU-jP`<_zE3?6h5L37?|ngN7-~*)hbFCHc|@m}FkbATxjuDlp{%m`-qXcrD|OL9 z3~qQc_*zyaeN-wWJwz{or%?9b02B)|ev~s*o6}5Nmrw-c2@rKU9XM1^EurYWrS*t( zG0S)utZ|M2@mc{!CZg-6#nn@xdn+V3N)28>lB$x7gVKY?mo~U39&oNeiB{7tSlk5W zhx$=VQYa$AU)U7cqo@#Twhg6LZ1q|NMzL|!L@Bgx=ry1>z#|JDCzac^ zM5Y}KF2{7OekyCAKYjAxsvaDIWP zDX7I2qHp;E;w{UPBio@jNXnDo)ShE7ZbS>`>DP$d)-zd$xaCyUq9B4%%R^0oz)^Bw zeo&~DVB4Xd(~1^trhEm5ykxF{?N0$)VT?oXRZ$@7z(m$-^D=oUu8&l+f&KU~esS7L0u3L=P6$Py$T-x^8f2 ztvL2RHH=lFfR{j2jw8P@u`^{c8`>WII?N*Y%o5c!a;*-I=(kt{m#nJ*x9!KMm@4yx z0Q6XQ9t%pj_}K%eWnzLho__Rl2LiZRN(dZb#~rZ!Bd{J2*hfVBVlDvSB&P|LmjW_M z5c+$S$6g-n?LL_5t^#B%_2o@kjIDs89}&Td(5q@VnjRoU8>pQKGb@6PpPt-BXcTF| zH6i!20omW5n1}SzOOIY8Wl4g+U}b`d3L(J8yb z^DL0qBuxPVFk&?$A}MUBQ_{Ku*nyB^iqoyEtWX~In1i&AH028UG9wNqP1iGi@n{;$ z(oM&!ZP!VKgo7=ULQHPB%OG7@cHM|4Basc?|=T9JM&CpZp~nLn8y5(@PrlH=wYQ?5QXkraggO$F!N9RXyKo=#C)BV(r#T>bsH=_;X_CEx zR#U-FS#N)4!FHZKv33s^gHx=>h1}5xHITA3Xo`j!KRd-MN|oCdS~l< zaz77A5GB~DMwnO&w8kL%wgG6Q5vK{P;QSq17Wz;WK{#fV5sI&-ShuMKDfT3+7~&nzhbL46niI>ZEQ&S>yt zZhb<9gBn2?D*j|VsiGx`IXlHST*33+3R_NY8>l}ORr|aBa+r*Z5daZjT2Bt5FiV;V zV@MszuJKfmtIBPmessks;&m4xDmvP+k6#7rgX+1R&vM*L(oi!XU0S}OpQ88^fWFbM20Lvsf;WS2@M01|7#!N}yB|)b@Nm(_o)GujR|xV>%5Yj819c zptLcSkI}!-Lw%{0XyeA`$yA`GArr30Nqj8)MJQZ1@cBoiE+k7@c<7``g^29Fhx#+YseN^U7? zj*i{g?_!K5hiD#2p4Ww?{gCK8D4_9n@`ES`&&{Y6!853GNSTKUfK>V!5i~*hs^Y-O z1Wp75fza^5yi!_@s0`>69i^Fiq;o(`5@2KN6MvjEZHqwAXRtfkU{r}iwBwt4SZFzL zRv=9arvWQ!D_M%h8InC^u*HjTq%Bob=7>E+`$QRZ%NSBHZ7bTSMDazPhbW~244u%C z>x5MC_A;>hir^6`m^KCk(wreCw85XpL&vE?TbFSV#3!UW1Z|e}a2_ov z^4To1M|f%qYS}yt%cX}w{$60UUIL^A4S4e22dt0n z916;m9-uSFkaU5(1SpCnM@v!cs7Pfj7&_7ss1YV&+3CinHJ&2qfN!BD2+qX!qhzO+ zm*N|iIOyUmR$wP;HmXomdHGSM=3OLZ9^l`K>oLkCupt~qz_PQhyE#w)S%$SBu*Bcr^A`t%{Bkn8IOEfPl5lEoS^!w`w7b9etI7WG26hB+Yp=bv=hlp-jM z)Yhk1>)p8W&--d4c`v6}^{v=Qqzz&z`#FL+BGWK(@c(m!HR&?ccblwij_7BAxe6QE z3MR;rJ8y_R#n3)6CyJy}i{!Y`sCp)xf&90b5m5;MP(mE!spA*up5=`JOlsiTHmm0@tX!n3#Uz%Q&8X50z@=%FP7qm*Nh3*Ani3!&^rTBhKSP4I3DO1Nuf;VHy|m{Q zB5*#}ORzt{$)s|u(M07BpxF{n=g^E!4 zs6Hu{rBw)2-UuXIjXHjd6=@Hk0K=&4E=v66-YHI4DpNh@;WK{{i_Q(W!V-w1=zUt( zihLy0dH?LfK*~LcPDl%hihAhIv*0k&>_h|@aZy|@QSeMC`vw})gHVj39~Fdc_WNLG zxQOdU_KMk3YS*C@q#5>cJ5v8XtQCTBNClarfHXqs(C_lV+{tJmoRdKqZCO81nHrXz zy`IWH1&%<`c|WTiVM6yt7{d5luGCLe!lmLrI))#jf4X=QW}_y#R|GElyP@9a@xn%k zq-gtqSM%k&!23T0!=!IoYvl!YKgq{*29CWb`r%lW0Jq{X{c_{{MnXH#dO?^tb<~65 zw<{^<-#h9{F8mi!=^Y^Gqo0r%ZG%lPwgrh`93Uqa=BsljN-yO+M6ty72?Gy~cp^Hn z2Gt5JR0$x8H-TK_#E5$Wjx}1v6&>rI^Ftn%NXQ@2|J{dsWvs5St&gI9Dp6tqZY-t7` zzy$$%`TnZ$!MAIY^CrxQHkyoh{)<`{Djx4PQ*jSS79$s`4*-{7LJI%bl8`V#9vYrL zZv~rjFjxX;OC7q}Y7KEhgnn3_^zq2d!yh`gWLo?|BHA1RSIq`-l>zTiRwe$j(jeya z1i+U`dsfr(B&tMV0qUdrX(*J9es*cn0aQO%7xc{(82c$JMG-%aii%R_^h5Mw5U_iF73Zmf%PieHme-{TWW0Te~b#h@^g9~*8 zK%88T#1_9@9&`?Al22P?$Zxfbwi2uO2PuQ=>u0nAWd~NL*XKKx z*~XnU#+A{I1vSadv6Do0xejGatVyI~3y~%TY2@wDv@oYr;@@-9HTw}L%c8hL3VD!= zXhM%<0npl-*CHX~KYwt{P>w(=M0wSqJ`tETtt$r&ruJa%BZZ930}M>;Ao9Y*p{isWkBF_j`81Mc5T-FkqZpjH!_yt zXBcqK2$uoMi^W-S;4?ztSfb_`SgUxGsm_nMRHQ?DN&kB>UcFT zX?_Le4KX_wB^iC58ZcA^sRJCNk9J?gtGM_i`G0I_=BDUBU+J+CzdHu=4y;En&clvU z`O(i;owAo{+tj3AT;~OpOB<)L`TTlD5h~`ZU!4S^ZU-mT94+Dcd z`nHB0Q;YkgIp|S!o=P_%Pno0#FxQ7F_Za=kXyJdgKx5Zfy!gK+YJJ`3OW$!APchF& zRKsLJF;W49#()CAWX zB4a~-uE*tn3LMOO0xmCkI6_Tfc3xy8W`tCUgG~_&T}M|Y|EFqAB1kXIRABXkfCWl8 zeR<$2K5ZF7;!ahf5gnEhjg`abw}pI+^e6-1*Xcy*0;6VZLXs^Q_eOT4r0Zwslt+Vu zj<#!F%4Z4@Xlnk6(H>_rN}Df`HWX*sY$6^vATk*VD6&}JJWa2{qYy9XiJYoxo^W`y zen3DzWRDdG1qei>el{8|!^p7^{0j_^(Q^Y@us^Cu9=3>Ttc)lpioj*2OoE;mDn5i^8w04NKBal0lS8gX#!0xXv)bj{ zj$@K3qGK0-ixM{fBkD&#(-ntcn-q8eYFwWdMS-D*?|;XQgxcdsE_-{*rv?J@u?PQy##*dYZ8bt%x%qnMwLL> zk}+a1cD=$4-M_vMc)WsxV=$33itq1ZJgEg$K?{|X{=va0@P~Y> z<4@T&-u?F8y?eq63I=X&ZWeWEH()*V)he)Z)8?ig_~QtIz+}s6NpYiW1DY&~Fft6q z;-4@HbC>_wKyPmvM_CYq7CWcNAO1cSPZs2omA7s!M(mhmRVzJ&G)w~w81IW0cfahD zm6grF&mA$$7E?5pkzSRcs;V8X7Hk)boIH2kVfjoC&ir*QNzEb$ISxP;+hEr*x>du{ zGWz!I+X8Hio8_4?BelcN*EbB^adVvOFvuIDYj<{;?%!WJd-CipiXKVs!^cf402^h zqVVMG3(5Wl9eRxz_jlgU&#@Y_GW+}cIoJO9<3Gob9~YLDt?oX&e}9;?O?~wB>(`ff za$8%&NhRzlYxZw`et6`!3JW^dYv5uGCj5OdPQG4VS3#K&k&~-QD8eB0l9Cc-He1-? z5~{3UMXfu#v)r3m5_*g*qVp2q&QUtqScTqwwa=L@7=xo63KoUN`^6@ zm6&6|Y`}Wg3@~rNkHh>|XmDZ*ya0{W{O-H&=C9uWmqk@<3=Eol>fyg%7;hzH#xdeK zytr6BsuxSB24hPv4}L&GJ%E61jal)JkUG=>jXV(9;^n$JgEQb*6}xgcoHcuIf0J2- z=B9?}b+L=BVK(R_^jmM=I#gga;ch|z*Bq#Bfzo{y66s!y)q4pbIRgrD$<|NhupZ@a z*yV0&ZrZwigJJxKI(trBoIR+PEZZ%BZ7~~`nA>R{A3hufLrVod_guB5PN1}v1C2AK z!n^cc!DY)t7B9YKw_){aO-BqnjN{RS}DS z;F%y2S!d98d@hgg1J72!V>nSLNTWEbDrw*bS6tt*32z!}O@~`nS~`2q9G#czF(bA6 z&71SpmMPH(O0WG1cCn9_*V1PjKMpswqOW$thQT@XD3)af8Pd~L*s^=~MbtX3VyR60 z=9}xtb6o(uV@kCN-<_3foH}+MKY3F0#~&5(?rSm+#m$NuO}6t-#>K_KdR=X5GA_u# zoeM5sE-E4tS?nrzs4E)Lh$>c~uOrB2QJ9oE#p(oNjO#BMpX>1ygiCFx0hK{gq8ANo zW(a`;q^$z5JWQ(huLPA2&PFcESbknT={`>EfFhCe( z-~$7&nt=6Zv>~mYFKPUTKpPNYO-#l$8AO}PR`=nd)J3juchFc4R0TcPICmSvpvZC| z1j8~2s8yx)&Z~0ELP4nn6tbB?rld^+)EU?>kgD( z-(gX5Z&)IcAkn1Mw3;;mrt{ z;iiDrViNFM(DKbc8SjJ-$y{f~cCYY(S^aj_ zvb8C;BZsH|F1p3d52Qcb>j9p201Tg9*+iq(gm*@XeTby@GXj`KLx z1x&X)qiJ~Ze{U-7Vt8$Z|K8#_SZ=57ab^~oDhBa=1lhw10}tvsl;;E-aFt zfd95-XBNn603_2u{d@Lz-(5zgcpZRM`_s%+`_rG2Fjhk!p1!)YtZZph-o%3K>je7; znd>;F(j{rN{>{7Cfq_rG~6j&?10Ot^P$his$p|W>#e$vLUBOaYDtu z_3PK;FxkZ8O;|sTrR(Fh6cm|T-B&%8v$Km3{_gonZ9?6D@HTC~-CksOVy}>tls3>s zTPNXMpLr*|{q^Dvk|Td!dI8(jq9QUBk;@o3t?u?WDbIzb8ERmgq^t8S}x z?A!M*CKfE+{JL43l{V9Ee#2(qFCHp~?R@2*P1TLk5y#5-^ThnLlq`idKO-JrZiVQD zjmgI(r*3L33f6>YKf7pMBqCT51%QTv5-mi>-@q^(zCJ@ zR8|{o-TFsj!MIp4iC4E1a@>zw{~;fz>?6|M(^Cegjv|)0|GZgr-5#fJ=x+)VAWtGI ztJl`n=9}}&IvZe#eMia5db0?9&vkXy@GU4T^bx?7=H>aYgihz?Dne~-TY7r>=qfZg z`*eOIDjOjnHbz?2rXUtGjifw(E}ke1g3-l*W`$-2k5i{E?PX3ZnyA02jzVwf!afB= z)+Z-`fA8=h!b(H-Lp%Bc*4D^a_T3Gf4{M~L@YypX7kC&_e>zPCtSLK9&3m;i*+ot+AxAq-5#-T6k*=99KoS)&1_BF35{-F@C;g(1E#L zp+ioAl2RBZk1(bf`E>aer78XI-|t)pAlKo@I$oA;<0}c*kNvRG9tF62YY&(Uq49b} zLjVwW;F!o+N@0;=KoB0*{W7Y;}-A7jT<+v!9$DLeRCJO9>jVN_Vn~nH0D0n z{9>GD_*u{bhj(_-w0GzfoB{g(Tw~h7xjBnCYaCvxQ_hB@F3I8#Q9A?GWf97}Tl~y# zSX78u)g-Y2hL?jbBFJukmXkAI#yT3cD_-uY^Y!)hI&rFd&n}R?0^;Eg8u-5MNXoTi z@3;`|xDMDW3U*5}u+U_~V&?vWa;@D<`#}4h>r6TiWMd&5w3sMw9)n8?(sR(tp~pd{ z;>IpTOJs;zu$-`fz|Z5xjk72VJA-lACW)6|&aiBe<%A)A%X|EIJ31!4w2B`&K%|BO zCCc02ACbgZCJ&^*euwd`d$2pB0%~rMqfu1()HuN|9%}$M9#LsqrwgL0~OI@SS2cii<5JNwXyQ+Ry&4=ZLEqo;?( zn$6^3o{rf+iQ!puP!Ex41JGR#!j3mGGVqS*ng_7fY0XEuLcwJ9P1Kqx$U8G%iZbZX z(9j5wV0=%cW#kiOqX^?LB=i?p}VFqvrE#$)AztZfn~tdDk%%ZWwd zxg8CLDcjuT-98)^6cjWElyC7Y`=;dT)x7{N4j{Fsj9id+%}QzW(x1_}q-#08F55M8 zSE{vmoJyFf6@GavS_Xsssfi~=ZtOdG)YVmxjeN2U#p6gc zZ$-eM(nA0av2Y0OO}dufXYRxr!>q#7y;`Y5D=M`miGPGozJm@uEQz-Mr5O_ zD_o2___pmTcC2|fdHOqUe zxM;U20eec6O{tRu8R1*~8?1${f)yEw%_q&hbLWmA8*Lx0CVY*^^LimC7KQXS|MBB0 z$c(Nz)MY?6xhC!4)#m)eIE6Owg2L8HmCIqvTBPV6<`>U9m6kU1niYErBMk+NFqZ7_Z~ zQ)P9Kz*7k4a;`z+(GYt=qSx6C0y&Z3;#Xv#&h-+uQlfX2L?2LIkqsM+P_j#vdmJCX zlJE<(!#P7#2Z{Vu*f|vrT=`ot0nD(NBQ-)#RU}>W%XsgYzwVHlf4Ex2bH^&-wQF}` zX(z6^i*3V&r6~pOfwcbWMo(?*;&~@_ME9&e(ii>V!w1XC!Qodo-N6Vg=(^J9lFl`{{0v>Wh)I#U*Gwn-dAZ2fj5Fw;F=VCNSY*>hI@ z8rr68b9BVp9{Jx+z4>Od`HTBg-f^q^R#-$Pl%~WanW(Tu#Y_7qi6NRLe+2$&a=^!K z5GQD4R?@x)(<#@ioa-c*3;ZBz5HGL{Ay*PKN0!8G^}Tq}+Hn~Dc_|t0Zpvj?CE>=) zo&H3wYKBEgFA4j84X_`2XF7$4Ol}-{wHx8f&y?8%Fro}0=Q5CfQUjlWZ6nL+B3Bj6+J2j z8?&OL#R^^sQapTS-s;VK(w6aS?#ebgGtbSI*9qe{^TC?ur&x=U)~lBY9uQO<2^)=N zs~pWIRNjNszUWhMGTTc-Poqg9>h)_|gh*y6byCt>*ykrL*xcHxB64`>bjHSp&@(&t zC#Dy7o;q?b;R^EpJ9bi8SbT`ZG;k;7Xr{XM`|sbdkIVG4HFoc==k>gF>5>E-7W_q8 zvHkU<=`DE$ue-ZTRb`%DgTewEcuxc98`SJXKc0y{f^TAWUq_6og(YdZ(4qV+TpxbL8(tUTIeht`W-Y&h0U zv`bM&iiQbP2jt@$Rf5d+wnZ%}O1s}2o;H8YxxGJ}`s0uIZO#@Fu%uqs3U-?ugmnZS zP;pu!>qo0+E7J**W!={GS=HT??z323`PS18f^&T%!{&z* z6tMyT+6_N=qlzhP{?4R~T~W79(sLDCZMcd67M6MCwey%G1uX_U+^Ay+0ZbIQXoyM; zE$Xw4VG1r_8kgcOX(X?jmx#><`^47=u@v@D!dn z?r<~$aUq~6pr#aq$*{K~$@GU4^v)2mc&FV5^yvzV)!o~x4fx?yU6G}9t$~tFWka~N&4$rQG=ch2?88V4F?h;YrANg*XI=y$(i1l|wCR{}*Ozu3k|htqcHOx}XG7 zbS|`Rogom59q4oFMMN@(`vXQ)l^}A6C8L5tE#zS7Q6T42rM(?6CozpcO3WHm`S#my zfh-4$=*C80xNzZn{#FE`x-b;vqN&6nB(xO^wG3@n#*+RBwkEiuYe+e#u43q8IABo> zrR01+YZes+@G|tVZc0#U?F9#~4fW+>wB>(DSN-J?}+TBog*Z zsjDi{bo&sL__Wn4A}!|saNRptK6&qh>4D3#5ED_dLP0fNdMquiD4iIJt4#utEnUaN zDq85sge3G|A-oAayHMT&q8i_<_Jxk zuW&e?0!dsZl|_(LQ0jw@Q|G{_THY3@m}?<3klJ^Ds>Z_-BxA~Fmee5BYeXz+Rqxa}oKC_9{- zQt-6G@e0hb9PdTG(!kcn%c_9HN-xX=7brF@EZ-G|kyy-q34@a+PmTiHZ~&Tyy>OYr zfQ+W`Nta_XYA?DM^;B<(@UGF-iPBMpDCQ~p8n#Ru60~A4lr$qp@MOjp$=e`=B!F80 z(4~|n-et$oY?i^Fsj1~xPbPx?IC}zK!d^tAymkHAfl>#8^iPT|ElAI%hXz3v-MTKo zkyVJGZ4%Ml{zm7WL~v}+F9?TAana(MhI7JjBgYqAMV=+ioiJen(%b}5Ew@|!q8#33 zNXHRq`wqfc7Nc5ZnUa}w0!dWuU%zUtbZigRoIH2SK_kyA?cYwHUI{5#tCY;Qb(av0 ztOFI*Z=KWLeQvT8zQXY&p~dJ6eP&N=EA@N z^qIeMkB78%-SvisJ?v6M6As|qP@qOJ*v*Syx?|>xtPta@*ev!Ng%7Xq$ib4M*>w33 z?s))K7fX7D$^QNAAaRhPwv|dxFD(t7m|AB50Ffp1&1Y-a!>hSf<$>qiy6&D}kQL}7 zG%3??F9U;uv6t4cE0Ec9Q!1&wckH!n`|h|0@5e`2ce&aSHM-ER(BuVb3A9dnEu(_p=XdJboUofRU`Zpj>P;LOI;FME)$a3 zy$HP9Au*H`EpONK2iaDA>-2koF_EEvzhn%2`s_=ANcfR9QT!-nR;&omss8iNzvEw! ztco33M>nSY$3Ji_K&1%VD}WXy?Y%PzGph7C2=Qj2oL$Qm79%_XWSNcp?jLRx1<77T z{9u7#$D%eRMj&tHR76~A&|oab%PLQ|H>Dak^3a4M;y71qtb#q&!aGijjiTP(+x+8Z zzC-mq0yS?G9K2Bk1QRb3on1Ro>J9L{QB=-f(>#uLwQQ`tK!gAB)e zNH&-Sp$T^WAkf}CR{Rck=oypDETvS{#8VMvy@ zio8Gh9_V>5TBNT-V~7elRAwK7HFg2&(W!%5<;JHImdU|^x8?->J*Ml!bGr6OGwdUBr2zCdp7(qP!Fm^HGvp7fnZtkd^{+^#!mvr( zPD^B~qgcNN29vIvfo4L(!gi_hefOyhq(rHJzBo&uzn^WB>@4U$C!HShr@zB-${r#yXWNRCb z?<5v5P z-6S@5&YWdz->|j0Rv&si6Gd&mh4n?@hlhv9&S_*%&5nE|P+U`lx}X*N=byBu9fVIQ zK|ouMM0+FuFp9b$XV4pc`1r9d(k&^J0NENariAB_Gl7*0U2mztr^LHhy`z8JS`=kF&^Mq#<@aA8HRKw5uG>G7PEswygp1EG6%?Fv9(s@HUI)~s1R z=g#d(zvS;9ffrsAW1YJ%Sbq7B(llb3+f&p!)^iETrD!*@~|*cnuRC5e;s4|;ogypWbWZU08(uMW!y_u*sBn&IzJ zN=iFN3p}4d;Iwb_rrUnUsFtu;b!T<;X3U&FKN3hYAs5Qqwv|JF+-3+G$dyn$3q^Yh z7tyE=mcu#=9|0H)WmJu0Cckc3tJ^3`^#R5s=0JvI7_N{6VS#t#@ zk^%y()u)Y~)I)Y^7(HJUTp-_zMcL35`_cEow145~IK{z+<_62k6{z}4-s?V+)Pou` z&KG{}+)V9Q13m0{ZM>R=MWYpOp$$&`_9+B6052Xu(D@c}*06q*`NPj8K6p+GN)3_; z7va^Ukd5MTngI-$zsBsGNgyzK0|-P^qE#&f@h*cc;w4*#`C$#cc4+o56KDf~umj1B zBRpOk;#(a!{bc0CQLW$-1VASbZNxPP$Pm#=i_w=MTi7H;g_E@+1ytvufMQpY+1_L~ zVg_$X!Z+h-ikjGS~}?mG5O3_i8uHD4b-`#gk%M&;nr+Y<`(f z1;LlEcj5BtesXS30$nK*zHnE9@t-D!a49C$E2kC)$!b1U==lpzMUd?RVk0l!I1GUi zOpxv2Gx%!P{fl~Chy>{&K-rBVS-nbAW8;_LgH(WK>xh{nDjX2|uV9YFOFU6+Bt@Ow zAMjOtJg)jU=WF2)4OzrFL0AvJHl&4;5n>o+_?#q#Y=G0SfDB1x1uXbNIR~Jur&cTD zwOvV=iJ>O;pX`ro~4uyc3feP>FjVRe3EPM>Q{ z<%|r+0}wUR1GH00O9tig14yMp*YAg&LIp!Cl`O=KUvR!t&q1knfrbVVph$%wJI$PuO(z+FF{77lt z|H6gqfG7%vU=sow8=Q%R)%gc=VnG*y;h2S*U5E0Y?tlbOqVh-l{uJ}E_3gn?8goK9DKU4;Y zQboWKwu}yVe!)cF^q3q4bPp^j>*N(HSE?^wyx6xFC)3`z@fam@2%Xyj)aZb80ay9* zFCzZn@|FOM-Yim!_aY$|-f!_uNo;xfQi;UJ6=tc-$M0O%)(I*k7(eo`L2 zmbojD0wEQQK+6l(qz@Ri zk;vBmVVT*tala6f03qNPS)GY#YY{W#ev5eA%<&nDl*qnIz|srSoY`>d(~JCnKoC$r zOQu3Z!G`M^s;MG@!OjB?@_ z&1>NXHv_y-o@vvPck#o#0%)0=@t7*C=!@5ucj^%8>-j92O4RDbchi=J5sPE&GuNTJ ziA`wet~A@rsE+RF7y^I_*vB}%B1XUJS8e*roY znj#z}a0vczEU;l~f_1lvtH zOHHax92j@)UogfHReO7TQ{@kazs_Qq($54vq^2IDBhyEorJ^j2m2~WQvg*u2c^z=D zEUFViLB1hkBD?hRrjw|xH8+XSYMcATYCDTiY)bGFZ4UO*;c8cu%PfYE;g|~lai^vA z+2?;nrfC>iiTwQLHA!EuL^@W36Z43(vrAu=5Y>g1dy^T5WH9TK74W9D_u0oYmtkP- zzL;dCf6ImWse*MN6c!o@V4{d-4W4TRv;?V1BLPJBF(E=_@SO;cq@k-j4q3qFc4q6Ir(Q z>(`g29h~cn_n>a~6@d%uBE<5jYv`L7!G_o)9!DT;g5|%A5qiOHJSj|n$4B|cWnm4Y z(I3lp9m67PYE{Ykpb=kp?awBqOGt1P|NQE)ZrZfKBSH3v4iMfw{pG^KD~r>6ajdkZ zp9}>Zy20tay)^yd)92rA_X2%qg)pk~=0yN(*acd<(jp0Yd3_|kIx?(#wtdmFzuRFef28uO8_g>!qjkg-%j#cxc3N0OqIS!>V1Z@wdhj1$Ba{}c78Yg$u#Z3V<(~7fYjo26L;mRd zc;cucUc>;>k52N|K*l5`CB;&K(ARc8!Oiei{BPdLr{{QhD!B2V1!&Gkjuh0^>O)Tb zIHeKzD={;`WRg4B_OzNj;Xoc5)gg zNOcItXdCX?69UqW829A#g^>tYwIPX#V^*MG3F5mDtab^)Kb&+em@(}oS5IEKdX>oM z1p`ELmyyv0%h}iQ{Q2`41ML{F%F!^}U4R%02yn9-sBil|CvK+TUSro1PeMXMqPMeF z7fArc9;gR$I}&htBEN&FVFtXRCc)%%;XW(_s>uLJsThE-K*}=5C2KSn_%0L%di3*p z<)V_AsRv(djvB;T2v}`OkdZ4%*;F4|DVUhxXDa z5JZ81ssa>obkg&%|EE>QaTZt*`{>=!(2$gA(E{MW4`e5fxC%PU>z%t{UBCPs`M>gE z|8#}4&RKOqsj0L1jsVa@Nt)3CVLAcmjCIq8k4;vWc5?%|{eR@{&+Of5S~OcsHxis> z;+!IG`gH5Bx2{@M`3`SDZ6Tdw0i~xxfvZig<@-#rZgrQ1ev$`g@mGtCNn!B=p3X+m z-)$Xd(l_z3wSoH_`Qzw+|5x7ppHJdnAE>(Y{zQi=!-+D9)qmUS+*^oo%VQ1YwIei? z;6yYKMJAg*UKC~ZuRxEN$Rq>Q1DLBz9S!u|-OZboO?AhG96SAIdVJRYGd=A{+$dgH z&_PhFfk6<#)mSub1QQTG3=D^Q7C6^nFxx=gDTVkMFR5K9&x^;^cq##=c^K3A}b|7d4#&kK)Ny$l5~94lEvLnBCI>FDpyXXxQ&;euWf z4Ne0|iBVY4w%dv1BugwFwC7X+(}#IA;DB8;24z_BArrxvlqH@%V~t!5J3b|ZV?mh* zkHCr*Y7mtug|b`z(P)@EfKhtZ*l5X{j*nb`V%tc=1OBEp^Ua$##B1w?bKycqEg^cw zlqs5{)+l*2**K-J`!n|_AL%f1oRFQLfv*PuAqW5-*+fco zEnrVnjIVvw3^j5fQ;a|w`O|A#xCxgRXJm-GON$6LoQPHsvK3_i^wUrC(-f3ROyoodiHR0t8;9hS?o`I3X|Ow?@wEaWYWG z<{|=s^5g@$=)cjowz=7h9zpb!Uq@ZBy*4#2!=dd8kP(7;nO?)()i?jUjy66S>vHJ0 z(sLCR6jY*853NyAQ#{%h<1?a&j3DtwvhIewVC3#@!G*+7C7I2v`mI zVcYz#z<<94`^_sS$NhXQHE@AuWCz!4E31Q$wZY&Eim=W$)g- zeox;)_M{l08&%c7D``xq9q8`|NjC1$NS4l|+-jG6$4{7I9ll*Yb3QKM-M=TnDbWR} zU!Y49YwT2=4Yf(3Q;Yi3z>-Q)P(~_atIy;p!Llzp2u7&mN8;8Y@+tH3nEWFOh8<%6 zyG)pkN>n8J;)t>mh1wH?dJ-^>Jiw`j7*lB?V;h|wTS!nHR5$@~U7#vVTx|VBCJ)Bk+9vUF^ZwsS<-`B9s zvtUL2*$qEqGq6}|y>J4`s?d{JhJ+{zMIJ5eo(xDuI}BVg+6)O5Wr*mOz#H}6n``tE zC1owhlmzXRYIu&QD-9PL^7hNfPX7%B*R;T*2En01!8JJvqvIXhN|nIxbpd`wg#M>T zdkQ(%s7MNEe*m1C3fMnW?`bUC?^=g9Iv37wt^DjkusR-h#?Cwx@z-Bd*&3)h368o(ID~ zrxr3vC^#lR+=oXFUe80jDB!_MRS@00-nz|Zgl<5`%Jr|a&M!ZW{MHbwor$z z`g3mwm%-cf8xs-};WMq$AD4f2OQ#y0G{fefxQsOqi*tl}S^<9V?LCYH7oEN%U6!aN zLYH{csZ*y!UfGR%+}bRdY^878W0&bUo8>W~`hd%ku#_#wzY2ZN)*3Eef#pR31b8fz zD;3NQhxg(E+fQBn9E3stB~=P*7{6fgkBT)3_oyUmaPDSUs;R{ht^a%lrKA~d0*kIk zfQ@yXyekKU%xUOm;H>#K47$!Pb~YASV?yiOzHL^2zl4x9WKu;d{}Q!+@#<9^{EZnX z2F>c<;r$e?p1O%B0U%keL+9d~gtFRq$h5vMt7R5FvmE02k?Kxp_yw)c0n*|-KlYnO zXb2J@Wh)YvI$8N^5P zZMMu&gp58VG|b6`IbAs(Esfhe*+nh_lEi2mW?=m@DVngK_D@rj@O zPZKDt+4&>NzOV*GD<;^UO*9R~90ytrB5c4?y1-acHj|doyc3sE%t7tH zs5+G8*Ba)ZzXO#NIJRIz_;L@2mcI~E-|F@ipQw3#^6oDC=j_DlXoNc0ihtZ+%X+=?#9nHzCRc$r(;&m?wkFm=5eo#thQ>ak z0&;`FiNz>xGX3%RTesOCqQCVN+ENf7s_gUr$|PRR-Meq`stQE7x#mraZQA?82|y0v zC{Hb1=c0ueNgEY=qANTp=?~JuKu78X09V0SDotAEk=EH?@cZDgpaGn{B>dLqZQE|S zBh9g9(j0o8RX=Ys5C)K|7w{Z-0D)+S-G14 z`U(TKpnecU0r-7&1-hff4epxv!@|Rvu?5U~Qv7q}jP1hBEiK9%YKm%7W_c?Cw3vD) z{=>EjtU4nUDA6>5e@Rpsr#`85IEE2t8F|HmKjAsA>YdY2|9;*i*5iAo3L}3S`6(;( z76H1cb7$G_C97NUxz!C~Dh#b$?%#0%E4TN;HjSGu@PS%u?+xuU_-ICLp0*3O`SU!f zhEoofyXggL4!P%7-xltVP&$1qu-d@w@f6rHo)v)=BhCVwtu6Q0WBQ@WMNp)n&uq*c zkN^LpvCSeAr4cUZ9=d=X$<85kjzZ7D061_94=S@n&cQ9qiTiCLk-y3`p1j-j#s6_9r*4QfcDlOS8<2c)791qBrY^p6<@K;Jk%RIRKqRYPO>c z7Ufnhx|z@8g+nBy!%5B7ecLKTl*}i7a;y8S34V@1-=Yv|a;`z*mjGcfbIGMhL4HSr zUk2R}02B$0(v2|Dpe7Ye0k~0zj;na6>CMLgvpb>L#y8*hp1X!Ji3spV>anlzi*8;Y z+uvW>^>kvv`STpzTgR7UGHoadKjxTV167|)0XDiUbcx+*UAGo}ksnT-?Ca}Gak1io z7`oya{tdekk)}jvVvYti_23^a!f<*#SQ6#DQ%7`(rmV8FNitHMmxz0`kg-GmNIarp zh!Q&*UDI9_cj?i#@35>5s;d*x$276P$W3_SH)~Tbil)64X+OUhfYB+gDGgLTX*apa5NkF0jHcOIy_lLAC+!l~i9Gz>WUC>dI@J|&?*-K?hE=&w}Z1DUn2oP6qvO-aC^EY{KydPO~h)ANvQ_O z862(jG?s+lLm`7b^nR>`>%Z^0bw+hX&rI8tI5`#LL57h~i?^mW#vaB%eAJ|H+RVR}KV2S`g2L1^P~yccB$g02!3J?N!EKpVDq z0+r8z$CQ1P|q(~j3cq@x)L6&wQu<=QYR)7l*Q|C-_)fRrWU*_x(dRC+Mqq9 zH98?3<4M@nmj1I2_nDDyb1OHu1alfb4leSlAVCB)HUMA0+u~fb0i=#9qdrO-M?T8O zPORM`>zeWM!K3|cjS-v`sWEtX7w^A%nR`s7bhFHB8L%<(n> z!J}~;)N5!yk{$y?L&I~?#?yU^oXFtK=?ACbp4;&h(dlp<^q4TjHOLTrZ14Vm-CcP+ z)p^@C)6+EVPZK4?WNA2}tf6hDCX*#(jV!~lWDQZI=$W1tvW$~0YYV9ygou=sQW8_j zQXz%Jv4jZ`-s?W{)J#3^`@Hl1_xhYqP7de%e&65s_x;}Ybzj$Y&)EIC=?5b9VF0VZ zVY4%RhWZsY_efyiKX@8L2y=57& zh{^iCFw#+9kYhIrN3>;D7c{GYiG8av4B}NaG79~qHqtC%;+v(zD(?ujmeLpLw?R*q z3}Qz?#+TMV3*aCYC&J$raACTdn8{zk)nrMtkljrs$J0lEIgZ%Hg~+^Nuog+IwFhYx`{M6du%E6b_bu$DudvZQB4U)6gaFU}!~Of? zmxfobmQ7pJcjVNK8@z@E+1g;^7oYe+IJ}w^xVRb0SIkPQJ-6(`Jabot$Wim>6aAOG zPZ0SSg+;S#{#UDcH{tq9)r?Wz63H-vD%nAy!NipJjotRoit?o6<3BITJ8j1m<%uU; zzPE6MluIx;fv?F%E`1N?6q7Ml_0xgV$#&&Yh+Z=zl9G0K z=f(og0ijMaMc^n+7A(YI`9n_0AzvrJpA;)K_%w$|tX1YY@n!F88js4IY3zX;Gpi~S zSjlYlkj}X38Cxt()A7ETn&D_Ly)ezucjb;o7hfTs`pw$G5pf(KdJ%Ajh_{#s_9ed< zu{!@H-!G3{qRMQuFL#s@dkl%gLceh^2s=m!jZn-*7_AGpp6h_l;9{)V`HSf0H=Xu1 zqE(5X15yodg<)ud((~e0?e69aBYp!!M#T4gIYSC*FE&?(Q3z7;VW`4dIGi-FUU>@= zVAti_h_LRlxm;_N8cEb}*O+bgh>VL%LsGNNYV%E(D6_m}`4(PAk$_IMP_ZYCo($(B zeO^cTTWt7_m~l}f$W=%RQ&F(`gF4S_9HkZbHaAw`p23kNiQfJa?9pG?#>MH`Pc|NR zs;Ms+D0kW@naQq6Gg(fiA6FL~vfloYg6|gAHJ*6J3O%)5?53CN1O7IF!vvM`z0hO8 zJL^7b1YF@Q)>?5$Qa1#3~-8(j2MAatn5-p0diUw9XVzLvD3(LqG)`~k0jWrUPZYQ2OSqx z66z_kr*OHtyTLmeP{&zPkApRCjCE0QFuNtGe;=q$Ujj$ z-Rhbp#92nDTp;{iUS345j)~<_dFp4IhOl2U zOuJA(BX_+wAc<4-OvF+sqB2PUiv(HP^E^RQCf9qG(pJRdz7BhlpqI3g>qtRoDov8k|QE`5r)+XIb)6yc*qdKw$`P2S2|5&YDFYKqKD`P zcnWQskjkr5+UW%?YsC3o`O*FBUMNmh$a(J01aKnf^ZI9Cs6#{`89A+MO_<2K z#*VQR16>O?W=JeJ)<|J3T9g60%KXkx{y?T8{QPIJ+F6|Jn^|eqdTIqg2M9)U>oWl! z;BV}58d8*k@iz9el7DH>*HlPw`0u5A8SnNw_B8&|sveSjw1_9&I6ZcOj9D@e2aAFH z=$da3HjSefTy#U*6`Yo3?+i&K0^ekteGyjf6m82Ww974*3}Y|V0QD8Z4?`Opo2)^s z9PWHYz79(M{asUcSNbob6#LtWxwny9AuRb-C-KV1NT~R+@J!Cw*r_HR|Dv5oCl=~k z>nAC|j4MYSdhKJaxNkweP!_)PC!SCKYc4WbQl0$CXGn4|^PGH@NADu)Nh4s{rOx58 zyZxI2UTE@Bycrp8&0i_|h5Op&gIDXs*OhEsHGXuF|B@-i7QKt+UTQ8qes>;0ay%KL z<>nf!mYxl#8@e^fV;^f${-@wjq+WBW)sS+B_UnZCXDaM!N0)ZErWuW0AmPLlhO2(Q1 zs=8_cgXh)G=S}=RmNQIR1H_eBZWu6j$QEc?3J+TlVzCbDkkP@! zmjuDO|2%k5gOwsRXTP6ZTm@{jOi(e%(eiL^OEr#+vEC4h zFk0}2_t>RNm+sjsn9Tf=XD-Zwcrn>docI=rT|1V)O4;f8t5;SS5}mdr@;OFF>vdVV z{)?KTsk^fq!{3c2Y@4{D@PmYey43OTNHjx+|8AB`J z5%39KLF2r0mj?c3NF*DTTrMpfwK+=-g<4{PELtQ5dNJhN-ezd#rHcM+JWc+q^OkgD zPu7Q80Cmn(%G0gJhodP?LQ>%njcKL#Je(MoMBUvO7+BzrgRnEGx<{UsvxQXju$@)| zH>ifW94XU*OETKXiM;;6ZRMNjrD_2dVJ)((N2Fba+zpXl6;jj$3jrQp!E4*UTCL>~ zaE57 zN6JzD0+c{R6Vo>6`T;s(QB=tylIgFLhmX2Suja7=5K!28(d57q{s1or5t&)&IU+rn zf>61b%aFs?TzG%qWVI|QJbZ};zzi?*ll#9@**AQ{)Ba3EblVlP)p~Aj*8>uIw;0y9 zt-aO|nJ3e|D|Bt1!f$DcnGPD9+*)7NkpivDVG7TtNNi!Xt=*mRvslTB&i)qJZU; zS7oH}I{58Ywbuya=qTlvJ2%Z>nz6ddoNRN0&Y!y4C6l`CUcB*>UXQ~84+}Shw0i6< zt?sX^Sez&*u|Y?SO4haHhorhX&DVB=IYN~`F&YkbADh$yLBvcdYiR9&8hdWPI>4Hc zEp`CuCK72*xySV2K&8@>1x%Zxa#^=xwlY_{sM=^_t-%Ir^mK|KQ!}>uj$>jVy;x_X z&6X3+fyZfOnwTsj->&qI1I7(MVbbCfp$6oikb+I9J5s?x(q zdE;7LYt_vRev!rl-G_ghGg#vMGSR1@es1P*KY%KpLpyzJ$rn*voT5ss5Jqqkfpw>L z!rFaiaEkWWh55w8Cu|Dx+JuiZk5G^1ac;u&Ue=&N`Y>;V9vuXNqq=a>=GF|-Mv}%! zK^Hf1v7N8WhI%NU(&3lj*jYy^HzRUGLH!@7wOS#{a{Fh5q1o@GH)!bYlzXrPUy>%B z>IEE}3d|(OAn`9IP8G$P5P7b8@3f1xNCSozd&8p_4EzXS1)3f6lhNxk&VD?2a#^K5 z7-r2>Q9GqZvG=p#4_81lL$p;faB!3LCx3SS71OieUM`rkao$*y4S?@zj_&2#ccp!a(n{)zBY4{>?m5xTKEr5LG zHcn5^j@-=~{gQYcwChLr=~pGiVZKYEm`^Ux{rv`jVR8W+$S;0aUFW9_2eBRf!hylT zUcWom8EKRzBYjYAbB37-6p-c0d|f%oD$Ez%NfH+}8t34lu9LG7j}OmFB7c485{^eT z9&CE@{&{>_^14)b4w5(UyU|f^IG#V=>vnQ)M2q(}WWH#0^c7*Mh;$9$6aRE{{O0_+ zRaU3>s)#4;iL-#4H*c%0DO!Gji98l z1%&J<2#zV-Muhn!m4AvXnLr$Z>vWb+uT3+|vgFYY)9r85rU@b$j&9h2;9DKDJy_5! z|N1M~n^ZGl4kHJtWH8?K8N6IXf`J)5JaXj7ips<_oMMG6k)MJ!08~7HX1f`CThvp0 zdRKAIg-li`+zqs71u#q40Xly*25+B!yqrhdpoYe6G3eI8>rVH89~wWj)45rYpfYhS zznU-UX(U?CyROeE+^tHJDJ&smDMzX+N{mWdF+DbGB>j~ZyZ@B zRT-1t?=bz-VV}4J?h-AE+wibe!o&Ha=WUGkp#aEd4?T8K22O4N4vAhV?m*_y&=5c1 zhh=SdrSn)tZm27T$$_uT#Hvw>#sfC9gjd&nJ!6JEY=px+Gp@Yw{ITdzv#Mx$FLEUcB|LclbPEI_DgZio*L$Bf!A&&_6-+T@ z<(iIwWPsi3kfHYCY_`=9p@5F2ac}?T!|?~MKK8@@A?cN{N~%4E1`wyg==0(0-RGGi zCpT-*KPkd%H5MHQYOSaa;%Gx?yOWUIQd}H`u{W6kj|(4p8r0N!!3RqnhZ_ugC>V~( zt<#eAZja$Vq4*}JR1$caTKHFsdpKq6mTW4nmD>MLeF9g-Ft?8WmClB;O zq^@>RXR9>lw+a{`1p|HHhc8U*Y0aAwLgAUueM0ZZyR%tE_F$Km0xWmQm4!3>D}dn} zI6poJdieK2To*x9gmTPw1LF}y4lIo!usc7KC`O;gSiA+#z^0&xdiG+qM=!HbR+3gy zs_uvZ8rgCGWQko^I|F0T1_ljRdr01wTx;~vH_;Z(yCbSX%b@Ls>CPHx0Zjn!R$*JR z^<|$b(v@Agw5_0dBw4Y!7j`(3Ksa&CP$H6hJJ~28D32VD$+$U>>DdTq*$82+1xB7E zABcxr?(fW6=y&A|sX54%6V)IMzQLRpo9NIo-|ivPFF&2r6Z6}A`k#mY{iP_-R2YLy z$M~rhb!(`9G5S)fvv((=@I^=_&O?PB%9y{cX$#zbsu5a~At+TKQ0g^-yoG9&o6g7d9FqA`mn;ra)}E2}xEZraAKS=9aKW(<>X2&@%%;4lUJ4hXIcr4xBstE*BvS@& zjp`hB78~C!E7)qy6fNlaOG`<`Q0kd8m%BzP4C~o7#a$fq2LH0rQFM4tzEHBDQUEfoTUcm>n3p zHsA~5BJE&Q9j%nTWyhP1j$x$3dHx?lEO4(@#o1O`EAKlyLPXWeklow$_l1APaUQq+2NG>a@^SM9m&?*<$wv1Fc8oV9@`M z3V-qsCevd$XH>L~FEOf;lL~&{frZR8Sd99SvaH^c2Vor-o4h8uIF`y4d3F!lL&zg_kZ zne13R5DClR@!`2Z#y{ijkK#cCWgqh4`AhSZMdKi@Um7*<X5eR_8hsU%N$hx{j7P@XddPJto)ObpTwDhm+kofXGEfFPy*q@~KmOtAeb&LZ;y5Rb}hYinhho!X)N$8N-{d23?(+xd3zh+$q*9NFnXWk|&-c8y8P zZ>&?L$t$}1{^D|o^a0CZ72=_e1wAWuw>(MW_7Z}>5}X-0k06WhljIvWuzV{pU}S0f z)qp{4Z6~~olsE5a6BL+T;%=TLIsfp>dGEt3gj_`3Y6eiPOzj24R8;CVZQiUjt7Jtt zd}x~Cv$o80ysmERY4{!)bHIbJp$H5>uQJ(W(@)jm4dMa!o1YSc8W5H0B(8Q`4W5KL z0CaAk1oJ+1@R&m2Wwi)VVCdS#g_7+t=!1EkLXE5)&(<>Waw!N7vw)URpqK4p@SyQK z6M^}=189H8&SGnLPXE@Cu&|Y=%QE*Owo?cG9t;99-$+bGFO>Y?3WIy@-KpA)0B-NB!wSX;8w)o$DL0usXT}vqdXsQ|7_efr?DQE zf;#T(+X>TJMY!-Dt-o|(Jp5%_n;`1Aa_cv2m<<(RGxVKu820899g9m6nV#5toAaK! zDZt~~kpfSUx)l(ZcPn4puaYUwl&3s54~2tL7+YGqJk6`<@If$*aIN>B2&MzvKvc5z zdUgLgMR~*%Ylbhl0?3>uoy^Nq{KCp`fn4F9B#6wN8{Q-Ad^&`s{4U3<^Hef3+i%cq z1FIMFl6TLQpaD}G{%Dc;xwVs2lBlf z@{FzUK=qsnJ0_H|$g)$DMV4wrc!4LB&IBQR2}#Z-<@d$Zj%L422f#lvS;cQM&ntp2NsK z5G5Nz5(d&9*9IQwW?6?1I5m`_@S%lc4+PaUxT-YWF2JD*3lj07A zI>mTSbr((&mkr2$+HDy8Lk?g<%thd0WOYvUMoDxpBd!;cfk!}{$heJeZck57!U+hq zZx5!yp7s%d!^6``+7-z&U>N9O$A}Uqum^cR>El{k?fkMfgYrOyWzTisrXnaN`Wo?K z2=f;c+W;DeAp$FL4b(!VlIG()UVm?^gpc7itHSq)m9PleZ-XAhadaKYfAiVC!2|-H zVZ(Iwj?^O3f8q8#3pYMerjWlnux1Ss7G{8t2vLPwP+;H#GBCzijMk;sQ{Ro#7Y#0Hd^xu_?ReJDp9yXWg5_2 zh0(;cZ>t8Apy! hHCX=--sbuEl>9IBUPLPl9;Wlw*r@Yk#`>Rs`7hMZE^z<= literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from anni_gen and shuffled maintenance.png b/automata/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from anni_gen and shuffled maintenance.png new file mode 100644 index 0000000000000000000000000000000000000000..edbf2fc91fc814092340bfeb875d5b5981c6bb57 GIT binary patch literal 159865 zcmeFZXH?ba_BFcIsIhBQPy~qrQK>3|(p6LhE4_n=^xivY5-W&;0->vb^u49`qKI^m zy6K=a0RaI4>32RP=lstZ?|a9%<9@mK!^;?nx`AJL%35>HIoI>>`c!2WC~Mn)UWZTCDX|vd4fbYal7t?W(4VD*GZ77s&I^@4qF%r>6lvNap z^tm$%jv-$=99(zleJ&Zd_(ks51FKd`$E+H>^XsFZcSLTIJ9vvRZsnZ}Ka@_&uFHtMMrR^Ho?ho1OjNA5oguuzdcXpCEtJy0g{lzdxa!zJKb! zKDn*@LX!EvJ}Kn-cwp;)ebT-A%l7sE^~tx5whz|)*C&o^h2LXX{^Kim_5XRCe+|d~ zA4cc!-K(L(WhEt2;^N{#{083f@wyI8quL$Wc2(9UO$kugT_(yE)zwWoWBKv> z#hhcDr-n9e-hAST1Aab&H zIcc}~>Bc185_W044%12V5G}_~YwtIt9QGE!K)LQ;`(ZUjro74IXZp(Gw%oeZx`{$5 z4{2}L2o-U-I#3<@jD4g%OMY^oCV*X$rlq+}V&TobE&E=_#2jX9O1@z?+|=m9CdDot zuS`>lz8b2beqdX%l`UV5#By#i>z_jnu@URGFqL+7Y5VTlyH_=CYWaKpwSF5335hhr z+E>kb4BRR&{`~VNy<4{~`u_gMA5(AFv&Lu_xJSiZk`|iVv+A%&<~l7;K?cfoxpXbb z%>F`_r|U6R*BMr}o?~9QAJ=eyutmBf4;!1L$HMr1-)GP4`YZQNPCYwxZKy9mTj}P_ zSDj7+EK_4$T`i4k%b$mYFniWAAG#V6GZ604No_0bIzW|;xWK8M@A^`2OVP(ntDY0? z3yyp59T+TUjb-4|N*JaUbW*31{rSCjP@XHMCQ)wtCQmWF6Ij{lA@@n-C>+Myob7U* zyz+9=V}9hM+f0Xp^JLY@G~JS|(sg46%Tz2Bb@|tqYhz?1Hfq{e1qn=3sp{j?iz#bM z-W_wF?PCm;@X+#AplS$-&9vLtcU_Q^^POF|x6k}=s)n<3_Pxz}U)|lr7(`1mp$hGOxoG4#d6XZ$sVTGvpo@g z6&cB1706$5^LtEfgp^6`tMj}GEZrT|VPYoYPaZuwZn66oUjUzW6IC;(a?qbgok3;v zOKpU4SAO1kgUtK;oiBE|&4gYODU$Y<_}{IZ{VQ>;_u12@FLrY&#b{)4tr=vx_p*f5 zLu2pWy}Z=D-J!`TDOCgR?(X*5%lU5e&jSOEt}>oD+x|piDW)k=J(#U*c6N3!jjmPi zGL{#8`!*$qUZ(WFU#5TGOe0D&$DT>TJy*zW?z>Um{AkWv|B;5+XRfZUy*)hJ_vLmf&@>4^NyZ7vgdGO%pG~-5@2&pGc*hZ#}&KsSVlarHAxJ;Yc z4c46(Flkb_apQ$?L(EHzqMDa=|Ibk!w1qKwY}P9J6J{Z~ZWmdmS&INpO_8(hWGHzx zvk!A{ocG;@I1+U!U}!KpoVU^bQiWDYsn5U*0ka1@GAUbJ(sxJc?75f!mna=DpM0C`YPfP53_r`MZR~sjHxahNIk`oXWm?t(d8bG5x-VjTf1@NMmaotBUMvm zaX?~OR!uD^(w9Zbg@w%^)pOca;*yQKcCMqWCnI0egB@(P!-*N3oSZUu?%dh9b*oaS zuw6s+HP*cG5Bst$Kb?KqmLcVD*^pG0V%{Mv_N{PDoH8x!_uqftwR?Azx_Q=lTES9w zb*P9zefA^yR>7wIX0O=V22xW`tlT)qex!1eLs(etiRi=w_r)o?Ns~`-aQroiMTI=) zDY;v>B3G|oO|FE2GcJC#TdA=~Y5Ejx(ncY;J7&uNH{Ae+ksLeGKIW>Lz>zPF%z>(3 ztwO#A?l#N2cWQE3+;>1bV$vqsBqXoxCllJ5X;YDQfo;OcZr|Uhw;$ciqn>{Gn&|kS zH+6Lt6V(J}=jY?)qGXI)lB1R;0tyV57G}%K%ae^Yr_HxvTZ%qH9P7UO%P+rdmcGXx zp|jeVwR(cLY0#Md_)=1d zPq}&Nf|OM7q%uv*%(OGNB?f=FQ$f?pYwcgmab9doH%oC$d{H8~P3+b!J-ywt;=Ozx zUp~G(Siy8pCjmdj&C0@Jc8r!*+`YB5x|-KoQ<=4E z&HAl-@P6FZ9gA~QT+=`N{}h|%TAsgE6>;K%H?t8nS}9Sje;Cn2FwA-Ai08-&)8>!O z85Y{H=>~k$r!IJlu1_?RG?fi9Yfeclt?{o}#D0Ig&ph*G^Guvh(Y+7&r)Q$B5p`db zkB^TIS+wWPBw8X5s{f1qM1JVOAI+?Fos%pXli)BlW zc+A%6pI4_Hh|213ZdGzD5)hVf$oe4k>dN6k2cD?e%b6zoZ5swU>su#sds^cZx#EX3 z+6O8-M=;&D4`o~P9mV9U{JeE*6Ou%F8piT_DU_0iW% z#ya!*#qm#dBO{}^uPHUX!^1!Bc#gO+drnmH*L*=>PI2TJI~5{ibHQc$tB=l}Y}eW3 zrNuFiVZ?&^-`8%cRG(tt5E4@TWBsBme0a>#Xd2#y3q2nh-KM&i+odP{vs zdc2g&>fK7?RE+y;thgn`AWg4=L0azm^{2x2Ukx+nWc=CQ_jT}2wP)Ed9ldcoe{ovf zMk~X-<9mxic&v3_xqXMbwBPg|p$TSN+kKxC%$n;@cDY87L_0V**l(g3ucTOXZwm>i zlJ~a;MjT~6WqBHyrU`Sun~_nudrros<8W+60AD-+hg!aC)@;y|Cr=QcUmG{Z4fd8j zYt66--^wB!iP_kB=_*49~aSi&X4(>o#lR@Tf|v0Pk;nZ$R)M4wFN9XH9md%B<%b>X6t^@ z!-M4)kBpCx&mp8ML|oX?Vc%xfpO%cB^T^v<$=Eo~{%f;NI@hz`uE}b*3xR(wz2Cr?|Fe0IVs@b;Zgkl{b5m24Gg=mW%un_O?BA_e&M-g zeysHUMdw+@@h5X!D%<lMd+WEp8>+;zV;F*7;>8^J5+UCz_{V4Kd+{7Z*Q-L z{3!6iQSqf8x;^P_=KSKbz0X$D?WSn5iGChgx!R?jc*PGSFUpQ0G=9LkF>5V|r)#Gf zD@yuW^*lbw)Rtk9ao7Q~6QQ1A&QN0a!E5hb>PZhF7w(Fj>->SQCm8W%yHw(Y8!>FnM)YOy!!D{i- zv{T;Ad_`}T#JFO~@*Vd0beGW!NL!Qt_u_A#iXLNCwYjxT-yA+>{awiL(!QIXb*4qK zW_Ja`=Se6%aNvM`RHN%|FAsEkW9(~p*yUyCr-yX$6)YszA_436R|bB-=G&w( zGt=c^k!n=`;j?gvzrVhsrfJzP-lqhYv0-_tvyjs@CzsecIQE|Gbd0z%5W*v4&B8f2 zKlo)@Xe{WY;m2Ql-ap*Q(5FPzFgi9j{`7#P7XtNOU$0>E?7<+PGsv#WY=VMK+}cRG ztJ_}sT7Gvjs}X!FJ8U=ovsLO?`go*GL*qzH9=~UV_p^xPS6Ei+73ytDj>7`2np7)q z!<{k{nw}9<3u^Tr-mOyCj4Niow&*IvTz|{0on@_uiR?W5hF8S?>(L93nH0YaRLU-g zBZhuEw^C7SmF;KwY(LVfH@@~8-jRAlw<_Q-x~4;@sy@)2l3C81YN6>b+Ygm}!2(Ij z=sxb{>n6=rX4sSv=o1vAcBAD|0I#a+u{{h7N?#bgz2}PVMhL&x)6?54D=Vv?wa+5A zHWOgvj-HLRwU@|fW)b)B*q8;gh;+uY(@MXcv z*uWov%Qk9u0poL<$I7c5Vsz0unJ|SQp|Y^!H*xX&j}n{p_4S!X+A=aujh<(bl453) zO7rxNF*!4pHod_6b7}tcXsh8v?ah0kN#ESe~fhBY2=v zFCS>{;7qNWw>WL2<+oGDdDUOHOU;{$ToaP&c*&CHpl{VMKNgelg_q@X?iAAqFa4BM z>IRNQYVi*GN#*`CQlk;kseK@564f&VE6$%gw+Bh&NP6ep&^GV6<;^5JS})|q5@@7= zRK@dp`A5%_UlIpAmgmD~a{=^~czOl~lwX;tvi9PEIs$xbbXYBj;=kDIS$8f3! zB_{cBVR4Z|IyN?TuJ_qBW+g_0xrNCZzmO2_!E&=0{i>j-?(Xi@6?1cQ#@HuuDoL-{ zkBEr0<({{Y#XgS2#b$r}*mX(*MFN44LW@05BwDlg(Jeo?3!PnRi;}4m8Ozn}REk83 zP|LE8+VA#Vc0jrEPRO{HP{bCi4}xEHu#wd=%tP6aAR?mj%Wp~F&3@{XibcU61Bc zYQ`FYfKOO`K4&vm!B>!KEMy||x!HATcA(!ZZed~J`)JM>=h35Y3a2m>oX3tOrRIFv z-jp9+Z5UouR5Ud=Ok)&Y#`N(|s$RY7ZEa&Sh3DX6XOAqL*s@PhA%Iu2(#Yl3#y>^YcXP~&eXcIM2P{z+tD|G2BuA9EZm z8WU9Ob%qO;=7#N15-_N~c3+&!#t>Bv^5y?{r!!^sdSSj67&y(eCAoA0z>w*b<&8TP zjK3{2F5WdlT{`R9mG4$eO*vKF%qR5&DR5)xNrzDlyDuN#K1{RPYLKh!Z7vy-w#DT~ z_aECT2R3Zj5T_6;msEj(abXM7iKpzLr>tHT*2Hj8_f`1w@Q2R~)<-w@bfp@}$BRpP z3tyORiPyBfpvh4Z+66x4Shz(;b|ZDz{(VweSEuc0yXuu-K^|*27Gc}#rltu~e)hkR z-K6*DtEC_Nwr_tyc!Lmg1e{_g`KJq$9+4Vzs%U!C7HHPS|p8)1B}`ga`MHM(fy zf{|t{uc}J>D_uYG&)-u~HG+rnXWz14R0U(6K1ZMQe!9F#NUF4}Hu12S%XEV;$0hc% z&-6E8rdX%_lVM^mYH63l#oa1pwWmir;z9ESv%TBJ&dW<}w(DP(H0XR_81>0((fZE? zw)X-?b>~W+u+nEI2RNh&bTrTEV~EfHb(+1}k;dF{@07{D>2HfOUBNYzPmaol^j8HB z1A+Rnn|0+c21y*x{+#Voz%tsNm7-W-JJcX;LZ|X1d;QN+kL?|pc`11xFTqK`V)V7} zCfvzxcA{@}#nN~QYk6tu^}8E)%cLg8WA*n+3;_D-G|o9se~m?SP|b5Qcr(3ddtqLq zopp)h2q$N`YiGKddT@Cgo4iKVj{jKN0p23v5u+cyg^#CX7R`@sC@){hNYqMQ>e6LL z>zuJ_GpD5z5&Xa*>BTxA9rTKTg%bx|u7*sj>68@fqslj?FLNd(F zjPVs6wFN-waOiSVOE*=0nXzT^M78rjGZCe?=iW3D>eXvOC#08WYdjLv1eaMiO`1#j zg{RQ=1qKERyUnEvbwo<gn|H5d9F@UK zSFqk-u_6@~PiwsIt@RE%Rr7-h(=9>v2bP6)?AW0rkGkm50<)8r2q%}2$R90hMqJ9W z=7olMM`GCcJrB9}ha_@qMrgV{wz1p)Ok+OqTZ4U9N81F5#zmxPz9BHT?ndNl8iB17R-TOWB?f z5;iK{@ffq1jIyJnT&r)C9OopqCYOB>*U-S;oD zHraX={zG(HIKX1WhMm7%^!4Y{Cd8moYpT)J#Ndci!+F*pE_zh&zw(A%PF~*c*)!d% zG|cV$;jAExr*gPRlXr-UM({|f?(=Z5*7F99ipe7js8>R6Kk+CIMQmTIFsx`pRFMgZ0Y~h(opIl~YYN76zj)*LI z+v+0{QY=5iwLBt+oomr~uo6N6tJ`-U^ZZ%;$tHG!8o;t^#I-%kTyxEhrtx;aS#e{D z3-U|$;Ok(Syv~IXyN*m}?F5$HFEVT6Lae;L7PAb`fm%C4C^`k?OXM19M8(j?R<9a;WZJlE?ukYVThM%8wvbVQS8qS@Y=B?iK%P+4`O$XOE?Z1zj zU+r>0Kf_+{?$~+10!arg9QoG4KwBYHENaq{PWKke7E0Lx|-EQXf9he-_^;}4j{ND zuI~}oK&7sN+NcU0bn{;|QeJyxds)ZX2Y-zBY>mCo=6wbH9zqo0$^310Wfx-pROGwp@I}icRri-DpQnVrzPYch8oS?Ki|Trcar+rk1&CVcr`P)#>I_ zNsQOpX$u*bt8z4r-GML~!GHAi^sq^T75NKM-=dMVG?Hte3QB@)(Uy~jz_Fz22JZFq z@p%c7&JYY=_DrWsXy=jYon2fmmI~^!AqWUTHJgl6Sc?6J@1;#V+5g6Q$~fL%HOJm8 zNl(MhOXgk25b~+)WR^gLh-veiw{cVcy-cVvpB0$#O51-sp_k^C9~4n-vdeqALom!1 zJ5gllL8aU;)bdBwg#xWfqOn)r+|B7dBQ+j5!?SFqiNM#<)Hgb|15uoRMXl-Pgm6_4 zeWh}+wDh9bL@C?WE^|mm+~!u6(1}dSe_FpjxQ0(F_sch7zxT@8Zc$(fcB%e$@+AH9 zlY@6Vywg#$t^i1eoDr0}b#cPNL#H~OhZFljpe?t@RV%W(|9Cl@i!HCep2y*{(Yzld zhGWUnOILrM#lpL$`@!p2w8xK6>$k9qx5t?+^sp{}Y>1Ut%rMu4Fd_xo3yDtg!i9Ul z;jx8^MZyV~6oww~klrW#A4B|WIBxd^;QnO6H;@&Lm4W=bckNPmHPv!_ zPDM${zc|2tZO7RY1RE^@p8CgJ^|oJHaJmwBJgW3~ihflcsucaJ5`fEV{VTeBj(Duk z{+*N=3>jtIkFaD3kt}}g>eVK&m7d(ovjgGkUP}|-ing^S@=o^}%_FArdh)q%VmiQE zgNbec$hVmbb?B76dGn^vFexPk?1mJIKYTC-`jokN@u*bj&l@+^VL;=MYNdU}=f9@N zeSJ9c?*Vt}^^ro9IVe3hlF@a-X`)w-R^LhAVuF0uoGaFZ;#R=+%g3`)r*drvefN7T zSjAsBZTtS1^)82a6DSf@0}|koeDnrt!Y!sA{KAp7PWW@PC`5(+$)1uYjBV3b!$h;1 zx6X_vB&63U+cY>mepj2{_TgEzta3&KwVa#dQ(VHA&B!+u&su*{&%CtXcGorME<)%3 zl_6YJTKW-khDK1v5m;AYpOe;6?<$d=(e*8GQ^r}^>7&3%QZNPg3)fm)-B{noP{6eqt`R!U* z0!o0)LMN=X^dG;|0Gsc2zIz4EvVW2kl^?6mgDTFu;&Ir%!O9d|@o4_Mxy>BrhR&$% zDtn{l@xGHod>*r<(U5;;)5^+sEF|b82<(TVCT2eOWElP}WeDl@&>>Rtln$&ulB+ z>N{{eqskJZ`y5_{7sMmkAp~u_X-A+&Ii08yT2|l5>x^=u!0xvTKp5(83ZTHzI1Tv2*p#@a4F?d;0FoXS8`|8YM<;7gw zG1Q8(Z*mq48G-h@Rm`zv?%H$nU6iKY0fki+d@|$9(}i}M8Y2YxwbTJ*65jNbyd180 zgm`8bst$_*rMhw{Mn<;KEKuODueoM83TY zOnjGj63F3;_VOHEfaX%?@)I#~i72We*Vbhj(a{t3 zUsWI`Tmr3G08kzgrx-tk^@%W;U_aKGh}#-s%a>PID+LRhZPbVsqwPy~9L*X?MW&nF z7N+ewem8$%;u0ayi8f$uo$S6eYap#Gtdcw3YQl8<)`Lhck9PZh5>CsVi!+`q{I;A1LdWf=c7XsO9+f;?=9^ z#v;&#P6UL4D-f96Mz9~tXVA};m6c~RP(&`Jl=cC-IaVEq?AyQ47_Y4Ew9B)r;9Zl1 zA4!*&p0TfW& zOb$wd;`~GD`5wyQ4%0Ws7LRW(dOcIAw!&r#-6*8Q2dHOSzWmhFqs!|;7=9QE81%v% zKW_*YulZx$7S5@q=e>Kf=9sx3)|nUWFuR);KL7Qrsc!Qd9l?wl!09Y~P47(e=7VBl z9bdW%JbcEnfKww>w?lJ&Lof1PJ-Hy`CeGd57;CG|}c>8ZOr9Ut2Vn1ryk z{^{#Zmt$5J-$`Os+LN#*e}h}M_CPF*ZY<&F=1%x%C-h1TQ~2#%`*B!?o(tvY=Oezz z!$h!q-@f>NnN6@mY90()lPq67i__0`ZgESR*?+TD>{8FkLsl2h=>5c=?= zH4zcWnj+;Q(uUH-iw|ZuX*rC;m178qwsG4wKFg)VjLtaBOe`4mVro3B3~CTDih0B) z;uYilJ3W@&u;Hs-3ky%25;SX75OEl7=vtc2I4gB%a%P5(QKfa{IK;zMVc$ZHaC+z7 z*WYgpS+d_2B~qeRI`SGr24hRUTTU_0FneHz+AJd4tvwf#wkbd6{R-pbK_3_(ws?$O^p}^!=I@CJ9fMT z7#@O}DGyOyEzLOU`SV>iS)a{m1~t09hNBAf_4^%9lN>dK<=wqNEJoqW3(;g;)~;Qv zn%C*8wFXQG;dsDo<$bg#+85rZk%Vy5MbR^=rs1^ym`SGd5pEe_(V-DkV=2v0Rnxxm zzp+F~ed|vqS@QdBf4b(u6gPy>Z5zmDT zbe-XrzP>TkD1!Hi(Fyg`+V$(X;H5a(Zuv)$pxMw6XKM%0C<%FlYbJ0ObKaU}5{*L3 z&(KX;TABn@_vJ+g#aOxXM4tuS)IKM86UmQ66cAV^vH6u=zI+)cAMGt{Hx&8t<8@_a z+WTC)f=BhRAP}Jvz&y2r$1n6HcfK;!oC|!&RM9qxFU?81BpPGHqLI{M&-}5@7%rov z&`lGW^LDyFzI`I1FNbu*g~xTzkH{xzHNk+gxBVrRxQ>tsQ{k41ii(N_w;rdSLB+il zOb`7el{}Lqgco*S7??hs|3~d7o?NhlIT8z3pdmawN#J9>i z)Nm`?*eThrqt;FjJT&{AKhq^=EOxAokc(D57hpJ%VdT}g4(I?wn;5a$fS5})(i~k{ z8SssN+c67eFb%axeFA2!CrI?9Qnz*=XXMjTzy)mKF_W%C_KGFqP;uI7%5#Ph5$s6p z$#pAxl0r#%?lA1Tyfjk)ih(;-1Ms`9zCKiur_elMwkkwtk28@ztA7D^Hq??59TC5d za(Hd4!^$IidF>Zd zgEj3~bOq)OlTFCULx-e%iJr_N;oh#O_>)WmHav3fGxk_wNN9fZ63P8}SQr&mKPLxA z@hew&PEu_L<)EHqzRIRhxN7rPY_GSI|NProdm{ol_sFqhvinY&E6B(^0@bp6@7~zv zW|a=B5|)+R$i}9rd8JUFkeh<0&DTwZphc||*Wzx%5$jjo4oy%=I!idKSh`J{S;k z7{ZX`uc8#Wj#a6lsY&_9NhogMic5K6F)=YFS`q&quoY^F-0ij}0mIwGzF&`}6TcgZ zuIKq@SDu5i|Izl;*fQT-#DW{zlte`_{j~lf2 zazy@hjMHR41C5Rsg&{>2pzS3~%jTkw$l@pSX8VJEBY(RRWQbA_HTyl)eqe(JP*fb! zNF>Q|e~@=pH5j|B9D-0nwh1we$+{tZwLeTrQ3!*Nneg(T(-3n>4W-1>g=gi_%2k2# zu4IvN7@sx%u}xg%3qhBE;{*n5Ii6CJIyfVU$50bku+$nEDoDuYHGC-7hs;)gb6wg0 zmUj`8RUsd~nwa~^0U{HsGg(0GUHkV_|M5=|5~?ohk{xEqZK_e3z=BTqd9&bj2qpwl zR)q-3`vRBp!)h%iO`P zz>tvSaI9_bZZB@dJrWWH2L}M76+9M)wW|g(JBGNwGww_7Z`P80o(LNt*1_=U7HKhZ zFK4d8oIQH{SP``s{0)jjb_k@;cR7tbg2^$3UjuQU*d;q`>#tyD=};`wU{oO9R~b<3 zFV6h2i-{=?vYx+jFh!IVsqDGXSl&z+aeYe@10?a&ob~wRR3kR?1*|yzP`K+W;)L!u z0}vbXk=kDiR}F_Wgu6UgKVr%7WG>--EHz#OzZLW|rV^|{szS1EXnE5?VC^HxsDqTs z(ws(4DQpP|jFLgE^EqfL)vQek2)&MwyV@R$ioqu>nlSpiSy{D*M&KLz0-MKm3`t|M z-X)+b;>BGFjl7at^UuIejONW~P7(T zRmwMwd@2?Ee?6@3FdrV3R=!uY_~}0Dqr8qgC@|qck3{H?aTx1Vvfx5?gBGlBkO|7c z2w=kY9>(}Ehk<_f0;VFG1b<&*H^YcPw#Lg-d*itEw)t@>H$hLS8nnot{lGg+_JV-x z56d*XBBX75)k9eN(mr%GvrDhvw!eWGQHMrWe>259UVlx> zP9i_B6aOy)%^T+yz$VqjP4}?rO<*0K1B<|+IeY#+W`PI;ZCqRMFq^8&ZIw4|*l?`C zF~{=L@5He8Y6_oc`obHgE{lfZ}`yrj22fQ_Dyijw*8`CQb$%>UIRQi z9SBS*{-b-1v>Z^-)JMr}LbpVqjby_?k&5LcEr&n_+5Na;f=cayHZnSwLi`3d_P_)q zUQzel}KXRkbDJKocx`k_M#HM#SpEYpzOg0%;aq;?i=bPv1rz8=7v0Z@F0N`6mY; zs|VJYG{k&*7lhB6S)CGlVO2K~w`fg`txw-nD0b{D^X=ohq?DK>{+-d`8c+d<-KlsF z={or8UZcE`!yPi_NxM=xr<6hVtK7+I5qP^oBDo?c0bC^>v8yPz4Xi%Q=;k<#@uq9Q zW{-7js&&JLV3Z*RUC(=Oc>y9WAAEPSK$RT! zQ`S1B?EwNKA>kMz(7Yv{3UX(0Q%_WYRvmJUCr`j3F)>YKqDK4+(!&L5Ia}LQvSs4w zn4j(qr6%bW<>hrS|KIEkv-|x1;nuF-C^J%!R`otWt*9C}zl9IpFr{1DML}8)H6^-K z4I{Z7-z-_@_wu#}tZt-BqjxtlRiOZL=%6>V&_Pz#@UsDvji?yvke2-1=^Nr+piehKiLmW>u2zN_Am+_5=I1ar6ZI{DDRf!3XLmEz` zCa=Bx%=uR+VT8Ob_W~z4Ig6OOiAOnBj>9H0Llmmvi~j0R^{;}Ya)!rh2%(H1SkeK2 zG(3pi&E-^#;l5#Q`#K&e5yG+g)c`K#t2#P5j~+eZwC*MA`&zfxSjkr%XftzAPdNw6 zf6hbDARHl}bV#xrenj~IO?3=xc`YbHK51gW2X~{?8{9~JuO3^ z3OuKkQVp)t)V>sCNYkU;TngZA0vgxfo*yTTBZaD99nF{GJ`*Mjl89tFY={xC8Yn}2 zf6fkvn+n0%V9_MgQBhp?KgCs#L2zVC-i7IQVWaJ~82?;MST*bc#XM&_l1@=;S=*&i zGWV{$4v^Cc$8R^J~m-q#D&XO8|VvTkSrwq z$wXT8roAFpB=je*c76gTE)nGcGJ^xT!2xmud05k9U%dELx(-nrrl14&&Ehq(tmoh> zBUwbc4r#I>&&2@+kFaSluB~^6pC4QMcE*8AxMSwY3AMLPG;JCT)0|vfmoS|q`@zwU+07`pB&rD)2ej6Tk_PehB()My7WFrzi1iD+O5BU#yMly(&%Wo2j# zBehbjjj(s37wi;Jf!B;H-Nb{k)~s(;U?hY7>FeK5%Ip^f z9yiTp#yoxq32Kc^?@ouK2Gz`-gLv}ESz^EjFbb|Guo)>NR34G*`fon;C0p2Wr@qt{ zef>5AUJ}SUp>**9eA5W9&y0UAWSQM_PbV|`7fSa=ptZV`8u9op_xZ%;WJDwKu&=KK zzXlpsuZ#yVfGG3|y*HkGAE^HR{;$!m^mkN2Bc35%PXAZZ?;`*sSo|<614Dmf!FRmE zn|moMb9*w$!9Teedngi{E2tjotSnLnhcpplfRRn==VU5MN=k;3fe`4nFA%#df0}6Z zW91b^Q;Z-_&m++dg?UFwsv)-VM^B#6U!C_%g?Mh({N~J&BS%Ow;Z%rufdz>P;pFAL zx@O(x>*zj_Ny`HwhGm~L)-@p|6UChnz!2q?v#d{);2}BwHO~K95$h-%ML%2NJOA-T z`+r$ao?Tf%|6J$=yPTZdb6?+^lh#n4i0re*7-Glmg;EoW#(#9f7P93byu#5CQdNPT zieZ?Wr)k@95$>mSO6KZ+ID~&co#R^8qNAIYmEW-tGzkMSu~=fCYiMF$b@!o)K-y6R zu`oL~5xmv}*MK_gLpPPu!a!FeB(XRF;+%TMKgpDFnFqgrNC679vNFE={1})odF*)& z%`Hz(lb@%a)=Jq=em--xQ0oOU88V*gTo#>r};1tH&7-Q8p`*5e6 z<(r+x*m1d65OEMG&GfhLsu{{vVxBhpSNf|3Sm>U27`!b_wzcNgS@EKTHz5eo6X?*;u=hB^j z(Qlvial7+N&%8jPU8%`o`BIb94}Itqx>ZT;1)z;@H}B~jMq>zkxuEtN8&{PlK$1Y0 zlp?A)D)o_O1A0@yLCKUm~ob z1vOE-KneFOUz~hUEsN?a4 z-4`<1v#$Ki{TLC~a}Wy@ep^Cnoe+7i7<2s$irBTh%MhzcxlSCy2ie$2ZFA+Xqh|>3 z381!n`}Xc{Zf{P9t?51pDvDh3?Afy<`+{?LMyDK_Y|34?>(SRu&0b>|!h^Jzl?Q06 z1lee-sC`tY$6KwU{Cp0aKd0g3{^|E!%wJpQD22=XnOY-!L29T)yRaXKyUff}lT#Shi^MWP8WveuX+#5J<}k+`kops~qH4a> zll@GfJy7UIpj+#0mdF|M)CScdvXBPA(-t$@-QMKnqP2$msoSdHZ;MRb`~RN)+gD0W zZo63iGyQU?)^KwxPtPsao4^qs2D1X1O&K*Vd@GuoQF3kYrG5VV89kw~PoHk*QA@oD zle%vtG7u-o5cG$9M8w1&hex^!v{6PsX9pLoZhP<9t*eI)9b(L`LYt?j`o`B$Q7tYR zltLq9DL+5IC=^b0d$(Gy!3w2NqDp2=ZqNTpTSeJ;R%=cB{hU4lz=YcYq>YI^RzoPr zxsavzZa%h7!1~iJhLF;IeSM!}HLTslaQMK1GuR-CXxQ2B^7UAX1{}ZWOr#?D40XT# zgRrj;GlZNbZb3Gw-ru;M5>QcA=EF|Q{EgE2u8pj@??2qPSn^@77B-Thv5L;^AFfMW zLt*ybAw`+#HVZFC$1AbrA;i@|ShgeWi!d9l^*4j4$3D1Xr9FTC{2(9)gWkmJh*z&R zcJu?;_yq+Si-R53e*&30U?P2ZO?TN3(bbfVMFOiWx4AN`qTKz&v?_DG!yI?r%7Fz@ z{^&Td5~*Ln>#<9NWeH#}E-p3#Whx^reXN4etk{LGu)nmM3E7zrK1)GJWv( zH)XgpK~aqWK(JTPVFyeF8Ab9NsdVwrhInPZyZ7&#AiX-HKZ&%glP+mr0=Y=#e`o!E z;=X}7KjE0}2SbQ;ptNkqI|04^`TBNig$uZS1-a_Ptb?Kb_DwUXP!BJpdnK%ij#MN1P@Q#OVwBNHV;xo);QCnaUllB_qKpj75F zK%tmF%3W7DTAEL}p^WLZC%G)=Ak9w`jKuAdO`D(hS7uFgGiY1>{^JMNwigM(An}kA zE2UulXA&@u1Op=nvEABk>QSouqVr=G5hV;+O58%@yc+t!;gXjpMF<4@(dP12Ls%ie zUf14dbvGQJgLFjLAksGtBIV7zeG2-7u}d0bWF=9uDnkiRy;;05-oGQo;0a2}{hAIP zc5&BV{tmZA9ISnYuncf;uHSYpY>nt@q2|e_^iq>qAvT((8Hz?lp)Z{trqk%C9lt~Fi-X9Z#24V9jjB0@ zIGXUXAMv9omU}Zdw%x#_`$iIbz3T|vena)qPe{1{J$?}81`GnL>$fvJDsN5`k2-1c z#wAE+Ea}8XPoH*gGHJ8}5FzUUGjJHZDIu>$Gkdn?fe#=ouqh|jJhu;q!`Eg)&3zdr zm=i{I?2y~q+_WL`2=)q01oejGro&td#zG4VujvwBUL@?y1TcXLju5oyOaPtK=7tki zzO5ra4}24NXEo`-@%4he=hdeEex?t1H!1JW%BqfKE>9JAql(`CtdZ+j+nnP-vx2;* ztXzCRzb4G=;&GhsaC3YPPVp_$AF#P(@*a~Y=*+Sdgm`f?kL%gn2>x4LMmrHbwtR1nknJ?{*|TbOA!`t&7J2vi0-ran}em zVqDPB(0JJ71Y*1gd+Q_+plN`$lO5*}zmeVa?K1NcFVXdmKUq|~?F?(&{70_-p58Q3 zYN-jp?oreuH*LQ**OF!{#bI_@3u{T`79Y0?W{dJ`)b5eM$7B)pB;+UFwkmU%SMpg=85wR?Yl`6i;#{eBH z=;bs_>cdGGzanCJ`kW!I8Zdt*NW{eRd8N&d9p3=+oztunlE}0Eq!i#^^g)^roxP+# z4fiv8`}lITB>Rc?)&PmS5tCjwDy$eT(kf&P4**cQ3ebe1nQT$d|3feDiv&&$-N!<@Z3Xs zl!QboeNX42FPxcCP}RxcUK5{4OQr2=hk4X<8ot172<0W%51ZAxBuY|?OZa|YZ?7Ryt%(V7-#(MJtw>GMy=iqA ztuQ*QJqr1*vnKxW2&d$!h^+x}QRyrC7xeZyCEAvn=&{jik#fslegFP$V0Kn|cC0{4 zK~-D($nx4+|Kz=UeOX40!T~T~9Xrg=FAuX~1Yj-=r8x2F`9{KRKMdhAT?H+GS~%B* zG_y^?Z=zC}gRUt!nM6J5OR(h-y%xg2@jv=@UK4#ud+<6n_TqK2>=Z;?>(6ifBXK^c3s2w&wFAq2 z7{5*@$B3Xw&W~%LIn!#QR~iEPVi0{&OT_B)pNhjy{ecGGt3}2x`a<3%JkB7o3R(%F zOe$uX2nr?HrMl9DxE4tbkDcJ3+|;RC{`?4&m~-j{uRS{6K>7mQa?3e6Ep(#}4mmtWB8@sEY6qHjxv=En#RkBa0SJMIRIwA3e? zc4Xr(AKxaMUiQ+oj{?C;TJupbCXxd$&_@B!qz_DYN2D2aI8YZ9EHC9SoiKa>_QeRS z2R&iz;i0fMe+h10Nh|PAp{7|Oh2gM%iNJ5tWHTj9{3DB4#gJ`M+VVTG)d=MSN*Fp} zqFmz1YtqvK1)vIKe1Uw4CNX@MQR}ec5B|*&&DxR|>tIPjZ@XjF@R{Xh)<6)GYH4}V zVa_sKN(mpqJrQh%_4@@upM!Tj<#cSOq*lsK?DZ;DrxCDfba?V(fcRgYD>yZMK|S5H z7M+a|3_NNoxl7P4h?kJK+Cj0$?>uz%3pHo-_`pDKFHuks-+c)$mSr|33O*p=EW*_8+qp{i z6HF3=KT#Z0_wwt*)_wu!j)ai9Dbq@Kc5bPqYaXLQW*V6=5nN|*(UOd^yN+cVGMFl9 zUQ+{Js)yHE0N8Ey@KdlF$26m_vUm>W9&lahBHiK_e8@su9yS%kAR}~rtX&uG%UPD+ zpRsa45AkuJ|N9HJS`$Ln3na^&#-v|K`cP785}+CA>jzCH)}mF4w7~fiC~7y>sfo5- z;)wv3GsOr~sJ|j2hxpM+2N48a5;>;hbJr7%hR9EZIwk(9S!cB6lTK8qti(g*8ws+X zu-)Vgn$~o)cx(?PlA#dvh(!W4mGQejHvp$R2R}9Z&1M~?TZ5p9l!;cd+p*J0k5Z6` z1C<>eCgyeUB03O73G39pl?`miCMS|{Q&=DdzTnQbeEH33S>k(a?1N4Dt~4gY@5^JK z%oSVmTsHBU{6T^wal^fw#4!_8qC&(*hsgmwgQO-$>X7xHm6b(*ULeff>$g|b@eK|z z+1UP}F@ooZrrYLa?WJ$3zs$}|AqXfCt=qEuGzzw^gRZ-pjzD&cE}aUvr9DZEw5T~7 zvTO`Ee*29Rr4`!+uj|Ak-o}%NG{tyI)S{DbH&`jzS5stXI3r9=5w9@XE21#gx36HS zwQRt9^?RX=8jc5o7=oIak$L`{zW!@sHHEy2W>`XqaDssQ<6V#LE0!aSCoq~%ca%Vc74?7EF9;G#HH`JNmgRp)6{ zl~(|7%I2v*+QP<+1$>C6L%s92#KuXF{vhyvJ-VpcDiqWuvMfb)$eddr5; zL)nSLrWVn_aC87Ve^%k5h;{EppJDEid^mIE(FKC0CdRdJHvd7y?Ug2FIA*VeW4nxtX+^F$zggz=X|JwDeqae@SKLPXI0D)^n z3$AbRFoboPt5*dpddD^goRqN8(jh)~%&uSZG^P8%KY`>aeW~~B7@ZtLgmYkm>$#Mv zFj}Wo*2>^nHX)WJQhEh0b%xNHCnv{}-`8A&u*mh~taIUNibhFI%~+83!3CU0bYz;o zYBpf3tDr!9dBJ9+GjBd<7Tu-kSy$gKvp!GU^71Zf>Sv^ZD-T(<-!juzp}^e@Fg7R?8WCvwF%f!iv!Wnm2dzm zmJ5R(o;(^yIWedj43_gTT3cIl-xH{YC&n?PaG>TC0{XmeJjU*}gJUNzCW8%V~ZK2#88ZE=aYBS|#xG5#wPR zx~mCchy84e)<**MFmVkCCT4N+$ZhP>%a|2AI3~*Aia`+7Kbl$$gJ!hLXqFVIz7f?9 zNE0cVRI)_t_n2?%B0~h^0Sf3M&i8OA%^z(}lJxD{{thY{v3U|BC(L@pUJe?pvFzC) z0k=6@Vpb$4I)q}&>nByC!iggg80C+T9gf_1OiF{t@V|jPGyeGE4j~?iu>(#V{Va4D z#DfQP9*hbg*7Hen8iNK1JJR4w9QSb3kTE8w#Aux6WzH=?w&YIhC4tyn;+!7*EbB!%1v&Um~6m&J9izBlKqwsikrFftObU#1;V@ zgU6$hdEFv!${!O99)h1hM?rclN{*nTI=_?1;s!@28qh)R+?Ux!8Ot8#ZKP?F_KAY; zxO90<%{3fWL*Nq8;)tK0kN{+_Lq*)Rk8&xS=2Vbh%1YrNI%++R7HXhrOK`BWLv}t- zRu=dIo_h^dWo5_Km`dj^FU>pSq?PaR9DPAk%yle#;yQ%3_p(`UJx-*-d5gqkNB|ij zKOvqCLPoD;acI}E0Svvdj|7cVy+_+@M_Q+XwAm&8Iq3`~LKNzP3M@#1zCa;yNYBrV z(Q!~7&I&pt{m9d^9wFY(*Y_2?VbXQrJm9l|{z|#Nj*tY!NrE&&)L=+q!wtg0AT)rJ zL4cnol2bC@&((y7>IOIJaL{L(KdjyEIl4$rbGWjQhX8O`lnZ=@EqyK>uA@h^w6Dl=px!;Ef^m z25AWaP=@r#dEb}Wy~n`)3>>mLkY8g#A zVG>6-5=2XiT-VtNSQ&zeHAuD}VHVK*DU=`>o;k!8z7^q=x!=zRrly7x;{YfnQV^QJ z-7Yw`laeWek(ff&Vu-rjHxl);CcHQfR*BbN3mvKPp(ph4IGGJx1)p1kF>ojD-bV0m zI9*bk90Q@C@EmHdVfD=9B=MM`|1}y!J8{#KBcHHIHC0SXxOO^KZEXq2T}PoxX-TS{ z*Gkz6bwUG5k+bcC$zLF6oM0uV+&NwQoLd4VblBIKsO^Ln28N6VQY2LE9J)*hfI{0# zC5Ij7L-5}y9Il|nu@?DV`$iz9cBM#0T1X)0fD%LDXzt`y{%i6aaBC6t&;wDb zSr$|Wu|ts~sQzi^HLX=z-T5fDUuE<;9W+2go`}o${1fnj~aI>A)VIT54_g{jcJ)Wp2d zQWrIaAp2gx$fMdhj^nS!=>+Clb}%!WwxblifaO+f4c_k<_NCr)KJ88fhoEsl zHYWI<1kFSQ1R9^BJK{Bi=C^lii=I+Nc{Sb`?ejj4CQEW8Ur04V5Nb*T(y{XM&p#g} zUW^`akb(o3k{t=#b#!wP>3OM5R6ofkD%$?@mMsFpwqI_Twxw6yRQL4)JGome0FDDD zy!#2>U6!Ue9cbI+EU?1L0Yf+uP7oo>5KV1j3}Yr}&8Y=d>DhaA9HRKsx^+yf9t%lugC(JrLee)0N3f+-0=}93`0-;8n6Z;+)CoH2 zQSohtW{M*O1N9Io^-h?#XP*1NXnPa58uRuI{J~(xI`$=H5K2l>q=oE`vbJfJrKFT- z(IU=_u`h8#r4*y0^`KS4v1U}FRjWjcj*?bN{IB~tr)0*=@BhC4_y2s}&pUOTp7WgN z`7ZZ;-Pd*9Z9U$R0AV8%JCetknGItWzYpR>#Prs2QMXcfpnK*rz^+AjuBL;3tdAv2xspX!c)f*uT^qnws>& z)NMF3tz{2vHQgJZf@92roNF+c7x^Is!_<8^H3pdrj1W1<+q{iJk<-+JNP|d6nu8}h z56t3KAfY^PAq@cmOnPl7ewgk}t}t`6qq9H#HQ8#~`}c-YsG|=?Mg^`{kp%l+t=;zd z<7%N;rUevfm>DvS{9T$Lx{y@ZmVYx8u-9d*IuvgZAb|U`j3rLi6yGqU!XhSd7=}FM zuVoZYh~^5n&uJ7;q&DU17-Gc)|D^R@eqM z6n55dBzjYjc2KR_<_58r``udwce}$=6Ua8EAWjos);%Av8Pd2d7@+&?XMntfNMrcG zZ6`pN0h)6e%&p=41Xu~rMM88k6#?clirA@Ef>DKwt;SO)i$VRunf>mC@4(w)2>!xO z>CZ>pkCk=VgWUHvhF&sjLG20&4jy`42OuMHH;X|)ooNTcnE<8W*D9xUN*--L`b%%d zK^d_Z$Qm9b6ARVx`vX|%7R0Uu-nKT^*nXDxR=3LE&)&CE8?d>5jUaQtf?J**ziPhp z_Vz~I++u*de`U2)`NTK!b40b)=u>em3IGCI3Eae_21i8>AUBZ1i96wtEJZ`DugUW>Xj+<(3i&By`I3>1(jEWrI~oX%DJ^xn(oGWq{YA z)WmQvIYbO9LyZjf~co+Oy}2ZF8163ixR+4>nK%84rL* z4#+gO{?Gy4hDuCl4k3&NY6w#J%$PI^W>7ApbdhXN0-gk#Z63rmj9hyG`>aXPhLMjp z*6_U<)!{*lW>u7Fpp^K!zneS=Rl?kpc@~n<1G#Ob4F~VK>YHn?h<|j8CP*Y(@-AsL zN(0k@nC(FMQQDr}c-#nah}EIw{nt_k#)Fars9B)}7n zhzrOg8WadTuT8xUXc)GrP2+5Pj}#1(!&oD7@K9-p2TmXGR)23KL_sJEPK|$1B27ud z+|Ta^PMkQA{F8XWNEaxJhd1~!8eho6IflERfuJ_F3bgxNj00tOE#fUDp>`R*N(;c0 zNCL6E3Hp5@YE-1-Z+a-P&G*73tnA=r-~qV_m@ z4=$cU%tnx&VFB(r8rFvp%!X63I`j0p%^C>A-Jz?BbA7*omR-6Os0p25c)BcU@P6!f zE}BR#S+OC;o+eZWl+lx>j01Ihk8+{Jc~o`RQlJT%PdGTYw&3#496Qi8VMlp%zwYj+ zJdViwf!kO)?c=ASD?L2@Dtoyd2e7;iMaJF(^t2ea{)kCjmBflCvLe2O0hfqoifMSe$N+cp@LcBDR zd%D%E#DX;uM$57v`5wyL{U zkHI4GMa2$LjA;~v1%4zp_8IgqK(guF4=Dj=4WAvM2S%Jzs|Y&8F+}*I$y)YgK)}|k zfgpoDL+Y;#sFyW=b|rmc5}cwbx*Z9}rU%o3QKC#5omww?zyS&4J4ZrW-KN|A76R@CkbKD&?XaBPc_Xb?Vr!R&{A{DQxX0#|*(oz@J1y}cc z+5L)KA|oQYpK=2r`4CzAF(?y<8$a}pIS}DmuQY+*{-;F4+4UoVpudjeRcBQ`epS82 zc3q1!xGKsJ^V>jRg;ZM0Z;82Mzm;>WUdPQnnWy1@sX}_^9U=|YJxqo_fh8=21<#Y5 zBi?)M`E>6xxZ77ZXGp!may%W%;%He?GQE1Y=gSQ|toK-@N24T|;2RVeXuotiQMs#T zt^=CXou3l8Bds3SbSSyv+_JWFK9l!swgQ}4I;TjU4EW z0kuRAyTg3Pp85A&#>^0?o1NR)5ZW-bC22ATN+a-SD0D%%AZD#i;LjeO($C@M2iJ@= zPVMhRU7Moqh84-4Ebz!K7|*&IsLhp;6BWSeB63C`ybmZOrxNUg8f6Hjf(Z`*z?TPi zq*bLeQ2{)K`@Z55WWm6wq&(7?Z3YFmfAR^rEeon#-j2LvgC`ekcXDY8Anw%%aznf? zP=Tu;IhkJB2E_bLW(bkkusaPMGbR#5MhN0dl!h%^=`((Ow8l!#$=~)$#z>wrvXqS! ze8%W^LRv#sSip!~oSnJT5l~!tRM&gNgp6(uCzFMD5rdLr^N74&GKE-SW<0vZO($~K zK+AD_&|Zlvj%1yO`HYR9KuK*@zzY!gY{HA9U67B;%m zpopcj47!Bmie||&0FoP(B!N|+LS{{V#tK6uC8Mz1%uclWxM`E>HWS982RvL*k2Qm! zxS~C&o2n0VPb|Bx|Ih;(y#Z0##VD zQ-t!m3TY1n0D<`6i>QN<6q1VhgyJDe@ZFgPL`)ak=R^+1xFNCPTuZw(95*8T0g~jZ zx{CgfY_F^~8f&pHxmRMKdWA~DJM_kp(L_NORgCLN2xb|X-*Jx$J=fz$?%en7qZtnn z(4K+INx{Xwefz?YG!y0C{zlDAj=gKjRHhDqKl71l>YYcxCS2p9Cp%Nstx%qK{dpbn zDkLVCcJRKJuyUR1=xa7YOZ9%})zm*(obu7XbAIRka znO8`uasX}lr~DBJdv5}kKzRa19y+T=uXCV?(XlG`eu}pCnNJ_bFsqaw8hy(Irp7m? z4cwFTq6$tgaZe&r3&WTYyNp?70B$9llp%V)QF`GHKyZ-dI{Iy;WX+z+m5PrB8i1kgKC zcK(kYuhV}mBoH*L0^!q2zzZkYydB6G z$vAW3?Mys@sZk6?@<|w-f%mg!$RwSoC~Q+1q2~`jsO~)Q2#vCkD1fWO3O{-=T(hT9 z)PZN>8E@~4pwKLY1cX3mAZ@3>zW@=@&yr#`Oie1f@PdK+$;_N-fI6C$A67dVtn`Sb zwztl~NyJB;6rLP@_NM?10Xfh;J&o_V?W zJi$*Oi$y{Yg3QDQ%p^ijkT^;vrK2cg3wx;MbxLjn9JCFK&*fK?f8Y&dxZOKPxS{Nu zotrRKo?#;PTcEb%bp}lVOD#YcKp}qNAdo!`D%>9wFABKbh>8Gu#Ac;sMToi3*#k=nTj=o-o z588#`TO+|)h9nWg?)2X?MaSi?8 zy1Td!bNm#tKiq3yKUw4~6x7YW4XXi=DzCa~AOiiDY+pPZwmxKM>c3HKiJSJ}qL6n8FK&xuqUB7qfiAPP{YFL3UDId?NuMB2iT-en8-V600~Q;jbIpJ1!jN zt%B6o$6~Ltu?ACTj`|u+J3wk-1Y3ay3|Ku6n#@TYqI<~$+9wR%$jFFFQ1JAV|2}=! z;(c!;Jf>5opY-oJfHAoG(4j-bo5&v*4ZD|pCDETz*vTJtTp5|AGpy2{LJ!zSUc9;H->|{^5|KC^ugD1EBbjU% z-poVIZ|obO>I7AzWWjoxUA#~7AE+~lr=Wr2HVY+e5QhdLmheIz)O3BHVN|+{JPA~ zk{j%9BC{`|*U;V!f6;-&%=-5yKYvMuoq1xsLfwys2m0CD^?`8(?I_$4)KUaV-+#w# zKX9>gwqidz4+(|-c(TiA1>*(7c4L0RY(N{w#>~zPfO9PQ8fo90c4Y#TIjpv@ z8)Gqo)q9KXYYK3jxWsc?b|ZV`1p}Vd=3xrNB69;W zn@ghEfkaf#!M3SJ4S^SoobV02+4O)9PUN86oQXwE{)`*ZY+xJYp9K^s2PH>hgY5hL zcM?CKzyg;1fahlSPBhoHH=vlxX!NDc)76jWj~XB0dETxBgA=Gm0LMxT%=t|nL<3Bp zSp;0VymXN)`@ff(?6MJI!|I!kLSz2VyY{7b152&nzmJaYh#J^YP%2dvy#VXNO^-=v z?uIW5apSYMKN|wj1(-Z6@e{mdBjAZ+17ruYR1bwd6&OYVv{(l8OdlJ}y_RoI$dvBF z7}J87a!2EzlY?YXpu*~3Atbk7qR(TKv2Cn+h9aNoK*2A2EVWmiA0YkR{h5;q_-7cRd?4l4Ah;1=P8dG&vSmEDKgp}z z<4nH@fg!Zl()Nx|=zk+8)*A|!pW;_krD*y=M!~-iOOdQxp%pxD!vT${a1!a{%);9{&MPougIE%oL3%dXZKv5Ule^bVLZLw6 zzn|-)fIwpZER++zny_fe7X-+JpnqqVHgP$4!x$+)(!xFgKBrDebHdGUCP~u<3)F*D z*--0CbHp37TcQ4q@Ky8Fc0K2gJ$Tz?60S{{=l{m<(j=N-rYH>1gmL?;wr@~NO-{O zKWE=6EQRlm4>8(a29g?A_=!`RCPOb5!mkg)@Yp+u=?RcWcz{y9E@P0-TKui^h42B}4M<9dGlk2|uK zO4IU#VgdD7f`YvYdq_4`LHWnjNB}_oaIeXMu6O@P!@$i!)sK{TNQ2!$?{NZ-xVaYo zOI(vFmDPP*_mMu1mj6?|x`h5dCYTd|)IuSM5aMx=BQ_CgsE~E%&K;}k9bwQVIlapk zWP$N7%Tw*Zw-CXAa!Wz%Z+kODs3Rjn0yX&>Us`Q32-&28i5~~`6>~n4_KZ>&dK3T_ zgn)>zxVB$Sk(v>d0(mE_>r_WlafuB_$}5)Hf)@YR zRfKEe21GMXOlcsd$+fL0j!Sc>j0o$0K59Qe)${*ILnCa)>VnYSeMj66^vX9f}}O@Eduq1h|18d4hBv z4m@n1$ll-pxPlhgj~|d}Pb7#hh3jS-Wks49;-BD5;iJ%$H&=Dgp-PzmQ z7SRl~=8SN`&==T=0T?nKqqXI43lVn>MOHm~YrlEJX6($e!++m9dP1shI(5$H#~qpMn5gsb#(&&Bm@cVw z`S*0#a#3kID74CXrRf;v(as$YsHbC$vi1;u0?GS~;Qiz4N!_KUO!!Y@ z_~_Iy@bnm_1;k(7dbJ1g#O7kSvo>^mKfw{{Nt4J%mUO#_N)fX*BFgh`m@#993JA+! z^O4K}@jsc=P0ig7e|91G-!4tjZEGTbE95Ro`( zzXljF6AC{>CYUPP_+dAFM)O@1dt7I*$eUmi(Ln%3lI0^=g8af7~82Y|PYAkmBL8O9!I_<6a$h32#ydQMqWBC)|&z9U(&PSjWm0 z6me6T6cmGrr?+MgI&e&t^)vWxwy0tuV2Hy*irA48YmpyTRNcbTOohb?MnR*Ta- zp7#{xm$n!(K%E5rGK?@NfDyyJ?(%*^Yi{p5Mhb z<8BSaq!9-4Xo0W@km{-RBS}aDK1u{}Cb2AK0SSwO>*zAFX@PHg;I4WOt(L7Y%9zOc zH#}_9mp+xRm-ZcQ>NaQd@%Frdm>O0T*I@U411*alJW8lB9fuge5Oq7lA%`GkVr4+I ziiXl*D2y8utrU+#+6di%K-z@s!43QDL1b7`M;#lc?AQ$^2yrM;85(LlNlncdiEYfz zoKl;P%?C6jg(Cak6Jc0^;iipmi7Nat>L!QO-WpS#s(nZp8VhXsBuK)VaGI1>v<2W_ zdBGimBnmxH#tcVdOPCscDBgbE^&OtD#yT`whYv8s2$NBSD&DmV#5`Uw>d#T8*Vj;u z2rR9}v>6$f_k8(Gris@FESAJ-!7!CygD3}u1c`A9x50}iI^Vw|;KZDPP3(C%$O7j( zYe~{Nv0CR#O3Aqt!__a^#_rj?dHDwJ*3ky17v=XES=MJTr~6`=H~NYjRw)!^{%#VY zuYDxa!2YKBg@S`Q5r+)Q?&`04`p3^R_d&a7snX|R_kG?nzQ6y#nLqvZ-1^jCd;FAN z@p>!2@|DuS%Ct1U20wmpH}y*O7kuC^#_u-k>*-zowg0-)$omvk*8nV3f_n6kXVM$Ym zA6dRRF{$0TZS*xnuw+E-LtLe4U1EORObf#mfI=bad7PS>g?cO1DS&}h!J@*YJq^^G z@ZjM4N$6vl79G@^?!NfYkkBpa!TlJp1~AOY*ZBBVKxxsZ|q6F4#j{b%N34M6V*E&seOr9Pa{T4Kel`9&xIk#-*o zx)72XBpE2yn6MxXP+W9E$fIpnMD`$3CC*JjyfpEZsg*D}xsk?n_>o1F-GhGbxtJ?_ zI&X^HjVl9GuP2S$nHTN66$(Yw{xs3h%#bY)U8lmH;=U~BgRtDrgh%ORq#sl8iDYm| zY@-{sN!mQJ8+7yVkdu|=py)(39PrYuJ#VA8Fp|qlq)BmD z44)tT=j)}|ADgGcoUajEQ(KI9vcsDneH@h?lg^=ZWp1d*Rl4(f5>eP>=Q&;}eHmcs zL?JQ57$50~Rgqx+s3wB)94x=Z3-C`}{+j(ersy~R#l8-1l4?sAEgF$a@rE&5OsgBZ zY2BwihYkVBJRXe!Xi8K(u58uMdB*1EYZC0)7a93QgiCWTvB;zby_g{vK5+{0M(`Fa<`-=jNQePDla7<}l^@o3TOdE}SW_28QPt$Z!t@dysz zUl{tKbG98{^qoI7wT;_0ZP?Ikg_=Tjw&<=r;_GAO>aGQROo}}e(d0l-rKo)O?px_f zh_`57P&|$x3*{TC$Ina|15+sA%haQg0tED0*P-4zsoKBhvqKe45~Ip%u1pJ*8zLX)Y)Oi0pH6Ov6xWp8oEm!xv ziJPsy!7?vRgByAVYTvn`_@I;0*jShH$oEiRKLi_;PzhJ0i((up(y1c-jG*1&!>u$Y z0l5VEObt~Z34?*UC-aKdY}ioKov~Iwih--I4=23b=xL@h?_&wTv}G|8fiBfw9Mn`) zRLGgYDOEn93Jk$h(neEhp@{sIuW#q0)$*`y&e1CGh89EegMU`N}N?d3hD# zbc^8x%7?wr0_p4h_Uz^5WJY?m*Q6rw_i>UY?BNZ9+S@TeuBwrOL^wo<`hD9WkK;C_1UV$Yz zsp70{WFdOh>Khq_m6dJqf7Q2d-(gZx_L`wruGC$_u2($+etv+l*ZKgg_j4sA;K^R` z65@5j_tB3}7>#=vH!wpA2TW^&ur@qAob0yr&CTr{i%`}hQi+f{*{^NUH#D>*Lz>9Q zY=pv%WF7?j1w?q;gsGV54(jmxLO~r-DiJiv$jHAPXY>Z626XGF!uo~=Y8uHhYO#CK zE{^+aY?SuLC+MBU}mW zV(e&sz7;*WLy}x-!eOnu8b#t9P#B}yfbmhm5=(4Kx4-prDdm5qJlgOeEB{z~2a@RT7+o zsGx~{UG5;v64i8x>0oBo-Kl+Hu3t2$$1{|rt@*2S7<2LRnPCIkx^6_YXtLU5TBe&ieHisONNYiQ^AH{D8u%;P=PtXR$dzB`ZZ3 zT5?>WbPWRb9JKc$%-#f$tEE+2oAPCQ_J_lS6PK6ccgqY#`}Mm zlsDG90bJsD!r2TLP?TbCg$$8rv)L$dE&O+}4o$)~M2@XUu?^kau7iX@b~Z>Sjl7yf zGls%_-2BT}Bf+G*>ZUbJ;UEi!bOe&2Iydz=oI}#G($e>>+Q8n;iL*5#wMJ^ zZHs-tKLUN6+7l-c*ny?7VfPqq>L8>N*(;^`NtVY+OEXW<@)~&nbaf`}}IIg_RM%nm# zb6W_JCaY4$zR+GiZO^kF12rs)w_RPk6?M^Tx1#;Wm(gI?M|SLd=#$nL6{auL?DnATz_(WJfnvxi(X_7EJ8#g(qQ_$OJn+gVEX; z5WN7sYN)pWcoifS1%?putmSoiIfus$b`(ESphsG@e@XO2yIkEbMd!OSuD|UMO-wk@CCCZ9 zs1U<96FyhN1-zA4I+@1aiMlZ>^2XWIWDG`plfN|sw%ceSPhSd{lnt<(DbuDAhXsHZ zEfK=2s7R6-H&_-S*ucn*3K29dW*>Vd*iNn~@m!DOQm`O<`S#n8!uZS9b_sn}mjMup z%E~(cE&ool{Yln)if^^1ol`f2HNsU2-+(jd38($8(K~kJz+bUJZ0JZwDrUO=(v2CD z8arS+_5K0-C_6-Zgntco=GH$~?*4;}1~`>U{azhzBX0r3UW+rbAQU4LsO7C`2JhdW zTzvG(mr8v3Se~Do9f9z$%mdwSNB+>3ukjBya)=x=GFWx|kRcPoTnbm2yP z^warP<#7)~69=L(D7H;fZ4w0qqAn~F20A)N!9kWiBwLH=Tz#*d0zul}O1D&79khs5 zXQD%MB+KTYqoc5uQgTSdg~IA;8?t+$uA1#5EA@?J+uwV|32%Q2!6SU`jx#8%cQLo! zdf0Yy7>=8kgC7bC7uG31ZsZnkwkka+g&XwDjHxN zxEpafi*P>#8em6@?gzF$d-j*S%<2K#onZu$rZ%iJvr2X#<6!WecUc%8P~}kXL^zKS z2D5Tmwp&eHUfL%aCVk-&O@_OW;!X#bu7A24577jOE7wI(GTTwBGc1x4hOh?Nv(138hp-LG6slCZGNQ;Q$KXcbaE$Np7m$>1T^ zNAzZ*k0mikwXykRzsCEQ|N@xP#i@!U%eKlz-l6c6(j%TXL@(w2eQV@>=CN>pQIr*smHOStBgU z3Hqe91QEv8=DASGSb3guq#1H-htn{8__6xu$+;uh7-KN~JrE+U!8rb%S`lP}IY=H( z;Id1Tkwij%WqG+}ZVLYJ{62aI!@>tlDZ4Q<(Rc8Ev__dJ)Qb+mQ2AJ1(BwBGL_6>Y z+zyA~f4%0UsQU}I)EF-@?8el3(YIi;;4CmUA|Ef4m5*}qEKr{R6K;1zmxPh-P`c&B zNouH12_EPOf1U*ZNp3(-vPO%ULolK|>#8jtH*C?4Q?ezr*oe_=h29eykpBM#fxv1p3$ zAl-J`wrx!{g@#8)Ov^>WnBF?Fa>&oWM49YlS80yhR&(2agqf)RR6qLd@wZ2`r6+-4 zpqA8!agh8vbaKZjOqg&lQuq4sb?df#a;1mEJeBcEw-rt4$@9$j7N7Jie)vE#fAA1V zlfI1WU^*QOBH?KmPM$T3U=^NpvBSOoq*uuwi!*QyFp;d~cRTfD+QxTG4!rC*BWi)^ z>eXy}V9@PkR8`mV^h`}7k#P$V!5Spk7pJw#RIbsV7-ed7BQRj<$B(lK)#LVZ{ma)8 z8n`a)#uUIvUA#1xSe>)R(od$*WUC4|Rfu(%!W%>ZO+jBi23dI?Z3v4zCFOqEB`ng( ziPoI{|HpI~R3;XPhXeo5wIfe_kQotT+y2|67(}t(Yr~8aQ7GtyhlPDR?5qsTP5vkF zRsI9q>BMfebbk|jVIC1g)QX@o40zbu1lpU}9@VfZ_Wfo!&5+{*+W+4{TC+zW_$mD@ z@itWtMq^a8T$JnA1pr9c#AIhmxwglLZ1n~>vl>6DS#yAC-@A91L zL1pBifb{G#FbC{9)MH5*UL6GY1DJXW`Pg~1zeqc3Ow+KtXjQSwNH);by|_fmZ6S3T zBo`(Q@4*J*uR{)Lcf5b!zTQ9wq#U=4N-fo0avp)C!yejg;%Ki2Lri7k!+ywX&Euyb zB>nP!?3W8L=7^3P`zpD6cX<6pnE_5Q>;H7?p+h6w8+$NC-YJ!F4~e?M-J3syFGdW= ze#OMZ>f#v%vv7)31`iu%*^;qv#z{83sO4WsCu*1Cq6qc-(HI}d_Ga4INh-QG4&PtPWF=u!E& z3o=1{;LTL^{C}OBMMvktQimWzR8y##nIS+m5cOYNJAz^3u->Xtg$X?JY+pCQoU|vl ze?=_*KSO$o>U_dvpg;h|bjruaheUcYd*H>$A}I)b_I#>>>SS|KoMu1 z&2Wor!x5%NqnRb_5pUmVN35W~aN$DljD+vb;OthtMM&GpW=s>I2ziPTLCA8`CTola zg43nnpiZ3w-c=LABO7q9h_u0*s7*~e@u9h9bs!!_2o!mkAbWZAk+;HTSJ!UL+k0=54b07>aeboN6?7BMEF25-QJS20pU!0T$&$+iKj6MlHy5A8D`H4NXyQHk?g`1e9TV&rs(RqliaF4gNJ~Mh$m^v(j7O zLsj40OlT%DA)>*NqS`(3p9+6P*N*(|Nci8=@m7^_kfp-*%=Eo4m&@&SDSR&cylKY- zVT+7JdBG4(&qGK`2uZ}FM~^1ub)O9PW=1eH>a&DXNwS+e@J?zOAP3wULg~}e)b*57 z3uouJ-7Pm>#8nmjX9WX73L#4|)|-qqYevjwivP8Q7&ZOwSvUHEn=GrT*?#yUPmGXm z_ntd~+fX{soKf_dP|K&*hJgH&s>375699Cez%{H#Hv&2M+{U}?_YOv71cg$-E@rK7 zR_?K}k;lAX(>GLLs8=hI!T>eLl{hri*AveM%&cj`fLy(=XiG!xnf%LQAKKhJY?R1d zuC-Mn#d_|q*+7YiF#=@lAw>mhe6$?1g`*kS_YfpQU8ylkRzcl^brtX)Dq1!TQjj7c z-&9srJ(zuXR1D5wdQ^5}WUi)sE4V{d;8sE<1&5(?(fDq|gJwV-r}m=#uj}H`!QhHm zOU_h9YiM+mi=Vv?@T~JXPijE@^UqJq+%b#-{Mej`Nu%e8bj{8$55{;~&4^t~hOyY| zt-<90f~0dKBlV~eHXmJAf46H9(Mii_i-RXYc3Iu#k^2b)f=~l}&N(2DT+5$}r2!iO z*lUGJ@^j~|0}4)kE2OFJ3{zHYYA2g~vC2|TjX=zLHM<}Qh_lQvZCIrPkANKtc;-c8II!0dSc?mQ1A95+}+B;C0)FSuY-41E71Q=zSTYdi}B<)ZKO`2l{I z{{&$Hq18e$CVqfW;{Q`^V#-AU?w9y*7)6Hdr1l#$Xk3_!!wJ-jfVfgT!wW|66BZh} z82(}X0}s&CgK-MbSqK77NP~Cw*vdl;rT$ZS#0h&%2~Hq41YB_;k5?_qC)fytn>cR55weGcG|RQQARNj zt-cVhhDxkG>nR+c7IrpigH-VMr=N(Po7-wDG5WNn7MGJr4B-1X6d0?dqB#4DezmT zH06OEMSQ;Q#f?}=2+*(?@VOVhnpTXov@}FfFAt|st%Zs%o=Dv?!AXw;9@Bs998+H7 z-M-V%LT0;rbN*(0!!7RVUvG&<58Y5KQ35AO;#LDOBf1%FMqoGQdVY6-JTCLK!p-#; zF{FK`z!V-RHNikmu=QwfPPnZP-#F}csGLnW^572yh5jucT3e@pMLhgS$ejj*E)*qu zM3x45b0-Ongm(J}BWpZb?Nf`8n_4X9(Tq_!-N-V&A2qzS9W{aUsnGDTrVi zeMTB(yok$}A659Go=TY`ro*;64HA|jgmIpYjs|8zT4_W_sk?}JeS=(SKs5*t=UCyxAW#hcTwTS?cx#h++wW;mU2(Lm&B#T zGS@M353za4zJ!Y+uwML8Tt{u4*LV6b(Z7D{ByhI0Y`}V_0X>+?``>yGfCZrS9nK1| z4Za?N4!R3o;?6wbTUAA16=wFHTgMdy<#+-a8jb|jFwv}LOhh&jE*<{u zE9a$j#tmem4-6{f4qvJx{Q+;m!TM*BaXMCYq`q)7K9>F&o{lW@;*ghD!t4r6J5q;W zsvxl?Uo>pTaWClx&>_E|Li1R43kKi5&QUWk1|(n9r^Csf9L{OP^JXiPC?eTzR;6yc zrxOwq5QOHG&ITDz#5G{Aim^+_Hu`Ug8J2&$^oZX~2e)d0so*BzKkJ-jJ$L})Gj=Z32?%F5Xln(%#s?diz} z8@ALXcP%^$ozM5|n7%|93$TBjU0=V0Okv4U1xgydcS>-<1{ibY)&SH^@`GSA4rXBo zhlNPoWP6A$_S0|e?IHX6rq2aCohg8TP4LBsoe$^j(A74dr5z9zoLsuWh{O)>J3I*W zPFBa!y^TT2t9;W+bjJnyUBX0az4g}}pnr+Cx6QkJv)0lnOy0vDm~}V|U!%Y` z^8qfCm}Icgf|Z96@QPE;>kyG+*hZauDJ=_&i;|KOWPFBuDjG2y1bwoik&nuv8o?V1^8-&qh~OBsPPrXESMa`Qmi1ua(>t2E%SSnQ=F zaJtS6jD#@P*FlSqGiJv zj(UMn<^>m?E$`h>pzo|UBO?vhkLwqe$(Z`3Iv>2D2dfpL6p%at7eVY4WMo^9 z&j!O|MbMn6y1Kev8AGt;Ic8zO1he+1feX>vdL*>XNGlz_pk$X>H5<1F)m=*~ii&Y) z`PaEPb&GO_=Mtpq%TQJ4k%0-twXdsJa;%Gvf*15HSop-s7sC z)NxYrf74(g6s4~_K~mHB2H=&~%f~LjzxZ@U<5Y1xZR&tBk^|m z_gLL==<-PpeMtEV0ReI$MC&1NNPhlyR=))#xq#3Oyl_6S0#BeD05@S$2#a#~ zWa)t(AG$J##NacN`#>xLcottsygSjQ7Ayt1gK+T1#zyy+xeaMED6DECXGDMw)T0fN zpA(GGgi1IiNSIt=rBeEb>w&Sgm5CX`bgphE@e!9wn zWf+(L4$V>!3k#K+!myeyTC|ULg)k#aJQCGmon{zxj#&v^bOuX^@nSIo^z5_0D4l%v zlHRcL-WLoj90kUh=F%{Bd1~ds!W`mR-y8%rJvG{p(hce=J$PM>F&2OvDEEDK@gS%J-1Gc3KxVW4+UH@8mfS@$MBX-$kEKsN>kcF-^0-vw>0rpRlAQbbvMTs&( zqS1Eiw#MDPWt)2wr8~Ct~3Qsu=s3fbDfwGSm z3^tNAejq-z^c(8^3%`7{QPM%{i1}DANrXvot7Zyu#n768Bx3|a!dx#LWuN?Uc^EmR zTSsn=i|ebT6Q?%K{Y12}2@v_BcL=%XUF7FIlKazah$N(40&855&*H`^9Hc25( z87EZAtl$)C6S6OoeuGX|PpKCqR>$~u-N@IoT~!0ieqaQ9S>|(}j*a;dS`9|5=HtB+Se-`C34k2(W57tM+0h)y68If1|MpvVY~^SgV4Q&6SQct2q}x2| zmJIV06LmP!qjL`kAdtF8&*b~D+;y*c&CaqKiC74FQw7$dkI4FL3nV$xvY^RXc|aEC z9Q0rVrSj>!Mfl-budtPvUD$Rb`P$mr=~Gzh`9T@>5>bWwlow zB~q~}vqGD@cjx=p;D+UT;#ZvWTK*mp2v^{)Kk@vKu=LH5xS?vKxqc3;>!p`E~`*)W4FK*%RUaOw;mMTt^Ux&H1kp4T-|3u12no z@Lp3Rr5T|^SkYCWG~-Z9jbZ3943%0{h>!UieSPZDOsxPhC)BFKJ3b^)QSF^5op`!~ z6@zHS>_UGr>JQh{1XYhT2TUp$nPpSJgfKciV74x3I<#ZPp>%@h_M|nC?34k6BLF#x zECH;nMlf>|KE`!?2y(h<$m!rZB|EYFt{R@Kf5)bJ8+9DwvjFj%<*Fk}sNb$OZ|H)4 zbtG>eOk(3u>r2!5>(*(uruY;fRY8yMCdv4RezYp>A9qgE3Od)1xW_8m0tHq?+<7(nwQzAR=vB9-B|Q*~mlc2A4&3jJ*{IQ)8sOk@FykWg7~CIY$j9kn_anOcYnyMv+izR zqWcDVHXC8s#pid7i1c!&3HOykux8=u_$j7OWp=_~`xiiHq~3@}X_kD&p%3RFAGrAU zB(y?>{**hxVdamEsSn7_hOk0OEnqG0Oj@8QxCZZ z$#EQ6`0MMxxo|)#6O}Jy43@j^%$bv!vD>8!u%U7AKikvqP3=nmMuPXGJk-fLZ-sH( z<041g%=0xYuA_4m8$E1j9zC-xUDlCZR46)6xFgC9nF@y_SzZ49KwUL34^eN=CZkO{ zia7tp#*e?_KD@4XK-FW#n=4&H4Dr&1pdGRcbJ7_j+jcfVbV6eV@%}%fg0$j~_YowrM*Pq2AEB(l7m=VMs2#@znJ_-?(I>bwq>WCZD$&dP)GM{*+oTYW0`10e zvlEY8a=I*JXjnq&E1kdMjUtLfoaO$R;z#Mw``^;2}-+xSv*EpO)yH4V&Jbw zsk`VOzP`e6;~xrSnNq1_Ni3^*Cw!MOUomKmCPzxVOpkkc0i4+9oT#j}s~c1LYbQX5 z6NwcNgyXr?1bfX9QTVK7zq5j}$b9E#pMNlTh~LTn+=lOI@S@`$r(zMa^{L;n#BlHM zKN7H$NTDq<{+iXhbwH3Wv2+#P&5sdD{G#Rs?v;q}sM{#wvM>QZbl@?dsi|}c!TWD; zK}Lh`C%0bY7~-(tlQo;)(yJPS!~z)lg*}Qo6ouCNv9g!4iy7l!S%ieYMJy_G*goP# z@+&Lwz(hygCKf`4=wxTn_AV>U*Xxg)nX)&8DGekYWlf>BNxUj(Z@~FrWrY8H)rN|& zV>)YTH`jt;SVo&pyrf?l>p5M#ZkNxWtVu6&V_?~0d)i04I4MV=yqx7`GUpWCXlEQ)%X>aoQLC#;0hLGtY98N9+Bcf6O=3@^z{I!D=ZUy5Y9k^-ht)!VIH*&8! zcb+9NM#4UE9+*zCx0;)7)@9Yg@jDz1GnPWENR1dMk^%J)o$iVUgT;2Z}e9!?eyM4!ZMI0%Cd z&}WEqfToj|&!5*K^Fg$CMImWCgeQoP3zH`!wWUImBNdXw8-c?Ts=AewWY)c8MNz+S zs4*hBt_W?{z3BU_fkZXXR|Lc7LKf*Pl|6y8p)F)d^FCfBK3^oLO*{$;gs>GT79hGP zGVlg7NFN!QiPIA?Mc?Z5j~;9p4r*FfhZU&F%6bKFsK}+E@#$L4Uj!6vXGJ7iwg@sH z0pCE|w`e1iGKl{>T8Z z3n|ILbhL(9FYIZbp^qbJ2??UY^9QKC8k;LQLcpdfK8VV#f}db*7WX9ZbgzDw&E~qU zs(yOsY74ek5ceV;ePwH?)?U2b#3^}W}G^&m|qU~%A zk|^>;0-IMY(I%GdAj6_o$TlnIPK(4US2`W!sw8yoq@J&2%>h{_I_+Fdm)VY#iLE}e zHx7LWZmV{#_)&sL3Fc`$dKlKo)ouf|7}fUEfq^B9hh13SHE!p&(JqH_KH2zmF)wKU zYF;pAZAX-fTVN=1((SJ&}6`>4#SCY1O4>G_bKoO|nDUKy5sLWKe^70;};k zYDvUx_qy^Q%wDZ5(UPIF6A&pmnV?ZSB=5ye!l(orjC{Jk|3FW=qmMi2dZz38<`7Z$ zk5jhx;F@ke50o$B3b6@j`bdmBeu;?A0WYYbEXEKVFy<3KgMI~pWo-*}8G@6C8tN@r zhnvvwS`OXOejP?1%W`cF95C^LQ^hhKR%2QmtErs|`g?`pX4Cpe_YV3eNmCW}L$RYN zTxyKr%)JauLh1rW3vzD*ad}cT=s#RU>7$-XE6ldE zDb9-U3HNYU`TmlVuIF)2K}P0L(!xcH^51vtQk7`37m3W!9OZulWCYmWzun?oe*FPl9Hv}3EGg7s{HuSYvp!d%G5o5*hwq#q)rO+npl~dcFC+=TiKXQaWorqb2F%KRxG-s~bnt-E{2%-3d%L zv|s2X7T|5DiCc~Mw74G=cmOPfoC|v!YZ5wLJNEXqt_qc$)j;GM)_xjl7DUIo-^5Bd zi9jA;N73jBR-!AQ|L0bg&e~AP^OZq53t_eE=*36_#_l<__~>P`-JhQQwVsc^5T^@- z(xB2ff&glbg~i^(8Y_A;i5m4|On+W^y*tAlKCbQV@sS^~k_};}ju?IU`pI7-@(@Ji zwRj^AYuh5PZcO$8SzWs60?zgYY$XhU&h**~-53R!cqC4oFMbV~k0*!yvoT&Bf1p@1 z317z&&jbPZsNjvs{RDu23mGUm!@WF#^^1iehhIx9VdwVuyy|?v3cER>U3d$=NM6D?G9md=$pwy7P`+l zw$H3+JXrq;85jIUyFb79Bt)|G5wLKN1$sz6hEQh|bxJ>|%z{f!_-7Tk=RDLhHyY{v0KR5#!BDE0fWI3lqo z3BF)68|Tqtzr^SFUdl}=i+7(w72qb#HgR>5fX}D71!W1wyNBRbohe-5*9voBYXq*; zxSLW5YF`7G5%C%-V9ri%3gu;2US7Vi>?aKj2egt6$O*~!p4!JFvC-o}?9WWVAX-@H zyrq2<&JB*aB|H84mtKsbf8p_;!M)Ge0$&0O*OV;;3>9Fg9k{tijmi?Aia{ga_jj)L zU)GZ8iB=K|&G*i*UM@8*RiLvgh*6!;p+LJ3cGmI5%d!{E#*X~5%ofLYJ>(zk?5(Ap zSpMU7Ab;?(&w)-pst{!eDnBfz@oH}OzdeuZ;{IgKEC?%;A zm8Q#er)z0D&R_5`F80*czLif4z65teZ{4#!8b+tRdYGSZwN0o0%}W#4W$dr@F;8kQ z%j>_TdVBQ2xvfmWXfz0|7_O6M+f*z(?8R@dJY5@Rc6Paf=SqG3dzIHe1e$Feb*XlY z*17$+4CVi9g~;0k9f02c+yZ}(2srv6GMHHiF?b_&$ZiW1=XXAKUWX6cwDw-IcxJ>3 z!=Xc8SM@1a`VkHkKO`r;Qx!~N!5*=a{vlqSFJ$DiOWA;w8$MhV&I33y+_>H zImlu6Yn9%WD!wVpW41YdagA^Ga@2me)352{leBaE{)DN+VQ0T&gR%DKgV`;CxmM%O z&)LOiTJnawrOT_|kGqc>Pl98i5c*nhoQ|HZJg$&p`RsVb z1^M)O>SqtcEBCIk4y=d|SwE6gbK{E}m&ndIk*Cq4##*W%b4=_-H*4*Nr)MgD;rpS> z^C;^j^vik4^aUpD-@2vmdaaV7#hz%O-If6b&op8~W(UmXQ?pNm#*fi68=1_^LXjzs z`8y90jocze9`#`JiScVKEPmNDa=GXXxD@e+p3OQFSohjSvVQdF1szw3f1;B=vTd5c zzo5iknd4LTi{N7RCL7G{d~=s8QR2HL{CO!>2`~W4iaKl&31R}03nLcoA%_L*JNjU2 zUz6iMPv(GnD6Ts?k#Zunt%6Q2#>J94&Z3h(~ zP-!DGV;B;W`{=WfxTUD^4xhT#Az$$!zASsYy4=*6$CLNBioTTS>9Akr>h{+v*#}&d zJHHnm3cmU=+=n@xPe}Ao?)eoyOGUrrXNz!YU5=;5@KEXUJN-DLW8>&}y>$3ry@ZKC zDBAlw-a|$*vzLP6Ox2`%(CN6(rWg7am28`T5&6{+HHi6OgQ|1wWE) z*p~=}-cb}nM^PJON&fw-Z=W6CHQ7J+3=}+z0dXu>M{U@D-ltix1CYr>XbmkIZhpduEvV)>^n9(-a3U{lp7{)P zxz^Y;(-FTcFmIUp&C9PLN7WefZ_`yD#Rs_L!ZEk%_%0C48;}DvQ4Ps#UA@R=!dK?9VU~tw2L%}QF6wNM` zTSF6p2> zqkRsDE?XKw$dG~aGB)fa3>CX(v6hJPX>!y6aO-D&d&ZV6CU8Dq3y~4BvsTMCi~!(U zTc3;qbX8SVHL1OA`=Vy+6gBnWS9Fx4>ZHmf`-za&@`&dFbS(~E7 z1X(8aWI+Gdi)4}wo3Mlr0kr}tJEKbEw+46y)SVf9c#v&oN9XH5TbB+B%9K7`MYXiKzPA* ziWx|rNDX?im#QU=@yW?{d99wW4732K>eX9l!Qh{Bd(WPBc-G}YAv0#JpY4`q>hQp^fSJ%Do8k(DP@f_ti)LDxtG>D>%dz6OIZNWFCMnCp#W8*5~%YiB)mwqutN$FWq z6y#C7*I%s>%FM8wIWqBtkVGP4j4FpoOB}I8d*8jF*(Q?PaYp9J7_X?Y2 zWGa-i7h#VeH*MNV7>HAa68v<#Cq@YDuqmntUwFw~U80_Q;N7OITXQiN=?~-1;oI8S zv9GqN}$A${BK zjhdg~95{1Md!z0v;A0OVv^@rXeQsS-lZv@p`LKJ6{a%4s@Q}Z!-4;IgDKauLim)TI z{`7kCTqWY`yh7wV;QGV(%%b>YGNx6+GU;#krD@$4OWK;rf$1td_&47D{insy8y$rw z-m^fTvQ<_I6JGoonoy3K!%-{`_f_F`cM`H4qN7_Qf7=cLflz7JWRn-PrIwt5noWhQ zoPt9_Mqz<}2*B$oWJ<4~54EYEU3~igq3uoJa?acK|I3)+p0UlsAXz7jErT{om@$@1 zvP4BnW{@_?k|j&cm|^BNSuWHlODJhaBBf*yNs2a6%2v8UmO^Ryzt5`}^SfuB-}8EY z&;NSex1r@)zTeO1{G8`;9>;MS-*{$ux@yM}`2Pp|{S&Vztcm*sDeqF4{$KX)?fATO zUB9=-$p1JE2|7hTwCPIX>2H9j9avLIGT`}P-pP#EG8vA{c)zen4^*@5MILmOPW#=E z(1?LBrhb$A5nBgKE(xm;FPHq-_E=NEqc%p_XBSh``P>jPGn1^g3MWU$--OQmuV&2# zk+1&-x3?Xicv;A;mA~iKUksrLR)|&S97w-O=ur**o%XXx z5FI=+y|1+JGLOs|ORLf_Cbbhg=8^l_Nq6cA#d?*mFk}+5u4TfJ`+dWyqE4b#jOqW( zSJPB1Ot|Ru_y>m7j-YvKud3J6lpgIqeE2Q*%SY#>h0d|lG0EL%?N9Lp2N;|6aR-;n3-qJ{6x<#e>e!}lx?K@M$S@)IB490M6cR$g7 z{dd(*&bCT|Caan04Hwlw)CG{+a(9(Mh0>z{bb;{Fj*@x+0~73tUU`cybTlXqdz~f* zho7`=J(sV6>32~525UZd*K;~SgCq@I6OX~_7u*OLgf1i1hhYhtM28@!P(J}Lg!MXe zV3PVg3dJD?*6V}uE)dc z1LmO0NHVvynTK1+nRc8^M=(?Q;)^ft9$j{s!Eg+P*J%%*$$-B|^gwZ#SG0?Hbn7D{ zBah%Tc=jvDy8Qmk%Zpw6bnvS32j9_oZHK5UiN)%CB?>R`19(G>adUH9w*ZLGcaz*8 zjqrc)R>s@A$r3i|`AlnNc*~V7T-Q)&rt5fpkhmWzJ=ZJd<*ij-EIKVJfC`sE&CmYg z<)x40)(cyKcD8FOc03KWt-167qmV@$nj8{yXuq!KP#@q?yZSDE$YbC}J;h*C2E5Z$ z92jx3NNdj1JLi)it!bWk{dXM{TyMF#m;DUW4kppHn{lFsr7(v6#c%K}v{1$lL~4J! zJ*(7b0KMiWkx!993_$gI(|)G-SxE6E#YubHwUvQSsXsdqQ$hzWM^nlIbYfQv#MsZg?+xh}hEX`V1`1f{hk4ToZVhc5#*jUzU36Gko=kK0kf< zS=c0FyvE34!Uvp_5mux_bN6B*TTsv{ouBZsC8?L+7g9h))3o*Dugw@@`iLwO( zaL#-GTQ>lkpa18|CMei-|;H+mDsCO0!DpTNxCMD+K?I8&>^ zRATRY&vZUsusEe34k24okCWoh$oWDB46=c<7l=9T-r;MUHwE9cg`JOR%pS$GLC%xR zsgrV#-6d^iuu$)1Ja_?{z z67RD@^aV4f5io|&&Z5CAPQFywX|;w3ca^hFMm2;F8B5{`OZOPQYbh@{{!COPuLU7# zTLSRr5i=|73a*hC0xt(5G|$c4%535h)wf&u#Glap%|?ypD@WM;>Kp1;m6bDc;!mB@ zQIbP8Mers6GgE%DF#Rw^#A8fJcZ{a?Z(z67Ww9=j2PStr%DBZ(2i2ii&b80Wu=~ zg_U0*RD6}=-qshdTyc4#O|BLa5#drE1r@4-?fNC8T$!{aCE(Nxn8;+}5}BfA_soee zjw2S}rfOTltcDn8LYjErbJ;E?o?y%I|Amxk2z=xJ} zP{GKh&WC*8Ujyrak0p~}IluMaakv^iXa+3J)fXCcm%#uzC z^Y=13*FI?)&si(Jp9|MM?;xp=&*|!UQ8z*cV4!^sdw>d9_NAmp*FYGyZ`~?}SQAxx zye@iBCzkpRl6jeT7|*FBil%8dH`PlbGq?ni=mgzI1mRL4sfkS4VSkOAdT_$Y?`=4( zra=Y<244H>cGJ=qLg>Oc%>B-}^$_FN|uY`cZ?P!mu)5KuLi*Yt4YONplK6zT7y z8(1HZ;>~-r+PssSxs^QTc|z53boW}U83PtY3pr1E_r5f4;zR@3TaLy>ywyQM*Oe4P zibT}9b47?er@5BiMJdbFwS&Czl6e1v4{R)6^3zV^2GR_QPI(~%>63)>^92|^ZrJfx zImYg89ouODWviC+21!sb=}5wi`!|aBb~F`|pfvo3jnd{MF;~CP*E%LW2FEseS96eP zC)v_GEgcNb)m)iWP*=OW^mymBug+|l>&yhNGo>@IYF$*~aojS(+F?NuCNY;{K+n8n zb;Z^}$I(Xz@f!oF4v<@EP)$CM99Hmy2FbU`TSuwj8ItpVH*TOsV&-AV%c*lRs-rL$F(9R=4`iZE-K!sv(a3 z`;>*`myPp&@cFK~?!(_3DGo<*hS=k}EM6rCOr(WuEE!Ebby^efJeSCP4$pi-mk`>j zGWOO6aCwHtN^{W~4^P^m^(LCc$tFf^g?af9mt0f)YBLT^IZ)1<{l_2v&tWC+@NYHM z#or7dc|)_+d|&?fhmz#&_xa0zF~sBTkNy8#A<64l+1I<1nW41mX!Dll@i8Ky6^9_* z0c@8ZJzuYJ7Jx)t`DIp~J7EHRr{sZ(TV$Iiayw9PbteTI$p}+MD%5?|gWr z?VQT6DvO>@!-@;n`j8>ypw0*v zC{!fNfFB{Dp)=jCV0O-nl<<7p7~t8xM37JngA3Fe^QNskU*_K;vmCQ|Fw9zJ7G{NM z)qx-avP}_pCXbpN4^f#8S#;+o2vKfDm)ox)50xufPR?S@POHiY{uS3iGxmEu7@P;zS7CO}`&kZZGQf}S1pbGZh9l1cftA(JDu zFyx|4*Lhq_nK2Dfnj8h(6oE`FZQOPU8BN^93YG^tQ+|ma8{wO9Ey-t80R=UWm&@Ef z-Jv;>C($TTssKW^@7%dEcK}y{$|?i6q`Q)!d=;flS6kbH&uxctIin8O-$^xTU=Y%> zATq&Z0DXv5Q|Hc|yUr~PULHX|vclNxY~_TIj%^;x*axWB6@!8%?A-6SFkuEAVHw8( zekY$!2G~(=sB~&-$~hV?@v~Ut=Q9~4&f=1(BM+ZHymEz@L9I^nV$7r-*CMr2dWcX-uag1IE^pcYyz;9Ul+^@i% zaU?=KsHpCj{1Z@U_U{Acgzdg9>P@kk-#3W3<7#48u)G6GMRG1to`;2n^;!GEw)Rc^vfTR_2uJU=a3H6#`Eppxp9E})JCUR5jm@fE8(P`K%9Dfk+rTfm#T$4~&yGqb|vqz2p z!Wur_7Tth_arUvfc#EwV*fK8(G~doVSO?TUmCyV_kKu=hz85m*U^A!hl~cR?MM z?vev8QrP$5?$ezxZsJ9PsnoNlm_`KP2_j8TLF}T|{29+WtS%#DiP+F)Nvi%wNP;-o z#F!|5+06y+7!!sc*ulq-QBepulCY@)ns!=|ShSbP4LLvw^Dh-=nr`SVGrLUJid!4# zML10E@gcj1KipwCYwHQa5gYmawCwG#UE2CFH&n*~vx97Bx8M`E+)eoKuuHN?J0o9J z%5+OQN?&S_dE}Wl@7-8PPsDHazZ5NQ*HtV0f0epYsLHAU;awAr4PH|whww|&`&dR~ zvWzh`#mBHWkiS}-9X+Zqc!*gl8Dqts(`;x8ploplnKYti8jVvd521wwx9mJT3>jz1 z^3$((6uyZ3QIpU00Rk*HI zIS{c4hb=K{D!m+;Xkc8CIkoD1|Fu`|iE7MfBXvv&9FAMJZpD&dch9mz@Y`SHYowmR&b}4!au z4&>hrqqRZ0ES1FW*ZX*gDI*t9oPx1q>%kJte%;u~)YR+N%Hod7YXn5!@-Lis$F6Qm z>yO&m_Qg_X_y$;nj!NKq>h|p4KW&JOMZR9JTc;I;jY>!DY1*n&CUsWCiU@!y98U|X zZhX~T{5z=LNGUUDE}}T;!ci1cA$i6f8O(!nKvtosxvL*WE#)#Sx$uO#_4ES=Rsq1TinW8@$j=jUT<2~F1@ zhL&BpzR|cmeUx;~bVPyf^C;5qQYj?oxH~KHbnu@ch~kzuIH0b4syg@x|Av zgeLAX`fkbUsaf~qII$}KJ$3Y!GJZ5PxI;}i!HI6|(cI;1rAq|`1w}D^W*qtc=O!(+ z?QLXY;jB{`=;e6S%;?9Rd&PsN5MixNtZr%QgjcDV;hJ+& zO{CoV45vh;J2sq4Up$<#tq<_Gt0^I2L}l`%OsW!P+k>Oyr{%u@k1GY?a)@$_Oj$0| zP&Ae4OWE_GSaHl8#B8$tGDGCW2CUR*Szr!(@buF0;YEjngRk-l!$mnnkNxUh0EDno z1XB!~QEnW8_B}CQzanAg?%0+Ki9iVzCoW^oJfW_-cmzHc`2ic0{cCq|-wjU8RoD+C zg&#S{TKk%Ad~Q!==QZV9A1Aza5xG9x7Or#j%0DU)V5tJ!Jw7&7D!1y8f{qfu2nI1z zwuF}@yuLC~JVpwuAMQLI(Ck10Ln>zqh?Q#zjgAjxt6G|7{PGY7TWUzWZh@H9NS{Xz zns|idIMJ<$x*|_7VR+@e&shKCV^_y!4spA=8O@3;_@}FzecpG=ckK*PC`Dv8wegGV zbBLIdc*5Dc`CwE)-HU~Fnq{oo&WtY^R6>?;(g!wb;U`*gWy^w*24iA5QGQGCADecc ztdQwg5a7zS+ZNc;rd;TftVo|rg6nA)^J+up#-QU^k4hFAL5F!J7iP+VNmHtUOMMos z;(V(hK}6|hLNbS&S5AO(n;0v}ye{7C;akoCkWX53+f_@kik+Dwbz)Q*7t#z0P(aZn zpWaIGqmnsHm#6^9c*PzZCQc-CMg?Z7%8Fb&Z}&CH{mnCL9^|4VBjDz&x{OXMoa)i< zuAiXkKtTR`Ru;7vqPi*ocS&oGsHF$WXh7_CbI%g1W--Abz4x`@8hge$JxG{23WUv{ zE231@KJz*KfRI!LurdOHs;+s+qZNptdMc|Qf0!5{+^WmMe6H>cZ- zo#P!1=Eg={&Kx=V(pKL^1J5sBx;SxQ&*#SnJpbzaTvG?H+e-_2SefN_yxe8#)75?} z_79jeuVhk`(qMZNol7h0Y70}c!~L}l9;V)6D(sO?;n5LJ;T0#HcU6>F{g5F3^C5?&S1&ibCGi8jFLwY<>!*`~f)pUQA*T8z%Q~eALPox;& zMUm2~+3?y|cgLjGN=rAT=?$`#(vS-7M!4J?{uQbtBlxs%6~geagSOn0K_TGb|C4P z&E!(wEkDMhe3?_?J6V*0a`to6U31QA~W2JtX~&{j;XB$QTGRZ&e$ z@L-x*_z;HTD73R=<7BTo9u3xG<-Kp=zm_jwE@-hv(T~-OZG|rf?!@;`W%Wd zrU%|CG~yoZGF?#PVmZ)0y^HJx$Of7UPpM)WjYD*6b=I{0i~1*DgD8AF$Q*EE%ZxQE(Tfiqw2~G!vGSN>lBk5~`o2xEp7%+eWQ#ew7RZXAF0xS=M4(6807j z1m2MwuUS{-2ne{+-Fik}uoP#5nchCUQP;Uy zDSOxd{BsH0GG3hxMjTqIrM~lnvs=f^Y&zN4`JEZ~y9-H;SlEHv9{8T?=_q2T@^O{$RF31S0pxWm09Aeb|)p56I`o256hkhIEraJ&{nQk zky%>B$ti2i`^*Y4?Zz49mj84Dy{&;g`) zrPoYdMr<9C^(c<)`E->cL9qsk_)Pa;S;gwQla1-#9OguN~n1;6W_5jA*T>m zTaj-L$C|Ov+AYR_PMi@ttWx0Ei#K?*OMX@FZ~}^}^``9}=FeZg%pv=XUVMN2{o-O1 zmCMQdpG!UDws3k2HcaI8Tfl9yS4BOWi3O&@7a7#*eW3G7l_o>Tk9XOa784g&Dn5x~ z=Ok!7ygc%kqajms@}AJ(n?h;UAzPuenfKAf$;iDF%5T4(7PrjY&h8+2@gZ_njp7)J z8I8!C!c~%JYRxQ<)Au14H)Uf>zR4#VB;)vS4gDs(qNb)s+)Ul5yxSjmKizCVmzE0M zJC7enaKMP2IW1q_!8NL&z)!vygO_exb}2qzSl{mL)!=bRTbrVg%nwYr60WizMlDWK9TS4_-B#6P=Cfy zwjUef@*Dd^gFuo?vnB@!y_I7LYxXI$!$sjs<9w#~2Ck^h z_iO7RT_So=S&QWu^h=qmRZ7#~DhBgYPy0KiN6nukXB01E!HG}F^#!DSDbT$V3^}+D zIM|<_xkRkYU{ugaB)zK|Cxbgk?PQWq3aA|Zm9h`TFR_MNxp-(V&ml_&S*C3OaCzr3 zvYEw+m8pEjcOI^;&HoQ3yU_;Z3Q%{(RmN zU}&lQ`#>CqFp)*JBx!Cb*`O+bewP^s$wJqfU20wIwMDr;QWl-Vu znIf}Fzu{UO8e|xi>wJ8%zK2O6 zSygBinC-xw6I43elIQBTi-lh)-hQuaVZjPkRnXzXlff0ewcocKo6y8)@M2d*%Y%XU zo#<<2@!HcSPxfckPexx10OGW5I6{=2z6|QPAA`9CBmu|O2}$%J6q#R}q~vHfs-f@X zGxGG0XYH?OUjNXZ&yBit@qGVd)rJc{*LW&wTYXA3Hr?0%F}I=T*p@95zmDF%T6pV1 z7uV_4yZ3mpIEDyW4r^l;CTlWT*SEVaBU75J`&u>kt9HjwvW31TCRkl^yh|6obLYJ& zR}6>P-W6%3dSBo@r%j%<`U+1If7>&+^~NS-A8U4$t0RxYaggO1r349bJoF$reghv8 z!iTJU7Vz7c13D}NHM2~R*hgh1gRR0Dq@n3&ysZA${fGbl#u(GJ8-X_yq(qj9tS_-S z$AwpB49lQi7@l&K;FwC=1&4-<_Ie@kXjQQ4?Zv>5qt*&Fz=R&#gpGgh+&QiJo)iu8 z(Ejl4-tVa*YamhV1;j&dQ@Tm4jUZAkOO?p{FXiXkV7V&`5e<=?ASo3L7LuA1T|ae@ z;KC@_DYw&RnKoPn^>2+9jkHXEb&s1sk=s6`Q0Q zj&gBvdC~HN=tW1Czo)n`$H32=NP*kjstxbO=scsRpZ;ZepBSBn&^NoMUDS*o+mx_7 z`6X8eK1RK1MwiY^pZc6{@*R@Py-2vfD|1!&j1jvU&#KuYwI{c=iz9`9=Xsadqgi?D``gPgwjy}>I8A@jbnX5&BV*s|~% z8Ho5C*U-Wj7i)%(#*g~rymjGjMdDL&{bI`qyO2ZqAwT|16N%PcjVx5xFRLk%gg^Ot6z@*gjAhvLu1?FZiw z@hN*ha%zpqO*J{K_&THU&jIDUe(X$k1_klGqN0PsfKpcjAnAX9?q4MG4)5ZQzG05`j-5Mm{Z|>+RX^u!m`XaY+vhcDskC@xv@EBi7<`DiCWw~)@edCN zeg0~qBHifTwA6L0y;eW^-YYpra0j8}(CLhaxROaB*n+`LoQjsG9*~FPnU32ZK;>=6wL90d5_&e1#@Q68A~^PfVRZbS1|oFB^JQ zZ-z+;vj!6S{nFB#OB>~!1)=G#6h2ko;*7%yU(IUWplc=DimXHdMr(OuM;)+BGsSNM6^J*>Bbdl zE{7t0I=PPe4`=TX57WoRJx`v@HS8qICwJ?*pNYdd%eJ4KB1GVO3=I6>$YMSFT(&&t;S%;@&LMPNjKg>p64g$ng*3 z24~MpMQM5Qt4`cnRc0*WVyS6#l+<=|+l8RxM55xBkTZ3Xap2mTDm;n48BtdqWu7bO zD~b**sBAR&g#({O`lg@oZ_Mr6sx+DLte`<9O-< z0*!uAzrNq3iJGkUNZ;VWsBxu(sgki|DMzh*lBTv5dZi8t-yDl#UOy7n_v52gSx;?D zZEjfki7bN@UW!)yZS_;=t@%oTQ-$8Q6&I3@FSt2gCCRzO3K~yhL`@{x2lKN9 zooJBi1m~R*vRl~+SDEwJB`UYC#z_h#rbG@V`b94+m?bDnj|so~;|?pcbk&_szs@g{ z>%`2tQf_*t^ryaL_6s=M{xM!!fkG;y?2Zt17*44ZRg$B*pNOtH5Y}&g_t1qi`&%G} z5%>F69ORTwpy^(!k0a~E+1N6q^15)2n?HkTOGd0 zTHkhCh~4|cu#BhbD(Bo(3m8}CQMW2|h+A?gm(ern`-b4Z>ENM5F9x=1m7H_J#VtQS z&>~#R;$_~+knZnm1#@P}=AiLhA-;-qk^tUz04Q{o0TNk_85r+IT;E0hB*nK^$D!FF z54~r)OrepGb@Fs=MWn!dU={FpkRV*kyFRfZ=9by0_*86gy7~FI* zBg!Fe14u;c&p%(5Td7_`0THVIV`==@&h``$B!Qi%&Te8W(Awfq7kIf``qN9Cc7%M z4+(k_>9BG0iHHuLnyt$J?rd1;tmQV3+?qB&9MPe@!?uIX+YkI!k^qFI(j0F{^6RtPWl4gQCR(ta}8Jrj;Wz7O`d$r#rJ*drwKmV&B}Zp#nCwg9p#j_Y>F( z36q4s$B)~t-MbtXC_B)Jaex9^_DgY8nh#oG9l}X!abZMF`8MH%z)zP+t6>Ay;~pM* z7c_lFN6Y?OE7-Pr_Ps(JvlgIJNEb+$Xq5HpyCeIwu4Qi&QlTm!E7Z~nNXeZmB~5K9 zC;KM(9&^kZ55(rPyT7jP@$I(B_q>{Wuxe89hksxGe-bDXUj}nOB zL!|e_vFx~7A&ub|Ek9)$3pc4+fM&%(lEly_CCW;9D&_i4lX)t*>ExO6@Ga=Lli%p7%H~FlQmWRjdoQmh6tMbRZqF*Qc zC6DU6oxPVpu#%iH0~5a!mVO2cq*jPJGckINBAmWRD+%e+HWO|x%(5Dvz=s^^!AI5< zfQPmz%e{X5alvU@_$uDh^yge43`axz7bH}Mc$nu?JPHI$zvwDmpRm_ur)}wA<6M7A zU6Y3n!if$L)P!TcSLeZ5^L}PAmK!L+|@I z@KuHLFWPzY5VKkvWLyAJU7M9_sG9&cX_jPV7yzu8Q7Lht?Dy)rf(;L1*WL?HrO0*T zsBz+^dEY;%Q?kB;i)fCy`wIs{%sl`QYV&lhmqTdsTs-slWc{WS8UMmp+y$jaD>EL< zYsk6#z)=#O9o^taa&wZ8TSr5P4h1qh-14^>A-?Sc_V540G50WzD?*W@vx$c%-t^L& zWYti$jhLyfcyM(TorYNFI1v$3P!pcUf7WBd79A-IG|PoUH(OmPrvb@Bq)~@v+S+CB zD-QR07Tx=vlYX(2S!zlm1bYX_z;ZlMwU_R|1xPW@JSru3?)t%1ZLB{Xbgq%x?b1GL zp8ODhK(3p0)4?$*?HK(lK(^$-xK08*-8lT+It>437O$!n+8h-@7Clm#3k=&(oJnXn znaDUNAfI5%38-LI0dmaAR%9tKvUGms6RXYw;KP_dl$kkAu9+%;q)b5ZD)?lfECy>D zFjK*%Irw|Xlu^@b*^+gsDn7Mg2vQZx8eA$6Nb^yCoF(v$RILJw0G21u{%ZR7SFT(+ z9y=eiU^gU;PVhf0e>(}O%l*ljrs8od%yMau5`f+Aocpk!O>CywLVh|HK6$wq@K9c< z0*FWsgax1cDEFc*8&hNui1ah%EP>6O$yES(e;|niC+meK{VP6bnh4tS@ZVHK;Z~-V zzB)B{yh%4vXlhcTQNauMiuCz_Y)J_+RwrC+iY4wR9(-Wws(b@}E{kG#4;7pJ{YyK< zJ)eGvICwLdBD1m+P}dDIcqzvy_@*yB^>jV=Bvd$#7mOw%sx4K8TPPBqEKf7o;@t^nD=5$`8U70%$`kPLQJoz}V zxKU<{lVfY1&bKhU=QQ$p@WSEJw_J|#Eh=XORZmAWOwGUVO z4tnXj@LJq~+?bOmZ5G9?P^(R($H2Ry*J8WvoZY~kA}kO)6nK*|#R%XZOWUL#D{t-K zcS^*@{iWOB3!6&18XD%`E9ybxlpH)d$z7Dv6!<+r2FQD-G6?2KZ$rOSNk%w?GDFP! zv>=U=;@5n)bU+xcC|pHcge8@i=5&_ShmT`Rb!lQ_YHJO9y*r)f=<$9hbC71-$duNKdcUS z0k=u4y_f@0I7f3)bicNZGWmYwu5A~SlaDylNEYBQ>txU#_e;8q-4lex6Vk&{M}ridR3wX{K7*C$JyQ=nD-TIPlnln+AwzlFepKpMFRn$8WzCHxL;b zAVa97x()VirSJp{Z7u6pJaPZ^uPs;YGnp;m(u?dzENx}Wk)X;LE$me-UK)Xu%G8|V zVi^S~6(wONHGex5T=p^X*+^Kk3b@dOx$q`lZd@jR7fo{)|3}(jkpzNpa;JQCU7tqt zJr*l1ZW0t182F_YQM3AOKxyJaT{O5$m&9SS6BSEfw`E1??6eHGGI#2Wpka_L z+=C(($t;T(WQx;Yz~)@_oMun5DQdD#315zsj`VchAEAdtxH_k{2BSyDR}c6k&pjIQ8G{o=N~MM@E3V$6 zqYb)G`;IMy5sDV04%qHa=sb5q-q|0u7vtDn8_rBDu2`U_Q?3 zBU?G5$e=Ea0i9{0NIX9bjN11W8zu~o20>gHr*6A?iu6UvW*Hy!y}&7&q@jKDCMj+( zAdbeSabg1@bV24~j-Vq(y#xrZcT{c|o)0!hZZW}9hGT+TT5Cr1Kz)2bT9}QXg(-Y{ zhn$FJiiJ>Ub(DhQNZ!66FJ_7alfd27#}<#u8EVd=CnQ-G7iXTEJ5Yl%S<@|~wGw!$ zDsP7x!SeJStK8jtqah2CK`H&?#=7Ow3(h#SOrdJsc7EBvu;M4cNNW?AUgyBoLja)Q z?K9j~EQKIOo6C%$NbpaB8rp&C-R)%v&gcXnBmFj1@qBEg%vyR6{!Xb#Ec9X;7rvBCA~pi{sVLj@$_B*h$~*muWs(JqBy$b$LI!lee$C zoc{D0HhIZrgj!%AhzND=c~7HETo}G)Q)RFjWzsw~*Cguf@aJZB+$^NzezbG_#$13| zuy)2bGb}8Y%`g^z%N#>PL#BWkR8_it_ftFi-o?GLkvRs8)MJAbouB*ou2j6{FY%_PyGDTzro%kpSPK zD77d)4cUr@-gwo#M-{LpQq;o)?L*cg%yp2e2OOvo&!g7S31rDI5s9(R4~{+qW>%V! zk5|B_p1vk?IM6PLM!x|#`p;sTmPJk(N5qvQ(@@XGhV6E{bGvJc&a4an4Phhn~+T?iS- zgjUTJ_6EcjkpW4mK}MX9N?TIH=1tbo&+J!L>FBd;gV;UpI2qzEb{@nf9BiXyrz* zqok4{DqIsftcJ%Y0#zX@Q75I7XNc#J%$HxhhPE1chPXuvx{KWittO#ZJ<8IF>!x`D zg^%mL1UqXQT5Z3A%OW|mJ0Tm8;}cC~FBqzDd^8j_IwTG(9q2>mbk`vXInN_qg^TAxu>ur`=tAvU=o5IFU=`QYx1SUt4O~K{FQ5C}EM2?*k zV%DX+2AF>gc4heVBbvSpNW)-6IEQa}d=8~ucZc7fponf>}V3ZILB5IuFkJNRRJ9rKzYa{$?@C{_+id5;I6 zOnZ}sDJi3w`M_aIA550ARao-EI|A_b>SSyMe_@M;EXT&rMrb8EXfZjF8xQ@@qHIJf z|6Yfu^)B?~7&JFC+fPY?a)?-{J$UiAj7B)7eqsaykQJ#IG-wd*?b#*Oi}Zmk^o(q$ znm4`8fhG+3XZrICDYjqC$SNvzDzgu}-n$^UcJxbfI4zGs3NL0~=m@*kZl-5rSI_0| zRo?jEo|C=frfZRyod`;%)znaNxYhhiIl>mA$09US!~CV&WMm&iEGseh=4OhAJH8^L zg>N@)+I9iRWXTZaRWc1vhEfRQFB1uqxNee#K) zRG5~LFj(@e!k>nVH;D)-*sz?lN>xx$5UON-x@nV09A2wLG4RPZjd%0RbT~EvIz!1lQ2#hQ)Idc)x}Z z@IY9Fh?bbE{=G4)QATc2vQ3U$ff~U>B&Zq(HQ~{UI+Df<ZY2q!7;QW5eH0i@d{!gNxDVD`nOm;387 zWTq;sO%Kz;lW}oU2nY}qI1Ka=$(JQH0uSkfrtUGGxvht3NX}jaFf9aukju@3 zrJEwNt%Nru^bgGK_w3n2c|2&z&#S{}vPiv2@P>Y~WB2ZG8VZuHnFR@kn;E=~oJ|xS z0CmBb{>TK-%wK=~_04F~(B%=KB)_th6v?R%Cp>Rw*L#ha_{rZrF8aqhg$ML*qqAMFE^pcRDD=3$eY9xvDSj9rwp`Vk1>KrJu9 zWw>c@yAF~vqn$C`jN2AzPMDfn;*kbSLItOhy)l%6eL2LWk}WQUDP3-RhV$wVj|vDl zr%sT&0uOS4hn>RHJLurTi=YS{OHQ|#-63^nlBU%XCF^|eTbgo%DK^tT}dT);$F1pxH~UeHg#2UV}X2TCv_fM)D4I* zI_}k|=}XqO#vWxV@POPE4GZPjL60vzQ;eJvvKh22nG1QdfNp{%lO`FI48jXWpQ+zH z)<839xnb=GKIc4*{39X;{tSgnq3Ez=pLQN({1We)Mhd^h`-I|hx2UMcq)BP+sg5lb zmUm%oNf$>&W*Lb0f<5S66@X$SY*jg(S-)l@NPCXHw+`Ml4Z-loKBPjuLQ|8)cU@3Ry?rF^Adw0Q2>6yXU*w$R)BWa&IR%M~CN~&! zU^wV^=jCIvneL<)ZWnHW8l91C=zC_G< zUW5|39%qYMfmfpguT;ToZ-a3N*#fMl1kq#bIc4{S&4_LDg)8A?pod3n@GFRWlTGN_ z#9nkZa3V7h^<)J=+DySTB%u%zs$}x4_d{~zAtn?-gO0TMG2_A7wIf%t=BSV2nD8hCtn)%P>(Y51kT3pF85>;$T?H`AF@lp`Df* z4;vEZ!H@P~l{4myyy#mcGny`+}9J(CY^saispOdLF6KE_H6+wTwp{ zE|?3eLVNK@>xQyG=BtoLPopeA-gzS+ZNkKf*|Zq^%G=wYv5Hn5cRsSbHP7c++NEhz z#WW35kbi3Zn+z6NPZdkxgLzyKvKC$vNwE&d` zFONP`AH8vT*I+5Oy&u8bKfK@oBSDT_L31FFkn`uW@@$uuRNjyw%@lw7EeCgbY(_;X zOg+*R`UC)>V@z@pvx+4i7fq=Gd}Gg0#mx`iwsR*Y0}ASj?5gH)J75h=Um(x)_TlM$ z_O|x~wD=(2NhrhuGD5u#v)Fi;yah^vS}Elfd!6Nl^ST>Q&|Z zRb%A^Vm@!U^`2AhFMfKcub=pA_+O=gFu0{*7nlEns>m_?&Z98#Ew_%ZCT3X=nW-Ih zL339e|M+J%T;aFqW3%uE!-HcCTyMsn1z<}0z4?6nnS@+?LyG9oA*938oSnlUgNYOd z)fgPZQ-l2)n3kD-LGf=k%Iu+J6XqmLRFwx{K^ikiopdLga}|>2!eB!*_d?TL{1EbA zE^@)iJTGfbkQ?+IQfWY075ie}Xk*O>^q=?3MyEZif`Sb5mlSGiNP6s@n+x9AJNAc3 z%YU;CDi=s*18nMR3rX+?^OQ0(C;lT7(yHL=OVIiyTRMN?PU8H$vWXV#?Eo zTkLiIPRvM~T|;}yep&W-7c@s+L9HOz3Wn?Ln#xacECNu+}Sb*Nd?jH=q#&0fpf_x+r$sP}uWb2f%k zFcx~t84C)Kpw{OVw#mSHrHY^~2MqwdoYX1|NZv%06|IOUAQRUQe$w_Yp^!UUe{~Xn z)#=eghCgGvXh9pD0HLF#_av=V`V$A`xWb)NNEJX>75BDHa)cKm>|`CWZ>DOJhB?iO zE)=|!9K8k%IO5PmB$hmUJ{H8S@FQ4p^{?jIjcSOtRysMSkaBZxdDN{@ssQ<=`$qGE zaAqp?Q)@|Ht*CzB@n4{Mpa1b^Ddy;Zneio^Jnf zkZATrb#=g~4G%j~11SoJuq6~(f8kBPp?vUdy|@^o`cS8E9V0!_^h#vSZy%h4gbu5p zpbh#hjJUyc=jD2Q)ARWk|M|kr;o1J4dhPbvcXs~UQ`3K+G+jk=_wK{>BYDZTZ8YHL zJKt~?&D38W|1Hk2$Qu1eyDr(*t()${#)o`jVnRF)2HiBI>6`xJu`SxebT?@?Rrp#r zgKK@bRTV^G+V7vd~W6(P_9HIEjfPycB0ee$&WfAM7dr=>O5 ze3Hb#w|lqYoAo#8eC6|No{h{I#Er1=PqOKs&zacu*u|Z`CH0MH_5Pz~H{xFYA(k$l z2S>MTsW^n1VPwa1=anTTFE+^@_dL4~I`5IWy)`e>*5P5K_RM>cI`wOrQ1z*%pFJ{O zr)SSl7;KIRE-1G27T+7!aq!}EAy-(`Xcg?Dg#=*X_8Nlpri{b(@QezpnLP;6+FE?Z*Q zRH6Q9M!}nBwr?*8J`XGJ|K~&D&2u6M{k8oa{+0eEsgO!+dqbbo|3{$qDD%MBRx((g zG&gGdJCT2vu+}J$Aya1#`{B*;sPI4k>&7|et*qM%O(QE}cl;NuhTF_eaHIrRgOQ6z z+Tc3KOX6Svh?P$0k)w*s{H^#uH6)eW<_XmY|yg9z0lz}{5MUqC#<)PfKKID0Q(2#5Dk&`&1RQ;$rO ziII>;b};A{rjOxrDf6^jYG{uBvk)bSZWNl31I!b3-pS|Yk-4aTb$T)QK?RH=E{5U} zPwJ!!V6XuR?3V)v9!*;H>eZ`@lynAO4NK_ZT!2}N3#?gDd(f(dNHTkH8SR|X&0}-w zn^jIUZ9!ekrC$YOGxhfYqmUtOJ#k|Bw&U!>#H||mpg7H>aZ`&0#c7%w`A|A~Wv8BR zLR*%3(6j?70sq@w=TUZ%+vk7*xRjuDTZ9_x2uDvcBXF4R?_y9w$YC31zyjR<`|lV1 z4Hf2p#`K<+47XPzF+4uxG!jtu)I^zEK=tnSIB&2C{SI##OarMg<)k#}@gNe)>F^*H zCMUE-2h>-a1y+z%IL(5Qo3pMrRV4mQX*f8H>WW{hypu%(cp?o{K* zhUNvA-oCvLe;U-&Gf3@eUd_;W|yf^18AzYe;?>0Ip295M~_gEj1h( z;b%#&n63rA2A69FijgK?-ytT=?r;z4CvQ4-Jk~SQqI+kb7vLTOmq=?tJA@wzKq1Dv zxTCPHW_ZW`ovtnP!_hpA^$y-zoaE0sV9M9k)t7eksX*{@k!l^bG$uJ=^Sm3BoKtyk z-c=Yb`y%5PJrC5>ilfCaT;J3P*ITE4ZL;iY-=E|i`hGp=eqq+S+-n(r_ZK04^S1>J zH2NeeclCKt#=l7^uWS^MF1_)c|Iv=KoHTfKa6^gltJRO6rxn=thLiMH?Bdv$ixyP_ z=5YNQOKvi_+%x9CS-o&NIMO-L9EvoO4f_JGcugNqi`D3}#RMeJ&@bj|&I~=n<*S-b z_5(i?={?M((V8rPC zh(4!}4$zmJU((q?Rjknwpx7LL`oU?Jdc5$zDq|FdpYHnpa}E48a^rp1LFaa+7WMH4 z&v)WjvW%Z3(B8DoPu^EdPj6ojlGR`MT|3UE{+aPx4PX1a=DUZR{;keDG5P%Yr%u-O zzpDAOQ0qUlYiW?#e^Oo3Ju3Is6#1!$b*M%sdx3n*!~V+#j;-cjZ~pju9s5X|)@@B% z4WIrG_f}D#_KUEyO`B^QI$JDg)8@q{HlBjfgbjBqnf|X_n^mTgujUt{rUMW`O7=%w^sFRhNPURtb zZZHo+o(?A87XJH<`giZkCaF*ij_L7s(M=3NDbJ-aC*{bZJW#6GsMPsC{`g~SZmar_v`Ir&9d{J{c-#Drzz?urWX!?~=33Q?Hh6ncoL${PgzMqQQxhZnffWsnLc!C zf}`G%pVI&ky>EvT-@JMHvkiDn{S|QShEj(o)i8+{+z6nSo4I4`=+Vg-jA49oY}Zg& zU6h2q4qW|GNxMym^&IYf-Jo`eZv5iKi$x9%s6e`cdz3j^`76RH^G9{1wq{eSZ?xxi zFoWm4&;IA*9~TnrO}-}fPUW`J0uoj(zzOZ~Nt(f97cY)Owq+r1Y{_%4)hD~x^`a7O zKKu*Xi)Kf?|CF^=!YRi-{ZBMpd8dOE_Yuk5pJm(VA^jiW??k4U2#PdUj&U#|x-V6T zBKqC0Kh3ug$^fdwGfn_b&KalLCRh76HVTL_THH%6V!e`BQ)9w9>aII+{G=0{hv`d6 zKg~;DL7hNAWOZrm^cCe;>o%e7F9;L4^)wICh^&n{+89?r^Kb9(V49)b8BlQUIdn ziJt7;u7i62+MiWpL1o%#)^e(;W5KPzji`qfiZ@oZ8Ma<`@=4zF2X7-q z!v&~ElK6-JherARd%d}I_Kn^-L9~AAT>o|L77d@o{{7+a$-9+Dp^@fCJ>8WPCt5HI zLdrFvUqNS(=@aI=|JK*!zbK#UpO#C}zM)k4r|P$_+dnXn%x3+gsfpg7=j=os-3Z53 zg^gB?eQ(v1W6P;|(nEGEt$rn@3f9-La1P%zm8qcA8jznvDBi%$lyn3OH03o0B4r8# zh^kx+p#E5O8*i*z-e-Fcf=_P^SiF3BNo;9|!SY%{vFraz zL^m2R^j_hW8@C%P`gN)qNYqLG2f%A0Mu<|~pdAsK4!I7rtLXottTGxFb(79^REL_6 zB7XG9;O5yM{wvt8qeN9gH-hfM(U1h1 zb^)hAou4;Kf%>HZ9wM801Z(7eT4V2(3=hxj1NeNAH#Fc$N*kCA`MPmDUd{^C_ zyXoNIV8s*&-q)Ox+0EeLQs)boKqxzW5x~a+W-jp8-;fs^0nwn;idiLl06p!Tw4#QH znA+nnE2ZAJ$7S0H(Coxp+Aiy3DEq{lUtF%njr#@Bb1=B!^eptgf0bg?9_@bOpJC+0 zUf@S!G=frG-0SD9f)&}%O~mTr7r}Ovx}UxxewK4gPICUzp}Kebc2}4fVw?@-Ap-#E zA#48d>?BqgcWa6Azq5V{#)fVVEwy$;U&6XR>@4mQEoO4J3yokt4boH|p6+-XP$c)^LH7oN4Ya^6b!fjg6&y!_F05N zduOh*1#LQkbwQ!TsKes^J7k(-LB(JkqqrR}Ej1W;{%DO&cE5vZ7FWG`^$yVV^8BLz zgf#t0j6~_h;u0qS9S5L2H8Zfpn-Kzx1L0rX9i-s}U|8`uf2J@M(e&tH-5}cJ0}gU4 z>L1qDfYcl!8c#a<(?my=tWZA0|Ge$LCzV@uc<2Vdu8+7-!(&RQ2 zF<_TXNfj@rC(g)qULPY) zn&@Q`9S%mU6A!ywdUIC{<1p!bII>L*NKmm z|NUOiW6~oh7kz#D$I!#M%@>JyfAr|{^NKN15~BJI^#IQ`D^`qKQ$>%~e^$G!R)uE& z_*}tD<9MzTyW-jD&RWJ@9>ZXcei#XJ4*G!iUC z&o!>p^8EZ)ZEeqH(7Hbo##rJN@z=6HIjoOKg~eR+(?8BH?m6x8#M3|avFG{8FqLNH zS<&;;I?=j`xcYUYmO)_?+^b4LYDU!U++;~M|4l*@|IyTLh2LDviTF`)uEQEzFe}~7 zmj)VFxtX8-!}pgFgSuQ9t>-?{IvS1bO|=D|!~VT@K8^^fxbMfB8+7=%r&8=rA!&m9 z&#w&pHX0wn6z|RNDKfk1Ub*!NuEYFd`ml@13cc1M8uFZ@5#PA3=64OT0TAlBXvAou z;9z4HDyM5=6Zx1LozdH0uy5~d(8UF_M3GIvU0L8p^G0#~<9DC4{*w1w7Z>g_4V?uR z$Y(81$Sv{Gyk8Oe@H?o#sHW2gUUwdur!iLv49rz8;~R$uyz~9S>zemq)x@vgPAhn$ zP%)`tDMnBgPG--KEfN{N#cG2AVmA&(aEj^q+a@B?(?Cf|Zzfg}rDc&~l()>{Udlr2bDNc&Kl;_kweYV|N z9p&h8O{YZF>#%Is>%XrnD%99dD6F@vOVA`l3eUUG5A~gTIXPtQ&u+VW1pl#n?FW|f z1We&fYZLU|EmGR>P9NxrQTrho&VG+*SQ0qdFv`9vTUqWZ7@)VVZZi&!QY*x8leZ~l9Y z)F4{~6g2Wx{rm8uFBC>McVYQpCFZ$_kTs@|M(R-1W`L#{0gY*hiXr1($Max~KnBG` z@`^>K4f@c)5{v1BXEagkBCw4M{Q5{mEPH z6X3xeYOsWqeNy`XSn+UcDB)OL9YQ1&2!?ZHkuLlwa(vI8`6u7uPj}Imf{1$WwR;NM zfYJM~bm)4Z(MAA(AJ0!Q_+x$r9UU~t1}&rv3UwGe5*$_YHiQ$g{(Jyc>jyb`J?Q-A z@iO=_+s{L36JyQ44@`K6;uR5ToHxG8{JfO^*yHW~v0q>~Rt$tB2H}gS*@+3OHfl-m zM}(9ylHF-y5>95epU3qO_-DomdS(Oz=Xr%4m-f8&w4~2q0SF_}wuF@l?M-?l`tsw! z-MPN=;9U~+$XYckfb}Jfiq09G&5u)lV*6Z-<-FK^Y#u7sQr~8 zJQ@IFPl8VPHo#5U;tM6~Sd!6!mC1GJA=pGK;d+IP!~2r~@@t7)4O)H*ITQjw=mNu4 zu%H{A10iK##xWEv2Dl~Bb(HnmK{^tEg6N!u;|1V-AkoT(9%Cv2PXsaad@9RTS##MZ@SiWB zfvZsPeur+v-|}G=A7R&OBw)2g2bOG=8)KkZSzFI#{1 z+o?Gk{fU`KVn^s_=oXQlIN4oE1FL|y#8CH2ky-y~e2V11o_ZXohq1Wfe!2mqFh@d) zI^=MyCTkRoLtY{|v;If0Wgj_XXFE_?R*s<ve5msj`L{CpNP3l;$@9)&>+;6-V`E|F0w0ltBEC9coSoy_RzF?NQQG>@|*KWvW~0(zEA#22s%=2E)m>KX|;Z$VU*J77T}^V7h?=B*~~_d|f>dI4QG+{+W=m z5GKBSSv?Z{V5HGavk^&N^oN7(q{5E5vgYuFb#nbkM5R9>k!8B5%v^6qlUuV{`c0Mq z)DYgk4|GqQc{`-bd1W0UDU_}Gm|CCH0GlRa?V;KScpr;Wuo#dq5b3mmmw*vh8k%!shLBH=Wd)U#$F&$ShkOzBe)8L-N%Vx z80U>*jv(14R%A`q9_ipB{N~@N7AQIP|_^C3qlbrQl)_e zR-peic{d}N^8}Ob|EpZaM@=K~qaXe((=xKAy&lPZq@Mf{sn3*#;}3+DHi%gS#Dm?A z(q9+gpOPOU1h1uLFvNH$Fl-p9)ciof+37%=E2gGa5Cz{p~R>fhq2!IYy;pM{tKM)^g_b-o=`GYE>A7AFP@fVh?*KSb#ILf z#YY*xJ$}-jxuLhErI33XWB8UEhkNK*uZ4@pF`j-L zL_EpCWw<9=PW=L$-f`^+M&-ySsq86OIvpoO8Y#qrrK$@^W#l2Y$4B0x96?B#&@k-_ zh|UC92jGu%Ge~TND;X_Ig@vzI8mD7vmVx_8KtwEZkkE-}rg;tQ1|p`EtF2eQivI;h z>cATDWy>@`+r0D``N)gl=FzGTpOK*J_-@h~uUgVfgxnT)VPy#`|7)gJ0(r(NzAgYS zan@_5RP`Jn0TzNC0Pq!3+#uV8AR(UX9B(+OnS^b^Cu~26R7og8QOPMeO0D*{?`-tk{4);;zoMPWh8` z;E*!Tbv4%7jcdtz_;%7Gq5$KJPv0v5k#@bnQa0lrhz2O7)Tf_wMwJ*{--%B#|kGK#3Es>-4hgTZqDG0l+#jk%0Of^%`?R)DZi6fvwuGOj_S zz>uC$Q*3|7!|%@{Hu(q|F-m+_4ZswMp*azjxn;tRhh}A%$*FgKbr$_4b%>x<|lgbvRvR6U>z(Z zBm(OZLT?c$8M!sKxCpo=Xp<-Fbvi&p4xQ%`EWidx=a3Ny1XT;)faAe$cq%<`mB)o- zXCAWyVi-h(|IdqJw8%kIH$f<9XW4W+z`IqsR?`(6y;ZEVty2IDORu0JM&G&Y$S;#8 zgBM*Gum|s2<~*1DADvLCxj-7O_wGp$sZRqfIV3_L*b6JuunYMp1O;pLx?o3(vkuM+RT*t_e$iilQpZsQxAIC-)qbb+xO0>LV#g#-D5He??fAa4rYfvE={!u%q&;7ADPk=8uWDI{Eo z(t3C7ft%r?OMD<5RVjZY039&YD|dc0$?+pcJm>T_sz3|nH?Zrn!#{S` zM56@P9Q8rNha?RGvH&4@KO{YDn<6N!nL{C(oMn&iy@z9TsCq688g7N=8u_c$^dmA!8m^=?^u@FaHmqAU%!31po9SqT#vnV#Br^Y{*B! zR+Vk+<`o#Jw(t0ZU%zF9To3+qjS({V_;K7Xzu}MSRF+m}CN#>TrOh#>ElkhFz6Fmb zj>L`~^Klt9J8B&R>)-AnGY@zYROImo>%L-SpLwyI77{qFc{K(%^GY?pO!cgK6Rxrv z&o^$uJNGmZ@qo_M+eo5x;VhihO%E;d9*Yn!?nb%kWXIp4JA;pFZ;JDE)*AcD*I|Y` z@u$YM^xj58JSxOwzUO2iKt}0Le%#!}{?$x?VQXe*x2+A|g8?@asnY1JKj$0$Z0wFv zbApgfyCc|x4NUA5<#F!g)xvw&Xp6cAVKE)ses+A93Wiq1#J7l!=c~FOk_izZf$_vOVk&rQTKefN7X32y1$Vk+>myhyI*m|ck7H=^CzeUo<6@91_ADr%$u zHTthRm&d%y@zVS7+&|yguNESXK;3j5uqON}#9Vs8KZaaWj2`@sWM@l%z=9fa%7Aa^cD!r@GV`v|R zlRyZlbNl<3R2XY_ICqJst_&blw%JbfnqKT4Yh+q1TNzYHHs9pwLh``A;! zgXn^U`y0_^6c?>(o z(FJ5C(sj01FC)>D%cf&~*HpxZi3EVt^ZSXzhtGKi&poE#Pg(%aAhaeV^eC#jv~(Bv zz5%k*NC!sEknY`kp|xi;_(-L<+LW3xzr*hoLZQI?9jvpKU^Td<{P7(iD*kY{#1>za zkTFF~Wbgx=0`QP`!N4eRY<$MM_1e{cu^rg2b~Z95R3a}(3Zn@*JU*@X z7`=Y%Bo=c7FDncKAX14gKZ54===8qslg{`l^n`T>$Cz^TL)DspIcA|$rHnpNS?$-4 zt4WxMvNY(aM-!a}ur=Q>Lh&G3zba#Qi&W>q-XpjR*%ZKs>YCnYoDn+qa{SAm)@nS& zqiSHk5%3;Bd1YS+dHVq_1ocKZRc#`TA!RJOdi|#?}Vb z+pAkAndkfR{UH)5@jyO>UoQTA_8QyuT@`H^>r5N3Trm}#@vH)5mn-l^BAqF-D}cqC zzkPVBVMk`k`wVtuXNZIzTs`yXv9e1^1GXG6?NxbLy33`3Q>kLS_%fSU`r<=aw1Iz4 zn#`zwdzro+1|z@uM9}TVhIhr)JnGDA(6->F!RA4dz#> zK-lmk<3ET~XvP}J=`Q0UDL1EHj+_@n_=9HEJlffYIIw81JaeDT` zr54-_jY<2#+z|9ebP759)?*igvDDl2qi*5w0}1+n=7B>-e`}KEJA)Bk0_hU6y-C9a zwWo09bVULzklQQr{wQExNcG0?^C!EiGnu4KMm7p0bPu2yiS4sZ-yw!U)-opsMguM* zQm5J$Y+dy%G7@GmN*_IbOgK2GuO_R)6;T`V$BB@)P$oSZ!ZBl8yvldL1x2R=B*sHG z+lun@$!WS~Y^6pXOnHlN8sfUf&{M`^$|S}TNy&kU41ZMsU4)>FnP=?+@g6H9{D=Wc zMQ07MXBG(c_br<3(7DkdXS)!~k=rsyE&zy5`;9w|_?KS#B7Q_5#q(JKj7`?41qOVoZu30RJbn75ESd(-#DntjT^CCB{D@7z7sGDknX z^%QfoMVfTtAAPfBTP+kD~Gn;hv6m%h&Pn6lXi*@y0ZenTvk;D-dw zhvQFG6J(^J8g%Ox(R0BYBPDw1i_#?_b#Lg1!nU$1=^4~b$l-|;CUB~hx{sScW(8WG zvKY2|g`d?`OQ3dj?**Rq+cqki7#-M{(1>VqM?>J9xWED#9CNGWmMnSdd`s`rm z725fkr3;|>`>1jPMO+UJcO$H3fM285ceGA>2jo zrM=-kbw5wf+Q1`5^9wKaPGvo8k$tpcqeO7Ym6c%mbq@DAJgumR>!(#6B`Ybz_+w`7 zXnk^U;rdXAjQHnff9F^CPIVsGrX8@h2{4)O8-t;sYqyhq?9uC1G&%^pV=q1WY3!!X zW$n%S_5r(ah3zZ}5lF6a!bco(I7wn1@^b=Xy)U zn*wu6`qmvgxN9k65HS|ct7AFzD(nyIE7SI7O#~*O$%Osv3cM!z)ro0;`gO<|OprGZ z5yGmt%!6|QzqJ+kzQFKP$T@MHOsV^Z=R%{8Pi<^$CRu@>Zo4OKrej4SY^AAvt#)Lto_6VgC8~D|KGcDRu7TuK9qn171cB+q0 zDt5g3Zw^sQVXxGaDRxpt|sAMF0MGjDNc)Wo_Dch49^pD$u3urZ$*+&!(~SGK7EA=EkqX zxUw-6w%vPt_Qkd4UQD;@ddr7M?)O)6GCW@CvLgqQ&8uU$uj3yDJSgy9OLnnzk-^I0 zxbPoUlE$w%Rr29_CL5DQNIXYndLg<%lzX?5$tUd z%(oa3p7D&ESGg!{4%(KuX-@vJ5+WZqx6?Pluob2(0++L=zwoHZewnmYxKp9bS$Wbx zngYJsz$Z-N0pSvFHsY4-d!3v$)UID7o&KA%k~Sk!swmhFVI8-M4gbiS^410+ka+yJ zi&3qqGhM*&+offw^LFQH(9#{Ifr48N`{zw<6dP#9nCuE2IMW!-o67pZ5*X(6$4G*y>o-3q4GB5o%8b*dB6xtgvTatOS0_x;fAQ_ga95TjoO+7-F1IC*2=Mj3_( zH~Pwe3>2-FgBKql6Qy7!I~Ir~Z}BB&GtNA?tExhsV%K9WKRQEj3prP$d$h0XL5!n= zwEEx8LsJ-PCzRaSue!7ZzygRh%NaVBY4SlA7SQ4a%9UA1)5#4U1w&On5BXWwrQ=y~rrU$OUVY@Cq!C$a8)`=$&uH~x|d2~!KsJ37wR;;&8FYqnux z&E@sDvkW<6)n^P{sRND_N(%!p>D}23Br|L7Jz)g@hHrl9Hhe~$u~C?qYN7L0>v)N&hXMp_3p~dxXtk2IyKlC~X zvICexsu}tYD7p^DVigsyA}!boST2SGiL;GVAdqI1J#cfIT#l}Cb|UE(qZT053cz`w zNJMDts?Pw@HUq(h^vrg*7%s8Fpw) z(cC7@O+dWJ)QZ#{0Ht4(){2iUeiHd`h{Zd85%sUt0*1%q>7ycnHW_a3JZ86A@W04;pW6USAq+>%L2Qt+dwUcChVt>ci@)KlgPOz( zvXF+N0&E(!sYu3W(tsU|atWaAG&TkeTZAMAA)En|!S{7~xI!rb8FST^2Ri4p{M&vD zrqQ8z>`tfC3qRxf$|R#uSqhC*jE{Fg{|{1lQ9;&e%5V|hfofr$oE#|>CvQU%4@Sl` zLsRT3@K+DsC@m?;kEUEp^9}UN&jxovuM<*LBsj~du@Ltgc(ZGW{D>bfg+%}L8-Oh~ z12?1r^J~%$fk5T$ZEfcO&_N(5j9TEX;-NH}P8t0A&mm1)ugnomad-h2cjB7$QTSw;=x#bg(xAUg=a%-ZBE(@)GZMIe4WYA zICkp%XD4>ByzdL`w{Sb7Nh1DvTQ*lrbdPE-nX3lHbF0!ee8Ki6Dh5$$@Oo71(sTx%ZKBE~hXU-e6haQMn()p^Lz*@t`_bodG&=yi z_28T=Iep@_2C8q6=}&PR{X}E`x}Qi{lg3U?7}*9sKGlxja%WrBf6ej!@yFluK$(ex z-R3hYXOI21E*}wRT*%IQI$;4~%d;k{%iJQF`l7OAV=wZwq1(gR2eOkRQwyd%u@P%Yd&+LwxVZ>=x!bl zL?(uK_>(F%BM~25i z%O`3JNO0)JHDphaao@v3+BC2fT{0@#DU+tM>fDs3!_(KYD<+1)xTc#7M#HJLo9^$| z^!BSWY_%Lti!RKO@Cy!JhNXieA-A~fPi8?;z_CH$fumkrzvUFmLYV+yJ(DFMvS8ooLDik&9k&O14;=AqyVT-g+`w^>wBf8nJ;7tnp`9s4qRq+&0r~VZuJ&k zj|7_=e2tlt87Zt0f!_~yA?m8nrz^_M^3+m0*Vz8cbVZKRHL-OT)%=FX^IH+MeIFg4 zWcwTQffw^Z(Dy|mvX% zf$l$^zeLh^Bz?{Jnn64S2j?#`=2)9O7e_Cp2>-&-++F>t-HvZnsJp?xu2Yr#(v<_6 z8^HRA*I9t1a9<{nIp11qdt>thZD?qk(fTlr`{|hAL4Bxr$v+v-`KFcRvR$evRGqd8Vg_s zYd=jlW@pf<)aB8MpO+e+!&pO&%WKmJ#GpGO01qbFI4og8RjSrn<9s5WWVBYEB0S@u zc?mU}f&><~(cwSwS8#udsp$hJ^i*fQ z;ftMYb6z_jQEyNK7j}(C^rFYPO<7TP+wkGt*Q5x#yzW&^AYQ%?(&PCR6{~AA09d4!3s5#U$+HS6 znOL;|}kA#_gyZUo{a_@#hB zx&eUYWEp@GM|{cZSs0P)13eE5tZQ&MR;_Ks(~!t;W>3B-0ZoOK30*;OL8O@kj2AXy z>(n5HBOMNKa_$Ae&HmP3fBix;e$1z^)7w;QsC6-VtFt$l+2GRbZ!{B)!csuf%iwuH zD$v%}6XheHKWk$#+;5?V^UFt`xj-4%Js5A}DxmwP^zyFmN(kOWq68z*MUUL#W3VN_ zW&v{fM(2Z(V`X=BOIe=71SlZeB~%ue%j`t$)rV)`PVq((Ugng15}jDV!*%0;{(7R- zc<1(YU(zCd?eRsd;82?lDimdiRC zwXlRF1b}A;j`wE5kCC6>;Fcq{dq`{Vv-QyxZYf5wBet3A?mw4JlU2JDcEO;ocsgTg z=6%!fw%F%KuQgm|RQ$aH0VUV=b=%EAo>d2VDipWc$vI$BK@byik_Jc>O?;8Xi*x%r z7$S2~YcJY-TJcW(shfb-ZS^G{0CE>IOjj&kgdB%T2w@?pJ&4@AVD-5VWc~)MU^ASK z{r2$qhN0Z0i4wLqx~5v-bo9gi)Z){JwRp@$U)!80?0R# zMkHi6Nw=*$@Jt;mQAio63bFpI##2u)WKi*#|7H1pqcbI)Z3K_JjS9sKX*p#ygnDfy zgc+_VU~by2X;_jQVBWLjV{sTc45PlfYBQIhheAtMtD5MQ=fsWPeK-4RA4!(q!WjEaW%3Psg- zXDbw8$VTZBVem=)0Ki5V-A99#VFrQoq}<}Gb~T&|Eo-V$8@GQ*JsD4 zbeZ1|P{2dQnLfNTR{tIC0WP(9q2{>PKgaUFLgqDPmGKm_KJzVlOfXs;#jM*=_ zJ6IcG4<*{Z-H>ih3;-Z>$k0Xq9!yTc2>69?-h5-^^KDo0*Rco^mXKsidJbuzmtaTJ zRwrR-vULI5cpuhWZ1!4iEMaoPLI4En*rZB(rJs}Wa*{u%emF$Tib1fBBu8@8>;dUV z2EXzx2CPX)NT{|i!<@j+P6E(1EQUoj3&K@bjO0f*cD8@9-84p>1Z{7#aR%M!vMYLG zIZnjm5}80ed=n8K32it6hb!Q5B)ZP%}pOeBM-PnOw?;rQdnPX%_A6=WTJ z|KwC)=HP)+=THEG;6uYgV?Y|PCQQQ&VLqjauS58$_}yTBMB4sEtFQHZYllP4};(UFl)&*Rod)D z-P!V>+slSs?tpls?2CfE{{8z<;Fdq0eRyLJ&*L{7^OZ4306$JUtA*(-87$VgLzvzJ z26KJr=>)VC(b#?TCNrPqX)o6&$#RjCg4Pl-q!9MV6*>w%A39I_pSykCg*2O5FWX+v z80|xEB6>bnHt|6LcfNzn+x}4cs|!8ACyx;=AlJO2>fVE$odS~rr%ju7fA}*zT$ZAS zLX}VkVfkry6@g=`X##$`@@UcAhXXhmmX@lgGJ8HsqgRA)Fbm=h#=HMm5*^>(77mv8 z5@iBz5>gfZf%@`aKZT++RgK>FCmJUh(fixD0LE!`Y{zwGBQH%{u)~%F4y~E%GJ+F* z^rj*BEx;EB$pb5!-U8p<2V@gM1SF8LQr~qj7}Qj65SGjQz|@NV(zIa4kbU~WSr10! zax*uYsM-=O0SC>gqIrO3Qx^*neJQBU$SV=;`DAQE?CpExj|}#lJZy9Y_LE(JYb~{% zi%K$X_+Vznm#ERl#aGpgeua!fZpJoI~?PqUHdhTglNKgsvdKePlU< zq!dbS0fU@4(iOrVo}Z{KF1d54RdlrbƳ!6dWE*fhsn%n=vKsZ(K>S{OO2Z`ww zB*?=fvLtz7C~ws`h9AGcyL_+M*!Klm?qGS75f9nfSn1)~V=1a6xZ>SvhHmBn9WNSN zBjV+qd+u6%TG5(_yX59gPQhQ=?%Y1uYcc7UIVo-rM!p{LY0D@%3Q$ELV*g@gg4Z2` zKO+gK1FKw1Skd%&ocx4@ChJY4Dv|K%y}H(!g{F~8W)03hGt&-;XXz(%`8z zfM1e-A;o97tQW49N9?~K_wh1Rt#n&m#%V9;I3{K? zn6Wv_^J|-N5);j!dY4EQCpisYq#QIwrcjHQy07|tu0$BhmWYFs70PlDS@#{|c1f8N zU3Rrg?JolHy-J@TZg>m|B}9Tkl6T4GD~cN3R@uR?%Y_1^{^E)NhJ<)7aQJvuy~m=a zM%dZe5XR~>VU^1<%I`>g;LuXCpu$;rn56ljZIQlq(HqxZRfIz$(!)i+vm<{y2!zme zsKAx$2V6!JVvV$Q46i`ty$xNoP35}2WFU&Kql&{a7)Tb_UqnOB61oHaLdY^U6Ce~# z$Ab-Idk299soH3SPRavGA`Qs~w?5^8DG?gaWmWp`zHhd`6!Fh%vNXJ5gq%oy+5ckX zt&7>ySWlG_xM865hhIlcA5ysOX#Te1jonF_knI|5=_Gezg7NzJ!||WS!ez?I5@{ z;X&~g86GN>W;>_Mn`gt_N@N495%ZqdOL{?GN z8|yP)I#TxB54tY-V3V#hb{mKT+7XObXz|iYb^&#@A8ON2EfS-!Maff>I;=En9?ipu zjT$%Z-reD=&I6Cb$Eo|W(pr~-L`W?wpw9eg0b(sKfuaI<+sXa~FzlZADxM7M`*D)B z0@YuFv^gALByzY*0|=xbqv%A&P;0c4q8M4*4q@Cbtn3EU(Uu=#j_y+*_p7r!10KQp z@Fn`K)Gekn8?7iQs9{6Mt^6e&15frEtj`h^B7!chR!FDR^rrWc!X|bZKz2}MbyDCs zeuAuPU_+NoDW#Hj_y*0suKI@OJ&ocu`DaYya<0q?l)E_3YLbRHCZ4%(GTf$J_4XAt z58`~;$jJ9--{F$LtL_wh#9n;=k`Vhpj`#^yDDKcjl~t>3`lp(wu0g{HKj)Q->U_rz z1x=qz3k75@4(C6$bFex~reQR{zzz-+y0(tFliZw7TGGVJkFYG6DL12ys$Xbce{CvY zC~!OH=_-bJL%S|$LDdzy1bl&5>3bIu{w0z<@22@rz%1u?n&n7LZ|Q5P4!kro>J^qb zS^E)TK1w^5MI;4uh3y;?@wbe%kFQAqtYdN1;+ozKy~SQ{t5=6>ObQN}pnj*JeoI?< zLsszT&70_v4HwX{P&tWK<W-o^@r% zuZ766CGDM`TcrW8B9pQxa+X%KLyaS*!e=iIq+cFL$EA1A7b~dI9_Y)rb&v*bIJ-hS zzwR=gUA=g$EhNh|AyUK0zu#cxg&mogq-$=*8H)eIV)SNBWzeEbsx2rvdrm03Zb24m z*vp>#mf{Mu7#uS?(L1Ne^TuR`_QQVl>{NrN{p$5f<&&aTrOgQRdAyf=q%fl)lR!YF z(5_R`o@TqoV~+>`Ab3`cW0nNgDxUa`Dz=q2m^m?6aTES^kMfvdr=1O7CZa!(^f!_^ z6oDe!J?1xjIoDS1KZRHA@!mL~0TqxBMclnG196I>-KnzDU&$$Ak@dVkl+VsEzSXN` z^Si}FMx>wQ%J6Zixxa|%E?^$orcgGU_vw2ZT#oZ}MJ0w^BBPhI7GDayp8G85dH=hp zQ&>S~=ndc%ko|yKN#4kz(I29rVq@IRMhL#FW=xJIvI)h`fbXlUX3Fc|*7V*Fg^CezYf z`DqY&r}hRVB|MgH3YraoQuy6QvU~^F8$=H+41^5DJGY0+9r9y*-@4orDDvU_JJZifaozIvQ5+xGrZDCNMsHwF0`9sauGwi4zBM2iHxewVB zEMCWlQ-VePD=6ogZ&g>b`e)aCFq? zPrT!8=k)NoN1Z-6F?%`y1PV+U%o1t7fHhJXk(!!Hyot&byM4zC_M;6;$f-5R@_mU1 zn&rQ#;i8XS_ffs8e%Cru(lmAsya^iax_yJoc+qzAd?WEL?ST?|xg%Ve)739#bg8}> z=>E(cZkgymE`P!DLp&aD>#k}{$Gc&o*jl0Aa5O+%O|<>c^@kDMxngS-nL%=H^HrNT zBo8y|wu`9S*Go@slrAdBKHiy`{9&Za`1+-u{H>`423Or=mTNjfo5S>-Z}8-a>g)3? zF(<1FR`Ih}%D{d zEy!{`&c~Pk&g6(Rm^yUdVKCw0R|mr#5d}x?pPg=GWKef;!e#G_#<~mu6=W24Jm_ig zIj){+FmzwMUC#aNCZqSC`4~+amGXt+A8zw==J^*%2X&|Kdh@`I)2AY8zh_GPWx!~0 z_?iv}gNutiil720S7zMRWsT0ph~x}bTJ{eeW`dO^^aOd9jSFK_C$XQ6X}0yy z3-898Vuf#?F=JGmPDk&$?R{4(8k4&Ah{dDx=4=x9g&SAG#9}{4J z7~-hQ4}b#*s^KrE4SK&;B%8Ig?qq zZvQGQqGyUmhs6GIcfIsK?^Zmp6006dknY}P(sT9r)MWIcb4p7~4?`~SJbGq)Gv)d& z&c^5*a0*VHW2hRR;Iy=EuS$OY30Q^mDAG|Em+2sNj@gE6w-_|#h4bhC{ZSS+6Pr4G zbNrITdVve(MQ?01fm1?J^g8uYjg(VcTMN79<>vqh;G?O-Y?wX;gWk_S@F*@nlrF(t zv8LxYY(8PooVW{9d_&%>ON|K&YoGcinqWRsd{c2Uh5?-tRA?_07cbI*Ey3)$bM+e? zwKyA!1Hi3b1#G#=KqeAsc~Of%^^yuApRG8;y*v+5@3J<=T_@hNdMXP{>G2N)76nIzwRm*B>-BdM2Mn<|$Hr7@T zNXkI<(w+R^OW|QOZ+jB;;Uo!C=)nwh{FBU4Ie9>wq8nvXV8MEs3HPgtB|fP&E@6#+ z^5J3bwDnn+QdtQC94EW>Uw>C=k23s;rnaF;@LK1hgdZOir>Lcq=AQBY_$dE>KcP~D z);+Yi%+aSNP>0pkpr9aHv=C?JO3&ECL&1e45QA*8UR%FGb<7E-38vRAB*Ft30oB+C zE0~cs@WOCFtMAZ~(X^om)4yn`j7jT=wkR|FlvPeLH}Bc7js^ z@t0^UyvoMzYtJ0R*}w0$!aT*8`ct$U0O6o2pRB$yxD@Y|jXu$1RnS&Zlke%Fn0I%{lmUnQ!KW4KI_Ca8M_VWYK=CN zpkx4b(+z=JRaI$Z)BqMY5c+K~$!|)ml4}kG5nG>t&2*t6w%=f(5q}3Z1A|%nHI;QM zdvfQwQUAD)8q3*(%mV+9O}no6E3H*=UA$aVLw}WJ`8H~R(1>Z|>%aqGx{HZo!Y-~q zsTsAZRPK1UmU-t^We=)vnvaoPF=-@_S`e926VTtp$W&8Z&}xY?8WBYMqyP<$J9Sss zo!J}f4Ozn{Z~0K582kLa7hjKskVJO;_2O5jr3GQA;QO2cf#dr4bfX02>)2iyo>XP z(4`GU+>l9=_199a^1;H`xN)P%f&~vh4ubF>gptrqpjov^(PDz7R;phZ#RzzOk~1qj zdJO=C!V$<8erWL5#u2n%NjrAu5@r35tz`vTS(qP@sv@7XMHsdE^U@3Jg7Yl3y)zEX z=((Coq2Sw2Z<`-$xMp<2FJQ+CJOF`%<(c8sF#0%(AEOVjYs}c}nKD)DwweH5pK$i7 z+o6+cYioP606AmJRZEr+;s4bheD3jrFM!p!5BA!Ij{fKgg_6og{?{F%R{DalcLk&i zV3GvYf~QY?gg`8B18zR40m%g^NF^5`+40XYk}+Z?yod4ZHJdeAmrjiwGtP&w1vN{k z^{kBbV<+69Gb`)T#AFj38)z+}HDXmtmk!<_h_pq1?0sj|($aFp<_gX+C`BdYb&2QC z`+gE&IehEMl%9V5XHgEt^vN^h8w;^?z_JEQYsV6Cx)^s7e3{ zDb*pP_1aHKpGydlhBQ)2Y76q+zkiAI@hv~2WkBEZsejzfUL8N~X679nJ3r{rQ3ggU z)!zaFx*sS*UQDN-fK795_QK6PP|qX}G2|&L(E5FEJTep*^BF1-X0A9{pP(ao9_C%V zaF&XC+u3PNx&SMt=SYArZbhJ?CrES8Ll9izH20OQ4n zUqy5gn2^2r@bTj+Or$MEbDVqf*&D8^2mMy;W9f4kqs|4*S^}aA*1t@e#0NKM*E1Em zn*K`q>$@NQ{sd8<-r;*RF(q*}Sfj<6yG2cn_2J7&x&JMP5RTa%D7x`tgerw0$$2zx z{(c2$mX#4)>(50-ic~e>wJTE~88RK?-%y-Cn_+|!hYY6bGssOmh>htxfHH(RRgT%q zNS|)B@iYgGAFT^FFDT%g!#HGbe-0z3@+niNN+Q2HN9u7h7=NuPd&9i^+S_&U);9rY zGAH_T-~pW}?`Pl#0jIY2Yncs{v^hMe1W}odzb@4}fZ;G) z&dBo+V{e`21W`@(x)fk)w&}a=n4a?j(>Y4pX_SerNOVhb0>QHI8~#{G&KK0Iuk8bl z0_S)1qqf(OoQ6!&o?(MZ1{xVS1`9SB6o89UURX+-lw8xVeB~n z3+bVvjF6sYxS3&sX0y5w?9`862@4Eowo8jt&jxD=VycJ1<}Oy%Mba5;MjBc{lsoE~ zBg~ay4o|*kfOqO()+#z6>z7ufgo}ATLu(c~D2$?$8Jmqnr!YC7 zDfFk&!dT9~GA3zkn8ff?ptKuG5*wOUTfEG>xc>-PqMR~?64T!!3`#=QhrKl;cZ7Nr zgEF;n)v9vqqhR=jQ~I2P_Z*2CKrxDx9Es_n=pZ|_JsV!R3jTVOpG!>7!H#gB|MU|Q zu=esntlhb^&^vlDxH%7XM!u}9tj*}fbq_oksriJ@H?1a@G@vf-cLkSnun|^eJe1?^ z;n|GF!U_}xv=KaTL=?jr;63De68+D6d94)U-5RiL1yrak;0(xvBWVS&RJ%nlCCh_| zC_(%Hczo~yA1vWLPu@DYW&{y)Gio0W08vBHjCumQlJ>@VaxO1 zWXC}iZ6AF81}p9GFW!iU&_38k(>p@6SOHbwbjL-D7th6<=LrCy({u8^yncRpMb5{s zC623bK~Lk|E#vZvgU3&LKcseYpucj{=h`(xvmn5CeHX@JIb4Jam#td8bdR1O`>Q&G zuc|=NXu?u?_QHKPemBO%R2sb}QyTOw&w(5`{x+}29cnX6L-EKyT0q2m54Z^Z3Zr#%XeDJ|1~|h9LY@E+@OVH4fg?wP zWIWcvSlY>P`plWhs>8q*pTlS4!_ZOc*kA)U1+piUsKVnt=Ec#B-lDbV5k5Jqw5XHz zwyDX~^>cUb6NnF<$Dm^_u$4~$%izdK;b8#TV7<&ZtD2StwE^bhtdInA!KP{+;5q~( zcmg!Yd1NGW#q<&+2sBjX^mVv)gbxSt6JO!2=W34)7wTZ1xFcFiY~i9sPiT!D9ZIl6 z;?7HnX*bB0JjmuH*ALeJz7G(nCnz${ExvyEA)(b{1fB=4*~jB?l;Jwuk$fJLcRqAG zk~*@$#B?eZ=WvH4R+7XOx*qsa@hwx|zZ;@RuM&5Gt8fmqMb4`082atcv#d{CM`0%T zcWkl%Pxe+{F#2`6=U)J?NJVJr()@dRF&+qEHEpN3jqdrkz-F+6<@qpzj5R#~n)JDH z#az1+^v_i^fzOe!Kk{~_;JTC-X$E{UJqCgd(`T3W7+{W+^gOUuxEqruUOJX)WJ$4Q zizJFD^*SdY!1h!#o35QI7u}8$roHkpHZQhX^2Cq~#wRS9*Nt5@=@qPFOy^~Ed?ZQU zKTs%%F5ST!NFXfs0g~iY#e{g|xzneoU>m>3IZx89d#05K2EpGBTdm5qbUBAR(^>wm z@q;(3ikTf7=&h(bmZw`mj`b{?{Btqs)v{Qs2B~TTC z0h=l~8i|HiG6vz0N-sx&FL@@imJGwS$ajnq!467#bLtLYF4hmeIEm@pQ}88?Fx0db zs29WawgbyRb3})hoyt2=FJZ$(;D8EDwPrB>kniEcBB8^8t_QWEsmD!sX>btP%soG+ zqCy*LQH7i_3z1@CvFoKfS!FSC`1lGz_DZzULkNhyHiB6J84HB(Vv<;#DgXJNp&X{a z(vWC$EoeLySAc|E1Jkev@6sB&KYX~CnXI$SH!L_fczjcn|I=wVk+}PYQTU@;#&At^ z+0v)MPJUt7pKX8$lp%>BqG=Sq6H*1fQ~nmUDPS)a2!4bS;}SQB#AVF!8^V|Cg*_n6 zj#%drv2ds{>Z(WYQkMqT(S538jbjB-x)B^nnyuXk_%t8CBe%2h#ZEKyL>LEP%B!Xv zf=m5aLuP>S4FR(zg)A!Fr5!3>xVlB!P#~`zU*U|zw+#;j07f^9iBS!D=LG4{j=c^> z!s7HnvS*-Q9=x^{&JkO1E|=Oo_!1EN73r+6ebove&u*(-TWTvHY?X^Fm;57$rH-rV zl{ps`M`(8c`cHKy$z|&evq``(#r97C2$uhSeLTbc>}INQadu)HLH!*BfDCrOY=W&Y zIFBKZKn8)gtJwhXV;k?37sHN+T;;)PhTVD>dBPD30X&a#>?I*(lI=qgf0rZ^A(~fA zFosS8m~zIESqs7|XX+P3Pm)t~K^p+Hm(`%nJYQu4ZAnzPeuOLoi>DRY!VrK_ec2Oc z&fz=TnK@vDt$URC2u7~mo1hM$3TR0>>7L;gEYW@Q4ZD5aMFjdmh<*dc)MK0RaIAzzBK*OUCO! zNbLE`!-Eg%2dhAl+ben>h`msBTq$|jfoeMx;I1Sl5T8=$DeR*Zoay$2GOOT zpDieekn?0NojnIl;PSE;ecW33(n?UHjgFoqM`~;OosIzh<>&3k3X_6 z?tgYeo|3PN`)LyM{?im-19}sc(FDUqI`C?}8`@$|fXdsKlAccIaJ=YR zn>Xteed8cb`S2=ulYXpn7AI^2+`Xw@eg(6(3S)S3R?ZRYMtjF4bJQ4bMW zG67k!k~U4>Cw`ygVOoHwH?D}ySj{&?Xh#o{ox=j1X6N9D2ix*e6k$JXG&0s1kS2tP zGXYtVgps_c+voT5yje5wXmO-Q-v$wkrp-nZf~WmgHu1S1SO<3968RfFR+v_g_(*GrwX6Qb8M0eaHHi@-j(WYrYkG|3Zdiy7~)%+$5_=S|V~du3V5rH#BN};294*9Qw4|bjgYez^UEf zu&B4J!^R}dpN?MS>k%MF?!qe&uNN?^aEkwErj~#j;`pKNPdSA3LGgQEk(#CPRC;*U5BoaXx;x0i+c!Tb~sEPv-uiK_O1Ar9;@(LB%l=R7ueBMRTjuccyU^q>h zun4JOQJCbDQ9Gtw{y=qJSU(i`O3e~LI-eRzZ-asG9@!*1voSGHQBxBywx=d-%t`|c zA*4~I5g3c|Iubzsf`N_;rYXcBr8&Sv*87rPYoxsFL=sm;B8`B344EZfb}b|IaH*p+ zkZePQl=1XKIQ`1NG1*W6D{>_u=2K{viLa|NVg!R2()q;I74~|3iv)4Euj}4;JoF5r zJ&By4HVYIo$Bu#}xJ#BjdbVtVSk&B_pA16@Yld%`y;ZP+0FNk#S%VbLWaSdTjbEba zFf|5R3bu0fi6_V++a{yiW6}2OchTzS(m8-09?A3U=kZ`6uLo)`Z;4VmLZyEWUY3#w zWkM%Lc#94Y8xKSyI{ z8KJDZNb?|sbR?O|@m&(^uxy)gB6nmGW3dA;(?p5#tp|!958!0lY5LN@20O-?C@vil z7vMmKE#>RC_QX@XSKa2vPau*RW01NNIo~BA;=)v7JmTN!-C~{cb`qhtKxZI_*ih2N zG?>MVu_aI~3C7K-@}@8uLm^?{6$93|_MfJ-mxTnN(6ehX_G1pxMXCg1j>@U7^1_zRII;s}(i&l)PBdqVCO%Bjw-0LK@E$E?TP-CxNl-JZEHW=ra|cX;k+ zyFqjzuSo8B`g#`;`_+9NkWLp^B+9zhFiG(mR50rM9Ld=vm?M#J@U^7!PUIEjYB;`t zNF~S}FZr$AyF4_LrsfI_O2DT1pV-4gKu@6t?^Qi$j`}kVnQcB~a}fCHmuh69F|eZC z>PwLdvESH)g^LfQvC&E;OkX>WnlGP&JLZ^RbmJR_4X=yhzi_o1@;QR_80wnp44^?9 z)ld*fB25IO+?rtkjRJIV#FZaA-6{xj!&-qAQ()9Fx`2!(MS4>Y5xO1UJ^EF-M0Isd z7^XFTOhXVWk~1%yJGZRc9t$7i!2lt2mdwx``0=K4QLr8CLM{C^`zqp7R0JCAI1K&6 zPAJ(I1UW(PkLLAiah-mCbL2k0+UFYv7YeeO6E3uCB!`d|?P?z)SDv;u{U|!L zWES>R`d5L@l=XGUQaSa)*>LK@N>qWLAPq5lssI5g2ZqJhUTN6y-tOZu=kDJC5x0-$Y_i5NPol6O){eSxB!p1#ob1BxcG(%LssEdXu*6>6lm&ypCD&alM4Zy=QI8 zF#7>MTDZYzw^&R_NXYm$hg2klWHtAgWrKCVhBLQe8Ppxb_-he(_wc|B!7dS2UY_w` zL#hn|RLXS}50=o%BGqqVl>h>)>`VWFj1Eqos>C_ib$1w47Lo~D3=RcO-`w)QSz$E8 zIAV-G#)1MPmkAqjfPR0g>m)f9!fjiAy(`LlGgNBv!>RTyk~l0)Sco9Bu+k;*?4uPH z%=f}wG=Qg6PzHsvwtPoNiBeEw<^zcIYdko1)H8M%9bP(A(d(u72GQrFm;FzlJxjIN?H)))*pJ#L2 z^39&OsG1X*G3}Vtk%P3dFI5G&XwlWlXbT%?zuC7n5K4Zi7g~YChU0Kt%{rynVf5r) zqTnOt17d-1bL{^3F)33XLrEW#`_LKaf>eBd0_pHD+xY|0_C&n`oH7QHc_r=8c5F7s?^$^@{1-qevu2`(^B{*S$ zK`-StcD;$Zuz;$z;Q{AQX#-ugu@DqfE+I+Y#)BGH=ZcAE-V9w9O1lU$0G3X;MU}$=GX8i0GGz}QA#S;lef?}442Xzg3B;9 z_htijqtYnDz#&rtxh*7A^PWmfS1utdjK>1Kg*pR>oDQAUYe@Hm0wktpezDJxeH`o> z=^FX^+-cz^P_wMoA~C$@PrS~v)r|;6R$YpUid!|d(|dOBy~VzCh`RKuYQZu$=N zCzjBr_2Z*O$PA`qLko_rI~c+FnWbX-NLS2P2u!^iNLZUxQf$@SXe4?KMnXG*!O_I@ z7!w*2?MU}Z!b>!mleju|Viq_Z>E=cEIx}(uzv3i8qN*O(aN|hlnyO*Uz4Sd(aAsFV zbfKq`=V&1N0Cli13+X9%=4(hI$NvOSs>r;;s+D*$KqN3Rs(=jt!7fvf{M*~xe-lea zJzG^1h7x<1f`Y=8HvFY}*~JPKYaD_^9(4q@i^!&;+N_rt_;xf~V9Rpb;~*l|3>`%{ z%1B6tRL#^Lbe2q+HjT`Hgp|?L6^(C4>=sr=TA+=lOhGyb54e8zn<>IRp$&tjqwEXz zp+@_)YfQ{$6M&zuYC?A-3OWbAVU+*+Ya1ERMQM$;Pfx{XFgMqr4tZ6q2G6g8X>HFQR64V}Fn zX^iLf2a(~wiZHIcQn)vc=r9O_?p44!9k0T_m&B4O9p&;0pMHd$65B4KSZ9t(+!&3a zq_FB8N^m3C*6xAZ*g84dNQipKCF~Ox?Wi&BnzI?2L_P22& zSeEDyQbUNSo9H3vp`oRYK?yY(lCPt=ZGllmD|*gQ0O|vw&k{Wa!s`XCvZC~g{EQx- z<)ky*58^$_B(U9w+?ZScISx6<>)(Dw=Or>W5&eC0{y?+6^AHAR9be9Jib7e#X4th* zx`O;^BCO_OV=Rc}Y(z(@wK&uhG$DXT)w(^p5-8Q@lk9f z9R-9e*URw0D9I(C(*~C#+duQe!)f?!IXFqN^np-VJkve^KJKPB8gWQC7d%flTyKNM z>X_QVWOj7AgWt54-o8LiMp&j=sKPZd{=u;*2AV6)`jE_)P2I2YXosM&<8unwD+BvglT<-gv< z>C3IZ9^fWo`U1p2d>}wi^eDGMgeN}G)W{WMX9)fI=uL*)318yE{uX!x+N((3`k;EC z>`RCl=s)cMmzq5%w`Fo+vZAE@kQa$(GrUA##o>XuAiE-olF5;980s@8X(aS3yjg1D zG|6Ugp2^U1p%Ih1Pt;DM`#Q@Wua_iVYB|k2h~F4Nbt&4#niduoKcUKD0f_o&C%P<8 zsZ(98x!-8tUnv{-<&PQQQn48)wkr^(HPMshH$1O$9FqwK|M3hhAj1*2rm%b~pl8B4 zXU_iBV(6sP36h%>C$Wane+D%%toM>0t@L0x{PMfq^6543h-VD)RN~PV> zsuHD=O26xVml^ZS%=h_zzMtRu<9TFs&ilOIuh;#$@9Vnm>&96V@2Uz_98z=U+BfYn z(!ai0_lKTSllyynm$HDEoQtYF*F7?=LB}hFx@BkG9Znjq)tT zIWJc@iJ@;436euOG*C@|Bc8V%=2FLpghZ@MIrHvI=qzuX8i!T!`K3a@6dpwF4xJR6 zaFReXHcqV@Y14mx9S%digo1wsI0c3U0A&wuG#{9{jw-6#>i1vVqwRG`%6CcPso92 zvJ&-yfZmL3AyoOOA@dFItxZMW4eOTR7Z|G=3w|_6196f75k72&g9O+KPWp%gq$D}Z zL{X12bXq<9rEb9f^)~S%6Rl7JU4eubUI#*K3f$<|#^#b>?*_UZa^&ULIEuC*U!Ws~ zI2!a_S65n74LpuN%BYh+)t z<`n)ooxmb2ZKyzKb`J`&mrRP3ooAf`)1fdp9(qljWZM`Kp`4j{G1_wy$Z|!AjQ3o? zX-gjb`2N?aiz(&!i2KSMJb(siFijt9KrjozfRJnSKai0CJKwcX1&ze8Yl{L6B#d5V zl5d|reVSOBsoess>}Knzsn5@TsGZ6yEGJi6IX?#3J;3hgWuReyfJT8>72G|>q6h(; z6?8d}uuSlVLXwiZ9qX)5S{diRF@;F zJeKfuW+|zeKud>+=Y=8gWEcnb{&zz+6@n4Q4Bd8di7KMees5;qffhpz*3D#S@?wbj z9K~HnR8~A+_(2Z`j3Rr?Ceo({#1-vGq*0%31#mjg;pZ2HC<^8<&wOX`@a%?CP7plf zlNc%8hT(LllX>ukCXB%rpTIuK)GN$Kgx!HxApYcowNgY=;Q@?y0KC*dqD{GCOf4MP zJ{v)6$JGAun`(pOKG-ebLovT@KL5RAH%bK z4!Jd?|E7ZA278I5DwHHe^&-sGF#qGbh`EJ_bH?*vX}3|9pR|GoM;Sb*1I|5qDIr;+1~;5`*CQ#eJ^z+DjD=@7I*P1V zF@V7~Z8d8j(f}T}5oe$$B%Zv2&KN4rQM4Ce?E(j@Lds4yIh@8!y;$raPjE>+yIrdCu*TwQbJ$!{|u1G51Ze31T~1 zfwyPQem%{0Ff$b<+&Iw*K1bn*PAIYP{|9R$<%CYceW2}aBhfI}`aR(I>Roz^&bZp`Rs?onX4<68IFi$i`8!izZWU!6qLcnSSZ=fgDD>>P5aPNIy#wUVMXbyn1$4}90P7U19W>uhn+3cgk zX^abmZ-GVUvwP-cH+}(ygT6t>g9PmW6!9wf1jUeAo?Aenp(mZ);0sz>(C&Squ_f7;xgKz5U(Up2Q2T8kTlMC1>T&gm5 z@QMT#keOsmcv%mL3ywD3@XTX8w{HA*$0d|M7F*ZsupZ2;M3PK|IF z=KLc?h$s|7&?0|8wD+m{PBs@S-O_VoM!LL^HRd_7xic5bTgtd%Ws~h|W{*>!s4BZZ z@kdeu!D*lgv?X;X(0ap@$3DEd+woLwmU|Y6{oR%+Sj)&lYGh;BDKhKvR=?XgCF+R` zd_4gvuY+ge2$t1T$TDkHeztD7lZ~&9i{=| z4%^)@=-zT3E1I!b|K*Jh^6h2M_rdM`UGl7Kp&r@O&Gy8%HjMTwzB>)^K7B`z0 zJ(z&#+Q9y(qZX$M8}$yUX+8oKSc8UtDiyil!|Hc;Tj(!OC2t$&>fgwD2u5k^1lAr_ zM6FN;{_r~4NYGM5eG0F^tld@NB;mlu#{r^altP6rZckA%39dJC>5wfgEj3K`_wu@m zsI~&C9fHU+NBVV0tCBQG@XxzdP|jN;TF?OZ7IYsj8Tgdwrd4eOxI1KRO#Yza&rW_V0v^LPu2{kXc+P}YF4$2 zE{wcFx_ZGuuYvjkwi0@Tp;CoMURJuH~a?d(ACTLU5xJFL3DVtROel`@vaPBgex z;b9R2`x+VPQ>>WgH~N|Wy?_AF_rX2n+>ij6$N%643bmv$WOKp35%`NUuvR(?;#Wcs z0N=w5O{m#nVqLmZ{Ea%VKDswjYwMS)3z;E9AWLnW@2gSQ5Xe9z@*lpqn)0X;k#}&> z)$~(Z@nNUl-j+Gb#vNic*>CLdB>Tnr+s4Y1Fmt@w+bWL<{l=3fO_QjN^mna(bYYsr z(cYqdW1Xbc#+uYC1~z8J>eYLIne3r-7C0SQA#yuq4+a14{G^<6PR!R$jim>NRJISo zWZG?-2@UIwt8q^;&xs2IU7FoO#GdBU`Ncn;H&i<9eFLi(6NE$??Yc+pJJ-XC?Uy7O zG@=pjxY*_GF*ODdBJ?Pbnl4YInNm#^zY(&wh#Lb`ymo zrRlJmqltF-()sp*kl8*(`o)+FxBX!sdMAOp=CJ^2NDsQ$@axNDlFz*oLDQoKXdoJB zi44l*==3{2axZI|vF|(OM^T>8AaEQ9XmP5W*l`I73ISjmUN3P2rHtXDCX1cIDpsi!#$21u-ZRZm{L|bPRUy=5q9Z#@bXF*$HTQ>~-r} zS^2ckfh?tsHM~zIY`5~?kh@$yv&nd%OEle5qz?U;P#bK%+DpTCQOr^*gbjQNy@fd5 zrp#P;3%VGWW{K|gzM3syPtuSI@ziYvY}zTWBXQ`#Xi9>Vz7|#yq3^gy_M}ZjyOl%m zy_Iv7j}@4jn)0Q5Vm!OLYQiy45g6SLtRJc~79H(eg$ZS8xn26VFI~Dcak1tV85rQOj2Wzc!m2O9U*PxWsD=e8P3JfMt3xheo7Xkbzoda^+|S!y2F_?T@Vq_ zAo5}g3Ut&2Tuu5U)ARvn$++qAHZD?ldOH{;XrYwk-tZOG%r7a~DYj#Q{O8t={TFk$ zwPOy6-n1|u7gqs;B<)15f5t?oojp$AKP}7gtf30oeXSW3K_pUs6stN=bjXCOp0wX5 zIwP{;4j3c)u7t0D>Wg)+Zh_@veD=r?tQ5}aw)(#50BA{`E$oz~Q8XQ$1{QtlPtGz! zJ>g)CmKs<=sgMu{w1FCERqD$_J>=t@hMifCB@ed*6PbyPh=!crf+gLvZ~1!)?t@+* z$5eH{6Do1?O61tB!<~7)J!Ou;4MW0}KmgNRD~IleXfl__dy#cMz-ii{NXAsjR}X1T zAC#2n7~Dj90l|8=p)Qg{(GWRo>(_WX<m4fI6Z`6`_*QW2W_>JERQrOB11(BI`|faF!z-JEUm> zz=0Z9z3lyLKw85o=xCt@>R_lEW69qf@sw)^NfvovlHHz8X4vEG5QI~(U{?X}on3hM zC5@QFDqDldmZsE41*GP0?OV?%|NmSHArajd4HVnJ1$*|+Tq=fUyAQE=uOiS;PdwRl zQ<(`skOa9%t@K{nr-L#el!xXPoL=O-4W|%_(uf3TwW)P8IfryW>U0LdKbkx(@Bf~v6t=}0v(vH0LZ6WmALXb>&T zEMp+GA?+De;ec!`@MjA9sBCY;7B4DSmL6F63wUyi�UX5*aQ8@vE`8Hx;bLhy~Jt zR_{gBxRjoOfdsZRtU}T0#dspBIGf@vx==~nj?rO6%#iFIlf_D4a8J@^$PR(jY z(g)+uJ&>s5ACR6{!akTN1JZ%gmZoN5)P$HK?|XZ*E|#S|YLyPqkQJL}Z4gA9po<4L zMM&o(&&9FO?~v*kcQeP~jA%z@%Z06uW~bM(Q(xbSqzacLexUTpK8sX~K!ehh&YQr` zP4>NS4*6ly%zBc7!H-LV3U%^>LtUub83zJ96wx9A7+*(Io;Ts{SR&BN+ts6IBFP36 zr+vr@@PtG`Zn4Km8wU zu-49!eYkfvSkT-mXvui=q+x}Kw?m6;^X_EiYb1}No-CZ8ybBiG$<5t{(<4dUzW0q@Vj$~i|2DpXiIfYnz~Km}B?mbhbF6ALi+ z9_itXG7y`6=ueA;h7b02q4n;YP{#ZZXYN_{VqAnB#NUxPLTF?Qr9{~IYSTWbN3u)Ou5a79vqYvF6@6R=lAXp2C_yB{WEDUW_b9M-RPZVAu_Tl|4EF#`iqV?*%B7A7LMIdimFw8zqN=nOl+2u!WxJ zJM&k~yrI5j+T)AZ}gUk(jbN|8Hckfog@Y90n$wr>3tm~Qo)WqL5CA~i@%T-VCKw+-e zoRF%Xi<78OpFMBiVf~Ks$3Hp`EQ`Hr7`)+V%}Uqk}P)EH&Kf1Rxt*0qZnCmS~rQdk7|IBsle&=mfwmL<u&8%WI0qV&~LqS;NgOF0~D8L zHa55^p{OKKV^2VKwqn{K`mo3XS1;i1-McOwxq+GhQAKNzfvJI*CGNM7CJm>RAV=bv zKK&_D8hfN7wKp{*HHzL`K6)F93Vnbt<#-cbc$i?lF@zEJ6}3dCUHmB~JG@6bQe*56 z2IVY}_KAz5aE4ddk@MeZ=7fibw}btr)S~NVBQ#YXQGlP-l@<|UlT{FLYk=B8Zipb# zkx%=Rq!|x{ccoAV5rDiTZ+q_3IAdinKfF4R3vkjyk^-X&uDAC&-J3|6YJdtt^m}SI z2f$nQ^s%+kEC$qx3zdghT07bW$=uuy^^7^`6Or|C8gSZIq}p4gT~zvlmU`|$OpB2o;-q4s=hG3F0jsPjFBS1wYDxS3F0|yQ$>-w+9tr_euUx`sX+VH)pPe6f6rafHV zxpQygO4CT|31N49vjaDrWsRz%`XwU;(RgrLY2W!l^R@>|`$!O^1z*AD z{nf=f|BBabHDNs8$5x{k>G0Z%eYXrLS|DpU_~hCahjOL!^R6Ox-opN+(olZ*?PdbH zaM+6XCXur(#1TA0S1Y2Y*kZZrv)07#mW#I_7w&0I>}}1n z5Ox<5h@P!D_|lQ)*9d{@=6eg|+YH)L0ZzgkZRU^PMY*vPA{ZO%<|z z>`X`;kSo$SSDYcYfmfjvEs-9*_jpk`WMHIrA)i0;_N8~n6IRa82y_6T;*7>0g4fIe zACjLnElTWAcK!w@w5u6j;eCgwU z(DNc^@6_MB#ka)5$$dyW*{|-L+pTR*t%*qYFIUZ6c=?)-&u_ij+BH@=k7`;I-@VGS z_;F{$nP2?ncQ5dGWdwmA+#~pl$T;Awoyv{|e_bOjh+gRlkX#rdCMuO1;M85~f_UzVl#v)> z6kdBl%aZLMSVZByI;cK>Iq#GCG5<*-YXx6V%@#U@VuF62w*bcSr1e7LfPocJ&y0Jv z@)R7MZj7C;f8@pFu>tUEyWjjv8~J_G?8mxaJ9S;_$+d{qd90jYWYJYC@w6@_#R-kz zzsTANua6xWG(Brxu_X5DFqEaF8(8!}2T~BNv-7vi_DF#U9Aa3+`kP=*@LzNDw-w_t z3!lo_@A6_I&MZ=NfWF`R+6oGqe03wEH(5FMX9_x2E48Ma%Uu+%6ga`7cZKkGybg5| zW^Sy7(UQiVN{gI+qPqwsAq_^UwWEXW!-qCh6596JQgw2QuZ#L%bs0PB9Mr)deI6cy+{3o(|PKxL)VFRclzC+i zw(!T_nQYp+#C>Sq#+k-oDV$W6;^DCNd<&%<{o(i5+tJQ?Czrj=!3uA8e*68(Ip27F zrM>5As>IrZtE{#tPfj$8wtFILb-@0$qE7SPj?&axucTM|YG>x#?dm*VsVb0|BfD?Q z6SJJ~wUzaEDh#71_#flF#A3U-zg_yRmf&IUz`FFt*eWOM?sX*_T8|cIIE6^0G_Ic- z_6;vaNC_Agb(M@?Nmz#PAG2)31poPm_rebN6}|0FPCYMXW%bTu35z{)4wEYzAnHr# zr;Q6)iaPJxy$b`>JB3+cI(MS=M!E|Fx{iEvU_+@u`w;$-$G0y_M#euD3-)WCm;doY zjbVG4Q7uPPLfL<=+yYiu>G?iI#~a<0&u-u5X^0HEv>E0I_i#&Vyzeb)yZGJ}|4H$e zAHVSX5!#3=`TY9x4_B4$jitt6L${;F97r3gC?YxjyLy$Ucsk52=G5csC^{OQTFdfC z5|-H6-#8ll7;A7<<)nHqvTbGw|3KGWb8TlRrU;!Cn9M5Gr_0>)($#>&k+e0rcbz_6 z_N>CdBv#D@opP4qfMF-oHWv1bZvOa7?OXaGFj}X0V!WkR+=H2s{!sA>%wVY<{NlFW zU@p0B_mx0zg^~8ZT!{(u=wySf)_o_&>M&NJ_paH58&GQYfs60z(XXb{F&c!wE!F$W zldbX1%AU%qG&!}1mE?1e?#8ouli|jlkcaBZHhaQUqsZu_e9RNH>Ad&21!60U3KPV1 zm;qZPy1bZXaInGzdf;^}mk*S|Nn`qaNkPm}vI68);T3@mV|Re3gVkmUG{#TB;n@$U zl8b@O^`c@plrREUM_+VHkP}26VvKF^x>h4dQ3QC!Sc) zwBC}|FCQ*EoIOD+(R^=ae`0JiI(Z8rSPRB6otPl^>b#T<^an}nyCJ?Uc=hPfqlLDG zt8T}{6vN>45{gbSmBhkai$7fgO1lO_>Qd0dckVC{k>JzEY1OpV z$~e8gZK$-1(mL}#7l1!_mu)DZ{2$Dei!ye_8K$nMm(k!l3>|kdeFvcRa(nmgoxje; zNIb1GE(j9L6!dzQL#yksVJa&%WM<&6kN3^8Q~D^+5>5sDCutgFy;W7ND?u<1b#iZ{ z!N>}HN6x2ri$|@4`=MY^oC);S<&ABqGPm>YgPH4I{QEmTfmA3 z3C>5aM`R!79c`X6Yf%uso+#u1c{m5OlZt}nWS}x}ymRM{b|p$(@xH!3C-X@L57(?- zeFJ7l6?n>s2=z#j&&d}ZNavgA^|Yh8civ26-VcwE5v_(aGqEX^j05Qg_Js* z0x>o>H8oWu=P+A4q^hDKdSD-<4Mjr!x@D@SwC0Qjq`ie%2`6CtvGl@)3mqe_)$nvk zYp9}IQ2_kGYxB%?f<;9|%rbg=QliPiV5nw_XL)JqrBfI<+WP4^FH3kY?W=?5j0?CM z26Qu`*1XbkT!ZCD$Vf{2%|PvF1*piRutGW^QdkESf3J7wups;j_Gf$e z8AE$7FmDx0@$o7|C`FysGRsli6u+{vgghn%q@^wLl-5a$KV)yMg~5(2y9a!kQADuA zc6)pKg06*?`|j@F$i0!8>YOojD=JC_3w6ShsU8=8WCGctjLJe;8Cw(USFEu2$k*3m zSdCcLVx0qMy5JwytDelKd&yf>Rs@JvtG6I60wg$BKqyJUgQH4aKl4qxFs&0L<~ku& zRaK&AC$YA3>46^fZfR*zK`R8^jyH%J=jW|@xxt_pc$p9zsooVqoj(T|r(Mt^QtP*Df!kzV7bI zh`2aOl&yynA(OnOs`-r!+CM2sRGUXeW8+?0c(n5#nFVPl!bCzPKR;hv%;3XseAH9Zg48HmKezUemJ=?1F97KKl*6l_qdnji>n*VEH`{rYteMAFOI z^oZ$M1;`xIM}v0raF2ghA!yGaZ0?m<$UC`B6q-;fdC?st(UdJ#a0|FKnr~Y)k>l+h(}96jK04TRC-z1pN5(recNBVZS6SB4%Y)YMDYPundHAfk;G9*@`SW zc0Jy_j1L{LME`G}?vWQKZ%0NJfFzUx-?L}$ULmaw^K)yYehbDB5OSM`5+D@F)f#~2 z9DLK>oult}=EzQFd8l45pYsq!Q)ERi9w{F25A+;n%5~oL>w`XJhrNBD^T0cltFqWF zc9^8|2JdbRRzIaPuD}KmYcp(^RnZ4g)3=c2F`%KN)A_Gwy8Nllzb$~0lzN>9LWZhA zrrH86;9aqj7Gzr)$|N7)S<#NQ7(t@Fp&ON>cxu}RS~bQS$x(KA{*6wZ5>9FhWPFSS|Wi0ueFNnkANTjZh@sj*TtBA(GheYW0^9 zRk8JjXC&RRfwFd!Gdeoz>gvVvL!Ap<-u_yR-cRjHcM4`$jG>T5G^5?S1muuE4qtK9 z&C1*xF)=ZFSLt&7S`i64HqdZ3+dLuvgz^C7Y1gAx;@decn#2mv89z{v+y2|`_3`_( z>amUs54rUQYIKyW?=AFuOgo=8t*1-VQYWPJ@mQUl%6l-0;Q~!cUJtjh5}e;M5{Fq~ zc70ue>BBaZ|J0oOBRl)LJt0{oc(vJXAe{Ymc*DW$sq%N9B!MAN<))+Uh|R?!T)FRV z*xtZ3C6SSlRcW5ssqfKkICj9$BT%e*($4b|-po>vWY(bx5F7TWq~XIe11?1eJU93W z&X=`2$c6rC8Ce*hKzvr#g6_=isP^MQHYOu*Ug9Sk-eb?bAjf3y7Ae;6Ug{*b$H@th` z_$H4N+mto|w9~6F+bn1O23A<)(V?y;k4YL5qY4TWSliEhc~5qAvKqSJm&@jYaJX6V z5n)gqc1Px*FnlQ+0L!(Pq5+@FmL*JpMPnOk@VNY(bybPz?Esp1piTO-9rpKp>eF=qVrHx-Gj zZ%vJ%(%VH1ZgL0#eTd3A7tvR<`inZFjL9JNYOhR83XnR-uXNhXd^@7nKjhCmH_J=< znQyDeRv$CoQB2;YQ=96cvx-h6pShG4qxRc`QR`PG&0PDv4kvLhlonhpJ!#0ebt9$0 z;Zk&uFOsfpa_v5901oWZ9-nz8W z8Zm+9e^gOB)+@@N(Qv&0vpy(?;d{OM;2|W~6c4Fb zl2zewsMPd$V+`=!38!OkVB_%3dQV6jpX%D=33a(Gr2F}7-q?DT4m|GImQF_nw$uiY zWQXM69-EaA6^kMSDRLaJTa7NhmHRFs-1$iZ+uvt8bcNF)Wt{J`Qa}B^u@kaIo+Hww z*5(!$4&i-EeMRUhPKx&$Kj>-BTlF|f-%moqVKqzf>iiCo2}oiCD5^rsL!9RPRfa!B zc0ppk9nHZ~Oy)!@6LOkRgbG18CG0>`(l0A@@81nCLh0oT9?%r?_4ajJLu*=&6ij29 z-oM8yT-yAlb1z)T6L3r)uk^QPV|m*mA!^~v`mkj@WD2o?uUwLM{b+>2dFzmCP*#Hj zP#8&B3I1IU=3_QNrli7M=+xv@jqPGn#$MiB+xW==H^By=t0`{n?Wm}gE$vShjXl<{ zca3d9p{BnHkK87?#z9p`8>N2!?cX>w=@g|*`u`joWtslWXDi15hp>OImXXOa4TMb1 z6p$yn8EU4~THMf+);4~f4@{2%BpB^TbpU-t0`2#8$M|93m6*~SJLqig_Y~F11`gWxMsZ)kZ zlUTf0zBn{o%WlaR5DXz(ERGFWWF`!tOtr-j zTw~C->tGEL4<_ADx;4mF6`sohR4&o6ijrVh2nnQaLH{@sp@p7s%!xjxi}W{O)q$xZ-1T*?-Z zB^UHq@iU%ek#Kul91CRj|_Pcv)adC*qi3wV1^Q?;c z*VI;;!clSlkNXu1BwaqdofyjORII`ZTKN0pp@&=rk7Xlp5;q+b{!~|+4ICI>K6=WO z(Sa(Qx%Rn-WnzT}!7UfzdqV(DbPX(g*HdjIU2Ew*kkRc*^$LP->7635{y3Q*-+(NF zex(?Suqf@sJ4<&?WB?@s%Sm`!Gvd*i$+HESA7a?8@-8JuO=(2x3LaIhCe0SbgWV& z#tGO$C1Y8*vQAA9PWb>#@^*uzSS!kx0)tOI{tMAHDOStR&rg?Y1RDgW=f|enpjXlq z;8F^5=yTTFfn~PW%4pp`+y^-B-gS|)f33r>RrG`V4M&Yf6?Fm4Jr@UZz7uD|Kj+SN zg}<;$e@N9mcI=DY*iQK?2ZFum5Ew`=r4kx0RyNOmK5dLuHTcfcJqTdSDy4iC6@ zbef8BGJAu&n+_}<+DBO;!3Gr-6)9+G(oWJG%kX!inGAqOPqO<^@;abSwtzP0zVczV zFJSa1e^(ZA1ySzNt%H{I*&PlpsGyVnD*Eh;N=t)yjw|wS^zPMxi=3SOF_T(@7(l&;Wa-YJ>SG#e2kobV~yYtb-b4Fh|18 zD>|uW1#U8%J7Ln48_)w&C{u+9K_z7UI!N)T0PV%UTZI|f>wvR(3xa7gf+Lq_kX;#j z5MuIRtmGh|9&|*l5EVV=Z)kd19#Za#uW8-D_w**(GCF3T}-okAHN zD}mKyye-DTd}kYoZd#+_i!qmY2Yhk-)m7IC5%8lF{Q1zvnI5IyAZhPfaK-SxU^}>1 z0_lO*iK5IX5=*Y5f?VTw6ojw~C&U`toH?2|P_%1~GHeEfxuokqE#R;X+_w~_p|3|{ zJ3l82c`jAKXdB;w8;MiMA0>*w7_=Y0X{>x?g`IKhj}JA52}uCV1;NDzN5-VCAp0KV zvi=w#5LNDmI5*g)q;Lg4A-g$Lj5_<%aQja8d}x{E?#`m}-~~%1ogrfQZU5 zBX+P^!aV>%i0%fqBVji-ke)@{yJvmkvDv|c+gx2;BPXM5AM6@`G>Tp%u{E=_RKdTG z?8E<{T+!*a_yjx07Tf|=s86U?*FF5}iB7?wmEMyJ}% zWk@QVQ%!ZYni8TKykGKZ9^w(VZ;MdSp5^xT#CfP1DK7OQiP!*zSmSdG!gmn8w&~$_hD^FOtPOR5W5#V(uIE#n~7m8}(4-99XwGqG3 zZ{0)u3gi+_D9!gpsiRO|J(jT1R`qz(`G3GQ*_34V^f^ z;+z15L1cEaQdj~B*pzwA{;_VuiLpW%&U0iIvBK_tLDQaLD6oAgk||Bx3eS=aReW1m zYUW@5gTG|`c+RS0l{P*lOlmihdpq;Y&hag=U!5{R`Y+!P?;;-uHOsLwj{fd<5;^SO zb&!+Yj*c#Z3V`es031hG^p7)i(S8{1kZj(I5j)Kgz^EW7OC5fm9RxX#R-6%gY6w$o zS%w^+^RNrM%LzKdDlLj*o%rdb>~uKL^}Pv3czYf0*lnm(zN}{rt45i_`MQ2d>@?3l zJJ*x>RRq={v6DfUL+$=Rd|oSDPb{?DK9+|j)wp5QMGN5bd`kBibfD4Qy%-4V4u$!t zb6v^GL~WBZuelNl%op(US7|kZkfL@QwbK(=!ZByh0!KV6kYnN%JK?Sf1L>U;*fQJx z#l4W2Shc~LT}lGJ*DuPNU+3TmVYo#Ot#8r~!;L$)3E|W2A{th7t#jtgNAvEo z$D8=Bj*;uRbNL>QplGplasgGr9OEU(HVH-`_E5(e2HVo!E;Br0VvI~ePs|YBnkfw) zi;5IPPWy{%U!I{zluIeLAmKNZgY2H}F9;F-4lsfkSbNo_$2)Z8LE4BcwQV}O-#7w4 zUB*VbY?Ch%kx)~KmNWV+Caj5Vz&&rhYq+JSzB|TkxLIO3Ewzvx-y2NwkZwDE04~Hz ztrqANEy2m+4+A^~vaJFyywLvXF1i2&pxv69bdV%C@9(`G*-_Fu| zd2Y$z0#?FCzJ(p_A7y0?t%f_&3l9D8BYzqcus zk4YtNq^rqMue?hNK$c(f&=Mh=Y}jle_vZcqqG0*-kNm*ijZBF6G4ptM*QKLd3ru#y zbGJXm<+MjTsu15UjNT=vqD@U_{pPwF3XsTmOfe@z%)L7G5f-6N?&b-syYrh+{s-%< z>Vbr8u!NSl6aprL3z0h^onXk7*j!4TkU7kUxOB>Zx|UV|o{+;YvtsQ^tt&l1q6H;QDDVhSW>2iyG{9}E@Q5@NQm zI!t9L9vgdro0=_<37@dKarDXXStVpr}L7!~jIC;)J-+gR{8BM_pBfF8`Sd?vh9Gj!fo6(22npZ5%9itW5g^Dz6yLi#+z@;R(x* zZY#iUKhZ8ZA!O&FGFKWW*+g`!b?*wK@;h+_>HYLGI&L zyfK@?@gdg^9RdYyp6*f#zjqG;>VG_#KnO$2kbU!@x_J4?$IhwpSq9e+j>F<2`!?1= zPmPLN(-i6RA+2N(n??Yz2jM7-DeEO@)$;DxvD@8j{sppgp~a(pA1f539>b!wt?O4i!l!XjKtV16aG$rTE$(=W}?)9zfJr@qSEDarQS}ybKCdw3oBMOj2 z*2i^Wnm`_&M$h%dBf?;^i+?!1kc;N~Ax0mRgFsWyyTZUC@}JJy!~`O+%bq^=&sI0!i8Ny z)FKJ$NJRoEbCDkheR@SGl;cM~4JAkM%Q;x0HtmH3Y|iSLERUEQ$Qltkd#H^KJhn2I z`jsj4N`kLksTId)`3PQ4hZ=;?Liu;U>@-4hSPZuZt{{QW=!Fd>RS87;huwgxeR)pz zueE1+h+kdm&U6a0!tW?ubwE?)+x2K(P64IZi}@?dv__0u(GfDu{)}McA%AC}1jdwn z0k7^&jCB=L60qMxiV3u?Aaf(@^=SQa+-u^OkUQ|#9r}{ITW!ViFhtVvKRxq7K3O^y zp(*ncLA^^C4{jT0mt4A!Hi~9zA?oT0^bIlRw6HPdtq6ZcNJ*T)1Q2cJ^8WhbA|-{7 zPXzNYoj4wk)dZar>oAHVdF?YnN?iV$9O~G0oB>|e!c`U*`RNSuvh7!U6IUI0bOSQ* z6SV;CiwEi+W5y5(kgRIZ*6VZs;-|6bjctJWl6Asdo(p$Nw}ez^|7K8 zcW}Opl`hu^k+K9mT(*zqn;PMlQg%%M6o~-&>+n=PlM5S?MBE0_8jZmn7T`ei7YtbMWCOM! zixD{8x|NHM3Gu`*AOb#YK%AQ*#U2bD9Sq$Q)8~JVM3+Q*Q?8i@5Ak5qCMtaRb(Zv~ z-~?9c-A%YXEM7lc4qiN_=SJ6iF5!lrKtBkl#EEHkKqH7?9^{mP!2ReTBRN3wS~cKsSFipsSZJ!DpdWWb z*=3jD?^PP*r{x12zcnZ8K&i?Q=NOhK_NizqkgY|4=7WH=z^7|_K__9Z^u!2>1SKFg zlb7XDv=o7`t**(!=eX*sg5~&SMINxsp~`;(A7ZR%VE z(E%=j`AxcWYV#%s54i!)DTX>uEfRcWR3r4nTjibo_48FD7g$ z3CX)1LA>(+LF{t*2jWZdoZh6{_Ps)+T~sE*5*GP_j(m6sd$Q&lZuqmubi*J1-vBH^ z5lIe=KL*6;_}OiSQ|2%~8D5d*XwyOS{!P6c9csww)7i0Ukh~J4f<2ey zI_WD`+mhdJ1n-j)z_^5U^Xb{`T7)LBPMi$%93jEF|D-AdhsR*PW+oR-3JE8cOhz^R z#qXlD37{ZG2`EA0Dk$iPi$%?v_G{H@Y3UY#HH8rOas?dg?oGOmU$0|syN5U=9Zd$K zeSZ@4oHYkFMN|!{S$a|{HMo|W}K&GbJrS02}(w)sk zZ(tK~9V8Gh?jX?Mvsh0P7EL~a_}ZmAKBMN}-gR-Z`S2ogv4j@)eTU|sKM@|a`t#SA z@1Z;vUsgKr^~7X?7jXV{Bs78v>%k*R&~}89qczrj#3FO3zT4_p8G#e!?ulVkknnNL3XUe=I$1gF&dqNCnq*C6sdoNul3>V}>YUif*tGiPeZ*4CM|t zDjqna96^K3OYJ8HutvXJEAl@TAjwqrf;8@KZ`i%1D?46V+`Y0XH8|*mz;VuTBDspWhMS?C=(f& zKeM)P8tX|3f8QAZTCscm6xQ}Hg^y!0g$!q*)({Cas>J|3UzLAdEw zrj3vQClg$_F^)v1wyUShVhys+L*Ne;+aWXCe*!Bn%1)NO@+XB*f&X$m#@COP{RH82 zK8^+ZcmRrAf$Z(6b22!^R&)#Ilb&~{%ggWBT*{_z-?@{Iwc|&p@PEZA_ni)&CU9fM zcz4azoQla6l`)^H)`0x?cuCrLpfa`=ndwuvH-ZY5~LKU7#X%C?8Hca z5I#?wP2CA-0bY*;jla$j`xXVAju_p((kElVNl|7ODl|b{rFmi|cD=C<78nxjGV`P3 zNTQ!~2Zm2R1@RnaOt}8B>k*gHJETT=yWWYhC9?k<+%kk93AWOLb%w9uX{O&u<|!jh z#J>}`o|-DlCYEHnfNX;C2sSmzHlPgS6SwS3B^5WQOmnA^k9#yUP<_O`-ME==fB$;? zYTJ5>6nNDmUtUUBA@*c)R3yZ>2(&(*^$0LRGi=}hNT8BKojYC>RDqOJ= z1Auw!$8kCgGfyKG$KWHGOfMpdNM0s>|M_vME>U+{{SOKT^2US7+q$>fvAYDhTk}56~Gg)p~nRT4Vz1ZCE^j8CDXInIo0Ff<b-k31NM#rba2$O1O=>-xof z5D$qB9Auo-Gevs7*6%_;K=MJ@2X+o2TnvVQ&Jk~f=VpQq@Rp&1gJ8cxuY1bNYU)~V zL8DLQ&#e;`&31jD4m%L9fj<cnPM(EEXe4i1BlBiP|N_T8{ zX|UlG$)xXhqmKvGakBRK1y@!=^jvp*8Y`>=$E7kC{Q!yD29TA;MMLn7q`)jO16|34 zPAdoY1pu#yrm-|``eOO?>?f1d^6O-w%tbPIw9PJA#eSMNK+=wCDP%PbPAaDb4|3^XE&pl zy>VjTweN7R0$=;{U;}(-t`VAXNY`HQ5i%nq^e{jR0cHDZ`|(1qqUU2D%2#Ubd2wQj zN8~0^w-w(fxKNPBG1-@mK&WF$(ZFJ6N<|`alZ@GsMLV<(e18!7E&Hw-fMrVPf z5#@qh}h%_Mt6d%I!q~;;CeWlmdPEvFEBJ;hWTrXLHRpD_B zx_Zzw6`uYp*{~e7TEFG(-vIr9VV8ol(IkalkW)(l0~xMsx>R^&jVPKCt^Tp-?|5rF z!NdNufB?1kCGoxAB=?KmujI{+PMKUq>iZjgV)xO4?)#8dDG#-}n^{>kJnu)CCQc*; zV2aE$6RJ+Z=hrT!pp91;e}~;a9l zI8eriOIuo+F34yoptB6&Y|}R^#k9}umg60?9^$u!fyBmHYN1i?| zsp4Y{dYp0IP(!k_R`1E#Py`Y;o}kgFS$*F!IH0JI?3P(}LQMYows}kijD!BzmwD%S zd1@3O!jMv7N9oiVe<`xn{`!L*ztvTy!9lI&a{+a2$>7t7KlHlM6$5L;Di|tBFA$%F zHr9GMG#Z@yy}=pRm|UiE1s|ix7lD%y(Ro5L4|9QGa>68C&Tgspkw|oXH-nYVH#oNP z!pHi;SL$8y@r~B^6BmPgJ=^5j!P#MSW>&r)TA?|H`oxe7SxvI=@FZ4(?=X{Whb2JU z>>-}ZmpuN}?uwIQVf^JYro~oF*3hw-qK`HG;qN+)?{>|CfMX%(=W6gO@gN0Eq0`~# z%wm-WlX4m_4~J`Q3p{qbgNS1#)hAo{^nBnOy&5RxA(&D4gNBVs9s%BM^V`?Un=mJj zN=hkUnIvg<0va#3)&@~l>9a~&akd`Py>--(Tw@kt42gX%c5*pdq;&ytcW~U1xil^Q z^kOk(d!0zM2A_Dk`2Zp(k;{ptQ(0{;%rn|wo>67sTSeL?2bGoe8e6uYbrv;-hw3)f zyOU|v?Ahg|bSmo2(3N~p1f@?t3z4X8@Jk_*cmF-h>NsM0AV{m(ABgi2%J~H9-D(^T z!^U4l_2A?WyVJgF$1|^p{X?n!G|f?b}l+wwZJMR z!OP+Vb~wQy84}oCqjQER)p@AGNxhqBdj4o^H6>8kDjOPyTV!luquvY@eFqXbnP*mC z;*fUxp>Y&=Je_&W{P$XB%_@904Rr5m_!CE5yS4;P69*IBa4ZrX-ewVd|K(X1G-VW$ zkQCXf>2=~fL0YHeyaR6QFxJK!uI%kLqVXqBfdo4YRfYQlRfUB8A4(Li5PKV8%V@76TPPwXQFdW=Q1t_z-&ST2Lzs3-!SkDt5FZc7-9NG z+t1b(Bfi{pLWW5)0Mg}9-!(N?36kJfhrFAqyG6Ph$DByAdXRT zdR(Lg9&dT8Mmy(ub_*m9b}%&XqP!HXCV5mnqI_EI4tcUVZYo+`jlma2>!SyW^u{yZ z*!~H!k;lqpvG(~hf+odZ)K^bUuSGsw(Q_o!wLcHgcRaeZVV&Nq08w3NQB5o8C`t6k z__d;s{_IQo<+j5V=g%E1;H%DjZ>7}SoOfDbcwDE|ev_C^J%?%`np7(P@rkDi@GS;k z*Ln#}EVU8McyoOWX%YBFY_g_)$nq)C2nPjYjA2zvGC!*{CuOhp)Q2U#)*A`3bO42FlhYJxk;h;N$(}S`=0@4fun9id2eAxYwbLwp@E=FDhh+hg?JTQ4u z(CS!Ke?rP=3TSdw@$M&AU3$PVQ{`u~?U8Q4(}fpDPh`DQ(xz0TJ{1 zPIc`Ma4pUyC=alfDUvLr&N4sbNFazVBZ2w7&2$`kTzG9G^)P?~S%U?hh7z)W9X|w; zx4EKkjDJ!n;Gf+~Nd%~Kq?4@j&LbojTgtFdHz14>+$)mp~y zAWqB@caF{Nc4?IZ2rKXR^>@pfpj=W$&Q5sw5+w$(?~Yb3{>C(EHY@C)pZE^Is(r73 z(IH5>JwHIPDTc0f?fu%mJ-%1)vA~Au+c)TaBm`Qs?WbDN&_NdJ%rLpk8u~lWCF{P~BBT^^!zVuzOu? z?xR22pzU^?op83BN=#6~?O+S#2~{TTD;h6^3BpaO9tuMBg=bk8myQQH`8-r0sS!0b zP3oa5Q10V(vb>q+Wo4l>MQ%p-1J#ucio_N`l^rG}(kND}sdH^iv;Gd+v{Zk%kei?x zfiiU3VNuZfphhyUFu|$Q5j^?Gh2Pn%>_-)qD|io0t70;%u#OI!$<|$~YPT6an$6mN zTEeFNyx&SKE_NG9p^M;WP=;;8C|QS4Yx%=sGXe|t%&zeqT~7~a;@$Ad5Ka?F<%0#5 zOD#&i9ng=zAQ)-7kXXvrgMh40|L?X%Sm4mp2yWmxfv;FXrbUZmi-NT37^*|A4SOXc zuzD-hXraVflVeC6P=FSx&_NaIom!8E9+Fyk3zGV#=boqQN(vR!poIHG-W*#lGTb`C z+UwN1>DDIvAl&byuZKX)aZ$X!Oub$C)@1mr$cM@iLg8`ooDClFW(d8ED9bzrVrL*?_9dh((+NlmHI zPS&-M5MA-{Mv`;iK85(5UMD8BeUG1wdaiy7EuURkCrh~NK?Ob3O_ob(l`yX;&%tgc z>)fu(=}L|F4v3~J5#FL_MeVECw3Ak%d$Gb3Emmmcz5kBIn!LCA{>t)};n90;0a)IP zD&Gt(yXYi4W6l`()InHv>D;2CywFc$iuBbo5wAHY35v#r5ikA56ub2COfsv;CS^Hu zHMj?^$aavNNlJslnYa+xp&Ok=TE{n<8$44RCM14c6|4vaY9 z9;fY#?Cu>UxHK$M{Todd>`^Gz+ROB>%6MA z?F&|XGRX1>l+XVAU_S3bkCWdt=(i% z>XggKtymrx!@jqg7By&N4;mkLFjm4L>|bc-k4I*Tmee2Fq~2bl^p&FN5`z;jy(QTRsb!NrA#$-oPws1- zTV*17RbjoC@J@TA#S45#b!@Cs8`kdqks?N`#QXiQ+ApTm7HZ1$FtMJhj?7-l#s=S|^v29A^7A{$JUr z<}GFZzzSCStY$u_zzFDAtRsg&3(@O&2AznqSJxOEDH-2-Z8f}ms1T{YK=vv4u3?$kR z$KbHzE_6=y*T(AS=cD!J?&KzmY-e9z^Wf0Q_b|>*P~FVwwIKNf$`b4&`Sv^-_S7f|^>s|DICQs3;NAVpmQJtDFCMW{1^H{KedO_w}EWW zLixc|;V3kg`WxtHyzkQKJlOWA$)YDQk;7)>#~M|RUClVIEi3xLFOsH2UbY9a(l7(lGm(B!%)SulO^ z7NiQYAeC%P77smp+ym&g6=hEm>8Xw{9)QJW5tI`_gpe`N5A>r8aZggvIZgpDy|sff z(TJoZX^5^22z+PSS7GXWnF4eNXB5fhI%-P*gsa)6KEdPvEABhPqQ1AS(Zu9LBj)6& z#Db_4H3~!#5EQUP4Wfu*RO*NYkYPZn0t2W-%|Qi4r3%0hJ z6s0=UckRKP*`QM|)j1 z-2&$LITGO$!Z54z1Gxa#41avv*X1k=)d#;n!Lb?A*CVPkQ{|SC#SW=; zVf*d;tfMdJ&_MF$$hQV+xKa zOl)2uoTS1Ov|!*=3HB9Lqr|XS&$FkN7(N?m%Rw6ZP}%tC75RWQi}icZ_*qeZtS?5d znR0fz5vd|4iIyQn(k8-woWKG+W`ga>%d5=0%bCCivywgU(9W-=d#tN_H!=vs4IL=T zW@25#;RG!2n@2P*Blv9stBaYrxstXT;sO+_fB^=Z>Ey1B+HoAgiju@}Xs-yW!WTr4 z7o{@((dbok)w%u>adK)fmX!!BNMi+bbAtFto1!-)4pt@h2(HGXIvrq5xCh!okm&49 z1la7PeIOj2N>dm4W90dOpudNFc9yBCmO+Y&;YocofWDi)^v&kzWFNs+G1^wG`N=;` z^tHp%8x5t`9QfeAQN4&39;--DJs`*%QwKf`xeBV`3i=Wq6G_2vcf%fnS6EyFtopWbaGa5Nhgs8rL^VMetoXQtT-Wmhu|sjUu=R9hdgxrk~eu1@D)1C2^WqW`Ik9$QUO4~YU4AW3zoZE?2f zy=%Y7Cev1w$zdTeBbzA+LWDUlmFzyS3o{YG5Jya-K;okT)3{^s??`#>Mn=F9$nB0q z9->{jO@g1JlKB2JhA${fF}~wt1T8rOQEvf)wTX%}eDNrIKd@nFAfh zty)M)#lCB>DWvFfeZ|0%O+^>}Kzwcvnk06v?k7 zeVs4F3=)u`ai}_-{CS!j$66eFXwp!s?C`Yt47@*Xi|GADY7NirVQf5Hm#x%9cAFL8GqxiN9|HIFBl3<&n#N zW~u^aI-4%*?E<-4ZZG@krKa)5jdrqFbIAi2zFOOH33D=3+m+`F+XB`_m)n$Owu>pf zCbKFcuU@%R6>HiShYTP4bD*&u?`Mo(D`U5)VV9N8V@B43 z5b8vb9vEyTICyd%c@y56iSyK$!N@aFbF^b#crnQ^bu#SUF25L+z%+gkneOnJi{Hpq7d~*aF zPfQ|dy6eTieXbXZ+d&Oys})_BCE<%clM-&nh2Ry^70#7~Z=+V*4L{Q;F!JQeVs!iO zQ(j3WJP4(#l39?lO41qR^OF4_apl8tLd7#Qch*>DnRekI#FhB-a?Og+Ef>Cd-Y$mxFbY9cGmfhbD6PxI zYn~;ok0&1x0MC=(GTUSvY|iw}j6{x>fXp9Ap$eKvUW4jvO+m|bkJi&6Nj@qEwY&Wv_<4KN1i|k zpNNZ3sVwnEU9Fpj!7Ga*>n2|;0zudlNkJUyA==>J*yOQ3&%mYP49#2G+R8-d4OO&*+kL9axFW zmkl2)aulp;c|YlZUlTK;&r>YCCwd?jo*jXe1oa~~^PdhWarvs+Mj<&dD8Rq7%3Ai^ zW25~O0~9yQ$A4-VTdg2!L zPqsM8W~pQFdU^ek0y@|w9+lu;)HqFRAVgUbe&~(7nvo!+&=$d&c#BP$AIJJQ_mN3m z5u{zJ6EMb}&_w~tl6xB(lkq6RYN?=w3K)5S*&u4DY4VnoVCW8|a};!cD^paUMk*;%F4&vpfg8BGGU~3+7kPVD2MPYLNjI-QV3HXj9bys6_qO zy~K3rq<3Bhoc&cX;PBfkk=1I`gh_n307bxr#2M|uhDi93;9s}E=l!es_>bUcveHS9 zZ^ZH5J%-};rgD16#slzK*glrt=4t2H136Ap~-uw3b1+CE`#fV)}pFUZP zAUPrFCcBdgEtCxVNoy}9Rw~{7lmb%b%E#VI%c@4kG9F1O3|U%`td`c6P}ekX%E+|JiYT?m^6 zxYU6N(@dNTB0-rsWGd1jL@6F+DHQ%zwSPK}wh1IA#@3~E9nn8UM8exhH{mkk z@06~2eSr=d3L?pV1F(E6B=dH-?k0W*=OdZU$k&3LSK>jEkxfo1i>k&`A z+2S4=D1sEQIxT+so7E^$V_VQI;b|apjDzPYZjNlPm=$mFReF+1Q3G>rgiWVNIOqJ= zjmrlQSoEl8eJc)+F5JPh9!Q$rJjLnk?&+_{aV%`+|(;y-=vmX81u@Wr@V}0y5^DY^sb@?$NG?DYy8N5`_ggm3Fv7VIS8G6 zjCa&auB@}x0&dk<&(A-b(WxZGY7UOQ`)K%Y7~?aCfWNjK@F|qkRPaLQgcl`92u(9M zGz-;tB~?BD*tESHHZAKNn{2jmoT86%Yyqhovf`dw&OJ|7OGTba`rFCr?|f%}9ZhK4 zOLHB6+4cJbb#>+)U!8n!a>tn|Qss^&XHRRZO@I0K^3U@B);51+Ma8uhTyjhfoS?nV zn)}YLIk#?Z&0`P2 zE5vB7M*j@XhezM_ReBio>8oHtAi+Kf{UY_W*0*gwA7P>p=uym-wCS{hwTE9R{Y*c0 z0`G$k`%&--?mEX3w{Eq>Wz`F0`sCtSo$t1c(TK2a18apGW{G}LNc{SDM0{J~1ZOp6IQ-Sc@oTIf{%krDURyhJ?cYWat&P#s5P#S-R^~uTFx6=m5m>(A3r!ywU z#>T#FmX>mn`Cum)s()hYtLJn0#VE*d zgr?$8*Y8WcIhLI;I^@MuM}-1r6z2LezoONYG8Mt;{HLo2hnb4o4^l2x5j~1$Rh4eA znwabF?|yN1FnTvVa@!hKNv@>)jT6QIF+~cHw$=c3_cVa2E!)x-{>ulRirRE{4d6(k zN&^_VE8J|Qu71Nf;m%?<=yh8aKxdqz`Px{}GI~4i3O6@BU_^^CJgz)81ID^B37G=Q zrKwU$@WdFRc}*hCN<7K1XJqGV!QQ|)dCKv9mL5mw^t_I^gX|G0>LO2SGILMb1oy`; z7z<~GNc8MixU;HTW~VOmIpob&lG?V@%$ZA<8)+xWxU2*BEU^@NG<|zD#RBLCr32o!?i42AKl1KoQ4<441QjmzN4f%V&@ef{lm1m2xWA|W zIIMuO+jaBlQVaD_oho1O=YohGe+coAoai=3y@c+%Zl4{6NO2qqlcY zSXoY`L#Kwzj)>JAsusebDHktJ(H>~`)6~?IIqVx5$)3K{mFaZa-F+9c$Db$1t>3G% zi`{(DAf<(6mia(;d4#5SeB(>6jDcbP0D7&9g?2r>>V|smk_2DAK(NFmf6T{VNY_8+ zC*M>l4TF890*xhuRP}Wnrt)ek&^(rIy%p!)Fo_KEe6UqDiZsN`3fi84i;<608euR}5 zxbLk<Qkw{e%vXeONka8GAs0JGMvmXcabXGRCvX2`bYI&mp6qF9=U{|b_fkqv90(!7zP zyr$4Y0fjp>>#tJ4MIH`D#g#ZyX40AR*QA<1`z0s}r-$!ozTqeR41}vtz)gDSPax>Q z&-@OjmKh>W?!m~(U`X%6>7h@+=5#~(x++KnT5g?JG3{QRZ?FCF#D6LIV23>8b^U*x z_+zq~7ugrxoh1uo;_GN-++J&0aIx7Ed5nooJr&>CK(ZP-Ub_}B>#lj^Wi9A75xmwB zndUGoc5da{9KpgX>GYA*+v#MMvbAaMt|zU-#2;Bk?<(AB*2pD? zG-6>;>Hxt#Oh-!#0r0F{YWm;R0|QZ9l7#~Y9aF+4tbrwo8Xo%br4oauR0s@aSqWK6 z_~1vFl6PF(ZNvMvLQiGE36LzpsWPD{2N(JMtg^ZcRNYA}{sSefx z@1E6=&(?OHPf_{V+qW zsuL4+mYs0y zH@%dkXy~D~R6;e8?#L_c zW@?0-&RG1u{G9HKb+9N5ZbgN^1h^G53N0Cxx({KPnY!d79~F(+t9MGQyUxr+`r3jt zG*(Q3y|y3$Y@|$FmJ*S&SvBs0*h~QCVw?jH!Z08lrt zF1oDA&dgIbBEnlqaDvP9fMwz8ZcuefmhX*U`cl_mvzK`hVyajVIFcy4#KIv+GT4i- zZ)iGdrf%ZzUDLzs+AR6&@g>Q=q3M|TiUOuceZ1I4w~~$0L8>Vcl3J){=O|cX!ZH{> z3qW4o5w@=-Boy~L^E5kktMm`Uc7aJh4^&nUGO?pe$cQw~74%*Qw8inORX415G@kl9 zf2fM9(T#LBq1qd6gscUc4t2BT8kLRLzWj@xHvCpm1ey@Q7mK`QsULtTE8oKUE#fsCBE#gNKH zKLy@cm0V)u#8b`BpB-W=*X4`t$!e7lIFS5so7DpuOkq z3yr_4=o%YbRmz`VTzyT zTZ}{G3K`}ABG^h&^O0ZlMmEt1U_INW6eMvtI-Dax7l0uV4}dBFgc*jIJLyXU45b8_ z5Lw}9&VIfB`2^(P^sDU;iQK$s=q!2cV>6q@B%U02Zi#ClCO3bvumHmzJzUq?gSr`z zZ)q4%Ig02 zth8tm%0U-I7DYtr2Ug!oC0lGq@{(zSPRWUSaFGh%j0ScVRvd(Pu^Sl?S{ia}{&xue%63A=K&=phMNMj% z!eC2!*?gQw{6<;PvGXrIeiNJY^W&G-2bsXVMKf~~mRZ}Q zQEA?R8vD+0uho^Ws1hd$AW$k=jY4!~3CUz7A)KhaeT?DdE@$j29zQ^&R1EOXgmgN3VB#kn4;?r~Gw)T>mVvz(V;zcx*2o7*9kE8A^qjAX)Z z%(0qeYJ6dv^3&9-gWWR<#Gapi?Gq*M!q!bI%NLu=2wF!oOaE>eWg$~gT#R^?36i_} zV6>hupH-9m1VK{=wk;14waNPRClgG0&x(s-tV2SFG^Rjh`Lbn631;c0*pLY@9d-jN z;!=Ct)~i!1S*7KC#16ysjra9#v0NxMt6vZx7CD;^W5~ zhw)*8MYfv;l;PTeZ@BE0Awb%bQPHd0wr$&rB})p>_Q;M^o5n-<6Nk2%-&^)B=m~ef zB*;0J)1q@&qkAFOV}?hkaN~cx-lYEF_4c^#>#a>q`|U*{S9WWpiit<-4!U`0p(~ZM@&zd+qXNE9%eg z)@iz2MI{ZLd-w0za}`D}_ij483OBa2bU>H$6!>O@DVQZ6{wH-j4w$cX(ApXkk`Bl6 ztYH}$88cJ}?V+^UYh-i)1^!e>E%v*)4a^ceKArJdGF$8=yRCU*Ah+195{ozg&O*ySr$^zG`ucuuqRvfyxiYY(Dn_rdAYrllYa zc!}t(bL9eV;qqwAYya?Iu5+uQs4*{Z%4eUM#u!H01Hp1bM1t8W%h3rbEG(S8V1a{S zOeHAnTMP^h)8tU4v8$I>@x%Q5F%KnPPwg8v&=d)IXa4hb=7-m-_BCn|=SEpuTX@|t zrXB}v8VqjY%-``6bj$V?1jz2#&6Agxf88$QGriX>_-wcM_d#uTjBc4gZ+zqs#w8il zSuo7Q>fyUJfP|?Q^$)JkD?u#gLhwHOe!B-cQm1ERWY{&L>b28ZJF@z|@e=1ubIbcr ztnwSD{5x5u#CT-T!d{%50d*eEer*@-zv5^xv=focbvB zmb{$z@FN)^y>gOq;1Au}hwpo+nkd23KYWP4ev{e%)#neH0djgA+*eySY}hdMi!bi? zUssJs7qytz41@X7=U^vm)H-(g@@3OB`>?Whyt9T)mc28mL-L4>M~U7g2@Uv$RnkJ~ z^^tJfly_P)zbXI?)!n0UK|DxJ-2;A@wo98)LMvy_4#%(1GuewZ;(N&26Q_Pvp06*@ zzGnBLMT^=&9fs!W9@h5o$WX&-X7!4G=$eJ%ii+L!*hj7lmS}43gU=jka@;0)Bxv_Ycy;+mipomn zIvZ=Zo+kZydOkTkR&DiZKR;z%-3B1G>+(Ufx!vDcE13MrC!J^KIV9e>qoAgC{`~pg zZ&KO|LW`P{s}sy3!c45JZt5qWK0P^bWylJXgK(d9($hWm+et+Qh5bfGm(ZcQ6c^&6 zVepCUatqLR=gQ%E8uqc(dreG^Vvns-OF=(~T8wBX0?O4fl}BL%n^+Q|nLQkQ^=hbs z7kW;zAh@Z?Rx@O z7Cn2mV&TGv)YDrn`)!@7Mb?Ya{wIgv;P@OTb@8iX`yCuO1#57N@T6t6Ujjj6MmnQ7 z=ia2=V>*kb`r06O54u@$q|{oRV=-+`&a&uM>y^x2kKovhofb|5w5?%Ye5nTfBH9 zs#NjSdf0S9O-`A6OidqPWH)cwVu#?V%1tlZTtx@FJ*!LGXVxUCW9qaCzLspo3praX zuRH~~iUVfW^qhq=9{PTd9ie`-;@8usPp^XscT485f|62}`~7OSE(~re@|qf8TI+^z z(bpi2w6d0Q+i~yi-73?fCu^1B%yayzIv#gD#bG@7+Q6Mx8m3l&3#w&hK7gCULGg)+ ziTNToQFRG)`#&-*eq6kG@w%2L#T`KS5)nQKi^tOa`T@W>rOT~5QGT2MK=vLCM*XtO zAO}!hv7&f%&9~n^TcxI^!$Awz`R6ZQR98y@8|D{mQe;*>aY>~YE_^AXLF~=4{hV3l zPz6nFMlFI(K%7Ur3PN<{WPE+EVb3uu?_C`BXv}u!VxAER-A{t0myz#Zt=F_gQm(V* zQ#P#x3SaNyP?WDag|q znL)=T-5F9+Z*xzcRgrq=yA`LFwtE+Q^C1unmabc89_>5k!ArYz=_~!+=#Rv0n;Z0k z@9l*QZGTu;*xc_9oWv9X(cJ0rVx?2l56WnFCLG+G>*034t<4r$i~BxvvulvYW#zf8 znICiq5Zv6_xS>6{NB8gAwMgHTXLk*qKf0fDQN9SuQ46d%6X+Vc=J+k>0yxFR+n@aU z>ry49dzOdRL>lUVQstCsJ{Me3{K|T{cewNr8~(|o=!|Wge=_a?KwoX2k&MZcC%?#a zwh6qA;4(<1qoXd3WtKoc5MAfTk_Fog3}DzA?A9r~`}^+)@7}p{;>Gc|ziq&l+8Zao zbZKnIMh*_}7e!QP^l>ht)S<+8YkvS-6kX9qQI>-nw-;_B(iZ zyY}x7RXB{(_*m zUAXW=6ws$@7i7w(>ADCF{pN^`4HG1zc9hd{TiTt#2U|({3TzkufBth9zJD**va{h) zyNfpONYQLWC5E_Gjka&U0PWFlV^7Zk;%9vE#TWj8f%|N2W2-q9W+EOAlB?0tTxf3| z04*6e6+l|v4-n!F`l8^+<*pOLkd}+0kr@)kwpk52I9a~H#lOY!6R8`=X=Fd#HeS+d zDQ8tCOC4i{s@Vioa~WKeRW)6f;nazpgu6-d)f8JlYdzoCqsi3&=F1Y)9yK8xYexM|t%98i{|`~lNKgO( literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from shuffled schemata.png b/automata/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from shuffled schemata.png new file mode 100644 index 0000000000000000000000000000000000000000..2dfc3bf6ad5d993f4060f3a3be28c282b0a5cf28 GIT binary patch literal 140346 zcmeFZcUYCz_BFcIsIg&8M3fp8A{`q_$Akcah2B9_1f-Wu?}-r<6chzS5m2Nz=^a$0 zNL6Xld+)so+_6l4=gYa@z0Y(1{QkI}lLTS2_xrAQt~tjTbIf&D{<8F*o%A~?6v`f% z^S>)nC_CO$C|ldU--hpOQ)MZ_e*|qL)oqk43~cPLS?g0SU9+(?wXiWYy8g4BzBSdz z!u%AkAn$SRpKsdOSW<=f_{{$E0$vMiL%!4BozKLZ?65qqL8VakUL*f(iV=@CqHLm2 zWPblu*&$@C-BDY`cD-zRaclE;ze?_F`)IBE@ubq{{aF_uRo!fmGUKF{Rz=dgpXO<~ zp?S&Yl9WbN=9iv8qsWM;C-<|ZjH6<6?t5R@#{T`0kWLogV@auPyX<>soWz(HyEO_2 zoy7(%Cj?n0*E%Mft{?O~jEni#A5H-l`|bbwJHGTd`tfI)|N2%J?ad$l`$bbbPv6<{ zU$1f4O8*{r^shhpoA>nm>#z9o${*XT{`))0=WYr7*LOVB!hdD_ukXC!`u{KIe-`Bb zh}C%`QBqR!;d)B>^^}_nW6cvZW!<>x{Hx$S$!zlQ&@W&6lf zcd+>J=5ugWsR)e|u_5woR{_Q$MFMTWnKV*D~3h4$OaVz<&7% zsXaRGYxAm=scC8RtCK}sJUo}8FF!vS#3F2Wu~vK|-{0SVu10v0{qW(p4c(gqWZm2f zRV;iT9g}N(Bquif(RIK14^0Ugr*OBlT8+ndUwV34rdD(@WOwlcn`xgxzM`*+<1HD~ zo7$PyC1ka{|9iEbefpL@*u9=SImn}xneb)4XniHVaBV@WV0qx#%5)hEn@rK#!n29& zUYbkKg;aj}P-kRIguQQc=LeznKtg*5IoK8J=k1-bd)z>Ri zSDu8MfbEa*Jk)7zTiA^L~zp!giQ5$}{okiK$IL@Fp)U3f-`TF&j2Y595N{1+ub}Ms6RH2h6KQpdZD)4G& zhmW^rJ)6b9_)^h? z_4i}vt&hAwC%V{19r*g;(Xsi7yvYL^XLxxpAMlaH|I-X>c~d&t+O%D93At+vt+rSP z4p!FRRpOKtZr+S}dd4hneQnjG=lxw-8JUOI4i4CDr(rz4Xf@UKE7j4DS+uJEwyu?x zmD*UILWI=7$^{AcP(iBHWd5wL)8a(p(9q4T-+iZ^n6Cv4RxMSu(3(U&C=4+M)K<94(V>J1f4u}iY;JV zL}-LDr>AhJyvWcoX_7ivGhE46RR83Jo=xxlvz#YSDsI}eX(tVhDz-fT)i;!a=~4zE z=LOT0Rr}w0yA!C?4=ouc^U>mKGWQwIs$RVse&py;+u}WEhvu7fNhZ><4T#ELRF`i1 z>A9nOO;uHW(fT}}?eOQ4{3|abBIdhp?KPh4C{U|cke3gy6axxj| zY7e7;JeO+1YYrM`!O``BJF6Z?!#I#vw1bZc_7-sGEUdW*O6zKQUK<)sE@~`)c(ftY zOsgSDM+@02?n*&!OO{2l_{MTANrl!_>bQ5x5z*u}D>!(8v$YB-BuLr+B+%du zFK+P^>mmPp6YY7e1#8V|hWB5;KAz?q$fI>YBguJj!XQ{9&45-*7n}1F5>T3{Q8F&M zs?Ba=eeH~eTHCagwDhx4wd5;irfu1uZnkAxJ#0miZ<*-L%U?&XQRm?rvE5i(WXQ?M zVOwX~8Pr+i?tWK)Pw{b8{7#^suWzQNTF30o(VXnQ0JSS8{=9YTLYs5|r^-F6-qJ&k zj*e`Nw#&=yX@-8E3SC!!9A!RzQ$BVui<{9(`}W4=%=`+yuS?SgqVuCoXM=RJE#Dp# zwo7Pm!{#v_YsrY$UZw7r4moOg;tH8_^g(squtJTlWGBjyZFU7jYM_qbG z|Lm*S_qR6#dErdC56Fj~AJ>I-FmgnyihD zjV*0Z)73F8`1RLcRZlz@ar`{gn5cC(MP#|}k-k`yq*eV|wZ`Hf@A@lOFCu%XhK|-f zujMJWtX<7HE-fy6)}q7IX6WPFs9bMhPw(}7>oU<2g<7#<_Kn%vhuqhBs57rD7cMn{`8CF$6)boSG*h$W=xm5s~|*Qw5ji8v|>+fSVKvjQNgz?K*c zbLVAY8MMDQJ~XTDU&icwF}ZLht|9fpV0V42(h6$-jf0*f-#1-xzC^0kKy8=>O@o$y zdiv>hfEXd`zB{b3h|M^)8rCw;4}FrT z4B}HWH8p)WAF!CCpi0N9{W1L4Tj?&#*3{sV>k6Zdi7I(^W?0CJd3NKUk>MNi>@Dy{ z)dRUquD&~|bFQC)Q)Cx(I#(CQ>w-@iRxRJT^F6eOoGlVdV6boL$n-A zUQ&*~z>MIH$+e2$#ld2)y`w-Lc*p3z-rk5aW-aU@BHCUwOrNpeSarsR*~P@Jh<}~B zHPV0mmiK_9O`hM%ouIkU!t*i)_y>m4G}!x zE%M>eqM&_27@yT#MuyF>B3bK-nwm2~%gf8L2)dnn_o@Lq0JiF_hm{3}PI9))R_HA5 zmlj=pH6y;kcxV@*+2crd>|thnA%86(%S)j6_&q`DfcjdGbN9R3YL8PQ={%*G9p7^+ zWtr>f4S$Z5a&ud!?RVQ)v+o6bI@)(vtrT^r+@xrQo(|z9v+oy|H62y;oL-f>qtH#sNjp!t|01-WI267zsyh{ z0Jk>I3122*dTeY}eX?zKA3Xjhu8mqNYN(Xo-QDfU+S{mQ!B1{ZWdhh%iq!2?VC7Ok zw(E7%0i}n^^bclkR9D0qR6jLXlM`P{Pr(M_a-umT>XdHP{cfw*WUIoMsB}%?w(%UV zFA*ZEmW>7P0vFdpMV;?Gc<@778;Xua0xCB7y1i z^A#?=Y{YG1h`ZY`^C%X4kqUAR~n!xPR~7y(5*O z;_e+Im7%X+zrJ2{+_I6*zsC57pl8oaewUJZ+E4DjcdR*0GO)U~_N;lqylPrPSXh|V z(p0x%Z@`V+%pyzPe0jVG+ItF!(X_ETIdL;Q{`VSq{557j*mu3z6hFH#RlJu01SQMc ztn}U?n)c{ZU#Py?wtHHf_NGWXE_5e2-{zTIeOLTvNm&`gU~L#*W+70d=AK8Y+DGZ6 z#m<@%YN6%2%)-K=J4V+aC@3g}N1a&XEHn7&&|ta7qNL$_P38Q|E1e|;?tJzWZGsV~ zWd>^&h09TwQocO8Ah6OFB5Yq1_v^(VUY&a(At6UbE6dA|Yi1bh&+;4k&78TDHa|HW zw>o=kub8^&?%VET-J_!>OG`@!0m#qRga|6#Sk`r0E{Rc$^vU7iUInnY?!!hOP z}p2dSzpsk^(=@mDviW#r=jNtGwc8w8GqL zytm>3zLBh95&oWhL2Hc7$-jY{42liiSYIp}u)%ejwv;wCWnElNyjSChVe{mLpsG8Urf`2im;9`)DfjEs!@d1+1wPzNq<-M*bp zqp_?^`jkPHe1>rYs|=vWzz+p%u|QNHXE##Ry|r0>{PE>>7MG798$hn(qW8G6d$L1b zOj*W$<8DuiHAqe1QcJ3r*elw%@+PF5)}2eOO+q_muQX`Kt;QrBE*Ye|CcMYhj#lp< z85t9>My(<4tK(VK*IIW{%c#A*e&T1mZtvQ?TUk+2F{M~z`*+{nL@<K3d{baR-TfvaA8NxpU{vxrJ5>E>_l8FIQ#d;>)M9m_4=u}>xxbA$d28+Pe*5&wW=mPVeAgnGFJd$2vK!MB_zl@P<>z| zKDiN<+qA|VW$m(0S-?&f>BWim27>)6n_`uu!6A69S9|ua_rwZ-rSV7GkGH58KaaF3 zu@WqXiXcChi(M9@m1WL*uasYVI?H-N^u5ZePMpFc4VU+a1A>ix%zbWU zzO&Q9X>RBRfO4R^E<}!cpzzjPcKft8LX#@?$r|T(1J2uxw*=1uLuTfhdn-Dup;5H&cAmB2k|}aqs~Ub+a9sHY!x_`# z(Ysi5Wwz};c=hsRTaFSW7>*Pdpp#hJ1MAn<75#4ZcYF6*d%hEWpKUV}A&)zj@ z17VuQ)i$m^42Xi4%A>XetN30uNYkume_07%P z85YrMQB=@oMXQR;ABxo)OsjpQM`%s{Z9~7kM5=O#y?1YS{PI(Nlfc+e)U=xbyZ*1h zRAW$Nja$-V%?puxlrUho4(roKyoGPU+v}epfjJ%;0HV|JspKm9qZbx1H}W9KY&e zp548Tjg__h`0nxMG-)UTeue8Rqu0G|C*0JY|0hD(`HGJtH;D(&^5swcxjvul-kd%T z^ie&0L86LwU}RA0@@3!4p&~{#S$I-WCndC*qARcY2v+q=#&)U zjz)L#E}T4hGQl@5A;gNXl7tC0{SQncw|U&<)Y`+$a`^Ta{&M8VkulE6JEcryiwpg; z#UC%G9ZgC^jIBZL8F1;Avh$TEg*87qd$oBm_8ZCQ@cbqkdob)bXZ$&!;McY{e{7k5 zw~KEmHahgA^Yd1aHG+8D96w=Cv^x$ycba;;9V}d>@XZB<>>zH#@AvNIQ_2BA+1dW{ z#0)cyspwwh+|;MwiJcd?CnqN@)U^Bi<9e;r>!RgGKfaI{Z~+?TzxnZJ(fN9%l``@5 z!!nwME;+wkd=eg{>((5ZBIpypuKG7j?sJ@*I#{q=@Mum*d>BKJu5jk=f?s0m zoik6>DqQo;=F8<&{ZKgS3_>*0l&l*}KiM}h&{A+o0qa%aRFs+#!qq&pI9Jd3wqs`D z^miP-X%iMnHGZ5&4BH1q`q#$pn2aKZvvO+?NaG(5a{UcjW_-iqh#pT{ zg%pu6P+6y^09h;3ygd#(R_^fO!)gf#`@B%cfkQ-kOwON?4PMmSWw_|6KT3BP0)*-; z?b@zemAzT>BHCAK>S`n;MU#kfLdWo4=JP9=M>dr_Sx+iK^xcgo+H!dBRXLJalJs+; zebH2ykihL#PhFmB3v&2OjSz@jdmiHI%lIK6rNzk=Fm42h|8&t`$*PG@QCuQGy<`bN z0Nt02kFtqYa8GCeb8Aqp~88JOUAn=N~VC~44 z%xc};ib#f4hkwQ=h^;T_5ruW&f%;ytrEq8;6I0hxv=d*hC$_!ax9DA2y9l0d({9@o zkk|1}d%i9EtGekhzZ7Rd7N=UsQR(UT>Yb2~o(ow0=C2I3*6hpcUr_~lGV>EB9i0Vx z+qBoK_(s>_UUsd!uvt|2vo2dxpw;Addos*He>Ps8=_i_VhvOhq{I!%&*98r) zwUy2W!Yb`^I91~I3$i8xObR{^3Q{wE9<;Z)PZr^Wf_-w(Omr_cM%q*RxsMn7RTTW< zEpKImh?O@rHHGZmwX2R!*X0@wl^{Lf>+-MfDw)OCmm-+mmaakEy$JTDa{m0Cq@s1F z0tk@2la3KsFUGe_i{4-sDv6p6A$*nddR&I$XaD^3&x8>?z@SU50jf0tgE9FcCmLzF zRG-x8mEPl+zThB32)R;^Wob?lykgI>J+`oUn zy6Yj8Hp_IZ(BBwsq>zs9imB4Q8X-SY9t8^kEuYb=xuT*E*nn76Z_^BY^^!>qbxEaG z@#iN8KPM#;O`~qt0q&2(b`aSJ^ZAmi3Zn0IP8xk?ZMUxE8TcwZnIG}$)vF&zb@Lrkt~d>| zK?hR>?)&)qT5(m!4TxRyA0_r0fg$_9B7G)C>FY(_3t86tNu16?iRMJd!G8`)vT?;@ zj{c;&Pqllrh`u)Pz<#jid7Ul-{JOJ%i2Hgz$r{g`&e@a-S|5<};pgP62w4XYy1*@L z(IN88`6OrMsgI}`a_%dS1YP^eA1Y23C`Dc5$aq_DEIwgz@Likj|BC03yv|zR{LJ;Q zgW}I5{0$5ZO{$)p@ZItGkN@|@7x)CNY#s_zEZUd3U|@-EJnKC^d?OH8c&P2$_cGVt zKid(*b|LU_i_*KaTCw=CF;f|TaKZ+8fgo+?@r;2v$Rv*+K2#X^5@LkAT|x5o*3NR8 zH;(5EbebPg8T;Y%t!;ZwMsJ{hK-Zc*ls8$JHtKU7&t{I&FZJz%8|cb3cY%you9x=8NYbAaI}8|wV$-O$%dzh2^fWE6_DoUEDYm#8Hfk0gbKK#s+)%FrK3^{fC#XgXycHf7jby4nxOtd%c4N#+O=z>_yuxn zyd>Qm^k{Rzm`v$kehwalt~k7c&Y#WKC9D4aej{kXvggmsg9DL|QHs7iOqw_$g48O$ zF|t{au1WEpSj&->6iRxxr-yVh_(c>I&{dx+q0^1QuaG7zAiYf)ll@JULgSC&f2cI~ zR|bvZjvpo`CpY}?D5$c!I)F9JYoA)&d3P>pD@cY1+*eyW(@`XOw6o!!W9OR%13k?p^cG^T8)O`&>5du6vkpTFO#xSUEP4_O#u5c zL3h#n&Yh1Bk4m3L_TkY?KksjY%{7XB&sA$=8(-nzUKo-$VXS=MM~tiiWD&Ia65N*i>DZ1P8^x1Rg}Tq|{?*EhNzO=Q z_b7EZl!vD}YRzV{qrJ@zC>KD#$i1lj#CxcAWRFbD zPP%V6-)*&@>{#5eV_&5U6s6Jk;Hmb-TPf>R5*_YMDysx?Fe6a*wJ7~97 zZQ1}pl2(Is);chLfLHsbI`;u;t4VS}V|h(YCg&;ZzVmq59E8+iO@`XX`L>!_jAUe>2jr9 zkq$jtY&n5$SxO*V#|5#at}XGaidM-C7Wtn9>?cARQqk|E)3VU8-eLIs86E~bk`zyd zulU-q++|0D$B{KNZOLt}?z|yK#aGADA_K$tO;lr>ZYMIjx>E;S-yEua3>(3Md9UxF z>a__capB(P;OEcH+U#1*&NR^-IG}n%v;(cNQqd9(w8ma+w6^_2KU_-1@+2PeVrD$JLQrjJR@3Sq09@Sx#9Ytwu z=qd4`{ox0B(;SH9S32ER6G{B=TXbjxl@IW>h?aPb7 zT(s9>P!81hSShJPXeRr8s6R+IlS|4lv>WCnVdAeR+|cE#NiQ z)Xe$Ligy40n|RGPLTuJyhkT-1EN9l9+hANSBr_l{L!2qQi`nPqnQzh9$PZRU@7|!$7rx( zK6iI_$=`pEL4J0EC=&4WX&eoc(9rw4KMmML?g<+yr}mj*cZaRd9pkx@ua0IoueB>F zNNA<$kcB};GfT=!_*P%=_!Xea@hph#XJ$?!%fsR_^=s_3%69?N>n?Zm0L=cgSDRLw z4>hUE%RfM{#*mz9){@SVQUmu&!PL85`rZX1|NCa7e1Mg%d*WxZBOl8Fle(cbK;#yv zyg~>&Byrk9hhj~Va-`6fwz0oMW552@G4V=)Ch0ChEK!cW%!DSrB>J0NO0MYWv}9XF zkQQk}f`$^liRMzfh||H8kPt?~S;=parXs{uVnTou1O6vldk6i2#4?qq=;jzfK_w|o z!c*Dqb_KY>VgY;t5@;yYbr*ZtBGIbEDoR4`SA!0@|EHgnjC)fqh^*zD0B$C>9RF84 ze){DmM5!|tqcPOJouNOBB0;CStvRiMC!>d|3@%AfHJUI1Elb70jIQQ@@)5+Zf_p}V zR6^=#NHdhnVvabaQo1_J7V75CRn=a*U(K@AwMJ*s&`?K#!vn7kInGSmh_vSe#^6;Y(zscp^U}7t-YIK zP6gE@%Ymxl&q{)Vm@}S5kbQ?g@(RaqaDMxWx$E--4akC_*4EbEJm{muL$Of1y;a~I zPtk|dyCwWYX6`f}m1S0+YKL*Ar3ZeO|M$m>wItudEXTvtw`S|2M zm%MlkoSZ~=#o-%$PkGDO6$_)*E5lGnsn#qDKI=7XGNPOeL25c1#P-WC6}7dsDu@5M zz^ToCIhg4N4l;OwVQE2DRSmj82yH8nNeqEie?!n-&Zm?TKgQ-k|}{a-}I#h>s$|E9JS3iA!599daeMXdkj z5P`#J+aU2slbn>8)e#3fTpVie1kF#cTlbu83x~xaNVBG?N$sfAy^r7sLrnizLOt65 z;{}aIyXGVE)BJc==LnujJt8e2IG6*DI)KR$w7V41`19Pu5QPBE5!U|uk|?zM|2JRg z+p_lm_Ks4zzW@IXrvI!L<^M$cZMb3%h{XYJ^>8>)Vh}|DNDrVJ5kKZDnV%p4od+{W zg{-7&%7iTK4>tlt5ZU(5rRiS%6m_(?>eG#sn8aMZXrG0zliH35WVE!wJ$KYTTyE>< z6BidJ9WL;l2GjuCxgiBQ=0n&kCIY9zI44xl%i$VPhb1PZKVCI44i2<-)a0ka_DS$@ zbbX}4P!j%J*xndPYGqV+BMwlW^XH%6v~3_X8FR()InED~Wgx7OtVx8G7_L(`%pR>PD7}hb~!bnFKy=luf_FsOH0-S(xq7j~&bm*x(I=RX)1b&3P5efD)iXES6q6=UT z>P^TKYb@aCw;QaF?VajHf{Wn}d00!*7aS^Q2WP<`&~+xxy$gZd3I+yI#4Qy0>eUeZ zoK_#K@CyPyTr;sfODijZ+3S4n%RcKXO+`;4$3n}l%yWf&0{}xs?KzG6a0jG4jw<(q+|d5U2(DPOrH!P zC8SLYe;)sh@*mK;jRW24Z^3hxfFJ$JB+_*gx+6R?1eJ-w3vk`N8=VFF5!fG^qQl(c zj)l2=o^S;`B9d1ohTC_l}DTw$}bvw1yDX++K=h2ejkM>S#M z$pp_q2(m0EU5@NqT(hyMckbNDei>TxT-c=i!QosqZ8Gd9ub8!EE5NI$;^N|xv)B}; z!bJ>%BVSS?i1qHxn{$ZLhonRD#;m+)y$fiQ&`iLX1UwGgl9gxXxiY9~b+83J4hu{E z6d`Q_s6eya{T*epo48`%1QYKRHm6MP7qbaSX|hZcZ;<$b&_DT!ug7Sa=adY%!tG=N z;$fhd4NyiJTc4C5+qMb4y8QQ}O0y$|Mnb1jPqeXZ*-lfB0OOUx9frBVuxdR? z=VAW>&Whv(NQj)rj!FBUcAU9^PR9EIGsL|4EZ;%m-a0JdITYb1=5I4iw-1j&5qW29 zFFmg17qxzB(5@XjPKetGgL45%=|nl<`)$=a%a0?piIhJFqSt;9{#_61gXDlq#5yw! z?I*{yh{Cze^WxU7jNQc_fwkFX;vhLs6m7Ugj~xRDApJD}M|K$q*70bxnIHhFIaaYa zG2Ge#wX|iZ_#yBG*bf(?#4)~YUw(Y_!6STWAyueq2cP0VI#_h&!mjY^;a-S669^M4 zxO-L^B7*`)G8OvG4%U7XgcypyS-t{!B2K`M?y)8NNElZQfoW*QeG{J$-#VEVxG`xf zL$Q8#V34!XfPkZ==kYy8KbOQY|3{Cihk;6RzugyFCtVqtW~~O7bs<^NB#YyQAWD5k zbDBqHq%PX;0N<4a7+<|6k&VJnTHA@K`2(&?4-XIf^Da=dBX@4NqUAvA$0f$nnxZEi z+mANi{(bwd*{_k#C0BC(^_sGhl4czk)IE+J)#ZA|;{H`Z*L6OCH5N4kCEjwY*r)AX z8Gs)8m!b0JeX)k3(Sq(tt8100t3-GpixJc;7Yn^`b-v_`yNWCJI)%&e1^ihpM_;| z&UJH)0|3~YZ($ZvQ&C~DrlSz7x5|Nxtyf5^e9p*P4c2YymlneKEfArCF*cKepiHP`KfEv z#o(79hjRY)c*d8)#M*~fzmq=!o4-dB942R@JQFR@Ir-0&M!jo3WEet* zI$UNikzQAU^I{{qI>dS&AZm#>KX2_OrUr)+k8WXGNHT0ZKo4ldYh15IKBLgyMpRM% zD*D>bM=Chy@O8cd2o*#D!t1nC-SHax!@6nhM3zQER`jobDY?rP(k9zN-1czm2$C>h zRTieMVBcD{xOF)6?$I|i93|NuS`JhUKEkblRV-V?up>FQ;DMo6W?UC_zjzcSbZURn zic3O1V!FH%11OQd7aBa16I*_7`hbp!DG?2+7-)y)KHEJ8XUU987dM#W33rug@OBP3 zdpTB9)VZA?6!AMuU6uI^fI~hqGBQ$7pIm#u?f4l%{MSNK44>82T;3$R2zG8f^zj9f zs61w7@b0AA<_U9Cn0-kE29{j^1X=f(3<#NxanM_M`<|XM^ffP9vy=G@k6u08o#?Gu zTyDkSibobzUkn?s>wbAOK1PILS@Q#VM^YcKJLMf5vWcjO8H1K~jHFRWSjFFG5x;^( z_J4(>J>FT=X|x)L=OVV;_Y)X_oImjl3`adPSCo?StXn{~>>Ae&uEp9p9G&67htwje zrEfrJrx&mchaa34*ac!?JkY@e&8~A>eoyMhu? z|3YHBz1P<8&9ObC!ZkBH4IL)FRB+$VNF}!TaIzQRWK{!jPyvcWeIsKs&bu(11RCGSUV?6hwwXtJ1s8VEyYd5x?)wudJ?`Om)4r zBdzJKJ=)K|Ee(TVzY=Lfr|5ZII&m6BYi#-bPgS9!t;S;f{0$*jGEIYtRkG$RI`e?L zwwJErJ{6DXt`@_HRG(#`oA$O7dS^1+fIs>j1xtmGjo15!bCOs814?}k@O;LmP11E= z%cxJqzz4ZhLX`kIR zl5UMZi2Z{2pYSsyG_Z4FYJdbLq7wV=TNb;LR5OUH&EK=U zpJe@`x?3n^q?rEukB8dS-*aUD`li7DmkCArl7Dg2FA%bSA{X4=y1cp?4@darJH#z` z`(g5?sqg+pS!v%vtdB%?Z!XY5fx+|bTJpdPuikdq<8kb2x$?g*1J|tf`k?2vY~k=7(2Cid0f50^dIZuB$!CVeJ|?Yala8svs4p``)K znvskr0TCjIN}pGZkH~(9r>X+0yuDYq-M7~(Jxtd5y%6O|gm$?_^6ziu9MO$`yr%~t z{L6694jL#+?Y?QLuX1hqF0+VoZrz?|-ic3&&^IuM`}Ni~gHXlh93I`Yt%B&S1pElU zlV44fyjx#B#bf6kmumXur$OX`l+PtqHF4_S%D&LP*~`;2_spib`87SE(~sX{Zb|!( z?p?grT7?F?tc8$x`DZeGM1*uDmLJY;rf?p|-^!cv8JFoP;hU+Fg#&GyG>~Hc^~ZAG zzlTjdo?XNk8G;_Ph(D;mukR*=D&q8p-2iQM(hXVMid-fC$A3+dwp~TL-wCK5a+qF* z3x-LEJP)!F4WkH?sFO16l6lWw;%Z~mWKVkP!kf1t`SKz{;v=zvHF#P7_L%4r?Z{*q{vp>9)+!Ecu02B zrq6T36TX|zv0*4I8fGGUuT9Dr%5$5UpSQI?XvvB-q6q|e&(9YjKho?oIk&Ie@ei)4 zW%@3$!otFt*;%Un!OJI%>)A=8b_8PuDz~yBJQ9@(RrgE~{C2+)n1E_x^uzWU{_yWz zO1EYE9UCwqG0PW-jDTJb$Jw(@?Jp<+C^HHWmmna5skcG-d2{Qa=L^h2=-;>jTN$E~ zTm!|!pIpEpOm-?mQwNL672fZ)j1rMyJF1FOIP7f;`aH9^s0O}}7)T72_`75yF*4gG zlM;3_pVAe(bZ^hp?$E&GPe0cL?3RFypvNXr^GBA{&6Y2#sxFeW4XK+{eK7MS>+O~& zijO}I2#7@23}tf2d+%%cUmw(%Z(EMa|^I!mM#qy~gyBs2~u6}S* z+Tz^h?Qb@LGu-{@*nWC?qIKp7GlnZ-Yj~fl*>%2Wmj8{?cU!l{;s+~e(Zpl@9pBR> z^b`4>pe2l=B<667i|Z1H1!+u?rW-s`7(mTh`BaLj6VQK+8_)0Fy-P5iU>KeuIHth( z!7hV76AxA~y)7cQ@qoo9XpoK_P=L_V>aS#cBLO7HiTA}w#01S&O4ngtQ96Y#km-m6_dSMR`3_r zyMvp%4wpAkC_%kgmRW5l@qxiXwWUP^w3zCnE-}RGqp%aG86-aSW(&Dp%-O_3&$!Pl zs+p3KGSZflCj8qrir;&DsNwW0m-~5}DGn#x3U)ed>+qp?^i18Oh-{gZq@1&IkfMY} zq!zG%@bE7$Enx=sSCFs~xIj9bMtJ}lD9o{`qDLum{W6o1;C+8*o&58PivHKHU$1(R zdRFFmr?)q80FzeCG>Frj#~M zlrGcX3RNA+R^Pn&RdX6&;pWY4Onc;inVxRsd!xh4#ur53C!TIFvt!>rCUG|i{Q*Pp zR{9aX1{v&Gg|1rynOa3uo(9!Get4hrwuQg~w3=4H{}TekM4eT)Y}@?+#F}7!ugSC6 znHV#cZ_l-bX7dVc)2PIo_KevofwN>DNkvU3644B5uL+6n8M^C=QPwfvl@D`nonZ=h zDQ_rm*h!U4vde*Gpz?Z34CHrTfxmVd!4J1{#|{NFZl!z~iO5HWjASodcmyX1tl#D; zh4?J|oh!2txrLpZyUGRX-kT57l&m9z^Yk?pCLe+dwg@r^YF$gJXeNt^ovs1ILqrC2 z(0+-GiV|A7=^^XkQmyxZ?rm^+Q+d@=E~RS)9{(ag{& zwqLT^1Q<@%jCF=T?@)j|%JSh4<>lp;Y_jmS@-ac*vy*l%ZLXfXga6V(IEA5&~ z`2N29E5#a)X8Pqp1){pAc3Yn*{@F0^y^5d~x=GN_j1PW0IRJ2|{(I(287)>$JqgRN)^FDC-P@&xJvJafkq(TVDV$2#Kps1qslYv$0+y`d%u>*uz(r$ zxwa++Fk?wJra%~-ZK8o0hM2Pg){0iw0nF#2{G9ivKWlDkx2hFrHEIE!LxxNiCIrF= zr;Xdmefc$VNmj2i<-i~sR?5h?Ab!!X%4vdl5qr~PYz`=#UzE$($iyUu{$+X2y05z| zudHa!)BFe`xSiSI95Ji_SdX_Pv*HH?6i3?inwkhY90F8hKV{8t&Ho`Mrv+jMKYq6W zO0Heg=s0fpF{&!wo_IQmPTVx!QJ{sv3X(|~j{YTmcyKExzx5gGGam#6TcOiOcN92t ziHNjmAHY;OhNew0Zb(cc?W>zOd4S@8CXVVpf^bm$AeKT&w&pmLJNKZ2I7QK-93n&M z;8z&8--L-A4jcx6q1gPF4BZe+l#sz1Fi8n=!75Yc$D)SF2iTh{Kk63)1hq2o%wq1% zmc5YBm9XP8;(Af|71814*RR+Q1Aq$Yra~8)Bc3>vqb6blgEaDca>2q=m>bw+;&k#d z+sm9dj36z0wznQA>(JvF1AKumEQ{EHh#iJ_4+zaCc?CJouIw`=VQeQmbkOPGNNFR- zbf9ACr1-%cbH)EL@JF5eWyp6#R6-AZ4r<8=^5rLRMV$d_pd8sg<9>-GRqJnP88m7X z>bx=-{#X7Txnu)50JfoAMgWi-aTKY(}w_HFG7$6$&UDm{gAnnlr1y$AQQ5V<9 zcfH9$%8g~xoL|qSMnelFZ(+}ydbZcmhWlpTZXf^gEbV=|HuaAKE?f8T{>$|tzLtC!)2 zxI|2#K755SFf!;s-6aM@n^vu}n#mY5 z9ZoI1ssC%C6#i!*?#FPFpMyi@#EBE+ycisG@gMXClXBI>e!c?K?cvfpo5DBe*59{N zNdD`)(bRqWN`l6lYI98^r0_*!HHX({=xXH914xA*amGdj4C|yaB9%X4jlaQ$RU-$Q zU_D<#1T{fjQmeOLK2>sjHyQk!o}NCrTY{ufU8piDQc|U~^V(O+h<}tkCV0(ggd2q? zvL%Rkg{~gx`kHlvvy6ss#%l;3GX4-p2xx7cI{x~I{k0{2+e2@4-c-u?dy}` zC$W3ejNGwP8@y?`PNN@4)H(osA*7$+%1sn`-Yfpe591%k=WwcF{;zWmHqRl9z4O*3 z-!G^}$dDw_KQJ(YEUKAf9oc;Fa<0QV#N;H*#Bf1a+eOE#jMF>-Z#{OFUzp*)8*)FS z+E%a?$6Tn9;T@;0Kene+2QOnk6q~-csCA=IUf(^|XOgHX*e6d4Fm&}nE7A82$-25= zIs`)KAM`{QG=czK=(F-zH8z>OqH_<3CyM&4GSB`yiZU}kUMB&Ev^v`fLj_ft{p*9Dou4^Xj2f2E;WjS!&tyen(WPoJK&u`mR-Y!P#VBaBTzz`eu6sPy&gySHCB@10~Dc ze1f(T*uQE%^Cpf4(M-R2ScYE6CWfFjjLMo|V*!ZT1woSOGww4^s%!{#8sQ+e9zb_H z?I{XH`NuxfK2zX5f*Hv~Jn|TEWwOeU9wjmB8lmq1Txs=jAMlILf0l1g&;JeJKY?hY znplynx+z?wCX~mmeIr+lKVa%jP^~`G{dJ4o_RlJW%F(k-#u*byU*>TESg*9xc4O)# zrKOxW1O=iAX<(r;C9%6Zrdq~UL0*nViloi)!}g4K?5wQq-q?Rxtn%elN(UP31aJ}m zDta+mY%C@G6|kxBrL3ninp{JkRYHgmoeuN^YQsfLYbao_^zJH8a!gFjk-WizxeK=e z4g+I5NW3Gzzb5uaNO}2f{RkMJAYcfxX5|g&cAmymI4PZ~#S(peeMHJY2U;F`80%-BU&)hQo6BN9Vh6xMmo0Xms$>Zwi06i^k4f zgDzOyy^w%iwJVM#+JTQAMG$h5nT)arv=s%GL^#pm6M`@4PU!0DUJ5=b3CZ*$A@Uom zMH{D@aOgusd9N^919xo$7u7MR8U>PlA$Q5=PpIX?By|!a4lydK>hHq9EC?m(yElR; zp0?~dM_T#Ni0me_kX1AboHEeOPIR-fHsW5raH4rsF{ns#%{q#ktm_4~4?v3R=aLM< z-U+H>7y{3G4oqp}lQc`gOH)$T;TI=st>1#KkYpU|^3&gIR1XS1bM;R+iGEzK=;xH zno#_>&&YxRq7{zAKhPeiVtn8DjY?A9Tmx7?qQ<40)Cf%j1!Txu4Oy=N=Yf%Gf zULyiGE&#+mlz7Zh2%x>`IQ0jpRZRq$@p#F4Km}p+)V{Ah?myFK3|TUFJhL_F%VH#R zx3}hYLZ&D?4;vme%zKp|mP~q!Gy&(FK+4GclE8IQa3wqaKxiKg#w=a5EKMvgC})SKAbPIwyW7*ZmDim2iUxp~0$7A7TF4d#h27c=&m zSi&d_;-cqQba6))@=OxKMU%Ah$V?CU3^;;N>>h%PCl_HBgE%)yV;HRS@l#6RygJ|7 z%1g`5>@sRNkqSqvC4v2geaH zxxn=*+r9vcb0aWGz~jfS2toqXRsu=-#x*d1laU7<;WZO<1Wlvzx0GB ziehA1-HdQQhKySPN=<-1=wJfz+VqzBsReK{F9)zez2Ce{zpQD*saI%lf_L)lr!DYH zD-nGh5t^*Nhz4;yo;*2kCOLb^`w^5?ShyifsNYZA)e1j5w(A{Tbv4Bx_a~V*?mG9J z`+&tyN4nrQZ&QbUH9@oe^+`NDv(7>t!j$qPtPW{)JnB2vD8SM$QK;&6o60=HB(PsLrkWe|=9s7~xXhbTz)>0iEMX z>oX3VGyIE#Cd_BEO(2dS@x;S2a}y~{7B*67kEda3f)h$^W2sC$9da^>dSY86N9JK< zvAOMFO=4;)t51Iq7gu~+g9dltkGi+>#Pi#L#bC?>(bAj{@b*WhBpizPI1z6|W?5Qt zfDO2UW0mVJI?-g_bJ30r(m?wGz&Qmy_2$@@6v;qXH$w5;U%;M3auDfCHaKD89H^5W z$0dUEkRAmY+g2ICiB0q;Z`}D!LIR#XTT$q{-x%(RE$1XZ7P>m4i$TsV@@FM|ZPEvX zzjy4a^kwNn0|vROrkYST-7WHh5942?9@gb5)fY^L#}6KavjwEb&LiJc zHGzVf`%1VB&m%SEu_a-_V^9%Ra8dJszl4!#qK`|!53E! z13i%QDTtcaGx%gmQGmVgN5W?(1?Bc$nj~W{(W5T2h&X)AMrOK?`;9;^r1ZIchtaFZ z$ly^-&l>Dz6!>VoigfuTh2HZT8FD#@lZr?|!O1@L$5DLsM9_mCSb_gDzW1K5FYlQN z|8FnD(JHi+lkoNQf>@_$0yQ1$?e=0hgAo>>pL;m^t{1TTOjC4pGy~?}OJN{^rT^Mk zTTb1B8>TJkAGl#V=sbA9r$hiHE4art>it48cn%XhsxkvP*ZhU!Ia?ZQ{ux`N> zYJSDk^3UkLILbQfI_bG7GIuzL5$G?XKoqt^f(%_6A{@H2*~~p%2SK0e;I4Y<4xy(d z)9l&G!gxFy&JANv?U3>PU!iWpBB)2at*paHr9@4Il_DC>1%9&@Wz57h!OUdZGKn$N z3>-8DE*J<;+zR$!ov>(&~kv$WeCWMwB*eeQ)+@wN#mt0IAey)tB@ln z$r+cds6>~(^*M*}!2@3-dHr#QsNUlGPOT!h0vr-)mXTo5S*VG>uo^*IgeacI`4dzC z2;{-~1Z!YNj$)?gR3%Qp(t@)EpCFObLps|&F4bwX86yqC!;76C&?Sng; z+jBEW5`nq6#U%kMgA>3Sn+(y`2+)THAB)^FUI)C{YIRJ9oJv0)%yUeIFCirj6Z7;Y^c#o?I~P zscP2zQp~^XTehQ6NT9&4LGyp{_9pOD?rrz@?lhhTbt*>#X`n(8B4nyg0}2@%43$tw z38BdDbV?~I8PXsPGDan33MCCFMUp8}2$>0)e(Sn7(m9>yect!;|NQsoc{GU=t4)}MeXaSrgdrd8qL<9K5hnKU4e913*7vMP*0>6^8BCLl<9 zNH?=9Ezg`0mfg(!wQePHtPw0_mCv)d^e9cDjT|FH8)OJzPLlzyfz?=e*M)$9+Z%v$ zNA7)!?ACVWa(_QRhn2FRe}_APG=~U!Z+*${D4S7vE%y$#@e9dGu`Tsf0OjU3)xCjW z$IL$?c|sBh=_s`AY8CO!e*Cmo{K59)3adZJ1Wdr$z4t_pV)`O)uk9(3#djZUeDWKO zmk{2>xyB-G?{|Gv!J^1wr&A_FRZ#b1Gs-9xsV?a)Lk_Yt0nBV&EM~2U3^p%BN>GoO zM1-MS3J57F^}0)(Qv4S3t*t%^lS~A;52DXIP9=y$bzr+81ves7Q&Yp+iqM^Uy#dAv z+WQ6+pQZC^VUq(grP)a+(}-&waZh92x)@nsHPpHzWz<(62NMPZFT(fchTF?g==8cy z)gBnshOGsM8r#GcU%W*ZHlVc3`gUMD(gpDyb4pgwT4%<+9@Ssjwv9$D5?s%!p5;Y2 zZA&CMt}5J@1$?lWg?4Sg(i?EFB6d=g3bXn-AdAX)phG~QBW690YeF^Ea2P> zVqYL~T7$gyC?yw4ysN@L5spib;8E5Po^QIEM zMno*)f`MC`hq;4@)sXgaFVVTFq%S6>8RZuE&IeS%EJlS6IYngg(=ltj>U*c{nA|Ed zn-%E*;}aDvA7Q(fHQc=3*fzQ!PHK)xNr`tqnYeBu;=qsDk{_}qe_XG*Su!xaS=nKUS}vest>;=*X4`Y)sRhtfHSNnrrhM@xAq8=-%lZHr==0g7t{Jw&er zgvn5EcvEJTee6AFbmy^DXPmQfr2CM2&tZKEaD&1^+-OWPxVFbGT@a`xK6V9_Q84sT ziKK;oTZZ2CE&(9rcoCVJ(R1vt@Hc-GWvrw^GA`6&Z{BkP8NU^4Okv_FcRR(>OV2Dz zM`QUS8&`|G$eRe^_DZFUOO!IU9sY7;X})OhSPkJG+r+DH{eli2s0kT`p}R*3^c~Qg zaN3tprpJCFBHcDq>GqQjmciky--=IVy<@dCy>a%inQ0&-qUL@qR>r05ugSb$-aE1! zW7Ni<1_Dt9gBEMg5g~~v7$RAZ#Kk$dl`R71ormg5E_6lE-oTh`2ZY<-5cE;qP$hfC zc!lezxV$X70d%8obYA1LDwfO|@SF%rr=!Ar8i`xT-9&NYq3IqMc}_pZESvW$TpWS?f)lZkf{6mXJ$8Z;$P#_Lpo4ODaVh3Ix+2Z^ zEq4lzOQ|ekujpk4SkA%Qsq$W0-Z2dly1+Mv80@wg!4K7g4|D;+@9 zb>LCF!tjUf$)jyGz(sYfts{wiRMld_VUqxuoh>3CnBgT@cVZ|@ejKCr+j9RqN_D;u zIsG4@DuNflU5FEQ?msemNThSLf`Mg?AeI5vA+9f>tH`y;%*1^`AwqqXY*bE9+!O=) zgS4ii25zY8$EOb*h3#++^w1#TqFhnHokH+3oz`^s7B&SHEgc=5+lBB!1cI3|^~!hJ zVaOkN=BkQ{T5WZ%YY|cCD1&$f-p*x&)*)CrcEA>EQ?!|fub6QpB9fi>D>=zPkwIp` zMB+jGpp9TEVTHq3B0aJkm+m#fe?XZ=oOIk#E?!IX^j)(TY5JO{6RzQl=br^mxdUu) z3lIRHj}1atNi-MIWps6Sqo}4@Y?rf+{K-j=MgSRHBdZ7{GAIM#x9!`c%DU@h(O zV-l63#7fLsY*QwYr%s$W3&!q#4_?`9kKa;10*PX2&StE%*oI&(Zu}AtGTD4t+597~ z`)(Vz8j8tM_SHI+K|uNit}wB@DU*e7#wIVsmgB49Dgz|%gVPq4@CekYkUaxpQ96j| zM1KC=Qc95SP(4~uFwJU$K3KmiSFMVlBacBjnxPJesD&AJ0-4Atrf&{hF!*Zxe`FuU zb%FE@&Q1)G#2~K)>!i?Q{iA`av5nCVF5;tyn0^A#9mRnc?`MkIe~aFJyyk0pSoaVX zuQ^h8+!kGkxR)<6!cV;x1DJ<0A{=-LC0JzshMI>ZEP&I9z!;7~Fax1hJ!LJS zh&OP=&eZGd74ImHtV8xbO5)h8G%oNBV+ zk3gVq*wH5r##!SfN`CEg*PSQO;k<;YJHnG-WL(@E?_uTgx(<@(@0*D!gH1n^s0o)Q zE}@ng%Hv5%(f2A{h0?X&ih$pJ&z~1oad&qY-q*=yv*6q>GiNc~eyCiO1t;(uw=@Z= z8BE7Xa9+x$e*aoKCy5r7(qWeaq5@r34ovmm+}ykbgDw`ea~$@Et}mst0mr_=MrZ%! zo%oR>M}&a+ z+^MIzW_10NEzBXP2mbMWyafJvtqs}+yhOMCgBkvR>xTp58|9#Fx7Xa<)Gdy4g@WmC z=h}a3a>KGUl;W0>4&8gC>~~Ic|5?shvfYBieWZ*L8y$8CB3+2*RsM`%sADI{T5vv}A}N5R9kg!{tX~5qqX>hPkBD;g z${F>?(tVlE4cQQ@&bT>(|h zHxQ*c{AHE!#VXX~>4}^R(uQBs!8%}ZkDe~zR_emvg!mr#41$PIfDUHZx>4f;j$P~hYVa^E3kuvF7xquW4zOYoKq@?5}ZrZN!Diudk zN7Z9;t{|_4rGKksHTHw4A^PwnO2a)IUf@qeadP=9*_^DT*5eMB>s62 zieQ==RDA2(<7F2u=e#+knXss(``~+PUjx?N6!AwFtqbqnM4(FQDT1{@k!$7t;qbf? zxg{mWND|hgPOumhC8X2pgf^faO1runx9F7#3qtQHTc(uz02laht&I zy8iCnyKVQ!bILT~v=7p&=*gn7L{}!M4lw#RSSGdZ!_3@A00AI(TmVSw%u91UO$8K5 ziNZlO35>_Z4s`}MA-bW35&Rc6a>447()dESF;M&`RdQcu7++yn@8I0F;K(MSm$@w0y`TVCWCpdsPF^*48 z2Oz&Tz8DN>>MhV(m9yHbrNA{|G9aEuT~+Pv9r zYO1PU0&ou5xDfU_zDLLNi(&w3Ng)J*z2QHsoiF@AwV&V)j#hz1Df@-|_esijaveQ%k zOTUS@>^NJkr=C20}-4NMF~W}q>hT|wk`-q$YBh=XH-rHOC7`4!K81wq{9f0VKgu)qJ3!( ztslGICvF4`@`fyOv9hR;p!46C&5(CxAH|ZGQ&N5og$wWvJvph_;fB4ggsS zBapxrFQnNEfEa7R4YQwh&l~}NXsWzgL5V~bETv`GSeEC?@iviq;l2rT@K5vaW44P(OOs>D(Ywh`(4&%@A-6!T$ND94eB5{!4?5BUl;W)RmG z0r>TcBce7V0y+8W__L}~mS1m~?emG1aHwj<+!9;$5>jXqYvTNVTX6$AzZ7eoJ6saw#vaWVTTs^z@c4=6RMe5qn%GcZ!w5-O+#B1$A;7nLEAtx$S$bnH~Z0;tSJ zG792j;PHG0qKP&l5g=B6se8qT%oImPtc?95n07{_Egh+^u*SHcC{pnarCeI1Q4l8b zJ1BcF^r?Gt?1K$+SJrbojMNOBJbBIY=Y5&dzeaolD#RBB*N19th^VRHwfjMh==)A(E zv5d*DIEhF?=0(})$E|&`j2jx4>#joVKrgoYoc}%+NHm`enFnj$57FA5!#^e`KxF?1 zX#@@-+-F}*r+^nv0bH694ETUg)JHNzcB6%UNXYo8J{sPHn!)-_n>O8UrKA`6FRK2m z^qMakfsVnTSsAMXK#i!LNZ)}>?F24T5swUu47ibw*_-^;AVccJ$tM8C3(27M z-Cl>uILQ3*g9irDJCK!XgLG#PjU;V&MBZsC&md@wsM=KahwTVAf>#8Mw3?9e#o=?q zWIDPxXV%fJ$Ll}jCjUNCF%UvzeoS*EY%4M+=8YUN!UBejr2jcF8#l5+bn!9Upo_dh zvp$ry{5f1}OW=Wzhc>4@E!4Bd`tsz%b9l_BJ7f2qadgo9qr9R&RzH~3(wfK2slc*X z!B~yh_viF)ak!Re|K+asedVBwPF#-pNl#2Mc$wwMFp4|MBF4p3$#lH-zMyR+Ch zBhsl@N62ai85$Q&7XN;V_$g(QW6|l*{~_n-|AcT*yJK6u!}E!4ocJL`Mn2LlHiODC zUf{6pjQI(S!uKIR*h0686f$AD|B~ptS#DDr#oX`u!L5t$|^zd*jXe0z8Zi3Y^@{1c#->PUK1V=rT9N%cAqfUM( zU{m6SEie?!HTUDkZERcUv1=*{jx((fO%?T?EZIK{*dk8IEPw|xfPQWhG|40j>!ZH3 zf?rBZZxpx5F_uWnOa4HtGw9VY8Di4Xy+^lB?wAG-D}hi@yeJz7W#tB90xI2!J!tU) zm8W=mpZdOZ$iGbu_>;fJ$S1EY>~sY5z!_|Cc5d00W?!e?B ztsfAx#puaHH66z1Q`B z3wI~Z;oQp7`7H?7;I=wXy^F9J%^`-<{-g#)@hD&i!19?;U0C1*lXv>w0Y-dM*!@pR zG*$wC0bu!lMU1?SN#*mK|L50mymgSZj<|i=jKj08LA+usRX{hAb6-0qY9s!(v8n}Az zEL;E>e1ZfFR1F~{SzdP!v|01X*{wktW#!wch-Fw!0qKVa11Z20;a!})dAH%kgH?hP zC*c8p;9fE;54OXZRhWyyAh@BTMzS+Ilp&4RYaE&OCxbpa{)ahDf$P7AE4D2SqXwli z6U7;0%k=B9vtr$|2g)4=SrZKKG(FFv*o6Csd>g%q)16(wNip-M&W6y$($og9aswL3 zZ3mhW?y*fMj-*zLKnY;obfwTbVI2~Vd%}}=c;=l*+txZwcJK8IvnkBkz)52F3GEsc zc@^^Z zPPQf*H11(Jz;vQWk&_MZn3i`Yr|9WJW^H5piE~JHC3K>v1wd=evFLzSknGe#QGo%) zQU?tBrH?Q}LiP;0Ap^Jr=kqLXeFV55ZHJ>9Ea`D5C4{IDbI|Fjgpl)b zc%q7PVr$~OaeMbVS$Rf;H`x4cRH*`Ey7HC8ADC&`m9Fi1C6Ek3VpyG8G@Z{|2j{%`sV6s*?gM|WOXz4rl2U$)^%z@}F-aKPg zmO%Nz$E4g1ezQb&Coe-V)zpgTg1PPmZJF+;Z%7-c79p|LQGx@@bF!H|L-tdUi&u8q zRxK!k>5#E3S&fyVw8NP& z@x48XEsrN5PtHpCC!(WHbz08Usp`#7XpRl5?mG3cKEpF4Hu~Hci@0)MU$u>**R{NE zEG#%$wN^4n-E)^oT+QdG^D4m-n{O-2Sr1;n_a&QEn{x$z#j(>4f(MU!b+a-scH~Nfwj*5`0+@?s5_mi zDmKLjholJC_3zSsM`;){mg&bca8OqJ@EQKq>K{I2d-4Ut@qtx(;28tXIBci#XZD2$>s0_ima+fcAZF7MQTHuIT%wdL>6;-_v00R`RL}OoRsOPbgYl+?&r=hDi{FGRj3s zB?N8&3ijr1b>6%s(5^8pEhLmwZvn9_9q1dhN`mYNmy(DF0}$b4?6aec!{bozw* zkWwRA4vl3{yPlR(ZBWgD87Rzx-6JSry6JWKE$T+pu1tgv?Iizg?o>f~vX3QA) zf`noD-K22RRmMpR;%@ig`XtD|8?6*@*H_Jqiksq(O+0oAzSS*r415clrX_MYA@T`c zF#gzd3M8MKMPrmd-?|ZPgh8VYCFUmg`x3+jtq>wt!%JQpfi9BiYfuVqKuQr4brzI| z19fq$2@=ObOPaLcfc>h-3iLFB_g|6|EOvEmY%z5BZ7t4!bF5rct|JYL(rurl9Qh=o z1cbzIwZ>Z**ojEB1m$93-cGDKM9&$-W4s6)!!lw&T&zzr)NtF)LN2`lNL>CiHW@pdlUc;^ptqzK;^ z3h0X5GKq;C)Xjva^EB=yXFY$u9y*%{U!-fL+F@8bq+a{;C|tkp{UDRSy|9BolR-m! z_nv%qEWCumz(b5IxI}e+1R^^DD#_I+Hh*cpcI_Hj#)7{oTO=q7IXuc;L3JV=I)!LB zJxHE7IXYlU40ERMJ($y;{)<7(HKnc(<4G1!-aW;H_IoOMP-u+&f!7y1sUe8e;7rD3 z6@qO@Wf`zmHY*;C89nCg+sK6nj~sD|$79t@jTP=2zMAWvSvE|gg;RB<(c!$Aw4!-u z)J^ciY#qCAmWmEPCbc>r2!0yeh(m9o)9BQnjp^vMxn6F06E1 zu|VrdHsf_2v7XF==zJ^g_gQ6WCj?cxUw#`J03tbf{A;|(Ga5TR?Q9rb)Y=58W~gu; zmI%#BxKMmo;Qqk_Y)LEz7@`ovJNzbV<7)moa)jyM0eX^}XO(oYI^5zn%ey?~%igH( zfsvv!4<`!B1@+{9Lmmn!p-{n!)TUr^SQ^hmb%I2%VCvNE8L|Q+QO%-ZK5YRZb0gC& z*`|YTuaAiM>m2Tj73*SR|4hC#p4B_KwCWcN@3ZrQex2lQJWpdkJs-9(wXZ>9;w-bWv)-&o#<#m6%3Bk0>u3SN0HxVyt#a#d(2qB>11?A@q@sryu8R5Y04ItI3+-J?S4h8Dr?j4WirIv3Gxnl0kA z3sEV>$#}Tdp+_+ch%DU$kjp=)dq|zvxzFuQ!;>~hvfkKn4t77if*C9j#L?_vyvtz~ z0>#nZ4Kz>)J_fiM|vtfo=7+rwcfGjpqey)bC zNp#jJPtUicM)&b4zjY9?GI(@q#d+RB+TLg);!0w>>{gt4yT~_YMcr)LTtGvFRyM#B zQu0 zI}hgsFN8N0U;*cQFNS3p^>*~!EVSz=_Y=W}LO$Z8B7}kX8ZRI=Xrp_8CIlYqor4lM zi-Vb1!x1&`y$8RJJmbk@3Te})u+;W@uQX8t$f2UK^{22zX-p>C@kk5>M#we9h9-%FPks?a+Hb|NK! zAkrHegW4Kgs5%~A9_k|9*G`RlOUuokbetVd+b~9?mwU2+p-T)Cib{Fok~yo`x7MZR zz0kCu5g=O!;CYl86C(mtF=`bmDx3853=?TxaqV9qvHyVQMHavDAfMP{tg3opJU6vEB!7VTa(PB$B74=kz^iBg4fmWT>@ej}l&s9u4al!CUrFQ#bM z$w913Oid6*bb_YgNm)pQqkH+cR?^iH^N>&8QIonvg8^Ba@f7Vhq1t=B^#XFy%gvuf zaU}1TJ|%7_;29C;0!obqxd6_cfr4dZE3yLr*mm_}r}yNnH$zyuf{ceHv5dsthXWn|PwyCH>;StIumOfcFsLBZ5B1@@cdUk!If-}o1Op`KqZuB-F}RwTHKFHj*4ZE6>x zL}(}Mbr%v4fB@820Q2D$7BUi0>c;KEWu1R)dTK2nE}cq`So%^F>tT8Qn)X+egJ0>o zVfZU^Q~JhAypYgTfN^SvPMp-mjNocon8lLXmqSM)VtWCF`uSjs_D~Oo3}$=b#^(Rz zoR+cR;SU1jAVEYOlni}9B?D!a;=V|E$`g}m9w4>8PJ(NQd5HW9h?E{ZegkkpBet5e z9dUA}W*s9-$mx+pTt`jFFHRkl9V}cm4M;FUc77)DRKqyY1KTYSwUVWg1?C=gaYIXi z!u$HzZo|27VXQHn=<;@=wVnavFOnZvP8=u@et3Xaz^v*;@H zO?ZQcOL3i{b7LBe^+P{rDz2bin%NnU#w>kI{)S|7uI93KIha>HEx}4v2tu{N4Z1la zz3s?RRd{(-?Zm|_8ORFHg*O*qWD{`H*@?NV=7rZ?$Hr|$TEOGF+D9TmIJFauyZAaj;!_;;vwR&sU3eD4y ztOZ2kgx@UsB*im_;1V8Ndm}h`T|OypD%wlkDRucRX41~V_1XAv9)lKmm#@BIW@aWV zBNLlh4%zZI1aUWKP~lPc4@!kNxi|;JU^OiC9r>8Z(O606+jbzH=Z3Rv>!O|yZ6!f@ z#$pG%dlG`f@x@ZZoL;0+?3a>;09uaXP2SUklFuTtBLusbq-7UPi9G>j;$pkcn&EDZ z%#t+=OV%n{vP4%QA(%x>Sa#xws1<~&gw70KdJeP+GGI5{^Kdwc zArS(LsL=2trZe*X>ML$D?if(1HtcBP2yZcpcia6W3nc~9Z0%X>sJ4CURoUa zxWQ9^Gd+BmeNLPiKrB6iQ&^?-&xp{;q7L zq8MY&g%=eKBT&1i>hjVMyb=wo(J?R z<`wp+a>QeDcSfYGiAA2;o{>2kh>v8}ii(F?@r^-PNu6-s`mI-5s)EyUTsl=v-%t%z zjG3Z8UPng}n+iht!Qh!*M>&K{@q4)+&GY9_~0!Tm%{+b7>e({D` zoNMd*GlkE&j?2cpv!n8|J#>>dCd_I92+cIvrxfS zfTDl;0raiNloVy!D5$}XXl&^(jLrsaLZEm`=PSim6$yY+0bT-;2h$BG*rc|L-K}U6 z5Py4l-{sRO`Q#}`#DMlI@x(i>>+pERJtk84wajMJ%Mip|jGTnf4JHFibccQaP#Ojm z%@yYo1a*`;lDio|x>r<*fO=iSk49tQ2-UUn3YWaL?K(K*d3AD{e`iSbSLQ&y zPuVgKqq%$`7HwIKq0Ue9=08MH>jp)8MY`7IgPy%k0=Nt{@N}Z`l3hdTGJ>1nFLqyy zU()QPk#plpw_Svj0!c`S({dD~HC^w5Y42Zdy;>7uThAtY28{=}h%uA2LtB!1fE{QPKG-f@5armGyI+Wqj3=Zh)gi&Lr*PifyO!-k*pj;Q>^hb{g z5=&kXko0+W=*iVbA4W&KU-?(UY0QYvg90Tcf={wNB0`x6tH+aoX#EYCZiKaBIFjO@ zx`!da*-#xnI33gXZx}Xkt1uVUM1=xgzVMknTYfWwZDsCHFoHrN{k08DIGPVopb)f5 zJOW_zI^e<3ih)kW#-PlYab9ApI>PEbJZCyP0~*$IgT_3A;;R)fa9lqZ2j2&>_lFZ?B+I@Ga< zB!!pbI|RjFa)5MDAuSiWNK7nsAX4(?-Pq0Fbyi(3TlyG)Z05okT5+e3prTQr7H-fy zlePXCO7QJjqQ`6i*o~40J-pDNWmqlZW?~SPy8gKT1X_`x+Y?@{sKsdzr?9j&b}$7j zc0Jg;@DbnTdYKb@;>48!db}c78SWdcZYRx673_H)8kwk#vd7z zGIs>dV0WNq6=H1s5QmZ9kuXObiE1SXIR2?7>v3ViY)-V`tiG+RstRdt?gwG>fK$og zDwT+j@o+c(xNy#)zIF>lH7p?@>p`$wPB}Tcn|yK7gUJ(0|5n{Xph|$-!wj3| zY3TldWkk+qIRLe?sv-lS*^i=Iah$-WpFoU9-TNM3-}n8jwDn^Yg`{U7en>eLVVrCP zIx$$9J}=C2Ht&8=eyeE8HJF8nfX7bx<*8G7KwC@wx8WAki)T!e9rI)9i;0sI441uF zws|Pq@)N`^C@@c3x-SCjoz2T8syIWr8cQn`%?0Ec6jzcZFeuC8b^4S=v0MXnOC>MN zlfVA@OUrMn30YjNLmvpBb!P?0#SNt(@`EOib_ZYPaia9XOAkb5LwwtN25V|iV2VPi zsK1a>5B^4-iLi$0vlS4vRW=y3+=e~SbDS`^MmU6t92LHW1cxhgH@45MxA~g9QdPD5 ze)wnU$ck}NEY^bA6ixE`GN8M=``&Z>z~2+~-dub_@^=pZ)_ zYa4uam2Na28R#yGgsl80v$01mUVBFfAiRICd=K0cmg1>kY^bec>RiEfWAl>1H?CjcY;1VQovd5?7VpK zqD2(NNfV= zqUP%uPwSr=<_$Rn5>*$ujEwof^B|lBHA(UtBqkkIv_Ul;DZEeoXWv>kfd_p;5e!3# zQ&0(@=`%cFwBePcumOfe$}iBYJrMe`Y6!#>%>Bhzf#F2WjVTSF9>zo}LO}U4?reXa ziF1oRpEvFpxd|YffcK(+3MZJ#0d%@OI-kl#l&qm5>q!j`$Z>_F>;SbDHaQ%bGN-(p zJNaaz9X$Y1Kg1Bk;Xy^a64G+&ze9Q2ND=&wQmEli$sMyWbHLq39kUBCnCr z397WRTvua-4J;sCC~g~o{`H|5{IHc#fJ5efbm3@);SHHb5aAj|wiiT>=o4?FROfW? z7#WPN?(G*(Zo8jvMU@tKGS)r`!$CDKQR{WU0E`ODpK~f1-f3| z(7{kkcC?T%_b-Ici7?z+*6AXIq}O{9lE8vIR=!9HOvj`zR`Q32B+VxXD`nElE(Z;& zce1*sGh7_yAOz~d063ASdbvk!Sf{4;-;Ay$oUba4a{L8RQ_9YwSzHH?gpbl(uNNgR z(;59FcMQwIi?UN(@z*vG349^w6Wj?W2BtFsz+#-9j$WjYgcJ0tof}b%UsG~`X7461~h;QpAPnnPI zkPPhFKI8j*W?PVr0TAiJ5_sTI^E=`Iz~%=Aq|9VP@|4uKC}3JxfGHjzGVMKwhBlT% zQEJWmC*TsY4|%#S9Nuc{QL$N|f_iecm!O&*I>Ct`7pF-9NY^gk)Ndyy1th7>I?o&C zGWD))1IQE3J$5|}-;+YNaR@SD)I=Remgpg&F6E!XaLxjC2DaWUY5tc@^qr4(#BuH` z9#q0`$9VQMK{1Ux`R>L}P63e&XuGT*PI{yvFgM`9vcpU2QF0p1A(;J0*~)#C>(DTg z6)2A<-hWi)zok5!@BjYGpK#ue%tY|!eZ>5E>hy~pvV$-K#OxpYBc=W$B&YBpDqW-* zU(Kn2a-!0|(cdU=U9fh4n;}ETV2S)Bl;C7TdqN-o@w5%lVdzk)oczmx9XT(}=${2R zOF_Id3IKS~*m7ls)*pYF*I+^_4~7+3?_Z2*-n8=aw1>srHgnA{yGi;rPM*l}K?d)z z^k7jAZJ#N^-v?G7vuXaM?_o>sOCN`!x8ud?)|MHEeXHN-pWxZx&xBDWzhRf`KSR!c z_kh>uHtm#1XKC%_L+J*geW5$^kD6y~{@&Nmc+22XL+2va@Jz>H^r+L3v1J6Qu$)i1 zNnW}yuUc4qiq~PE{BGASS%WCKo)?#D&pw5Y$%6MA2{AZyCI;&TS25oH-?84YJbl@; z#W@I*v0un0f}T=Yb%!~{kXy93uw*6;3@3{~NQ0=V^R;c+GCOY0<)*Z~&L~%Ra?;B1 zP0KmZruy4&0TJJa=)u|Gv;x=+5FPsd7@&$i8k9`h9PQ%Th7V`BbBPC1L~aS>_{#MDTw+}$ zTa$&R9;j&TH9y`Uu3I}^Xm^67-_W`zmB37J?vn=CoEEVtgjfAJMwDEI)C?7&-ba(x zLSuM*IoKYdH)A}eEt=Uk2}3>rV2nX)A_6Jn<&n(*Hnn$T1`~FKV;oMV)X91L^)KeQ zm8$4=cQwWhFFi#)N5EPRLv>XS23Ka8=g6HFg8YJs;e(6Y}AyrK*eKEM2fRC$tLHiW~B<5Yo$l)EIsAx9mW$+9= zumMsbF)PS19rO?QG4Ys#qGlp5sbi5|L02hK?A-i0NxAZ!asXkUQc zyXm7)EpO;+`IFiP&L$E;6m>_WR155D5x~9RAd(YzdJ$pY$P2l|PAyu6kfh8{JRlTz zG-VxK00NT&WAx}~uv3W~SbR~VvN`DTP$+^~cfGR|B&24|dZ<_ohYiZS!4H201}Hyn zcI2B~eX&Yh_#ZllAOBJRZlvZ$?(U*X4~$gZYb=Mb96pM-ajsuE7uEjtNULurk00F> z7qt&3A^)hdZi2(TK_e`~fH?94A^DThc$dZ8%PyG;oTHQuR~406=mfdZvm8PETl=uf z$tP!`f7pSqUtXh|)g}f=gaX^1NgSm%KR2lZMI#&+%Gkl9k=(v7@2-Gqaxr?KGOzIU z*a14c?sUFk)`lfw#!L~1s5gjbtKC1#0T-p$fozxUxz#N04Sy$Nt29O-g^C}v+u z4V4MVH5iBs)y~k6Ef9?@=EDpDT9&VNG%(sPrz=(jtS(x*H;qRyx6xEhmw#E-HCo8= z5_TJ-j-SF_qKZKlpVMHVOIRET8#Q+_L~}qA02{zW!;h+865eg+IspXkK+4S!KZ!Y& zklu$EC64B~_=soEtOZ3!5^8@5S#TNbVc0=v_-WcpUwCsRm0}F`w5y3vi#p%TseAsN z<({S(;x9VAv2#5K1pW=~rve%m4g^4p)(Y7k6tzGdJ~gF_tRwo$}YhsokWLR%zDtcGp5Nu(pIrrD*=-#`#U%$EeJ9Qm<*AJCa zjy#}?eikn_xfuRPs2}!S&wu)eCOax`3D$yU}FdY z+qL$X<`hrQaKp;}V3Drx{wfdeOCPIdBb`yF==a#DsyyR=M!&4Y!rrEWg+;o=WcvB2 zxuP{OD?WXuV9>T2UHe`ZuWpO^^@z*s^us^b4~`RA4qE^KUy_+6C@@(gxi^V<3OFrI zC*4fD_j1S1jhV>G3(d^R@vqT)T0hi0#xbLwpT*|6#*efsC81j^>P6?K^ZCs#m&OVp zCEPQYBo^z>v^<~pBW}&8Fz$=gl-<)3v+6W9ssS56JhiN&wQ{V0XT6#c#tfzf0`=IDp zR@aJ^uD;>lBKn9gG35l~u`5=J9gOT>th$xqLd}7Cvj0q|5ThLXA$rMKLJ`jAkMtrKu#s_CIpA(xo=ySR4_}tSO2i6jC zh&;W*VX8#X23YtDAAlZ=7z>|d)F|!0NWjCfk7ca04j4yB1isD!`!9Loxfr2M0r;IU z*gUoF5AcV9M+gYbn-{$Qgu-T{_f=IFc|&i#GEGplPq)c4UARO>%*UhK9lC|uDdro|K{CVwG2z2=Z9GCx-AZ>x(AaY zdcFyce8e9o8AZVWD!SpfZfT;t!PR{2>eUw5vitOt>mqC`mLLM!WD#-t-8+jy`|Z~) z>FNv`qwB^e>nFxZm#!r%r|YL&w;1~8X=!UzN;&i>ia00XxoL8a zb7vM;>As%RdDqj;rK7$WH{0a4iic$$ymV8oVz_)T)+?p<=Ap5}onD+tE{_T8%Gtkv zda!@^FHePRlLaUBW>_9dHhH+YtEgA`yIWVR zq%VvV37>%|lHv_OrBMLW_Q&&HUeUR6_4G}g|KVr-eCfqcK12HKe)Gw)=JzKPkEUN8 zck@bj#It-n$KsAI|kdh zGazyJ^ubt+z{8r#{V=<8a{@*Y9y#&BDu^RG4#ltseH@31l-TuoyndwWrBnNKAO17$oA-Ev6>w#EO#j3PtN}=6UC#3$Cl3*C3Y}z zNTsB57123s4N5Q6FJq(#W-^<@I~%@T8nc4KeF~AgoUr1e0LeID-&_6qnwx0cr-?+y zLn%HUL@NbD0vmtw!D*LyCpdicSW->){_xeJ8W;d%LMuViZ?fBIGz$q9S}Dj>-g_1@ zrT^mkukZcQPg0c@-zrnN2VDr~iX<*bIxEs+8F)C%&(ADhHgw#=?f>yP6lR&76b}%k zU3btc{Kqmf{mV~iO#e+NfNg!~KNmBjium109XF_F2NDE=QK5y%MIVk&w_d^t9Jn*D z(TbyEL+f%HLelSk@JFU53YZ@5noBd6JlO#`8cJ*Hp`*c?)0#S7NoPg*`_$ZB8*&ug ze0C+}cr&0z*D-sm|;0Ho)|8O|Z=Lc=?qwi`MS5`}- z30#Hjca!uzE7JDB_G~?_4i{&%Rw`b^G52s38 zkoqK5)A#r2jVp|zU+!)?e@K5bdZvJ?BrcZN@F#jS?#|@zZC|a8CLU;Ov$6Uc1Upi6 z7xG~^kPklIMzoChb?n&1XajjK3QF?raE#i!5Ei159Izr|0G85sFqsVA)tUfiP0xf4GkTfpB*O+1A&0VkR5 zRoJ!jLSz?JCnp#?s{dZpJhK9kpL54nZ0x@=bo-9>-LYvGXE8U%lk<1Z9qST`Le!dJ zxc9lB8N?%B+W^qcm6m>+d08p>QRinM{QjU&cDrb4Wy`vr?B1vgr}GlmCFoiyPFCPq zJEN{%ojr+MqgF21A-{>WM&mSl3|6&^R{PBqAkNJMh zmIK#(SaQ4czpk#-dh;3ZqbQ9P=hGE>3 z*3ej1XDt6AFL%nenn{`ed|Gv7BRg@6e1QVcl01qj7<7wp@23s@#q9l zo8bo2G%AEZs!l30Qr>`lc(M6V%ShdwsbCO(21Jwxr+@wGCa+rI&ib-&+>D^}&9V`y zozwt{=HB~*ox7+f6~0poX16V3_3d%UA~0?IwEg*@^KrlSFuz$`>6AXOBe@Qurq4`y+9b?1_~2Q zQ{mP8F0=tP*f}X)nZ4`W>C;<`lmCV{sz=Q~T#t>PvnpDi&X4FH4kOH;SwgcK?U`5s znc~3YxFWy(UKsNp+i{pvoN41^YXrs(&rhNOQ)@CcgSYA$ulRknVbCP$fs=LLEjgN; zqG4{4jm^5dj>pKfa1SN}u^v&>t!>5@Dxd<=IKW{)mjoCS0)?(Ax1Muy3@ZS=1IEISiHXQHwfYAbfn zlTV0+dPZo^KnEIP_ot|8>+J7-K>sEaP(01SfO-K)keW|pil33S`+T}EYdmN2F!9Eq z_(Jpd{+)<|kN&}i$@YEG=?__4(=EpyYaXH@-}u)~IHFS^;%Bh;cs|tYF8SR023w)_ z_)^c0t|_n;oQ{4_W>{r*Q@bcqa2g-%YPXRDixH;cCX-+ngA&8m9(1+)Ry*GEIAXGV z)iG?8&&@y;n~Sv^J;%<2T5ulwnXY#0`-eWeHcV2YU<^X^{5(iYC8#-J2evxCuTRZi zZJPe}aaN$XPp|BI_=8hr1bu#_;G-acz8xhm(4WlcgUh!$`u9JeRp<^Fb*#nK09smT z99HQUnDoW=a(iZdzZc&Zo}+jABN41U-(xqK70j;O7rt@Uoenjl=&2@aTi+l4vCPP> z=J`o!Y%t-G0^ z`;H?4;5JHz-kdz3V{(zOK*nFePhe}iSkrk|MzNm!%(CZD;)pl$zydYHpbCdl=~6Qh zpIt5uAM-oOS3#uBL6~J+As?ohxiH>;{BnY{ao6~Acyr* z99hEB%rUTA)u@M}jrJt$^!0W|_M^~9)6vl}X2uFHYH>r|&&i-P0QOzf0}>9^K6G9{ zPpEL7YqY}tgr{fZn{QOpxS5JUX;2$xe3EKHS4&Ga|00&A zJ1B3GR_|^}_}$;}`q7#@$(Spum&{L!Q?v1@u(zR!3Z{l<6*QPCYHGIcN|x3qnjoLq ziqv8q){hq;$asi9F|bMF=IUI~5rb}SRuJIgS6>QZGS*0-56;b0MSgUT$U&K?vlF`F zg0WL29{=&jALk%7Jh$08F0Bi3wrRje%cuut0{)2ZYc85%#?3{4hAAd%w{E@Sj~W-v z37Xm<+KXe>B)JrWdNt>H#D?3Cz+TAu%gyZq1P&MAf|Q>pBuhRQ7m(xlA3HWm653f? zSk$_GRD>q~1}5%YFg)(=Dtx@l<+&=(Dwacv$24)_$5`r$RV+{ku*lp+i(X+^%Ov(7 zX)DZ|3LRs2nA@ES7eI|S5O&d~y!8Qg!VBgBPEV$2%a86w+94Y4D>-!a@#vwY=sLX? zjIY}ItR&TK5F(mEqRZ9!4(ib}+bLhKw!xmgJ2I}~yhM%gZ_}sOyb^sf#kMhxr*NpI z3ahIvxp$Xw4=gEU-sta5dxX8CwuVOdA1hbpm!Ruy!Gg{AGC#<`I943$d+8@r&><@e z+P&&`hg&+2KDvF)5lR?4Bq$w}QM zE_nV=%%Z`6Y|*mB66~|uXik(5v-F~6)2En;R9s7()OX|BFSCXyPo?H{7>;gv$T%uh zYd^wJ8LjR~4iSR2w$K=Mh+401ens0=Ifq)8#?Y^F~R1n3I`WkBx1#3GI$izdT&R4w#cH6*!oL}A(-1^0e z$6(K)q|Umf88JSixVY|VfN!j#1;jQqL+!25uUDX)@}gc;>VVblHi#kJ@vD z?s75L*O&xXaMqZL>To~M4*L2V5J58LgT>`E@oj(6x4U-N7>kC2O>vPfid2&%Ms1o# zRaW4F%&&SM1L@ZZN8q`JJT^v;)`E1C*9a+#myUCgvW10(f9EJTZvdr=dm4{DtQDNi zo#22`>tk}jUmpad=Y zpkmjweu0dEI|$0aZYYu~-|)jtFf^7gCp+7&<@0N;w)L;~@nR05eL@UKao|%#6ot=% zH zkc?|W=$=abo_q>cBbFtQ0f1c%9?cu<50IhFC0|`~#}L^0U5CL;5sdh$(@2aY?7HIR>&)Oik~4Fdxgl|$ZUT6 zhojT&0IFKxI7u?bqON5 zdgZjK67hk^(zIF==@k;m8mOty3Q!jb8ivrcOIsI(z))zth+f1i04Rdo_f60X5(HZ6 zrNcdWviJUr*ks4S(FEZ&*+_&#(Z2L1O$qo8>Ed1;?5thV*@dJMfS=KRtS98q=Vy2u zl^t~&Lln7Di3f`X{O6!Ip3F4!ym3~1YtY9UfH=l%C zg$KG0C{QLAJ}Z2Oxv@F?TW=r(o+}{m7|M)iC(+*{$qFOx267VG`n|gfU@0pNFY(GZ zE~(>|Oi`(Tdz6fMJ~pr2kq^FZqI7H$`U_)KGDnQE9ocBQmD{67%cCJ0rv>){oFn{^ zS)a!udx2(21&n3C+M}t}PDl0K4Koob>@Hc2yLD!JPiIMQK_w}Y5lg`7#lJEd z&9!X5Mpfw>IiAOx{o<;lAfdw%|HQNM;ZJgtZpoV1Ri%D02j2wr4{d;>#so znJBdx=}j7n>iX;`?!MWr_bCSEWz4GOPH`)Y^SaKwIM=Ii8mw!c3zFuZMy}oVP(v2y z1R-KaH+rH&f0sw6ENw({A$A7Qk+DthZ+bqDYymXc@2U-YhzbH@7py%uxJju zR(}(7nyYhDyxqOfa21yD)P&L1F#Uv zFeJYvWFY&4EV}SkZ|KU&Y7ekTZ!mGdM{@Dfog+&Z+ES?LbWc~M5?T6_Niy{(4mDx1 z1@aMS=d5HY+mo0YVU3sy?a+uE9rFD!_N%c9=3p%%U=yfJ$fvwAK|h15z&FWRXhtY1 z%qjY3l4-=|z*`9H@*u4Lp@{LQ%?2?%Lh1IT*me*Ud^?b@zV29g^Bps@%CHmO>cBe-jUXAP{1&eaU7dH?T258GAND zfXu4f#%L+7l8x?A={F_OqiO4+BE&y9b5ZC8G{6kVg}OBYB|05~1Og7!$)dfACHC>r zTwIYmwBap@d7d(rY;+Kf6de8lNDEzmXOGv%P%BM-W{gWoy7s9t1liYHY}eGaN-pz0 zHFBaJe1a-i7;|76rypAD+TE%T`I#}ofFOaLXi`i4`?hQeRIA2%*&yXpdtl7iv2U=k zEvRZ?-_PbnOJ{7MzB7oZ!Tqo=%#X)I( zIT7~fen$IMq%W-VBD0beuvpu>p_1xVt z5JD}{FreT}L{$r<_Vzs;m6m9lMu7(a%#FJ$fq9fJ3|s0-svmp{!q~4%&&%Z8+qD_X z7gfEunmLvYHxO0&#?_|#h>#=?)gLEnNJOS+zy_!@3qpwKl2CAzQu27=Dg~aw8G&Lr zuyOSoKG+{~5ckWEH~5oHh!>&5A8MgWB3BoZ=W8{7Or?i4d{~1N^lKsc!r5*6Za_Jz z>qR})58RV0M7|M*a2GPQxg^oe`B?w%_6ph_1ws)nfZm~c#Ihdb$`y*k*zRS$!-fP- zMji0~vGyi#HRo^p_`zVtHq+QkB85Z=tx_?Ssbp!@PNB3a?b^O$hNG2I(V{HTqMAy3 z%8d3zXkSE&R4SDgt-tF&%w}eu=llF$|MPmD`I62#pU?aAe&5S=UH5%g25Rc_u_o5$ zj<(D{-;PN1IphIDl#Vo5<*B391oh$r_U;O>cIED7Ev?=ojOeDmM6gwXsIUMMVp01utCJMUFw|eU;v6{!Ah3`F(KzqRFDnpH z^Tdb=;%Q*56%%vEVwHRcF}_+-1o8rVD6 zFkTOdEcMx<#iOa!7;K#kzL#5Jtj~Qq4y_{sv-%)$uOC4Ue(*jH2o2!Ik-1IK9D+7g z5Ls{T;XDW{+O;Pl*CJ!A(!V_OG1A$6c8dyxP~e$Q4FT0 ze@}{WyY@iMXRlxbT{KF9uffKuVz2QoZ7z>TS5AN3!P-j1%li>P`}2?^gPCi$90Y;Z z?a7}|f$*6}VWi0+0=~*5a~V#!d+Xi49&=uY3p(h%iTH3;5U7bVsmO$5yNrpv8-I@` zL3*#8XFQnK@txg_$T``_UEesbSu5F^p#3eq-F&rci&rAeDq$T=uc z=Q)W(x^!%2nyf-@H-Kkk1!o=yCV`hlDcQCUB<#OMJW6Y_;_3kHmLMI=B!f37s@o59 z@JnYd6jjt^v$h%hZD3#&jH4OiNeSzgA7KMhkNon3O*b{RVwq$3O8;9(CFx-Y?t;wO zgZ&q+=7u^}wn?@ch&f1L)4c33+p#?t@X^s2gweh_oo6pVn|msg7K|gaQOw}64P<{YHHL79tJ)1J$^ZbZ{9D~eP*W) zR2GvzJjYh6lWJaJ<(9_)xb)vIy==&wcMxp~ z?RrvcG-8MSU4k*!1$r$_QypBA)i837hSMq-FoN8n`{x|=v_i>G9M4keYg2FcnySmA z=`i)uqg#%QjBFgT5D9g4M&SsO?1TYI$tLvV#$PC2Uf_6!Qjun3H=tMezlbH@d~@*n ze8ne{`+;#CSDNFoiIj<#Up?}$x8EDVb029XyM%2tHU|nt=>$vYHc=BOMU@x>=6YUU z1%Ev1TWH)y@jm%@#9`XX#yHt8Ct>y!?(~ffBQr5W?z5;2IKq1z3`KvSUF=oZSt_Z) zZP~~Y;t*j{IX}b?D7zSZ5?Bv-!Xy0ydTXIbkgu~5wFeuoPUCc$;Xv*m5k=y?(rA@F zM%&dOBBQo3d|>oYFRF%_V42JPVKs)bT0HrA6p&;-r>vxr_^K$XUq3lX>T-yNG1QcU)DR?3APlb01kNv-j~3(^toE@8H`uLJLA1K1 zrKSFAABv(BpOO2)4Fih!9tHa}9)%ziaG*3jAPb<+TR##^zvJaKa27GIJqU#npItaM zbSym6qHaxj2#OFb+@fv>gn;mz1bz&6uAkWeV6}A0u?nBlN%X3ln_CpJbH+P|<3slY zqX3@~HpGKzLHa6)9bY)ME>u{0MmJVX@|^%$`1z0aF80u&sH5~<^Ym1WR1;!=@%IP< zBPreVuS_-5qzZc?1*npcHfy5!mal#&ymES&6ZA9v7Bz{)>8ZMNfD3a8zxOA2h$`u+ zwFwM^UO3gKzf`9sqS>O?|yvy*8DyKcmG=uq0qQekf&a&Q$RomBgmU)}VRNQyVMD`i2(3$Kituax6;!e4n*~(1%-y1xi4{5|Kf`; z-r&py^H9f6&|IeKs(&_BFK$EKih>dCz-EiQKZ++=mzgF4Wd&?J}f zBUu1^H=*APn5iIB*vWTuALHJ>`tr-4M}h<2N2tHIj^Ra?U=-oja$!TUF{6>2@LrE} zad=G2>>iQvn`u-aHXeNYS?7K+V?Q@X;DKA3>MY=;hdarFJCSrd_d)oFIAnOir7@Q;xKJdc3}^}P+(rfJ5{rdb?-fBf@-%O1NYE9noyU+R zS7KhhBG(AuDH`{~!-rl9fM#Rgr2*X=qdt!5RtA)aqm>r*zo!Vg&OA-A2Ik}C*QMQO z_@59yKoA$po4rBQd$+Qmv^i!8ner4o0}0##f(d<5Quj1iA`B%AKv!2c%J(Y<)wMqU z86kxp?ee0-dSD4zSavmEX6X)I-l)nV8#2nNN>tI|@FHu359Trk)=!~xvMRdPyKa2}Pm!26(JuH~`}tda@sebWff@%Q z3-)Co9)6u2~a_slmFcr>Z#HiOKa zIFC(3NqRWLSs>o19VpQ1JphE&z@;r&vg8)(!l+|2Nd<~c>p(NDpp;ZUe0XC?eX9!U?KPU9A0dNIV-H{`&}n)fy17tKXljqCpaK`FH+EP9 zkD+S-P4*Qw<<9>eS}^{57{235Nj1K@3%=mltgj_cJ(e);_%3F&Ux&&9g9P+q!NDr| z!>XWd|JzMfFFwvy?Ls_#5N)c7#zx_w64Y*|0*A4iU&iY`9eKS7`;yXybBj1*ky255 zOY^>n7$k0oW}uSL5D#9CB3@90*CFbu>am;oj*F=No167>YNw7L(*l2amu3TC?5N<7 z{V!zTq{iN?W94Z088xLp-;PWbXjTkORJdbM3@}#{PU7&@GBO6pvEqQpw1=Vi*kfei z_Jlgvi9I-{HJ}M^z-}t20OKX3!ZYG9A42c&YgTAHK*1F}v6cklYZxg6e{8QvoarI^)o; zf#P)-(iVgu;ZQp(!Q;?;e?LBRqTu^Wfh`3=ra4XFqzT7Xwo!DEG-4^zH(5uyN+I;+)pry9IvmxL>JWBQ=l)TVO4 z8FvZueszB-d3un>aoC_H5IL2ife^Zik>A7j5Q;^%qQ~zX-uvzZ3O!N}_^lF8R%t+O zp$f$|1ULxj%yec; zAAxWUYN>tY;j|LK<~m8nfx+%%VbC_+01oaDKAKQ0Vz)pHK7&T5*ddA$`{;yXuOCp4 zKfOG@j;nQj3_J9v*E^e!m1uwb=>K<+__vRKAozt-7URH17(L`#YM5D!WS<44uQBq* z%G?G^Hv5ZH^eS@SxE$u~Ml+tlI1RoW-ug#LNdXN6;wkju|Je;t~?{Ovi;RvMOEg4%NSsLyX zFTaS%pSguT@hgv0;SU}>e{R=3;I)`>kXJG{5?3K}wYZ5P>7AqTC~lD59raw%Pm9e8 za%fP-OTPCj9cMeVrFOZl!9V=@W%(;`ia)>pNvT9@`M~On*$NI#cFtHQ%p&Jmt7o#het<2gmIWlmZ1Ual%!L9K3qT8!B8$@qNIQXUAN!I(PRxDYdC zafKNxCe1vIsiqoqtVn1%3)MH+8?oDmz>{~Xg)1-v1T}x|>VU}al+7?jGmkFRUx)19 z$@*HCFY*47FBdFOgNk*@%9RRS*u;!dbV+!i?tN(ym%ug4%I{m;i(eiE6^nF11#71c z9X!7A=^;i2`s7d=1n0z~fDtOI6TW0jFfutX+k8rcaf%I1mY<-pKkh&i02TE3(Tg|i zuPDM}kM)&0%YJr-wMX14X#wGrDw5%${Bp96X{#$u05B0fi#c0W(TCPy!&REVsQTXm z+DSN@q|{QzU2cb2jM9hA^B4jc;qX$A&Nu2_IHg>!NTI^ypxyhGl`B{Um@l1yj`<78 zvrWvHo3jVOGtbg#b3`I|_3g!5U15Qbd0+R#24u8TCy!B~)vp+ibKRD)&fPoZ3F%!g zca1tBg_4n@EacCx|Ej0PKXW*mU(JIq%F|%?ZtC$-nhG5XP8Y(a8hU~d^jI=voJMs} z0lD~Nr|Jc?J{Nx@jPggh+~_|(@OZtg&E2ZH}l z8WM>epl&jm@qNYDX6OfK!Hu(u@k2Er6aHuCq0N)iiMBRiKuit}g%}-oTA_VN6p6fMh!)2N@F? z_>89{A;>Y67J!BAJ6O*s*yBqlsjRyJR}Y!R2#-MSQGs)46ZMeNh@ z>-LYk<=uj@nl}akcZU**B%$fJc=l8#fFRWjsRRXK@1dM|_H}TRO3CL(9<{QCJqOD?r_@RTz87H5G|P=mNR^964+}U_70A2SCS~cEw??2_*1F z$a@!n_+HV*Q)kb|@uvZ_M*2&W-u*pyzN2aZh#fj1H#>xALC@_GW?|@JGF1&?gjhIX zO@G@4i}cQ4=L=RMMNOn2+|dB*ok-CpGA|sr+M`;4m*`-lu@*J5gs>n<>B%g{!QH>_ z;J`i8?2~31<24CcU7Pgms?-+^(jG;iK*9iiI~lYbfc^9^{f?{_C|ON$H{Dph>{0cB z`Aa++C=#ab?gBBRUHRF)SxTt#P)A-t8Xwv`K>h4$sci+?yir0zaUD9^Hoqz@qL2yq2WyMrq=uX%=m%TH21!nhfnqS?0Q0SsqIPzZhz1=^ z5*vpI&cGZ23ER6cYsAM;Q!kVX8eDIUM?*@hoc?nFfDd;Kz5+}3K9p6IW)SAEXumi!<9yhkddQw=%uEjL?V`BqrwYtIa(2A0#4r3C=2sMDzpv0fqwgBy)|1CVu0SIveodn`mX zfeI>UuZDYnZOes448b^-Ws-ww-q()&=zE5L)dw?3_vTfEg)i z#82NQT8(eQ`!rNpp)?b1d>qgatM-P@ClsdL2nL@KlLX06uyfQ&xyM6jP4^sv`6Uqb zOKWOIzsB#AYmf@zHSrB?roijBhZ7Z^K|p^Kl0kWYV6c&Bc>JbhLxk<&^K=jy8MDyl#v>%U zP2}gO`|`fFy6Fl5$u-K~pVCb~UY1;gav)RjKr|gC$uNxVb4cpcpg*C$&9D)HJm()r z;n{Qo5+_v}nA$rqumfR}lb|2$9j&~dA|eJ)zR}1VHq+dldiNpK?ReYq*7ZFII|`B! zEtEYT0@n}Q`r`|y4o)KWf`)Z&Z0c~njgzJ1PXiXfLL!mS>bkqV@ba0VSe|e(>phrw z((&l)af6~kz@uT7?r02-%u)}`Ox&};eAYrl&bi_4GnJ}RSvi&ZE%x{`RO{S=;W`8{ zFjX;u0_!R3q%-D`P06>%0Vr@UQKN2(vrza&7D(nnXa5Tta)9|D5Gdcp(I}X@GACx# zvmyn(N5yldu@f*sDT?YwAOtXv5ncto;44=+49*w9k~XhM*Yxb>LdDBrW+?W?h`ZUa z2)UKMv9YnGnb$h8A^dsnBh{x=Dj~a9g7`S-4+P?pb|4-CQY&T*EH&3PlNdmC|RhYpzFq||(9B$GUR+(zX_WPNs!_^=>2tNIq3t%BRP@UIlgbZAB z9oE{Sn^E!V>DSOQ(J3Lr2QgJFxQYb9j}03~1;`2W%PGG#IQ^PbBoR~ZH<0lHn;FSP zft@93Nun>HMRs07Xby@cs0ke5mE$=R6E3VMY8<8^4%{rZ3BdjwCDToD-^FjE@xhor zM7%rrwp&xf>3Ma*@IiT%gX1`aVZG10GA%(U!|?{Hxy*h8xBVW00KtY?m_EQ+y#+be zuRqNn!Vk#?!Iod4dzw9WuI5+<-bLeV0|NqDPyO@`+v$XXeh|4fyvE85rfv|{)Unym z%j-Gi(->E*ktM*|1TTx;7~FJ^Um~33UVhboZ~O_EIKXzFo_cJD4R_@Fc?&KlWG9TO z7gm`u8lmZY7skIg!m;IoP2y|G)8o)#m?A(ygjFP72CTP6v1Unso^QFQJ$q0Tyh>J^ zzY?`D9&eq`Lj$@HxL1P{=^3Pu0O+PfQ$*nD^5SBmzE&liA_%bxG7Yi>)ksQuex5@8 zHsJJ4)X-ac@_hhwu|o(r#O@B_UQPlS+HV%*nYd%i=FPT_3*^vel16l;7$1NJW}m+; z>TF!GKO|g6e|EhON`PiYNp_H<7q)t#ON)xT*DnpBcYSV_e=u~yV^i763G4Xb0Y}p%a zFV!2U#~v<-Q+pSianyQw;GWc=f`!~VKekOwF&BI>bL~}y6Wa#e^7IE=9))f1aOo)7 zckRIHYvOmzYT{oM9dH{6aKuP*LktG6#z_WQ`<9IhgFPitjnEH)W)TXlDxyQsHh&cx zoAl@}UmId%1x-DR29dk4O}G$xlvQ`aY!vr}?BL4cFd3pu`fDTXnEt$>SsV37}_e5TQ{)dy$C zN;XmdzKSq%hU~{ufXYV1-v0d15NNi}T_?KiQocL+=%ZkSmXk?C6c zzSOOp92c+DnHOi+h%y#F)npvI+%Mc})?F!@yNsmI-|`ZAe`ZbNbF zSu>cOibg~FQ_s0z3Yjm0A7KRX-+-QRGtcfxqm7V(ET-kh#rsWclo^Z)HMx?)j!Xf} zM-4orufG~(fEPB1dGPZtXwwQXOVCBBc3W#?e+s-+eT&7z=jvAG5FZ>;Q(FSD z)5)NE+6!Q2JZUvi$8{4RCKMZNXlra0)M}xCKTixLx?8*-M7+Mj;6tgVAwohQ5YYLc zj1KqN({wgN5HC-WHq>TEZ|oJ^X9+C+=+W#wjP z`Z$5BxQ7o7X!EBS%E=x&)MG)g5TDN*{YE4(NdLOkQB1k||Y zLlD^tkaL$|xNpI|(-~TG}Leb_C5QWeQaEeOA zZ651w%q*FncrwizBua(7JPQ78KR;Zg^cZ({?A5P7#Wa9HVz={#j+K|~>6?!BWW=58 zsrB(VPF)Fj^#HOo7*ed4j4+VrYsq&qrmnJ;nVj~uM-}{eN}wtVhYo#nCw#mLuxdJr zCFmU6y^5dPA5HDd(}Dnb3)Dfi63|{2Y?a)Lv|-28B*#r zry zrM&t+?|Dx9!!~$}`M@ZWv=A2zv`)OA;^O2l%kv$#zm;n%2d-E_Sy}lRj%%B-^te`+ zI6!n|oRN~Xu z9s^rbCouc_wBGG?Ap;k3s&@=%FKSCYfMPzL57p_pfv8`3ovP6j&=@XTDbT?t&TgY) zR=Qz!L`_JoX0h3Twvl3M9!?hLUy@5e&UyY|f3XRZ8B*?)WliKbh z+0Al*FkA3EJQ1HWudFQ2%uUpHJVn0CWQu{UYK=3PG+nStY^yy2icy$jPQ-ZL(E3?c zSwm=8{=GjBc$tiX9_SxeqdmOgzH5@=6a_)9asd&-h!AYO+V>6G$d)`&!JChKrso@f5qeauVTEAYA{ z&cplSksTgFu7C6K81j`j5J#JGFpAX&w4axlX+1LIIG$wZXK|87!&NKln@Kn+>(BBC zT9YUop0hr2#)H?Fk7av|<&3s?3E94>IDFsPj9u8m?W36mAuSou;c! zJ(!`B8o{h*WL!rzQW1dAw9zoKYIv%t@ltab2ZM7k3W{#*_4>r9z4`$)jL6Iqv(8I3 zV1jD>!@|BvhlsiWS`$N*o>>E$D#Tea0%(WhawcEABP^ia5-^%Cef*)loJ)};dm$o< zc`*q{N&rH}29@@7Q{X1v@OjdfaG-BsxGo0;6_NwPseTdL(TBdEaOamVox-@CQ01BJ zfQ&@y5|FIh^`dK+9L!dIQ8PPWVb6kyu!WZ41#C~d1FU3l=;MZy3cPN@LwBcZ<%kU< z^{5o#m|G12b0H$>i_TJvHg=~iXWCK=V?-0T=!cbRfvEbRs9(0)DIT@AjCp}MLAwUD zTj6N$$%{LcR08TMK<(8kklDTf)5sMrrWo>m!y?!=ZqozG+2V8@;5DKwQIuw%QW?$< zdgTUE!hR6-czBR>9&k;$h3t>*&>8mEKI!6^IM|AR^85-830yoM_p>k{zTyxT?SHDU;iP&!ZSfeI+Kd53+ zr|_%Wu=grEnKv`UT41uSKMpr~vwJS$4vNNb0=v^M)LY$^#8A_i=lZB3-hoeJ#~70R z7Nm{Zg^E0tJ}Z;h_{pGeD{=<I&2sNX;aO>J2~jrR2eHV&)YU3#`LhBm#) z3Hnd&9{o5a{hJrtTbtikXty_XBt;Ht&nY&ugSGh>t(1Ia%@GIj>S@pBh4J&h;CL+3 zd>GYc2wSQ$+q21+k<}Q5nO=oM>objRPQGYGl@H|b8#cCG&hME}h2{efH3WW;WL}rd zjGmMSZ2s=NBk;;rvZ!#ryCA!-h&J-$l9q~%i)%$efj3ZQeu}eMzjiy+Qt_v2M<1Rm zfOduxw%?hRWg%5BT4@}{MlO@A2OFC;GO|JdcN}?$mrzOff=L#J)HQF?-ZbaA?~9Py zML{OmrSrw*B)bz^^8mvu>-;j8S>7BT{S1ZX-jz%2xtkBur zp1R;t4I(Z^nty-$50_2{??V})?J78mB!qDJ2;Y{VAEGb%1Lq^JT0v(Y5L^*1l?%Jy z2hy3fx#LZJg_!x7RbuyieiPDAE=nl+T>H)>9V_uCOWA^_;{#0)FX}xN6o_fhXlT&lGVwctbKL;D&~dMI*T*_sO^0 z_Py9e?t_A6X8jRcv`NWF9MwYkBSrqOUL1L&1%fK$IDkei2vz-*1TuNhZ<@1tv{1Cg zd;4Q1qU5AQLldydew53(4Td)7!z*&lU$&VE6eAx#SatCd5o1)QDs4f!ymS45YpZ~q zdm-Kiv1BYYc=d{;lMPw#e(C8!>7+7&?0ifQuBk!)-s)Z15V>D^+`bZB(I&t^!(0YRte-233U}H4dd}0!>n7Ahkg7CA$HsahJ=@5~ zcLCv=dGMUs5Z4~gv^kD089d|%3Y-R%7gGq3Is|)Hy!p33&bx%zYoUUFKBCu~$;sQ0 zT@Rk{R@N_D;AF82(L&cIMVq%1zZ!?zX|VP`awo*bLM9cF8JH~I3R#dZ67Ze5V^xV1 zx-UVY8SyTK%dxB(VAsun75GW3?%M4z;xi&rZwhMRS?!ktin|&)BI`~`7F7Bjzhd2zWX>OfR zTJ_}vZNeU}jqfhBIiU19AZ+J%jqr?Fb#}-^eGp!x9TBehl3zm>qM7WRV+yi&_SeOq z|3MSEBZ?S&Q9%}+kl+h%aUz>%=QhV{-794q?~X7uOcntPuq^ zDhmQrKm2;qOUyqz<|T9%2V!wcq`KM5%MULu1f+LJMde#wUbpsH45vN4b0XJ{&0BNU z8v+EG)j}r@ep7!en+5H${!{z~z=_{p#q&R=>8!tBT)vM9{QBc-jo=m5=n2-}Wb`+d z*w45qieL|j%upG4?bjtuj2*HDM0i&gUD^H1*0qbaMSXXkxpI3l4JK_9&E)Vn_l86d z9%C!EZ(MPE=SKn^KluCiTunwUI?|h(zLYv+*g#?w?>9 zeAW=%U)UdGD?D;uE}(HB7jJud4wb3iIg$90ecx#N_|Lb4tHm#|ULH9|_WUuO$LTsx z!)%!sCePO!PEXbdVmYpEaF|u`jVlQ*4ssdInf>rbvEs{%IJvJmt#44rLbwHF&oE); z(%nV-;mI7$TKDmT@n5H3e*8n^G4R7z)))EsHRa#;8Jy9{+}2P<@Am)eyAS#I%v@u| zqmZ9BmFk9K*J8=fR)Y1sWPE=IK^P2nSEEU=1d0dt^e}T{^eopd92I~-FkG- z0`?snDTacO4#@{QE7P7taM#*+`iT#raUu=oi;rA#c11JuXavy1QS1aVSLB{|K?p zTLH@RID;`S0Lk3N2H1Fy zMx-Z2mDvAF2Ru5O_kawtj8EtrRuer3Dyew1Bp?nOYfLfqyUlHin*aSl;S zU2o2vB4?NG*`*QhDfYgizI`v354x*l4=ssa_+*IuiKYLaB6NZPP?ghq7$wQ! zJ1WOyw6{g4$~ z&{YhY2K4;yMHp)q+w?B5u86hk4(dU*!J6s6dZgVfkED8s>Cjwm561suGuRyV8;N9` zyNn)19?3XH^=ltrPQR>dVg0FC0f(#aKzRMOCl*^o+<5jWDhhHb&kJk?DF~xUF|Mk0nIdu+B0?+#D_J8&vpT3R0^1n9Ie=)2F$xkHO zzP<84-a5Hcxs>00g>U++Rt96qm6^~h-cm65<%GH9?aC|t@#hL}dc!8jbo*PLv+A7Q zx#2saFoO4e)EMFtKZ^xuVUG`WF`u~S4yQTWrNyBI{RGcnz2r@n8;wrz&6uA0$9MrN z#9DCr4|&Gl|I#-5zl=|SfiOJ&!umyNZ{)-*( zH&-2}xfg6#kHt_InPtWYg^!UHJ~>hfC-fY-^QtN~hZkCB;u0R)3uBK(e748_5<~sv z0sbZE_^W49NSn{7Jt!wP*yqqy`C1&p$4o0Tn^##D$yYf-`IqBT7&21trt=;IiT!D` zFm2&AsuK3zhjU&2)r<3O@_bXt_m6SQEB}~3p21Hzlo)N4AqE1<5C#{0Se)|#h8qFe zwo4NS?2jsh=*K+`%~SS4o6a3jQKI?)p!y9rT^OvC^A(ar9?5SG}lC zD90*Sn70Y9iEFd;n6uPH|G6fEA)fGiSWMxQ2u#mCiIEK;w9AB#Hi0Tv418cI_Jn^bljEI8+Z1Ui1WsXypJw3h12Wd(&596DZ~7JA3Xu zUq6m6dF1`l>bhsA-MwKrIZzo>7dMNXf`?0*@CUnx77Uw9Idd`(Tw`oBCu{n;{VlKR z6SUFGfYiPPQNx7;u3f4+jrL$#flY&rtj>0$8^@|t_5iti?0BES_zBSo+OD;pA@hs>Z?5EH#PB*0 zsmx=*Q<7e)3;BCHnAU4o(T#M-h4dlA`RseedMrr+Myaaj?P@>;LK+9)6ai?7rjBQcZz4>Rc zOy^YXsT@Jg__(KzJUax9|25?DxLdIaWUgzEj9kj|I-+WktoQqhF^>Iza>2*U_cS87TmeRZYQ3MJUe*r# zM(d(|oO5h6f%P4b);nX?EQQDQ07Ea=2o^WVtPZHzMxeot#V~f-;z*}&@~H0AhJ*v; zg4KW{qD8_uuSzUvOK53f&RSFq$NjU`hmab7o(o-FU56nVOjG*L50&6qHVOz>X3i?b zhnCgkRJXie%8=P!(vhP9ItdP?#D3+$ivaa*Ko$X@GFfk4n>4;|UC&q6P$OHJe)tss zR!-t$uSmH%qo<^F(?hJO?8k3|6DUMckWQZrPle4Vh-jP1T-HA$WRa8VNCl7tek{qh z^Osgt7t$yn) zbCT>o{4k#zT^lTSG2UHpDL3n$)AcDM#q}>(A~RpfpGPA>cO?|^9}TML^llxk-h}94 z``LE!amHPhZ>wii1|~XfG1JyE*zIf+pJ-7oVyWab6t8Bj0W&@QvP0jb&h9ymsQlKhwU*(~bQqh$v+p?TQffxg z0gnQa{GffAOsMhYWqXXDAK{dF-mXf{Xzz!h8cdj9%+@`fFgKYxC=eRXZZxad!&{l@ z#iXZ8I3ljhf9!U?1SE|*>%X4OkXhWOqksCVxy1{myckyltjPa1w;AaVI_zqj6CvmE zsHFDC42akYQH{S8VhZ>7y-f{*W(<#2)LHSP^Jn1z@!u7$&!_e22UP+}drHP}DjHLpG-5?8GK6lkA8PdW);_OG*`=juk>5oMarTD@VijtnE z!90b9z$Q8Nx7?YxneCSts? zg8<(c3l=C&+9yHx4@yKH1BaN-SJ)7Kc^F+62CnAFU%$HJqzdV6&<7O9hGD++Q(&@$ zy%kiI#>&ud(jn&0Ko`{(h#I`mJEcHwxt>}_S}F-UAP_$B7R_LjAY90Y?6U=+s3(Fj zfFKY(uuuw!!vuUK2Z~onI-VjX`WkQ&NAzghK4cTwU!U#=nOeOLNZiced-+;Gj2J0WMF6ghXNhDBb#*%si?#4kRU9DL*m&LJedR-Ves zsa}>EX;(X;Ek}F*Pl7IM0pzv<>@OX)j*E?D3E0p9MHa0PNF3J>pkDZ-f%H_rAH5Y! zMxt^x4J#0WAa1nsj?_{dC2v%>vGxVHk9{M&$9x+Xwh1|H`Hp3UF4br+Z#65d5xIP! zKb80al3WnSYm0_ntj{woZxdTxu>g6NxBtGLHxwNLP#5LqCbft}Hw;!tPBXA;OpS+F zoSWMa6$MFvTZo@G4W;j1wDavZC{Oo1yGX($!1d3ZZb0{c$~Ou4icP#Dq$iX&F?By$ zfvYcAv2_h`3=~Q3yRvmHMt4s+qJhEIr z0nMBE>N|?LZlmPGMOGHm3#4L-ptBAi{dIZnHxT8^QvgW!>diF*DTg;=%k2U=?|!XC zGaSQbw-l_wPZq87ll(Sf@~v^Yvouu-x1!kH7vflp${zu!rqcp&jz=|H5j5fNF?(g*eB#-ldv3VZiVoPuXjvQmVv^KzV3I@o z$0DOXB9p1d{pQMGT9o!3QrHZm#{e_>{^q@q9kfCq?1j8$!+u2M_lED|z&US_KVDXt zn2P>M)+i9lC%O%C3DcmsI8v<2BJL#l7u%to9wU&qN`VwL1i?+pIB%{&=)4HJS?4yK z5>Y^u69f&d-rEh)RmYPkBRV(nFKXyt2;#eul_f#8RHB7(C#glf^{SUjFnv7=eG@Z|D?N)$hhxP@A@?8NPk@+HlW>o%%yx( zJFC?UupC%I<9sMhK4id4-&77A6U+}Tv6f^!3rJGBEpnc07VY2+EX}j}CnVK`gNSKB zsZsd#c}HiNRm*yF0sLmga57$4#1|jYN(`BRqonfweuL>DgCr3DayX7R(AA5bf3#rKxr~UpG zGq^%?JJ!p*Z z*bCZHK}_s{A>W;_ zZ;?JJ>0&<6B_0LY$|>_j5^o|=8th5zVwOYSYC_w??5ed6X=$wlV|z5*HO#pyM(D@` zj}^#fS(G^t1`!HhNDv!l`%Ix9;9?PRu~d|F6Xy!~Isy>+ylT6%E>|V_wTuk9&ykb8 zveUtmB_YHXC?fKg5P8xcAJWjMexprdpx@QSjlDD}>MhQ1=qeVO&txKfm4#qAJ;M+2 zAtkpi;9$LRezRX#&|R{GtMqIUAjs3w>3BD z+MZPgXOMRSuiZ>$ll*-S?&2xrllb#X!XN z6Wa+vOJmn0kHWVkJS9jSXs+P{j~RB=m;@kJpJu@U`KcdeuiV@OH&BCx1(09#)XZR9 zOl(W7rcTcNFcbwua}c*roHym!1~B9h4j-VjcdK2xRo;wteDyZ*F$5D$Sh_M0HR1F9b4*oK{hbHgC8*A+fK--~w>ztIs!2))bIXB!7*iASm5*yYhciCU5Y$6|@jAbJ$VkUW zUyJ6gBy!!~pJr4g5(bT#JEBf5O-9tLjJ>gFOM2tCAiMJ@r+@KQ1acws37AB0l*dS* z`N@mQR?@e(?3Ernw0P6p$fQpZRqFo28t=rYow>u1q7ymYn!osfcgkZ4ehSqflVg%v zn&SOY6oOp7)XKOhzOq{@A#ZBTnJW*IB8(7V=-iJWGe}1jQP=?r?vkJaV={@3hPFf& zcscEPYxL5RgL5b5i3F*D^L^mVH?B*Z%~->=R83ze$#AgS(`%j7heG|c4QVGAC%t;9 zY?M}h5weo1%x0)BGqAWuC`R;SMsLqR)mBI}q+C!9!~EU^@SyBBIalUJJy#(8bj4TL!2Nn;sDY{Vx&gT<`t=T z%^p}bndzmOYc;}k_d^76;=Kx&vJ*}S3NOIA!0TNQba^$uKT6P*4>Vhn3CvQV>D>e5 zNMmD71Bzhz!?p8xgZ1pSu!niE>rxAPF!#q-tRw7n3rf!pEcCwy8+%AqbuogylXRS8 ztR`nxBoAz(jOS9$BeTq{xoJhK*&=iYwsU?uEoqjMC+~!7bo3{>wDb2vZMg|saVeSp z`l1vB!lr|PEhwE$#)NG-KQr-v)xb{ zCWMl-4Ak5j!Gcg30Q3zMdLw$NJ2vh!SFhS)uqx5bE+u$)#SW8$;p3>B8?sDKZ7yyM zTWCO~P%Qt9YcaS$T$u>Rf?t;{U0O9h0ZYE6H;*sT?mN;%5^3j)dXXz&fxTCWZ$qu# z50z`|Pj{ld8-Wm^lDR;knanrO?>spXF-|6dVhH$djxJsQqo|Xhh@3nh#AS4nTd05o zN75?5YC*)QU%z5ygU|~nm85&mFj@I28?*_fc(v0zF0Mb8Zba?TV3oM%g zMhyG9Dl>vdVY6<=R+M$sWuU9_cDoe}Mo4tzKz)$Fp``vJ&zI#Ut>AD`-NBtU;Zy08 zZm|}*kulwi8?w4Pt92j@-K>{o8+WZ4F0z)=ZG?zM0pTK|k<}}(Y(fO_qhh8dIB(+k z1iBA9m_k=;q1o3xjt0)D1+KTpwGE(TCXp?67%7urOE;77o^sfflBn&7SX)Sbi}@+M z6nu(dlw2#`Y=^-nX-|tlLA$mh#;a@dUx`*JYNnH~X>DnTk;s&0M1|hvLYa#0sb6MW zqk148LjqNs5%h@wiU{r$-@QG+@+eo%Atvu#pv8&Z=hyz)q zBsvlIQy2*CZIH7|)AECesjhuA(BlT#;5jAIDV=~nSWN{GaGC2>&(B~)UYNHj(XQ*> zhlaxD>ZWID91*|f3N@r%L@#6IT=6k4gNYlzSe>>UogjBg7L+n35v^(93nE#!k+#Um znh!<3dc6v|ZdN4$>YguV-IbBeM-H%r%I!1$I@Z(Lf^6jxZxS-_57)cis*) zgoew@3Zu6AQHNb!H-)}LOp4eDNGBg=I5qLX8Wc=b-RnIJQ6k0(OSTu>^4xxq0|hXIt4Q{K(-hN|Psz$629c&HR2G_4YOO4M zv1SFtbJkSXz&d~MF`R7p1#cGpk_+8kAq9gZS)^!oki!O-rC242tW;vW5$3y-XL_x5wd&*bb7FFEy7^=4(aNyB1tEOy1<#1V5ph` zff*E&5$JGsmc6oTe0T1a?0&6hgg;*ae&y2dW#ElM)I!?p#O%;@qP3Z717VPJR)w}8 zYj)K|WpF?0>()wv(IjWm2ypo!&_VXKBkF#Q5NP+K<-8b` z*Libpun@nT9jZ8IHamA>6yMil^R&-NX>l-iK-z8Kow(AVfjzy^MhQiXi^!>6L2GAH zm_2LLEGDvC%=n=MB75groUQrL-l|Glz3e7b%x z))ca-)RaG-{YQ~p-02?6Vs)RM2ik^v8iTrOLyV4{_SZM^+p>ePe7d-9FWG z;PRikwJPn931U^NV51e%(KQc#W|%yAwNY0;p|8KZJ+JUszWMRGeQnR|hAb@&hVHL+ zT47pZX1CH{o$A1(bb|Kwl?)S$w$!Y&+q;q{MqA~RNoLH{0aNp zUG}dvZKdn}dH~J_9d%h~B0|y`ps_GwTj-h9V*jc7^#BJURf!`?i?-RVDAq&3*gur` z8{z3%}seQp^CQ`K>>ovp`RpNEOa~4?)&it*3`ELW_p+j8%W7JL_`ww zG%5X@wMc9Y*^SY>>G8aMmGf}LG)09ajQdCucl!_jm_f8EsmV9;^EVvRLjvT|t<&sD zFz`pl>y~RtC7ENA>X#=>H+D!ZCu@*({y&YH+U)()Q_W-TlA4Du^~?(q&@^rS z**8WtMRV@O=>hRXNRWHJ^)Pw$#PC1uy@eMAuMd@WIjP^%u$`{){qw&5pu3;zxkLqtv8wo00j!XhMGPZOFHP z^Y2FiHPwCS_Ki`nfH6Mdy+;`glN&CN%n+kd1Pp@Sk|18Hzl0bVWu<9KXMaFd-Cfsmcw+qc8MmfeVry7BYShi(&aU;StjQyF z-O1@=g2))ChS-QoWC)dGSBy~{T+#Mj|c zuqL*>jpD$LDaJ*^lh7Xj$Tg`5LXYRAZgQCAv=P5lP3Lz(8Aw8?un`hN9Os;mK$9Ng zE!1HFxwAhfZ}Jrxk$UMma%7lK#n$}cu>(m!SSZ%HJ4U|Z>yf=s0r$S_gNVr2H?zK< z9?b=5ZH9-&re^50Wz00cbOI?@dz^iSN6w{7)5332e$z=?A)lSUq2f0ucff~dlMZKFrV@B;2*m#^zpya~HDCS*jeGSkvZA#&A>u0D`$^IE z&OWpObB*5Cial>H&87EvD93Z0EvuP!D6d{|bNc!1gODp-eU_k?pML?-8U%%(OPj&N zD>kID8DG2F1MS?Jyw6l`CV!RZv4nCx^~||kclD%RUtxaBB?!5j*k^)fx8#d_>gsF= z3VQ|y+TE;YGGtC){HrMXFVdv{i##mygSy(W>>nngEM_o5o@Ct>wlgi`j1xBPtru-{ zSDM(&DE9Rk53qIXFt)+C44I>5<*oKI!+%#*)u(!mwhR8Vl#k@#X%_1q?-KprxqgyW zjUaQEM@owx78?MswIHW73m+mV0-Re_CWX6oe9KT3$th$c-xHrD@lT4XdoyQ8)G^j@ zkQoWfKGp?mWEkN(e8I}4m4hIWs_b$qGl2+rUz6aLEfz5YM+P+#Dch}YZ!cRXVOI*W zxnkdELaKO~UyMZ<#dC-!?^vHtRhia^r!1^P(OmZpLWue5Uoak=`(u+zT?JV4p{QD|8)CKQ?Li3%Hoyc+FeVR)+ON7kxZH|;f7nKhw#={D-aKp@Bj!VND-9pp)*b~<8QmxYt!ahnG&NX53#7;X6{z4+&! zPkFV1zq$P+aKzdlP}uOZ&?nLu!N7qNP{~U{CBH~JzN?GbaV<^{u9Fy;r9EyZ*^+IqKi)5+GL|2yI*_ zL&PvFjO*W&wJw2yxo2uvQpQ(b=TMfp*z8ePG zf3CuH1kv}*4NO+-d;EJM|43Fw9 zi(B_h2^4SXc3WNep?LY@$&Y=%=wkm?%0bJ-di|}g<+p!ewEg4{f8+$UIcSuSbtOu>18t`CO5Mzr@l_ZZM}Vs-}TNpGT-|teIgb2Y}MUH zE5~}VihC|%Hai=}>15|TT*PMaNEBykAHSmMjq%v}#!1WboZNiSP1Q1ms9owGI^8%8 zxdkgw;AtRX@6`A~=FSQ6eR6UsZ_^6eNh-W1g}wAbPpoD^yt_d}cAR3!28WIS^W%LB z{dU@!+M6=wRn9Tmk>uheyTNt#j)KCKhOJXBO5GgJmh0)w+1@i!7frcOEhbTLjPIw5 z{Xguee^&{!WZqVnFXuOpO=`-@sxALuf-wDbv;b+tWE2$g-6w0tj^i6WzJ$@vKd^jT z)V&>+b!U*d<7YW(X@{X%o)Hzr);dJ1_yBwMGi5jS-;UjK1!L_os?u8D`)`bM7UbsM z)L`euys<3NtMO3ZnJ*ZT9y@eaEBbF7cRbsuhb{N>C7uh8iD`*U%dvSTd>pUy&Q-4@ z9bEFSp9;Z_x0hy2USACrX_Qg$UfDZutMRW+(f6_}dlNRHgKcdwYJzr|j(Z-?mAnxE zij2WvUH@mwKq@X{y*{fLYik6B&*i!UU0JC1ncA@sb=-XyGzZmgz5#-Z`rNhDpnwnp zd(YX7jWT~E84-_wCAyGZ{LOCyx39^bBE2!u3f5&?((}<5dnuadc~Z0o-9*!`fioFP z)_-o*SOqz#l+mTi)S(0@wTRrMBE%Nrj+jj1VTlSDMe7Y}Twqe70%F1c4^ilb6v*Ks zsCqEyQG~QKi4ZUaLur==;(qEt0PgsB(l#d8t}9b9mxLx&*WJw8*zr1KCh_MUuQlj_ z+`74DKpVTE_)=>6w|`o-7@o8Tn1I*~Mm&M>5;2dP`*G_0s*$ zVOYof3g;5DpYHG$KG~@I!T<$!$W-sv#3DTf56xsAMh+HUgd&g%L#gHQD&O5JPN2h@VJXbIDrzqTTxg7f7!c-51k=Rc>KZ7FIE&8GQ}{Y z1RFYx-Un2fPVE!QrDz&3lH0DvHLV&6-aGGDEOyx6uwF4v^8|`?is#XKL{-^{%1F%P zPK?)GnN%*4njT2SqZ0y$y)LXaJgZKHJ_~y#}^V@eqY< z+KLI^(#140lFJiwW7zpDs=w}un+VCT(C6@pMhSy4TkiKnp*Nro;nD#p?{@;`T37e0 zowFALPa?~}{Kn3Xo5?uB`T55FuhpTf(oA`4Ysun}>a1t(OwpMKv&C_EWCU0&ONPH@xy9(t zZ*eekjYVFhyP;k7vyMKgc~?*wCdQ~$P!AWsADN1%Gx4X6Gf42rfCz=L1ih*k|mDH zv6E@Fr0l!2kgSzL2+wsNP0KvL@9*_{p6CBRule?sIOp?uf8OtVx$f(_Z@qb+Qmm1f zF`P7TC+j_X zKMacMNmk;$n+ut7p5S+DjUMN*BO1*6_EJESq{aL9vU``-um7LwcW8UqYbYxZ`hbdl z%Rw_$#%Mh;CN?@M*;Vw7C$QJ|vG-KZU-g*T2NT(BZ>O$Ed4?A{KIDaTTpw^ z2KF_X_bPouF^CNoexPTEzTWqT1~?{A6ERLBEm#Lp@9%x7sT&Lr=dS#5b&jfhx2YUT z=W)QY1mYEYh=0|=UC9No7C$3%`Cb!vIKJz5J22n&uZDq%84whV@4^Q+N(X{b`<+rY zNH;KuDA}k(;}cs&;*Dp&+TV^z2+i|{RCV}{JhoS6_!>#_6RjQW+uF=z`+fK4b6u4) zyHq!BBEKfzWP^S&))W`&*9&Sd7NCwBD9~d zR@{%S&Jvh2bV2OAZuB*QT0Y;WC9dv~A3jeAMab#wz>reeyAsOR!t2?q7cMR`{A@Ei z{#0g#{60%B>>JmvIYnBZOM%cM|6Q;9qa9?skOj(8oKdBU5oBCJv4DYbGultg zAh^EV=vz7g8R+-Q|B=Jq8X)2J@CyBJn|_vLZ4>1|6l|l%`-qA?=3i%>pEXrsiMt?@ z8-~=+l*&T9FOJJ)Fm^2-Q3+1>^7ORUV+3+v9CHR&za06URq6ELV+}V7l7kB}CNw=i z`OL>&s%Y+<4;hhH8?*yI*GKq7aaEhMGTtBR?qx87E!Ce{TFQLr-TWfnj*-_tnOU^Rj3aL@>cb8M{XvN-bpQP=FgXkl?-5_P{v?i~m+gG+LaZq6 zoW|JwGt|?we?h3c^vVH?iOMXE_FL`MWs*q|6B^pQ2cdOwh;P#~xVE)${chX8ZF0H|Fy{F5r&<0Wa>!yX9Da3tWFj;~G5rF%A@ZB5#F#olN#M zMyzGJ$zWZ^_x9Dn^Qhi8`+6`>hkk?i>iTo#{o*BGR9hcyO4i6szxL2=jLb7dztBw# zk?G!fcMM7^D^hGWJjy*h@j~3F+#?392HnSfL+A8c%bFQJzBGqX6w*3yEHY;J&NIW| z<&y$+Omv^#Kb9i#s;hA(bVk2h=w*o|xV?Or+JEL=xKVfPcfJf6@?5v09X0{HbnMe# z;2*yD9pMQ*iow4hmwjyv5gT*nlH4Im?HTLvQ$M}@zX4Hx2&_h84c(bXzKb==wtb5= zNN^kx8=)OyUkC5|HU0tn;zki~!THG{sGklu9)Y^k9crbMG~@>?9y_i(P+ju&kNCcM z#r}g8DH_`6MltxUqK7RW_dlE)7c-E1|3jFdbkoX`GOvrB&1o^UKeb7Jlr@ld)!VCh zHn4qhcS_MM`|g#MnnovlXL=QkDw-P9)q7O!^MrZ9W`sr+1t*MZ0{dnOWxgSKp-|t?fxXY7e zQTC)pQc1QAisXm3t{ps_tVTYZ@?ljP!BSK8>yvF zZR9A%Wcn?ug~(Y)DufpLO@F0QA&<&?pFme3;@Ku@S6hs{kcNugG6E8_2&qldn6FVo zP!#0hQWeD8BmM!ByzBF=z<{Qfmf%!ve|v~pg2u**Ik@u_xx`1ze2~1ys-i6GPFhsW z(TtPUsi6-QWh=Qc##7pip9OIPZVJUbv0RgQGk$Qc>?6*@2|hR952Yk6yZq&`FWqMZ zl`69!AY!X=IM<-^h_yz;tpmY@`)VIHHn=>=4`d$E4vp{oEcN<>J|tc9h9&{ff z>Kc8=G6jcDHq=NwRQIxwQW5GMU0rhNX~)C2-SP8QhB+mf8e2I`qxMr-)CCBIrV6Lb z{ZFq@=hpIp5Mm0Vv!tw3CPC6#dlki&KaC%3j4dlTmbz7@z{A<5qnVSo_PRlhyZoak z0hME0Xja;_%z!)FnxwlPRJcs%uZfaa(5yRDY`e`~mfz~k)3~QA+Zs0*pEY+evx>>Q za8n}MVZ7@{KFv3h)u;B`8;Va#XRC0E1E@+evQss~O;ZD%BF!_G7 z`1ij+U#DHFtVznXE2w;D|~)CIrDk*4CXrn&h4)gy5 zLby`rih^YQ$rC+_*6ITq7`5h?Onu}p+hmR{wY{fwY?6x9(4kC_W=UB`wVZ8OPEw;$ zIoG1&Hn-p~KPgLsGbdrTYE|9x<7Nvvkz0+`LNhNY1}??M?Qi6M%(JpShrc^5bshP8 zu2qX)Wr;B7rl6#OGwNi1n~#JrXjr{o@ze9;7o1s36K>k1 zJ^>qu*JK#U%?38Y_?u7CLq9hPv%t>i0)JE539Mp2YF>-6sq1cm4PfRXSY0~TX2<5Y z_Z}uUfXM7eiGs~-klW>Jk4}neICZzV z%IkRp)*V6N6VQXkk7R-l&rT7$K`o0Zxp8E28lw8fh%SuNV$Z!WSRB}Egveayk8W3Ydi@oLL-d+7R zsaqChj$Is7agxN$~HOJS1@mt(@VZLTT#xOBHAtrwy-`UaMNL{b!Ko<1-kwUaD*vGA`(KXquu=wPZDFpvxXwn1fMvAT#67EBvNufb)oGdFUH@yDW0pRVc zIl=#IAKGW%49}U7?ek@y@%Gh4Tc`L4bhp>#HRIp^Bm|vfoCqFYmj32imEEIxufWQM zED!A2h-4bkx)-XQo5ZG9KsRP_T-CJOG^H#-PtD2%?2MfR;C*r_+6iDP@xb|Y+CXdSf z6lahaNXZ3Oe92KL#dW5Z^-vFHFl^B-ZSdvr;GN-=2e$sj{drazJhM>n`}ejMy}=Lj z?)S0pw?n0}!8AFFcc}KA{A!!+UHEd)UHD%%UMcMK9$5uTa(Y^d+|+Wa1Rs@ZgffGkQHl=KI^Vrk0%uO_v?YFS{= zJxHNuQdi=Z((BiGcZDx11Dk4nvB|+cuW9cmlHhwpER`)AyOj6VqDSo?#Am0Lv|1_T zMR-aJv~9z%CfPA4#lpzO-hPUz3w7|H(|yQdDHfy659^@rat?-@W;m#Gy~(zGT>uO- zc+OLFy5}fw|6oZd`*}W=bhJGG3p)t{9-Fp)p8IgG`}O2IXol@KJlHU-fv!9k0h)^E!T1G( z7RJ2OS7=K=?W5Q)(g%YO`Z!2hJaDbMTNjR)Fv%JHNVl{Tf(>2cy@#x<`43oQC`TTQ z?2hJ}JiiQd&yU2#PG~Go{#xQ6zx>)obf;g7%#tLYTLNb!4e$%Ef)x06fqWlTK_d_H(D+-s*Ztk`1x#G(p%VBX zQv^h6)Gi)Ja9&I|$?z3>)1C^V^t%-r$YA1G%b|Goq32%umc2Cx_jZrY!ESAYZpQX5dk+~r6`1S(yIDfD?;v%%OE#*k$* zwXC^d@bRL;|NAf}&q^7YY~itq@?XPjbGQH7FdMauk=Os;bvLRNi#bhWk*su~)B6IT&bcNK!unQ* zy#xAF)U?@-&X-WzaphyUN+b1$EJLf&E<=%k?9G;h?DxxV5G;imh zDFi&p5Sr2l4}JlL5gP{sI-VR|xCSIxNAA3$>2 zdgC}jjt#m+dDJcBl(Q>k1Uc*5^w2@fqt1ci0fe}1t923n>0gnxHU1sqTAI(WRIy?% ziDfa+$-H9k#*Ho=Rwid*jTNX@6g~Rcc=A5PUM400K`*~AP|U2hGCu&5XIa*Rf3=NL zWq3SfS2l9{!3OhHz=(u+MF1;}6VVPo&L?w>)51~FkFe+caL(;+w+(c+UEH{_RR&?J z^8!!|`d~EtNS4|H-*XEXix5pyk%R}AAILxe<_E3qS|Irv=pPbix{bf1sc%M zf^^OvgIt&-<87VWD|@F;LlUlpchC@Av5BU!a~QG{VK6B+6EQXdq`*7~b^NG~5V*?j zrBDa{xDQjyaT<&!DMELJIAP8?>~w{p34o_?Wzp%`C=6 zH24|kN2xBg`oW{;-7_ds?&TKOF~3Mq&(Kc!c*k!H>v=e62Ak;QGynZmyL^7LTZajj za|1EEOBf8G*h2$|=R;~|wBQ@R}7U)i#VTgmfM<<*aMt^|(*r;+c~=boD-Auwafj>%gU`%E`(tV81# zURMCjW4RPdve6iA3d&onaDpbxPl4tIS2%nhdNaf3_lR;<@l2P`1k_l$b%+H)9>NK4 zy@?)C53wvd`-2_Y^w7?a8VJH(#yzp31WV`oyk0CnHRL(&V7mo#eP0ptl|CH=8zfnm zFfy0MNO{*hg_@X3n^Ee4Q>RS9*iTQi*ARg4rlApwqJfb?G{**V7c39f#s+^C;;eTQ zL$~yGoft5#-43;@MF;f-D8}_+i1tIFHj+q8nF9Z@xoy@IQWAQiCypdF44|gFG<}A$ zbWA6Qo{#>@l~c_mg7LIrtU*ab|fw&%LSc^+hia<)*CmH z)EKsP?E^ggmy|owY=ZvU5!qkrouha zVLobU2V8IU5RCLg$cOppnVzn3458DFwda*IP`&A0MdV4Ep+-D6ng~SQ1PpG_lve6v z4M=923!0(CJOZHGOYMtzeYogj_99YaVDtxXaugtLA?!k4dvWZ-k{`>e?VVdD{3zFEyc9!%Vq zZ}mlsuoTl4u4I^2Vb1iuPnfkil_UnqYS7uwr@GOsx;iy70lm{7j_p<~)J8)3ze#YZ{Bz$2Dr|%U|8o8mxIf+f;74Tka>%s}f7j zZ)Dag)y~S0sqG%vYf@>LeDfaHsFJ&;Go`kH_YZ=aqRuey12 z5lF)kFu^+%XyAk4aTko5$Vonr+9ab&rb{{}c^hU#B&NQ5cMvn1V*s}}!+zYDhl(vD zVSP3j6T512EAba={=PZ8YLD)N2I{+4n9{EAim&t!>rSj&|82AceJ4yQY$3hfx0mK3 z&2NJ#c;AkmEb^@>DepTvzfR{3)BN^ZV!w=g`R#A?72i*zzxB|jZ+MLR}mZZ^F_9{wrQ!U(Yo>aqL&?d=c0d%hk+ zn>7)md&xVti^$5#mfqa6XU`JHCAi~j3r$uYdH+&5e#cEE)VY)J6VVtH$y&B-SyxYw z?!kkJ@Z;Ao$@=WPNeqV00SO5SGbat46bCfH;_sxPSg3vkb{y;IRoz$J>y6%oH#ZJ& zaIHX|!dfdi%kg;_(QHD0g~agKJ=Y0ij_=vKw;K_6E8>1_1R70m-k5t52a&OBAS8Ys zgHe|Ymib5cv=-b@U-IQO$8=HYEk|8W%J$i6nn{f4KAYO{x!9l`#(wX)a#{+G?YSu( z=sQ*x>OK^6>C!CdnbGZLiZg&>n;x|U^juPcB~EcfLl6c#w=#k2KJ4buQldO_nIV1= zd7Y=X_jYUR8)i>JVh~(y#K?vuC4X!{fsBJM{>&ciF~9`%Pw5@#D;fhBBe-S2^8New z&afb7xmz(v9RlA-q;0|RYcUubeJ&yaO6uZ`B7isUm6M;b+BgT@-MDCw!aj*p1i{ZJ z?9oIExbJjy+L11`hiK^|6x7k^1r)n2{3LAVbzHF(R=Xx~_i?wuZoMoZWPS4!0f!Bj zqi7T6??0WTrK#x)+J00{&N}>}28I}xAOOU82!Y7!*W2Jew<{_AsW|-k5O$WK>_fEI zZo$y3)E8+-otjYh zgt*MCtZwuJv4S+WAD0o2rI;{Va^saNSJF|HT4HaFJ3DgZ$UalkHy9n3y1Tdr-g|el zkMuxxO~Bn`z>Niu9&O6Y%Tum-iwc|s-#s)zU5}@8ZI0}L8)yO1il&AY0DZeryo?2~ z<&0hk=Nu)|n}j466WknLfz6crWw(JnR| zzKX9#anYjnuO9hSqUT`zr%y*q`_~SC)<*DBic)Cf^XFkGa2ZfDi$B88%!U6!?X(hb zj3A4yhstl9dL+<%lP51^VOaQ%v|-D`z)ow@4qc~%f+}l4eZ3Lyq5LpT*%~ZfZw?tmHvQJr%qW6JUBa(HyIpr)$AP|D^QNQ zhMC5VZOzDCE0B7ZVW>CPx?1bpxpS@0vNDpbs|E5hckvAHuHbR=r_E*DXvfWtn>6Vn zb9=o0c7tT=w9b3mS(c?y-W41Z4p5wD)`J+{MP8JZw)oO&jMF=zX#M-IzZPMa>ZBYn zVwC`q3}%zk|y z@7crVmB}H7bqOLi*gj=e2}(?5)N{R~`OTYX64OLA0W`M2=3+-6Vs6FQ&Gg+1up7xl z2sRD9{D6(U?7$~%TfX^y`YlGYEtK<@dg9?H{vs?ayas#}c9*e%zAqlSAzSL`yIt4; zJG0)3-@SYH@Qb^nC-BR(pIn=ode>aa65EI!fkYx2W$n?)ZFOn4gJf-&i5|Icta6Ot zNe|C6@MJQN@S_m2ug$4L!h1EYX0;%*N*GTk64}f7{I4vf@Sz zV$zh{0Se*}7hPo5C!X%i?*SS{Cj5aXoCmD?0=Vg2humPXFUuWLVIM|4FBTE9V5e1E zMSN7BudlDb+vdi`2*g?@Y=1w$a7Z&Qu0j;y;d#=fP!gMQPmpc(tw_Gb@D_X;$i~ak z9jsWReHtD283oJOlx4df3x1;@D5wmKD}Y&eNn!&Hz3<8%J88aDVS{<&%eWNkAf=31 znt0{7tujzxFj6Z3j;nuIzkYpWs}RlNZ=i+1iH8-7~~lWut$NF#_^1#SY<~I`uIuPz1)a~Bpc74KM$Ae>#tDr z7W@MZ8|%ooFo@gEoH^545_uNwO19l_#Sz(B>H-dB)tI+u9#2;IWzC*k zSz{H{`~JPC-CDF@r7+olz=NCW;_5oyt3@ABei@J++o}eXQOcpx-}49yw96{DQuWcU z6>kvK>fnqpEil`3pPM=vCxF5m;T+|ix*`w@97dwdV$&C0jVw8Nc}o-&Ws1?L;lPU%E4zl`-IFO^plgjG&qgY%8<)6Y{@QE5eR6~J_8uiAzK zFZy9Ggq`_q`BrLo`d;%Jr5`5Dt)#1|pfGu7##^w%wXxTF&}Z$?4jABD%ownb`cVp0lfFA2+tM4ode&`^)d6EBh@uS&B$}Uw>Y?+v z^sXER%o^Ze+=D8auzORRRUY(ReNevkjYysd9a#pWw%NLa!Fa9@TePweoq4a{A6&I+ zmB@+}n&3Zd+q37|)M?Y2nw#|+2RVv8V(!{!HVxQlb z%ZD*-Z(_H{MIo!!L`Aj&`*%@zu?UMinVQih+cVj~(PI$G)`Lxxe)Rn{j4ch~Xdvvc z7&^7UZN;Fk0F!zDa0s%d;F{0qTvNH`HD)Sld>9%UQudriSG>!FXBzZV4&Wm#TVQ1S z!7Yfx_G!!hsm&Rvyrr{dI?l599O>B215J&MZ(t-YGO<}>Ar}*rS0vlDFJd z$k;sKijXDB#1EYyO=uU}A(~?FP3Y4v#ztl#O+5{_yachnO;zH01o+90I0<1>DMj6W zeak$fY?qxEmz(IKkGumQiCUM22U8|b4nt6<%7zKFuTLg#&V(>;D^^3St%w$op-YKV zu$0^9quXP&l-VCai>!Zl@v>fHW1~4@^{6I84ji{UQ9FhO{)y9aj zMQuCqt+{jOsvfN1UBAI5x_%vw@fx7+o8YqMp;S{l!M)xI2@Fvw`sQDAgS0gDx2MXG4Hek(Zp>|RJrkTS8E-m_P#zye6tx*@@#zpxwI+i!rv z5OCx)U9E@xOFCg;D{zEUhhV+4(4$;+%N7d%91u@No7{1;grl-7i@pjM-GVr#91ik2 z7Ex3|!GO+X8^Pt_a5pV1gcO{a z^ntn^6n_DoOFHt_n3c9R)*K+=AA?LGA%vO^eHBJ_9Y^fx^S}n&Q|-q)G5+I_WLwvu zAv(EgFq{s_yM0c@2;rfvC|(TfnGYbwYC~l7Bqba00Rd1bB*Y*(Y{h4nAScz?wE(uT z7=3&r&~=TwnWKS$sgbaYPWK#*jg6yDUAyoO1? zM!m;UtWuWlNc0#%1rjAFUvt8!9!(G(xh{S7l#>Ia*0s04^(1ud@~vC9;<#_dwO0Ug ziokI7nf;p7)Df8_@9`tg9mJ)|yY?rcVMPQiT?{yflsA1ulof-FrOD+2wpY(t!dV!} zImN}>z#-5xH;-2AYn;~cEXx2#b{kA2h3RXc#--oAF;9s0WSE!SEN_)??s59dw^vxw zTuP~bcwP9PfGoV&DB7Cs=NAwXV%R=tXk=6l)KBvCuXr!L#U>PIGIo^U@pXd@fj&T6 zfH~_PKAZ%Y*1g^p(S+3QyT1&6{_wP`x3>~NYb>D6i)xwpt)6pOQIY*P8Rf_&&Ssh5 zp*ej1WLGej8cwWiw4%3WsHtwdb}P2 z2UpDTRX^M+O)~))LsX=$eapaP9Se3 zk{=p(Nsk?Sia%Qt1hgCtpilqk^9RGVE;syODd3i*|ZS3gK zAc)Lb$?3IKfc;;o=y9h8msl|oOS>=>HZ&H=dd0+htpuTY#0!`dDD!@PyK-(NdGNM2 ztK=t@m3koCV4?$i_3G7K9n)sdjzQ>pL67W|pe_=P$R($dI;Ka|O{zj{lwXYRXRxm< zD~}IW7_KzYDvzDfB7?#=J~(Q1B;t~v8C8EtroX+Xc%JSp?ypp#pBUDL`<_+`2nf&< zEw#6_jGZH8zK(Y-Ds=6)7Ix+*<{;W)dSD+O4GHOby=KkQp~=ih(-t?P*mnUnnkCb+K=m1IvJA3YbBOlAvo0reQIi4Ch^&_7vvKR#!Kad#0(2sgE8@*uYi#MqL z`Y|sny4L8-6=sbZHL4#a>7?EF#$XR@0j2Va;^0T^Zj3+?dyhw2#lPR`yPe74+YWC5 zBw&0!b$w;D8u*(#$EEZgz6u;$z+PfAukZ7lp5`Onz_MMmR`AUb;tM*A-fhWNkf zr-Fl}_MhX1SJ>$G58on5Xp`r>muQ}mLR>9TeWJ3!gTy#)o-_cW*LlHiyZWMunoqn`!U=l-I)vrXhYQidA>}ztk&n>s=N@j=3_a;#S3b#;wN$*erFpr8OG2OUMIh>bM6hdsGLoN# zD-IWE6&yfpCSV|I0^CEjHw=lexQtAN=M?OtFR$p|d7$^YnK_Q_THTz9XBM?TY z``x*7C-UAH4}O77N{S;voitsi|FdrhAbAVV&dEM zWZQ-Wv?&!46pY;5!C9lXfB$|8Y=L`L!i?q1RPE8f%{3U#T2FO=$G-N zQU=Zng&Pj`>vr%52}go~NO=c+2vW0G!3c9bULHK;H)C0n<8<9aNQ%AZDd-|0^3BM| zc+l^C`g9S(X7vIX-sum}iG#y#=pB{wd*#NkyFoHGK|lTUlmGeiSK;_Y#l%zrJ!Vav zI#nl9mCx#w9z97bl)2}i{+Yd?$>?c$^BjKuIPg;}QK3e~CGkz~+{l}dp0Tvx`_$VA zNd`XAigF#I#R{OlyWYQ=xIobm7*=Jf-K(-B3vI&pQNAli_U{0KxZx4%K)(SgVCd#lV@(H_r19-r4$?8K=_Yt&tYkgLYAlnseOC9f z8Joi+pRgoYo1KP+A&3SX(CXz<#lHRf3A7;*Rg&AF^FA{(F+srx?c-Y_BA9)BeS9^X z;Nal8y1IPH!@T{f>4EHKD*?z%a@qbkR1h`0#v7(-QAszZe+!&FjncS1*UVBV^O>re>5Fa`tL za-3!L4=A1>F!r+u#V&5c<{US1V)C9wgrw^P@4WrlV|K!sb&(M8O=3|AlG$`_s2hyC zXpnHb-o2wsK$U&>ytQt1)^~6+a{vB&J>aV{Ft!{@HDm+5mpHbTiLOD<@UHIe04y@) z%&42+$WcVaQ?~StErMcaJYzyBwS&`(e4#vS&ZHW*j;IvK15lXSHz%ozlSwN0Z z4BO9 z)qDc*%h$)^ThSH!2BL^ou*Uu0yN^zSIcf!r3PUp;n*+>LD`Zq;o? zumYxx{^b`DNl7iBD8K5w%ifJsV~M%2&d5BT3RUH1C@)=O-e#gtCF&jo%K65P;QC|%$CM{*j#-WglH-| zVzf#A4b51jVnJ)&vn~2CQJub^ydA}^dSJ6a{W++04*#^tUOYbyE2<3#K!>8maOu_5 zW@j#*HoU(YDl^oqJOPwPEwnwgcU)Hc$cfSw1SMVZcW!m!@rh}zMdltt)jAeCJUkqf z`!HNdZc-LbCe;Q3p&~Y7Hq97CAEecp>x?z=5Ugq!*9NW0;0sdF6B%m>F?$f7Fok!s(bR=LCfFr z3CdN*buQLp73>J)UeP#Ecy{|{?V}Bh)pZ7zRY_+7haaIKl}8AhqWT6hSv59+56H;_d(wIw zj==Zr1wjvoFfiouW#n6N@UR8N61J;P0CW_EB^WtZ9mi zuBxghrR=UitVTcd4GFPMu0u3-yGfiQHAuylkF7=G2_aU9_P{b+X@gQ-j#469EHBL% zzRHyyf&R#`P%=BCvpNt2nY8qD{Us0oJbLtK?yeP$2BGKA@2)YPzEnR+6LB7sg(Ff9 zY$e>+cQPv3r8*v{Ah5FV#6T)I&*XU~6l0^IL5Zsg&^tsyWTdIzXuI9JcheCiD}DRV zRIv6y9g9J!J<5UJ8e1m`g%qXnFA+cP6fmhVnGADHuVgU*y4FspCxD=<1voEeVS;La znAgkkj7Yl|N-t`Mdc`*TwM}1__daN5-`usvACqSg_lT}!>EQv?`;vD3{S!TZBybpN zz&?H)A2uff=gXyov-C=O$!qe$C>ZKKmq>6m@Ga$rz8E$%^3t2C7fLl63Uka+rI2^| zl(lJ}|Ew^0i+uvLUunS0%c~6d#?pCTSTDOuZy~0(u9ie$UVPQ6 zsw6i6e*LIN0gJzmM~4%0X4^|f*s54vu3N4BEg(!N`l(YQXga7vpx1v_M>j?$}wTHI8uId`I1g|K~8Uq$8~pXOrq_{t9<- zOSQzLs7J)Wv&J>AffB>jpo(|}8$O&!0+`=%{_I(`n?ALus@Xit+=*z{Z1FqVUrAZa zgv_71YtH{-o8BTsf}f}+JWPTsqKccaKprJx!J*RviV#*xW963`XYT0i?3~diD7eUkzbPqYy zf6HgqH9c=^^tUxl#xR9a@rUSFpkkpCx!icc554cClRf6#%C@dW8y|5R|*=QUuf}AGKUA3!X z2suB6G1I3_3#Tai(Ybl07ml`B-k@Y^ez7LM*i4T5{D_W;)NN&9w;4ri>hs4Dx_4ljVq z6`0YrNB`pG%kh}8-b&9I1(g6edZ59#x4ndDE@8lPEFk%`w6uVIZzz>HXwSwtQ(F|3 zC|}?G2+ubGVMJt9RFFy!{L@)LkdcT118abV={mHQ6=V8LJg|{iVBMp89`Vo0k)9Hr z311#Z{24@+$i@TEgy||SF~7DpBiA*vyTYIbNI!}#5zycxQ`QArHw0>+aQqBnszVPv zMMXq5vp>Smn?nw1Z)dk{^XAhrnhC3nkG>ea1|=+glo7$aU&;ckWq#0$P0z@%LKq5`lop;h6&0PFom=q)iEeRjuG}7HMH$3?kR}Fp z<37~@yla5FROy|D0Kpl2LB1(dt^)g&20{)CT7sNi+I`4HI|B^d7Dxe0utBBwN|u4nV^f#94Ta)m_6rd5Ayl{se;9>0#2m2=F~5-8Nu&9}o=1c< zXCa0m(|}vO9uhJa(f*B%qwNR?hfcg3n3pB!rBpaU@^URaTpB207TB}ne*IMw-~b+n z{k=a^*;m>Eir*wGJM9;NM(#UNt|$W^JsP9gL~-ExWe@1U#8r!{+`fHVW3;Q_dnE8y z5KHw#6ZsJd9aS$e({CI2H@2y7Q3|2w1(V)_Wrzj7iMo!|-iN=hd6)BZlp_%v@PYz$ z-sQFK#z5wrF@}cFOF4zwvc+mx-YU7Vueh%aYcBz&j{|W7NBRP@1qF`^*bJJGmtR_{ zjTJc0ghS5Cb&UeiwV*%^)~oB|$0cVIN99DF_^YvyV{DVPiqW`et;D0|Q8{yR&oc~t zvYLenx*_)oV9%x2?eqIhWF#?5!X*3DyAwBipZ=Vvtk*1{Rs3O!{iR!=2wcTp5nZ@& z9jqikxD_jp^;lD031LJGcY~;&Y<~um_X$9YHJn}xpW9b+Z1yF&Ls4`x0Zb9H;pXP1 ze{;_X?!8zYf=f_R(O38#H#+@KK&c-27+j%*x?wqXy2JCFQ5cge0?HBe(#0^j-7q}j z07VeGR^kLp9ezV^$<2LmP-IP)G^`MM;TU5}l%gieWDyq+rYD{%!;D=D*4Yb}A*_{> z4`G7AV+H>~2B4(0l)LA_IA8%gm#-5Cke=EpwJ+aasdo+PKa^%ISYRS_6MoYYQj2tO z%9~J6ba!_@@z-BewB2W)*(TaD(+fd*1yWyB9##@D0l3`gWE5lri7g458JR5tSgIYv zi=#pH*MJQ>kL-g2U`&0y#FfLPfZH#C+Dv)$wha(L72(->&RfX{n;UUmZQ{f*FiytB2GkmZP?uv*dknj9N1NAfWK-|?ZPn;WIortScx(Q99?cY zd!o2a>yZ{zP+0|qT`_W0rHS}PP_ zh{%(CpdR3!N2Ip8p}}<&nQuPNBr%3*S zFK{wT1cZd5svc$3K(ACrS&IW*CH}%>ArR9BwPhziDi^QJ<8a2?Cp$7k_)%U>pgoLQJ&R4i zLt(HiywJ{|mHW?GRwgWE!B<|uv$eQ`mLQk9KLFa~<WpOI(!l^FlN*gm~j3vll>K#{bt~V2(8!@zLshi|xN|umX0W{T z;1DV4Mug&d*gCv;M}#AO?Cj^kK@F1%7LS+?f;#`hqwzpzZZ{zy6p@qbOCP}X(?HD< zNKbTc?8TDr_^EFWeSD%#qt%yMZ;qRU(%i=o->8#w!O1QMijO!}6lE)50?IXauqEI` z5M!TGop&}od~f!0#_e0Ty10kz>?8~v4<6J+d=ukiG97LZ4O1lzE~2v7zx`dnu#li& z3_x@<8@OLv%R?PAy-*sX)>e<*jNl)M7BQ2qM#L5rs0~!q#A}K7l$T-)$!WwJ=poDx zukI&oikhq}gw#V}(Oq)E&0M$cyX3FQ9#?730(WTi!6iG1w$kpjc|3t6? z1mG@2LVH^Vktnf`V>D2hMmh++<$lW#z%oSu-UG`L^GhAYh~8T>0DDwnPL*hv z^dT&=^^9KEuo3~2mCY|-Ub7Crsh)7A(JIkFc^-Gly6RVNr{JEImDd}NrWxzzz*qYb z5jcE$w>#@&i5eA8Q9~6ZYBe&IBAjj1Z6lC4vC{6W8>9dYQcH6j`#F-Pr%{IXbZ8&p zLK$Gtd-&!rc2kT>g~+#zk6JGrC!_9hfMh@C~m1(F}iyBS%^?-r5TvIbyZxX9bn)3#VKrcoe?Oo}^>h zXyt@TON7SoAZKdx)5^6bZlY-!ew?d!v1!i}W^p2habxkCHAV;<`cz~P=ra-?h--^S zBcaqqr0I+>!#^a1xZ@Up!pX`q^Qxxr?bshg7hkK#a36OY1-SS(+F@(k^8f$2O_;4ANj&Vq*i^{eF z{zHPqq*y*bH@67V`l~p9tq8s!csAq5N>K&ll`at(l_Idje7#7jd4T9zS)YP+jOqiX zL@ZcrO+ z__?FVL-m2VR4bUBs%mQ5;8%j7wMbaS7N z65tO=jqbYr@nQkEiBCX;na_AlKS}}7fTlS7KxBDgUuQ|_FeAf<` zzV$`Xh3e^H|8$3fV3c|IW`4OO-miS2A9$kR=6U9(BNz!`s}D9{VGXAdvc~YZ{QNrH z^LMZRsLEPrhX9^y)x4#prQ#eOpub?}0K@l`l>qOT6Q@1l-EU53h}_-|@Fvzdy+D!3 ziRdi!Qpn*w0^ZlWKmOzAeEX5FVzdWS`S>E?XAS{I&EsNbQ4ojC`mVn?hR{Q!nUJ-VU zvku^C z!*&SOr%#_Ak(;}j3RBQYFH5w6Z(*`9ZqVTBAVLv@Kc&_`F>+eJoKW6d=4`1lTyF?F z3eKj+Bqf|Vu49LODar{M1=tnV1RL@##^wz0EEXAjzp2wy3ZEE!-p_CG@xL{nC&OE@ zh#8YFfnB@A;|G$@UxitcNIU!C5mTtj4>CMZ`OVlsrO?1o+{mKnjKHT-MNlMf>ZanF z0=57FLei>;+UGi=0HEm*VU?(Rw4rpQf6Md?BK5^!A5)A^!Xe~Ve6wbmcNBfM*$&F+ zO`bV*>Yn7)uKj2-u8bORh0bI>a2P0|U%VOzRdqQ64A}T`sB}PR;0KrNP~QV!T8k8sFJ3GH7DCzwkdT_DFU5Mh-p>1T zm7bm+L6*>}fRLkuxJe4Q=ufqv1hCj2kvZ|znBeiFGOSUGhfu&g0GIOHs#Tlg^_#YU zH}@|yDcA#wu@(B{1+8|vMTjjff;i#;o0laHV&fqATW*2is~_YWiZEQkNhU#Mft)?= zW5Cppqn@RU#I9O=D`&=n1v%o4rvC@i5W`Gk4$I>2_fgQ3OU@P&nUV;Sf< zDA@vep=vA4-^k&`)&Zv~ueR0zL6~maQ zGx9t=5M)}ou^`iBWDgHPz*u_Sa1XX;;t?5HCBrY662h+n;E4EGA~pe2iUdAl2}p$i zNPuQdVB-MM%R*_pV&Xp)lHdN@s-+cXee#%xC@oRA0Cp8o5`cD$9BQ!;uo9@m4yf0x z&DGTvip#4%_0C>>G?9uu=n}X=C43uYMKBPYfqWg1RC^whva=urYwa=bR@$GbNcd-_ z7mgr4qL0k+{R9yBfDU(l?yOJaOu)wGo7U@E6@x<7?Izs1I2ISsK&;7~Y$CM%7ggEq z$Qa_MNVbov+z5S!hPt{J+OcX74FMLB@a!lA?ycCOmGDC2>V#2m#r9g-ycved+OLq0 z$Rkx!;oIbouK1_Kv2Bzoh)F>Fi8~BegoYl}PPr#Pfz)!y;%fkBUmb1dwd$vYGYA>f zk22EyL|LQf;g!8( z8OL6O>jaJx;^MrdWytOzZ__$>@ZcWfrNrgV1U? zV|cCqrAs8PwL%s~Bq!$ORd#o+H>Og~fK165Do+4BqU8xj28$Lg3Q}}U=WfA$8wXf^C6j98S{^0iCr#2rN&SynBv6kpT)uo+ zngjx93^Z2&mMi)wk6=mnB<711K>fzmvMB5iQ2l8)6MWuQ$$^ExNE9fnVKk_Xuq99kvuikYnaX;|d>#5fTF}WwjRS9qF5Fp6 z7S60cXedCJzwvV_^S9l5ZKr|lhL_`?JmUJxXf0)Vx4N2bxTCHd*9DH2=#5cX54Vzl zB-|V)ylMIrv0rGrP9Ojvbev*ax;Med6RvF;UUHAJdYNU6~-Z z-Tt~NmG3Fm1gL}yRk|MX*nDk}vk=K3wD2Mxhx=$9u@gO+H3sw7KKu+qlpdQ~q zw;#ZgsYQeJb#>}}4FOQJ{`2xIKwuUJpHEDBq$WCuEP&5xVIz@hjF3{~9F-)7L-bA+ zRl?I&?DC)@snsbU6q=$NH*S0b)s8j_sE469rpa@O(wJ$1o)M(dgDBA{m%`JDpf^jS_DPZja2>$HD?@S)F5hw% z>Hg8DBpPnyf3fx^a5=AC7x0babdI@m%v4lFsfaXaLW6{&C~1&HnrKGj;ZUNH%20|5 z%}S$EhUSRIyFsENjZ}&>eQV!kIL~|D_j}*(_uaqeagw@+|Npx7wfEXXoeosoY^{PdU>2yJ?S-fB99qwv=B?Lnx`fZ1CZ zLiZ(gq($EzKE=zYHvaDy?)ZWeY`QZcbVx_~^1HUms`EcC4?<7?&H>j`U;*g>dnQcz zy7Si~L^lHCZk44Al4)p`M7Q&)UQgPe^zB`Y{deE~i#$0%!J}~g`-LM(q5cI*<|+V# z|KOtljL^+*5RORAKCuTa1)gu^ZeRZ|LDe(AKB1Dp&6SX;6h0)2CKYw3-qm-aCu$_EuR&MmtOPN)Ie;W-aB=kw&-lE!@PeU z7XSMbn?8oxU-F8IQQ#90D+01k@MB##WE`tww*QPyZT+Ss3E2G2a7pbixVc{TChr53_2zy!}&)jsO9T}X3hBbq^Gu1zQdJs#eizZ7u+v^Wi4 zc=de46g3#g@j&1T0vGxwGQ7)GGrV_OjlyLpq4n2^ zMr|yj3w=dKi$}) z-@IN@8E4+P0(axY>whH0j|9{a&3}5#nMi3zOw?WG*^g1vt5==gcy;ws`w@7;h>5l5 zAto2i_$Qdk+8-;tiUT9kt*vht2gY&$G+Uwa&*S{ReiqgZ{^@o9?}le9HdD_MkQT|b z&@w#&WRPhd0(~GzC#2v&BquI3z>PsG52yqlW=W8N%J^d||Bt&bXOK1W)s!R~B)Y|t zBsDCZn%Iy5-rlNN{m5d7M1la71fDBtzQ9yZN0sVaCjv&~LuPVyrFI zQowd2<0bqenMjda6V}wTTAL5AsD*Zj#f_g0pk`T)6BncB7z!mw`XDnRgD@8F4s=JP zXp!J5f9<&Ue2Up990gm!QTz({rV_L`0^|@r)PbxOjbU8!6dvU)#U)vQv6uf^esE7d~ zsY7(M;#dfPN@{c?^rGC|jS%<=?K_A#GhQ^!pY|)7^H;Xx8vD;-g%i1in0=`wW+xz{ z>FMsq{H7ps$I#Xv!)E>M5h3USe_88y7tp2#ZQV5G6=cHb!Sf#r0b5F!cts#Z-9&#( z5BT=A>nGkV0P~xWzR6wV3Sw<3TJa7!s>DU~;9086Z}maju?IjbN&g7SMp8=J8qiZbCJw%t7lSv=+ni^< zCtm1UlWuG3-TA9d=u|VlzpG^+EC}KR0Ul9k=7e7QjiZ{74|*Z*03dWwn+et^*l7e= z#7%zbhD;aqq?NKO2fyL34o4oaS;7FnMx**;n*X4ZzP1CC7}exeT6%cMDXb*+zi_OE0thu0|A`}p+7i_00QO51USb0P1gesx zetX6NTr?(9T^Opw>@7DNM(?^0Xm`=`=c)uQtvljJojA`~l%o414pKD&zaO?3a1zeKzf8Vy)FZ*-bA^|Z|LjzT{ANfvPi`Boo|1UV0 z38ADVsxS2waI4TXnX_y!m6+o1z}tuhx92?(BS9U7k6n}FFj7ux;~8-ZGiLjXX7MI{ z3XCwS7iQEUO^MH_ABT-^14R1vSmNE}c}+{{e^`M1z}$$behUD(wv--rlJfE6TYmpN z9rCh&16}^ct~~tzniV~J_RP#@^P)7Yb_`k;;2dswVl`Cb}j=n1aQ=+-eaPtzZEs^hW5AWvgpZ`Bl0gRTS2y^Z;Y0ou?|1!k-jQ#Ha z3y|;80rZSO_a&VJa>{G5AViiz*>DpFQ~fSCetXo*MI|LEcJo1YXl~|(7}eBm0^c`QSm>Jgy0MX)WdN}A&dtns?QQFgY|W}yZXlD1-OY~E=P;C5UpiLE_ zDRdfDASzitHa0d>w@F$791WihLii74ot^Uc_v|`C$bDb3iT@D<(LO{35kZKNXgnw7 zGe>5scR@vJ1IU^>lBjZkNl%?=?`m}j?h7cgaGaLU8-~53jtf0vZd6RRMD_zM5C21`o1UhSYb7XT1>%FCw4hZFL#|kJp`()Qns5AKXKF7~L$`T=vZ$~7rB4HeI zg(&oa{ld`>Y=@h5d7@D(D1+*2lA%|La?&hM0 zXLSY~o|crnJ6isD)20}X39dbx=*{S?JeA=%AcDF;ZAw596Aj73DMUI3@rO)tsObne z@PBB53H~u&8tpFSNG@73FM{VsN74jc^jk2@j7egy3cS@tk z+O@W@r`#7sRfg7l&@^Z3ZgEfMS@E(m0mFZXIvHkx5xvRdwKe1o1SoHBABM5a&$=kW zq4w*K;ZXOq%vf&|-3-el4J9(@MKnJU*~Pe)`cGR7SMH_yn~jJOdRGiL7N#N~piwK2 z%lXSj6x@gEPMK4_zQ} z&iY3wIw!=B8(G=gYvN=k#W`#fOx^5t;k(9!fjK0!yTbdK*P|hZp_B!AZ97C{MvKhW zP%?vBhh&4#s`SBhgmwi+2p5T2d7g{8f3-1k8=~5Phe^6Kxa8c>ass1PX{OXiSCns& z{JWzlfo6K5>(mNPtr`lBt&3zBmxS%@kMzEKSy*3RTRMB{z*VQE`aJp>+DCelVW)iW z`R6ubfy8tok6bsds|UD4=?gjSU^%|^vnV)TOYmp9yK20xTw!|$p(2>SQ#A9)phRx-A6uo z_?QTg2qi%AjggX&&Xa^Y5WRyOom=~6jxm|u8LW)O%H?R}E z7Ilrfz{U(jDKZfvqgjf&gqnZ}vUmTWEZl~{zq}Q-C)T7D6p+N0W*q+(oh!Ef?f47^ zOTO{S5zm>tt=Qzd!B&4(1#(9Y*?%gNRD@`V$dBlrp_f4k{AVi(9sI+J31uT381|KZ zR$OVQw1)xUmV(8DI`3e&VHd`*;#8<4zhAI*_54U!guGUf?3LmC;#@zB&I)~#T)nij z9Mczb9F_XmjE+-0R)PR13&2Pd3eYaKxG;Xf{MYMeG{SJKV)IOCjraW|OGF7r`6-Mr zpdbWRM+RP~tJ-l7O1F#EYkd84B4c*Zu7Rti#+e3-fWAJvvQ`ODM?wKvU(#crL4xM3 zn+MRUcVpQ_`Gu3TlXU1f;e>GDAya9GV|f*hk7xbYM2tMZ&Ln4blBkk2q-M(;fE;CD z$Sy@=A8fHm6gVu1p`!_i=~~a_jW}&E1>)r=k6Uo{czx>Nohk?zh+~G@68}n1FX^8xTZz9xe7><9uO_I9>yG0IrKlNBt0oiM#Rig zfurDnJ%Zo8WsCMNxmS=>6X~;_{U~*;(Jumq8;Gtl&l%4OeR?0I6?OKK95M8 z^81<)kFptZ5~#l4JuM7QOpM`}&cC!rv_~}Z_&{wX^}cbg&Px--`RmtA&_WiFBG4kx ztupoXo}@AVpE%X3^_yNowq#rHrb?(o#Edf{Hg65W$Y|vV@aWnsrwkH)qs`KeESl8h z_%2x6j~wG$NvBEL14GNR3LL}596tQSmFymrD)iVLM4=Qgts*tB&k2m`&p;Qb7 zi;o!3q@Dx5M2nUVc^EN8!zWq*mTzR7f%#jIwN$s9e0w8inNs?Su5>*?6#Il26V(U; zfi~Kf80JL)6;h758v<|_5LzujGfKC}AkHSd5(m62p=?+7Lv;%7j{f@*;G0AzBI6#E zf$gx8+l}R)s}JSkD(k1V-rc~Ni=r4 zSA8EEvLE_xggXsMgK(ZfC3r|uQ-$tUC#Yd$SPzw6A8mJX0tDb36fD?(Sepbx(YOTz zRr-5B;}+=JkCHwO#BZ{DAi@R~Np4Qgdx$4Az%{2AQ?COy*b1ER1#l)ohd*EnxKw|T z3yVK_Yd|~#9sjy@8ZZzd83=9u2e34{50iytr$IY1vG=n<`px1iLEsvRli*6f3kK|c zf@i1J#|sR`nMjRs)eS>UaaDiwAuNZh%57G;%T8`qie21}?Pt3#N!`ygZyF2+(ny+xbG1SSGxqRe|mdfL;XA{xF7)Z!)r zp)m}e1~~5`s??g*fc1`dRm$Tn#SN+CTFqd6B9VZ{QlR#;~ zqBFs!fP%?(i--Zsx_V9i)!}2NX8eUORye(Jlj1zimI0RTt^E>8?Y5 z=)+5U5UB50tRmv9QgfKZKBn;xZlRIrZ~XUshFq&}{P4_yt2H76+HoF1@lHJL}ikFdrT( zRCnsd$*{%-F!nDn+HmQwaB^+Gk4ZJ3fMo>q-B6oI_%{+V^2|dRCo>56;NR*b`#M0+ zq(cMRc11c#1>`<|$o^Kzd%a__FwEJ6c zhfNMP<}F0rxnK4tgm1Nq(vjYeOH2aS3`Qx#?~?#}KJg``a}Yfr6X>=HOi?4-^+Bzy3S z0Jx+~$1y6!Pq6#H>M@HA9yd@YQm2eecaCU0XkQuaRvmC$OQ(kO?xZ{7<8nCobPM#J zN<$WMSyAZD>bTG6b@=#t-?mGsmG7P@vP?POd)|ZCGh|bAALRC_^)h%jMCAajQ5`Hi zDxfiJ0oPQ1E>E1p)i)S_cadg+BA zC=%VkMAMVI>Gf;1*CVL-n4Q_YF!n+9TMUSfMkavNuntm0ayA0~#gw)brJnzL4H)+-f?zxCVgeD}h7|?D5J}JU|6b%ZH z=3vPEPGU>tW>ZZKXe(F4C$s43Qw@M=VBJxni=Dr;!QGJ-D28#~!Kv_WQSMBJnhgKJ zaWNU=5<7}5@&ICOL%b)LMu$+gsKSxAUL)3IIOXj@N-`0L$(*$OK7wsTc=+riqfq8Y zBY7r3r25Id$DFQn|4&{YyhM9Nc3cju-3EnJi$mpJpvm;fDAa+|K+%wlY5*Y29!!Hj z2ovG7_d%l>xS6*)nSTPWN0Wo5jhTQ@cx2fBaVp*u6(f}C-Fq$*jWxYqp9}R6A-;I# z-5p;hFcg%s_LP_x|307%8|KCV929Tina;m{8>D%j{r1W5y$nh-AKe<9sA@N{dwl}>6LWq{QdXe zj&;adKOD%{=yREQ^ZZwz)YSmunUEab!V!H%PYfL5MPhq!mO+7VRNEeWJ9JLL9+WNKVeQbO}J0Pu&s zfB)W59RaNp20?gJrpRc-F3e%5Nj96#`Ex*9s3-YxZ}O=UQ}_Y_CGjWedAY#xYjCK; zT5H4ECTco}C{S2h+I>F^ir!VMDNU5tu8=?YwQs`;|0zl^|HVz;4uyDYYApuG{{G5}125UiJ&o=ZU{K7GhO98wbVpVS1v}xN+ zz4J{-WnYk;8fqgG5a0d6vCog72qk;?K6KgIa2+VI!zRNMUKf#IqGVMTaZv~a*M(?O zV31H37^E{l%9}!DVxcH+hqM8F+_kxjp>eD_3>p>5194*Oh`qzP-ik%A2RvNdIr79H zVFX!T3s}{`%K~#*g+Sxni^(i&Vm~0oz<{~m$>y1cgS1{IxeI=^b&ejQ$aDJ+0iMTm zlBP4v0mtc`69q&Fs>@);xG8;Jgxl6ZM20~xtyF#ekw+rlvd4U!Stnp$2HmR*)CEB$01!;;9OvB`ICru5t8hL>qjtx>RmM#xGf9%~k>n1>6TtT*F)VjF z*WG|mI`J1QtUB*3!q&P+A&uNv&}dUfFJ`^P%R2~8us(QPAq1iRC)YGynk|HbMp@sn z`wYBnxNt<9VAH@c#niVy1hyeW#)B8v3iP=UODYg`;3b~+N4^I5&RQEz-Ao7+|4Zae z$Etdl?BuW&{$=leLK_eACtd;2SQCA3EpQZ!gd+a&5Auxwj_LE)r_#-`2#QCxs1N2y z6-f)gUMGSu5#gb`r8T0SfqdVDPyu9IAnrtivP2&pnIaSJSXzzM6EgNp=o-AM>X`lO zwVdyF3qBzqH2KLb29VkoFwsa<4)1?n@|V)a6bh6g=I5Sh$s_Z^Ne6N@zpCnU$2z=W z8yHrj$SbI?ub;v`@ys>cUgB^e094f8xD@TtZ-2seV@+G-SVj-74Ug>GCWgV&OphcnaCpZOc^lRV0Ao~H@&0Z- zU!>F|{F`O$I;B(Z4t6IG&*>Yy;`izB)Kwh%I|q428T$pt)Q?cduY5j~Q@V?Ts8pme zLXs1M(u_Lkz-ZKPAuv>NuL{SncRm5QiAOEmivFNqIIg$}5V}2HQyBcdF{_TedHixE zym?D!p9hYCpE^RdFTBvObm(KXp{~8f+<5EOE#frO9GyzIC1TPXG54r+M4Pj??Gxh~ zM$Ks~v2$#2b7~wEtzP$?+@lq<1TGG?S2x(l!PxSMHq1=~sQ3pnDY?P`p2Fjx9FEus zz{9N=Mx+k6x#TAkU5lvYJ=8tc@}8}-_w5g;wa6(~6CQf-7&&56ep6v8DXplH-)+fo z`0w6{_`awxWLh|8oA-SHW{9tGd0fLGhGR7&;rYG)a1kuN|Iq+c^aB-s1$ubprde?x z!3{t!^sixX0&vunTWM=+pKF|8HW@`lDDM|%utdg#{+yh?_obT=5O6FwMIiCn>POWm zzzec75weo~|AgkZ+2HB<7puHA)daRj*9kUad!nl0JSGaveplawha+R0X{V;XIW?6n z(?War;bedJF!L4H)Z%$X8)i5dw5E0TS+m}!hRj?Cqc)l^h^585DxQic2=xaOeg>jvfQ@ASX+mR zQJG)D1O=jYpb3bMB`sEBAfEj6eyOrHKsl_vNGLSPuT+E&V7S^NEq?vA3q1)BhFok8 z2oB?HD2+oAoJ+efW4F4^HxfyjAI;51ljVvNd-YE%`0h;Lg}C_l zSTkzw+GNdzhX<)a;ncZvtmAzL4p=lG$B)`41U*1LMsO%T{wGv+0^;JAxrA{QXNSgQ zf9qHAU)<$A3%(hvD7QeHZ6F2wvQ`XYEu%<{!}DIX6XrgV>oyHVLQ=$|Of)nQpn-%L zR8@h!0>%I2{&8-~+`%uH{ZTy#gN``^AJ*{ZBzE$9L_fEuZsY`wUjj;)s0nzLkpYVB z%SQS$9d^ln>)_4+3n8lE(KtuyRE21zV#_%>vfwk@!|NYYe`7?b2Q*OggC73dBbD5# zKI?+eeN$=!c|@N-FR-%#EFHwS7vP?&EWFOU@+bZZ)BFP(mdd~+_$w_ZXqEV9=L@)m zF!qaDSd_VpT-;DoC?F#k9FGYp6K@OT9`hrb6?neyDQc>!GQm@%M#a_g)#y1?2LNVM z@e2x88NMd)Fs1s96IXxaDqPW3XMZ#uowa>0T|$R6@bS#o9WkInWK<8Ib#pVt>05i> zHX6D8QSA@#7Q|>CloOXd|9~lm#{12C$Rln}lgdK$R>@;SRCG6b++eM2PH1A=FM;+W zx=N5PWpwrZ$|yQ>@7|}6PpZ6bY8CP8-&;;YKf~dLRakhAOE|PK;R#S^b%m$Q|LF8# zu~38n60z%bKhiA1VidZb!*LUKPei$g+6z9}PgB??Pe!Ltf#gk4+VQqR84MS_ztMM9 zapq=X7GeN}E&|fQ$Oa4j%|-#1yF3atoU~Ece0QKZt(x&Wqr)$vS9Bi&uvSQ^F%@WN zx`GYKG4kt#(7*XjzHJz-&5=_Z$*hKSUMRQxk%iWzAk`xJ6YB7zzJt`d0PQi!>h0Fu z@p`&gdVaicm4U%Hr2H!6A%)C|rf{N6q|XENYY%c{6$i=XSlxc%knT{$G`D@8TsL9C zc!RgHRTy`p!0CJc{^bB0*HeyVkMj0P>ff8wZ0c%`o{<_Pj@VH~oobBYdt=x18B^^M zQP}8VceA2Fn+DTU6Ba4vErd3LC;Z6If=)D4#wUR_dA!vBFPuviKa8|o3BnnY?4tdv z??B**1JUA$>N2iz!3Zd9`2D#bxE^{UZS20P!AQy7@56b5*M8*jWHen5wmLowKwGd1 z<{<|z#&4bed%|#&wt(X7(;Tm;7jE^>Uie7WV{BMlNhVD&MSO*FSvfuImrrA^D8BLW zxW*ZYqkU;(c408n*>SE(Xa<(!6zED_>l1CV4xK0H!BskX+IPrIZ&lCQEC60@2pUW* zh%k_6w_~v)Bd!F@fAAbJgVeUN9A#2ihBtKO?oK=JW$IEsnri={d#AsB;}_YbKF8QM zPT|c_u$Xe^?af_#V`4&MT!$mnGUnVdElvKaE8GyP5-Zqu%6*P$Y{We6eHoiFgy+=h z78h0JRyjtbcrZOQlTK+R|B*SzQ10g0-oevG2Y5FwzgT#1`G?Q#wt5oQ7QI&vmq!53L@2E${?+F+}n=CUOH%F#&QW<6H?COO8SrN61o zl5CO0rO4d1>yHGpy-%bVYH3M>jOi65=#sns0^H~&9J=>0vixLR7=uxJ%8o1aFG-^1 z7W~P28Xs$a|8%bB_Wb4pl_52S=zg)b9TD)E{Ff zGvp-O+PFuuM~^Zc&11R#Vubn}`8;7^^UmPvJ@(ga-Rhn?rVYL9235tis%#~5Ja*C> zGd0c*?4HnkG}=!Wba6 zw#BK*jQ306{Zw^X?5G}186Uy0=sX;W2LP6L!#KLjHXH8fONBB&KE5n&d0>&k6o${J z4U3%aIx!JQ-2AnNwyn~=pHyQGplvRg+dH-cmsVM%_#5Lzw+^5u%c{MHa~B*AVt3=P z)1rCMr8rj7y7LxYtG}Ie)+sKz%@?mXel-32_}IZ!sJ7o$->8-?vT z6oczC8s=!~up_*BuYE4H)_HWWAyolfvdJ59m0fLYTK}+obs`;_H{+?bPE)E8H*UI& zj#y&ab`Dh6Tr^wTvBQw7*j6j)aGN~CI00aSbX$9SSWHYzX%8ao@po4aUwzqv;nbUl z>avITfq7~Xay=|APN=P|ZI?Ifi?tUEGvu*-Jx#FM*_D{umJ?mi%+VLzD!#KAJQ{-hU6we zEL-C4PUo@IV8^{RX4Q8U2cL$>$^sb)JgK9u9;UvS@xq{W7Mq;j;Olu+(R-4IM{JP# z%Wu1$X_}R?{-%=mOE9_*dfSD}H~&e2IH|)=Md%#*h8wa5>p!f&;^vPP0n*Z*Mm9!)*jQ|k zW9#oJ7S3OEG?N`QuCd)B*}D@N2M@igS7D=qyJ6HsN5QUp34Lf-LhEu(Nlc z5q4ZUL+ay0EnFblX)+_--eR@cI1$*{9agb1_N$IR`Gm;WSWgt|;haY?dl4YRJoG)z zf%29EC%>k9A;V^{HpoYtr0M2)ArHX&;*ddHeF7!SlseppMwsNDFBZyJ6%`$A*ioI3 zfC39dX{dBCZ)Xiw@TH~|_|em2`(I6t)A`Gr%b5^@lwO$YpENPUg4&7UCF! z<*WeN?Em$vyBlY%XeF~n@@h~Ts8cr+6Giy>`ER0=4=<(~<6*$VoX}c(-hxZa+vQq} zg1>(X>Rk{(`heNP?Im*(QQ2JHn={>$j}67xTqOPHT)y6R@ql(cy^s~QP#UR73keFE zM}K65_8B91-yx?RS1DE~J#yv0MxC*Y1BA1TMIx26bQp|*qqxMS*)F5=*Bp=!vM!N8 zgge?{J9z*8{X3D7N7ju;{qX4e`lThTUjSR^h$T8A`Jgx-Kuy=(7w;mCaci6?yggAV z{Me$NJdcu}Kv)Q2ZnPZ%0zY|qg+?a^e0PXqMh!B-)}(YU}VEr}Fh zEy8S4U?j~g{RsVcuX&P=@J_@%mSV|;7 zl6fd~rJ$fEAnEMV@sH{gXJ_x0=6&EdAy==KC!5bltbJPR_F2_le~C4UAFE7!-ZlFl zy6U)%lc#2BgR5F70|EBmRq~HAf?waADwUdGbtROxdNZ zobxuYMbaaPI^u>%QzP>;grzPci5q&aBOGKV&@DcD#!O;Ah2nN<1muEw+JrV4{^q>Frhx|L(e zRj@tx*=aSR`ui542|9jo&3qvj{2M+&^Y2KHzI_z6SudB)a6R?u(VIu(-*WYO^xr3h zV@V3@CqtLml-Q2_j-0`rn5VY1q-|_iuODXJ;%@!i{4yJ3O5jiLEi0XY&wb=bPFVzU zgV1_QKA(=ScY5jrdm0`*i`so9zue%bFj4x?tnL^qv*1ymf~S@GgJ!aP&mWw z+a0w#COjI2^(p)17zOIi#qs726fYOFfksR$Dc*jUKJSa7e@oR0` zB!hWJe}UAav@KW?KJ?Y4dA_uO<=V&dmDxV6<+t__l48hGrig(@9GInOY*l31>k&d^bODiLdVC3Qfcr72mrS<#;^!}1& z*pH=>Gj86$FUie~54TWI7?oD6=~i7`-HOV}2u@~2#X&wf`so6nv8R2g2X}FCfbN&u zR~H!i`%mwU-ecrEZOXOJaHw?M_MR2`OM-dcmEg86F?W8=d(`;zN;&v1v9l)t37fxq zznsYc@|y!Vb)R*S-jvecHcND$r!5v=ZE9IIBXTVMzrmO*SDQ-#imUXmk1zk*444@4 z0!$8zisG-F5O?d=a=L=zEkV{->j_auRH|FCwRYL~-NPL){;O*KyVC*1&2b`KTR=~q zeZRK0mU5o9ZY0eI0FY4_6n`Ijy7AOhA$NiJOpzH9%|7!*4sOvo*&2a{Ejy~^r@Alb zD!kY_wkQ4M%^DC?96n<$d`qaLXqs0(pnP?2`d2Y9KK<#>YPX#!GpapY@;=%HC+ zwoD!vlVLb$(x+T;96zu^+_JyPnuDKIi^r z;JFJYAi@Nzw?&tcYwtTdh4Ii$LsL^pULG9%u($ZPNZaj^(b4CT2vjs-PE5xy6xr~Y zokR!f150}UkI~I)d=G%hWTE)6{c)QozJI|lU_YiR@;TZQwOMDm{bB%4lt;Yyip9sn zeE>;|X8FH4SF2~S~f%ncI|C10q$o~&`vXl-umv?!=BqeK>&{%WQH=ry5f;*DG* zHw>;TLfrNT_5@WSK*2rTb)STg@3UozM9aDiePq%ou~K$kV%+uqDSIo3o?*$A*;L>< zVbZSRRI?htuaA;huZ~tZYp>2fi?i`coGy>^K(UUJuX=KFGUXE$O+Ov_mM=E4|yaDdq3qi0li_v=^3Es=qXt-n0!*vFo$m5FzmifNC%Jd$= za~Ft9yE#266XtIT=eFetJ`sdC|{}KU@ReUuysM z7i3nV6ox{6(M1xai)>*92a<>jm)rH9C&ZA+N!!`OPpNen_->{FXT%M{A&<*`V zK6w6hX=T`%Q%s|D=S#8vNLilmBt|pW_hU2h{r&d1^Y=<51xm!5E{J#BebR^~fj8t) z`JQ60s+;>k+*A)j6j+1ZJ72=;;LxYrvYxOQQ$$6!NNEPc$K@OHqO;htO!<3K@jn;k zUFB;)ZRJGkP7f!`?ZQ4=TiczQnydoy;$FnL6WhkB^Uj6c?fNZ}Qy8Iwh&|Kk%FJ;C$@;f8f7?wrzg+v`%^N-kt9xi-Ff zUL3%XOv{R$N(#7$CN*I3(pdu1`-=`|I+|B$C#^u&h66=`>3KEOfTvi`W;)ofqr~t@ zC@RuXl5_a@sCR#5)F-C>Z?#UYzp{`C?7>{rCDe2*V#=Au}YP4u36LXIN2#%oTZ!8d?NS|p(WMrpO11@_A6)nrK@`1o44 zyuULYUW^6H@yg)yTql0ad`TPQpp$KpwBXifm{X2eQL*mod#$bQsrjnWztaDejyzx? zyT;k57x0;s|LAU!6&qU#suLFBU|*%5B?WdXJJ3ome4IRV(3?Pvy#QHIR|1J!4WS#C zaKBWgwzuX}&+h0l@hyJxH5*zh&pneCK6ttpFo|nDJ-O>1dl)?`Awdf}g6S^lGmtHg ziUI}t^0Gx{9%UWSOXP9bzhnm{=&3){IB&a!EYi*6aFE(njtNv1c`S>OhgpRgGc28T z0DsOzm-4vTt4s;e;Wsl~3T(G980*4-J*{#4@{v-;i|r~ZDu(FtA7w!bat@aQH{T*? z=-X8e3KX8i2n|IaRRVc}H3wRtgP|!Y>%mHyPf%jqW;#S%FEkseipa)IWF)y@J_p=c zHRM6kF+`&>0jUV(qE}z0{DfiF@^8Z#+6w3M3&_&vuQOK5gwcnJ?M0ik*> zO`f5LQ_d93Jl5=C?Y)BE1Bcn!6Ia*aZd44RzA=QtaSdiGeaRJeWF+B;D+)=ed58pSiO+7}Ak^G~^7y z{@ETU4AcbYz_M`Jh`Ab&zaa=QlX5DTG!`{wwx1xa(Uc8V9R}`^GV2GRU;R$ zoP4BlaZ0?S8FD+8Dd&`{iajk4#~Ir!`3s{U2;pv{U(Uv498uWx!^Pt(o%N>ijg|jw z@tn=fpg<;fBRa;cZa7pl++n2il{0K-yjgl{S1%Pe@zDAsU2aKLLpPp!=Q>`hl2Yoo zTP4dF*L}*huNec{SuZe|g%FhO)R?`-SnYdT2+a@`u^#~oNFi<~+8oTC42Jo}jF~>W zG+#<*9e+GEoyN>FUh^#YVSo4SY(NJgJW+(nE;sV!b&FADR7WR%RIbjFmA7O9^Wl?8 zFg@84tfK_5`ywrc@R49#!4UU$=h1U3A~jh!QD@*-q5w?Yjmu&jg;)}?qGo|xX5X=& zVl(6YUAvjK6}3+mC%;{7)G8JDro2EtD@eBHs}Adf`*7iK?XO{TVHD?js|@r^S{xph z-dj79kR^KfWbH`*jvg@>+T*Y?>)&So@{jX$tO4_?wN8x5j_aX->(R64+*nLy^?tTM zyu}{>AmAGyv?a3rCC^CrPe%aj6*v3)dvf6j`E-A#(C8h*q{9QV1@1dX z7#u>v{o=mlTQu&zJ&dP+2ZfezuN4J!_U%OV*|lqQhmLJScv@SQ^3GlHETp+sc=N4^ z3+k8#(pT$#tyZ_*Y_jeBi#rSkkGHb?MvV^hJJX*WOY#LK<@`D0?1@m_f}|NQ1Bcgg z)J7+VJW(^8eN*S{+GjHHbaQaU!(I*Pj$iTrrUQqf?Vp!w{QRc3uQrS7^6|$v#OcIs zhtJ5_7)f)0=M;Hi*Wd?Oha}bPrvU$NB&^i@zPk2|SJJA+@5N)xPb<3|BM2h2b`l4eWu^Un0{w9;qq>o*er~ zKblZoX<^?}j2+5Oj*XQYcER-$Nwxp?q?)c)Ps-+(;D=D^S&B9t72Hx^UY||}Nx^j{ z$!n8btkwf?ylBzYhr&e!=2{D&6ZV9HJC`Hl!~W@vhk9>~+|n?oR203Zd6+WlE{j&p z8WjAOC2dWJ2#`JlQ@!Z9nkPvt!sb*K`+Ohq^8gMMOJpy3&@e3ovT^}kraW{5YFNcl zNM^?@z!c2fy@!M691gNnTx?fuU!`BIES9v8Z#JwgZ{LHtDuJB_x*GxT6p!B z(NT4LE1-W4Z0B{biJh&)dE(&EYc^TqrUH}%s;_L_9boj)Rnis%du-V zJvR<94@cJX$Ar?N4c9u_N8Q=kgWFPb zyPh>TWG{cEQgO})^cK}kLP;%-vCA3)cWY{jr8}XlxL7v`j-K&{S`mFZC za!WTXiSqJg`V-KPFEYtYS5sG~yy8Nj-pQ5y5W(oUU9`WX|L&5(*#8dU>oUP7yvmJm zoAL6P_$5I%tH0DSPvrKrwP8c_=hzoa-`-^RPuA-P7Pjs>du6Bd74@^@|63W(x_thD zfrmd0*P^w-I{1+s+ZD_>HL$JTHzf1uK;d9OcBcJ6D^LTE(=#Mj04lrK*HVPb`%@YE zG)Q7Cx1G}jO~65{5^Rt<>_CCSjL@$yu?kO5g?M1_^% zqwL|%qm+Pdw`kDFnwt>4Ey!g+`5zwv+4PRRE?#IX&0}A4^i?KxcP?O}ftSqJ_gaYu zmCfo>1PRB`ar>1a_tR!_)adH_xveWN@7SuM?}6FvLRomx{M#~pky;qFAcZ-b-4{cK zcqxZoBHWDd0%b%l)K_x}@dU1y55EIL@V0h>+e+ytoHiJ8GCubZu7bUb9_TrC=PKH( zNW8mj*od{@MF3>hNMC&ZQn$r_z!B$yx64pd`bm^>CwPQ6v>Z zPF>a^=bz(G!IN>DR%LrVb_o1wNkj@Zq=EzJ7b82B75C|ngM0tiwYH6W@g#7~6?I)@O7=Q!*Fm#d+k$$Q7gsXz%_oI`Y9YMFKwCVd!9#LJyy0mVF^;>+NZ> z#Zt_hNWna8uY2aOai>U!af^ZETgZ5Oq>FA* zr!>WK#v#449G#0VY#FuA1V38*LuN1i@=k5-h497nhIKnnnBlvODxoJZWODTGJ%&=P z#(BZPzZ?avdy=0PGDY|f7hm}H7h|t)Uy1PP|M<4H=KZ$=|8Wj=TFR8!m7Vxtk@n^+ zv116gV-ZKtg_)8SXB@A+AtcQFVA$|2^YFn}Fh$~}suOVkdGuiOvPasp^U$KMU7^j* zO$F|qn3xNwaf!?0FQDn%EJF=kNMc0LQE0+-^#azJx?}b4owX=WV7KqrjNr8GI?CbZ zn0qB#p@0a6Ib}p)CyuzTX3(@%U{~6D5OoR6Tvf>X;viOTq&aB)*S1|-FIa;iX(nVl zRoAvGIo+oC7&T^>v2h;XFM<)h2cekotkMOds0^!ZKfI&mFsjh%X;pQRT!79*5A@{+ zyZxJYtS`FD6YSO+0Io=}A9aj()?lNE)#gcDKC!?q+*t6 zZ??0O6{Kc-=uU0ba~^oR-Ye6vSW!l)-zco}2HiK3kt-t*T47f7GO~f_%IqyUhy_+i zcQD1WnWGLBzON3pej(O!a_y~@ZLE~4&TM(?Eu{9+gH5Bs&Zx~185 zy$|!=foqsq(e(A}*Ki=;VB~bma5cH}cx|B;TSXJpMRs@cQkEHgfozK}f3fwpp7M|p z8}A-i(H`EVr+3}4eP6>?!8%YsNYVPzs#tLEiRtN8wMLhDIohSRr49kE4ETgrPfe2q z+gjl#yscU-`~AZ8&&qx+_4dPUEWZo0G74KNL28RO02y|=uc|NQ9@kT{OHA0l`nLU`1ZJK29 zFSLxLlS7>wRf<0n^bhrUKJer8{QFq^1Z;*G_P13EfL@oa`avbDP;o(56?@5(fB=0| z>C+ajTLD8g!0k`nG4q%|xrEj@{lFvl0RJ~Q#X0|6zRewSXJLROjZIvm$8~Hgckk5K zZ)h}pchBt78;fzUB?nxKCg{68iR%*`f2L~L|7oRH`t|7i$PTrATJ||qEesikG%+6= zfOtrSdoDX}S>G#>$al?rW=*Bv=dR0!UgzkliN>_SJA%vprKM7kO_{R!A8Q3KJ{tKCbHM>*@we=DB&NJLoRO6;`wf>b<+{tr$Q>A_f|w z+1CxPja(3<7SXDg>Z?%i7IWzpD|s~PuS`E~z51q+(HBgH%pV()FzL)cayxjg*vn&^KXsypf72Y{B)GZ7 zpcf5>Sy-N1q-7{Qd9it>C-sgJj7x7WRt%8skC+yG+94G^wf7C#E^oEM2CeTp z3>{sxXua8rG?!iFf={5R$pdOO3npWcMlevg;O>rwOg?&v*J_WV$4aCo#r(yXT{~A# z!2)s8ZTg~=eCIPKIa5Aa4{gNJa*oGKoEyrUS?q5X59wdIWS~B!Z}A1=y$c{JTms|e zviByhs3Zgtq6wkP-2d~kkb_~7=ZHOnVd|M}q8X zk8}e7UBhjsd-oeBpb7PY7X$=G(iUY*9p^;E>%%toY3{#$IKE*I2-Qj)wi;N35dobq z)7K)pF4Vo!w-ZyI79d(ai*o@&i@}huj6bQm+}M&jO$l|ns#Lc;Xs|+n!plRvFk~qo z+y21ohksF{cZIOHf$3zYqMB|4MJ{otOGBFWqVDe&xPRcSu70@$x;{_L@pwRSbicRsyCzR7cWD!=Hh-uf7tx)y! z=#Td47s3_gI=&A8b39|~jcDFx8fc)jVP?5tHku#HVU}{3^$q|_C=-W}w&IDl$lJT> za1R8Yc-hTZuKd*q<1K}kBPwkxL0Z#{^L6{kVD{*SR>TS`@GiP~*G%2MzUU(|WUEAk zqk|wh7eW+tZQB)*Wv!qT_n_~ZGSD9OcKp_41xQHjJM`@@iWtAjx?}kEfcE!qSKTiY ze2!QyMxse8482*7$uFwtDf(bnEj!V8j?b#^56Kwhbo8lVail!bBs;=0me`_|X^npk zH*3y0sK36JvsUr`hkD@QerWS7Cysg#&JVuqfoDhk5M7p01{0^Z$?X#YC?AX-jC+uv zEob*74tpVhqN_uQ&#oF4yp$7PgBCgOdOYHaU=leT#Y z?`H+FWkFQN$Hrl!2KQV)VjCACMGn!%>6^a{w|cvD7Ow0?A_upk8EpmHIWNU%%v|%; z&PH@=&iPYy8#O!V6E8s9#R`1-IUTZ^84>DdxvDg*67ej}Xk2ec#^Hz7L-XH%?$`ol zY0WBy2AQNo3+!@wR|ofGygoH`R~`8X@&()M>dBWKNhs|OI(^08KuL=2BJc3?Zg|iJ zQa}gqb34WvU3F|))Ubuzs+?pFEj8&B2|@!{1hFt2>}(0NkuRb$UWPqs938k>zz>^^ zb?e?Wn_cl8|I5N>-@amP$nSq?-iRSL?DuUx-Zz0KJ>xE`P^ zAAcmd{P)Q2zw^e6(F3u}^bTAv$@kx2O%v{qAm<~1D^S15{eq-dm zw=zd%kAHkkxJFgu1ctUZj5UC1gdQtoPGPwhggOEFH7* z#UOf}mmO|ZeI`__p{_p*X>fFI9JmKvlu?LYKd!gu8c@yFD?%ZDG&WEgYwBY+(7ox3pCoCYEgd^9nrl`UheMYJ2nVfWOSya zHT$VFvdMngNF69nhmHjL;L|vz#EB5pH$O2pGgB(Ia}YZrVhcEVh0JEt?XXLf8(gY? zF%}*x=59j0KP{PtuMN7sfyQccz+oYSyu!C zvx+9Z>&LmT00J&U-!~i*l0sPoqvbf4weQ7KI=h{ldvChcTh4YIomb52?~CH8BI6Ox zKxABuvk+oiWf6ea%`PJ?F1zY1K%G42-Yh%XD|-=)x@E`>RTRBBgI|JO5ovCheI0Bu zKG-#FgR;Yy$Ui3#h8IeIptIw`VhIu2$ABArNt{#ql@Q1)$QxM!2B(862`rjXR;uEI zr6@@V?MqpO_k$PI%>KF?QBK6*@!!qREtuFmg+5x80&q_TdXUO~x*vw^vwDLohSzxYC?-9-|QCJCZ(BS^oJ zivcE$m(+KhgS~b>q3Fv4733WWwW62Bl^EgUJkjhc-c!KSgvjO&zlF8j+|Ia_`9$>- zZwrz@#uA25619u34BQ4dG7@ z!U4btCCF&xOB2=I=)pOQ6RU;bUG*Ij5jD)?sQPoMY5*MK5QBMr9uO)j$mh^o{nDSB z&4KyS=2H0mH9+&ffE>j^6<(N=5aN2;$H!9*ao?zSe;N9{Ok`G(eOP?nz&F;93^$BQ z6Yg^yh9gaAteee#PE_88FL`1IU;toQxmz|o7vK>Fz6djZQL7S|uxxeih& zC@f1A=H((?H3VO#`>n8x1mPzd5+z{kcr$Hri01(+g21C9k=i7XPaJ^fh=bWEE<8R1 z02?ZXy6HB+CyZFS4m!h`0FlHArBmnIK9i9&dEly}AWU2tomU*UXU%2JkS_38Y+o>` zHWC2EayZZ`BZw{BPVakH9VHvK{wCJNB(&l~r`{zI>_Wvl=wwz6bbGr5@fOBKFIPpu zcF1tx^_+_tP9LXK@z&VdHp8PA^9LMvx5GN!4<>;LrEB!Se&yx%Lk^Wv*dqPu#pa8u zE?>)^c%Vh!Tc({w3irGS5_Nr!b0ysl`h^2GnF2oY3mlWP=-#wpr~JQw!YmizuTaYEw0gQ2UyHR&FC&vbxthppX1P8bn+0TE6WUk|BNk0_SUbVjWh{fjxfRy-@3el0NYGhrTlOW$v$LBaX(p#IYZ7<>QMA-D%w zQT0P)}(LULF3UosJRe*ATBIDmu=CqWK7} zU_N10`6P|No56dCN0*kxf21359H)7css5lg6|7mGB7`G$@8L260gPIYUtWFAn#a2S z(ABvkam znF2bB7;iA9Iz;2BbAp9IjV1ljugr=b!U;zDkB+X-`dS&EhYzCNIb|Os^e=3l<@%Fc z`{_SpC#W=d!G~hOa>m|yVJwNmpj=WBiynmqN4LGpXM3W3<`6Lnz8qk{jY^z?6#D zz_^074B=pCiHbHHSN`pJ{h-eSPu!bYo2O%sSm&LhaYtPS>!{LSPe88HVoUijTd=_n zWs-hab@Y?!f~=DuCH+g>!c+ofD~?|nXD~ZafprNn)T5j9ZgPK;p1$)MIif(a1?g*a zG^C+e#3IfgPjlsr4rh-7hhs24!Xy@Ag|R?rg%aaM8-qX4NYz^F4Rek;#+dJeGm3JnmTy_k z#Kg2p{=~6!OiaHPFflD|UbY0kS#p7cf-j=h$1hqdo9kKIXz};*u2;(;98^--2lA zC_|JXxQ=L(q zPOTAh8ckK*^ejEDHg<8s`8b<4i$!UBcPDOBU#Pv}>dyYt2VT%-XYaq*byd&u$tO<1 zC-o`bHJ?6p2RrI14hF5UlD6_H+_zE&ck_=I=OJTPyMO$QZ*LmB+_w5(zk0M`_x(lx z`VHsemw+{X5H;2#t&&T{ZApa+g&51K9`W3!~I*$u=KJWCFsA_AG->sRX zx<+#B(YLaIsQ2%WMnpy~(JI}qTQp`jxppVdh4>Sh7T*qe^Lsh3JodnTu>aR`KQb;i zg(qeQ=Ld*0pe#V7Ke?E_+Ks~{dc40rEf0y&40^k}fc3W*`bNcG zY(AXsg`rflYz4~fc#>|F(y?MLzssR=9L_>I9{FD@Umm$FY$#{cdLX&@ zqfYYJS%K|^vkgn<@9?nGpKCcZJTXzxeG^|59(_mtJ~2s6Ev=-P83)sb*GH1_W@0%% zm}T_aQRqP~Bko#bHg;h;pPuh;N;eJQG@Sn4h1<71ogwq%MCbmT>2Cqz8wxzO96Y&x z*Xc+3UmtO9+^}IRmLZTgwPPx~Os~2oMmf6~PZ0e1*5Va4H8q^_A3uGn(e;*$oF46- zj1{=Q2E$%kTN|60Sf?N29J!R;{%|q7W4tfFMr^Wf@r2#v5|4`<^b=+ee&o$R#UF=d zj%+25bL@zXP1?6lFT&D{>uob#dn#Y~AF>ENAShVd&=AcgZfh_(*z&H}St`VKu(`3m zW$_YTN?V(@aMB!|GFM$D(zdnMIaT0(fRLe2RdscK(UyC!<_DKSGrxT|HB8pC>Xblk zxM6kV@ieXbx$kZ-?SGxWy5HJWS^0_WK*Os9^^7G$jzhVV)}Qtl_jGtm*GbU_s@-z8 zKA&m-kKz7;&!U}KY1d>J)$6Nn_IbP8)~Y?W^@$n|9iAd%A#*?E%=4!8v~1V23=5k! zg=0y`CkP5@x-!PkwiWwnxorNyczJvEa@KCkx7H(t%>8e>gIBbQ7}xPiPBvS8tf=sI zpsaONj#8{;HP2Z$G1A_yqk;E2;7_^a#q9=b4%S}|(+|F}Yd{$5_`a>k((t@P6Nub+ zt>uVkw9J2d!aD9kLRF~%Wor&2jDvAPfbzq#MCXwFmi;<+_;bh3<<8FZ@8##O!(2A1 zYAjxoXVuC2Pd+NNH^ z?nSF@bEbvAxSiQbhsE1AB-OM2XwgeKp37LpDqKRdU25*;zkM)&jdaZ`H})-o^5uFd zh9m8TYHzMSICt(`Xe)OCGg6Il;@e&J)S*e^@xEF{{i_8#>WZa)UbTJcVhi$J<*5K+ z)8(^LH@;uJrmtUoRr;QGPg=cZwYTdJT{inKzi$yXdA@bEo28Z2LFXB34Ts){nF`n0 zFkfHa*QP=uBK;A5npL%`S_xs^Qfe3#RU@NVEXIRIHM@gsn+#`4wPtrjRc}uB#LB_O zEYV3epr)I?qj!ILu|9{wP@@^ z1XHhm@L65B=CQ|S!CjdZ=@GxOva*g(Qsy+c1Fzqb^=41N{#xyAryA{CQ(N2H>Nr&U zSdKmBYrY!~AD@D5u~#kr)|pQ$FGr5PKP*1}^xUNDT-2o$y_nap&&0&UU?J7xqphnI zL<|`-nEt{bQh6t%iFX--Y&yGn5kV_3$V>)zb%%X=xb!%JN8*|TRp z;YV&S>3ycE`58k-jbq5F3zcuA-4$D+rlyu^-FuGBuGwPm-o58AD6$?buLLV3Qu06D z(94~hrDyeox(nG3T#Sf_Fq|6xD)zl(r%i?AWOQO;B9&HH`f3*$Y+^$y<%;rR6 zztQ>lK26rKIlRuo0Wr>cqEX)%%j4t6k3KDCs)~wUyA%VXl@&#gXS6!RT}ZsVCx74R z3}abyFUJ^jZ-y{7T4dg2?vUYF&*zh;PAO|^ztSu7kC>aBn+@5rWsBIjF+yErlV=@W zQ){dH$anUZ5K$$q9AVR${^t6CWWzas)0V8XQs?o`=lgdyb$kx#K1CMKADS!4m%~Y) zg2d||T|IGNf@)5AKA?-$R)jIVMSn0R=rGpv$W&saV7;uZZF-FGy_K7Fa>lAoZKv+x z<2zU@ORYfepvKXT=5AWbW_`wwsuXzW^Tk{T8^0u4&*!k)R9>yT=BdsnN*;)d_e`u1 ziFe7y^*cLZ1lR^wjHh6yg+)Yg>0~2*n(TAwt%}f?=)e+9dHmwVW($gKc1z|&lkuvg zda5Daz*F09JiV>dPhjW*#ZmWj=<#>9_?(b045^Tc%y0h2Vhm5ShS#rD>F#$8f_R#! zbe7%x{KAn+A?(RCL~gqqD_QPo+vjR_xJm!e_UkUJkfO)uw;j#2x@O0B@%2lp>!_A1 z!^UkkcdFf8Tepn8JDDW|5vA%m;%%>PcT809f$<+@Jv0k*7H7u+k%I>}w=o9ocBV^X zC3K8dNDoc4X$!SY>fGR!%}#nXV>}_5MX?Ibvp1cgV;+9QFm$nAGzLpe=CYqKA9s|P z8Fl)V%s|g4{+|=El1)r#%28ha0m6Tb^F$-J5smWwBM-@q*d`ltD!yLtxw&X{W#ucG zF3YznmoLZr`)`q7F3ws40Du(2k`ojXl7#%fTU=bdtgNgl)$mDdTpXAD!Gj0I`r}i^ zuuprCw1+Ac9UQXo9&ULDq=Q?fGVDmfTMk@35yemp5=&F1rcD;Hn)iseO?zGDR~^pF z$&pY9JaiTtZZ99-s`4-AaA{GiZw8HTu8FnZ-+44|mm|-fJ)aTzm;(#--{1MQ33*XP zRW%CX?zvGIkGSnXB?9{Ttx4(5D(BA|wq)77+bl!!<-L1LBpGAXZ`2&6-_h~@s6uyU zyUZlhHssftZvp04S?)PWg$(A=%}g8L9IucV^%$6#bGBaVxqrahWzFUToDD-51Lv9E zD4+1uR3SFUf#lplT}PV!ePeb0G(d*#AiLmJr_r)6x+LNRyUZA_VwX4+OZUEqHS&Is zfI$6SX3gj~Zw|;;h08xtQBeuc$`W&CjMsmsGkn6kLtHfp=+K&*sef&{`Q9scfxL@K zQqx!6=xYvrVe0Dcjzdr?EG#5Q<6C)99MWrsdeZTDrynE5Y-UO?4n)+OV&~fqwI(3p z=H(CAynXw&$*#@$Sx`_yWaKVdYp%L_hS{p%jD^1+P6~0`5Y(aBm#y2@J!&}nV_GfU z24=4oZ2e=MM_*rGbSeYDf@SmO&F|8eu3E^*_fD_*--NF<8m{*25q;^$ld$!U~ZY`<1W}dAJIhwlhx1&ipfhY+a+i> zcv%-go2}i*$jAe;SY5HdS?c@u?dUE z=+|Op6*lP+(*305I-{K5J$l@^?elN_R)yG3tK^F|>j!FYU}m3+EkRX5H&6_tKfP*#mK(ZddmSdSTnKhC^4SFsvc_Wx|>$eKJ zy1FIwAjPN{XJHW$R`LMXDP)}TizcoeY2IJFwfa@V9~~oiJZ;2+*nDpasyA?bI5ge) zB%hyBuk1La`@Qpnth2Lo$wlwt>Q~FOf#&_UR&q#5u-IXo+!*S^bOssT zbsjc{wrbD0=xVHGj&mt~vsMN}^Qd3t{CO5B0mQp=&fIsug zEycp6rdwE9J=g7&{Y97Dnp=x2eTO#yz-F@y@vA1z&bbzUELdvYBcrvc;2<6Xc<2Du ziIi?<$>VoZpFW-LNU4x=Z^&!Bm1*Ej&9vyawI3iQJto~zy=QY=N9#TvyMg+;I@^*3 ziqed+M|bz#(`GTtpdRXr4m&-^R@Ck+u&G!ler8K7MXxQaV^8;k3FGww-FdB@N{mYw ze@gA_A+3dE0(SH>{CUVX`~E=Ci?2SQqZp-p%9r=EUEV00=T^~kJ7qm8e@u_2*^lUu z@DkaCeQ0;PG+Vyv_8O_^MXL|JETv)2j<$xpcwuNnF*G!sp#b-Pp)qSYeXg-hPBp6C zOR$HJnqM@dTY7GfTmCv>DM3NyH4?*zhbI=Tkyv{LliAh zQPJ%jR)@ACz`Nb5NXpC8B&*LcCkYYyLRVK8K5m#^EIqq!!u*|4S|2u^3Q|4ihyL-t zA=f!a@5vU{2Mt3Lr4c8qND%n)ThWahHyr4+3>)mc$s3d`p1SUb&CQovT;~{XF7j^Y zsQCD?>YAU%rX0psH;#KAj!4nBPq8x{j)NA_x|pRapXoG63sfY?S|?I-tSM$R;-RxASK~AV2o@I(+_-E z;u<1m6I(7Z`YC!+Jn)5}{t{O$fSwSVNFZZJT^xaNH!-^ zT|5BN!x)oo(mDafTdh1+W05F3d!*q_vZ|UlA|e%ongr+~f@T=HcWq^xEGIAQV4qCN zolqN|tX33HD4l$SH@DTieJRj78EV73YsS%<*DCm8j_?SG1ot0%w&;v!G;#byl83L3 zFrM*|;XJVoq*o#yg;Vm!a6SRMJ2n*~Z^$xVzWzHn0N36R+#xG(9GStIUpDK4wIP?5 z1XSdJG(9$6uN4;?d(zX>^ZT^Zc3op*5Zn#^fmdueactt64cUSWdig_R(SWqw=O|Fs;H>w z3-4)Xu66VlmwTCv398byYuAiSOrCOTSd|?l7+yic$(uX*km^>8f^`~$8P3|rsl1Mk z#;%t?1&Ab-3P;pYA`TkYJ%31h@ON!ZX&X{iQ1B#48QGldPlq|iqzyJ(pY+_cH!2*q zT9;$G&3d1nzv?RWJLSWlGkla!BdccYlbqzU`^C<5Np?mZddPeSbnm>wz?h zO93-8GcG*$1y{j66Z^e7*nd&4^wqbUZ0VUVmr$17NKh&Hz->?;Z|Bb zt9kx>1jv|GTZE$3>6kshA@$+(#?3lS#kkrtU*Cz|(-$5z4NV+>9TjBj?@*$F2^6*x;n^l@U2+qBN-u3dKymJ@mGk?}RYCl}L zHj}07bEn0uUYulj35d8XCwW!LH;+m6S}JDQ!sBO}qZ}{TCV` z^{Q8fwycY@$nK2{7@O`6=|>5ra^b>-sN(wgOJQw4zKQtn)4nzPqg#41bMBlD`=n%T zt)qfg-q833i9EUD(i^L%*pt<)r+iVJobw^P3S!#H_1uapS=$;K8sZqot6K$ooq!t2 zEY8G;P4u+>-n_DMhYfr`(|2T4)KWji)Qh|hs7!2t%@=!5mhxwx z2G3<)<9pOA@|dXVfU^XaN4PYbP0iVP@+Zcox2!f!)fll!(ul{m187)Ca-u=^yF)G^ zf75gdmm`5Yl91PBo6VKRA2B@|GI#kx+<9zgQ}19I#TLquryrN;t!QNzGI*qE|Ml*d{VmPS@r3B@F`tf0 z%B%8r8QZDgFC>o&34~3Rwi_EEe7EgQIl}ev?GADA?EJP8q!$HK{R#6JfdP%oG{?z7 z_KaHQj&IiwS$95`>q8k^_vTuuiiSo4WsWh#=F6Mg<*V)>u|gTc)7#t27CeU-eA=}B z{N)|FLxs9p9bFQe-0OF3E_XiHKOOE_-%mT>G8CcX7%DJ#LD%^waIyCMsrvMA(^j;G zdoeHN>K)Esvu1X7mOeCTq(#jzUo&f_C+y)ZJ=>s?P4g@1EBDcDX-Q-lCtG%%tfoJZ z3vv1`pV6^PDcHo}Qfe-nb>)$k*2&oOaknUI*d;FN7J2k;sIE>H;km%@dNy$?GM&$_ zsTCid1o~cOllyU>RNdm$B#1{YUl3kbKLx^|=EzdEaGu0f8Lm&Y@5^?xa5aW>^FnpF!ObdYxEp8(mOg3zoU(pVk%1E zDF*>iNHxO9jGBJ?AB^QOn>%~{tb{^C=;2O*P z*{k@L_X!YnAy84j;Q8Tgm0v@90kLX37$k|jYYTCnxTNg50^|TiY#=+~eq3&_SMH_c zK0DsbmciA6QfUHxhUTc_5kOrw<}d)DRizodN(!_NX3Esv!JJV=&&`6e-V)#MqvBS9 zpaBdaIrZf>U~(<$7V6i7Jr6Dh@#wr_w3Q$Ta)(qf?{Dq3?!(IWw8=P4&91zGidxbv zPP*6>dz8(0M|^a2kA?aJ>*fs6uBXbkD1<-KC?Cr}MX9{l;(r}KPD9YN@7gG!$@x39 zoJInAucYiNP2Y(jX!(f0C1PQPr6BCsQ6%J{#af+ z3em9HVK?bx9@D5qUh%1?|6;CX`GHHawGF8JHpS1+uOHN~C(GPGN`>uni{7QuQ%6cN z{~BxH%gFrW<7Wg5(%#b2sn&flQA^CR(Ol~RVL6f+D4@>Twcdy#X^Vu=6`OdMl_x&& z^^Jsba9O0)K8&-MFbai&4_e;t*u)QZ_sbCOQ6tX_6tJ9MVYG7uvZu^CMQv^E0!l#Q zF~{aC!G2w2ZnuTu!MsDwyB>Sdg@H)4uiH|-ebdvhDBP&6Z!~5vG4t8m<*L!H;$y%R z8F@v@xV?3=;7qyr?3M@chcsu_e> z9iAlmn_7yVLJ7@}PrWXoJr4N$&=kEY;?#L9EsiHN0-Ln;5=cJF!VqQ!E{+6u<~m)f zW!-wC`$eCs)?2XVW4QD^Clj!^Y!5le{!l)ZcQ<7ykKPA#sW?0VRv{jvu>I-)(FA)V z{Faz21qdqu@u`(G{54ytlr!dOY6orlYF;NJjNoH3cPaR9$QkO3OR7WgSbLzgd$ji+ ztJ$Mkqgsf4q1yTP?s|w1yw2xL<1cJtO%_uvc>i>dve*V@O`;e9w;nA5l=06RC2>Fv)N-MEVYpTpdw z*kdOZEDe=je@~cq9e8(@GiP27448-pDFWp52idiL=1Iz_`g*GoRCfZ3cHyg37m5~l zuzhGN7=$m*JLSA;2!)9<)Chv2rC1Q5eX(66b5R!{lAPDj&~UT0r8PzTx_;L$?!(B1 z)`c5Y4S<-5t~o)Yj{g{~AOhW!8nN3&P^Gpu=K&0o3{XP>0e%j%a{aok2iO!+jc<{# zzy3N?_v6z&GuUHo{j`<&l^{8Su5eH_-9dwEq3Bi7)C>l1iwuxzOH*?O$L26oYP!4;pKJis*^x0p&1){v2k?-u3X48K`0Xt&Vs#QK}D}EEm{IW3U#C8ob8~a^*SxB#s@DuUnC#8TxzO!}ji@&u`+!>-nCO>) zOW`$xL(;)|pBWE&~avs4Npe2USBzqQ6cZ+0Sd1JlKXyCBn1)F; zmW^@64tAy{+wyL5$5J^6S&;1REId>iuyPAh6;ScnMmeG4gqJT56G-AEHPgf27B+V3$0;wd?M{@ju~0_i(M@wq6}9fgmwNYS9)L4mb-Gh$tQ#8hTVQO7P-U zNRBHvZro_|Hn*a?8k|QwLgPsUxsRo#)zA0q3IQzg3v?EOT5@1O(60ryDGrJ`b z%(24reMdm;(B4$OOuD0f;Zw(m0rq9nn``cU{r%^W4Z-#sLY&)A^QO}3KpZClAVx<< z%7WV7a?t20MD~Qhz`*B&*&@HCwdL+Ntl}h@6Zxzfd6{nA_P{<7LU0}Qjp*;+Ex}Qp zAjSfVVm9UshUZ-a?*M!(h=mAvP@ehu#l3xd3FXKZDW}ZUVm;evl)2gc_M6xyLrjVp zL^xuA#eBxu0xE4LpJVol1NGRAwkPdjNh1#I?i0pOdb;yS%0zMX0NE*QyUaZU+`Aam zwjG;dk1MAZg;6Sgy0GS6{WSaCWLcrQcB%C>3S*+W$di@WM|#2U-*B~CdRPFO2C-7W zYUImFbZO$Ln0c#8_9he4hr3+LKP@rsD%1lX)=2+&P0(MaukWU}mlN~)Hr>p9K3$%y z&63p@8+WVl`t|yZ{pFF_Lw7T?7-M zIS2^^-ofMIzNOpJzg2`J5u7*=CyS-A(+Hme>x%qvUVvGa{A#zbq^xE07ua{@_0_%e z-|a8*iRtkq{|wa1aVvvnn{8=niHb*n(k3u(*FkMP6X*WNO*;fq7&HewqQw8%a*Q3fQE69_iyzuK zL|JcMJ$7X4&F~3SudwC(;)+-av}65&%P$(SoswOD1Q87kv{G4+xGLZP0uRA12&2)Y zKu0EJYvY5XC$IE`^J;Q}Ph zqXcxH)@mXlOOl zVXY~exoaFuBp+$E#$6wuIe=FgBjvPled2lebzJR~;CJwscFptUQ;$T|aE@G_1P|!S zgrb`HpyUz?eyx{dZc47emQUc7jF}nzKX${oEAg7U{W~gnm zk;E}HkM>Y!xHt$iF`e{1I6Jmw_)~*U3rnqaRzP-VYgP)PF zTfQa}?FvK;DUf!gTac&{8DLfg3>Obh@ytrBC!eElzFFWIs(^l2awJ`6ofLw^&I7)z zA?m`*wv|ttdA4S^v~C~dmY#kMow{9(jq16Z?GYKw!R9Zu_3>jx4lqt$<2M}u>?n}Nwc$0u;JgZse z5mHZ~7&u8b?+LXJzQt*x!+$J7OpgK}oH_aCo2K5Sgt{+Q@Sw!?(jd_AxflMH z=7Re_cC@^X5on4FvOWA7UiYF~QM79Vt@*7o6sfcQ95-j*t+ZfT5}tn5VED_svxZ5? zepou0$oAMqd!hQC2GGcI8NSUC{p!_``pZ@d4W`6VG|g~PZnIz3MIbb>xUAsMJPgif zS>bi8xEL;F_IgcI(*z@9Le0ri=^`RsQ?%RnCD$Wg$g0iOeGk% zdRU3mcyJsTSO$whS}YA2NU6`UjjriNZ{mMnS6|-`@?~CajZuy=YIB~XeM`X@++Ssx z-q2|R-pFC_ZMQZ4vn<n!tc;fOI&^i5)$2f9=UcA^7Ro%Ef5_9Q89DTnDGBG`R z>T}SWN?(K`Scp$8b$7dn36_oy-zBRgm;jYkHEhmD2}5=NV|9iGzaOaEy03X8$*$&y|B(! zL8gA`$ttph^6ErUvezfRxkl4Y22^a`MI1On{Y5u~d zYQwYOcosj&Ba^v3BaKRPK!IUXCC}Z9Csj5xOWeeNnI)ODggoH9G7IC#K z_Y>;gP6IsC;Nz6zBKp}VFUL{l^^6pA)DwW0X1ica0M3||hlB$ZP!PBg^EDyEW(oyd zw#$Rccnu!1YL5%(p>(3nCL z7!s==Q)#}Oo*dGexb_)P9s33WCYFm{Gk3%d6AmL76mx<`c6xOOjk@9*pdiW8)s;iNnQLnh%zh##aM?!+^Y!=>haSmi=tkBy0Wkja4KI}DCB1_ZbHlo;eP z(@Q81c;Tgf49gHsfH>lIrtddt*q1wAr|y5y*q4;}xufOcVj%u*c~kJ+JI>79lyb3C zq`quG4n8a)pDqC)u`QTOW-tw|_eZC!;N&+LY<}C~c;vJ_A&rm;<$Zu;^JZs^87MSC ztymOoUgx(NpsMFr%k;q;2xd0onD#0&x5SlBKV3()vh};)>{On#{-$1B}~qH@O1(wspNaF zYaKs+*8*O!Enw?};K<(ZG54^-D&uUvh(<~QxPuX37k>Ra^UKH?F_0XJeNQJ z!v4#GFqj6FITCZee^jK!Yf)NDN=pTa7dKubyKXm}xSV$xH&CFS9!E5ODX^-549iOj zr{mzp!EW$otBT-n{iEd5C!t!mMBa<9w+%@7firvNj3x5BTOgl z8kti6EOyBIx7`98cLFrb1C|u{tTn*&J6CVVKUg0vU-Hrutx{nWaqRG)ueC|YjN>3b zk9)kpx?8?t1wC30|J1+=6fFFcD*x+m=kfG^f0GY(tzBk-_Jxn-<>;a5#dc)6x!{j| zE1`TF72IFu>w=&Jhb!%pBb$51-Wl4gi zhSIG}p!C+&a!FJflYNRK-uq9k^ickx>(Q<(BXe8UYwPAuGFKFZMuojR3;sA%C|$IB z|NLJ)RKhmS*Ee0XM)xTTOVm^`3)hmOJyMS|Y&b-zf8@{qG`nB+!S5Cim2%4(ci-=i zOgFq~Woa4eJACcx)!p3OZi{%l_W$#OtflL$mHwM6nRlAB{Ku8@9%sCeD;FN#H-8CN zkFz>g0^8M}Y3FVihq{adB~pviB|ygWGbiw6qrS4Wm3tHKhu7efws6KL87<6-Cb% z(`?B^EllvuOj$C|By{8Be_M0|(|>rV&?Yhkc0CQ3=`OX*>#sO_e_zU8iTE4~0Nn!x z?|9S{k>^205ZA_ajW+Ng)(=ytG>`}Or|GC$T;b_}Sl-fF-ar1)ETfcWTRJpZ{8E1z zHy79O3&zb#t*pP1^^&}PZ_-Zve(BY2GQt4~lcl`nn0<7KTo^!quI%NyI%x0QE{^gt|x($NBoI6QoJ)+<(mgxP8tKneu8trmC4 zP!slm^n<`wxsb3IY?=iiJV-?c3m9>6Tf<*vfCRJORgsCQz+anXFTf?V1MdtDa3N?Q z+76)HQoel$T2oMo?d9T%pk!C^;YOJXWW#g30ux*@xJKxQ_;tML3D*9Sy_f+6{>2M_ zcWIQqp*|;H5U8-jd=b;i)492Mn>`s%QpUY6elxL9UyJMTQQDGj-MY1Uk{K~P|K6(Y z8E}`o6Qa<0j^0*}8(d_bt2AjEj!p6|g(Wgy~!=z&`YqNK3m}3be`$`j`8Ocltxd*$$TKon&HTnHc zfdb-ma^8)gfu1aQYL(&Hi>j9j_I_dip)tJSn`t2Bw?%({h}(%9Y@+IOcq=p|_^_70 zm@63FFL=f>J>9lxj(NoGuf3h6$8rx;$JI2o^C~Je0)nGYGRAWgErs{wc?Z~kpq4cL z@z?(SHa0P%XO38un^)4v3tMWg(RNv);(*D(Gs=-EyEWN%J%1Ikjlmrnt4KW!pMqJ2 zI?C2}<`TS`IT!6(Z2aIoXS0+B%dth$A(fO$96!D+4PvJt(b`Z=GiuX<>;elu z3k$wLr1iVTx#U1V*)I3O9jNqsr|x%maA{f!$C!T?F4rPC;miFp3P(o{ zR9dEAOm*wg_4soS42O{xtPMIZQVPdU@T;YsAkC`m zh?P*YHB~QL+`Y{22W-DvJ`2Ig1`%v=M^a|{a;&)?q6ULT8pGEGys)0oahfk+eFQu0N?9py88jn`a2XMlWA%N>_L$G1$$;}MfuIPhNlmNi)6`@Rf zf|n)@ak(Q!tblrtI8EE~a%F73l|0^=X3}^-!;zNe4}&k3;k+>t&X$!$1K^eLBC4>7j>OTUG9#q)bO<-0WlmHIgt}Vg(# zysPQ0Rn#mB6XPFKBhKU2xZX0q%a#vt7x*6_W|0?L93e%_GP1R1Mq!-j%k1!~{_^hj zGgz%rfT|)nzd6BRs2Yv`)2Gl^HCHd$eal1aWmdtxz-1)PjE9mHx zYhN#Ve$o;TibAn}ZS_PBjA%A3Hub##EVUYTEw$IAf4ET4l{=mi!Z?jqqoXPzJHbM& zo(~HoUXv9?iaBEbCuo8wo4Ii3oORCAD;)QU!EFqg#+X&fg{T^ydUnbzM9a`NplD5L zRnDHp{*OY~QW%k7!;oEl)S{-Pzus9thD-N?Rte)YME_qF8sMzU4%YvY@dA%eswbj1 zZKpP)n`IQ}H$2WNv8P|~c*xyI;g#yqKSKgugkCR`T{D%AOP;s)^ZOk;&hB(Y8y znVDSxjkHD!t!>ziF%G`UFK*25b!?6sxhP)OQSR)OM|#bI3zkcs!)59foJBi|76I?v z4dj!uOvh@6M-MnljdVVuNERjCsOvI37tfm}k8nLxluUN;tMjep5y^jLapTg*vg-!4 zL%V1-F|sENB&hvJWP$HP(K3`S)JvKj1x5l{+|42dqyW zP-rw*b*)o={Izgz5OMDj)ubs^zN5(VNy{un-kKR%9rr z6*sOvxiiX``44{65t=F?~>| zW!?9Yu?+!xw=`Sc&`GgY(bJ0rH?vKiGGB(XDMDaoHJD4Rk)JV9m&XJe|x_W~Q7{&+&ak&s!_THsFA= z&fJk_aB30nmln1R_P=k9e-HW^#aXK1-6mEH)2*-#p%4Fpi%TBHq4KLfTE(_!h+?d} zti{GND2y^|EoEipaj>PmFdWo^VM{e@5v!(RX&qBnSFGRg?Y5LWlsON}y;m*cW(p-0=gyk7UFMX4_Hiwx(HbPQypNao;2~mmo`E4gRj+IdIF!Rk z!UGe?Ig>`qC?=J(tPP7gHoRfW52+K%Ez=kTDx|SqPREKIn4M*S0?ULvPlLYD`t? z_NYD=#cQY~N=wBVzbyPcI%f%CX>ssE3=}Wy*rn3?h((K-u`jz!2t|j47aM|m6a%Yx z%M`r>V_CG|FV)gyUf-zkiH+P`*cBXn&r zY1pYjem^5#i?^5gThMhchVii>M?@ez)e;R0ts!nLQag9b3{mFtWIeY;pfXj*-lh;) z1ScQxaC37H*t*VChY%p!gKnlu!>FK0qU8{(9HJ$uTy3eOjSZ=Xbmbh>FW(9V^uoFR zu_DrC?iK=VE!R!}i~TUmg}CFRksAz7=q(r3SYs)MP5&S;R>97aG!}zgu$_sCkN5a! zeEs8|s2-e0LC%VZ-^g>}m%m3R4&@v{q=c-;jQ3PRLkMZ4D}%TpZZhJNx-O|zz)`g4Po{+r0ScwAC!6>MKp{z^od_JId|fjJ*{9TFFB^@d zDRN0{mp;X<$X|Kq$H4B%Ev7p>wNgjDf8XJs#M+(oUjz>$DK3Y9?J}Yu!QY^*FUAvN zQu8KlW7Fj>&M5ac*E?j&>ja(Z{z1Rg&tq?^y@EGbb#7NQg}Mite$oC5m?u6?S!I&^ zsZob=h97WbcgObwLN=#=w-re(=^EK1SeO{vJSIh-AiZ!7=0{!9i^|Fot_4N0?hdbc zOxy(p(w4$^jv4~Y^b{DS8FW5cNfVKf+v#@o(LU@>&TVASZ?^7?dYJn}N$L__+g+hX zK#)fqdoaJS;}l3hh? zOg9VOJ5K(wq0~a3#4w*@Cr>_%zYs?XX~6hBz^h35>ZZReTyR5z9g^FngqpI+jZm`A zpXWkNYh>x3RI9Tp&2dNPoyZ2JU1vsC^?EG-iUl5CZI!EjYq4vb0W?}LC84t^dK z%=b&c%vzaqP&aYj?C(}Yl_kB*T-6X$%ut~bq?H8UR?cNm9Z zqW`(B*H`Kj=TBd+4==zPSoZKKxjqL9#OxNu?K^Ou)*m{_(Kvhq2!%9xQO1799>_#WC0KMCNCF8b0@It0X7n|}*9)*Mm-~fnjI`>b?>mMg#9X^NriSXO+ z=RA5GiJWN^nj~dI+LIJ6?oAYEG5>h|&%s%L4aWa1hl<_J6u1v&kPce`3zn-Pv_E2g z+)-4Iqh>zxB&pyam2=90G1r7@^0c;++qAh&%;{!E7;Aid$%`B>>zIXO3i{ zb%!*98N&+aFJc}HYEY)gQG%V&O@x&IC`)q%wJCH(754%V1|4EJ| zKmIQv0tsGaTLrv4sfqyA0r+_kD?Y74g4i}{QA>n^;xDZ(Kpx?Aa7U-K!as2D{www27DOd`p z{+(7yzV>UKr>^VQ|9c)=NC~?_Ojs~1 zYECwy$)4C~o8MY>T|eZ|!me}sFTSmvLw7?+Q{L|{cy%79$S0Tm$E`{|PI&=o=E`4* zp4<`l_jKg@-~Zy?$g_nw1f&#VWHmK|O@sq*oDoL$?Acd@-EEFU7@rp$`0U$=O%~?J z8xq0nX)n-2k8GkiDZbS!ntj=4vo*=@{;59+j7V%6@kx<)ev)Bf!U^r^PYgsB#RD9g zV<4)|+axpgQ-bS!V--3n_lkY!dXv83PIl+so@v z`~64MPgwgffh_-J;X67xX^fn6hr}CAw!oeF%h@ z|JX^u^of;3U5nua3SxGYDxcjDg#hI9EU?Vbs3#Td5BJBIar0`6eV(e%l+>EJdjr5ccHojkuw_Txh#=HYIy0lg0mn zNGjH5{6p_vedr4l5!XMKlvJV*{k@rP@y+f(Cs=2-{ndiBlc`{m#Gu?OmXVjYfhl2epci`H8DcH8+ z;4VLh$r%Qw_^_CI8-+Tp{ z8oa83j*IV`>aA}s@qJXZB0m^iX3w2gSX>&l@bEAHxQ}gO?Y19k`udDe4Jo!=*^NV2 zVC*|;M!Fk~KKO7E_8#pBq^VL~j{Qb>-t;$C8n_LR@rz&qnQ!(mZOyp^TSp2p>ynl? zxW|H;ObiXrqEU3%7M>1rs?Nv$@rjum>1pdc)7Og6+dck-AX6JEI@Uo<-9XLp)ZGcO zF*zmTV@yW5&$FtiQ{8vB0mo4P-!=AXp#L(6%F6jbaa$h>ttlxTWy^_Q$bncr; zfMmECY>2jT0!h&<(gnASot+qgnM6KgVz>u-lD$GQWuo^&xI*fwkWKaPmzI`3DbrIv ze*Cx_ooDY}tkUbsra0q*bhYo@v*%Ywx0fiB3oe%o*#{QI>57gdk8>)vD&l=p>9nVI{jYRu=|Ni|W@2JQ~*mlyY8LQoP z#x6bjFOiuTn0}%?lXGpIrdwGbY;P=zL0o{^U|{u3`9FlMYG-q5N0ppB;WDIel*Ka+6U_XzCWXz2y7)KjW-+ifFZ0}lM!3gb@uB^p=;scaUVLWn>5Co&bKvR+keUY z*@bMC`hl~yu^QR^Ek@VrooiS~Jd{u2*;$)7qvw4xPGkFu_Mdu?fuq6`3HA`-rw4n7 z84=zhs&QA&+`G&k()uIvXvgB{AO4w8uaPH-J*D8mOfaPgZKMt(?p!4_~O_(Mw zp$>j?SvF&0i=VG~yiYOnqqd$O_J1rhC@k7*nq*;kTC+Z-;BAYPmS^P(U2I0bPARci^vQd;>_RGK_4^qK*CpAiwvnZ~7l}4Ed&zCwBAHCbpl{_ba^m`OE0y)VQ~o%GfDC?p;0c=7f>a$R5eU z$gvIT4W^}i{^NySYNovAmF!V+w#LTCn+A(E(V`~}3?gM>Y~w!m`5&}AAzR=gl;zy? z|FHEIP*Fx-_b>_w5=wWYNQY8_w1kv&hk$f{SMP9W8=D;Nhj;q~ByPSHO~+)GtndKL|gscyjJ*(sz+ zGiK&T^m8&4rd!xQ-W%ZpM!vP=59i zD|YfYIT_^RYHT*R!a^nTFr0Alt}4-Ety6Ci)>iyPT>veyb(z=>SB0LGC_hHkB&si2 zAg?7V_ttlrXrk@Dz8HwUght@h=sQousVu^#7S$4@J{0BD3%4nNYXk=OTzQA_r<`e# z8iIGo|Aa^KbA*4mm)Q|A=i~y0xoE$j28kTD$h{oSZMjQDVuMo91U% zUGB9~*VQ?4=sO6*1g^gm=(_ixhxHXCsc>(d zaIIcCSw;gH+ZZzIypcl9chR=Qp?gUHCIJ5M^AGwrsP zs5Hr?GQ{6$o(*22vE0}eajU;vJwQn?tg^WN!p!o@qBLf)l?ql{;yV75@LWGTrE&_~ z%Q{cBhh$kdz7y-lrGsZ#Bcmj`7b%Zr`1w1- zB%S_eE>^tAUSb$cS92@J;r6(y4%NGjmer@1W{x!$Y2OadwUf&LS$wzE*ztpeigtm;&$9RB~%xI}ICf%Vj_ zJ}tIz>btcLyMwm#HHm{a+qd{n55)_)`}*W}9YT1Pq4f%{1RblY#3M>dZMi2T>Uk{* zyPQm5F5{f37PLBZrvj`j+S;tPDG=jkA2Hj~`LbP4o&3}Pj2=RJ?%%{5HXd|sMP8@h zqQfFsHuqJMiCfKLHA%ps=GP>EYmw9jY);pQ61fFG!C56^ z3n2hl$hqWZ6&5~&Z~e@mZ0gTLnEyY!D5j13&MYv z8)_270${gYaqlvE!axi(W73Arn7Fgnx)Gghs3&QO)A#;LY$H&^QDbEt3^)JN zi$s$;b71};Ikl`pq_vMCPX#SLT{$WxB+;=v3Q*7^k zyv73>v7k6kGgC({%^o3ZEw|4!_RKjzmS8`(=kjY~@#@A_p64vV(&qG(p^_0tPA8%+ z*mWh7bB-H~<^OUSF5{E0+8|sy{;;Vrlhgc9D)Zm7Dg4|hzoK~Q}IQ3iiN^72XU*l9U|WAM9p*y!$3 zN16PP$P&l2?bms{b&EP8I`zD!k&EM}@vvF6Cv{Vty~`)&^LqsDUiTo=WsLoA68o0N z(ic_Cbo7!+)f|`M5(xYu{QMvB1B(ODzotsuQ-^}f)9dR`nhwJs>*$3!*_xO(6(J`1 zKUN<$tC%JBihh-{=l*zSh(So`vDdiQm74L3#VP};!=ly6TQQ|Wy98^Og-w;!e{D4J zuFO?SXUZ(TsO24He-bHPY-KeP7lj9zEi*uW0*LKD4jJvrKPF$1X&Fc^-}iHHWib*77F5l+P9|$AuH%eDkHxhb^qrY*y9xc z?%m~3`md@bhPt5&&L+9#P-F9jg!@4EkEt&cS2C(n=aQpv)(IbrtLtJ*pQ>;Qm0Oao z2{Fz~*)q!GE#N=iaTJK&er!VcI2y06pjRhev%cQxI8E?^e?!aOd!{y2T%yMIgF@bf==B1x76nOH*nhjO~ux0bFGmg?SB1cM~FmGtG` zcU5(d7P{>2mLE$w%TaIzrDB)P8ke&(D(TdFpK+E8rLasy;!RmOjMmuM2R>JV%$D~U zDM(mM_tfs$_d>h2cQC8F$vJ#9lCOX^E9};MVF;v9zzyF08wy1NR3fd~TG9W)JDG22 z_y@8}RhlB0GChvc(W3kM(D?gao7cz;CjCGU;jTSb)!H3R$eELmRplRGaV243CFzT% zLyYZxM#RecY+_E9CLT0Q(aE1>Ck2iKYsdp^R?24#fa) zfB;e6Xu{=w^V4oxg_mCLf0YBF&PW*NY8$BaU_5V$Mu+5$nip5Z!|1~zW6Ek+nq#Y+ zPNs$jz-sg3oq*2F09SF+o#s%+P?FrYt(@Oc4siZv9%86#gZC9%tt?RzgK4CGjT{AJ zx-^ZQS^24IIcw`Q7#aZmeE)785l(1$CD`EYqsobN3;@jpkLT(icubP8H|&3f@nIEO zZzs)2BD>3^Ge?o!&?P$1oxN@$$Er`tU}L41U&P(t>Hf;6xglF;^@N2)kY4rK9*+(K z1Gn-nu>VdaTT@fGfG=Q6Xt})ifUCaw5E)~pi~!_x7GmPL4XM!n?(93> zQl-f7cCk>dYa`3PEif%gb4HZ56O?+3pFu^ETI7?+6?CFmO=zjmw-%8P^l-q^y!L+~ zp@3-4QCaQG3>pgL%?FaS=EHMD=}OJSOp|>Fms;`~IS=byn+Y!WnzJbkuMm}~m5CBd zmu(nrkJ<6?aMhLxuN7m7rJAPo$8SDjA=Jblm_IP=zLv_D6I5V`IqY#Er}x=ZKmp#K$cmRO$>r6xt~L$5XsoFgDb+rikOi=6Wun6vb{^7YBe z-s&bmj{5!Ls#d?Yri)Ucjs1O%Mm1!#2y<1J4LUn1p)S)CLyODZeX9z(EP{zD zFS+R0N*u55iM=hIEuYY~9EWXBr%Swv*0wzEEZ)6T4KmgqU?sl_q?L3&fbR_kh28%G zZu^G$QtYDXkL4FMgYqLV^dI}^LRFo^{dkEyF1l~HIA1{eh>k0M=UNGt=lANU>eknv zG?B>aQt7ppP#cP5q|QjgP4?ZdgNyr@N9m+u1iw(CCfl#NY^}#DaYKW31#8%!$LIKm;X!$G6?myRRIgB!W{Rmv4-+G2V20~2!a_!io^c972W9Gx)POR#c5RSeEH<+q&*o> zKr4wt@8Iwl6iwftRRsnMfg&!a*_N3VE6jM9h0a<;M1MDRWw54Zzmtx9egm;GO&5rb zs{Gp3J*$cUs+Dqvl9{`>--HyC02;{?7<2H9G*C9)0b(BxDzr;ToK(`B0FfC@oRkY> z1{&5#JvGxkbn1AR8lHNZg^{>DL_R}lx?xw#(cM0eH)~{q<|uyofhph05h>c4?t|8m zOW#1+6&>-0O%fqy8Mu{o7%02vY6JddRN0E;Q)WIW*Cf~AlmeLHII(B}9?IL={++J1 z)3thF?inqU&X{3wdj9kcLFCF2aj}`1Vj#5O4YH;Ix~~U+dh!!4&;A+%V3pQVX}YU} z<>&(;dBL})w;S21`KP!Htn&uSHDk2uk#CV-7J;THAM#Y1#2HcjQjY?mV5anOI{?)?q0_miiNvELfr(YtE}7KOy7n zWA>WNYxzeJc7Ix*%zDf=W8uv?0uBu8DOg9ITc15r%y|v=D%H z@DD0>W5|z98Q1WA5!TYzt0)o=tf`qS11lEjJEd{EFO~X@5#nKtas-{hk=k`73-EMB zx`b4&2AkDppnSNmAtZv|Ldj>kr*7ALbRB9rv2nXdNOK*cGPW{d3bm}Ue*014v3z8G zZ0*eL|4jNySxvA0+~NB_wSM3ZA>Udw%L()gX2_#{-Mtwk$ojdR&c)4EGIn}}x$mV< z9}m-E(Nnfgi54>~;dwc@1WPI_VXwLQ>WmM{TLa=^;h3{edV(SnC`0srn0m$vA*ups zK`Cbw$cBo0w|Q#VKgX@C>ZiSCxgN5wYqETb}$2yOS&eAyca;US1mB+|CW$#G5b%%6qv~za;l-ao?7wYS0xp_#hkSK$yH@*wUR@}QO;M-R6mHPGI))H|DyjN z*b0{4bx3yYMYK$b4&V$5E#*^)DiMByrFJqYFiT;`FzlBXjW5sTdF|jXN@y-lJ5^}* zTz!~;b#Q0uHSi#E+&HX*+gxX4G+o{*S`c#Qc>ST>8XNDgWqd0})>Svw73Lp?2!|&H zSTFA1n<-Pnly?QCsp1*Cw)?dj4q&SSf-ntC*#d6iZ%PXKkht8vx3-kjK-gB8R87+< zFZ!zYQDP;?tKZ_r<(cl6H0@0Mhl9&6)X#}nZOkMhigszc0Q|HB975T=YDJ(Vrjol@ zWZE|$V_x7-J{AMt&iBPE4scjv5q#JXIu9K)@t|jqD;}O!;?AhzQJ+3XZF)eG*+ykuD z?-_Yz>u-mvtmODKyI}oJ67pN9PHZF%*?RGpROssY3abth%#;#%w={F_SovE2=brzj zjlxP6+H_!(#{XjWb=hz^>F2Sp=W~8B7G>Jh#ah~S>`5ql&wXi9OryBu$ZF_)D%(R{ zc_A0$SYJ<^i?V&v5UnHixrNSJxH?=c}j4?}SOCgS_g>a zf*!_GX)6J$$Hd9|x^^WQ{c=XY!mv_jyMO-1py^%m7;H4E-vC0Fe?jRM#)qgmvFug*uy ziu=Aw!?;H3o>(R;M(sS<+qo<{qieb+s*zX!zMd*79pS8Sl zW^T^HWEp3IqM%`Oo2E;(zQ0BhpAKxl274hYcB&`)gaDu7b?djoUGi0VSK4`ceB-ot z2FK%S;Z_^$iT})Y;u3yl#*97m{7BgAFH{sBWdOzilzEVXAhZ3duGC;=BumKuAZG$Raw|U?WWOtt_=|H;_ zecOh=^&$f}_m?wfWSYqTz(`0ac@JR&w5SGu+ znR&Y8SD1wBT$<}9+^mWXa&+tQFpQ7HKK1p$D}tyCc(iKoSQ#5Y)M%MD$~$T#g1GeA zDfH{8s6NHk?w{GZl(tQFi|xiaV1Dtq6W(wIJf4sz_dEl9OH{%!Pz(#ERYr#SA|>c) zQ3@oPLq2Lnu1Y+5H18u(++avmW$)Ls@}X!6#;rb{J`2LpRb(#MHT-gu+*E1>Mh}GF zj@5%cb_~rYn(r@Ml8nTXYVS0kbg-`+24!jUKI@umY474nXGVHK$`c2fVSfHXU%!~; zxb^8*WpZiP>FS12hC98Ax-ndZsycDxm*zj^F>mA|{!UF>=|X?$WNqgag=ys1u^l+g zM~Mo&ZD!Hah1|;5-%`0jY}%f*yieuvH)o4;0@8$Z6%^3e3_vH6sAJ>(sOplY3m^&* z!Hn~RZo&S~CK5i~SF`DhX3^R9nkHLCQG2{9oxJO zC{@`lwnV$yCvK(QEw@w>QLCQ;$8^{h?O=^Pc0I9WfESM+*M8oOu36PmR;vJ16ETAe z963FcBVI73)`BuVfSv(9@d%`VA-_ypg9DXTEe<4gx<23F9N>l+|D1uTTYr>f;4T3O zowEilV8(dO*KUPgxdO#+V_BaWKEog66>S>fTNHne3LIYCFSb7YNr(zqQVY9AF>tJg zWE5#}&fIXY0N4m6xBE;-M>DhGX+eMYy~%Phnr^NX=9VbDDX8e!smGB&xZVvj4YlIu z%DcrU?tBCy-d9ZnG{$+eT+Fif5}vH)r!qOcAPxP5p3;Ba-c`1snA@2D!*Xnr+r7p^ zGCGD#sC3N8`YuVUsYFk+==4!vJ~$ioFI1%8fm>)>+i*HWRECk%c?jAytFl1fYEZZf zC4;E4TGQK(b3K!dnw9{X9-#e^9!Xo`kEJ^W!y(w4tCfgTmeZU)7n3+TXpg6vBVA)5J>@Z3;>+0q* zeV?pjs9#O-EQ5y~9P_8G596)Ya6 zE`vx7v)Oze$`nulF_=%d%Gfp8sA55XFW1?9U{k!o09xph#`Fms==BMzXt^izf`3~p zFFtes4hU1VN^_UNo~humH6xa1x7<9WUzn z6R?XYqMLxYiDY~l=ThcAYwX*JK>}d5lN9QfBD&fw%FBm^Un|7{l*LvTdG{2V>h>>9 zNwtY|KZJY7M#VrrEyNg7Sle3yw9y^4lI~UGpTNAp^{(xtQyvB;Zqhn7&4oS{1sQ)s zq?pOFp9yZ4T|5kKMdmTDl%=$Fc&&r;W4%<01z6vPM((X*+F%aIjsQt7+|9mv7jaBr zkifVAjJz0mRTMaUP8eswwWypo9INv zHdczd%ImAEPZ>Zi1Z)%(i>#cGk_#?>)w;I0tPNx7!1i%@pOlIMqm-lstI{uTjNAC8 zGoUn1hM!N{3%j6ssMqd?O}rO&Inyk2nSJ(39z@CkWSNt^RHt5arUFrTgh0WCeY6Ig zK2iCNWZFG3xOTGg4BA1ER_pz)(fjR3FMq$%@=(&dx7m{KmZfMsG3&_|S z6hYDK>WCO+g2ii_MxbxDy?=WTKwR@yl|lolrmb|aUYLO1-kx#HnoK&cw5wE81#wPQ z)=V(0`)N}7)0W7={rc+CBT*ls75unMs1ezBqp|p?MhG@g5 z?t9IvC+SV>Bn&o|HOiE>3%J*lI}4N#A7E@Q4@}Hz?T*)D5$^sgAW-FQ1f26vX~!S& zCdpH_g~gTP+$G{!wiTFHaKCs^%p)Tqo*P}JOSokkT~F>ABzd5MxJ-xJ;#A zeE>op*jC%1<%Qj<0JAtS2W34*hhIgzt65&$^-cHgjr==lN(n|5sTZ!3 z>KpNo>nye@lE2;hk#U!FV+@Qxt?K@bjPyDAdrH1friE3$SDwZXM-jjG4nJlDE$fmeXL*~(U(cg2g&H2|&!gMB6ot!J?)L9y`C310J=}c3+cYQK z%f<0BMXZ<0-lf4`|KgbV)!nSpsR#~I{6qXsY$OpZ_?P|ENL8tRp*ytkAtXVg&^?8M z$ z6E#{sh#kianS;QBqB~N4>vT0EIKZeK-KbhL{Ij+fWhYLV0(gf<<_PVKEyEzRDl<~u zs@1YkgSd;S`Rw#<&7t9zc z9Prc;_!9iU_cugy^%P0uI8-7Z=YI}dR)w>j&C55eU;;Du0{Ruc4_24z56jXNIh6_0 zme{CCVm(6i!W1KrH2Ce}RqDs4TY5Twd#)kko|WI5p``94yTXjd+x>N&-)a@j_mBaWm(`<*)4U86<2%(Keob zAo7<9x8QH%Su1vfjx1S239WENr8^_sXp{Wnls4H>5X91u?HT7SUJTC)%AAd^I)7`K z7RKwd*>SqTg~`HBf*-WlJJUK}DXVj{H%*F;aC}iX8a_1YRBC^Rf!rfJ!eM7$6AXT- zq%RpjbtzWT|8L+#<`QLN6MttH#Qv%(NVfBVghLupdN_YizegT=^*m;?@`J}RxqK8( zC1`k99z%u38oIc7=gv^SDe)UweO|SsWLb9Ty&i0PA)x%<4e;6SB#NhP?Ulsl!aubOBPoWY(vEQHBKtA+;e` zRR_ws8chhQrF#Uw(c~jZ@i-eE?%QW{=Has{8J_sFRO~&mL=A0d8SJv48^3;s6vjQ_c4p9`q9SDxY7dT_kcFxadpS@v)io8=1_)@@bVB;e-Mef+`+!viII zRPNEr@0D??YbmNI!%|Mfph`buyC{6}6uO??j=-Oa-S9c7Bupjyv2<>RU9fIh^r#S> z>v61{+Vde>Tw_AgG6eLRM^yInf?flXpM&`&W=G|lQ z9GPXN^(pMrB1v@d9R7Sa)&kZtbMoyX8OwA3kIGOR{i1FBRO3w?$-13gqtvLhw@hKA z{o22Ch^&P|Iw!kvAJX|zMZ~#cV60v7#GDE~URO^8zbrTZb#8WmdGQLXQ!fM!2KT`5 zulkau3#UuEbkx6k#ox_K|9rPU>|dr4w4zm{;{a|g$wJJ$?r1|I_dIB08R3z9WUa<7d|TCMe&c}6W$ZJ(`Dy_?vhKCP=8 z%Jt*}f7iKWkHw;yV-9dQ_C$!@vRP933W?SgJ>OMh~Rnf!6g5-wXmEb(GCA8{*w>Hh7c_M;Oy z;Y@w=oY{xJG|0$=pRAbJXIMI*BGkzH9Wf1z2h`&SUv-ylg?Y!=P-tf#2{hA%`84V| zxRh|06)R00E_=HEe?AvSXZ5qNsjBc-t zH#D(_%12CgY-k-o)l93(n3PIOWQ>}J>Q%@y_lOh|S^J54ic7SMwgqA*LSn1ck6~Kq z@jvwTBZE4-YLZ47_Pd9~hRhpRwCMTrPuKma_S6cgV*c6=6)Nn3p1#$NRDt%S*s4$` zX|VYQi-+-MHV=S{m=JE2Tkb+rqb@wP{-F{YGizmePYP) zj{Q;3d(`09{9%=ovTrvArjB!@b;&DRIWQ1N*4jea$5+~cqgO~OPtIumHYxE0$z*Ca z%<$gWFQR^JvkQ)=rVqh?g%PBbxWL_Pctkp$kabakVU$4*%+RDEyum{9C5KT#jNw== za>}c4Mb(rH0}m%pS`-A0wDntNU8dpmpwFWXz^crX_JXTCT{pteGF`Ps>+M1kQYqGkNNm%;2k& zSh=1^hP113Zgho?4vHy8hqz~zB|bugl3~%_av$NOy>V{lmX9NC6W46upT*IxrXF(D zBQuq`n3tecjzKFy6Dv>X6=h9q+#I_DFHe_j2K-Jt9owGxVi>g2E{= z|EzJhlnIT^R)R-;_t&;M_m{cfSm@z7mfs!Zf+{rBiQ})`2Qfc+0lNf3lS9#a=9~QV$ z3}Ht!&C{=BrmkMOQTJG)I|CPvN^=jok^;QzhSWVDJWE0>oX+_N|Lw;`=Gy!}pnqy(?Ys|&s}|4N z%tmIsN;Ra3qP}y#WOPTjl%ph6*Y*Z^*7JWu_R*S^TzlAglUGpd^>>a+m9q*N7HI^3 zgp|0#1UWMGC;0dh`gNtWr!SSNek*1>a%BcrIbjNQuAXqiGz<&hQAa)frqK2dBhVdv zy9`Tx5^8on{_Zv02l9x0=Uz&CFe?)Dp~>6061US%77>}h8RI<7j({}{;#pRLHT*!U&5r-$ob%iE(v5arjcEe!7_?x1- zP-fjS$dp_f#0ckiJF2CezdVtc)Wbm{ha~@R#cBHwT=@PoGG(mfqNvQ{uc|wU-22*I zckOPE-g_cPP#L#%#EU=;`ARHSmmg*kyN7xCwD4+^FU{tuW@A2KHg4w^%#h%;P61?>B(gBSEncu%gQJQ(FcRa zlf7S^_;pLtOY>SKd2-X~n^G!VzGxh^A*4J&S;kPhZ}8-c#+hQTE4!k6Ys`iSeB>e) zERM)mczl+5>{fnY*Oy0v^8wKGuV$wbX5V_jaNkAgo((xy+$|?5!Pb3m*Eu*i{B>AE z&p=OcUeIQF*M|h|bVaaSx$vs6T}c=14V#)K1~wjHZaJTCZlT_9d?^$hBQiwIDpN2b zn^wfnt>kA(no{Cnc0nym%MkPeGbD-9ux0Ce4F(yhVpGRF?`-b>&8vp3@#(@mF(PJA z4bL_koH8^^mxfw6V%PO_+x1&o0^r}Xyp1R-*d|}-@*(^hpTKmwtZ%3dBq}J+Z>rhC ztRJ7kz9Q9rv7I|=F3-_7j!%x8!2wVXKQ_$M1mJ1cn%QpA0mNbF0|?`!wflZh-zHI zw4RBUk>_mopym*PX?(Bq7=Wev1m9WY1e13V6n=_oLJIc)5KYVkt^I+Bosr$phm;1V|=1*E*B-P))J+bmI z!sPmdwnR=I%G;E#lhx`hltMsi|$-3!1;6_3CpfJ zEgYK>d?O#&+fuGmDeHtZ^0;W`P4;N>W=q86sV3h8DpaG_u-TL^WkR&n*dbeVPoxKN z&iKI6>6{;sCs!~{B0V3g7&53_^LKq4taBe^54XqLj;U7-O4iGVTG|bJ4EJ=jte2%j zay4c~m^c(S)6!(P8ymH$hcT%CI63I%4^@PXAZ$RV5I~*Z95G;t<7Bembmes`!)#24 z2s)8P{6K%qhx_213U1rwjAieAPs$c>cm`9QC3ku~*c8gn#TEQ#TtUaaukMSWOMYd2 zz1zGXQzF_Ya2`^>_rDZ=6IkqASwAy`uyJz>CS}_t0rG)BaZAZY{{X!yizHUt&9Y;V z$x{VbJG}Dx5)fcbg>zqo8S9~cfbp;FKx1CIA!d{9Xow{fXC~Die-eN<;`Ao8VbGo; zCQ=QXb6(zGIU4|vJ!Fdl#8X#BbRZ%tND$<8-?$nh_%&cUw;!lEbv8$TKN%Hdoc9jg zIyh-;Y^2Ot>UlGwJC&Jt_PF<0W&DQ7Sx9#N(}$|gW{fUtBzxB?WfT=S;w(u%fbH;2 zYTZlIOZIFn-_unP*tfHNcWY>q(7 z!(V5rM5Dp8!o|fW%rJfY+L$K9=y-q3h(`WKhj{{O$7vCov}L`zF1>!>nYU|H09}kR zvTL+1Y0h$m5!tw0H9KG+x}(cC-${Y~3yF=f22;a)F$Pl#w=4tYoWDq*J()Ja&dvtB zUv~wQ5osdeJOw*iJkQLUngJf{+7MGx63wpR(wT@UC557QX(E_U+GVK`sVD)buZElA zrAD{L_irVwRh!?cd1m_ddzx{oPEM;%o>iXJLl<%W)Dzj^-gP0RJa0o$D49@T zP2N9V(&^C)pFxO#{&l`p3jImKz)!;e+LJs2ibF5-hgIs-Gb!MJesT^YB_{SaAkxs% zYTP>ooq5Q3?Sw5UlZ=;opJjD|W2+IYZ0f43opjs4bI`L-ZZyu6LT8Qud3deRrngRQ zJIl(+Ev1@%nn|R3i6Q2-=a|)TwRq>FF}bk!zA-ub?*h5?TPSFL+$`z&Q4eKJ?|nt5 zRoiYfbi>xj*KYaB$p8|5H>A#Hl#BmMct(7Id-#zd^P~U*e z_3Y6LZ_1;N{mkySUeE*UI-$$RtO>!rvDR~|tzG{49=%r&LS?Qa>rk&L*&NPcm-17d zo6hx#M(3aOuU?sy+>pa!Fs9Fs9{XO^LVb^2Tcd3IPlU2wacFk;2%RU5?|-Y%)#(yC zZ`Bi}ABSp_ooBXQnS9&ba0#t1*|xquru@_{T82oy5-mafE5jh?Lx=6{&@<(xlsX4+ z1MB+Q-CYv|*Yw06J*=wzKn$0?aP{U9S%)+~?6R6VbuTdF_PZ54MRbLF;)&lEx{)kk zuNv(f_d~BW#(?16S1+cJkHSA76>`AIPZi8L6l!%M7P>2%x)hvb^WGOb_vfKpaJe#S zJ)eq|Qr9O$-omFcg^ipf5sm_M&OKJ`7&x()0ebbnARs*J-@3V0Esf9o%KkQpm$ z1=T|h_r2?ibaT#*Sw_5k$OAqMSuU$xv_wNfHb1+{_GZDO-7QnN;8CCPf= zC%hcYFW$@}_<_S#U~T@0Zs0T*9>i}R%`p`|Cne`aS(ioQ-n=o0J@&Prv)^R-E%nan zZ5R}>`K>3VN9-xevEZ)vhQO@$+~ApEfjtx~OFteuo7~pu8-HU>b_`r!dlSr(GSp|? zKhqy3hz@pgOm#P`(tYyv#(ee&Baca@V?wu2M)CU?s_<-gQ|(8MN_Tc3pT42~)5;x9_epAj3^G z+~UwFzSP)$9ri@*SyCLVaUjkJ!!i>!xmYkJM*Vs0k$+$yub|p@c<8r8CSslDeaThG z%vle3tiaYw2?KY5;LOsf>hRZ{_ztL^&Nxjxc7@J*}Rd!|3gV7=(LZ(jE;kRu@ z4xZ?z_dX_{j!}u5wa)rV0B@TWIw>ziFPw*BNMX~(mqo? z3SQ94VoT^zz&t)x#2mkJ`}K>;=h_@M%f}ttSD+~-pE7$R#ceyD+H1-Pga!8b{_0f}Jat9z1AW$I=&uBn1z#ulM$ES#N(mzC{2{ z$Vhy)3VhJY)X*s}heHt%gieiwLb9$JvY_L4qii=g@SfE=^>+6P_c;&G zItN?!jW8&|VPFS+t=E0$6?Z4CFwpF^JN9Neb_uj*PZxRmCk}KrciMDXgQVCqzQFoc{P^X5oPQvT5z(agi2R=Qm^_IGaBbnB>w4;hg1WPL6xgL+@e zM-eL8Pas>589jwl&u+)>kSAQiW+n)Vcd>vp0GDp&9D6kleT6R+1E{{j`7NLx0Np?o z6|jJ6>4ICCSbyjh*;sszmvPE_f%m-C<=(3&cPr?z(e#gQp3*EB2}JTl7Z5udZ;}lV zHe~IMYLV(Ue2JJM*ye2=?X-+^_F8Rc1ad$rGEOJOS}kv9jTXywpzrU;zu|c-f?p4X zCkDJ{?g87~YU{V6o9o@yo4U%cUjwr4F0y)HFq%(pu!ml2FS5R$yM6VuyErud%|dWY zN=ka(n|1vLfK@{~J1kpp_~9R@0otDa&R>J4ULzJYzt8S&7bR=7x|$YFSm7VxzunmM zyC2S_0y&bf2^$WmcEq(rkk}&P>m1{hfC7MOcn|uEzJbmG&KZWP#kG94GlvwxZQy(S zOErg*nEES*bxbGDHMPW}trdv;x^>dt?pgHbccf;>TLSpjh_qYqZ zf|stN19!DQNGJ}ki`?@qw&TPjEs>xAYakxit@q^NoUtZQK1HQLA0+0df#tBrWC|OuZG@aVj~eZKJ7{y7})S?{v>BT-~3ZrZom1*=BJ{rpO1Qj^m3w(7eJ}-)D%BfUknNY3ms7H`S_i|wA03ks*sPfP zteGYdwCSI>6P91y7*Spk37%HQ8t=t&gy>&F^xN5PM%m^^5B?&+Ik_FRISCHZ$|?G3 zI-RjLubODU*sX@dvJ-s4h^hP#7#@M%!>RCPj4gbP)MHZ=2>-T@U#tw?tl#l*g9F%Ka)q=S36MAXnw|Z@|R4ZfywgnPPnCT?w&)+J99`KV~S28GVe5 z5h(V9_f5oMUYNWz6+y3{Y+%PwAsxOb45*=B7SKT5LB0DeV*^1%Ot@p8+^e&nIDiLY zP?Vlig)=Ok$@Dnq14BdaAWPr5d6~zio%T?3iI^}Sw_XGjf4k}|bf~T)4AP1Pn*E;j z12Tb7-b9-+h->tidXHa*b6*lOmm$(Ex~&yLb^5#x zLbW&Lvpe-0^i9VC{eI5DNkHL4VCA@h#*4N+V*hFl`2AqqFdJhBs!;!L!FQ*J_rFmE zOv}nVFXeirqhr0)M47I@hqEy`Qs@-Z_3MJ9ONIb{XAWIwc34Kwbdz~7dl}c1L9O0I zEzQggn^$IT+9v45=OytJO>@JXR|$==BOg9SHAlQwLPD`B|AO{VSQ;=-X1#CbKXCvy zwr$;y@(ohuG;`q#BC$d4Us~O@96j0%srEk-c%Sak!PEBUKAGexASXSX6zHkFMpdE{ zU!*gAhmoRb0fY2yyKPNNZ3*VBu`9!EU<~#6`4(d)#OzBw@w`q=pap-Yb}WWr<(g45 zITgYE2kS(PO@ND0unvXOr{v%XDPFvymyG~tNbos`cDC}>^n4FY)U>?Qubt3;s`9-s z8dwEnKv{0xXlOqZLeIEmkiw?N)N>phJ*3wn^$lvK4i5&e^!tFOX(FjU+cXrPni~q}UKsFQR8E?TaT!x#2kLqTCAtdcn zd*5H{+3T7z7tX?Zivm{ic?Ee}4pF$EoAybs&lE_ATPIaTPC!!d!3#9F5=D?ynp%_O zm`vN^!03@c`!UmNTB~l@*!AQQLR=jt87TvO9VG+buM9C%fBGb#SK-N^raqC9jEr&c ze7DWJa=e~eg$c?O$Uw-9es2^W<^YdeA>>F?nzxBgHPUe0(o;z2eWR^R3xb2sgjX% z3P2Tkf*qcB6LR#vj2#C@3j1LL0~Z3lTS1qa99dEgY{Z?KSTZiU^*mCm%JLr59PV$#B>RJ*v( z5QOjR(DC7CaDaLxFniRmpO5CE2O_PL1tOE`jEH-gvBw4`k`1zQQ6s%0#mIPpN{!u( zgUQz3>HU(7M5QU{xSP5z5EYUTFfNZ}8Y4y**8B*L8}966A5lNe+xTQ#H`f!-+r^Qz zp)$@Hx$f-TDIj0!9-Tc*PRax-xk$Zvgt+r<3^%&001t0(Qt2P9<_A}umX3AEA5+k0 zuV?}5z9Im#8UQLJ%4bEG!a%u`?4y;0avOnit_#T9(jPMqlD70rzMq4Esfl?DNrw(I z6@t>Ax){rQ8?ED^r7gROQQd0fnbz#D=i`Pq^y;LZ2sOw~GSa4Qpc)E&r46muzg^Yu zehe_4p}YIblUsP;c7s9}YCnelQ)pf8!RLn~VkIiWnJzG}mxve3z0pyRvjd^~ouq7vi0!onWEnwX0-z|Er2$G{BmagWl0_#AJ zm*k5UAv(*63H73E^|ZiytRAQfU=j zh$$a`yB{N%0v22t0lwn8bIB5k0@p_Pz?`%_mzI~TmmVA3R8MzNP!PBWt;x#${8)c+ zwmrHAdn1#ua@ig5h0k7c#?AFuOSxq5pxa4nm*!DROQ2;xKQh+TzNn0P!Uh>>#}=u% zJ>UPGA{L5~+Wb>6bEa6SSwiX&`Bge2Wp5BT9lpPH<=X8xD72Xi5SN1c4}x|c`p>j3 zM>TyqtCEra$7|tPZ|g0pEjm|0k#o*aw2-MB_BfB@jIj= z{>h&cqoeFMZ;+-Q3ZzZ+;MG`Pwzc~h2BtU(6DQ(CoBUwO1SepvojxOG3bB$nVQ6R= ze1I1g$kppKq25legqJ_HNgWw@^j5QkUdLcE;A)JK;Z0G6W3u)mBq$etv~&#achLWJ zrz0w^Ev#b=Z-)K2NWXg8asJdnBKsl+%o5y|f4cwO>*%}nyYtp68`CemKbsH!*p%G5 zS*oxUe_#N`{wmef2a`sC6Gl&O5t+%v7K>E?1tVFL;KX9;Fwy8W>lXUysk3BM>wr6i zgz>toHBDe}Tc59HE*I5nQfsx__VO)7O*Kx-8MZWJF5^YrUlNi{@K5k$J6HXX*hJQn$(^3wmJNI# z4tCQYPK2Q40Hf23ZxiZ5_a2W2R)cykKMTx#7@EkQTFg6uPgwm6X?I+@UHm-pj&<{g zeBTofF=A>sxNkaRV+rPuTCAtd1ay`XUd{+F40L^8*CYf`rqQxIct>ik`=ox)xPOJ& z6~#rB$ADGi&u-KABj*s$rEA`v-zn?Ubv%(Ayj{;a#+v)luXyRRCy$ zsw_<;`iJ;0+MKlsLBaJ09l?};w|0$=N}hDYKj>(~i>Uvk6P#SuL{?hC_EVDhK@GER z5xu~y(3M!m>l~}*w|U$^QlxE{I3x1<$nfVRVyr!_ER#@nEt^Fxrhmg zW%{$mw44NE|A$iCta8`=|3R!ycy;{siDtw+o_&b5XJR}sJ@j&E28$B64k5dxM>MPl z$@YMHC$LW)bRlPT8OGA)2aw~e*6YaE8@PtjeOP1J9=Fc3$R)77K zCHvX;U5{TIGi6k7?S9o59?vzdEF_Qr>YP#a=8r{}0~ZCP9y+j)l5``i$zKlHK0DE* z1fxYSekhJIjTV^kuCy8Sh5X*J{axSjOQ0=qmHFHB8TZETwF*~}#9fG|1QmBcgLDiNo9jdqm)eGU4YOt2oj&J~Pt z(=URY`t|eRgY!dW`BPvQc5E|d(mY^OwNE$-XjNLX|7 zYOFp@BM&f&Qpv4oTLMjM!tWPV_?)I`v`DXy6kJJ^!Et7IO}~sYa_^dds(@?nFe=M0 z0WA>h?Rw{|8Ue1)l@Rv<>kRb4#$)#rfb}I4QF{QkH{3P!#5ti}iG9T5R^m$!FDJcS zsFeLH!Y^30OgFC#kxbk@^#qdmWKeUV4?fRXCJTX(pe1%SK-5IjGy-%aO;DRpz1}Uq zcQW;Fx7#v{Oe=q7_jyQ8R|umiafWatG{F7VdFfrBZLJ5c@0h=rOdw%M?-H1WmS0^Q zNBNk|Ic&(Orjsi!>Z0!Z)AYxrT?y8kdvN>TIj)vv`}vgbT0QYuj#B@Azy#=3-Ge^&UR z>}yC0*aWHHpo7P!OTy8fz=9Eh1VL`p4JcT0+W_h93i%4uZ2t-}KRQqmT=ynz;06w+ zq&WkD3AOZl*YK^)YUqE2z^xjv1&0KjP6}wKADco%3>JOgI3hk0mBM{=S_8rLu%9b4 zeZpaHWnNfbo%S##myR2eRBeEaPyUXmATp=G|NVX2Ue6WxvndW=dW514w?qxA4xr@`=zlTajSC7?jd$8%H78JMu%SE8)%m4dACgq)*7U?+wsw$u# z)rF0wKa2ouTeoDj;n)$IOVYkJn$$q=br8X)iq});;2~KqCf`x5;mIvQy5$skH&M9{ z?QYlUDb)G0xp}@I9I~E_nqDksgGpMo<6A}*?xIAJ11w>N z3570Q!7fP0Z0E3%Gurr5I7jHqnrV;V+Awn5;j$|su^DZ!ivIcjyI@%bFGGL|BUi4F zU)m}WiqIJaAZkB&9sV2({v}f&yFi^92l3gV(9M;OdU6rc|K%%v8Rn*yIwBc2M%eF|SknPm3SNQ7|QDA}a-20mGe6LeYu^>r6a_;grMTvam1V2fA;X&+I@cOcG(C9#eqpP`AFC@#~L(XF6rW z?izp~ayWE7B>$MZ_$13f@B7W7qjA=+!!Avk_xVtFvwd(=fn-2E0f;fmW5P8Fj5lb# zze`>CVA$!&0@Jg-_3r`tKAhy{OM)SPvkea37?(OSR-o9>4?*|rEiE=Mfz#(L-2fuSW>H`+Ql>2BsL2!K+ob=}= zd-DeTpyys?`zeCj>BDl9nb1NT9)FWmWd#%g&hcwEGlJYMbO#78&1B^q_0k{ZjQ!cz zi291_gu&#bQu06v%*$Ja8gNJdFpF*ht?lyiJux3=o%W~-zNIf-d34$VgaD6pU@NQ+3h!W-a=U z0(H_rGQ!VAOnGnn3Mf1P?*Rgo(f5dHy1+gy;}+GgV~7@M>yG;Rk5nbwJ0_-Y@+vlP zb?uz(fC&2o$&vHKu{*)Kxj1a2P!&~D7CSETc*e|Tgg1*N-?Z z*l00jm8t9WNrxvlUn*Qu>-?~b?9T$S=+l+|g=Jvd*y-61yn1-GW2i7Q6&X%C9t@ua z8?y19C>p9El!>U*NO&nw<;!is8Y}k?#>wr^d-BS>?}v#m@^{~q#3zx~ct4$#qGfj) zqHnQJd|(9DAutc->DZ7*U&R~qjSOBQ8hbukq$_2*)#WIUh>V?1eWj8b?zE9=Cq4US zdBL5V5R%8eLL9GE}jd*K}86ZnW}&ILbAVxu~T zy&n-=fbz*L{N_HS)>WNBd6tTN80Cc;Mke?^PfRThQ}A_8WKo&uWnGFtYoCE=*=IB0 zT?z`##b>Q4%=MX7{l%CFtE*@`2#fPt*{g>a<>c*JW$yEz6Bi(|2D7m6RalXNwrJXU z6j&tRUE8)kDQ?L*ge8JUVb<9t=^kNYSTQKCv0Wkx5i~)t(a|@?V|1dYzeIV5!XW}@ z>y#*_ckFKT@VL16Qrsg{X^_gQbq?GbL?h3eAip&fTmra9&<4anQRn{U(NSYz&qCvN z&Kl+e#(uA!fw?{$I*Uk)O-GMpNk%@@SC{>gKA$I^mknqyc%u-7EDb1>&gex@#k`4)eYBN7Fpn-BedePq-9W#CcIdkP``9r zA-oW%X#g_x2*0@Gxv)vy*fH$p#)!=!FVLAiFD*YyB-xvr(X z6%S}$9A4?Jik46x9h(vFF{>?09A0d8>PUWDCVqGqJbSV2*xN)8l_j?gTj<@)T5CsC z7w-{K^Hn;Di4yTj$E}=yhWt76wili0CI&hT0EZzRX_ag4t}eJ}{WP3B0(P0%pqh2N zbdP5CCHTk0`n{-%8$*s^ybewTO2ooy)*XIJyP~2DnxH=o96%(mv98+cu_VetuY&Z? z)I9e5^{@s*!A^hSq=tXZNG=E`NjKJOL}g6;b{_`78!s{*yg{~J11YoS$z11Dl7y2* zEF|-0u$`nE8t=R|X{(FQq(~acDMJg+CB%W5^eN+L$u}iBNq@QP)AF5>R+>CimuJVV zqjW-CNgwHE7OS6Hlx{FutX$;H*IxV3xaF4#;_>$?ll1hX&sOL7%UNqEZCip;ka9U>69(ig|cnNUshj3yShc8mR(#S%6^<&QJ z$*T|(wPU0aS+U)Z*QoC5JrRj~q7@AT&VzNE2rd%$V45BgNHpQxj5(NO{XXS~9J<&x z6&u{Bb-KU$w|rce{+@15y2{b5yS;rEyAAhAwzA}Qw-PVJ^A>XN5}x#Y!W+A)DtzqQ zQs_G(@!s(K+qg>$bL`Tl+h{K8yFAUYuokoTY=f7@pZSJr;AQ2&xZT0lhs>r)VhvmQ z{hR19-F+}oqoqlIp2k8(hLY+3)rSr{7ZX6p?))QRcKmW%RilJ5u1{&IS70E8DEG1>>#s1&r`yGTW|kK?tP z-_B&AmEYo(6RX%m15h)vpWSgmhI0Uz!-9H{giz2m4-}nA5am&TJ^V6W*wVKu31xiT z8&GR>eemy&S-hJmr6!ECXS%Z@A=2=qaQRopAA$Fhg`oLu9h>xW_}100)OsLCLIOc+ zd;)Lt4#ayS+c4>O<)?eAX!*~fVmoUs-_l^2VqyjZ=#wH8IfW}O6yCa;TVD|TW3~Nx1!&PSOaft*)zwJ#pzJs)dk4Ejsk^9oj)F|A zo>!BguU|M#vLiQF18MJGq?`}x31cjxQ~{1esPnHwCG>$!0I(Zq@`=k%wxRW4bBPLH zu5bB#;gbZ@HVVRv)W{e24J14hV34LsLr(h#=5w7Nw{XHCYQqn5mIC2QIK!5}i`fY# z|Ng*8Hwi2CQ>v5*!qO+2*1_ZQp&>KSywFbscF#a2Bg)Wz2zYQ@wjQT5Rrg&&*cN!2n{4X+xC2E{Oaq96bvHq+Tz{EF%sY<$-+?|PLUwo z4UB?g4@9~OxqO(anc7Vt24Zr$XqMgaXEL&T^8G@Yhut(af)WNW0TX7FapNbejE_*R z@wAo_N}f)tnwzw?7i)N7)($N#{q`z)`6my6fj_xhy_uUT15A&QJ6k-q^&I2D5E>pn zdZ#5BX24ZrwV!LQrY9I^{W>@I;-_FF-_Fc7`JekY6*NhB_V^pz2dj2|(wXNG5_l6E z5*rlIN*k3YrFVSB{!g6V!cT|eMofjJQ)-jEll)8u?&afGU?>|aqq!{de*RQ{FLG4_ zqhh&qET?Y_pH;z*niJf@F?`tRbT!n^rW}hjt{0mlk=)$G%eN?%qWo8CXj_+0lp9Zly zI`@}J5IlM?^zGj^y&mnA7{bm82#%4mcLgE?+n3yipjhqL1l#i=8xsHHl^Ox0eq0_s zXhkECg%*vdSt9iDN)UU?p0?qs#TFlmsty=X=^?Z_e7D+RG|u@>g`J%sIW8jOw6AC_ zJPFM00L9^&?8G$>?`8b_>hm0DIMgn=>bPa!>;92^#A2ni&Y~PxW5DM5K|u{XU_Vp? zNs28#AI&Q<4ihuo?87h)T);IR0_?Wbo<8tosU99c@3e97_O&SC)mRg5Kl>tpEw@-d$TZ;B0F*xfbt`vXq%M~VecJ1)7W z=UHsdJ>3n@rayp|Y#8wYVXjdn9`wSD+;&EZ56dENH-yE9ZBqpB?CrX5jlUI-C%rtS z$}^N6SXU?sVI9_oOrk5WUw(bIRK7qmljAoe`sI)h;a|bgB6dvmZE{v|8Uf8XiK^aT z0(Q9inlq-5t9{&o7w1Wtj8!l_w9{t^<48;9Jc3( zesep!wK()~L8>%wmY5<4U9#we?OsU=v+hiTsG1290W7XIZ?;)f3S=Z+f6^5P*q!xK z#B;L7u10aC-X*)(R~g?yJ-$oX`hD-zx$#EqvDGa?&17P$P8Zcj`KD{lPV`P#dzHFZ zi701!p?zQBOyXiMWx!jXk4T@M{_2kS2tA+B`R53Bp$q1lx(6u^1In-e_uC@Bf!u3I zs*YMR>n2#sP3JyssmHGOPO&FqM+#O`)_Zn}K&)BDhM-?$#IkT(nMjyn)HCDtX{+iiMO?^=jzEVK6WT0~|-;#Hjz`SpYH^&eOO7trW zFvLYHdp;98`_mA8OFq5}9m?4;LTwtZ7%lvpyWgZ=EIQZVy$)!KeM$2--8$TMQPPrL z|0uYGSe|SE2>Ar54?h_OE<2SG2}{ptJ>a%ip1j6u>^f?9m(JReyWFu>-t`1ef|XZ$ zw9~^>BQsaT7wR$8!{D*$PT{dLgah#QXhI2HUE*%TtPIj#dUVxG)VB}KrPg2C`KcqX zG<@qeK7OsOS(!>*GZlVZF?GQ!eNv;LSD+~tDlGphMx*)hbYj`STyS-Gyx|(^EcS-S zSpNTQ1oRXspIRj<5pX|c-1z4G%G4bja9y7lq&`I80avu-9#|2uYTpdX;9TEX%xvU(B5NqEA^giiu- zyY2wrQk-YIcZsIaq_(CVvN4(d`V$w4b?ts3V?WRlNnSAKJaL5uR+chI(y3ysG@AjU zmnABc8b8u=egAPCvCzoTSKdb|1Tj*~v`NaSx2>o#4#qO){-E7s=~iDn-Ak&3mKhO}|Dwoq7P*PPEacep9r-!Y4> zUW;jNTUKMxBBJDrtc|25ph*P93YhAw4+YW_Ke>k719?vWn%<~S|806FeP4kZX!bz+ z7Io_e`xIS2nK|9|%LS8^!tts}%qk!ORQKuMx)hWsWzZ%jsY)$VQ%koHaWjLRRuoLQ zS30aYRsD4qe*DE_bHW_c5K%|a2KP~qi8sN{RF4^#e?YF<&Tg9Nw%a^*QsJs?XqISX z1`ns%Hd+W8NXl!e3!7`8;>2C-{WzL(8y`L0n}QLuiW!AS>w?lVJ!Yuv3VP%A0pMN! z_bA{oWnqWdzt>5QcLu*1EPvmY>hL`8fjlwlx+Ch+IXeg|`2F)cJ;wUgL>2DgNfP=2 z)X8H^jf<@L{k$fB?1Cd3HX1@T`4Y?_Jm0Rbd$ku8Jxpzq!srMg%5EBm`4oTrUO29k zLTUBBckjDe)C&cy&UK;*7_wFnEisdE7AJ;@@I%Bd;Y#2`7KRAehf1S1KVFxlH>3QL z!up=zgl+K45sKHi|GqJsONxNB2(H*wXn*60y1VN;MwKjc=QU95xh|w^o@t7rgg~|W z7yR{)Aog_MjAg&xeVxj$RTJ0rrurq9h4Uq#?1rkNpm=SvMjZ7d>&Z$h#b8M|hsf|3 z%(q;pb}{IhR~0PB0f7<{;DA<7pZj%hqPcBamp^)8F=U2g|JZ~+y4L zmJG#EZAFESj@ByClJ1f{pfPnxdn9N88oOihB2jUJ$aW?Y=Jf$HpKk|~?B&N3-a(8v zFUU@&MvA?^sPy%L|Gs$D*9| z8*7=(Z~&1DPpHu0n+b|k>Re}l+2R8E0(2%HFxtD(P$K0lv2V}ad!!h7xE>?=@1@e} zB_goC9a`Jy{?czgTTUFYQFxb1ELsLER};yn%kTJ>{QDGrKK?yZG0<*o_pHlDp5~7; z(%M9mnPr&5W75HIf^5oz)^(G1R zcS=Q2c-4m$#Jm8ZjKm^Q^hPWt7JpkPQO5REs==aNLk8LrShfCcYYJNrQmPBa7WlE7 z&s^}qvw*53p=3|sI={j5#?q29nbM7MJqO-~L%>S+G^a|{P!b23So=xUuzgRkTHhMyr_iGAd zzP=t!g>f{<^!dpLlZN=@115jv`l4%c;Sph|WT7+nGMjm>qh0f;7A3yQi183c-amh=o9Gb$4)t1%eZ*_m{x5>7ID$wRZl9db(p*m=7* z71+^OI3TdW0~Wmz<2Zq+obIY~J2>tzmB7qpNe@Zp**e|&bS*8Z0|nQ7{Gm@({>&Gk z0lg*}Ye#uUed*P?_?g7NMed#%49O1v-Bum6EKk*7ax)aZ=P z0WceX)ZF(C8{M?)Z$pb(|0>YtC_0*8py6o2dBDAYc0GgxI4u1=tXS)}GnOBge+oaZ z_uLWTLaieT6_YpXNIPqJTW-V)FH>t#dwOX3(;?RK$E0h(T4%OAd*|%{nST%{+-dxp zRz7{3zHRknfO2fA>|(J(E9j?(&Usf!iu+2(pG)po^H$NAB z0(x{RyM6RA@;>vU{G4jt2}^;8)XIV%%g2ei^A^4$sOSO(%6XQc#x;fFT1Fl^XxHQk zac(lW;?&V~aKhJwsXR;M>6i$4yf7c1xpzsCSGx)HLF(PPIdr`sr^CX$G=JJBZ;!Hf z%aufs3?!;y1FDXNQh4-#W>`IOwY_JBF)zse?dU>MZzWm(MV1WdX8%S583EOOwaa99 z>&|R()}Ozwn5XyXQ5<@I#R=tGvK*V_iKXWoKl{B`{6nPD_tL00W9js~o*Yqi%N7aW z{a|QBI3TL_Y6oFAvjBpzW^53V3r`4VHid|z=guUO6N?Wv=)E7|-PM0j9I2$_GFay| zV(E#)!tqJisBa;e#F_CxcQr>J1NC`kg~2BWazo@xftnt|UY`gaDYThP|KECbjcIDi zqABlyQZ(Uxon2NBKTpXJGWPT=D!0JQt88wThkdPGi^(!}v;MfoLUo_Ttd4-^b}w1* zCdbG^@ZViV7ItxA(pCaRaI9X*J?gI$~fQk>6MAcEz= zQAFd$YcwMxM1lWT^u(uXLss+&u5R&)5NUZp=`? z)Iki40C&%5X5ySrsbVQP??V`u8S4>H73HbwM+O$orC#V<6pRiLd7mo%zDx2Ix>kG= z<8UWbYALl-{ETniuqCID^zxeAQA#UFv19y;oZ#sMvN`E&BH%Uty^QLrBf8UxqzrF= zTg4t^b&f^kqe=MZ&*K5FDU(6Qlltggn}!V--41qfZepaUPBNH|4b0RS>bqVEHGcV2 z{#0Q^;^dHVio&JM9l z@n7f)6Dcim^zV{CSrf$;sZ2ariK(IGvOzlWw+EHN8A3f28!4E1~9PBJTC!J2L)IN(298}Vqn<$`Ph&K6t1Iu{k4x>;e1)dNN-;~V7?i?}E zcmAS@ffC(ON2#`;ol~=&pp};Skj5bST#CTKzznyK#oHJ!Q1d~KmPaihdpc&tUU)2p zUE8Qdl?f{CJPjnnr~i%j8jGMbTwt*?G6jMjP;m$OKBI)i*agL!!I~;= z|6MFkyL2Wr0PyI@hr>K67(fW#`+dj&ptWlupbU$Cnb$cc7CSsS_=%TyPFly?+I5Lh zxrRi$j9vg?3(gxNf34dD8ua@$_`(3){t~{Ob4qRf$U8~1D4TAmD+LP`r9%S})pEW9 z8FZ6BT0`R^wR7_MWdj{*R*C4(RXhWk zTKH{3_3;X0koj+Bh2vAVBaeGZ%LqZS{<5AvRj~5Ii#LvF4i~_!uAuR%vTp!G@x|}N zsL1DJihSSn#AwiGUWYyyoe=^l4leIv0rn2?zh}RrjDawDn#ZNMh&Dxys*2FS!weo< zU=bNREc0IL;a#l}+>zR{MFKQv zRUIRT1DnZocNd~Hop7xInk-B(s4ehoLp>f81DjCis8@uBAi^cN0Co~rhF&$Gk0c?X z2-CXe-@OImz7C#!4TofmB%D&I)WOM%;JEk9mtwo6HtgUQ??5=;)Di)P`%fWs8!p%L)CcbQ!!PRlRp$?}HG8qRQd`r(gs}UtK5|2BP zQGXs{B`1~9!*IkCdU1}C(vOactKAybBG`Rxwhh24E??6qD(o*we>SKR7nbOv2pn21~%KF*eUOBng zY`hYGYSiF^b^F}WWv}FFvuqd5(GM?Wr@U5ri*cdy2+HO zv7|M%N~e>nKR$Z~&M^a0^Zqx$inZzlx6V^wB9$@wKf}%P2SeYompfN#?%O-@u6M@g;&dnwJo0I6 zFPN$F#BWZ1MVJJZP!$P~1+JVMOPh)!%g5WV6x%U=@R^TI)f4C=hpH`@pqXxgZLz^D zDTAO%mKy${!=+PX#P@QT#&n8+6%0ZEvDWL=gNcjE0E@$1+SSqlU)<7Y22JVYJj+l3 zA*z9)iY6o(`nY+nxvbPczTRDKQ4azd0jLME+7dyYAHN35L*f^?3^@Sk2C&6|MI)8e z!Jh?yy$$^VT*)3p7C^aY4}ihbA*pC>8ll2C)eauK4#`bl#`h-2wER-#wMrJGYQ~9o zX)A1Z2$GjY^^qf0h(2NC7QSr)##|CP6q(~KadA)do*rS#+U%VL+J-Bu# z2mU0tE`xk$XhAwew7O|3$}dNBQSt?@y~{+t=}$9dm194@NNWvHrdq%8^l49eKk8-5 z4KBx{ug|i8>P;bTH{bG+_*SiQQbC7_T;^DMf5WpK7} zM?2GjXsF)$l;oA4wej1T^m^LLOY9VJ`-~F{3AGaQ=#bV=343Y~Ex02QGuBZHfhQD-UqGQvmb{S9p?6Sq1~<0loN%j&5dDp{htYDB!sGH@@1s5 zA_hH|E|%}Kuju3<3_;*!#aFZ`Uo@PzbWy1JGS18-vyQKeZP>v}S1XT9 zI@#~b)$+NO?6_JxNRSusE@V+k{Dm?%`#WudHTE=`_eL}?+2QZJWNl^z5tHAl{7$Vo zGX(5+#2;>o)S(B&6z-pg2n47Ko20ev{FQan_HwoTuxVMeBtIrzP9te@a=M(rmuril zgp|XRlD~6*AX)<01-E-49f~2c~gy)u;ez2Q(c#pRJ$bvAgg8_9 zv8JFwE3NsMu$5Odb7tJ|A@MmO8mImJdR2n|Or~f)&w(-_@#U|^R4+hrX^!-d-9EdhuEJw+wBbQL685u$kb|k{ThY#a9_MQs)T~MJiSMj;hZH^?~pfQXb z4Ao=9d93pZPb~Xs-Oc0`)b6a}@`Grz#bMzE%+;1$`#pQiN`p&z9Y6j-nZ@Ir>)-QJ z%fNT?!*7yK+dmGZS7dT!POB|*G&7sv-5j4Q@f{g|+D*pQ!MGKcp>(IbKv5ftrG7+0MJ?SE2MfqNj z+i921^JGgKZe<8mplKUzLw7JL?f^S?VNPAFXMIb!vr|$HKet+5GG%V>ItOMywBVu8 zLQ(`#pIczlD9?J)R_3jNFTqregSCqWGF=kac%F-AC#^@n-uIsKQ<3SYRtkw{0eYK6 zQ6sM5F`9fl%ezRXKH!iiHCSgHh!zr`UC9R=XBf((^6ZDV{n75|o1OtVKPpsI7wE@M zmu?zOH|i$ok*Dp9AmtTefB*JkW;|qWsm9S`%U|PReJrn*R*c+ILz7RuX?X0~o|}?q=Xh(Ad`ESbgI%(a?H98s9RDXrm0r!Ec~QNn z*|oc>I%%P5J5;mis>0jZWWgReueca;h_$<8@W1Zp<7n)FyBt7Q1X@%U!?$dx8mVc1 z1u>|ITSIdb-?f@ddAsQ&sdfWNWLsLEQa+f#5Y#%4s@F2Py6B$ckPTSTEB?L`a>Q!) zSjPP#RvGLHB%nqB{FQaVx|`OxP`{AACjds;sx~}H3{Ta9%Hj6Z+1HYGarnfsshZYK|}+EY}1R60`|gXM#|#wdI0B`9?(zH-MgB;n%pNl zPk9L(ejmaiQ=v)dpBHfUnI6cio13^tI9^FU5%yM#~lI2m1}ltrD3J;@5b!FKBpW4wZp~!uA{^N0@?vJb92*WhWdm zLMwOpvj^&S31Eumk=$>qMDDNYI#XnQK#r9SZT6z$Imi(PO};D63Dvt7Ku215J{aqL zw+nNZ4Zn5zZs(5&@|M%+kv7jgNpYCmgB-?pNl-t-@zVg zuE*Wo87Ea*2R@REt21ghUG>nz=Ci!@6p+$gD8z_?E_hi}~+ zA5HqdGjU)5@Y12lVWC19`#i<~OPM%fL$IF79D~w5gLDP&{;H~=2bqUT8va(1?&eD< zSNPuUq^FfJ+uECa=Kx9J{xH2d`a)GICnqCX^QEYa&7fePPbBH0FU$!!?fnC)i_Ze) zH9-RQ-a4IJP$2q~*5+sp(f6FdsyRWQl5Rv{vgLvqOtCV31PM^Cq0uffEx!^o%iUP8dm4rrsCxezemzZBxBrIbOV=K3 zYV9=xdBl#&tSQN@wL=dJ$K!q)j}?tO?ov4xKicPsnAt7wl1y$ADFNSOa^LNN^-ETW zZxxL$Myz!{{1WPTama=~fp$z40TY?US>9zGN_m>i|joIT1M}?!yRR zfc#?RBoq@@hp7?W=K8kOV+b?N(~Bv11^?M-A+AtPlNCKtPXPVO)hzn6iy*E`s=7Vw z|2}0TFU)2+W1f?N-vSWDVb6~1bLyGjMZ!E8xQiqWD8vUQ?RT2Li?l11JZ;D=$~LZa z-cv3j*FKQ4L247L1D-M;S)5iR1F|>ovgKifra7-)I0QZ%(j_EBUo9(C4qDpRCTUY0 zGZZm|U(&KipkBO;B#A%Aiv-fZ<=J}Ve*We;Fbf<;)$=yj<-67GaY)4ce;C<{dpS{? z){fi0-#hq#4KIc3wjvIWrJYzK#AVPomlJ2U=Rh3W84_i^I=!V;h-x8K)tb^TCOMTLTh1JESjc@>=(m`R)O#&V%55`_Xan&|@;nQoFuXx5!(}+!Pe)!qA|!rOd%D zN=kd@_^}qr!lyvu2i?lRuSaLEmx7eBb7W;>w?|w$+(Eg!vK9M0P9TYpSLch73}E3% zI#=&A@UpO|982ZY_PBUjT**e69dzjpNQ7Ea11ti|P&JRar^^bFG!D;)tPlo8jNhh%*Ex zU6iMRjd(;)|KLOQ_}51=sId$uZs@Bms(I7(jU?YtkZ=b({&asIWK4C}Ji8>KvxvO` zszCNSI3c04=9#o{Sy2Hbyt#FbaKrPro>LP3aSyx?SQk3gbB$`peTYR{+$;?^sSk7Y zEGum`Ug1t83>uQKg3-*??Qkf2-{a;_?-DUXvBIHmtDxT?A||~}Iw|YFM2Cljb60$= zDby+Usn9%p3MYd8Zu%^kH_7*de?)K44d9tOMWUdFSnS)QAJfaH<Lg zcG|I46Yr9z6msA;S~17M{Fg>^UVwB6aNGnjW}$ImJ&u<@C~JecN#ow(0a8*3^~Pn0 zz@0_}(A!hd1BTV%K7NESfbeBK-bSW5-_4fd6obw4nX3vXKQb~BK~K7WpWBv?9+CIy zQ44vYsu^_mz$}E7?I!~tf@9OLrIEF)939q|Gr;Fz)Jvv`pN^$`oBpLP?Mw zKkljiZ;C#;k0{~In`V1Q20EAO#_?~Z?EWzk`>fqfMor$-nmE_?{U_q7I*=N^s}c`d zxtT385)D)chig4ac=K(#S0MeZHl-{8eMEqx&%<^mw2Nkazrb})oV1T@JM(pEz|QL2 z)Cd2^NccqV3##_(XD0@(>MhaK>)o2;$R&L13o9Z)?O>2!JM42ybV-<+2e=o2MX3Oo zl4Zd;9SxRV$!X4Ohn6J7g1t=795ee%$a>93END`^;bJx7J0}Q-z%apWFppkjAjYy3 zEu3tv`tf>b+v9Jf#ehksTNR~}CVrTWaYX*E_Vl$m^Iah`=b{in?~y|`U=#>t^^|_z zbjao|lk-bXD0Okb!&S`5JuIT0e6t)p;CkoJuiS)L9)OqhqE^OcVZWi%clo(7FjJ z?(Lu2xfz;}UyuYc^YzC1yU?jE*nw-5+^La%U*nf+b7S&)SSp8L^X9Odh9s zeu@c073z21j3?wjlFmj_f*Q=Cr7h1SvN3}>(;s;pxD(_qE&J97WK{zP7O1=&1{Fs( zg#yOk!n~O6Jrk*1C)-I0#RYw?GStvU=IoARFoi;QgST_6ic&vWG%phbMi0$eJoc+P za%fi_3`Bj_5Z3?0xKEra@tP&dplip}tP2QknY+My<*o)INCVo%L28SNx2$_+H92DI z%CIH-l?I62Caf|5YVi*kP}C7vxA`LSK`t)HZQ`JTy-#AdS|BOVp23jtHxmslco*j4J{QcK_Vtamgt_mjQ!e)odBD z^3AhbY5?5s|Ij82$;BVQ5A~e!C>hu=G$X{pT~8D=ir{Jy11yRHsaE1kSCH=kj=8_0bZI z0OgVA({-4z?d^=s`}y}o(=NhY<-9~h?rXk+6ds*M^-N`U%oR2_G`~L&iF^0ny`jhg zVd{(%8wnhY1f;q2$x}O24pnzs>=yt6^gY%J%xBgu9?@x;t?)&F*~EO@~6p%G{{Z7|n6;e#|p14=)l{u2xXk;+&eY@`0~!w6<$U2$Z8PU*cJ z;7TvNIRVDYO$F?jYEt%VVVE4YZ6C%68Wx)+D0GO>I*HraL5lpK4BB`$X5;QS?cjpL zuj}+0ws_&}9M7tmF#AMRb613pupW|cI5b&Vtw77ZEYHHGxZ){LS1xAW+?(;cI$x^s z-E#E@#~U?(vN}aKbL z!iux2fUXFVs^5=w+*h0u$`!pD@V!uiA@l`^Xpt}{bWLZo=K{F`ld9UJ=U9GTvbxJ6sUnLfI8dXe+~xDR zP0KqmIP4PhV|HXtLhec;(I1nNkFS0>nb&AYY0V_}+RZo$A}76_5Fg`@ss(&j=v{wr z%~1j@envu1teWF)Arxe)p}zF&Fc(> zrW8)NY)Ii!FY`K&Ez^2}S~)z-8$W_$85rce;D?#XxIf~!nZ2|n^59R7rbeab7?aL;mu24^ON3nfk)#HWc5;vX zZ;`2_kz?%ecK!8X1RlUMZxqe7wxl}e^|QX{x;RVy`cNLNreb5f;&B}!r)1Z!-`br6 z@m~H3%s-G@7Qgob1P(!OV-L)l6>1i)(q!Fv*gEM7KeYhkSg&t=Qzn0dv`NZmn%~*| zF)n%<)R6y(=Hk)`^Okn;fEfTaxf1ogbO35JV*W%00Yy31GT(fXJNXiUdsw4oUkg0| z&Knl8P=rKXmTbT^Cy$iu$!gf-9+Rw|(ul~ay6`)!$X+`bv9hGE7_qEBbE^YN%SI(? z{C^6Yc$9spiGe$}%st61S4>X(A@6(20ML6R=7yNs=K?3?yqzB(CM<_*5r4INPP7De zjK)C_Md7G6jDyJ+v9YQUNc72vRrPLBKrW{NsZ7|-!B0P6YAtaqP|m--nIY{9jXUFz z`fuZbe84Qe{SAKhcxO60tWLR5ot=G}l0+6w$n3opEyI*==&$k^UV28eCB*8G8tN!3 zpneZ)U`|dVV!ziy5=6puIFO3fM!mlVBF-# zY;H{Ct{fJB2y!o@G8ZEKy#AQ(w5IK2J_4`{*A>hoRZ=BDY^dpfHPvbnj0wZ z!0**-RRy>Mu3N;c_O>PT$5aD@$`M0X&aUm>r83;C72M%2nQl(dnr0BGUX3e6tRNmX zZ4>IqE={Q_>DUhpSS(n-h16tXS7SWS{lb8#uv*N8?YhtjVs-Vwh5?8HC|3|ix-dCtWbeKeg+w^M-wh72EQpk3dK{7$`5fgi2B9Lr99!`J zIwWEIjy?*1CzY|49MR!eXsNc!sDC#biP>E5SijAsd-e^ zA59sX5aa&QZT0hm!m9^pGy>2eyToOc_^8*o0m?J?-C6rip{d}pZoYi+lsIY|A;O_#_ci}5x{9ye= z%Q0^XtQ|qewcBjr7?*es6uZLghU)%#3q^*UA?Tae zS})6&C3f0!j-Fd)45yFJ#7gV{P0$nm4!mAXDY0Z=C1|U2ES#J02YYcWwu1Y>W$xk? z_)KAz5;}ak-3#~q76X0z^ayF-WYy3xkQ^CakK~jP8>y-Dw2SZsdXZ4MQi?%(wxk@` zqvvhtP2F(3Q@c6Tw1mPyFbK6YQtUHBip1JjTL(XEC;RyI;1Kupj;84Y*Yh4izMG9V zFovGDLZqwC=9toh5>pArM88|8Kp4>C>sV06v&i1$6&!#0pQRTBtCXMdfcp8IHtPyI z)1Rg_iimztLy!+Q$XF*+MTrU^F;<0@<_B{wynqR~B9(=K>AVtSH7#7vC#5;M$N5O| zu+kduu#y*U?R z|4XKNBS`Z^YUp$LO1x8KiAg(}vpm|UEV;`P1q20?PWEu`FA_ZT86#WioCw!!^%41r zM(n*tV8+G#N10w43uT^qq>gb5fEbtoXEQulY<#QbB7F+nH)uEG-O-%xU;dR8|GJ`= z9BFe-YX|0~OuJ-G_k%{~ML#;p$W91hb0Ol8?YBOz#ofHvk6R4w2oKg&I z&%BE7nVa#^B>k+v3-lu83dS~)5cSA)%MA0VIiUgR67Usq6yOZS5O&k?a?maD0eYc3 z`kKSWxL?ilh?30D07J-4g4x_v5Z?|53~D4MfzX;Rpc@ByBhJ0Dgs3E-5LS0hL9qW1 zd&zgNNASsV=2!|S0xy(9K@Q5(Q;27?_J^)*jwOMPS!9S-;>!vHUr;I6WntaeV6D0u zl`u9tC@-v>nHo3L|1DTPN$;5YlRHDHs>-70k-3*bPucaXFIUbn?h> z>VDQRVQ;s1;y;z{{Z7m`i|yW(^CRv(Z2t`d4V(50}Q6uatMAa(s~>EbjvvMX21VpU65 zfXf(xbhaCMTCY~f{DxVA7J2wK{7-sG39(?{7y6^x#}nvDXTTiX^{EF*_v3>B#v0cn zw9x{;_rmkZUpMU7k5Gk-Op3#*heHY1g%*G&JwF4Ed%=tQn@HFZ=D-P7yKhiHh-kR% zAn_l~UC82~`OWj7=C~*GG4{rZa7>AVrD+sXCs#A7wVR2JWvCZ0#O?mD@{8n2{;zg^ zxsn1rMbEej$4hAwmSP=%m0o}S=`3{!y#TFg#xFQC22en?T?|otuPSt1LVQn!0J;5d z1K17WE>?Sg5GfRKl!*M1b%at*I}N@L4e-H3Yh#o&g(w9jdUo;k zm&6R=yGr2FDUO^SNM4UCWPa2~l^*PS^3e9NKpvEdZmf*l9=$^E;wGe`)-PT+x4`37ML8Y_36fl&E^q?fyy65P13_ zW;0r?K>Sa;zgIi@94Ej{-*B0zTcisk!GTHt{rCb{4ArAGX?-hcs>d8Nj*`r^CGx{D z0n(QzB>yC1Dh4z)!rd{c9f>`Coj+A?8jqp^qn<5nr; z6KGiN$)Nme-u^bFo-%kLw=rHDgWh(We-3$5aQ~9$X4ekdCA$(J_VDxZmdA7A5=Clm z<68E((@2037Y27~tKN<25Jpz!k0)sQu*p}!d&h@}e^6|5~x?qyf^0!7t_r z;cozeS)nQ5gpfb32iG!D<5N%cX>Zg<$i4F_AM)gE^dv%g$J7Ndg5lC`MXM$bZU@WdlbrS-NOUM@aBT zxs7a9xu(=-RqrXjvb5{S{_`N+zhSpGpc@}SD|5x4v;8qVc@eF&>br`WE3DbApj}qt zK?M%hE5bZ5mQFva8tP^Ptf>%cpyM-$VABzmK`E`Dr{|J!G*@JAeMMRmpl0x8Ikt-6 zTGaDXFw%fLf4iz|Zw%S0G}mHWYVm9)vVPMlCZr_?Y?F6|ax@q46yfLhO#sKFh3 z8RKdY*@pw{Z>ydc4H0-}V@a91)Qs~A%w~#$h@**<$(Uw9i`0=LA#qv@gMEz&8>!~1 zIPb2`O(=z}RQ>2>0toYY9bwW*05%p}?rF=OVTnBGKt#0K4TU|V=mBlY1TqrU{SSxWlT+jm;BLtR-p(%jb5)W8=BwDeUQ1mB{3$czJ z6W<#>)F(bGcL=65v zuLO4F07*2Jd)(cTAW^5{R>vOk$&uYWHw);eDU%4*zV!RG)5cIoyY&)!NAW%__tv%@ zqq;4b#XAlalNm%BKn|0^Lg*dKNRKGRc^z9J4^EB9H_Cg{cK?67W0R zJEiIhd?zGMXvEa>4J}-LW#C+gV~Vm$Tj#n+5{{mPt48%0G*f`ZEA4lIx?uX+uZb?< z7;X3L;B5?zD(I*=Ez}c%G#i72ep8lHCJq+R!N-x!QkH0oj}a_F)Y)8ml(UusaD~+}0R|?f?)70MDzEivXaFqBFWMr4*nr-yL!|()=4$@Vyrbie z&F2r7S;Z$y8Pd$Nz9c35p4;7U8DmZ&>D$-u0Aq~^3>VO%Q6VWaE+D1Egyr2K{E?+& z9S)uz(%m=PGf)9Cs|{ekgw7^`N#`*0ijPS0u!rl&_a%u_(118odSaEJFT0}{W)@sw z@M{)JojOxYhJfOHOT7GTkl8?Qic+~y=*vQOVqt65Ja-2#(<|7oIymq8i@L^~pTXw` zf13bRzE7wgq^q?4Lcal!oZw2VWBVD;jksto1(b{&&29e2#@0Xw%84Bh5+y-6z$`1g z=jHlC5F6l2Wi1mX)N06v0N?m8yT)JMn{_O9`;JOtzA}@fV-iqAYl2DtL+B2MCa|Cf z?jV4^9rP{aqfDUcbDeCn3iDoWbkNI8|LfOO|1|7|gAPzDT~Sc^WaB!PNO@k$4C&F5 ziD`D%CXns6rmOy=2Kdvfy8hy|LK0JyX~xIf%mqWdx7SO5`907I7_-kQk#GXf#x8Dt zfJkJ71&KJgshQXP`m~!l968Q@6d$jIFB~EV6AMVrgrjnp$J`9aG-maLIyNShocCMq zi=~gGjvqtTk&lP4G?Uc|JF14{S-L#&1mu0t#Y8_pxZC^|~2)ZAK z{>NiAX_V0af7x=WnkIw##M8{{^p9YbmXK40xdA;kc2c4-b5yb^0|;Ub`H$JlWEQ5S z7T~ZgSSW&CsAXYL0d>Fq)r_8Zn1ik$T%e3RM#?1g_IJ3+o6hU@yrT(8yeHv7yQzj4 zb|REamMZl=M#*DjIi14czko1IW9FJ0ccopeYY}qg?!p(Y0fV0eR<1cy^QahUD+F;$4U<%057Kj}Hy$Em@B(vfpL2n@I1t#pE zDUyYt2*B?j@=Rw>V`p(c^6M-bJC9~yHxcj(IH5u#xD}%MEn`ACPRet0*tq>%%Ng{Y zz5_V~FLi8p*zu`#ehGK#$J2%hSHO zdShjE#5cL5!?@Zpe$(=IlVtqJ8v9D|g%nXu^)Sv9D&CW$&{mu~XB4#(MUcXQy+zI5 ztp1a{L`iHwMkvtUNihK*L_D<|9u4#@qbhX)*+^6GId&V6;u8+(@$;(piLX3mV?U*3 z1Bbr-I3C#|%e|Y5g_XMa`OfR4m8|SSAvcRB=>ZZGYjk`NfDf?b!OTY^sb~V8rTlId zW{oehC?ZAVstN5%j5n8@asKBp?=mvlu?cY~B2?NT1P1-aXy6^6QUI(kM8a*~(BP=c z|KE%g_3wQ=EYY_uwSG@2DR$o`Swa;CvuPt1wcIO2{617?9E;gfL^^J{nv>Xpqc{@&7|pSKUH3dg0Wceq45+%M!~Elg;;1h z^8$9sEk5Fk4u!5W3t={}Tn9FxfDzFJ%uHX?%lKye2bAazj+1*r{x3&48VI7VCkT~FCYYd%o6f|h=EyzI9wn1)YM;jFPOC3DmMn2 zk)kf%Zw?^eT-9h!q6jQ0zw{+XFnOMcBLnM^r*A4`RpN3{V%L+*RQ(*F8m_Vcup3Eo zFDId0NH-@Tc*HB9`a!Fd-UF=BP&ekVmVMyCaG7 zO4Hff%)t?uHX@|hp(3_wB{p3EZf{YNS@h?&T#XC3%~!D>^*!^&>xsn@J{kbn5SaT9 z+u1DaT};nf#&f$8+q%c-wc}Ght-H&8^=Ryfec$*dYZ^O}?~I1}SXh~8-<2H*w3WK@ zRWX!~&tQ4rFGtE0ju2|)S28VnZ;3MI;L1VVT3=JYGMDLIS|~(Z?B*%9Y1kr9ybG%j zA+$=HtcLS$4$SU9oh)R0N)}6-}`C$%V3Vb%hi*GAB3k8ATfESS876*qX3(YyyBE@QG`H`cii~;N3pND-|tIrpk!!}{cgM}0~8t**PE7-r3Tpr-^E#}f3hn`nib zCy?B0pZyimQ`>#xg_Cau%#_>)arn{v=c@LX#}9MA&;|!5Q9n`TbM4aWc>wngK=cBw ze|9vut)+{oc|g1Y2141u-=L9{bfp3CRdf&$&v;>?fH@+tvji!%zxbDw+%B+PIPL(XyMI(tchH1C!kij-BR?}Obxypi6D=z z>iq_!>pBje0CfmQ9V6awP+am;ef?w|0EQ0oisR@(vz?!GZ8@FA@sZkv}cc z1%67cYwvOrB@mUK6kNBsZBoQfpuzuXs41lep!>E~Ot-tO=KEv9_`5jR|NrrvkDcNT z70|x<9?iT0U?78)yGt(>mfsI49fhPx-mBKh5o2VQcVi=w7! z6JKwqRj&oyUs{upF<8HvaxVv93`X4MGM$X$P3_kU0U*r@T@`AK28O;*c@QRbzc=WV zV=w(k|F0b)Fh<{Mez|B8+GeqFDv1Y-Q-k<^wg0m+Hx;5AkSAno21XXfFwF6zJzovc zp*q9;$o?ao7~bXyB{qsj<8?DJG~J0FA46I z+@JVuq0LsEKZ$1_KjZ$$NN+I5W*ShSM!cXsH?ah?2G*5@^?nV?MR#m^jUU@AjO+Ib z4rK|Mj7HLgik`K0f!uZ&5QDK{xp1~x)OkwW8AL4`-{oc?d@-$Yy*SrVRKHCAcuF3^ z5q|vmaNK!xiQ#_|VhrNFkA*-=jAL&Sz~axX4)`0mZ{o~seY~kzpOOuf^thbHCPg>| zfNxx;e<*!wq-oUGTdru((}5o&%uOfRz2ygMe|?PY_4ytGUZvDNp-Mo8V;7s5Mx{&xI`DuAb>Buq;vJgYQ{)i3R}^6ZAgodNQ}f=>}4%o*oDp|IuGfZsvnH z=l$?>aG?5`8nv@+={)$8|J~=ls7n47+=b6t!MM`cFf|1eKK7lrviYwQOUhVbKh48* zZv31n7>PwlXxke*yr?fe&6xp+To4qr zXBWfVFAeZsbLtB?Ql_D(MEVS_`DQ906RXrAYHRABT*A}9e@S^SME0^FreU*k484L?;rwl6)$A1BM#rCz)oW9E z58NH+g>369KF9q8o!8RBe}Vz_Q|g}RW+rQYbed~$Ki}R=k86OsYjHna51k4qA%l(_F$1?9 zL2)r-dKtGFT`+B0mX3p9lT}6No;%g)2u z&F+cXc=e5 zOI))A%^0Lvm9dC+KMC8C6)*etX1;ecMATtv${q2BU;0JSsr>vj=`^0l!LEm1_Gm4i zIId&O@44SkL_##Qaxz6> z^!KcRl{S{l@))=+v3lb>YTl&T400+bnU<(reA?Q1+nRLXnHvEDQuBJu5=6qm zavwU7UKF*yzFsd@sP4+~2x*X3b9)m8cPx+;+4|F6gt&zmTp(EU8M0)yORT^d{ zHOA$ve#l<<><=2*?Y_eG0jfd?kHLIZ#Jj0}BO{$2Gb29+H3Twm7swA8z8)>6m-<3c z$+fN}(c)v1;6nAAE)Qt1jY(%iM*#wTQy z#kCyf@7Bk)O|IwpJBVIOL<5 zS+r&(>`T&%fZDhwZR3n>Y(Bgx+Y`Z}Tg&@?9SN-ZKhY>-jW{N0J(? z!$piTo1q!Vl?{a7)Bnn5PD;)DvaH6Qc=hq&>U80!zxyGNwA#tIB*wbl>W$Vf@4Uym z9k2kNo+bp4tX>cBNtks!TvQk6vleJFuFLxWl09MS{KK?+jKMau;?OwZVD$GH$lZj6 zaUwyAPp$|x&mQA#Fw=A0JQ2R=$nlLQ6P!pG`6xIxs+m~NT@oF*qcHuB74aMGiborH z?oJQt8{bZDqp(uWBQmq=eb)QGX`=yh*)E^c}`~iLNy4MAmJ_xN-ZYs)W^t8(WKIY_07;d@4r@h)v*hK#6k|x;Z7^}Z<4Q2A4l$yI1H>S-*SWXR}~k_ zn{_s?c({;u>}RDhx1)Ga!bL(VGE9LNT=mbYwH{x$%D5fxR9JKFAT6lO?4;^fTz#+H zA=!dMs!C)X`D?eDnd()DLsj_W`5~%K8I*8LPmUPzWkW<-ajH|Z`k+|T6-aLh7cpi~`mS&zp1H7fS)xO69-5E*uwvk0|DH>uNg_34*1Y>C$G}*Eg78N<`Wc07^k-Eo&cY! zI2q_`s}+{QXK@W7@{-*wA*Em@=3JeOkP8Pro@+ZAn^qwXUgX=N42oU)+sX zk$0ugDtM-GKU%&`gE+Hv8^^vF(u_JBP}?SzAnEb2$ZFUJzv!SGGC zgLdk$lO8pg93IbLVt9lmgnyWhzF3ywDD1iHA+Kr|RE`ln>IiLSHwbQcy|;BAX^L58V1e6<*E>yr%`PhEat*RrGUx#zT-OjVTQAuc38|D*Z zSNDf7Z=t(eQ;NbK7lWqUm`ynR{f5xZ+i^SuBFQ!NLiAM^jzo3G-Jb=^mt2mG^ZS1> zIfu=Z_`0X3ab;v>PtyYarZpXR+|C+4{;(1a5qmrn8*J>nKSV$9JhRBQJ0EZ5il_K}ui3|PMPdT}vOT`~w!jQx-5g)P<+E&f zc#2LY^Z8waUj4Xod`~uM-Ox-)1@@upiTD5F#TY-L{P}w~x{_0V{yiOittl=tGSY!H zeu3YT8vIyJ&?fI#0yY+w+A(xLz0!)Q&!F0-K05DVFK@u{@zT-E*qDOzhz?{d%|1L% zmuh&9=&b}lg=&B_6Ty|Mjw}1f$KO_BF)9H!Q?`$Wy1Ly#a7ZU7y%>%o6bld%;rsI` z&&S(U41=91&GzV>(yPN?F4JE7t~HC{W$<`)xLBG|2O}9ZDmkLpS zml+WfX*qX=bU4Qcdq&>o3I~rDk6W_5*~MU6JDf+nqI7zEys)m*$LREJOfb634Q?Pe zWGOMG_q;Uf5OZCaGs@}y>9^&@PaLyTF@d)>7jUQCc6B`-Zqa#l$afMTdWxb+X)_v+yaBfCrXNMw4;;D{`Tj@=`Kn8y;%;dhfg-DB>80$6btGC^KnEi$gU z;J4X<1d;mG82PDgF+V5aZ-RaGGcxMo!9|Cgf82MFr1zZ=69pzJMQyC%0yF^J6Y`q-IscM!DUOhqi2HMiaqhc6TC2 ze?^N@^{&Mpwktg!D~ZJh{g3ZpALbta2!BZ#dM7AsBq1RoF8&tYh6O1a^ExiC4aXxv zT3cl)TI}XP;kvN8FM%Cyf-lRb0P323gm61AR-i{+J>8f{xz#u<5ZTZsbTS0Z4dvA4izLr&vR{o|I)UvumoZ(QM3T zMCmy3P+sqIa`ace@QYggyM5qk?TsKi$Ebw#C52x|d+_k~&vo8vpZt^%Q2^ToZ9J4; zOn&*W!3E3(KjggIW46yz0{4rj*qC)H_jd_032FXkDu&&U2U(7;_wOE0f+Vkv$OUWG zFOUK*tbg#B(yC~o7vbG4SoQ1}ul!L^F}=rElnx);qlfXIFK|(7wIDwNV{D>*g*;J> z=3!>}A^f-y<6i6$){3B|@srqMUeDukUb~R%!s;#GYS&2Zvfkg7cgmZOXHg#Zp7*xJ z#V4JQ-Kde}pI*V-3x4R!Q&&gV!cA#jVSo&F<^pO56xG7!Ja6Pjhh#+3o*$p;szyoOJQnp2N`Xe3>C(2mu#E?74-L zb!iY-iYf|UYvb|fCcGO7D=Q&nDOCFrYNV0{q4r-9@wFib*Rf3y3Qi247`uC0!I|Ts zBJ3(}327?U;h7@w>6NS*(z2&sl{$ZCj2KRSU)T?Q5gDd z^{8!=Xe{Xarr~YKONaBH41+lNZ*=Cy_TKM;z0`0XN$L4Cj(M#`UAoIU>O8VH$IFfH z{uQgUstj>ymU;$r2f!ACK0BWQ)Dk8|`xI%M zt0{TXty@+r4mC3_6Sc^YaFaEAM<3!`uWce<5QvJ1iMICd@t@?pCCq@0KIFEO9#rl2 zOVrL2)Do@o>$ufxbP|3iit_{g7FT3cR8&GDqJ_&VajEIiU(Ptd+Zeg}=iFD-#`UI$ zcVoBuJn42kZV1UEqvI8SkLuT}*Z{J?XF`72)D&CQeLNYroQ6##;`^M_a7$&k90=OY`mn=Z$dUQ0@r1mFS0vLQSv7_hXt4XmHeIP1`e7A9N+w(47b_cq6Rsvl{2A_-@xZp^b!Wgx%t zY)7IZy|D)E>h$d0+TdY4Na;-~#6spQ%ZCUVQ{3Ke_^u90EDxOKlN<@Eq8M~0(>uP0 zwU_<8=jrqXgA$&z2vGy)t3lMmk2nRgmuyx^lW*q@RpYvoohwU%8DW&(8ovi6;rdLR zkp9m>{dxrCpx^sHa*9xd$sY`!w#P1m!k|Ia$ft;eXqel!kUhcIC;#&Bd(4@{XHjQgOx(g{dq#5#$j^fh9lT+3B@!Z;MDd`K9u6}ktjQbUp8@sp9 ze4|BJUHFasRe`RYtPzI%4sr_XXVy`@?_PHc_GyPS~wsjmAVXG}{y$xAhDn2hnl79TnTb>K1xy}@4 zd);rxqMyqz>?BBFd~c@m24ux<)Rz3NmOXEwtMP39r!ggS2cG8>vd>_|&bY)vCMMK; z*HMiEEp++4{``7-KoBDhqvO-ARlZ&`NY=ahS114p> zMDEIzHITM(zwQ1ZPu$VQN&f-nU3|ixJgPb(M2c_G*2SKNo}aK!n!i&gVrLLTLBwd| z&XlzH1uh@6kk*(9$k*|1j%qlN)IiXrTzi8&hZ+tD7^s7uoAt#`KV;f%+Om5Kt`gRx z2v|46hEZO|$JAA=v)rP3{`%##@rFbiD+`1j{=LaTap7WONzaVdC<+YYRxtFzZu zUvuE#&@&JsV3`XkEaewW@293~&5Mb@S{4kwA|dW`AxHyrZ6c4uX)b88>V2}jR4X|c zn#A^la4_K9ZwB5LHQ)|~m6=D9v3vh|S7?wbV6|GML`bzxwb75i1H(Wqkpov>-=Uv& z+CHKcpnZYfSd2kKnrsle=ey8?`vdQxV52T zl+mC6z@5Ai=|BO%s?YY956Y~CAl@28ZHFKH)qXYi93BG`?U&*&^@%7kP7`@$O??Kl zHRnnnY^^;+Q8_ivz>Fj5Vb#U0Fk_x1W&w^!)HLqbOpHhI6Q-XpHaCImas)Cu1hvRZFf9f)I%AUwW0S^E*K24pm zcQ3)-mic0&bNu39FSO~Y6EV27L?U|C{B!-!)=1OYn9yk-j*9Vnde1)(Jz=QYA~kby zWo6gv7y*$1kH?Q9scC67j;o@=cPG8qTOj3o{9C7#6yLkTBjXOs-sJAM?-%eeDzGl~ zyo_$NeG_q3w}E6L4V{dv-zD17t4E4qR1hI1muZupkM@$+$71Ocm0Mk>zVkZw;$_dx zS>Q01c|-3DS2~_`&VjK7X;4qHg+AARbB#CbsAU&1s+A7cK$mY{juYJ44=#U#m=9Tu z8!!dQ&85Ac7uA%eu-d~E$sIyCUmms1lH6g&XjgW z1}7bP0I{u?5?DEzQ$Ww6{G^2N2JNNR8=M2^to8}ntSDhLGnLsbgF^!Yi;!`dNo7ZL zfBo1EZEDE+RQFDCsY3#V?I(9jRcE!+CgU*ghxV{ONLD_jZec5N#*pdW@Bljml8RV& z2oH@+_wezud^I83CR`ib88tC(!7?XHS!vR-9lCOc4-;*TUKwfYENWVHcza!fBLLcSVpF(qs zM5w72TliA zS?l7~#@-w&0}W$)l`^BnMR$dFlH`N&C)^feBR#IiPFA`KoZ-flz5%SyT2ivt{d8j* zrHHBWKt6ae`hV^_6S(i)H^}W~TTD3K0t<)BO3eQa&jEmV`Mt7`;+>pAxaSUO4M% zDC=Ss(w@R|N@E+w0mMoE=>RkG{Y-raSj?t?Hu7p^ZGgkC{lzY0RQAHOCR0kG}hN4VKb;{xkl)F2B3X@Ap#n>DwS|J7)p2< z6nt7s+nPBXEPGOLTeYG4_c`?q+wlqcZ4sqgv+wZA{iIP_%G~X34I7hrnB$^_1XKFC zs##nO9(Pq;vuEB{TzbC>G(9pA`vwP3@4L^caN~qsm>(^rJateGsX|lCm2IkV< z(_N6NyS3N;ll1v{EUx-cv8y>6%fw9%#AC$1;MPapm+=vGRi^xo8^3)w!xMxK z8e&opz@hJ1c(r4s_t)d(qjUS~kAs}a`s5r>W~;OtCowY$i<0+?WMe;OPQt|e5yVxKguc7Ky{B!#7puX%ohLlj9@C9J}Nw?0?}PxUv!;XNDXp8hm9-!TGZ{LzHW#Y^z6$UnI~L%5t`yTz)lk0AH{s3q z^^6k>%k8X3(?S8F=XVqMzFi?^IM*RM#x^W2y_)*yyHqeD!z-=K7u&Y>72Kq93`v}t zbp{E@%u*r__gBv8e49RA_e$T`6@wRr1aZ8lKH`6A^VXcs7$;`468N_w$QtM^^IPqy z;ss?FZt4ic^tZ$n8)gR`N30s`g+Z+7GAh9d=Z78oOe);mm72W(KbM|D_K(@pA5NhC z{ILiQri7am9Q^xe5sqYVYTw>LtMmG+#qMAFpJi}eUlbelcHZCUD*n)NysTPwg1U)d zVPV-9SFWr!f7Kb}8~Y(CAC+Ayfd|`>q8cVXrn#;V<*58)v&Ym`Xfi((ul@6ep_0x= z(3cM2SP+%!FRU{U!`j&3M9z9A-5(X2oC;>U$O1nNW7VuOZyFwf$AKK>1aCY>*kJ!J z654oMK{CW|i1I{msrjb#R;ET1J*s1&h2``XXlUl>+|=8@z>y9IBYrdfUYc+Y7mxex z8hGTp(S14(Sp{V+z+2)UVu3h$F+L*v@bjT3rUV%AYybLeO(|>bhK84pw8jcXbfefqT1)tYwtW;K2s>EH+Uc2W!f8bF!Cug6oy;6 zYaDcpSv!3EkZ7H<7)us#bj)@7N3r~X_wp)?4)IcV_()-}--}b%(nvEq)^ly! zdxJAPJg6cns3Hg)Uuv1`|5f;^V_Be(fsvZKJt5KnHNp5-k!$s;x9KD4#K(t5w)qad zr@rDa8o+~?G{Byi!Qi!MC3uE;I(d{F+n#QW7Hr)UeRgh#+o~fM#@3ASFDy@ohL89n z7)RYdS0@3kKtp9}q@f}|VO$LHu--Us*Hy2ACDZd8e6fKRk7n+14>9@A-N?BW zQpxU!C7@*jb?IbybYm=j>)3ET2}acpuolr2d`t>FP-tpEdfVsGU0S6zen`vcz;0$* zwCG11lCjI^M3B}(7u4U+gQH~?6T?*G_JgnGryl;)`mm;-HQdPI(ZN+=fx^U|%{T6} zk|wPl^SY*{cTBn;o4ui^qu+JyXtI-Iq7IfK9?Rzl)_g>N&xolb_<}?I=zyQ>4fS#F zZAag+-!1Ie=!~i&F(GRSri8eBRO;sXl0G^>+flE>I^Fbs5q=G*$6Y&jb{fsd1WW2Q zHt7BCHy~+f%x*-kC@MyRQZu+xlw;978NKPlz{E)h8R z*QX+oN>y>M$$~$o&7x21?QS8&s(2LBeoTuA@rbt#tozTZq>L7IO&u{wZsz95c^RxpB+b4%zivGgufg)zbh7Hpw?ZGz~s&a~gWYvh;4;^+9# ztKH#&g?hoON%<-AljMkL?|}F~-{6V>zSrZ~q&i%Ho5Qm*7{qVeZ#P#fN=+;a!yNPU zy1>YLaTyWdxFql{w6s*mW`0-Uz}83sFR%~+j|jCC_lShW-LE?9a7YF>3>hLNl~qTo z5?e&|9l?8ByH1f>A9OyuPT?F2UEYGdz0JiRXxSg_Gl zYhIi~#d?p-4>qx7&*`bWe_QSit22Gx08DF~N^*j^Jo(fiJiOv(a-7joKE)vm<{vvg zZ!jAmjkix4U=lb`5F1Fdz0nsSSn1#O-thlpA8}Hh=ZTI^SJht`+<7$%=eeDc#>dP= zqZk?%^=Cxg-=6j1X82yi4IC8SA;rDbPT7d$aoxFpCC8NRqN zPuqcKWNG_Grx)k7>%K01t(p9j$O&VB=Oi3eMCz(V%%GEAT5ond;!sFUtcFY52llB+ zcVP}jsc%8Hll+U&52D97cvoF4e*BNx%QzckO|M#7pyq`O7e!9Xm+ZRM8>&NV%`ThG z^F(VN9raQt`O}kcHGxsCFwP-nJ14^s4L!JgRM8u^*pAHHYYNC38lMe;lx{!lNe*PI zHt%@@(*g^shY=2YwN)QG%+9mXGXtjJ_N#g0T~32HIy20)$}|mrLQV532^u{qf;Ak$-N-*QHUEC5P(U9#Y`&X zZpkZeIsBZ$aZ+UlcfDSSlA84*(_IzPDrUPj{oaIy^}CkPH!SJ(VqU7xN{jJyGWL86 zpEww+^cYqyAa%FWVj&-xk22D>u`3^cD7akrV}!E_32F5D@^si;`_{(+%EEZJ$G|w? zedV@(g`Z0v(tYXrHfZy2dU-<)pe2DlnfRxa&~rM3C{Rn5qyf4Ia_!8gve(e0_kv`0 zdy-hNx(c$Lv_KFs0Csxdk$cbQ0- zDWB>y$)-#QIKBLRI^_6 z^y?rKr1S8k2r>N*{0O>L4HwuiE4fK<)e&D{NHt;~39G6r9$b&-=qds;;X08oXn53r zarYZyw!(1)ssV?5A@Z{mFCgM2&x&zma@3)Bt|bd|l+oISy~G;~<$uSvAX~cI)co;U zs(}VlJyz9q_>H;>ZNvXpLq7V5%pd&4_=LjnkdQ*$lo`5wMWwJ@{HCwdeTfHVGDUXhijMpfl9Bg36n8Vg{Pm_>|A*%|1x z%NqY0JuQ=fUewjwhyme@kBr<^Y5?=$|HHnUEa+oe4y)fzekVj>Wo>lwrH^TSkwSHq zZ|y^0gkGoh?nH9?HSROqDa1_5VKo?4YnlUJ9D>H`L^}r>>m|!3dURh^yKZlgz3HZ}ZZ+v3js;ve7T%>(7xGa4MmCqYOY9Ty)U>zDPr841hLowsux{92xdD;|pWhjaNgem| z+wg~Q+c{DeGF>q$)3gAOh3plhTl z+3g;ZHcYj#EP7Gd@8<5S=<}yVJubEKwN=6uqGQOdBpARpS;I~ybjMP`$G)c9X3*)A zo`d7FM2F39Y`<9bl(VpetJ_2u^P8w>|T5-H6$zgNqZOR=z8$P^eehn=nS zLaP_s2FX_O=59uOwxdZ-i6Wf6MlG&XTlPtLuL`Q8{@g;DCt-FYcL+-yl*h#9*=a^dhR>enWBXv2k5wnNonl&yy?3Bhl!5*1At^_w`o-MB+;7`#HacJ%6 zuTac+(tjzuo@{2SdnHXUtBCWP_ymLTs|DYhbEfw6zkt_wtj3$%x3Ix;qWUmDbV69l z6ZfP_2=)HdhB)0oif3YGGDQ>hK9WSf3x9>Dcf<}D z#MrfAE7q@%;lO|Wo&=uLuotRG6}>u7rfp&}p?N9Te^1=jVFRo5JaOd`zWBn!Sc(LG zAviI))mjq`RLXR)1`k-?MVW_5->ZLNg zT+V4Bt&eL;S&mkfuh={~&ZYXfB#F(O$$m3^q+=;_dO*{krS6Vm?@IKYfqnU3-!*8c zsnriDuB@e9&tJJ*bmJoVIMq=#EoJl8%e7jY1}RmwfUON1aac}6&+IL$>kqCsFMGl6 za09!-bBTpZjtJJ+=DCfc5EBEt9BHd!T_JgWq1U2ac}6LFE;ULbu<~bImq{ zcX`ni5)sMDDhE8ZJMT+H3d&6GTi@%qPMjri$5S;WaA#FSN)rU#X}_v0es#cKp`dn_ z%+mg7UyeqmeU4!7ZoFWJ_bI!QNJey2Q4L8ymtyB#Ig(i9RpcfcS2Pj%%KJNn7dyL3 zDxYUPG3q_G6y{asvPf>It!>PG$>(UEJ)`*XAd8df^>;S3`&Ic)AnWWO=BIpfrdkpM zU@4qF$jcVCcq5}@Mb#_Jj<2D)gX)R7`;}U^97l;2&?t)tJQlI>SA?x2m;ihBVUk}9 zW{MZkRl1ZQFv2LfCFXDt@MNDyzk_qr-M&tlEUe-^JeR$xF4jf>2_3sb_|W7?HG}>6 zSS2)aHfvF0lL1qc_DRCSFem0`W!=6|lGQz_0%F`~5Ju<1j60c>V0;qo?UW8F(AWaZ(ynzE%L zApe!X5h-v1S%%#?5dz>K!V<#(9R@7>O51A#E^ZWTq+sJr8M_iiG&#KCAP zg3)8@s*&ovxf%6`6(q-=3&)09~ev`jOQ`b9^^y!W$qo}ZTryNhk{++E$yuA0;E;4**e|iA_ z=J{iN(sFTVvIaASon0#t0Y^C;wx$Xl z2l2wXOFa1d)z})!uVopn3a=aMPs$m^HRp}ZVleRJ1ujrkM^WbM0j6O(F1g(Yi)}Qe zNZuvQ;<|k0%?HUMAP;KB)T+nRP*%camz5bO7osENQp0|b?6D;B?V3^hZsI7?Y$M~P zLr?jnZDAw}11J(Q3c5pG(SL_r<}t?eo?Us$!-kZ$XPHnmnF{F=OL@loDrry` zP4^a1o!yBBPW82A1{!<9fWNdKvSvs~1_6j=wfuD=5$5&**x(F&Jz!dG2?5;F(WJkh z=2n9{4nS?;E4;k0rMv`G2Z_O|7Ye#MrggN`6zZd*2j|O#u;2ldnfmeUbPtmC7FTX> zJ~&@nInvs8)*HGHFdhnK>@60$#Om*!T!}y>Yx|w-<2J5*GXHvXzs~99+L7iZ^Ysr# z$ztP)HeynoF{?QkhYVD$lrGg9-c7&W$t($6wkREVUE2UTAVDj6^+>-%gT2N(RWBSE zau(F-*%yAD{9HzEWJ+j8n^?2ZzP!HrUP99Fx~8U@%rUwwu2{q)646ho zZd)}5t^!w@81 zub!h)_`9XH+jZE@$-f^R(GB_FIm)yB6z3QBE9Xu~WD)q?K`l-~+2M0>D=NKLb28}% zNzX2VM*gbC8@Fmk-sl%)oo*)2)19wSliz#&9^ll56-|b-k2QS2yGw>0%bK+S)tESCV^b_>}hx#5kHOE5z?bq*5g#JaCycExt?z}L~%9o97T$kB~ zvT%Jq{rN|(JmkELLj_k4Ke&;jzWGp|<&~+4-CXihYJt2+>q&UQQRTb2EuL0hWGdgd zvr9pM+@+K4;pJrct^M2{uG-6-9Q_(;No2%_vCJ4s8+g>}ZZ+AJNO^h;#5-!coL9BQ z#8S)$iTA~W{Z2dW%TMBm$bT+P5-9MRMc$N9C8;S*Qy+14H!JV)HN&mVke^J3-J8LG z0j-%ctBAzqp1p6;AczGORrH(nhV`=5x;tdX{E1q%IaFvtIc+E5ne4BegCup{=sBM-rk1;eA#0j3H-uo>39RF z_6+R03R#<8KrZ+k{?y6|uI*!KAR$J(&T*Wwamg`w)>-K{vs2ExfoiROUpC%KXyNb3 zULKvCmG6l0T^uhr&EwJ}Z#1h`CGFQ9@GWf6soZfLG zRKt=^M46oACh4*)yZ7AcN$qKu5NJg_@770_+0tUQ&bM7S=w=C=ew5|EmP%3ot>Xpp zu1sk5LM#TB&xVQH##jw4duzDTYYczE)P@?9n5YIvQS6c)laxG6ms>yudj9whiU;h; z#G+*EparVt%R|l*jY4#lbodo?C9;D5gI50S0@Ca^zS#c^A%7>i?sfxq^V7f9h4;j9 z^Xk8uY--noB`nHNS+S96V$KOkx>*`+Ce*d`SMi(8u(&A+4!(T)XJQ=;N zOnCUhru(JPV>MA2U53Ldi!S9RUe>Z_Jc(wAKaqc)M@AnW?2{iDkrfNmabSdDi?HRO$y97& z;hJ9}r6e&>v9_yzxkB&5aqGUfO#{7zra4;?v5Z?Xcxy)>)?}*5!c4@@)m|&&o9dT7+g+HiAl{XDl=tB z2c~CL=f$oM?&SW?cQo4Z?>OWzvX9Y(`w@!d! z;7$$IsZ37_-MR{@#CBrO{8|tNIB8D^6XpfotWC$p1AJW>V)QD#qmL}zp>Lo7SL+VS z<1{eKu1mzZXM-1u-=!Zmsr-hEnAmy0FSxkCvG#q+tA9O+04?e*(Wx+$rdM`a5yX2% zc(emIs+QYRNe=1OIs&wgekxq5;{UwjwFsx-`0gdvEDlS@Gg%xNcJx^6+UB?-HFcp{>9bAy=>Dx@|Iu5y-H1-R_!3GZVN&Q8c! z#mNAKxy`z+Fdk~Dd%murYm}M|pYDcs!D_324y;8`nL@i(3#PR6u_msOW6lSp58R03sVIp=c7Ky$&=;e@}+^C~eM9m*;xM3lOnYG|@O+F@M^F0v$p$jiw1n|VNl{UmQ zdGXZ?Wk_rN%aCT|fO=?UlK{H*ZKucry7s7O{HmkAo+AM->aybx9<$I4FRV@JyQYW3_voMMrAw z69Z3twAMtKTnpyLM-Gg|lS2>9%#^1#ZMby5coIJM5C`aTC}Z>yI;ybQ^aSa+n@Z5) z&0bw&1KVrxP!lv5g&Y}({5d-&4GIyj3}T|<-4Ja7id(y+89A?Olg^F2WbmltTfob+UnPBDHuPcCIpf{`>HHIQa<`*A5}H~zA7c(_FVH> z&$jYh2(coP`9$W&tQ*>i?Yf9)Ercd0r;Q$9Y6Oo3QtN+*s9Qy}zQ->yZ2l*z1F z51Td_nu@l$9Ud9+t(YP{EM2q(JM-7dM3l>6iSM5bJr=DCZ1Ej`JAO~!sEEg`w0GJK z=Ta7j%;e6MhT-=4fNgcjRIc}&oeEu8H*U1=NC5s+HvIiJ+Ynz9C@+jAd|+~cyjcEy zh#VG|n_<3xyGa$kC&`4}LuNB{$IGAW_)9{ni8qzjsD*^nT3wsWe~s4+k~6(#NsDAB zLUS;ydHJUS?*dt>`=r9#!7E0ptm$T7B%LSv(xA@r9y`8F6#D&((L!_q?nNpLL9WeD zmx*Fi1T_)zx#u3?Jbp*dbEBr5c0*%v*fn>fId)&rHh=uuW8IEPWwpi*Qx1|6 z@40QCFR~TMU!>HxZ*bOEapYnWWjdQ^W!To2#u=Fyy6KK8cM;o1SIxTZ1$ALx1^CuS zG%Rk~&(rZy62P>}UP?6c4AcO#Jx$hgsB>h>i7lB@WrS+@_m#6Lc)Nd|p=ITGQiWhi z)u5iFvO9@H3t1G+R%S${YR*VG9l85X<{ZW~(jI)kCFPnnOLRqg(m3J3QKk_UAd=!s z(^xBWBX^oS|3Zxf0V7PL@*ImcSf6!AL>fDYUeUoqZdsKR>sT6}95bbnj*?+T#jO5d zlNQk}@iyt$i5Jmnl-kN#Gik~co|IG8FDp%xWzM6X*`-V&-Ryv0!Cg7K?e%s9fY{YS z^nt^z8Y5^oy5xJ)E}heW%KdtLt& zPG22`)|mI2TI2y8#29Ag-kh$t;^J`yCzuwv)v}Tqx%!85urux4mcPimF#p)Td>47y zsr(yekgu*GkM!eZ?OcBY#~+;KpI9GlY5Gwg(yxKKZDfMrOP{RRP3~aedXPv<$tV+p+M<#hN9|v-9D|4$mq~1)&e* zh!ckDD`5Da<_gWYykgL35yCJ7F?Nyxw zBL9LSo647@ZQtm*=B0m)h9HxN;A05y#=ylvoq#;%`5z=3kyF=iA-WUG+yc&`iR(_q z3BK%nQ01{EgyQq&8YeH0@Q`c!tU}L@i){hbq`t&P1A*t1xe{ z%%GHreSyuy^(aG*QWmVd3*;$zoq1<;Uwh_EyU%SeMG0=_1|vB&<;(bxD{{JI5?7>9 zKZ$x+@$8yM(lEKtR?J;)VTanH5>FLd3}&odwM~ys@3~5vu6$)u;!R6@R7EZScDPK_ z-YR!FYs{m3*cCoA+uN=Vq{B|wt3RpPaOZ7NWUEgVU7b&PN^!CCaP15B<7=r)F1Wj` zD79Da<&$J;@`qVT+*CZgymX1&sVq)rW`!HAGKMix!1$a{-4F-rH6XA-P-Uw7jRx@wMKN5t-EUcW z@l@)siWCGXmOcTT73hUn`W@g$DJ%3nQ_buJV(aF2EL|q{X>>Z2Mn+$ zpX@huT|L@mn2~*)aJlH>?!4v9p$sOb=Glf8((3y$%rE*Noxu7HIxS9-A1-k zLt1Io&bli8gHa0DGdQeThjrl`^K{RHQLE3UW5cWcb8kWY@!=vhm|rib%~kaX_l~C9 zORh(8(1o3+_?|*+s9@J@ZMNTe{i4}9ms|4fZ`yCUa3YhoV;(S*wpDW)CJr2ls$i|- z5(JaGFkV31)FODPUF#3ri4XJ7n~C;|?H4GAJ?C93HjX<&Rtc^6Gx15fs!SPjdRRH+ z;h2H$tE)1gr|7*+J+)5AE}CaX@Fv=+A?Xd~j5kJROveV-8pb|=yau50{@$_rlyE(= zfE(%r7KOu|Pd`(GFj1?B!2x6jdv`BL_?!@_NTRyi|6H30;}_zqEERovlb-I7Z8cz4 zM0BqZFE(z;D)F<}-)H9D-Nq}1*Es=EF5dvv`1)qlm zEkTKmlvDWmnd?FJgQQ5rH!-qlS&#aOz(ULjvsi4LOXKyYN_9r2YQ$;CYUkI|jTkBM zAB?c7*$Z(N+CezMUGM(b{glzkhrJP1o}a{5xPjcL6=eOK!Ay*-fGJC$>~-IyrYP$l z8|jzpJe>2CVnLQ9UAFL+N}&-M=GR>p3q8*P@GeLP26nRx@jxarFY9wFGzn?hZ2fY^ zgFor&IMP;|^oqbaYrTnhlJey5;q3Ik>q}~$JYfHizWq?RSQzL!BcD%?+zZg>8{gh` zluOWkCBZR%4tdLAJdE?q%a?2Sb*H_5!9=o9(;HMt23nt88z+#`$6< zVU{xyn^6X0*c@}J+CyiC+s}(z_X7=d5m?$?jxVv6cqG4zHcFY@=-EdpzGxXT_{P74 zz-cs0UTI1Q_7`T-1w^YRxscTtrI_$w2}GI^L8M&x=%LSMqt42{x=EUxFO`I6598TU zE*1FQy7xf?`HJX@8x|owLuYpL_8|}$U7`3;gOkIi%}Mzjg8_LNP(-U0Pw|`S8GJhd zlVP{)y~`vSLJJw~3)9ky7C}C}z4MU%f~j<^5sUm%uSr>SE?v0D{nUIVB4YPT2w?mi zC$`5!#nACsxaFeM2n5IioH$g^>`cgn=h@jf)zv;7iSer6c*E&<3o8vDOX*3^-Kkc# zX|3xyT91ecUo!642(a;5t3GFUGLz4l+V5OuE*xNu-EC+geI0LzKiJ!P)F4uffrAy>&)G26j)N!gaxxyi5P_dKtKF+V%{uZPs|g+Sz4 zuLq9;aXH~;m|>x~Kf+DehG@ceh=aJd$xZ8H%KA`+$BV`7YB^ue$u^Syfl@@;+qmcK zRt}7W9R9nz`|lR#R3fT3uiwHvS8wUc*!p_w&u+=g45nk2azp zf@7mVnF|uCgrGcv=U`v=4rMa1c9_&-iUeAhX`%vNNFb^FnJ|qqf@_fU$U>Y~A*~@@ zic8vL1EvP5d+xxqhZ8=ZpserR9D7iuGNqSThF~ngNXDdcSqqOAeOe}FJY3s%Wn_+) zE#myg)UjJC&P2yK1nBw6i@O( ze2aJ-!5k=$Ag=8ht3sW@Q*9bUC<5T14U-*KI_j>JQqlvU=hsDlBO{Q6XqfuwrG8}(WwvOWkJN+ zNgoE>na77GM6#_TNYx`HTqS86=4bpllWw3iPsckV(j=lCP`Aw7!Y1zn`u+UwAY^In zCziGwzew3+8M}VFpgW7>y2;g!5Hi^5s67VRbjf8VG#je9Hr-SOgafL%=Dl7NOW~>! zUvWnpkK0PC9A)W?&bDB*w`8=RbIpzEQXG`h)g?>Xr3l?+LnL@gMTd(lJS2o_b2KGL zP*8Yef)_voT^yWCmva3tvjSmCS|O}sJRhOOr(VKxEau`ep5op-Q|s|$*vWK3ASF^c zF#o)O-qGAu3-#M~p5tb{Fh8w5wmtcNPVY;@{kvvTKjk`&3CUct1;*V^Yv|b(d5xXe z#Hnt%sJAb@tF3)VyB3y*aCzY)3_tA0OyR+j_{=xdl)1YWy~E^Ff_m*>RSR9bR8j<_ z4=}b9u?*MzfeZNC&9+%+Z>Agp;y)mW6H220MhU~iZ61Ece}KIhWC&5?)`dI}Tv1SD zA8`jNyW>{Pna(3~PXz(SCDCHzlqJz6ZaQBojPq3@>DA}0+#io5k{qm?Sa4Vcv(b5A z;y$1j8VK7wzAjuh8ps^U1PHFGnqg6+2alXKf10q%Bi6L>-2nW=a12AzP>L5xHO;1L zv!d5XJ|p+u$%s@coA~wP;N^+Z2P1mjd2UP2-snlVB1C>#xAZ<@d_Cn=-I+=ArY8TM z_d_-{WSh5d$ULUBu=pHa9Xd>WK=K(i6SZs88?Ar3@Q}Yio-$xa;^iovc}J z8kzf;tjHLcZ0Xwd&5Jg$(Di!zwDL#8=`hA;YB&LB z#i$4#kxSqH-R`xaP>pwgH+=E9rY-ZHpvb^RKm|9>*@cVwAR@?+6o{Sj64}IRu9$Un zk6LLAIqgAL2^%JxXPokytOGaV8Ex$F2oA$quo)jc`SOR(F!SU6FBc4*iyG;^*dLU` zO#)=3Y}lsaX+)Zgb1GDZ!-uPy6n?%1-pREu<%Tp|m$cqLzHp;!jdPAw$>!tB-PAdj z-omIzl{NHDkHeT(OeAeTgBNRSYgIYD%rjWN4Z8+LH}bmFxwXG)bo11jkrDgC!Wu2! zG8pc74-Y|fed<%|+YN!*v4;DM>)z-%=e92^x*pvh(8!r^g|H+|1G?7CXQj;d*1)b3 zMb{da`T#{CN<8v9cW=cG{I6{zIw+Gg7)Aq0=KfI}RNni#SBIfMjH=LGJdm*;6MJkX z^}leq%XLM}OGvqHwIOjeH{v>e)RDKMbE;h)a=FNpw>^fz3X-?j4GW|-h-E>!;W`$a z$5Fds&QZuM^~l)q@MX1@6#-|VA&Q!Ho_EAQdr zKzEH?0n^nLp=D)5^YO64a~Sl*35oJ5EX`s z8a7akg*kKZs-_ptjrQnDcs5S$%e5vPTJzUU$xj34Arwua4ddnhr|q(dn}9`fO+^kE z@5#MOtYbzV)+I{?G%psNEt(@4d^VWQ)`AvAMTyL!5w&6w_Sx2pGG^xrndW|6UnxFw zIAlSpTh2OE#Q^^_WYb_D;S1Pz^^l2!H8P|n*COwTT2(e`Sm!o^-They=JS8w-& zTk^$L{p0*-x3s($+}S(=ycU+0CMJCZAGA(zN_W3tY`>E4BWST!rt;-M(=l@lndHze z!D&ss&Sc9$YMM~0od;b|RB-_$SdB})TjIvAs-`i{J1(p#3`g?+a}7NFI#P!*o9g*} z?}CKc0!9tt%drCymO#lrnrc#3Ik2hOaD*@*F7mKyWYt6S*5P4c$2s#x`jPG%D8cer7p051-{LOhK{GkTDP-F){Q6bBebERsQ_emN^*JyY&+^q^lk&8# zUXc#yhT{b+ypg)%`{``!?jUK-k=!VJ(p(6Z!qWY)``74cHQuJ|y(p;S7fI_npGbam zX^~n1VTEDXJ2H_FbWwqg=D8xc=+0$%%bE~Ts;i_Cfu>U96HnP4{2kUI zk(>o5Ds??qQC_EljN(l@o##jvaRL_?bOWw!k4;vN@l%Zvs)01>3p}5iftpaep8q(L zkM$KFXmJFr-w2G#hU2d^89%lAN6C{z({;G4R`7O|gB|G7EOxx_1w|{~ig>)4W3Wy;$-$iVYD^JvqMa_pq)`c|AO>m-xN#q(d1ZfRAbu(nW1<(&qxmWN`oGn1@`E%jg7erBRv0 z2cRv?G~$UKa_8vgFS4pAMn!!j(PN8>Rxvub%Jgli89k%HV6*=Cy>H07yCFJn%AKipY8wYngC%JYYmcU;ZJjgo_cjw;9k4hu8@7M879x>iB>{~$ zKSHP;1Qj{5lQw2}0~#J0HZ+^(HT>%x&6-h<+-Xw36(UPmJ}G)?y&$>8zv;CAFJ`#3 z&*SLel~4@| zfd-Vji><=3O7%bb(%<;WkcYBSUy-qHMad@~EG!R|Tyb-IT=ymq+Hjkfkm(Nkl%5yQ ziaIuj**@;G^!F*~lRt}5QdOp=Opbmi>GJaQ{ke!+E;q2-i^f@FPBx-`+r-2NQ*Tzr zysmZNG<2`7tp%-gCGVn@8m5Z{LGmz>=@=zbc$5h*ngV9aROxh*%yvCfVC|JirtN0q z9t2=You*;R00yE>xxWsUo#XXnSwvCE-BV7;d~3nu>y1cI+a zUgO%MUlrHL$X0tUg8fRaY8i?_h<^k`$wT#ez<%<#_OD6G59z=)P1^B@c2(uF)LFx( zDAA_k&u_4k-3Kk29zo4tS~OGRyk?j$Vx+H%e5)`tdMBvxHHf|}s>e>>2R4$QE=m=C zhemEFSi@Alt4T=rX60j(DUe-dCykX)Im-@2AT*UXJWuAE2lr=1^n#Ceks+ho)#a8; z-}5%I)A+BLRWMscQemi#pEvbzsYBBx-nM+gt*bD%;EM5(mOF%ZYvAdi4wmC=Sf|~0 zn!v;5QYSrq^1YSbcctL*kJ2a7S$dXsAL258d$lu*<=wjVG72FU>+frVw@Itd9&$>( z+nfsAYIJYLfh)D0&}rc@$>!bP8_7zs(wE8v*$xjEufo6rWx?k3WYx4! zq@?;v8xbPJH7?a@TlFX zRm@@*moQQm5%;Ku+N9#24|Jvy`FdH5q&d}z?NEsZ|1rvK0`jLpRpxegQ$yzw_6u3`6#5p16r^G`HI{!RGH30Gs3_uo9-Dcg!Kpa==$M<&E9Pc({#>h5TZ)Y{ zx7x=^SN9=z@131FxI`CnguZScJiWR2_P7Fe-WV0Jx3S^kR~e>B zL~fe+>2=qIe7pJR^z)IO7l@%B@A%c@o1M%HHG|;<0z&(Tw_A@8XJ3pJEwNv$P|^TN z(wLj``C#sS5m#^S1@d%G=f~v%4Wt6&1vTR_2?@F^BAqkqm;}k^@+dc? zJRoM$;C0nFUMELwz25V{tYMlZJCoqNMOc0O`i>p@r&Wc{mhQfC+OP<1#HLFdP)S^A zY4>mI(^&kyLO|?$yTk7GWGN-*v>Kdw69Y5FKZ=Q%_h3QAk+uA8P%#zVKN~kZExN)t_l`!oe3zt~J=L${0{!_evh#|hAy@XzLYw@RIqM)7h3^1F+3vhI4XN=Psf z|IF!4H*zS_LKxVgIKNQNInT$MF6zoMI7iKdA2rc%xP{w|Tl)1j&7B*MyOOhB)3OBi zvExXU_33TC^Htj5gsjKn0;c=6uWKYdwZJt>r43O9>D82mxdaF>u^|vBae#@Enc2VZ z2K`9Em(iP9>HlcJ42jGI;lOtajrhz-?{^>pC%+=znA(eh`lsCi;W_*u>OLrr&Tbpl z0h`k`d#n9&6zZgNCwiM9nMy9CkUbu!w3-zSVsD~}U-;~Se}qVsCS7yds;*IjGF6FhOG?BCaALA?shJqx{Cp75!{rFwil_w9v{&_S<28ciYbc~hb=k#; zzH+tQORubcGX9IXbDwR6ob zUiI=NrqZiWaDQ1gj7EoG7qq0gw7--S)F^%QjdO2&-h}*5a}@4Drnfsm2VVL29|a*) zSyZndNnSPQLqS}UKlPQ4k*VGg)V8#Ay_WUEfl2!LI5#@f(qv^*>qkK!K*3JKwsqFli>15vDA!D}eCacYTwRe+%LO1Xe{-bbx1J zBY)uY@c3TSO)uN0s{9l{;qQFVs}~ z;uZ@zMlTh=^F_&6mY+v_E{v((z_PtZLKF`gDC;5-!1I3xB>kEv?YP)$2u85x%Gl=0 zfQ9v0Ut7A^%eVTCJ&!t_m!v?n3br~!mGhiKxR}Z7@|tbD_O=ipl)!_s*?Ia_RXNs( zwEtuKk{4IYPalWYonSBb>6I!B&`Ci^t&MNb4{oO4u8xU{KWS3``$Qj1<=@`kluN*v zPX^6Jlt%aiiHKwmH-QPkd)8KyFVOuruw5)N8ftL>nrD8yUWjurUl$dXFqvs++r1@| zTDyB5zte3F6R~Osx2=$TW4{yr@||(Y)GPXq7Ra&CTrSY&7}N*W8PQa5@kl(h;BcKg znLZ!&x_XiHd=U@fY!i_$Ejg>r=(?BG#BJvpmcW)t`Z+JDNL%LbUIG`$AxEB|V?>8r zm=1CR1~DZ#%10oTnp5hm)#4&QIrbkp-J+b~g)iJdOF*tRPxp;$_veo^DKHEL->h5Y z$2cd!k+tcS;22!Gd_n@7wdeA8aO{XMk&^raD+~{Rvf6tum-$Nr@}X2zxX0ycRn{Cy z$NvNw!TSfHgB`uf=b^tIu|WfOJ=vu3S-V|e975Ju6AzKW=VDPFa1tAOe{pZgHRn`9 zvM!o%hQEH^eKL9b?$J0lgxowGsHS-lo)mktOqt{=?5?|LYM5sCPxVP~3OgRb5ta8j zQbS&aMBnjRZP}pz$_Y@$_8LK;l4O2qo;~)qtLt20$@WqwD7zI>8|9CRTn^(1LwQ?3 zA-u6GyqbNgn=|+GtZK|`zJCF+{p;-Q2DsG*%Yr=enM26n z2F_P4-xAX$)X>m%{_l_=cYuxL^(4Pm62}gg#B6(!R*Y6{6{T#z{shZyAt7;RR{x*x zpZqPcT|@jyh5m_87VBPLD#C3J7c>w|6T48tM>mNF{Y&?3W8_2J2TOy8zbo1Gnd|;+ ztDR*U=qRsLB^B%3*O}6siBt{UK~eJ9WjsBt z$O60q*&OV-ZXk5qQeltuN8*go5dsGQ(aj0CE;8|Chl}^c{qt|vMS}@0^gJ8A6hEyo zm6PMFei6O8ZaOeeRyOJxN-?qCFWgMgl!r3@FEJnQ2osYdpCBB;)_@ zBzROOq#B75e*bmlY*aVP$d5I8Ic@*Ga}PIuq!hI58@Gg%m-8E>gm`Z?QO^G8e@Iet zh>Cb6lAY^dINR1ORpHpF8}KDyW@c8()$&};4s-s}`;?|^MZQuSI?tW0vjy76zr-nb zMj2G+4_h7(|N6$)Z-Ej7+~#nUVaIure@Bz94;!g-F3~>+l&cgpL%4c37nGmIXh@pe zpGwHS6LIsF3rKA03tN+~duuA73F*q*3iN9r8PvtXxF+c4TV&iais=H|)CUIf$MNr~ zVv|T5yKhWrCRDZWw#E_O9q+<`vMgpnS$4L{W!&iXXJ;Q=xm#K6=y`b%<8ej!t}uss z0H_Q{>N6jxX*+kHkw8P{FMjY)qu-=ddw=`Cs;)s{VzpbCGY{>l5Y8UR$J36%0aISQ=F9u-0$BZwoExTFVKmh7=&o^ zXXyh>In$;2qziu!6F3`fIo9|5R=48ZP4{pv;Rb!%*RKv=y;cS?y9a*#99T4kQ34PS zdtB5KIs3D3wllSPkJSg#*%a9l+nD1d0`-dAU(TE(-Y-*UEdpByC>X(^e+xtvlDch+ z0~v8@k>V2Z*Nyb&F=!?nJ#MS4*}*i9z&y4Sep>Q}9>^4%)7n}{A9uQDTTk5?a&0Q} zy0U&Y<7*__-FPzAyW97%in=f5a88tGbMNtDXqgg=QY1#F{PyKQ8XJY3V{s)d5IA~9 z1n}7=JrKj!cByx}vo%bEpkpx5Hy&rEVLA3r9O1 zl*hh0pm?Rg7dpbQEW754V@pDAulnnBW z`Dw4YE*0L@Quf)2GVA2~+0Hj7$8bzE^F5_zPWorqFaLr9j-Nver$hLUugbfW;*Lq_GcejUcSSix47{3IHvyQqK@)P$MmDz(swxE`^$eE7$jR?aXQl}%Q72|5Wos@hCfKph zXO?_Jt9D#Gnf)atb@F)t*_6kQNAID$$=Nx5q zv2vpW5&|QPD)29pv)nD2?RVDeX1@I4Xd>#PO{FQMsE#6YVgIw$?!b1U>vYzOJEfPn ztv=r(Ij-2`*r9_KFn2mKDZ+^#V0=z{TY@r!via=S!I@Q>ne77DIvd@wWyxE4r4aHgr(9aOWoSdhy5ak^AA2mY4iSX_4a;rzdHN@H@yJ&oA$G+-)hn zCV}56)iG89F9IN5dxv)O0>u6PuTc506`Ol=kJf!9Zir(HXy0F7-u;vQ8vgtHcn;Q5 z8-48$Dg|LQKwe2kT!vcsv&_t}l}8t;sq5GGv$HQXe*eIg{U@z_>u3KKDy^K*^zo1H z%T^~IW(=0G0!hcFWJ7J9$L`Z;Gzxf2xLm08y`sqehAQ1gqHPmy~Qd%NiVR&%Do zV=A+gi5{BUQqSE^-%|N(+TUZM^gGb0!S@tBeIebw7M{zneq-BOwhB>fzHm~JX5hO# zv6ZWhP!FM3A@s+1_rP-@;=!~B$*->lBP2BY6|)`V{clTutzJi9ccgGHCU2c7jN7l1 z`D@oGZpqag^5dBch0VpAE-DeoxZ`O^BrJWHsW182IJtgE?l@v2+Z-2BJ?!99WV>@1CRI-rocbva7*>XC0@#4i#)tiqGDl)tBrBBzY{7Q?9=UM|WJdftX z5(ZXk8hyK6w)Z}2ES_%pNxMnbmoQD6z~k>eWPQ8>97gUMITUs7l><=rm_|8tnw+9_NXm0=N-#CACz$XYwj?m=VBzySL zMK@%%(d0gEzk}e&A2(tbP~`(QsyF*Zi64>iD(~ z1Eg+j$IUz-tGO^;t2HpWv-=Hp{a*J=}@R?2p*F8lU;|9 zImQE`MEKW$hCQ47z$vMp6y^cOP*S#^YQ@{!I6Sk!PaTDxrrHf7a&T zYj&ZwL_GHMe|>Xe{r}Dkr%9AWjSKi^W;n}3oAgk9GhcVdrl(J-qNAfts`|vY8U@{? zRX+yXrqkRWclR}JA+GlJcC&(QAQo^i)!wVOcweC@1SMVHH0IEedCg8aEGjtO=`h_D z5Rb`@5Ead`aJUi&1rcpU^e9C#8VBqDBzOx2d|A~*<0XT%s!Obaw+o6K2yM70Kk2K^ zuWDZUUjMXE%*J~<@j+gp`l^U>9octVV3}xU?6gcSa}XjRbTd;#^FuDvVcQjV9Yk!eeCn;wv;vs^u*oCyaw<}=8Shf16@B)!s*CB63&GzgZOI5OWcKc3 zO&s;l=Is#W-YeOvqg z?k*~PnNdw5)(ymyFE_jYy@~97uUk!ap@E?3wtxSI!@h~zfI#id3mvVKGY29PyS;+; zr9YbE?qxhWcR2lUHuQ+}vie*IPt>0M-|2d(`>~1$iGzokD5R;GP$o=GyTpHax|GQhXDeCa?ING1Z*>|l1^*i@>^j#n>Ksi(di)U(L})E&&A<89;qQV z6}w^kyTGj)#k+&|or4a=1SSzE-1^%|>d7z!*`;8}2fUndd6fLus|$tCfi=6x<5aBo zDGHk7pNWU`T?0+OD1KHP(slg)uy{!8tDQKHLJ9v%j*SK3wo*Ip3e*2r6$ge^dP(C; z1PH0qHI2oW45#ehnopb>PdD#(qsF3*Y`9Atuf9b1Xa0Da*|xgM-n<>c*ZPM0xx}OI zh5J!mObCU4h+I~+Q#m~#)GER5a49JKNF{5DK7 zZ0TjE%CvUSfh_g*>LcULM{p?KDMEX z!pqH)+zebyGij?rn5ZTSE)%60oN2|&k8I1Gpf|td_-e4s^m#_1IjEk2MefRo>cF6a zlmdY8L%)9rwew334U+xPIv=3Adc0AZ|3@lN*s#paGqmraIxr|2(RC zRFAX6@XMvQuW$ZA<_RsYS#vb(v7{OjJD8!Np$G&euZe$-iCIF!fX^2}Nc}zv`?bwr z3FBS}CAJY6o(s4JdTv;knbsv=*cri)xpxp+x!)o-TB#mGL8AMS`u|9Wmwy`ZnR2%EA+2`&g0>Gg&2v8tLHs*n^<(o@IA)gtpJ6B^zAl{Ax3@gLFWKjLOGo{!dLoUQL;!DOdg zYfTC5EGc9j6nmt}pVpJM7F)P`!X8F3QNLztoCikV_ zID^aM9K>hCRgHv>9Wj@f`IANJ$9s)X-jn0;7W#&7sVzU3@k?Tb%<3%K6p zcW|L#%5A{1?U-E*$9JQ*Cq~w?ntT;U)(rf ziu8Cbjjt2{365#QW3hFd2o-I}luM|nWaM3tbP#@Y^A@Jm_t>DclB%5vRr1lXWKM@d zCg<(|rpMoBf)d7mCr-bIjzT)ZuIIYnTbWC_FKxX=Ycy}n47>PDCsEA%yz_75wk%JvR2ptsOMTVi_*TbN^RS?5Oc$b~Y>TywobPDo%_^3!OiM{T;swwQ(mZW~^NErNgT|Wr_ z=qy>92yn9{Rs6niJ5Lbe8B^m zK_O;y-!^Ws#l0NZD8F{eknR?tKnV9loE{%!q`b}td3%s zTop1jfxxq!Ko+imqM||1dWQK0ue$*n1kb89gB$7ku`F6mO zM0Pnr~l+Cam%ANYVF;dw6D=SizR-Rb!_Q)W7P zj9L(I9Xyx*DL0q->w&oi+7aI`tRrK;^Q&9fj~B1{Gn|w^YkG*fE0~a=E}w)zX}P+! z{|=V)+BH(i$Sl2o%?a|_Q%TVMnF2B25O4%l7d0n=l@tOkmv}1a7$6G{TZKb3L%wGx z8!rGX+AxYT)P#Zg5tl22YhG*+pb#%gvNt`!LI&}w!TuoWb|c3=9)9<9-qH9UzIRCJ z+?cFRzsL&#op)p>J=pkAtl^U(Bd6`#%_qkspghZru5RwiBSQZ%GP%T-`vJtZDCUKRWs*FEXO;*hu!-ilZv~ zByuVDpIjfzIK#uA?1J$%d7OQpMCvCEbCJ6l3!LwVV!G{o|MSLa19g z=1XDutjhTpHm@~6l(xM594zfsu|M%o+}fW9zw8-7jLrx1{^0CF7>H8HG)6LqfVx_O zVNjPm2mspC`b|hywuv;TVQxE)hsW^=IotH+DFkv{pU|{e=Onv?atb1KxSBx8ky&_JdPB?%#O z=1OGTGHf#Ibc&3nP-MtFZL@9M)DbF~*`_u{3EPlin}_FpZ|T%IpYQYgKEL7l=Xuua zRffH+weIOXT-Wu!m#^EnTW>xIt-m-d!krWYs9Q`<6J@#JwL*BZd^LP2WaE_+V27$g zFs~)ee+q7B7{6YynO_OJcgi@% zRNs1`{QB?O!B+~T&||`b{*shjC<42_fv;-qM%NNcVc>qP*kSY0D4lhN8#e*u=Rz`O{KN1FW?FFtW{u* z;GwAGa)e*}9o^IRAvWUQ=&Ka@zyNDo7S#DR(#TQ%ZUVKVO^1J@fqk6td}_9(*^8xsUIo@WPZJpgMq3= zfVzUd#1riw7X0C1F20MPxXYau_D^_!mkYvXDXb|o>`TYMdbmL((=!pu;~PBP077M>lZKeq1vdL`O1+b@oW z=BIrHZEfbCVDmb)o3Lf8I`v5wa_L+Z%ho*~~ zYm*J!QrfnqYFiqw+3_vAQ_0wsA79a^yI@FlC#Cr@x!?ThzEBos*P8X1$7YwhakTF}*~ zdSyVcI@B=@VR~lllV*77!70tBd`Yyh2!}$6w73;~sCGQ4$X>rW2zye201U8*v+L0> z5Xi6z-*e^&U!qtz$7XUG)OzhadnMsYRkYH#*2F~)*Ld!jyCY4rGB3TAfg!W3+{^1& z&Vq@wQ;QRdPJFddQ2h8;n9DJ!o{^M{ZqOz z5T@^b2^Q(ccT=3Ze+Aop_c_n4?&nfanAUsAbPQ^m`INcs+3}U&QPDbAP`ULYO1U(2GgGq}y?3<*f4}K6_*?3uZ!%EF6P0un$dq2{E4RfJ*0b7MC zmRj&3z6Gpr%=gQ}YiZ0o1nk4guezZ8$I?2q7q*#I1g04H?TME=pbhu+1B1dHL??SjlDaZ6ZBEbr?lu*z+gsUa%4Z5b*s5fpJrXHw zXfCkK=bW~BXX@yOZ@(2G|Zp4)`po& z@l}`Ni7wcn1L{9K6!!DN_8dcsd}^V^lKX`USkb2;Nvk$lO=Yg)GG1N0U)Cwan~a)(9ju%&YPCuz7{k zg48ei;X5Df+VwIwN?ix{AFe?i_`EfZ33`)^u10B^P1@t%VPAVlvySQQ$U0C+!mFEN zxW{EH(K~f=4tRqK@b5RS$q}2OPNV5&nFzK5ANL>b@QV7BYvPP2>#zFy9^-ryXWZv? zn=ijEm#zHWZVBjgUAF#ZR72~#*|Jqk{N}s9cWhVZ6GNGEZe37#C_m0#2}~*QruUwP zGF()yN^RQ6R_^g@|7U}C8>CYv+7`1NRjz7+H=2t*wO%G*JQB+bS$X4#Ggqhvg{XP_ zxQ>?w-@1!m@9Cy`Y9Aqx%;s1N)n|uwfe7{&6oUfk+t8zEI%yPMe_g|Oo zLBn_G7X@92AKMFpen_-+f8E7t{rTG)z}IC%7YBx~N&M?7yVjgG)$Qwm71L9?N2VGp zpuz9G`8`!S3gYsU#LM=3v8u|wxCKl8&1Uo0GORs?#YX?IvKhibFY~Y z_+R{SBw^FJa}rvxMX&`g)2`oam0@>-)YpvfBoBWdkF{@HPp*Y^(aAaffGZwTdEy{!Vw`PvVciAKCtUTbhk1hKjalVm+^dH(m{nl+G zavu0A-;^x>Al1Fm%(x}yoaYR$k^kv1Z)n8K(Cyqc>Il$IP??B7I2z~?C?tf9KuuwA zemder_ET?jJMLEy1ow`RzHjF7?X<3zjuW9j-GKUo(`H!u|2mp7U!dXt=h3wn`Tl<$ zrPLPw^V;S*S0D=d*D<;cG`s)2Fzji18};x%k9nEu13}avI_bTHZFkxS0{Bx(y^8AafQa9s! zx4@7zWmf-)R}8K;^hDLjYxOLzdc}0+3R>&_s^*mNM=V~wio&qjIbGAha&P!ddSjQX zK3RQMyW0{s<7`E++FV9fPsgS+AK=Fv;q~*)-TbT4fyL-|p7rCw4=%jEc;eu0`@=4h z?DT9;o;DN@M7TfsI??Blx&6Y9RvQ``8p-})@^6j<#b2UZDDB2sHEeDdTauJpWa%Xn zo}Rp6S$U84?VC44JEd=Zy+U#&Bq!hB&29Pa$?=l060&2*RiB~d*yFs|VCiy_Lv6UAj*3dq;fqgVtul+xYiViO#Yof8ypWOk zR|5`6S-V}gG&N29>tnXPgG0AubYx^Yh1@Pr$jr=C*}Qr42>tTGy2k2YxQxWjr*zJH@W0W+dpP}{b>0ihg+_L z)E31$qIi8zMWyF!wQC1dXXJy>DcllYDh062!puMZGC6vn5>IQl$j8AUo34|kZDJB1 z#;>0QB#sfhrkZ%4JNk%13B38U`x>`ubVene#6^?pfF^hW9(M8#w=*NWlY6Yi(3#Zs zae_-J?1-?iFlNfA#L?n?_1W=*>o=CRzb;r;SLY#lx5(eQ?l9|Rle&CPWR4i63G z5fl_0#?tx7n$!e^aw+3j}_84-=-@kpjlU+=4$EP>Zu6lW$_=ENR6N9fgf?IPz7Z(@y*85SX8p@rW;}eY%XuPSN z63o)+ALVd0JVIIg7?wFE5Ovh|sbVzp%>TA_9;N!0@A@R6{!vwZakdiaeBC|mPpGpO z*B(+y)!}OQJyC^{l?5`k(=>djyLSa2BtCou#4NIwmX^)$iygQWq?bO@YhAh&yEs;= zs$M%o=v|p96gGRu2-BA^QO&#nf0QJ>I^PhIP+fhVgl#tzUtO9C4G&MQixeSOGuyUy zH(o#|yM+&Hs$aBA{!wA0OB{eWb;>;=iMI5@UC{fiWN#$ zd{AgeNL-cwz8VKt`0Jg*=s^#~B7^hYd=85L0w4WwEXD)-1V`iIUsu6u>8~upf8}77 z)(+p3Onubv2;{1Li4QpvPu82yF9e*_EBBnJDu1?j{k%aRb6@nxG}F=hj31jdggK2_ zuijEnsO=Z3+VJfpZ_&7K_mY5nm5@1Whvy8)Cen-hYmzsvpHuXF{hS`Rtp56&Zh1#7 zYJ$QQEgHLig41}AEzA1vW%j`XJed2t5n}e+VbBC7r}~+}@U9(=o1rzFczD9| zL67T2<3E$B&8gbAXs-=tJV@vddUQVE!48hese1?aGT>jWKRV5;4YYPNzqk7fD(2l# zl5oa*l_ey6wu?Z0vk=z8Be`_5)@!_bPx}HzmcHPhf2JXN)X+KVx-M&smB+{p>HaxQ zF#hFEJuc1L1utygJj%{~Jnr+vR6RM;W&MWUp7-yG(%c^+%!-fgC={s;aT+nd4;?Ji zD?WZYwdk_zG9@g_*vqi1B-HGC-|Tc2dbQ!g#Zu=Q5j3WR+M&lmlK9UR!IEJn>g!jQ z$$}1)x%Rdp`0vg`z4JR8YGI3AjRME{3-@--yHq~dwq1X1@X_aR96QjsbL)ZQVo}YN z^o2{a<;r$AW9jLg@^mQnz8doNEap z&*BD;ZV%lc_T|EOIbU15QdWfktJi6X%AYPMGXi&=fV<|@;Fo4|YMOU^A5gg1F_|1$ z0}A!R$f1p zRLdJ>Cw6UN`_Y=;FTpLQbpHIi)MR01T02r}W8(n@-lIoH`k%sJ-cEY{{EV)yu7_mc zpJ$L$U)U(DKYJ-}1B~-o5`zSC_l-I;g=Qy@V!Q?!T7(L$+67FnUw?fpfGt?Z*f{I2 zzs`+Kkp&cVXqr-dT37$@zl+Ai;f(GzDo%rck-bial zK*Hjt*AF>DpFPX4Xh|A^fGlXJq+)e>{KO8~FVSw8(i;BSX5@86D~^$m#NKYppO zlU-Qk-P@{`9LO97ebGbJNL4V z?We)qT7f)>r%gwD2&JPsSS(hs+Lq%J4GV?raWA)BvR&5O>Mfg)ydddcRKT z1lJq6td_^Mh1$AJaq-l~{(as(ZJ}3Hooe!|rr^f2M#(ott!de%-j_fS7-zJ5+uaP4 zAhGHN@RpW_PMxNse!sN{;mXQRlUEkUZQU~Pc%q`BVs5m@OsA0x{jy=1!*yNlS2c|% zNp&so{$%KfjFkQfUB8N3UtZ_V9i`kG8yITvTFDc3oi^v&`Rgm2i!XvwI!A)hVC1b0 zhS{b=)JE8>HKH3nr1cFdse?%3@AH`T?5&ZEQ1&4k&W^qZn(y(Sx-WY;GedhFjf2{Z59zdq4m7Lw2`lyPiDP5d??(RtY- zOnrSRxw+~eZ(c4gE*@oTsH@Ymu&{V#)#J75Aqj7$c3qmN;gITeHFT~%=SX;a1&!_+ld@UDI#*vIbL=qeCnr#0Q?3 zXfmrv&41c-yluny zV0UE*BfUs^Rw0 zaN3seF#fnnwPO+H?^I<@$x_-;MD<}23B&3+_mP*EH-uA4$&Sb@=J#iVdc%ln^yJjk zXQ$H7j^f>Hk)n2Sib_g*fBmH|#4R>UZGC-wvt(P&okxott&i^wVWl?Y+d4u_grjV`%XOSmf_k zK3ObG4?*iJ7i07lx{B=LQL`p){m-`}-{fHC%F1koK6pQ3oSc6~R>ex!LQ}Bkb!3Xc zR)(4C5@Cv2k{nx<)v_u^a%!xxYFv&t1ycwj#*HN*d;47Q3&sUiUv>SmZhZl3JwAwu#@qH{AXd2yNk<{z5LXB@T~^uvK~TVy ziVqyWeeSz2`hQ{~8vS5At^Y?UR1+a^9#b}P9y0eKdFh3R;1{tYIW@z$!X9;ddwbim zyPkqQVgO?3<(UOWyH6^#5s8*_Uq6adS~buDJHo@0TG(^GqMdZQt+jPT?D`qYR`)5+BK~)PzhDx=RIgN`fYA zyD$9m-79^w;u{`*_ey9zf+^f`PM&HRzj-e>j~2J1HaDX@`XA|+WE(--{ijHS#@Y`e z{~r&T3K`k&c@Fi1SmSR=(D&2+bBOidigRMa_w3tOdu#{Jh)|M+5;5;1KV-Vz;Bhx( zZ-;p3iZm1id_J)wezg6;L0KVyig3Dl=R-6Bqac+!TQw&rc%0Tiv9Lc%mk&Tl0zp*= zyD+o&xij$m(=Q-JIY=jNw3qQUHlN4>4Bg&&9eb>Z$itbc&us7W{H zM!0+I){u}8SjNfVu~DWiLUMfMG}7@LP!l@+jXsrE4P8EmBHT({U0vwvU%yB$eXSg= z)(10;&;eLhJQ5Q6Ey=3wc$@Bp4^i-F)9nAgQJ4LO11e0+%rJXYEk-(Wm`+^xjfjZo zlC+ITIv>FJ{7a0Nk?g%4O@4d%ra`TFVSawT$;EMnah2~fHchkRPhUN^`{PQLkeqnjKjYjh3H&dub za4nEpnKP+-CZ++Po?fesJG;xLU92vj9x|P>e$w31LIEkB96~NQY1vL+276j;R{tzD zuU=dU9wFOlyvO4}FC>;S6;!PB0a$F9e`sz4$^c2Z>j8d#Wk9&v06n2Zjl0Wx0W<-t zE&-fnne0gK>WVYzW+iP2l$sP=fAc%cHw3C`9oT8^uM5E<0vTBy-W_*^o)q$2y5#|| z;_QHD66p2f!+PfVTIJLvSj$Zi1&G74@@T(fy!q*h3BiUcqJ2>+!JBC|-_a$R=Mx#uv&k^pWr2WUD% z)UNNgyAt%%G949Fy|L`{@_|TOY@J`8wmhv9hW9@@SY% zFTC5?$+;_Y(Qv~<&&OcaW(!&h)7(eKe7Ohw{B_3j-Gbq@iSULAUw(QhH&WzMZYJ8S?#6s5q6)ux&PjCn9e7! zy#t)Sb4*fUUq`<>Qk$UEw}&k5GSPg=_lNz_ZtjlaCVS`uy!YY-vWS+S+&1 zcyIbVRyvM?jZahaurS#zn&RYKSC?lCoJRGyxVdL3)0_$#$trCqvQ-L!FeD#C5|;#6 z6$Sbfs6sTLmzul6-mnw#Dk-%k0~FWK_7fE&&~u)@KM#A9;I+Eg+eL6IJRii8njGV) zM>SC$2&Gk2RSma@=*ltiVe?wDWA$2^SeWY%7RC;@rnKvZC0b<>v{BgX*lknTgp&OQ zgF~&Bi+N*VkfwXBOvNC6146bg$yrEWdBwzZrDC!wvCi-9e2~~akXb|pEi&xams``* z(iCmWChpZsuewVvPq&mnAGm!9+&HL_k-3TSn2N-xkOve;gmD@|A0o`&bGEdXnm=vc zXV6%aXQc+A0{ha3t)pyh7NVY9zqh}Am?HQ$PtDNM_`W3 zg#KFaj8hWajd-6gha&>C!}Kv~8XAuv%R5vJH9q=~W!Nk(ymx45OHg<;y)@O}+_iHS zMAYYkC1;*s2o!A+@CXy00Cv)l!hWTWab1M4QdapwT95mbGKvvxg0n8?oYgPHw1FYX zLR~VN=>jQ>BjlD=Gb5d@15a;!aw_ePUaS)Id=60|ALEXhza)OSvK7q26)GaYsQ`f@ z#%<))Zq-(>O&tekCTj)T0ShT*$%8ya$H49`;NGD?cmWruxt-zYVAE+0b@l1Oie=?H zTj`0mo>R=aVQn+-H_@Mtg*^N`cu_S)MZcialNSiU->_C+24*8ja^^Bb!F-aEhA7+P zFMQt|k08-kwKA!-hm|7|9;t|@Ru&~$q{YU{Y{c?AaI{PeM%`!Sz7uc-5#?t&AmJs zUeO9qUMg+78#>iH8#+}vA6uxs&)7W&`r0cMt{VbT6q?`irzai3bLv%i66z&q4IuNF zHaDXAeYbqlM#f{q!^4`ox;!xr$)S8Y! z@k^BRF!;k9IBUjji73I0XiYRlL-OtVtDQ{hW2BAcS?vB~bN_lK%C35Uh@O)VaIvma zbt2uY%dn;zb+%YidynL~IO+>ic@6IHS>oQ^vF`DhNnbaoZJ z;NoAbDE_H820%qKO8NocRcMC#s}y9d_U_#a5!Yp(x!-ml&R-OVz*G>RL490d;p%+M zY7>MH)BeUwXHmX4J8J_oc-rq=N}Kp@3lgqvq%%+0YsH&&g7Km|_)tEIzWvy+BDS`s0A~!lD;Sivzpbwi<0L>B zcS1Q&-T^wv*XOogcp$s95%K^I4U+9Mmql5K+Xc&FA$Ux0srn1DR>-{7OPxlCo8H5M zc6~cmV4$THiqb59fs&Nb9GE%A;JDaV=j2~mt-xfo9BNL~%e{UdT9q=QMm0$^;m(P&LLcB0h5sV14Qb>#Mcg)25&g{#3ZQcno6EvnLn2(AKLagdDwl!^CP zt{eX>H~=2T9m9~;>!_)zb@#&xX@OG_XooEt0DoxfockA=9N=n}KXFSprD>&iRjr_f z2UGGn^lJ?a8xhVZonk;E5K6Kt$ULX#+}&NZ&p1O#ke~^Xe|xQ9MFs@wv%C6FoIJ@T zhsoG<>==OeS6+w?r^HW>+Is1SP&1tlli)V=ceKo>@<}#V81Di0e$z&jWz2De7}f6i z^$t4%hW!~G01u;FU(hRc!f~R6DkK4R8&E~|DM)(dmLwFn0n!9a4G|z#3XEI6VK{J@ z&b=Nw;P}0!!TymU)o+G5mAtx;wb~rQr3CPpn~)&t7p4^K)7Ivl&aha?C}?i*oH@DN z&%Sy|TRRM9L)(y*5tw=eXiqmQ30k~?_r0yIz3GBi1W(yG2XipXk|FvGYBc`P`h zFcV1_AR8ORG{EGJ73sujlNA%Ng&shd45Bax1P_TVDiS!7K!qE#v}YMox}YI|9Q3CC z$phZE@8nI=?6}MweJgIA_@A724@m%o(tLS=0*t)5|6-rN;500MNAa+hq1N@N$HrM; z#AbY=q?Sw>h6$mC#TGySMZ}vF!bt3>Gt$k{i(uuc zp)h5Z{Ks~I#^1P~H8Qk39UivCK{y811@uVw88skeOjHU7$E4L@Js99LfY|c3~^L_YTtWX`;TZMQ5%limppow#xjGOA{NT4?qXk zn*~^#;-~k~`QTvEUIxWd&e`V=Om)K$?4%32Cj4nOl;3DtP4ra}O~Vb%Slz$A9L)^9 zPO__E9cAO=czgWSOJ2Hn8JJX>=;AG zCOKktAam(62;F2((@vLI+X9YO$f>Jih}C-aW!95Q=RxLh75b#=?d#Xskh^5?Xe3<@ z2F!&zEC-B6jB0`3dK+?`1iJ#MnLt3yuRsL)%mF}AysOQ)F_1%uBe6mD+uV5+kQX=s zI=}bod+-Fj7ASKw{4KnD&#^}v=0^Gu!eGSaz0=5R&hey+%-UE z5W#k4KmbyUBK?wQg5Ix8FNc}3#`ZuG_T%9i7>|?)KOQot{}W^V--1(rybR5M3xW6m znnq5hA2k8x(EzhC(j2W-mzBK(gCO8@XL0{EIV3Eg1Nr)OtplahE(o_s_f7Wi;o z?8PpYD-y&p7=7#CD#Ca(GTT4Z8i6JJPOa9P=&3rkZ^{9D1?U#&b-^_JaJ;x@-Me!Z z1%jVmKU7pvA?91OOha<#%w(*upN?oyX=!7iXPChI^xWzX#D5ttn^K`t_XmAgn!9bG z&tr|LUH`L^^CVvC1m%AuPG$e~7nGkK0k%)D?CT#WAhhW|1!-@gzXYsR%1pOyp~t9w z=R!9;@)av8^ob}10D{&KSJ!%CX#Eee)KE^ONk!QpWS|>S5W(8F@95>&HAfRSYS8bT4n3f{059a4x`<$cQ%u zpOJirPW(vU6VD1`&x(psGO&0G{OrD0j&=0Uc8Z@r{ezTK{Ma8aW8c1g`-$RO>VY%W zh4!}0jCSvKdU-?*fHS1ZNKC}us;`gP|4k>kw1h;DYm;R$nOpd>vsxYn_xSOi&jSPa zWfK!V2`{sM%T-;CPY+8BT5XSkw|<-V#Zbf&#<_&|PR` zWcS#_`}YQb*GlyX>*KAPK#pN+X#a-GwLefqQ&TemWri>o2$$kS+`eAE`9l=@0J#F} z(^xZ@{$!91@p5p)S3UtZ8iN=Dx?n-w+;gd^sdl%L`NISZnF@0n-PVOPt~wY@CgA$Q zAcw{iRCk7%rb05re9HQguI|&LwU)E)4h|0Nbs1JpshtU%GzurC_`WMGvGl?nFLrLb zs|m?Hc<&UDKad>OWU!w1xHhggwnx?@yhuE~las0>C7q!vd8O_5NVl3V%fnQ-S1?{t z)b%RUuoSUqd-=2nVNfw{OGso1J14|L7VlJK2Kg9-a9t%>t8P|$zzJi=Dpoy#Cz9wR zw-SlN5Gzn4S-z~Y+{&qkW8O!O9@PX{GsNF+3#ayixpEv*kFtNuvrB^QD*gI!5*o&5 ztrllS#Rp^W%vfFhEBC0dkkAnhjyn+Nu&) ze7XO_>>#zbFlCg&4A+KE(=VUR?1t~l%^uC|5BsjEb=4{RJ}*+bIe*mF`epU#-2tm5 zLC^(#t)cy3<8vUsSW9SX-@c8DwvCC25iIN`VHSHKs!z+$*Ssww!xo%eDcsrFiOdiZ z2M0X`q14An0R>E)^Eycjq%@nDuEt=HA?3b-`yUW#FP4Yu70_gZLwj< z5&s#}+u#!=E%+bCxhgYxZPN3H*Y3^1%36on8Px zfY1pH+m0j1=pJaY%!YK>013N{Rr|fE%6-y9bBdwYS>%ZiJ(nW0>5IHVT3*=R!y8kv z?1Y#}kf}rDM@WRluFwqDr@(D?3_k||5Wi8`^!HxfSm&)w>}|-pd| zkoh12i>_f*(zx=N(Dm0l5qfMz%&^#3I4(`I_0Aa-0P-F=(%4mC<+jMratRe;Ov6-a zD9KyFn>QT-!wPfOiSY}hS>ab1nSjwKt=V+j+YXA7({zwXQT z|3t3q_DdBC2@TA(s%>z0V?e7Loy(`9Ql>%^K*zm2tW$xQ>D1BgLV1?F;$mG0?8{Ht zbR~cq$2k6c;Beb)<36g-Gak{5sVZ3s3kyq{oV51Ihl{b5N4JefJI#H3?hUZprwtdln_BM7hTH#BoNBQ<;k(3%xEiQU)cF0$+}{ zhny>ody z;M1ifQ5cLAi2aj4eYy?~(Gp;-<6fxPA$t=N3Yb*y0QCk|%ou{w%qL-qQNo)F%TXRwe|qX7VntjbGy6<&jjtC0EFK|< z$|9r$Rtcw+xVSi3Ya1IJDtH*}DoF1=1;SwOo~i}?cCu~AC;MWQW?H@cW3x^0==)*~ zm_zM=V!X$^^I>xZLGfZHDiwin&H{P}wOycm?izw2!8VZXjV8_`RmEUzN|~CMQMs;{ zL5Z4|9$ta^6@HfcOuN;Z&Z<4L4NylYBARgvxN;1ogy4W>!Ky?9z`hB{dsr&E+kV+d zVygXka}bdT0N>_Yw(%;cL#>L6^s*y>Nf%?hR*DfmiQv%Du{NL&G-1C#RV*T40GowU zr9wyG$;M|F0iIdbS994U+#xlSyruM0h!ToSt)>R*Z2H|noC7)+WuGc>1w@sB={jU+ zSG8BK5EF$IfG`PE!`c@8pF?=+#m8&g`Uk!9aIlgH?dyg5+@ommNzc8cM;x;`Kye7n z7WcqG1q9-sm?WGs?(Nv$JXQ=#AnN8{zl9_KRwECyW^oxf%@;5BSS*j`I2W2LnNDqp zls%MDQBcz7$2T49wIo|t$KM+x=g(jPU11|%Th&yi^6t&a1}#r=%ApdjJdMZV{ruGS|9y^@3$FpD+OEXzT%N@4`(`fi`u(aS%9!fC7!A zixzGxP*u?c5LE);8(N5Wf%P8>%NBSVjs5%gi$l)L!SDxoAsBYOxidLwksDjDEDmC5 zonVh)UeEzA9vf((w=i4Ht0l5oNPydL{~L@L>%9{pB&P63 znZrrmVeVQ)EB&o808S$1h<2tyDzd+*3=Rx^MQ^_cEIts%se|8vVG50o&U|@iYwee* zg6`v-+PKm`^BKYbtSmtQj$PlmZ?qoNJy~@}eR`~+g3$Slrg(WWAaQMgWRsk>LY5}O z*OH%q%Vxjug8 zafa`a%?CD^D$bl;B)}lvPEDtPgzl13#n>uES7)I&SXXY<}r`P zG;pbdK>Iz0!m9D|&05D81H_HMW*|xwkbyU<8lL~u%k^#gAU=f1`0PoSx~yXfJ_2!D#g-4E`BmEB=zMX znA?X7mQ1Li5yHlR5k(X`^w(}XcLa?>=#W`nsI&FlZC4&Ljn*nuM^L2zAQ~(goj_bk zaaus*iweb%HmAMVK%frDHKeOYgl99-%&Q;;$Zfx7^!8n6Y+168eFH~_Y?aX4}T^C2?_O$Y#U z{sa}iKc3X9on?eWBoWFH|N40I6&V;Nkd5cpIopOCIz46J*GoXyGlZow8NCpz9(#c; zUKwzD%YI@J>%pL$Kq(|3i5D6H6cZySva6;Du8q(K#Nv*BH8{qosiC1!IIxEvl}C7= z8d6Zcsk%CMSszfk!pQr-%(Ix;9b6#+bd|1-3jFmxtvI_1&`08JOin@a#mhpNxV8_$> zS<~V1W)aKmv9>F24gK)UrO{q1^C>lnib!pPvV>u5VKp1bSXvS$T6xt5+@8kS5P;+CGj4;n&5s>-n} zBJ&2}XetEy3J^eg(U+eDJ03e|zs%359a7trMb6XC$*35$0&AU?kesPJ4Q+DlWP;7dAkf+P=%V;)#mZ>g$ z)6((GaqsnHmIw1iFij!MMbi|i@sPlQ``OJuQ22!?Z*kxjK}+}~r9C+*X&5#OZ9B7- zH37vE&;_laHAZYZ0D~&VZcvo~bX_~rxwj~bSoFPuJ-5vQRm6u9@J|5sz625nD%%ZV zj?&2+^{u<)S(;|tot*GS?h|s$?Ow~_hgF`XpsMW#sl^P)RvM$dfIpV0P zptN3|mcfT91JT@2*_=2qV1}YzHDkaCHBdx{0xGonD;CLD8$RoxF zRlOD-Q71NtVhz1C`rc*F)Cq}efz^R(8o(H^^FBuy0P8_oBh(_O<`sRnldxWdn>su1 zE(IkqT99lYm2+X1h_Xg{;p5@E!l7vvbiC4hx;$*jWw*1P+UJEt>*9-BU ze!cS4&KY_uo4@hXaX%f8!Vk+h-YhHij}LYv9xlFYBH?}6%3shDf7@rh5W3t|FJ4aH zt6Ph#RnpxUtiqB!;nKQgtGX@GdaGF$#4Hbvou^lB`&<*y+MHEeP#mXbN|E9!eimWy zAW?(9&h$Az-Ld-u>fSWIAL1xLuAdQRg!Hjf+_K^9C)Kk&@ycA3God1LspAlyEnK=m zwv}gpoRlLrDQfkw1Dm&ET`vH+i(#Ac3ERpT03f9;QRXHF-=j?f~;hS$dAQd zx&vRP1>toJzGqTdu=KEmcSAVvG^x`k?~Lv91+cL{9RF2C*`N<9QR9h?e7zsaii0Z} zwr-i+0kQSV-o^X=po?hqnwWK8ZHg>T06DF<=c`dCkOoIaF5Wskm??AM0Fp|3oCX@E z(XjQ(CMBzA{V90-1@__6R|p@LS(ObWu1=fP4frkkLbDn~qf{X5LOfi^u5fvE%d(7yOc1Ek7AlDL;8{t-Ca%VB8kfv4k>kcec4ryZ>6 z)9O_#WW9wjg=u3#!4~;Crw^>Y5rJNIn}OJR1LDC1{IzU}qqQOJWQa@@vsO3+#O*~{ z5dJn-zKP~RtgHGR>^@=rUdT@|wIXoMias^CCWRG25(~*am)8L@B;%8jHetL6#TKF9 zngQ#@S>1UV+v727i1dFf+&8^lPP2`PZ=gAFn*!cd0Pxm+r_xT-Ux4^H#71Go>h~fv zDRy;u4UBE-Mpc{eO$yPvpiGTcaH{AF! zR9wPCM*Wk}+ClR%JKw!{dL)m(!l%+hl7nW@*}8k@zF&Vq_y$D2@uSCmDxZTcWe`-1 z0k`UaWloC^meK>TLIaowB-ljalaG>Kw?`VDz%6{Kq~i}eDIB9In~M{&Pk$!oK>cRN zyq)0l1M^A{5)qlD?CDDru{<^O0?If3v9ro^Gk;nu8*{mD91PlUg>b153v?aswHj#6 znol-3vQ1Spli0%6uWGcm+XrTijR303YW5azLm=-wWb}wiN$@APbk1}@l?jS&We#K; zn}Djgt^`Dn-Q}5CSvsI9RFR};LL4zR-fgw}Z!YFPQO5;6w=Lum3DJY=p0nnp?iI6M znt!g2NO|(RmCXV9`+uxIUUW)#3EQIx+D|F_%2vxAtM?n$5LQYYM{zo=m_;y}5CVe8f)nfZ?*Hh{B|(Zx zTv;OcB8+FloAvEb5|fK>zOrB=^ntpq9kgVb+%fLzXhRs`c7yn&q{DSl5;`H%@V>B1 z5Q#eIFQH!pmka4378M{G!TWniu&yFRY>nPgjf~qr?ZGlM&%Ga(bnYmfU5F59f3-9< z2O+i7fua_GoYO!LrUZ4lAqjwS7m|h!C_sI%UfHc2PY{Wbvn%N|&YZaooTE4r?gqGA zgr)09k4j0X)nLFWKneDXm5VLvfNVgT+k9F8G7Sir#484i`V)3>TpvC9@L+mnOW2P6 zcRBO`8Id$2!=^2u7xQc#bqyCZ?)jL53EHn&Y>>~M? z3et(`rpDpCS3IZQ`^bexh@MvB!6YkM5_nmjb$wiD7O(g#ERi$(V9UqGFY(EEH>o$K zX<}DW^Xu7toVU|_cnw>bd_NimpC%=)dSVLvW-RYnnJVz6nG?NMO|Z!|$)`4-)yvB} zZ{DfAoCjKf-;nWjG1yV|7rvh|-x;16YG9@f(h!E2v-(>9T>snDG2^U31!`P_(2 z2RGk2D11vc&4w=RW%nf3;XuN(ch{p_FBn}M=h<_jz*4_})1nP;dH1Z@J{^d{&;C?p znN7I#y0u0>eR`mav~bHx>tf)Q)xv9$C4MJnU&-aUYupv@lu-%UgV*ajG;!-$$#9Wc z?$OjTo&;B~3(B{%hnEkAirl@f+Zj1$DQy_btI z?<~m`$lC0E`!7^v^TRRt4o=sbThWH$(>!4Pw%^hGUAAMLq|;-S=qJpS62C287yF$V zW~*kpo>UJW%`AJFB_nFDV|c(i_4GX#0ezjM#U6vKEykBzhA;~1t|3aywakvakz}sa z7SPG<*z@zQ7}i#uB_~LftSm}r5R>rS*=>Jbg#Q<;^izC(0epSa1Ui3IxCLeukFM3;n*`glcM_dHz=aCtU^cRXv<@x z4b#_KnGVg4d`<1~wwUmJayGy4;R0=Z zit79BnHHHaap=A8)n?%9sCt^dp`{tVmG@Z5V-@Djw1oC)lv;YgcVV1+b%d>SaH;@S z+2E|3Z%9~Pi{PV~zVY)8ANmW9ZUv_vpE_c#c>6)3%&jcrgGyI5^eRfv#9*?5;9adE zj4fnG2Ay^mUyA^9J6jxoAh2S6X%QO%`Qpu*wbF@FrL2UJKEW`LrcI@m^$6M?$Vf}d z{9+jq=A`Fn78zNyaLBD}TIuQkt9VcXNNh&xwpj#@Q3 z%hQkUeDvsPMqOx+fH61sNwHyvf}Wcf9ReBloiLH8&d)14lZp}Ede)N8DIkYac&-w< zZA+q4d88p&oF0Qb{g^%NDF=6I-mAfl2e2fx(ABngJPUX-@EeVj{7+MRP%FtIHG!C( zBy+)nEqq(9#;2Q%hDOlX_dD7#*6CaVA-}m;EZkITuklrRt>nL8;3t8voQlXZpwVz(BG{5C<+xBN2Az}wVfWg|B zRAS7kM#5r+v~bdSIhySCt*q8YLMH17++5byw)tN3md$@$y=(f0M^>LVBELNUjCADj z%$B60EG6lEm90?qS*tmS_uw@&~Df?V(os*hlASm4k;0XkKJqvr7CCCK%k(l0W_K?dU>&kzQz^ zRNJDg<)n|+IDKkvQ?jamIt4yDAtAOKt0bp!F>5bB#>Bma?tiBEQ7kNce7_S;`L z0Y49s0{3=xzM-?;bxMe=Z6GImEQu`PZ#7sJoKaiEsA@ARR6iPkBftv0M+!V{$Zo|# z)3G0=)8CH+V}86$T0I}aW!3$<59+GF7UD|(Y~_=X>ssN*8z*wrG+Erl6=!Z2wl`>K z;d1|iqM5yQuaCJM?MesJCX>KTG!hOF@_)Y^Bsr@ZZH$**3x$5NPw8QPEPefLE@$O~ z5Cb}~D7wwENoh=*q5^jHt36li3t)7<;V+z-b@_zrp75BcJuQ@+>J8pe)Kb9j7wp4a zD3Pa=O`E;fI(AM&Y1@{IV%K@A`WqiOs zq4h~-urM9XNWjm|m8T_NQ=P1(aUek`SZQ-7kG-gPZ-Mo6qtMf^E|JPn$t2EN%lrO^ z_l)*2_FpSIJy2AxPWnJrGmta1mKd#K+PCc~vaMiFm_i1ccHO=6$zJSQ2?LEQ6{7h5 z%m>n7Me!TyC)Mo@oV@#&qLY}g+2s;5mA7rMtW(e<@U$QYkgR`PETOD*Av&8cj@ zuB)!>AQQ$F$QqWkMp80h>#XF|v@T|~=)R9=?g;uCAdHE%G^d*p71(ov;={!Z?nI+8 zzbmLxn4ia7k2igG=w%}F9zV)6eVRe8Z+Y!7RW( zl_wKEw)N<2)@Y7AxTwYPAe)^uVYfrMSglMCeAcz`-h=}B#;rG7Z`+fKO|JPmD%9TO=O!l4%%M@u=vDl<9Y4n z5=PTByOXh#C>1j?2iWO2lvM=JPTpU0;Z%XMSbQ5l4S7-Lu9W6I&A*#VYp1bw_)#tZ zwquNM#n8IpO^zMGA@I`>w)4iM*`(2XT$|*s#2mQy?&>Rgn3n^|e@paXLG#w~NHCeM zik6gaDj)yS=q&k~d3?_w2kZ=qgzv%@Mv-wK`1s=lm7#vFQxYtsdE@bt-{oH#tQ&MA z%$PwT;ORy@DC^3$y;QP#y#w?V%3ew-zq{Un)Aam|ozl9fMQ0b!Udc*pN@TCZZd%T$ zY=avYPvJZB;6_ppcj^~+TX~oqV6`KS5cLIc5!G*^HPboAAPLg)Mi>=D!r8=-6{t;r z7-|j@ij$pPP;3QXx!)X1?KRu0z8A>v2GTl}#rwF;0XvNP^9Vd`&l8GxZsVg+Oq_O*A!mPcvqqw8sA}41GL3k{xn< zTSaI30{Qvwa2>k{E`&@$wW!#$y|b~tMxlN=IHKs0g1sFA#|WAoL7O<7SFYWNAitb9 zoGT11*yEkil34opFjv$~m#L>Ntr&(YD-~%tQ&K^b*-LjRSdG@kvP3_bJGynKJGOr8 zBfpK-9)2C)XXRi6MV9FROlE;nR594g=x~!9#Y=axxut&##HRH))aH2-7 z1q6%;*Qn-);ZuA3FzqEu^{!m)c=CBa`Ybbrj_2|^@$j}T7ub&GqG}OSU&m^rogtVh z1Pg&Cc#&6osTt(6KbBe4Qg+(AyyHUxzNP93XS7OQukK%2Ro*i{m^nH61iec15)U`1NPAn+>` zacVd;tUUdd6SfmGL;=JYnSy%!Ltx(KHl{MnwqYVHdKMnM0BU#@i<^$+owib-KKlp$ z4R>LFVPruvL~G-2xY&P90~^tSfw2coLr%AOJY;2FgUSeEtmg*gG5+6&H3Kz`D`bP@ zw-q=8ZN5Cu5frH!7EnTqx^)dM2&A2~qy$E8+=A$~TA<@9EGLz=Y)VZz_)H0wwTLiB z(uP++nVQ-~aKY(NLRCLPF2FCbM%q(r2s`$k7Gxt$vCME%@v31TOsdgbB41X}LLp_; zp@xus4r ztm^J6)$kd*-T_kP6zP-aBN--r=NMgAC?T+Hn!@OfXeoGigQMas}?IOSkG#6I}YJy@iO{l ztNLZ*?^m8ZZCmE&Kp}^Hoe_lH@os3oBFANmHZ_qB0zOy;o-{nx$^01Ddio>fZ6L zU{0n!C%$O30`$e(ZzbdXHU1Uzx@9I_FLeZN)t8M{=`7gSSC>CS&7eYs&<>^d%mopz z3J3x9%Sp|<66Z{W&jJD`?CXT$%S4{H&SWwzV_ zNh-n~8x?5fi11T}k>~BwSwrN+{9@EXwhg@_8M8;t8lhSRf|K>wMjUSA{J&&Cg|=jr zLf!UlwG32y3r}8F$(R9*$Mjyg&Qplgg({<^!UohFv$OvRg3;crA zfX$s}*$81d82ztLXAd)9Xy&lbM)uJe`K*r>8>g6`-zTgf+?aF{K%CvOf^F$fN}_@c0>ZY?v@N3tj&I0 zrJ2R;0?*^##gZAn0{+ZCa=ndsr@VKyO+@KhcpcAs`^A+w@ciOCay5-dqh@9VZ)wlX zR+Bk@<6))1K>> zaJ}b<8XZkCQ3MFW{$!9A!pnZ^6=q6DT%kOD3@>> zcdT&Me!fz%`eXI3!Mx#8$zb>#)td`*n~E00D*g&+lSMy%?9Ugl1x8cua!k{v%Zuv5 zB)dUs?BP}J)J;k5zYb)HR2bL$4HI!GqCh)Gb#DDpe;sDN=MgJ_AIL_!o>@A+#;avg z^TQFB01 zQ7&@|>6`stR=!*&mrk-B=GH^U`Ri8bYQ`ox2j}#|iqW+piWfWrNKk&KlWcTQn>5uE zjdj4ixq$=AIpE#Gf!X7p{E4v=_r|@>-AGHI6>O8;XN~q22BE*rv=me$`?suZ52|zC z7II4pX=&P}uQ&F35$#HsP-ehLH5WON7p=?f9E?MFb!3AFoHOD^0G>U%c4&Rh1|T_# z|9YwGZp3HI2Jp(;wDSC8S%A28goOpxNXr`Z0M!Cn_;C@yRYPh&=N;5@fLSsBtirA! z(z|JSKc=F9!_e3u&~d~zr>}ywGTJUqr%#||XEq@*(%e{fkG*o4B=zysxiFxf{7t_J z_V!r}NTEg&NdN5row%F~FM52pEhtRuL(Ut|xueU}!JAlaTMet9EVVHVRzJeOd|Uh- z?^bJE>;~2|wtiu>ugYhY-T**1@Z*IW*7O>t-OD|<~Br) zUB*IisoHy5gawZGfkW7# z>SC#0`a5M{tl?*&+&Tr2S^tUQg~bXL24BjOyC^QepaMYBiB!44agK<4%8Pn0Kp-PS zs}-c*CJpo#;oTg&k185{Bf6nOJAwYLgP7s@i$o&KBLyG7j3%m#$a~wX!ydhvj8H*d zv@BCq);6V(yD0C*GYV8Mxl)4k)z=|y*|^n++NC1q*A{7KXAeqI3S0&H{ycQc{6}y_ zL*(Z00`OuC=~{LgI@nIBu_3APK9uD!vab^tC8~WPPG#cDjfA-F`{*KGSmL8fs?-x>U~e zA7g^`q0P>L@4$5O85e*uRGg>>G+X(nXlb9JV_0Idu1*!Y3C(2 zXm2m65TpK@jSne)2xE(+_n$Ou5o;KESI}q0G~nF}scV`bbxGS}KPVqON6}K1{QV|7 zqOoGXKkuPfYUgi#r6+~ZZ$AE-d$C#p-$+Rn*u^kWNC@O}+NT}4g%T>R7vha)78Pz6 z^Xk*N&q<2aF-M@nxomGq^iEL;eLa{lfuFBfKdM3pw$*6>MDr}+7Bl!a$=r!{O?83~ zF-n+jQe6(cl_15uSQ9*s6e$U?ENZq8{*VUJ5e+I~Q)aqMWpE?kI z8&d|WuRs{|>5PEIq}4J|T9Kv#SR$1+I3CRnHyjBtM!`+LHlv1#fL<2UR6fLYn93i_ zV3BV&fTvF-)@r;Wn?+sJArp)9IwSy14X*P7aaaX-N~wc&@@w9{9d#3vB#%^a?6mba9Y}$vr)FF{Z!J2?+djSpMij1Fm-x(o7>Wm<2!y9G{Ty} zr}>{PD@BJw#%uLfActi(WiAJKmPJI7!)Bpz{K(+flX(!cnd#?HAB|SaeMr+G(paD4 zZ)WD+MBRAujJ5c|?DQN+jys{rUvzamW^jth6p~#mp@jha0IW&QK1hQ5tvR}-sD2Wa zsyGc<)d7o*rt6c0K(9j1_yFOgYnNk+9Jvv$ti>4#3DuGq8dlsni5dp7G07E;0xIMP z;yWhMa;=}f2Msu$)q%(UEh(@t0VQEJtO+aI=mYykg;p!1KR9J6fs>@T zf79}7QXB52mqj?x7h53`sq0DuXY7mGy>2!IFFfiy|ko&nq2X;utbDl zV&24SUS|sl1ao306e6~+Fl*(H;z5IMKYlxlS zC&JL@o`Ej6fQS1?g%m)w{U{br7$_*5zk>g!)l!ukHY}ipKn30xHI zk~*jg^-iM7UhNTC6}Ox!xW$8l4agh$nUMtmXIh;;136s5p0>{vJtxHrY2q{iMBDNs zm(ElnQm7EY{P)(IO1r^A<@%V;a(hWa8@neG>Zqze~Fe zm35W77EWTZ!-{T$6j*E^D!Y-o?}^CFn2{a}%>7-pN*Th7-o1bxu{{>H;HD-@-8FNeOyonNE76Rs@r>n$DNq=>Myu(LF0 zYlsAk)MvE~+SP)dJu6f%IqOKjUQmH~pzs3-Wx!2Bt3QcmnUVgRr7T#PvV}oW3?z^a zQ)y%rwSBb2Q~l1&#b+S*z}mr4wFQ*So;V@O&iWeqi2yz%rqK1qj7ae}OLZ>G{r87|!ipkWUuH|YBI4=H05eA~s_5u?A&@`&D`BexW` z84NZ_bLQZ$(GSvqe3UgQaX5+mf)h?Gh+LhWggSj=3}P;q4LX6>j}*o8j0hNJ&rmPO znAQoq#IgB;^>bG)?r-CaLH77YS8dJ!^4F{5CMu9hm%AL>?VrzU53gxEJsODzwY}+x z8cbkyO_l-}kA2S%8{7;K>@4_ny5QHzeI(Dw^>rpR8vM5mrw4&@-)BbcNEomgNTR3? z)#-U{A@(JDpm-um)G7t6ly5dKWkf_#fT$CKjWU~Z(zu|n&)=3Y(g+{-txH+7l5xyJ zDcCjO|6zx7oP!EeH&jzx6>sIcaB#@T4?H)NISR_{5H#1JoL8uUx#83-XrmgOt);Tw zt@`riN6-<JzLcE zmOiJ?JuT3mb&QU+hWJ6QDu_`P)SRFWL6C67KMjb{uG!`107jNN-)fz0<{-d!aJ4^S z{1k762MV0L49z+C``e)l9_5h`e1&BxeTw0h(dPebO_Y-nOtU`jDWu08%)Pqs!0O!1JscWHj!#?g>$&{Ta3-(8L< zJ5Z)rS_u z9BhgU;8%QMZ&I?LvrxX|C7CvJL5!Q_E=I*VsH_Pxk767zJJRE`YoLrB3{ek!R8fH=R29DPo71IwBxpiOh+&Y3;lu~-ek3G8U7?gkrh8K6x zm9(ZC`XXd>%MkG6eGbEQpk&aYu0P0Gj7pS0Dl`NA^7uK$&ES{8|C05Yxc~+arFwDj zL9$2;A~_qOR(3u)YOir>K#Ag>SDbdER$BZ^feXmc;P1_^NPx57@J9kXp90uD1+7QL z{Jr-`7Le5gwAEHm&ON4cng~NR1!%b-N*$c9tqk2;DFOeUnPLw^2kW>)%)dkyS22FF z{00LZ=xUY#9dRgIJAtbnYhaE8p8?m+pjwwecP7yhIY`EUr}}miu*op#2ct+MIORC2 zC+!^r=EvW{sT6(n@XgXPyF!G0+YL~OpC)_#J)d)`*}RRSu2wjRq&3Bhm}FN0-tN0* zm)N&1apD=r=-@Npd6`n*Dj+Guw&r2sKKaF+6!7S`AZ7;kmy=V+Wv8S_p62myKiL6} zKxuTAh}2)|0#=Fz0Onp{9GSpznq zABNd}<##(*m>dAI3*Pi*3>=NDW^N_EMcsxfp1J5Ar5;|HJehk4go)y$K%^vW@NjT@mR9A7^F9uDgUFD4y zkyZdD7?~+ymld6l&VLWk=aB2bSN(3g_wECp6VOKeqe=ST`vCiac;lDAzpku{kO#oU z7L;;e{NhUWBhtirf~5^2C7?FOv-D*PF9L`G=o=@;Hiwu{S`47JLLuAc8U^R{yu9s) zexa*?>k%4g@G+`uA{DwBD}o=r|9#&}B7qHbrqhVoqmZX=5H;7X^d8mdFTt(;=u zdS(aYsVy5&BhPue;%y*YO`V)Oaxr+n!u9@dmPINsg81iVJI5^}AGp{5{c5`w8ym0M zhE$}3K1?Zsq3UtD`dG>^*cq!(JA-*m-C`%=Q*xfB^@dZUA&S&5do3b%N`8>m?7f^v zk!F4T5k2qdHjz|4^%orn%jSOjqm_vRq(>PLwfA>7PDl1PlfS&1zwGcat`qrE*uu{| zR|t&uVcfL_C?GMY*HNag*&)>_(9n#qESjnnyObGfgi#}i4&cBf9K|>NbL+@x0eYmCxhug&_ z6Dcl&W|(+VR7+a-OMT{|XR)`C_mXyc*28oE!H2t+-r114`UVV<$b*FOy}K+d5t{?n zLCiap_7rWbm9|L>+yV@f9FxB`pWKP0MFv3Tb;on(F{_Swe|Z-Rzg)g@6OtH-G&6v5 zxP-3MJEWuRb3h+I6;Kj7C9VLo9)Do@S?9hn#5sV484B#T^HE*WOQ30((4xU{E*}_f zeFfc-)4(=tarGS4BMD@cdXWQf{Wi&p;O?9Jpe-Q~SPG!5e|7ZqP>oL=Z&byAXcbtT zfS!QHk~x&xQVRHZgUkOwU)<$sopmjcSpuKlG|*K5+8kR4fZKq%@H^MCYMA+jf(GyChlLv;O+Pc=5C^puC;$&&*l62<7)IM#SBQ721P0E?F)6T9Lmu zg<6X&TktBHPN$;QJKov19{iqZ;WYg_TFYerBl)(MZ(Cu1ncN?(!g3-|Iu-lFUD=9jbI_2xNz-DR>u?v+kQyP3&yoe8xo=o8) zfDUhug|&Gud5nH(s84S9IN2*^^nZSY>D4f`ndI5?@y@T+ae6UvpH1q&6>BY(KIdea z8`BPt|5inPI*s(IS=(CS8TM`_ht%!T)%%%|go)byMRh2fpsva{y+w*g? z-3ZF)(y9G{-)pA%HUD>`>dU=7j^Axc|KBc8?8l1iLD^M!fi6(F___bTS18WL4Gn5* zsUyx{?jpD%lo7b~jz%spD0wKn=F3z`_Q$9dwfDxyk*$)3LtJ{jyWl>7Z2ZXIU6n#T zs%~V-TLeA3-!A=+Iy&Beq_rhKj--!sAm8uD7p32lPLW)hBbXEikGZiO3vO|t5iR`g z`f!vkc9x+L^x59(hJ*Uf#OrL<(z~|q(olSISn@kL*y)3po8S(~8WOQB^M4#@Sr(nhdPsX&L>*-Ls%CXtkD;7$eP?8RzID%}UyM3OC;&X{ntXjhg35YjBG}sVZ4_ z0arnRGt#|Qi+;0q&a=0!VbW3b*Quz1%c$8(eM3hEq}+mmu~lbj?3A!2RExgqQc+XY zdibpX$fr782JPe{%m!<4K|!%c>-FM6gRt1=Efdrwpc9kEvkkPWDX4A@lus+_;;M>* z1X0Di5+_Oj&4h-Si0CW0Z}c?-$_eAjwY>J}f=odCcmR`JUA2B`g&P^Kb4 zXJ6;{-FgXxEtLO)^=RCp2`=DyMm1{9Oar*$K-G$u!vJbYI==qHI>OvYdz+n;udm23 zXvXJ_HGKA0Q1rcL!|2+d){J@n^tjatgLD=kNkcuusy@@SeZLB5I8U*e?Tcp-suKJ{ zw0}d$(ON){(`C;8s6=BNp9Ng2fkEf`qO%RQ0F_f0J(0`z=nFk<3d2(#CLp9QRM62LRC#4JF@n%fSPn2LnLi8WeOKNV`~nK zM^b3*)L@WvUp;r&&-&@?9QCD|ZjDl_1@NHT`_u!ZP{4`+;-I)=34@crT5UMp0(ExK z#J%pp=lNtc*H@KF>Q(jW3M;VT)Oh+d9A&u!Tpa9yzXz%jH#KYFIDH%R@B)?p{F;Nk zy(citCK`w=T+m%4p>mlwok&(;oQT_yeC*9bowed^>l6^&(Q@Z1MgPC#tyQ z3A!dO=5>+m5RO=L+S(0H4YCxg`a1AQR(e5=|LAK;xwZ{TbCmsf_B3D7XYE~3-0ZJa z(RdHB{Kqp(!b;FrW*(pND;Oi$`nzuAQs-Jjf^`2c$iJ*==^t^#{qwJ13m`Cc8yU#wl;r?|B;!$rO5D&u$pi(na z!21Jw)hAe1hSFl|A3v9>^@3zGpt>h^9&`e84VSZ1lr{4uaQciB)dju-54aL8l^wuH z^+v$(0&2^l@B%1RD?2D4S_?xsMqI(GtIwtqTWMIxIK%&(TKT0{@zDzL0ZHpfHAgwf z^)By69W5*vEH1~^+OydxkwnU;oV*4M%fK#`>AQR|m$4bn;Y7k5$6_9L~+SG z;_}8rv=9JTtD>fYWi<8O#QpwY{q>~T^7g-I`!?CYOT#fBzT0{@-+Y+$MCg5_iqcz` zDkS41`}9Tdjkv!!s8#i=v_n)7$PQDj6haQ)+`41&3IDn5a85zUJI3Myz)GK3s-f1D zu{e1(!R_h_7cX+Xg~iik@|-@vnVg;{knfk+>9z~adTUobwnS8m7k(saOlc4k?#D$7 zzBx7j^Vt&7SX1^%1HBTc16|ksEE>sI&Wc}hUe_s5y$*H{i&0Vh2mea(BN0@Y0w8zR z4+(9dKvW{-!Uq21Do`Ze&BP8@M*4;VP3jj0c-GtaFL^bBS`8({K(~?5JR{hg^N;7oXsB#?98|(9V;4?7~Wz>8FXVsdmnKE<`#)GVX=k?slYu-}^fcclQLwgNSNh11# zWpP#0Pz0f&{b4vi!_uT(`^0exBLoT@5qVSauA=9xhsv-4_#}>jtfB zn_x|`htE6v67RLy+Xyoj?c`6+nbB*OXJ-?)w`*PmLJPD zUOM$Hh=7;wjm+zST6C zrkVZ#iJhzM)f-Q*=@~UVp|d1!M{U>QFD8XNB7A~w#xTvO=7s;2T(0j(!$nJ)QkvkV z^qwH)<1h-@4_PeEOz?>2mMqbZvYsz5Fy8(d<`b4!(AOLDe%aMkI)^EFlt*uWzx=skDEXp!iOnO)57XOIQWw;j0bZ- zO*N%m(nQanQisZI{g4P}t;Q2-4r5oD`LSMYwf}rQ^d>r1m_G9A_f)qsXNWqQK!)#X z)OqqRx_TMg4Ni~$px1ASc$N7ElSF3CgX>v0TY4F{K!oOKaGu-EWT^tG&uPOtFAn;Y zex848W8-;w(7TeHdIr@MujSF^VfgR5_=B3ad#vjQd{MI*V6)0hKMc*Bf$=jq6<^X6?{1=E)8>Syrs7W%Yx|#h!OBCq*F#Z2_HAT! zOr6m5@%u1tqLMm{Fd3;W%0Ll}meHfbt{ZV@Oky8ybfzidm_Ba28Gj?t4cg}$Nj&wkzP=5G1tb4MCZ=cK#U_Zx%O5@_2*CIcsW?)%^t zEvNILrO~2m|E>GZLjQU6@~$waCL?_Cww?NJM{xRenMZUJLN-BIKx(@qPy zh?WGkqU5rxb?qoLSucp#MHUS`gs-=-Gs74XUuD8F85# zXwNc?WrWnYs`Fbd3fopC7u4B2wZNcIeA4r9R+`K)^-gWjLpuHNK<#9L-XHW~y``C$ z{r--)4{+J}U+}jRU~UNus|Q!QwFxYA-aa556*p~sg~jnmhT$fEe`m(c&M|B{UxB-~ z_yW!9pYI$(LP$nA^QZ9%uJ7fDrP&QGp;Y>Y`gL3XImm5kf-8)jyEGCl`O1lr53?k-d0P|MmKNTIlEfehcUN~NU^g)c z?%c@X+uK)5cq>NV3wLmmG9Q`MzN4ln{4(lKex|4lE*g}QTACqAiKT5glN?G#t)%*^ zn>OB<5%n@_{&Zx|DMW`v@E;RJ6^8YbD(Cdz-J;}@@bfU!sJO$UWMgYT5`_?5>v!{P zisE`($-F)BA(Nam$$)4;*Yl?IVvG89s0TB;_{4Ewwq)=eQ}X-bEp{=<{vp9*YkZE! zy@T82;C+doetlwnl$f;id$k4}K>nguRMo94bE5OAXKrvtvGZf^cNyZaGea+lU>0!KW-V;i|>&8>zVZ^}jfZ`!O zo|E{D+RS{0i*Ho^EV1gAzL1PEc64}4I%*g&v6*n=3-;xhGo&VCb+Zg(bd6`NZL776 z=RF!t==JVguZYdg=Qr9#?jv=BlON(hkGzwUQ}5O52D^{;h7ied&FBpiTW>4($q1oN z0O8tP=+wvr)hIJ`Ar8dKto#2NE9)%^B4U_WE70n_(Q-T}DcPmA<}3=rl6-%Cp#;+q z8HsJ{Psqwa4exjJEeRgHb^BABWMpV)-&B4}z>gF3rm0hXizQj@_`SiyKhwF{liXG6 z1bU;4J}(|>uxk!aR9qTUl5tjwzE5?;c&apzd2T)P>DJZG+7`dqq?G(#|6RCsER6b2 z2Khi<9^D)Nl@MjU+O|A1#6-9DNH{fCxrxjM+9Ef)Wx0|?-ZpJi4T)Wk{PVnR#$}=A zu_yJ!oxH-N7GRU9D{^DbVn!z2OVbS=47awIUIa%nH;;N}nU(++?PpB%d-rg08@jqg z23noj);rn*qZg{Enukas?Nl@b=$Ko~b1ldJ?6)X}A3rvZmN71WPGouL+y8p!iQj*N z1&xb{Kyz(1^m29~eeXkn?YrQr9Fv1z!jZhPmgF%{FHy^{I(yZ>9I?9zyqGUol;j8+ z1+@v}{vDHZsx{vgLv%PklSP=#)Q@+{UV5A5+kH9 zBAx6JniR8z$vq{N$KD>3q{ffC=OM|wubgbL!aFtj0;SbvL=Ki_Vo63hXo(!|%F-Ru zeKr1U5)h!Zv?NNecd7nayXb~c6b++p%rQT1n)1!$50uS{*SiCA3zs_Zn`E|$DKE(l#aXep?@t% zER2omahp+)KOpB^hB=s5Z(Akg43Qbm9EdgK(?>ZAhZr*Psmz>UL~*tf@J<&U1dMF4 zMmxV{yBf-rJCKl|zca7(ZJW4-BTL;#$zy}u6T%~6S1ykky1D1N_7~0XCu9ZwacZF* z?yH zlU_*7b;DHJ8WV;rB)a-FhlB3c*TjF^j|gz|x{7A13yIIS$+7LiB_bmF;E8aGd@dI>&2Bt8DaDfwJpLtuSe3`M z8BV1KYzEU@$icicU2 zN|g5`Yi7O4q$wM91F!+mqfKQhyVpkaH`+u@28LNa^+;G)-OPJJgBJS!GDGTj08KD= zN|Q}_wqLf?-t5_w&HIp`qZKuDv_E}8kE4qvFYrKoF`jX{3YbkIgfeT}uRWr|dVLlp zV(vbq>au9OyBaDdcSz-vNO$iZ2x_;JCz6FVYsOy>bHa89$w*m>NP3ateZSRXDvhL< z>vy6?EVArX$PGm0s--k_02Uv)W3_u7jpNjp(hO*rH#N!wzIAos zEqt0n_H$Tm&xg#@8Ni%d#$_Atd^023#ZO4R_bteyA;Fu5_xEbBH_hRuBh_6-@w-){ zQ_pRWNPp@wA2m!G|JK?%daq|=?|axOwc{oUqVvmroZ>Ot+oT@`@VKF)ZvK@arWf5T zXxr-!*Q4r}iD+>1&Wo4bNn^B_wor0x!?^(1#sBY64a*{(r67E|H$s z1F~T4yIFTcM^MlZp@Z`^^PK4y4%3^afSck){w2guK4ewj*DWFr=IIm^CdB|J8pmUq z(W!Cl3B600^RKUiBVR!%?RsT6#HUj%y2=I_5a}7OzGuC|Im#jW8JBqr&lM9OTy8BN zw*gz0Q;+%sv#{QcjR&eD({6svY4Z{)sNL9z4u2?Q9H#NRiYf{jWX3@F^q!1jhQB*` zKwjPhHS2AdQ~j$Z{v{<6XxgH!X-m@H0VbMgWRIcb}lBt}17mK6KN zk7k?_VM%^`cK)>iLtEc5VRg3`zgNGL*uG#zP4?m|;g?uKaY<@f!e;h|-Lo4)(arGN z3!gLl{z6B2W|Vyn_H`&P-@u0{?5zk9EkRkt?>zAa28Mmt4hSh9 zs(QoGg4^=)Hsn4SiDsnQ`V!7}g!Pm8d-(6Eu10>asZ&BspQ%$3xo+ zz~3is4OPX8*5bp9OLM~A#QP`|2vD==mN0ixWS)bsLqo{jMV@T3R1nVBK5m#zM0cKlX4LY8sa`8abj>n$cxHRGd`d zC~F?K-WJxwiJSD?$WCaXu;k>OSwh<|{^i~oJxrXP>C%ZOGc}Jc8hbWe?+w?x<1hpoVjQCDw_vHDAiK%wQftfGjk&!(29}Gkp^x>i5gGkn-2~SKk z;;Os6ZSMtKC(BidywadB4`pa2AGu|TtvP(NpFY$|+&qIPA}>Evg#2cdMb0O2pBuvo ziPbgnZJ8jGcXMxv*fyk4lMt2WxeFGO8)SCp^rvnE*T%`uu=#LJMOwYYHLOB*6PITk zPv5{_YgS}%DCyaGQIn+=eGeS3pL_B_KfPb32LjNQ3Cr(EU0rTQbD!ohlBg%|b||m# zOm9VxuM2);M2xVA31obtYj)vAcIrJo0TQrsNWZCYO2V>T@;AbtN6EE?-q1vkyOAWt zaAN?6M`We9TB1GrBBKn^r(`FpR`hC@+_RC_h^oI+jOzu7u+n>VQdT2oeNpmf{^Q17 z6Fl0g)UApj*51A5J%lI?X_&wYk#rr^jP;nXy-i5^THhNz%t03!c9XnAN(`4Z zG!rJEs`FHjKR8APPb-;q&G}A;Uug@Y$&wZuV1-1k;5y?#Bt=bsq>W z(Z{KA8X0-iRsh3E-_wWebsH2^uk!>;X)SYR%hmOr{6Q1yOcqnz@_$jf8sdPfDc@uk zHdCpcRyiQHz$GaDHCtN#4p-D6V(ka2>vm&1Fy9(H10QopQ?p7Xo8r0Q$-zTwflb@4Qgh1bp{R?|#xcNO? z_J*SvhF);iMpWq%q{I1$EeLg%Dn9DstO1;RxcQ=N_ea3R#M06M85=#poZLO^kbwRn z6Y5B~9%1juKZKJ|>i#ntcxM_|$PTlj18EySTFjg3!(`Tm+$p?e-9HF|4qdyJ2*b;i z8o;n<8`)bBO?XN`^F5R!IBjh89eMda$lW)v!Zefi8NN_O8M*DLb?qzUK$wH zJ&XEt2RqzXt7}1J%m4S3Bh_~S5&@wn3=I6E>J47F>H8mdkIEXW>d>EP%2?nA`W5W{ zKs&6Tj8z=?1s;9>Ca>Z(awc3UnIu!*LZtsv)5+OuY`k1&NGm0!j?;qscFHAJv zr_u8?xJo`Q7H=8ryAwP?kLc$CnZf{dPUmf{n4{~=_MGw|=W40kBi)>ktsPE4;vF6F zzG)I$Aj{}0azP7rHF0YGXYL$&7s!U34!?tOM}~!lA3E> zEFm#Pl%C<05C#7tGN(QIbF9_d=2*l38BFAgO zA0;Go^S{RN7FE`p&(!^nHg+fjzRMtGXIeH@aXVB;mU3*B?nW)C6bd8gRD^PE88eD3 z(Av0VmhhgtVor|b@+8PB*8L_3N&1kvtu&WF4QPQcBVR_RvrEk?58$F7QAAnq>2t(< z{|plex5&(sCU;Ig{s@{Bedk*xt+dMV>n`sd)YeXYZ7v$EvktqNAKqaN3BFN_7osQ@ z5P&8up{FN0&7U)=yPNc3B5?mCWkPbobBpM21bYreN#7^Cmi2YU-+g6ECTj_a#apu0 zW%l7A1}!!#**#T(t3>4cXc8h+PmSbA?_|Gm_&n3$ij7vnd=<^TdB8a){L}XcrgGdp79$>5sQldo#&-zopJn#>CAGfX&7E zS>#0MQ{43~7c{OmuRKuhm{t^EXC63TU|8lIotftk_>4 z*~T<{*(CWg^(csraBU}ItM-?itlgE=Gebw5IjS~Yb% zT9hWAE}{G0S~4~<)8T`VM4-P7JV0knxNBsi?>#NL!>dh69rW|}EpczlsQ%)6s71sX z;o&`U@Z;>;J_O)G89wjjE%wn8`CdQSJGnwGpZ~N6mR|fk%qjTEW%_>Nv|94TmhIa9 zO17qh`G<)OWjulR0bACUN|0mc;wszxHLt{wik zS}lqt{wW=%E-%m0MH)H^Y4hai4GKKE_ovTi`KeY3mN^Mz&KpG=2j_f_6BJqLBvI>c z=msOWY+Ow&33XyK=Jo<_-(_@aH4+_~*EK~-cZXe2;)Rntp-=p&B`1N4*GC-ifkyg+ z{8rIlu5UMf4ktW@<15)5%0$okQ@lSqF+xi+B+_##;0GEX$~pZB@NzPE0REaf>N{`m1#)6p^|J{~dZNY5{-qR3(`>Qx@; z1EHut;5F5kYjVu>Wpi``^{ekce~A&fqzCL$zQav`Qm_4XzwfisFmAWLm>(KJQYff} zb%%cu4N!?7`Bs_YC$jj&Z!)Y?n=&%N0vm_#h}Rp|DKEV+si5IhIh%3u^!f1h>z~!z z2l8z$)up<#>2NVn?BM&3_e3U_m^(u>XhB1WAW3uW#2Dk6u)I+;KzH?iHlJ5+uO7M* zCYXj&JSltXii>6;wH!55w+VY@U!7Cw;TrK#_StBXq3<_edks_QDBjeMJj6o97ykOq z2!0b2o`_Eq@z5zInZj*OJ;R?vnYTcOnJ@o*e<6nUVdJljNt~ana)z^ybEh2vF)$j6 zy#`*@TZGD{&T3#le@=G!W8Ow2fF-TgHgzK{A1i8!@#&r#Va`~0?qFg9`tY0;_JGRG;XdoM3VhqX61J-Zt+d^Z z3Ik*e1nUmO;yG^8J*@EFly!?H+kD$crsf`_hhM4*m1pLK`KS|PK4p^6zYNQS#r}B} z{pjFfUUwis!)sLGJP%0NOms>aZ-Bau_zfeQUF_zWnlHXlEkvPD0dGV}rlf<#eLVhyG2!&U>@6tVI9GD5= zp~0pH)OWU#ttMb&_sp-@XmgTDH(4X^7budDsZ^;UB)@3=;|r}hGN)Qj4;gt>k;!+v zo41VyG(>`XpfSJ-ej9Lf@8ut{Z;Fe5jI?xw*{C*Df}A1@=?)qB@%fj~R$vIYH-S%o zo3GhT$T~oXg>j*}IeflmsUn-?UJQRwv|My%q6g!szTOLPlCfo+A?*xOn?gQsv^Z1cON5$Xelt_P5bR z=q2p@|0(#zH*WqHR=CLVI7RW-&XR%)i_>p~2)&~Ry5;j9zZKuHeRc!{a~A4G?8=j+ zvaiJ?b{ts*(F(UI`($6UFG)#{SkbFIDheaGr-?!C9Ht&6&`gFus(X+wc8Nq`KrHiC zmaDRz%W~&gTL2{h-W4=5%VXTS4XZy15fwBZnn|fOyBR;3>8FKxGX}oMoUxYEhi;3g zRg&t!x0UgKV#kwj;=kpjX7yICl zrnHPrlns%#fE*!bj_%wRxefZftO?jPqYFwX(=sDs}9hLLB_$8*6xa*C??n(8G z9MAw0g0S^)0!_N8HI34^0V*nK23kw;Zg!`S!-j&bNub76t(8&X2MPg2kAi&q4zhUb ze{Llt-&2mSpt$2F0PlAlke5A5*qLDpY`=$%^;9mMf9cJ$KDtl1OD~q562u^rA5t-x zZ&6@&-o3TC%ZZQsKvdcKBH1sq$2BiGQhA>IS?rZxwS)B-dfy-nsuSB#h4ab2d#R-c>5QL3&+N zd{pcp%xm2H6DDiK!U$qbLSj14a+cDHoJiz5r3B`C)tu4p{X}#+CW%hDn?8w|{(E0A zUp>69@7YQX>DHW2=$@L&KK__Wy8OxYTnpJ8L(e$j>0b0zh3?s~v5C1An%rI?2gB7A ziTpD~ZodhfNoie}ZvPa~>M>p#smnZQ`j`W&u;|##-;9WQVyvxu1*(R`IwJ`c1Rb^y{;%n$JzTjMcT;j2LbQHR)iZ3HrY+f znZp-sICmWK@=-(sLxB|zxdk}&82IjT#SIX~f$NIJ&JMQ2i#&d6v;>4zcr3OS3!T1% zxa}bj2~G9YM6EUzsg0AN7r(|hR6wQ1j$Kspw|wCN1pSac@XfM;oQ{f{`DCH_D1Da*=&Hc_4ZmVSC&&u`1` z-8c}X!ugU~#Vw<+^S_51(i)VvN@n055_e1TtrK{{AH0BXW5zHsk+im+;t@@hxR?p4QxWo~oL&9-JFjCg_)yrMjF!zC89(rR8=O=scf z{14B?5T=QR7PeBex^(>ea6OS!}-N6&facq$CU2T!JY% zQE>aE&}HWqq?;AmBF)3WaWad3(plOtep%p2UVAF&m{S2zMwry_T^`-h)#!qP=!N&9T9C#&X~}V3b_L~BYHpUV^TF&5 z8i|r)o4oa76ImuZs87XSiwKw$3l5d1iLVZdJB`sng79G9qc~Zm*PmwfKO%^ zQYIDg5d{QHdM2A=yh1qheWg4kelt`qxe0qUYyv$P?+NuilBwAJk@)bTa(k6!=I0Lw zIICw{6t~~HkQT{3QKucMsp`&_41I9U z$f&@Bf7Zr_ZC87JDpnWkwW+3kZ{4lr93`SQMZmvh)Z`R0uX(hXPCk9u zNKVc`g5|A_DKlV##EOZh*!p2vH1n8+^(T+zLo)Km$;Yd1ZXZ7$L4m+W_1{*b`lrnW z=vP^dWBMqW7)RXz;!|2CJieBdcCz&ZK{Tv_yoj}tvClT4)Kb(pE^^cDJJzt zck1`oIu0(J#q-3K`Y@pF8xYJcDhZ^fK|C-uXa@nTipa_0Y-pL2E2U+?!$4<&QULDs zcP@&`+H2f9v!i($plF!}{aL#6T}0w)^pJe?=!Gu%@GIv{?6 zn2f>}%1_{BfXH_~C^91BQxnnm&6pqeJU%+nlTIHIm1k#p^~Q@5k|%IBRT+_mtXDsm z&luZHC7wdw1k!-prOpR`-WiaxJ9=`g?K zGM&VKxU*eWEtLHFQ-V@YvYR7)0wbNIkhXL8kbw!D;GY1elvQ3B38_ z>-lB~A48B#gYk*HbtO-d2>GV+c^i0yR@qvk{h0?5+2Ri)Z_h8dB&1CY2{T?=j0kl+ z^pXgZ-&~)~7?Cf8pD1FmWtJZS=FF_!Y>cuWGGf zX6L$E)%}d7|K=?#cFJ6%|LQa;ab?fPYYotiPULBa_&_5tA6P+eM#>n=f|t}eCJ5dD zpiRkI%x{~6*e%CV_dXOajh!B`7XxhHza?|5N2_FNy>NnBqjzmHD^O6$zkDT>0l`aJ zI!WCzeJ|LSfV|-eaEb_wr}#{rEsHj-%9a?B3^WCYA;ng$B_QQ&0xnK(f`iWx<>nyB z@^p7gr3JnikMBY$M*H9?GizmYB`t<~Yu!wBZc$E2{gR*i4NHmrD>SzjB7tLJwz9Nw zOd-y{L-vnB1JRflu!1F+VhVQF73c@Yxc9z>iJ#j9v4t^=PKiugWc)*q*=GjR+KuPuR4KT|T#CkvBnwZ4l zt@2tUr>(jAqi)kr=oT{i2 z8tNtD`JhUO8#H5kT`JvG<2CZeG zGZ(!1$g<(vd1UGO!*~0pprG~mfVNE@wB5Hs&Y1JMKMt6nK^ylW@W8Pqldg z&9P_tcOz`@Z}e>;zsA7jZpY^+e<&;yR7THk)Zp79;vQ(acDATtIOx9RPChqz8%xP9?fB|%17e_3)SUasjT-LK@#iRG#vF9jyR%AduPSHLYQ zD7eR>m@J1{RA9-D23J( zqvvzO#UHD%|9WiWD~0^Cj~JqVqomaaxbT}fzm10mId0%!Tg;=jp0E9=-mEmPHZ>XFQ03*o%|U%3 zraww*`nK9j43c5@z**?e+scP?41t6$M9Xh0JvOf;Z4PukIZo1o@<|`^uHm;mf#6+a zXHxS3S#i*&oeFn>Cb2x<_(k7xva>X)TLkuu^8N27@ZN;AOgGqAS6leAKm=z-(HK7< zBl_d)VcWOhF{nT9J++Ip(75J|l#2fLtCiiNoLt8ThMXEhLi;_YUr$p`R~Z=huNqln zl{$pIv&H0D!hkdamYH&Ym+Hr#p)CI+pj^QBDb{+-f3@5j0RV z4@^ZCD^q|SB<&)BrmE@hLW{qZaf?^qu&?3qL0s4uqfvADk5=)O?zD)`_JEHrwGU8g zGiO8}s!iE_<}NDPjHOm7Ey*-~GENy^)&lo3wr5%wZ1bVdh|0}MN(ERcxL!l0%*-ZX`$$=5*H=S>qU37~l3W37#!(#fHa8El)1B=f zT=CQoSjF2*HZw^PrCf05=d@Xl@U-Xk8EJ?-PfBKMUGG+Z+Jw@b{*fFFspzaSu5R3_ z^1CfE%P`JCzlEixo=bAl^5;5Uxz*f_SmTdCooF1%pa*w9z71zwn`Z)nLn%bTxLXI7 z6ir@c21)0l#W0qyrCppWOfw=n{Z4(T+k%fo5mgq4mB%<0z_bor>-8&{mJ`9oHO{U*|keI+6YE}M=q3KZ>A zDMU`$t?#7(bS4BFu!51~pG4)KZ8<ja*;Ci=x<oPiy-4DA(Le)A^F(fgw;>{kO6& z^9|h)uUH9&``hKS3!rQ1C-ZmTCYa+HI){6eo0UCqzTN!or9WS*h8}}?m|Yr}UD`ZA zO+|pe>h4pS@#_)ad`>selBugtX@a)gJ?lTjr1FpWzaz;XF0rWHR)4gGVAs2#U;@ky z&>LUwWAzh0b;c-(+O=dyYM0+FVNNgP8&Cb=jO>6ZQ~wKJvwJ&j_S4O!NQdluOj%z~ zM_iJ)X2JV}IM(ND>*>Meo;n6kr1wvLy_tDq259*Fq+UJW>ZI1-uTkN{ZKB1`w2-$D z_}w@-8q~Ig6TVUH-lVUEGsJEYmdXHnWlpB9o129QReKV$&G5n?EzRqSNK{{b{(JHX z8I=RG2AE(pRo)eE7`>f2F>Df5Sj!SL)llE|%7!8FSupkv)G6fr?df)5=zI>@$d<_E|DzD(sA||nDM0mNO$vv&YR*%c;%K(!4;=cv* z5izLmK^MHki$_jqsp;z`3UAFpvQ1sMM$o#_st`k3SY%{6G2l3HQ1TA%VU_LJE;49= zV@@{#D6d>%zd4b zbJwFNx{ltmXtl82VmYo^aUk_?L+r!oh`W%2N6tTg>BIF->nvp11A{!12JpN1X}r)i z3ifPh`}(u8rEIocF&-WBQC3T1nxu+Ak{8Y}jnxL%Li$kmsz4whB>9Tr?ov;AiUXvM z$ICg|aNOmcCtuUlbSHkYR(plNnToD*5%^fPf3wc~^#=pGtV!s^DkG92n~HLD$9-aT zD?|5|cjSoa5tF*F?~MW~P*O^mTinVtjVryQxGLJn)|r)3TZ?gsJLZDJSZgcG?VI+i zjC>zwx)f{_%oFG}9Ux}K%I#QCq)9*4qj3qQk@V|h4YAI~=G{1F~;S3#8w*aw>UO`9+^E@}3O9X54Qi=UoD_e*phK z+gj%}VE-k?#JKnE_XDZZW!QvcM??fh`XQ#xCugK8`d1Vi4_BQVkOtM;P-mCajRFeH zjqevN0mLj{uQ^kFyd;zK>Bi`eML|hs{*!TxRHJU|%%OdGun+AW^gaNyQ_;|<^%ej< z0O&JF{<)#%&of~lNBK+0x}CnI0|Teuu`<5)q;T>!hxU6$_I$$$}v)-39KR@VoINii)D^zJpD9NySwy`s#9X=#8T0mOt#<%xb<4dZh`X zD&%nu%+f?2rj}M~<`o{H=~da4lgmnAs3%Ypi6nothzCJiiMNKCRF;sGHiNbkNlo%oXIFdW3>_3SeUre+C#GAKw;8>kKUyuGevQ7 zGy~-`kP(0W!K66Bzi8DZc2LapdrVBi-`#ncZ23PuLRfeqhRRe2WdzKTg578l&u@Q@ zxJ<_=Zg$~kR{vWw>I^;X{uFCzZRiT1t$N;Q2;#1Q$beKdO%bfd} z^5pi0F7@SGShZJjf{JrPxJ*iE_n0Wuwn7gFF(mH5$Fs@rz(&wBGu4T$@K4LU+J*} zafO(^amwHr+}D^sT3K)Pq?;A@6#g^I&wNO8u=@E1m2+(eznbq=of#692n_ICx48gw zYqOb?cTyH|*R9P5lir-n&!#9+Rs8<~(wm#2TD;l{NrT$G+FnG+eN@^_1 zf?7!tJII=6y0k6Ht__&v3;KOg>C&@vSuYB73zZJ=#C%Z7z~B8HaQ3qXi60*07JED9Sh>z(4*93D;@-#Z zG-y%UEKT$f^d=ahXwmGmt~dCiVpU=1P3zbT0PYXoz0P`yf6Q>=weM7U#l*ZK7uWUn z#EI*3X#zwq_yyF}Cjo<_YAQc8V!260Bi;42MC{_=aZ&fIUQ;#zJAr!tD@c9eUDl-gQccpBn38IDlEJt>&A@S_r$>VW!@f{#iLU(arD#?<73@& zzKR+>uj$9dcAG?|f0|_94$fw(XJ8!) zSxLRKPN`tf)F=FCL;p0n;+`oneN$k~mb=fmPz%y^U}|l!5n&i?(snRi>l5}kez4a{ z#aWU|MZ~Di!huF1p?h&FrE@XXbqe};@axoFbII0sUU-I0!Dv8E&`;zfA2GDt7dIJ- zSAmb8vcR7^ZBk?UQ9Y7^^K()xE4I~T!98~5HOF29VsTnf8}{^^ybsx8$dv&UH!;K5 zwgyL(bOw#;sR-L_WYQwln|XzuCZBkIH!Z#a%iKAqNC3Y!Vqi@7UVguz>3uh;zlygh zQFJfVH3Z^073?w5BmILSOb!$^#E5|j9?fIoM3l@Sq9>T3U+(z^e?4%|bn}|>eUr$0 zW*^=nOeoIeE{CfkL}pZH3!yyjZ|~eV_3?9Eu%KQ%0y%^Vpvx6*D`FQCW$2xDHUIG8 zN9x{1=)tzW{^PZQou36{PE%%};dSRvQI@dzmN>MCueeZ^67 z(w&%ngw&Sm+EBxcrmT~^dwvW7y%)H4=lBO50 zbCp`j@=7?#CSmJh;hsQW_xgObY3Bpb-Qnckd7)YKTaix?b9TgHoyy5H!r5*5;@fUC zrm3|ZEU0obKH1E$=`;EBdf=YoHTHJL2&-24D@&ViE!VfdMpr46g}VB#%$MMo1A-!1&|nX>Z6)@NEn(K94&DRNs2E>Vo*63D^OF4RF{v z&jdBV#-l$CDt+&XDUTS@_u!BvwX9oRp0heMx)J=ltGh6r5U%WxbcWDSa#$|N&?!Dv z_S=(@J|Sf3hdcUP6cQpKZtHcfW3MjvJd~ooksOh|jz{07b&Imu2S;kJu`O8^V^Gb| zy*7VFqPJiJn+`j%UGYkYXFTRzL$UFRJ?mX*i2QiP$k9>*${a%^0@J|mf=>`%`l1bu zPg~4FvNzIF1irLHeDm8E9+x8R0oi@M-ftTC&2RXTwA9T2%GH%G{5)CJ`W@KbE35zA z-UopA7wGz4iim=Fxs>5WIw#qnmb|Fz;#DDXs|5P?j_B>#G9w|wOqb8J9pW#zZ|=@6 z)#z(~q4+-Ljk;E>F|_nYjs(ExnPp37ev}$>l5$8qLz&c>7FbQd!pJ1=GUb@r;Hp~X zrUh55FfWK>Z|1p>ZOjzU)P6fHwML6Ze(?mik#1ZqDsr+x!j$8 z@RDw5pqiGFXK~Kz)Fz&}8%`Tc2+)48%&m+0NB&|Vf7OsZ!VHmfI`76Q-Ix6=|0FW$ zJ7utr95L5KU@NF-(7GQ?3g9aDpMuA;X=W^v-RgUauQ`4unhJc{x5(tNMQ!Wye#G;f z+p?g{@9wLDL1TyF2^TTsTAqHuI@kdWm?m%qb{3q>HZieD+-1+f@J>`^y((jD{iByd zV+w|cIwA#NHRCyyyJrsR|DjSFZ}ot+iE(jW?_0x1E9bqE5=oL1dlhiDHbN2|)5-un z<}VNf#8@j{_`uidodjU{IV&)|e5^x5dZ0=+#4?RL9V)#wIy*)y>2!=xiat62*|MUFiO&e-BKF7FMAUyxxUt+-_li^Ib5Z(Jgei&#GH$W& zKtm$uO*}@swzP#{*5Akc$Qj=na*U<$frr z1O|9?cS*{v%7Q~bE=_)*?q`imUra3E1!tJgGVX-e0t{p%$VsJTYTBIJp8e(f`b?o23w+l)5*97!VFtuxYf4qG4gB ziR;%hZybF6g1|GT~@e(0jxCAzgjIDOMXsgz#MCkQZ~Tc zMOtMTX7UgNmx>I_vLiuX#ikE8E76@VbNMvl1U_>?%yA5f()xMM-RyPTm4cwTt$i*1 zmu-tR{jO7+RE-N{-P_*&v=EC#%P&pe=5{0 zj_fystVggCsFs9${o=>pq##40R87R%Q0v+)=IsHlZMK#=wn zP@(w7tbto>ue%<18N?qnE@ z@f1+!Zm!KWmi2F!@vk;-uQ5Z8dFMOYZ?~Sn97Q--0ZPhZ*aYY~Ji9F-o z__OhCcwL?*`XZOW0F|`o`)Of49gw`HC^;`R{@51DcahMGz2I#TPH;6bcsz~^(n}=xMpN3og9OLF)~0#omDTYX zA6CpA+yywZ=h2#4VrFUC6Maw~t!#k{siXMz08f2bh^VxYOrm{dal!;G|7;}nyJvS4 zOz)2Y%w1=u^P(dbC9_Z8ns6+}e57Jb0@Z0>vYL7>(dS^Uw4 zzC0_gf^iJ>BR=nUBd_bfO*_cHbhe|=qVa4uoN@s_X~Pvq#IX2*RFAn$pblR+D7xG0kow2|$Q2BP{gHma!a0sVL{g-uvS4GXEh?cne zr)spYjm`MXhlWixWk$NDL$Qh@&pQn-l$t(Ua$bHnrt*j`I-*HBT}6%?Nx1jEPtH~( zHH3EwLsvJQgAj5Ut^Ujce+%~?ntwe2e}U`5XVmMw+3deCnHcv0aDB6tkoAxjA+DsP z#E95WmXpCo;b0NIko>YXBt^C=^t3k zz#|B|vJGYsJ59L*0v&+MOGPr8KERG16K6Hr2-vas$4X0JhR9~L8!d1^Do7?cb6oAWZRzE)Amacr~ z%5C-hlO8en54uyAhy{n9^3`VSpWx;41IUwV4PcAu7ZPR90Y?YS?S?^{D#iP=!*4r_ z+q|gSFMn4Hy2mkKLspPU29@?6NV_;8u=1Ha1mLC%!#n=ywwCbo#}ZOPj_w&8KI|Vh zu9Tbufx#^Py&ZoR%-BoVXUrs_OhEYuK2-gOpfI#w6>rrZ36Ls(pD;DRR2&*{^XW7+ z)O^(u|20U1hv!vJNpl=Q(Y1f={wu>KR>ke+2Ws`YYZ_LU>>DzsOTW2bCWd;(4!G|P zo1XU~;Tm#m3aXfNRATpT`>VLv;%@=~+gif-wfk|%?hxa91?0c)9<}Tuvbi6Zg&;~_ouiW3bY#&bBVXgC0j0h$35r3?gKO+DBeXX*4#svOf zri*T`Qn)10jP$7eW7u?h1tm?#j_mOIp)i<0^yE$w{|Yz0mU0CT$EIv=VT2&)7P%h+ zQtAhD^N*wT!mUK8gnP*g22wtJ{LC_0rMSibYL(Y-5H^QpVfO%3!rZS@exLvN)bREP`4CSF27?{)Y_;YxWs2BeU2{ z-k&L+FJ*>S2F!&XAROw%W`aJ=JO%`Mc%0Pt2?@~oyfMSh^GrONrr53om^tvVli=zi zQCDz$&_DBfVeQgYCj|f#{vFkgi29)sec=q2+=JxqL*W9MGYs_;I$oMTMlj;p43S2k zqN41;Z(~0uCf?wWdjSOX-3A7T+=A|!RC-CtSuF9-Q^WU(d28DlJ!Z~!6=bhq+ z!mD8^UlhPy0?-UE2?12@08fpZyi8kH#Swd`^=Nd=JnX3Sx7O->v)1pJw|;0@ZjJ>9}{S zK*X$H5A9wNu(7dO%nBnj?yt&kkK46s^RNHdcIt5niQhT}UbC}vu!by=hoD$nTMzv9 zI2(zPiWIONGTD`m0MNlpq(#xet_JP0Hh z$}F#I1;d#{-EwxVps8)ol3X`%3uTuFW|!6Ro2P`DI|aOECb+ZwSe}1&2zVY1oC54h zS-fg8o`v;M;1ng-(OZ>lFyF4{^JjW%#V_$#XFI|>k50E|MpvIi5yBtm_~u%i z9)Ou8aL9uY7LDW(A~F zG5Fw+*5B%}o~z|sgv-^c;(XNY6*Hk1 z_wwdS%z@2Z_OCPnK7*Q(G=UBZ`JsuX)tG~(HlxHoQRCNlh=(zka!b_}2DX0T7XfDG z>}x;aQn7T9_{~06%HrQAoz^kwG?SR|WHmg)ulp!5miyQ|d#4lB*_IEKE4WuJSKn>QfJYK@{dTea-cx^6s#_=^!J2r!2%FY4=B7py( zxZ@`q2`h@x?CHHP;9Yx|K}4LDWef#6G7#Gk`7SeL`9c=lJ#tKRcMW}+p&{sli|j^J zToK*-%oA{I7X~eIb8k~_lyunaLiuXl%cAN@Je>^h`Umm6&x>}}KN`7Pzj66+zZiM< zw7)|-r>S|@Msfs*o}dhgQdn0a2&@-#nO~s>`=cR#A6XmZRHzmjcUApsz*JTB``g#2 zk^tTG)ID&^r2GeJu!z8I_#4**G;R@;y+7B;^1fq=F}U=IgB-Papa;;u06@<41Mc2a zqfD2E^j5nWHD4fHETS_%1^y>*5t&xn!W~TayPxPg$3$J|8GQk( z!rHx^@CfNB*2U&Y4D#ufB1==zxOUf1Tz?G{b)iAC6L&3hZ@H1R#m(gocquC$`|&&- zY>cKvr^fBa#%KHVx9$?h6WR@1WzBnm?WchQYlmmUx98HuF5MK}>+9>A?Ww8toUyR< zv!i0^r2O0S{C?liQ(wf}z@1L|>rr~kfB>q{i{j7=f-40u9;rUkLMr`Ymt}@0psIPD z6Hr0S$h%-DjeRI)ZhKFh1R3)9{@w#{fY~}wJh1j-p%G!f+fW1%6>mZ!WqRJP0746& z7jD&r%yLAwF=rE5>WKP$$q0?$4Z)DpLF63JkSQIha|>lP-r zlS|iMWtTMbc@ua(Clxgw6#(ifiZ=jVf32`)tY(mWx{5?|U%$yQfFk2z{2F5S&1zBQ zK!N!o!#{iCZfs5m#ED@_OfGgfz&x-NY&zax*1(*)J!n+nZ}5xkV6S-Q9jJa*OG^5G(>&ygEP3&dckK0bi;c+-TA#Pbe8l zZsvy~eHJ0zU>W*$t@CicO{sip3lheFO@t0lAZ{A{)$j8sp&?{stLCurZuw|qBNb6p zg*Qmq`;e$t8taWoAr{8o1KxGvypQ$vhaPU`&*0joUk4GK;#^#a+o7LadlE@q&#@7u%{d^OQW|YLqDvmsz#^ zq$Y%1M2DNKeCxfg)qb|Ai!5K&<;}YGOQ~`PznnEP=;K!%63j@p_9%MYkn*bbX1Aijx1zURWd7F^{#lrPzkL0tX=J=tKq5#hrX!eg!>w?=fiTxy|aQhTMZ`=xW?Uo&xir*HDLn z2`M?w9c>V8W6|wCe%NpPoUfP>N4`daJ}}Ukj{riP4oe8{c4VF2`Wnep$ z+X;fhBaBL;LoZ!#x!W!#%a@O*%=?||;n5)Foi0V{g1xA?m|s}9t_iLvb#RxjZ|{6K zG^AT9bR#R|&h4i8^=JJ0&>hcwd8vFeq=^za^_bQeaR(i}r&lP|lh@D~PLj&?24{xj zBex0Ao5WJ%_B!#CRs%=~eC>Ea19$XKMbHfcUFugSA)DDs0{5Jyr5JiMavG_F0p^Co zA@Tjo_S?&|4D<60we7<-umS9S)d=x8J`HG1ZVfzLj=TSMI+H;Z8#QP{#k?y<`pS~x zaTPU+JECC9e$A8F3>>8*6myF>EN2*?ptN<1zC9&u!Cmm_S6aS4z5ZOh#F@^Tg9qJD z&~RzEp5~P-4Qja`YL7UXtxR$Jb(3?uJS)tG;iHbEs$ zMUPey4q4lsk7>Q8Cdm#x>hiz37%y&?8XA`J7Y{jGLW?_Qr}w2I zVaEO?eW2@dFyYO?xE%*NwLigCx%qUPpZ)z_Cvcf_jw!~L>uQ1}_Bb`(ml8qN1Q)4q zAD&Z$+_bmGO9y)wZArDQz2(2!TxhiI-Y#CFI{RTe-=#X)TZQOMLI3d5A{R6g7r117 z0nS(7NqiSiQnfa3M4EOT!3J)##dCpUqknqsi}RmNg570n=m%N#-6;aFLu7#+qV3?P z#LZc+N_MH(8CDGK)%-IQ>tKwaqt0NzKgmm5ek=Qxx5edo{nP^9G&BR2WlQftE*Uk| zV`a7>?pk*sT)f&%p?qD%Vgx_`}8;6p<$L3XT`Ti`7RFh5fKq1g7}`Eo?9;Y zIXR%$`Zy+q*WJ;)aP6Y1-uD$Y z6Z&=Une&#k@~884qd1W8qYf?*TQtKj%BXF$P7u};?3Wtgmg|FO4DYw8Grttuj%;U4 zqzH;~{*h??F;Hs*y7^XhPElOvQhdhpg1?~<|9(0}rK(b$yLo2sh{Kti!UZ^3SWY- z!17Cb7-t6AY7S$39l>7$sfbz*LDhG8u+F{G6w&1?!wz=4C0t53!#B7@BE(fgy7PiWiq!igUUfm=|J^oO0Eyt`JO!pvs z=6o=rOrxcS#Hwz4y8lNAo_@cx{Ux6lt!{fDWX_tke-BdeCt5jlu!@>(=Y4jyoBOYB zRd|Gfy+y{W@H_8ll?71=+bq~u#}MX>EH?)e#AJCyiqV03IUG2mv{=qa{j1+eDJu=- zHk@A#pOo+q0l2t^CgoEvekzvJUO4>;S{G^xablG|DzHZQU9D4?HC2Q)PPHeSU+p0L zhI@#-@>~&jiw=ACC9^+WLaSGh6lBGhf^9|c90;uu-TfyWRaLibfIN9CB^m?R%7*_X zR7hIfbMv`ttT7*5(7*d5@Rab~QuH1(iZ%iWh5@=FX)wC|@{~6?^KTXAs=F{U$#U)4 zy=>dUH%$Ig_s3y3td%*o(z}S(-+w<-(2qYR}V`y2jmc;4ohABY2u0DDrE0+ zEN`u&nxlofLEgUyNl=F6Q~S#aybpHM08}JDdE87^9S2C@Pv%{_s%HUPg<9#;AW>n) zY|Lw0rdN^OSpRPjW@i4McjG74_j6wOYg6_R8$bK(PTlJ?MF=bsy!Ak}o;)~MI*F0z zQu6{RF2Fb(jfllv0u4H!axk@JIBf6@PLO z@o>`E&GZ(P-@cL4(}Sb{ILNHk zsp8kE0pjh+OhOSNV2+^JsdQgxlLA~pb1`7o@c?N8u)T=Z>vP&_B4joiey@`VeO;OJ zlc@nWbvTIlt&1<9AbGyQhB;Bjj0`&Gst@v$MQ6mIupWV;S>ws!fVo+DFeZItN)O02 zhj;|}K?s*9E*j*&{JhHj;9Hksl%^1)@2eMX(VXt?VnOEG+iz((qtO6g#|n~?(Si8- z{S1zq<*01!y+x!_MpA6F_MI~Tl97>gfcpa@1r%!V2>9gy_km1YRvog{`0{Tif$sFw6m1k zed%Sw+dabl)g0I5`=JN-m!Jf112#Dz9msbP$ks#exczFdJ<;~9Kjzv{UUwYH{k_wh z`GxM@1oC}r=@Vw;dLsHg0? zfC5&iXMn8z0$}}W1YzanytDga*u9^c1WkYGZJ~b~D{X}k$^8qOxMC5>jbK1h2Yh;* zNvoZuk$%UWtl?#CbFrj_kP|$qW7zl^oHu{_4K@Ul#;;n=f{I75ml2zPc;?HXj-7o+ z{S`#BVuI&xmDhVohXny7Sat$?1EXdy2`>M%S#~e#32f@aES_3@v$%-}9K@9XGSjA zK`41r{EKc76x~HmNDwXPW~9*q{xb;#O)Xdo$i+6tajF0>Q<_J&Q6w!}vZlv^*cU z+e_YlrjVGJ2!ZgJHlYtKn8kk9dGHs%0AEm8UQP&(Qj&ffdgDLmJ!Sg&P5$+-{3viM zUWVT8zBeje4&DukEt|g)ZeI;sgmppqA`nac6XBL*gXuh;kvVpw z>)o@%W^1R(QJUaQy}{ztoC@1AfwYJk_m7tkGrl6Oj3J2Vqi~_;9>suEhHuBtvfIp> ziNW3fuSCaY#~Aq6UsNynUX)c%tKk9`;fuhthp+a!vG3bDLZMae((=7Y2)K8!cuC#l!EnPzDbIo;LTZ7>ZWOQ@ST$ZdL)krYAaBqV9SEYd zdOEWu3BFsk{z&hxIEi$l6k=fo(t)=NN@=_IvRdr?6$0z`#)#g{W}srwjIr^aw6 zb-aL_xPWL8PsvF7Hy$=JX8Kypvh*_K>-@Ts+Ri1q>@(S|_u!Us@M7aI!JS$j$f@1^ zd>H(%CJ*}i68lALBagmw{>@SGJ~%Ll=J4?F>}pLqg*RkB0UB_$UUYJ-Eq$zgR+4{F z(sS8%^_#c+@>)Cpf>i3bMC18R3V*cu&2RHQ-rECS*G)h0<2M2)_}`efVq5C1_?RJH za6->4GUAOz$l{f0U}L$O;vWDRP~2s&+y1;M=FPj_a=Y%V^r6BOSu$q3C*kgSkuv{B zTx53Bh?w~)3g)^555-tEIu-*s$K&io6DWfrX%3u*hE0MZ7`ni})otP{AaS%ZmSwvY zuj_3uMo^nNV?W#lM*zI7ZQlE`xqqBQpboPE$NbXg+xTM5*Y_jLnq5ouqnwy>NToGfPM>mDqlk(B9#C{nK@64lCi(Ak<6zhomO)|eN1fn>-}>1aCYX(_wXe3KZ6t3LlYnh7@DqOi2Gm3N=rSu|=w zi~(0MNc=8v&jv}J45XFvFTPUZC3P>-y#M`7gxmZRx4+HC&O*Lv_Jo@6>Bl#mhM8qM z9ArJPb=6)@n4sxbE$ZGkFmZ_wKVf-A)oMc0SzM++@bwk9i!Aqm9y|(0#uf42&VKRF z_JvclAAgOVJrG0Ts%#|WgHuNK74MJeR}f*x0ZMhWDhWKwC>@b=T@5gkj2!Rq8WlSp z1AW`c$r^_!P*NpFSk=Mhi#vCQ+l2lGFnx9gk-Gb~3vc>>yg_y9>FI)23#RJ0AzXcA z>LYV(X(5%~^9|JAIr%qb78?MhPA4hrxb%dxOT5`lD9WD1IW=gLcnnM8dgXt7W5olM-w9HmyQsQ)V>_!)m|PC63AzW$Ya0uKgAb^=+nse@qZ*I0j_PYt&%S{rD8_i*x|oSu zJ>$+KXn@}@V{+zpE&{%&RM?=sLzbg`Q`-v+u0YfJ;Q%^VI-ejxANo}!m6A4^*AV0L zi_gw($@^w#YP>H%N5lk7xS940uJ&#%I||wKEdq47hyNaYQ$!9dOTZnms7UwPpcR=w zP!Gtg9Si4(yb}I&56pkP^A@$8J8SKSWfQ#=^6sf@YQ@Dpd^wYMd-U$0*0v~R4(Zvs z4U8SH-~lhioQw>UPsCOSMMuYoHTC+}=OX1}XWTCsnq>dET8xTjFBs-I>U4-sKeu0e zKAYdYHp_*&Gx2{6{GFk{2Vb~`H@Gcz>Cr_4rn$+@Wwg_3Jc9huULo|!Ps0}9ZtP65 zlyoEsLDr)-HGz{2Aod-$0Sb)b!f|gQ@_a7%j2smQE09=86Y~irzbfUtHwMz&P$2*} zv~I{%{7>>8Ac2#>=|}H+c6p+f>)@R;I}NW|-BTaK#E1SXtR}-pqG@o9vPHA-cMOQE z{73R_(%G<_2x?N)^V+)>zlO zoxg7KFmwJU2UcHSBOwTI8SRV4H?u3vxPk0J1^LqE)An~cDn=G?tOOkda2H{(oMjM5&NOw2DU;URf8{~t;XAM# zM>djkN*bwY>OtQEnt0P@1PC)lzu8FhwWzs|#TyIY4d6<){!Md}uQ4BhF)0Po`Q$> z43h4MM6k{n{ZOBJn;v`Pee}#P`Ixq$iFI+cMHc9!vfYh5j4dsYyuO{|tAhJfXf-L2 zDYfPW+pv5GBA%o?09duR^E&)RaP^B|$c}$c>8e{?r+G^t;E%wb=heX6kL!ACcg{t( zCN+j1(rC0s5g!*364Gg!`lORY5M*=@yH8%QnCJ3Ek6lkb+wN3m)s-Ig`^C<8e!)5e zWV!*H8B@UXow<3S%L=YN@nl-e z$)q)ajCtAIpu@AX2zB(YA+JrR>4Oq4AURa|pG^}4;wVZl{O^fh&ZGA}iod&k{S5(? z$m%}EyPN;&n}p~yXcy8PH_biRTApcpKsxdBmg*v z;u_F=wx*Dfx)%!3xk$w#p`#PLd;dj_K1uJ?^k20)a8m$`|aph1>VBiE$4s9q3 zd2elV0`=*vTHEV7Pkj5{Aj(0>5FV^Apl_h&s?|G!lY7*hS!B!NUsb#Yh8GkyDzUs# zV)uLFRJFhe5OeC;LyrVCD0Oj^C1iVZN<*Kg^t3f%j8s` zrMKZOjf5iV*Zr`Du<$53Hd!|is#OGq}TiC z&LsUtV3Jq=$5?d*r-7I)Z$Y`$RV9WuFPjn@iM|xm>2XTWt}2f?Q5eN+Qyf4*e%*Nt zsLgSYqqzv}Z>0?U3diu#+mHSYQ^wZ>_d$ROA;5S(Olpt#dv(6I?fH#7U>7^!{WZFj zE#|WetMbF&@jq^=-}rYoz%OIN$7dRPKsRf^9viUi78X=!@6@xd?27!?`4tsfge8@o zC#FIf?f)`x=>Mpn6H0kE2Ppb-y=)Ux)9@zD8EUU5asuRT(5DBKRY8E>{A`idunD3zK2z^Wv)5v}Xft48-T2Zu zLL~*7chZpwkR%;hVEnx8VZi$7zi}qiP2XOxZn8F811K6TJ($__Rr&kgKleyEPKep? zQwHYWu0=)ut6Tv%q0@Z2H(%fW-u2_h&F}v^XwB+^3Dj~xg2@J)RoD3N0|`X#`%+h{ zXpo2cGk$jd+%=wSE;#UjsgulFSaR=cX&DF`Tlw%`9+PBRYPS>FNv>6oxB&(3fw6~g z9-Ep!c}4dKu(~=-)l##tyb|+ENXkLGV!?Gh0;)#s1D0}H{+QwwFkm^Khpk?s+&Md) zHYd1zw`>h1%aN_k$ForqxnJ}F+H||R5{#evKEl_B-K}4^rEDUNTDXJ0t*&45Q(?{UTf_~ZVDg#k*RJv-e@4wG---r+A`)hXj+AWI5wLimS@NZ8p`c0s zRLp*OW= z(mY%ur7WGswDj^i5LvXny}Mgn)#ovDHUF&pO<lVBYyvZ62Um(1 z6}+}&0!aVSqF`VK=KR~oUTSjs>Y_lL16S?=82%%;Qf`Wtmy~1_0xy8f2`09{CZH2f z1?yG+7~_m|Uxn|e8(R*>hXF5%K3s}L;wf)N&;X@Jm3J06e-(E(}g0HRO)(bM6Az)S;f>4_Pbs zN&Q;_{4=TgYFevhp9stO*D=O!wSRab=)7>-e~&oe5z>Yz({L?+R7s0ZRF0H0(F|V ze+%-^C%$UcX{GbrP7a%Fri*@(bTOq2RAIo}iKudY=EAk~7F{mAl!37^3jGl`P|YSY z-TPD$a!zj&p7BG%Tg9N88%%E8lWL9ykV+aE-oT@KAJWMsP$Uk$+Uk&hH6_fKcr0yz z3?NZ|{EqTvG6L1HbVXjQFuh%l5zGZfn(?y6_ucp6@cn=Pd_*DSa{HPu;f+51v$8iL$1$HVcd_gt3O4*TvxKy~h6$>o zRF?ewu6yC{u_)ryU+*SA%oh>QcSOluPfs}3p>QJN4t=V?&_F-2uG;=mrcy*m4&}VJ zcQY`L9u;$*tlEnEx+sbOi-LlAf$)7(r#ENAL?>h>w9pp7h@DS74FfEh7tTN`Js@@O z1E8=PPwqLJArNOm?2~sRQ({5iEJm>8!Gotw*&7LvWuR={)YvEH>_$j`?#{|9;BP8} zm3#Zl4j-g;3NzvME}Tz^_nss7xZAgx;Ay@IzQ?nV2iW10C{GVE~_jGw@SQaE+4nWJwrAk9cdWnm=6BkD1%LQ5-UL^63sM+`5k>82V7NFdK61{Yjw$Swfl3#1}n>Yf{qB8S@)i? zHAVC-RV)L#&l?ag-k%>^cCePS;u=3YJ_46a2=pL=!F%o6lLlI2_pze6z#I{9?|_n} zsbj#|@efVNGVty0_%HY0nPYvyXZs@p^a}xV{NbDK6&W0m1Jr+{qi&o1@z48)vCAqH zeZDI`^HLA!$Qp%h-|^CEZ23CXSHcQV>CA-D+3ci_qwLJUA9(_9;^;K5u5?iY*GH8>$Hh7$&QlD(kcw2>3%nIW(G!_VbgJJEu6-+ z57FrQ%&(FRy^TY(PrBV-CahLn!mhv&((alV1#r}&&WAEDg92|134%cn*%^>_%y`cW zUx#8_0brb|{zHX$wTbt$K7uAfUyeb@9SHO9_eeMhS^fgpSB}>%!eT1gYk} z9++OxKrd(z0p6U3X?Lo)waSimCuutXGOe=hiZsf+;X(QOLTBc7!5UDc!Te_+OIGh@ zWmibzu;e-L{(Af_ee_a1TLinDCEBa z$u;Pjz;tdcg)`De|FAoM#HuezTWIuPqOo^6t>O8F@@FG!Kvd^QisPngvs=Rp8yG&i z0~+!6W`l!2bnR*-{*evXF;o~>#K_G%`2g`QimXDP%_HNl!mceFFQ}UQ@^M+;;}7bC z5Dcvh>FXV`7Va_{Zg)ez8Sy5!{BATHl%gs>&Xja?Gcca9Rif=J&278^E=bL1+po5{ zZYyHe#D23!?c}l;CgRjo%Epw7WY-BzbMmRpmYP!SSz9eH1wOUIYk&(1{g;erPpefHM-&;#@4^@%17UMl{1i0H!!Oa(9 zhfR)uC#kcl%MHVj`@TH@KYT_+9z5zM7dvGlo#Jq5^)U9`jO5MeA7=94MuF@eL|nDLF1 zx)=I|Tr}4B@I_J7uzvqlQb(!nu$ap^=hci>BXPS}g6cz52A7n&OxLFogqj)Q?6n3{ z6zJT|od?rd%r0OL)IN57Qp6)1dXNwt16!O1>}3GqE~>yK^5(;U&XRstL#3Y*6_|iP zUR8FMef$08Ew8Vh0UWVem(Smeo#-KD2zSo0jtGYS`3FP9I$z~o)7Q13CAdX}$<%nac#V#3%AZiAJ&i&_Hbgb(#uxY46k^(le||=Ly03WmT(|A~PbVE{ z-)U;}z^Ib^`z1h?E++}9r0xH!-_)>a+Eh9nEFr zI>O8mO=!Vz6($t*#KJAd0hWa+{SF< z4h^Qg3+&;D5FjIg*+Axc!JP{s37zi~3UimGfR`HBWIcSw7cO|cfoJS8qe}{~4xl1! z$r}L>#N?-x;PGZ(o(Mt*+w~E^>-02ZFHX;i{A}&b;qq;|VyBW|xpX|x{R zw&!bwBLL$C+MvFRt=xD6Ujja34FEuR7sy)l^Y6_!Nj3hv)xQ?sfWXM9Pkh1W!2r(l(@G!jPu0Fk&EWhO0uy zrOd0f$R=mWiTgYy{RPOxhIU7~#HlD*7H}O|-TW%@O*`7rJ0x2_^ak6-Mu$F9y}Y=5+C#X?5#OxUqnQ?lY|Se=lIJpm6*C zy6G(|U+mqwAGYR>(!zu`fn8$$R@7J!JhR)`j@2t($CM(h^H+HHTqEB5TrR7MsGP2z z&S+O{VNmMCitG*D( z((L%+;VY;8N;8fQOQ=f4MSB zp!&;2^0_A4xL^#Q6@`4tQ{$F0@JQ+(sy8IE6>RgXgdaoVf4V8s0mY>+$>3@WdK1Z0 z77ZAal0_DQ$#CUw?7}*YNXg{0JSiWk*SQh0;)B}1|H095d}+12BD0KBCy@DSA$%{- zSYWbe@^r8Up$*zCF^v#dF|I%z@J;XcTTlEZ#N#ff&m~7N4uLv{s2q5_F%C~&Q9}vdjkH+j`d4TLG=_(#rH9M*z8%HQb&ZXuBF`6l z%3O)1hCE7%oKc_b^HII(*BWjTP4yNJemyrrK^E{wSDRbTK0+W=` z^7RH2J@3HhXCB{fnxIJKOyi8=RP#8V#iwi@*LVSEY|7+es>d`lv68BBwqNURK=WNl zlF;6F@IF@D`)<;&?>n)cv{!z&pllX?76cq~P+|TO?)CgdfcDMb-EE4#CoHJ_QpoZ1 zQYaAM3YKLF;kYe7Fr114(H>~Zr=XChniEy8i4)+vEfIv%@Z+CYuCTAA#wAJmbuHs* zm^oqpHs^NA->P-z7){GHT1S``V1sT}fuapyh*dkItmyT+^i9P`SXNYVZ@rb{2QA1T z>=BZr`MrMB*|X!N)@H?Y=>>Fh9Z2SZ>O}qF63~JGQW>SrAQ6mDLVQ^*VDH?zeP3?o z?GHd^xW-Iwf*Mv!py+I7>EdrU%G|is%vJY+p&S9H73D{T(bdsW{Rekn5b2Akv%KgT zaqci+0)B7Nib?o^#oFtFqioqx>&P82sR?93yA8xuZZnvC=&_@tH*KD@#0s7;3XJyd zT=-~7M<+r15a&ZtDwQ}fCTaM=FF0HKjrf0LCV|@D*Ovtb*w^{^LlJidA?eubRD7Uq1+%F>NJ9-MJ|m88Epz6FAOj|UPz6=LM|do3uM!Q5l;X!k$Zh`a_Ab~ zPC+-tZaCpyWWl}nG;k>a@2ci?_Cf0U@?orXP5sa0n>N2Lh2P$6TGy+0L{{BDnKASW zn5()^YT4XBq*_=?lSDNkUNIBAMICTF_TGi*EeoF#X;%{U>+YQ*TbI}0b+9Nr79k#*;g{Y^fwb|UcxyK6t4%*v29e;K>cTChCd zm7ecXSqPP2O?E#>*_}gqoC{{jSgafVEmhC3Q-dt~zV%zbw5V_DRpVlXcICFPmMz|Q zzlzvmZee{Umd7_!mqzQdz9qjSZ(2!XM^ZK)s$21HT~4I>&utm9zD}(V3Xf5+E$<)% z=lqiKh@f3gfu4{^2ix*WmMg9l&v}+<5=(MGFl_1k_MeJkCB%xE7LZpYDwgoSzuh7nZ$_CGmfPVX+2QT0@nn?uARhb33aX7F7$DN9@Ul6? zhsmpXZZWSuBiQ_)u$#e#gxS(mf~PWg$h?uBN}s53RLrMW*7bbJ9?l(XP3HZ37cl_( z-F$QNy04xpW)US3b+~|t<=ol_y@(0+`UODVyJ4^iR^z88jHF? zE&zj+P3`*ltKnic7D9knzxm~vIi;L2BmOc(gS_P{&6LJkXkd*)-AN&*`uK-6B_?az zqrsc;-a+e5Sqou*VtMEM7!I9Y_|Kn^za@T>)g}f5j|7S4SXU zwrw=NmPNQpb!%eTl_kk0yA0njw64;(N3*SIh#Lu0NM6s5p8LJyh2$?e;%9U7n!c^UE5cO2*obU zEe$rkBX;&{_V9Q6Br;tUUMNy@cDTEhmDAQ~2LBd-V$Wh3SGPauses9d@f&Vy8!I*n zGVLH67#pgRlLTs2H`0?(Pgvy!{$71!0%a!kcQTsq7$v#sRszo5yVrRw!3C`s4X}}^ z;z%M2$-R(c-@D)}BlI+BsaR2BTf6dWv;WAIqLlKGn7CeDX50m)Hf=R9ZWk1S7^aZ> ziArZznQ`WPwdu4a**sIa zm|MG@XuFKT$~dLT9>J7#1;f*%%CWHD`S+)a zC^unqbJOu%yo8$D*wExB*~@YZYidlC_27YxoC+WsG&bc%SD)5AKOZIAkt?6tb+>ED z6il<{k?|5+45m)n!w&eoOB|r0tBr6vKX4#bdcowk8;tg_0p~Gh(nNs;x$F&NlZ#AY zl<3w{54A0v8nff_A06Eb4N3lDvLNi{D^HO+D4bBH|M5|W{($O%ZxiiSb5me+>8Z_e zNKK&pdCgu!QlUvuSzv?ug;m9KyEHQ5)Ppl{k>}Lswxo!1y+{#;`G6l8! zlHGqK*;2^YmC%%l!vm~Zhn~eL>SbOolyXg@v3NW-l#t_F$u`;9;tfe9BL}fFV>dCk z2X*7|0@kK9vWTPY9t?8$`#jLaqb|a%Te;y;$+iy}TL`6I@K|#Qo0{pu_;_QJiPuJF z+-_6E1VZ)Mq~f}wvmXw6;{SF)Sz2U@Clk3=82Pjpe`yp>(W~yd)k}@$<`YY@&oCR0 zwIGJXs>dW|O>N8sAwi{R;1*ax{%?f3?u!1kUt%JFF{AGVSyf?WtnfH$A zKky{8l2-bisTZW|3iGlLaJlJ(enlW`%~=xmDP&}h5FP#g0(vtF2@rJBn4f4KqE~^y z(jBV4d3Lfke^r^TW!KuGyWHM?4nD6N&6R_7GqvugpBEM=B=_N747^b4 zOQyHQPc~(ClsdG`(l>j1`01 zTgKa@*|U+{gNJ&4s+RSk5otCqdQWyP9!aeX+S%Hs1~zVs(yvw@}Dl6-^zJX(4G z;w5h3NvPi2yow_`#3I&}W14)Q-q;qu#Scp_Y_tT{^XTf6A!!OFqh9Cr$1{N^e| z#qiyB2rwNW_(^u>DdQET6l%(=WzoR+#)-u`=A|v_Zrfuc&5rcqFzTN$d7=^c1?Sj@ zQ5uBm?UID0=!ozza9b1ZmIZ;vNyovqh!X5OJzfnx=Yj$O7ke;}8oPlQ! zN{bfdFgev$QRoDsA5NA`CoX+t)7b&k6Wz>;#t!#JB}*sHA1L9kql+7<7k9^u&}cQv zMqav@ji}Q1sl4p>B!T+~qwC`4@ZJgKRwwWUi}ot~cDuyXaQ1wKB8NtuwgY1hd`Y_~ z-T$*{f1-U_I#myR=KF2TQm;~8FZBhd@+g5RF|VWyzIYOKCkKBl;R5lE#CCdnP0y|L zsod1xl-7Jdpa;Hv-qwcvlM*(?h@ptblfrwK%Em$NM}K!WZH0vmoAWqAvFr@0>P|(4 zwZ?LqMT;RlBYMXK-P{VNuRfdfk7C}+2&<+1`{G`ZvY`lfIS5O`JNGv}_=VQx`}T~N zyVCnzcIbe`t@mS31*f+ca^YzR+tybp6lLbY!g?=f|J>{Ev`eM!KbnZA#4Cq|HhF)d zqioN*6TX0@o%v2ooT@;os}R?pvZb6Wz9D_M{id7HlPMFfko=ggpiqR)n4WduDS4{V zM=6vb$Nam_jypI{)`dG};I=PEN}*j53+w`MU(CVBL$DLbEOJBXdpYy)>x|z`-pyAI zV|^AG#lsgjoKcLeaeULu;B%pk+EOD!FE5|2bT?dnrq*&d-BI=0o!KeY*y~{pnX1N? zvU`c&Z)Id3n4LEhX19vC&wtmjVGCS zX-%2MvexHv&hbt!dEY|Q=6+B~<*+Z4O#tETK=4vnFl9xK5#%iz>g$^997d6VQOYeX_7Z4*bbb1Tkjq1&Ig=nm&s~c)AlwB&U zRvM{aYvAPFvFzrga`}&J!sJ33 z6sDVPF>_>?Z2^(1Er(5{6jyTO8VJ{yRrv*IUWIYwvyBdAbmIEr+`+A2x6hx z@3pdAwSLR~Oes~580FHie%wW>ilSnw6oed;b&v0wE)EbSHdBjqm`_^?z^Pw@yxB8= zQRY=0mL0SM=4#PUhFb1Tmwjt^)85yIK><_vf|vKNSR_ss^y+0BfGjJqUR3|Q_owpM z0^{(vX7HCO?L1l%6(-=#YSZ>lZkKfcO0TOeEwq)0%fnS~=mlYH zvzntC=gbrG%B(EOL^#qFf4GXa>s5!%W1Kzw@f3v|DQaB$1yRNjzt|_F-ZB1KX{trC zk`A|kdJt~VO9Pr_`@eBT*iD9(_AAfnF-P(Ha{NPVBRz26pgZsiua*&b;jMfxF&D%i zhu+~9^}I#T$Um26b0rKhZ880Ph2B902!sP)zlUB<73cQyUJ!_4EBhsUX=HMf;0iOM zvsbmqGgU^#1UeEdkvUDeT5uGpfR*s=X(`#4B?(K{DFyf83Ueg+E&Ly@$D_M6%Fb<0 z0wKNXFU;3gPq~R$ZeV@aKyUh5qFzd+(7Nlge~D&fkImui6=!$w45)FBS9F#`noU|c zJL|=VEHPBL5fgiQGwEOlDmn*~zO~e9GF<6|`S%x7lukF_ad<&ACp=!wDldE5kM2=~Gt+k!m;99Md*b|CUR|Kn@;?+YJQ`gdf9N2ov(MMlDmAz1^WDJaR;LUOAZ) zWnpb^!M#ajtI#a0HKIJQHL>qz zO3pLNi%fOqO;9T3Sp3P`AH}Q*yac4Qf56iLjVw+w?H*csGp|=)NGVspWiw}^o^V#H zhziwlWrJ?{NwtP#KX5MeuDM-=K(yG^xF;7lYnhg2a+X#}LU@cd4Ir83403pzgqEb; zPd_d!+%Gj-8DiRYG}Iddv6k}I94faU*+wnke98pfWl14dlpC9aJGz=lGbwA;Wb6Gh z#k@kJEb6L`Rnk*|z)itQ1Z1cTRKf+{0#?{5Df(?uFLkls{yE!g@>qL9K$$ngggMI7 zG$&Hz-{Dpo{yMAzZdR<{41|i}Jd%_q!CH+~??;)F%1(yaP}cOT!fDGTU6lEx;S(gp zsl0&b-19mbCf?5Rh3hVe>HuK_dcsCxzEF+uuN+uub?j4wsdNj4+B8-jk`Ei ze11zk-DH5{;Q=d3vd1_DF<+k**)Mv-a3U-$ngL*j6~xC{;w!*@^&ST^;#gJon?01W zmpzU(LvAWdI8?-?n9IHjhp_fWFHCvaGfj5BS9D$sHACe(gW;=_1{;dbv1}So)b%_~ zG^;akP#z%qSXH0ma-ho@VR21{ex&a1(%NWBh&10iV2~HyBm~$%u69RdFTj9Jg^qZ!&1g8W=^T+xxI~g7S8aPzK)WD zWtDhVvPliI`iS^zLtA_E#nc;NRF{ ziq26o+{41{4VpEstAwdaLb?jdrR>ldtC8MOMdu8K%_h@E!$C^J^|KR^qI1)ojWK@# z8A!2NQ-QNXD~gsKD!ynVm@@*Y_E3pJD-V0=74c>&m5Pswc{#E?p0e`1k6ADQ{+3ra zzp(LZ`s1`I|6kDVf$HHnmM2&r(tb6UqoWbfsa(4zv#%jN=|Z9B&M^l3cB7>?=Mjad z_++aiB(pT?N$kQ6*?NTS=h6uoiwq{9xIoJqzc-1q+_;^m6r#7XPy=|7Jn85u4`HmZW?% z!yj+^YM-dn9e`|AB6J=~Ib(ORJ2tP=SJ;d*ZJ*dN4Rb9l$imE!-Xg%(!3(xgqbk!& z6g-neeuOB4fEV;xI|j~G;?L7qb!tZjoU^7Po_|2|eX?trVRER|SO#Fb0KO%NFiW1^ z9SOVd%$?W%69n=00$=MSB|u^c9*qZ+2eauW8xF8*xj7UQM2sf1h_cM0u{H<{I%5cMicVTGy3X8p-FlRcrS&3RHH@{rM zH{?nxZP4JP4D}=XJat`@QwJ*7OH&8Sx9{ASu+AMDnoKTp$X?wL)=JYab+2Tk20=@r zb0R&Fd!&e=4V|zQ1k$gh&D1P8ot;}}AQKl2w=D649n_i1!nRl9J%lR>?4c6V@wFYV zKkg6;%%+YIJpTG%(Qm72#W9VMapO~&TZuuAyZj9IqX01nvf=v@#mDC5m)0VQe%2tL zkG3rrf0n!vc)^)uPSR5>kM!%VmRC6H&}zX%U|2@waYZ+b^Z5dcy+<5ru~MmHA@SVZ`1y}vwDoJG6KN{iON~4D}&qb&B(hou}2?&^ToMiUbO5^<4|VF9hu*F zPp(%UGdZt+sSD+G2N>{@teU6%;l?obaRLND>Tvz)@iCKzQjjFdEj5B{oGm4TdAw0e zv{vDnibN)5q91RZ41BObZTcOp&YLd?kUgI!6;xlDbw@Zmhq~3Ea@8P3lD23%XBOm< z#zYm}_O80G2$IhEc$;*@EMVnzEvR5@&+riXd~49uZ+S8ru`rdUQ^~aSiLAS+r-)*U zs?TaiTC)k8r>B4-hEUbTUX7=GD^V1fI)G8gs)IA{r;D4H%3eS^>_0}wXV~Iuqr;J{ zqcRgUi6jnMwRK!j9uC5aio4Y?FVUN_DD!K66@} zlE8M)GqTCjTe)8GXv4=+lkje!jR6fu^b1u|bdqs;qrFyu9m{+gKGA*l%L~%Z(D51` zE~5JdB?{}P*gl);>7m@}3-63Ji7AyA<{QX{gqEv?3b5p*o3}rg|9iB*BnQ!qrCyyC z#O83=(k%WYs5q3>PO)A;Ij!;E$zV7f3^;&Kc*#vEXeYBici=SU)+T7lp)p+`uFXN2T@wwn5t9^To}L?csZ?jak^S&QC8 z5&FSDW__F@CrhPkA`8pyzN(8INEY^o-!RJGy0$J4SH@J|1YAz#t!Gz(3L7YFBH*M< z<{3SRlon@SmEsiUMr(v0_a|yMM^G=|28@1 z&&^t3#z`y}?l3puhtkJ11^oSTb+8l){rD~5uhXUq{Z0w!7rR2vBl zUrJB^;cFEp^%wT#99zt(pZ}Q~Zpdr#{+($cSeqx?rZx_9?^6FZ8}M!cznsv|4O&t~ znTEsw8vj?E6jg+Qf&{oUH?AE;555xLAnGdqs|SGvs6lQtfh<$cpJct=SI7fpRk^$t zHQ4-|BZ9dbrW-L)MBA47m1b;5^f>)$l7LcKxQI=vFx!sU8IqaoRLyNo;Q^PIPtX}b z1eE`T6ntxHHlbXf%s zV@#vG|86a+T-#yqeI-LADEKag=hnf+c3^+Zn|+}rN}_IzDiY}{cf7C05}x+p4_bb@MVsH(q{d(e*ogZ){0H{?`Q zr<)$c80@v~`1ypn^}c>JVgg{pwv16uy3quOIb`wqQM=Y7#6hiJsZHC?$>d$ka~cre z4wQ9Q@_)#@sBJ^k1&?9mf=(T1l=<8bI(c1LSc7sGqk%-(TGFLf^jj7qK;0(KRgiiV z%DbCbVdWMpBB(O-r#MRgqq9?<-~O=Ei%Qpy?Je2xKYLY@Lxo7IdIUf&K7jm@J(-iK z$`rzQYWu;FylSPHCMntJh7IQ;^Om*^?=7!a8+)oGvesQAM*J=51`k8L{i^e5@RDor zbie`UG)qe`m30>%`_K^?L=$Zi70s0L=vS0RZ!Dblb5Rlh{}k76qH0PUz=XWwJo47QKuQzRCR+fkZ{| zKq4H^KhZ&_rQt^DybsU});5~Oh)JYWo@sjrU+@>(C_+@EhbDtDx@db&pn_URv=l&3 z3{!XP(M4CoBKfyRlFS(wKgo&|amSV>*;{D^X#PEz!4{#ittH-$0{%2umBa{S~jnD>=sLMK?0$WEq&{b5QAJLq4;6>cUJw@~`VTh4Ix z+x*f9S|TwuK4v5ZD)-cVM2GD;Un>Bx7~^NR;V$UWQqX;M;LQz*GA2piRN7dDFdeyL zRt4+eE~tyz;R4>q&v|G3B?v$jRIA66h;K8Gr-NL(AUCr-+>!d@jI~fwOc}hR@NQ^o zJIpkr`|5sl6pKaz8--`2T*_3E=mRYV;%`5MoFV;k<2OMS5|;n;dDgpEjHniP)5kgY zKcDEfL5*8JHT{h2inWq=n&_M@QxoZf0L;TT;a8h9OzUv0 zTocl$=v)r7z?_>?9090%q#V875-G9g;MnI(xv5rznzstE=Ihy|Cn1Pr8%azW*@kOI zuIjzzS!k~Yrv=3hj($Rzs{OYCn6g938uo_9CjaxXH!BXMYuLK0aS>j=EfvYKYJNJ! z_T0Jw6Fe%YUtlg+O?UvP`kyMAS+P6Pi48Ohhb}n7o z)cXG<$CTRTIJ1E~cqt^u81vD;AAL3?eQ)pjFR)Pl9|zYD9Z#xZ1N4kSlOEmd$Vi>Tno8%8n_xFzt_B%TV8#))w@7p!n22YUkx7p+=uQ0& zr>EEc3m3U4w`P#vjg0cSIy86JlO$+m+}>V0Nh#c@epSNLs{zOxF3`%-z&;}S+{5#3)2Opa-aG`NtC&)*(EEbOeX81onnPw02Mz7)AmZ+Zj)`=DUT9_OF7-;%oX<%f zeG@$vFz?oWYs!VQ$C~JgR+TB`S{pXv*E%D@=udMSr7e!QgQ^~&w9-Pg(lm{lne09AZ%Lc zWIH?@Wsix&ay6M14lSoAo+2ul-AU^&&lEagpzP@8O9@y3m{c3^mwJjfdk2hxg8`hP zxi8-wF?;l%V19rXUxC5Sd3b*vvbWDRmdY8;xNVOuH8m?9r&zhu87n66EYg-?@l)C9 zOyVTB;>AtZ9$4XnC@10$*s!HsInKEM`3bru|EsMP->c%(ujJp}W$_NOutSG)^}CYW z0p7meE$*jL)mKrrjeWmWxyX3+1R}$c!?F$lP4715I{kjjYak;5V9AgwS^Yo0h4ymT zQh&TxQ_ANi5&>o8Y$Dj_+GHbbB-^~Sp!Q|+cXTWH_>$z-@*U^U)jdZuYPZOG8kkYd z@Qh1&nYPoD-?{l92yTKdHoK}?b3P^ z<}Ca=c?mTZZQ*n6{JPSgl2EkU3W;}gq|WE&Oh{EAB2Cy&;PzV&ElIi)o-8itYM^A@ z4JVTdX@=ZIdAo)tWWX9jmyGvk?B>@EJ8)O z77sx!CE0`ZKde3|kvxIL;kciq_j;jDKk)`PzGUvBo_qLrj7w9JmH;jU0n zd4SEc9LM@o{J_%ZAPyIeeDWYXlgc6G3m<8!LWS5!j#mcl2&aV9{8@mm8K zY(2wMj&qX&#?p5tD%Ua6`ddfSc??tId#pRiOEA^bsHHGKrRr%U1uW9oO#R`8ny4MlcQn*cw2mqv#!Dd*XMtiav(UQCq^*Q7^}b`yy!v3Cu}tEB|R@-1`Z~ zJG9K4_?>I&YJO_Wh>9E+58^x<!?K2qs8L=%6AXT}lWf0s}~I0tqFw`vjbsZ@zQR zUF+Vz4{O$#mGVn|Z+)Kq?7iO`B0Bc^_^>vNY9QaNkq_Wu-o%vKa==w&90>|? z#m>GyIemv6n*rcD6dI!3b?sKrUP#U@b$+M##jM(asgDtXXWL6A>4EKPz>RsgCh!ib;^7NfV6xMj|j*!+f^slYaQ!+iH zRS8G{LODLmkODk!0TEX(uBreTJ=n-ZCl$Du^h@W7=t>wke3oFcl6sEdv%~g$nPQCY zc_KlUqR(&I?8Hd6Q4&(niWBXVGTNk(;h;8Gj;fflp#Xsd? zwpK5{bb&p{xqYjDYjfG`vG~6GLM+;09mo&^f4)6P#GS{Y#%9+v$e9c|D+e;!ZVB6A5*gs5^il@$8chXflm*~1kGJ=p( z+sL_Kb;Ltz)B*0PGB0+_p?ZEGY*IS;QYHiqVa_%&xibHV?8if}rPfDG_c<+*>Y;*L z?Q}=M<$*R7ylzDu;8n>e%d+nzYRPBB^D@x)%>I{e0iShWymnP-HA;ZVEW>-P&rCX; zEz0A(SC#I3dJs2i68UyxdR3d0@3#2Bw@LkX)+}VO zAC^6|MlmOaaBzwvua#BS6Tp<{q1aVd;p(#b#-$8=xjO3s4{uuA<{TC%3FE``cwW61l{{TAv%1!OdL zdB-OhoZ*m!>b&}sKI+L^>todSyP3xuc$2%%gkMfIF!j0)=W6AL%Q_D|@rR=uR6vI$ zOQsLQYBRHyk8Irmw=#whe*kX}7!~mSfRA)ha7n)qX`T7$`GA;r%>U|~ch30T^AL#L zL^98XiVN{fvT+o@^eRm_|1wu6f#1FFr?1b-Sv&Auwr4{^bX0n<62gwSnCbb%p#x`n z6>W_Z_#4ESytr6(g*wMC9%Rf2n)E-V6ts@R^93Ci`c3+=);&Hi2AtO9=A*5rHfEje ztLT5D2%farCqXiA1sLSZnzvtTck(v={sYFb$dlW~;S9P_$-0rw8ae%?LKaPQXwSn^ zzrHoL|2s0-m!w~Z({V2TPP8X_J{~o$|^}OcNrc^cwz-)H;jIy-daeg_%Yn2P_MXd(ncb_ig`4F zZvurn+-FRlu;Hkq4S5|`c6JWS(+gkQY_{(jwFFiLP9zg*H^Eo}$9;>xN0t7~OEMBM zMDx=2e42KykOj}VK};F`FdBiVOLM*M2RNdPi-#2g>&L)j|Lz1}$03sRQ%x4smz z3~_`8Rc*{TO+_ZJf1{x??Iu&6p6rmWnh))%_Zt;YZtv-N1t#qNw*ppU1A3)KU)vRrB0p0s`{kqfCafI`EW7+3A zbLH3={sRoG!rOn>NCM! z2Qe0GCzK==USPf}29{{SC@WCPK#4D%fTCBjUx0G?S*{Z*YSy|6??kN7qH*o{i&k>( z-`-|&eb`^BzXuBi3ui^VT&a!kVfOsH7BSR=B1(1%qy_CvGKxOMY6=AS<@_ZUeK^@lX1HHK; zalUOj@>Y2mX~*M+N{!_~0RF?1aV;~LL-oFQZSE#`>xhKk$ZICA_#b=T-unI`Rld%a z{&c5xea-$FQM-q!(p|lUHjcL3JOe=$B*ZnW1XnLs}` z$!|<{p#Agb-{qI`!|lAh3~+vzTbk+2x2UHGRxb!PjxEyaq^nNn zYGmXDQ1dpUPX?^dH#u%~#8#y{#6*lk!bAcCeA?$5@~P3$EL18LwLD>*ZZPU_WKn9@ zu6LEM3NL_!YM1QpMX4%oAe2@*6}sY+Fo!%dp4F!MkJ|Vv!})*J882VH>?vUmSgD!X z@~h|a9B-AK>w36*AEjBmZM+iPX|3jAq2Q(VScGG?D$2^x6BBlF>)&e-Vk(YO@!pd; zS(K{fO3kpN10N5PL!2k&+N!)ww~`fBlJuvN6jk`eyYl+k#?96-Io@|azvzlBpgQ?4 z+^QV@VoSDI&#IPB3D_VQlxwZ6sg)B( z>M8?k2I0mYYntnG0a$}kqzQMx;!Pv7Oaj znm3^Jt1o*_IAIuwX#Jk$JVbX z1khT%*HZG~t$rzQ!#9@(Y)g$|iPl#fbU2zbDYZ8SQsaYMQQ>~pIp}~5UXh6vU&CBN z=A%=(*;+xVO9FtRuibE=CHsHt#z(UPld;QbV>Q=Xb2H&qIy0Yyu<8E!$5$Z5qGEH@%*XYecRhwOB(Ygip4zl!qo)b~J}@Tq}~iCnR>y_wF2RyciJ z(bjy5k~f8GhMXx!?Ra}~t2!JCgCm%k*HUgNCu2~@Ar0Of3Fq!!bFB0=sagD4j#le5 zG2(h1raczfBz9o+Ubb=#C@tNaEU%iajBgaoFruWSH@U10@taRY6!L7sh57aq1rqZT zA9Je$Mwhtn2Bnm_x^(6aQ0Q;OGcbXlSGk^=+Scgg0i{%J8{ulmBC(| z1L3K%I}01PMG^fuJNjaw@jE9w`%5dsxWvTD@ul8gLkKX9Sp&caH1VRdA{e$R;QbMY zuCedIqo$$_Oxt1I5cc^B(Ws=DSZdmhaD3wT3~l}l?VKh@&l5Ik3i}a$myJ1Lzx;kc zX;IJYs_kc~vjHfs*4WbuqTd3w3n!bzpZ8qg{G6c&X0P(>pEJlO&kUEK&pq(1bGB%^ z=W;5yth$4GJaTt09tOJF6pkftYWT()NnxK#aFUW*xkb7TcG7>@vcPTfL|M+x;JUqvq?_N)N*O(*`wd`Ki1u7UQnba-t_u_M8 zmk%J@Zl=tz{p#0SbV639_{%$CwciD$;g=q*o%bB%M8}%VnZ7PmacZszEq(uQ8ws~X z7sA`?yvN4`A&K*Q#N4fMDG>izN@Pi>?hhmzdS(s7K?T zw3L*f^Ii-RW(#grLw1_+*WPs>->44w<{`AcW%?z=#z2?)nCg1dFcUb+d1kbiwdf{`|8%LjABd?Z}|_T zb(dpY@7Vn!_B_*rn&E!8qIzcPoz}cAqdL1aUmN2HYP{Z@GXlkl-WS9wkaX}?5qC(u z@|xRR)nU3cljQ_r(3vC}2Il@Us$Bjn0^uHetSh8RTb=!HCFvD)O>6+Q-B} zJin&AMrkjeBlwWd+Bmu`Vz2s9t|I92B#SXMG#exXF^=&ZU63nI{c&gPERhi@$hc5( zMU9ZT{yro^Z_%z-e+(Br^L{6|P!kEiz7t#s{Uf?)vaV0HIXYxaB!JOwZdS6t5%I)C2Q#l@v5 zdG~L~F^V~lQG#xfMUPpNBA61`D76dsbcRItSX4+E+@h2Z4Q(!UDW=wM&E)KvIDG*q0~O2vpT&9v;Swk_^M;7SUWzgqFqiL5&XdPM3X2)HgVF)f$bu7qDhWD zP$nr_w_@x*Gb^$nlY$nv%>g_CX z9cXDKuCI}ED@nrAmnAE%_^~6H+G1G<6FU9*-?Yjt-tGTp~uG`P+ISkiz?o576PR`++TOO z&ogfzAN9ahjSl4{vw@9R?CQh zSlD^vljiypIP%^Nwxf*&k*$J*CogB;I9Xc3bn3U+N2e;#wHYn;SfTsHO>*{q)(*cT z$G*7~JSizD$udoVx=48mP@0hBwY`N6M@U0M4uZXkce6^0kl9`1Nl`H#oCu@Wy{@&bmx~v(@i${<2WaWV>SVVIC_-b%Z#Np|Ts< zJjYM6QoAOcRP!pr;s$llNVbEApOPwaPBpZ3VD`jL&X1jYf|W=Wxjp-}Z@`_m2;4H} zFc#jcPNvZk*QKvOZ{ec(II)Dwr z=|5B0n_i*V*lyCfo7SIW1?w%t&lrPah3a;EQz$eznD~c#I6jxyKltFCdz&bwxA=3kY|-Jq@jvcd<=z^s*!&<@ zo@X1%Kc=i=bYo0afarHAh`))!s!^+ScA~a07u0{@8t0?ZLHkOmyn;nx4W2H3yb^Jm zEM|E;Xwvjep&$Vt><5dhb~edq;VaY~(~ZQn8l{LsGSz#NAB?})94{C5p6!X|*&COc zf;h)WYa6(f1|*EZg!0WKe^g2;$P-$QCJM%ZZ^mLq*=2<;;E)_!iQs?;Hd0;9wYH2^ z)!m9qaOpUrVH+}EL30lX-;>H|d5hWgUjHu`r1Mv2ZrYcpZky{~ezeZy?o!t=HyDOf zxn>*ay85(&abC@&D7$lNdtaVyDxg3Xq*=WvTb(vCVl_j;sWB_8zw@UW1mIA;X1fyU z0xgjP|HfbRwPI9CVl$o(YXefJx;T12k@S<0$(?m3p4ZmL*y?o)suhNYVu0LRQdZ03 zmpC+JEZaNen^iLLA<8sv#&iVb{cd9*GU%S_WYv4FS`+LG4<5a8dHH8ZkztY%#?#3w zF4%BaGN0uUJ%+M1jI$uQp!T7pm`bob+9I+|FF@Bnk1zQ^+Ve^`OW!}y<|Edsp%akh9 zZOc)cBQ7b*AtMe5Z0sb^E8)WBy|RMI0LXx?Dy zSIs=p`DI3DgKHoX>N6v+Q|W#g4Ki_pl28XM(9l^6Ds*vB15VqdoOF0?RaPp`VWpJR zvsY|Tmrd%m#YMa4)bKpcW8`KM!!8H?yf!+4!{brXt=}Wl!vofbQEI!?I>g&9ch2XV ztq-w@&@M$bj3dp~NUVwM_bp_92+)A14r*GfzUP2IgMwpxT2(JxzC^lxXueaVWiq5K z@k?-E0g!X*#c-Y%v%=*{3_!|sdC9qWW>TjyjP)6Lrb_ZG5D$voZJk%~N=mdw&sGn) z`eH5)dmkTp`kEE_Zh=c6zR$Ds#rZ|WCZdOf_%o!<@|E>RjvXZ?yGubNt9okX@mYJCJ>d9pl@2RSvHU-nh8WYa~kHh`3)KWJtn)9!P=I`Dqd zRxKHi#rOUyq@u7K<`*aEbDs9E3xAiy%AXcEtw`2eA2pRKzkMHkOW2Ct-%e$|T<1Y? z>6qkx)mX~VbK1M`NUK^qCco}~2S18#OcHV8nGT7alL`izQWiVSkl5o0=2#>$-9IOUp4?U{5GN;#duh1f8- zJu&MeE;vQ#8}8n1Eo;tW{gx=ejg@PSk zPZnoU((2%W+Otb4Eq08~ag@E<#{21~aXA>G$Q#zUJC5UD?)XjH~1xG z&tB9R9rje=4feSU8<{9k?(p=(gD5GWRkxBJxhHgEr#(EF$I3T19i5?|)*;9Ub}z+g zK13~jkp#6Dhu8{#dsPszq0_}b%iCYTdt33VW`&g|ncRsd%vb*F`dn!d*8uCc*_@xK zHYcK|lG3&OOJc@tuc?Gaq=444JZmpWeluy}Di?>~_?oz2V>w=x%Ea;OZYR7J6-$B~9-LlD&`Gph$P1lDu5rQs@JSQb8hbkZY zB?1)>6jmf&*J-Wv-L~$_sfe>eH!>g3d08tvIxg#_uMxN3T0eH?2?C2pF>g0UA%?`) zQ}CKeC0-?4Q2KHyKF7z2qXW6f(}L+H3VsTuW)yjz%_7(rS{xxj$Sptr<+L9)aEF7Z zp=ns(O&6tq1`Zy^Ca)XJ3#f7KLV(`*AHsSbe5X#AT4W3&tB#osR_jg7hKDC~f~V4> zEB4V2(i#o8^Kx!T-;8q61EAv54$JT->tej_Jw}j%1)2%*RUbwDM+TiVg(snsjEBf8 zZfcId=|uq+AT!FOgGzvp%WbE=fK`%mUA}~wy=`g7i_>dDigX4^&VO5Ul{2j8EW+$QV;GIpP{}1pC+G;zjMHgC zDKbJ^nOtgNs7A?j)%a`Zw-y4xcOS#}+>p3^-yM6rI$Nf9Y!c%`=DnxVQEX;58TSI1 zC|@7%yCG7ZH(6UECM-aDRX04f6`E@Fcb>VX;E z1EN}jSMUI3X?Mr+t-R0D&%8Syq#!v>>36ovd(W@VyRdhVABsA@>)w=&?K4BUnTeW! zeII4F)z_s4Yj$FXd1*?Z%bI1OYA5lge8!$LGBK!YhE}GBY*W5!$)k`LW3@Bb&Ge>$ z;@+5b0)9$kdFG^PiD^4fa_skN2h_Fu`3xg;5021I?=Oswn6O<7jRsdhXhl3 zLe(xc2!z$vGL4D^FdM5F8#lca43?EQ>#%Q$v?|K8v|-oI9|cr92lCu{mcb{^mx%f` zjG!*;yx&jA)@BIRQnuyO$_Ar2V_D9%Qd_;_;OgSU(Ka=$s=*}k0vS&tB_)CxgT2QYb{4#)nkqRs$x)` zKLv9Jm=)F`?t1a8Tk`-DpcECVM+f?_}HYMRLk4JDn zDbT>^m4$R?pYMFZ{p2?1o$?JCqnz1>WujD&X@nMU&5IN*U^nV&t|V2sp?L0jZja9& zz1UO7%COp1D{BDc_-0iMk}+^FL9qUrk<_t{SY9J=0z4sz2KHYoPBKE1j@tK*#HI5M zPJPqXi^xHoTLWJJclE|{JHD)PkL8Ki+|5mkO1*Sh$gv=89Q$X{1AVx1O=%{a<|n#R z2b}&Q{jjZUoNPE#9FtwqA0YUy(=UxoC)kTGtw($kag~#x5yt2n$mh}B+;M9zT%m{w&lkd&iT2Fk99lO6~X*TT#!c*XR z#N@IS{}hvcYQLLH4%%7di=`P1AmE~J^yTohupl93^CHH)jQMy)#?1b+6q8(lOO8e0 zLyRMtPW;?e@>SpA*jH5p9Yd6f;Q0d?RO>V(Pb;PF+f|gc1(9-Bf6luzdvoRUb4VkD zJnt#JInAG3K$(rdVL?t*WfRy0UY=lb0c`auj*|ddOXgm@T)vKjSG4UX5N?OH8d=>Cx>eQjwR=nnrv^8Lz?t$?jMH zTmZ5n?B5M5v~i<;qg2;-8QxF0?qlnxy3Q1b=N5E_4$kaTj?$2o@vdr)qem^f?$&Rw z%SfEo#d2*zuIufP7ym{inIS0-LI5h2>7JXiI?q<$nI>5NrMRsIaV-(?NI8~FSxNV?}4;2q_Ru-$EK=*JYpATkd7dH;a zo2UJuUrK7U*LGtn1y3R&pMCB-dhi{er2gdgYi6oV(W8=;L0_lqg#V7}3|cX0y4t!y zB0UNhUtzeK*@_T_)vF(qwLhQGGi@ zR%c;%j`1>N&9h(S-pE}*87$f%*ohHyPvfRNft3Rk-6qj*cY;`(Gr6yjfBK!8 zP8d`KRg!KEGlBB+>&*P5U)X+0QLKTSUc&e$&d;|qy#I#j(}P9evQ*2z6LT#c01@U$ zs>l(DR)Ne*P{pyA|7MEzGQvpdA!%X}U)%_vK2lotKQ6Q9ktf@g^2k ztNa1;?scPmMBEfaq?T`3>%}=8^WDd0 z{pDO9q)u_@jx>6k-_5m})aoW&3qV`cR(E^9uLNf&+-gCLQFyUBXrSl|zWr0` zZ!vO8hTx0^83|bLj@_8z2a7&otEtR`Dz<@9Y4BpA(c8C99cttla6ZdW)xo3eLC&El z;2-)-aytfpPkjPfVuKloBGv{Ht0(a%AR{-9poib%pA-#&EDn%s%kUmQ%8U3BP0ZKR-lc! zsLUfEzq{&R#5=+~3j0U)%tWR?5{=@1!qJ4&{1}n$dGf?d3)Pl`!FR&I@yg;!LtL!e zv+}jfO}d<|+^gbU)pzb7wld63q+ag<{uv{%*x2})VxDojQ{o$+?jco9vs;~a){^aP z^N*M{%mQojsGnV;VNS#1&yrGSv4+Y~zg_B$?f%fdgfd_b9gB8H!Md*@QgJ?~Egz^w zYESEi$#^{Lm(H+^wWWi2RK7NHZ$9JrrFuxiU?F9)Or(nZ>`?P!1OfZw6hz8Q|W&F@UAa$3HQ?Ma(w&xw@7u{&8UOX*D>5NRdF`;*aM7sd# zVcdzE$Q&gceKqaBESK#q{(|kA%6(YXVbcc(HmNiw-$XQPK_-1X?kY)w{OYcbdS{Pr z{F7~9`{eO)TC! zRh3&h4(hNFoYJMfa+{ljMngl&HG2#I8!uC=ZE#$9#-2%up(b0~>`)L#Ll$^URmsGk zWwJH~uQ`I8W|9c5W6}Zmf*$qVI6P{St>0BEd@FVinQt76TRI6|H+If%Uvw+@Eq~}? zt-=uRi3_;`%&{H$3hY-TR9tBheQ}S@pJ>J@EKaNhl=)=r?5JP)05tnShDWC$i?%CJ zNPFt^`uB|uaCyh8M{`!eN`~SnXwF6(_Ay&>1i2uCZ_cdT>l*6R>Wa}psu&~VpN{0= zwkWc?FJ;9F(PeCIU+s(+f985^NZ6Fht3@mwY>;GI1^@YS+=Gp!-AdqyX6J~*S|9p+K?5KKiQa)y-0yBFfpct0 zei{H1LFxtQA{Yt47VpP}Siw7FTHV@ql-7q>2jblg_8UR`fmbR1MM65AAS2aIj679b zzSCEKkjUspd$J!>FQbZAJf`)W$pfzHzibi=x^Zq}T~~-2$sOH1dmZuigLTU_!Hc=t zMn*YOp5NjW4?Q7kS8l6RzHn~4BtUZWx3>pP(d<7_LKIuBF|k9zdrW?#&CKU|NOb1j z&f6gb@MG5&LQ5>W&h-%UsgwPKZ_kU{2fr==3r;?T-;a>M@)s;i@dswO9FwmAQ@I&; zwnQr;hcQvI8bQ3ffh`gCcV6cg2oi^j)5O+a_A<*B$n#LomFcWv0qf?C8JxTzBtV6_CTfw8dr4hJyRR4>Y%(^_QomID{<@Vuh(%+?ZA0xS^Uj!$u zsD%C7+lc%Nx@TVk#B4pQwh!A%(tnQsQ=^?@aXl~Di)^aWv9$~#j(w?s3R>C^e6A?a z_{IJKCmI`ma|xM~NOt$$C>FV7EwuN;vzjfZv~s%T*)iKS>3;va z*MK%AVNjvfhpG_Cs62BCqaV)&ec&=rqL@qyjLrJLT!S1y zLh@C+Cyxfx>{}*}_=%g_nRSW(cDok|cw6-?g#-f_GHs7R?zFexc)y+B%$m)yicL>i zv%EbLBMN;zB%X`;;H4CL4vAez26)bO1zE=#5<*6{4{1FzJG=8rYB8bD3uk(e&8P(qqQ)L1Q&m#u=eLL@x=`NrIbQXe_ zG0p^QpWk7e*D4j|D$$>OJAafPSnIV-v2BpQxcBE9FDq91I^qB_>BeoHGU!x^ut!~udU{~L@u@)qpJFAcOK}$alYj8l6iu(&1qYz{@iKP-&h&89=F7E10Pp|`tbV-%0=Odcy*>@S1%zMhzOc8}BqX~zY(-|k!6eyXuXHGshYo5_8=V&g2$gPPv?QDU* zyQISNBg1>fYubMq<&j;LgFHVP6sTB7Ymm_X)J_~P-@tmTzSONa)q9qDX|BosGj-qvhe!G_+W64>$W!XZaBC<(97z| zod$2f7abbGDUOeROvXgXe$-9aeE<{`aMxr~FdkTqFE{{7DUb;cg}uw~NV4OI<0yG> zK}02^QunC`T4iW~9|5f#2Gs40Z6XPjY+bNCHGm>xe9;>Umk`m--He#)c(hQxM=^SP z0!*JUR&or@)e!#rOc;*unp7LOoC6e+7$m!Z<%u6PFw`V~tJDmqq^>M~3LZP=iqo6Q z+lL^${KqY;UeC+0SAszH-XQ^~6Wj@cDw1j+5HTU;_wZf+3r_!RbVR@A$3B(%>~3^s z9@H>`PU}r2P5Se-g-0xE$E2t?cHbAyP*o>)W3r24RlbAJDKxRL z12tO5gP?7uae=EIW5j|Cl<9Na7G`6alVJD+zvJQb^#R@-HA(?DBtPG)F{hcvbf%CD zV4x8%4Rq8_>2Q&8c+DrsHNU>sfj~=i6qME8>3u2e`YwlfA&p064Df~YGe$P-Ze$+T zlggE(qdDM)0lMYJQUW$4lztLMV6KB^hdnv2K!e_s<}Hzc^EF@5?{3F#K4-Aw^+<6P z6qw;U(bjY!!}?G_5@cVsi8VX+&XNF)snHF{!>sJjCqq#KO5krG30c@!;VOwoEf(a< zkfC61NC%DSObLiBc(AP=INPS}?t9WXu;4PptYjE;noiqThdUB7ASYP@g$inJ z)tB=5>cxQcS!im4>88*#2~dgxHiC)A6nTQ*KycM_*lHJuG+a=bmSu|=lLjTjozJ?x z$o-&5B7z_|W)Bp$hl;?g1=@(T=CSU!4^C#|j-B2qGMuPO+l}4xS}IZdQAz9= zTW6)lq(@!|<&o)+6}rctZXNDn5U-ABF$xI{y2m$SOgchgGCF~nny`DzGqf{EXZJ*W z#MohxIQ)j0i3uf5pvoNdVr?zCr{OTon}~(1K-*iO(sri3^fn=$4BU zBv2RV&JJe&e1<_$?n2-ml}ERpoz6F6tlzfLt^22q?gH(jb3zNAIvzObP&Bgr?RUp| z(Ut`*Z(IINUcX(vo}n^Dg8$@>xIRCg#pj+$daQ%ZzYhW?WMN1sA_aH16s&Avtpar< zTEY+LF+eWZ69H!5d8>~`{+hJ^O${up!IqOPOrulRtgd2wGnBFZXke3I7OM8vv}txL zJ{ooD(J9OJo&7@kz5cmK6BOH%(0G;rQG{;3$Drp%|prDCbzAQ*-dhcNQ#SJ>T|EtH(qWtX--?wCx8M@fl?V5XLBsbEOM?g$DThzN@Lz`qQ6g zqbD5@?J*XDb=!N|uCtwj4VLk}Z+ir%{lG zpQ$e(PT;h{zw-x|!Wm`hvbes&c$16$&k}nOhKZ;`sZO|l{m%8>h-wX% z2IYqNvEA3VuRp#A25iZo$&C4M%&)}FigXzxifi^Qn|v0y(v&J|nBUeyIvzs`u4Ezf z;u{HPSshO_Jx&8HejiQg|l{cP>TN8Zoog)qOBduzhG>o%M1+)?oY49D)5M=X<1xuX^|14d*Ljb*C=Tqr73)ZjEMoKlMU6R~t+c)8Oji`3u9-F|fU7x*F zu3gm?>%C>dw!Ng?6@)Ex7kRwHBLz<1LImkgnbv!xAPA0bf)3V$E8e}qmF$M~9lkkO z)xOR<1A)&1=qtK7tmu&+`L-=tb~(sJG;DuM2|cXdMYb)RQ7kU#8`tk?{y0x9IJ#yZ z7;#o9WhlwX&1|JEai=4Vi_ydHnkFDx)tXgV!KcQHzn z%+XqkmfDz+*Q0;(ecY-2PCcO}J6EZE1_4r!HHait%iE`vb}BMw=l;=2-P@fMF&|V^ zy^RvOc>-GDFJ$_cE66ud;?U0J$iYs8pWf_qz?+PR_B&F%-{o)2_(?Nm>n;<%?}icM z+t|^*I3iuNAw+-wseZb=7VIy2B=C@43h@voBVq!00@5@8Ng`;Q$_!20$Ccgy@u}U**ofy z44?VEh%|7rp8ytwI=rJzbnnf2T?NASt-iUjljuYMe`>1Xz7Pnt!8ZoZV}tSR*vY;f zR_yxPlMQ`$g*j#Ct|<5&*Ccmw)LdIh3~u%SK9u3FLv8=01nh( z>1efDHsAyTMMgqXhv4>m-+R2Vf^oO~cUIyrYchtK@2P7a>6JB&9|y%<-5E{0h^#Os zcK%+x*g2aF;;R2@!cEutHc5p37!kXE<2(YN^N=5iP4bhX&DkV}`qQoA05epkFI?bp z=l;N;Iz~_fkZWXVM;G1S2f9b*qJGb;&bIgXu9ADbWWS$xz2i4qeMSkX<`X)9vwGR5 zBYZPk;_`VQZFlTbDCx7=21s{db?9d~ZOv8yp9m`9;PeBlo9>^TVol#gORE-GCU^t1 z8I<@VOYg6}7H^*k_`dJQc=!!j2MlOttKv0@oqK)vlaS6&)9O{+dO?geO>@Y;rC`l3 z@+>yHxaYAHETgFdjb5k_xR^qcCV|M3l_m$`YN2`Q*A@0v6+~q3Syf?kxWjBcu&7L6qn%qtfui(h>+O7?pHaoYQR^7q?k?j4`(Ox`Ry$IBbtU`hF+#5_STFss~abMOx)3&RfC{=*x~ zvi(=#_#ubgI}En)OPnytTHkN8oL#+TPR}j}Y%SBJa}#EpO#wM$$pNOGeeSU*y}li8 zX=!oy{Th6fm!eipQS$~_pjWTo*3!TxVuO~qRVKf++BOwGu%78snm~U$!5)XC(t8w( zZ0?1Byt!RLrv$J-c(c5%C+uN=RSYYSgK68jPm&x=erx1`ZY5^9BL8^1IPdY4 zr<719-!n_j$*ava5>ir`$!n#_<zR~Tp5u>cEjGqRE z`TUa~vP~MX8tWicZdE;&la)j&uoxuWOYr`owFcfAr*cPh)mBnbxcoBUoUQJ zZM8QyA1YX}s1KX?6nvDH&%KsUB|kd#;%qM-1J)H*8_tD=g>eZ972~fw2mCzAi!0xF z6>`Ao!eL{KK+x0B)SMc8%B^o^HlU|a9b;Vx_u#EM=QFVO?P64pmfsb=PCZU_uG$G>J|JA*M*9|rm~qn7)&M0Q*$(P?wp@=Ov3Z+vsPxHIJfdRF}$zNxSlDyf8AA6~q5v7_TT;AuLAhdDHfjWO510P_+*RZA zyLa!7aBH7QUirjJ>234Ze|nIsqsniMBC=Uq{RL}M-pv~g6Q@M%e_9%z%2Q4!Dg>A& zZ&I?{XTM(R^IPttO&V0A=jXx5sv(lsDsGg8YcUpN%X-4G)bOo&h37BlmZ}k@yl(SVrmqJ0 zKc?Xdr*;;RU$+_N(+8UAAE53pgC* zf5*nZHOK#NYk13_p8ao3wpcjVqVs&O(`8zF_wJ2q8rhc0cm^zciacBGsh2-jBPvWA zSR2^dL~i`g5lRn4z=`Xdb6Zs>eWow?Z7wDgcQappLtp#CFE9LV>NUa=8X9WCsvsee z9tUfwuq81A#RHjpRcJIFYtkfog?{cRO)-8g(l zu_C{{Jkc!=AUJB7qFXjCA*(Z!w^oyhY2or{vSYah-McBe#hOa4-XNof2R3Fsr?}T2 z2fRTzRqE|Kc;bu5=8(uF-36hrP2T6Wu|Rakr%#_~Ti}2)@Ou`lN%u{D_}Tnp3Cpt) z{3{&dRakAHlGQuAATCOG@*U;`qw%1W&FQvH^}LFOXPYh6tI}+J%iyqJ>)@dN`0-=f zAou1yzoo)t!uRj@$-`Y!?u02SHQB(xfJddpTBpT&(LRZE-Kf6j*?-0j8kLt%R*Km~ zVrMEs|8t9q_x8H%7MzFwrv z&)3&jqT5Z@RSge+?gmntQ!% zTF=d|_WZgN@BD~6SVvJ1Ieh!ab1^Ngz1~u%XYE-S_Rx(tZs+KBbZRPK=nh_M%X7r? zfelBM4zT4Ir1r?pmMD4ldu1Iwaq*2!l9w_#U-*c~_Cr^y$Sw6)Y{!-M-rh!Z@fVFo zlk%&Aj?t8(MnNMiH#jF~a5EG4{uPAzJ-_W_Kl8pK$$^@nQHEcXlIQ%l5RLw-c`JUy zRVuix{?_|HEgR?-GSU~EhSzSp{bl2@{T#}pwY%_F=QC%{6r5LsK#i?WURE|YI5@bc z{&i-~<9*Dk5wlfbq(JFV^BxN3?dJ83B~=GhLk#Lh8E?lQtlDN@IeCw*@q!)DI_{AHTOB!WrkZmR@Y_{5$GDTX#D;D!yQ&#Q2Z+r=T}q zw0Qh7K4Ge?Y`NcuN)NpTSbuq#3BFm3~M*-bs4n6%)?V`+zonLjk=uTdui05Kx`uyPy)?WFh!anv=V zsHlK+1w{pcL3+oLq9P#D`v_8`8X@#HI-?N?C@LsOQA9dOFH%M&2}qL?dKnW0=~6;3 z?{!CU)~vPPwfDP^?>N5v&?F>z?s}E;Jg@t?l=d7}qPg<)e&wfk?)<f~cKUpLfayEEk-59EMEUS_%Z6 zb5HjKoQ=F<5(P)5OpSO24to`pmuFhQ&9Wf6ZqHdC%_$OI0cC&iplo&-;$1l7 z9?Hz7{NQjVk>#cQgtbhim98cdkI>gbGsAc!pk^d(za0Ao9q9(gJTOicy!u=yG3Q+1I_3#Ff`M72Vk)>a4a>wf8&VmQDP zUmva>{{ew8s)2NM^OG3GKjFU5fve=?s>PjGaR$pt%8`MeZl~^I^rcf5VPRh%d{IX$ zXxz;~RW$A+Z`U@uUd?_^f9Hh#W9-VI%LfjytDQcuO%3~88+Sa!&@2m=J!>pfY}%dP z*r!>zL2LaP3X| zDLUlnC-p#YH8`EF7Pr;8I-$oeY z!1AN1@0L=5IBgA8)vH&p8V(7GibmMhMXAAy1FWoew%U0*@sT>=*KaBuP2f7(8dGMY z#r?Bgo=LHf+u(Me^GdSsm}VaMUw?4Hv4}KXQB-!ZoT|M#p@3^2Tv>w z9+$4sJ0)3Y*SfbjidEE-iqhULy z-~i5SsLdIpqIuQ1A?p0f;#yrXCE?bJEiIoqa;*H9M^c)THKR{v z-W@umQ+rIK^fYRDj!PJ+_CXnXR?1>1br+5Va@&HmD`$8F98nxBhH1Q%-d zmp)w>Eh+ z_coV)&M(*hI&u*)E)z?ZW<5v0HVeHSQRXs{+SM(xIfl>}pO{PeOPznEPX9KK!kMY5 z$3@CMJv%Na=s1#manELZ{jYyt`1fx8V{~Zk9!$;V;O}p1^yB|B4PW}xegg2bR^f_o zHU;A#sPk9emT2()f4bI6?5@!W(&`)QYe^*~GPm~d@<60?UY$1iYO3;V@+EA|;oJK1 z@!BagIPfA2a61h+D$AxC&pZu=Q|j%zo^a>kPu2T%!t@0VCY(0b7Tj(pq?qD`TFzN!58oopl%`#6>gzlHE;&z>EWaJZ;2Q^T(nvp@1| zLzKT`QE#H1rjn$Y>&5)j6K&3=r~AIV=?ZUhwrMe54eI58+%9Q0lh%dD<0VXR0|5)k zJ%vuuJo28-%K)aGOYrQzIs*Cmi{XY?qp6aS))ctw$V6X`jcq$) zrbSGv3L9GCGLI))k~Ist>f_{#O~V#0dBW$*qx0NcW(%%=d^Z;^Klx~V(yJ;qaD8dG z6Tr)(S#Ub>C~=7Ptb)Nk`!*eix2K2IL&-nUMbQ0#^03eg$M+O;&$$)Wo%uN&z#4COHZGSq;{)Z1A zj#yUsCPT*tjJVB8u3avJH5f2eu^?5aSm4>!s4EwjO+ToWU*uCZ+bG{UmQ`#SH|xWg zuLs(GqLR0vqgv8^5Bfb?wOVa$ZB1hTSF>dNHY&|T-_VdXr()hT?4a1QQDaL>OL)R3 zpcSJ(T%svjA>ljsi8Q3O=GV%2eUaqO~S#65!RPwkZeDOoY14Tk@ zD`W)+UXABzKEbt{H0Rqlb^4BF(L#i>@gX50Xik#;-{-_X?pDdk80DZqeSLk^CO~hw zr@+FY711u%q`cwZizRbodt8bszJU!Tg^%x-!5ZP?n;!_;D1lhX=FM+EVCfViGE}Ya z-@$cFg~A(|8Alqt8Y*0bhx6!2%78{M)>*CZgPF`7%YH?we=N@b#_vQ=48I0*zh+na zBZYv~Y4S9jh^wlmriM1sG=SFv*%kBMC95-aoQlVe5EzT6^z`QDy4j6ZR2f=PUpALi zYAoYbZHiqTlVcHVu4&vh;fmlQ=V>Yt3q2sZ6!)?Az4C%{!Y+nhaQA4_)i79Fc>nZ_ zO{`1N9XNZ61lT4`9-!eeW5?LyI+0h^BCp0T(S18Cya=yv?jQq5xG&nm(`09MnB=M2 zdkdH9GQbt^DEd}s758&2EiL7~-7R08X_8M}sM-iH_h?oVu267bX0+wwZpKE3J;3C6 z3AQ~BSqAhUY>Y(DQPf;y3*b%IG+FePz0qpW)QHv9)ko59mW8z0p@vY{0~CCMl#A(u z2M?+tZKz1MfdOS^*1dRfFR%aS)07gQ*&(&5{)&tSS?A7|b|sX6 z0eSl#9xnIcMnYa*UgjW=Y0Up-CW$exE^yGHV9Qi+? z|Fl{m^+tV`OT43=t}ZkDOxn9&zgRIxT1A@#Y#7&96Rf-d0Z^1(`T1UG$8jK|4UMrq zy70cG&H1kd12e$crri+5+2+D{lQAu)`xvjj8grN(f@8}S3Lv1-B7%bF2XGx0BY=5J z2Y~m7lDdhQczG{Zxj5~V2uKO%mWC6oh8Op1%N!2){CbCxyeGxLC>ecf9ZutY90-<* zVaR>|2;MUCu`XJAIIF<4tFalvh1RM?qG-!~0j={8Hz=;P>FFdF4+O5v4aK^}TjpA; zxesV(6oSDUjMQw2P+s@;?Jl@F0yK$m0Icie(9qCUWIGIyLARCH=+|tpaha8{A%%HB z*wUJ$PB;J)^U#@FADGz&=Hru2eu~W4Cr=i9; z&bPOiLLpH;={rBp&de-sSC20*htkM_(&2bc&1ewg=jl6Hs@Cxb5WY{DpCin4zy%!2>LL~#dCa{0XZfytv#EC_uI>T z=l?h1u*A2N2lHOg;XlPfiI2eys0uy|fn8HP2a>f^uq~KF(y0K6Lo>G@`Tdqmu(})^ zfCN#hL4eE4*V}V9)>p`YQ?W22-%wfip=ucCzBfYKFb=OE$i;vq-Hy5I?VomIl*K0FP2m;{R1hP>}jSPx}tq-zXeI z-U6_cJ(QtX8Lahq`D|k|IFC==g-+veeDyROm0s{i+!jm$k0V?Kf{d-0vk*(&-C6MQ zyDPQeIH{sROPbCwy}7Tqb5=u4lM$B#_L(5neSCesxQe))(|IpiA5Q|8N19)GP03L4 z{MM9o0~8!qqlE-$gWH3L4~arK<@?g~(|@1*2PToO3rE=uZikdW1uS*&^On6k-haOV zY}_-w6m4eaT#u2KPhhB5$E-F&%FAQ+{CV=^$uLck(&wY};4NFNTb`er?x1h1 zpzQT4T-W~Cf>R8EWuNPtfG1%RBym8PPorXf$d;A(C@murr_w`7l3L!>VuF`b{K?Pq~20@8hDS;4WPk8 zj%r3R93@9?tXri|`SNJS^dc>S3@NR+`mkZ_s_7pk|c^zX@%*^BQs?ahBSKYuI+~G~cxZWkf)jX8>-reUjO1t|EeIuheTL(5!7CD%$8vb# zbu-+uRA%J)eJV&XvY0mjrmxN=^Kb^N%oD(~e1e#L6;Q$ugygD^O9$~*F40>wMQzI) z_b4qM3Iv3mh?XjmNCfWp+4JYmPZaOQ6kr{TD0wFNii>~V#17umAiaon<=~d{zzY|3 z@&y7@L4Nc5&e-cK7!}U@LO4^%QNbV+@yz^=ib1f*4f@`8I2DD8R?1vT(;xi!k%*3H zv@r+#qrh!I3Em6ikW6nJQwHm4Fx!-%Tt!+k$+sgiYj80G@<$M{D62-90>I-~LP@M^ z*@@lCtDif)X#{kYJICT5z3zi_{=G58!kFL}B>?i;K(vu-O$_lKNsgvMe?mZ5qSPO_ zGI3l)#C7B&apq$k4df~Wn9Qzx)`DQ$gya+l7Go9U zEneWQkDve(Y>Mk#z*dZZT#QShbDJ}ag74f&>#=ZvZc%S+-aR-mO;%nP13Ak*?=^Zy z5}LFP0tVCloMRYNI`2IL2Bf1Zkv&oWXVQRle{Cy?iv?3=$c=9y$!{{9acdB;}EupLC)Lx z%T1zvBvQR8xNEb>ue_Ki<2xPoveSO9G4V8PbiGKV}N+rZ;x=xusQehZU~)CeVQ z8eCY_ojD@Z=&Ds)WIeFZ3$pC+6TOLEH8zU_=sJ|KtF14HkZrNSOkP!38PCuCaEsG0 zP9B~?)<2J@h0BZdgR$>~R5qi5P9L~UT84Xs@a|+232Tg#CrfsiCjll`!y(z@*p=GF zD)b+Z*xX0ERx|3m}JND#^{c_ugycLhlEl`~J#j%y!X2Rzo;ujs-y z(}ytC{CtKRiPs5`_+^mxF!A$gD@<2^8mJ1o>E0M4DWnbd`4eQO5Lpln&0JW3FLJro z3)v(MQiwYclNXcr81nPY%+Au-sutBK_tgU-n;_@e)=?qQf%{)k@c7BTSBy*!1)+$& zW3qfDhSn~!;`#MVn9n#s5;G6ayD)ef(TP#Pn7=y4mIEcw*9UeIJW}9qeqW|$H+1(&a9Vq>n~q~ zdl!M#6I3T~uyDGTTt*%RIcJ2RW+_Wp(3&-P34o-ag%sUfxDNYFdU;{WicTQAEkh{8 zy|%Itaho@=gj9+GlGUZz47fYvB}$PU26OgD$sVIT-Ta0)d1*dF>A@`+3AM=4f*kpw zM>f_~YxALKf&TI9R(@-`UO!}WFOQ!*nd#mOu5Y5#A&FqUx;TvmyP~dI4Z$OCoE$C$ zc-ohZ*s7%lHxvnCkz2HlwlJjm0}@kCZ#Tov)E?`QDF)<*jDm|$HqrSHda$2ZpB>&^ zbJZy@wFKEJ5OC2VHAU`#nU?vKcr)+RMou6-BQ-S@e?sqt{#xP;*aj?Dz+5x(ret>e zC(IK)#W}d~m}4HhxaB00Rvsz(d2;!GeoZI2y3eeU+ z-&U?h%+PQNI4liroPIB?9RnupLa)0H7YN&Q0a_V*RNU_?1awZ6H~0xYW#y{&N85I? zR=;~FlmrR4WMh`Bl;8Y#r*)_>N4Ye3(mb6rTz6Y5m(CF3P;4@~S5>-jRtz5i%7`{a z0W3T>@{1wY+~cRAFb!;oBHGQSIbh}d=}4t?RG zY`4xWm`o>dT`@^^oUo!97|&$sFbOiu{^zBb;G$!-xbBXR!^33oHM*3&USJPYs{+@o z!49Ps9~QBuw|>kn9g1OCj=nNnC=lbySR#v28~X+bA0>9n{27e$w$U(?N`D_!)hsO> z*l3D1^view0t#7|hCM87!lnmc7ZdCg0*V@Syt1<(IZ!}(A&it0vKoaX|M@O^T=*0O z^s4^!o2|>4OQ)}%$;GYh^&F1#3g`Cf&3!$F!4!OtEM9gO82wU)8yc*+H{CO^F6A`) z9mYi?a;(5j4wf(#-GhnNAUzN^O(TvBj9d47+Q#`t(7;-d~hNu9y$|XC01e5^sB!`Ur@#CMH{4l>v94*ye zc>!P}8MY|xiF@N60F6;|?oTsJlxx|@3uNfHz=__Ajy7`Yg`}xY25!iZ1i=Jy+sw?! zmEiF@%4-tP)@Oh|1SgWM!C(42p#0!Zfng=4F z2)qatAj~2MgklcZ&AIJPTaaxsYlRF!7$J`cLPbcSfpX?{j6=wC%GE+y6k^ZRiAF%= zF1>j97Q<*!5#*0jT_oI)qbY#^5E<|=Ugb(sDNL$TQJ-fI%Ck`H1!y3R5gIPQ&yXRI zGo@X94Rf3+Ul_FO$3q$ug&mf;$Wk#$_g*Yie2qpK>|6v&X$2?IvH}(1)BaM_HFUp@ z)wQXh99-;gIZZ~f2-8JrCa5}9SF1J_HXNUz{1m*i6hg9?Gn9Yr234L6ElivW;b1E3 zt6yH67d4PE5m=A;Ktd znYk1iJcx>Fm+vqzvS0yQRb{jI`2)85Y6|i0;WO5+Z)}@}h@1=x2$r3!CsVyvVO%*| zUucCQiQ)90H}{ZGmW+%FySQET0Oao|SE8jRg@@qrZ~+Apfs;)cRFKx6-alpJrI2ky zKz?Mhgckk?fNW%a#Srq@;RA>#nxh=7KLT=r2are_Cc|#zY)cIr+JdS1EoMTn6{(maNW`_ zd9?z_@kozWHY%-*Z@1YkJ9w9aj3NT&jD(ZDfH7_@l`?$mP2XJg^7^3aE9ysC~_*O zhb2QXPSk={?N9_!_jwJ#fu7!%0hN}!wTpdU5TqYA;F1yN;5$4Dp;P(HJ0awtNie|& zgW&XH>zhnc_^hIC!EA_Xw|BIlyc7)?N(`_x5)phgYh9FZs8YakHFRx1a%jjH39f&B zyC(uL@l)CGo9Vo%t_Wd*sECm+0Lp~R>L~sEW~Y;4AlPZU)wdMD7*E0NYzFk@i-uZ@ zVx9Bu07rZ%qs`gMBsK<|!KI*uR|6E8;^BBdM?k(}PM*V=!b$PHvI5#q4l090fr|Dv z7$p?ZQepk%Odl9Pv8kAAZ%KNGTlutl`80_WP?=_R&Z`JJtI7L!kZuMDXBfmUkGo6| zcshJU5gJ4zxcH`~rkq>?d~+-cz%=y81JVbR)obZD!Ge^jal_JGSMEcCZ{oG{J4_+~ z#*9y0xeZ{O;Uui$Q0Qe|<17qN1lSc9?(BbHg555m^N=BD_52&6SK~CoD1>4Bf{N6E zg1PUmYe6&W;}zxQye7H8GbKj@-mzuGLk{uPfK%KlS4gn0c>wT@aWvS0BtQt-B@s9^ zmU7rtxBps z7YBKvyPM~q$mGXuAjr>3xK&bEU^jLPGSw>+u^z~n!P7z!{Jbn8qO;PeM_PNK$n;!Kw83Y1{WP_Hha+@w6P`z zoL&hqs|*YFmPxuA1zX5G0&d=h7Znl;g~US|5r2CWKC8gikVYsHiXsY2(7uX?+$gkQb zj+#2n)wh05$#z>4h0`Hso|&0pEiH=4`Un~e^}xVDP0=J>SQ-VM!X^n6wZ8UK*Gpk( z9g^SIv)5>o@MIT%@i)SA?9pu=-{T0LlNrm*r-FO6cP{yG3tKNnt_Ik}DC_eYSO_G0 z0BoNNF_z|lV&=jQm0nTYq7ne@wO*bZ(KRvYvUWO~(%PJ1l(PtGFTgDdJLS5cm6w+v z{OK2!0EH zT;65Lts{>loeUwsP#dTWFdIL28Tt_=V!;8x>s-S#Tq?{S`u%*nh7gDV+7~NyX8Z(B zNSdk6w!5saepR?|4yFYn8W668{C(1y+q;D?iKlg$s>{WNgJgz?>Vurt?hh_pFoSJV zKTEedx49eV9v*44$LSVl`7u$PnfoEPa5*gqB$b&jbKzr1jL@pJ^q(eng0)W%PkH*M&42(q#>`%H*Ix0b$2HB<(v{-KphhlXw<>!zeLyovjCI}^9N2ARz z(G~$JK+PmnC}L6tAXY&kE&R&#f+lC7b5|Zp$rwSU-gnW$W~?Y%K51HTybM6~pM^3l zE;$zc18iG^=)?1j-3#-KlUjMdENodWgH{1zC31qyv>JeX_@z%TK{vY0u?T;q1Gd=} z4eNxx9pH6qnwlbj6*Z7og1i}R7q~|PG~)N)f2S0=98~bW1|+vMtVGAY8<{8oaCo1% z2sg}hjB^Ko3+?>$j^yOz<{Yak6mR8SIuacnO@^?C;s0UtNckwm+(yzQ5bmV+Kq3bq zJbNx6G-^O;m^pKQHQjOYUh`=bT;|J{KcNAG;KU0s3PXe`s5)c zK@K;nD!sSguMr@uBzU*LZ+!=lkWUk8BJ#x~n!uX&9GaurY{5 zL8iQb;t{QwyM)Z^*y?();h(Q}@b8vC$rqO$ z=--}6A@h14qP{<4X6JJE3=I7$itZ_`f;GZGlsEugS*is}wycQdT^NjG^rvIhYN~)K z3nDLtY*#rbEX3djDe3O}k7WL*h8NvS$cNUHovH zEI(DQ=aLQHyJWP#a=j4HGrNK)0Cax>t6YTuT0Q{22W#)=`()gK04aFzQa&ZSyj%gm z{_=xz9uDY+FW`6fg9q?Oq1M>KlLIhNXKy`kvj?Efz^oCV#*FS#$QcpgiJE@m#8v&( zjsP?t5L&7M=?eNULwRY4syhKUM{xz>&Nw7%VTExHfU+Is&A<^*c{dg{_D^wPg4;!= zK?He+-s{dRZr>iD6c-M@j)Hv|u5b8)*1D~Zx>lMzJ#xbq+@a=MyC{@-AZU3J_$nG0 zf(SF$(xXUrXIC{Ty#}>cAt-qReOL-3Scg0|93_(d{<95>vk4oZZA3G~%&%VEnQOzy ziPQ8_NbsF~8HQOQ2p|BplDMhP@C1SRz4Dm5<}Rg5p?Jis_rju}gcCTWMSziseYl9n z>uJj#MZ7x)8Mu6&9X#H@j01p%0Ckz+C+<`bHxOVp$_4EJgwKTyO(ID5mq-4<>nHO_m?YPEk&}2L~`eLK&HJ zea(_l@4-}?Q2x=5XdiSXKt$3w#1R<{7Lf{Rb~dgN#mNks2BD8WK0e^!{i=BZ&_iKX z)-)0lGHeA3{UE=!z?BDWtmjTut{4W4&fVg4#h<$`Ktx0zREM~zsyag|I1K_IMWjMR zQn2#1`5ssbe0B+Zr{NFNs8aC4fEHfM+rwBia?-*pE~ZPS;lh&CIu;tq;EKcln4eu zAP>Ue!2YozjvQ$YG)zoPvTOibj7Pg1ZU?HIM)wEz#LtJ|V#ZLe{emMvz{jwNFto1a z5O5PLNwoSOF%4bjVQ{GM)Bz7z~sSlcTKyP3RB$5Pek%Mr;vkDLMuhks3z? ziW!hJjbAipDB|cbt(XJ+>S3v#&HxIEU2SEtxj;EsClUD8r_#Qce0~WO z!CB!q?et9^hm!~5*>*-n5r-7z)P|{VYMM0Bf1TwTDaJ1gPR4uNTjsmaKj#Fk3CZC` z4*;?$=JDzM;&^@&gWpLSegz#zVYw@S=E&^q;!%)caOL0wE1w#to;p^Hk4SUs)JNA_Ac>oa8x;v0wpVW5{^ZrFzSEN;b78qq@%n+lT1RK^# zkq1*FJer>a@dydgnFvtDGn9Am%FMnm>gp;)CNzj^!Uq70!6^lRXDUUggCiMX84%&* z`Y+8~aOH+kK@7dk$6*anVldz4E-G6RUMqA9%e)%->ccGx_I;S0usKhwlGVP74x#LB zDMtdp-S9L#Ldk4jKC4JX;FwpMnBG7eI4TwoEyADD!wVr)8|}wnVt#Ij>Wy*H67L0Dun){q!5$T`fKQb&;N~q) z88i_PJKRue5{_VB0GE27FCvWY#f8WFQ0@u%_|w~n-$K+#2`IxD(i;eT9ce=iv1}G) z9(U#^oSGoLm8b?(LksumDKjuj8|z-xi_;lFaY`2ATw@o=p4)WI@AB4-E)Mn1}VId(QhHW~0=2kUeWUr)(cVX@_ zOPZZ>Dw1rthJI85_*5kAxngUH!Y+HsIRBYi1Z>H`D#+irfov}Ntxe4g+IV=pH<%qN z(pBK`7M@*41ui_g=+cV{^2rbf!A9$cUQvl#?_fjYAU(pfNL2?6tWkjizs*S(4O;DjE7XM@sr5kRcZ4xCL4lilE3B zL}FwB)d3tsyaZybAcKl+_QoXQbn}nq*rBouP_Le}44_j=0DuFU?U|!Lq~_hLp5I|) z&juK_BJ3K4wutLBxx*`S?H6b8TLxBJx98Vowg;oU9F+WG}5sMsXCBMK-|7D3|Jro&JBo9>=xyJ zzzhn~O(vX>eD}bCEA#s0g@l|2z`LoiHp0PFoI(sn2?&p9NVf&f-H?c+PPy zcZnTeD?IdzS%eI$L6d>>BS@~9DvJUIh4uOJNApXO#-)z*sNJ#jPX|_9DB@CM&9X_d zf&VgfKM(R?uHUXI?vYyB5j;4( zAU-g-@dIFrTA&F%q5^=MswyZA3qPNCIN@}?YG`8{=8zBM`Cv)9@@$36_nEfDtmZ6j zfHY8cRD2W(!5n&=AODE?;UZvr2th?ODf)tFj;(Jy*v_QP%#+|to2{K3LSfVyQrz9# za;m3)o!Nzn6jWALF7uq=05fHxstR$+;Y(?4a#puvvTUEXju;m?n;??4xzNdo_X;NX z`?Kc}iq=z>f-u0JQImg$ln0g{8D^gbmg#CP4t)=3U8GUc9Z+!I2@40stMenr0}f`Y+eGJ(rn0~VCg;#$_!}G2=7qY(ngaX`7>Bbz90^kt z_lI12wuOAcf$hOuFNbdKf>fUYTAJMa0$TdM`v>O8g?(Qjfm;Z%h3x9?Aqd~m%CznP zAU^^W5NcR#u3O6%OdCIt?Zm(uv^Y}Jj*cND0gj}x_1?ueUJcFe|GZ@F|2HulqnYqe zqQP+opblPkzaa`)*DI$~XNnrB4!9DrA77tIavG*aSu#%CgHNh7f+*=O=62uQ&*jUt zZ-69e5F}^}#P5}NZIR@WaW4)VdQ|ZXmP>kGSuE(PkH?hp!5}4{lu!AA!*-@(U$3V! zgT%m>2b^!Mlo=_T97Ml%Qwu9^Ij>r8Wok+HZJsg69h-_LOmgp}Q3l4N8$NEz5|0?7 zZILK!R^qJ|*Ko}VHNqG@AFk@!wSb$Ajv|LgD>gqky7`5{T`-R(Kh1`=EY4GOi0y2O ztOJ$HX^)oFuBy{WtM2FTQ|&~J&F#f|InbBKw}pzAZPs_Hh~z`;x}WLQ;IwgxzX4_J zsF08~D45wSdf2K5L)F{mJ=>#k%1grcOOo8;9yBk)zXzJ0xQ*$5?Pwxy_BWYefkiv< z-VR~&O2JzeGu{=n6;GkYPjWb7gR${O>xXu!&C4B%29C+$`D3dG?OnTyNpC)8jP@zf z-`%`z=aE%Ly~IvvRQQ*V+PDTK*J5*;9^Y@~!Vz64$MTQW+j4A{bl$Clg(cB)!BM`*~`52XA1JL{SxWq%&P-*n2T$z_mqg zlMZX&2E}&{&!GJ+) zSy9f$h#MMWbxx18+11Ybx38c9kUL;EPxcPL?mQpefyM`Zr03hYVP_R!nwiCdn)764 zqS&ZCReo~eBmO;7FW`ZkGZsm8{rL7<9l`1{HNr|4@FGan=ZszP4&XRyvdq| z>e1S2IFiTl`V244*5&xg`2{1p4!^Y=GSgT`M!S1Ly;V#z*W)im!qC@(2i3}lCz0G5 z6gV2-|99~!DIhhrFO3a=T>Chj;oM}OJm6E-?-Nf?*YHP3T-8pbFQX+CFt?O<5Ia#d z#^u*PVAb@AgHC+tU-`1%t^|*_{rFIKX6cP-Q{Teqld$%SR=r`{gigiqx5^~CAhz(I zSSZjCfh-R(x(NS4(nlMRNf3~}8&orfP7tM;j6-aP)Eg)Z0Aywd5>gixB&>MmMg4^zZBEZxl4CcK?^cN8chbu|+4L+{@k z9w|FK3BvBsR&9A2Txr&+Y3Q9k}n^GI>oGMlx!jq6GARJK`{Odp(7{)gDAe| zlkBhUW0@=c4wrhW!We}HHbG< z?9eonmvtHSW{_DCbpmJZABR9VRHQ6b*FD?3^ps)tYC8K12w@m>d=elOCyI?Fn>vDy zK8A{7j{8Z07CUV$xqF@lif0%3gwBZf<`l%^Byr(KGCz!gq2fyET{HDBbvE!AySUej ztLn_0NtHWcx?i*Qs7CFBLH{GkcA*aaWetA(P@DW08G8P@Quq0WBD?sUjq@{`I6nf( zk3fA%mX$RpmBIKS&JpRP0Ba|s!Yafcp#&e%SCWp6Aiz8&QaTvPK~4ZoJEV|j^rFo_ zLLEhYx48tb&-u#2+Gb`&qaaD=(`X1J!`EGh>pKkK@UZ%Oze)PH1~Hk=TG@&%B@bI) z7Z!syAJeGKb2fR~@T&B=EHEuNy?-sjKIvFgzi7$n^v_Lh=^lj%aXjyQ#(ZJ25B#t) z$Mk8S8x}GIs^73=jB<4pmK=&#-jMIt zlvN3jyxO2A9(nvLAJ_l)y6XEeSs!Hi{d1UP-?40x<&PuH{{stiOz+r*M|+_JD;-yl zO4DfM2qbDi6%lwmAV2DesRlI`GqaPTJ+Lo86j5X>jg22sg37Oa;a>*2hf*~&6tVI{f|IWPdU=Y^z|Z@1TuFW}j6vd0Q9e$y}IiW2+{3vpIu;vRPq%d;LlwbiM*7rmKpnRs}cUvZQ9VzHG41MuVQY!yc&RK z$D%u0cBVFg7K?_2El4i{X($_zDRw6<$|R7*0JR%zHU?-p&3NDV(Qm>)0`w z4)@Of9HwZKz(J1STuBHc@uD#41Dhndm~}SF(C*(GQFd5_&$=yD7w4M)695w&WWaq8Bg>|2G{I zD+E6&b~f=@y-IDv;}=`2({kaJI*mucDJAop(|VtWPF28YO=oNXFjOul&L>FqlGlJQ z&B0gLv7OS~I@0V9k@4Krwy2Q#hKnjVxaJY>(!dzLr4C%+tTY@*A)P<>rqH}q9cTMB|Y-1Kfp>IJAQ=&lbd(h;t)dPQ@3;!T!k z&ys8{Daw5MLRxF{tO*qXq%s|8XG<|qWEYu&i?xFeA}bJl(Yq2l@hZJh{FBih4HLDA z;dg?D2`N4m5&?FGo1+cbJZgfSh%qxWbDI9da0i#wexulkA>q_~c2`1P2n8#VkmTkg zp7HH^J;|V0KF6751@y~^$L2TQy80eXaTPvtQ5vfaiC3fZRe`y||5sximR^70kC{`*w<(Ilb7t4n~52zKZ*F@!;)=65YXM zKEq^w!!;{C=$A+4c@21DchBV{F!+1>@7DupYGw^mF2a%)qe6xGj23Qex$wl6i33Ai2+36e|n z-BriIC~VJ8J^rYG1Ik@aDo=`f5`7aO+_O{cfQSc2%&Nae_$!=xFM-xf`EKqXX~+DS z0Fz4?e`q3ZuBti`S#L@?Mc`*25;bMj=%4x7f5l6Oe6P5C?<||J)5y`yQ5(afZdXgU-oskMFnID*L9=4MFqrv#4f@k^6KyKG9ZfaV>RNoCD5OXmejOeyI zGez0>{qvFw@*y~$98N|`6QN|q%AdWqAZN+^^`kGdA+qnz40-p0nDy?n++$L+H?$%H zO*?$pZe=rHaQFxd%%we;9-7b5aWI;jLNQsWxJTJM{N#`{J*lfF9jjej0s0oRqh!2y<4rTWsEgao|Ll!7GU;3JdRDO0JlP{SNK-{0Vx8p>W zLXzw$5U1sh1O2|$~=AA{?Y7lN1@45oLy&iR?b2thn{O(Z( zrOSO!yF;OPs8e>h^J@fO!@-1AiKS#{zCu>#GgFhI(QNHCt7vTvI0a?&OXq`6Lhe~$ zQq1$}4BAwSw`AS(IKL!2?;%@aU}=`Hdr`A7gLorQrkD48QKJE5D*IbIdlK&YJ1^zDM;BoBDK>5R7NsY?jiVHwLUs%5oz zPq~zQQN?N+1+V;u|7(eI4pDzgSU+hiC;ELhh~=;^)#n z6GpNJJAteJ36K*st_7`;jnK{Q6baVx z{R_owL#{X};skud`_KBmQLdHf)>D4h&0k<8ELZf;OgPiY4dyTTl90Rmy19gtP^S96 z1)&cJ3J6;oe(;F?G2~NEmQ1#Sx5G`HTby|xZm~Cj#UXU~RXj76sroQ+!7s;1e{7o2 zE*k!*|1(a?bfERSufKSx7W!R1I-%z#=b2K-F`K`mzh1_*w{{?%ZZ7!jb(UO5wQg}& zD2MB<4AIFqTW?hlSjAeniCo%X+swR=L<7gnG19uE8Os&jrJnGZTxbybE|#?;Sx?vB z@8W_lIS~H+)RH!TtbVf_wQ%%N;yuG;aVNbxiSQ`N$-xh~!-#hbnbT_^TnG{cQ@&!fx~5Yh{L*3aKHd)?JB?OacCCjok}|E55mERBf9&noOQ?jy z{&{~kc43rj+Vd?F7M_&vHat`0F`|ESTxJjq<*M zBLxT-B6y7D%3lGqHum^((`5_nENfQ1ga0?bs8YumFvT*@Fv2UA4$gdRG4)e(p-tTI z&Qs-vFTgaH*L&t# zwL86WVyDe|$V?dZYYT!0^8n-8*?s7(MlppY+C<)B24q*939Bl zGo(2@$xCKZ=7yiz{C?EE#akt)3#HL_sU{`F-sW zL=mDQ1B8PEE!!?D0ID){LP#YNdGf!2Ivdjq#jbrZaE#}u$A>Lvo()CpPuEoItEI<2)Ns zcQC*RRPs>x2&g^CSQVd{6}uwAUNsz2!NckN@^sd076VQ&hyMQG;Dqav8WW*2)(OJx z5yQ&M&l(@~N%tJ;X8TC-b&KZdJ{GvrWWr=QY_ww`Yj(jdw9>+Q`dBE(6PwV=F^Zgq zZeZE#T&K3E6jE3diKEiBE_>ur{OiEft#bDB8=cRN3el*y2kyx3G*X|+R>MyJYDV;p zyPlNvlhJ@?mPO?3y{{U?DZ*DR-erryk(M1i5ml9IlrjFI@RH9j@3BV=EK|w+e9w+= zWY`#OxEq?UHJMD$6CXF-&nSPtahw+(E}V zK+Ou^T?o+Fb?~P{oBA|VYy}4~9e{Eq$szRPs9rD)sK~`>gjSvG7sIGbAR*H~>r7kf z(vZ;hw=yP-gNdUQtctswU$ghD^uv>}P=sOg`Onu_5G;^U)uIzaIE;>OK-4u9ZBDhx zSoNeBt^hhQJKWTC{+>Bf(JL)oVL)~Zo% z8D8}<$84@V%RXj1?omt2Rk&I8Lw5?_y1Q6*b=kKdW6-{s7w-Ai%qeOuYF zEt!p{hC?2K>B%1^()>Rc&>TAfwj3D7rUVTMTXz|{$l)S#sG(}oS8tORe<~I z$HHQ2`bJ#qpIpO1IbK|^-byi%J_-V2a4Emg9}udze%@Mvf0}B&$T2{B^7wPjUUWGJ*t&Q2OUMg>E-QiZ2;A&>FPGPOaix+ zzZ?ugaay3@#3iu_J)=u>Oq@fU&3*TlO8 zI14g3Hs}hrG#>4N953_F9qdfu$^ljVg^jt>%iPpBpE^#iDwBnI+=h~fCG-9B=lP#a zt~}Pi#Gz@VuiDW_WU|ai{y5{8CVBq9Ktoc6b=I1KWJWW*q&6D%>t3h)S{T1Vsn}z$ zzhbfa$NuS_B&P&gWKez9!m?F_{D_&8k=ZaG4Ap;&pJ>8~K-RapJ@G*J>vN++rO=a= zBTfNOE@use@93NfIUA%4Mduw=h+)nZUM*fuI8c}KXstYt+qZ9jlT0V!7 zI@qL#67(2oat({4RB#cESFhjgQm>+$ohLZ7;QFuS2bv)7XJcm6H~ddjv~Z{g2dWQ2 z3`2!N^^(7r5w6b)iWOgJjr`|XGQRFDV)8sBqLJv=kWj4k*GN06_b za!HLuwit@_3~8o6M`Ux`&|K-tg)TH#Vl$)!a!pOk*VWWJ-bw7fekX=0(M4uB{;CPV z>FS2Bz2h9<2I)CL72<`-(cd?mXArY0X7@UU_4xV10mWQ|+C#=6f2aie<>j|jXk%!+ zq95qpKxV)vI+YP$iRzG0!3B~?pbBnJQ0$-*Pn(*%hrb+cg9Ma@sPi1^~h;JC;dkCmqExKIQVlcwpRe5{$y-mA+E ztK_--;ecb60rcM<>1w|1CiR8Tx@H{*ChZB8@HERLnaMK6Z7ad+ZYa3DOd&Qf^&$b+ zJk_yulM1>ME@^%Ba#+ZovECV$>v4$a1R9yInF-J?fDl8FnA_KtT78FN2{r6=q_ygh zH3IE94a(MXZYy~DTiy5LVI{PA}SRRC&@SvP;Yh~n<}?ZXTqZY;)WfaZmkUYXkiNs zzhd+^RNWr`sA4Bz@zSl_qd#7(#E9IPXmfejBt^_p&aG*CEWktC7c51SoPY;l_;qc8ya#u@KGaK8KC!=a=gh3Q>6rlRCev!# zQ~^|HSPT`VIdZX7&)(-w3fJuVbV{Ml=(6%!od)El^x-|?-+-0c`-_l;I9MtV*oT&^ z5ZQHgo3hiE(kR%5k-oa!_{b(U5_56+zEH!=5PHZ?YL5N5`PBUn?VaxVuG3X+O-;wM zrFOFAFt8~^(!z6x&p){Bc~WY2(!87xQK$8=t>z{Sxr}%e+U|e&8W8@%je=$pZnRTm z_rY%Yb$a^~IUDp$4(Dt%R;sVs)~abFoPBsrdYmI?)wgOFU&hMB;kVSFfk45el5Ui} zg=LF_xuL$W@pAkr8?s0gteU==ZMCb;Eeg4s1S#x?IMLe1Twb?^Fl z?0cyS{tZqGr=>Lf&7u+RAO*V>IWjBTm6p*clim=P4C~%dUNXy`Do&c^stm{*9ya${ z$gvRPZ=KeaQ(_xLexTIv(wgdrurDUSh>dISD&L;a^#;9*N348S&0T)l!gJc1$UR=GAv3u+r*nPhmJ@a!(k!x?@9@-U3&fA}LOx zyfGK~c(eTToaO2Ru0@L5FxQRFXt^N|az0z`W#g=$>)z>lHYO|kCZ={z+p)&eW=tWv z)0fr1zFToUmgOn92HKgbs*<#@Ky;FlBPz`(ZC()nj{2YK<$zh2;0bv3!LMZI&%%`osHP4X zPHCu-aa|-;I4MS-6YuT*a`u>tJ4iq=S}k8TOoy)xTDu+-<}0lfm;x5Bs>O4e=@&F^ z-_S1*stH{!FLyAy%f|iVCDfXr__iNQH+T?mNR|6vfP@Es0SSH^W8&7e?`9mLqv2q!(I8>aSE{`#*FR~g z%d=1w-=(L;k#Pc)%POvmwS9W|UlK)?88|sBI1@n;)*q-WVz4Z&+oOe^xfN5P*H4+0 z3|!F5Q{4BgG(tTCEmcj3qa{P_oqmvKxRgy1ifOAW%4xmweXR(}GdBKtV67%;PtGAuF zgp}C*b)9bumO8`aBxeI# zeSJgquJm`tMS|SF`=rUZMr%DQ={%zaI-(ePOIP3C0JrkEZ}j$E3y|PAV3h~lLKmmw zwGl(1QKa2LcHArflNV7sbns zyk-BVyY~!hDsBHoGvlc5jFmwIr8%IWAR-;sfdCm6}gM1Rb-k z6LXqXR(MUy4HL*K@rop!<+kWvD`{=`D4aH7IBg)Ca9vwFs;8d_b0WpnR(WXQlx{dP zV`^9dDHlF);B#@FmNk}w)`_y5gjUYX#H+;YuMu=H8<(oJ3clZ{0D=I)gIfEtb9=4Z zHht?wxV~meOeagiQFp89DHir20OwV5~WHD;9EmB!Zw^bH=hhW3-s zOOcB#w;7{N`tfZrrLzuYOMFPJaYyfBMnDQ1o<82`nk(zXtt?0D6%~(^YxO0J<=DSt z$reICRffyaW{kxJPiQ>Ar|tee)9?*9o_3im52L2hwSvsqD8?MK+GN|vsFo=it?8Q^ z=FxlHWY;I+eLcoGdhvK|Ib&3j7`lLHpU`7N75x%t-e>hq8!MCZ`nL*T7oogG;S_bM zTA%hCKRbZ$u&45oOmh{?A(`c!Exhpst#kSWoR(YXx0s3pQUSM zIN2GhzJq3k{?@Wv4n?f7WM5`Q;B}Pcs(Sjt81KX^ivq0>{`8CWSYae6?j1H6hTW`B3qHMB&I_CjgxS3g6Ae z43Ta?B@#h%0IBKJ15A@m#9YM-IAb;5!1qWE58rX1y)3#|>pZ0+gOclD*mX-+j2+6% zDLWwVhlkzoG3ElIyEY^jA2_sX(JdqhLIw1h(Xw~>2+_%?Z8<4-fr2b+ ze3Xk}q*H^2$d&T@h-;2mvm!2|Z8Bt_pCQ_6vjMcQlWT!V3>-lAKG2kOMq)X<&AtVoRb7$l6XbkmM&?fuqN!;N@22_#@`5EZY7NSReLx#z1}@5qa&7EH-y3 zrR;a3mup8RbOe^CCX1D&1wb(9j6IBJVv_fq4MNr%Eh0v?>8e4TvXY1r#!y;wtdU^o zLL=ZbyIqzJkaBaa@eZ|lgI!Ypxo%cJms=KoB143=M*TZ`0NsBtWL3P;C7IGbTNEX6 z(ml?E3u>z_36a>sLCN7G-lC7nHxVJb2P_9-t>@bpaxj?>fN+wJ;IH z{~&{cJS$Sg!|FMISAf~Wq$6Pu^%+!Ouy)+ZE}7DD0zeYXfEOotn1I|e(qBf&FCe%x zBy;tW5j-5`Jr*?mf>D@aD9v_vc9J?e=8-v%$v-bDGjmYpwE`_Mp)omGPW=Z zNZt~brx6>SJ5TAmBZxb=M&QmAFR6)ERI~?<0iuo~{hQ!$go|OQY@^!3edV12{{8@+ zd3yZvABY41fb+F_39Wm=M+#EM?QFY|N-e6Ucw-4rcSRSd^i;K&O%&p60&35iL-^>? z>JdfL40-MvZ%wN-6fwrG82vG-qXvO;a)VAnsPF= zIXeOi2X`ke+V|y^^8iXP(EdRF{~5&-=#VKFA6k>kBTIrkf00~sK-17f*A*>2O)vwB!?|O zg0gCR0`NUCcBfHM9EC%)hXwHnnL%*v(pR^CP`@-&8VrGzn&XxIVbq-Bd75?2btWeM z9@?2(c?af@IwwRgjx`Ota{;D>l#F5+Kqf?ub6cWS=l*n&0uad{8$uo*;vyh+G~%Lw zr&l`C^;1znvXY38%Cfp4?~Le96F~3KLF(TOdFRPysrMia)is|6BCpcG$H2n!$@{^%m!WToG`fI>+qBe3Syz4(D~cf~Hzh>OvGwVv&oz>h?u zp6*D@5dyGb(CtxaFx;Z53F<~=qwSfzj~A`k?*sWk+?s&uEqTr#Kq)@Cs2D_(5N9dP z6&#XS!c0A`8G8)B4mR9{QL=fE%J}g``N{FS`^e4N-qvt$ZRt$Vhg^iz=YWJ4H!)NR2v zXz-VUZdf}<7zok)3{opsMj|?2NlFqRGPbe3=K)EKxF@fXN@Mi+UMAc-Gcg;rDyX~p zEDgC3EYfb#3|}4 z#(f2CkGby{h?UQO-sQ^}i`1cBz@xT-;z+~|h}trgy0<9lE)UOFKM#L$%^2G?`G@NH zzV$fCSI&OQIm6CIvdgRMQ&8WyjHu$X4VXzWzgRAnRI3!oQnRZC=rs9*0P=rnDd1h!wZ&KvS&Ex;T#I(Mzfhpo8%~ye1 zC35MlA5!Ftpn@g+l|SKtjd3;gn?yS#XToEt4r(?@w(_6Rq$~a1;F=$=*xL8YH5mjX z_)+G&c1ClOuYvIPuV*9*Z(Pp)rIwKGH$Op-Sgy&lA z>mVWmZan^zd6b{z=h=r_EZ4GFMg<8zo%J(sPMi38mbSi$7d78yu?O1Mj>PU1T8rEE z&cHTo?l2NKtIZ6=By5G+;V&c^{2-`uH+JR!D2fo2bvO2VBO_(J{(oHo zoWVt6Y+A`C+soa(YrZ<`Y2GDO+bkbkB)}V?Py6O|7-V;;Pc}|#f@;OkHj2NIX@IKW z`BIP4&9qiA7yJsli%Iecm(}G)9mD5I9^Q?l_|nU=_8g?;cOQ?Y?ZsgH%l{P81(~=1 zsq$4}g(N3fK@k_p?pc$eNmatg36W0Z)e9#;7ZIf;$Swer67?I&U3@lw_V&E3hI@+f zV|?9{M`Y91;@!$VQ&wse;pNr>=w)SOEYcpcFwGUpF>tIIMOWa;`n6}bD^j>eaOaqN z#{!WM2I5{K-2+6Ro52enITC=R@}cYG+2r8^9}Zz8i`{^Vu1WX8_(}f0!BOZ)YTve( z>`HK#$tmim&4aQigUz&Gs$VLkEMv0Luue!Y&GyX^`}T~3%g^lpcwE2CxcpG z&R#hNJs@K$7+|Vd{GV6M#6_&_1xdYcg|Kbf+V+B$c&|NP&fp= z9(8MHhC^QPx{Rn@Mb9w8R~{;i$NGh@-;{p>E^a${z$-d z18vY}Krr41dMhc6oQa7E5^EjPo@w%hv}e5Rj`dy}=5t6U@6ZWuq{iUHPGg8NEN78MG0$%w3`uv z6uJZZUVYva<4u2mhxKHtA(aksSlYpy-|X#>!WI~R5s|nOVy`=waXL5Y=&#B{9Nz|# zwdSAR{)w3P^R=$Uy1Xm@mhaw=Dpg0)EB`Iu4Ic!lDkS~%E#GCZUosNfALwSPy7~71 zxTYeQDxt1EW4f%LyBRU7nq>Y1$q+EtIgawy$jxBZlPCPG9fh#auJHFQz;^ zi|Q(?G5#0!f)sq`)$AjNy4_m<^#OhE|0o6)JP&Htsu~&^USLL_44y=Ji`;Awf*_ny z323|81a*SWIudcG0Y9jDF*qMgHjsH&vMJJ6Mq-VxH9VNjB!gqE*=Q$ z&3^JW29~3G9n0};KpylPBl^~lv_@Auo?=$5?^6JUw^~uG5EjNlA%d6kqp;kqFI{MN~#Fw3&1p~^AJcl%cq@2hC|)Io_JDX87^M|Hr+ z>+gSNWI-Ug!XedlUHPBHmRN`0Vx)eo2HZfThtOQ+3UW9+F(dQHk_N53Xnc^i;Ztz# ziiAi#9jacX<)PWWH=!xEh@cqAuIFvO*-Y*q?A^lF4#^tWi zqTb0W>WZ${jdl zJn~=IFv+Vgkr`BZRr2aX6|*pqFZi#J2SuQrD}C5ld@q@Vf9)wGPS($1X@Qf_tS_+Y zJ*N01OuwY5ZZG+9NHI5)j-_rFfRGW*_~R!D1oMa*3Y_9OuP0ep+gH6hVr0WIBi9Zj zTu-xzi28Z>mpyFhI0c}xN)h+J+yQbVO0x5vl~qb0&8BjC!d*_^vm45}P(mPQW{F}j zEoUK1M-)jv=gZAN=AhnwaG@|pPIA1ZIO%h~BhJ*xHjG=W*qDoAdNe>@s`pLHnC{TA zix29Z2ajF+)kL;+bwPl=@_0Ga}9GhzT3gg(fWn4GhWx%V6}cJXy6Z5*WDYiV5!d|4m$3GGoW&LWrV*} zC$~~hfM>tY&F&H69mIb9ANb;v03U8D(f<*nB)Zminp7N95VT0ePs!Tg%jkz+y3E@RxAH~XmQM;{W* zU^a-|H*NzccST@1PZ|E5ftTg=x+kXQeUB}FLl}PqEk?-s!zLM`6la)N$meJ+L~YS@b1;=#ob5VX9rC52 z__z$~kb2ncZJqn9v@e~G*!P}Oh8_WS?+@)FJwzEwIScYlS$i1X)lU|n5Li!{&xTcD zFS?hu)~2jXSXew3883a%<~X&(rdu-mu&}v>#fR1-ljV1}6iHcXAnL;bgZUvwp96*k zO_j3#XWK~i+vgrz46xA3;g;a zrT60=jqc^bg)1R{XrXrc08)NnJXF(hR6<)%OS5J5Y!0D~=xmUNO)QSzDQ$ny^K&yk z2C)4~dEZ7@M=pJ^c{$Lgg1cG%owj`M+ zNUgoAbgexvQ_SAo%h|TAVQ(Y3wWRdkRdo{+3(}P2#23vhp9bku%2TsB#7XtK($hwr z<{iXv;&?SS=4J8K1Q3hE6oESzV^d1G!b??-xL#fM7(7EqkZ$xmlYy&QUGRtOKH#Jlu~;zxr*QUJ{_3D}uose%re~ z3;q4OYp%O0<|%Y!=ABem;mf91y_&T>Htuu7+v~I0bE@M?LoDB+eC-D5J1y)HpG_wc zoojHjS|sT=?64;Pv~lh4mUVS0^VYWWH&%$@VbKZIQ00pX4Ac}5ILDOdRpPDf;2$Ns zO>ul$H=Zl>i>U^MO{S)^^B2hvW3;CHL93n~mrIhc4*dM>@~0O*I2q<2o^j-=ZP!a8XZ!z{8Y! zp=%uU@zT}@68VP!ZR58|bz=hIXff?NQ5x#Ucy8o9H^Jo@E8JkxF$u-rW34$xEISmx zhwJpOx!2T>)i1rmjTUgW_rZ*M`zQE+FwUl5LUM9YCaY$MlR%6hcm3lUb;+<0f~`XS zB-5~7N&8ehnj`Nde6ns}V?0>`si%moub`0dwj4R(pobq&B`YtIOSbOi>Vnac|xY2A_EM!tqSM{C1_j{fZmu zs=#$FZ0m~~Al^GqB;(LL06Is5U9-Y+M^J zz6c03q+f6O>xY_WA~_0WO?oP)jV5;JF)?AS1=jy%6wl|U)%e9E%{0o4{lp_40jh5YUo|FP@R;s*bMGX$4QJcY=mxH(gj(Y! z&;a$nWsU79Nl))js0ck1{|lkMCv;TKA6*YZvUCMb`xh{!@Bg)N(Vi;1{BVTwp4qZY znbfm~LLT*>CD`g2T207(&>Yhr~v9U`?6h*U(cs3-c%xUbGdY~13oNq*cz9N%B5an#- z4?3YF`y=Mk!HpZs+c)*~p~2Z{W20iAJ|9(IUr&#f)0WNnt={`V+2dqQroR0A8zQUs zY2LMF#~r<#oCkiL0G8e2w^iUWwtY$~-Trj%4xEkDM36W-gy&N*~N_aT_d6-PDPu|2KR44`oSV4#gtgFi?K!xu(F=~ zcAx#AW@KPb>ND+pl5#>2Hai<^K@zrx-#++qVM4CE0f z5_i-;U!KBhIV{de;AU?QudR^w6k@%Ig{Ho(?UALEjYqIaF}SWTF=JspQR49m<38q& zF>n}%_X4ksapup87Jn74EA7@MguvagfhkmDY~_z+`G|W3(Z<|n^I=1aCfL#;?R&5x z4^X*`6FBd+lGSG)Zn_+8Hq*OZ>i$0l<aI&9o&7Z~Bn{f$UVr*z$+ymx%*3Up3XXeunS@*=wo(nImpZKxxzX;>SvWw8DgAxY*-f<((tDh$(pNErGINaoVuxIo|Za6x6 zq4pG^7VUcxKDDRASFB5^Pc7rlU;M-wmfWE%(v#WRgp=_xIif5q!+Kd+6AEK#B=t}5 zLjZCFr1KdQr$#VApb^zHr?j*^%xLc;Z@g= zDnV6T94I=JB6Be022u#7W_V3aelKC)Ti@r-`|3{STz_6M8aK1<)n*mw1{}uuFmPF@u8@4 z*5ptAUOs#Q40C#Hkyuhg;>mbVpVVh(;$sD(0>|ubYtuJjE?p5AzC&~XqZL|ui1$&{ zW_N3h=-Gqh2Ai6jOI=Cy?wgJo?Y3TDl(_>@Cmwm)abXv{6zl<8H1DuFMq&u5LkZiq z3)-qQWQ9app^|n^7W{x=dyYy0uc2b0l(&F_Dqo+=I4=*{s5G5;jW%4GNdcubVlUD- zGU04jnL{y+`!yS*{z;~1KlWN(ZD7h<8ixzKEf%7QvnSQn)ftM4P(g7qJ00Jc?nYx6 zHokK=TWknJ&?F>gQwj!?9a!6%aEbb+raj;gH(o3W=qQG;2sjfUrOEMZQ%_INtlV5z zlKr)7aDmj;)_xfs?HZcPB|n!4Oy7G;{rRbAj>lWw1-x(Qg`YaX{rX&{>UR6?!Au>l z{>14D9rye34gBh_6CX{90O~`YTDanRDrD^oyoc1mXg#dZ+a<(Cqi5=`{J<~eE(iUS zN1cmCG#eaiewm1uc^EP>J?=caq;Ov%F#GQE#n?Tw$L(w_n$Gvf^6(^iEI5vq55(s1 za5t9CKCk+7lm+AWIra*B9~jGImtW09m1eG1e((!IwdXWPgor@ZRc0tFk2)77CMJ3Y zOA+!cM}rX+5_$g2<`;v70!(P?gx$eeFkH*BvJr9n{zxpqqC&ao_RUjJWs^Sc98ssX zc8CMNGe%;sL}zp>$4I!)`=MBl^7X?nqIc$L@Vb^F)4tZ`G+|Ajw4Ol{E?8K&e1}`G z`NU zBJdodfKD~lr@NuySEO2s2$Ud(KkK;+r)eG<;`q_u{rHrB3aOWLHIF8vUFv4PrF?>l!^FMf(PusLtOPj}d=?)5K(DJsdRgSzy} zBf>05q6gQlOf&Qpe&=vJU8XNo(6jf$of;wB;_6W^o-wXnD>FZfc>ghx{dRS!ox86f zBsGBGrH};9#;&~g=C3Vq_l|WGfmr$ ztVHq*_?f9bE$06&ytO=-ya14((FCm6RcQ;Q}5)(%X}pvQs+fL;?b zZ%MgW-`3WKt$Fg~337AxFk!~{6{AY)DX1B;-M5tlTA0h~95!UkXNSd?ro4xgCsV8? zOV?s~r{Zm%`CmBh?bLN+<)*arc>hhuf?s{SpFn{4I%ZXO@Dh^$ zTSn1AkKN_oQ&&iokj!-{`AbJ1*A;{-QsA4J!OK}W*;=3-`PsbJjg;hFb|?3=ChPI>EGiyxa5e6IUNAU4KM=ly_NT*YZ@IdP0MGc!d<4ZV z^OvpyRtX6f+)9ixGkFsP7LNh(3ZA#j;Gt`6?A)x67IfrlgA5$_w0o9yWvQ)cAx<8b z6uqaO)p_w58W~YQ2Nyp$ILI(=hRzI%6W+N&X#e5)`u)?-XBiIIGMY2APQ9sRWnuBO z@K~`=uXlLg;nNUtT#!!wN|E+-{BUBbk4Rd*7(@KyjDpu6N6lsoNj8yQZWEreSuc53 z+PZwjI$rL$O&W=i^f6bN?%ka$Yww`0nG|3~=&YYu;^muJU0vQ*TzJ&fW^B|aD#YKB zwCs!ROXw}rH8XCQ@WNo&{2$mu-vGHRBe&Nv=TR^O8Fm~8e}>}LY=~yiU9Io5+2T1S z7sylpLi^8=(C&9LqaA7z1D@`qmle1}PpNt>HZp-{N$BwE!NZ4LDdeUy9bGC#O4vb| z&9SLzkxel!=hHlsF8i+%C7dGJFI%au-b*EJovl7S6H5gOKIZSzg;K{LM!rIKi@C;^ zElZFZ{wqXtOn5xF=6c$kp^fFy`AJbN2#WVKzx5eqW<+{yrd;0Q=E~ghCkLjOz+FRj zr zOKmMb$0pMwxzp+OuW$D~_esz0U05zHDzxx?caytW76(Q1KhPU9od8JGF)-L?$t9Kg$xVg@H@h?puP+|I z3fY8U+a4+S^_2OgYu@9RmlBf7XB^9oBuQ}SV|m3xd;zi(1*B71YK&AVrk@+S8tAb- z=7??}`_>QT^CH@-O- zowR(#)`l9GF2O?6<~Cy!+hzU5)!x98(0lj!;OZW!3#Q%mI;e8?Ex!x8!XFKKEgmH> zF?{4k*k7M3AOlnU?Zl2df09>vT}xacKVr|xDxIcDpo*C{NUnIGRAPL-lpE_wA0Nyy zaCIv4Tx|`MUM*3kOde97Ju!DzdsU=f-e-QAoAT(yL*~+*dRnS7hCC6635v3YvVH7| zM$OAZZVLtYp!&^c0FQp@${NuER;7!4%(PSoRd9SBAIxp-oLaoY?n3@y(|IGKebJ_J zmT#v}*0V$*k#?ua8Xucvs&9CH&v$8#722$}f%M#=oP+swB>CJ!_H19rAGl9+;c%U4 zrW$)%!%k0l@cB%3m2vs*byX-<=<%+8G;hW&XYZT)Gv@8_#?=rb#^7T7B}g(^BGe<>Za8uO2q z%T2G#Q*^h-j#`bKbb@?9ZOg`%?Vo9uXz-7%Ogua@`BaaMN6{?%8i`VN{!oFzOX8wa z#?_qSzD4_Cs^U1D3jME-3gt5vy5Y)u1D1hnqj2~)U$1Ou5~b%vu1Nj<+kGvgC&lG) zUBwq7zSjMQ2oSut{{CoZXThxO_-RXyD68OCIOX5k_c>QUC6I03MtN50=Y9H*M{%Xz zrOsC}16oe*&lMJ!6B|zzWB;{A8!EqV%hyOP@Y|=#3t*`yQ4~DL%xj;#s+H27MjWQ7 z^M^+R(a10KThZgu{kkZhCLeODm%C+*#DlW2dk=TA7ntE5s_CoqHP3aS>JkPsx>2Zr zZGX|xr#;8UPw$(8e@o!it(?19{&C-~C{ouWtKdIyogD=+1R3Vr9)0JSM3VA(aYPr%Xpi2Eq!gMaCShWKOSf&<#O1_$n=*kEUWkL`P!h~?pC%H+cbQmzKEXUStQ zXMHvX{q2F_FXdpXTD&J$evwREZ4Zly9v=wgApr5q_e?_@z&r!F;T zkA%IMp580UO=e3qZ!L?$wywSUEW^?X#WG0(4K#B{qoBmZpefdxpuk_u+<(M;wPaBS z#wO#zM(A;Eq|h32X3GbsLN#9ZEiU$w)wQ2P6m>lFQ{-x~t$s}QDm_D=*1fH_g?hnT zwPg0Ex}&MWU+q4(aE=Acel#$)lQB0StV&qZzgWsbjN|W5TxPYwjsX+0p@Zr1GbfG{ zc?z{=;+dXsN@q9fZx~gVx`$M(rV4}xEX|J}LjgZm?&$t{KHJ7R|(k0Tp9gRpfnjA)r)S0oUfSiw(UGDd;mI#FuwN30F5(=*$nujtmxpSA|;pgr+ z8z{8+{~Viy#y=9sc}i(|>!LenRX91@iH@aUOvVO_zq9_c@>h*I29E=1&X4PR9tTgz z<-~oW=w>ebL{6Gvo-@N+Yr-l|^rj8F)(9CItE$TEtqtEjq2O`qXr#pNC>qRFuFy5L~V5%opEyVS&~;pN%|GBP4S zQ6_VDSytc0D@wzwt#&YDgXA`9*Dw6TbF$SXqlKkSVR&p6xV1VvJULg>rsAM4WQJ2T zUO30NdXm#3oi*RZ5qEL=UPm{UEi)_s+zc?_)cGC@NcZ$S4$%}~3C1RSa{5lxH^%12 zOn5fwjp7CSE$c`RtkQ1xsTu6;SyiH}q$)Ly=#o1my2wUc5H*#@N(^BO-CUfn)p1y@g z6lruJ&T67s&CX)NY@qpkTr4a@RnHv+hS>@blGLCxcV~XK*7(Y~L@N#>sEi%iA(4Jf-I7F)XgEuJIaaJ4$rkTr=bqBrk<;4t zj$+*h@3akd7`Zync&@&}rHSX3l`6W)gd57l;57BSCO=(W+ z-Ng2qrAtDi1WKo-zW0p=1&LCxM>Q%v=aLv(?>Y0MOcfyO=f9h>})Y{a*wT-lR zl0%Nbw?fH`pDh6T6Yo9sxV5H%($8pL(8ANq@~kZ*Q_RKX3U5SJX)WH?w!M9y1j{qx zmsc0PpNmVuVZb)N4m&UvXuAtKRT`?ROWJ!nX=PB9Qxq4V`*-mVXgHphWiNBuFR*%Vx?k6{?d0I-MX*gSJ ztGUmJ-QcKvM%}~q+4+#V=Z0^N5J-*9=rX6~jE*`kXGge}Wei39f_HT~U>eBvhJcrY0&nK)yt3T7x^-$12|!ab}qYR@s@1o0m^_-rzfXuQu+ir zf9F3#f{!19hl(vAd~l)$s@Uuaj1bHI4Rvt;xkWyF>b(y;lc-{YZ*Gm4_qDwjq2{{q zGnnxyf;QBRh2qYUj6CC}ruj-J4=6fr;JiO3XF4pZ9$n!UjL8#XH_7uK%&|qU z`bHys>LWqnl_4LfC%j@jSq@8lKiJ@aK$3?#xJkQ>M#=n1ji^QDFEVS)? zBKnG*$Cp&*j_h%T>GE&K{o?N6nBC@x&$9@KAnxEGD6Qb5X~!XvU0f%DQZGmWXJuNN z9(;07-UQvmOIN<#m8Y){ggh5K)fKWj_z1>LT`M&NWo?^>B=L#gPVnEW*^8{gtn9B9 zAUH#(^+x{sUzVNdDYRZ(m~U2JG+BMJi{DdR5XEI{)BzZ4uDIajBZgg*y>@|B6Le>| zd4rZ~O{xiQ!JC91Aaynk6>98=?fc}@qUdI?hZy1An-^33w{|(^Q5;koYh7@+42Eo!Su4$M-$zgA=`TH+{u$Q`#+Vc= zH~j+geWk@o6&*qLi%^`uhp3B1Wh4scgnwqOj3DwYMqF)e?-5-bcuAK5WwC{qke@HJ zpPjwHH<-PZt{nwHLB+rKasZX;DqZUWc=?*ifWLCP#sFinsGlK()D?N2iIj1@@h&fn zL@h6edPriPS6#Y%npk2t&U;}cFdMh5oE(#AVW7uqRSfIK{NZ-yJ{cLAzTx<2Janxx z=!W1PjbOZiEP{(s(RD)-eP^B|EJ1z}6(v$k5bcpm z{S6=;-YW}w2Cw_%$(s1BzKwdv2d88A$L0&@Uys7$ZMzokDXR77$KaeS`epjzpoymk zrWU+bFK_Ju>MIA>4c-H{Q90zNIZlmUsJ84IQe1Th&Iof+ZD)?1k!FOX5F8ut!wN99 zpeUA^EjODvhxCGb8&sQEk;wv3D9G@g1%wYq7P+F&s!gfO-Mz~u#z1BFG$DbMW(#TFA@8Qws#e@iy?(<3rwt$U_^sH{eDRxO~)$+BOed&hnn-0-*T5R{JR)uNqp>t1XlWp zOU+&p;=eVD_#`?%w%Rf&a1SWq*H0RJ%Q#h5w$FEE>9(7@jgcm&0kiM&><4o_6MfRu zxN*8<@yyqW*p~!R(P1a2Y)-!#==Huj1>6GQcZ614F^7{NPjKkSIs(&vTP-yHZ~!?6 z%XPG_K!?%<)xf(~&(5iV6{Ho|Wr~=>g=M<>5?v`t$;os1rr>(gL@M0#KMo}8(T!vO zrQh}BTy5#eGf{$5o|C|82)ulDW-$dIFPC9YD-jIUw=me_eeLyXHOfJ@2-_mFpqK}%8vAzZhF}R5#%jUTVMYV=qudZ z2uI4$Cu@JA`HVrYs9O1cf_9?i(e%3`5e3@?zRt?EUvpG3Xz^=50FyfgW^%wJamFXk@T zK3Z$Nu6Ji)-DY2Hkpz#Lzgx=>^LM~~rg68F66yr|`|lIGx}A0gYKd1tmJo@WyzEhH z2aYmE`S%*h}Agz@8YPQo$^KY|cYSNC-$bK@5RLPzO+L z`|Z|R|9ZU#Jh|Xy+gmJ;Y~6>m_^zAcBN z&LCgAd&T3hUM^WAY-co+*W0Bb(dRjd?-Dw_B>!Id;I1~E(7vUXlpSn*L+@|!08oc9 zY&}bD>%gG@bbggnVEsbg+6e>#*GTHe?*@};y7r%~+84*8L;gMqTcHf-_cF9{XlmhQ z&xX1-6kLTjP*?xUIcUGT3!E=Spm&;(m>7T}D&(J|G6mp?=fIYv70(r=k!QRVxD8C4 z^);V~9D~2$q%%kzgs(LQOizOCZ(i#mHQ6pC;?894po&%pT*&HFsm6i1NWf0 zOSZlxZDDf3`^4hZcebP&wPL$06Ny`R)tMAdmr8z=b9QnnLFT7m(;EytapCi+hAhZ- z3E~91=+^(uV+ra%k_0W^L18dt8gFg4l~i;dX<7p9AA{>>3=9l>>SI(FfKM;v3-&cb zfGw&XPd7dm=3r}EjdVS`Tf-wFrl94&0K&(fXL~+eHyGuBpvE*U-FHiP{Dk*}=K@G! z?=`NoOq>sliuLNTymoxMxHh^mtbqGyjjNN>9y_hWs@6FT@mB?RZ9GYSi3(4ZOX!5Y z`1%tFj8@)d?h8zajpcm~!*rq04L6q!g;7A=;6VdpPvqQdVQ+@eGOLMGy(!kFB_#mP zJ(mq|^d<3%EAtAiuUv11#>%6G`lbzgg!+;S&r*$A<(a21EbO2CYhVPH*KrISKzB@60o z{z%lxe5@d0Gz2y+kxM^&qM05{sc98Q}Gg(dL)zpV~#A7DT}bFSOCDVYu$&F%UjCv^yT!e9;6|P?(yErUZQIS5Hf$#Xzg`r`@vdm(UY#cs!PA^4qNWUB zHM4kic_DdK+)Bf?+jVJc$Gd1VAn(P2%wf+P*sDamzP9A??2TL9D z{w9J48Wv(Hh$TEi#nk}}VL#`~?N}|sNGc#cpg`j}Kv!FSM#L>3vv|HXXfi%$_4 zy&^#;WU`4D_Fbq_CW_6Te83z1`ej(v00VDTC6uee_b^~#YKRPX-912Z_BIArVC5ot zwqMug4fnU{(-y&)HHYoxGsNY0H`WiGFcoG;+dXS!r#~vAW2He%G=KND_wkQ%GjZUo-ZS|m zw*>ON-Atb|^{&8_>zO|~77ZhgK!Wi90I`|N1|48EU0q!#nE!|7jyE;gu8r!((??k} zfpXX85qg3s{1I!2rcew7d`}g9eU6$H7czErpek%`UL#c=#W$cnW1M1~mqBlZm>8iz@=~ro5@{@OV?MxeYy&ax<4-JB0QYD`#cK_(mVi1Q;ih$X z>&C=eU&a2*@}(ZPxBb6kOrC=~(>lgv>y-DPSad*3OA8V7;$!pjP9VoJH!x6)jf=Z_ zyyyKJSY|CmpE1$~a(7J|CY*x>&RzGDz5$n=e?}{A<0R2#eKi?Fuz=ABk znbUqAP^wv5!#19_6ruIOd2N|sJVA?M0dN`%OJ||hwDFj2ee3fVgzxK*Q;+_?4P)OP zxLDv~2jKuDs{>~pHe>vLM6o<9y|7*>or6euwth3K@$N*uBzh|n?3!-W4gt$bNgf_F z1ng4wL4fP@@OS+Ma6t&21$TZ}Km5#r)bfTKMHp>F9M-mrD1x$JkcOu{pDX0&foxk- zTvAd^Rkd{Y#IH~aMP8MUwxawQQwpK>B}F|019dDG3m+;&`J`hs-5B`+&_ z+Dfv+txKmmTtW~+9EKp3gE!SkzJ*ci`27C1h;>r}Ds(Yx%ZWfdAobJ4c8F*Z=XB#| zKB*^S0l$eADVT^T}eBBMDRkfO=3D)lW-`1(3I zJC`EN)_faTVK2lVaBFr#WchuGde;6uOqjP{V?nIq@U9WWI-7kAdeqC;*HtILdI7R6 zqzr~EL0>g`a=(Q%cweirqt+Z1`G-Rhr!RVCIGXW8Sy@>nId+|W@)Pdb)z9T+d3d1u z;hNV6Ygdlza^)dAKuQ4|=WQd=Rtd*ayqm)poM1UYGL<#alW zj7aVC2A-ew(TT$T{@zYK8=}27JKERWB3rgB|xgF@;37HR4ZQA%5NPOPrTe8uy^Adji2*n$gcdC_pMY4D5zQfa4U4KLrIn8b8L2QHj~{=E!klzia*$?V z7s6tfFsYZIo7kp>Cve~4gvDD47ISFso<%L3vnrqn(lG2a3W`%{=?qy8xcklb^DDM{ z+s%wLdzKar2ss4g77hp@26x%d{E@q%>|jthX6L}(%C5yR&4-PI$)_%%kl4a>j3e?nRsQW7aqT%A%R z%l6Rl7vRzhX$t``3oUweAsPqSx(b+d@ACSziB_TQBMMfg(ZJF(F);ySu_?&DT>%Uj zfvEe8aEc6et(%s=fd)55EzwIMntMcRV+FyyU70N3a69|IGZkLt{@S%`MJZI|0Xk?6 N)iWxDKQ7(;e*hUx)g%A_ literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_with_shuffled_schemata/Scatter plot of $K_e$ and Bias of generated rules from shuffled schemata.png b/automata/plots_of_ke_bias_with_shuffled_schemata/Scatter plot of $K_e$ and Bias of generated rules from shuffled schemata.png new file mode 100644 index 0000000000000000000000000000000000000000..53fa3ca5609419072fdee8bbbb712279deb6e36a GIT binary patch literal 573327 zcmeFZXIPZkwl#|FHliph1`tpIQAtY9U?M1?$r(g)7AR7YYy&|B1Oy~YmMmE)LMtEw z5(_9&K}!&dqCm3bZ!YZJ-TRz#e|&%Lk9!Y~-9S;{eb<_6&N0UrYX$zQBzyQE{Xr@! zs>AYfw^XU94%AUm?HSy^7arNG$y@{9L@>9tF=`Ix7&l`lGb%-6%mZ5ojIGuEbFOAi z&Q=cgeB2`3S2@pFVlWS!MR|Da{(1tpgOddh|G(r);Y|)akkfIdqB>%X{@e9dD#MCu z7ZsKKt?TOUannS%*XrY|+jDJQl*5q*k!g2TuGc+#wnzPz3E@r0>0K%EoPk`{{DEwZ z%Etw)=ez6P?s~yRPwh%eJAIGmlH9D>Zxl1v{?*NbnfLyEyhUOb{nbWm8Nd9<}t`whDSjcN;YWn29 z2xhYVme7%tI>nYMO?DQ+3%w(~vJS7FO;pcJ=1$ygwaK)YY)?wEE4J)Nz9qzdzhlNG zR4MUJgZ-66Wi^)?6n#gHT5k!V0c^Bcn(D@mg~~1tdCpq(6`EybWrY#Q8cIsRO-)V3 z4NRVv!`>_1ANDcl$cJCdeDmg9hvHsrL`8)tqw|+*Ym+G? zYF?FGpXQ6lPG$DLcT8bzG%q4W>e+Y9`fhvP?GNmIea*y=$>+ycr3}Y%{VSI)wZA-n z6VrZuA8ER%tw%+ckuA36WQOLA!mZwY58X#A{oDgxjZB9B1(*7;>(=$N@cpB@mKHfH zJFhcN#M$(;Oz*IbwY9pMTFQ8H6nQ+#D3VnqUTJeK#J9`AXCc;INa&&;4P(|4nQ%Ak zB)9%sxC}H1?Z5x=f&SY4C;Hq`teM5d#j?%Ya49!x#Lm(LF$m=~ zdnEX*St%w;8UzIeg{8*Dot2pX%p$tEi1+L|$+|DGEhApc&3d9Wer+sV8MD2)LVlYP z+&SG>Bw*Y7?v_wK;oVxVEcWjBtVAkLt4%N}sz&-$LHrtl7?h zn>e3Nw$wW+WZiYi%*@P1IM?`e#dxINqQBI}d38B4_wVF3tYfBRN$ zAG6nk-gUSiG($bPdZ)0nxn)D0p|VVw5Np!A_tCsC;qc6GKf6wKR5^}tlm{YcIuSe`F_IlX3=al}vD}G|6)Nl-5QHb>W?jwg{U7I7hu#^(QV$JrZa(>MgRy_8=B9=ol z=T`%R_|!;R`uy^5F|YGS7uuwbY*r8Zth)#s+`Rd?RchNyVtu+OY2~6)+*^x8Z%sBf zwrdWja)j&$g{zkPZ5X$_$D1N5zQx!qZY;Fj4HLBMPvyvae?wVn6XU)#|s{6SZjtp)9gfeHMuV5+|)@2Fv?PY_vw`yYFgy!$np8my1f? z$>ryrCt440CPYM}iOsxc8S(Hx!kl+mEnU0)3KeB;)hlV3kw*4QRE^iFlZSXhJ9$|q zz;m{01ud1QGGWfbXDi5gIDVTR&T`_+>#_rl_4Z}tXB>I^t7!i9%i538kmH0mh99R) zn5jmB7U)OV`n`j^kE0n>J+;RXzU|j3xPNL--eXa`NxOHE=`v+EPHZv(y6b-pAp4aTE^#wT+GSN#@B2u@i2N$ z7tr&X2JrIoD)@$IdXnGf<@F42EekQa_8LzO*VORx@xj`=y7{9)s^{ZVYFtTzob6Dh z&i3r~rj%lwunH`arq7>$m6s2s5&nb9z;|;=x71e0f8mo8!>1zR^OIZ$ORVO{8k1HC z`9{O`IL~CtsA}4G+7a`Xn6#7-NnJWRy0FwokAA6I?7Uks-^AfrJf!`+zC1a1Irz74 z-^^PQB=lsNy^EWgnm7fWn2WSKl}S;RT|`9Yuz4(dae z8=si48T%Z%_Th-nn^=cxo#&@`B8^Ye@(3N15SdB)!L*)h=)38%IVmgE30d}4baW<^ z5HtkaE56$q{r&y#Tn{sf@+Xgfn)2jfYPetMCCkn`5h!b`%QiJg2)Dxvn#25&oeYQ~ z<`-zm6xxslGv!vBg3lhFSi_ktiIS3%wVLg9G^*DyUue$o-a2LIo}`(pOIP~h-qpA4 ziC(HwKRz5$*VVmJHjuluxlV?W=-yaeV6nf;pVQx3AbhG}zW14{(eo8I`zvwECRO=$ z$x?5s1k+V%UcPm{#XEjNb8H==^J|Ru;qDt` z(zM0rm**+mqjL?+Li6+U7j$J3CB0vut09i(7~lkx&5F0qx^$^X#N=0LPs2PIv`RUR z$&HSNNX_t;-t;?kprz=+*Bhg-uKE2AGxW^xp5oR&{h?hRsk~HewDCqa=n6kp5H_^a(jzG0K z$Yt@z@4qFjZ2HtV*3)S{p`MutgMG2mkxg|4rQ9qv@L6s+8#VD zV69%)&>F5Rd8T6`ZoPCU17?>pm98HqmhOFpNYXC*j7>b1*C zs+MKe7~?17*qI9C7t8b6SJeh;at&~$%`Uh5w=CzAwH-p-<9R%t49Qll49^#wEGVmx zh=U}SdsAx7EX>TJ`%6q3XhuJ?giIGp2n{~CSvE2ls%>YH-CAEDUYblKU<(~&)*WKh zg%dxm#T|XV^-#TS*D;r1x%9Y?&%BsnYJ20=;Qzn7tu0d+*1Ws3H2RCJ!uQggJzX?j z1ItVl%0qW=?`dq?xRVuRLCxW6@9y^YHxV3KfQnSZL@PbL0mo!zXH!>kU%uSYo^&%J zDk>vA{bH_m!3{CDnOCfk(Wi>>O8CKYXP5a#_Snd9$h?_q8F#{lu;kqK(ep<{C(kXB z@a(o#qo0Dv9bR^*^sIe7;``Rm&#&FHzP=t+Wym_ku9W_EVh_w$*H~k?fWweDBX%;0 z^2yXKTQj#43I!v5y+vIBExquAH*iHIUaRu~ksT3G$fr<(w#)BvneHvPIqbEdXo-2) zS7ec0TB@lmvGi(sIpK(^H@&Pogo+t}7E|Q>8d%ix>zftpGq@7-7J3Q59!{b) z+Y`#1rN$Tfi5bd?zv4JJIF>qOndQSE`$3$`F1-)3D`7mJx8#`F-QA7GZ)uI3@4w|b zUC=O?aTke$BlW&v{MQqZ+cU@1t z;9V0SjeA%L*Xdp+9=@IdJIE%Y-(H(2q!8#%p0r+^?0_VxW@3_3YER5^A@@9O)%$So zT|?r{XDyCA^|QSz>zfE@!4OxrdkV%XntXbpQsc8(>_XP$GOE_MA>?%zG%zuA`&f>z z7;=W(&K|gOdj$n@!&EQpKsgW7sv2iK*0XNG>rD27Zt(!8=EQig?cjSAe7YjOHD1iD zY(T(uT6>8ypv53)+dkEu%~tZ_83w|GT+}9sf4FNmzgg3(Ux!dRISkoNKtNz^Y=O$2PxeSNPGapC>Ema@O-g;Q7%C%2!Oyoke)4}ZR zc+~F79b-X|@7&l7ZdQ;O=n2T19^&&wV`0tKnhlGXm{{?2a`J^yfXg@)Jv|0N$|)l+ zV|_QG3*!*&R)*AO<7;8ZDAhCCWxUp2mA=?xJ|$;A*T1YWae1-5;>cuYh@ zgbY;2y2OGMmlLN>F@(L?Tp1qzv4~ez#OE4T^$RcenkcU0y;q2YuTCtCieDj+c)1qd zJf`85+}?1;^TYh|DT$I;@fhD9wagdR6o`x>`5c!D2iK3Q_x7MeY`st_7-uf25X(tbtHtrKa6+5@P9| z+fMs%E;Tv%W0yQvBTTmd_xnG786{;T3JTf}_EOB40WT(*MZS7<+6a(9)IwKxcgebs zx3~8#vaPi>FOA69%XTaz)FGOTAdBnz0}b(UUh|E91Ty78|JoWBKWcP=YdXv{?!m_c zv=ZMg)8q0@zP!FBqo}Be!(*!q@p}RuJ$ghV_Kv08y=!pLc5!xCil4Z(K0Exi`sn_D zy--sUVdKwj9-n%!T~cwbHOo~`=R}b`Q55gGwc6%uf8ylHnEoY*vH8ne7ov+eCqcJNej8mSBPYZ$e1>yL?{H-T#wEIFUB#}O{&(=$4b z7mys=PQw^lu0e}73iXeKSq(L04PJ6(ko0o5jDbmDNj6(4ZpUYh4qeR=Th7kPQV{ta z%Ie_P+ZrJaCTF23rJeQH^qSRiPuGrm zBzZL&mT}a2iSaF;P+|H|TcNT6#+dZX%*z+alxG?ZRmR$G)5Fm6B#oP!o4c+u&bJ5+ zpB9YGZ7$Vbs~RdW=i_K= z#)W8h>mb2@8hYwv-CF6S);dC7 zB_1ve>6AC{@t-as7}Ca5kIYq_$~L*yU6Ydg#Um#` zkvCy|Bvh*Yk;c09h1MtuI+EaXg2$??)LJNT9HJYz0ZLEx`V0eB!u-o=e8E6Msjm?< zWVa}jFEj>3G$%$dQFkWr+7u4W<$bBTG%pWM1Q4U5Cw*R-T2sS(s6OZ0;aH{TqXq3^ zf~B_HB^KLnB1%h?D|mG(J0CMsJ~0K@sQb9Gc!#~kqS$QZ@wLqte60aidW1ZK>^;;c zC!2X{x`G+SfN){286KV~*3i(fwzXAvb#+x3I2u%1APh_wOM(O7Hk7ehNqA)`%KQb{ z0VUt;VlE8%%K`SdH?S&I!XVt4T|B*kZn(z9cZ@wA69x;`S3V3D00RKA%RD^!19p?a z>b5HriM~v0-q7!LeQSx;fDe|h7xaayl##AV{zR)ns zDGbm)r?~#UYoF!Uk59u=7h1)Xi!9oD>H?3O^tTezMjVG-rQ*aroNg^Z$&+`eTGGtG z*NuAeXhLJ?iyFg%3xbXAGtXtWPEc!7P!e2LPaWVioEXnLsKuHI&1}-}5hy5c(`P3) z=niL>I_I?3leiF;%>=;73VTt_S$aU zG+1<#&bN}CpPAaB71w!uheDcE1uTyFbjISz%(vzBP3&lp5C)2hzvyQ+tF4VyEOZ)+ z;fWipi-sB+5t+_KKq*Psw+%Sdue;h*OifL_r5)nB51k0!gGnR#MS7ElZM`iWOeMioVWB?9hJEf`3dyeULsaVdS)~I*&i>Gp>I^u239SI=- z?P8KcgSAWIO&qzE+%jDygX*jA-}aT(%Z%L3I)66wkjQP`(mgQRB#u>wiG8qKIvqvh zMYn#8E&-I7@?)^Sx@os^BY-Hz!N<#sEuQJ`*Hw%aGQ=3I` z-CQD&Av<<^OvGml4i3Jn@r8!AV(t@z!2P=Yn~)1BuIp)C;xoAH?AaK1pV=jKULRTZ zW{)pFlC_h6GXTK9Tv}Q}rgT3Jx8oXQnng z!N{=FP`#1e0={nwkS~qIUbDt9HfWfgMDuk*KkOt0VcEb6Bg5WOolHa6Z8N<614a5HkU63-%j4vx8* z*;A%?%c8!;UXu{gACHgFFwP>LNhXAeaY2^3{zg_DhpQA*1ulfO6Y6dr>UY9)nW|P{ z1Z_G~<%znH5d(HeQ(*}azW@mUaFQIfXPtTuRcVMIWD1d0Z8k~w*(4h^1E&j=(sYl7 zT>YreilFS80kPXsK69}u>V=(R?T3A@bGMN=SjW;pn zI>16s8iq)kR}xcVvx2oHp=-oB{_Wcp=u{UgN{$O_08u13MT%3(SX(3=U#f6&c7{4c zw^X5(Z)k^QB+D*h*ysj`rRVIScsdE6O(N{svnNK(&3^K=y|r~GOxRGa_bO2H?QOnW z&O!77cl!GJnp#?RB&YS+8mWsZ9H~v^7l5TM4$09g<4#_^K#UqOUZIZHE3>C87mgGV zLAs$4o4!hXP#hn+s`O+&xygS+3TPlsVXpZ9;_gAlf7ao%AD!6!Z; zV|f&iR?a1lmwFGX@`sECxK@`IXji&B){*69n0zWXvcgxyWcLNG(^G9Ti;sGlTs1|I+`&^h4P)Bf*4%BMO(;V3RJBF z=TP?BTpmz{boLMuz~!jsv`?R8yrH~Q{1|x-G@!-O`%A4^&QIz3Kb4C$Xe3i4?`RJ^ zFYLHe=i1!Z*wN;*%myJ?o z34st?a!xdD{S8NdO(hHzEc)=Ji`GUZBR@k?>6K}3YoI8EVti{x=nO}}^pSUW3dgAm zA{9h#U)dBx>Ud_*j@-SdO&&eYcA1Y4DFNv2t+Lux9{spL&+11t6cq^#Yq+c3g{S8r;P?<~`PW1Q| z9kBcqnE9^anVt)Ir4={|i=q0B9C;Dn>D^b$r&hZ1N+)wS`|2?W#Uo&B1&DHhh6tV znR9Y*uDe{rf|b_#9nSULIbo9vS>0imGvv~IGZ5ueqH+|<$itUfM&25Ta-Zf|YgtjX6cxiYeR zOKcb#-?yMe$alsF*kA_i%5GQYnW}+mDYd=Y7O%7bL8NEXlXIXd;hKp|83FV%XdZxV z#DiW_rj+3eF{{Ahxv`ibW#?8gW4|t^({0b;1qCDhxfCVnC}9dI$ARn#Alv2pZr@y$U zJ_~Hw3~z85(N!<1{_R|$b@vtgZQzazl~!W&>ae)md{ZXSBa(hGaATSsyb=+-t_fw& z&=OMvB(j0mTs>oO*W?m*3DiUJ?aP7h`60*PZT zKj%j8yhiEIxrqQswGyGdyic30&*`D|-SoH%5nG5BeAp$k)9>G4@|?Z~2}6OP?;I4# zrPnjQ2%0J$x{G@i$A4Hzt?Tq+yw{hz0RuB&H$i-#>b%Pn(J)GS&<7n$1wi`RA*rdi zDK~0R=L{`ret*30P^E_ooe`x5;d6_&gj|5PcfXPG86j4txeN}KDrJLCcca|oVXc!9 z>(~nNeLz1Q4-8dog8N9I>vkz9Bl!AYlVFjH$+F29Q{Zh8FMb;9U3*x_5}IF%63%_@ zJ`z%s2*AVS0|l7snn9T<4SA(ODZMf9JkS+qfLQehy0ID}BhTc;Xo(3U;INtvF8K|w1UGtZE65dVe8$T^DX^4474GJ=SOQKW_(JB!xjhk9! z^uxpg31~>Dtl?b%aIo7zbI*3{7cCgFClm4sw6bTDpfM|G?ohR_AYBv?6uc7#LR>~vRv0Huc7K(rR`JozMo0&FYfMMglRL>Uql4= z7g}~)=(8+<*LNkj~vEAJu@$gN_tT`(eFiV;A0N-G zt~NxH!=pXaAc*ipi#D_gj~>F;KQBex3<))RAOT*MUu%%sLU*hJSCw#4;q@DU(pl)W znmO$VVjz|G%$YN5fW+){TT!Yf`m9r|t*uo-q(@a01v@e$KyO}bT)P*#31=+O2y7*T zq|Nr5M_g9R+e9YL5*-^Dc@N!0BrLRVCBVaGzkPd2eefEv;+rI8->Eq-f}v-w{^q0xNcnB9e0HZVoDJtYFjV!KtdZttvgUf9Phyr42y6hjt z8E@W5gF4@ht`Zt^xF+VU@BXMQ6R>PQhc8Ag25^pJ4}=v$%m)o1Z?Ha<37zE5Zl%*K zhjh6F)A$xdotBms1lU~=0Rag~10-ibhoKzQkYnL7R(UWxlqPu1%QyEgfOBOEKH!L_ z)Y1JQ2J0euX!4^)HY60aD19gSkRF?QSI-rq+Y%@TS?}L#BW{QWG%J)Y08+sWb{3j7 zF9Kwre0)T5e~U9IEh_8XyLYmQY#PDqrFpP&xb)v&#n5`gip2sGjRXwfuxub7Cp}sP zSWE=qAPUQXtwf({Rt_N~HN9}Iowna~=6Mg|IDjeEgDVSSB@H^aAte_{^>1OgAieeg zh}+S8p)p6fGlcoTP}4I?=-Zz_s_$UtyZGZCw)Ho&KdugjA9{Z8Yn-F3Pk^JXs3 z^1~uXy^739KU!BO5*_5GdfGyKH%wB>%ggcOLV|+y8S$>Vb zz9Dc%&5N3Ch{i^h60y*9^SRLW_`$hlj_lISBCQmrfFi z%N+qOJCbgU52(!&_KC))Kb`kKdrbEm7(W>2yr4DAA-x{--QEm>5{lW`@KQ;69t~nq_h>J-@Az8^jXR_auI$M-8|kYG7*=Ob~nlz z3XK7G5pF=TgA$wuCI`4f-W?i(w#^f&LM+p@MSzhpOad1#FJ6j6pWG9jz>8l~Dk@XesgIkH=^&gVUsgvRoE1-Qew6SX8tGk{ub4U3ak+p8vrg(&a>Z z5NRi0-lXX;a3iLHQ9ys+*#{4=T)A>%!DZ=3m-^b!-SpCndaWk6ZB@Sx5~3f|h@z&H zS3)o^_qW~qc9P}H`_bUn`Ca2_fdZF*7;&2Ff0q`G&b!Syw#7nanIKvfsV?)pMpiW0~kS z%*~wH8x8BkdTyk?zuFr&MJC_8eG*+N3=J-Bcy@&hxvd?_TN2P6D0zX=F$U=f@ym_S z6UZRk4$9YCs4C!(K_W8};)U$>qn_@a;{^ntYgA(xR{Y@W$M*V@`GoAJ)TgXlVgwMN zx3bDa{xg*n8J&KnkcJf0ivxCr{v&OEVLgqyv!ll_^ zBj^+p!EL}pE&0@AljJ(MJs(xm1-X_(zG9|=ya*8@GUA~&?x}nyxbz~~gR=)UUBj?6 z@(@pobET+)-Gv{nhtXp!)X{U$JO>oXwy3$VU|7_tFiDGOlDs5Ktc^%kzS82XH))RA zfR4zjrU&!#(&wio`Dj7#!I6h~)8!KhYd|2oG%&hN5^APY-k?4u~~2c`yg&28&Kzssdm!zv=}9O2h)hGYN5WpF>&1 zxL)tRmkTtL0mynO)sXyLx3@sbLxfdVj!w~yS!C-11KXVSg`Xclg?T2Mj)E}Ybcn)j zWqtVb8esXeSPDioA~7)^K=GbmcFA{w<_|WAZ?^leOkgI+a@i37 z@CH|ScnAQpQ$QWPjfA0Out{3GuCE+9j;w5`L!H6U_}`RT?`vCxY8G_=-)3<6r$2q+ z(t~Hge2bhE$B2ih7~P>^T0&C-3RxFg8(=lb0{8)r3GcPVj_+S<1;AE}EUW;#?_it( zbfT|whe8w(!T9%A>K;!*_}{;xpI&Z2Y&^7wp^rC$+>1u~&Fp1Vn%eHn=HHz@mkGmYJG*3&JZ7 zwa@}WLb2&(@B!0>%^xG3$+=}s;2C~I&Hd}u(_IxVWYeNP4B&}RZvYz}8s?Xc8RE7#Mo!i2R}?b&bO=8T3m1uUQ&912dU;w2Y=JL?=VDYvgBa3D{-_ z*&_oYDymAtU!VNTn;x!xAkA~81P5s=+Ry^X2(aQ~9Q-Rg~jHZg^hh{2iEfW#}71xNA0?@WXl4 zYt|@HE=;t|V$Qe?I{N2TYZX|7ll2cEmbg-Fn2>=PdLNG@0u;y!sC^kw7W`4f zzr0$-wlWofC-Ez~HL^unetdEO3&k4Xs+-mC4|ma)EP%RmFo-4!m49)FlF$nlWRF%s zk9kv239f@NCTYcI?zxdAs0E0Mz8tW-ldAg|6*i3}SolU*F?MOH-81~6B5EQ(rpJRr z9W3Mh4kW4c`@)%KW97^nf9yk^IFLl{_efF&e%S8_m)~Rh7P_vB%>z&? zQMLjy(7?6NY>JSdXz0D9u?fVAhMiq*-usbfG!w{KMz{Z87b-@RBz)HghB5Fv8Nqn) z(O>d|6=cN~KmWcIL>6@ojWk*onMHRUxRio0?((RH(GKuS)eg0_wM7k3W-voN)XhLd z1YuDMn3HZjiHoy?n%C6YstKBDNaXHwbC5UMIiSW_g1LR(U0k=&G!QK=M3|+9D?MwR zN7r!W=>Ey<{OW^jx(F;|T16%%0nYUxDj0ab60zC&@n$x8khKJ=W|y!UV2Hxn74>}# zdk-!edDPz{ScYgJV3x0~qN#7ZV6gDMheopYD){tt5hV;3HV}Mt6(mnVc6Lj(nOQ=# z6k2|@k*la(LP|8Ls^|GTkPN{9p26=nqYo)mDMdCUcpeXVUHfrdOH7;{cqLFLEMV8q zpI82i)k6r)s*hkmv%yLLvXB7i2$sKlAyIax{SrLBorwpgmG@9BX5wR4rrHwVPOU_r zHH0yGXEt&hjqL67NSmk|hiJ!6y1<4DKs$@1Fk}!u#s`5P*(ne*Q1zGxNKr80 zX=J$dqRZhjaL$L$SR=~7Ri~GCrO$#HPxkZM3tDB{;*haFV>-Z2)pf&ggd4hHp1^R81t0=Yk~Z9I795J8I%EI%ZQmjo zbc)3k0e<^0OpK4qt7>-&IgZ>yC_W5>FaiJ->R30R|B-RQ9&}^K@jJT3Oan}a+#OO( zLy7Bmh)tj|tRSRO%RVCuRVW}3(^7?8o~~ctO8}%tZ9SVjuoLuxw%Q8ZoDh?B$3*mO zolB+9y+PXQ8U)88uv*rz>WPLYAC6szx?}hin4%t#ZZ64-f<*@NOJ!w-Y>PF3amyU@{Q`ZC~G9TcT$3M*RtH z0X)4DOI>O^O+2g?1XcMgTBnOq)Mv6npvj5-fFDOL!-U9*oTYJsCidmx=f3-~MFyCT z+gND9cVr@9>Vo^6cCnrW;S|g0Uz;>wk5de1SMGtK%SHrq7#`j(q@}Bmm;e_}J7T+F56gA1 zGkXBgJooAJc^c__mlgp6l38Q;EP_$yo&-41j#?LR>`s9TG85`E+H7M3;gpq|OTp;) zZY?C108y#<`s(#l2AI%gFs35UFVZ4`Yh48xGz zmS6)Ess5Bv7xa;01~R}w^80RiA-6p64l!^aZ=m%MUR(jY$dj-?N|nSY{6UOjrFb)l zQr2)x^C;Y8n2zWeV%jWMI`pAv#PFKk!R!kB9T6i4_=k-xtS%y=N7;8RoRtI!nzVS$ z1YSqH-g+_~xoi<OG@7xmE9-}$%RcuJG4#3tqLTGa#e^Z_ zCNkhBk+xbTdhF>3|wU+>xoweb$@2awOe zzc|B(tg?>Q=&!D_t$W|l?U*9|dM?$&;(N*%7=(X*1?++5;H5RFQ>C_j$(5Dj0GDqG zfhx23i=Qzg@ruyc_0}+1X4|Ih6uwRM-`N6VFq7K znj_?E3FJDeJ;|}5yq^c4%w2d{blX1;#5LA~9(rSNFI3XW7$J+4bKG};(hAf4B_S~} z@sFNcpMX7IA{Y?>NV7*ZM@)WWJv+BwR^dy4|Cza~EKFYm0;B2X-sa|Zzq$VShR6O3 z;np4u4XVQT@5_kqJm=5nis;SDmBcBIxc4)nmzmeGoV|7peXsqJ<^Hnlc1Rr8673Pb z5!&F_uhDm78S#&7CPwH+tQq$TOG!zk9jl(6wuKEX&R3tg7yJMHG}_~Q9HSpb_b30~ zfAkdk=-~hPqxBY#==^8%bM63}_w_;WHfMm~dIb{f@rw%WKo|Ftko~FxNOwpl=`UU! zLK-!=k?u^+B1+p2 za8IIajBo)E_gP@RvBd%#0nYii&=|q~543xz#Ag!=3`R^k1E2YeA@EeT+hp)%*1|i! z>_RiT(|WPs2zr7!S=FXnI_BVo(oG?Ee>}sF6bM#5UN{av3@t>2pV;TrL*Pe5$3mHrp$& zeefK(4RQF;<$eSqv?$s|h>1JuE{%Wf$4DI%Z|!>Emhq?>x+TPNVa(RN>Y7D38iOh= z@qCBne~IY5pQ)>xisQ1P9;r0Ums}k?j{5YZm1$R8u*9;qH(1pvtqUKic_yI~>PEgp zME^lW#sepj4a#2Yi8}Cxqw?Pbav$_MS*Vi2wzJX=zFk!J1OWBf4G2Q})8G=nxxPYx zE&>|8kUpDZur=CfKfr_dpz{OCu)x0O%9jwS`JJw}7S(rd+hw&wB z31qW9k3ZZJV%xbBu0QWY?Lyw4ck-#OY3ELm-2m_j$TawMNcv#G^S~{@pvyQ^ucrHe zCy5N^wvH@~Yz*`+pJBm49u8wgbqchu4yZOIu%ChG)XatKoyE{b0!(_!Ra9QC1NuP{ z0rciD-7E&RBwh{GxAB>shS{_s59;b(xWh^+G7V_}{t|F;HUbRb$>5fMZG76=((+d& zB^vp}ic=v#Q6h^f)B>O#j>PiltO#B9a1y+{v`}g)Rm1wrpX>C6`;)s%uj@qfSuFU- zO5%rVe+7XX_HA_7Z-swZrw0(0wzkUF^N+j`F?aRQO`!cFiS}BMQ|`R@qTFh3e!KM| z+sa%Nrw4$(ZX4?8yrSe0lWAc}d^=p0^O2mT{R&%T^( zdJ{NteejVGH{Ah3#F7kSt$;1Po}D!x$a%ZI!rSmJhjBLL1qCWldGnxa2TyF` zo0FwHI!=Otm4~TbN`5AX>47Q+TwOYhVU}GPy$Az@&AD=jBrv(4-qWjL@do3#?JG?OzIc`O~7I*t;N1$wuKM+QG6n-6v{ohxYp<)=fy(WUxiNX}ti7WGUO(2(` zd$)q_g2KH3>Lo!#%YY7R0CRf%@m>;;u6HX~%UNI_IP}j1*tIa`RDO&Y_hctK?__E7 z#^^heJCSjU zcQz}zqT6@^Z~UF|RYfjpj=8|%l?e229!IJm!UAeTGOayOJujEE@o1hynH?gA<)XRf zrxbw<*v1`TW2B?}vM5?7v`Bu;?ifMVlVvB%L;4;uJ_-4M=+D_#&I{3vC}Oj_9tXBx zByS@7EpQIuUGu^P=x1OEZQK$9kFz7snby_QhYovJ-LF3g<6ROvEw2iu3Pc|#Zj7;0 zwj@|sSU4wDn`PunjvHMm?Yr}L;o&?pO1uAGz#V}~H?p=rpr_-Dt)Si=aqLHHVvv9B z*O#y>6-0u8vM@U%8?ciJUiO|ZRkv{vKZ>pxl{eY<>MsK6JQzh{b(BXsRE8qIte+8y z6;Lf`(Y)}F0jOh9@ivpV{xkMN%jET$DJ^K3{8bvMok|}xx_k3ymVJSlO+&H>u(t0& z-cJW$s11bR&vXq89sz1GbIcatZcRwjh&@63*AU->+A0G;T}f8R7zP~KP$y7hi;&{U z!1YJfer*S6e|)74u*6H6|FJqSo>vM3ZQqsxogHFLQB)(D8N38)zE z8RGy)AfT)Q3Q5(*xef; z!FTH8vM9b54au>3BU?y7&As;aPfaph!UDbvitSFM9~zihTI(Onbo(6+Sq_nG ziVl?kaL`C`Z7AplK=HNz8zwf3o{s-BslS-8c)DtP|f@{y(p4j05KAr6PpZLq^k4B8Yh*(_!oZQg-y#a2Oz1sH)N zW43{9eQ3&|11BM(61u-ku#!%pH2{qI349wvW~z_r6?F3&bS^Pv7@X$p+o%TSU(@kP z5^LkuQ@yG|ml}&~tAH&)o4!*cjkjQ5gf?O&e8ITIDu2_TrkhSnKM76>xWM0rcCq(c zWsu;??A@XngzUSZZ_Onb`5FL~jK%^CNi|lWCQ+1Xz{`R>5o-g(Tj@rdQ(8$Y`;IW> z?4}Wxmf3eI6bbX_oPY|Lb!2(UEG-pWgTbS!Yo8G@@T<+6_sUS}8%|Q$T;S4k$Qr}g zEr@K4DbkIpt zQ9a4YdW)Z4>9Hb3($ksa_$!6Ap7wEb5mi(AW^?gb&nn&*n~*xwu+U6<@;Ak_P2gcx z(dJoTFlAwvRRUmy(t zUdmA>F!o%-hWR41;rNm$dMpx?~SSvPXlXYRNUbyBiyzgwHi=gspPIQ7~!HDj#cmn#gF*iAAe^6<3{=wvSo z326a&)DLC~brqE)o4oS$fo4zOhv^ROMU1)?Fs~iJNu&V@VgpG|7miH3E$DPqn&|po-8Y7zz?>pJdu7gVy6I3k=Lb7IGJwIa7)XS1 zTC^XtZHzBM1QSq)A^d;_-%bSW*-_6~JSL)%4SlRPNZ;usH{T5}a?5dmD#!wo;A!t4LXBFJgCctCVdpLM-akk} zhdrPQ2#t22^^o??4iLF8`br;GOGh-Yh6+XVT6$I{Z0DC_}2Oxx2<5O{qkt$eV#zY0bLv_nts=Z@}FV&KM4IWqvz5)dWabGp-#93g1}a=^EMq|2M*Ht; z&8BO%x6r=oJ9qBzgMS{ceEs@$+yXeLMBsQ00wMzg24dip33O`8K1R$-bVJZ~TpaO$ ztGb^{j%!s`A}EQ;zBru($zSadzysC}<%=%)i8&m(r-C4_DO`gJGYJ~dSaaV=F5OgE z;VLMBE*2$ja+=#s(I8>=A!}yk)w`aH&D}lp%Du#cAV}E+$+FyW(l9)o`1}bBYd9bf zxNCNK2h02JXz}uMaT7+sMp=m|=7V1lr<*bpDRy+iTtVKHW2nv|$*~ zuBL$8?Lk>BJFnsn67$i9asUBjpwG*o)t+AdzId61cV0#Y0os-MQ5A8KM_81081{v3`aByg-sU4rPfag`6 zf*BmQ1wT+QnnB3=HJwnH&gi-VW)F!XGA?exh@!B=cNL^fg^%_$J;Qc;c+Ky7oVDq!+i6hLULkYZRZqWv6c%HjSriFWbS*gH2FYEFKz@NOG8_YY0(TA~0IO%m*9~Y= z5b2KW1@Vrb&Y&H5i}=JXby##@HDGLY1LYF|VFJu>dbpCPJnUQO0$0Zg$Zc>a6Gk{6 zfCg}!xi^nUsAt4EJp+RFN~W3nDELI$7M&pru5bb_qGFun%+M>!R`G5miMEj70oJuf z-P_@6-90^7;EbQn0RH*nH8`xp=MA!s16!F4(Qx9gv3YLV*avRV17M(>Djl%r<64Ie zbdz(1xW{t=P>((bgo(Gr39Bze+7qT2m--FKDt`DR?#T5vTSVO2CvOq#CeXl(tOH2SE@vcR@3v53FcK0R#x~o+aPUVZ>t469e z3=1-J^a9mRrD?;H;Vd@YpY5BVG~{qqB>qGN+2zxVGZlY4qE0phCPvOTaEg5$ERh{E zd)iFDWa^d>luL2JPW5uo(B;W4?529S2qfEuGft&w_YfAe((rGMhj#q@;k0ZX^pcmg zAQN}}vBc3pQTH&`9Gppj&y{YYB;d_((@iDo>e?@3C(|J|QV*>)!k>^H-XDI}%mY}v z%wCG%;i>RkiS-GaUlVPQ$-qiF(IuF{p#6#q7Zis?blt^pomsF#{AzD+->VGd`PLet z21I1|(;mRd`6+Rzh#=c?a_lKTT3Cz!{$j0zDNjXo?8@U0Z}hpfe$ja!nu0UJ5HM^Xcr&P-7FNl|^kAmE3XrGCjakdZo6=!#n1R z1M-E_$l>bgR|GQHltYP1x!!Ig#;5&&SvVitaxtpe%#j+xr?BY44)I{$3bZXcOQetD z3ZA9sdIx|$`}p;NTo}+r02q!9(%0z$F~QnF0Pq}UvzcdaYs+duewy>853#!E6#wLS zpttXa25Y3$u=XnQ*#Ophf8q}|9Pn7?MONq_mR4PmzCCq95sS6N$^`3>Uflia)2Fa9 zL^AN1Kt`fQi93petr}Mz_#p=;bd6t7Fbf2uh|g!H4YT#F z=Y8(`c$*>Ieasfc&r2Eb8Sg#9giNkGEZUlvWEHF}QP?b1KB`I#f$lo_F+ym6vM%=G z@P^PEbh>@{h3a8s?2%?TfDK3}sA!TMErI)muDyl}g-=I#_cj+Kt%9z#c%tr!sA>3M z7om%q-+q3uxh^yAOg?oycu0I|i~t(x>(kA_bQc_Nt_(g~{{lFXcCq(Fd$gC(Fkh%c zap%1qM=wJfyh#o^1jlbd-3+u>ibC(peo=E`=Y9VSymMSIIXg~=Gqg#T!#nSW6FwXK z>XJ3P?188k*S;E;{yRo@zCSFM-Z8iT{opw+5Fh{k6@HSV-dS@0c&zi6|Hh~P@7w%2 zKL2ly4YZ*DH>7w-BrMs7t)WGb5m}{n$nY*{=ya*t`Q#0buKb$?hfXyWXl`}1TL5*T z&z?PV%~-)!fnxRy4y4NfO4xevH=%#bPi~MmTn2K;qSUX6ZS25i&eqeV+~u|D&R;Ma931R zDZo`>ULeu{$*-s|?43uNK<|T#6}uSw%AGTyC%$v{uHtMIymEDZoYD%kJUu!`ZVgT? z%t4j_bdV5Rls?)Xh}1B>W?OrEO=oB4Nf&T)ur^LCz`vz2mQRW{Vrpqsn*X2zcL=be z3rvk?2cTl7cC`%%M}FKP;dUskpUTbWKHZl^E=L-|f6|A4lV+gSusVB%vpKL>+?Dz_ z#fQGX2F|&$mk?RJ$B{^TXs?EpWQpcoV><<@z!ueWlD{I1kPsD-%-&q6G+1 zF#k_hA*U}GSHj`MlOA4lW}$&gx5f_XPS0=o5(H{t(4^c}M(ZP>GX}pqY?VAwuAc|T zYJLrn{ZAb%CqS0W_`2~D;u4n@{^$ERIc7_&oiqJU^=$5H(G{jKI|H8ZIIhj3|6L|S zHv-j=@xkxAbl=_k4Jps^TyDag+V7;10|d9A03tOUhV~wGMNm>$t>DlRz_#H7l*rV# zQPI#Iym;~A-HHLXRuiQ+v)7#CZvo-wSl07Gybw^lEH)0P=2p!~|4j!61fn3ZV6h+v zs@oPt{4D_djGcmDS>6Ugoq0j0(#6||H2uezL@9XNEx#`QcmbUqg;uh}#`jt{YcCp+ z9N-JJ1R@RW7+`P%9>&{p4Y8p>6;y1@H^amxLZsm!VUiaiC8czNhgV)AEF3fK{n{!3B{@A|KZ>YVET7C4we`1;@C z|8pFmB>evc80|PSCR-j|zxmHzDiT`d2p@vi{a7HRx#$#NE+kMg2z+S z_Yl?o1A7m*=v5d*95xK%Y}7DJze|Ht^oZt0znDGN%J;1@_&=PzbzIb2+b)hM1|ot= zhe#<>N|$saAl)F+-CYVwN|$su0}?aD5F#ZhIY^Gg(A~{%jeGCsdEWEBzwy6u)$*b4U4C)zqU%Tq6M0@?SB*JC<}9 z;t~Hn@kp0j#h?36WdK?lH4P*HK&=Tfq$i=h7?9T&q42ps$;%Kyg`4s@Tj3QsDgYG_& zpglCM3L2KsffdN=RDD4Eq~S0a-zyCY4$@bi)#$JQbk037KQS;ix*Yi9SDXtg0{m;} z?Sx4bf*kpteYyVLSQM>-LCeR$hALn8KqrLOv^LOopx^@O*Z0l0&zPAHZnH{aQ1jFsL!Q9FKpsK!s79jvNsp0>W zbG5I|YZpWRO~UuCy2mZ>aAxz!A*~^5>HM7>&UJ>w#f26lU#^`z?{c7T=Q6zdmySky z@fW>ZKYgC>Oh?6||4_pGm7et@{8J%bJn8?Tz4p*Z+3TBCrLj{$AT zJ@hnhL%(K_gt~yiA0HdhGpZPYo*+~a1jd0^U{*AGtQ3IDasb~T&fQ51vK%x?jzLTK zhZFykkLx}Lr@5=VfLCWI0#5_eo52lV^nK{k+g0Z>c`q75x>wLnj@ z1qyQX57QsF{x7L-t%kV@Q>jKmrjmh)w0o9^H3IZ5?#<*Bjb+B?S|4)k_&=9_s(}@2kU-cAwJ)xg+aC{wLxg4cDQl0ArzBVxKHX71@b_15n9P9+2 zM&r@dZ(A_aTqi7Ia)AcpZ)Q8poCFMNGVnQw_uUQv=v^Ne`-5gv(d_ow5fB#vdj4bM zmSdf=ZKpyzmrlrEBzvdP{(I{1b%VmbQF+Vl)A)JUVt~iG!Xax(58q$>O~qGy2B{b) zI{W-@O!hx%|BrD`YJy2?y1xnTe{wag()sA#3i*VFe`V4vdPbGNsa|PS$^eHKPhea; zvY`r`YB>yHt*Sb62?*gZZ?hs6=w0}!DO zr|4;rn|kOtvuJUR;M&2sfK`7U8FZ5jA33Hw0M7HrK+AIt zAb&S;6VVJCNNw9I0dRH1EIh%$+B-yf;RuCx(6qjI?Z=KI zreh^QsuWYQ`~6TV>Uvc2|N1{vOxh&#!BhcKuC1k1&KIe8`Sy(qWrn)?NQq*EPG>kn z{Iso{v&ywLy#I>*NXya4?s7QIy$PpylesFHf!MHqx8F>#q5Gx#N? zKe{{Vpa0%hb7s>jwmwB!I=RFGf(bA%&slrl8S_xd{~3hw&+maW42;0x05+7Ja*Yc2 z4`1`IfBSzdflnE@o>G#$aEB`zNyqExQ2nRd1uSj3 z*i(Q^V7xO?lSo@+o-PAHAGLEUZpGO=(zg!1gkU`$Oba+ayfOuE=+buT<<%GADKq4A zSEH!KE(%Ha($T^BQK6^_OiAMb^Pk12F5?iGv_AC-?O||r=L1m+h#_43F8mD`n00Z|hL#ruGvz#b+ zGWI`D{_y9?;yEQ@-~N3p#Oh2K!RUxe|JRV>!m-6wdH}0aY%S)H{dr?%Wy5M!#-Ap!sJ@RoYcN-3=J`JCST0(fiD&NZ;J5p zABr%g;*PS!q#t|r)AT&ZeEa5~TbST@ zkMF{z_YltF;BCL6u2J=gv(wtzk)xYm_VpoYv^vFPP-woETDbnnbrD_)R{|3_$S3g= z6=GE3RKD||xydBTbs|1-C5CaB!Qk5)i8LvoL~)s#$xCpJ$?c|jsvXUai7@~_ z=+LE_kg}7f&?#o-l-Jf8WK#r$F~|^s>p`<}4o0%Eo0!ISjEJFm=v^aKvJErpY?o%5`QcWQ(VvGX1xK4g;a%^ue4JGxAy2aBqm181EWz zt!$~d8!Gyl^BuGXvv2K~{{1H538WiGuDKoqfGtboHvF34SFOM)FUX1TFiJqS?{<7t zeXd_ETa20uE^o`o1K=iMU%Q$NgUb^_^ya1MeVkSw&b+=c$ZQ9kNimrZpSgK7Y?Py< zaEMoJ$4b4(g>gbvMTkn&GP{=F@ez1^)7i^v)wt zX_hi=t%WZNIsFcX1Q-J;AkOEHm={I++DWC{y0?{Bf{I~D6A(?$d>4akJN@hRl-U;M zq!m^gm#z!5;{SO)r@vlLPw%6iiV`CV`kJT+0jCclTC#kr1X~sG^|&rlN8ySx;Ujo~ z1DPCuJFXX7Op`N?ruego zYR@AQCPt536?Zdtvzh92XWLB&E9W|HP##=1iZ9Md>jQ8_m^Aos&azlH804T}a21i^ z*^-%TU^TQOCyQ<~IHB%LFZM)hvA;Cmv^mdBK7U9rrAV~_un_N9lXa;OIj8j6lVRT& zVPg!e!wf;w`N9Kl(mKnV>PTc<@Og&9O4O&f-;NeKb#0q#u#{qAc$TP=GefJkHpG#~ z7Ng;JiZmN;x2eo|jbEd}qCJbc8r0X7kN?|>PN_@vEY(%9v_hJ!*ap`kCI9*A97I1H zdH08ibd30l?bwKwVhVDOmQTz_L#_b4Ujn+iSIF(24*t*8S*2cwX-6J*#e&j3N82`gEBW>QDNVd=yH^)A zfo<+J3@YX5Ma=Lf;a;f&`Dz%JR*tNbyob48>+)ftnR@Wz+-hM=!x!ZCfa^uz;I6cm z9o4g%*0P4zW;HCEFv4+@y7g0IALw(kMnKg&PHe2kZm3`R0CnV$qMPlxZdHzc zj5G4Pn&mdxtJS5D&RF81Ja_zHI>3QuURS?&Vi%8gTHSv+Ef*Jj7*8ifGK==#yZMOM zXh9hz30iTp@nu-PR#d)R1jdvcA6Xp=g%N2uv8NhhS=g|m_fBl>v__R1I3Oo@yVaon zl+E@jw5mx9PMSQre)l zSMPF@_T^x`Ei3<^n>@Ye1?Z4n*DjuxzK$WxQQwVKN;*1bnWh)Kwn+nd;NVcsc^Njg z8H0SRsus(t8l@hGiW#;T%W6FfWGRC!j+OgB!AroDXNWBqA2GY^RpnE}}725nWinim3YCE`vFoN6p>m>5wJwPY-86nY=;-8k1yU+y?~u<$ueE>FoA zEJsAY<26R9186tUzHt$WUUa+iLlr$fL|m0omGVbc%Z{`I)FS^?&+h)zQi|HrPLW-N z4we=Rr^j{esuGbCfcR`?5K;O~x(OjKZ1;2VA?%Z`20`*MS>`njJ9;^M=~XDZSC*i8 zQzjyMnc2AdoS6A4+VD$ND8e@#WG99)%4Qb=dItxtOENgohmW6DQZWzt#QTtjpy^F# zD$1Wuz$rC8bZeC;Xbk)MLD--4`Z~Ru9r_@smy(ZiBh=MKR?@lES0^D*OWYd-95~}P zT#%x|v0WRN`ng}xr2463qhJ?399TgX;%$}Iy~{qzItD40%&<)M1}6ag0!_hmnO)7O z#qRQh@eM8&ou0c@aT~71gKJ}BI+h@xf9Rsat-)PX-&GJ0NN8atUsX)nSZsILV^LGW zA*6D#$F4fM9Jbo=p58#Xz0P*rTG=Gv2riXBfx3G`ZEJ^-d$_2H*Ov3-_!fBSS6Z(g z_}DedjK$p|fOZAI5SCUOM;-%57Xr3LyxzPU2YccZV`P1?#Mumva;hTQxo4{bg1iEH z*Y1cA+`@3qETv-K$XEiE(;VycR^S>W&2o@hVI=_Vzof&Jd;&zoB3Z{XBgfQ=#~*WC zKopdx>t$ax83*{f&CTEo4HZ8nD&^MT?0RUus>Je(&%f)(kS?m0VnTafDTg)FI#J97 zE6H;ErYOyqI3m;bb5Y|ptohmYI#SIz2w$YZjPM)a-#n5OuyDlIT)D(ujD#a5i{_?q z2$t$wL)T@S7%O9~7t}!wVSE+pjq!o5EhRwT1XM`~t<*9B?Ya+IwdK zr_M(4uAJ_p+?|k%TLfJz)j{%!%St}*ZaXeD&Q*vVqbhPevByv&aF_)yk4>svB~*B7 z+B|a!6HUP-Bi*5aOz7W;%blRlD55HD4D+&b9g&OK)Tx!d=bIx{_tr`zxpQft65>*9 zx!?WxcK6CxD<`OwSXkBQ`u)O|wVH*w(@pN13uZ}nxaI(6@iG#gw27~qEF0mf;j@>{ zT1~m0^<~kNr`l5LdL01<6-0~kfsclS`jR3saoFP1JoDX5gs$;l>7XUdODK}Sr*V*} ziXY2D*_hXgmU>#ljnmzu9`k`eNWYfF-To}c06rsFj%w$}CoJkQPZYY|L?tTJM&HDU z>L+BHEaL^r)q1^qe@Dm(ZYg$p+|id_@jy58Bzl3n#C60rEjOO64s+PSl>c@pV)XWddkl7EkzW>IP3l9kpH14-hftH+9F0!lnEf(u zft*<)$+^*%^i}GbFj2NgIzOl#%}VQA*$0Pw7T}sPfjo3#BKmxP42e(st2Nx#%cX8r zK=7c?AqcxkLv>^YrlCXmF&Rg~0dmq;c4`W;wD^n_Wh&wkAbXMrf8|;3Eh5INAO$BP z0!nGp3*U|6qrjQ1)o67Hmc`@JnIh6i#glQPxhnv*WM(4=>D3-R4q`VFQIy|R(7|U1zYtL0Kai~I zl@`)KlDoBWD~ad080a;aCZ4xs7L)qeU~lLGf63<@*)-wzCR$Kir+t_J4}Ix|@D1v} z7F(mVww0YEckhQ=McndVi#?A%wR}5g0m*wae4`${pVU2)T+trq&1h~A(x4zm^3dvN zr)Xy=8EO4%^qJp_LKirxJkcy^^7X9qe7iCo1-PERpRjF#p3U&f)+q1G_o=S%)5Urk zeLpSV{9@9E33VW@Yt6^0QNc}-zt;MuYOLG_N_o)bQo1psJv)KMl;f%1vsn+@1#Xw!^&0*S@W!tw6+V7u(#K%lQo zH}UY?-0RCqF~_ddv)sK|ZE6+(Kn2oiAw`9PMjb_sw>R|nRW0>QfVKkY=@8TW0BmzTpfPv?;Ps1~De>ps(0we|ft_ zIlm{r7bnsCL*{efKz4vXf7%*%*VP68DrNe2!d*u=8Syw4zD}a+;`Hlx zMTepKx&|`)fjt z;9x>?l=yinnOd?{x6T=vIv`O%GNT?ZI7K?OA+H%Qsq32OIeBQF-&B|Q*G?D z13oF)7Xn&Tb|Ef+ky33YuPILUF1FbP>tW^Y5Rr-tZ<T-TJ_k4e6iW3%u_I!0-z0#y*vfB7^ybv)*IQBb})S*Uuhogu}@&frFGg%P0 ztoGl7J5BFnypO9aX<-D(GLzdGkz~~rt{Rs+w4?=$a+}X98!xyA+GK9v9Q3&au@IZ` z*f=iLLQ7`Q%`?SThZaAFyeT;AGxSd^O9TX)lN*o*x1p0bC{rGng+gCa%||B^-#Gcn z7Iv^y^}iGaE@mcsU-JmhT<1!0WJ~RKog5vQViWDyo+IBVwM#%A>6MvCQyK_^vj}ia zAbgF+VVE3!uqVxe2@|YzQBlj$#f8i6u|0}2PJG0X3wCBh=&~D8d6{6)bY-CE3^Iy< zv2tJ|6QjS?s#x)!>#Ke>;Yf}rxYzx&AI)swBioepzr+vtSI^j^&z1u<15ac%&zYGN zj-5v}YC>=KECBf4Pp7$|mAa068+_K9S*m8!OBKbzuU1jMiI@{$=ppldJ%9b)@p0KM z+&qy)CTo1x2I|PaG2v$)4Zu`YlN^nEeZIWwt{@g#nj@`8IZm=SA6oZ)l1x~D>6mLF z*SS%m(Smv(@ZIql8_z6ny#JD;&A;lluu}W9m)-6tqVq*p|hQtzFrA zb1?L5j4WSz@VR~eU3fN#lM=V$SWMN!QZ7{Z-tdQERo6y!&;0%3th&74B`EC@`5ECJ zyOiQryEkazefh5o^qA+NmBv~F}L38>`UKhwyHfLoTde^*85s(j*-D6iv z$RMeIOL?0#x!%p7< zh^=VX{!)_Cvdveqi~&)}Iqn(;ULHtKEzFVRkitThh)F|FYfCV~tL$dEWa6U5l?Wp8 z`-GN(lx?7j7K>C*u+hc>cVAP&-IzKOqyctUk8=?q0cLQd3f-AnSImzBKa}Ax_A41C z=m0n?e$nh%>%m2^Cx}}4g9ZLfHGu?6gcZ;1#6~qZ zYeOjC`ikcqX&|upCY%ID_9L4ALO{kYYLKtOXUtC`apuob3v7_1!M?o3cDRMbgNy*F z07%LN^N+CnEBBVl4Rp=`nH;4upn8_rTJ}_EDwpJ8(CU{)S$Q9S0Qky(vU;`h@bkV> z!{CBwNYm`Kl}}9M!mr;zE*ixNXqBRFV^d$Ff;zi!>lTyz7c_}8t3NTz$BAR(+Xru= zqCByJ|7~ekRVwyW@A3GgmQ)h$!Owym9E|toylJj|UwBk&8tZk*ijzmUJ1M%!KurR& z#i9Myz(C2PN?8pb3LuEMx0wQwR|^MyTYnIZoV?qmGxLeVhGXb-xyLz4Qkq{-k|qG> zc{k!o>#6x=CX=n1F_|5wh!-yo^l&S|=8-CcNl|vEu&u*lF9?&c{)pu;JEu4jOvM zyT|2r**HoKB9bqz^@Mhk`dlMeGBr<>&$mI{tA2EQ(U>PbBQ2}pwMHAagLRp0Wi=I~ z#COKIarOpA6dyHnf7#Ko4yBFO#7++L*t+?^``1`9 zdSN2%bd7yH>A7Uk7zhU$%>Yu*o7owHVkzMu8~;s-+l^Y9($Xj6Eh}oogj(qafVj z#SI&3D8Y10ut+uz^(2P;8s3h(P9LuB4*c+g@ScT+@_`>5WrjeNqdoNWSMptE{VF*? zpQ(j6ab@(-fqGu-XqilnC2pCFGD;sEU>~mNLnthwb+WNzfS<;S#&|ET1B5l)i5kzI zwq}V19!0m>YEb=he6rn#A|M^&hHH2exg>DIT$gcJ`$xZJuYXmje{X0$-G5V#-?`M+ z*pAv3ccnh3w``G*mBIwzd@H~#=@>XB#DV;UB}gwvZja;QYgSgX4qZ%B1Sp{=?A}Bt zUx=Jsh^TR%j0~(Ng3oJizyX}YhEVM@Re{mzXc4}5HIvSpPXg4Gkfj8ZYpP2pf=K&c zHWO}dvieUpUzS2>a_cCVo9{98#yvHUZ3RuehAI+zRn}}H3-`pm@xL~Wmup8V_FWUh z4bnSN2(so93p7;u_F{zm1vsNBK2-)LSX#TM0iJ#b3Zq;nuji}PxILi|L=HY(UH)8! z=AtVo@Isx~Ra4gxz>BJJ!2|?3_u%fIfv88AndU&kvjx%ZUoCy=F?;}0C*jrLefSIR z)^Su0vm4?jlU0FQPBDzdP0q#WS@ZUP!iy$66ssxo5tg)7pnKKRx$7o{c_O(hgV1oE z@QcE7E{&A3Itjkr$=tz<>OTNr12YYoS^Yw{b2rh8>YVa4Hp#a~Z=ddo_csR=C1Fe$`7i_N7QwS&1%q%iG3j+86{*WbE zGowV6OcG0w_lJZ*4oCL1)s$G!B0{($A?)|!nZdWHvB#>u`C=kDs1LcWDe^2Ss%v*Z zTxZ~K&8j?q4fsScA|ZA#{LV&sAWEPq6E@}vHdS5Aw`br*MgPWx{#T@*eHLug0~pS; zF`HOb2))4@FF%b2!2MF!zqL{m(dM{lP)B=wVKeFrmR@_wLutnn=bGSGF@xH7tMrnu z`dsTMxKJi_3ywSh=YswV*i_ySDwKW zeDhM55$LA?k_MR`&s5}AU-@n5V>I)W7>ATOa*p{w6Yas%XZk^UNZXR(g+V&}@&J&g z$?e~~4)z`b_I{6M5bV8fRB#!TIrt9_w9-!qA_a!}nu3FGHYGc&mP#$b%5C}z-_OEs z?WfU=Aq~8_RS|45pwt|kK}n!vdrXJF$)s3L8Puou{BsB*vK~R9P@s3~{uv@_n!5}7!QA)OMPP-yHRPSV^aluvk9DhH6z2Y{&ua4PpmF(iubjm;v$qoQOuJr z`V@J`NgGE#YfEcfb0_)O;uHXC+QfX`k_@i$IZAl~xElat^jfQ~>Zb{s zKGYjbH88L(UVTxsR{W#t!2hDs2I_f{vVl#^yyh~Q+j?kDqEv3Pqn%4+ZKM~4Nb}V% zvE>2q<%4K%qMHGdi4v0YHy31G5Y-j@66^R!$WMWdP{1N4J`rO!+Jh|!aBXnKXvHd? zXerdCasg@;GCr8u0PYTCo75aH{K=(m0Vq4wDYh6}r>}W>qv84}v%0v77Ru9^NaKYX zfTPAdF#wZVI4L<#{6Q21#YUyBE7mNEg^Ht}`k{&t+hOoJJ z3^BSdCeGPn{BsePJ?&O*T}$`Pr5d?aqkgfDF((d#IZJ+iPNLPkRvJV^I%8M;H9C3M zlwATe!mo81R>=fDG59tB;+^FiB^X-$8MNlQ5)#Q(1TI1~BnIloZhJlsn1E2+7eaq@dX&GuA{s*mk5*dv0o?=Lj(zfza6&n6L26z_aJS%LR-V}_ z52mjCQnQm^h+wHb+8)75@e`SC`}Lh=nM$k}YKiVCss~ge*7uxq>fxlLPz_TQ>00Af zWC}^VmYjyV8-bUI_s=I}@dN}U4m8DcDb2{EqYFZIF0D>B{6g8IwoJnS? z-I~d&AH(|vUROpsI1^u|6-6cv5FSTfziA~xA2BHB{<`bxMTkqy=6Tc@n|gLycl}j| zh{SpTVr#Kja@)_Dwg)_x<2pMP)yI{z8NXcdJOanOp}8sVw5-%{BJtjGuRF~oUA#D` z^|r3k&7f2R%K=L_abwcnkq;rc239w9H7(y9iD8$e@ifcFv)^(1@e8x&cctdu;KaH6 z4766;=3z&2s#P?U&akwoT2xog-uPEO!C@z26VXY|Sj&@;JAt!J1C=mOte}f9Nu9&R zY)thjcsA1)$Q-b5s&Z@Q(b*?el4xp)P@k5xLPWa3(M{LsddeV}$X$tmM@U;bk-0u+ zukpKw4?a!8^;!tMH3&@;$flf(7wFSlZeo|o<1wTsLGap>-ysy3vJzJ*OXM?*a!yq7 zlE5P$G2r5O;V&UyKdsQ8MI?n_-V@3n!nSAb0)He*NExG>BCWPK)Gj!NWxT|!!7Qt> zsLl9Q_9meQ%XrpKz)^rXE>9Z$YC4!oxyK8MtV&0s5s?cqnmNkq%J$5rj5fYojEU}J z;~_e1f-XV>DF2ds8On(KRF~lRxw<;b$3zY3vp=VA$mp3xDf-M~Tgg9`yZv#%oLRHf z<1+!9_rhSTGz0F(Dp`hSOV;{&w%_sXt-GQacWC;QTg|4!j;-vHBxPGrql82n+SS+R z9p90{lU)nzYKP`_EyLJj=|V{+Z?C>BftBu6PUH78kNSKJ{7ggA&8tH$-ta7crPY$= zw;WMI-Pb9qRSs(khTHL`5EA7*YF(XOp{AAFosxUk!vx^E0_w>}NFj;V$UE;wNdzJI zj6PywkIv|%Dtnk^Gmxp(%yKT^Kuu&tPdFAWZ8+sa=G$w@{`;O(w}7*CuAR?ONhDn3)?y=0YA$XA z!{K!cGXY=>XMz0kkVc|0NF(9OP3A}Uw7ubKH$u3FH%wTGtB>oaPrZCGNPVx0v;@z; z_{gP#Ypn@|I4Z0fu?{}l%r0P6#dE1d&)M^O#YS@cIeAk>#Hy)&wW%oNWqYr@(}Oka z8pnu*m7Y=N^UZ-bi}fFM0=W82)sxRCY3vz)t6PxTvc#Ft37m~GrlvomTt3VHV_S~` z=8_l*SRh;^jI~{6M=ZG<{r8A8k_DXdD!1_SYB1~j`o>2Iqm^~FZ4TNyxi5HT{Tt6K ze`|-hcSC90KSMXRmu&l9<#8A^eHF!P=TXM98kq1#Mq>(vp6q@im~nBP6P~imk={un zBCKF`+W3Tb9PO}8%v$Rny;#M{vMXlC+x@iJJ4BY9DwH5=H89hkhBMwY>h@Fa2j6dq zx_wvVw{^_ktLHLxNTp&`u^95lT?ZioOIBp9oyxM^b^UzH#1r;~-rHi20;uHY z{#pn(w*J=%JSVR{*$kI_e=${gA@b$zI{nlnFf~MiuD;D|&`UAif~{Ybu-pmUBt0wq z_LoEnq@`TmObqtcNxcumE8an8ufI7Go%k@DrcEM}x@ukULHNUR!wl{_ZNpyom#w4H z4u*AuA>~_?jGq_uIzmY%lwPwzGP!kq;8T5Vzrq#{8ux=DBT>9Hnoon@<-S-eiQ_Vm zYuOnTtzv~+>}nvYz@C`FTH0|$WhZF=6rOO)^xRGMM)yXmg-bk z{k^~O`5hyP)-d9JcrDDhX)&+u4>YvHZWF`Jy_G?xRlH1{Ef}5+nWA2 z%_mi6vxrQ2_P0M@VtRd2PG+=%Y&|2Yi%$-0{8ae@$K&uD@~@}l5|fw6KO9VQg4i@? zI58uVua)%u=Jz%}3)rxvZv0XLJ6Vj!mUD@ewqQ%3otLim&#RAQmYC~xupVg(Y^r`U zKg`PXV9l0H`R$#S=^$C3){Fp-BmI)<@ zORI-gY2M9@{&G!(cvkZ4!L@G1z5EK1JL5z|eNpE9GOJPtuE9gwKUQ8&e8{E{Hzv2b z8yPo5Zp9c}TRoJE>IBEdbu~k9Z+xHtrtO1Fm2_e|fT;bcn@4_W%@HB^bP@Y+H-P$Qo z)3-c%m_if5>d?FpQ3%KNRsG*;0~4SyUQ)nk#McG_2QWz z-mQhQ>wA`+AGEOFkP@y@&Qshn{VjY`0mS@!H4R&*cIO>-_PYx*mE%lc%<65wlSIF| zc^G;cTHk`o&#TJuOQ9)kE8iU=zi2Ss2F$>62eW&4{VvZ%G9*JEl`}f0yg8zL?qtp3 zHz`<~FPqfnVnw?ZRl%H#XKWo7-5>^~c;KvCQ!oEk4qNbIj@r+`H>td@beCu;@nkmg}ldkqUX#>f0fFQTj8jc$8KGfoM9+cWT!$*uae zZ=cLlHp1kzZpmTGY6VrrN+9^=Ugqs@^7FslCp1W06V&Q_m-{=$g(+c85Lls^DI?ks z8tpthEl`KoepOvUde5r)Zd8?TuVwK6EcZDixa=d+M}1em5dK+2LR@){c$o7#uF^d# zdkA}5wB4AuN31ib>la(NqqIY&G_MZW@A|oOZc38u3G6yxCllBnZ#|ze6k0#3h7n1k zbQv9fzq-9Z5f&e)I2=aITNSoqMj73-0!?UCRJoqb1rA_K3ljr30HKg3jXB4h(5`>t%$ArC1G_YjH>~6L*Zw zYLmk+7INg5y?;D)rFxZmwHx#n##YmV^D#LrK)qLjGw;2aF*^+ z?|J4v>Z8hE=`2iVi{CskAd(dsj*Pug;7aV|DeyDPF`?pJpcsm&pmVQUjOIPRU`!4{ z+XA^!e-`I)^sF|GM^LJfAk6|r3G3_}Sz?K|3vh;}>L;tc&ylsdbW1;Sg~ll^As$cW zB@$zeuoNPQczD&{HY_Xey$-M347xScsV2LJ+GD&CO+Ac%c`ePeq%HE1LEYEy@v>IG zKg9N(DO&k6*xsnA7Mm&%JYeuWE$~Z5oO*POXT|j+~;`F0PX|T`C$l-h&~dSSI8Pd zoBf+hslsMG{q1=Qy_#ySdxD=NslRe@s@_Vwsjqp&9}OX7?b9f%_NRPWb@>CKzuqqB z+D!lS=$(Og6-9S_`xp=6Gr{zNJ3H(fb8RUXW?3mz)AraaS-UX_*JJwrEiI|t?GVGo zu~*tzPx^y`Dmem(g;Xu##6qu&b&rGGbFkgkwuO6ArZ?{O>l-bH%aKnp_CEXVo?xY? z=oAo$FX*M*$`3mJMs}a>=b`PeHTSJpBbt-zPASWT%mxkh3M^}z#CQDgmR)Xpn^cG} zSQ*KPlybPRzAOEO6I@F{(ga;5;fxhN&fNOGd767V0@d}as!X` zGyeD64c3OW8jPO@DYzp7iRfArD~1}bE{m8gaP-VRr;%UQIHkPN9>z8L_~?-y<2d3$ zloM?@75ys5-r;vGp`#({=G}rNV9!Qa+zzt7CPn?_=PSGzGfqg=NGiuOk@sa(m5U@b zTz4k)7V?4AkA; zlV?`Ls_*?fM8{pD3B%7;a!iJ)D*n`o(ryfY%oH~@8YH;y+?mLlr73=DsV^%}EQY9fW)^-M0)LuEkahHRK`+}&17e|f zjQSj>a}cwseN?i6emcHw#=LM72%#0Fd0|cK^_6-3B9NT4bF#q}en}_1K(uKa-T7d2 zCt>xPL7LWlMb-Ru_@zrU;)crlE!&m;?j_+T6C@NyO+`fMm_4p+E zG4Gd$GN6RA2`O7cBy~MN`a-%LbL2}o5+30!k#F+q3OmErVpS*qC#Sb-L>! zcz8SxX(&ojgoX!nWe!$)q3+6BfEe*$_**@Zqv7Zz*MrMU?D)6Ifm=;(F^aw?4_I~e zwjS1B475tcx{y{I;&8kD{_R;|aQ$h`+F3y@^iSw3dwh0qGzz18?6FRZHvKP<>a+Au z;FvigW?LiE*TcpeMk{pWjZKSg(pBlTyab&O9MJNG?emW1lSsD7KI~X@Vfg$_(c)qG^8s<$ zVH|EtM>Bf4^NlTrb>gklfeQS7g#>qpCdm%M>g(|wTzh40VH|F5A5%1nnVA^OPqF3v zjkIpdbRN*st4H-|y*{M1wqE?+WEWwxz*oC{FtTtH60*s)9!uRW^3Tb_d1w8yYHC56 zaB&PYEw&IZ@JZXJ^a;d045I?`M`IwdDX6cFfJ>E`I_v0FpHV~Q`YeCwC`{kKwlyc1Y{!7zm zTVE%(wQO#9k@D23S^8U~Z5(zoGX~%Fe-GxiB>U}0UMlS-$Hjml%&Fzz3O)Wy-JHSS zZ6Obz<++0yZ^uhl=NWr}+zr>>hY_(>e*O9l%qC5@76KQAfh*C!Yc!vZ#%%)-Ci_0t z7=7>~4TN?rY+>2H|B>^fgL)egM@x$?Yjdkv59`l;S3tBJ&Nxr|LS5=}zcivX%CzQ_D zoZd(=oUqO+`_;h6stEtWhU=v=_U0?yxvNuz?vO5JH-B}&m!x?5ywcWJL9z@oat>5~ zWtNBj0S`VN%xVAZ^S5Hx?|q@~oMdoRRE=RsQ2|{mJ98gu<$Kj8z0aV}hg-iY-~VAcl`ewa92rI_ zo>d8-Ui!(b^h2{@e*alQT$`-Y5w)P7ZOB6-4}}QAo3_Mq47RJ^S`L1jDwfTxA1OLm z(V)+|uF&DxmX*fww2Pdc)lHs+h4i8akA0m>bXFk|)0Wgh-C6_r6%#n}x%oq+tg62f zz9n>c^xh>9C7z5hB{sx*mzh6p$u12Wp5Tyy3zWt|&yu}RrLE>OCeRhTE$=`JN!+EW z54>yKEaeUs&@RoET)bn$DGf7H##&uni{0LMY&#*&4k=3hu4dm|x^Fl(6A_IPc;mP< z zd9@P;ieDU~VR7v@2ao1Iy{4YBzLjq=xt-I$V`03+<6O{^;!;XW@6OMX`Ztv4{j*uc z3(~a#rLRv!=ZA-P8SLbMV-|UfXA~B%EwBw6qe-9WajNBaKY<%G{irHeyF(prb+`X@ z+;LXW)7TBdRmuborL^g`TZ18A#%|}n@Dppr!zM{lCl0td_JHg=FV@S&Gq55RgX9UX z>Gf+q(P4E;I)%7H2-=KkM?~Yllq}eUspC}*-6rlLE2!06qnsswFKH?A$Vyj7+1|!k zO7*F$w_lp{Z|zsD&5ZXRhX~&dAHe*i5a^eOcMH);K)TNvK>%_@Tmf32DtYO8={0M& zo3>gaQ{COz4&>~dqXrmXl9T7A>YOGod%-Y))~)mYt!>bITiMjq-+VcCl?-kKi378W zK7d)r;G9LR8|?|gk&`&cqa7cilX`XbVI4!_2Z6IL8A!JW)AJ2_5l5NPWu5A|Rzs1S ze4kNFbI-C-x5&x*sXaehY2PVReWkk2mR?o+b?B`xBxE48i#AYYURGoVR>X0g@VR_( zA6Jkp?qlChCEtUpB`r<6m&tBjb@VKT5P}y8PRA8e5tVPOl!i!Lu#{%gSZNbw}uL&aI z8NyV`9`Gn**Swimvh^n49s6fT%oF?>-Op!U5+YK1nMQe3`;)(n^pC7+wk*Cn`i$R+ z4^5CF{`81~C~Ka1OUwQ(9d@5<9z=Xk@}~hqUynu!Ihkt+b&4f__6C-wvg46B?qo~@ zn*j>05J`TU_w`la{yY_8UR{4u=TlY7#?Q$iWFAC%EcdZnw`VGG*RD|{xqP}EBd3bJ z$F_8|8#bn2?pS{9}nP;Du8x`GKYHgp;)5DqGR4dv)^f{4h zk3R@i|C60aqqad;>~>2Yigeh7NX|U4^1-sBRG;%WYEC(PJf3fuh8KXiCmBeO&t^-- zrBG4HJzTqF$_^OHMGt9N(kBYVYJH(p9n8PACd;SG!J%7iQoEe_May>kOtDYd;wJfX zvo1IbglaLbgaEA4dAL-BlV|p?PS&lYsWvPiuwvmpS>My}7_N9yrcO%!oUfMfi*+b2 z6OXF%7agnZaJe4x=Swl1@r6yKx$l{+>M6<&_;cbIU@o6xJA6#N(m8&>0?I~345N;O zxKgj#UNt{C`xIA2lAF45YF{7_dvw=r*HiZ=@<;?R@74c#ce!iUXC9OLA$(MP7Z*>s zaU&W^8!@n8^MP)e;|3?}V*^$NVXbH^ltb$dmd@{!j!`#uZy{>CyONbL{s4pL0->#g zv-zPAXN=pI=Vm`9F~xq~I8s0*X$_7{JaKr0Z&WKGiA|5q0?NDvo0k3esV;dllFP(W znx!LvApRBn{bOcS#WNF%j}cl$HFsL0ws_e?J%3tg6E(}=1*&RG;++JFVF~UZ&U^n% zQu3!-Y?DqXS+ltz`Dlz;PwRWNa6wR&H&V~Y`||t&S7_<z$rB19g!rJi$?**KU|_Y6Kse8B-NOTE__q-(hm)H`j_lcXnTygd&~1P{YXp=T*ln0c zEp7KY1_+%l5~y3*REiq$lagr`L639n^k>04uY^#Svy>U-@VrXM8oIs1*U)}5R4Z)O zU+fX1`YLlETMUdf*l5%M{(w|Y7W`C-Rl&^g3(qYdht09%SIOJEp)hd?e7=annu(9E zP$iloPzobC;%?~TibyVmUMPJVcowfIusJ~n+#H_xY)vxQ7T+YBx^6$<6bg3f47cs_JE zSXIj}C^+fXX!_2NJn3IJ$ha8KK!q8cQ-cf2N6OA_w?=`va*>ZO1|Op`E~@-GG@5n^ zz@XQcW%`ZXU;uCIhVOBZAMukL8K)x!u=V+j%VEE6Fr9RVxm;+c?cu`Sit(Gj@X6@8 z--DLWXvUhfhQy}XRaiPja*r3hO?aJcAE1ff7V3s% z@4DK%IHElZr;dMZbKmSn&r;K14ds|q>6ynRQ3BaHg2(_hqG>pJ(JAZT0c}@oSYz2t zpYS6?@~_za@cj+CQ29T2FwUvZTHBxP!S>xO7>77lr0OXzmi6xUR37a!QGTrQUO8ub zd=*PX!deRe@SZa-!(MIn-$Yld7pbJI^bIy}hDiWEH1tKz$v+IF7c>MWt!!W8k~|)c zOw%dcxqG!#bFy4SdbQ}C?t-j^+Zhl6VzSzVa)j{i}jS`r5AFm z7jfrj+L#}px9xmq)mWIg_>>4ck|nTPl8UH>P8!`DJhN*HpnSnyqccayE|Oa}{LbKt zwpx*6?8^P7QI4=RvD4R^ooV%yjV?)z0%4mY2fyyXM_E~z$2{D++V=ZY1$;M!grxFj zhqq}kp)X6eWJO*Yv1|9z9#r-H+|VZq*>pNv&@@zZNoQ?pXlr)gH9>f03yWmFuMiEq z8oRYQt9SJJ|6}T`!=h@Vc5l(r-Cfe%Ac%Ach&0kM)X=STgS50DgQBE3bO=MYAUSkO zmvnd@e9w2j^B>H`FDB9^)Sc`Bwzv%!{txO^c_tNtw z<)^jN$656AiIOj}OM2|~_cq$5-yh47lc`w5HE7rC#uKFj!j6Xn z!p~aHnggth+be=jC9!2@lRaMciC+KlA3lW^&uLTMeesRV0@9Xp`eEbi=`+32Rg!Rx zVWEBf>s4CGLAgOiZ>sRdYZdfhJlD@TYa)O5U7kPuyQnifipjtdqd_3%fx*WQQRsu4(`VJ-FsbIb2zOpAvtoH^|n=$QgMO$HO6^2ZBvG3kZ<~UMB>bPP7z*Q2LJUIZfkTSt13pT zm{huL)l&9*ze$TP@6B!CX$O=rLE4*DGdJgg1PF#BQl;?qM>duyp)+dkLkZd-i5f1E zlNXjiIHF8=jGfvCAKM@Ja8k|fb(PyNKWu&#F1sL8R_)YTrVnYfMuC=ZA5GM@qzwn| zxnILuPbcqbsT|f12PWiSmgG~|(L$+?!2t$`uWtLy?k|Fq52(aFqVE0{qwVXsgCvON zzs_wv_O6*zWJ#e<>2>s-gXSRjx>~3cFX(=n;KBsm$Gwgez5PVJkp!8Pon--ukKJ6PwoCk>5M-`g#5TNX^V zf){TI2*Rz(C)R^E=@Sw&lHp`b!%eCEm0Gy=7kq@U$L6Jn7V*qXojIM_bF8}bFyrF= zAhOllx{V%mTU>11YYES?Z9nU>&hRwhlxM#0yxv?kz3nZK+{i$33Na?cuZxubmCF^S zH@**EY5HCVy{Q22@7QAABOvv{Ghc;+4paTm<$LOimKef8Vh`!EpGD%>=54*CGQN?= zNSWfg@4txd4uAV99Z5ygm+a0pBRg>2&}~QG@4w&^rq)G$ev9nC$T(g%bqdQG6<#eR zf8vPbLsBp9pO;;WtlGSmnFRgw9G=(66&Z*3TQ_T+01bvhsGb!yr)_IZI|@sid3LfkP*l> zDZ7|r*<%J7$Ew)UXGc%K<=Bs2z$SG|#f-4!6k;fvTPw^mWNc3lxr)SkOzQS%RG+nx=Q@ri}`;S zZ+v2`%C32f0W4(m$hI%h|GqQ6gl?P$=mzq$In( zyx-OIHBy*km!#@}DtZHTqs^l{ZMDZp<(r*6M#g}1J_+BJtCP2JPSC%9(D(fjx@Nf> zzpSD&NVjyqNLNkh%kgTv)^BLBmmI5s+R)eeB>rhZ_&94%b*PXFqKMi8J%RLi~^}kfl#P}XZzi3aW90nadvw>5mak)=U zCMVP{0G%_khP2T0FCY3-Hqd%&B;ua9lF;(#S~*64cU;D)-ExbF`GneXHXKK4A3lOk zOb50U#TZ|Ld3C=tii#U{)U2fk?$*$Rx)$%S$YEN_}hv?gHnRe(yKeBj#{dHG< z!4sHnYX77zZSqua$q8IT_oQ+~883gDeZ7?W+)Bz?alYg=$=3$LJUno6o;5OVtIyx% zvdYMeRF2g$lEL@8=_-hl9fdS~>pJq2sbv|ts}Ea$Dr5|kAurp7_Z8OpZ%bD8jq2}= zK5K4i`kP$v6qrI!)lbQ_fb?TkPn)mOvZYCHoeXRiWhozGp$zB+a_dR9ob4&k`?C|HbQ)9d3PC5z6o>vcK z_BLp%!c>f^N9{&qyec-DT;XlnjPmvZj|jS$l1dU#uw`tjXht6kWybYi(TKLk#;WH9 z*uy?;uvdmH?mdHrE!^!b*B$6#0TCx&VUx2_YJ=h=&wR5dC!XaQ*&UqfSnAircQK46 zYjH3*`32AMX!HDJq=%CoUjThItNVXT{6tSoRGiMWvcn_QA2gxmU2}n?qSh z$W?T608ZE+mo2ZlGzX{JQaYT)Pj4g&nnC~*ATGAgD15s5mKpyje;6%#O6zH!M}hJ{n)2bn{S+K*dA)J}x% zp-q2ckHZMjcZbgu6Mrt!dJkBNpBD=!vMOy=Kj*l{yc^30>Dps0j`mKsZgU`2`T~TH zRP6J7zPR7i+UrY$_e-cbcyvtLBs0CgdB~uscw`ioP&Hv}Xg~V6&}s75@xzh3S^j9L zduNqK61<6ziMeV+_EqaiRa~Gbs>FQvZ!;bGyVtAjRzV_QM0uLMKMvF~N_Jb-q~)RR zGHLm585=gFjnH&UM&Eg;L+WtL_Z|m<55EKsw9Xh(Cz_7`uyrdODY5(f1u9p={Q9-F zB_*_}|7xDMGhlFK-1<1Ms^kMh*y4d!I+iN-`j=h#_cG|M62?Oo-W}G@#IguEg=5C!r*7ZvTAABjh7i{B1XzPf^XPCWP9O?cLnzZr}Mfzw;IcQCD zn9s;wK+iSB)6fYuwHhc-f2>A1sjbv2I>SYdYvP=kw{f)~k%5wx-Z$`x04Ez_)gStN zDLFb_HLkJAomt&F0$-c-?3p3se;AAVnvs~ZA^jGEniF6AORp}(1oy!k2r#@`E+OBP zqPUmZRhz_2if9j|Gjz^txjKETdCn2VW?f6Ngbapea@Ey(MBhk+IIFMrZiuT_CP4m% zDn(Z7;MBqw=RTl4~M(66N zjMsIZWCLGfge`(S-}Q7o^OmXI>IF4_;YjK?oWwlxjUFu=8Qt&g?;E?Ys9D8yHrzPd z9AWAszJHT)p3N?Om7t&CO?C$>Vk)~iNYF26#K-D9N*rjpwf;xBF`SiK+8u(g+{jrE zHL$4i!h1-eirHtt3Vo6Q-wV*JoOyh?x4D@_b&=qD7=A%zzBl6KHSbhYcdeTALeiqVrf984(A7Tf^|*RrZDxJ_eyHnjmbDlf@NNog={JcW zn!UdBybIXf?bpzP8U#9dS{aE}YxP(I${8(t)ZQ$wNsC&BUDL{pG$Cs-!A-o_|9h?2Q1^E&pPcl$=6-QIQ3Q1H4u$XkdSSZXUPbB=-P63tq!u ziNOHNG_WV===;UAEj>zL2Rkf$zhV0IRI2(Fg>(=R<0GY~oAGBExk3jY-={^iu1$G= zfe*e!HZ{!BZ78)s>)W*lHRVlH*3|N&%sfbpnBWMfatun?a~bVlO?XC_{0ZUAOjW|$ zH0G}Xmi^G2 zzajr9pS5S+%}&?#%wWsnokyd(RUyQ)e7un^%9p+|V8vdR534JCcl3{&IvsUyq|T>o z#E#yxKKR~m0F0#nYsDmsR##Q5<$FO}pMo3| zu@-p(maqcN{?1g~P_&*xTD=BuFzC-=W|z!Cn;Aj&tvGz0PBFvH-#xksG9^&v&~A4O zW7+OtVHWJKpo$4ZC2xB`Vajl7-k*#STNWS9*H}9PezSt@?#FSgb7d zkr%=gYhNUVs#xj%zrI4FbC)06UkiI1l*c>1z-dln{%_YaqoF_%=(TB>|4sbJmuTO_ zI{~V<5sZ#Z#zo}vqSUgpKD`}H3Q0?YI%}M)T}QuW%=4ekJKLS(o8l2FblDHpsFfO& z3cYx2$kD`GyrkG$kK6ZLBW}%i^$(jiCPk1E-^xKv3S$l#vabM@T(pjaGy;46^q?0X zz!n3J;k?>)3D3J~v<$2DA=NW~#Dudn!%__2)x zPZ93D0!9$=a%P2llOHvweVUIKOgtb?f49aqKBGAFi#gTJ`bt`h($8tqPz4Z{MI@_}cWcTyQ_ng8H^CH5+f%Aaf)`=o0 z=a)+?IhKr`posl_@0j|0183Laq$DX^LhssU|1VSBD7f~`;byRtYNA@gJ4ml{5Mk=) zeDxD|hG&Pgb$g)rL z>A9qU(GrlOjg8!F3c;GUth#QGIk4krNPn|pzkc?hr{*0WwuXP&w-8MKyp*M6*J?IKY&Q0(TtDlO!t>57(9Z%A$9y7RYotY@4%OoXA8td&HF9NBo0AxqBv;+O%0w>@ zy_jVuBwv^ItU5c>Y~(bGQd8Y;aL?zjJb1<^3{TB=+XZv5Pm;RPiYS8r;7XC zU?L;bj~G>BQL~<x`&zB6e zN15^6COk>L)>Rtp5SQ)sNt_jv3Ekz%P${AGvyg3i zNo{b_sF3qoYqyuaVm(>FyT*3A$_tYTk81e87ME^1P| zT&fM$+a1XY&Rfmv~hOIpQr{PRj`- zbE{ym*}_n@gszdJS_&&j4FDMx47@6}0E+7{_W_#(;^XtTd_i3VQxDwQ%`w(P5F z6$&K(i%MA{cYtqLvBzptO!D&;H)9*9zW@A7pZw>dUE7>!Fyt{t{y!Ut{$>;zWS7mJ zJHtJ~KW=p{;p5)C<(~J7TIKQ6ZH?OxaBNWvsl)o=ZeUrxh-B_tHJ%vo!Ba=74YsX3=Q_ z^V-NC#v-DqAu=mO;@wOlkn&u|a+@q-C!*By#c^R#S8a-c%TKsIE<=+EDlt-4Ev{>O z_Dw7tG($$8W^nu?1gL0!QHft zZ{t+bqm%|v)30V;_Lg6U^wZzqP6!9l4OhRW%5AIe0yh#tNr_kL#$tJyCi~fM>kNem z@g`UBgnwJ1@bWIr$0B>a_G5>=&0(~U#GFi@%Jm8J`rIQH0b*;Nj+V#8(`@cB6N&yuRet%aIh^mBv!LU^5*)^L+Oc6P9E0#+_$du03XyBz3RX_TA5gr>hz@BFk-aoMx z9cORJ&E!1X^Jl#P);Dl#84^f9-I{*j&Pmu?_)Ho$mX?Sg#GP-mH|=LUGx={*`Ey(A z^v~K>P0pGg1%p^m#7U5pSz~*%?5wa`LZ=D>{VN!)jrA8vj7cEUhS?7m|F{kvP+1C( zl487R#_=tqQ`jyKjoLdTV)3Oevq!n@%9QT84u=zI(~g+15Hz7M0Bgg4lRdF)F{^;O}! zmzxx<7->Fs+1|PS@dvN7wE0uW(bIz!@YFkk1r z%LrOaiu>idW4QN%EtP73wU;T{R>p)6_}6c{kcm3> zK!=W-S{KGz!Jcg7R{X=rDEv!mpOPcKqOIzY9C{2nB~P4zQ-ocdy9t58S93TyKRpUc zH;pKK`L|M@KW^H2ipwye<2OnBM||bXKHZyq2??uciS@0v7MeMmevh#1Z#e&zbz?05 z&H6da-_+8ap64c|M8ktGD;5gA9_vq1Q0$^}3ChKW$#}B&-C5^!fl|<|=oVJhg+-i> z2ew7PFImjc>C*lS>f+fP`KpV&`N45goFVl? zJteOCF=@0GQz+y*O(SWUWzma)Uxe~X>}4gX;B}N2nNHsfQd(Xh0slFe(ZEIa1=kf6 zz(V?f>=-K*1Y_=UKZojx2{qFJprX8t#R9IiPKf`cZ_)gZrEB$%tMiB6n6Z`c;Qg`Y zj=LstsoXhaiA1pGJ{RAt z%b`Uhx9aO-kqX@pNuk(iR>AmRl-YfT1MjTKVqk3M7fWq5kCbG81dJ}Id@2w}cGn_u z(F4nPA}v=g#<=Y^c-`w-^A_E+nx)_yoDu(}jLGHp$~NQ?dF;5&JHgv#rKRVX?2iz> zXzY)GqSZjlV4e5B5J7X#OR640kD%x`e-IEiK9wp@n1>A}G=a(VxR{duPk@cE+wub>`R`tF}e zR6K)|=&4ZN>TtTzEIR&jQb1EheB-WoY4}e~tn_Ss-fJFi)jm2>pe1Y3v(7)b#&PUnatf9oFF0(p5F76$lR_W#2HKVQN zMt$d~TkcmClt?;OAy*V(k9%FVqP?F^;~6N zFWZVVyOhe>uSD2peMoMgWwsE7j3p4Wn8LSE9*PKmigY(NIYalhJBX+%QEi{M*gMm1 z)ZD)QM~GOoR%PTF@!+%@Th#{AbQ~;QHz>lX-TpI=cg5Et!ZFJSZxmH@4b7J)vYwW*;K)Q+uRsm(fQPGBGD z?$|)6C}Z3+f@z7FpgxvphjN3!pm-|Fp{37XxYns_M4!H+e*d=zVfc^aWEBA`=Q+`N z1LemzrEXwYq0M zWuwc1)RQt~1LJ1{R+~>}iEu|foh#~e!2O*ErOSVyr>A%B{daF+NfhVr0qrd!)F&1= zw#YtpVM&TCOc5seN-f(wsf?wL)sxXB5-@TfzR^nZ=87=@Yam*`RZ&$>pinhne@#F} zq&96TMdNx>=!J?Z-HTgw)T5B*lCk)f!yH9qO2+DY6f1-)xQh0DX!n_R33B#A@R900 z#Ryc^S^sDZ@UVU@x&h`499(O3%UpSK(e&3PG`y+qMSd--mv|w;>kaAfL zEh_tFwn?wxo6!h)hto%5U?LDG#ngwOQp*;SpWFR69)CJVbM-6i5nH@PSaX+tcbTH! zU)85k#e9?%Hy2MT;2{K24be9@3Q4h~gam^5VT-X}^R1;*6HkRbFC z#kT*~fuVpP&PdQy?eN_Bn#SES)d+(6{h@%X&cJ*6cy3%TCuKz9zz=oBYcDW@bkoT6 zrwn@zvB&jD2;Iw;6P?%^q99l$-eN&mX|hOR!~P^WHnebh)wb@|Iu3dh=-0@9{w(*AP2GJmd?}M z(0-@$Srtm$@b39L*tce&t;-w8T%Lz4>j@p8ul#^Jmz zr&p2CoG3K!XGGlrkaC9!J;)5bja*@Mw^lZNLImw0&`s|c^yWy_>sy@+pojiW2sayx zRN=5He80q)m?thG zCg0plUPOXIaC8TZpuIUjyN-Qx$b+-It6fyb-L%o7yzbEU15Ec(*=0Ytt*H_c*MU=W zrUt_fnQX}@rb2%FR-HmmnUMRxh3Kpzj(7Hs{%2oFt&nJK61+!MHszyTvAXavIfZUgHr zDBvvT^8HiJ2d=Ndmy0l!C8b_nF+}g-gYDgSHh8%&ojqEi(DT)GOC5;`^h!9*c$LmfI(55AF0@Zm)ll6CWs6`4fVVX1mbAKGsC zS{KZdqWDAWd+Wo+Y5lJ`v3UxqJL+m)2hE8Lu~G-+x^wa;d?5ZT|E?xuDM!`^8T)Dy zNWej4Is=Yek>>>$*CSWWKx7O$x7O2rbb{H zM;-+?8Cuds7L;i0!L?S^1bXd3L_in%uEJ4fku26t;rG2H{r0*<4E7%JWQYDgH^xRR zNd+%Tli@ve5fYx%)53)Fdl?4Z;0cdxs6KI~=d$}eqa9C*m!3!W zsJjI14{d)t-iN7R!F@lfYZUJ;AAXOV9c0khnwhRvG#&QTyf6_nI#^WJ*B5~gXm?HPsC!g|goEIee|qKe zP}>J7k*UV|9=gCH*|TYh08u>;|MT2`e$J4VB?JW8h7Nx(iuYcf6_Edh_PKe(oekSz82=KuxFH+^0>&-Vd@ozjmqQ1IJa{07I65_Ob za(8Z%qA^54gtMF{CJ2f`Qww!%_guY)xp5SO_Vpuw;8yID?zi>v^Iqv z^f@XOIME50rsUZ}xtMXO_Y+I+mhP z?BY$PQ$d+`4`%f0vVR7?1Bwgi#PZdidCk#Sl-=3Z$=|b0HP3zu?Fdt5M~!(SE}Xnk z9?igGQg-kZV`~>(^LccrGEek$tj{-c`MR2VuM9myqpU{O?jyk0Hub2*MnMFZ8h>lh zSy9JEYR2)KLB?<_+{!zb+=fbhKeN@H=0*Pks%3X8$FS`XS7qg%z{_thGAh6atXs2n z(Q9%A?S4pVEl_wYSid9Q9~Q>e6+g>twB_~~sUtrm;?*zU*Y)DF09l z3>7if`d3^3Z<4Q8tyOdWuS?Z-8bM&<4WmX4os78&n$c>$SOd)I^P9L^y_8Jat`ddzsUHBxw1t zhHeK<#s=@Q^0l|ue|`R(gRU(mJMnJiczD_6Y-}|WVPBC=>F8fOu{9uQigu3jH&CYS>Cvl=wX(&?^$x zd)=EKidcvjxSe8DysuyGfBqtl3wz@LfsMeMB$*m*8rB}PEKD`8UmDBgnqr80hEPGU zCg>hXv0Jn9w-5$DVg6G6uwZG_5Q|>0ocXg?7*t^$hWCI!{gEKZ8sHqiF^TjPdfIJg z3B#ug_8Jx&mx>uVL!+^|zdWu0PSC`nx?S zme@g#+PK^mLKpks6d|&H3Hg}SCP$2I(}6dwm3@B?UI#AD3s$Pqj@MmMI5&HXbk4cr zmAkW>wu-)Mv~qBW`TDBjl-OKqSR$%cC22W=7aer`E8tG|r!54bPahe@bmFwTwBMAz zpFX7*S5ljRV>0j8+s3(@waO1w*`dUMEt)IWOhK;+X|570Ou40%^pA8;t$Xp*HQmB? zp!n~LH#>*b*PFE)7nd;1c)FtB;!QWd&}n@ZUF8}U{&umO8hn0mkoM{o`gdPVRm{D- zC(PS#tjpl6wJGvVUT#)cn-1p+O`y;1aUFuqU}kbgbNwv;A6;9HKllJ1`&B-va1U_LwFyqw2#m0Bpn{omde>x0QoF6J^MF&&uVLB z893hqLRWlm!8Nuf>lAYBF zJ-7mbP>@|j2uSM^Kl}zI;6WmzXgtc+C&xCfcH{oLpF6{0egq41j~OvFSd*`VpD8n) zeZU?o&o-Ki)prRu8pSIj>f#cTIIq@62%#BP=YE@BD&WM5f0w54l#FAKg2%Dsgme6% z9>smJZVSJjs84Zp9+P@^a*z=aC7V{s` zw0j?>#!vLa7&dqay=w4x_AfCze<3-7hcG=g7?=WPVn2zZ37o4iQ?YKz?PK!n5X=2O zav9)3Wqb;A8sNKTv#HuUV|K(eXHchB{WihBhmiel;(CpGt#sIl#W9u6>+G1c_t?~H z2!qXv(^1vczRcQmr^Rd|*4gUIln*{Ajy70mGmr1jO1=CrgLys>8*2xHIz~TYC^LX4 zptA#c5(?x=`>%8LWKWGcn@*11BqYrGSzeOun1-v4h>mgP1y9dRQZmU%G z5yIv7%l?52C2|Pd-l=4p5h(XwX&P7j+p4|rriNcT+wtk{H#a|PXirWQD&`bl8eLA& z2JToLWx|LRR;jbm5^)Z1MQCQ+Z+7U6H?*6Apme#hcjo_qRYqEKd;4h3z%3ogi`A4_ z|NUmPLp_ii!HbHI+iVKuV5=0tnluddrIYdTIFDex7M4)*V1#{75bH+mb>nK2XRlUI z8fvwPn$l3}FcSExT)+#g7S@>R|GD*B&@N2(#-!>C(W_qM672X17ZUnaW*Y20mz>`A z0xQgs+Pj6^`8nIZs8HV<|DfPkud>)snspH6)`#bTAAuSU@TYkM^KFI8AXq$rgqdez zW4w6=PTE7_V8IubYN08=b(j8fC=-+fFHRiK)U!v62)~VGHB-w~w}8ERTMmgcx?QqNqQ+Y&|(g$MWO>={vf8M_YYe zCx2s)`yW1^Gb^d-nIc&$4ShO>NnACmul>&3$-|aQaAao1b;xV7?|*SdM~y^M*-%Sm z%yOr!AEQM0H%j;&UlOrtJEX=tov&Lc*)zOLo$3#?yguRwR-U(iK@4F*_*)$it1#a_n9*#$*NGuUIUET^&C9IvnT&D588N#D}l>%3& z>`zDSSI;jys^Rj7Q7f=yeXq85IVSd73oZ6_L?#36+TcsY`=~2@W*5t>x)2d6_LWG7 z4<3;=c!$APILE_BJl|%g=uy=WRzH^>o>AMB&lH3Bqcg2LY`bZ~j*vrr9#!MVTrOM1 zd~js*FZnU?H!(*4p&1j3wJdJ-^<9AC7rDKDz{=V;DRnN)X8Yxe{>|;^(GO+S(4Zk6 zYwE5TZXVN15ssT|@dBA}VU3@|s3ySLPav;y2zb@2BtoL@}WX;lr~h1rj;| z`*tlSh3`wgP=l?(zz025K{$-<|B*GJFqNN6OwQ5*9AeLuV4zN|s93tBV ziZeN6OKy(n#|Y@>N%ETe`g23J0PUL}6vW3~C+#;WnpaqXG0(h_ZL%-i*m4rX+9<#N zA8E|z`vy;6&h?CbMbZ|T+&z>4+z08Oujte9l+2Y}$n0atBNd0^7-3J@2kS4yBl``y zuyFc4S6;6u^=?)@sA2Z?Ef_kR6PQ*k0u2cxmsX#==x4Gnl`dZ`_Cc513zYP2noJGH zDCS4$ym4Nzy+fB4*I@75+}ADZhl3o%>D%)pwHa#>iOeXVtHj|n6@4Bf`>%|&xQj;h z3}pv5i>J=18EZDJgE}%Iw+4fg+~wjS+ngBpSr|T<4t;<_iR~}xA82KF$!~md0y;(J zP!@wtzCe$s2IHA~4a&8TWxJ@QGKf~$YrGAWpF>NsX!=bc&j%^HN1XkcpZJ+kM;wW9 zS1e0}HxEKg!sM&PM1-(zmTY%{ruKjG%CaAsrv+95}#UKR6-ZivQ-To-B#$E!wgkpKgGSHd>EdS0w(+1kTto9lE

        0uqw(36>`tD zv4KlI_X*SRnRCD;PhA?kNZPZ4Bbk|jWpg;}P16_R)j8h*r zY&p$QIaCZXB50X6aa^SMfR_ghZ@m&E|0Ox`=n@%&J`=b$zRiB#IluK*C#iB$7Wlu( zg;Yjhq>aQgi4@Jh$WjzzAU^z5$MvrwJ8S;IX;IHG8DTNJQ9xZly-}M#@FFd8(lDf0 zb-x9RMI#kQRqX+E#D2SJkgceOwB>Fe`74Kr(B?y}Oy1EBildr)^b%g=555-?+ZXB| zFD}vNwKTQe_i~#+5!LPU(k^)L$cFBI^u?>~B5p5-rnmR{#3CbTU)Vn{PMlhjGdYgY zo{+^1rY-3xaAH-ufBZ5rgTx^$DcZzywM*;1A)!JHFoyQxDNm%c!Qp?AYYF6_VG})1 z;txTDqrUi*KjY7)@b0~3)4R2+y}ZT57OB><#!8}){YKjm!jC9<4RsC2y?^K??iLY` z@H%HiA9y))(LYs^l>ng|i#t})(b_hzlcv2w1X~&Psiwa>E$olGCN$l7M@;JsEraG7 z%NM>vn49N5n`^{Ok~)8;xD=2%7HGN{bXf=SU(-iYlb#n#w72FhXa21jy}iAZzS%&o zpJkfu#oU3^OL3Np`0Af_%X0z7s+hh)goP8|1=~84txi{5xGOz1hi2i){7jxI7`GPNG-|paY)CN@k@S{K?%^9+RCZH)h3Z|f^in<+xLUD>$Le_ zxIrB`qB(aL@N)xW<10kU#=zQ8v5!2RLUy@9czW8_JGY^nlaM*%>&s!a55MD;Q=^lS zq$Qp}p>K{{q#Q%lzp9dmEh`xibu|E)>Z4r^Gr58049*G!SX$jgmkXnR`s5y|9IpOA4EkLG1-+tnWWn5o!di-*8pPVJNTPJ zTqebx373YZYo^nwgWw>7k@@!OBCSYvTakiGjZoYY3-19&9I?q!xiyv7M^XIF6NPjY zWw)FERt%k4k&N`V1|EJR^3VZ`L4hV-$eGC%EDs`6zd2)8@?HN6nkYfLle}+27|icS zno4YwW!30`{RMu?8uq-6cZ6nkko@O>qoKEYJhfzdscoN$LYGbkK*(I3NtN$=jlvI3 z5u3mqxJ^+U);9P&hWx4_IUTbc&I~tqSMNBGn2ajqUk?n&vqS035ge)sl62kOx(KI8 zu$H$BeqglKQOTgas1(h$ggo8`)z`xFk$qs*rsH=Kr~A0MROTh?$D5?2KMhl$oW|@? za6V>yxr3oG7UC^n4g^_&U(-lTe`$V~6BIK7E(<^vevN-k$L$5*I_$G}2oqX)UW?ci z4^aN$C$W5O5o*X$G+UBVR$E&Ew;u=ufXXT`JfHx6dPy;`n*n9jOSv$>h4&JYo)g+Z+z|Jy^07`S5j7dui1*p<)gRfKD9u@ z$BPqp#A?DDx_#&oiZoK0b@iUP8}o1e{;Ju&1R=*4Uvc|_C+#iU1%KdL_SMIiY=SV) zxkNIKI%W5ZyFtg_tXWMWPLw|f0cVyi0?=XW*?2z{`4AL70}`gzb|T2iNy)nlf5wQl zPA%p=W1cZrV{aT6pOSy84_vwt`5JY_b-w@V3tD2iXdrw^XN%~$1Di5gXaC%)WfE}_kWydVnFVt{-kiRqY7e>LbzTO zsX*p^{ZbZZLz0KBg+D{5~|}wN$m&FuA`>L_EuEiGWVFb>P0te|VrhXE}#O#$kms&{nk4 zD56y~n=9G#$FBpFp_{IJv&CD&c%+_u9z$o)%Cbs|gT(7X+k^7hcqO-dFEZSmgM&V8 zDg2FL&PfniN-*SVCE8yCymLeQWhbRVHy!cMAo`{LaU>uKy((pLjyLG{`GFAQv^nFK z%>nrW7n$Y_Pe;M-wQ*r}899hL)z1|=i>%mch!cN}yo#)t?eUBupqhH8Nk$1iPj#pb zmciMronpuv0ei=W-5jWofnIhmy9oldXI7g)@rvRk*0PUK)7$_K-O}0{F38xNSLtuJ z{Uv%9RfF{jWLVM`RPyI%t(B?dP5SC|kjP*9-W;|>*ahXMd-A)h%McjV!NS)-)y)?U zcmj~InluwdTP=|6$z$VHraWJBxfMWJg1tVIcw&5&nTC2iUbDneBbKx$Ey2P+@Cpe$ z7-|85?XPP>fAi)balL0=>&DC-`mNtZOqNgat4$vNsGm1iA-fjv?W#egu^Qd6!b^g3%8TfHcfU6$Z3=Rg>n0ZCBO{|yHT-hF9k-gwR{~m2b~k#5{H|N`O1sf0W`8@soUF#q^=>UumB36=Gqi-Ru^%*uH;qYieIsZ|HP}oo~9o|B_TY zM$ng|6Z@_j(Oyk;pI=V44*jc08*gqmrcS%|ZqF0{zQ+yx{VZVdA#L4Ks2bFt{^r1Y zV@ZPCpy9%l{MU&i&(z@V$L**Z{WDx9meN{t*02vb+pH~KSx&hE5S%4#|KoE2zu*Y-NDmF@RiBQ4X?VBYE=83W()FFrdeB z#iIvE{;+EfQoYOBSucr+%!JTxy6s<{BX*bgI%}qpHSs0(W!Ntg89ML6)an{KPwO8UrE}{4lE-ya;hlZaYMUxb~>le{1}$JIf7^? zds#cXt5Z6qgR1Mz=cp|z9~n{G{eQ+ss0Y(9AfN>oGy93tjiAdm!pZKHPQ4PEi6`oe zkh0nw9iG-LcNlv^;C1n5PtZL9bhkr4_zu0QC>QhzDp!z*BdATwu{`eDl!P*f zfZWI_TmO5h6Mk2WgFnP-XKh?>dCLYP*a<5Yl_v)HkHEdunb|vfZ_*5Szkq^6HY5hX z&CdAW^`+`$5J19#=S0)~ZHd)Qtvm0g_&uHp$q}mep}nSzYpCQ_n229x=UzWREy7-N z;rzn(JVpXvE_A-C)7F&qF?Zaav_Qs|)A|#qCuQ;U%4MG2o9%O-PmJ~Hqb#V{#V_WH z*Xe~Gy%@-lfYbc*YD-=ObjvbC^)w3Os^K2a`*)`>?m6uRt#?91yo2Kv4q|O8zhT{J z@BHAr^`N`gOt%mh{0i3y8WJBt*Z; z_*hIb)w1a~gYaSYhi%j3D)tSNnWdqj?pg+%!l2yciEeP2LBrX&Oc%l4NVY0a4_17W zwbI6n_84k6PojuG6u)2-I{TwheoEn{cckSL1l*OBwgLYgN+PCkY{Mq7q7M{DCB(vK z0b&7?K{^oQVTm$X#6v9LV=iC0iO+ox3FwE2w1#2eVFE*#J-WsJq3W%}>Hfq2@ol=h z879VbH#42n&D7L!aC8itZqq#*!2oa;{h0&-;Gd zk4V9m%xp^T0zU&G5{n-DbW7}7&?kS-xecvhKnhROH$pPa|CJe@9HhwVus`eaVu>U* z!&`H1jTg%!-oV~94y9W-m995pN;N8(PA@aGNr4Aav$!}{pblh*sJCg(BjZOhCMv75 z)qLIN-rw-?<)fO&PKs@9L0A``kWvrvEC4W* z!cQPZI-8bFnHZ|52WkdD6Sd~9BU>oYtCcXv{*Qrw@wB~&tIo2D^mGxjr?Ws6G_;o8 zg#?r)xQ?Geio}vjSI*VSzx|c1aRu66hxd2wqt5@foSz(hZ@>P2yEuABeLr}A(tdOt zA9x#v$J?_X{I_eRW6h@dVBd?#{iENnzuw0$9re&)AAblfw66XB{Ryb6n)T4eEB7Ue zmNK&_)h30spJ-t^vWg`X{SQYH2R`GC9vLA$v4`Q6_Y!Tm_?e`xL#Rw)VKSyCZ z;L_e%FwJa*QvVtojjq7Dbk!Az&PJ+OY#cKKLLdVi7Y1SxtZ!+SJzbGil>avy#=?HV zCb2MiPTeT&S&tX)gPYa*D&V=CK0rmHC`p#_V>XQkR!SXwH7Q8Z`YqZ#ibE3EPhVG& z*{*=jibYFjehvPtW;wl5+I!07R^8b{in-3O2q@ zz@DXczFXoj^(;z7i;UUF<+;=ZZFdiJY4d-FzqIYG80(C99>j-c_T5b~P*eOo+w}Z9 zvc7Bm2R_K$OcNMB@YM=gL6?pWXV(qmwR}NzwOf2rpthd?BhqdCZ0(*0OXYsyzw+VF1Vb`v0up=Mg znjX(-;Oct(=u2es4}we}parVI_3$c!C<|Ga5;oqwcQo$QTfI?XQgvP4#`^fIs{Rnr z5|yNXnV&cNyex4CMC;xozZ|BmRM2W|Hy+&Z`6s(Xz{<_%+BMW*2S-Q*=M}|vGf}<| z7J+3$1=$)3Lm|U zuy=aU8JL5oI!J!eB6h4vt4Tt!Jl7*?ofGa)uOzOQ1Q!y}juuGJ#niG`8 zV5Q;+jUzIzqi`A3i42d6b+IVuQ0%ZMb|Uyb>k{l#jM6_x+U1j$V)FykB1KSG7`4FE zI$Cve_JBG_Z8oy)UBc>lC*wIKPOOFzT)L>FMoO#$^NE?X`6&lS$~EoiA3kb~7^o8S zl?ozJtE?K?pz}hE2dbh*-aj(Zwhv|36K~mf-S8X3CD|r*V1c62!GoFTBP`0-VWVGo zDHI6NjIRoMu_4yfN|KO+DnL`uZLL)tj=zC_zvAICDTA%7xoWjP*qYxSq;Z}ALU?1* zK_<(|_@QWz-$B-sS)RHlZ)dKr8qeCMqLleo3$7?FN^d0JfKT(k`0vha0cq z?vtySG##JOE{^;yGSudqTkXkY(c>2*qAlryyB8giK-3CI)@J381m2ti?s}!p>BlFS z6h&N?Q+15PBa8>YXAaQ0{xip}gCZlDt&4j(v{V-L$4k@j0}_ZuX@BEFv(KhUH1K|d zDz)AG5e9A>37KR}j3fG6|31DtGPUg$k#s0&`o9()onITpG=G|_49N5;oKsh1fzgKH z!RMTsdN-gS+>6Q0;#%{o1x+7)p;s$ z6^OUbm)-~Kk2QtYxYQKQZzH6k#AJTqt&ZlH=%N3y;>ZWl7YhRk z9M5Wszfgz&EL4)vhXPLnD2?j%)vpeb^uGZ%-g}X2(CC!~e;dVo#sln@Pa+GkvLv7f zC|U!e5wGm08z4Zadj6=syNC@Z9{l(_;!1)dB%Gz7v1R6!eJmsckw4-#nJO>rXA%}W(ZjZd7B6SF3;zqXYK_w*#R8dM*cIiqiPt=p zMyd$aS8Ivm&Iwg@YeSe~m~kj?8)E__@wru(wHpyP`Rc zTKF4%i^92gVV5Rf;BSdIRXMXZY*Lw~ z;+mJ}0v<$haoC=%PlZLh2cy+yGS^7a%*GT8SaIL_oc`rr$^4$^1`QE>Qt2Vp89yx6 zoN8WczH1L8ruTww9-l9q(FnBCzv(6yAA9(u|6wmD=9Wk-$aZ7#nqY+o<8vq1C2d9) zap@-Z&kuj|A$a|!{E z0vG|bA^ASfd7cd@eqd0$Jpcw`Iy`)1q6Hwur-5F2G5-EC{`A4*t-j?K$L+cEy`U5* zTm8WA=W->=o9{B=t_Tm$)8d0xu9PSZv(GdCc#Z;%mAA81F_Inv zIc?3O*2gk(V3qTZv0ggP@xx>!drlPbq)elA4sh`ULL!5SS$srmM3rSB*9k)gcbPBy z%w6|BSOo2usMIVObo5j)?$Z^f698y=pRTuxk*Eh->dN2N0E!CqVT4l-U;btY=~|_AK$2g%!K5r@TL8LwWSiz@ych zs%Rl>!WU5tXDC#rP>&@8GYaUftVOZ#XlTD|?Qy)Sc`yN*S)iin+gCJ>r!_*P*Z^{u zMKs-O`(edp(B6JPfR^;~gck^Is~ANTn1hL>zXFAS;PFphsq;7@B!yndK#v@5L8hNh z7SN45j-Mh7o5oO7|DrDfIcs=Jk?3&;j zIl++(Oi5Xnzob83@O6d$V*XF28cTQD>FTyHiVdt%fcbE5UKE(Tlj#0Su(2&ZIQ{u5 zr->|~AwqE=D=ztRjG^zMTLu(bi{b-5Gj~I01>i(55iuxAx*-={kO|X5Vi+MqxTv5Q zl-(d=d@A_oADNWFt8ya15@nNmV6tY#S|wOv*l%VrC8{ z%Qm%T!LgNGOC#3&oHX^`R}l<+XnxIP4gxBgU7Oq!U%rnCSobmo?4zcJMHI6BY82B1 znjhU$u%RW3dg)Tl`J?8C|J0_}lUn$Xv^$e!2K})Q;+amAbGzPK&$`Gl zDg^IdKZmBpzQ%Z+2ZcNL`jBjb444TZ&{|$`c6$S?4^~-5hZ&LUaHQu9I?hJBq_R+)w44H!U>g%pd@SD3wD$uv%@kc++{sy6I8 zvjqSvv?fV~@Ds%jK}+Far?w8uu5DntlUyyxH)y3^iH=iF;$#=il?dAl%0y;4bsvv^V zv%+Z#Z}>CvI)JZK~;%hYt67her!=d;sjd& z2+n`8bq}il=EI!Lq&IEdSo)BVD)9OOiR|rIYtlj#wMTuz0xOF{nPE9v%PA+3y(dUf z+%)(AHmjuzkIiZcc2a;=|Eo_|0xup7RR^4@{Yd|C`*m*C_FmcxAgx?0MNYk(yI5JM z|Cd!^&lUkVLO{{8%wy)ob)iq`pRz9hpGXOp^uKV2BQU<$YD>ioG&9HDsP_hlQXMjF zwM9#Z*aW-wmeU>n(SaH3ugO}&73$YHJ=rAH@iO{@fl;?3tKTzmH7j1dsDz-dzZ!8^ zY&NYOF0HQR_mX=jdm!Yp1iJBY#)IUbX)yIo@Py=GMXKr{;{H}&Ru8&9q&u8)fa4`&UUcCbhQ}L@7B?dc`Fl|X;iFc;A4s{gn z*~}n~Cb>pEcOm@h)58RGzsB1olIFl>4VIj-jx;|T?K%;B)(KDI~j!1+&q=OAPi0!k6kbOFerdbS-*aJ{}peOUSb+InGaITHb zT25H|b4~^A98VB0dwE=!5k*ls+kJ+76t=@#4j~ZYH~V@+ed1eB^d1pedq298t#V#R zleE)@aQ@eWGQuT*pVxJBhrUFh-jqtP(po*c3Yy)m?Q#+Fnhyt`cR?(1ou~ByTG_`} z8vW$34I{o;-my%8%wP(2ceY>la6JjTl(_plDSkS{_waR_6nOIbo8EUt)<$4-?sMEj zcJa&n!S+Dvc34D#`#T@Rq_|diJmbggVc7oXDos=iE;%u9$ zzur84B{!BaQOltu9~HMJuga&DlUoIR{4>~XGb-SQkc{;mR3*Odn(IX{UX`K-l;Ar66CwTQgqUT*=zi>iATGn9@u>!MXZ_n?CHJHoB zk?9*J`#u}Ce$Kl$hbZB{O>coDRjG};6i_7AaV-1Y6T>-@_WpXcJ8y{o7x2oY{+hUc z5zQ|WK|}0iWbGQ275*TXfK>v=(zy6vK4la0f@b4zMi9Zf;F^2aJ4~o`SYLB|kXt3l&e$%uNw$X*&i_6kTV;etZL+C;4IHSCBMpf`mLb;rKjjw{FC@<99f4E2}eLzdE}qy(1y39fYMn349-?7+)>;#G8@ z;slP6iC)70@7@zhS>kr4+s)x&^9d+3t6_#CRR;FR;4%4ZcrKP;q@^*G{ujAy*we;k z+$ACi;tccLKgsGUVE43T@puk&v*Nix2Zu`7J-tAWn58k#(@B{T_iubv`U9Dr{7WDg z9`7Q0TR?GVapV)Nm*KtVJ)xd|?S%=c8(H(+(Q4nx_41TEnl;qbQ+LbL*{XCsjwd?- zD;sV-kgoevrQ3zjWC5M{@Y9Pk9QjQU1a3^&Ym5ebNW?vDvZVm~)suWuMM)s+yOgI5 zH7g1*02%n9)KQoI=E5$Nhe_d)EL0yzEq!b1QG)sKlA9tb~ z4{0og1tc33y#kh0y8T8?ikX61NK~|-3jXU7eS| z^X!S;fbNS$0cloSRRPaeBHKqtRhs{f<{C{6zddRbXr3XH%Owx3>B16kAYlKJjc zefj4xJS(6h^De6flwC0s6Q}i19=q5TzGQk)lW9VHjNz*u)D^dj?zmu{M|Gabi`vm( zx4Fu_{$n_3$SG6S>qtN@>X83jF2nu&kKxECiNW~W{&>a;(-!Xp=XV=a?@qH;7USy` zVN`VgPuKL|a}h_nPpSjh+Ch;f!eWiB3kri+FS(eGjVr|>1)ZoK6G@EYw;oC*dl^74 zfol_Uknrq%*goCxFt99FlAf$%4?88Kmu8zZz_#oG`!X$enmhxj(j@OTBf%>IR=LUe zhWjIY5VNxGFfC)hbjI1C!MZ_sv6U|a$k}}Q(4@Lpf$BMmfp*HFkVFjSa*x#yJ=$lo2*=$LGZyC#D2aK6q+F%spbtBfDbK2Isjg%4_9Xu5Ptjbk$o8pfDkzG2v;-EIFFVP1n z98zuo$hpx$%;z3hT^9LxdFmh-iHd{gDtuu-fL?KfuDuq6P!CEej} z(-ekPw`?!79!Q$xtcBt2_guJ|HpLGio^RHJ44}%OM|jvu3f{^;$~58rlBLX}dea z)j9@7$4rXESP~S4qu-|Twc85EA7+{^nrGl50f$Csd&FMMX7LaByD^F1n!Xk$U}B47 zsm3qPZm&s0)bMi1Z3--g*qK#0f$99K&}j;Jz|aD<>B{0XUJp|$3d71Gj6xK-s1=;#G;a^keRt_q419Ii%o7PZ6#pTA69TJ;H!au(}j z`XTEwCZ;FSHAFe0CN2~|=afo=BRNTC39HM8HI^f=0G%k3FC6k9rlj9i5r{{;fIc)W zPcA{$H(0Qj`q9H$2%tvxXdra+Q$~uhY}|qx4pn_)fb?co9L|MW{uWI%V2fo+zgwF8 z229Pxud-pG_5jo`+Q2;hp{Jj|L>vegR8z+Y10m>3tHti;%?mHCj5N0l~nB=q*_)Q9T= zfd|Uzg9ScV&e1L@nn>#% zu><@M0X>wk0V4jIPeZB2t|LXq=nLzV54|mO6!tIb@^U}_9?{1kb|LR~zJMfO%v;1Z zX*ti)XTkvO3mHKA0-`racnA-2dINeNVRDTPbT>e;ODF-mptSYZKO|r&Sm!y^Q-@lU z@}JF{E^T`)yYxsEVFIm-X+mQ?l1(ZVupFMA`fw@Ooij2wV@!{iO|8Q4L3{D|w=4Yr zFRByCB4cG9q?l=q@Wju$j>FGs&lT{7-b`T3^UOHrY=T$G| z7Q(7zKcfA7%l@gTXpog@7G4v4b$GJt-Kp!_&mJYUcS}N@vTs}WH(BD6G0^^a-Hhd2 zqyftTmM)ZVgAa>yvuOq$-uB#UCL-JE2~&?v4*5laZ)VeSA<6l_kHuGWT7Zmjd44Mj z9Gdfs6f(ZoHa5&NM(~$&2n*<$`!XsNB*{K@+`ERG=9I0@BPXnb&1U66D2?>j-a|$^ z|GRa{zFrkHy*8OjcCheCxrnJVT@BaL*L z4MVkV)!Lu$y0(w&K{iwsi+tNU;?++(teQnS;=y0CjGzd%xJCC?%+%XYVS z&3=Cf8l6)NsopjVR7%Ocr8|Z?AOqbjuS|{=hbz0{kTu@cJtHTC04mZ9Vgs0h3wY`?le z7&_r)d~fzqbA{lKmk8g^r*Zx&Heph}g>K{*7R9hgtoL1Z3@Mc7}FFvDO)P$mjQBvLRf(2(G5ApNcXAwf@E7+^yDxY7A z#O>K~zDv${#Z838k1ZX_WAoLl9ZJ;rCg8|g5!u;+Cyvn<`hK-&p!N+!>rJm+@wf(f zHf8e3m3@&?9ec%4?Ga4xwM4ho>zf;ErkGeV5M+sM;b^uO%A*zG*r~HcRG0vm>L;Jy zT3Yr!S5@enR(-4{$o-u&ezPULxwF*s`Lk9h=y_wC;0~rX@~DHgYa}6)viRWap!01% z`otTNi_ONPNm4B-R@;qy;SI!_^o{F_!)!Z$hLKB`zEP_!g=ZCWnS;fw&abQmqlW(A zsy*(jW75oPXdExn^*HSx`c?Kg@amuF9d}16p)qF2m>o24`NpF2O>6te2^rVc_Rj9B zoPhL+a|RO?SC20vv9ZztpQ3OHVlJ0bLQxSP($s~nj=LlSl5MI^Cy8DaCM`J?L_2IdXg(`)HhUgSgtl=e!F zo>wW!K`hhmVLW$qUlL#&+e22XR~j0KHVMSOuA2LA=kWz<}pqueyHF5Kmg zNPPZtt|TsWCTOPw)+|t!A>U%=#!*s!O&O@%>sjUc@9Z8$>iN#)acCEc4|4Y8!Zs5gnZIMYd5@x$k z6hacYV&vd^Tffq(A0eBYReT)E=5~AB3~@Y{c@am@V_$}`PF%2ds=pQOat|L?oUatp!+g3qJx<#TqcT0YS({>HXVvjcC)U7>{E!Xfjs0D>I(H9}SX zw!yy|Vr-J`;b~={-J|@RQ5jn#u#(T(mfX#$u(KJ@4?B;Mt7O_VD{YkD{)VSs2+i@l zbIER6LQ&_Zjnr467!f{G24&)v#zr|W@+6iVq5(K<)dWUEW@BFmET}(8jO#_gRSqK6 zXG1-UMeTWJvsNdS*Zl3l-r((b=Qfke)9X@s<}?<~yzZK~qMp!P_{VD{Q7T$b)k*%f zYYc=(W&aSfItgTn{$f6Wlb5PTN=+Bq$zst;miQu;2}N5stGFbmPikqF`&qzyMm3D2 zfp6>~=B;EW*ZWW>r@zIbi9!blW9Rui2$8f&ZL@$+z2WFD@q40#b?x2;Ftdptbg^W1 z-j2$CI}rIKhpJ6U(#0bL9B_%f;j)+?Cb%QCnxs1&mkKnie8woMB_eQh{_6hllvJi=Gl&iHabQ=(k?^5d#b3VmT$RjVx3QGsnn4*xc|I& zPJVbe(+UQI+pK@C_8ttgty;!9-D3WOd+%R4&oCWk?H-2l-5I5&eP&yz4HnCGic?VQ;?#Y`TiLSGCLSWib5g`0D8BF^6!%-wtXEHpl3qNBH$n z@9KF5EvEbuF7=RUk{+6&lVz<$>93;EERL*P`V;=u==ih5W@}2hNZOMmlGNiL2q)t`Ds0x!YO)awT{7x!r5Vn%t3CQMMIcgwEZ+n~P z{I`|HEUnGs?xK;ymU0IwU880v%uVBxNCkEN#u*~zS%L~Em`kRB*JD^yE z9-WP_y>15UwQOGC*(q5=BhP9M8qJI!{ez$L)z$U%kR<$f?N6!uMz&BYxXTIT*XO*6 z3+MXNya^VDf3KJQ(bMJgdR1w#twL=F#TovYEsX9bk!3j@{Ir-0Y61^qwCl~LbaG{j z#OhY>ds+KT5;V5xmI%V0vuR0K$sDC>hSIMgd-bR)3@fPXL6^Ze9+7(ei&``Swj6pp z<`MmGvG~qyYpzYY(#prPIb?@*{{K$8aIP(4IC|Q)oTMVJqVWVTpT9Y26xJ`j{6E#D z@A2zkEGa1cS(2xqhhq$^vB5 zOIj)!LtomcGgr-XWR-aYzl)%Y0W|`x$dafiGuG^-Py}cTiDZzuvK@{(9CBm-mD4#l z?H+X&%Rkli2!QvN#Y#RpEISt#)6UJHHf?PpiaC%| z8Rm|yh%okML$T&J5Pvo0e&vR3!&Bm5)mXrMsYWca_yM>J+Q6YhQ%OjHY^UK^@Wqx9}BcQHdr*TrC z%|dg_q?3g<2@4GO<(LKk);8jmd3c#l$(vYYbH!B7;6!K-b1Q53c2{@?=Gx&GGwWhF zFC9{oKNo1D!2zXdx9sqq?kVh}Q;i^eOD#za3BrY7NM{o=VJe^>I9_)b7o!|3y-9HZCpP<( ziKFq;-`9dAk!7ApTh*D1Z&nr=BeX`;^~pn`EV2n9p=oC)uhn#CF|?eZxDi@sv-yWV zjg0^6hO@lq1*(oiKA7ntGD<|S8Qfk&^i;cxKT@1hxY1DED+{K6eq6@CWTBe<;w2$- zb1xyBI4mB8#~065q@3AjtP%;`$r-z$ZGPka(u)ge3%K$|L08ZlT}M6(!1CtK8Ab|q zcgu&v_aq!yPul)S^YYQq>cS@;P*c)T2vNw_RipdTNO8g^WwS1rxX_JwDs zzhejN`mh`w}jh>Y8ODCS3-{nN+O{7%}pX$?= zW~e<$<;GbR*5zlzebXcwKU5?tP^DGs9^{{3qzpl3PR+Aa0XH)Q_ETp%qaltB4qBF) zmi-Mh*!f}g=}$%(qIBkMJ*jnR+kRgmM%_8258Rt-_S&_Rm@}gEc%m|#Bh$3ar|V_I zZ5dMpL79+4$N_E;c#wXS4gU+FJ77UeuodBL1br(Qfda($w?^_CrX_KnmnHQ7aZ9r? z*a@kyc2B)Gfj^Z=aoVY+2tSB_ zdN$Sk%Z?g0!QZar06P;y8;6lL`X>yZuwd*Ra~Td>V}+5HZYB!2Ez0)){WSnK*W-37;N*0DlieQ2mWYWR57njq%8f*jAec0WGb(RSB=+Jxo}e$IL;aXw zR6O}GALGwkFF!YP<|v+b%*yTosx)jH$#b=(u%K}?QcMM=1s!`-&8FrqisTVlKg*L9 z>~-Wm!mn^^ayAn`1U;wn&?uaVyjy84==`_$Q+=I(vCbxbyLk=cZYskP!l)IX7tsVQ z{quNDMxPo>S_7gJ>S(i%)KrhJzkO>KJjIE>3d<@Y!0rT;cTzr1Wcj0j_WjfOG7k2R zfMYY6>KPpGyBX3qZK8d~7xRv1R{Zi~Ox37nCFV8G)O^00F}AOlgK_svec_?dND~uV z3}&A^-rz*#*G*+K%tN$y=fT6vReg#w2bNyclq6Y)E6b9eS1i--?#~79|EQ#i#2qL< z=K54}TILnE(zd5)v*$!#A3xWm;)kCl|BaY&?sLyUBd-+0>VlBaasFoi?;7d!qvy1x z$3N$GWK367YdjHWI5AgdJyjVc%6YP}J&Sn7!lcMyZt-D}6`WH$;jB=p&N@bYvfag5 za`D9PP(ujY!_}}QdfmkAX>#X~%obj;YTv)>N%a*d9 zsQh~~4~`dFglxkj+#PjHwk8AI>W2Hsh0J*Z(xsIg8$+o!QdnPr-cU|@5?HPduc|}Bkc6%J03&k;_>vGF2~3F%<&7} zRW4h7*~wVmf80k@Z9!na8{;L27B*;K<4lBv=Zkpj13y@wBfNiv4`v`n_S9D8KMJW$Vy? zeX6a0=J=JG=9i_iVd=H7{onJ#BWKWC1JgJA)yo*akq4Y^^?Ph!C7rZ)*0Cxz9-yfe zmNG{1tu4X5GuSXn7mer}_3M2{@CBi@$65VveXIyMd6l8%AQB_kM(XeJhOM ztAx{bPnnr)9>0M8({HA=&=0h%aNlP5Kp)1d+_U~oP(+ehj=hg3#}-8f?#`5OOgLV<6&F6Q7{edbNfJU_4mJLK@Lqm1?c& z?KO{CdF$lrmjjB2WGuCH$a^}y+7k6;ZX6=Ho`l9=)%34E8zMBh^3zGfzZnHk-bg7M z9EQj2^x{7$i5m*TLRMx=ENx`Bc(WDuByozEmi7;};qrM^0i7zbQYHo=-xGTk3sla$ zWIeqjnn-G^GJM0oyDULa+&!l(63RYnR|ST0Vq3Ug?VJG&TI1 z0HNRPh_@bdXujyq6XZqj*|RTp7qOj2nW56Nc4MaknpkNm)nRT%>IVNZ0m24u{SC4D zdFE+z$Bfo;GSI8J_*rTE7B)mVL~PqQxQ8hySjUc0$lrR`X*=Ge4owo{n#%vED?t4{ z#JYv9FJ_$i0o9PCA$16ijIdzb@NTFI*@)_cN&0UF1X?f36}Zx2+tk0WnL|FC!M-&n zO534ga*iT0%A5XN@~Cj&aZy>q`RWr6xGhR{wcI%Ve?w`J85l~J85-wP>);QMh_~P| zBg9f}SD%3>1`-{MNqI!I zzY9c?lFV)vd?8rz32a5nD=51N?f3V5o}ja89v_@t6djfwXSE0BEOQs?*4gVgCQdc< z-)$YfLF<=;3C;N3b}TTPTHrsQ%3(KM)0U#y!DRX*k*qsH$Rzp9J9TP8jzQ)%?=PXK z+WFrZiYTM0I=~b_fa(t2I7)oNp+&=0=XPeNSa~h|D-0pT%2c-dm0`jAR%6_rgwA>P zQ%-sH1V+r!P?fNRuC(-WW$5~|E;KQjf7iXJLNnKl%Gw?r)GGKznNX=hD#nJ?&6+eD z0A`LdSocxn;s=F>WwjS&TCFLtmcLzGMO`cRck4+2iD=|Z;Eh}eh=C}n@(C|(53S7+ z;?Ji3sM`FJ+O14gwP3kbYl&=6`iVm+WhARwZ-)FVKe_B5=eS??NVFRcnQ>+@3G^^B zyPp~h$_j4Rb5Z@b{{zJ)vqU{#T4enx7rpp~_QJedsWL6Rt|ZCCk({}ajz!IV&0CE_ zpd3oTEFU4zVaB^nh=Aiy9OdszTX)}BVV!jnOQ{>$=^bq(mss&c4GNPtYf=UzyR=KZ zpJX=cAS5kkP)wPd!8W`q)WrlI16Q&5!k89B31aq(0zBeKcyL1BY@8!4dL3 zBXU!BbRBT7L%9ua6ORtqh_{v1kDX%7$qc03*w_xqk#C^{4K&!N*EwoZWKJ1{JHHE| z$Pm4mn|EGygIs~@?4O_s)N65?F!u5xq00efGDIqJTXyAwr zA;d<-f}`O7Z)*$;=42Mw{-TyxScjF1I4U-WXUzhMrT%XXnozzd4kW>~$T>p#{d5Wwm-akAL-YR4*5kWQmfa13GnGHoTd*8zF~Fc7NgR}7_M_lRR2RV<}W%|HB{F3%E+k0t53Bl>)B#LB-Bnl@kP2eAdDr1Hv{K?cvq zPR=+DZRe8-LEH4XtHaAAQ+yv>3E21NB38PH}q6AxfSAQcXaeRy#$+g(@*zW zKh{j@qH0AkyqMR*fBu4KA(rDiy*hCm@z5cwoh0XW4;vN^sWHh+^W%WzRS`YT z6ReG7Vgm==hUzilD!RXhv8w-d{erC zL~SkU2V>sw^nGKE_-#8%dfQpY^e_ByS;n5hebQ=>T;E)+guf_@WSOAX=c4j&v`#Qn z2Vvqew~Ze@MW48{(9e#PInr7JOg(6Hu85Qj`S+y{X|fr`^M&CYOciG7Yk%BR@Mio% zG3SF>Eb55Hj;(e{+;DKL1diFYPT4)fc1O}S0}-ctoa+5hQhSi$dkthCxC zqgGaKoAGxlH5d@AnP`p(?`$z$Ojn2o4Czc4toPprv|qp_{+-e(j&(-NhQWSHqgrd3 zQx74t^Gg&$a9in^Rg(?PsN`CcHR=i?xuqtp3%96QBeIG`va`wwXbHvYoTV_?8QvT9 zSc-Bof66LvTwHic>Wa#S*24Vn&u4!Qgfb}S72V2_b zt^Dx62zaL&?mQn=KW58qe{ZEEc*8v6Rs2hBhI5Y-V!FZqj*#Go@c+h2{2H2OH_6OQ zHXq)(T=72#@`59Xt3EEyPYukTAmUJy2%8=mOp6?kjf2rg1#e&IMwz8sdpzCfUMUe) zMVNr6U#zPeeUR59iTDX?%ww6o_xm&`9CR@x3wOWY&-au&T7M@?{C3Clmx%Qdrl6n2 z%tFl$?uN{j=~4}>%<^JCilbORio>|VK->dLb92bYx8Yd`$_zvB;o zGa%i?x5;(Wl_5Lh#QVnL@bXt7o6n0-YpHfrx2Nkm6yZCv$G2L+^#_OeMK?Wuac{H# zf-Y_cW#`LY@=GqohPv_XT}wV=+wi(iYY<9uqvpQLd9C2$sKKm@`F9P=47!+7%UP8c z=f}ZyPo3GFPZbVJGu%UC`r?O-d_O4ZUoIiiuJm7vn11Q53D?5c&+C3I@~JSmH>p#p z+e)MK2!Th`)X|Zk7t9h}tHnI|F62K*n#O8yR{=u+F^m5VLV?RjqCS6vT$sx+3^UdwVpb8PLhg=@Alk)|I zOO0XsIsJURDJY%%NLBpXGZvsVgGGqM%jzF;x4@ z`8hA-m^M@yBptFHz0x!dzf{pOi~qqDkFf)fC+ zYjLkX!nTD4uo5LdhFZLXNg69oyqjP`FHu9H(CC9-Pjsm4MXH{El{cR7=Jx<;ALWk zT7K3G2HeJ8ylw6G4e@33!edPK|31O5>9=i4!qsDQLspPvl?nc;@yyk{Wi|_uPG0ZB zY*w_rbB@Rhio9PxCA&=8GcI6L{tumc%u?Vp_Vfw(%bT4o5*-!2hZTKG(W}-be;7L( zpJl@qhaokz>#>oiUBbglEs`FdQGplptyb~FZqYaZK@(2>yfYV)!4@^cEILE@go{eJ zq50Qo%JxG%s$PQ%CHbvZuFNNmqqweczvUQzCPtYai@idOKB7xhAZ# z;ke(Xk8n$R8iJA7=F8_(lLao);olC;_!Cd<0NG4Y!5Vv66->kCQSly$0AzMzGayJDzy9ZHrys4r&SQ-H_qG z=JvMX;aEw{l8>RE$7R|D0&Iy61ZBFDU1H-!4!2h#Q~$bBK>M6V}`YXibqJ>_oIHV+Ygt z?jxgsW^pq!G3BV>O=Z0qY^wF>4KYZMh<%iC%^a&izAb0p#w)UqjNBpWjpBNZNAvhpoCwuk}81U925ZOX#D&t zPhBt=rJZD?!OAig==3Gd+xay81=+jZMPe=Vbsd_YN&@ou+aifgkn7&-kCd4+^6py- ztQLuuZ-beXlTKY&WA=>GzkQCQA1HDIAq8UJ~5< z+OK8T+imCb<(K0vt?|w`!!;4wG8#rCY=P}?d`064974z9;hgpBe_Xv~Sd?MgwJi!tcXx+$gCGdfDUFm2-8dj2rP7V0Ff<5A zcXtaibax5TC0*Z%_jAAR^L{_&kJ~nL&3PTiTKih(Q;6@5Zb~7kV0H9r3l;rGbX&C! z5!fL+PekFku8yM}l?3lLW#kWV!}l@s7iymC9brNR+sVex5M~6La5+U=Cw0N+KEeqf z4Hf7%w=qpCsb+d`bFh)0C*49hxm3JvsU=w8lAR1nK)J@Tlq%Stb+4gTaG|_EQcTxf zExr~3qASc+!_zX`{$%1iR804Udc)#YnY{e)BA$HQm?y?kOf34 zB=NoU`~QeN>uTTYHNHcx=;!Bq4*c|XyhRTkJ*Y%+j(sC>$`6W3B4l9{M5XzlMNOX2 zZ+n(Dy-rEv#G`<3XQAk8$O_7utg;y&r#!zP*hyB7MaQ&)4whzms_8d#3mfND@qwCn zvJy+R!S3YX!emUkf>v%t#>jqnL(kREg#8kz)0)&2fl z?Z+LTxw`$?m_js+yCch?-&3Jfd2H39HP2}LtUlG3Y{L>KCRAR1t>2LjfsXz%-RJF1 zq~^Zn(RYrZ+}BO)`%}OQbV)8A43CJxXC!Qj>TuL%I?B6ej+TDh|A%6_>C?FMe1X!c z8uys}Fx!7?yW|keaTOme6NihY4N^R-a(C8nON~;vHGb(3lHO3MC=+djGqkcjsHi5y zM};C}hArw}?yrU%-&ZH*k9}XRpL~ml#ZBHzB3m7qob0{W zvP2{Ixau(toVqPFYL>s-E^ZEH~=QbsbQ^4jX zJ6-tKL^op%_Q1G->&;Io$B5#07UgE({~Iz&kx*!V@I08NrcMGcen8S~lq**ca|%!J zXjSQS%Px}8#+Wf8-+Uf==Tq00(@hvMTJJX~G19Sy`GQW=7KQcUpi|2d>Jc70QH%)L zJlD{>kJ!<925Iuq8b@54SBltz<(~*8EYB$KC~hnOrImHQHF;059>bx-y0%qQrV$HbOP2aEG;AJP_ErdFKar6qGsP4oXE zc2*oC)!#M^qQp}qQ(SitPY>s*$z9ySDrHfXKf-|5t% z65QQzb(bS5{A%hGaAGElsygn(&*5u5x#DqLm}`$-u0PxNw~adl07L7c=-)ubKz^;z z`j>)#0w?WGJ4FMv`t@i!L{w^`l6$-XbkiGkIiEwKEkZNb5`tRx-ORe6KR=;2lIq0R zQf{JrdRKP$0!RI;K66x2WDqn?7KM$k$sl+dE7p6EInADQR6d3PlUF2ckc(DH+M#dP zqI7BI_^q9XCPf%uGU_yI#T=znk3=``QON?N1L&JOsh?H84x`~G;Ij#^vek%sNOYt( zw_0@BaY;1wep2DTxqM~|-avd~{NM5mVwG89t7|awPsqczX4ml@qKEn=BD$&hpa%E* zr{+F;zg$~(!4uwk6k*#dprg7i;DqaiFLwX$;auIy{?pc;-B3@#kVdlb3@g;1s(zO8 z1C{9WjXQc`0(p&`%ipSO6vR(ntbThY4Wl3|{pjZT3Y*oAg$HEQwZ1><#i36MW)F@T zK*4A`91@-7Ba@ROK%`T9>od(?LU$r#ocMjFFnejc>7rJ!#I7qfZW4X%?<=338A1m` zmBYD_>SIrFuQnT|S2ksAU&bxoub=x|P^XubfE%*Ro>H(yul6=}BJlTiIMa7Bw^t*| z7pUn$&$a(=-*T<_dAozTK>1Ycp_U1O|ZQSbuel$4h zw@o)R8&cvP7C$a&>NEbBFv6-FzDR-MP&k)LPnxvrnhQHhacG3rdr}YbD2=8o)z%M? z)ms9nG|Q#=!x)F(Db)I6&PgI!sIL>zTAF+|)T#X1Uc42{!0^Wymc}e-laept7-zbG zXQRRbu<=s6k8UqVoHnO77~AH~8@*PxX#r|VAwHP3fFyV9X(le0m|t(uw?FgllQjyp z8y;DA`peew<*8P$q|(-^F2_%st{W*%hm_34!>BjRE1T)>j0?6OtQXQIxy-J_co5nDhT zbXnUZC==7=1hNr@lDD)*Vf5IuF_iGK)+%X1NcEA zqloKQHc?9#J^Z3`Cb|0+;|0SQCRyC(330wT+5!0mTiL0p`Nn7x9}tJia+YuG;zQ|3 zq;k*os*#YB&Nqicsk!&f!q|y=38iGEk{fD_%e7{T!zlcy)#vAqcx4;q>7r56m=J&M zWqf^dpdxNkuuq6P#4wBAO4yznVfR&nV)up-K~Z79=9#G7vw)gUo(oLjQ^>LSvc97o zbw_C351NB#2omRH>--A5gF5mVSr;<6LV&zh9NNjHP_Z#t z_c|%ykxiO%XJ!4;*~h&}!hCfr_CFswQH~PX(cyK?FO7lv$a?l=?wp*JC>|kTf$@wo ztP}ad>Tx%pnQhUBAoT3G0$Xr=N@vzr3L9fTNab7t<>jt~`sQH^)5TKOHjzm!?x#2C z52CL_;uMdpbg?FhP6W8;EKR?_@>1R6)3M}Aa9KDs)}ni*!yw|?KHXj%sLPVb>N$S` zlKlGZA}qT5s8qzf9bmKOeeei`X6DSTS<%`zy-@^UnyNe7=N|ItX}tbbQVhUZ=cDCs zX~`m0Zv=3$A}KK=uZs+l9LcA3?KJI(VOg7tzQ^EHyI-}HC8|>0X4J)}iXZy)pQW@x zC}iwsb{&k8DGk)=vy-EInt#!Hv^t-8aP;GgA5LqW`e=blkHsE)3}FOcW8-f+|J)5d ztBi_XlFm3heuAlv1R1a2der^{0j7GkSyIM|?hg4rSu4S4&ebU}d5OU%vcKD;l7d4m zCI&CrUlAYlnAO*$EZ1h!0Ho0lPYNZ3r|OM~`!*S*_v$V=zHpULi7q{9~=&rlaWh*nDb_37&Bbj@MVdOmtUyft=5y@dF4$RRx62@${dT zVhk6j(Qr#RW>V6H>*VH1dWu?3zn)iamK}WwT0@;RCO;k=Oa!7;FtLnv3ze(3rWmhb z>U(Y$-(Gej!!1Nrv+I957qr*Nhe3^t@6^wh;QWnF%vx8UbgGM^J>~-kzAe}CDet8k z9(XOKB>7ayc|5!E%}_8TWzcA8f|lKK7gp zHR$E~49i{jRN8BW_GbI^WHRp(b^%PK$6G=2KDP)rhepZZSyjQ##{bM1J|HGG50nL` zWXBe#S#*u1MM+DfJ~d@^>uwqG)i9k6r)R0Xdp3q(AO=R4o;z;7Xw+ygiO|o&mTgj^hT+1yi3>|B2ayvzA3bk+LIT>%EK=gQJ zTY;eVB|gc9*vDeqK;enxs+{}>DXV-s2Az$aCMSnbaWBW)>65?x_4&K=T1T9b2QjbRb4M%AymMdpq{u!445X0S zzvUK{n1E`rp|)}kxk?G#iNUqL?)L88M!MIQ`U;AF)M)3umD3?OWCH*=LOe#%qf0VU z&fa%jxN$BmzgtJms)7$Mh;3|3Mjg_{JJ-Ni zqt!QV&V1%JIhU3)_GG*A7dIzGl<>i|gHO*}*Lj0+)$L7i2jaGZLtv#f4D!_$y;1p| z0`jEX;gu)i+O<{RNlZu>S<>j->Yv9RRWwEuEeprctASx-!#i}ryw`f@c=9u|0vbWc z{i)!)G-7w5!S=lU*#SXOQGHy-&@<}(C|f$#4Sv?a5c1FIRqm%yhffE89Z5>{zy}gV zc6L;FbUj7a5c3LZY4{oL^RqLRX3o#bS8?wGC;9d(@7RR*`IogjizVCZCRa}~7DQ(Z zw|7p!=v!~Bt+^aB5;mW7`*}^gH>5r$a+J$LK>Wm?9p+ z5dfOy$vVG35qA%9ymb#~Z7EL*!)bMLNo&3D-%5Fw4hrsy>p@n;78`;R`v=He@fb{w z7_^cTme>s7&V@WfUL|kOUwQEu8c}G+lzFUg{=FwJtXAZ|AB);h<^4eEfr8V^vp^^Y z9MHmV-c$C3HZdeKJzIFu9 z^@Q(zwnOH|Yd-Bnq(Q77B)F4Wz7y01QqYyL_6BQ*ljl2#L*T`wd9hfkjM8)KL&X<=fT2$1# zP&EDB#%;Mh#ut)eg3^wr$WEv~S9Jb_jr}ZD1CdSnV@hfPVAzy~T(NN&EgorGD>Ed| z{JG$cWB@d9N@~e*d?A`te!oV0VE^A7%N>p|_Nes6nl?+0f#d&1I8Hmg`Gx<5HyEFq zW)$(pUnFP$o6_*P)ZP>{nyyPNPcAfN{B6Bm?e4%sR_(yOkcU*2_9|ogoQ*0$aFb>A z7((gQs)D%HU?%c?CWXHCdop_7b&ICNdB`kQb&bzID88DA?jjih=-NZ{VD4;YJE$&_ zpQWObeQ-$A+QVXrag{r_aNK}QT;ZaxlY=#N`PH+4Y=?Eryh5cZ^1F+LYSGz=N>F1_ zkcgqqW4$&`G$zl-p!x)q|+4-BvNrgJ4HDA+Dhj$>}| zbdDY5VpMBfuiKM-0R8pt4qJUr+3s)MzJaT3#a2bG>Q`oN9F3aW0;!Y@Sc|vUPkGQ| zZ}eEM-qtq@3*}}op?Hpj7(iv1w*}PksdE1BoF?D7ec5dR;n33*J;5@H4lo=7sBe_P zX7MQpUtiwyFyv#(963EHY!~yEK}~o&;LTM({_W(83bk=31a|9IK_^gYeiH$X{{DLM z^_7|=&qhB)KalAbSSTs!`A5c;qJ5beH%%iM$|{&EMoxM~ zL=1iD;r^yFb(2vUCi*GAF7^Q7OX(Wu@0rCWbCe4)ao>%I5W^UfqSM74omVqIFYLnC zMtXB@cO_xMs4dGnkWlme`^pU8a{;&7r_YSCJx7jA@BUmp7x7UlG>Lw$90x<58R53B zC$tyeaQjr2LKFg?yIU^vuga!FlZJrZFI}2l1xIPe{JzvS6jO|D@$Ob+ZW>obS<6Y- zxB!1j$5YsmYNgJ1F&4j+us!?m7mrajm_4X;L{T6-Z>Ha#gZ1s%9*u1?b}#PCa-OwO zV2DXISr)%$uR(9<4ZNjU*w~V|eE9J5?O+91A&Px|YHnZ)HsnRslJ-hFrHcv1i)4Ep zE5$zK7jF|at?@Ybg@JGyEs_m>FdLGty*$3cG>Ce(zC!ST-A|i0f2HhqsI4%5*{7?f zCU4A9IXvzu7L<2mxT!I3xgU&BHWJg?ZE=C-%1m%D=cY&SMuWL%P zG59TRp2@1|=@z*gWqZ9r93mRdi4JujCcus#FuPCW?7f53y>Q#9JEq+|NoEPj%=TUo zxe&f`EZ;wJP;377`JKlR{(bGnvm)1^I`vqa=)9~H>piFar#+_coS^Jr=u?f&JTq>gL{IrGWEdw)8PUz(PlgdH_F^^&c=@mAA% zBbgD>2@1=uF42n4CB=02M$m9&l;&e%RMV}G3)5S<+WCLI&iU?3@`B75EPyo3^P{euxO9zYytOx*peUDhL$P`uiHG zv(I^RhG*#-W{Z;tE6)$>sVpY_j6 zl%s6`csUYyi7@^CX5M7;us996<94i*Bc-@hPk!(t&cP=b>f1q0_#DcPvYKc_yb14% zy@3;w`U*h`9m(Izo}UB4@+ACkF&U$Kf>~n7!ucYKtRv)C)NlgaLfp(2d)2}kbFDLv zHT5$ycXej;Tu6wVj$P!$Z&+GL{wF}RN3d1gFGaor^ z?^F6=*!3P;pv%?;@g&pLcN9C>>dY2(eGJE{DzS;_36Lr3G8Sss~DMw19!$CHB>3H@1Ky>$U zb`^VNkqlnWVTV#Ymogf(24o^zZstWxysNU4Efq;i;5%+LQEv;|6>1ZAU<{$XQ#yuW zL2ub^pt_6bjDeD}D9^Hu_N}b`I?OR~2$AFTqE1y`Sc9 zvxbMsc6J?>7KTNj9R2wpY5JyJBv)`>mW6+6HNJA}TFSvZHNR_3@)G||R+onF@cZ|d z2tCbZp(@l~ag=vq`?h1wDpD7iQB^QeZJ>bJ!Od;4dBQae^i5DC3i#Esh(}ViC;Ij- zv!yD>kIUF4Vr&{Z{Z+n_TMc1dlht@q;LAi~9hADF#2Su%w5=REt)_e!;@xYyo#yhk zb>FV3XM#(Kc&pW1*!CT+ANFwgxX_63m*}?=oZ8fJj8HiJ=N=&oWNT$?4K55@8iwa8 zBt0nkqhMa8ma$eY7>LoDlG6RIFoqSg;A;}ID*vU%ti>pkU%~`6^nP7Y>@mwn@M->X0Ocn5~)@Ln;0Io^+yl<-rW8mcKpnA z5OktX47M}0` zD=@lyCVme<^-xu4(!*z(xyyE10iRNwyLMUByNKI;$5n-6V@utiZ_l5(xrNuwl_TR; zmk#nf1vXaxc81iX-NRcN-sDl`R^1{`#Q^=^+0^ta_!}S-R`o=uQQm)Vb75nHm<&II z3=F=h94~m|%nsTj7&LB}7ntfC>j=MA@G1!j+Lq5?9d-J5PtrS%rP*I(1%gnpt@Bq- zk>GK})@>vd7o8YpIQ-NnbFF?BrM`N`vYE`-JWDJGgDR$j?=hGjL4qFA?&5GpyYE2g zT-{tRW}LfEpm#Ry01Yg#9izY}^V!A3T{~7c9;?CskC1;20L#Hi>dh5itssfG^{Ku; zRNeVFJOvU1LRe1hw&AT2u$_LPZu5JgF>PA^j8#4Vkmr0#-s(C#4<8SRhpa*y>m$~n zr%;)p{r?72vv~gnQ$HFHIhz%&^rG2GR)fKPq$;(Gz6t8>4}6FZHT~^ZyvFe%%@k_Ups-MF zjYSKnsTgLS#qT3}Uzy?h=WgzoA6QjqagmLLMYL4B=oB2vnJ(vvEn2HUqyY=-8+4_aCV#63>g02I|J#Gs|;Fc>_a6B9mj&2X+c#C>5V$#30t7oU&ME0P)JUk zIG+lSo%>~}r%B$o2Sh-gPAwltvq0YS3PsqX`GB8WZc7jcL>4Y@1iXZx>6)wVu{Nn={Sk z%22}a@p4zQ#XE;@ zO2!9?Il9q6RGieU#m!2qG04q!F5iT5`e}*DDV9|nbY7Z<< z7GRkpKc+PwB6wvYY30{i)@y_ndqMsoNoB;F8QCnlEJ`U;#l;9i?0kuZBBJy1Oeq#U zw@`~64)B4oO(^5*2nNrb{z9-%Dvci1Gzh!@&7^uVw^aW+*0$>r@K48g-aqeGtn4DtYwGwtqJv=Q8D~m zBN@^dc7N+w>T^80rCyN`e4&}>m9p&7->paEpRqqPZqP@~ zH=>%|I-@0f+&niYx{G-E0(=f2Mh(BWNKfK9jSUj%T#);PPTEOkVS_nENTz8RmJb7Y z;w{YB5dVM#rZ2%Wu+E=!+6Sgebcstz*UivV@t@_|Pj2O+w-J9mpY;D=KfO&txjySF zk!V)Zl9XM7kIW*6`%;Zn6t#xoI5TPuB$O{^Se*kBipi;m#gS7XQaKrZ@6O&i1Y&b!ge29WW@5ze0r_3I zI*j!=ZqYoOPPR#CVqlV@ghRmnWPebD4BcIm{5&AL2BV$WQ_+CC^p^Y3Zl}8}5v@v-5gQ{O!7Q1beV-TNk4wNb!U)g_|G)9ZSZH&&T z;hNx+Mcp9f(7zp~7a=bfLlIJsp%1;^7;;<&2^oK>s8XUE=HE*<-57V*@2=lc?jv40 zb-J_hX!%kl;Ya2K_7>aoCIXafgNzbw^a;2|_0>0{ue4?tKl3$vLzMpQjv@cEJ2I

        u=cnR$7EWV>Qy!w0<9zCTxwnN{W6@i z+NiP$gvlHPvX5ROCSI`UJ6Srv^2Gif!Ct)5tpP{zyvru7(f9j$QpvwvlG>Pm+DWYc z*`7=m4TD}@L0s*o`x%+nRR=y$21=+hxitt9;=U{3(ZkB9V$3k@cV5!Th_D?$3K#jg zaP}EAc0+)3{WAEBJ>5zU4?dsrOTAJOG_Mp?ESay?b7z&r<*v*$U32mD^71n%vtY1{ zB>pK9ngI2zg_bo*%+d?hQ2V64T9&xC>e!5^;tIqvHmiwgX(b!!vEaQj=eXI6zpT2X zzgFAo`3;g%G5zs`Tfv8GfXM-;U*a5`Bq1&6f(e6NZThfwYZ3q zl0bJkj(32RySW9ZDOO!I_wxNQ)slH36?H@^Nhja$pz~R_d)YC~n=3^{FaRI_Ur_J` zxVu|9k@-p@Mvyj^O=g$b?k^}BdVK})Ro`VT>a%-y4UsGuZ}A<2V0Q=|>PZq$VfFST zn3(kQsRh1%7EP-%k=ZSq17Ge28Su?gZQyG0wSSS8!{93vu*@qc`tZbJ8#8s;xc%Ex zfZJ0!V7yA+BiGg(pRFT#_tuIq(h|&koy<9J%Yh5Q!9?dC`JIR!^g5;d$T+9(DwKxC zSk^GX1O7E8(7WsT#zB2tEVI!F{-6W=TnnfDbn%N{XNpVuI~y)7=fh5a5I)V4`hChe zl~4p~Bo1A%833%gZ-=RSKvsVH!?b<`>+KezL4N}8xz0C@;!qMf^w^MfUyb4i5k^Bp z3k)tF-EzV#lRSeNuM7A^UZ0%bk6Gr`&!Hqa)*=7H=VKTj8%iWT2Z8ANfsu)7smzPB zP{X3`l^H^iDf@z>DNj?jUZQUoXQK%s#_jnQIm0hDZ5%Rx%UtZ{yp0@ds80Z}L+aGQ zhe*SB-Q{oX@SRij?cC90tA;BeS-OkITTgL(5^=+G^fm3|;g!Z@9unw}6KcJEg&5>V zL+H`JFcOpf@%G8=`!KQMGbf9j)O!*6)uvkszB1v=d$T+^XzEt&6T^J`-*b*qdSO0p zRMaY&binWIE858!-ex%6RH3G|&n2GXb)Zylsz(k!9)AePx`5G^is5E`#muWd&iCDI z2h!v<4d^8JgVZ>*n1Jtfb;H+se2E6aRy^V1o%hrVl~M@Uk`To&bV!}M_1@KFiJ85- z+Re4$+5CT>#Bwe7vH*W3!YCMjJ+kUC9hd$=09d}a@kLsiAyq>z7j0|#a37T^)E7fq z_BJ!`_aQ&(32WFxs%d{)(I}&K>6OoN3Xs#VwSSoS4Y3sBrVkCIM_^SJ<~83ge59p= z+hyZ4gRX7C#WQv2Zu&9#e9EIM#H1*|7PpHJIp?AGVd?(R$YGXe+8H@(yr`0j@#arE zCNON1z1LKlr$3yu4=E%#izDOFGB`1TWVgW|>vID|QT_iAYDmEInHYNa&~Mbf9h^e! zVJzR5H^g@d{w8!pwUizhbe|=()k4TnF6~ga22U;a>AIYGk-#?sYo>-|Lhkskp#8^Z zpTU~Gs`=k+BXDTX59}ToYHEeL7fV7Fkj8n+ia2JVX59=43hEBgQma#=#~N0*@M+b7 zdIT9xGi=gll`z)h)hKqPgh%3|7ZAybnt_H$NKiKIrg~>Gb=R{@BKm>x)J}GPUV%9* zJoRGGdlxAB#Fa77kF7+(#>Biv+|cD~0?j1oqe~ig3%l{VxRi!)RloJk=&>|0}c=lu9GsQfs=Z$FAWumP8lw6_;kY z_k0!v91Ie9IU+on-k+H?$t@i2dTY#miv2l?7yC0-iST~}Tz1M@>Rq)!-m1~A{C2wQbH zm(M)=DOB3%k=MbQKr{6qMLQ$RRWe&$SuptH-Uj1+DV3;ku?Ql@+8X*}-5tzJ!B0@X zQX~D0|5LJZ$T&GO3@i4rf`v(>pqP#!DYg5O4R{1mD_XF^c4S zut|64;8zFiu`|=}%Wb~-_&u5K=ALy2=X9KnH$qm^+p+KfC{Oivv_Ee|L<(cOCb848WedOG|8opH7YQbj_><j_ApkV2VzvW9A6 z<4wEywo?j+o^iugQ*eHeT&hYS;(SEFR|*ev;FXOy7p>w{f>45V;&{5g&XZL6Pr{1nlOnFdLE4NJerRTad#lpWF3SB`N-B1wWUu7Mwu>mK~$pOi3k;S|2$(UVaEg=1y834 zf$K@j#o>+h0^x=B^;10xeNe%)vMuS?dSSePjEtqbDM!62%X08?cN8mzu679vSHOcN zPmiGOuPv2pc%eZ7A3vGUGbn8Jh3nu7r67?u1Dlxb$*1B1 z8}|_MCuIry+P)@f+AcONSyK8qI+^fWF2Ze`v$pFxkv*jPgfR3G6)Z{$FO2 zFCkGR(2eoR$)9DnyOi%(66Wue95XE@;t5wqEM^$ElMaz&f#>J;YIe6f)ARSPf|4ux z1(%pgb`538#drLw0s&B5MJ%&MgAQ9!`B{^Gi1le>mu~4^%g}O0^8?sm>!|10m646N#PnJ5 z*e_azYX|@#sCiEp#H$s1j`%(VjYLDyj7e8X-A_jc$}u#O*f)Dwz)zlrI#?a1^^65k z!8S`MXH{=t;^hko1FLJF?{)FgZR|CoHP>nz*rt&QmWmdnJuiVPK<&&K;w;wSmX5@Q zY^vQL7NV}}+mv5edCq+$tk$Dt+4Kfun4$-?nXCnD|Cb+Js#}VOZ`geMwjuB6sw zoL8kEgxcMIKPverO3@#V(aJ@uzjw{;*KeCiy8TqDN?Vuq-tWGTG@r7%3NZm&^i#jk z&TI{vsC)AB?gXl=xSp6?`J{CRBSu5xIV^czOQ1EZ?maUEU4O<>y2gQWO9qQ88kYJG zJpp7-p4ZT;1mG-Lp3?R5obQczii_Br=(c{cB-8Kc&^6U$>Ao)X_SrJ$?K+%=?@9LF z?7MR7L`n!Wap^mw#NZbXTvK4+E3lNa;q|pFuue{U)!~8Igf8CMsATHSj-d(CA`S<% z+*d)`$-1PcSo!`lm&eKJs6oWgJJ=f5l74p$wOGduyc}$>Iz*(GWd{=Ejvod&h6ISE zu;k-&O~_&jxc%}<`1%NZ;$VTbi!Mp!{!p1oys0?r4v?HRBCg~Q1~2OG{T)&G3bqA= zuR1dLT<`1;nYelRhBE3%nqZqh=W{%48@Lt{sQ+JZEKMA7sg zB!jflF$`SZNBJ6o-1U$Eb_}9FPf^AuOe*3o8)UHwoU1Xi;wpK&ZIbhH3mI*UWIql$ z{Y`5d=MTyIvR^Wl9tE5#Dqu%b8r%iuH8V}BXTJacUNf!gg0 z=#^C6aBKnZZIvi*!o{5QzXUnU>VtlFga{*JvUU)|&|ij%mdNa8FTSrHMF)jY_;gh) zEfHmtSi!ia1YX#7ETDhihVv(qV-UX`pd0^Snm&z&8ja2FI(OsLw<#O{gkUFMgaqyw z>pw0=Qj5VYG}J*?^tIKm=PD-i4~Wzd3;J9zveJY_{GKQaDXP-kNi2B>8rC);sxE%4XkR*1{15&1-u(?3C? zEhf0RsYosr)Z-8Gio=Il74ZFjBF|q*__D)azmBsqdAL8vg&rsil0xD&~L6Z}EA*3S88;a1pbhd>Eo#dK8rvm}S!~&tFdbSg} zt5AD2D1CafP_y_`{&0!p{C0Y^hqh5fC=4w{hD*93?*7R0*G>N>hZ6Ek=zn%-kWLoS z_cJ*3u`U?|mCx#wy$<{BW|&NGN1y|@bXue=%H)5zRG9qVm$B;Mk%FxDb>T~pYD_4w z1^2r*6dt?#;*_GAO2ezIG39Q$<1G#d0l|A0hsg& zaGX-%$8%!j;u zH)bbCr-UJ{X}sF+Km8I*56=PzhkvRcZ9>BCXus2b(i7ryN0dzYjcD6n9#+4_f0=Z` zTXh?Js=~G9s!^VlR&cl-Kw|V#yc0Avsu~P?&aY0yuGZ~|hrTv@cwLC9c*P;IM9t3+ z5G>_XJ& zOxr=%AHP^eLF2RX6sUR~(D7w{y1C}s(CS}97}4?SvF&PB9<*{nQK3L@&cJeL7wcn| zFQj(-*DDg=kHR{^v$;=FOso11UtKc ziXAPWb=od;?gUr55Lrj(vH0i9?0nE!7ZA`bYqE!RXG5am7G&xtXEFi=Iy%8n5C&JE zQq{sP`_GV?uT zUR3agpB-V9Z(3r2Z>{ld!<|+XHYEX&D`4ND!S2QKm5+;|aG>A@2yWJe@fp4nfNK6Gox4<15 zcof8}ZNtk#u`8xcT#4_jE!)XPs`0v57@$L-Xjj2PIDP6Y`AP+v@R>w@pH_z`wx@r~BV2ar`WBs{8V=vcPCuG{D3SNM0lqk=|hDZQsRE((A zwH>C(a1RZqBbzOJgSw;I%O*0Qhi?oIgRJ?hnH`m#HEmNI&luN39gjjFR5B46@3g>; z&NhB>dUUt}klh8~_8d32=`%XqoF96=Ivf%c(RgPQOD*N{ao>fq?XW8@1ToZNj`#kN zA>AmnE^)&<^izN3sUpP`nD@f|=|*%$Vl;q~PXtK~78=I3=v>-e@E)A*J^V-Hg- zp8vwH#t0LWkC=O~90<_F_#L~fmRcJ@_!+@!?Q^CK|I2}KQ&>kt1j55#iPDpwg`$+) z|83^?IXN#KLo?afb};g~G;Z#7yt{LG1OO1+^hP1Y!qu|1Uc?zsV#qjlN{KLAbrW5l zfJ@CTmxA^GYAJpNv%)70X{$g2*uhDq3oNa(e#WG`Hpy3`Fag`EZjzG^awt@#<^79CUWBO)%@6N8V7w;}0`=|%rZ_pzRZ+i=*4^q*gn>VR!YEJ@^tswJYHKT@ z_jd3o(%}Tdjkbb6T%+cxn%Mi{AG9o}KdKGh(I2u+t^XUb-gb%&3b{sI&n<^DL7P3w zc-h#}G#>ms&XdVz3UZV*+s%?&NZcX#htKAz`Q6D-ifQ@p@-^A-3a0wB2Ok;p^P@r3 ztqprDHVt9>TbOK`x`mA~~Z*CUR;ywF#}Z0O13tggTMwa?Uy!pKf7Wq%h)S(vZypf<@J~IRyID2`mP={S^UhjRfG{R zMWOvcdPr~_q75YnLMEy~R3ecXH0KcYZ70#`#o26Z?;}Px*Gy+46)-3w$>u| z72+4@@=OfJ9tIq@ra&o=n)QQ})D7{L)3RYGxUQiv41bxKvY%hmXao3k!ofa}{5tjr#uR zwx(^(Z6cRS#IFs2-*P-6Iv{zCxOOFT)g1T=dd9Kfod8 zmUU!rlT(AJ!*pKq?g1ckdN;@pL$X8HoV!kd`Sq-r!NFL87O@n{`J7nk!Yt@e1x;MX zC_0LXzWaKD%cuJK|547=NPAJ5Rh*R5%_{z6`~PS18hRlXiJ9088341mlDeI60~T2e zU{C+`4tR9BOPY<7^?EohBBBwj{V@kX9zu5;`Xhh z_1ytu*<|g(Fq#R+fTnZWXp!7@Nw<^dPmoK*eAisl7Eu2J94j#K))r_+HVpr8yPJe# zP({XuLc0Q1@B%=ifUE0?+TR1-(w4hd6RsRh9q2m-O$X;w4ZW}*$Xp8TkIUHpU__-a zOeFSPt*>ug0c}bFpG0(Uvd|}z#WPPVOfKuQs)M(%$LE(zWSg*(VZh0G}M2-3=COS zS8(>u>D8QI49D$Ma}E*;(w^7=rA;7gbd*FG`Eu{yapmQ8q=x%FW&QG&-r*1^*_il< z-gP7C*og4S1+U>@=OU$Di~Rt}SHyX85Q7de-5nf8MjJ1_6yb(?Qdtyayl%g<&s++; z(J73>rnDjmPJCAR{LNezALlHI^SVO%18MkZ`R_oU^!H+oDrfj*SCWYX)lj;_@vUdG z={J#=hQH|aTb*sgm{p)`A@R~47#(qLlxG(kOseJDW#zM!Qf%aF<08JpZ^nO2KfX&A zZ&H@^(3#Q!zOjSxTwGiAD%;p5?2QyoznfM)(12qpa1n9lkZ_o~Gj z9}UwDm9kk($8Bae2v1ZgQaktDdEqGWa!(>|VwPUbX8U78TuN#_#l?&eI@8K7lS?Rv zuVpo(&Vvm#M4KjHDH^gfA>ZYkeWzJ~uZQ+xfh&p)d;vN94=gi)u_bL2^BWP>6uvU! znhWV?o0vnhHuhhR9Xhp8C*rq9>|ZDN&jiX&)C9+T5L~fQRaSYT26KYu25##5Z>{v! zuIhqs@ubYyY^#3e`Hn2|ZEyJ^e|1Log)%WK=&G=M8?bFBBV=WxDXTS4pIiDCQ4RKB zMt=x`wxovKy?0d-=}bIWSlk$ot5xN58*VYuw>$1JG*!=v+v1MmgVr#79c@Yn6$GFr z4ZBO8GM*KIhRN`85VWHhjxa@-EETc}|1BV2aAIVW@_f=0SUA9UtWH5o?Lu6GP9~+D zZMJrez3%H!jJqISm7jf_J`Uf4^82c)d(};W;N_WsIx={_tI)sHU!F9a^^RQ;n>qvn z-sVC)W(i-YTTVo(11xv9izQu%w;Sj*DpF=-Y2d<*_w4cor~b=IW&wo-wku4G7XAHQ zdI{#cw)`+YendHiJ{!*EN+OF3DkFWdGa>J@4s@LjGWSSo%v1k~BcZp)c!kM>ER^9*R`ipp3t%JVXbiBHcTSdnifa2&?xoNWw! zB@@4xeQ1>M-D;j1q!k`GbImkv>b>r)7UtD5FW)Mk!~mBW@SI`Eb~$GLhC)kvEX2F8 z@CfxA@t)M!GnzhyNES(gDrE2hQixlWY*Ah;=GkBZN?1Sn3CF+$+J6qL^_4%_zW?XI zD#1+jgQbb{^|i-)=~xp<)5h~W9|fCO%RCBJdWzDn>}`};DWe*x_bBp*&@251J$>D4M) z+kWc;ZC*kz>rM1P|Gxbmq>D>Mf~BA&6|Evm2tu4!#d{tD_tBMWI?K=~lB=6V$$v3< zgjT^S)b#)MWGP8$-L4I#tpUB@0BmGSosh4Ow-8znT$>5bj zZO1yOChz4>Ej(6Bb+64dG-G>_11AwN8S3iK?%~` zAl)e4f^yAm(z$gob@ z$B2xfVuDV_3`4-^G%BTzDrJ(@>Kb9qC+zv1{&GgN1 zFZJBYJ79YOq&Q=pFBoE;cp%}T*WB^?wFTV|Ou?Kkm+zSOy*krbzr^XT(un&{*R2`0 z5OR9O?vEw6QK@KWRrYQk>8Q~@2;}1_8Qr1s_ zV7BWpLQETgsW|V@dE@wXQ%WZ!{Z%>4L zh9;u#5O&P7>=rGeD&wSf*Z;H$Wt6|N&(#9@-0y}&DKx(91yhV3;JNVgvs@Xid<}hx zQ&6sl`nUWm`{Ede6KS))QN7IWM4|!0_O~Wpx3@ei^^4mX!Ng+(GEohPRvX7&&V}v& zhM1n8)g;T`<6_W1LzxBZH*uC2vG!{7$N`Z5%}LCV)Pe3XnpLJ4*`Hd zWTFhPX#r9vn!*6iO)ghu?>vH_lrXehaOuC(BPi8kHYSQns0*Kb_Aq4t#K@FJK1OL1 znO|rEKr8^Whc1hm2z_42%`>5n)ai61Al3MMpn=ZkHm>08I`_S(LF2X`=X>cKi^x=~ z4jBGLQBhFAw|2L_%qeL%lTWmI1KLxhtw7tSMdE59ktUAalsy#+x8capX{D%e@D)e46GB zxhdiO=3!r|t8(b#L;?31J(Ef9kRTXyj~f)d-d5zYL+if!PEN_zAn3?ct{}aa8|_5- zcB^~*@!ilxpNr7K4z&hhxCbr$#odmOYo5LE5vAWyG@|r9I5fj`JOf14FyQpdi9BP2vwY+67APtBRB79JhQ`Cv2|%;so*Qkf*CZg8{f zVp`QdI-4Jy)HpNG;bb#B*gh!X!TCP(HiyzxyKpWxi~@8D4?fl^^hP6LuZH!o-6#%N zw{IWs-T;US)NFRPkk@YqXTO1Lqz2}{xGfGqX;Z48dO}xi3}bTlDU|93Lp2*ZWZW16 zh_de)yylD>JzR5vD>CfEh4QLGZdCpLM5Y3S=u0b>+|E&rGnunv~{Q%n< z$Z#op^!}_I@|+7@51jNU9J5Af)JrQwf95VgyMk20z`LFvw=}b=Y1GI?xj%$$YSlko zja!n0^xr}PK*v;JmGVQ2LdL?iD< zzf4wjiAl80kT8au7>HZ#O-N)AIqw~qrTrN>$Tws_e*wU2E;D7Zs+#9rH{|3Jh!%a; zvbXYnfgtMguC$`{YPZ>cZKPJAv#KIblvF8!y@s=&Rf=X`UAyH+N|3+Onk4L@y=}e= z;PWO}J8F%hj43ks^B!~^Dwmlg=V)X*tg0P_nV(>Wq{TBWK6hXbmh`xp=V8-RGo zP#a!fo@Q1;BrNmW?QSCReKRToVb?JbPXcxsUdmlQlvVhdUK+azI~jZWw-J3DC)B_qn0ZCXhmpe zPWrXA=>f^}soBUG(CQ3R@n-8{idjF`Fg~rX@>qGS=qLjq|aiy%GzIIdC>_$b7_5W4ONI&tv(H@Iy9>IGyeb}$PQ`?YWvd)DZqDg zPYI-{4FifRSc#Ntn2u|LX%mL~O<_9>)89QNPnH5o&OuemQC~S=xlTUFq3+Q|7 zstSv4dcCdFi6tE27{F=UfZtXr7x*@XX%-3cNlYBMbnmujx(>HTC&Nz3IbzJR3*icJ ziy+U2}=OquDl6e!n#yrXp)zMw#Hh_nyo% zO1pO~!HSA!XW$f$t(=ZdF2i;txV^Z=2a5w!wY6{Z1dB%J90?Al-LlRB^b%JAz3WZ; z%MRhdP!Ci{e4`bcHrK0ae^X3$G&;NrvG3~vh9w^ggwC^#->@YYv1@xP^T|wY@)%hY zzbI5vNnidB(RXu*c|I<;b9Bs6h^HrrS|em>SMN=|7jwWEdCEO4nf@PTtvldgK`VMM zY_k%nID?$;d!fLi9FMUg*TuU}Uw!XZ2-+T(o8E4Kwm(&!#as*^fUQ0q>yF5(--15J zsSoJsYVcC^LkA)uI?3^0U<+gZ62Gu{$F4iLB$Jd%Qj4Xb^i#RzR;4< z#O#o6(RVWlwZH-ICn+Uh;^CSW^Uq!FNm!7iEZ8%RjHvCwQdb!NS_h4Vz+Nc=y|*Mg ze4^*ZikBTtl~)MuQs@UKz)%+gICUCy}q5dWjIzuP(X`Lxe7=8NVzVb<>NX zVC+GQR4%$2$NGw5o1o0$@P~LHS6C?*B@U6r(oAEgkvv6O3$3do4@%A!oNz2(d_)$6 zcDlq#L<^g6w&LuKVX1J`JR^gR*J1!`pzf!lYh3Z(>q#_rDKoUH>FBW^JZCX+j;w(l z!@`oO``$Z+AR4H;wzsK}54%lIw^cnQlEO>tN9awQo0wzi4HYTKPw{Xm8i*YBG5j?f zUZ6!o|2u=-=b!*T&)We+FPW-dOT?^M+U9@eO8(3sRWM135$wDvl^ds4ObyKMbwom* zX>5;qN8!rY^DrbE*bpQ!Mnbat%}UgT1VLlvN=kWHr*nArVE$FzF}T+v;?(iZfk64s z!Ns6OV!4KzNIhQ38u^``hUFP}|LJa<8dNO3mFv%mQuvTiv$2HK<}g5ht};!&n-4E8 z{}VV~0FCrU@uQGz2wSh7RS7~tbB!y8bCxq^Huu* zuGz;b{NBcQm90|`kZZw=Kk({(r2Vy@8syM9d7sJBp`qx=M34Y!7NZ+JX|5g8zIL&< zkpf5{<*633|9GAKkB8;k&%3w#Sw4Fr>qkOwyq5mErdHnkMo<#>Mfxw=?ns8azT$oI zjrPr8mJY=jzB zAXusrnOZUn({O)wV}38!2PVX+FnzT}3_@Ej@y~TzjH=e7Ers)IIgYta-{AEZi7y#! zQuD7Y4hEA3+&<3y)S!Iu5L%1PhH6rn5o%JOaV)TjL2)MaM&t*Lmm8qh0fsm~RLRcbpuchje2m}z^X*tcB?Z@@y>+OG6w%<}r0)Y1F$qVT=B_yt zR8Xb(WjGrCQ@BZdk74=@gy7S4%U~8k)YZ1h?ICM_-v+`beHo(;O;mY;+blM83njWQ!BdJulk5yhyB$oBDu&;|2aFrYQwP_--fdV?<#iU=5 z@MZ%1iKu3$eGTEC4T<{N-0gw)LDZE_aAIa?&_8UOpoe0pF8YVOAETGD`nJWH+?%tsmh^LrRgVFM09=Q#i1TfqpA%qSwL zRp%<8wgOhYBXYDwi{}Fqxn#mfa6maDJ3vK)aUI99)+9oJaVTSC2Mrb#On%(LR&wd| zj>MWdsmXg=FJYvl(PUP%_dsfS?i32X2pEMjjFnF|;6D!d9zDQj9NHUR8Lsm$@6LHM z2`n{ZXvKW-paWDlD;YKfs-VINjD(j$t%VgJ+ZU7s?U=CLNzu%-ng5UF?B%CaRhl}x zBjk;TD3TufXte~Ti3Meq^dcVX%TKm;DBMEIgK2!g5(`jvYf0C&0ABVo^e9^4#^(xh z@%{b|BwOhgsurr&cZNe(WSnKLnqvJJ?-=A4G(=c+fu*I9cJf}-UZWh7V`qr60M6@T z$9B#1RLH)fGUCSWEjmjEvp5DwvNm;!!$|Yo9jsXjrvQ^Y(ahKks!{j>vtt8RRVKAR zh*d2eze$a$L1su?pKW9m`uxs{ z-F-ksiuL=%fgfLB#TR1{UMd>B(^jCr;I$AgHGh~<;QOCEy!fV`&ma@fKBjkYZ)W%y z0#fiSa$({+>OVg$V1jf~IZVA9R-DsaBO`k^-6Q!DQO`b}w3XSw$tMlBPtt{jBN&!@-Hvf403 za!dS)nQWt{Sz^|~*{O8J*O0Qe*l4EgKv_8PJK{CfAx`zzD1Us2hBb$|8wzFxY|eGy zE!S{ZXF~%oGLYDanZH`q15b#_l7%UOdr4uPVYWeMzYx@!J7BJ&l)7%7s}^B&3=3L= zG!J0&@jSk%SHT60brk}>yN<5)+CqMVki3jUhj0e1WoGwuHyp48qYOTwej$YjAjF`@ z$We~V)s`@L{Tdw@B0N0Qz=HHM%C4oQBiO2CnJAQz8pNgl=mWrO2~2o^UWA?&8{ZC1 zH!M`c#n^K;)l|Lr!GhmBZL(%N_7r6zn!{zhmXv3o_nu#$~J+ z)a=Q}f_;_ZkjtknIG=4yU%z}J(fOjqFXmLlfar-hd@;@6+qv8)83IfjM`sYCLtIIF zL1{h{3|&CxIY&olZw66oqjayFCQb8jN!ylW14);xNSoRWOK#d*IF&gHKC5UH+g1U! z;s6##YJ2k?W#J4=sL0C#EfUa(*Zla$-$p8ag7Tdsbw6z!6KpN(c#BBLoAx$i{1Jx0 zzXOy>pm4eA_ne)z=rH2rx>%sYMW} zoP!?A>rUTo0`TDo-^O8$#tcmnEp)<+a<+h>4Ub<&jr*G@4nWw4selYQ!3xRZ2jp`a zo76O=?tDO)Z1y=DxTPa$#r%?&=Hx!=$bM*ufn!jyHD1Kc z9rBvkrZl~wg5Zp@sTBjC&8pc<|Vj0fR!b% zAImg<^wiz)5dL83%*%Y{juE*QhXb%?=fGtn(Cg2_AfnlJzLiwJOhM|$)h?yIoNQHB zeNvmYeMujC*I*F1Dgxo7cKfU4K-%0>U*cs?5Acz}#w5nhTbje$tSu2P0_nQAbxi?M z@=xfuz0`2hg14O)bIG)@pv`cyls+o{t+O=0L&z|vtl}iQXZTOtJjQ;Cud2NUQsJ(% ze44pOnIViW(dI=QK!*i=O+ILBDotjF7j`-_V|}UfhS^|GmyXz2uBWx--{zFXQZ!l; zhcP8EY(}H~Q1Pn=w1V?07@CX5u^C@AfbR_BFc3IT|9H4=AWAvh`JDr5Z?E)gwzuM^ z+5#?6e;}IOy~{6^rQ6GW)?Xbw{g(vK)0 zH=7cXdrcI8XVqo-yPi6B1tS*pWAyBOzg}mRA7;-ti+cWNcf3CG2ld!9HSsO${f+a0{_4jnJ zdw8fze6nk%oiCNym_ZKo(f;Sy&@13O5aFFWqSqNh4Q;~kP=#d08D-D}%Dg!+tYa?$Q}2I6NZ z3n5PJ_XjoIa9}=9)WKsH%{<;Ro6_Xh7WUUIdz<##6c2K)2CHyn5+V$%CR|+He7Ey; zsN7ocOAg^#xsyr9zP0MIa$1Z zcvPtEZ$k<}@iIWc06z$=G>>IBIcCMNuT)6LEVvH^1MGkK@a@XJ1XHPcyo=1C6;FR$ zeHyKEuV-7@IxLkM(fe1UrV?Dib7k`NDf}+lJ~kzclfOyPlqmFu>!MV+i&c6zmq19C zx=YO``SZE8j?5p9kekD9P31UAEX8#Da$+Iw5mN{!rUyaXsH&rakP3q0f>8SZH zBVD%)!rkeyF55=b*Wm`~)jALwqs9LCLY@$iPp?`?Urb*xFw~b^z;+D1KPFujpFlH}@J`$(_RCEQG&f?;w1L~AZ|!V*+P9L( zq(FWMwqsu7^$%US4#!+Zy_E0z;{NCNWh}!R;`6yB$udh8UYt5kzDJ{al7PbP z8Pl|E;|k87(%dOpeVK`2+Kz@9a_w&mN;kp&KV{ z$-b?wV&cl!S^Z%WXbhZ-=)xt*C2sBxmM&eR6nmuU%xtQcY{6>ZZKU!gyhy;0idW#@ zhoW&EtouC%v8+-JMJPfv?ZoC1H>Wh-<1*;!S)Ars5dsgilFbil7kCT}Znc{-vz%WA zSE7_HslX(RVo`{4#`A3C6A=@yj;0;{ELW*ildavnZz1RG$5_iUyXyOh&y91-)rYN| z+Lu+-XDGe@kt0NYo|VHn1|ol~Eoj7PsFyK_mBJenN4h45g${zWWf znaXwjZ3jxhzFt1T`T3=(B!jF=qT;sOFwgtJ+Kzy3kKk_cZzprN7lr$`sBe4EiPE~o zKay{JTfP)&n<;C02pxZw1DjO(>E=Hb;ME%Y4)Y;Z3yxpr^tF?LiHM?^W_=$`F9i50C_cxxeMvE4x-C#xA>Im14V@mJTq zwUN**=WwTvFDTsx+*?dh=bCfQaPJihFh(nA8#yzLb=G=hY>(fbwQ|Xwcb@P^o@g*y zyVN%>7#UXipJ;je{nUe>fL6-nt$n^CqK6HJR)%A}!=o4-WR1y zJ4()Gkg7Db=&!=>PdCLhIX-`p!JVh&#I4Ej;$65V*Z5^ErHmlj&@`e-I122n2*P(P zzc4#CC3`$3-UzJp<{p2vq38tefrr5ud()Dk$YGpf0gh_Dk*RJiws*W;a&@>lt#J+M z#I5OApUH2n ziXU}E1zib1*M!s2@(S^*GYijRtV6b-4T{p4aY!)2Uxp37n-S`-Ri2#QEYZ%+Xq9lj z?hrj%=XxQWtziYHqfI!3ofkgHfXvLq;bz`A#5WQNy_)1$aj=bmFBs6#vTQykxI_E2 zWcAj45j<%U_0~M-mDi~`nM=?`%Dy$jh#Q(!`9vWLeyquko2AS})6wJTbRK3kEXIWH zTO!FI2%h$_V~>(cViDqiF5a=ohm>Fk&NP1G^2>Mo+Kke3~%Lx`u+0&ZEAJ z2UkRzk?ss{rRlPcw<}9-X;!so_33DJo5lx1b2F{~sG8}qPv-;0^^HOGIrVRTI2)9e zlOw+IoGsViIeA)c8*EyAJoff|`i1HpqW^rUKiYQ9e-d?a4^9Z(60*$LapWdMC8g4A za$oc>&Ivc0c;VW_+c;y1=|h(cLY9UItcZj8=}VkxlG%nP^uQaBWwih_EFGlC{536a z>_3<}fuC|z6M_mxQj&AE(`;r^$&db-6Jt_^k#RcU7*i!}dAuM96R42I&8JVlEyK`n zYUuZ1FlydB>nhZ;T_>fYD;_4EsMBY2D#cIT+V_v?oc543TnTv%8^rHgY8$xQ6PRj~ zRe}vqKQSDQ?e1gf`SZxm83QqDh(`X}k#!Gor6-KJkQ3P$iQ>lrZ=bnIYG3HgkV=HT zT{fg*0byKvJd_Os_NJDuOfFFX><`I>H!9x2E?8@l!gi60bRh}(`+WQkl`~cPsq*O) zh?qnbbz^QW+3{TJ1;u*$4>QNx^oIy7Piuixnfi12#Q0pPT%(a^?GnK}mo0b;xNYzM zt^P}P^>HJO1~+rP`Wo83Y8unP=o6DQWiWmwGl z4ey$hyPho&@3AYf%NZr`^b5E;GPr)G*{_d==4Z4AC&&?Mb|La?wPOW zTQ97pmQ|TaUxBqro#|Ous2WE({}opDN$Oxzg4h0kQuOr2vHdy+c9Zc$54 zJe=gvcq7rd!0DBh*0>ooinQ052V0ET7}5*~8zlPfA97#1bkOK&nYLgn?l}-!!}R>x z%-HGSPU!xrr)l#+(?N5IbF$SSELjARn!$FJO*v`RS%_gl(GPfH-EPv7x^3S07Mt~i zn}aD%aYXs2Izto8R_%=BFgr)nX71DT>BEpw$KC}bf4<8U53bDD!Q3SOUD*Y|%6`*v zWCJd8k7+^LdK|*ikV~~{3WU_c)7?-@W+R#S5m;exbvC@-`!c^+*YE|>`3Zc7Q(}vK zvI)^fngP)XnV0|Uj5$#-H4oz~Vx<;h-YJ>h*JOX1t#4xGV zJ%dSPhn&wBDNsZ>j!Z-;@%MI&81XI6UuEG(Y*SJLC^6A+sqk3OD-@e<>K$TZNBSo+wijL{I#9PkFuULA^^M1c- z1yRnan6)j*QWA3mk&O>hwe%LbEkfys-&blk809P&$%J>ZyN=p|h`R7Gga=1UgbRiBcTJ$={YsC2UV`QJ0rY0kj;C26z52+G%MiCyh8f z+adS+ePt+|wei8q742;x( z2OET;+~%VD)Wt|FU2Hp1CoP-iJhzlf8lwZv?(Nd7U%l_u=o7y0x!seT&!&VA%s2hV zY5lEhpOfpGq~|mJv+L)l)zxd)3HB{`-&6S8`K(7x!Rv<6ikg}lGyKu>Hf%0q>N2{C`8c$;Ku_mu6kdt`8D83P!-B#G^4y5pkH0JUtAf~4H0_6(trS?nN_S?;PaC~%l8ZHzxxGKs?(m44({yuHTlpinXQ z+sz+~H!rD12hs)%Q&qP;)=XYCnBmsCon7F8h^4-AfpWh>Yvv=vOc(F^GH!ADP-}tN6MDR zH#2R1POeG`?#W)wB4%?uI&R;hqg6Sgod?vjTOY%sj%$AQ?p{G(FfGjlnL>ygk&Sm7 z?S7-BUbb_vk4@lmYr-a_xpchwFi}f|I;?hcRKE13Dh`h;LYAXuUg}Q?Eh)s!rlrO% zSDC9)$>J+Kb}9R%e1tfgo=eqsQK)rIE_x@2Up-6WifcrYwkyvVOvO7X?AADJ;_i0Y zAw0W~=6d`tQ;+IR9&0#FET+#_#L}8x_Y8xk3$wAWemSoo9O0A z#3R(>Roa)g734s0tZ8;lTF@KT{CI&EhaH_@+Q%@c>tkmi)vhfcxgFD@3%`4*CW=N? z9~F3_MO&&_2tVZ?0F7O|9&(}yd{9Ctg2jX<>Y^(%-m>LaOgEAe?&c~BaAmW6(nInK zuCK!TT1y^Of6YB&w(i#7T|t>an+G{@etRHFCr^F1H-k!=UU*m-dO3sovWr<*S;$52 z;l5^#0g$UR^G|B2>c`~jr%i$fNFi{5@V@h6%c`?%ip_?FTER#wZ?<x8n;uN}C>)Mb`H6$E`ki;J1W5jmC1 z+Su?gK4+j?4+_(mU}$ z?W{u5cK@nW^ii6EXhM^zz={!i*nwk4E#q}~KKmvvo=YxC3d{YmE79JOVU4TRKEpAN z3LH```#JMoH#G%P2Gs~0-6h$)Rt;2h7ze$Az2op8uaDU)QW|r|_THsp3=xW&s8fjo z&^_H>pdVm9N!{X{v|QcE$mf_-utr|DeR(|6`kKG{u|Tr|rtM0m6+^qZeC zo0k1G`Usttq1s|IlCScohxu-A&jeA$F7>uMRiFI=A9`Oo>HhoGXP->>?UdKPCp$jJ zJISf35DDK4iQAWTg`qr`Ay&j}DgfHp;!Mgu~tN zmwa-rI}~_BkYp5Z539~m+5Wyn_<(!BIOBgWzXT3fu;G7~;eu`}S1az9aF`>9E3Kl! z@B^*GVylnJHqW+ewjuB=KpM-DVE}iPYbN1ngN}gY&0(<>|9q!1+u3lqP2(o8 z6onyjOqQUklQc)AY68K5QL4Q{BP34HHA>gN_}jcZpZt%GL)TbKmC?~AeL2RYP}A2a z*z=lyt%rMKOn*~KVV5%cl@69;m;@L`u_I5GXzCYJaUpXdgGn` z*~xmv>uUh2sXv{8j`d6`y7mzQUBskAIawv9gt^?)%8EtxMtsBgt5W4QhdC zvg!grzO1g=2^S8ibs!?OB0a7la|6;Oxf!8Rh#j&^@6xEk+&%9W%9-X(S0RB}k4$sr zMBlM%r5Rt?rCOK&B(`bM)8ETZM@%a5FqBJ|2>qI?ke%Aa_c^e^;Jvc48rpjCW^77b zALHY8;cVcMXeQO6qU^+EYv&xI9QW6NNP|N=BjBr=hjlMqA}4Y=&9)T?7AyWt_q(Nh z0RrQED8^z&vReG_3QAdk+j(Dp}^84Z?ihgrr6qP~tgs-l} zsA&TUuu?r(TCi4jVg#A45(0^UVjg~em-M>i##HkJf~H*%7BNzSm_;eqC*JwL!n6H< z!nOLB>-4fJBRMTB;glQi_d!$CX5~r*@G#3qCy9nfe&5y7^`j0vEw_^xM`mUb zZ)yql{g_*}|AZPl^>*MkesUr>c%KqJ0(6A8ar51 zgQMTj8fqoOESuo|G{adO`GYlo|2Yim9jok>e4km zO|2D&tV5qm^;v6kaG+!*FTkJ*|418kKkyYeTeP@DUfO7s@Uz{BwGN-OEl{YPvbfuLu{k`{w7CE zUxE!K@s7QI%p5qsfN%@Cyua1^)s$ry|JbtVMv)Qi!AB-p*Yp%g}(X{%{!lT^GwCtHw_5nRH+d_RI@+a>N zSJu^NvZq7ut}e-{7sy9f7yc$v!(Eag7_^L2N@1Wl@6U&DRuk>MGJ6B4CsFybHwsXg>Y8lbZpfVnv zM{GJyg&Ijm(*_!fYwNhbSLHsgL)UV0Sw|XGb(qmXxaWAO{k_RS@Oa13v(28QXeYfnb96RmY!IKa=md`OTSL)cO#(0148hQ}-s6&$*;%YWY7d$f`WD$gvUfQJG zT`#B+DZ`A!=>?5p!>98@voCXpbn}c8-m#X^ib>cTmkRTRB-3hIS5Gvf&2N=&h)MB< zoV6u@>o;1^Io9`_k#zBn9X3T=X%SX>=DFic*l-kz<2k2y6)Ad5mO+^m7{)InTcM%W!+tY zw=LmtD?n|#+fz@@`hDn0ig!_U8r-%)`Fw#{URk|tTC%HTkL){dE)juCw z8@U!8*Xg7=`-ltB_Aj}clCAf@-U~jS4aA(>?!C_vr|GV9vHX5NeFF3Ok3qA!vICWr zbz&;xf|F7t6=hVOML=pL&A2qOirJ!d5IY~aGF5n__^hWJ{3}{+zrt9tD$FyjSbLkA zD4NSwWQ#XC+J)yd>S}v1=o=kzQ5KA}7CH`#UNG`Ef`vKJN9HWxTUER~ZD$uL3NrK(n`yepqo_nXqyQmC3Qk^Jd zQ(msGX2`%~8ativTGPr2jkg;e$LbO#gM0X18MZeYvWSp@5r9q)vX%YM)f{=5FJF{m zmzQ#KE3;Xs5JtX0ibL6&Pn1&Vi$jAkjGYKonmHimS6BK&uE?uh)-+=6n}=?=$BrMe z3Zp1GoHP{aW?e@?Fs|pL?Z6}+#>}DrLGde`mRYbM;F_d+*U?mp`qNoPytD^KRQ znE`EQH$+(;&e$@!M5gvuq48l1_5ttE$*wikUeu07;J{e^bjm$J**&bQ;$ec9>JEdRv)_RO|v&%kxF zeZ8gV8qQxQlU}upb#`oAT)nuhr?4xxBd*)!&zlNQlv$65X15bbty6VgIpb@?c0O!v zXAEr}!9ov)F9h$#qbqA_y4&tupO60@>9lwxobQaD_bd3sUbmchd-^;HJw-oL2;El+ zHSJukJ`AtsYIqs*e+01*+NZbR!OpsR(MIqrCi+iHi(HLX%WTtR@O@xa`+vfv|NhD~ z&ZiMhpu+$A^?wh9uRpDD9!8`5?|*SE^i-XG)ao3PmYn>zk})wU>0VD?Pj7{5^$A1+ zI&D4~LeD$TUQek5jKVgH+gnNc+Yh(ro<1i_4UV$1vi7%UTi$P06&|M)pqN5X%-icr zj|}AkdFXdkueDZ+et7aIV?k)B!fDIueGB)<8ne-A83-Ftff?;p@2s0c#mH^{1c}TT zLopKxkK$I_5=Vm2?@ubvoBOXuVI0#l*%g&r;)?ybiHXegaqC|D+)gIp({aaNhb~yd zy#bMM+vN(9YxmI?5CRC@J|@*C%un*xCNv0`LnyoJU`Pd&cgE}5(r){ueY}D*CP!N< zhkUQKN4ITp@8$d#FnspP1*1Nmx;~HEp)mwf?e^<)4Lqp$Q&9Pyj0*IXd)*;2M4o;u zh%5~2?e*Ct_Bx)%_IbM27yR(yvOw^GOd%70hxBRWTu0L)_KTwKa(}E!iqyArW$cyf ze5t3pQ9ZHjn+6)}=jd`t5vseH9m)35hg*r8sqk>GyXi}c(ML~~C`X`*wcR{iQY3kw zTL;=Pk`S$rbw>+&r>4ZbdOknVA1L+qEYM+ljSF*nE%<=udqiB&(73RvF6bCI$RMYp zz~~=3PJeE^>Ycf$P3&{*s-L@?vb*e(9BV1p?)SVt{zJb_&yY{$VaWH2)r@A~;jDn= zb!whRpBf*v6m~5YJ`?ZI7ZeiTgBDzKu{UjZ^9(S*r02Qbixi~4DYIV|ipH7IU43$}=NfrdJW#RdxZS1SA@QY2@XN|7 z&bA`neQ|%q#_^=@YyT#fwL&h{t3wqLb1QJ-A?_J6ESuo%vuW%rLLu#`VlW1w zPnx-Y;&UqObKS7`u;hEQ{T&K@kx6xv@_dNC;?mgTd!44gB{9lzWzWf4p+jRO)_MPb{*ZH_pSCaixA>U5&@mT#kt7u2}yzb|-LiINgpm9mQb&XICJehmQ0H3A2)i|>p zbgKwGWZ>EZu+Hw&8>`ulD%mf6&lkR)@gPrZDch;d`IEMKDc{*j!t7=_)l`sGcug3T zK5Wo8uSXgLyjJX{&K(MfW?W~xDCu{s5gSgt*SO2F)z#CyAl+20F2><%c*MlCPnyxo);Y<6n`SvwtXqJz$2&EsfmbBEBaf6}~lpoV63?930#VU7Nc z6YpJNQwgMpNg=P4?$U3OY9G^MSJ{Y>@)<~kJZjq;dRO}c3(=n-LeKo5K=N%}Xt_uu z2{(h7<;?Cmtw2%w{PFn#iE)+>^i{;_+O~k=7Pvv$&h^{EwHJwfw%F9&ObUh3Xebxz zV{fB|U$bHVYr}E0tsElN)!Od$y`L9EsU=MO)^;PBsgEIK(;@Oh@v)0x}!b)#JBT(kuJ6AF=M>%FEop3mF2;FMYk zJy0r}M7N!_34HoN>oq89uqBM9g_)b`$8>x2yr1E9m!Rsi9#?LFR28IhkP!eI1Jywm zIvZgF4hnEbw1$m zGe`PZ6=HXN?m*;|7r#B@5r^CQz(eAF-^9bCcf9evxAe``$|`;9a+20(h7(Q#)SX2? zb%r-LPmxJ+v|6o83YV}8#~W$KN|=UwJ#WIH3f*QrWUM~HF+{$Q`DUZdVp;p`q=Rb@lm1>S@HzJM#Hrf1$Nm z4iQueq`-pRn!wUlJK}r!d{4heZUK`R08&HtHfZ-O%GP(KzoU4^`c-Kk9 z=PuL<)$E)yB9Z?o>$y7(nCfnuJw0+oZ`ugmM7cjrC)p7Zlv}>J@qPZQ?QT-j&f>Fw zMsCG^1HIN=Ya&U8kUj_7eRZx8Tk_Ut5>8LOp00q|p&oqjKk>wTo}INlCv9txMkV z*5~^+QdZK1th=d#n?>JyyA#c)|BtD+45+G&y0sq>q@+u_yCr11k{CAJ$7oR{W#4+}>$1dJd{_k7!V8GKAN|rWoaoFs6DjpTV zm9wmAbGpoh`Z#yu`}qzkyB4)|E*tpwcf}Y*n+XGgQMev zylvhj+>fy!`T;sP+V+C!TcTyY5CQA;YK`FgaeHz2@JAtK*=itqIe5ANhJuZA-7mu=O9wE+geDMBKKw&IZEPiByZ@{G` z9Eb8XBY_|lZET&wyvzq7_bO~h-85-rvbREt!)~s9=wh@;9(H2V152aP7vz}+%NNzZ z$7MD);(59*_asa3z3c1A?d_ymtn4Ex@T9N@v>QKf@@v*9gwrSoFeu$UoGirQLd}-a zv&clW@#lC&6O{9f%6LS~%^nxcJ3JdZ?tWn{It@B=0T=+RGRy@34T++4cOm1P_}BW* z$hfKz!qG?LkvxgMWVzavU3H{P2w&EG?PF`zyLt<)^?g|IY)9|d%FDR#riTu6(+LsQ zn=SiCbwJap5$ zE_5>mAtEuNu1MsQ9q|_Q4Q&(Vd1i_~Kc%zE8Z{ESe9Ym(Y}dBy71X~JneQRgiuC$I z|6r|ypO`&nvqZV{eelMueIw@RgVRUWSGEsFLDHxs{l<{-8k49=NIOApYPRz5EDIIu zUTy#fLh!e#$gnC&pBv?ui4^J;q>O)V#?}n0(1`XMe=1YcK8Y!*0l`2NzesrttmSx_Uo?ll) z!N~k^*8P6zu3CCN?9?_Qbl2KvJvPGvEAR51?y1xo55{uy*z^P5ze3)Rs0Hih&K?%! zD*U4G>ScHu@zJC3=b8yE+d_PNB%3kt)~>BvH5-#xzj$@+z*eheyFB<+$o_YQ4vt{S zr~HJS?L_qI99lXi;bI}tg2M1nI~jegqtlKs9 z0vdDAVX9jSGi4OT55H%wK9{eRRZoO#&Z9fAL_|e{te;f(GTO@A-qO;T_j>xf3v+e1 zlUJ-=;whRJx-kU{Ep5F$8V(m2?I%W=tux=^k-XwJy{Uga6E*yv8N<*iyxl-j_c`uF zg_+>ZTb1qLCAWZ|NPEqgqU#X+U9dHKP{O=en6FM$eQ78C@|^csNe#BWeQ3)rj9clx ztF1C$PkNoz#pLmi+)xe9JJdz!{1sVhc`1Bm>q?IcX_q+W4%*e9P7O+U%j6=wk4uD| zPn1m|*5(^XcaKpzcEPEhMgJQvD|k)|x?-QReSu2s5RW{#U<&nsJjpJ|*q7Zg7Vley z1Z8d%A;1I@k_jq7wtn0gf9l$)RN1VFa{~b70#rsVfR?tl>WiJss^HsC27+9q1P-}l z(+&v7mv;?WV@JQcmO|2xmI&6OcQ^STiz4m@P}ofkJhHyLb9-@YqMg)wAup_VR7|dD zo$)q4D~pJ*;Y;=OUJObE{g{HIRi%;qtEP!7+E7FbCK}C>nwJI1Kkzl}dP{2Y5Hz+# z>lJe=SkumA{e!)FoVhw(^holMu_fp^TPp)jsDce^Q@Ut|->Z7=1~dNo?NVPTg=~eH zQ-c+$rKPu}M^M1erM3OOtb8i+>iboud5M$WS4}82f)#x~6AO=tzOFS^{sTKZypKy^ zuQFFYmOm}2fRppLM(KsR*gCW>DtUBsO$4deN~~3@iVKzn{0rXGLkqgd$N^D`gI*9? zyf_Y_mbWaQODVp`le8{t$9!PDdprggaI?azL0emZpr;T)$|)&uHD7XofDvr=53{Dn7+p-3<*0sCyXdA&h^*Z5(h<@ zK=`%S=Xtd?HS1PxZg_sW{IpL`amILD`2E?Te{A|K>v4hhk}q@E^IK@vE%K+^P`_mQ zET1@!mQB(}82cZpQuPS(yIAsP>!F|aLX*?dHh2C0?4J2%Ns;^3oZLuBNj*ECOBHoN^ima)z;W&{V%pvt+j)iW{x?`orkR-ec%u(9%q#!2>+`~C4!%#N`4 zcTYG4=e@myhch;59}_+23fB*h-#X8YO3q~_XqaQJ*i7K{7Ugv{;{ZR03n#TV+}Xpz zjv!4rZ`+Sc5^-hj5OHo;!bc51j%1wbPZ?TeVZbwvf(<+XwD5J9BuT?|$bj2jnCPTq zv5-P#;p_5GQhTYM%jC^_QA;I-@Yx3KqSpA6o`Z*RUj%x6y$VcqQ#+tCyW5?9=jk_J z^So!tG{G`GW?g~VvJ8g=h;Il0x(S8F)%e8Okn#a&j@JBs2WOIyB98mhCl^zV=JeJO zyagMdooE?)PJ$w0=h{6K_yQid3G@JKd#Ptra=7|OcSi7$FEA+B%XO~akK{7*Z=B7< z%PCz<)$5Wuw?EAXkFZ)d7>!viAyxrOf1G@h9!m6jrBgB~XF%?Vdd~&wQV{gDf}+vw zAy9HJ@Tkes8N3sO(h?>A`)nd(JM_}g)p)9i7leV%9Z zkPBa3W9!UnePgM=cz2h1+S`_z9v#KmWO8=EBo8FcnAh!w@SuLvcI1bs=fWU0*+CRC z$i@+0@%g~e>#kNn?TVjEiAr8sd!ln{5^)2dNG@x7!ZjZnz??D+mCYXUxxWS z3FnijWdzI}oF7UpKDeGdmjE(OPk_y_RVl--;#$3QrroS^yfvVwwlqx++t_t<43QOl znh#EZjT4F7{Bd?_l3%F4c}Wk1Rv@G(mxBMcQ7axL7XP(k6r)yCgD;W<3{?jrztG#a2&k$(J1bS0<>po>IpkM z3)$45J6m5Npid!YJzbQH&`HbiC2rRH<7$)B-R`qV`rjZZ?!h0=YBzK(B(3=?4vjEqIFFEASy&$xmq0{L;IZ!y>?`UVI!#AC+-N({AC^VlL%$Fv@ zu$jt6?gp^6k;=+z&jrLvx6Utvku%$CN7U)__{wG6%l+13TYk&4`k|lFcHpl$x&Py{U*4c`lQ?@SM zcE5;Ed=w_mXv;{*+%z2N=}VRNzO`o9LGXeIgkNbe8|r{n(9;m)_OoG|^jEB>!0|y| z+~}N6wf${~S9Ehr?Tj=*xyD2yfq{kb6)S&AytuSb*zNLmsXx5`lv=w(70=tuOg~h^ zrhP6YXAh*=XP9u-ZDOq^`NDgQgI4lNtV*epm^q2&Mmby^iSVezq(m7(rS9TI9x(Cd zZ2lUoZ95MteSQ0v;-jDdNG`j5Zs*qo!=aOMb?4GFt_ZQ}t^R12mf)K^2+-nk<0}Bv~x%Z&75Y{)WW3< zBX?KjzQ=o(@Spvz3%`CmoZkDc*l5VFzd%|7@94aY)Cz2bv)YtSamLTIKacOUEGC(P z{vQT`Nbr6?V;SmkFq4pwL+YA-iTL!3;INl%Da`*~m-bvsqm#h__L{*j#RbAC7;z;$ zVw1o_+5(13=tb>xDB{`Di2|-mhD1H62c&ABMLeNH@3{>Lva>6#Plqt-QccG*bmVSr=VB;3p=g2@EA@WPd0*=XMI-5 z$7G+L|L}kbi!2^*)B^|JsE-B|03W8Uc%1sqA7QF!OJt8HO$33f24yAY**0jR)+~+P z-3f{pqJv#^Z|D$Q4UUDLx0XMbR};d{!@&L0i;_E@TWD_7JjGYCs7E*R&A9i-&SjN6 zwUDZsNXO%rbM4dhkaCCVf|xabNdWEVTFIZF$?nraBXG5iCD+a79-$aPF!FP@3p7t& zCpk~z?h3MSu-~ET{QX1j2`Kw~@^K0`3Ad(;o8bD2Oa&r;MiLP*WtK17x4=GHvU#2J zrH(d*@quA@tygn^HeBUt6M#!e+kr0QlrHcmrm!^Hx*P9jypodz?u-i76g~~_zxiHw z3MBo49zPp}Q2?3mGbX0;L?8m^!5|{eXyjKAhM=&*Hzp4b1d@Lg)6!njK7v;DJHnjg=v)zf;9#`#_I!g=JXW@La^a~~<;vt(Se2f%~Lw%Yts_hHY4 zm*gQ%vJ2H`B*iDmKtYdb1zqID*ST?R73Vxc#qpIOgzCp#_VTk;!~#vbAgS40Y_uqf z-ddJ`+x5jDo0RYUa>ZA|&)WC?h@D*iGDavb;l1tXp32oGou^j)JQ)ti7R?Eskk_)? zJc5)Rb@0lv))MiU&dwz<5r^k)TlB>c>2Gh|s2k>B8JQ_IA%0IYoESQC$DsSX;fXM3 zTm@5dq%GaUWnp>WC2(8(+b`e z5o_~_c8H+~|Kj^cAd15LQ_1)Z2d}ncL*>H86I*(tn-2Ceyc@xL<%50AKg1gtq?iC( z4B%K*8p&y{MBVWKhamVAPbD=}57|N8*x}m2kh%z8;hfL{%|kW9QRy2%b;ssijTgh&p0WD&dO? zTp5x>n@x*NAyfa&NoGi=Fqeu2oNL3XzLVV4{mnAMmmDJ1Yy0R)O1^@1Ly*qd^B&D-wcpOxLu;$9cndr*qPJ%KGK;4L-rB zRrLJbA2<68aGQq3;r8!4%W=6`Q98%ADyNpS+g7c}INvO`2!IZzGKdkbwL%pvGqgq^ z@XseblJCaXgG#P1;uG;hl#Htmt7oEP-~=k6|KY#^Hz%=I&L@3eJz%=kBd*;~TWpwONc? z+~ncXg_kccZ$a;r0;ogS0%*+Kyel@rqDmh%VuH>%o6QAmN)hJj6^4~FuFTSV+d3+H z2So4w2onWnc|!K)VRb}es)eYWKYyYRI)oVhk&VrPfNX?~3AE9oO=V`au7+5hoa$i8 zv9a=APv?1ke14df3h3jsa^@HKdp136cA*cmy@E@yLD>ijUVG}o*J!o+e3b!cG3Qsr zI)b09YsOkl+C|`=fxjmF!aA{Z(LzHoIL7Ke(zn251~x9gjmkH&WfIi#H!E##>?0=P zyf5>4o-m~81!Q5rk5TRk-)iX8A%V}LgWMCg&^DKr9-6zaM6KSPh!3XbyS%R{;TZLX zOD4VYgqcQVGXvx57oWE}8gti{00~N6KP!qBUUHC}0NjhNye= z7T^Y-H^tpopZb8RNu(I%500jvsH=kp1mC+2T6fFaWs(wl>A5Iq&H4$ zd~B@Q7}z(PU+;OW^6iL-0bIGx?LK^Y%xu+OTTzDySDnrUI}AK$jc&$#x8Tvx)+RJA0JN4X3iBL0m;g$2V!WFU5=(z}EEAA) zP}4|3t+0wgO@h1f$2^2V0TBD3>sPe_wksoBsyQkAH4CxL$2l8Vqwr1lWjTUg?!>pAO`s=H}Pfb)4dm=F?VJ+P^j(CKhx+r zQVFlaiu2dgySTgf$tDKcDw(2tqS!LpimL4G?QJ?7v&~uJ9!Bb5vRIX(Q&N?0V0!@u zFkD7goA|);%t+*bYx1Wpj4M)M>mD)|$?|YUfCl`bV13Y4En1xFh5&x1 z$@d!byj7zdJZI|?>4DnH($4(fMkF zn(Ho)$iOjm`kf;SYsl0*6ziG%m)l`gA>JiU;O3~AE#VfOw52CutdcCT3eVvgx{6s^ zBHign+&t2Id49vk;E+yw_T{L}xg4SM-{tfmS_=>PWyE>YkH;wmg@IZ?M!B_st#-AW z_}KL&OY*~zDHz_6ki)vunHAutF&tUS5xURi<XW{*VU;d1^Gu{I%(HRjrotkhM>9~6qb0I$0iE6_4WxPs)n$}%VEDVTE$@OFlTm9s#wzFdw6&7AN zpMKGB{xx^@-2cYF=5Tn+mwc5~7fsDrOA5J~4j~^i)MRC9$H(MuB3zl95P~op1EmQ( zAhqA-61V(+4U&;@yV4RGhf#*yUiY_>VH01bJVI4?+I;LlYL5=R3~pKmKRNFYJQ7=- z^HG;gh%ZTOd64j!&x%7G=MT>l)zY6j?`M#3BuEODSJBTGSD;Gd{dJy0g-VtzPQI;X z*&j9&I5@8w?7y>GGYaa&FpK~&U!q_5^{UE$GDQlPmSc~$CmC8*n;kke9;?h5f6I3t zUP>&Pmtw_P`~Il52OSs(u&GBy%Y^K6ULl}GDT<~u$(BW_=SRD0`f;n}XKJ37h^=gN z=pu6EkeRI+HIwdk=d@xHF=ciShmFbi?lLSIBLfdJ3lH2opdf;z2rhYOVpnWFUGpRo zmSw7vEIqODLiv~DH~3K$3nqsX-oFX#o(VtUaTf>eLkM3F!X1_ujhk`e&0|}i0uvOY zDXO-goSlXYVZZ=D?Z}5B>+$?xBuv~Yyl(kMaz|PO0!o`4q3b+s1X6|vUIJe}cHGCt ze)B!^h!czpF0_(*D%iAU<#A|$4VZ>%I!N5vNbzVy>*SKSE>u~VAjihi8Bs+Ajq>OI z98fJ?zeI-15eHMhB+SUfWnqzZW%>>mmPI8mLy-{|7HvJ|b?R_yZLws_8s593GF-{r zq+S;p3gw;MQicsESFQi~Ru;d?=1i}7)_94BpLZw=QE1qMS7pV7c{A61)l!D3;iSqb z2mk>Ndkov;B*6&80%lw89N(n*2pnpJMJ4OeoI|JMpRuiF+)DUIGeU1yeE0B;r^+O_ zcN_}VwLzzpzhAMS7?#kL7^gj9UY+s5mDVi2e~DeX6z_j+kr8hA2O@ufK#*Kylsoee zIYVz->9LV&yk9-C`+L7zUcLGfoJeYGlxpF-1ah7*~$r+ zo19m%Ke#Hyo&t#rB-eYzTsl?$Zit|Xz=*=L8NpoR zfh+xJStZ7vPE`T8A26yw>%Zw7%b*}cEZEASX3QK`$?8%rh!jn`fMUF;WSssQ9&vV& zdmQOSF>-AVu$O>0a&pmq3fIrka67BiFlvN;@g5J1#838fzxAIZ48ee^0&uec@!hv4 znWd^?sjmtmfxMp26xi4sog`>3gApZq7xzNkjOw6mGFZ_ALjqvRrx1Y0b zAo$#XD=<$UqY94}unU7v7Sud;1JN9-7sy7|li2PJfpj7`%wZ}~eLW$A!*_=i(pK_f zwsOXKbY(T~x9DCHRI?69LUy`b2@B{GZQdTkq#HQ&%&EDayah zeVoLmLo;-O7&aYNuA(3ofj(Ol2i>uUMk2x5zRZLFtrjeCo9^i6G*&YYCjzce8ZZcg zUF^U_sFdxX6Se2Ubcd~fY}!ok()ix+X^nnmY~)QV4I>~ppeY3T6Z{K?{gTWu&;faR)(Oa0 z5WzByJhuTlO6f_xt^YnjkLyh`gW%GBv5FO%Q?_HSVfNuMEAHhAi3bY8+}u)QVBe?f zMzgh1Qtm!EwrJX4;*5BHFW>=kQ%iekZ02AKWo7r7iveJ7W{8A!%T+%eYERv1DFQb=GivLrmt!2LInYpp| z?ejR%;+tKfkp-{DjDGLgaP(4+krOSwvluAc%3%at=@HH^9)_C#IN$B;FO5wzc=MKW zbk;U;<%JBTSpLWL?CuYr0#-pPfxW}U)~^ZQj6<)8Tp;%dy17R>EYF*k5^n1{=I?{f zsq%4|fP{DmE`v;3r-B7ZMIl>0-l;f#YngKF)Z?<#POxVV6!e zv~M|(@mPpMC73|{i|(%H!1kbQym~U(tC>Uw%V0(g_0%VJ!QJOuL*?y8A9l^^ zVZmQD<*lxwXj%m|F7>$1Ak~4|5J!!G86ugdU?*q6cc!lomh>TwvGRmrFs~Zwo)xu8 z#HFU1dSo;oSm;$QE3sATmGDrbJoO<|YD8=JuCNSBlr>(o{#tYKACu{GhpS7=Q4$^Q zxH$QYBJbgUeUc*R37-K$X1zjj3n+$F`%2fq6q-wTB-ByGTz)0C6y~Zchy7MU;=fu}>UsKGh^}#Wr`vI`Jz{o$2gk8fcC|!^W zJj3VCfoa5c9hU-|s@saSE7~9Gc@vnzlsxOWZ~jt`=KM!j#HMXSA_vpj|%`AKb7==nt8kTMcNVn`z~O8B}->ixzdv@%g}Q`S&RLliglgNJccbT zhfNbcWB&6{`q^Akvv>$$;gtEenOfR-voGMe`6mXymdS<`qa9!BER)2?C5Q&$OK}p8wNMl>GscXsKgLwldCbA4>Q~`XG zK?`6KtfH2+?e&gc_TKni4!^{+DYYz+KI4yy&_RY6Wu6SYbkl5zQK&d(Ks)s`%M%%> zy*E}#R0fqBS$f%NPvK%m|1|55m)7KhmS@|Ei7zBHb~s};(7*SsQxLA8S~r?By#HzN%>vKZz^WQ3RV$_tb%(p?jDP%Xq6ZZo|d>jE-p!0 zwoT>A0yJSU4`AEc@<~GBWfED3es3+Oa>X=nqb1^a_*pB(?whFItW`=QMy^`Jb8h>F zn>=(@(h?LP+N6UgczYpjsikFkdCp!FrE~d5XhJ}JMv>A0N)O_9ZAZ_gLL!ir0uAp6 z{dPc29H~gIgPdSLW_L9X?ZvkkJ&dN^_Eld7ft~N!`%B;#&X#|PxIk0EJLfmUH`H1- zmZ(pg$^UtrE3$^@sTOH4a7-BA=06~OI^fVOSZv*%hArwuU@J(1FJgZ^RAt1Px+gB6 zd}ZDg5UK;U7YySd_|RABTOjOE96Av&qz*AJqPiB(pM~V_d3d$-JZeHc4AR$c3^a{v zv38s;;HFMpYzI8_lh=pEQ!s>4z?4Q;-;NUk5Ra7uAIK!j4?Uy;Gj#ieI3oI14O6PD#+Ya31SB`Y~b7CTc%A}jNJ zkk^c1vbRITB|+t%udQF#W{7M!s?d6&(x}q;$|uvwSUu(l;a-!zV5B_sX#k zGJ>$iVE^miQPAJH;y#n0%%Q=2O2VN5t^t2LBQ)d0dptbS^N(FYe?#5uq6*kDsh_(F z1<7_E5}4DaYQU{Jgui=EED@Cn=ycz!MK$09@Lt5dh+U)3%Bj0=}|<&-8esbO)@+I|#G za}qRAdEy|GeVh2+z`U4rV+n4k>f+Tjx59$8)Z-$#!FKtmD82kcuVc)dO_g69lO-Y} z=;(45p@ktFue(Y(Ky7Sgt)J{K1JDFK+A*Vi7#E+iVaZv0BwiH%eLTZqnd$a9bda>4?Qp73&QUg`Puc!TiN18zQw{bGny7N0uK0~Rc z6caTG=sA_8!!s*W?Sf@i9|JR}$PO{(7}u9gp>ewvq%^n6@uu;$NgTaBnqmtco<8;o z<*UoNpr^#N>}QOk=!^@9vq(P=5dS_CjX9Q-PpETldx?cm#bzrn-%SCeWya>~*eFdY zqAp)=h-t|lW*=jQ=C&d+f)wlxKB^8SAKyq%xW&+O;&eEbEnQpqbbu9F=6Bf~91TN3 zCeMgWku-I0AQv9fr@1nL6~1tFxXC!zxM}%o7M}YaM?D5KrJ{zK>3592C1Z)g8s8=| zEoYY8p3*SWV%F?A{r^4q4&2K!e0d^zz9+MelGI>r`2?K;4=@-KYnH3Jkcd zf;chc)xo-4bqkN&uN{m6A9Lqy-8e@7a|Ci7WHkDW+&~jHsLky1m*Y`gmH}c;tjBim z>mc0e=j9d^)q@N3S{WY99Jy(|>*-L`u25mnwM))=h#r0;hRLi>{Os=|*Vm7LxVL2l zpwJP+aQ%XWhgTg85(Ld(g(Aanbz~1$Ni@+!`gT(ZEiOQQ`VU_{uuf&FXGR-idij!t zc&*Yh6!8N5!Qg#8kyD|EwAX_Sos>onUY7Y7x)cHu1Bvo@>dXZ7S*&1_O@hmnk?%&U zatXzqwkHtO5Zah!CIdI8n<}c@n(HWJuKXu#>daoK5 zVYmG~dy|W6&R+;3yO6A;P;`!8_S4Ab;L2+ZJ5GK>xS9iHCIdms6uR60Twa=GxzMZQ zU7I3qavx8xHEo?6kVlDhMLGcL@N51+Km>89gPXdU3TaX36lkIRNk2oWfr<+n%Qt?E zApU8bKhf>u=fa4EcY~4;5PYz6aI%fkN+j@%W$yW^AfI!tN(H8)aYrgxMEEWz9#C;L zbT}1hH}LY8s&Uq-BEu=rt~T950wT|YN2K@WAF2~b3h;-L-u;O* zlh-n<x1g>akXv?d%q#I9XjhRM@WYlA)fGL4J+1fbu>xw$JAAt$B-~BC z;Rb&vxc`0T@K}4FX(wVV^z9G)^p-sw`c_WF5d6j@!z$R3(o8wGXe5;V zqbWeY=|1V@kS9bbzw$L) z1qe*uHvegJQ0h+<0>INfz$|4<==HJ5{Npo;h73Tg1Uxtz0S;AfjIOpoR>Te zvqkA;&_tqV{G+7jl62QBD`%kmoZ20=;=E_pBydBS63JLoKndbbRZm`r^rhs{7s5#e z*vV)cbqst!Nsk^#nns63Ow!*E5a>jq$6dp0~EbIRgjMJ0# zx6x_TaZG2*j(mA+j-VHfPa7VaJtDqf!gzGJ@ID1PNjFG_x3*Dwk@LLuy+a1MSvBd6 z{N{1DWA*W&X|G8M2u}%*u>`<|^w&@m8IWE%6VUy&tc-kr5H7^T_jfHTS!&^=$zd~l z?&p&h{!#MwCPnJ7Gg@))(e^jH?=uTyX~O*gyK*S>EDEbGMU=Bg_QFr7xx>KwL9n1| zBiHY5)Dpl3xmP}x+sc6mwWoZe9Z8hO^1r{BKzbxcz<67)!e2eFgV8tra;N5L|x*XjYfu z883(5@AhkmZk6 z70k({dWEa4g+Nc=6~I*P5J}5!NRuePf1yhr3Yc6i9VK(j`f{2#uP8Q^hgO=${}lgh zc2MP|s7EHmY*<}ARWY6XOu5^Rds4V3rM}p4_)qHtE*%tRlGUzAz1N=avv!(d{tA$l z4fZb-Uyu~FE&bnypSWe!ViIBoD%&FrWgOcONfuYfjFH!FbsTT5f3tdAXxm?+$%BMQ zC#%NJFYSM+z^ygXk;UQ0Eq9o!+)K!KfG%)b7aTL*df@R!XKwuY%Uv+X&G23Jxd~K< z%OLcv=?-F;`N;Iy201*_sf1YoA5a%1q}UQg{mw`b@~BoIrZzMW8XzpOE=+dpCs zInbl;u$-Wc#DgL2Qv^Br61(zmf^z||?HD7fw`&G^Cbd{wtqTL;V`~lkv2&&%Z+2?9 z>7lN9F^QpCx4qakKG93M<99vpOGQf+IwjNChmll6D zt}WVL^cEjz!u848>kl2~FUvjqpD8%+Chc6rJ-g8R z>x|0bEte!%Hz*?7TmKP6CKmMH(0>ap>}U?UfVrl`*&N1rMOT6{O;t%2Yw3D0Y7o=8QGJ*K{Pkb{UL`Ow>!NhnP08 zY;Ku%YA(b?f}E#)S(k4%TQiAt?+uboKehbiv$w09h;;6ceFb`L?Cwjs1ieBE_+>DlKY3kg_11jo|9cI{>~C(L0`KM)!~L^ zzET}al4cCU?)9QJHY)B0AxveoSd*$)&3=obvbu84COJ_SLx;ZDntN@?7XSHo)X{(} z$;Seacwx#UI52AJQjcy)#~UfPyfhZMtJL8XSG5@SZ#py(9$})>a zfOLP=;*tt0cU6-RBryH}^u9TS$Z}l-r4zip&E~#i_0??F_^s3Fl))f^94Y{8C#-x5 zRfL+D!8kEB>r98id_XN9_NIiV%ZFG`ct(PKP1`0&KGOp+oXOkPJi)`@)$S%c+w%|C zrH^kYWO0*%o_=zv34PnxHoBdd?_^rZ0-Lr~GM!6M79bG+)Zd7l*~Z`5{U{r$=y#>-&D;J{AsfdqP@|M#pW zKtJfe^C7LlvR*nbLkjRhBm=c@naNeJmm4A(4fb3TcQ=jA&b3RQefqBJLILc7ko`3q zMeB_N6w3>bWB{k2&+~c~p9lw1Ui~;$HjZwz|610DjTKEDr@3)u16H%~QHgGS3ChkB z-K=CCv*vx-t@ z6Wzz9dgQJUJDT=BHQ#qUf57KcQI9!uU!^>kfZERQU$bLDxbs>jEqmHe9#L?TZ%TwF z=1VdL)6#;!9Vsr~*m7BRf#^qjXW!Od&w-I%$JSTOO(1pctTrvJKYY6B>;FBeNtX{S zCO2*U##7flg!n}|YmrPO7N#Di7ZM7q%|y>cP8?*dK3znB5HZ%mTS!?OSccG;rt=TL z_W$)-mUtqWUZTxc#bY8!)&x1juG!W)04i!6^1G=7B<UJ|wCL}99> zqQ=gX9dcE%(xS!Kiz>I&ay9*`%?_)lPpMpoeQJR{xU!I(ue;}RxnS@i)eU^$Oc8Wyb+-~?H}KD&3wPiiWN_oySqq7m3VygGc4Qd9+m?osB! zQ{fE#-@@4m_x46EclgOR#oG~N!yenzrj58Jk58t_@bfrx1ukLM+p7E1N7w;t?}++>#k?zrgG>);VxXI z)IQ?KTbHikg$c|oaU^1|#ob1W+l**)W#i;EB+)2AREo=2O7g0GdjWqbBPi6O7~nMO zF@|zRMC}VsDX@Zk7_mk4TTdgX7o?9Bm3K)-c;*B1B8X0wL`4U48%w(|dwSVwK|r2x)oi-X2a!C9y`IlE>>C)-_V>N( zVSeB|d-RM25%#>=6J&FIOL2YA_;3zVq}e0rF~TlUj1w>NMe?6rY=k{W;W?s!YwZFa z@~e^0rC|Tef|x9{zPO!N+11%%fnV)8o`KKOYgjE!UJfpF5o>u#*;r;O_mZoij(?`7 zkXKL~+Hz}>4dan1BD~TQP;#y)W*LWKhnEH0$qCZ>@#$kC%0%ZjnrP7t1K;@u>yMz=r4T!29R`(Tt7(|)H;=D$JO=K6LK&9(Ws%4csu^}&C6rp7)58MOaP!)*^F;0^MW1zg~n)Z;><-6>1` zEmI=&Dx5-JyXfMK;Ohfj3o9c?j;|_j*x>kX#fNQQjpyW4^9g6NuN_RPz(tP@EI@~BMt1zHXoLm=lcJ(eU!)O z$5&jxoa)|MDx3~*@$B@6FE8_d8#R|x1lvSfGLF!k{hAxCLd5ehf!5)aI6O?H1nEYjLl)UxmZp+U%*UfGsm~T>t0QNh>hNOD)^>Cv6{&e| zRpRZF$%+);$)Cea^Zmo~h+U?(z>|3zBj;~o87K2#wrp^B$qX<=ADwX|kGNGIor;BU z=Yr+LrZ=A`MUL4bulOHIr$;!t{+CnJ4zR{|ASwt4LUCy+`r5-Ox7nJo`WUBj_%|!B zdHtj$GmC(MEA`01GLoev;4inzY_65yl4opkcW>jdDSfq8ce@&@@O%H$xYElr3yki; zZ7@Rf7eST1QOOPH zjcdc>L#Ags6A>ww|M&>bi6S~6wRD{Az)HWFIbLuz4k7$)3hCBBVk9n&Q8DQi3c~re z3Vk5TZ{2M_Tmp3(_YA=Lv||T@?P)b8QH=isCG(rNglC{lNHIkD32&-R%vbA?NpA5! zCKBLK7)Tw9s3)$;&e+i&sQq{=9$e~fTX(YX(X?!A;=@L*+3OP8H6Jn1| zGzECfi%#O5yvNQU5$U-eG5AUYh2@oKEwJWq&!L9|wYhqyoqXC`es|zA1+_MpX=x{Q za$g+R=2CY}CT0Xr6JRdCL&{>_M$7c0rU8w!Jau?7I4!p=)mD|IcYHUq;ps z26Kks!u$`X7stR0aXP-|)j9*#k%+IK{i#|(ysgmV>s%PIegaeP1*#6BfGRTO{Va06 zk)-q|#pcnf2eI9UN!B(JJgvK}Uqrx73nVC=l)!TC7Ft=AIBBqY$Mf7ZD$zU{O(X{I z=B0s>Wf!;0^}Fg>6f1Hp+KFh~r40VR!ZHfOJ|}|V|G``>gs6jCb&b}lW1uj)K{n`Q zBz~2NGG>0bv&haw9SE1N`?!8@OZ~0*9vz`yKKEL&w+UOY-xx$+8s~P1RpWiyT|nqk z<>WHfHO>}S!Z5B23_`RRzWDjD#@+k&VT;)pr}NIey1b40_cSaT#%Oi1z@Dki-S~_mXp=SYYgntV z0k!^ix!7jm4zp(vHz^pCKZWA_3vjl4UFGf9<^s#PD93FNz0mi>8MV`X#{Ndvbj^}Q z_cVycP6f`?|Atk+d@>g*(*aw3p3>F=H?Dlz(3vh{`7~7id-mUdGU6htgf!S~1X7Jx z?g!5QA5&i$6=fTCt0IkbgLH?0bW2Ewbc1vZHFOFR(jna_-6>ttIUwC2ARyfxo?GAV zJLmj!v0TcUd7dlwwF4Zw`RafDvicgst8Zux=(7VJgXSN~B+GyQO(7^(QlNj`)pSxb zOg%~aJ}eHx2_mM}#vdFkpKbgAaZ{dmsl*@pdfhN^B#Y@(`tlEd`EzJQCyc23urOXm z>C6(&YRiXzgs_T}e7&KVvwfRUgwNo`V@$evmuLH1V5)aWa!Az8si&vYlB(&!~x!J{Kyd@V|TqHkZ; zAe(5?x_`kn!@3k_)<)#yoT~^@w&sY1*1nJwPlu^8J+AE4;1svZly9sXHj4b`ItO)k ztjv~;seRDWB!-)QKAdH@Yg@e|YhQ1gW*o3wUOV_GphqCRyb1(=r<5w}(eIaa10lmc zGT*RL)XVa{-kT_S2SLn)Yffqq385=7pc;wZwXoH!phZfs3bwU})r|R_EfZ96N;emm zj2)Cma}>>KbU3kgs%wV4lLNd^m|JV%widHMp4=oFcHDA24kCrD!m3JXptmz|yi1)v z27>N3@OlTeeWpRY(+~%ZYYOGn0RuQ*N?OY`j(upU|ME*m$Qu$5c9cB1@o1R0=|B0P z_Sd?t#7%_1AwKHU`Fg=|U3{mmy}qikdOix~b?fbPPHbKoXU$Y&i+XnW4c)$KsLjIt z08aQ3;FiFyTXkj`WG~Mds;WP`cJ6_d50VXlq04JEKhA3lm!dL7?^EoNy2;pivz{$3zx!K|$^HL-uws_X$dLSh#`xC*Xf>k#fji zp)LX1p691f9dQslfE9U?6nYyR8^C6D3u;Al?U=rmoIZnY{ z9LaD^vjT1u{5K;bp~{>ysT8B4uT>SE#p8))&j7y#wYsj4pY8n~G7JAd*m>sHZZ$aK zQFy_7f(vuJ>D$RS>VTWWZg@!W>&1E*8sUeg6*`shy}g61^#}=Og)7&hg)z#Cc;sQw ztnzR67QawI;&!YocMJmB+geX&G%LE5BNq_)tC2rX%B zTVDGwOmQ%7*n*yJbo39P+0@g5IK@tH@(dF|1X>CmORT&6xG2i84n|AR*w*KzzVm3h z$lx-RAG1Dn`7zJ62kzj1kJ#h+cpxI~=z}A+yqs!2@DutUlntD*`M{|pesUil8|kBJ z-^Xh}KnGe^RSc6Kz}>Uhl2U&;5=(!%J5|Cu&5?51EYIi=bOhD=HV05+fQmO{|a?~_wv2ZOB(FQDs%Uii&4!7 z-#w=%wE3saOB>F)KAukTe>r#rD^9=?2C#@28}T{uviBe_YTL20)Aj7^?OgpI3rvp2 zR~Ggiol9ZG<5aX`QJun#po7m2tsu&M%l{tza9d|)sZiA(C!PlYnl){-3N!XI>`ol!(grpXMb2l(^0 z2tBC`N@lKoy1ka)e%EMY{PjD#1HYbSg*N?*|31i~|f^oU&^r zj42gSaggK*6sru zsipjHJ2&NZCIxw4_U9F1Jm6klorm^I_6klsuqsSYhlsRT1#ukE3}zm_ckmK(fAcky zCgT`&!2ZFC+{NG|K$7Sw5LD?i&sNNfzvst4_~BRzSZ2AL)O__#E6t<52BQTWvU+c4 z*T++_Oy?%TKnvA<<+6vuT39N=sSyLLO`d=)8@S(j((Ceae$}yl4!rEoK86$mz}68` zn@KBA^E_jiuswk+&p9QM6|Xbj{o-tC`&YRnrXuXN-TM0VE1sQJ> zNHPF!Dr_uMFFfD0|nJl$st=)IH_#Cd~%iE;!XL zn%eMU52?TGp={$f!11I}{@E(!y(4{oH&e*<=dzUd#-Zcx*#Vz zU-Qe!fNQEFWus z;|b|un2~^}&Q`?ijB`ly${O10$NoM==V>Tu`^FMqwg+^cZ|uN{S(7+RfLE#R=daI+ z#uWf{W3&gk5IK7Ha|cmvSIH$o)l?*Z&FS61AUTZYe=C>An6U&JHnHUk$p#p z*}IpLUaOsk_|=Usj}u8qe9kW2l!dfK*VWIu#4{_G=H49Ps5O%i|t4$DY5DF*cDP5gR#R#i4XqjN{S}40xlLQ)}AXx*)`b&_H6)5z9SPSR#VD z*xCLH3hbFQE_BKe|8A<_H3TV-$keNv#FHeWM1AYxphgK z5A5!Ftfa%R{H{n%lkH_jew=7k*inqW=hGZ}?K#PFw}66!67BjcHs^^2B)AOAy^-RT zj6#M@gP1pFo`0&%$7&tKlO~9?{U19^NP>R)O*MA>TM}(>v6Ow5L|c?d3J#>ICol6b z`L%XObW}$qjW)tOdci zumOhw`+14B0Q)OQj`}@TH-{eY(?*@8m=}rMw-lSFaEynfUtb{}8^QXJr2fu#of^8dFkm6z$jJ%wRTH5c)Hr4K!p^*_m(gi_+R}!sL&0+YG`-{G^7a(`it)p25ZuJziRG2HI6fpzs$_| zmS4?iSd0ibsW>!@ygULl#eG=6KI5pA0B#rP&;a07ty7~|T4vWEGMcyPRnYKRiY)4r z#V<{Kh)(3TGmuwxWMyGQ$L)6g`oz;r&(+dMleqKaB!&UakOC1ndQMBd$q4KB+NpcC zE?KLJacw45h2fm3w}cLSc#}YE9B~EfXQCSymQ?Z%R(RF45PzT+mzS+6t#0)uku51U zR|){@D3BBlwKE=nMKf+-8C>EES84dyX_u$KH^k_%b~nrR-(A$0F0BVofzDNypF z@(NB~GiMk>puy$x-@6eL#sXVYtEc+S<93aqWKJKp%QIid)4i!OL6 z+NH^_p|i$F*x*v&`tz91@oM{kLHM0nW7Rx>jgN$QM*+agW@sS&EF=*%*dL||T%iC_ zv`?5#LF5?c@H%a%Q9N=s$Wa2O+|yR$%BXs11nNQrYS3uHVFx51hWD#+$c8A?ednb4JO6 z{LfOFmn1l+;r0kXhC+tCQ9F8y_d6}#4szTAk$QEE>mf)w*nd6;yp1EqGMv2`simzq zSACN3V=hjDJ^BVHrl`E1f1&&2H?L_a-3)X;ITQ z!@az$X(1e!ZKcB5c&L%hoxj^`-WAZfOTM^}Z%!n8yi-1q$*CNId*M7mmNzq0>AbU3%sy|Q#; z=zR}&))NfP0Tg$2pLoF!u6451q0VdX*gE7Ap)FR=IihI+vjE8SqFMR*b$?S^f->8* zrz#n`s&%a|gr^;;%~!zBGd zSh+s~j--gQx!squ1zEKfuM#Q3bXU8-XqI^A>)A`Q`OUB!V&`0VkaDFx*qgNeXKW?A zPdh2=D)Z-&@0izYC<$-QgRR>pxsb;{$PDewhiLH7yv?c4pce~qr zG|ZctirPN!bz<524V*?Q)>Y3u=csemb_bzlha_HbnS;Dd7EGb{>)|2`??W-w@~hEV z|H40AS~-$o*t7-x(y0SJ33{jBhA#tyR9v+0$B6t{kx`$>L(x>+q{AU9p-aWZAQ_QlED`H2;dofpN3Wq<*q)#~T_`{2uu_7+X) z3xVTE{n*#h@Vcg!epJtO8Cm+f>Yrx|amx2LndMF6uOo@Gi5fWkyn27n-+pVJt)Wos-7Lk@tvIH)aW>9v{p-AO>eSrY z;vAu>N~39aM~|0Pp{;WyN9oL#h^fTaMRQ?7kL4Q9g&!=1mF^9}HzAk6M;2XDd3wE{ zI{@i;%*jYQexcB2o7Lyo5Pz|$n}{6Jc+yTP)av)S09mWnZiIKK*z5J#i)4z3dTep3 zpsu(YnOsbud6e8sV37SRJ+~nDTm~t3S=ZcQ`t_r0oK=ru-_nY!9JPnga>;41<-+~q z?2&WqO$O`Q+1NM!qPLJA6z}d%swoOQHN729PrpAbb+46qJ&AK>8xfOjb6Cpu_p>)@ZheP&sMl_G zQGRrm&m4gvx&}TO29@>V_r!$@^idn1aOZUHImn)7DwC|C!b zU|%&{o0_dXSPy@Eyz9G@woQVG}1WC z_o7Z`CDei!0jp3CZ>4#acEBr@pM$+C#XG}BBc-^JMsEBCHj6cfR^lCaw!Zsh*}$4K z>nPHu^&>u{;6DsETjEL9HajS9(j;H?Sd^jz#Y0#1bIU~y)5m~kR4aOWXZhQ^@Sb+W zIg6>97u5Z^3@2-EWJ8%%);ZR5d7hVBj>5I6bd9o`U>@{+nb8l!r9-L9+6*F3pwGhT z>O1SXGgd7UyAmkT0V&pMH2g_4k$8)_va`JYX{tCC4zpmITgvYh5N&FK+3+%`mzI|d zI}dLyZO?B2BN?ra%S?36uE(4kByfigF_C)G^%aY-tP?K-Br+F7`|`Qf+IGEd3deGo{$p6h2*ev%_SC zC)!4WB>~A>iR}q-yLG}VCIW9`eFpXrV{uG6)4G(rUEL9NQt(vWtaF~--?`5!`rLc$ zKc#!M9+AAo-|f2$MyrBl zoqtAs{rOlms04&RLMWB+oHYo(ZHcyb=!7bs=5}=8)U2%jniZ|K9ks?(gR;~kP`Y;~ zjHmp3-)6ZYVZrpub?h5=MfrutW*;zu8MpVyE6!O*qF6(05b$|)s-)mIG?-so##7@Z z=r@8k*66b#d2R$0!anq*HtAxeE}&vBTr5j1EA(y#$G^tyoH>e^$(F;5wzk1; zZUh9y?%(n9=YLJdy6&7R{rfvK-2y_g6i2t=w{T&q|7+t}2t)2&8*8!`&tsf^4;%Q3{uvRPoxNLHCBh46SL19!Mtnnge?M|F^Ra7; zras*6ag@2?rW3~6MdN%vfYocdx5 zR^&hV%#qfG~q?|ubPc%XHEi6M^3=?Q_OrL2$)>yM0?!2Gtx59*GC?GfSI zk6#E0(ZxCM1%xeSL;@M+VL0Sc1<(XBByF49j0|qib-~=ZGWm4N!k_@GBne`@YZazQTUIodGfD>QcciNb`X)NAQMP09w@fTt395uN0raoyUVC5n%cJQwZ*Qm z|Jp?TsT+6kK}KY3VNp+>+xA={PW@ye6@Pn?d*#EA-rA8bEHD(feB4C|SicgF=Z-?e zpGP)(%)$c7O_@oTA!PS@TyOxE#S^5)Da1VpyCMxS4P$Ap?J6Ao)>u7miP;m0Y$%KU zwsZ@32&P9ei3PjubV=$FN6OMEQm)(QM0H&;I#R^z6VRF$9T7wtR?HSlz@+_DMbxts zl%8!WOFXnh9?0-jC-ZQ8wrl~QT*uSf_z{F5d>T`voou{6<&(D~)>%aV7?*`kCe#^9 zmMLI$%sE0?AmabZW5|iS)W7M4{aT0aHF-X%{WUu1N{4P_*d1oFqazyD*P}suiI^tY zn|{5Cn1?82PNZ&+{j7gh4R#cz{4}B@Al>eCNGeBVE;kzuS`iEA3X^;D`F+p%+YOwf z7$nj^WndDQ!vj)*NpG-cGSTX0$4&ZJ^~8(D=7~&4tm^!qO`8aRV3op_Gdj>hf$ga9 zVJ$Yr?ShjflR&?_4MeoA=lw}6Jgqr51>XwDXke@Q4<6I9oa*dwX7raQDx{R z3(m~FpOU$EvEP4BzjC|I)UrRr@H_DQk#^);1)pNvLJeO%Vf%ur{i+k+Z^KkRxXaZc z*PbvnC5%8>nP*oCrs?r08GohaomZSjIHV{3&Xr~?+sY|tGq=`s+-t(6z)@b4n9bb< zpFLb{#(S%M2>D}@fAbM8_l1Z0ys^y^4yQ;Z909@Zz1DDTNPDf)o}3G`-EgM-@3?dl z#9j`^pg^F;MP}{d=dCSCyNQ11tdYFQfj9v@S-Xf@YcDF;O1VBB(Vv#IX*167LaYu; z_|sEN^kMVnW__E5vHCgb#O@G6WL&aRgVilM^YRmG^Qi9o?dN&L1v`Qxycxy2u^$MX zn>S4d4J=pS8nXF2@`og=ZR#wm(x=(vtfin`2jx#i8^`$*Ft2u_K=|w6c`Yw*4{bo5m zNOtIK_{F+90XkhYZR0Z03ESg3-QNLIsv?;|1yly4O~JL?HR#pzLg??|UO%x6v+7K2 zyL8dcJimh|AOzRW{$0D-7D%8x^A+)`LHd5DW$(NjBy-&DG@F05%ble;mry<~-{bSNZQmR7 zf^|omilIyPzFJlm<2bm}G+8;Bx-XpUR0vPB=e4>dUQQEFR=Mcs{W3k1gZMY z^;4_+`NLj%Fx;^{_Qyb0+HAi910=QvY0rr?Syn>jA6`5AWmx*QF?^g_!uaC{xjp}H zazy^g2S27V@>m##qnHi6M2laoXShglNf0K7@NvuiKwS2}Y3}z~UM7%eo;uggI(fR0 zqzSdPmH(1RXWl^ZtkzK4e?a@R!j9$I!5)qNbc7&XWP4G=O$z!|_W%uOdV#p7nDCi( zmn7#1u|$&%w^n18okpmdL{3f67Y$eKd7@{I-rh1Up|1ArS>#KHj?i&5Nk13M^aEoP zQi10^$Y@30%*4D8`0Mjximl`IGOq)31=6Fal}e57HtM0w`pg>i8FC zfrIJN0x3s0keGU0x^&zccneHdK=c@<)ISrT^y*Ki4=EmYnPeWV%!xSNX(@3Po1x4` z83w7ASmB~Pmt*Ad!iqLeYvdlwl6#?lW(%gG>(Oa$o2=gLSEI&*K2;0b%B!nC?@i(X zUpegKO$#&iMnz#%VE-1y`p~JFP!HE<`+utpc<^3KGK8>=&PEUp(WtmcK~+{+xrA&X zydQR~W|`H_aff;t9c}7g8{deMJ>c~){@qZ9P+NkEo;5MOKKrt)CzD}yJ2%lYBX67| zaVDj)g5=CH7*;R_D}Q>>EZ@zkk}Q`xP@V=EuQ-bPX(%xH%%0R!fi2Ve0%GTvptV#xOpS4fPNsy8go2(7B8_X=HY@@Isq*t4E@8yqp?Rut3B91D!kw3u8i*L zF#b&3OJ7zI( z;6EEe;^*FrDAUbU6PSMb7HP5(5Xa;Sn3Fw7W-t4xvNvzD68Sw+MB*_ms>OqWeEEes z=Kgrb4Qt2ihYh^NOY$=G##VJp%!1$|m2eK@=a{q$J{8=BmZcdfCp!ony6HG|dbMdf zn_)WH6tYCLjEbukxdaM?>5bT1BxGVzH7$Hb-R?A{ZJ2s;X^(lwZnfmqOUI3TM$7}H z#S{0tsPcDIYL(>}*E4#h_ib#`o`;fwt9K{DUSbL@Td&nz3Ewi#@*;5ggfI_VtfZnk zU-p&WV!uz{B+A}P?+lW;;gf90Hs|mR>-dlm)QC-+MO9#YDXRD@>8`>&qtq6XJe`%- zcgfwbB+8kj^0-sWs_FGKmw_7#@kKTU55n8C1J3QJu37?`#)%@XGX_n)w6E&5>&K~Q zpOCf%@v}u{*Tvk`%g!WgO~?kSbG8=1lwO_0@52ByOQdgH^*D+|`8;;KSnj#AqN4O-bO-yu1hu`JOu?q%(x$ ztnPsW?t0e8ES;944L7r*japo1mpsVa1x31L-jXUq9XD$)Cv4|<3=Mw`jsH0balfwY z@Cn;i=2;85if(-@wD1v`;}bBf(}7;El^;+i!>KubxbGQJAAZGkUmOaFaNYPeP9*sp zT5&71q-bU0>_asJ4%sdGI6hb_7BF$FPx$1>Ti%GXIfcx z^AYVgiewu80$u>t=?=0^?Djj7zZjG`P1BqDNcUloIaE-($*|l7PGsC4hclkTKsLwY zKq&+!_HE3r`@ZVNbm>%73D4N%JnKf2j#!S|+e2b!-6s=tBgs^mF?A9XU$ROfI!0B< zx;oU)vggR>56@A>`ICaui-4cYiDVsjLw1kjyoO(NTpd|LF|aB@uBGM8Fo|A> zK)FAqN}F4Y1aIg((c8%NL2^P##&*_}a+_P@*I3(Lgx><{4Ed&O97KO(6%x$Rtq7aaFGDQv~xlwL#iq$(IkWQ{1{SQM&nPr-_ZyOl>tuHNAk}yn76Pw~ui>WE<1wLXy_{!tzN1Evw$P~durGheAJ_3k z8|Nt%up>`CS%=T#-~V>&(#qzon+|Rg;2yKU>iqXQqxOKOiq0BTJP^r!lX>3ZGB{rGK* zBAlvPnMYUlc7OI&eN8flb(I^R*`bdJpH}fLg+l;fIY%mq_~8R?G&S8HYy7PLro$It zI-KlxyW7EEiMA8M(js5;s05Ns|76G=?8sCB`AE z5FbD#<%&z&yMJ|XXK-sQo{;7Xx#nTZu$?%6d1$vSE=T>^hcJ)*;q%h5WG*?AM^#NA zp}XgXe+QgLbdNhrj{0YJ99GJzTDU>Aj&=1lL41tnr}UQ0`)H;-Ay~2{5sy)J$Xg|3 z^cGAmw;W;#6R0NG@EgPd+MQl(ERyW>mQ0}S93DNN6F1i3Ns7(Wjn88&o*0?ZR~l8P z8z@zkOG}h>6<0EBnXW=xD@!KGz-a5p;B4KF< z?dCCx)h4SOtOjCv;lAZfVAUSEs&If7aMU=;g)7ksbEQQ ziPjBjTBV)(Ku6*KH@0+1xnD52{YGh00&mE81}?O6;s$h8n&fP=bX=seaPOrv(9P zJ^gEFqki?If-lM;2JaCU>sEd(+fh?E5$QLCGyeGGrNdphg#tb z`|pG_$jd4tu(~>tGR+h7v9`|7_ zi$b+ilBgRit37@zAHZli5l(DL2Q4`A%>-+^Ao~ET^{YoUA zgBy{VDKm+``Ou^OYZo4TCHTbj&59&yE*ZKEJiY6O@~D!|#&G(s$scUyfs^kR$LGRH>VADpUYT1*RhgA5EXBz8Pb?Z5@sEOw`) z0y#7Cx{Ld7K@nV@3YUOzh_gk7xJQaF5@vq*aKwu&(fOYjErP(7hFFbE<|&@^>3tXi zCth-zs1BlV*`oScxk;mM1LvtF}VTS2B)rk^5w45M^wmJ~s!oqHJh1oU50Si}a zBn}Dda;G^+>t|Og=EH}DhrN9%#h7J^_u0ZY!$ejh2S?Sh-EP3yIL^W(Xj!*sbb|gg zWyu574ZuRA@pnMYvgY-0aQz;9L#zw2cZdQp3$yinf?8``KIJm-fq|KR^rI4&+xfv> zC+^;33ge^tTS5MoTYECq0vw_*-LGixnl+q>`jE{Id*)S?(VXA9k$r-8QOG&k4JKEx z04Z+&!@-x|$e9@zO;zs-1;bOz`2Z@eo$9Pkm~H0Qhav?Xnx97j<*z(#SalNog)nRl z7S?>T;;kPg%|Zh*#gnl>n1y!zzHMx?SHN{_WwvEEWUy!C%(#oxKhgd>YN75O4v$>I zHKXKB0+Y%*<4-=Y%a)tqEL5#oGNG&FpwJdUer-R=nc0+?y ztE*qghlI#tF)AsmJ<3~Q^Q7GVno^Of2 zYkM9=d&G&#eQT^6JG-0Jdr9%+eS3SyfGCo)tLa0BaJY7nw|3Io+Sl`F>BU_ZqQCn3 zo~(YJQw6D3eB*B~g$UpJo1)rM&h4k0dTCQDN?bN=wIv#Iuupj>$)3MrJZ?+OBH}SI zNhL!-o%>C%hL;iH8l%FMx!9u*ld6WW`NYPD(Tiq+J{ie;Q=Ia z(i!ivp8jfbLqX#Bm`WA~hx#xyZ!8W&4D&23p+dVFYj$~Rr2@K%2)-C>eU zO;mxfx48H-Ct{5Hj`-ouLY#5J>55Hu;$bMmcyMiHu}&?LVzKs4T64~pZU_p}cdi2j zu>j6ZL5a9L)97YIkVjW9tuj6!G*r&3zy%uGT@K6TV;S!8daBL`4@i2Tf{s(6nRJ)s z=-A1hn;3EhSB2G<_CYqk{pWc7>yMWV)EPS3;wH$oUlTL2YA;ZL!RT|STrA;56}Q_; z!s}6wcDwNsr7N=74dbDC(p>h=TGoXZF->WZLzVCD2L_0TG_<{3h9r0)QDW+nd0VgC z_+7SsQ{~UiCiv(FL|7Yy4Q*NeU8RI{e%1XTZ>#PixpE`yL)Pfu>Ye1g-|bJP4;7ij z%q^saZrA&S+fD87)SKNyQq{nj5)b@`Q`Ct2+CLtF zhYaG@!eT}4c~Feh;^tPL_THgUq{PDl=7H+VC{>*yahrh;09HI5m5XsyKA>T*VE79% z+RUIi6n2958l30ue=CJV86w#ozx;T_4_4(iaueB3NQ26TlD9c7u(!Ix_BA@#swTeBAWFP-giT0G>$O724#BPPy-<5c>BdVvvAaMq$K; zz`5PI1P>xs1uMU>o|ug3EmlD|qTtuCYf|Sk!4h{zX#1#mw`mh9aUMcMKXfWX^Vw^1@6gjO`Y`;tf zWGHyl;7LQ~|8Na*f)Q;*{bh4EVTbiv6u+od`8*M^)E)HoP`~VlVNQ|7?ogG4SgY=- z%0?b}o&7}Bg}DYE-z^9_nC^k$rp#cl8(x16%AIC+AFpQJh9%ck@uZwG`(bC#>!nq6 zBy0^nXBTN~OBP*g;%`h+YYbe!C3YYPnZ}Vo9lS`Xq^{{`j-vZCnpF(a)q^V=LK%ry zL2Ko4`L%oKzV?&l*?U2Dj+&}Uz955;)^g(km5Y!OfzbN7$|u4|^|35mLZtGTLOrRH z*17m6`v!?staRm(@GZgn3`(^Szw7$R{YRv(WhsmH4{h5J_CNR-T5k??pT%@!Se0Ml zW#s#M{D)r@nd)vj_EukK8~J^oPJ9Isd@3lWTBK>|lis`bD03R}!hMo!&8Gg5M&;i9 z&m-}kutdt)OC8K_0ov6osMmgvA&`5cKbQ1{RIfHswymds$fcWV&m+qwP*pNv(<0qb z)^l#G`sJl4cJfc9hR2YQhRUJ zgBnp$HL?tB+0~$PWPOOuKfB*i9@&heXADp-IXo=ZvWz}HI!5<=ih>TGV9Ml zpwZKvJtqBv_rHo{s5(QTP?cu}jZEMk^75y^l#6HIYJOT|`>cAL)69YT!?e17y5@2( zet;w-Kn9Dx8MEWr->P=~Kb#HZ_-_ zkZ0fHdOpwgmW|KV0s<0_V0OtMWf4@C)9=rF-|v?cL;8ECW~iA>--viyGDp5%`LtL> zpT!Q-*KT?N#ygA>zoleGXscAib&gnaX`WcswLGW(`n+i#?yig<8C-%xZ<<3Os9lK( zN^x(8<*b_N26J{=ru5Sd2~BmLjU~|(r~NLJRWJ!QPksFL&9%x-{_&7t>`eL3F;jzJ zAIGaoB2ZHlSJxWa9my86D%_F!W5VvLkjCWygCkBek9XGj(0%0~Jhuf(dNy7-!ePxb zpNa~;zRqtE{SI~>qvo0c^462@=d?M?O=-07u47w&$C+l0O(jbiSS|Dbw7I)mu?p5A zPoA?EG3-3gh0Afpc*wb3LnHyN51@4N)g1*|?6zg1(@29cq#FzZe>ukAQL4mQQ4?WU zwvpwldH5+C#I%eD%@GjUB?T*M$wUkL-}BhzTvW~jBuB^wx+%DFkyk;@xiro?BKs*^ zv$Kd9*3+-!GJ8Q&d?{0dYNBy2ldV&927rG+EFtQnDekJLDKGgC{)hG6EL7{0V_-9C z{f)-R9Lw@Gs}|eY)myJ50V`h5m{1l1>P@$J7GMRPHbvOAKU^}UKg3G)GA4X!Q;D27 zo{z9oYAES<8X%5IzORd66HO4hiXxyTFT2vQY80A7RybmF7Q_*+`r+t)aI<&#G4<$X z)@&6rYaj)cn@$v(<51DWo9$|#0r#;O6XJ@Soffq||CMF3li@Ko#aP5E^v=G)K;~ut za0s}uv8%WQ2C09f{kpd3QBNbsZG7+OwR~N@d=Lrv2H7@7l`OMOb=)j0{{8*Iy*I-= zy3TgFxOj+1!MJovU)OcjeZ5PzjHVl!*p0fYS)@)nuNn~ahfNB0iDuFBQMH;_Hj|bd zd*k}d$EpkNc$xiS#@3@rx2pgWaHwbq%upT;KM9@JG z1^BdFb+S(6?vDR^(?0io3!->>e^ciwqP>Sxm=+FMlMyT9((6vKPXPzuKhyNeWb%Zk zfs1UU){n<=~b@^`gac-z9v zk6a=*^b&O9=8~Y)D#UTP;`uU(eYIu9GWWm`6DdZUPl3BwbA;C?nwUe5LSTus;`_sa zf41P{!uD;wLnbzHR`+}pF@t%tnWhD@YrB3@uD#1^C;fsXgFjY>{2-%Ryke5G*5^Y6SJ-tp<_aPr9Q$InqYQOf;CFP|%{J(P& z_1`%uWMj(KT~Okb!8;!}PzLX;IE^`CESmEMH3=C?X?{JW!=gZdG(i2sYe=O$h1k)|Dx<>ATq#LK971;o!MRbDUI2Ve5%cf-zTk zw;iTBX<5BfI}O|Jks4vBk?~rr0W6QE#&>L9;{VQuJW74V{pfXBwycaBjr_E=_ zZ;kF{S5+sCD4`~j3TIH!7H8M1hSn_aD9g$$?T6s}>Wnh<-(J9h6+%yc4yK~~C3!S9 zNW{?v4OTd56yq+w9w%rQ%+xilBdM8>DbT$%Kes^>mA1yx z+OXC366$bvvglAr+}|D^XgdFY4`y7zRQw-;979z=``k4!@_$4YY_4$&BIHb+qI`n~TvuHwGzqo&D$#Ld2- zF3%3;u+gb6EfqAXDBmUkpppRW>y~1fYRisfa@4WtthdPAxm0l*ct5GJdV8A=Y`+>& zb7nz)yguw3ANykD64yeBk%3@nPrs^6&ytQDcQ&~azk;bE0+>vHQ(XWCk|mY%w@ z%ED^-d9^l|r^!@qj~O&ShV3;sPi*k|JqrC<)jA|=s_eKq+a{7ku3){H8zeI9m^Ajb z%23JJcikOQg$p(#qzx(-n4095oBmu)ifFtbCiZw_R!i<=QDKwTF%+7&;9A*On1>s@ zDCdqlULw#4niK9ag+;~I%SF3Q6?Vn{SiScwKdq5$Vm9Kq586p*56p>GXUbtuO<9}Z z;z^$9au@zaHZ&|DC)}CBh!1FW$=NxB9j(wPsAd@f22h$hgoVuR#)WBvrN%f7kQT6GZi6@Bvoxvunu67vi->4 zAsp5=q??g~8Ng!tf!)F!5fHpEk@V$FIybBiz}? zwrPG@8oJ@ zS$V@X#zjl{@U!fK;2_KXpgt#Yi3f2xmv9fKRvx)Z?MG6TQ~YAE`vU3kCU3;T$NR!$)>4pVF05+Bg@ z?uWGwMey)Xi*;~z&JNr)p?0#}?v6g`eA8tY&ko%_`8&oT-}{AYprn9wcQ;Z)OGt-wgMf67NSD&xAdQmJ-Q5k+4bsxxbvOF?{_eg1 zfuh6AoY`mZwVt)!7)5(VT|N$8A%bMi3^$vGHK87SOqBAgGs~}9cGQ+0#1shKahXt; z?>l00pAn)O;6G}9(zHM`8vo7{EZ8%0m>n#Wl3QbF9w=b5xPx|{;r@IqnU5yx_vX;h zF%ah|q*kTA#=he~G6+qfayuSi=x4iEW>pE64L|TKVV!7ds-9h6Kd~FQtlms<?6kZLw!j}99UOd0EXd*d^OLQSNlX8X+h8^0 z*l)!|Z!{7l?m-6FkHZ&$oWMeu3Njo)q}my~E25yHvM8npDG~kGM-k!zrZSP}S$Kl@ zFpD#ZVQZ6wRP%GG)-&L4?s4U7l$ZL7fFTO??L;~ELhAnAN=Gtu`ls_o19ID)XnmfE zf_*64F#y!&GUC&C+1e*=bU6JKUi;1!@$fm8Nt&3x9Ii!ABA-!%rJ@V24OMhoGOk(y z1_W_kS~(`{5|=PouEFL6^w^th68OMqS&*!BU4L0u4V?)Rv6W~MmYYU(^-;C7Zzh!0qQ;Uo?p&0cP{xgor1h6P`~6fxPs4SAuT^tGB5F z$Rp;7*Vc{L#y1zXk#uj3B9xg%^v;X}b@=Bx|bqS1jwhf=!Gs#~itEGHK;Vr^k`Vd@;PR<%dU$ z>cCG?aPW6h47v+BH1GSv)2Y1p${3)e?dph{gz}*kP6`_@HIPFoh=jFLC7nYGKRsoV z;7JFuhw&R zhI=&c$&j+PuE5gD@Y2%T4>E7NHk0wl@iEQ0_WI(wP&0Jx;n3K~t1N}utKiU-c9KmK z?cOfV%^@~wVTYyVrzimUp=5EYBLRL0+&D}yP7144ogHe!45gI|Brwz!4-lA?iJ0l( z%S`icuOF82=^I?^f;~((4$`;2N;fv;^Q(# z;CsyYymv1D1m%F~v!tO-Z!d^g0I#_#wP z+JOxBbaNx`c4lI0Kb~fC+|;% z8;TvYu?jeinr6b1NyOmG{H*NmK-^|ifjHm)n4KQ-YLxzafn^3N(dD0UTxFk3U-6LV zz>`wNcz?q(KW&d0Vgb>1@a4SvflxcU@u%u=kNEgRoAA8{7AZ5}KBuIt>otB#a#X9M z$tukfl^$~gedqg9)lNd%cHWCOWGy2SppqTjhK`&{SgHnZ?rFB8zH` zj2`(Z#~G@kX{do!HLp@h1f!K`uNz-Ha!BYRRL0DsV!YN4K2rKkT_jS|e=|U%{i4s` z@NVeF+k$7=t1*~RE2W^fc@r_^xVl!8keI8Y$H(6ebn`z*7tt%4D*p1xiTW5h+KI*J zT|s*a12d{G5?;?*>T{N%cMMPl$)OTC3ve8^s-`iQ*shhq>L&`dW_7;Y^vvaq_3net ztEOV@$GOByV9E^dK}2&vL}f); z!CAsfxU&)*ZTO~Gwy{>8 zE0A*oMq{oL4SUXUM`RENCs`ijOo|JKQSx5}|_IGZKgF5z~e``iq%Fu`45 zPT}pqhuy&KxbwH#*>QLrDJBVexMF6pHyO%~b5&v7{!{e|7+}`MD;qW|zTx=)8c@;Z z>#jNK3QX6i49YB~k;}d5N_Y@5o<6=_NOA9$s}dlE5o{`NPZ>g`g%PY9({IF%$V~LJ zSyhjMs92toGth!lpTDo4_*gk^Z;V1gnLz4{k~9Kc82hHFWl}Y#zuUw0OF-=fqWM}R zx$OEz52hpYhW(~!&dJ`B+;d0CpYhT=4Bh$_8(kQ<4i+P+7$zNeX+F$HZcDJdrj*sm zoM8>vz*YW!e83_u<6vhpjf-IzR93fkv3!V$Gzl|rlKB`DZjgw1(ju?ec^3L~FsPSi zc$L!bSUWkh;37lVsOG&R)G~Nj&vFbbIDeBo*QAQOSWqc^1GRc%OOIhtDqU$-VMaq` ze)Z+m?^|t5(ibU0mSiGXwEiIo=soG8PsJq7{oMU+2Q$Bf>UU(pS9Xm4Fb~vT=FxM6 zOUK}sLVyhgFG)QX7w60Q8Cfn3xM;7B>L->=%p8y@&TgHHY}aG}^wiIZaJu-54_Kd)>o!() zUKHD4^+hY7W>j!m+s`yLeR7YkPXWplrG%m}eG#epGvNbHPX6w6-k^SA5V8Pzj$0<{ z;w=zAer(SoW%yL@J35!3AL_Xs@%sq!N{!tb4-m9T~BhP-)FJq@eC9 zZqlI=7-`uwV4LY(0J7%AzU3=tlPop%2VHe*TbCjPIP;=GZ|g6c5}GPGrcFF?6jHC) zY^f~F@4=l)J67-NL-fO~9d=MLaW(yjP)C@W&1WL1-S{pm%7=^U85FR#%RWxo<=VHx z9_-fM()sJ;Qt?R&&nh%8r8yJ~Lv_l+qzRJ!I{0PXzXc0rC}XGl69~UYI?F^w7tKku z*xN}9js6B$Y+Ht28Ywe^58|vriePBqESXkUvOkL)wZU6{@liyyYoRuHh8&D;n zprUi<+i28)f@O2fvi^;b4=)^@BW)?A-orFn@zMg76bI&G(pNIC9L{C1xS<4qJw-Oi zV7_lGVVH#^su+SLoNpqFg7y-Dt;Y}RD!UH%?YStR*|k9c;=X%h>55_JY7t=5Pv)`1 zY-4?N@8a3U=!{C~wh{v^coF3K0P-OMQ8Pjp_p1~|0_GJ5(3R##nh-qsa0CxGnZJ>yR3kn;KU)KS9DMX=;$;CY znO>7c#D5BARcE>MtL@Z55}7|C21?$M=mRa0QFSKe?=K=059jn6J2qI}gD*M|DW;onZGiS7mivP!w66uWxik6zYq{WOrKLyVdu}ady`? z^BZLGzKLu9$eL^Ts+K~f;Ir(~r`jz$S38M3jJ<28*#uuLw#ZY*D!+<+WMCug>5GnG zpSG3Gl$d0UfYc&z0-yZlg`$@{lM0362Q4`i3Y_ltkstl}mmvYi&;~Yw@#xt-ws-91 z0@3fYhtG?3YX@!IM>a+c47VM#^*oP6A2t8n?+qDJw*zDnig858(r1$85hubcfTtWQ z+!pY!PzDh&BqHYJEV`~yAH^9bS=XT!Ld-y%n;jL}aYR>gt z=j5_p52A;<0^mzWi_c%yJ)^Jc0`Vovg{jq)!ZwxUYQjIV!Yz=zEHqQGT8Uw;M#1s* zo3=Nx`v7O>PovF9Thk=)TPB~gQq#Z=62@%(a{+U(Do$G!)6hJdmUrb~ zXz?~*V8J$Dg^RU7ArEf#u2Vlxs51znqO6ng8^Hy2`=gi5r;dC{0EEpE@% zQkT0nzEoO&=@`Gw^%A9r@gw;55`Jfa!~!7~T%f@1>X#*!{v-JYC%Y&B6OJ7#QK|g? zqw1Xys%@3Zx*@d*WU1(ryPhBFiF$dt3 zFGywPzrk>b%}1l5kC4CwbA;dUlDDZZYoNU_EOMku6@CWp-#9KHAWVTr-_@m3tB|L$ z<(C|Pc4QUI;(qBGcA&0pIu-Qw>fw09ecuuZr_=aDO5P*Vztv6Kd>XD7ZK9cMGv#DcC_Y$;0IObZ6ErB)5u5drIVB-uW&Q_O z&Ye7?V9GzyHkm)kZ@!(4gGLCwXi>hkk*Cd?xVu zfsz&i@UBN+K?LSk;toLpYnIAmw~N zr|0=q(CJRV)59uS7ia8{z~ksslAi0)N9e6%m6%f%pX~;Gy+S5$JIqoQ=(YMbT#X!p z^~!+lWPaBdrnGIaPd?!e*4Qf-1E$oV99!|iQtU{71u0lJ;{BPGfMe-k^^$HU8gR); z2W50&5|yO|TuTSHRAc{V@i#shMsqUsT4a$@KX?IL|7ARo@;Ve<#0?S{n~b1Pn4c$z zpn2Dc=C;oV;w!-yC1y(r>{u)MNaoSOEX#KzEKrDkN%*#EwA(m5O$$u`04t-pu2ZBWwj{drtw6 zlwzm+{=Th2*CzO3L03g$&NeutpW`OOt5$dHvwm+(qRzdMqihxZYL4(>32Qp; zw|{jtwWZ&t`TkeVcEJC@4V+=*l5u|!w|rVA4v?x__1#p}6Q%C*2nJe^_}X@D}0fsD7H(55}O{?~ku14-ymj~*5ob<6!CE;V(BYw{;~VWb5M zz=%Qw4bg2AbwBZaQGpKwwgy0;2^@8*f+F;Gk=}HO3#A~i<*Ym{EOV)3UzA}8N z;9}}N5v~Z_S9yB@8+$*uW6NOA%TVk~oBKg|0C=O@|G?;axBqa5nZ$tl1edT_{qkVMU#-YmU7DK>cQGqD=}<#nAbvmBvRe;E&w#{B$26Y zVkJ?fZ7)q$h40GMIH+5Gl@SBfy-Z3XO}$O~`Ywn!jAS1$MxvDQS-pFPvsM6}pRuW! ziP3p8v6!7*YYB{OUz7GM-SgX`_W_$YX=4vjV<#_anSY=gh>}t z2UV_z!Ei>o#-T@-`O>T^yq&sM_%+#oyZc#e-8F)|UTp=@=(XyBITz zuMV8N&%xszkl$WBCNVET2jGc&hK2d}EI)Caq@J^|%!q%jFQjmptPl~=w#LslkINnoL zonYh6W#F&Ir2#Og@P_v$IY`jsli$+iu0|#XP}8C>rmm+I-=8HfTxFuFr;6ZpXlw1A zw9jd|ov*kZ4IKhX($9uiLINhcXy#ZzNg!xg`9aO?*t`Ra2U1Vy-BMb63EF zE2>y~Y0aVgC)(=x$J`yKsa7)LxP?VLkO4Fkp(xLKYa#n)GAO*Sqy+cDPG~{y1enSrQNfhVUr;*Bs8Wxh)SbBhLoi73 z<3e)%AJmsAhVYrFZY3l1cs{O@pRcAeXx4cTidh5DKIJ8e8A=9@CbCRQJiTLC?!Kt% zX1EM{TcsVf9r(klN&gi^pBraTbf7Dp6oyc;0eq|WU`kC6)4)Wok(8de#Y*XY4!LYb z)&2|s^VpEeX|%IS3+Fc=&C~-ISu8I+<+hWNXxQGHW=1Fz?EGNW0S*Byd^sli*x7gd z+wl$(LB?at$E`xl z0o06-?@cDAlH2=7IS^_#hF9e;wr~Tm{!2lRy*CfVf{k5LTnsT8{j%W?ci))yxYcGf zUUxMz7VjvhZl<<6%7#oCFGW1JQ-5ZhKNSDrMa7e)(uCZa8@xQBbR3_Jc)j|{P=jhY z=00kNPD%tPO7aX1#fWSdEjII>`;gKn-+6aPGEkq^9LRmq&G#H78PGyJ%;JSn~$C; zB0QD?J!Y>TVOQ4_1%+S+c6X1Hlg&%uFH!^=m|);@%{)K1!=QH%g9pS(BTM#*W|#Z) z*o{k@z9kxZ=C68=K@k!dm|O!?O5c2FL@ged&z5}A1-Xm9aQz0j5CL45TgREA|Dh_u z20wtKqjW`dY<0yg^kJQvUTGm`FHyR)(iW80;45nHw}9L)pB5@*B5*b;c?qqpk%6(v z(BC#|=rdnb3ko`b+{tp*_>h@`krR0C9%J;MeQtJGu|duC zDx{lUVtuEU@QA~>49mpMd^~!TV{bnGEr{74gC%?otZ^N=Ta~FcQ9Cq6jMuok$ zW*~KPU?BRS$+w3S=n*eN!_XZ`&*Um3EGVPC;|l^%v#+peL8`SqG$F6uSa1aZ3s4X( zo~#QHik(Rqoh`WsDOqO_70k2v@s&m4-GFHmcHpxt%+bo9by)qchzn(XHnj(PB}}_W z2clSz2A&)%*8|lb_Z@9%ADN;rX;;D@`V5y!OAUz6x_KaE;)Qd5WjE>Wa8aT6BHWQ{yHTbsJm;O1ueUw z1i+fP>b|-dH(m!Vpzs~sdHm}@*1|GhI3hC>k1mWvA>nHxVynB5zr{NMLg z3MgyuEIUgN30hgCw*28i)+^as#c9>LW3fFv)+{g8T*XwC(Br;M+o8x{r9)J5T~QH#6Ymo$>ut0*k|;V=y^E*7@tBK$OQsa!Qq}2uHJeEzkxw zg8HM3jG{Q@_!=$b#$Rzmehw|ZP7l-Gs#OC$d$y3r0h*#)Tk30}H87!VkOj?bsbmD- zcW$PcJ$l}t21b=B`&WD-BmHiH49*9ww(6t*9 zCo7w4Lg_{2ugu)G$Y=Z;eg!kk23M04m_PxO z=oY1Y(aX$h1J)b2oo$5X`<2}16D2=m5Sc2D20!sw0U7$lG)c^x)yNIvfk&W zUJDQsd!_Neb#kj`qZ1`qYO2$uQ2H|7mbcq_Gz6nu`CWyQcO~>%rLgb(u8fV=BfgmFCI`@cC z2FLU*L+L=q7xq(q#>rG=4pj!|6n@E7@9nSr4doiWC0^6}l2dZ1VaYXuBjJ|=oG86y zVN`0-Trmss4O_;qF~&t(CXIC#7W_?i_MwR;N43Fr>WZMlk6Gf;bQ!A5r;w6gi0(7F zcik*+dXdc84VJbvEo-8klr2b6Q&y>XVE5O5{069E={6=6e2u|CR(f+r{#yYS1XlO$ zWhh1)hXTq^&O1a*X1$oJefXvHH7)?_7=%Sa0Rr^d)LObskQR#kc(5Q$$jnkwG_WfkJxcVTnlouuU>xe*^i zCHX=D@A13aeNdhy4$8BhaP5q*k7&&xfB(hKh|ZiAEHo-3R95XEW}%qHJ#tuT)eB&@ zBY^hI5QwsOz3gfv5i%RxWFCTMtE~40QpK@bcZ2m751}-O67<}K3cA{O)2OH`ehAhH zuSu>jk_=9?fLdkACvT^B5fr~WDPC2!^X!KdteH=H-fwa_-O2gWsEiY~Zl?J&>u{RS z%xQ^aI84HiJoU|>e?|HUH7k5q>hp9nh`q?~(YX_h6C^=6MD}L#lx}azeOo?J%(dfa zNtq9g6~FsS!$X|Vd@5FNJ<>SKP8AkY!g=SpEo+>V2W~+HAe_dkllIvHP{|rxGTMPp zlzyR}M{AY-=V-YjWcb3`y1Xp!dcf*z~)yhA5+8Wloa~_M$ z@%h|H88FgeuTR*bQeM#L7v1PB&aZf$Y_Yj*%LKEiQuM)Tom_wVv8*pm?r^&{lMq<6 zE`&__3^G@Q@od2w)lj-L$1^s9Mz*tZ1aw^RBBi(M_`)jmp;$X+H_3OuBdD(OV|O3( zCZMEUXo17|^je%Kw~9Xij;(qr8CC6sfln*(t5y4I->3F~+9h2^b8(g;ieaX`pjuD7 zWQ_l|Zr!0d{Nmi!@&>c_fGOEiOVe80&Q}Y*?*v^bf0Ie9@Q8f@EQ0Dg#M8}?f~Eop z7QVY7Rq6QY`GiCM!mj~u!X0(C1HVmMv(hki?-Y_Dm(Rw+^jY86>-oynbCwf$jPQh2 z2TRKsn|LtvnWPz@Q}~$_=A$zQX)kz3M~h{`1#!&ohMM zi<8_5#mrbs3hJ=RRs5CBu7$iX+J4f-LiKxkmEcNZq3Z!?=o!C?xHZ@}TO+e_-(;4o zc+1R`C|~?}arA?tS{Jok`NC;ycURfkI;|GcUcIEj&q74zSQY(js45@u zQ3PdGrFXGiS8`hm%YSs&(%uEOp^@2z<1@3#w&tr$me^SViMghljqcq2fO`T5HgYcM zITL`C_lmWFEpfEb$do}tTV%0Nd3Bjf^+R^SK z74@hfL%Tec$80(*#TE|fAdp`+*DQ_5?my#k)tg{}ct5vp7WHZ+Otx`Z=I^mh5JkX0 zJXq36`gz2TY82MNoSM20c&wD62tjw76zdP>il08Eltz)uU_2}@*n6BHih%OqH&bTk z@Gux9BV6{5sQKyH3&FRp?KJD)01wD0E00w>6OA2zz`7e*pkkVX;nR=I;KPi`Fj>}b z8@}cN!3xSdZ*^l_x~fjKB8DU8W=G!O;0cm0x{KZ7FpO~>fBoabSqHZ?|3EWjU9FuX zSHZe&bLN&($|_3e8`AcJhqb4h*h$&Ff20(_NoH1!ZMG_NMQUu^&1ZRE;X(DhPHL02 zA=PSGxzi{A6v`5SP9PmI8>LY2#vdY-$lY91)lmiGUGv$P_OSsBQQj-UVSedgtWJUe zHr%x)I(!Q`IAO}wC#1XZ0Gaopit({J#`Dgb*Alr+815G=r~hkeJf?x9vnW+Ji#0wuB;8OFJz|rm`3os`afMtXAhDa@BOM=BnYKvM?~8 zUWbA9JubJWjVu{U<-$VY>wT|x=>sfwj)IOiYKl0lAR_H#lO>Kyo9xX&@B}7urFH1f z^nSl{#qQnSg6T|Wsj0@7Z$lO8mQEmPt~LMqsur&k9*625LFW**1JGLP`&*w@R^#BE@5!t|dwW&L?`243 z4-KokXiBG0K!K{Sj$*PQ?$b6QctwRo1IgY|nJkG2%^7%b(8}ncpbDwKK}iSGW-OKn zM8Ttj;w^nw9PC_#xQ}f$MnxO8##Ng0`5<2Jtu+U3>5}H7rQqI+&PFsfd7YWyJjl*Z zTbU7j#ULD!jYp{rJ=9bhFv+Pc4!apTt$@#^6wrK3OnPjvzCyf$8a6~kDUKG%To(yQ zk#gt~Oz^v=iA*f6n3B0RZh3LCMy?KW4OfL>lCy@ky-6TK+YM9kPM zD>6S6?T;X$D`o|o`ZQ?7axEi0l^sJwmm5+|CE7Hq4RZ zPz%o53>L0dBhQQGd`A-t^+U#R6`%~}sX7JukTk;^ zr0fzNF17Y5iY+0|Pq>!SpPF>m#T|JqPuoQfB7sC6zV8r`aDC2_o`MmPnN4a+Y=D?d zH%KCJ6>Op9Z_V4Sr#-h~<6)4%!ma%ZpNjTxoJ4l%GyILdrurK$KEyq+^DVBmX|9)w zG3wmsFSy-dQFXgnP`O8ue)X7>vGKfnasQhd-1% z!pZr8boCDzUw(Cz=qD}OqG+Oo%esm?aT$%M^k=#O($&96h0a?B_x7h3h zBFRs)JI0RSl%YLnRA{ly+WXNxhn-^}@bf-q$D05x|mQRFXvr*&khv^1njz|-!O7GPSnjRj7a z&fk2)*;Y#m$1?Foj-e(YJ zgAYv+CHT^nB62s9^`uD_R9^MLJ%9!6KA0I)u`FsYhr042WyIuJ9IfQezzgj;7F)4| zpp7ag)SQHf+Q8!&-@V9U_x>g7jQBR7*Do6N8L5oVHc9egVWmPY8D(Z}mjeZwgTMXT zM4C*WEL_i(_+wXd98h-H31H%2*KJU+R76>tMW&F*S_l&s%RMI<_%^=dS(e7ndY?c8 z4EmMbON$~<{8)4D5rJdUkg@-|rK+QJCnBGoAH*IGOO<3RMgu~AeG~83)wIO<7LzBP z7eZfR7$_WqpMxizh@<{NZQ!mnqjR1(E>-=nhD*cBn0iXE4y9&YE3xVw)-xrp+iN$U zgK+X^Oy~w|O3;OM!s2^NF6Vr=%^bYJ9t+Sz&jKG{OCrs37o^owb)S|-FMl?>iRUj+ zy3y{9_iH~|TZW-#j;^J`(;hMe0`r3|Tq;7-+(k53*h045G3Yb=>b}hgqCqC=fC}OM zLC9M;J}rzuop;Z?St`@TY(ec5iyUY}w?rmu8;Be_l8tI{Vg8Qa0mx{8w7ruzw?JLy ziI#I%<)?i*bB0Y-$oPh%E)8DZT^!?N#%w=-b;S%_QQEEIy@QB!j1z(rny<1hf%`)j zm1O##kQMl96foZR-XKY-Jl1`{JkTo=H&gq3!As)~oU+0($f5CVZ#)mzt3WEsFAgNB@?2?B@uuY8dDb_@V<}lG_k2uu^l+dzaqXdhZ{Ou3oR3eCVNk30{CFly8f@uGAuKOJWX;={HZ2qfb#vpX z4OFpY$`?~y*C_VT{vYfhTZl$1Jc|$ZzMMBu1-{LxatM_}2IFMiYe3j~pq9@fmg8vJ zrM6KRuBEBQU7>@P2rW_9ZIXx)RUgn&(jKb9yQ^yv9pgD6micQC6NexR+B zv7zC%zd{ffli3GH^r#cq?a`%L9cAzmPP%-}&7ewTzkzoKK>`5J|4wUc21QIXqDY9c zX?ji@43_b$WmdgYf>ppxwk+qDDd|#vz3>_&tU=peAb>1EE6Zb(dnH4hNdei0u7#6h z*6@^`IuBOw7Qm*J*f7DH0lZ7FoxUD>iy-oucOmb4<;H|o3MiRkuJCJam|2!H=@Db5 zkdeX2UsbQ?$avBn=L40BH|2C8U2<`ZB@t-A!+RHW(A4blljhmL+t2*u=a^vYN|J9O zo6=Z^e)zb*s;#OOd$_Kg6Fpj{M>ZTxYi<@w{v(p&6|Jmf&sf*q9_Y$l*B;NCLb}vk z3T7#Nm6{>KO*hQWCs9c}&{ZSZvMnr%%`lTt8O(hV&G%sZAZ3j@KvTTcPG$h8gu7%!E_qk_}9M1e%??@CU6Z z3Kfdn*UW1^4}5WBr5~3etg;U)o5O=fk*BOs^C&8W*FqbMyh_l^D?7W+VIq5ZMs^vP zaTY0w*hJJ|JVyw~j17KDc+aU4gwA$fTq^!kByQV3 zY6=8$Ky%;7snttR@@0M;)L#h$^o-W?0OG|(p1Am%_EGe|&IlN?(HWhb!6%oqC{CFS z0CVJY9~y;e^nD@?E=o4~UZv7(%;x*+VCtYmjb=haCY| z?Y3Zo=IH-LcSikgxVrBH%T38jNjTcYPs| z;$~ef9|=FFj31oR0r(sEGsKh1=NYE_TE8df$%0hPLM@~pZ~natR+Bdw!ZLhX(3(%_ zssp{fRnas`@>6_ss7F38(G-m!&sO2_$L7_>(%H{xjvxwh_5UqOF)?17a_pCl#7i09 zN*h6?4siFbH@;*a*c#2yJUy^{MV&B#K5(yNd@47-WYM*j}Hmk?3N(tLQXHY z;*)21va*HiakknIs;5C6>8AX^VFvG92LS7K_kUV|sr1KfAe_fDmQGAn6X!dMKr1?O zh=waUR1+vMYoGCHo=Eh?>)}d@ICh0Bg>2C$U|6?Vj}AXoL~S&vhXweW6|!XcvPrzD zrSu2s$k*GSH)^uMQ96^j%eZ+BN1r+T6KZ{tLyAxcaQ~eX1?T?w!)HLUmgivUcKN!~u_;d5*VN4$z^ZS6dax2_ZSSBD1z$c*L8_AQLlZa8dzy4D!f2dibD}@nSfnL55semAky=FW^H|* zqq%v`LZ>~|~0`{-F)0t#YHR)Mc|Z-FRsb%rf3%RirTz9e<; zvCbPc%qPl0(6#+U+-{P+!V(g4 zX>a4%HynkDg}2xNozS*eg09~M4=1OsN~>XAW^kzmj$sr!!b6P@O^(*-gOjbMsH*Iz z`Oijiqdy&O+*y}ezQzp#psboECb+m)gt&fN*7q$8mDqkcvkHcAz~lWdj-)&Ckoq7Y7NK(T#fA8A?knv39CP=iA32pXN59J3d| z668g1_E_yi@8rHaea*2$j{XegHIzUc=M#`B?XWjMU`y=@=*p)M##z=+4^ZsC7>#KluT}de)0g*3S%5vy0CW>rEqAzqg`KdWCl|`1;R3tQF7k> zm95enq^17tl42AS!5j?Gj?6Hw!_yuQbah6`$5undV=#-RSX(1GQA6iqj~b603Qh@2 zH;Q{doX=~=x_2C_M>Lfj88ctdad^{7xBMfPfibLM=~Qt3ERzLgHQ6XTMwndP+(ldS z=VLFxws~5j2||=m42BQ;FeeP#7vhC|)Q+tm$XFSW^^NRO#4sfhpMH4fz)?7T1OC{_ zgu+7oySccQNL9{=1uFsWI8vJJ-5WCe2r2z^>67JbMUsdw#yHtG>X#_(EON4>E-+)V z7UfH0E#(XXp0$Gyck%*|&!}`?i*+?tR85}jI*QF(kLp&Hyjf4kuQ|5loxH=LMLpvJ-8 zrWublBoc**oj5Q+nhlS4x)VCWGR=&&i+MS3cM z*6F?fxBI!0(k@PfS^1s P-EBzGL)$-nB_4^Uw7|feW?;p;PMs9w}v=W4cH?2z~f`RUWMWA+rC?3*_#WtRrGOwQa4 z3&)fT1}#jNeMvw{j{}t~=2x#mA=B~VxVOfe6x3I^&>(I#lqzq7yRn8PnLCg58Kqpm z@VWQHJN1sLbq)1z$W*)Zc~pZ!g+T0mqv?7d%0c^AR&NhljdCQKIv5NxlwJP~f|#Fi zx|U8rT``1pl}(F-Y{p{8JMiLmb=>jY!$%8=C>p>SP>s^ORA>X3D{u>=XjTvFzWri` zd6#Bmhk7EdCT9x*NOLH4<2tP@i-j|JMS-=R4!NyBn@1n67WA-)RXz}?Wd!DWZR?bv z@wJ!d1O2yYyp9HEn0z1pdb>YEI}7olMbaEh{$)wJ?jQhsO%t*pI~4m0QOnra)QzeuQ>lIW64&s z=NcAL(0VolS_QDyP?cehHEUa5zaSm`hKIAPZm_#Q-S|?Rn^-P*bULGBRrK!^CfeVU zsEWs=YwKB{sZijT6^Unre1Czp(-3-SB;?QX<#wptk*)IoSm8Q;1J@YT&TNRfr3(lv z{dtis!MpBTKR(#7CECD(Lgp!T9cU6Tpq?AM!PY6N7 zs0eupFy3LzIHzNtX$M=f&;oX%h-0DHZmJ9a;HaXnzBeVSXbp&V_7205JjlIfks*QWe~rNH22ASx!$c zC=HlSmVH3dvsy3X%~I^0i7LkT^s;CTX){EH0_)DT}(U7^JGtFDl3VIc}EzUiccwM ztsD647`bDk=V2|LYpR&gwTk3#zwdu}$fNYI0rNK3kv3d0z6O>>_*Hi$g1-qs@xd7x z^P<7{S;l3B#^^{LPHauTV8z>!`Ah6Urc5HS^^}P01+X^+n z!rS+Ge)x~vZ6XTu0IMV;?b!FDVw=MGgW1a**Dk)V4~M8G=IUi;8ajoaKtd)1j2Lw}42?+D1u4>PR$zZ8Z{6 zb_tAY0k!a}i~H@YCOc_K`708E^E39d5N@UAwcU@<%TDQ&+j_@I97+U3>$rT3@7vsN zN27e8nPt*fbG)V&aC64eLYaf{Oe*GjGG_ZEk)C?`c-o;s?LcL1G%;ZAf|chP2h%7j zIq8sxnb;9H3TzO)LikL^OR$8p{rIPfmetAd{~);02HorBfh0-TXJ8g>4sl#P+#UWo zxwqR)Oh`XB1$)}uxW`ab)%J>JlqfCon|wP4fM7~7lk_B;)O`h9Z`*B7#g+UAzgWSh zYS|dNj27Qsv!728Gy2?ZDu=T=>jE8F#CmQ>o{$bcY5JC{5*B2>V`3iLDD_dTC3rag z$CiKX|E(<KFr@`tA~g!bdoww=+VqA9w|@S#b_%z2 z7SWa=f!iBL(KCiddNsqXOzRwBt$}!jiEfq07U@ zHQ})V3Hx*=*`T*RxTI|6ab_qD+ZFa`FW>hwC%^dpm@y9(I#y4N`Fr3}=w2n-m)ZHv zVujWM$#xzV9AewqmiqQ6w;84Oy9TP(MtlJMqSJ>Od%htCmBX@(t^{`aO~@@%sd~?T z|Bu9t_^lpA-~Y;E2XQlam^#&lneX;0uKwraq^gVNW2b8Z=d`ohbzC4FAAg{xc^OA- z?1uiXnROc5iv9x%t2-K7Q$LtCr`_26D$`fXDlE_N=&`uDiTA8&-`;j6TnF}>-_8f= zRtbECgQoS0u1GK3VfWo4$Y0;=aaIdR)4FYLCvHV+C$~pMDbu?AH)}(OUzN~_0Ejv> zQ}d*Sk%QVwSx&2q=j0Ows}%XLyriHg{1l~IQk7$hN|qf&#Nd=H`{UJisR&H{BB9** z+HJ6i}ijy5=G9Uos!mJ-@BGmY0G z+-~YY#HrtVX1NnmJG+;#t^w9!G-Q}Y>gt0bMCiD#lDnf6#(s)S2F#qB@P{M)S&ugN zrvDDa`_r2|fdES1_yzdIP{ufX0bsdTT*U@T6hlQUkN1t`o51$Z3<4eE56q93cJ^T(y0e zD=u-89{=h$OZ0!&?#>#Ez>YU%^E@_y^!z1t^uhO7J*27d`bFd5HE$bU4w&K+CTjhM z=@;D8{W-3wG=94roC8?C%~Q#T)JA&!M#3Zw@zWe0R} zQUJeu(T45ckwbIZ`(J;p99z1mJJ2RT7$Q<{#H~$j-%DM}AQcX87h7i~Zj`D+Gle4@ zBmT6-S=H>L0e4Ni`$AvH!vJEeZU!3&L{<65;;w`43)%ebS|4Ez+zw{n4_`h%}<+u{Scxt~&hY z)H)?W4okwA?j?1xqH!c{y!Pd0P@mS5wGVVu;|z2y`90slc2sqF)jzns*#&a@U}Zmv z{eA8F_w?XHpgq;12B_7UmdMalZfR zN;x%CXu>nBy*v_H>81LciTZz46B`x(gKX5-GN)6U3m2i<|9@rcl5uTM1FXq~ICXFu zF$cGnn9ejp&_qN_?l<(EN1p+Q?q-XrX{PPjoNE)Z3x`sFA`p4w!+~hr5N^g;f3;Gp z*vOPIe z7dJP>BsPbU<}X`Vw!mnD4+>2~h&=$niS6`_4%Z zdg(nC5f1%ZQIO1)KtNYZ3J@uUaa3FdN z;95m_Y`G#nxWq;82RV9be4P<2)H~_$(OMMg6-XFuO0qmY&!|RA@wgg&#RRb6JwPdfG8!CXC~Q>;TtHS<8&%);5iD zG>YR=Q!QttI)O4fhi4X8ncZ@E_5APKakLEfMJlcoMpcU=*~!5)JQxvwfDn0ZCQB&k z3X`Jh=@ySe~h75e0TPfd%CDe>Vu9&uK=ma<*M2Aqs7b!DPaX>{@=^ z0+7mfhwQge!`K%|TJXDeLljkuCqSB({~$B6nFQ%I+eXZmRAq?fE1^2%MZmrgvd)K! zFX{4g_>zTIl`xkvqjIj|$^r<~9@Kz-d@WtTFP-vrE>_ zP)#4JdVkoUd*!e}K-}l9;3Cb>-|L}|gJ~ZZkdHS{;BTx|Jo3fte=8_uJq=h)euSRA zEPxrgiMT{tHP+|`?c+_}$|}Gi%Rx^^&2s?aJj487)qrpgqWa*LB7S0fWO)OEkN&Vh zVD|T(|1+nMgo9reC`6%{jlY&P`_R5aj{B7}OV%m-oN zD%T5_PE)mVzOEMAh=dX7;7ZYds^oaO+&*W7S#Pn+=~QxDLH1?Fhbu5!6>SHwnfBGP zDQF!o&+*QKlZ?=sI#Mbguu&dHAMyAoJT4|;gX3#&!Ov^tpTxzcuqGTZvw?F3P;zhH zFp|6Hfu|!H^qZ95<2@YnEQOm*bTfXeB**)wI0oF&0OVO@Sj%?O)SY9)85HALZ3|6R zWJPxw+VJcLv`7D`TUEU$JXSYi7+}^_09vALyVn`K0mPMAbu@{&NsM)>CsZu!XVHus zY90U8D%@GYEF^diq^U17pWA=()rw68@iVSRMsKQDDHqvXcA{ zcCtkz=|A@v-Ri~dPp?6Q;f$~Vf2_N&k=xVDw@1K=3$RAPqgqG0V`(=4V8D=dz)~F& z)UnYqUTf%e|JVlPA1Y>wu`JO@=>j4`Aek$pQZ&R2gUrAJv8Ocq_y6_wQ{##&=X#D+ zbasqyTpTT}9RV2%)(CQq?8Qm+^~j-67R>>u%r{y~sums$JQmdl?5|ueo}Z#P;uyA{ z9Rq3;nK(}H0ax<-o~vj{bpFRY5w<97*CHKP?;I)W4BU+`^7SSK%uctpnw)4 zA@T|s5`jktM0rO8=`>zuaZX+J%GN1=j==^Qu8kn&cLrxS(QZciHWL-X4wv*Bb?MY= zdJT5<>p+-sSu;^uik{ZG624ce(D~oL_V6UYlqC9kq3H;PLHWH)r2|U^kW~Z}j-{V` z5y>yfGvAi-@CEk;n|Q}*mH*Gs0#D<`pa)Nej@iF3q@#x&Dj@W1Hf=6V77d7F`^Si= zVe|kvtz>qBP)qjzjokH>$)kS2nON7}_;kls%(BRpG9w$_Y^)uSRbo9!I#8rc-w?@4 zxFGB1iOdV?6d?wjn_Y^FbQ*ytU#N#m?ARgrL4(L{R6NNTts8VE07PiUvJK)nV44GX zoBmNaFe8`(Gf3Xz?ze}bH2Y~INf+OeA7HotTJlbJ@032k?7pz??}&eIA!q@d0@(fi zv<9K#n{>?6Mi5%V3B$}pY1eIT1*cWbeE*4pS;=c|TlHCJ#yDOH&pWbI>K}#O?;Hxkdr<+4 zNTV-01iTGzGg;zur28InaIN8u4`N=g;>hn#nt3XJiz`ewUUI(FNYi`w?=7U37mr*U z>kU%@$jgP>)nAWG$-np;KlZu-t6j^7o=OuHLFP*4#q(7C!0xnr`P*JMVUTVBOXO2} zUKV1n{3_}~T?{oqi;Hb?^w1awLTpmVN(-&6rZed_23ed%u(ny?18DdVh_poeY?kNVd59G{08V+V2X7I z+k(yb$+m2W)!%r$u<(}9kBTl2nms^rrN-8uv@3nFU{o@BmV(f0cCo+l3UI-IES+ga zz*gqy;24;x;&uUm5y1tyxrCQ9AvdkB!mUa==CL)&{JZoOK3 zkOfUJoEK1eKxH_eB*I*jp^cGv{n$=m%KXp3(h*5|toZNzT`}PaS=Y;+29j5T;^-?c zP;aI(h^*^r|29v`K7VeFDEGhpOED{W>wrxUET_1%s;Er9$G@doIANrf4|)9kOigN3x+eK*>Fv{Zs@FoJsr& z_&ahtfpPnylIsJdU4fCBaF9(g4hVb14{5dq)LpR;-bUYaJ_S}8Z^T~3vbE{VuVArd z{Rda@MluU5`lLKAH3-Kk9{n(=*~wFsUTQ?eOV*=_dK|VS>*-azHz+ltgm>AZeBXdI z0p>~MhY~-de>Z%)6s1H+4u|ijFA$=xg(hR(Ceo7U+UUHq0o-$#eAN_;-?JjYa%=#x zO{W5Pgzc=6K^3k3@*EkE30K8I{@k6mGdA{3GwA-Q{t6+TWPBCCd@F+B@^P!|_&K|` zCoe?y?0EtZlEcs(vCb4Pt^vvAud@kPj9Zx_szi0Ol#0FJ@Zkt$7KR1FWS}9I(5xCY z5%Cn#jargRy&_pH0yUQ}(qCUae-SIs9qQ=rb)cVmw>0Jxv^Z**@nPCHBUIV_!-hYd z;EsI$nuClte?l2<@WYN`$K>&9;_m_k$j40p}4+#cxuh}Zk?k@v&WqU0#<0dhI zGK2D`wT?I|xJ{VqCS_WAX1=i$8BEN9zgN3HCu0<(KU%Ylx-dYh?E4>=mm-?yW@TFWkJh#Z%RKtr5!BE;5Yp?SRNjD z9;u)9Q<9iiG+@dT<7Z0yjb38BBrlNdyKf)cxfF#G@C2@0@x{x1xbzrPC7gg`jNJVB zILED;I{C4AP#D8!0SPvcq=Y|?XKr{uEw2Jfgz;!PzaM!D#msAz$IG)*8g}=yud}!b zYS>&0kGilL`m0C8nv5PeKqM>@ZokC@N>q+^ug3?}E7Ly&UNk6QGBw%>g`-6_bAC$x zIzF9>Y)0TD(E6*Elj<8QZSk*qhV=CP1MqLzonoQs;k2#PEwWt3NVkcRAS*P3kH|sx|bg+*Lg~4+-niCO+H0Pe(5W?bQxU?2Wec$%1n4@P- zQzRpjP&w4tf{foephNmcQo#>hPb|#N;X3_omlI>bn+wZNEtr{}Kwc6}nCE1wzv0``T~@XB{h_X|8U>eKAP<=73Rd|T`O2&`4N7G$E@%o; z&U_cSASNqfj>NM%kCOd6FXI*FKF?u>d3d4U`E_$*JUTU;L#X+`cN9JC}q&z z{6NJGuKr*T_6B9NR3J&R8>f0aakJCUVXvwRM?qSP{wPNLQbJZAL;${R;t$gR7c0Iz zc}fn4hPh**^p`&?c{n9I!H(J75?w>C(GTlTZG7tm4^d6gSlxfdw zokR;6p!*a}Y-*X(?UgNA^_)0jcVu3jOs`al`A}JZ+_)5&$*mJDN+;UPWl|@5aOl`S zm(G@TkMI=FdS+Dig#_u9i)tfj$;&T=`d)^cvg}&BZ$5^rs7$-NHB-rNQf4W{#UJCx zQ|yj=W*K%qXM~k(iU2tM;lOd@$1cO|LBQ=Dg+tpQ`^4yd5kK&tjY+KBtVu4~9!w_o zr!-2UNP84Df9oqIa-<`hsdl^hPT)8Skvw*zFiqT1xJMS&v)mR_bK=Qnp*L26T^4iMs)e9c}K9g)_Ciwiccc_`eA6%#Q6kd#G^CSks$c^&%&wQwL`*17!m zc+#MDckv?Xyv_b^P_mB$tB>vX-*+&LE1R(COju+sM;bvN+xQHACZMJ%KTIjy!dTmRi6tDXon5JU_ zad6qX@vWIyKILee?sytk7iL7|c0fNgnL?YV=ASKv7PrERi`nvSevbeKeh@WzesX9+ zsI}ASgn6n)z%hk&X|%D24zXwRU5Cy0LmN1YPP2NF)%OOgvWXsurA7m|H2$_20eAG2 zcBP`0kX$G{LaBU>efzjybrxneR4?WqL^2kR+#6_yyp9p(mk^v=YU~W=NW_SWJb&@6 zp)Ul-rnpuvDRCJ$+et#8wGe9WCC$3Q@cw*Dz8R|K$ls=4Bqo{p$y0m~yQ+E;W20zz z7D8T2Fy)^pN&jV)lNnz($pELgiXk)xDl@43hR)nkCzJo4#f3NdfVTb;jHCpD94ahU z@azA)X>ZqN)QOV+#=j!^@=Gj4rN6(Q4e%BkpnkGRWFPU67mtpCv(o{ICpU}lXRjOc z{3Esu%BwB9jO=;4GMhI(8At2D$GBpD60eF7K^U7`r*=q__Dd!mrpVIRB|&oWtNW`@Hgaa{Ke&q063*JO8TL|Tg zUOi2)5D#TWa~^6AziN4)DoMFJ`D`O2@I1z*Q+@HO;mct;tUlS9Lz=c>1bmlZspB^j zivBy^c=}>CsyV=kAi=nU@(AiyS54_VA*&Md0XfL>u2|&)Qk34*A%SENkwNp~?a5<$ z;9%PYX1B%>@)7M{==in;E^&q6O&Q?6Sn_Ox$LM=4ylC83;Lv?=CqFxNjYT+V+vq%K zuY97+3Xe~p0FM?Rc*GJnrd=%*tSx|Hivp(kTLexaF2BHQtE;m|&_*HNdeJ{$CN3aV zvWV);IXqwHPv+xnRrf2hmI7gg_Dgij_w$ypEyKNm#2dwKu`$(C$oma(p7*QKQU)|p z$#YS0CFOTO7Km3aDPmJE4&mhZ(eMS~E@e8yE2VbZ7F<_Xj(Fg`GIDaZFYJ%KV3IBZ zG%P3M9105Jd=R-7(se~8l^@!{p2%yWRXvatBX*(TxffEZVT&B&ooaX2aE4&tN**h- z!ePDT=a`9MF{z8Th)0_hB24R&(-(I|em*oGU!4M0NwGRjgWM7|1fz?m}K% zTso`}V(}&{?1PJ=?ZBC%u-c;8vOIA?v4QDSQI!vQJnBYkR?7O@Ol}VR$^0Q=m|@%w zQ$9wH%ZU779Wl-*D~EDxO@bu;Fj$~l?#;CCtvG_|)c<~1MDlob^dm|`^wQXSM8N6# z+fb?7aq|Tuq%VxGuDmc0DXF1+nQqs&p&yn5q`c#PjR=R-n%7Qj0@p@3Rp#2Y4aA9Z z!j>d2ixp@ap0~>bm7XIm&U-4j*?P#i+{)$^E-8F{9KW#4s=0H9XI%GR-SL(I{iV%& znELWCQ{>rNvJ&@`+7;X=T|t0v?9m+qUfX5_4qT)eI8-rX-vxwDC#QfupVlukh%Zzh z11@eXjC-wI>dBYu=124rc|3+*U+Cdh-MX-_KsmP;k!#0nruWrc%ob2dOeNI0UaXnoHJ_ zU^qFaOf0epJ#W@@S?s#7CCC1|YDS;Nl{DE0pe(D^;pjn;o^Av7&dfGk(&OrFC?72} z2ihMEZz)u?oUnm(Zhk_G9AUi(PcLp{9Hsh;-@sO1c2>l@j0lLHbP?fK*>nE;h)n8} ziMOdoM*97DJeosAyvA`U1Zbo{*QH^szcuX|d|~xxwpPQ5`4`>`m8je=LgSC3zx0;7 zld@uEhpi^HqM%RTSbe&=23u5H2iphbPn2 z4}uQxeLVi2Z$LiVy<+i8O;SU?_2F~<^L5N}7jgJ(i|J1&(@KQh-7h>K4^?fe*S8ik$+dQ z2XQl)`Jz+gw-{0U45r?fKO+i0e7v)E(y|Zj%dud5rIJd-?T7W$Bt&h&ag@JMTWdzq zZ1@?hZV`{`ToJth^4F#LE0{NBa)2n(! zrOasU8|T8Nfi8*DzHe&F6^+1*p+jSDR%eD*3lNKfe9iS+@cC@@DA;h%fGhN9KAWn9 z=&#qvRkbAVh%Q$}CS5U5!Oy$rcj=@afAQx%Y>P{^>d#X&WR9NIW2;g}bY=A#OziW| z8kn`={t&9}B~xQp&9v7aTz~StoB^ZsKJcubL~i5X>l|evJ0>U+oU)o;AML(z1 zT?*vifNR78L1e2~xF}VO!V-yypa%`ziClYFf~jPoX~qCI)hdFT5mz@2XRfZJXyH<p1h~bwmX5L%C z%`^9;W!Y6JdQ3Qlnrq&DVz77Go^L8W9z5lOynFMen6ysoOy4O?ai_(2CXpY0XeTn* z(`XrwF1Lq+V#{9^c6pG*lqdfVEGMh%)M~8wg@M(dQ`^9S|Lv(s-BQcNi5qD&Fbbun ziZ*VK8KN1M30Q11xgL~Mn@`ohHjilR!NZ&V8bzJ#!f@0Tlo@pOkagXCY1XDLMs4+?PQhhNBG#C4P{$@=|~is^=!dD6{Jhg9+=d3526KfpMhcpJ^4#lo*yq*sPwTQpm#%G-Lm^aNT^3G;JtDf;&*Jqk%{3(&)eAA?C3Y| zkD`iTZFsS(z~}ufWH)>tije{;Sv@+J;C+lD*5cRZES4PG3x}VpE2j0GLToB)Ilq9F z=!#!kKz-@wzdq!P#p1kBv6HXMxWrj6kuinFzd?0%tP^k;E)w2R$oz4j&8(RHmoJS* zYq&sW+>K;dltX7dH$peH)6|Rs!IR{6y(4A?bfQK^6(zN8&(a9mZ#G$^Ry-g4J~b|T zSvoJp-!5lU2|hSvjjW`_*%%1FEZV-9@PwH-O;{kY zZ6Eqa+CuTJ7<9Z0Z%{=ZPG{o;j_b`I84zmo#>Zys=lDwJGk+~>kHVJ9w~$v_>Xa)4 z*uvyNG&*D|Oa{{S(D%AJ8K#vd^G;*$!J(sZpI!rZ*|b5@d@aZ9Z?(W9!?X6I#VPwJ zjSfo6fVOePu#>d%gML)jjG;CM{vPd>Wj&|5Wegt&Pl6xgXaZ2-9sS3@HW1)U(d&qg zFBwwErZ7#@`phy#5Ulup0*7B$GTD3NC2zEVt7yC?Fv10H_tdL6{u^ulh5}x^lWh!S z&gSAxpOoB>_dPo)&Gy2h-pU{0^!`jD(Q$fjdcI+m#)a%KUa=JYoJWu00k|{fcV7?_ z{T$YMQAC~^Rdng)*{Zl)kKdu=?lm>4geU(Cc){xNeI!qhG0@39o)HOV(p17l<*w@Q zv)nj)gv(eBUKkiFSx`u$k!(WcsVS2gRKo; zCDJ*HeFPG$;^_0c%eR;UQ}nhB_~yNLWV2@OEfYBR7i?BH^{`YJ;&64C0m(B?U+q9G z67!%dftz3)n30_9g+nFp4=!+V4iu!RdlDMZ`%zUJ{uFgJi z^s^?x8ibWL*gcHqS`Z{FukS?p6BvGE-8pX$DwWHf!hcQs@-=w5PZds}HZ@}{q__&& zH-4V>{haa@C64Ik-mALa;A#?4$Hfjy2+%ks(3L*@!6V63*ecGt*r^6apX?q z&=I7!5W7M@2GBU`fF(C0i^>esGB?|@w7yj$kflS58cGvg>cDDl?&$m9OkAC|9Z71O zsPE1lqH=p1r$wdOJHIe?H*(MwM^10Ipqck$n;MsnN0Gu>DrN#Q&0>HxPuf2YSb}i~ zW1!pJC>5`Z>-VKsMIjOk=hMk-&2u1<3bezZMbgm?GIYFQW_amz69X-a^sj5YH}bO= zi5U_RjL#)mqsOLJ3erH1#29Otd6PAX^8A0`#nLX-W>-+jpEIGyh#5am6Sz}YYtgL2 zWZgph*+=ijM4Pmq)L2tBZFO4Kz!ZpP@m0}Ff>s(70T|j9@tX#kMFN9Gn@FZj40Me* z`t86v0CZVbrTg6NMs~+{bGc`mr~l+MFNSA|l;KuQeWfa$8*332OGKhxmK0J~sa31* zXxFo7nR#2r;6i6Ha>?hiPD2;+v3Ta+@8h*16iLmdV<(x*>9^h_ZurM8Y&1nYF0K8G z$*h@6|1J+l6aGI)g9NJ=fq-*I9v-wByHi>Xx*3_asbQ3Jiio5Yf7_J`Ypf?ZhP2c+ z2pOFff}@}3FvbPa?-mo>=V0d{W;>6?*#)SlKfPU7?AE63UAZ}a(9_CCIxyK+KM#EP z>z;U(lT{SxlUs@ynUd)!eDB^h(iNXW2Ik&nqm%W^;3qXYr;oK!5MJaexllhZgokah zfq5w0N8e<3A0u1t%V`wkzea*>XCts43T7qdyRy!7yWGRFA6HR?CcHxu9r(mOJ~gTj zy9oysee2AP+u7y+;n@>!ULZ{RbAiJb(%ZHmqpbwuQl?<8!%}H{M#zk1tJBs(1_86l z*G00+Ndn`E!`{JnQMGJAVvE#8ukm^jG2>^PKOip}CS-lxSfE5SMIZSQu6A^TSJhWd zya`YSs3PkDr1Z>S%vBbB{WxEa;Xx z;eWP8_*F5nmQk5eLpw^=|2A>mFkQ#{>1Ox*VdCKnGlop=lB>}b9-|qW2T;MCn}s=K zM(+UU+TzthjnO*oi>!^{k5#|OLGV#3G9=w zm~sA&2nDB4%ofG(Se~Wh0}SqggF7miST@PXiCv2{yS8u|jlEI<k#uw*WHm)S7LXlgoFCOu4`=-1c;#?O8k_Zm{AtsoVy3|U1}rc_Kog56u+=H zax-J#Gb|TXij{$O5(f5rfvPzDdVJ$~1(Y7t>~f%YeQ0czpRI5vF_N}k&!+9ZwND~> zUelu5vZDRa_gW}U06+Ags;<0|#wF@PCW^E)pejk;n%Dk4PL^-QE;H1AHtkv(L+hQh zP);W2bA1IZbn^n1aj_;gPP*cV59<}#9-QJTc#tPJ~> z`IS>1cs^o}Sd#~vb%`8L&#gQjtZe7qCkOTP^t^BiJj=QPeOOKHK42KhXbluXa)<5I+FrI&EEu>s+}=GwYaQfM*H6fYvhj46dg( zA_I5xE^@aPj&$2K%YwX*X2rV~Obb|aIV|B$#wMQ%ad99U)FC(()BcX&2H-s)8KOO| zO|}?S+iYppW;`;GfEpJQlwW*41IbZ|i40u02LJ06EmYLwe5US&V+q(TInsVglZm<5 z6?CCCOBXVzejjt@Hs{Y;Guf`eDG_mAS-qf$#& zMTB$JNbJ+fD}f4A&hBBP@*-2GE#XrW<%B^Z9o#dFUFgnBjMWzlV46%gWyWH0T_gO#(hKQH0ha2| zAFs_`pvNP9?p>AI`KTW97KgR&05$Yx8u>^L9SG+8Ue!G?wbvB2^%u(I0-zU9@l zl3bbCZAi@38lQ?|z9LkL8D?h2pVj?GO2)$ku5g%=$&=>ctA&sJz0KCgpMRt>R!8(W z$h}Xcs*>F!M3G;*k+60g)mHB3$amF=3>27Cx@lI@OdZc88dA~Q8 z3=XqF<&H>MMh@qzGz(1t`J*L)VIoA0?B)1_#YFml_pw3rTLwMvvtK-!`%`H$(9V5*s#rfRrCnjd5LdML23vY7YuY#Z2_hS@0 zJLXSm+3`jZP{zh@J2&{n15i(n0WwhBtz*1cJT1)mSNS@-F`0g^6 zl$JW(xt*Pz-7j_BdHKNnmg^7vp025%EFKY0H$mH1fk#)u0k`~JkNaI?|NW5n8j`pZ z58OF;t;Q9H%lE-C7$A60GpgH10Uo1vf#RyQ)d11+A8BI*d-d3o(Gv%+5s+G-IEBld zyRWNjXly2VSLwOA_rYU^@sunaE2)y)7?HRm)u6&e8#fsFWjDOF6M9xM5^p<=&1&gT7Z+-w(qM_ukB{VN$JvffK_Wu0?51Mo zQ7C^U)BBBLA2klMB)E;XCV6b#^VZ!#vh^)!pb#KSO-a7CCebREd%l zujeEES9qHN;+IT%y_Kjxa>UTuo6|ytLgf!C0Ra5{b^j8>X^YGYVTNEXFplvj)lVXI z27z<_5m0QTDfat+cyy*7zPZwmcL5JW`#zz3~E_YI9FnLPQ6g-rY() z>9Epiktw7(RI^OR;aY%CdLIs3THh*W>wwy*4M47c1!pC82Rj0-h}X-)d5o~`xrGM! zZH%d9{~^*S=+8M z?&gbpibm=;2-Jf&%N-FeV!VsxBuiG!x*{reWjWB-d~lW?Xl9ST0j?`Y(feKHP zLAM$=PLEknVH*DH_|NVSj~=<6PNW_c9{anliSIkQuC6@qGlb)A*n_sJkIB1E$o)6S zS3U*=NIc}uWWxNnLH7&Q4`fmo@1>A_b=~SdMP+1=b{>avAE!T^no`}`^O0b^K-ns2 zf(!o8%7g_V$Y3U>gN=-GFeOU5pOp#L)zxQr8pa!d&7aIm%$oxyUn+6Y7gH=gj(g|t z9771&H=9FUCN}pxeSe_fCL;;CV7#`FujhLERcCb&4OTnBWHXS~UbjHg2|YHbSWTTq zR@qm}^vZO8N%nmmAPj*rFAQP8a18PrR7YN|O3x~TD}y3x7vuy&nNYRiyRtRS4DTq>uau!(}5-(nq;vw zeUQxqs_i&Hn!$Iqd=D0S_lsZ;>MiEMBd^iPF`q5_`@84Q*0!wu518upn4JEwGlr_|hgMDwurx{)Rx`DF zWk^#G5gA%mhT1dc{Th@LJ#naujHhOk)512~WPf}FS&EZ4QdJ5lQYQQnr)2TZlFdPY*%!lKcKO!)-aZ?9KR=3U0riM`i!Lgn*^gtHty zhZDYSs|`j`uzKGgPh-BZ7>Pr35ITbop3m#f`ZO-SvCWYWjomUzSvFb+tm@5F*%gV% z0q~qB)1&MTS3#L;OI|jg0Lk!~+E>MkK9lo16Q9$+45mIVk(tzHuW{ZMdaP^dopR)g zi)B0>V%Ld)c@{ZitUx5lg&XZN8k3IS{+1jeE2)ue8n^?E0|5O3m!{*)*22ptm1&~t zG;;sz@1)DF{se}~92vrCjdUHm@6sAI*+`Z1SgnwKm$Xn_b7LuO0Yq9WA#MU)daQP6 z?nUw1lx!M6uCP@y@J%IteaGm*4NDx2vj!}nX6G({m%KayXPa|oh~mg-iTSRyDD9;q ze0&3AeSf%c3@^&&<^|lp0=PgUQ+sF6);A>VGkec3Xw<_W99T(UEw-cLe?SRMsfSf`W0SMmUk{ zR>V)QUs@XPVA!ihEX6Tb3z2@X0G z3OWCna5rWX@d$emMl!KTHS%≧o z;@83L>t$EvS-@G01Kf&~II&BuhPRzcN*S{Eub341o zajTt5!^!v6n9xa?&;i3V1C9^(&~HDr!V2lB5@aho>$D0Fnfrg`FmxdA1&*Ex2~7-G zi}KH0z{Z}cDi{pWUVLG+5keQTWmclWoqAyL(0B=z2NeL-Gpr1uM_`1GW9h)|qHYg! zm8)gareqfR!eHAh7~B_H=ttws!0sf5b8RO=%Ja7!t8uFZ?PDb_6ZGgg^7=_a&d$LLc85t^T`mK z&PZ(h-5ERP4B0SF1|#DnV|+^_fMg{2;w+6nztmy;SU_3%Cm;tUg3d#M)AhaR3VS6nX7dhqO8&Hlq_Z!{_U8bR*(a$=ED?AzICiSs z(ydh-N{@6CBg4LERB%k8v=pyb)zI8-M1N#ptF1S2AL=fvIf+j=7rNL=QV{G2n~5Or9TB2ki}9x`uyjTfZU$uzF9gC9MnryK+n4+FM&SoB_aB z-=}=S9R`gMiaB;W*SXahy zk=gBiET*_2o|n?7J&ajELMu?z8@VZ1?*PZ|{Dm_G6ND!nBwB6LWeD$)6|tL^rm=fG?Ll zRv0$)qXFhO#DcNcD3@{EpkBwmrdbp5fGEuvgYULT32dLtE(?s*3(e@;hr}Q#fLo5B z(t_)m3q|puZRLVFAEG$eLfLj8+Qc`zhm?vedJg8{qd{{p-h7s2Qzai`Mi!b)C8*ub&?9}qS zaxyl(hu3=ErdBYrZvItkiU$Nx*W%s{LoG`2xEci;mOLX@Fa4)|@KzU;v4X_&*WhR?4{#2#Yp1rc11mGUY` zd2E~EHEX_+*I~2bvo73-5RP)DWCtH2YpRZgMP4GGsRuDTUI_s^nXy3+Qv$y)KGQSC zXYWs-nwzxi12Um8(*W}{(0e5D*FJ`SPJ<~c;{&AVteFS*YVMZ=XERK~T*R?XYb97R zF|oQFL0u~F7WiP%gbl7dEz+Re&Orgo(Jy5JrY0Z*tlPbG<9o_>d|unId`CaPp?jFt zj@zs$4+H;TU{3A4zgJV2^zq$kJy$nqcB34f|JszprfJ{*N_kCLsk=Uj1zNSg>IaJ} zl=4ptddSgjZq+I^Qps$?hHl>Mz}5dW-#+95&i3hP*DHCg1C5QyX4$fRusFmuyT<5g z=UG-QU+IAOBellZ;kCHfRp~}VHvP9TKR_)auWM<`Ws&FsCX)_{qyMRvM=uvHP*x`B zkCr>Vg@Ff3Yb1e*85vjcbQ!IA4+ANIxEe2V)^oPKhqv~$Lhac<0Ah_8KS3mgcbIfv zdDP*5(n7v&@Fc1=9BhSp2=1vpbNGJJ%K|15OZ!EX8EcR{g1%3|-V%uwi14Izfb#`B zq{^eC_ebIqODWUYfAB*Eb66+W0=P%gRnWJM4(q`il&AiO-IhK6b(reb4ZBA6`oAxG zuADx8ui=!g+{JI?{3`QYlVNBsNzqn^O^r&}KsC-5svt+Jo^FL+_$_8ChS+e>$Xc^ejbF)iv6Vtfi*XULi7ys!l&=m7GpeY9A zt$>~MMMJ(HQ0D;9aeGwTEdQ<*9`qiYOun9x1PT!vJ$lc5b$TKUyiMpD*@{m@)!Iqh zvxS3b_t!5cv&qgN9fuF1R1bS?UMo@=b~=#@1>94)0{gM9$#%U6N;i5A9e;qKra`SO z+Pt<2%P2Co4Pa_vO^9yN=Gw za!#>}URTc5spfP+V*AR7+8(PM0gPlfgR-W4R0S0-1BM>CbR%H4xj8)(y15oZBq%3( zy|T!Swg+?NBG&?uv1vLXW<&1FR*s_^q2!;|SyaOj>zn8JAv{9c7wwP11NJvLyHl2? z%^$w+Y&W&!aDe%}Cu=9Z1U?wHq(7A$hMG~v2mAYDM>&Er50*C^spEUKt;H(ZXCBW@ z;)e4jssrtqg+>J4DRpsKFvdMlHhgZ+neuf^v!|dQK3~e)-&P!do^&-oNP?9;BU2aD3We3SvtUH$Zuh_({c0Og6c?0Xzb~6O2EWK?`XW~NXpA{5GJ^^ z7~KV`MsgE}xZ&7?-`aQFX%85$ZbP#uqyn>@0``H;xtt@_u1EH+Q+EG{eN#kPY3^Q2 zK%>FdxB~T-S0KXc`Yh-X_VV~7J}CR*!sFiz_UyRQDIl6T&p#n&i?BK33whHX$k_67|(-48f9+}$E1uS8r$Ksk>8bpOF-*ZgFdlDFgWb+xt9W!ei5 zC?*P6QC9zY)&IEhMdKJN6`oA!KdC2juk_#!);m+B9lVkxnVLsvz zjeKU$pXjMX7Cv5sug}|JwK8>e?ZuzYg}kr9M{9kuYaVX(a4`AVbR%-!?LD>)GH!DJ zC>!-$Y<4s=RAtx&BHFeiD9iSZrQZ<=FRrJFF9rWXJUQoh@#k^Qpb|a z0SFzg5r1YX<&()R85I3=xFXTCe{vHPcun!tRc%_l&Wr`tN)T=F$evOr&02ZdKYD}O z9dvhNJ#T}I$`Abr3S@)FC6Wxc-fKu*SpkXYm$O`&U?iaTs2|6Oglpo_i-gy|_le3K zS@B;XeSD-AADk{md#Y}dz1QIO4lyWFcMYuYKDJ2=I;m{}Vx|vLL5da0-%#c~Oj2idXQdv3f>NH=*EXFl0$aJ3S%hv5s*V3G4rg*W zT$cq8CnjPjDAavkb?SI>*t;Bust3u4UWp`mcrJb}Yors*H1o|fTnW=fsguVp9zqQX53?2y1)Y6b#KJK!@2*Y{L)vwaA#Cd-4)a^T73_voU_}xXba=Tk6&yD1@LIn90Q2l_Dq4i9=0nDU^ z(1qCf3nH??XC)hqfErj;>GB?&YF6!6Lg(BbxPGh7S({d zP;uI3+BKTt5)bMo-0ry33K#yY$7-Sv{xo$ns>-rxPae|e62JmWn3S$nN- ztsQxWvgzNd0eV!=9BjKD&-ch}{I&_G->f@smDJWF`*0;CQ*N2f>A|w{2M*W`hCc_D zrw8eam=i|Ij)^};!7fsfcIcWX{fyo-4&^Z|-U;ZT(XD@#e8B-)Yy%^?5g23=?XEaOGjza#hVP%zm!G`1GFdCf}I?6N!WI>C(%? zT;ro$Xu0pC-*vaO%JIwZjgJw=*?O=o{rX+~G%0t|7DsWXSv>4-eeU-%U(0PNKkuN) z_@s&clM=^!=J##3$5k`pA!||IRG+r_hu5)P9M^4a-F&6ARNma%@m{F;NX*ujW>j%q z+3!l$?CZP_T;6_b-Cp&rGg^;RQ+shX@VvN0n@C)8TA)8V&0|eFiZzKo7G&>}%ceD`Hq>cXjX&JMBw8CyiP!ts+LJ_mG@_zg%>xLdU4rDjB0K!89 zZ!TE@wUJ9Lq4CN~9j`M_G52|oYk);}PR?lYo%aap_Fdq6vyIAY{yM#@7*3pu#Mv>7 zrMR^8l^^;Tj)Mk9p2_P1aU(UbVsh%i`Kx(%l2Y$EI_9fN_oYb-HiN%60L^oskpdk) zIe)z-=1B1&Ge$rU&+lF*p4Wg~l4_d{^P>mL@V-b1iHx5mP*b){(#ER(dlWjV#H?^z z+7`zO`!9jZ6ptt9 z8Y3O*2?t#XFIafq|H>w|Vh$@a&!pMxI_5}9=N{j5MI75JtBK?*r6fm2P@;V~-jfJ_ zyUdetGJ0rc=Cz`7-`mhfgvm@_>Wx<X$H-_TXZJD2%VfR_1cV0X^ z-(YQVGl6$~G%{dbqY*9*oIGPyc(Ah}Fwb!ld^>Ju^SBr(SN+XJMfOQRICp4J9yVa? zOM1iONGWXu;`-978xyY#QkLln4E}xqD4;skwF2r01|F*A*=5z6Qr+siFtZy{Epm8% zC>2Mz{zR7srTgqG&Y-BBQ^9B!L-XQt_kGcpJGKnzV}?R5r6ZA>W`4dQ3)h)(3ObXV zsl`rD^ zFYu8qg$PAtGrj(@s_z%$=#;B5JW=l!;|z`tO?&2%m0df48t%0% z4r(|^3kd^7wFWiQ+w1BgWAWt!cX;!=vd>ASI)w)~s!xBrKLVP;!C&_m6D#vc8GYoP zvPn1kGy_aul9i2wC*5;blX$Y!lv7ymeDKag! z?$nWYPKpklIX*r&@N0=Wv>*f@{Wgi)!qGP5HYEfg9?QBG-g_2N+e-K!q&{kP%>Yz< zPO(+%C*ZjKm0ftADeJ`nD~>aC4Aark`Z?s>We#!DwR8MH;&D=ae(lOW_Vn$2UJ%V5 zUNc;4l0-wM?C6Mccj^pFgL^+Q>?Ebhh&IPa6K?>yCOA5sce^Uvq!H*he+ z$g?Fj@$$dIqNlkd;mWiTnp^W`3J;DNxi#@^V4)Vo&v$HdKA0n^e9h@p5ERcK3e_0} ztn5U>UgraXK>HdFz`$7MP;wZ5GpT==TyT?WL|#!LXb5CkBdrw#B*Y?!{WX#MG0rH2 zP9YoF$+JQSdKL1!b|K5kdYRMj*Javmq$dw)X@&i%ashqiRMgbaqI3X&yf43&+nnEf z&HW;Mkq|1!iKF`HvoO2bR#EADWzN=W(F|xW9t%EoY8EEev9NJh9xug5zF8yOv4{s9 zRC{m6{i8>YV~%;%2NOHNCxBoj%Gyb5R^5&h>$HVX8R->mx5((tc9{E-bkF?+6JGtZ zOp2zR$44rDmik!KBoyOho&UT3WL~NO@h;x-`Bwb=fwP!sMP=_S*^{nY+($X&QVwOU zj3<-01KO?fsZGDAFjlM5)AWv*DkD-D%QCaAPE@zwbLVxOEQu9SYOQa z2&tN~Da<-hz@)IXlG0Q;W}=v~&dAQzCOBlRkosuA768wH9Q~ye=fd-rWmymKINHlU z9~Kv!S}h=r7HzXR&b?D1Z(EdM+owgTDx3$c4ML-%R^Y0IhD;Z?hfD|ue7GW;HJ4H+ z7s^}yib*r2XVBa>>|qZ+g~rF=1)~~bHkoBTe_(UHkUR_PK}1th1Kx)Pglg=ruE=L- zqUHw>958+kh`zGgXHy`YuYjX$A?s&|cBjrKxW{V`3x(T77>CY|2k}VLj~2qlC+c;q zvnp2Ky$aijb(KNzYd0Fk)aq|mIu{ukeBDsuW0&lRcYPz|x%lK$x+yv$TJ2ZV`?zOPcS&Msiu*%6lYogaM$$c=q3I?3+b zPaaEl<;!(-Hn4J@vbROWH)+qFmdydP8z33nHZ78skZGhavi%sW(G}T> zvq{H^mtX;7*jR0coHV9d04w<1meZ|F6_jQW(~PZmmn+I>pY*iu2|;kfyIyFpXM%}U zVneeJUp_ytOj|LQ6OAU=DU}^I_R? zmUX+O9@U3!&Id!)^WUMBd1s@a=@{GV)~-G|HmnzM;b@>u!0I5JW%ix9`S`Yp&VI_g zGBNQhubJcVT2wPOwXnc_2N^74e(mchM(;EC(kIBHw#)c@**6_b)Z?dXuG_hM-Z#3p zgEvVD?3p@(a(r<~EU^c1DFAcOw|!G;kO9B_LISi(5(0W06nrF3a}No7A@kU$C>DM! z{*u(IqDBiynKU=J?TX5+f*oHr^ss!4!$QA>e=6<2#o`y$K%mZs%ajJ)b$YnBGI-ub zM*JR9$#eEWbQ!zth}WOpW|+pd#fyi6A~Mvbp2wr&GMlY&U@W-s@cskXUjzti+Egt} z>rnFXXt@J{WZA)9I#+?b>NC4QdH63Ro0-IQebsUI37ot;+hCh-bK>Wzx_qf+zpRCk zQL%(Pl6xml<6KuWobTo4d{{k2k9uo>>&Jb6nA2Ywu4N7WltqgcovznaAEu-+U&Qsc z4vf$HDFA%^*M%6BNso0Q-i0O+^@Xm`6#ypZx%)>ap`1Pf04#NwGoa%a;Y<5I_gi)j zQ)%zlol9N=T87$n39LYZ3oDQq9PVbG_qlx)x3+HJBow$rdNWM6_k3^0Gk>!YntsB^ zyM8>gUl0TgrpG9PYB6rIPHiFnD>E?4Dw+o3Tt8~#RrEkkNFC1m{P>xjh-ovtV zHwqQHCAaaW7_I6<>b|;R4i@Uk-{O>N6rU1Oo{$6267Zz4SeFi-;Bm%hBDlC*qNB_Y z!5zUOKg~86PA;h$yd`zVap)9yjZRL`7RS+exI(&?7nJ8DwJ$2ejAnN4=2miJ}r#{Mu=92DN~7I1v%BYpI{SV?wpqq)IK zG+@f17tah(Xxi5b2Lj%j+r%3@g(#3qrG|M0D<UJII{W0`+&L2i9OnRENG zUz5Y*z7dThgX$<2d8+DcA=s_lmDz{4sft3T`~epv411n#!GH z&(&^v^WbMPqJLlA^XN0|^hD3|?(*5rlk=Tund9MZpSS42K;n~m`!kOE!_@jpqVBF& zLyZQ?M|l&_j%e}w_YG&?SBK90*D2h>k_lDOh{p6eJ7b&^D%603@hf@z0F^rF%xg72 zR2#$!C+zAqTl^wmZ>eaA{n+rPZRRQwM{24}4V>^H6@(2<>-Ve>ZX1W6R@$#{*6it& zmZA5`qyf{a984tRfKv`pLkPvbwfo|LZbhx#iiHtcvsN}Tul`n*c2T}BkvLPAe`UgL zkuruZz~0y>m*h^%6u7^oix;Og5$nz)wI))!4si2n9~On_H38k7gN;-RAY|P}p@-klFDa*2=!iR4nwFsTh~HIKqC$M>~Q`CCzCKOKrMl!=!0!AT(qgzh%0X>Ky_ z>x~AsGr>RisIP3%2_l(7g zV#t$HTb;o`HIDG0xvI*ky?hyC87}p<)9baVZm<^Ci>qpqZHd$n5{qlF@$JRE()Z?tWOy$U=e@#5 zi|^FlOG>E%-;s~Av>U_~v%%>~H$Wgc=f*P^1@=RKpiUMzO!1 zXu`UGaWd< z^AIx>bDrKcAeY<3s^He%Mp8y8?2o4}r)Dp@!W}2P0_e== zWD+^#A4){|cu)W}O}vEDNMmQ$_#u_Vce9&bN%g0>r>C$Tk)N)qkgnR|?D9j8>f*YJ zB)f-iSnfPH|71Kj^TZDP3la4iPmLNdI?|Z3Qj?Qh%t)87iF_B_eW&p*qr13co#)g%F31vT zR22XYW(=p9euaCRO(*6^FTjS2ZsAm{6~5HNW9q6yu;#8FpyQp&qmQ+X&j=L4I^{es zNk@w)DH;6I$!j=_X4feQnH^nKz#{56e=F_EeK$JCKHl9+^)ZX0Q3x`^tO zg7yK*ggw$u5+#Gwq||$=j3jbSde`AS-VX2 z@3}cWNvXHMMERuVSQwO6&Ico!#LX$nF115{{CKE4mKQR+Hb!hZ^A?6bNQLNdW>mw+ zg=*e{G7diPTuKaMV;PG=j;vlA{cY*g-kO$C`RMb5hM>Ce?f`KnqU=!LSo|t10YLRm zJXq$qbavu=rF*h={Tc)_)H$|*dWnt9m~q%!eg+wZihIW<9ak>?q#Fp9vw2Z4Y{1-; z-(E7`C1B_|kT{l>e9z(Xf&RLTni?F&QKmJ`%43vHOq;Zo(XL zum7Y0ebdr^c2vd9>AnqTVe~eA`>KMl{YlbImGc$UXpNEGMrMcwE~({M zi!Xu_IQ|^lfTKWL^x1;+nXBZ>bXj42RS-aEXJwjDVWT5Rt+$=cR(H=#jhh*?Jh$t7 z1Nfui?0CI6#w-e$&m-$VeIytpU6 zn{rFDDEAEDCh$6nxc$!jk!kF$*yx2l+qM(cbSG)$2pheIt4iSj;otnNC+)3%Nwc+) z**s+M&+zwC0D%z)3bggvYkF~sT>-PxL0d?S?fpC&t6%{a8O5^HYI++Vd7(&7kG<$? z1Cc-st?=jMC(T}fUArv>++Baej;M%xP~5lBm8{~EaxtMrI|^_)<4FV%NNJK|5`DL$ zH%zt?G^+6}H)hxv#*plHT1r5Y$HmRD5r(`9olvNX79GmE*2h`IdlaR)a66YwjF9=- zHCG{@-=wiFYzQWfaB@`$aF(g^I6{*-U5K`Bj@GoBHYq_`B~O*!YRnpjXGCG}e(%OI zp`b3gjyylDx|-qKp!E@v`DG*Xg@^rF;j=2~R~9Pfo(Jkk+H9JEwZrft1_!5epp}8a z{&;=p!;7FtBoVhc)Z2;0)E`Z=)Ne8xy+W*+ArN-b(T8UR%Ld0pe3$se;_hIEY#Yms zty(KZoyiX0I3JDJ1SoUPzoa#cvmkVl(FhsTh@8{3{NN8k7_(N$U8Rs}nGX{pYel{{ zmZ3#@@;q3>{A!TBy8x0j0!%KQjnxO#pO%}rQ23nhPu=k)<=~hs_qpkFly|+Z+Rod> zy0WX6B&HYHaGpDN1St~PbM9Qqv!>>(Z5MGCnm@C1Hmhy(V4a0Jo1qQ%Efh=WIA817 z2ZBtbwQA&O*o>JjonP^H(W&n4urmxIc5;>UwMNqB*gn7K51^qhn*<6^;$3-wocd(EeBOPc zGC$*1EEt8*G;4Oe#s=SA2j-(g$~tl{bEOzO&(y=ThhG4=WrHKEbOWi(GdAsDx$Rmf-E%-&R|BfJ)4KYB;r~ zOlR&nqtr*qv4hO4*j_Zvyw6vF5L~nWt~Shs7Q9~>|2dwB_53Iw0zleojQ7BkoR^rl z|MR*CxwPM+h*K@9rgtsQH^tTGu&V^E`^;j&T&8W*UO~_?PoJSNYqe2`Lj+We_Ho-8Uc(j01NP1#YtxdpBa{!4)I{Mmi-xMVkJwW@2hBF^h{;tVY< zq7(80vVut&SbzElOt=fYgB^{Odx*w2W1R8c#F9}9T@Sqx6uaW3je0`$nonqZkMnu1 zPyO}qTo1RE#y0rJIn==<{eKhd{9Y-iz!AU|M+oa+9TOM7CKGe%<_}p@ceOl+lFETK_fN6ab#ueN>|kGJbh}ak}CD@ zRcME7P&-r0`P=fSnb4aL$6`Ve7Fm-e<9OCVjx@NU4z^D*A?Xaxxk=I?yd5nAr=2&d!TmC6y zl9i}?1H|WGDPl$9ydryv!D+v2R%_?sQnunk(GAunovuX}emD*|1wbAu_L~PdBDdq$ z2Tww^3FPh?sDZd5i_hS5%q%D;ex&>s=|-seP)MsxE{NQJvnHZ1k46^(Abm}2#b2!NVOScP8UTs3%?_Ea{ ze9z`mK~dH?6B-#pc0z}IQqlk3h9T_bF~~EBY1DZep>G!qXbfC*;-fK|Ri%hs{TwvR zB>zQOHd)6V%I^FD-y*tJ)##N zuCa5VJy<)S_hT1<3*erKm-^|?REsX%yAT9`Dg|;2{a7yE2xss{kpFul9MdX5LN@Nq z{h*vD-uS@Dw@2QDm_Ri96ziT6Dp*&{h&X5VO~7=DlZ zL9PpvcD|1*Pn#8Qse7u8;DW`3;@x4*$&hehQ0x73n)8C1Q-Sj1`_AUZC7|~z$bRMLR9;B&0nWKGW*Sp9CAh- zdbvM{;KCs&hG*8P>?x5YRAE`(ZP@FKg;K{X^YBcY`V=FgwB?1Ajr!fjO{!)$Gmy_W z2l;rXl)^mi$6{`vd0XY)0gY)wMc3(Mf;p3hs-L2nJqI%D&DMCBY3GSefI)T7%bgYa zm>12UY>^;P^OnKbIo9H(*J;un-IHD(5VQI2r>HHc=_x_iu~SsQc9i{(g5vSBW4(sm z<+fFym6p97;^P+(x>;;3*Aj|cck4{EZSh!}qd6G3eH*0w@I8eFNk20A*Y94!r3t6~ zf^PQN_K-)8N1HUg!R9giba?4bFN{tHphuh|Tefb96YHqO6@e6IM`#;N71CX`jyqOviBml&RvEvS9z|W1U(vQ%NYT0o(JWx5sUGtUh6}5+j%qW$|iR?J; zgY%n}0${UhA3^^-llRRz z#Za>w#PJqiN9^vTmIE)FRp%Q{$7wvRK3htbu<&c~2SZdP(X;U9*}x-^bq!CxTDH=~ z)8cuok#2se=5E-VzPp`6C9A|AD?Z>|2E*RrfTFR6ScB8|{G+MpBDVBZw9XD%GR!%b^Rkk`+cF~eB@+SEyJT0{Rf zL_Be_QAdxqGhOFS@1mdD8O$aQ%|B%ywle+u<0o(#H@9dJ> zwb&*_Uz=N|xV#7N``n|WEbPA+|B;(cKK!ochg4=qIx`Tg3P1%YFWnoWK=pZ{gJ+Ma zAarW6a2}3`RK1Q;n0Z_lY>qq5O6eAk>P$-;eb)qZGC-%I!=5jZd#xEK`dw04Y`dNxI* z_359s%~5D^GNZW6&!9Zab)TYVIR`6Zn0%y%p;mYX+qxb|;XC{n!|JV+M2Lo()mQ4r z!9uJZda!D?;JV886c~d%Sjq)7GnG}E>nhzTy#K-uLy%%+`Y=agZ^xu1?gj%kalBo9 zV1G0NQIfa~b=e>4W}4iG6cWZ5>Wy*2)b!g*W951XC^Aua%&pawst_q9mUr*7C7PWH zm!tSkhojL!9J<`p?GkBposQPI&45g~0&J#b{*7VkOy5Cr^apG(-YT2vcAp%@WpP6R z!&@?0Yf5P{nzNw)G0-pAj{5krM^7l;#lxuBQVraAzHhCAAduZXMOYN%#)&f2-B6TT zpSUq4%nNrg{s5{}rp$i6+>BtS^zVP~u2`y4w(>?GtZzxYQ6lkGHi;l`t%FolKoMI| zvF3c9)LT3(mlu5X61eP@Gt1V{ix$PB`6R{=g>o16#hN{Y#bX!+bI?L{B@}6kZSi_c zbo5hC$Jb?DMaHpba8&V?YvnKETjlh4TMl-#LkB^?@yj$_m-hfR%G!DQtMU19>- zZ3Zk0CqHYI?0hy&x@&>F6?h61uJ@ZiV1LM`^aS}oYWRAYEM|UkIT3Vn5dS?Ez>TV& ze3JY8POdr2c?hTNsX=E9+2E@|P{;FA$MmF!kP=XRL6_2i^lV{0pG!1nyMV$PdM^rq z`TV+-Xzk7mYG;m>$bRtSDLG^3FYFat^Haj(jjz3!JZ`1Mn2aIaS0C4Ehy|UJ!BB&< zH)!b&2XdkZsDqc8UY9U=fHw%h`&SiG7(~mXs!4`DhH$TAzqnTm5!HpmlC{j;aWzmo zTYV4h&X|oyE?+$#xqcHN%(|#_L(=O3M)e|8gpwiqeBXY)0t5MPlj z85w-rAIF{2D#N5eEeE=~Q1Zo%6rQOgj|hO>hZjZhT+u}?HEGPz*>*pe zQ?MaW=uxV2(UT0GiDWFa8|=g?|7b$;AtVZ;1AfDlPRZ&LR~X_8gM6VFg_0@*u-kwL z-m+ijVL#(Z^M~n_$w>9_^-Kg?&-ePt%ITeshl`lYyBv=I{RrB~b#b9+c6PWXxGu2_ zC4fkQ4hYWECjX!T==v;hQdPxeuK)=PP-XVks8urbgbNq(z|k5_FlFYzSKRBGza{e@ z8JDLTj>UY>F}I0G9b3&3#?QE=es?fn^%>1-Cq?>+v1hD<Qm7#|ub1EcYFD2csz<6q%)p*?bB4pG@Pumi3UX$r1CPuT2^( zVI;(5ths+Nj(3eORzY>qrUG0*_DJ|wq$oXD5uh+$3Ua_f3syr1wKB%NEyLG)rto7rOy2eDO8j;_jd;_Ku&6g&7cD4^kyAs$!#Zo(4T1a2U%Lb1| zii=|9&)+LQ(l~xUw_`oEL1{=eV2$og z!1rf*Q$bKW@pA%;c1m1Y13Zp9L0g&XPSa>y;Uf;pe7g@ z!_hmP?P`cOt%W4b0F5sf9kFxQkJWtodqhXh$*$@L07w!nlzU#waKGF1Zy(OT(iGXB zovi)sftkD5z#zO&Iu15CNK+owcS&4xB(e|0k4vAow3N&mq$(0`X6sV`qv=&&i%Vo& z7T_MVcjLb4vs^xD>4S?j3XwcNP3~qZuWl#s=%hhC{R4P;V-H?O2<(5eL;8->TC2qq zZL9a~WALE30syFKS`9ia5?RH>ugU&wylC*IGNySU$c7rU0#&D4b8d`;le^SI*pV^HumQc28}~C@(NRs}E>2t?Dv?^2WP78JFApXPH;7a7 zFMEWg%Zd*srloRT+VHz>c}deU7UA*EOr@)v{18YEfH_^r3-cRa6HorQEqdO-OJPI@ zcBrCdg@S8dPsq=T2scBelEi^T1O7zkqIO?N7FB_fLwFU4 z&k-_qPX_$obdl^)L4gY|xAx(m>)nn(4`gg$CAn>fx<)P6Yx=q76xb>dnqTlxq0!MSt;=qWn9G#&#|?ybvC_QG)V!&l?9 zGu|_t>v6HnjC5ES2I9be#84o#KQNrnWb0bAIGs!$d7xD^`ZuLW{btldWV&|zABcq}?7q$uS z+_Z(By;xnP5IdLJ>eJZa`G=E=te>eB+qQzq-4d1Q-zA_LRr~Q+5(|7j)@?})qh7-M zz}-t0^f;z&23C)zOBcw_%BxDA;z*!tE(I}%Yh+^uKX5;(IE+M+d{J4%o* z{D_+q#J{v4&24@;K8;3e6rTf__)&e1EkE7ci}OX~C{|8#-8#vo-`?4!9Q{I{8StCJ z0eA}2MJQ_Jc1vzH2f)i9C zJLkS&QDAG?0aVPSt`$0vFA)s&2WFP#6gQyyTc8=bU$>Wqaj^UHWB0|agTT07FWa1n z+2CL3@04RBxM8w%5Dt91Cjs!!A|T33;>-un9K^r_Nsby`Nk#xW6N*?K;BC+CaIU83 znZS2X#Qa0k(rb|QM~y2G1}7nXB&c#5&E`}os|exgBlo)f@a0jal-;w%=?s=$J`iE< zu~!seR87%#f$|m=i#R|dh8^=PrzU~${r!x@mfaTIrzV!bzlmmxy85MYPFR5KSXYs=cEP%9nt29^*dqad{Wb`dlYuYKT;zop4gpGR1rA%Qi#Jf8n z5*~CpeMx1CRB_I>4AKI>lo-Y%RhGSy4~Nkp7v~m=)Et)casW2*X0zK+R@4TF9&1g_~RxD z8DHD_rMl`C9(W!9rU52y4fWanzyROPC@uqoZ@F!^FqZgU(_@x>>l5mGC2U@=D{+5d z!-IE~8UK6qX2H=57^kg5^wKC#thmBTvx`Bo03mVTV0Q=nF68!}MpksV`z89oGCU-3 z)e$sxzxY!>pYkg=6h5l&9PqJwxy^bH2F&Utid7i6z6mKa#Xa>-#+u3j`#7Kz)ZDQ> zQ6}L^Z+-yOjS#hFCp(Wqf91_pt^$z0s^M`@Hm9OO%Pe!r8Dt-DJq3z~AuC)hJptX@ zbjdZ*0A!V*1fqOO^cqb%%VhmYX@P-JQLY`MW!_ED!}VXiedB&yrX$_ufkqzQzM*tw zE>EGprRri~kS(KN?|D@dPxdc9rQHaUx^CVSQ7q{a6|3z{3qU!TWF}I|tc&V**WZ~M zwl~HAZ)6Laafe6{+v!$R6R4H04!~T+))4+(OerpWaSQ2g-B_7pqvx6J%Noo2mL03M z1|o{(&e&nN?UTnkMx20*>W~l5W+%E-eR>*KsLuZCx$$eLUL4rcRBEORYQOHcvhO%U zNQLRao6pEgpIT@76`I|e_1Ir2czwyKD5%e0nX^olZi!Amp4ri-_s!y)-ZSIl2~UcX zc~8k@Wo(=SB9ekr3&IA;D+mI9{6 z&4|5)BK0iyXD*UQA>zd@nT|4*=u>w9x>^3c-S`VRtm+A9$Oi0LzfYj&1Svb8_7Z6I zjh31(sgg8>TYQD*uzVawC$`ur{L&y;s$NT-ocD;xU9uopdi;`L39LX+Qeyz|$G;S( zMKKbjoDZ$7g2I8Qxy@f~98TR{E#>|;9%D52s+PJ>ONC%S{^uNU0bG*yw=bvq0~>8~ zFYd=N8v1&5Bk_GU6O1?SeJ6(lvl-a70y2v>PmWC8g5H3WSqcHy=BevYTU9_vL^Yka;G5rI_^ zd_~G}+)UPrsHriS={K&q zz}Lh_>U_%~)nlK)AMDzUCBgRb8m#;Ye=*%E^+_#o28OlN?+9&qx`HD0XX&V(K;>}g zvuby70?C$hpadr~tAy^=!htIAPyTfhG12%b2{n9CwRc&k_H94(fsWvooD|wr7~?R{ z;|`MetO5lpkwOO2p&-;6jWdyM`m}nn#eE$RCEya^zMYYAM>|E4I3DP_rF+phy#EsN z#6X*8Zadr`h~Q~!+oS^kZT?bTQ+K1Z-E!>oYIxQu{F5A3#Q^pcS?Hudse-Z^^m-O8 zC+m#|#TL4GD)cADWu7lc7%7!$xGWpHX*s!9Dw1=ZotBD$)bz&Hppf3ehC|k-og`EM z-e4kjDaMIv074PaePBYbniUX>1NjkO)+zF&iN#)YeAkKzouN`wwWzZ51i8GD)YlzH zUH%Bm5+uI6i&aMgOVW-svG{c5sLb=pApHbnDLg@vcJPD>Y${3ReA*#?V%$Bxq&9(} zivSwZhL|K?Xx()oWKilykh=Amc`%pV)p>6Vj&B;5^(Vkxv*rnN?g>K4E{N3@8n33?N{!`% zMp+3w_39Xpph>%E1AuN-u5;K5g_2wmM1rK}9AUk3vlQ+y9$`7Q785F4=`;ORPcV)! zoVT}&q?mL7bkjxV3w1M&9&^y=NePgWT*cT+Fr&4Rp33XsWm`&&Wb`kdI4A`H2fUYj zmrpINIp5k|ah-nA9`!Cain9HM40J8pO*EU;h^F`(Vy*h1^5Y=l|9{{nx8DQ{G>)(T z@U1Vhr$2JMxu#SOV0GvJ$Oqp46yORYGlX52lCDpz%61v&0@?ZpqeIA`h!nRYEpgix8Qel1F+HODLDvVY#%LlpB%H$muE zRT5SPP25vnH(@|iIp)c7IF5P|?vw6~=nI6)Et{)6a@wa^ym;wWnrll=TmkzEw#@)J zA*C+tki1l5>770_`0lMIX~_UCh+eNNX+E(@5350w(GxM{0%5z;U*yo6CzvoomXcR= z7jg4!?^y8G^S>wIx}WS$C%;X)r>@m%h^$BUsT1+hHn=wSk|v}ArWj0;`nLjlo-`Cr z%rDtUFI3;)3Iu77@^CrpR&mO(bG>PTJ3PJ7&*(Ma4zV-7?v=qkv5ssYTs)+;C#j0a ze+sXzw)qo1WBar?x`~c$dgniQu4(6EPM{#n(s^dBsFgwjRHJd41X?F_fhKsm7awdd z)x;WULLMHh+e7^()H{!3Lt}rqm=ff0ny=L!dWR*4ob7@Dn*Z|JPSRu*+S8<7P*}8O zTgLwH%0;>EUrie831Dja%05xQ3T-I?ANy(s>tY3Y1k%YaDEzLr+tsSVH}&TrJ1CL- z?k!E=lX$NX1E}XsUz-(3v{Ud|5+0VV8=?9{Ku|R2|WXqCRlUiyPKZ~zVq2(cR z&5G8YI$dM$mvv+aoKDJ{AH7iuwsTQVO>ZUQK6nc$y2X0-n6ooT|3!476vsB9+Q2() z@+sxE#WuR=*Vsib`=35Bd_5TEYalK8dk)1K{@5NH-lfr&wd`TuLyP#y9Q^n~*7{iw zo9)jhUH$_&cK#;A$}k$w++mO?Sry;y4_tdWfeHv^(i|$6s7I0?WSVAK%*{#mvsThifW5*rI+|H!EZVPBqS(SpVkng3 z7T^|NaXn7IpPpir+8__^8!Auu0+8zJEnN*t!N-&acF=Axd5qhs2j;^R~wExnVR9Gd7v40o~$u`IR?=5zrmmysn$u@)(ZgbRy*1D!G_DD ztDDEU)nfP{9Zq@?-!rO6Mj6{WeW$;ujE`1aL8{DMP4D|wD~h0xZqbO|1PM_S>O;}X zNjyJ(>on4EUnUJL8+yMy#I)mia@|FlR(@l*-+)%}L{~{!gTfG8i^T7&lpJp`18hiI zu4G~w^Esye(<7gY=S2`kv7OaGX%{g$@LJ;yay3#QEmW^0#Ys^iUk6tf$*{+VC5yXgpqC>)|`SLY0 z6GqRRF3eWuTsC#1y7nBGzGP)|Z}WLJh|uNHq75{Fo?L^8!P#=lz-`jbjW$E!WdQU1pA_Bnd4eX8gaW+HePx#F zNAyji7&^vb$0-w?6(rke?;v)c09lIp1AgLVF+kOgG#YY3a&Z)06%IX9H#tuNA|#tfK!3{bU1B%!HJux3r;~_}yD= z(WUDX9_PAx`2GCa+R)o(bhCe-)cec04a_F7 zeubwj;pEs2RRh|^;&(mbYaouW(b@evk?!Lz^;OOXh>3X{net_+monk*3(9f)sQiFn zv#`M(10c#=o!i}Cjzyvm8Oth>6PuQ8JR(=TQ}x*k8SW>WES)tPu zLs4c~&#ksGZ6pRk^Zi>H0&bTJ|;mVyy^sHjxsmkvN!Bj*ha z^uaF(K7xW)CJby0lO%V7iMX);rSd3w+ws#p&0kLGvANj0X1u%z6@F_XV{t!IVj?2BISoJt^Q3P|+p+ytu3B2ngG^ zjQ8U?z)CLCM*P8ea_Q=p0oS*E!_U1cpzUbXb`e;Nna_R`hi2sJI&eDBm_%OEw&4Lk zOEd~thKsK|U}_iC?*FP#@<#E#9+DtGJpL#JaKW#_k4kf__(#o>?iKuW_(8q*5S0#w z<3KoYF5mY7M&rNs<);kwk7TZzG`JN7G{zD_dcI9;PmCFGVd229c?T8GouM*gqFY6s z;H&;e*2XpF=|P#@b3R;de46TcEIn(9ee?k)=hWt*-sKz{7bc;;d5DbOAaRuGYHx_jCuNoyACN2#%lR#Vkq0mv=@%m$Sj%5g9ED zm0qw?n!mmmx8d@<9g(^EtRbCRAAxDO{wjqs9RVGeV>k$_Bn-SYQ#n3jwdxsXM~o|R zo<2X~T2w@Ov4Sol#!UA*I7P`np+8Mxhkf?PHz$z2tlMM0M!(UP4r1GTQP-G z;Dc3+z_x2uJiJK=F+~3L2_*Ut2O2kAx3d z1(vZ4ke##V4vEH!;Z-mGs1==B*Uogyo0-_U+Ots%a{F2`%E026Sr9ipx21~Rz6!RZ zz}}m*L_#+=HZ^Ie?}Kyx_x>g%3^6(6`*+LEK?T;q^_rj<(emU@Ijy3X+qilnot@bF zm&=^-=nIh_K*N8Hscs0a$c%Y+IQL&u9ahKqT%73Yiw#$ogd$;WvTmTs11r%$dPG~b z_7mH0n&AT;KMs>wfV>{P-=e{geeU<&L~784d=b~AXZ!pISgf)UKnp@!$lQUa`jJp* zWr<$itOU?Yd4X^E-+IkX_84F5%Cjob{XIx)_ru7eO5YD)7w&{AXArLk9be1dCc~Q+>l~V+QDrp+LWh7*B3Fk%3bYl<3D4#KWL=PQtPi#nN>~D1^=ru+=NG46TR^v zj2wE_Z@E)Zvx3N=_hj6*!k3abEp)7#uil|sQ50C_&v4a+9SffjqmiPw8M3Hw04W?k zJY@_fQ0&?*EZhaEXEKYWd=z!T{4)Of7^E zJ-*h8WF(LzMo#=c?%p~s%5D1}$Kz2c?WKagP8pM*^`ARE zVQ*O1_@^$Xv8v928+;|7vV-a6U~6f8?aXDU%n>{7m|n4GRO)uR^&SZ7JKU_3>Z@RQ zZo5rVIGTT$qW&b=>h~yx__%Qql5sBwlJVY??N0{6{U!e#D>C1v$2k{;?X7`=1 zq1gvEnc)b6>CLb#Iab$MvWT_gZs9Dapw^Je`*(3yO(~%I=a4Pq-eS+9mM8wQlHrJV z1?@RMd+O1iLHG51Q5pBeAR4afR@vopOB3HRhp;c;stbUTRhj@9Rnxao0?n$CR>;KLvW*$Z|<8IWf9i zKW=4+S9QrcTDUhfi6&u$?>eZ3!xTTXc{yy*8UWTJ6;!7t#7!Q%>FjrCm3O!%FDynYgsB`(U zFiAs-)X>2EkV6ET_y6oMEifSwf|-?%ywN7>_EvyEbL&pw;$dQ7-e5Ztx1CQ1vy}uJ>&o4@XVL?~U$e9s1krk*$%NtTl{jq*hAixKprEBUgauA%DuqLm(T` zp0+zd8$~HPw)wo}rC%ZW`D-19$h|!Z#IKK~ZY+Ph7np2jYafU0i6qcm_CFJG;?O?j zLw}RYEsvtl{2l6{haa|a3bNeWdX_+Gu**K0v$vCByDrn|kC=H`qbGNQTGtBl9F3Vt z?KCLMe*!|XnQ5Azg@xFAqA6z|%G>nE*|Goo_CC!*S11nIF-y0F8tYzU{QHjO7R_Z< zA&$YHP{dGU!R2wJVR@8rIwWS_A=v@qs7j%b-oT%`5=;kox9SuBwYE|*BDXozw!YiG zV!5@`-M^HAEKBn|eu^fI2B(?Z^Vh8R2d7SYWR`$=V$cL^a3igIyRXo9^}$bDG{@#w z_`}6KD`qxb{mj?^A$@536skR6 z?yZh4dZJ!a*}<3#DN`g!xP6I``U!I>bV+VKjzsRPFF08MGyLDW(@sTGzk2kx(mY`k z7Q%yVg|wAk(*KQSQ53L8mlr8d!7d0;u}ar|`}C(qK)*-QxRnnT1>H6eeEaRLTk)Q* z-JSNUQ-4qi>qh7wKhjr`ygws$CzYh!cs)f3DH;jneE>VJe;ab12;Vxn_2M%HrST zm;SzB)*UKeMlF^|`m_e8--g7);t?-d>{eJ`ob}0UzVL@_wf5ta?r7_!Y{ZnKZy&O! zq4*`lk)QLtd81vsvCeD{4qfu_ow{p#lsazn#;*dq5WQUP6()iZ=_IxBn$b^8SNAoM z&JBSZUrX)T1sLGppsLW77Qy|G3_QFaP1#s=9J&W9CZ*I%8favMRvIQ;6n_qj-%vrU zXqPUUDy4VR>TrL*&aVlHjO2z6z(!t$=~jEYj9rtfI0@orlrK*E(xAWpm!d3MG1WMG zEhe5Fg-HUPD=z?tLju0*mSLwOWZ|L6US2?^j+4rEx46K(9S9COM78$T|GG3>tT5Si&4k9=-u?N7wgPPz9+7A z;L=e#-amVZSkLH5dG?0W2?M#{kndagQ~Ov?dU zUf=LBdvj&+BvWebbJiS|q|bUO4mHj@U2UHDaZj41k?iHwGuOk%TpIjWqA)ShANr{x zy1y!#8@f1|qS{@{#Mk)ITq2WCXX7`mj*4?#Ws@QJ_Ix=i@w)2PNtL`uZV zq-z8_h~IhgEIP9kwtCjw)uf6PlO&W;46 zej?HIfzboi41r92n6fgdJ1qyOJr^ApuL$~hme-Sorf$sD6A{r|S2lT1LiF}s(j^k9 z)7#!cD{NN=-w5nXz0kVOfvv>4Sjto@e5|12kCW$Li&0GB>ra7adbnb3!q2(&p5qFi zcez$SuS#Q;Eo9Zie(dZ-xrx^E5mF+euDTJ1(Q8KpO#AO2e_C42AEnGNDiB$FjSW8- zQ$^Rvek`2KV@!YNn*POEZKq8c9Kl@f#bwWyF0^}w0?tC)>0`_FBNDRW%#G{<%f^z) zT*i$k6D^Koj8@Wl@9cEzdxoQ>dFGd$JrgRZA`ecOm@CFJq&McLzRf9m%q%VO-t5p^ z8}YkFn-Sa=%@EFInu+${ZQP=>lyXWHYetbSC0323Wu}Z1dMQL|6O+h$>agW78J6xI zI{bF)7u2<4>it9y$EVww+)M;ai4Ja%l7D;n_ZKqr#etP^m5&dtCfsx_j`|XmoQtzx z@4w)+oHatGdbR61R!5^qNS^!0tav;;W-IBH;5vG0StG*aBiB=c@p_J1RC*e*hHdXAmVCm6d>IqRaZD`2 zgz?1l>22#k4?BW-97mz*$!=w7?}$OMh^-|5Tk7@Vf4l3K73umuHk1Leq3}H^l%7B5 zE;}3-eOtKbI9=xLfy8DqpA3&e^%KpO=Uzpr`jhb*TULPJ9cxsCEeDe?eE-WYvg>C`30_q~S&j z(J?$5*N1)8%p(S=+tuziKJ}xc3c_cnJjPuF#z`e!jb5*Q7ASH)6g#76pP$jJ#Sg=9 z>m=ufvjI!i0U{y~jj6`6yh?5S&P8m=^oMK5FTP4pUe74LWF={&Q*!B=Rg42a1$oq% zl9r)*aAfvu5U9>fs~q9EW<>6rv@1TE=_ZYa=bKyvjkP1xZL|CF+4oE;Pym5mDBo72@b8 z7al&^@$=TAeqNLU}iF*3S=4N9C?KR^2x9#(V^DLF}>lyvVn$!8ZxzrYqTIibB z1Z7er&Q6NnVMaRPRNYs0)$24mi!#~gI|RuT@srOkoE0Cq)?{zFUTZO7Pu|q-(me0P zc;>nqcCH_`LKj#M>3Yh2+j?-KJHOB68ErbVGgle^algwE^akvg#UfnLXv;FTRKt(_ z8xLG{BFRpc$C7~DE7kN<_Al#zXrwxb%InH_sD+Q?EXQP=MsYg$&Y&yLE~gL4`$?Rc zntd&Ke7;%#YDz&mJ9lrxhYe%*(R|@U?e-T?8XK!UhTGp3 znLzc$UCnd?rgSZB+rAV{&DHBk;}KIsG_AMob?RJVZ8GOy)AUO_m**Gtrib}=-k1|` zVG68~Vr25vNjmWc8F`i4*V+iTMKtq3i@rEpzPnC4?!b={W+Emcl43ht!CtrVZFkKg ze)fkzp-h=h1icUYWxq=krWMIzb{BkOZ89D_3b_^Pe{j;x$!&tD)KBhNUAoJrSm%pF z2dB&$C!D7J4fo%R8R}ExWjcR7<+wRjhS-y%Rp=`PZN9l=eSOn)^KuqPC0>o$&%Swn zSx0Y7tIJYM@5N3}(vQeHp%;u{-JV&sRF7bVG8 zD-B$eT-ToVnfrw^Y>lgEaHgc9!mhl!gIe(PdV%iQ1h>#M?{pue<{Sm*Wslu>>d#j! z)k#1FsZQA&ep;2NCEvc}W%7YYjkna&RYx&z-mrp#B;5PD&in#e@xA;t6VF(O^S-jp z%93Uy@zM1tMnq+n1X7~2YPd6#_B(d(Pe#Qj8-w=ij?{8HBC6(7Y)*}eupmK zHHCEpBjO*N7<$cFjPHr3e(HDYQuU}=`!P^?6%LV-muBgAp*K>65hKe0Mppk+J6qSz z$g`2*G2Yat@ec<3Tds1}lTo*PC19X4W}jYvLRdf#Bla~G*LgC0KS+iZHtl^b1^BX3 zdJFf5ZOk_;6ytqK8kA&cDB|*XMsdm?ib_l(*$f%Nj}#4GYa-k)W4r3puywCdmGPeR zyElw=>|8YcDUYpOWlh1Thfg@nzDX*Kp0TyH>NHTdR`R@>yu}Eb$ z8MVc%$8P;JHOR_+&vjY9xNKVQ&^yP6WfB#2rV z9lV?9^NoQVG-m6k#t7}873mBa5>|OR@5qHINb-|Z1=m0~IN=-i^UnV23TOJ+_b;o9 z?QWulNH?){hlR3UB~0{1p>9}bTB?PK(D|^Rs&1cP=VEV9$$sbF)INJ&!<9pY{d{MF z!Eo-X-R=F3!w!5khx~0Av15v2I#O#jXf4O!+*i#L9Zzg+_B@k4|Eopk=6S9&&owO$ zKgI8$C4@>ma`FY|Lu}Y)db_B)`h0n~H^r6@+&c1o@zzC5KRei*$B zX#3YEF#I91jXNEvqY6;=$wACXw14~baeGm=fGM(>RSBQkgPt_;h#_Ef#J0(Ud z@$_=btW#psQk-JKQ*!7n*A>qaJ^Ucu^Xx*SaF(jltGqfUVi@5}JG$gg=r@aAiFGM6ceA%C3(Dd?q5gy|Q^G(olynkB7tkKeyE>z7iPpW{v*fMu!U)N42xfEj08a z6ase=4^EjlN3$Ju9Llz}?w{1Fxi6;6XEi$vBD#1q8?YVts)mV;q9s=BgsLS??wj7u zLk!ZM`uQi(0x^?CdTln;Dhf3U4^DvoqAm@rJG9%UHb2V%4gSoFw2&In;GSVBigEEHM#$K)LR<&Lq>q{|<1eQVNMU|`f5Gx7}nKf4U7K7Z?a5`(7 z?~LFGf_X5Xb=dD&I6hGbyY>R(EUVo9Pg5U}vg{)gEh_9%GX45qA<+lG^0dkDw)o(v z!Zh8=57H{*oD0Jw)r+Dsefb5Jy+y$m+!l)Z_$glzK5%=Ko^7dprw(O7|GuXv+j{2@ zz?E?n7vy=RREQpz+69(-1dGklwGWpzhIEA zvm&A-$6x3N_@a3 zko;B7S?d1Th^c;Y+^D-@LxwX8W@6nLl?wJW`&~b4a}n=*=jUzb&7_altd`?GHj02s zvNo`QLDkZnxyot(m7&9@V}2ie^|6MuDCEECbrz6dkD#vZ^{>ci7`Kh_#E* zRUJ9Uo%1?LbJw2$dLHTK57Tx}(s<%1G&oP1H9(E({@Rgwv%-O&(!MlBFlNk*5097Qb zuuJL5k-*k;74 z3e@xW7c^^nUKvY4h&R@}%w_FVm>M+1=QGRRTUvtajyVTc%<4|}%-G#u4tda;ARudr z=C#<1(&F!P>N5D%C4JKk=2={xLDZU?PXnBdU8>QHMt6~b=}S(!jFd5#$Zo~nFGEi< zb=T}}od)eCBEpjiY0YHT?lsfjmyc+>YbU}=$XvIuuezFkK&(ZRSiguTnK@Erz$PQ! zy*6e~u*E%j(l7cZJ+|6h{3dj%F|&wfXyTFsUjFmd1-%lB+dBU^XLxPyT4c}mVYz`qnEStW0Cvb#RS ztByatve&R_g>QQQG_1+~iyR8qCb-z+f0A~b;KA)Yt6ELy)7gaTntJMfB}vM(CNFx3w_s?k^|ex3LcEKAzM%DEZ;!!C@MhD~(zPG}pbA^>q$1mANF~NyTw2cX zI*A6!3#Y1z^HWvC`ht5<{Gj?_HtItD)%uh$QpVnneF1_?gYLH+=Yy_56c6?*{<*`D zc4dmRjKOH~ac7ppo;E}QH%<2gb|oF>p>eONN-V*x7!6Qm4AzB~R3>trT#c7w8^uL* z8(tm7Ay5P2VC_|QE^Ol$+d^$my7q!q<}g?qb5u$?wKm**c`bJ zWX-kbn4Rs{+1H*IIq!uCvd_S0VsC*aHc!~yxATtBCGi8iK$AcA+$?%c$T^%%kWz_X zl=itJ!CdbJSP*PcR=Roi2w6{g*8}+FE&3RafxFdW)$eRj6j-=x4KC)oT8}0bC?noP zJ7`h;-EhO02W$ym)Mh^_r;>>>4SOIh;H{Mhk+RmE_7kpH>#`Y?3~MLsFz4KG$!~h0 za#3AgJ}81&t7~GF)3l`nHjO+k7sY-vMKZW=BGMqgjzmzlpn5gNx-vJHIXpaEeE0Zy z_Cz)kVxsTQ+UPAwDU~xnp+nGf%UOjisnTbkb!LTeIv>19b2@b3A-;1UN*KUB!8s2M z)EOQ*Fp$~?{p8lN3S|c~+Q!J$V^iK+l|iI4o%wY?U?S0H12)H*+5$GqPlbx>vic#O zb6vj-y|9X%t#vLlIG|q!A;~RPjrxRHP>+pIU(a4^U28(6`I|JN(z^aCsIhkwzZLn~ zf9mNK=z`xeRDr4NQo`sd#vE!%C#DHcvl7!~Ki?y`Sd|jZX(nOo$VU;w@0dQ~HWs*F zc%+CqPqXkAA}B#3J8oDnCXIYmY3YDZffqAm*s4_t1VXj&j;wJ^1e&|VTu-hT{<&Vt z`0zTdN>WU z+OtHigDQYuu&$fEu;n8}T>1RYRq`>4rui(Xd)aTES zl$Mn>&p6G3#tvQ_uTRF8|tf{mdcBac6#R2gQ7N{baCF z9+sJ2$-J|n=9vMMgf}uyLQTuVD1r3Ypxf`!^p<8pZ0ZnGyq=8#`brI5f61pqRnAfL ziGz@UxvqVS(W$_GNoI?Ck^Ua34%RC4#nLkg*dJQY#pUKaimB>|-3Y@ob*jTXh2v)V z^=Zqu3Mfcut!IbTggiiW!o`CM$TN*3&dhAj2U^@eYJN9JCyePiL@vo=Tyip`wT0r; zwxcY;-ATzez>|w5`KR@XYQk4}k|RUOIi`Wdlm@n5yHzBN{U%pCs8r*5S9@-HdTR2s zis?(v?z~*4x+f_#*I-52U?o)79tN#Tp>pY=J;z;${9DJWM39=;NWWu4TWmr#Yv`Kj zag6#)uWLFMPDM%~?#(6ljlmzMj#GbWE!SQh=T=7HlzS7cwsSCA?h6#_gK`Jt zRH*#KDzr#?xl7Gq|K0F$Ojo}CR?BB4Qo-4iOlR9mFZ7K>Vlw3<*t{Bz!DEljfQcSfY02lt*v83d}?B1VpJ6sL*~AIPQ7Cq z)?f{wt)jsSu{9x74b~5Yj}Q?lkG?ZSzlytL(~)@7K_D(WFRyf1Uq>gWsHn(Gxb3T5 zW_I=+6qiZU886rg0y7bzvwGo&L?C(E%_j%V>wJ&v9jvh|s8-j|cQ?V~CMQkR)YWHS zsmM!LgjBI5DM~d*vh{<=GM8Z~`;FwfyQ&MU`)adab9>n39~*1VGGJ-$`V=QDN1>ef zB0X64wYec_I#u-Z80fM})l5HgZM`-;>R6Uyu&S8c+$p8tHYRozrEFs!#%;%oA~J=U z0eU|9k{Vhxrw*@a386y8^>u1hc!8uo-bA?COzBzbO>;&GVzGocZ~q`lPQFV8!E%B+ z&bzaDgY!o}wS@3OU~j8H*_U#mZqwr6^3E1#_t{xPNmHDtDei)I{9LBro|wRMeu_&# zHgQE@yW}P8 zdGXNsEuq&kAhL71KNG4!^ng@d%54RXKL^x?DF;+Tw`t?v`V3 ze}7I@RaNt5aZ%B$@bI&amDqXtN-`IPPgQ__FS@L&DM!)r>lVo|+?S$%#;;x5T_9kf z8NR<8_dLXDi|Pvbo=`XD*ZZGR=!&moYRs3smVCvfS}RyJ-xBFQM+Y5DU>Td@>B=4T zVDR1^_SShk3s!+V3V~Fy8PQ`e=m~m48v-xR%SYZiDR#3tq}$=c5OtC40XZ?>ZWF`$)E-_bo@lh|~$`Wm6U=iD(| z-K@H`Er|sLcS3`UJNUAM=>17lF2+0@*mqL(*BMUzheGC;;X<2A<-&&~Oq+H0I`MhN zm2~r&G-tw*7~dKfsc3C1E#v^)V@W1V_)85l6qtmw`lE`HOQLnnY^x;p2G2kI&eWhX z`jR{fffX#8Z$u?2onHkBZ`>dD-ke`vf1q7%mqa%sIJzEm?bJ3s10?x3`Fbey~8cxT{SH7%`Z9-E=eoPru{H8r&uZcFv9 zAkOgh$A$;qpPX-hSV$QYweAVi2Ez5K@7lwy@7aF8DVKY zt_GOARC?l|7B!~ss3SGeAIHa4WO8kntZip;q2bbo9^bGs54R~zmY`x+S5!DkGQ3lMb~+~NJu8YieB=(^C;?!C&{+tYI&u&&3~XJo3{+SjB9 zG0r&@L2RR{Ucw2im2(_kJL^+TZEbx&md2cSx7REehAL2W8Qoc=!aqcP)|(A_K7Y=< zB<4E}2BEXvXJ>`Az~SL5oP8tCA)DpAdJQjnvy1vAq{3A58PW{yfN^@%U`2H5t7xkV zxR|u9p!tn^%+;MI&IKp!cfj{5ebnA5(C#fmGl^hX%DR&PqP`HJ>qeyqUF!pUDiS?y zcfQ)8%b`6i)syFkG|KRNEZu=qFI#|tN30!D*MTq`k(3GJ=*JSbrEgyH`>Gr!?qK_C ze|%)azcARk2N_;y%L}%e&#&v6-GEvr7vfW}bmd}XYd*`#bQ55E*tH{SN<9QNej=g{ zk&po*JbFL3LikxXdYNpSBXmyu-CisM0=SNNmJ5S=Bz{TjDt=k{X?h8LC7JXmB8;Uu z#+~@M+@)#|+^5c&We=kx%yAJSNe`N`eNx1-`TJ?Ym)f3eJMbNA6(~^^jM)O*wPdJ@ zu4nXNPo7PGcyQ9gsp&&k$;Jt26Orhwpxw$VF$;}buQOK5jB!C%YR}12caEi(FSH0~ zfV?o726Y~_w8Vd1y;6FBwrPpaSyNo;{l(=|kHS*-q93B@CymZTsT^$_V-F$7Dz)42 zpUyp0+PcrAA~r@!fda6q8{Qvp?n)8{`B}FK+>t zQ2LWg7#x|_0OrqTv5cX(jh{k7w>>nQPa1q093fg!y2PT{$(KlmBN(aQBVU=1E!C&- zJJL0yiq@jIEjL$#u+*N+Mz6n-^xWXS+J72p2~agErLB+3Bdp}ca~)?M|L&+~NJm{J z|AyR%=B)T-h$ywx=e#25FZeorJlmyZW&&V((=r}_&|Xk%*zWa(UWc~HfqzW9h+C<+ zE$yN_3b;NvjL%)^-xp$W-yeb{qKB&Z*_^JagvCwoW)#{Q_u1ytOW}*^23U<1Rk~As zn7@S=flJ8y9hb!4%x4OSa%R;7>Djv*H1#T^*5Gf^YuWh=!}DF58m%g!Qr{9BePqzT zA|CrziwJ+Msb3cmJ&dCrfYhdOs6T$tl5%%@&@y1x_$2%~tfD_siM?bKCxfOENL389 zzGOWxp<<*X1(FZaaR>&rzO=SYYYN!NqE+o9WsZFn*{G^=(>SCpdxwjz3klvVScFy2 zyF%4~O$Z<2G-$4DU+7d%*~LFa=jjAzZDZ~0rN#X2V9Q*YgE72y)8)J6V;kO9+YL1l zR)J=wp(qpcW&5SV5<#bCT}$c$HlU9=RW`L zC*&Nd(;y4mq1}wb_LB8Ji^FI7kv=ItLk7RmNvE5e>xjMX>*cb9e`LGwtcD=h>>Zf# zJF9R?Bmb0Cu+WvgvD=-P7xQ!Bs*7`!@A3tM^RTBdDPNo|Kd<*wT;7qVw9A-S#6lL6 zupnN)$nSS2-xY%aONes}a_ZCSVk(eoZS5*j zez5DO{kp00yCb9+nWK;3UF9>J<_alyz2*wJ>Ojs#mFqdO;4Rbu*g--XxU&hT^YDM} zbUFn991&is&C6N8T17;Y27QTq@Gq?HEC>|Tfk%b|VY7LxP7&Bgs4gh2?o3EM`BO9D zyboY8kn>N}ksV_?5p=bFY<77EVXeOUKX_+H9Sqd=&*SdsPX#9W&_F1MAgUJ~?8^&g z8c48;&HGWm^+D?3PoqI}9q0tWz43_ZFgLp-m}r61$jqiw08b-Le(9h4iZcImJ}~*v zx4mz5gZuhRv*}MLf98UC)7(oh=cgY~29sCh_tV_L)hEQo_IfT+27+vDKCh=F{~6^Y zUxJwr6T1D+!-y_w6#X1FDLuG~oSRkwdvSaDKwT4|9Firidjqz2G7UXQKJwRRHorPW zu)4;iznl2wp(Y1t&mTv~$zPrG`#a;mLGqDLsa)M9fMVDT*mHG*WuWbiRHyzqOG@dd zB_mSq^TnL2E=Q|hbVXk~5!8Tlu)u%0(Mn+uJC}r*I^=kG=JwA9)6hfKs-f!Bi;^16#mmd!PB%<;m}OaG?BdsL}~AII7c#9^+vyhm~O1LwlTw4E8d3*2bRGc20_wiOdRP*nA{x88TTC@|cTSLXbCnv^ zlT1uaNk+~|JGZvBX6NSipslg0if>yE|0__2Xa+)wfJ{FVEemt=&X7xD<92)=CJEa& zF%vxA5%>P}PCxsl!77V(nB(<__U@7Y7EZBv8>8_^_x;(8;m@ZAqb{+^llX~=`H{%2 zvU{W^CO)M8B%~Ou+4CXD<7Y(uBIYx}MW|ex+j}PFS5N=j6KIR+4KSuW0SOt^NCb|A zZ2!F6DJ4<|q$i@Ez`g#wCsTM^sXh3{KMxw(UpD0Tmko!wJ`nZ;$B6mrdl3S(@VTVa zzh_Uv3;p?^NAcfEPyfev@Dg_HZrlHM9(*^KNlbFEfcoEG5*gLp07I>a@VT46AHDa7 z-5YRY|Mt~?Q@CGt(VT zrIz9B#{zjjRSACzrcRiyo915XF#@{ddcDPYUwOg#l4+iq9jY!YL27M{^n+iEsif%( zahqb=;(^csAaq=e(VF8t_%qQg=PFu*kY9iPbT1SOzw(_Q=Mm(1O&R_3r(YME+%_!^ zaiQ}5Vc0yjq$v}@TqwLTO^XALweb1#=edJ}gWJM3E0eA2;^NPohwSUM%;KCQ=4%Xg zH~Q5L4U-T;MtiY#x5jxg+Dw~PGN@$B+vl&~R9CuWs-x$a-Y-3Y(8M@psVOSn73_Y!yGY($?I z&ZMDj*_S)BB&;HRdDgz}IIreu2Kka|VV8xW0S!MV#cz3%US8GneEs=)mQa3YIn$Na zY2CFhM0b)PHT6I1r#q%8mspQedf_|!lEq&n8%SP0Y1t5RsgI>>sHnaEX`LZ1$|$IC zXKPAC2Wj{Lif*pFq9P7lpN?(dNZ;qr_hGEHNQLlwWO;MzV3Q@gIT z^5&$b-X=46VBg~Pn%7ocPAgM>21{i^rEUXBjmFBr0!S(<-4jOop7Y$p@N~>nyeForcEx^aj#CZP0mbFHYPC%$ z@acVimI?oQbW4J*cB@EUh|m+oi&yOq^LTlYR~{6wQ$;~2ZF8~KAl-ZxM5=Qt!H1Qx zdaqk9BZ84G_Zt7%D46k7z;wk_d^e%rpkQ=&XKmvnn|J4!SNikYJz^-td~GgNDzH_3 ze~hp-7NEfb3*}=yU0tY-F@8;uo(H(RvJ#hhZLhV;(ZG?2w#7@}$zIj`&x9wnW%ADF z_|Q|}c%9xIAe)Z&Tt)AGo~1ce_7Q{3B<^XxrPpa9liI<(1NaDclOMxKQUr!&%O9% zZb6~uFGjbrhI3rx{E!w6+;HQJQ#Kmi=i+H?o!8XVbPqjRZl8j-8c61B;}c_zl!5IQCzR$Q%b_ zap#Fh(;HO5K{uAAfU>{r@!C8_yYSw#Jj=>%V8#frJF*3&Cp&%2;@#8bZ!F!;(<+t# z&_K@bkP2O6wP|Hz(>L3jQ#oXIP5QPFW_f)oA*ZHBe_~?duwcZ<30on|ses#fxQ#?G z_b*EkF6$jAn;@)rk;f{;Jf;&Xyp2~0kBkIwhQAXSMh~5M$I>zf*vY8Sf?)Yz;f+j$ z%AB|L!Mb<~)cS#9>Pbib&+LNgKi-syiK!X0ShJanjBQ`-Hnvs^MgcL9CR!2Bpb(n< zx{j^F)U|it{e=VbS2VneGuRyj?zJf1W0n#3gjD!Vn*fg4a=allVsueqJPH4NBwtcS z=7n>wnuZn_VBb>r6;oVVq<&El-?u}SEm7CiX--JtzfzRA;p~B!)ncppkz8s&CV>O% zU5F^079f$0>6GAPZ0ZWGuE?YI%Jw{Wkuy#maU$APZiNI$P-r5lWYDa8+uz7)r&onl zv@XvsQSUBM_cetx<+Z-%)hVdm!EifH%34C6L|so$FM-;i%3~uQ*n)a($Emh?hlH7} z|1n6}bG~xhwYzJ(xrTMVT2#UH0??8?-q8n~9;1gDV($W@eK#R^{@VBGbaOqQZGt*@ z43I37IHxY@K8Az`sKm~-nvq;d9i7+CO^g|uPl!p;ph<`WLcosnYXkj=vj#%><=>u9 zqrsr}_1Eq=9FRN%l!r#^Z4FUg;fb@U4&BMP3icDS{tLuQ&07?j<>*n@HL%}a(nz8UfnL7HoXm%nX zd5`IzbtIiWA3uJK5%NR}|M;?BTG_-TEgP2Molf$*;*Jou+hqTFH3qqwZF$=E|~0GBu|B4bk8z68RC$JQ_j>@eTOUwePq+k=+RxQdM>J zbbxJg(H!ESpn(werN;@nev&;*5pdgS=_47Uj|e$lZa)S*p6ln;GN8^8RM^zos-~nA zny!$L-!8n#d{`2>H~;^AkaY!7hYXTCfiyu5WE7#DkbOaK%60d2B#99~J+omKB_tz? z7>z7gPj4#DHU9nAH%J7c=g>&+0ljeM*g+`Av2A33Nk<86rRe0PVi@yOVkEQ`ou!5R ziW=|-Z*RH*Dt{Fj$si4nxCV<*bGF~0^`mw9OTG-7_u2--xIt(Lr6qj2Xgj^=vs(!T zKR38}d2_O|q>*lu2&Q6@j$t>vHA-;^ZhH`J`|r;n22zTM`0Iz$3Oz8cC8n+9NRbfy z8G)c0FZnS~c=g!^+Tflq@1B57&On?sk~yI>|MK<`=KK4j+?IXJarU1sV8((3RrU0S zBmE%Y3<>?ey|yY5Yzh&92gFrQfF`CxC8;_;7a9>JU)!!uT!I!EQ~b_6AO+SO7auykMP(6n zfVhU#eGM6146axNkkx;^o+720wUXHb3#AlBXhC?OGsK3tLCb<(NM7T=JRzOUG1#`a zRS$yQkpM{%sPNxkfk-(abO0!GQ~&)BpLC3jL1@;Yyci`-X`?p=F3KdMry&<>v_(XBF(@Lm?fAaO|12P&JGY%hFyCn`)BZ&M!O(dz7+k*a{d1D|HroxGCuEX13}gvx0pEE{6RM&pdN;~ z0#15~`hZEe^!;aHvjj$?&xc4lVBGcx_md2AVjr<)S3#7qC6PN-YR z%#;edBDZHx%n7r-ja1+b-rl5*MAW&!snH?sa;U%Wu?v^$*zsE{?XDHAP&{*A@Cp=2 zf+LIb-k9-#K+hU$Gf*V%YdGy%yBRm{(p-cHLNMtIsP|P)lTpVtx|g-h*KQ6ky14H; z_v?`jn?gK(eXRgsJ=Es}0lXVua#IDwj=vJptp=_*mB!kLrzj zk)5Q<1&j=!5tmUhQX#s6{v1)76D#ExZOU%~G${r(OF=Y@T=+rxEDpDqK!8A77sQ6SGCe6vpg-Js;W8- zm6qsv^yt-ACKeHvio}tU6!uTg zF>59!Y>hL39{@)+?||iZoV*YCt+N1}l@%rU6c2o-9lr{2$Q+3-*M=Mk(4lp!QT0@wvPkPETcT5l zsUIlXlnHu_27BXa5wmvW*{#ETw}`SH(yQ#l>wpK1rP~X6u%<0hNf$UxKUjH!!Ls<^ zf0B4;YIPp#+$m0$RZ^k~6k`mZeKHjKIVg^`fCC=gS>-)W!KaA8FB2_we9h?gf~&w} zl#wbd2sk%qMd>~sia^qPtA!8N9Vk8L3ISUy>+8oOg>Xn$5OcFaH;r@|I1D8DQDvW2 zxN+UI7HSot9?5aCC13=-hSFhSVZnTR&ct=^!y%w=vViLVC|NWDyxtRmD{%Fb@aI}> zi)*+5hIm+nlfVK<+kJU+8^kLEv;6~bg!JIz%j!r2?}~-06?w#f?}h2}Uf|~NX{s$2 zdIO{Gyjdv$3qQt!`vLRcuiSn_Ox2Mp9p(gX{?ptF$X);2NBc{S8&BzQ>Skyao6dkx zh-BLDm(m0MpDu$)^0G8J`(4q3xdJp=-2f;OLYEAi`O>$KdtMbBCM5DT%SOF7Z_W#{ zu_=uH_{3WRp)$lJyU$0wVF;$b*OB(O@{Z;r7duqwZcOslW|<{;@nBjZI!=Yh>CMm2 zW7a2M6E;V8^^xFBA0YM$op>2FO5LvxQHv(`s2i@`b@`!k~ z!b?o-2~rY>!3b2Zjd)_lQ8G}HyvF~ciPYzZ*fwZ?2gscfLJiF}8bbOC9{?S@SyZrM z6F1qOP_Vn6u&V?iARQwG39eI;dfuV2n}F-L9L6{!rAOfj2|kKre}%+D=0>!(6Uq$r zDqR>)9J&vd5;K$j8c6M4%edWsJy*m`0?ZIQOGYL$`{RqlNR>Ng>C;65*g=JXfdQcr zpQ-TU7kO=ZJ_MYmmrn5B$g)m&LB`g1Qj#JG?2}wZoJ&k<(7@Nn?-JvEcHFUDV96ot zVBk0aK?0#TVOus>Xf^5_n?A+xDxef4eSLkW%KRJfj!2vF(DlL|*j^2T;V~n)a5@Vt z+uEp4Z4m$DdEn6QppX!6&wIDU339uA{}MG{A9&Gh69eX7L3kaO5SgE;-NDr&@L@($ zWFyoYBw!8C4tC?zWy+$#9Vh3JyzW?jN2m$8C$v5uwy|1Pn`hD-VGf2ohSxS8Au6%x zmCIeyVOI!l%tT$laO|7rHEoN{diR7F%H)(mZ=R8s2+U3N$J>f9qhVW3mOtcs1I{? zq9UJ;*%NI9LRqc~+z-gWFtAq1P!A{$#;dw$5#osK!a^mVjqU{SDBD@h*0Zy-B(wYi z8N0)r@@TdbHu@PGnv95I|`@;CgzX@n?d#rKk==B(IwBJPT{{L5d~ zu*M6>VyZX1kxPZ%&6|%>^Dp9v@T7<-<3*~`ka{yzYH_=;4!DtAM1SFYI*-yvhUWoV zP8Nnr8P{$u#JbNTz7V`x#{`cbrOW4c#|$j{^TX*NK9EM~dlA&)+$W<2c7BWj6mdm@ zD4Q}JnMl@NFtO*obX{D~`tB2Fw}DkGi1%96s)kSm5i5LYftOr!1WQ==%#BQY5P%Ok zwUZoKDVG)yke?DPoXwP9e#>Wfb5u=JGjpKWY;ldh9fBrG*CBh4ZvhM?AWjGaxzTFt zodV`f7u@>nO-cl@-B1>4MmiIfI@6uu>b?ssE{U7cP4GtuR}1Ie5l&F3sHi}1BDR6j zXKP7dcWVXmB#A2W{3f-VU?!)Tkp47Yg#Hu+VF4qVcHrnakQF@$v-Bge$W#CnLXJ`O zxDlnYLDCB^BcGvCHstUE;o7$QeYPVJ5t61}mMCzr3 zWv8_NaB^dU%|{x6_);;d%?^-G=*w2iL5xwH-TTAnP1)|A17y012%XURp=Vgu~3#GT7-|(?K4MwDd26y(gnT&F+qlM6hI8KzY#9 z)9cx&C@CdPG)FS=@@jw&A}nEnUt?mb ztlDkiZ0|uL`D)0y2z>LWO)e7w-vn9WFmQT>Mt(@HVSc1q2XOV8x5!IMPSclrjw$N8 zSg~nq7XT)gw-cIRZ#J~EjZ5X1VqI}fT*DL^Vi z195L|Uk@Ne7nGTP*|)ZzMox<;CAPYAnS1j?Q6K zQ9wLH--t2>fj)cY%w9T{wPO5~B|s)U;YoPMQb2D;NWychKDZ2dpJBVY<9+eAi%jad zKWS}9og!}lVdp()PdmbPkn$mrdZcI6aUdQP*+#mk=4Ut=U*9t_VuMIs5u`t@pfE!R zEM*_`P#%O|xQF#%Z#s0qz*euc2}aQ205gwH@#vtf3hA^&w!V_GG#4eiTetfl7lBpC zg^^rD*V~L#4WNt>bA5dirX6VHLC}D(dwmdftgUZ>m;|6^wenOH+A5`sAYWfHy6rNF zLCC~DBN5?GI-j~p$qCja^Mbs4uWeUBL)vj>;9|zq_q|Wf)jzr%7 zR!jjx@W=7LB0(NA4eXcVO*glw526GfDAMqJBNYU*)5I`;7E%gG@bC8ocLDPPVMI4h zMdz6zY*J!DDE8Z4ZH(9aUCxWg?d=g^29XF80#MdLYK=w9{j5sqI*9OGbo--Og!iUY zFpr}lk+zTMq4A74k|~v6UtdQF9MOjv7~`Ez3Rll`6`3?U0T16W@5128C;dl3%3k>k z%$tEKBY>0~F@Kg1{YOztT98w-)hQ7L&%JpoKg)5D`uNZE*;M1`AE5(X)JQ4)?@0?i zwCdO5Es@uW>n0*Qb0$^oOLJqR(#@OuL|#G~DCr8!enCoVkTMw7P{LjQ$3IeaY{twO z|Ct)|`w=Y>0$nV{(pxv?1L1sRQp-QpEs@h6Ay`asOT-THvPc=!KQFDkq^q;_BKLQF z-QF;VJXWr`wD4bMS`OC$R75i0?(P*pOCw%N2tw@6y=g9cWhUNRKWnl2BzM{wKfEnVw^c-8cuVdM?if)4!)GoD9bCMf8Nh|TeYRaJkX!eMXLa4lzh4p$U zNSICq&}~(~>?~c@$iE(mCfqQ{#+eI2ekNAl>@Ud(K18Sl@FoXekVUuVXAtZJ;vh`r zI7a&@Mdld7-Y(&A51`rw7aT2jxojVi9ZjP!G1SKNhQ-hc6#p?@4lFH?$LqSU9Z<}G z(B4k#QNVO-L$0|Sp*BH>&A)$nhoDt&2obQtclCi|MYIE$9rNz=nFt-5&Nqg2m?5)2 zrO6h~o(dCA-PuM#djfgaj3N3tL=_pYr~h;J`K<{+Bm`to2#LKZKf zgv!@26VNGGrt52I%QzM_j@PetDp)8-3^smFUD=!OF^h}AJMT4q;qGiGR33G8bxr#P z#wo8)1-JB7y0w@7p#fRC!N%i|NYc9u_lhYflg~n7p}x!Smtcc{rzs05f2E*^W>HtL zL^ZTT6dkv(beV^`3MELI&9B15yF8t;{N{SA!4m0R2tJ%)asv*+qi)~h7o7%7A{oyd znSolA5IQ8Oj_{8Nr2;7zWcC$OWq{CjV5IBkR*?PzJaNWx6ZHL6SXlQ_$wAi$HiP)N zOQ~o6P#Tz|#KNKmVE7;jMMKG&`THVfNJPMDH^NGgH3zRXJlfY6ks3;=`D@P3wc1*` zqrWDsfmY7u#Du)t@U!E~_4Pf70D-;9TQGgeAX@I5kn7&mqhES`7I(8o#$Xc+$KC`c z-hWlYMIIs0q?iQVHsh%q+&tZX2I5T;HC5I7|Bt-4j;eC)-bUSa5K2j7fHVk_QX(oK z0s_({DX<9X1{F!AQ#u5sbAj}hMoL;*Iu;?_@XZI^@80`8zjMCvjd8~L=d7^@ZkND% zp69;r8P_%EHG9(KBe_ge);E#%7NllFAxDE^Edu_T0bl~azB(8wP0JR!5Lc3(oxQYb zPfA9H5Q|7?Tng@0XK8u9%9*OC7zuG`R)3<~@*{!qVwFT$Y^jeb})>Nw5Cu6opHjJI6!Py3ms;;%dP zd-psr4c>Mt6iWQNJ1|Yw{~7P`$?A%vW`~niHVGd+X?0hp^aKip+A67Z273kP)?|0| z0{*Q}DJhS@#!&jxPP6^0LCEAX{{C%B5W2aveOSZ+8C)FM?lf=le(-liqAZ#cYHB>R z8mBCp#$K*BSw^PNr|C4cS30yk>+N#jiD{eNGF|RdV5sc9n+&~t?6k$ngLZo-|FIk1 zMN;2%tAmmZ+uIv2OVre-i=G|!LlNYoyMDZZf7xSbnM?1vsk{S)a^YSrw*m*L1*sO> z|F+ud`Itb4nIBL%<)9M$06GH?+U)o#5m*sQ8Xm55L6sezH5eB)o_<2Szlv}7Ga+0B}ViGYnOg=;vZ zISIxAfkh{NoT(#*tMmYX-gMaD>MlD|NWioK+W=6n-B5^52!^NAGqO9IS*tRcRf~{4 zyIap)c^z7ifYaI7Spi=>@`BhS)@ij#7dJ^0;R|0`H9rTV-3>(+aSK}O^oSw#5-pu7 zdvf0tVioo4adouGWaHCqF&PN9y4&CGl0q++VgMB!|LTK+7(8iE5vsWAu4;Beu9SuJ zT*I(aTxeto$3&vCy-nBPGf;q+k#d_xBP=68Xczz-5nga_e;e3{@L$!F*FpQnri>Gs zdDS5#yLkGf^IbonXc+)9T{P(SCEm1RLjlPVczJnA zISc}j%rjXcoPppX&FZ(($@#Sx@4Lq9-l3ttie*`~#6qvd1o1LaW|bxF2S^1@1t$l@ zP|Z*vNrC+kK~ezBxCQ_f6o#d=H>@HM?s%;?QX1_^9a^Mt#t1Z6#dP943?T- zTlskR*X;}G=T=ukO}oS>A3!H5KyZi#bq@@rBOoGD+jX3g#tNt+b-_TR-4Z`$un&Hm z6Z(cw3V_}{K&lV{KHR3H0wfHYu5*=!Tc0CIQ<3Q~gE)e7A;k>GG|+()&``TTrE5#| zipyGCqmk43j-^x#Vf+-b)zT1jCoFV3H~|vzf{iVw7s_FfU#3G_>L96*OL=;FIugn* zZk7DI#G+^qa0ILB3$$WE8ZJ9}5QJ@PN5FKj-?Z-18vc0G@#Ot zt>NxFl85*NpqV_9O~(VNxr;a`8#V>mlY0BN=UAu0kv0xzMDi}Ivhv}t4&SdUx*5#G zy#o}I109on)pIvN)g&%p#^qNXMk)j-o0~RJM2moNivC+$P#n?7A$hRV?&`YFREXU8z$ozbG~$rRb|5em>_XJ)WK+i;^pD0JQ%*qB=K#cF1o0%WdOdTg zaoPL(PS{j}<;~ZQOEw0Jm-KUy2p2)$fR+G6K^M89(!*U0jW{m<&sPZg2(O3(MMXtM zAV{Ju+d6)Z)zH8emz?i_2>pcBjZtf+1^@(7V2g+cRURywVPMgF0F3)KWk=IAvxeZS zNYxlQ&R#hsLUtkbxCr1xOPkt&5InoItNoRW&WBmYCIL|Axx5C-E(Fa(id2h-ZK9yh zU)OPecLQV6oSt$LP^J?nWT3^l4vmK9D5ReWWHh32MBrc2Ya9MU8et%9b=-X4@bj1!hHRvJ3~Q?*%+( z%EG#(oy}~7zXBG5&3}%38LDR1kwXA3>n>mk8$ic|RXkYWJXJ|U2k0Hge%AtWv?2T(3WDEjV(kbfOvwYW#@k^qe| zfvsJ40JzGvJAq#|bIM4J+o!G}$NQK-fHY!iYY%NQ$OUcJ#mxtNF;dK$m1>BsLw?WE z;pkBpVEL&%8H%EDz&l=}oa9SOND!9hUwI38BU0r2$jtx24HdX27ihS)0cW=hPAL<7 zBXYcYfq+h$UA(IH@^u^k+7kq@%x97Sa%SrAD}-a09|{guRkT+v&cX8c0m+s{W>zi( z-z~hZ?J0ni)f?I%ciyA=DIs-kujJ$m4qNbLXmf8fHq@3$^4HZ1u#@YN-q`VS| zhMXtJMiC+ysYrtu=sP8(%>d9pIoK?&>VW_z9^RZqYM|5*=}dMq65~;a$S)o^6zTX< zJi^G?J}z~DfDb;ce`bx?BLS!fOiGk#CoDLve?t;&tlf?5JlNF7M_gIRYW8Ubz^@(s zqp%B;kVA59A<{IIy=+&Vz0Mnr&!?F zFCzpoSXtyDt1sz5+^14vfk2lP5qq#!PJ)_hI`i1aPU;hMzG;NZne3f+1f^7EmQ;(a zD@2Zi2)GP@Int05^fAYI5rv3Mr6_7T%Tu{*Cm@khYF9~nL!9g34ibDFd;Q({40y-| zh?Ah&|8cHEPjV|6YKH+iA1E{oMmWji&V`DNFo0u6W-a|l?mU7W{TaDe;88W#X4=D{ zfY_NIA>wMN4&%YD%mQ1{1-&kcA5zlHC+auuTZ7L?x#s4a#?AgccES$ozmR&WCCid$ z;wlvmXqSx)&AFq)<)cEVsuckGX`sY16{*pRu|U|QYop@8VCNu(5l}ADy}3O8j8&n3*X;eJ}!egUS{L_})syi9tqTTe6Ih35bw@RV!!TEEoy_FW9!P4&OL! zCND+14h{nDk_yDN;r{lD`iLvo1k`+Y8j@XF1I#^tur=C;^bG(=t&WiV!R(IYNO{$@ z^h7$Pan(TY)40vBbYlWmvKZJ?+iJjzl7Kmu(lU3UfkRpy7Qt9BCnELl93;g5D5R)lW)id zMoKP9TM_)|k5gx7kzNOq7tsj_LgjVS&uc^zj50!^Y3>d5acEVaKE{^7(sG!O*SfI+ zeA!5>o6EZK=q!c<@OnfkBr8i2Vw6q6xPtijdpYH+K9z?XIVfnb+MSbjO-D8~Vq0<5 zz>vOTS>JNnf?Q-4c{UILlUc%HOgLt=V54>nBG5Y2EQ0!o8iJi6c@2^Q04MZ)CZbK~ z$O-(QYZpY!8Av_O3L(@Ut@9lS#4V=rfprc8gE&4u?mQ9);VqoA`$D@N{_997#4coP z={ZhQjK_Nn*{OFSOvF_S(dgyQ@`WW~<{|gcr%*|!kaWq)LCHfKCrF2Z7$PEj8G-4b z$CsD_b%(0T}#WEO{XPGVK; za?bPHbmEYi9`~ktT_wqMo!b|*bs2?Py6Nkq$wEkC_rddhm_6Qyezl59QMd~ZU~*w; zAlDA2o|>F&y#4;IV5(sx#OJVD7Cf`)WpM#uNFlQb4Gz8;{?6_!$TEsQ`h}R%Zsama zfDjV=G;o1euCl`~{1OzpjFg>2!kC--3)CSrlia;gu;R^l;si+wkcUBuTDLoxnuA7{ z6>V&6zB>Pm!V<{x1oRYesZZBIMj}1uj#4@Nl5=wYiHV7`TX5OB*~j1`1yY~Az)aZo z1xnaK9>}}J7_s*OT1dCKeF-4W1Q*@$4xK<42|1@oaY5L%r|p=r6}!(qr%$}%=<5Q{B0%@szo){_j8ZG+@ zjr(z*V5c0YYwG3N1~w6|6e}hfK_aB$XZh$y(hj7Fn*d`>U>u5$iVWZudgqZwge*0ykMjO z&YcIl#`nn?cEfW3M&Ww@O?Dt)7^VH>6?OZmP=qC22k}88i1?9$cL?)JhXkQh68d3# z!2I-0S_iK)feEVizMjd1Bv3Q+C-JcSA^g;hCB_>N{#XJV&Ug>|S zC``ty#c(7%NIE;Sv11pc4!UXr+R5W3MIk0$gJ@JZ5a*92But9K!@`W9Qczt`AK<&) z8KI*zq|vlpU@ICB-+1T;cmgJjd+4Qz|E4{NX3au)?Nj0m)%j38KR4Dv(*Q_Ku)y1p z`+o!6$54M?)P?~Hg+V)S6d|`iJ^6of`=AIWY|8gju*vuX<4w$%)ni=2&qpRuUfCRV zC!g}1H$2z^O2Qz9a>t=>3|WqjF`EZhZO2!35i(SEPEGYISMA1I!$`;rI^qu3X(7@^ zVC{iQ=Q0Giy-|E)vM2Un|-iyWli@Vk`c$){IRsdIS@PJCsFkWl_h9= z|8r1aFB7y+I#}-%QJzZ>>ZXoW?z@XIpH=je`!mEsfCUm9*yBpIrdZlPOu6|D;% z;kJcpIqf)w=^0K)#ofZ8|Msv;^p+Eo<2-JTza8i&q}gRN>yeG0#U@3Rx&{VR1{VSQ zfjh;lvH|>MQ8o-Nx?>Q+_ju^oIOFz(a`6rXFi_0LR$Ml`ROqOcIuU{IeXIiUH*uWJ z4Qg%HlA$fP^rTEBidQzz{7V!A?(lGLCN?v-nFbvN*7xU9r9=Ddo}X zURkmF)rJ`JjoC9FRDwY>Z5K1&4mxM)p!+22F9Et~f|;g0o73^2ca@MHv_HEELVPd@ z!NvNWlNOR$L2z%_n~+?z=r9PU+~oU|qPUjd zrSnrt`)`8O#w+LlrlZXnSeJ(v0|NggGy)QByc8br)tA0W4)kmEsCvF~@C~$cb)#nw zdsJz}K}r=AxlMARj!>*p_d5S|wenV54h&Gu0Nsc0|z(wBWze% zpvnCYSHr808*G3wVTfx_b-#2K3S`$}mS>@o&)3uys(R7^JwU)Jq+wJ5ifoUI*dD$k zf>AkOM4^QqBADaOonLJ{UNygzn(76^{5Y`E^7D20)>Q#e8TecvKjp45i1#rFr~&|7 z2A=k%FZv!DtPPoJJ`D<)v0f~;&n}*FPy>}9qe0P{C?R5*u;#QOXO5OXwq+k5g|z(d zb>|9oU^??0d24Md3ZZh9ez;w%;flI-r zf$Y4oQ|ZB`-{LnjXI_koP59Oe$LL>j+@eu4UoVz-Y6zG)a<|iHH+A|X8YA+DXuimh z@Tq*xpUPp$Ai4%Zx9N$WFgkzyOb#)HhYiUg3d+pYN1zApYs4TVm?=ozf5RT+LihIn z%Y)t{KUS1tn_F#8ZWlUQ-AoYSiyUj?r8N{0G5T)Vi+0N4n?4kHp}v=I-*yw-u!L%# zE_v|sp8{}f8S4Kf00+W9dl7_J?mhd;{jZSCYA)LHV?i5Kg3707hkb443lrDV=b@`q z?gL<~${_ZgRY^{zQhwp@%mcIoK@Bj&DC!iblyO4l@ms&KI+m=F`d`7|t91~nx}#6+ zNFXM>(o)*n&%d?eHyl~0II674qO9^CX~MrneOj>2)&5trrS8Y2HsnVYyC#FF(Pyi_ zeq|5J*G;R@`egB3sygmma~SZor(Av1h+%kB*G$7>ew@9x&KRtX!9vd&@nCEdo^fX+`;q#+Yo4hM2Y&d z)mQA*rI5u}_GHIUu)~N6I1T@K-HS#Js5_c-_oZX-z#A=??}W(X^?Qc(lePx+2NZ!W z7NUa<%G_`$K>D$V2nz+G(u==_8F18HpZKfl$>B^hG+-dF=bD|1LmivLE@z$`2{x3% zuPCl6)Bv$SI&I}3CUFn0<#iA$ewQ7=`v|fEd4b^=;xoQZs)4uy}ivn3=M{_30D` zUhFg;R*C$N_vmgYQ)u#G8E&LF9E|pQm~wxldGjCeaVH<9XrVoCf=tx~dzWjY z6aV#Sbz?_VMhaQmC^j~gZ1suh>C60ekK2*&6KP8 z{*|t7&p|Si1|iHhS>zZvtBdMr|F<1eu(?RiaU`08YVN5AFWmiinR`q!aeUt|J@t(Tn zs3QvbAU0aaL})j>>iJ|xBt;EJ#6znoAIn`*LdsKQM;XeK{XUa+mJS9G3moopfy%q; z{2+l}geJ#w$rQ@}fq&I6Q|ZOk-@|ndR^151;iWzhA3brnclQU3{zYE1Y+>rh|8t@d zt4H#+DXW=^OvrH7bcrjU>9hNA?tV@AK_*wU9tLFk2|Q*m9K8BWxJXr*MbwJEcd4aR zLF0$KBQl|dI!%Y9J6DgcS+6l>qPKV0CDcPQ^r{_NOEH7ttS%!m+6(V#ZQT9;@YD<_?$?(=@-}xi@}vGX?&BC1xj^58H4!3x@bqsSJn=417xwtL^+#t@!>GiPr)2 zsanX8DD27r&}mOg79be*{N*Rqtj~55{>Q-87A)Mi{rAP&Mb4D+iKy_aoV*SL1~mD@ zC1MVASZV^gCS>7OhAZPE2ktxAqI8P&)z{9{!10TeRi;i8e;tr~kD4yECL!o#4vaSY z)I=2o_NFJEe{u5+y7_8If}ir(ljfkB+qz-{Q0aD4& zBEm;{YW2*`j+yoio~aF1}nbMKZ7 z^V3={56SR5eeu#&W+(SZM1{KWs*vD_gc%wRE)~sYqJp{?aA6G1l=)p4tJJTrjxj#p zV!=xzao3^t-kB#4i%m>$885SkV$2O4gEg(0|M-wX)0{tP!#l}E4hwc)OOE{`3@S1) zTSeKKXMa4E6Pf!$L|Y?Fg86l>Nv30OHwQBWrs-s-*qJ55?vk!BiNAiT6Ap|_&o@t&C_+$;Oq!@&&Vd_}5?6ZuXI$8X;owd8sKd+RSwmk4Z)4%6`AcJoi) z#?rHoW|wTDVu$T8$??&P=1dKoLr*mpxEqLR3C{Cwm~WUanqFccXPdIP%W57|0 zH>Dp8OhFmLt_1_wz-NO3BObRX8#}hJ8lj<~nF`|z@`rFpf~r$sXckO?)VC<0<}5mc zHdM^;xH@Bl>UrB1Sy@t|F_xP)d>Bxz-;jsZXahwbNz>9OuX14Fcgl7gyHK7qV&ip)SqT6h=LOg z4yk$3nw}u9uz)81tY#TVmD2T1_)yA$7<5oK>3PsmnO%*TSA7Fxqb&F-?tDFS6OfCb z8aRVip9IKdRBtElhCMGxm$khQA61kA3X$g7qL4xCxLq+x-%9%v)B8E!ZxM!h z-1{B^r*~@B;Pm^5AT2RvDG@EXi*NaiPOgjoj-+0_h0_3kzrl$Cke!A&_^VHEG z31-e=lLat))?63=YC&Q#^BD~TA(FM^rp}Davi%jOItSe4o^vzb@BHN-{S5nEFI>ben}iDs2`xAqL>O( zd!ijV-hyAD43}$ohAnG?DueBb-DsYX!2FRZ{AQ^-3~Z7qQiZ8KJ*}@JCN>~^L5u1( z29)$YK>-?*M%R!vpJLO*J_SeCf)obrfkn|JW?*fR_3P_DzTJs71z-ABxnF1Y%@sMA zOSq#Et}<9tWHOB7d3KU#3dKEz`;dT*nHLMD5U@gC%+v}qCvO^!iVbZ*8nqy*Q@Trs_7ED$RWrbz&Ssl zr0ed=;9;LNa!lFqJPTS5Y@X_-^HjLVF>cTgCRf40tbu_VQrSuQ+xt^NdGK^Wy!y9hx_?#9 zy}L=jT-_^zUe!B=bs1$aT06W(%K)$eq*5gnodqG?q?MH#=OEts44(ERxm#hIO?h=U zl{bDpg~rn>93?w%#!R{Wt(R<{G#$Q><1?x~0lQLgbof?rb3($YyOFKO^SHV}NgWxV z3I49DaQ#P=D%!>|xROf&rhrg;%E7pbuzO<5W~gqFjN57c37~a|?axP2~Pw=7#+4L)QCA-ry zBKQtZ1OhX6fdGP+t`97abf&?Yp-NSmoo( zlznQ}{*B1rE_-OW&w^OJAI1#0W@pHmhRJDCa6W~ffmvY^*D~R~uAk%4A%+|h`Um*F z%FD+;d{5ImwJ8gf^9QlD0KtIAIMDGuB{Ic^v+xWdmn2vZ?3NW|FdXplP6@eid|@N? zd?S(#>$+ZZT{)$jl1)BjBCuiVDXbjKPJw*ENX(^yhfKw7)two}5MVd1e7fC`wcBfB zGBVZGC|oj7o*~bt`X-1*uLKLuWD3;$7lFN}3$IBXVhTstPJdM7MztuX5pEQeWq4?T z6#lo*`6ma{FT^l1W#(XbxWgCCzf!&b1X2I%l1)OQ|GP<8<8P$a9eIC>S~RV*$dlJLAOyQA0Q!B9S#(R%O>S zVZTA%#(boh#V;kY({EZ5!vYbVQPjaeQJEwym25hH4j4HRWNSe&X%E*Kf@3##%7UL% zF^p9N#?P}erB$NUg9=MVQa2l~7S!<$a?rKkbT*Hr!{dTMf=wLEdX9JXV+yECutZq= zkr^_Os)&6L!Ahe+CMVLtyws1=Or5_GIPHhwn;cla%+3BEHjH6fMTZW+MX)k3iRXR{ zyLpbzyjqG?&Kfs`rYd{4c`PF_7gA)zyr?xe&AfR103})gs|1OMVRyV5BzAm}e5B*# z9+MVgDKuzNCKEFwMP=czN7!F`RHMiU*d%!=WUuKy^1LDLL7ggcF)HN{k{MtpI$&ND zcmb&X^3ZG461&pX32z`7`@wpl$bzJ?W=PZgHkER3Z2M)^2`fI)Gt{KN4ZwmZdv@-y zr3Y7YemCBE(VXbkt z1}o1v%-?Gm?b=Oc?^@t7EFHYs9TD{AedNY*!tlzfV{qmJm~n$Sj4I5VO=+kzqi{CT z+;0d!DlUd)^1b_K<_kDmM(dvIp;u19sGsa%6Jd0b=adD{GnF6maN}TAbU%dI?7ac; z>&ERwlh%Cdu3Q2x1ZX=uW&aEkAs*weeTP#!lr`Il*6ji0VY)Dwz*9abD)}ByVjCrA zm+TXf=$cu(*!f#k8i%^6;P@B&yNCjjIip8M3kUWAdi~DdZC%<+ng=zPR9`Hr_mGw5 zagZ8tL{fXXpU^cTPs$^?SdAx+RTtnHMoa8-!H^mNxJ5E!XmdY znu`*ruANAHZOVkr0fS2`G8h=QoIaRUV0hOWoR{_V^%SO?=NX>KZ!P1?#Dsp}UM|}z zS5!}RSuUpbFpE*1o&cj3>D#+j5;~fmyJx_3ca5# z^mx2Q)~(%Xh2x$Oy=j2s-9|efw~?-_g}b(Q+L$@FJ0{CF=We}G9d2qRZVuPf(9I$=H_CVFBdXfSzQY+N&Cib3(VZ`u z>do#e(d;YG5T5W}VfTFG!*`KX4pmavIbLn_F8R?tBPOMHGe&Bnfus^c6fa7Za6b&r z{_GsOYi=})ttR$l^HM%Fx1vZiX{CdHAU=NbAzOvt%c!kr=V8k~%?U1T#5-!lSbJe^ zH7D2OrF!i6zOrnV#PKCCo9CtAxb=bB<7#&I$hwtx*3u@9`}iVe#Cz!CU(ZbF;km3_ z3hEA{rv)`cJTShl?KZmmonA^x0jKbA%SVH|EOB{Z_rNg^6Z30H@1Hl% z`AiWrG~LS=t=V>wWO;hLIIAxWoucwR_LVjKQr0HS?s&72mg67#v`-pKa58)YHf)}Z z$kB0l=TWCUOk<+d&dV&m$-=~~{QW!|(UAJ;xq|CC%G{sbeFH>O(hah5(;j9lwl0Ny z^|Q3<#bbRU8*;Kw=3pY^0{89W{OT^!!N>zqXI9wxjjyzxYKK<2B_9qs(co9M95gM@7|{j806L)xeO zik>J~s%b1gT_^9X4Hz&!ZRC0*^Nh6c7fU5n{cy&7k^3MiD!=GRZu3@edU!z5!23_r z>go2lI!vssCemVi1E_aS)9+H@%5`X5+vo7yN)_)C_!Q@G_w7AJ4l8nE?JnIFT}nzi880u7w!U7=CF z%_$Ta)>Q$i_u(Wg4&_cJI)ix?*_Qqz+_esT)18msZP>Kv6o?d8Xs+F0xfWB=DcOwDDY2R)bG|jYV2cs|)M3_JNV1Fwc zZ@y!tP3Kk15|bVD^d0Esi3g1&uUfFP^R{g6+Bv?Ar)>(NFeX+6rds}{n~L} z`*52tTr7yJ;i|1=nMU9JAqLq^#=kb4+RU|{h(21Cjg$9y701Gzh%j109rLqFbNBpR zwaZ%)0&nNiYd=;|yv?E6TzV~Z5*Vx#Fgu;h#u z&yRLQN7I>`mh|NOJdN`V+rc8g+B=SQnRj*E=JV%H?FxK0nYKmJk7NuEnOq_)*@Y35 zUvbM}RYrFGLiYJO6Qp5teIDK_^^-`>jxb^o{M~av$~L3x%ObDi+X(`NWRLgUn)#`8=hlA z)z3R?t)YzCns^dm%|58|(at$~Zb;Tm=%9oA64@W5FUj4{PII3;To<(@r(m>zWh&G6 z{9Hu&Jo8K$jpY;iLfP`YZMCF)gh{0VmcT#<>jHwi@BJfT^Z zZ7Zow)5@aI$(%~VPby!YrCa6?5fJ2hXvSN@86P^W?&-nHA^QMTCvu1Ium?9gxA&rX z$bDKrPOpo?XfWNxf5!txCW=$gpI{adaiurC>P$SWre2ih*{)s--}#cvSiQh2!d;o;y>t{_$w-j{yRLO5;`qB2mkR@cRO_!=CEDpXx7Qd>~$Ga^rzbmd|bR zowgD}!Tlf98`tzpNbpjLL>bj8K3onb_43s#xibFAxZ6mZ$zD3CtUXwvKj#{k5{iU@ zoXL4MJ_kjweMQJ5=rZl^<1}vaqN+C8?b&yYI0I|vpD$2wm~d3a_7cv~?%2+ZO+NTw z$w<+wawRs&{$+Y~j>}JCDrdWk&wp4F33!I;i}5{)$eb>I|JwSeL}Z=A2_hd2o2qkZ zXDj5sQy{1NU)Vzharty~}##dFMqB9JQ+$EVR(vrW*Op>=k$YY72 zc*9d?{jADcO}jwKsQ&&y#Un+=H$00u2WHL-1e*Iz{G(ORl1S=8oc*_`sK$c*TVKMq z3Pp2;qf8j=!@Iw`G!z@_rit**tUlUW@kR67n)^m$UfO-U7d_x2oH|1nMtWtmBDWp_ zRQ(9uChJ!U%I}-4+A~6F{s`*+=G}F;yR^x#SM`S;?xq88!NMgnMX-*)SMRWz`m#dx-K2_bG>QBC3pK8hE-SqS*$RrRS$pu9-ouA7qcs5H zS)(lCGjw_vv_HE%cAq%$I8Vu+Zd;iRMNFn9I%e?DDBs$WlRzMR*0YSC&sn;#@AxsZK4OxPmhuPgt3qVSlue z$L-uE70s@(DRZ$`MaEXwC~UG13-7CacwUe+t<<^fvu8{hwnM4)+c&5}*uuKju>Jgq zO3dgQENsTX19y%)nv^16M8KV=23iRE`n53>ff1P#Bb&3}e?1knZ` zB`&JoIX^=A;hc?17pu(gntP)M#W}01YB9IP^Li6Q#`i7WQE6na#2rnE8hBhlEqXcd zRiDW2J!n{__Q)j(BsTEqkCj)Rt-X-Z8X{%9EADbeTCRonpp2Y#k4GhtnyYM@8I^NF z=TBQgPmfE_Rw;YRn;mGcd&vcHV4f-dr0}@JLR6>JB=ilH{G#grxW?Ry~rJQ1dd5iBwlPwAB3^D5->}{r=n%2oYBR>d}<9BtQ zBK9r6SMcRe%->nm!)Q`|QA^{@+8luj-m^AOD}D^7rLohDYPsBur${9b@PwbuqN_;z z5p{aw*v!pbGpjz%TZgbst)piYY_nMHa2Q*?6e4cRw{GZA{Ej`Z_v$ya;_z@jPl=qV zI_hZwj>&V4m9=VZdqec4c?`XMA9Mw5r=(U zn1Y7J%F)@{C-SR<(=btxW%woB>E&?JjE>nHP1Pt*z(kpBFZ1UkS94oSuy&ewHujbrC_AQcBnO!<3saE>I)S}9sEZqsWnz%U>y&2`Q zuW@g!^_`qVcbT{g1mQXUUtk3 zJbIOZMTAYqL^LRgN6xS_#Qp5YyaSmiV|G+#=?*``%fjlONKMCG;<%l0!|Y63V#b|k zmndWCroK9O8jVaS3fUPCKJc)Vz^+`ERoEW%!S~>AZSee2Z4rEKc`%lzmv-7(ph245BA=;LNamt{9{`U9oS6!E^6(X-gGMb4_Wa53#WSG(Gr)2cD1?Q^4 z!wapquRp;`YrPxG`&iGUhbh9;v*XbvXnQcV**4557L#-CeTWnI zwE36_I<|H8ljz)pWH*FLsJ!p)t7|U&z!V0Pp-S9 zXjFc*O`Ka0rP?IF|HP%h!a60A_B}QxW>MS*tQMgFU}#ThJU$p5-n$Uk`QZ_gy%wCc z$5%kk^mx{+ja3%w4$H(8`Gj5^;8tiGF2SCT$R?xMIU}5>gBOoBqeua!nKq)x?%`9a z@vF^}>J+y2S4BM}MsefUwLY`)a4LR&g&sT=_z{Y^zbD62~9@X zjBgjov4yoS;Ma_GoDA<%p-!v&&a@-Br5|q-yoGmaKqawuldoUh6}!UvHkWF+LdcJ@ zNZb*jdPqCLUGs3-`RS(z&3v~D^pzTNl@iDzAz3wWr_Z9J;Up4$(JsxFYUmz?va-r- z3~qSTK}Ra{q;AV@H1CR^pGiHJZ=TawN%Q`XPEsw~7N&cN1&l`>Q>3n|`+A3mtb+N> zw?3oAHg;#K6l+%p?#HlJ<%=0P-a!%i$@1S;54=HSt}1pv8gby47SUsfMXHUl4yaAO zBjFo$k#5Ah;uTw1PDN2I)61g=7pwrY-RWY0%96V^m*tRYl6#kG=W5eqP#cXysHiC5kzH(3b^W zbmT0_DsH@{^f1gW<=N)O*qbWbFtS(f9X|dUge#P5^6FWiCIu8ouanMly}rp2_Bs4& zSSQ8vi;TVjV{becr!gBvF}*4T$|uzaDh>nRcq;fuppfy$@A{p>GSMar)si*^ zgDP5?A&DyAE6M(K&IikT#CvjbxiD z+II=Loc+QLAECIi&yRzMjbb8diPf@5=Wve7Mu5~eT4alK}bg`3uXMpxjE z^NWtrwW{#dYqN3lWOM&%l|>=fQo=);`Fg>^F=m;I?*}jGYNgwt^L|#7<-ID)XpFA% zE7eO5%T%lo(GQqE?y#iWacH1^gBwje@j>ybvWdsDi64=|eKN3YJ{or>Z4q9Reb_dtmWV%@c7Nm#nw3Hf#= zF0taw<+>iC)T?Csy$w?4fUf}ILH!?+qqiaa4Usvc`0vxW&>K40`kwyyL@u%!jCTq* zJRfPQxW{V0_{h|Tzg`&cWYy-tjjA;>4ZSSFaXNR|FdKuNl~8M!nbGo#xkzY^!{Sdx zIrd%28=|4dl?5io>1-Z73bk%>gh(VbW2gFR&M55ic5Pmui~FLZzu#@m<#opB7wPWC z6lH`(f4;`Qk$lJZS6~Fo=@MC}z|SE!Chf{Edee)9aR-Z#|E|ne_a362@&>oA&?tY& zp+r*+##ZBnRE2)dDCU?SYRR_|LM2qcanH{;Xp6l1`%7oUbi1BnVxpqB%9g(mgar9-F*OOrY}~o9-_<0W;71?$J)RVAA$H+&ydpp{vYGOr_`4Yx_d$_JD4!jkQ zB#bqBhXx3$&8_$eXyZX;k>Luq18 zZsJ^I?X}u0b|vavoZT9seG$+%eKM+J+$Va zc?$>^H4QqG!EqU>-kg7IaRBCcBwe@t*4xj0>v-XSZCltCeny>Gh8ytb=MZOnVz*Sy zFly)QJ;RdOc@bZ5^_#BHPpj0elRzi>`G>z^QbuKHtoAlFtxEbf5Hs&Ys{;a&A4ukV zZF)i0a?q}yN<(8}K^9+;(T5jTF(b3uws~fTC~E)bDrtaq*Iw!c!5% zi?*NARpzml622yVKRY~Ax654Tu0!1S?K~a?KcvFdU>XkFG#x&Tnwz3vCt2MPX|o2W zNEw;-v)(8we7fM?^CWzD!1jifZBwuiMh=*RIA!CPCKatfb)q-8UJ#KDE@^r>dN1@J z@2@57d^7y}SczAI?{dl`WR(4UEwMBu)dX1n^5ySzsVQI2`H8ohoi65Y_8#%LZiMPGpszl$@A9}yJKukiT~`BgMQQl~ z*3}AiO-2BXeWhxR?hMe{*#6YkxPI1Lu`2Pfr)pPmf3fPIcqd6{_a@R>diVqP@RhXF zIDR=u)I5=rTH3wSV-(t_=~{8LV>%%#xYH!PTGH;EePquPUbb278D=y>!x^CDc3){* z3_XP8P=bhbcMTy3h%g{Agmjm5cZbvv()Fxy@9Vnn=XpQxKl{VD_f}_S{nk3q<2;V< z0(`l_Yv=v67Z1D+&AeL0u2!!Qb^Gwko&vGV7$Y|~x8D5~`^pdDn7SGVg<=H<($;aU zI$uD!(0Ix1$7ODL^f#@keNOAuO{CLJH^_#N?%wu2Sr6zhR0w0M&(y~85DClXsSTga=s+{GJ;|+Y^Co_sz%JFko_xI%P(bb%ZALQDq(%4 z8XKG0s?ydpkE=U|QAQzIbB(yO_rwuk`WvUbbn2D-Z2_6nZOm=TiXsOJrOvo`rdb?L~; zl->42)Wcsf z=6T(Nb9E-J>bFLtMx5|1;e8e2T|nlEs5^sS*<8UOuos6#;k(ml&m%vvQ7b+{w?E9S zWHesqc9;EPr_$An)aWtiU;MSZ_ZXR&$jQm)>1a=GT@8C37;y3Nm2I3fa?;;zx?DYQ zqy8um7P#m#npQdar(j>da%NIt1j?ixy=5#~7JV>gQ+|-ZR*9hE*je{T2{M={n%9{y z-w!+cE+02lz9iHMGp?E}qJi&E%&@!jRU92z@0nR({_kzygNh$hOF%8Pv&$M*x+Mh4 zP0V&@l;I&qyU|_X&!v4}$Z^cY9WzUMo{;BMQL1ZJww~#p^-b?i0`gQ>_q&5@R>Lpl z)aXU*S}%*xX0nmV+cK8#sk`6zw+ttNflCc|G)nL`uBm?j^9#ST>CGhZMt(((_vY=Z z&94(}YipamF0w|oVSXQ5AaV&T`ZbV6Zm*Hn?Ax?%@6Fo0e+S_jdk^y{yeTI})vhZ0 z2H{c~e!3xI=D>!nmC?)@ujKGK}@`BP?JLF3zTl3&9RUC8%Eb4lU5iOeU*_{WNTNttHVOJK-a`JQ`w%4KrH| z-1piQuE@vGD4}oe^H-0>6pGEFMJJOVd!=H&CB+e_uy%NgvBJMEswPq3J2{{#D)H%6SN1s8l{dr`}u^;&R?=z=Jx_Tg)h43{;u;kad_21){deVw; z{VMNaGa9%Vx{VutH*Wq@ms*>@%;4udnDvOx^@(gUY<#PGv+35dNb>h4C~x&2QM3k!+{%p)Dx1XHMI&s=IQ?XVE#4{laWY$qd# znjgF^e3?XVZnEp>d|$K`qKYR&sCGbXNVXdrUts5Hn6hm8rY1UqA~=&|_*0h@>s(@d z;qII|xq(h!I#m@zPol}xa%tlzX)s|rK*j-GqSb^Y9`_LX=vwr4Gc17 z*5}-xL7s-7UfX@jo6B9KlaCcG)j02r_CGEB9qSgCf6{Z->9O=hCM;~p_AISUhrFux z;U(?fpfi8#L<|a$ZE9ZuQdR5bCfn>u58MUZaCK^MwKaQbT?;NM+XK`z^l>715UUWP z?s0ICw6?Oc+6lkf6B*%N>7w>Kk)jCkB@fgIb=nh10GAXytiL-O&+qe3u8f zgu2BJLA`p8do@S9BV4yHEL?l(%i-Z|ROEt(*1||=M({1?WTg-5YT$QPMrxq{EL%C0 zZ;rnNhwxvi4eX=te1ByJO5<5ZbU0?pu&{k(dSqpr`?+GH#qJll+2$9=)gH%wRoz)t z6^+AuBR1wXgj$gN-s=zdbZk3<=Y16LIOYVG_rj+cPox$E0Jkx9{-Njm!=36Br0T4V zv8Zzt?>Ja$nAIiLjsLuSK!2m?AhnS`&q{zxWr6Pg^z_jm(~h*nEt@vCp$(_jwzk>l z;y*X0gG4E(&d&HwN=l>iJDkD&ab(aFv)S7AynUzbv@z{aH_yrz;qAOVFSPUEPZAqv zQD^5pdvochcn2RN0fA?US94>>-^(-X%O`2Ux)RS4a(XLAqs!>~X~w3^y<%sFlC@W@ z6f#CyX!@_Mb89yK0@C}J(9H5bm*q)$PRE&IVoho%g3neI`))mcj$;7pboJLrDDDqD zNyKeE!M$qhDkbvC7JiY@1>tDB45R)_S^unoZq0i`O_&x>}{}4^#W~Y&6F^ zV|6E)_C=4^*{@3LMVhkWkC}7fm#2#&u2vp%qeI~ZL&s-cr_XCMZyCK3mgO3Wg3nzY zn74~nDQCylU+qJ4j#s_xA{Ape^*go%R_*D&E>)dh8hqg25?BtebxmD_GQ@l`jj+*C zgR8?F4l5|p0wrE-Ki{{ zFsh-B#@I~h7{ci?C4qolck<=T_1*X9eWKQ(C9(EBVFGd-&If58$Mn5=y7RQ>X@y4K z+w{HcO`?x~x5i#J)Lq>|C(ta6UbTR6;O;%BDo`Z6_V$^MuRMMqd??)aI);Vs7kcru z)qOCDM3kLx6Zu`8<0kcOh8SNg!{v7yz!%}}b=q0GdeIfGxMOReKXX)3w;zaWN8RnU zpEb%kt(7tn)eU{?tORMeI*Y!)UqJWjyxVK{h9N?=NAPv-7Cc~|T9RA7!yW%>8T@U$ zc7AD-u3sO4{EE|XgXCImI`j6@UP^~ULzl%)&3b_)>5R_&@kY#%uoBs27p?i8VA|Em zXxdV{OCZqAUz~;RBlN5YbF}3ZS$)w02n5T1vY40G6|YOq3}r2K(MHwD)nj<)G#RW4 zCY>D?9=<4m9~>M!SzB9CA+Y1&-n;M8>ps&2uAs7U`2{GYWVE!a0DW0yb8KHpRjF$; z>M#rA*mU1bvSs@3w!N)U&{mm+bG2}imydd4>bEC<@@$KFKI??h;UGXs>_bR&w2yTL zI%axgvEfWgfLHXqEJc*V%e1TtQite9C)jxAd!K(r_>*aO*(@u}B8r2l! z75x>td#8=@J8&BMsJVJcryCd0?2c^`NVl^7Lc#^g2j-7ogT(==)7QBTaGuy|P#@V$ zUSQqKe#P3MapAAIt~(hJsOE#Qp$UeC#+x(64F)TWyb7M?rDi9}isSC0P8C`{II;pm zc-fh(7`RO6Jkuz}T>P(I>vEy*9TZpv!3SOe;wuR`Bn+j5UFtn;-&0`8T~8-M1M2Ty z!cWEZ^KhqOGoj$=i^lA>W&Df!)hm-Se-BU_Q=D=;L8|GfVIceN`IKr?| zG(BBG!%t*Jxpa|xF_U~2%Ty8;6)Qp0d$1!Ce?&z+$=kEss?5HEt6!zRY00wcqY)E4 zIjC+gI31pn55Ft^UHRo*(9?^H?ONAB&9mYT9x=$;Qc=qI#9RwdL%{}g!*Qs3p{Dur z3C|AdXecBrx=zemJFRY-j-vH!J?UuHDq1v}FNof%Qn3**nzmi6>ZXKpcAw}L_*&h3 zN~$$GmP-818+t3Ty~}@tHSOQ67K+JtFpQLAFf)p3i45c zHOi}<5cjqhxl2{eGNf@rRb$4LRYYOZ4=u z!5-vlQP6`ilMR4xMDZ8UbG&+2gp-CGS(V>v)Kncn(e8FX<;Lvdk*ahd_x~hOu)Bfg zRwLmPwx;dn4Rgt-;$R%QcQO<$?J_!VNQJbxc^ig|kcyZy@2f&x+;Jv`2B~b<8=K?}< zJo3L*IIsmE{b6^pd&OZbi_%i>Q>N7dflVfrPTSj*!}IM94~MS)>T;z}AqSs}Ye5fQ z{OD7cBnLT#f{}@f(OF&*7b+VeouD;AI} zKVdGyI&YvozmC)h{-@RNEIhwcQc~iv!ku<~j`p(2s~z{n&UM99k&e?-p}HgYx;6mQ zZJ0f#^uqdRTGD|&??La-f=ciD;NT!a%qw;Fa%*-4+~x$trnCy^(Nkc7V8V5EKs!4s zKLA6dVlyHMt9zDj_k{DxY#1M}Igj1-+@$%zdW;`@kWPCpAgDb*s6@MnY2-aCJB&nu zl~;sMxVdeXYq$_nopR)5liTlgKEv#N#?%QGc6VD^?uxdpH0NC;CnJvzmPVXL45!AS z>)!Fs%Wy%JUEoUJ$zi3ncQ*Jr5*LeBlK5baBO6TtQUY(0d3{y-jBunwB+^K@y^AKP9FzU;e^5h@+;u zUe1BCG&3dxz0)&3Zwyp25>GLIn)OVBQI;eQV`C>LkO7 zLd3IGD&UO;Q5GTP^yBoxw~uii|5Ne?xch8Qes*!MqPEKxpGmIzF||-Da`B`eMoHcC z%tTCWhZ+n?&ZT}J-#9AkK$#?a$NOchV4F)r#^jo;8KO~{x<~ngl3y<3kPrd7HP-keXj6JMvOG#qm)?tru;60$Ef_4bib!*`L zDs;k;y_J9ZEL8Dz4Uxmee37pkQ}%+ecCoI}aVKlAdF=G+!RqLpR9B}+1JBt95S2z* zZetV)VXL40OpAl=!qAVQTVuDL0RQc?{L<4vhyRbO&St~C=}2}HGUWz8;6By7S~oCp zbxpils5|D+($bm(LIA(P=|Fr!Qqqk%z+E%1Azv#TwmfgOJ;%Yr!wU%s*}-hOXpdE4 zk-c`hYXV_SN}hW}m&f5(2?qyG0O$AO1)!7u(;k#vfN`(gMn|%{MD;;?s=}=z-fwSv zDur8vXXGXNw%&6$ghxk{D4u(`_C^wwZ(R0*xDk*cPcv@@d3uA0(;n(xfwd!e3I3^N zW7?su?X(*AG8Q|F4aoaa5%_;9WS>$P{sJaT3rli#SDwrmjWIlR*L;)_*i0=x+r^zP zujj9qCNDXE80&-cN;7pXP1*S7`67L@YgX)P^IXr@+Pz2q=$OTKR3!<>{H9OVcCPuZ zDs8d~Oj`4ofp>tydcN|a_cyS84&vSOy92sEp(0@ZkbNo@MAHfZd-8kK$V$6bppuAC z3k=Vx_I&-x@3;ea>4JA|r#Ds$;WwgkpZ~3(FKlf&Hz(q_+S+8*lJl>V1bY6?vJp2# zDF4x&aWxMBzs-la{AjHQc^uc~dpIu)4S%q{&v}l7}GL5(sZ< zl0phCnB;4Vq)^Ujy6hE4;apyy&x$b_KdNiV1_IUcQRBC?dJQY)2(yArBmUHpGGu$% zxK9h>rM^PV?e;nPY8DL3gtqANcQp(K`De3+5Ianc{5kN&3DY2h^|R=V?#kLsCjErW z3s~yZ|2Pr`25Pgj3G@*{U(2GXKa9L^X$O@tq8Jd`FqjmX0S2FW-2r&4>|r6Xd|p3B zckzQIx8BNEGu<8voRmDY!gSsQM>ylB z9wV8s9-&KIyGGwwQqa)}3Tl5L$vz9?AHD-I?Ci)Ln89_Xrg*mSZ8$%|A>83-*ov3e zE=%sTa3mvYr>@Q=mXn;#n>7rVRh4(7SnK{b_#sUZ1l>ne}P#<7`5RpEpi+AAtkLA!>2BCJ$ zkk;ZBfYLtSajwub8eJHPw!#AMOYAM?ig*-s9zAS+I>vTwc!us;oC7b>GSxCd&a(Is zqDWhrp!fnp_r~1!_TVemPQmyNdwgj#?}AU6Kx3OzFXz@lQ0PkU9?u(+ZagmH`h_gB zkg~X%BAGRG&TnU$;hLVsO-1DIfG_)M{(u4aHpCv={ES-Uf8prmr4SxUa+~lK*`&4I zg#KgO1TAGhC={2n@*T;L@NHOk#Jet0c77hZ zmeDK!$009K{b71tU=kENHT$*Cd5R0IQy`qey6J0GAjtt%S>o)iQ#HJ@=dCk8D7~V{ zFnJ@0;V1OHC`Q9#_?|`t*|P%P#AhUZmS%Qq8jyxx@9lbT zsI>QRMI9aQQff1mQ%dT(sXZtta5DGnpJCc^Tb>BTNw+!j>EdN^wN2kG07j*u?HWbV zQ08&|#QtmX8anC@Gqtc-h*qw@Bcobt*9(;>Pz9j2xQIC+d*mEvpNqWNthaH@N~eb^ zCs*|Y^n!Ji{?5nG)iGN;7~|-SK3bGSmrjzL18MsIZ(g-f=71)l|LhZ*$UkC(r@mD- zk?Siv!>}soXjB3_mbvcQ3#>o5>Ew)Gopm0+zgktr3+4Q>CdiEZMk*p?H{xBeRF%%A z;nBJ*T=e$Pf77nE2IbFt_}bkaFv+RGS+Ni4x!5%@!SbQC zHjYp9pcV$z$_i1q>25HHoeES9)oZQM$5rQ?1zM%p>`f-N;D8aGVaT+T`l?1?5gBwm zfDn@adB2EnwT$TUsNq(Y7&GEdkLmpxW6fT%N%D>bdzyeGtGcOWxJJ10AfKnnJFKdD z!1$ZM81n{DR9Q|MguYi|)tct}hJN@tcmSj=+1g;VrD`-bLCLuY9&?P}kd}ug7#~$5 zpl?mo*g9Pw_I3oBCyPr6qMvJY_S5``p6UMi5cBXxeHOqxyiWglcu}*=omCA;d{13k z=1r$ttS&Tz!{=f6hG*Ef=ifnBVkhnnm^{v5A04^)mOhEH*{@3KeyNWZ80{~OjtO-J zuJN_)qe7*M!8?u2Cbct$Ut^%o6)zExxOM6%o-Mc=2%iO)%($qK0eURSXntMpNM+gOpqVs4o{nb}FjK}lKPWh-~3e`2H zUh-JI(!$5ZabTFf`WpV>NbU_HcS**YZ$*53E4G!d>!3-iNuHtC7d2Af5sd59H@fb5 z^fwv@-mXM|dz<)z)mh8ULwDQlwKu7QpdI1d8T!T?aW0dpfX(sn>$Tt)nO)B}5RUsZ3Tdnio zRY{?T@3;~j4zW-A_w0Dj>bj1iK-*h?_~CB(`8M~kh@llQtR98O2dGt98?P@z{F%9^DA|Fz zl}rB+_7nOW;#mlbVDrGd@hO?|=g0jU1b>}0 z|8EMzyAec&{tk!z)c3$}SlaR~M>q1w=QAjda4EP8W7orZrYBmgH&!9y1eBk~BKC<} zUq(TGVk3^jBw)7|W2BhC;EGj_ZDS%zdQ=IYd&J%*x20E1s}asCV_D25VDj6bK$YG? z;~wM>6=nwn{TndXF)tf-d`cT>^j#+Xj|H;vXhv%p98Nz2o$M^nIy`IWYaD_VYL8l3 z#1R?FF?;wbMgareMU>aF5OP#wR#t4EOCv|%*ty36-A zv#NyMlT{ z8W`q!%&=?iEWe?ket7yLj}`Mg5&OGzO>8_jgj8f3dKup$3@i>75fW3f|E>d9R?~So zO?FQ4TzUO3-_3yf@axe`$5(JZL>XfpzKXTSt>MWep$3H4BDo zB-m`wk5Zc0{qG_Tn4$ztJ@XNCXrY%$%b9xR2Ytqw%KNoGs5xfe4d#&P&7~D#3c0vP zqd}_n1=~ym7D&#K!|(&QG%P_)ZnbVTnB>sJ16R$((`T~U`ETi4m0{8#yKV$^*H*6Rqy|2Tqd%S)-D3ZcyFKp*tQPmiR}JQ^O8mfkDh+V%Z+ zo!qiByGuwkmPA}W>+XP?20zBBFs;&Ap%6pCD18U06HL#AdtlyUFFQuh8|k9uV~=R3$HUaJI|VPB z;Is?0my@Gou*N(MNeovqxi@P(l65GP(ZMk&T;o zQoDeOZ?5vkXgb!cFH?Bnz!J^!!9C;z&3)JnY}pL3a)m^8bJ$zP~|TUQM+$- zbpnDarr(orpLif;tVSdipZaDJ%Ys=hU)hiY@j=+*af)vxAYrVFJ^aZ>Bj{BoHdWS} zkQS$xPp6e`m5dNFj=KbaUtHl6%7+_GZ6^tYHL4^HK?tMY#*a*JiB+gWv&acr{T|84 z0NatCu*Q;}e>149O4k%cYrf1J<@+*)h1i>at^e&S9puG>~)LAqh|%X<6>fMVwYKPsI^Aorr`Hvo*Yi&-lxV5zXZBj;!*!K zU1lbq3#k7AX6J_*5THQbSJbr8QMT=~+%&kFi=5m${%5DbD3;tfp|}48ao~dSHm!?g zLt>UxT`~gTH%HI)`318|V3s(yTTRt)sfs^!&HVXfIg_dS{^<#RL9_zZ$1NG%8m+KZ zX4%@NL|>fUgV>nSKsC9N==YYzzk)Sw5wVz$xv1#*Y~>GmBz3fdjYkhec*Q+lbC(*o zSLJg@Xkmi`asLY$chOob4m}vYV&8{v?C5p_!$BB`DBuAt z+*u)gu->KeV`-SG(x zBw0wOf2@dkv)K3$Z@Rz7a1)qc7`VB5$FK02OW&59T`n4b{NiNI@e1uM$!F-5RLhPviCR$WT!jg?YsGosU6)MQ5 z@s&C&B-VkAU&1IlG^~$>GCnDRP24IU0j-z=p$17{Y__d<$twT5`Dqa^a~AVz&1DV8 zkZ@^ZjI-l3Gag=G(Q6rregQI=pwPRA^O>2Fr5YFm@_{cSPBKHYb>J=wG50I%0-Ms4 z{n7Y9LZ3Vmi0yAWGd2~YMs zFgFB7DItl}(9HsW9iJQK7_oRBm+7owRcHLI3s_kvp>x?iz+d+7Ayze*&gBir3y;ba z*#)X%QmW>J9W!D8FQtEAW$2SWe+4KhG7@qmVuK`s zhAiiCaNw6J8hmh#Yzq%3*owT1OTa)n+wV>@$gSF=wu2jdpX5CMniB!z+q)#XaY_C6 z!pT`GF!p4-&fP%5KrXhSCTi@w=vXRgCRre1<1(^dEOn?wn|#+HoGfEh>QUc6KfF48 zQrOLZ+7TYsnVQV0=xSZtAco1R&2ZGX>v+g#+XwRhB?2svM%N)`J#D11!!RFR45Jvlo#@^dWb#F~smk2}@*_&)HIr=a(zKpW zj35Ukb^l#LFk=8I4iUIvtVTk_*JL_jO7TXwh#jWh)#J0e<696`;Ny!KIl-fkyG+1= zec_*eB$wdBIqkkF5tB^@#RQ-#3p?{h*YiOyv)nMD$OQ1ojh;0|qIbJvSH#NOk?`ZE+~VRelKr!a`+PzhVB;gXX6xV?e6e z&EXA+ZdAMA&RTZtciXk9b#M7A29D(#Y;`$wyg~VV? z3TZuF@M>ox9Ne|ZassXrc|ja*L4?cY>sH06;lnz#kv6$`WOR(_TZ(CSShhNpH$Tzy;Z_fr>@ zyUk|N%}?9faD=5<#k9Vj*$Aas^PQKW5cT_5F_3CsO3>5XP~dN08`(dn=|RG7k=Y6>hWa_C9p ze!S~0C<-&b5sQdO6Xp1UnizP|J?4S=+zhOWgGbpUjK>91hJge5csd%(-+wSe48bOZ z-TOF1O}6$G2zoChtTHzW;600Tc&2G-4ImBP2hJh9q@!=g#}r|KMz0X99?Qd$AY#%c zAfmbig!~)R-igt;Dw!$l4%w|DqVQ8;$+3C_YoOVIfUm6%T=LJC4 zbdyPYnm?v#UzbMgdE@5$xX--mf4-GN_ul#=$_3RLAzgnhW-8AF&NR0uzWF~m=$Q$0 z7p2_#45TdpO&Dx)1x|3fHvyqv)|lU=y0h;2D7Z8GE1#78jo6PJ>PN-D2LVO>6=pjVOCKIj(%B^ zyY&X6m0?z$3+wNen-eM$40R5h#!Rxa>hkpza!m3TQe2&%xP-Z@MkXInrX@e6i9?1kocQ?L*eId%ZpwCOROhx3$$n#;>f1zDzj8Gs4RrL6m z8)FSY@01K++d`KPtXLigf1WVd{y?#~J`)$w$}n`V|J>}1P^EeAVO}}+zz-|TXc)A8 z>il#z<@8M&3Geck`;@&o`AQeTeeKJh=g$k-34rkf*um7gv9$M=q-m0tK(KKk7Djo2 z@7>ladpRh8!^RNm6+n@4%ON9+xo{HPe#`n|)5ha()Mixz&wUAv+6hz+LC)88m~c>6*YtVvRV*hvRn)?*bx zX;4u--SZ}bitMjH$?JYEy_a6JvlPfxkiV@LIJuw6&j-eh>n};lmUa2;8=b4FO?o3+ zQ9+0qPrrF1Qe~cxIm8!2IM@`DRwXYt9C@W#fobyT$fvxQ8{JOa)2rn~S*49^b0Tkc zD%S+hlOL|yx@ykr^B!^+KC_XTas0oaT_8ctf$yR5@8SUs?-tmTE+S)Vw)I7Iq&2ol z-9LpLfKGMkv_rLQ^J9xw>gIkqD?`u4}rVW4`1A&8{Tx%L-XK9KEd&4Z>OkP1H zZq+}am+L%X`%M^K(tAL}`A0#`oIAomoPxh-hp@ENaVWt>$!;Igy?1nVv;Sv@G zDqb2;(dw>#kzZC7rYs+&2{wscw7LR(*jd|DSdCWUh8AjVYvQ`|x3!{~z{(#35|K`} zct)?L?m;T2Z+;i>eZ*&;MOL^Z@LcsPk=d7Ot2;2#9dYppvam4HL@<p^}^#WR7(@Rbx4uawzU`4}G+ao3_e-BY(Q~XU*I`m|K(LY_oX0tMRYd zuCD225MlmLy;Xhi=MIIm+zYe#B%V(oH3yhd7&kyx_or5I%<14TJ_P!!{~>>Mfi-s$ zy~+V9CJ?P!mI~M~_rs%kg`M`r=+LfW4y0|fq}qWP0?mC8MG?&)?*!EZXVvtL!4|i6 zR46`ZD}Xvk8Ah&f4^*vS4%jDqPhB|?p7J5AQ{5gvoQi^GZA=>f9#N}L3q{KH5_>;; z{I=F$tm#4Evp;zE<8@uE#u&O2p1Cg>Xow;o2r7O`2C{*M#ZgQF_rOw5cP~T>K9}zq zF3tE#8(mX9l06eBST}%)f$g)h1KU>@%o<~;U}EY#E?^9}H|pE-Gw{71A`e)>JkoP@ zB{rpJ5+6zg=)9CNt*!ZYFI(8MDJ-zXqhwEA!-=*T)whC;7Nzjjc^X%|oKh%rNMVbB z{-j|)1147n{97XzMr_|%rt3la7WHoLb3N1+=swklB_hU z$UxA5_4FSQ!oZY~Rlg5fKTWL{Gy)3=fFq!V`5Moq-XK9?Nu-NR{Em_Fz)rBj{|PHa z^FL=H0lW_26hQ=W2}BqFFT7O!U>-220A9>JBypx>xB%*AQNwS~+M$5sZC~Dkp^1Dx zps75q#E0bB@Mm|E#pUpB(aL?1Z6?ipUQIr=dZF#KutUA{>swVh|BjM2SN&fri1 z9jPCOFDQUG|CsOTE8m6zz1B{j(8tsqtGRHT;4UyC={OkImzf;jmJ6I%-G0aX9_R(Qk(wCD)t4ccGlh)>8QjPJ9_^V&lK@*SCL> zi`~^tAkC^@p}WW-%GaIS@w~8S)WV-jaJEH7`?)chiCwq!cHYhmT_!@u;&9Py#Iy*- z%zGS`9R)XGi5DP{2_X8*p)Lz-#4AtGmvk$n?$o8uwsTtET`B zc-~Xz8ar(IQOdj6QKAd@J}b^`i$9~nUx=W#%t)qRGRA#cwUT4{Gu_Z>_(Ai&z>Xm| zXg8M@1%sp#4uyA?5t~)1nPe=d>h?6@Q<@Bw#XXk7Po@dE9eG1YOVFD3G;%D>c0A$< zQDh|y!F^F=!Fjxu2%qg|=l>zTiMa=A7FZMH;Pm!WQL^sJDN!weNE;yZc}wNdl;*uh zAN+%^TL^n;XvrS00ok*C@Sk&ZfqfnPw?txTPNSBRw;5(loGad|q2+3dfD@DmbQ6Go z;%MYkM2aNFKv*h)c?ZZVWUOZu5F!Q(jeyGK`Fvji89P+#_k69=HDQn2>?~V%qUTqt-D|pU(ip<}r87+*@7NZpoSv1>dDoKu}PKe=3U0Q4Fzn`HC?&?-jH< z@Q5Rf+*E|I!$y`waitqnMX3breqRtqIB27xfv=57t94fu?Lx$su(bu1< zL>a|Q7AA!b5@UhoQ9@VgE%j_kL=wyy&sJBp^5LgPQP|WaA=NEz{$ONA1%Mjf8|$9@ zb+J+(Gf7NlC0Si8Yye}n9uUs_7VpMItP0>WG0N>s?A5lVCa`gV=M;4!lzSaX4AH(j z=lqbBcW1(b8XK@WFt{Geo~-DvWYB(y%6sb4k&8%_OnJBdgq+`oq;3_h8uXffCRDqv z0mBjTbPH7Nna5(1vMXie9fvK0xSN2G#!|CObfZghf zyYDv9NqNA3l-6C+9Mn$}weL~QKdAh*&AHhHCcg%(W?Diw{Sy;An)?EZ&9%llKP;DQ|ByAn{R`JgaFQjb@%zb zFC_OzWUOn5O0Eb-k ziPw~{Y9vVM!`v;o?ugNcKz4YNk7CYhuS|kd)2zg&iF_If0zjz-_%5|%fRoL1ZbvY_|9!o8jy0ET9P61P^ zTZ*Ptl?pAngcb^x~J4N=f$tsfx&YXWX81rd*s^kOG^c7Jql3uyQ43r zIM3XUQ3L=p(cUV*9bi5|H0TosUS}9Z$S|ok2J8uG?(aT8c>0VB_Y6gU^Ueia%&KuNJNwSZ8sPaS;zn&U(o%Oq&Z(!UNG^2GNiTL51-Q)dz#FAveQJ8zMs3V7vSIxH04m>GXEy!CA_fVArna!! zEUx#1Fd%o8%yw_In@85|rH)_P{SVRrLs7na@tISzDfZwaZVrpb`4@{Bt>1SM75t(x zZ5gMrxjMql+Tf$|y)05nA@g6kqZUiG-<>dIOsCrxBnV95o`*v>?Vf8%=n_*Za`4<* zAVwB1l{Z^4`dbv^0bMrdA;lEG?$YFHoM1@;1KIa&l5A#DipLu%H)n^>b7)0n8U{;` zzIC#@Bps!YWu@HZn{jXxh<6&sBT|JH&l635)0(&!#n4Ld`L>u_W-Dy}!1JM4Xy^0Q z{Khe>uT8LhCs1YSLb`7FLd+V*k&%3P#f4Y^0lg^jbGDlxeI~Hn=`xwT(*aQErrh{C zGat}{r>v2kdfgrfCKZ*D+5hWEmAGqJmwOxX^gDLAA_91obfu5*sG^6Ar|b6gN3sl9 zG5rjXWkIArV1f7*sY8b={(X7PW8mEt5YaU*j)G#M%mL-ZUM$!Uo$T*|rv7)D?Si(Q z6RRE|iNodJR*Z~!S$)SIne+)2{{Tfbfjs)lHcR9&oTK}`<7VY`q5-2WZ$>tRjup`P zPnH|PswyVdm9`ST9fO@J;;WwkFa5N@ipw~qme;?7p{mqa@S%V#?_z?qOHa&#~#2UKSCfDySb?7>nr{07~syQX=1dn{#4?mW1%Y zfRp=KA&Rqg;b#&kxjKHM(^}!YP1uEL5%CTr+)daoF2kPI!VR6$QM4RqJdMPI?A23o z_f4x7S$-PaGHQ|{*q!k3aYoEJwlyCP9D{In+if5|1O5SGbrUc(_o+8TmIMkGZr_#Tw(^LiO4B`QGJ!q5i7PR5=uJM71zvWJOxP8QLUTHTHETtVnBN z2(Z$Iw4xjxjFEXH!2h+YZB>_SNB~pp<=28q)3?r9cANKOXhWPb055$tdB4!!u(CtB zfdRd&ENfWR;qovp`9B(CyLa>`j_XC6okzOEf1&3KNRz_c+tSj-WIDo%pe-k0@&idZ zR@pOvFh?dZuLApQUsy?F7ZATaH$doUpbM{>r(7JcwomcV2h)&i~*}E56~|(iKO|TZT_lE0x!Uf2CF4}=%e1ORPapwU@Z_}s&}NU)1mPj zU@4+-6cz5pMZhh;|4O`0v_S0BlISt|=T@nk)+qJ4z zjtkbAR%b^87pVR~ndkoz4@a-VUz)U&lF zHL&=1#5^}{Xu?uFB_`B)+X_XTV!(^bXU0X&pX>~x0 zX!aUoC(6FdBAxgYox6k%9dR}ZMrBkL<&8<=s(kaxa4Hq$i7P9nGRRw}-{i(AHt?=aZoo6g)}l+K0>(J=;wH0-H|4sD-Ce ztX*lD&#o&0FkT(Y4{YD(&F7&@alJ$7AF0Zgd! z%Ovo_Nx{PD)zfNG;neT3c2|gXcoux{ag`$zEH)dEd9;d`$0`oHHMfAQ?lX9L$g zf(QlZj$Y_?t0-X!xuc!a2uTn8psc_E$p7anG+cpFWF-JT@XSTs0Uz0JJbf0Mu>>m} z0oxvhp~ly5#4h{+c&bxx4dN)xIH{Ozw zUQDx!;?*`8iKderAa9 zIbDdgBtWc29f2|Z(3q9_=T4!eWf6Z3VgPO6Yz4WgxCCtQM+uBl+};w%S`(DlbO5G} z{a8&>J05;{sf|L~2#TM2Cu7|G^0}K8C!wZd?Y-KJswsv%w2<^0 zBNIVBJxOBSxUOQ9kZYqfHNnaVMrpvTf}v2G`1;lusm=}q!k$z_-(A8xsjn>AYqE`W zq6hCrB(NQ-?N9+$xm^_z^&Q2-3(rVKf}AWax3yHEW?lb`gR9VJND4T)H<#TYMK^vSnI#$=~rdcKtfD#>0 zXL5oSLb2goU!@8o$|;+TV{a**;2ZM!3_gwgC2)HF<$#HtuXW-$98}PLLwsLKAn%Df znsKTKLR&@+{aB89$=@LFy-g!oEe`uteC%AV@zJ2byXK|ma3OC-0OyABaie-ojLj6_-#%cEweDVGX ze_xTN#sn7i(S;oBt90?#a)IttEM&2PXi?GH*n10Pw>ocHOTDs-wxs3Ad?6)Ch-%-& z^S9Lb8`PU(yvC(V`+#K8@%koLM1vp0UtSvKO~c=CxNd&=%>s4>e(IgIw`8Wn!IM}j zHFuh#qfNjuINAE{8Sjm~RMW3((MLRTp&!9D1a$Iu8D^I)k<+xkf*L)M4%DRpRqS76 zj}HXKMyjDIGyi^I{0`z`%=_+03~cGp;@7OP)T2R!8aj`!0ht*%xIp#A+8r?%e9zO~ zDFu+b+{3~E9yYTyW9_Mj^!)ElXuldW60{rpyZ+fHySmot8|S;aq2rM^3bvh8HZ&G( zPHv6A2|de^J@dO_dv9J*-ycaRYuB_?Ib_;Ukx9n@zj=x;pB}HI|0&w4e?i)TTMkUt_;kwPb$R_1} zlZv^LnK1Z=3+qzg33<`hW?LXUB~JFgZi^7jO9eY{K>3rCs=s$;*fJ%n5jmsd)pw`? zT%9)A=~%N*;k6peMnZVEke6iO7nG*+xDyc6>7bG#{FI>-jDQH;NDugGKsyH{Z}4yU zEs^-0!UjwJvMBct+Qj|f?U$jYs7G6~j{=}yRQe`diiWdzoEy%>ux5(z_UFtvc z10td>#G+^>%oW@f0AjoOV!lw;@!8<%H~tuJ?%zEX&I{cP!?)vy!hGiwTNq=jli!9? z$kDwaW3|;FJ8XRiY);Zrcg$0;E9?t=G}UzroD$Z<{ErV$VzI&-Lo#9t5&G|dc^z4N19D+0CX&HffEVP9|;#G+8r4o;+`+=y$> zsM~A_3!oZTgtZP^j@Ij=VPP7MQ8BozB%cH-4GH={4x6*?!S<=k=+%@`0djvHH|PD& z4yzV~e;&y{RzTC~8zeCw;?sU10Zt_!WsZCwyPj75@RpU|Z9}W$fA22)AVv=z4~lren&8B5HSM|)ktd+;xq&v=Fp zCnf2cw*OVE>1zZ8bm|Xs%EV@X{Y)+t;9-W+$T$N)@)0d4B9TBA)vUbHT-tb38pgbe~z6)@1X^qy5_dl7yC#9v}30bmy#VUVFeQHA-FBh6c z!bnBUzB`Z0cw7?yFhH#&>)KETF$h+G?*F~xpShMa{v?WG9eMe~qXnsd>{gg}*Q~c8 zbv-m(l*d_Z71OEH-B-Ze?6cd6y7#yDfI=BOe+Rz0c+}wm5`h+A1_dsLaFyFr<$go< z?DS%npx#@`@KR~Erupjl;X`ekn-?D!&~JNoFss7rA{Tm1SJxua2wW2J4oOZ(@Ap+F zR_8snRObsBON{?xO)C;2j8nXAEW>YP?)HD!`s%2t+P2?E1SOO%2?1$orBk{=KoN%S z7`hv!1nC-(lonw?xfGb=zTbDwTIV0uFs_9&d*A!2UtFT!M}gI+EPSn4 z#5oMWTTPe!q@1n9BYWlQ-JUmRc@gIn_oJu!&6#Q=fI^8w4!V zYl14Zu0l3(Bj(j1eG9c-rF*n9QO~ zn{AI`6{o+YII@p7UzEyeo0O`Mb-Zbw(7+%JrQ6w@2vHp*v@WCE`|q{|P1!y3c7!Ij zNBQ{_;ba~8g9e1piaG=h%yIs2&6#a|7=@3eI zhyFSB!Kvh=Ltq**xG7n}{3F>3c5+&2biE+(YsHpDRmWP2jD%(Wr;KySlZ+Aia~LszeT!Rn*8eN6vYKrMUc;g(DC3n8 zY(KSx0e=XHTCzJz$G^B8U!sy4C=inZ+7!bExC;n<3cxI+^9p!9!fgg5!{is~ z&L?Ub)0*EO`4iWEBpm1~PX!C#N9}$n`kGHqNn|BHBDzXAnb`B9A=7u~u z(ATBMt)G;mVWsxE?&=KFAc=N@wqx1S|G*rq1oB#om;4dfTs!q1gH<`5WMx2Cck*H~ zPdWU^Or!<~%lseU9Zwr@?>l3Iy$iNaxzQ_9D0c6Z!{W=T$HRXp)mc@2A0_VDx_U%U z-$VAS-x2=&JT&rv^!Jh{>wj!3t4y$5>n<)zi5f2cwNynsMZtASY~SqND-;c%B&g5O z(1uD1vcI2-uCC;g878HTzTgBJ2tJH{DiFRJXc{WU5tZoFUz=JZbpfSd4;>F3h@uFpV^ zIsQuZl#fGqxhAxrjSd6GSV>>9wNJD%`V%m2oQs-)8r2?bOA8JT>z4Ye{w+4~?p9Cp zV9`>tR$3}$hXGisC+cC<#%E}rZH(uaR3@jGehTz3`?g`xfH$NxOd8R#DU$xn;q`8W zaTn_w#=uhU>sy!+JP_=W0jA)9Q*szjTk_-Hv8Ysn(Dd^$Vpd9+O!coN_Eq@LWT%8> z%f8XKpAe4Nab5{VE40UH;zI0okE~eU9+O3co2^hG6nK4D2SUe7F36|rJf${4K+RK> zxKb>%t`78D#j!j(Tqh&}HhW{A`mb(73sxVIY1Iv<+LfdOchHb-T#`wqIhBVd3tI=p%8D??jai+Q zJX=%W20gLqz1f8x-BY;eU)|ah|vvW$0y%|p=&q0+LjNxI&CDt2P4Ln%Rb53O$~DN32z0kqcVY4 zXmW&yH}2O5UB|7H=Iu9|a^V1Z+!md^fA$eVpP6(4keHe?u-)Oir_N6;gC8?Gjq#>! zyE4z=r4jZ{b>FA<-9AV&{e+E*aqwtF72)Msl|LrE`dN>23_PrP<#0$tv#gq4YabYa zE)Qr~gDy!$c1{+&ww(D@{90TR7GnNESy=nGUbFJNqY%+vYmrNqihFwmjIW7meok+R z+*g_cb@bC7Q$xx*8&_k|X}`Sub#6WJ4vlpl{@cX^1uoy#kI&yU;Mrm@%qzSpCNP0Q zPF;PUqa$V_n-mBsWIbSt1W?K{{t47+VgpA>=s!ovGbN?aZh6C%Z8&tr>Sm+&Z6gJq z`@xU_5b8(D#yMgl_Vpxosrx&POtW-vUK2rQV#20XUJV8SaX8rJR4)idk<(ur zf6qRO>{GvhdIW(^sJTZ+*-**UhSCMo6Mm1?h_0=0?nw>KFZ7KmM2)`8WK74yK~ z$73?#CKXdUBb27utIl}q`0m!S-OKurPY-E~%W$ORp5G@(n_bfD@ktAXb>}lP^$wB~ ze4#C8kGpU?7{Y0EH?>~aU_7YNcs+Tt&1dITDls%M>K`|HUORd=JXiYBbjX!gSaZ3{ zE!xOPQa8D{%=tw@R_V7Dpon>poF&odY7x)ob%4IdyXU&;x$oC1fQ5CDeqWw^xWPYl zIMz1lv%#m##H=~dSf2dpvSNbp>ZUBAx_o*&G8){fWrR7hG({Q`w_bs0A)nBK{{L<; z{ku_1=04>fZUs&av;OW%~@VjNSGe;g8mo3M}4fca~W0gTpMy!7r^>jk>ZwLr>P zJ|BkcX=+z-(Ye^v08`4erA$B~=c}5X#=-M%j!Af==tj|xrGCkua#8bhH1pZMP;CWH zF0$;G@u+={h&NDT#;bZ^J&Mhv0ai}?J^d9$43D2Hxt~wIduMq)3#6Ui391Z^ZSJ3n zU~yMAy7<~3jX;S*N>_IHhBl;`#P)~-HI5w6k<@>~be*^Cg^GP3v|D+qv}v)i|i z^WbC_;9@FGa^N34UJ>|TuWgBu`9>89F9nX8{{-}+%m_*AxFo*&<>vb z;ZF6#V0sw#0VQS>te_zAq!}O(`izH1t6NtoJlIMKHSYj~724k@=aB{wK-k$;V4mrF z+uUmZNULxtMq230xzK)z`1@(mX=Somk8^mF^3!tv(_hy+2!_PzF%sA%Iv9cbrSadj z0Yh7N&~3_g9N;Ytnliv02|m~?44xd(cqk8$mkMq$uh@QbeJy&Cc|z(RolxVCTW`L&wom zxjd-lo;-R>40f_QaqR?8Oq;ACPtgJomLGH51Ko0%a01f=D;_ujIOSvYp$80pLO)c! zrB(XsR&CkGPdwZgGRX6KBk;?NOF-XF%$!WEM*my*A{>A%)62=lY=7x=Kjd^q zzpwEflhgsRs+B_I`VkO<%)c+JSoWEysV@L!J7P^Juuet;n0(9RTWBX@d1%B__`WmN z8hMdT0Ak6>_TtJjkK(E57?HOV;)n+S_9xO$qc*F9i-z}tP1CDJ9<@zP z!a{oVa*Dnreh21sKd$cXJgO!c8CVfQn5cFoV5N=uj*LS<`yUj0OY=o78`)ecFPaFN=__=h)7a&d1gi6j~YVu>) zA)~p|V_?2_m?@yUc)ER-#WR7@{El#aiiOiO%)}?F)so2&%)8b44p8sBL7=F2Gx3(s z)Nz3Wn=1rI7NM&c7&0Kcy*E1;$fBt$x>h(9*udnF?pGtQlpy@^2AdMi4_Wl>GK1>z zY%$AJ=@{--B^;)us|?eEsA@S>(TI%n#9pqN@T{3>#X(@nJ^Lm#)?c$_-e%H9AwQ0y z%oTf|vHqLy)vFGH^pm@4oanFdnqPS^;tQD2 zjI_cA4-NN8VcPl5M=i)&xv_(PMrN5G=n^|RSIE!9%ImGpGw0Z4QFI`AE*X}$i91?R z(>{dSp+D)FXCfMdixwdP1}()x&S{r~Sqp|aS7v&G1N8TwrR|wRC>Cl-Cn{)i>ie8% z6Sk6anfT<2!l8L;$K|RIhadwP_&LoLwDRzeYw90Wla%mrY|WP|XnECZ*IOKtp=YcK zP#w;E$-=lN5-xJ0NMIc3zU~knyFwfE1#^xP*l1_r{b*ioj$zWY`TT@P6&igaq+-Y; zmq!K>i!oQ^Q8kD2RZT8WL7h#5&{xSqXpz}i%Vp#CH_%G5L2tP{9dni2w4re${aoZX zQU7?Uve4|~-fUC~s7n=r5yJcfFvY(AJ})7osVHXhs3p8ZVp~s|jE-kq6QOGdbr+Edk@KNVzW9cr<8m zhUCF~g7$avQ>)xBXDIntnO%t)P0PZ_8EX|xtm5#4S&*vW&_yq}Vsi;Lt_0h?^J`pe zTy&-BUVZ^hgYwm5y|m;!atVgi^?~1fpDDaAI85o8zB=YL9nvq9(~C}rbFuYB@{^t< zdf2tQcP?*Rx++)f&V)-oeT;X){0w{z1Fi9gm_&Z?g{BV#hn~+WpfRS1@8*`}$RoM> z8DQLdU8tgk!A6pEp_|AYusDTx4y&FArq`)Cwid`gPkog;~JDtBlHPCb3|YBmf^@J2Wsz*)<_MlZcj?(<`lMUcaWn zQF`BjX%(xV6{k(W?4Mg+0>NpQN*j$C81R7~6`%@bX);Tgu1lNm%z+KaHK1s z9A=q4?Cs1V3MY4P$&k(T^kkf*Ny9@5P{J$I6Rc}nxWcnt)}imbEFKs**_KO?u;AQU z<&#Hus9g2OilCB6(yj>nwkX%4fwx^QUb84uD=H=stZDQ39R?<}VZtnv6LQfOnq7%+ zEn*5MwFzl2!}n7Ln~OuXmg>~mxnq-_g4O*h-%((^a=qpi@smfbJMjXH zm-8$G7g>=DRU1a81Z<+y8dtkx{Pvli;l=sTR@I)oaWvjnknGiIaM!9`_&?pNSGy!p z^wttNKK0dq=)q)&qUYs~Ht`!4>%bB+C?MNA-VKpY)jM%Jy+pmgnO$`g6-M zvS?x{Z8C5UyS&ADRTmdBkGLL?F}mr$3@^DGDAr!*Y4Um|62{0+IE?#UVkHo#>1wS< zLEWML;!}u1&B)H#ej2g`i^#GiJd{@7rBs2K2^U@>F&zwnKGxRS8$K@M!V^E&a02dw zj$b1!tF?$lQ@~S4TxlY-IN6BpQT%f8;+5rvZnBpdJL0RSuG)ll@jxJB(^MDXgeBRO zDoHSk*D95dcPNwH*wjfxlz91c*Bhf>u!zhX4@8;wt;P3K%ASq(gnHe)HnX?_L@`(W zd}m(9Lmz^pI#}AM4Q$>=K)0)Xr%F=gPcg>uUqkCF=Cbn6yRmpbz$SYD6H$$gxPomOA>!gw%;L@+IMzJd l~HFDM4P0VUiFd1!^CziQ&4n-?K z7wnw^1{%tvEUXJT>-Ih(IaDsfKLG!cG4lHyD1Q<4IpY?C6g`Wb|zNGNUnR* zK=~Z?ZbjoLKaXwXn1_D*rMql*MK$E&vX4z~y&;e8qth1+Y)17N9NoBYT z7aW-rpd^e^@1FsAi&8bt(W8g6ic%F{C)B~mw)8u5i8;PWI=@-9=YIoZ4uu^vC;uDE zp17V6f!vQxTI!EH&wQG$1m!Cih1{#FXV*_NtaM0<<8QHxo-v^zuHBx_q)Qxmo;C<_pN$=Dz#$p^1~F3-OXtRuG+clR=0xj>p3U7oO*kh ztnYfMKie~xtVr-p;MT7V9{zgu0i9ukoWI#40m^8WQNI2)luOvj<2bjCY%}>>0#$UX zqNa3~c9)U#T4Y#n#&-BAUc21uUTxGniUn_{LtfV`j%CVVD@69y@A9iLBY#q=F_X0M z8=S}|#nR{Eh!9vc+&i99jl+myX8Q7`({_QFm-z_+c|AKIw|thHUjk1Yo1C3>_pWi^ zfwrDe4MEhYgQ0k!Q@H*d5L^L-8c}w71Y0>J+pqRliY2Y zHs?~2ZX5b)eZVwGKF-m4nuqI~&5bLg*%CkD{Xms#l|0I&Z=+Dc)s;xq&pKl4#imBi z0XwP$i=^4t36^mV+$xzREI$K@>($jdF%+{$9=**_`w&*cg(aUGJIhQZTb@fUQRq$u zNG1Rx_y-jG;AYbX<1tfVtA67`wr|Oa2SRNfP)-8MnzVE%$kV0MXrAizF$^l@x5P6r zpp$spZ4G~XAO+JHwL9eS<3*gZ*_f$rbdlprm42VwS0_&+O(%0UA%YHWmt1Ih`?>L= z>IWCCt%249BUoaChcg4(Yn^H37dnEK6fIo;38l=t?_2L#AL;VQU3Mks zxw&U_Z|Fj1`{1;Ik<4n$#_}Rsy&*-e6t#)&7lqH6e$?MCD zW^(B!(mlb7#3z1PEyMVI)!N*jdL;XuZxR^^iLL~#t(t>1zi7FI-)yeX`$05A^oVvj z9xdSZ%=62ojFzC{H(fCFnu@8jZcer7n6g(Aw@zlpWW36oXY>31PZ96yL zS2bI2f<(R6XI<>ji+T^z2p)3`Gw8xuN3j2kQZ7Wodf-C%8SoD@i-{&a^0fS$v3Z_f zQ(g8aZOkyqS@ic;B|iK8T36wOVUMx{7K3LbNj9?_A4pghYto`&Z(R`z&EaEV9In?O zrme3XUGFltk1``eEQ79_{qEVzbt5Xiv$P}#R!@KYwmOYZM%sxRAi&AV52O5@82h72 ztkKm)aAf**tVur$=W962It@5pqVO_nwLI!)s4XCYnDDO`^sqEuoJ!teXD`F`b#P+;+z>iWh7}$)gXBr3sNj3mngPVpaJ9ZsAf!%dZORU_78~ zz^3&WblcW2jD>bCEg{(oyb{CCZw_d=+pz^Z8euWgkrA_%GgB^n7Of3|IBkelhl=zT zjj&;;t*U3P@>SRNE#{McN0&?q0h#Zvt)EOR8}Rn))>?c}C-%?pND;Yz-hl1Jab2Ho zo2Tdi{W~VbxbMzAfyw-mopP)Zw3?QGIBP93;B2pYW(dXG%UA3QS6?lh+FOS}bJVjl zZLz+oaj5m<@Tyy04^q_Je?90uIqPwrHjtQdcH0QSX}n+h+T7rso0OO2%23NK8-q=g zB$3m}T1yCvdqO}4rY_4GN1(#GsW}>rpq!;7jLSYxO82#h#>=u$D8t*MG&ShUBQRzn zsr2J58|>@R2p&b(?bSDWuvL4J)_+ct^1~FbzfTEf@t8vu9X+Bgauk;D=`Q^u@Eds> z1N`?o

        @XHV zUeG-DiX?j}&doCZvC+*obNAK4ApqEFd8ian>3*{k!KNQx|K?&_-jp$jCG~e;DH<2b zHEdVlii|VVZ+(ee4U_ms$ui>?Xxl=rfir~m;$COa2xJ`7k5?X@?)7>A?t=lHfpzx7 z*|SGb-O8Y03Hp4>-WdG3(S{5Ws(}g`gUrW%KUGYSA0sWaNeGjPBz4ikoN#=q}N<*n>kv>t=8krVh~Z11CU|d z*N1PX$Y{e z(3;ZyP)SS7YATQa{28NZX+1BuYIb5-a17@sZcUf()r2Tos`e~&J(#Mf%Mxn6nxNK_ zu&5PMNx|3eJ~hhx6^d(^^NgwPp-K)m_61#2J85GsR~SAyT@T-`Zi{Qw)GTHB4!s|J zPmN;W;@&2aU#QabmQGXak%@ZgUD|WxXgH#H)onUW#?niKvTHkmj?}bz^RPwRC~C(; zXrZiB`(BiC$GtHvoe7aQ>+QS$2>Y`69Wc8$Vx@eYJ*jbNNsM>-#T04{(|Qo^*E;$( zO|IFXCf>(8hup4aoOVM7l)7g&64>+%aJ1zB4<0~NdvdJpO*(#+JCHL!p!m*lm8?4l zk^p|)+Co=Fr$Lh6P1!36(6?mJ+TT1hkEjW1%KG(W__SBMbz@l0H6fm{nArs!`FF?M zsqD?6oCZj`*;@f<@%2L30S!BC=D9|VJ8cXXksrDQ1oV98alG!6u|POacLVA#@u@cd zSaGn7niWgoeH1Q#MkXnpTSH{(TPoU=q#yb-G3@I2+Oo|sP~K)j)$CY~E3+4K7Y+iB z=q4ie7^(?XGQT?yd#!>}34Hl%QaVB3tmdj>_|Z-HqdE4ahh}tG?^-`E)kRu_BKoq{ z%2O20GbL04h7Id->|*yAji$2pNE)*ZtwNX9Pq&liLu;3A(UeN(bHDX@4laDK^>&bv zqqnd6XTA-e@HdU-LV9ia2Lz@J>Qe1~is079RM|plT<&Yb;sX$Ot#p_u`r^PgR53lp z`si?pO8925`733#Gt#ct$cEO$Hgkm+ZcaXa$|yJ0P+_?^Go#zNWhyE3`RlQpHy=lp z{m$x0uPeBRt|!lp>e-tskRkF`U#ATqV*1@q4%$2l=GPp`4fS1M^Z?5xQtcB6!ygG4 zsA(spxbM~cNBD9PKb5_sVx;6Q;RASd#Bpuf1L&<=LpK9BFrG%{Qk?a3nB1m} zY#AxCEnn?Gzn-7e>_AgM;Gb1`vIdruc9)NrSm|F78&yXcWhSjevK8*vp7$y^e~8vf zmtkc7s-#m#07GU|`uQ+qB>A#xIDBx2wc2SVpq{pbMU+Q|fsfnrFmtm(N#fv)YM3Z$ zIH`3E35Fl=X?rT|Jl+Ng?wmyI#GK3IUjEUcpGutyDLDRl%10Iy5>Ro|6kX;vt zY;C8OX-{Ej`YL1j{hKF>l}nZS?$hVBe01jj=8A^2jh&-^r&*-Qw+_~mECa4qGy_vY zY0%~p4U5lCeu>>**Nk8Q0c3d#$6Kmkc^JQ@NT-veief)Ux={xhSP5 zZnYw_fML^arKs!$ETiXqui~~6Bgvj+#wqL2ERIKD!{So--Zjs)L&htR^RV7u{TZ7( zv1iQW$*~OxWg>_8)VCXCEKb+oPNH^pekm+}xGeEnKy%*EzjhS;d&R>q5nOhAhb;ke zK0A&}f!)6<9u80M5)H7b{MM}BSv9xp{(;XTvL0%d01#tAc0Ma$he#d#`o9N!ERhUL{L{{x`ktg<%w7T1{5WnEVRDs2e8ap5Ya6vsn+ z^3ZsfH$1^#XWw#`@0C+$;I&D-BvzQN9y!mwrX}N4$3^6)Nv67xE-ZA-Hcz%bp6c3Z zTG?R>o!e{Ae!^sN&m>9;SB@TxKPh<3PAmGw>kwq;YxgF z)Pedn^gqh7W%k%BzTwev-X;#k$TwGBnknmjn@8)KiSghe2|F5?@$;Zx1S7()7imev zvt=g{?K6>2UoRYPNuf!0f}JDE^a_X6lHC>HxldFa@C!@9ll#&#Nf}%$NR(LQ1#o~T zT{iY*^fc#t<%eRQiV4KU-uCBQVN`FrXU&HPR?(2QOB{Yi!()ns1wh+ zb#vF7o*!s>*4*7p_VS!^Wi*Nz166m%O++ zTu7lY(5J`Rk>nH^Yn{nKZ_54MqBgcWk-$=yILGr!=yeIGd?@9HAIaoQzUYcU%9I#7 zEY;EahHv|O(2McoR5xxhE5XM}Xdz ze`seFs!t>x#I9b*`S3VGGI5rFLv3?R0J>+TgnjD_O~uaPq@55u7jnd5NF6sIo%?xF zA3RF)9@U}0c913YIN3+}A*hm;z}(YO9)6lgy660!|JnZOyFls4Fe}S!H~k-_l7b#@ zNra!cVyW$M|2@Km%D9dO$s{X#guS4i^^;LKkRl^ze1h~f#d--J<-^W%wGz3!($lV& z4l_LgmH!JDh{rLI$%A;;CY>(W|Cl0W8b8H)z{9SRg1izO-`V2+7k?9GW3=k*Sf+-$ z3*NyQea-vh^UC&$6l#kr4r^a;!TY6Xq>=X;dlCV1OLE=j-J%b8w)21b{7CAoRK@6{ zl=JA+O}{ab4WUH=^t%*2%bewMndmZF)!^ohe>MoU!0GNc>XfSS&FuX3a5_WJ4-q>&upwxQT$M!cYaa zn7$Sg)iCC0a%^#ByzsqG9Cinq>Z?TFD*MzpYzZ__{+oXPH8g}9LF;BwBuO9k*rkAW zV!hYt>(`7k4R(2|%VSl`f|;jya)EG;Ro8<5p4HZdF5M*Lh2ULh%e$SuH0R>#N3;Fz zjq_=LOAun9MDnIT@tR}E*o5@L-6cYvYv@ab!s1O=*g zrm3k>?hfPQ-`&tsDxFdePdW-QC0-wyx9Yl>xKZOJEyy>lw0A z$IP*|!mP|%=~Re!FmLb_*?-5FF!gH8-UX-iK@^?sHQtp=OX%>WMP^DXET5%_PSLoC z;;Em8O5Y4Xnw(mY;TfB#_=e)gYAc-ptc!A`1xVr(BC$5#jQV;#YslEzSQSuSurEpWZE90b%(E*u8G=5;INd;wA7Vy)bl@S_$$_IW;<3x*0{e#6Wt6PLTz2`o_k zr$==SKOLz;I%gQ?sF4A*iG6=n!{G&`=(Z=CQ2f&t6^zYX+S_y&%ReZYlHEquav(}cAs08HJG46{g=7HPMU3}dGpe+ z+-EK}^>UyicPVOb{)^FsqinSKFSb( zkC@NZR6Tvh!1#+Gia`;ZF>bhxW|W_!WY~WNNMb-0hD*D=ghgJ?6 zHhCq%MzTr~@jtD*nJ`%9eLcXSCu|uK!x>m9RK!xUYeim^pkAj9H!BnEtHoT5>@PNj zTr99M<3Sapc9~^PRsz^kw8&^KU49dxQ$8W^0Qm5D{@|X}9Q8bvEV{+3lN;4g3Xd6_ zazcM2TLrdrfp{tcR?Af3i4Y~YbKvgGH$RpUrL}?zR@<~^&%-Y9kbVcAO;{F~okVkp z@PDI-jf~SCAx0oV#jnqYX)dKqMe^1U5-5+9zU(4~Bc5x5e<#Y9Ha{u+4g{X*Ju!{l znm60YMbj!|Hv<^LVlPd)$Ddbh{ah1s$sO`Hi(k7%d&?6v7Cjp3n)3}jv$63VxZOKn zOg6vbwAGT4UzA2?lsG7?dg0M|O5I)&=3WA$7*T#`^O>#>t)|kraMzT7U1Mr(Rl@%8 zq>8`jpN`P}T(6vJi>D2pk>#0DJ#ws0o_q7cK3JIlYMYpRa%A`L}kZ z4`Ja{)q+=2#P)=cW0-2j_}(tIMH+6R_}<-M&h98Hf?vwuiSr3!2)uAkE|J5F_xZaFNE5P2* z8jVaIn`y4B0Uv0WsB*w$t-LjneMqa2C@zS790cK|On+JwIHl-6Fk~tTYw%WqRrY`n*7aX>LM)}bU3vMx1eRG!G9GWm2YVw^ZiSg%4|hDXMQV488b zf8(H+XLG~!T7+8SrPGYLj;HllE9}Lsc6Ko>e7GVao-VQi8xoNUEF$q%mGPX)`I*a=KAYZ*FvZ7U zW)0SNbG&mhccDIh4-IuI844dpvooT-+nkmA-;rG@4l7mdCtJ$q+;Dd z12kf$jYpyY7`E$)Y0n*aO$600b_KnUPs*Y+A=|)2zN`4Mgn?E}bY{>y#soKnu;q)`Bsja<>vsmX|ktJs8dvSx;@@F~owW_2u19kvP{!9DVu@iQ~xu zA5_H{&4$p7z$DWV3KVv4;>_{$_2FyM%oPtop$ujgl4d$?O**PQB`78n%X5G$GvVv> zEa#Lks-AEOY%iIY#6bCQ0cYq&v^4krW($HPML_EByT}E`9Trx%o zG)TUG@g$X)m5;d!X<1@PW|Qx|Rg%PpOmMsyh9aNsigZ5ZtBJDOu{SXcoPPC2XNB)a z(AwxbduDl5XK^v;AYhsLYx9WB&gBXh87^D3J^_Xt_qz@c=6PkS^c02@yph)2rC;Fc z=+awR;m&IOgM=++Wr@q_665M)dFO+Mdm(RJm0t9~wKQX>niK>(z|Gm1Vrje_>O7b^ z;kbt7qtH7W9KVpnW@@AB83pr{tA-6CU>R?tCA|~Wotv0Xf#G!?h?3ScBx9}l_YtuD zfz>V-y_?Ay8c#QbJ_8Heuu`9SFvlReQ!ZPwsSy_E*d{wI#xImYe<0(>aI1~JdB&0H zA%1vV*?wx57L?B7JNEmh(nDPU-}kxnj@c;Chq)58Q4Q~uBk#twlp*6g5=sYs`AT9L z`GlaxHoL1%DdGqm)%*&7mR7~Mpiboos%-r}c~TLcT8AmsSAPjyDoy!EuQ76?TYi#C zVIwFvLF9aVD(lRLB2B)8dL`CkP_}LneIUwVRGEpKMz*uh5ziv!P?x3mK~^d4cJ=v7 zo&n`1Vs#aqqdo5J_iDkbrg7UWJj z`u3+t`x~AQT=CVMX|S+zV!8f2sQRBmcJNf}hx_9R7?_5Pt#Jb--PYD`aNfgpo`Qb) z9mY*6S31 zmHU~94$LIKT0Us6rQBMU6BywvBih)`$Nr5g5i%ba5YtecWstGvX#V|Icx~rd1*=LS z4{Zj`;9kg&FAl7WK8gelcdKCSTn>TPqgJ*`o^cCI%? z!74GEN%G+NW;B(q?(S~wespVV;nj?C-OQH`tao%7T5-Y6tCd<*5-*<<_qZvpx26ukxLt7?qWac}e@<{9pK`H_?2;C_++36JZP%!y1(4d@=ssD>LK_WsLB6u$Pdjmq7^Sfn7MCR z@YWZ)dX?09uNsfZacuWKQ`$G>-OY9H9F$Q!4ZpVkH@erWbmQuI9qrc;rK$z}Zr5s<(@ebH_y&=!g>2L$5(%Ux=Kj31ds9X+_Ibm_2Yj4N^x!ZR{|=_Ee>X}lpNrA+i2wz z_YfiOApws+K9D7J6kE@B7MTF;SPT4Y4SLxe$#AblOL7Gl+$VOw3lu=H-U9Lj+A2SHT|k1Wcy6a%4CA zp9vTk#g@jh=)85YYLQscz}{O7-qv`_YK%9f2nNnWfFrYqj8>oEDh zEI7DDb(w;BIaFTEOJYBxPg+@#6#lbn@3SS+Bmu{xl*Oy%$0?-!a--*k%OBWZVwEXTGK=}sLv~H%XwWzp`j`3G(B8+<)8}UJDp>Q$&Mc$- zr4K4@6RFz$em1X<2q{T;@B$*g1qq15E|-@bK8t%gDV}8p9F+=mnZ=)2Sdq|L9$sm5 z=ZvG()K0f!;KdCWwhvLd##gQVf@h5NbXtY60jv(7vUBX~?N@XsioV!-0V>=RewjwE zwe1qMPJUWr$bV^WE7y>Tp)ttbv~&CZt88MM0p6`e7)2?2BI)-I6;{Ubj*a3&w@GLT z+}bj9=D@61AR@vPa($lF3Pvkm9b!7ALP0BjxVQ6kR54QwMMKQaBe!KHGUAw`$=fJO zd}e>rkF&FKS~k4^L8v&(P!mu(sjHmso4u@w=2b_GU*ULwq2qqqg<9F*JQ)HG@htiY z>m=f<7k_P_yDxQm5Eie4UfCYbMbU}7Y88Tyl#_u+SLn_G+~)x0qnF3qL5W|zhC=^B z`nd8oaY>B7#JX|I(U_A(!UxbKYakcIOf?TPG~uyIt~*38*qAFW+lcxdZ89WdJd&2K zei7eo1z4Tb+8{VbfmGfEr^1)3m;^GFoOhfS5PTJ3nIzAJ0ea zkB^bCC=UYoe?iZljA$1t>O@JSOh-7o-Y6BvWT$*tsG{v{Hewa*(8wx*hjActHGkBW>8nuB}v zsI@^9c4?SXBi^!37^j^K^vp-4btb4C#WUQK!ak!_LbHt}E>fbg_nOcam7{6N@T%IxtP$=ie^r%+0LVfD$37BiGrWO~~c zlDi2}z%+s0)ocFa!gLG^?81JH_D1GY<5b8Fp$2TVS0Uc4xXAk2JBQOOw_vgofK8Ox zGSU1VXH}W^GFv_vQt~?!oS<2<-KCVNOTA!5fLD2GjlGC%Z7RI5RWKBe6n0MmEZT}S z5(Vl&1A)rl^jO6AH|h6|5fmay!s#1FofI2Tz3XX~37>7X^lj(S;`@XFTNnovepTmt zaq#N(Yw?V?i{cc2ur~(M7Y=$5kM9H*X{_%|3CC5HJsjK5ve}?MB@1GQE%szQ4V3ZP zPBL*~OkiA?Npt%>o(`}>RHxyf2-Vg)-W3ZH)tOS)T0AEB`7qYRXa8~kA^5kqawh_Skpvo13H$rn@rUI^Hk_BKW<{BC zxdakmNL)6JHpI_zxehoUvgJWzN?n0D=ircU6c;abqCqTfc$WYcchfPF00ej>g8cx@ zOm|zjy@4Nier&pGR{Q(neyicacDrydfP-o8;|IbS<|?n_h<2H7+5-*nQdiTeY#4Jh z;OLt^N&6RYi25s|#G=Yr0IAMCbJ)+qG`Vy}nz0X*>1ISpfRUBS{qFn3LW*@dJ8LyC z5FiU)Ev9O3vjU)mO)14icq63+Kn{KK6?-Cs<1^RtE^fp9vhj>^nv-{u7mRIh{`kkf z*VfAX6vM<=L)bpw8I$ZIv>^j9Rirnt5ZuNJanfDd$@>~|?1ITV*l2~>?8DFny^ zuJw*|cP`CRNBP$mw?6b?RlG9`=v3cUA*iZ#6Un{`Z~iz_ZQk1^P!B)FJ$FD-WScpu z{YhxNozzf2ok3tMk5uIsa4>6b47moxjdV|g=uGGd5rshSMQ_AOrBSQbz%H-vQAsPl zPV$1Uy*)PGSu*v!mw7PYM1Z>n0GrQPSk_79VD?$h@Bnlj!V}xiCw88LpWrp>CSbLO zwTQOvkm8j+dr~ZNj$1~&FL=9*U^y5rjj`kcg>8Oth>a}JVZpJ!x`MaHDp}thAIokhn*}7B8uJS8!B~B*{ELI2Oy3eLR z;&d=_I8_SY%BeZ9Jm-H$K8jOk;AfNrEB*&Y+a`F(6mW-N95iR2!CwVcOjKFK1H9+bbxsD7!&;$e0M6I3D$y4yt!KS2QO{hnWjqUho zAY~2M{?t=@aw&KJ2bfOtaOY^neD>tAm)LBc$gPFXpFH0rusJ(c@a}R2v9x`Wn&Jwz zxc(SDHg-nK`(43%UH7&4<_(@EwCm6JhZM)qrgP}cy6qhuy;8~|k?#@FRhP7Ii#%IH zIV~?Ic-%dsQ>}RQdZtq+3raXKk>Kyzgm+^6$Na@dWJVy z-52v%mnyygw%`^XIMCE62@CurN~OFy)aZz3<3I*Je3~h0hG5mmKTVe!SniGS%c$>L zed{B?v1_CA6s6NJhkO{#F!x7IbK1JqCoKm}t4HRkMOs#W+`u}Q^nFQeS{jJa8NY)= z1o$AXsWK;!DQmH`60e#nc8=s`{py+B3GXa6nQ4nvkzd{2xH&130x}-l4=u>PIZsP6 z0zlo+fo7nj^R}#IZTKJ`5di}X!kl=UT*vzIVUygX&i$!h7;y7Hme`@I z%%8BgPG==7V$w*8Y|jSotM+db7&I($xREsh|0Yi7F;(S3#~#H8%14Tr0yy+Zl|*He zT`sqw;jB5@m5%UhgIwogR%Za>dC5bAg^|FE-cX*TuMu_QPc59NLGGS{_BFp-AdoLz zZ%@wsb8ghc48vNh52rIHG=Cq888Ls{y#9Tvjg2!6IXVJp@(y#bFBX!KSgk1 zi;?(bwr3Y@JxPSFqrT7aI^MKyb1@JVs2~37W>DN^b-#{8x0r3k5L{XT{GR$6;DZ-< z{}mq%s1H!3H`qmrO49PISwR%=Mp#s%pc6Ly3F;7AVVcrqO@$A~V083=h3}}7lF0`< znU$a#b_VA2fK__DHc39$-zJIJM~EGv^fDtoE?^ys0`7oo>HVXGm1_Y6Bw_{5;^?;= z1GEk&?T8Zt1cXg?upWor!dO?Z=VlycEQuChR!0z3W8wDpdDsO-Qhz|iN4IIpJiDb` z^Vd6rpL<(2;G%T-D@9i1?DUgvx@D=dHwpWZzbQTPfd;Vq0UciDAYj$H)xtCvRtom# zSN{tI)IgQFiFh2o{rvrKnsu*oKdpCT>9uP_@nkVB>z20V!n38j<%;(qDC?#^Yv$ZE z09!#>+4e@bggfi9gW)nz?-J>LH|wtI(e1eH9f699%I*HaJ)7?l`+etKJvNvjF4^o2 zilEv0Bq~nUol(^%VYN5X`A>{0jc6I`RXm{7V={A zP*fwZdvw>YYy&9nW{;w`q|Dp8(-_wBJrN(UW)g+$9ju}mceS!JGi;ZUI5|PKWmVL5 z9Rz6C3q_p5cATR?LQ61Yw0j@PJ5=Uj_|&jza${KzxrDo71jwuL2uz5O(*`!xX#>9u z-4&oei8hz_1$F{o^KX8FQdSu}khxJ5?Sj(!Ub6NTITnnG#rZ*Yj}T1!6>^>L zYw}%)f*}H^7ni@uWj9EPl^84%at^Dd7<#p!mh0=rr=dD+DqxfWj zd9>oo?<2K%2Lhl_23gAc?EL)bD!hM(OV{jD1ZIL|X;gmsSVvmTR*?VNk_M7FE7Hnb zDvexe29LpMW?!|e#92;@s+BpaSdZ*VV|cH1vt3Q%mG|eRGyl-3XF)SYWmj>HQUuSP zv+n8&w8%~*OuKY<^2yw6q@(L_Z>TC~*cBvJ?hOoUczNh;fLX;gmF1`t*!dmKcT6w5 zc3CQhcRS1%Y^no?OoLdTF?WjrNT`8-skuo@gK1e?GjIg&af1Vm)If#YR2{@PktHGNq;2` z+1S<11PvLRh>f2bAe9ZTxSK*OIJIU~S*MGut5EmW)5t@|SFOIp`=##=2Fv$M`PqEe zFhc}uS|a&^tGvA-Viu-z(gmIW#AslaS57CDkoy8jEui>+ax^^pFu)F#iO(UKvnu;J zr0Hl=(FrEKrjw4H2UyS&)LwrfFu>q9Z_AaU&;5q4&mlJx9mVxf@a3P6%?`a;mbEja zf-cYU@uEbo8GRoP9=yptHmM%5=`?h-wIRU&;M1Mppdh!~qwXv4H!7`v5h6YoE58rU zn^O4D{2uSQ)Qv5JE5l~i2F#)PCSoe8Bw2W>Piz(|e?;6yG@Ji*{6g$$12BQ>-7fvq zR=3JM^>9DAmPt-mx*3SX98j}pVgyWf9M9` z_@m2Jiu7DuOQ0r(9^p`U**TOyU7VE3r0~8K0k8Z}d1f-TRP(kSa4L(~nZz2=T(xGJ zXn1-<<#ShPoZC{0sNWaMI0@KyR?q<xZeJh39D8R3>ilsN6-{;y8HaF^Aqzxh+mv2P==CWbTM+i<`(0Jegqq5g~9i9@&;#@R1VPf7K@vc(d2{)wp<5ac6C~C<%ZU*PN zc6&_ve5}^j?wo6_MX$3r;yd*{iH0|zTHZeBIb}l{< zohGi>uN4!mnm6v>H~9Sag2@ZY0p0p@r4i?A$fBpIw7XfQBu+O9o~^KI0WQ?{<=^EJ1JgRcoQ)?9N><)mUU8sG$zQ~NCKh}7wJM-s{5ZNnp;gH!L5mJG z@Uve=m%t}vKV#1wBrySRr5rOCZx%c$EgC6eSwR%Uwq@T$HJwAp0d({M(`t#9?!&Izm#x_Lw8B5Cq$sY~v-Oa}-`TISd=0)t z5>kI|$f7@zEaS|^?VdE#&gQ+#JUG{V)5-bi0Q{`n&P-kGK%^8-{5gC#7V`fL+ zy{vCy=-6Fq`FUbD%0%3qW=@)}rmLFXp2wOtrYR&^nREjh_(I-tVhvXT3wMK%)Av8d zJ#-8my2cvfLl8}@@7%a};OLRpj5HYKkQ@(#v5= zk(8Dd7`93u{5)n&5Wr9e!*5q?ti%W8nb@W~8R7-f7cMQrQs4I!U;}0Ko;!WC9(7` zWZ>=o`ucqR>Sv(9q0j}ZAS}Lqdm5x zwfMs9w9lL5w6vAOrFO5YUcL2DhD;)_J5%3t)2orB=8o5cLRD*~&BqC4cK5gLm*fw1*htIk$c>nvWJq%gKHa3wdDJiXkcSBfrfLJ1Ox20^$zy5IF z@^ElF!hScBSoSb*aEsY#Skoi?Z~F*@uRxpHUcGC1-_Wja`AKaS{Zkn;W zr_z#6cAi&JXmNU0rubJ=_+!qv$k5qhb#>R=CdX6?Za!^lo?a^yxw9tL4ZvHJ+8L!s ziNnGVG%(B$y7_LuZCjukow<&4kEsXe{P8>zOx)6bRXf@y~=oH zZ%?;(cnc0CBF5X6(?2*5=P5t6b@niu7NQ~vu6m;=)?kGUwc0a;AdR12Pd~?4usPYZ z^)3NRI9bUAjzh@0y=N|Vq4s0UPOr6Nk&S1Z_7NYDEzG>z!^$dHoxWZ6^~eOm^w!vG zEzE+LfQq&n#KJ=6+do;}$tUuP_v3{vip3+LbR;BUA8aerSeIHnPetwzY;_ri)1+B9 z^433+tK2U0(pC`M&SIr6l}HC)Rrua^$DZKab?-vv3NacYd5`Yam>PLN_$6T% zm|}amrQ2WoG_eHY2LTqjNIHJuxc$FNF;*^lo>v+0|7o0_M*lOiuCVxKS>CRg@OdtnyHHA?49^BDt9vMAs?>Mb!MTxUc6SQ1? zTxgYJUi7`g8az6&4ZX}arSqxu$-;wuqczpKy?eOtzx98(MnhK=g{sbR^eCPh7H(N& zF5L87aMZ3J`9B;pyB(F3P@vVUEmjlZlp0hio8@A3J-_2YJ!;+@T zCW1p}T)I1~%0$6yzH7Hz&Bj%^vdc=(<5Q^b@zqK7ZM56~0Gt>Un;|_yGL1R!)TifQS<@V-a@#5H&cft<`N2A=c#iX z&QaS2sNV^6z|?YCPvK@~=PTS&-gRZ#(x=kTq!|Nl+ColdW^w-G37Wwax1!AouEDn& z!--ypeS8mBf%!TY$L!$yZEEu4*7jjb%H@?&!Y}r_sbF>Ut6Sfe%k9$cJ73>LpO@}Q zdY;=tK6r7iR#xcCh_{Rdi<7tgSeeW0%_od4N2hc?XXqO;$UUg4gD;qE&F^ca@mr3I z^WsqM$Aifijg&KgpWb%MnU-SEYaXq%oU!N<8KKIYQhM`THf>IO9ZOTJwQgnWlzF#s z_)63`fOiP88aA(pNaQCC7B)7U>+9uZ>e12Bl*lDMOk2;HnL4{AgkOsr1cZdV&Tqh< zI3BNUcAha>b>MfXpRMU`o&f01W&Q&O6VV#ObK}>po}%$1UQ1RHy+1_^h)!m;!#Up9 zC9b~XmZnh^I+Ke~8Ex0rKu@*}>*9Hm_Ik4@+_`?Gh556 zs4Ds$SH|2vfB&FCxhf7neuR-W8;6q4-BL%0NGkOmQ*|_7qy+D|x>e_@17_)dD8q`X zkjBeNl*jUW$u`9ox7UNmf-0=*_Ey0zc|}%nj0civGcF^}B$3Wu4weXq-y9hpf=E|e z`jP2O{3n!WUCJ^JT%S}iq}8k3WXG>}rSf7&l998Ks<$4wY)qRr-qro}UO9G1W6#j* z3Hx}dN?N>QkRMoR3N+z)^F zJ$t8JupND-R`wWvRg9i^_YQM{5l}bzogJ&m4T$){${Kx`>Y+v)OCN0%HV$|>9sM>Ttzni7K}zlT!Bu&T#f_}Pypy%`0-hFWIHo?}g zx}jfi5JMNeO$)%Rr3d@ug>2s57OXUQc+lbG z^J{{`<+gq|xhpYlRZ8+6)Q&y##OK&!220O9<(Q%Ny3rl`Vg;%@YSTR{Vp2(^KX{Sk zqs!6@JN(vB4lpy|HVu@kU8n$5>9=~%+As~xWKGj(p^to}?&y{TO?oQ%fY%*KRN8^g zfY@zDJ;^0(NHoiFsBQY+ndvQTSExsU?0$eLH)~>8Gr?{m%5&l|9VM8sGt--C95J<@ zMY^0o7j3O6;zo-AEJ`Iiyd^UBQo3R&_ThZPkj3904E$FO2~W zZT0=b!=;zf-OQA9s18Fz<~?T(+9QpH0yV3{Mn+!OX^z@j=)b23+)cg9gD9AYEg%0i zjJ$c<>#yEhIYO+KLl>jgp_vn{UL!o2WvgR5tVk)>QG>vP>V(u(xB2OhqmCB3+wm8K z7=qnz743-}YD^s5+O#rk`yR8wkzbGJkqgwfJ8s95%F4H;0GO!`9HT9VrAD_{%JW!n z2AolFzr-TU$n~2(hiy>>Aj;v;Z#5KO{S-a>t*|~#`D^uEOwvXgt(=h-f)#S{x-Mw}+ zGk_WdoM)0HQHSa_$RPR(5H?+@!EaXrQ6VUD{NX-IqXY=O6`Plw?_<9WgGsu{dKhEH z8ofq0*~K0Kh&!ospD#!i{cF-`hS3r=MHEE={cHr)=>LeDh^u?m$;H)g(ZuEn#snY3 zAwf+SV~7wmpN*8CLax>r6F91918Ljk4)ET#o>57NZ-}V|hAa#+< zA}_oKc6nxk@rJR6;l)g0HK$~9wqxN!dU(eA+Jf+}iWNTun_+8p%E#+D193jLCcq=S z(sj|WKIEtItpHBo_p6p5MZ~5{)f5C`1jBbc($bQvnbL6lcyzY3+&nFn zgCOAfG}ZJpDC+lW@2x(6xU?m#V3kdt_1Mm|mep0a!s#%-u=M@JewP%6?uolXi`|iG z6TPVJCyDB(YdAoFP(md$B3xUdTAawJSc3aSNy_ey;f?usXKMOCu@3X#ZPE?w0471l zGtFuM0S!Kwqfvh@2_3MQ)^kU3ykE6KpGc&Y1E0q#OHcOF*{L#b$O~4&r``Qi1U9l@ z`z0nZJf-QzJ$sX!+^;_=NOHoEa63-xCF%=tn0V-VnP2~2`9Pj`n_Rkk?+MMg-%Mjc zad$e{n+>6;?*;i^npAH(xcxTZ8O)4C-QCi4Gd|tdy4aKUx`Xqkwzql#r|zlJv+iy= zuhX6t|ANuG)iy}@U~~De6JBDVL4(aF$e1=i^pDQy#>G>QI@+J;CRnw49&b6Nj0S_X z31pw?x`la;BU^Ry+S5_6r4YVafv+oPmTcCp!Tk~*kluDkQ;A#C;)%2Qx+ikH&a_TU z{(lXlZU$|EYnZuoNm!y>f$<26#QvueHgk@CI3%PwEKKTVH^uJHYZM$g&4c7l?-SM? z0Ktg_BMOu!umQ`*o@wcEvVw2(?zFo2A&BDwMLSB^Jsp@*bnz}EHH+fJ<2PHmUU%b| zW3UZ}STS*uGWRR*pJR#xC=uYz@s8RP5{nQfYJyn9yt6|*rR-cje1Kz76Qlya3-_D} z>rfr2Z`CuG=PAwMcr+G#X)?0+Xo$VKnuxCF`5s>Y2nlrrV7;#X{0G;dh68H=-akUZ zl~tOBn}p*xn)R&vt*rHKpWSY^-HL9v4Z(#T29YCFfecKFo5}7+m%|iy?=dMv`npB$ z?H~DECHbbf!gh4}1_ml?YPv+Pr5{3=Kb9VTeAw1Q8qsUWx-QBB^BkxS^0Ipb)y{Hb)ngJA;oCGgq z)oMzR;wewg{}O0U+=Ia1TaE~#D{1KVYt`5nfRX2j!S48rS*ApKg)ckdyQ=XxI^SL< zg}U!tc6OV7-oDEmeyWqh?ASYU%QTy<2z7BvN#Y^2Hy89U4UX^0=fQb0kehLf;iWG{ zuh{#!L*uEzm!3;BA2|`Hu;7nVF5jq#&i}m0b`DK_-ZY)8wzN1U^-Uw$xLxrlJV;=f zhPOt#%7Z5a9Y>7G+0>kwPM<~1!}H%byM++b5^AHfDX9B#q`M?B(e4)Uubh8HjSwh-$W#m)>rK(lFbTjry1&?2F-#`R?0F`pO!O0Nh%&{8&j+{w@F?uabZ zs7LHX27Rbj;U^jwb*|O09lN0+kH3NKE;Re6UO-dR?5eQ)<%X}_mlfQj_ZUSY7!VhluM4cF&G#XP8A%#M%MjB7wqlM1-S--8DQV zTWIhxx?)zG`vg~9vlyp6Sa?sOyS|=C;x_r|+$P-V0)`E+Zaez&+qPm0?#Bh|#$XD~ zsIs!L2EN2^=~bv6PbjZtW1Jj(r}HjLm@VDjw*fX%24!nF4mIEwzZ($zmzIR*{bFLM z;m(nha7FU8FJ;=r!x5uROYi1Q92f`ThS#2>SM5@+9C?zIcExA6Df)*Pk&*ar=Jprs zgHuJX=5+6z8LE{!Pvrac!yW(jqv%&GozxQ&XzT?5Tb@-YJ6QZ6Pn=E;zaLQe=w?v* z+`lfdm+%l(9gmez{!fjd^#-L7fRMuguO zIGI?+o1!%Z-!RRQ%%weLsGRt_C=Ehq`u*rH*y;e5V|xyp9a8kkLirTG%lr*5!~xkQ zM+2=Q5gYM6C~kjL&MGD*hf@M#3GZ{B>Y(-R>2t&sZ~hUZ{1iIo@ss4`wAd`OIz3mz zbEAZ@KP(}!inxD*!Z4vOzdI8!4+Mo%m=-g>ul{Z%P-K_faSAA#tNMCI6NsH^(fTPT z)~HfDKfcQR`iS*O2V@@5+%XH9nQETK-I?1ZS(1VByQkn?59@J+VaCs6$x-nEvE|T? zD&su%KduvvuI@fn{Sg{nqEbi~=;_I;4wc0&Lz;NJFN|==T z&Vb_uD|%JjCkJ7JmJC9zSkWRoMG#3*YGHi3U>rxPQ06Kre!hIHz&-eIvd0es&46A5 z@Eh&n<@u|tZm3#vASQKmKN=^)R5SbfX8CHW=eWSL0MAc+;3;(;-gjf~zY2 z>m7CS*i1R|s3<)J5!=4x^kMl0gV{@l>!>1fmVWBP5ja*G5k zM#=HV z6CchQmezrn;{60XPojl zE@!lRj?M~DHj}# zhcs8Dd*~S5wDuWiMVh zk>+mH53m_5j^_1GUKg!d{7saUtD255d&*f#cQtCu-_a9_vz9K=8?^~i9d>nk48^Nt z^LM}avOLY*KQ2uJDv*8dzOA_&%su0&+BDVZUm>*v7fNJI%`M`YZ7hgvuys@ABso_R z7tBn>%KPMWt>x%m18$7&kn5F>S$`pA+c&2Q{iWPwOE8n@nfk`txH`FrXY!xF@!TjE zG^vGcnR%%J-|v^A3oI6!%LMHrKZwea}8#{nfks zOBTftu$bg~m2|bHcfTg+90qKH>c?97p9@uf;v5Mn_7KQo8H1|sV>;L(6>wxn-Omtrz%xZ zJmNS!I*lHS<*8c(goktXM<&zveb&v~pHSTvJlv9FEej{8AXr!BykeaM*l{kwO=pK3 z5VU;~CJ;^KPOcm&e7N#%mqIkpDT}QQ!I8@2lJlQIXJO_KH_0o4iUVU8$QxCSM~pkd zU{N^?k<4pWm>oS|EbONS$vnpkwFQH|(THrlx8GJDl z`4w9-OdU{4%_vRMzpsL)7c5?H?i-`eBEBxo!~GxauvVC{Fm$F~>Ep>agXSeiuaSPI zzV66Ka2%}XU(wIKi*X!JLmBbRUC)*<4~9Eapf(n=^R*A#h@5KdS76s(FJp50I^f+qW``DpV+^|wb-mep77@P7mtdFH83bq&k*lF?=v=asYyYZb@-lM51 zMa2uT3u0}=5u7yoE2fcTk9@M@$Q7fMmBy;@{?-6v(f37j((E@=QQdJEZNn;Ybfvs) zim07E7Ntpe_+36b&XI7#2rMQ)duN?GPx4FBysOgM9JqZ%pQWC+fiDX;dqm20XTMLT z!H?7pyT6a8J;SE-g(r^whC{{f4Pj>6`tm)v7g2lszV?L--%pLk{b;V%6QHb#6{8aM ztVeU5Yfb{cMXzTyQnRP2$vw|CGkT$zfZZFnhy)NME&0rJB=wKQUV70Y=fl#*CdA^{kim1bdV( zRvZ5CTSm9I0S|tbw+~euZu?u8Dq~T8U2v;rsqwO6B6`{2uPvYc{fpUdg;B28dLUBj zT!@#mrO_vlm(sQaOsJftK+sj5>nScEkAje}KK0|uX|W5?Eiu@Qzb`si75@gahG9vq zf=gAv;-q?v3NHRjSQZTbZ&N>bMAo-Omg$rHB2G_i5!`k=7!#T#M#JBjISe#dO6EZ9 z7vHrSxcumIdpc z$;d%3M-%Yod>qKShcz@bV~ter1&iw1T4yrVhPjVF z@`hCiJb&Hp4v?fzJu9?+HBMskaiyD9tgT4xEE(ibAso99pR%79*J5H2nt42jD#^qb zYiX|SauvCm@j>OGp9H7?+c}nT$jkxfTln}EG$KLgR+95|df{4k2h4D#%ddzP2_Q*t zb?r|RM|Ckvls)ZPWLs+hh}lTKoHcX~cM9sC%*}4{BX*_3&3q7?`cP)pte6}}`5Wk+ zN$tj8_@>!4^R6bdA#T^F6bIqlskDX_nJf~j^cn5!SFFfzYLA@H(9)#uElc8RbV;3; zOE!O9K^jAK{zUcN{ejD%&?^WqvcCQ7QMRL&6Zm#hb(estAD2NIP9t&S54J=f7(fPu zf(}h1^j5d2wGPQhi~0Q3={}`IWJ7p{Ou*STI|gm;ImD=LKA6T~qTJ?A+@))_yx|m!&pS$gR6RMC7o(J< z1ZH+?{e0Y<1oDm_#6xl*apb`m_to zZcD*H%=X`DDIZ&g8=}0vArdAD2Ea(p-!hN*H2<&*XR1S*Fofblb^;jlui&$it+s{~ zvm&SIin<@;u#-Pf*EH7jZd-reu26WPzbV)eeXU}UPlnBa7O~0yKCkq728Y-;fNqB; z8y93^7TnigF4Q$mJM!woWYr|AZ_PLq+2p+_s@t9%>8?`RIpp*yD`2IWK!C!^vHN>& z;Oy*#ke!|DYF0ixjrbT~!vHl$*YVG0M>!z~vkXT|Lub%r*dvGgshTjX_CK%KM2&N}l}k1PD1|O=ohBHH%}aFGSVA;|PZ2 z?Fio7N787Z{WCHm(e2?0uGf0L)Uss$*~-KLKuD`nPM-n)jk2D>P#2|M$q2B$n{~6aiPucz_-EO=a~(Lus|!v37k~zV6h6rI4J0DU z`q7e2r76*W;T!It1th(t?A~# z$yn_TsmY*%YCW79{Xi$!LOl9L^YI+v1Th&jM)JpK{xHv&9&x$DW>-S`0(sN=9M5r| zV5e*@b}-me>=vFceU^Gw-B|0nUU&tmV_^{}&y_N}kG8HKM`3AC+Wf!zBR@arnEFot3AqA$7WS8us4dE(pD7RB{da z*Jhe%Bu&6HG{Tx{YpnKNep$>4tSh?sNT)|u@COicm?poUJ+_y5jKNN?#Dza$@M0u1 zShr8T=TnDbAb>hGs@h7Z!;fNHJeQZ#R((}wCFY)6-bHJj@o2|yxJgf^N@Y)XlD2C< zy=c(t8-w*HTQAyi#GB@CP1Zw-F7v}o$7AWE`sF9II72rPrL34cX>YH_0h6s(VRqOWthEg#DjW#B> z*NI!XJqm@I+s(^dwm=?}Mk=Y(8=er1G&W(BCMxt-y7uGCA9XHe-Fn)yXj&6@k4j}%Jmz;gDf7Hu zKIsP@wGIQ4@5+;^u?8x3ZQG%U5tIHg?l$m46?_?bG3a3S{S7u#q863AR{8i}|DtAh zt;OzC5L!#I$mCPIja%>yyy`kv!UEEf@AcJ3w}YZkMGS5^<|Yp7XqgQB8r%Kf9U>tN z7`6)MYwQbu{-8Y^>)p$fb}yOwtec*%Pyq+mQq9yPhJfJv95PyP_b8=H$zZfMuSZI7 znwwkQla}WHTXh=ia3UGOs1$~KQbJmkZ)^Nu>g zMCH?57qMtpE0z?rHhu50{ar~oBu_>#1{R`TXqr;xbihe>;HmFNLj&jQNSC#d<}>|;na(HPs)D>%5T`q~kM~Yk3YMfQ6!B#($C0f zCKjF})Vm%84bBdP@_A(KVCgZA@q&Hrvci?3yM}I|0mASVKN63xW_OA&uSc1RG7Mj= zxK3@yVL|2#*qR2wx2Do)h5&Hv)Nle$bBQZw!FrY>9fq*cpceqbL_Co=39~V4nYc92 z@>5IRA9dpHwqufpkqjSF?>3je+1F9mzuY$f%IeahgJWj?9+Hp)X|s!af&&%r?ssyhUrYLx3O$M|;K>0Vb|7s#wHXgCL+_Hmja;Bkrk_oPY$|Sk-Z^8_ zgQ>S~vpQRcs~2KCv*E`d6n3oWifTI9e3Pu_P@-5YFA)P9hsZco-+>fX7vEVxp{`UJf+r7SyaZfWD#2J3>PD zg{@FweokX>t*Wb81*B!bf;TC8fz1?1LkDR7-QA<0G(mKE>x5a-{uL492$sE-JWeO7 zUUPZdjk5A9T?Z9|8JcJ*&RL#e0_>~c{!OnVYqLv!SEJHbxQv^kCvVxJ$WA|8 z1S_UPJh7b5WZ*bRavK3mYQ6cuhbz&CjjJV!djp@n37?3ptCXyztBtIUh5H%bUeQbB z2Ypd;I1TPxQZ!r5jur&@YC0M24&P~Vq}yJSW;wa?Pv2Jzk61!+-xOnu=Q<0J*;K}E z*q*Y$fLRS$wk^Zzoo%tZ*4uuyV@xHHjF%N-$Mw1g$4k75N1HLvBO~$nc^4jyeB)6X zp&X1w5LG25Va2pkH_Dg6le7?iGn$tr7$!#P46l=-11ztxX#)X~I$p8%3IJjzWS84x zzxJz}i_K%#wZ%F2`|Sg%$SSQu>>&1&Ia)rW_uXa<9xq#nUA2~NO)x|1EjfGN2<|%k zobTJhacWX@zY@}s9!w>;^EbT5zW$}^KAM(mUQ#>hKl?}X(xssblu5z&k+v-77FFKS zgU(H>nB#ka|63cRYnfqmT}}vuEqMB5p7dJ#Y)cd-XB1m`+&YG{zH}#%M~lr2u_;cU zsr=YD$9rK+Q-KWHM9z+Jg1=N$%70&OMVvgUl+PtOx?yKKUV434^7D)=>I~EzB_++U z6uURNXj$kR^h=!X(zy`b2I1M|uYbas0`RA##F<7Rk3acq=ZS{fCEwRsx9|7k4(7Sy zy7;=g!T@w_7}d~^Pu9qQiE)wulutZ){ApoZ{Nh!9rRYFXbA;9PnV&V_!{BM7mq02s zzjKMd>49QHo~6q0RBCyB9GDTlK?&U^;~lYhhnNJ5(oNRA0U@X`ch~NVXCxGZT+*b^ z6#7g!NVRPSs=gA8$fCGQ+x)2_MT{BrQ4g9|>Pw`X7$PjYis|e<>94Mv3b(a64NDVC zw|ben?=m(e$bQKdA-5-lOUM1}BrpL8o6+w<^n633iT;iGk9 zx^BDS{CSKc>c3SAibgOFC8Mt~v7nLC4mwU3^1*`2B=n1u5(>6(a5$wJORb+)*TnY# zT(+;I-!7=1w(r6BPpyY@>oyzLJW7iR5D2SPrp-*&o14j_7-2z9<7|qBRk9wz$S9k% z9h96gscrd<#3Lic`I>Sa&v%Xy30+a#zL$T%6TS}$Lxhkf=%3+7f2*cf+SDjOkO|`l z4H)EFf96-Tgj~FgXSy$FI`jWx_Ll51l%4@PgpjAOa{@&3fH6cxQ)MR)qwtQ32tcxL zl$7;lWpnUKFeEtIXsv&IUnk`vW{1Ftl=4)9p8o@pcYrQqgW608lGoZ_e4un*uAuj7 ztJ~l*6b%i;_{o^7H9qgB#D8|bRZB{|n(7ihb#w4!zxuzE1JOQ1DVXBnh++dCynBQt zddrb@GrOVi3ovpp5i>YU^2y%)BTdu&fOz`lCo1!zxDCF??1-qgojM~?)`Oqc?~CoN zT6ZM_!K=>e@GgR^R6K=$K|Z zBRVn3np!R^!d3~e+p3wOXU(v1I#7X4^b_E^$ceBn(#rv!H*{v3xaEb4wlERgmG8Dv zL72AJ*srv4-8yQNes{gbDq1yqmv5_bHVfs}mVdVu8e&sZbPb?z^m%w`R$Y4OmNu0y z9$LXKFNCZ=A(Mo{9Dr00-fDb8&p^$6{vx<$G5$X+cM##T4y{`15bi8bcLQZ9JN7VJ ze%$=1M-8ycPYmF5=8#L)LVqQEKdbpml`hGAPkng(&-6eP76-%ynNw>Rdb#9E3IIUB z0R^;!hS-h22?K99?9BMG!iKA-e>}J1Iz}{5@O!hx2NCj5f}RaY5+#9z4FpVPjfr#Xv_UdTV(S`rA%OlhT{nAcpbep7!DIp z&YKk~XNVRuQdw;OI9mzXfHFLbD;Xxn28Yp=MolnjCTfY4vDNZ(X@i0C%MKJVl~`*=yg+J(8Q4qDQDUk;cFD_>4(yR`_)=^^&Lomrly?V2iDV597znY78ur9%#*L; zI=*t2GP~y7Ae`a4ji$jHO+7d<@2|z}j8E6?zgRj;J?K|tag`G?cQdMFFN-ZIVp?Bc z=ecXUx*rJp2$Y^noA*vEAdCzODJvT?AN9dKMi5(1e`n+`KnLmcR8~CPg;q1`7q7x) zF2&|u&n>&Xs8r$CI!mC2WnzXrRE{+@C>+zYfVtS2CKIN%0iO2T0&j3E0^3{#Aa$>G zrAp_Lytgcr>di^ZoaiD=reFde5Y*R!)VL;k6Qe<$zU|AJmrUv>hA$KQD=L<2aJApq znb)^Z1&-_c$vdZ6&I8F1pmuocN-32>V($Y4B8*D(CQS9T7uz6dx)_e~$C^7_Q`cv` zKT%R#5V5)*^*YC7jHgOkf&`)XXm{)@m1Fm&WlVCC%}~V7>-kuvcUu9C%KTHmJ%XVM zg2h@pWaFUOmcfH;9NZc~-=ZTlG4g%0_Kr>Yxbr4r&o>k=!Q|!b*47T|r=T&Tm}dt0 zi&lnZY)3lGe9z`0DT3#N(c0`fpPj$r-!qS-T%-Ixo)rzGgKla06f4^ER|!bp@Flf> zdU8CYp$pDSBJZ6-s9l9v2E&OMsyu^3j_9lfKc7CtjW2O?EgDKmtQ zud2f19UL|Sh2{7|tv`j&7eRr-o-e8Qm%v@jP`s=g)mTl z2$n7Te4zJIa6@Hg0%Bk(u(@8u=Q<4;Je-Cb0iz=thuxg3@|An#PiTDdu+sD4SA+8& zoGRgP<<2}x8l^#1$B{{D(cz znk~`R8^1QD+n61vZJgVm(pYJ<)zP6*OU+@eE$Qcn3`O7rH$hPknzXe1S3=fb4DX5A zl}>m;_Xtq|yJkwbq|8%Gl4PurETDz5JqlPIFmUS&z1qeNzX0&a2Y-9Zf{Z;YDEQ z3LfG3FuXyR5R4tnr!}l#4^^S%?QO3z&X1@?U;wLYj@eelnsMTvZD zF`?3jGX0Nstg({zCA?>QnlSks74)LL2C+|ry1SaNUbqO^6iC?V79+PO#ru`6hE~;) z0O2XF_O&=S7350_1zj3_UDH7yA3$2~-&{7oUa7tf0Yq9KqBz=AO2|$|mCP;2I>7gr z>1fc+zN^6J^+rU&?Vl(uhT9qZc`=Uq=N9i^AGR)+mvYjWu4WHj0h2Kyov>#Z*AYoq z5l4SbhyIAP+BMm@o)7dbcsBYTa6voj2}Ty+pX^bt|7*Y)(Qj#L)pV`Le@5RwtA3JP zTHMmp6Z?*<^RIs(*uDqxvNcX|?DKjuiCept_9&(vvRowXoT>g6RkN>E#5uG6!B*;2 zXPcKiWg@hLI1ZM0ucu^oq5AXZMz`~Mx>P*MX}IFij*O`V~(+s#-4_9u+eZ^tj}YSX`2%iqt=V1im4T+wNwuV*YX zWUX1=I|jh^0vdr*lfrmyGfjB^rkQ*^cnicJj0&mWF%=_<6`j}I{YvrR69ZwjcX<_q z-xO6p8=+!iYyh=vfveT{t{z9=F?$A{m!nrj(#124iBx*UcAtMYeLLQIlKN)Y7(+gu zXR2}1S!M=ZGvJYRCi*d|ty)?3zMElGi1-Pb;wNtyVfkOQ+i3DyVfN4OcurPOd zxnuLOsBRa)5B(h@a;^C5`9^;08cAeD3@bb^LO$bBJKoEowF1EI#11g?7z_$4p3hb< zkLl=F%g`MhZXP}NISB0389Ws^i0s`ICS}*XC)*y>hyQrq_10 zW>-a)-7TK$FMSI)riY`X2H`01J?j%~dWuiK+bnT9?yk!o1VrywM4Q)ks;a7PlYpXl zIk#}912@f+d+u_IoL5A_5`zJ7E=VwlkPd*b0{{&0morNqHYnW54UiikFK+xeDIaX< zD?YEuD~a}nkSSj2NwFWzsNs(wNy}6pNu0vRdf0^-nH4wz8Q8TOj~6f@2QEyIL1a;l zTExdAJwy;n?10c55;{_HrUC-!o*gBv1ZYtKXkZB%DF8UW-0sx0!2iLG!9MSlDYw&# zn56l-58|Ic{;a~f$AUL+E6|L!ob?MGZRogLOj{JLA;!6_6@V0r$YlbXShTgA9C&kXAmL~wqFzOA;#x&dQ>|vI5gMcIM6MVMJDo{+ACIU{} zCT4)fqm$*zr3+>pzKm(Zf%oTGFvuarh;d~acgz; zTyh4>id0W&g}%TZZMUn)SlBB+L zNL*|lMgRbxAL%q9c$T^y!!ZaB680^5cpu?i6o%^sTV5LfA5m`s6;=Oz4=W`Nl1g_d z2uOz@CEW^0cXv0^%}BR2NcWIK!+>;m4&B}HzdXP1yI$5}an~%DI>Wu^v(Mi9oE_fG zP4C;RZ$WsVT+e<|0vnNbor&LZtAF2eeeCtd>_#L+H(_E*!X1XGS03F=j-JL z-IV{lTVx&>jXEHxaqeuG$$MWg!N|qAa?9};S`{lpANkYl=0>R#$j;07x+dOF!J_mayei+f`ud+b)8S21qYR&I=IfYaCJqKd+eQr*3J^zI; zG1XTA!CV@ zjDNQ=!c@fAfC&(T2mlx48d>qWpd>A`1kz&K*EG#xPIQF#-%xaLJVbtVh_Aogcci=y z{)2lOKyxdFZ`+nydyW7)l-+};OnrK(CoogcZ}F$607Tf^5M3u2NF}Y<{+)9K@Z@!H zG6Siksk$WO(!^vs+PljRsTrz7ERtp+Z$)bQi}V{dOy)<{fVE~)BaK1<8wIhjuY*aB zMq8<{u+wopIJ=hxGGhOQ`v4(+;0-;v6J4K!ch4KwBV!o08N^IYv272tY_04oS?Tq= z2yD(QBG$7o*{h`+7~JJJO{HY7*wwyyVgAzUTQAFA)>&z`0;4rT7otMl_siFUboBJP z16?oEFVAW+R5|7W1pSvcz!S7Wh#pb37uvELxnyMJTvRQ_5lF z32&i3r51lz_!`8FC>>g>LM63B1ILKpqoq;l#2iLWAJAvT${^3qfHN$g$k^z@cPJ~3 z8cicV?(R+GXYEHzTh3fmCkjA&`<&6x<-pqS4bv#N2&tPc?SSWUrLi^99Mo!GH+(-V z3j|T(Ao9w@nMuaWH>>8;NoEmu%f?T`L!;PNY%rgD2LMGk9-9guvT6O=;LB~u^i5Uo zTRW?~c;4Fwz~Z{>Y!E-v))H!&-wA1@En!B~udcJ?kvX$1Ujvrtsc5QEO5sG|pq5RH zFc+CQi2$ex@UG7g044;0^QMqwY9w%18^@R!juC8o9Q>imcN&e-0|`ZwwZ9xTcyZ0x zDb8BH-BZ1;$IAGb86R``^pY72pi^LxTT$_%1NpL<3UD0iKcbY5=#=61pw3hQ(^=A% z1ZiY-|E&r(q)lqEW~-kz&VFn4c32K;6U>|pt(qVEP!j731f0Jjn&f}mNb>A^^~51r zeZe<^ka^r(Qn5znX=3#4sO~Ld7U~bC1GLwlEH2Q~(!O=}(F{wnPsCc$B+qY+NE%ji zO}z81tK%?XPAM?|=I{+pLX>lgx=0F{Lf9V;8Lvd~>+7K6(&Ey=KHAS$c38T{PeY*N zJB;hlK4efSx)Jj=8+W9f z3|v+(zgbV+?mdjT@ZvF+KBdGyEh^P?LH{Tv1Wg3af&N z&zT0J%ow?JZk~gNsuVv~E*_jeE?_W;Iy7y?GLSx6ATPCWTxGgb~IJ<|D8cH%1N8CC+gCheQVKFTs^(2)zUcZ~SzJjyc`1< zU4yai zSHkt>flySC-(!F5j1@2N)l35QBaC*bCf2I4wZ25o2_;{#Hl})-z{S)ST6P^0{7c}y z_KkW!GrfrLc92@5`#8j&?|!kagMpteQ%d|H!12yCGx2*7_Gh!v8%diSdEqz2}x2Sck;^ zl_2}imO}W-{nUpc1)Yt|=UqSroY9RJ5RB zLWX&yA)j{HIo?Xw5*23BdP5>bwmrFR5XzdS(1IK?Ggo*s>Z7V<^6d-8oB%xP=Y}-E)Y!A3^H-W z5JnAC{y@C^#k)YhPH)_@Cm9Z1)Z`PXeL6N{GDEU}cR_SKoY17aeUjlsfm;g zQ#(NLJT7gV4|ZW%TP%;CBrS5SsMbsb3M_eveN;~M3Bubo zhd8w(Fmf&p?)&+IjY4@f32-pf`bm4`MRZp&PWwimg?~Uc!$}KV`^1}#rDKZJlQ@8#<@{!_Qc9Y<+_HPsB1*g- ze=xgM;4v|E(L~}-Yk1pmdpsQAI#R=*3;9?_tvp@f$Y?GtS@#v;v^|BLdp(`}?yzr%b zP%W83-O9-yUV9zTu{BET0;-}Lr_W-P6`7M;8mBuz2H{|r9AICn2hjbd!(QQ7)%;(Hqe zJ;A}mXCb9^XlfnPhip8Hkm zwA24tj0NnC`koWIe%l*;jXz^hZ8TO#W1p_~ZobOshV%U-p=%n1shTq!7qwtDU|Zi= zqKyzOvBTHP-MI9cgZ1kES^rs+ZIy;f^ZeaxrohV^jEiIc*D&xJ#;PvhWtrRMV#{G} zkqcx0Ir+(=tGpU^q0oAx%5f(YtCPM>pW~^ zajuBv=7Y}yC8SSY=Y3l4c{XWk9~4sm@eA}If_Y;j{{o~44wNpBsbMIV-o0v4PYS_G!8ij z8axFQp?Lg{*o^JcXi;Lq@jC_spAmvb{VRR2YoGnQyEEP@pr;7O zl9Zgnv3K?;h^N5CG%PL9%eOqx!CsEh;9t7$z3Z%zZB=B@)k&`Ut4xt3Ey#9hoIHysD~kB$o66F$1B0-1{(|Sr_-N6 z^hZLmrG7G>hivm}Vp%m3pQFMpx6`dF^@=!a3&Iuq(Dg^mrt6%oRCOH8-A8>X^}mD- ztz)Dgk$#}=+`Nr8X8kcxX9^s|;#Hel1lw-oALKSv*q(|QHtWD*6IzuyUqu#BFb zPS6swNZ;I*SUyad67Jr-ePk_IPkqx`K{}9iD9%u8S)Ddr;c57f&nJ+O4%pEy#g|NS znX;Bged%x{r&F`JL6Vu-y*{Osleacjsw2&&{%-Pki>$p!Gb21=gERSe!r&Pycmd zD%M4+bGq3~eU}L2m+@hR_M1p*hxt7OAS^z)2`pYE-7EkniYluzj%EPnd##L0#{Xk& z&*+njgXDzC3jL+%h?)c*J6bBz$+Rs?B zK$?L6k+tL}lFUC{Uu%qo`0wM}31WnQSe7i#=Ac_|S+6`(4HvI6D)V@U+n=-^-DKw7 z(GR*PE9M-4uPgQ=hjyjf$KPtl;MtvzGV11gz#E&6Yty!|UxH*clUKfj@L5Z?SMuCKb#ekIeOY7E?ZW0ya z5FOYuq^PJm0M9>Sg0^4)b4W)L$l8pkF;vxpN1Tk{A}o|?KP9<~KIdI+yKR)XZO&}% zZgbxy7{CApp#TH@o6isIYSjyi<`)fBb3LDb1unVgd?o%XsXl+8%!)x5PLO6z&WP~H z+K&*1C=<(&kTJn;97eef>3Ceg&i`-EFCdk+U0*-xTtS|X+U}2UfT0uPrw+hf@vwaS zxV!*~NKa3{W|himfGolGfED=*kQl4eID^Ky!Z|eeE3b@3i`OiZHtIUbtlUbgyFEl- z>CSjjkmT~Yrx(6!#RYlzg>d^iN$6M zHqK<<3q}5%KX9;y42_#4QA9QhX!c6Mlw_jA2z#9Z0x47j!>B^>mnb^W45g!`rs~|b z4rp)@9l7V7PPmkt?F;Mt``JzDi}0B`yR245hq|OYy7@ZGM!0CCzxGtsx($P_G4yb= z_Mr`l!aZ}$$pG%X5%M~N6FR>^S74sLO@W%;Xl6G2#xDSH*vRt+(U8tpwxz#iO?M+X z*5e0=z~X(#H$2*VuB0|c?}+UR+tZAF%@(&BsgBs6_HH)C$kL-|2B?XChSF9l&p#_K zev=|Na)v~c8!KdCH$M}5RqRWc2bS635rj~&2Q$th`QS}prB1D$ zwWL29edRp?7z6#WLuvb@^M71M%{(b>%U!>5F)jG?sd8uSX-uLLNc$x>6;?&$Ru9~FLLG*SD{;iyDkCMmV4JW$s{*V=Ust0)^DRu)0rW2=AR1c9`b4pOv_4gL$@RRh zu(ICvd`J8s^mHTlbYIcd(RMRY-vC}FYg_{AfbV@x(oJ(_GrAdl*z+BGlDt-^L;9UX za!31F)$IpU`iSdC+dF#;aIE!bZ5KDE@=n>F>_hR=I)QneZmXWnu}0JhG3!8K&%?n?RUDXn-m+1yBV0nOZLS=-LrtkQ*70@LBw*2^`vKyf=iFwtXxH9 zi*VtPoOjwgjB^jG=Eg7w9e*T+TUO7ZsN1@?IF(ds))-akb}b||kHo?8LERL{w;z4S zpH)eEmi@eY>R9u#)-|+Jm}{0WZstKV(U+~fVTN0g3NPo)#zs2&kWRZQlwPVfO+9`X zDfeQZX3XYcNXL%p6c2rUpXD6XdV}zM5&`<}0{FZ`W)23Tp1$li6Q^l&@o6ZwEurm( zy!ClEfpt0KG1dtix&#yS|HOfgqWuXFSAdQl*#+Y{J%qAfQjtS=#B<{R%%S`)y3}9^ zmBJHnwYQ+DT064}dY&j`IaBkwV|v~Ukw5?M0;-@baMA+Q;dW=ar(P(_neXE|F3|0s z-~0Gj=XQB4K)GmYj6?c!1BraVYBTaiM-oz zu)p6ObXHlq_=a#iV#0WMGU7h{{dXL{kuYt^YfSF^Nzsn*kBoCj^+eu2+apOgg9#~2 zf|q~gHekRrNl+NxQa83%7ImZpV*&1dv^a6HloD2L7xPP}nAuC}7WF*L4>$|hvPs&X zWRrf20IT^dnL)eNU9ulaMRyqHrxKw*YmzzR{TbGPgAd#+s9!3oKz*SKy|(3aUw2B_ zt(MD~^pm$iJ={oSI8+2rp8~Zwd;fSfh;2+!K`tjESEdGknon?_^jNX*?I;zPTXo@P zZEc!C=bfWt2^7jATQxR4mJ_SgMVL>a96khwYR&bx`hGv?j;IGWf|rG}M%Y7LbLHe1 zvD?!uNp)K4fX~@9Z9oTGUlS?X_%}n3M~P5%qgE|?ak-RGa+aIJkk_oskCB~h9qKjVB zTp53UEVJz>6vF6rqsnu|f!d>fnePxb;aspUXPKE^@Ph5}8P9CQsTHv0P0H8lbaR)N zJK7W{PvyXD)LmLaeX>Y9|3x>BT(!X@Y9XOz@^)sVL?3~MEXfAj*uS(WHe)IRJ}+K2 z;XwBH<|PG8~~c7jlRO20CKn_d^vp)$!6G(wj6M-O{BXifJK z>9qJgGh3^sv)5DKDU-JyipwUrt`r7bw-HJMhU>W_#GiR{Mq^tKPN&^zzVvU4lGw@q z>m&u_$EVI3hGmpd3HA_mzVS&cf;nDn+l;gi4o!QN%X1KdVO1-piPg&~u1rs-D?i;Dq_J}SQp^4T5+;P+P`78F zyYzu5L7nlH>vYVB^iOhxKdo;|!2;ol9r?Rdw$@jl3*-D0ZH%FB@+)P-7@adEuoN#T z+;~1a6&Tc1!zf>6U)-WnCKt_WX&#@{m6WtJF4M{5cw|d@O2n!&dhEir6I)tC-mND8 zbb9zc*YER8GSU92pNX&aFo=n}KQUg-^?^xnne$@B-J|MT4dM7{jv=HF3OVd@X(x5n z^G&BcTom41`yZ!8-*x69#JMyIp%43-SCoqKL9SMr$@V&hi5Kefi*%;{=sPycu8E~M@lC&1Yrp&R33!>-ci;ArS@0|dbTX-; zaGKV3oA$6*@${ikA#+P}<&Hq%%jIN%MWG!dzO-E^7N&B7blpfYCe3zGXHttbK37_o|;Wt=nX?%F2EvqzwGJ_h=(L#&R}; zuG0fhM>X5*MSe5v(WcSMtGV5(IvUwoBD<}Br*-`6=~%`-eeUE~B6D0Rz%s6HhIc-m zfyB(xiP!Wyu}DuYf5f&Fk6))-#+AtHV%=#Adv?!~J|(>54UigBS3Mh+kRkZU`b}Dx zgg%7=gCZ1P1o=*Xu3c*x^UbdSBEB$lmD+Egk@T>CaAKNjBWGdq}bgR(}LFM+gY@W&lRZ@LzNo`vyS{X{QrH*Y`QWTFk?H zrRmYesv`08AW;(a`sUY~OTQSTZ)QdSppzQhnSls`y%3)cb_N-rkdPLRxKG+SQ#hc)l6{}gP=|aZ z(;3hi|Kc-|rLdT8x3Vhff!C{-F{|_c(TsiIp1@{6aQqPx6b3iL#ZRqNncyE}9Lj+@ zUAPI9U#laoFU)&Mij_lFrxSQ^U7vSuo2KW??(aCssQG+=d~`G3?u1uzTl8Axw(jwy z=jzA1_O|zxNgN7P)t4FA@b^Bn|JT^cNBiVimU=qpO^zPQOA9yyEmWJw6Tyfiz&{T1 zUI9g@gCo>H+n4w1s521TL%)W+TMVw47J}C}g~5g(i|2}qlEY8{^aJX1oUVkTbU;d) z-K^Q0Kq-G(+8X>f6TjyS`t)wE^@kP<|8c2mz}&M59x(>Lpl82HOT=TiFzAM|$W>Lt zs+O;6{>*Ci82gAwbbsQ$$MSyZPJ0&i(pzu0(q39nvO^c*iAmdDEU#5~uYJvxoSFU8 zH7ws`W%Cw{gO}bEi+)a#BqaA!UI{aZ{-e>U7y_Pkclf*440Xi2@qz;R zwG-k5hzSI`*uQ?MM_f)M%k_&DPwSey^Cae(y>F?Tqm|OrdrMC%+du$j{AunkCe?Z7 zLY{x5H29&RW@?+bq71jUKO4~&n;yWp{f>l%W=`-rkcH_ZJ5j*g2wCX;Ohdas@^+21 z*JFN?Kb(BU{Id%4PV$c#n#elm8fA@IlQf(O?2CXv?ioIS0ZHkVziBAQ8$)A1O|?WN z(#~ADJ*Rydk2`M)OR-4^{EZ)j6FOnq%S8isB1#&f{~iY#FG(qh2TZ@R$}?!(xdgby z?p7}&>Db=>r2L}hoSbR*n$+B&K-{8-a|~_4L$l}i=p_|tqY}90+Vx8m{rke~WGpq` zvzJzJxH*31+52WncZ$%jb2Q{()A;cbSnR#>Bc}m|o_$nk!oPRtAcTnuvr@+-aXaSl zuyTecQK1SPHE3Yy;K(DJ9FB+D?35l{RH3KvjT{oDUk1Dz7#+Z4S+cRSY<@FQIgdJf z8lo+W{x7;CYUmT8X|H2Yav2|!wKJBp=>+I~BDg8u3QYwyNAzGrmQhg}o8+xFd3U(Z z-+EmPN_#6|?obJ`@N)Colc5NMM6f4vHf#YO4mv)7lKB0rVf^ z!l2sX;L$GzK9-)acn<8C{`YN2r^*l4l}>;f zcvpmMd)(Ro>&-6H7rn)y-Sju2FU4VzoW9D+jd2*c<^cgFuoSUn(vU=nug#25Y|0vW0kBLSmA5 zhs$H=TzJMbp_Hm_Y5k>0zA^HlKRw1(%jH|Rz<3({NRcQpXcB4N@g+I%Q`^xHZh*^aa5|+MzgrEUyjtCpDRPjDMEOOixe0y#dhC%zxp~i}rC6@~BEC zTXm7Wo8zz*F!q|iasNUE2yfbMKgRqyhO6N}hOgi0+KXxf)JcflP z0td9g>DPcThJ8I`>w`NQv~t~g{YA%Pm-glR=~UuWpa01Elv(hC>?pXjs) zR;OJ+z;S7ICGw}473BhW!yYl6vOy|^bc?cOD;POUHtbS(N<;x46xEA7P>ZXl2oH&EJl=#*wi=O$^XcNo<5~Du$sSsv8-ilYQQ=1J6U9~fz^p5cE>WnzF$KSkt&Lc)1`)%QM_GjVTuWZ;`=K6Z{p>9^?sop$pTUr^> z+e)gR^ErRq%|N0OdCIw?+AO(#{%3jbKTTRG9#?N=y%ypSvrQM zzH&NicApXf4YX8FvjfoZaEgchLGbW|>3(|Vhtpns%9yEHXPF3zzfZ|ZdEIYp} zvE;)++d+IQA}LEben-`b_S&hX6SC;~23fCoV`nn}l7{4oOr`BA;0+G8md;sS?nyJ0 zCg|1T30n`8P*Bj5_9LfN?|qW=5R$f&1t{2Rmk@TE%N)5G&`tpxUVv^yQMJrOggrAZ zlwm9 zaKGU(#{s^R)oqnG8N#BM)2b|vu@UPXhV?s$&8Mc&pFF&>Ew?V|`Hp0m|1~_%0y{k= zadtXmLCCwYeZ?C7Nerz=zYagynwg5?3MM8{vD=Lmy1lv2ah-VfwF` zbK&qC$hNi7kFb{~IBR2;diWhcp8rp8_xvkD{`hR3$Y4>LefH5|iiVh3+KZUBe&-RgNy_55 zp#FEabx2+as8e{%@T7=oBt(dwCe>d%xK2g1&kqh`kN_ht7q5_Z&bm6#_Na2Vv(bq7 zOJ86+VUz0Gms;sPE)i>rDT(Bg!dpeob znpV+tpK9j0Jqs+cjn4K|w-<^3>%><`Eh+={Gn7I{h^8%SLQ)2Rw@5OPB_KhGF)mKd zuJc4tVtH=)c;vKOP3c2myONr93$}4P&uK+`0G}0=k^0(w{QGbK%+JVDtI;9oza5fK z|8)CXU17Z#I$o#ZtIp1+*~}c{%4(Q>ARBTOoGl2qPnaR=fT+dIGcCiXRuh~2 zgfQ(fl+f1J(Y?Sw&E|R;Z6@}+)*CbOQ{=A<9W~qg03TgKZUPzWfImRe$m3S3bOVTZ z@`_qO9HL?lyVs9z?Ee`|rW|4~hTQ}FStzLH{Jm8|x48mXkLWup9VrVSh5;Z===()i zvLY=qB||eoG$S&VIFxv)6sS0H)-#fn4QUJoALlzZ7LCG2v{Kfvd|ITjdvEk(@lTae z|AG5W$y3&>Ad)2eD^n5d#!pvX%qt|`A#wjTE>utFzQO#iM~{yAt5??E&43-7{;HA; z0g&ONRcfNT?2$^Kr0PO0#hq>U9iM$llbQB9jAI!*^hHX@Pj|c!8GB|iNGIYS?&ycl ziGAG?G@}GnX!$L7teu???pAJY++|fh|Ext;(O1QzukA9LDVxT=k=B>$zwJLIK^>k( zWwLg~(x!L?(ZlXR2`(b`fQTa4axiav6xRb%2a0+3i#Y^hW&M?f#5 z9=!3Q1L-7B)zd;Zs#Jc+%i&#Ntsyq|WW75~1MsZZvrE7wSOSlJ7NGfe3${H5x;SV6 z>FGd|M;HUa4_?#s8-cuD%Lvu>-u3pcjB~p_OK^JnJxutMPDUWbKFu3dER7Av!ZBF$ zOg$@tY(mDtDPMt~b|SzT|7mOO$@m5us7c6{Jejtkxp4~9g*b#CY0A9PS~;j(K4T5c z+DWGNcU}1H1PQ%NgkBC|W;TAl9}N@?=$mYo(`Gk{DXPkuL#x8**qyhr&NY0yLmVS*RrupalP>lEJA&KU6;mYCfK@ z!9EmXQOQ)xB{az2HkJyI*!l;UiE}p1JC@ozXe5_F6#yG)cSubj%48vKNyF!($X zIprT_EV(Ww1hVA!QDyHsU7mn?KMO_vheB44*+3dkKFMR2$6WsdA~z(?q^Wk+WI{jI z5;h5R@Cq>-;E6GX$3D9~d=ElVW6=>XJDoftSqO&j%nRP0B`lBu*vwSOug~E+zjtWm zC>iE)g0fU=Q;K(|5J zhJ3!_#SP)e!CN4vd5nFNv_F^^1T=VeYyoWHMPaQ5J3lnSPbV*-ne@(tFEohq)jSYb z!qc{dF=F316T}fsU0zWC{<`bg9;pC^$qiwUVxOU{ShB8~CJP6b@@OS9u1TD>Qf>Ve zsfI~hbiG@^z6T30{E1#TK;*mn+9uz`_=7PyzNh?tuu?-vDx&lo%cw!wAR`8!u!xYX z9W!o_ja_sQ(MSgk>RL}e(i-Ile&)|AEe(@E5J@&%v@r=~C_8{XP@XP^hN#K6=*wjt z3RI1%&BhLPt4grZF{~~#FJpUBG-3eN0C-x$#>do~hiSqYkVMU9uvo$wdFk|HS3{&D z)`M|uNL9E&p2D(oY>eti_OW&roxF-0>a|f!(dz(Z4&D0ru$7i(RSPNQ$t-GkDEl}u z7ZSkY?G$qvJ+fb7{lG9B+#YRyvf~xhcDG2SjJlpZ=W=v+bwpFK;NY;FU0NzIy8!8W zcb&>6Kg9J3YOlyM-0qRBy1FNw7UmyDE@o9||06(HuTJmm&LVB(3tw8;dawD;i`C|p z&;5c7&|S8yf zGb(45Ds7n9Iln2gnEp%rv{I7Z6SdS|^E>nL3vm@~DPt zgqZa!7Z8|S87#-eFQ`=7z@b7F`9rnlXRsdRux4rujUMJhaGOT1OR|4E;=cVK%P90S zct1GS`oK}Wja+zIiX}|2Z)9VJyBQ!13qD-=)s2dc8I<7KdDqBb)4!0{K*2I3EUfPN zl}LCx#LewaXN_oG2M;t-wVQrQ=>?2H%c6O>+8QVbqY;Rl*#D@}M6OyZm-ovj8OZtk z97P}(pOeX3ZZ51f0!l7x0xX9;=?aNf(;D;4xn}PTvD9WXeddKGt_{(fbGqkg2@#@n z`V=x*6hEqaJ=SqrsT9cj__L~()_Wgu+&wJfIxzi-g9Rq@bNLNAGYB3!DoNu$Bh$kT!#;BPgYEoQ4ikZ}hu0WFof1 z&Cwe6h^RT))3q{p^~L?7*(hu`M9Yd@6BMC8M*L1GdFlrCLQ#c&1!qPb)`D4g3iRyLHnOEL}9^gOJPL7!maF&8D z_OUYT9#W1?Ry9qqnk6*k^>?DuTXd*{YNTI{paSyG4D8-rgQKeloV zMGax@mo5FgvYJ|Za0*iu$|LW+rd=N~jpnsYiu;iU=wKTpUrj*1-uvx;DO98dUCj4d zxdcE1!i3{~4ck0a^)Q>8X!gYx$P#rZPAi}-XXx;J*0Q>SQ`I0#G9926ALI!#n&XU7 zt{g-8y{lTpsB)T0K5<4xC&RT}D5I6Sdp^H}q@bF$1UiY`Y41HQDdFevd|kwbqI`rY z1{1@2mj?L-CjYENay$-Gr*af)CKTDZ2@)gylurD>q*PfuCHl%`o`mGd(<4B&&1WJ3 z4#_SV6vnukOIYx8c{c!?ryv?rNfac33Q0io-^>u)-lHWICcyHSb0s&-p-@FtL;WP1 zU@vE#aggkSTox`;Wte)2XTWB|}Ybl%k{ zvgi@TGE5(Fww-6B0hH>^1MKe0`6i1NFUQ^f;YnpG2q?n5$3*fO9+mZ;gpTS%E{m|p z1ux#=;LY~il6?vFV7-EMqwAvBz-U6_Vcmf9clFulx6tjI?jXjeA(?u08#ks&?I&&p zmi4A)&L2XN?81v#n0?*1yEA}r_~=#|1kWP9a|gp%Z}#byXE7=yq43m zv$y5Z9xq1lV9gk12W~Kd$NT?aL;Cf{fTp#&DT3!+sAadsHJmAO2laV^VKZ-r6Z%fT zHx%qQI-L64>Q2{uH-MpRLxZCNZ)QeQacm~8s5*)fQ7Ju3)=-zm1CKUYne~TY>jISL zOO<`a+;dOd`LFiRG&T75uk<~BYlplU5yvh8wy-w4Y1BFknb`q_dumN*;UxCtAyBkq z`m})mG1SIa?e~@jlJUYT1QlA(n|#SMv!CUb)8C2Zy%4kC#D}CO^@-V_LOK2>9h6GU zoE!S9AL2G<6gSBxF-IoWi_0&l^bS zm(TSj{Qd+k^fy3BB(V3AzY)MctPjye>99^V*Yk4X!KY*Wb$l`LM0YjN(R4jF?^b8f zk?y){rUS_KC@j1X$?>4W%PAS+&%ubOd$$9KMlNo~jddeh>+onlp7tCgfRfK1vmh}% zb;Z1(wXhRS;<)&Ic?rqcnhl-eUX9D`da?KC=|~&n&A&&cZw?RcO<~a>Ru~8(Zh{*EOiGZm=Q}NNo@L z#_#7&9v@(iUVGyly3I}h_M%4~0=q`OaDlA%564x0Bz@!7bCw`PD5s4Pi704c)i2v* z(+1c0EoJ>)+`9q%HpP~2=~09MxvWF+I{@^O_lcLPbZ7dDAv4HE?27g-~DTV|1lLy5@E)eQ6$jw<5wyH}Q5s4A>L zV!gJ|dap^6KkfUgR$>bkOiFBIbWw_+b}+)$D3=``z1Z&QK(vh=^K?XuLw!D|$b~s9 zXj1ghF-{y10&*DEUi=3OXg|}LBE_zzQ3?KkdHcPrii112bLDn1pq|EOb_fcv!RfAu znRj^Uyzm19Z$5ShjS4+a7W$ll4z&jx0;YsTw{2>m|Dt_YDa=?a$;8I51CS9fAa>oi zA0w#`A2vxx4qw;)_O29T3njnLRpY+7R5;-4uDheu|4>~`gCKR6_*PF!TLqX_O{X#B z?VdA7PYe__RH3yqE+0JnrhuhF%aa)M>CKL{I%PYSbBnm!cl#t|mW76bjiD(npZLhU z-cs>2$jipHvD?r3rGVaI(Ub?L!LgGXn@E@+Lxl7Q*zrn3 zMi!PRqI4(xTcQb-T;vL*xgI%+5Azm-|L@eJr@deOWPg7IF0P>3kLs39#H}05w-`)D3+mtUiqGbeL*^@AxZW~L)VnO z_=b!o8JTvevFJhR;K4;B*jW}`57%hGo!A-|1=cuZf_ny zU%1MW2;POFsz~o4qD{oV7~_SmX9e0W%V>49&DY+=7F!zo*D}b@9w0nS?tTDxqngEo ziG$r#<5kr0%iOp1F(w){=re>N8EV|2wSCqi5sO^&!dn;i=Dj@}65=+t)=q%D+w82m zN5T}SS72cJH~}Vi0ALnLNz6MPm7Q>Qd6y*zP?wDYM^@^USe)2t?&jm^A7~WZm!h6u zad!N?d&w|V5uy88St59n)etu0nNA0}PW7s>E3^E^hq!Q^7gnR+-PVBwH&(c*)9!f~ zbg|yPId>KoQHbPUJC*V26)8)neRsBv$%}#6Yz_L&#AfZ?XHEb21dZAYI}R3|`H925 z71mDIfKr25X>kqs6p#(Yb6k?XDLBjvKHP5ovr4hhcir928sT$;4O*2$tdIzMr!* zcP~_^Auq5Y|FE$By=W$c(wU?4Og^*blInRkfz!tNGBh?Yzic^lUuOnXBcl9@K{B4; z2d$`zJmYI#KBt45xAA%gh`-L%T>r0_}htYl=V$c^o6YJV1U~5y7g+2X1WSoUYtXz)f;z@0m$5&T{M-DKhKX2i(7{Bz!bneLDw(etC3YT z-voH}{8vxALR0kvyaX@~T>=Zw^}=8z;eBfmf0Pb^(B=A&AoDT9HcS3~vEd1{qU;nP zAviUu-dhE4OSt^I-TMPb1!MbhSkH`*K0MRc z;OHx12&@+g6RUGseP7XD4xKR+_wXD44?&&}JNkBDox$}?KrF>~on+=z3J0jiygdyG zIp=t)N$7h78* zWnX7NyCH0T(!WI%U6{kcF^$nuls8X@NWhc9qvXkT?S;-*-RBow!L523++MC1{Wc6w(K@&EDN4C+mO{GqQ&>7?lkz?2N?bPV~{ zQCLb9QmAC50!d_WCra***on-Zy&(+o&Yu2j?zimc^hpMCwW7bv-W{cy(8)%I9_a{Vl5Wqs)LJouhD_?9YQi_2sbn!LK4maI{x*`1g^2yrxyjk0EX3H%-$U=+wmDN$*@X? zhFDOF{xSw^!)JY7h)|7OU&*m8_1L2Du4@~vE0&*?_nc<>E5P-yrFjR68{!8qyLkFR*G$v2-M3xbhIoP zfECgwe_Hsi{e?yq6(HXK;y_OH_GcS%tW7Z614ameGugqrMuI=|?<^f*VT9Jo9>}Zp z9n^YfGH_tv+G|Uq|Ao#>Pan(9h>x|~~?SJWi|tt@WX@$bUUgJ9F4BPmIq|G1H%j31kS}B*_~G2ODuC+eQdhA=3^M^rSwV; z=wul)G0M_mq!LmApT|?nd&@4_S^xE}O4*?v+&k2QlW@ zRASOVqlFSZhDIa*90z&>*G2xqXnrLmU__Hyrj+(!%Zm zMgh)}rLY5Lp6~04t!kY!3bmb`WoN&c*3zR!KI)w2-l#{sJ`V1iwnxl)t)8(JDc4A7|6lWKLfG^Nou zXlxX+cxa$%%N_Q0KV*V*Mu^eBr0Ro|^t9NIc?7yGQE6Mhj1 z^^Qud$K5@rNGajD$+o!w>Ya}>cy5os8;b{uiqjZZbv3O|GksdV32<<52Cl|r zyN#`_jc=ylkO~!yp;cn^Z>A`N^&e)7P(^mLSH(K!>9x*slFKW|_suqbL2MmuOK^>1 z;Q7W?B(M&CYSD7$8Ws|s0qz;w)+%9c=g;=m@G|CW>e#)2B^P+9qr$fZDnVc=;cr9kveoHm7Mr!!_WyN5GA6B z*&BhFgFnA{H^xn)uG&t!0w-`06;XXhc#AH49wjN`*Du8UH2P@-7u}+H{8Ik;sQqS; z{$|jGw9pr@QlxR$jMpo*WmBlwkl68}k?oXe4g3ap5ud+3pyn7Gq-a`z@5Xb*DW|xu zLA+oEo4hoa%StZ=f#r$nVJ=g+1o3&`87}k5=?LAmGZJ|?jm*+o2v=KK{lmw}YYVgQ}^{?_^yd2O<_N(ds zG;}UhfTE$qEhT#nj4B^d#5K2@b$o%&p1byR5-viiPi!h zCwrg9cmXF&LI*I+r!}A?49VdHFP0Gz1H>6y{h?uuQVH35^r$fR!OR_)Gg7LR6?8N4&wT#Rxe_+2 z4ooBiZ&!&cyI(m zolh+!`$Zr;RH_2SCN`dw^TU3_&*c=~kvjm5N{01}FUVd58ZmCB9kP5B68%zp)6=ONGxN$qhAyKp zUp-G;C+>bjo#Aj>`(`NCQa8hVEi4g5{sRqzg&v*187@BIE{wN1n)+fO4%vYW={Vh2 z>E$NpZqW??(=o~}jW^^Y*1=^5SloQ93!;7{By#g1{QI2IeKaE)X@$0EbrfNcp-_(~ z=uqA(HkLDmW?zC7%_*>>0+7%ah!FsxqdIX237~othz;1T4tLG`!T*n{w~neh{r zJMR73*SJ+zw>}tfp@32Bx zQ<*^qS8DT01fnUGR;>=Px3mzb}vK>s<78Jc%Gs51-n>AJMSiGj9beGRuTPldFT5DcZsu5gtub zHTnF!Xk1gW`Q_^S>#3;9)c3IE2E-t5J;wXTc{k5ed{!Xj9P!4AD_G3Q4S8KKx0XO= zw=&vd1d6tho&wzf)sC;K52$W(}xnq${mv_gA7ZNAc%&U z7U;s|B|U*ghkf)vQqM!o zQ47IuyC@=f2Jg+**<;F%Z~La`K7sGJu^!-q{4fPh4V~_$g3#>-+k8%I`-lKbnDJUx zxldR^@I2e4A$z*7t;zgZR6(A>$O4eg0sxDgiMutkL{x%d^9d*yKsujH*Qe=8IM|); z=a9*u1!}M`?dK#@q)9k9oK&6l3&R^s$fz&Lv7OcEKi*%;?u3s=zmprrd7GD4y=XpG zaan2>*IVB6-d*S{%Q2112hfk$PhzA*g9y+k=u4E>J7Yx?2X}kb$YpVK9l5bWJA-o* zW*N+>u_8CukbmPcOvQpsxJ{J#ncmp*BzlzT=@U033y<3#!4`$ZGXO1%zq6z-;SL_Q zF?kVaH;s9gG2X!2yqZ2eSjI&Q(0Ofby-mJ=aQU!==1Jmxq~~o=)Cl_w(jAg zBGoUIX)MpbsmDFi8UuKD%N!~^W^^WXNL@&O-cSAQbPNwpDAv$@2+{Xw zjptyhVfu>{6$o_d7S@a;-bYyFMmJk} z2yR5P>0n>qMc9!FnB-DAdPE;OOXG_Mx{$hC=CSj6Zl)Tj9NAR#-((H{3bR{Vu`(WHckEJGheKgnt9qW z34Ml&@J28RbCp?Ut{_%_2>sspX*9tu7cWPpAG z5SaX4y4&VxWQi<~Hdg_6y1RRP(e()s|68K=MkdfO{$qrv$t=bBzgCk9V%6l|h$I4D z+xj?1S>Y=vqhkPRY^Po|b_n7fTM7v(*MMD`(Ra0!6f8S1=V3aTuJH=_7`5n83CD!L7F9Ms`3Ke^sBp*A`f+Imq$uTEk;lV5Exz+-e-gg+ye^uSib{1V zF9Wl*%0!%=zFppv`J)kNaY%a5t!MF3Djzv(FzCRyx}XbRKBAc@uhLZKUUYCrZ1u5^ zf2^V@Pp^mTTt$&S?qucxCP0PnHVFXfS}}=z+Wr2dlZ=ii%He4;7KAr^B<7$aFeO|D zQudy_ARnE7-q`7zM6V+bZl}{5TlOdHb zQf3jUdy-4c|DFMF5#lbNL=tCgL#_Kii5?hm|InYtAxLq(W^p#4X#J?fT0|lT#!|U| zJ?rl^MYSy9@+!NY))jU8yq$b+dzpeuYHRD-ZF|VFDAz>Hgbb;xdrWe*`mfnTDlDkH3DUIrqr>P%u3C3LJayd~erc{hN_IoXa}R zj#kkdFit-n4dXwbZ4&cIZF#`pnunep*d9?lg3y@Zf>yrh=pSQ{`YUP@2T=PESLPHp zxHz9S3X;&62M#wsh}OO^=&dqFz=RsD3(^UT*L)kLxqvas-yW0@= zgRvg1Q9cD)=lE(YKe`j+qo6c+X*~isK#OQreuE!Y`)zKbqr&;#fs@QSbw=L5lhi3R z3o|A;J5~;swf@~^R?H7}Tn=-@#9XdF0#iYnKdsu#4LrXsh6qgcUI~G{_q;}~`#I)D zxrt^_u%z;UA^TTo4e#>LhQzL6`c?T+)zY|c=%g@y9$Dqm;}34Mb5F4S=-T+P z@_z{0Lw?PAh5(ku;uFy<{ySQpZDeqzjGW3e^DwIrIi;J|{`o8#W{S*)LbnluudVH^ zqG^z?L_)Fi!GQ>XUfr7n`E=Fm?}hoapP&I-7dqt5arQTB3~^8Y?}yA_YW zF7)H1pAp1#J9SMS3+AkRS!*@yEaDef77nObZB}8xEQ7e7OaE#3`X|LR7StOni+9E; zlZi=TO~)5o3YWu>@@I0Y32*8*EnES9>My&b;KyXrL|O&fBE>6~9hF~OtHNm>zq0>L z7AOBAO0IxLDEJJBe!jNG^(>*_KZF0`CaJp!;zyYlU}S&p7(?ce#G_iuf7K8y%M`8! zVN^vA4&>2dEIRsX10v*+Q|XCJv#^?aG~?Z{4B_Yih3-n7bdI-PP3}v0KmX3-u|*5e z_lgbBjqpZQk|Lr+47;cKfOoS~m7bBH=R=?_3DTvz%Amf!WzVC!4o-UUp5Xi4swhn~ z#iMi}0*Q}DT#cxYUTwSLc{EXar0H%HZ}Zi|R_9~gB(_WT2Rz+m8m1K5vQ_!(zR3gn z8542snTT=GM_cnt+n0v7;CV5`Oxgv8bj69N-A0{toa!3Ke?KZ(O$|1fK9x(vX)32$ zmoB$=I+6UK_FC53Do^WmfPp`#*Z@=A7qiPhvla3x_md42d=#PQ(@p0%{BelWWS`V- z=-+{9M)Ek~o&d2wt-w~yHpRmTqfOiWGT&h*^VXtHx=+yN^jItVsZcc$9y2&SITME{ zJ+Z*Zk4C^Gu0ha9lmwWqJSA5<7waRjlfxVPAluiAuFM&wHcC7 zRxLg1Gu>b`GacJ^EO~__F2}OoALvyuqy(Z+*x{?)Q=jYu)CqTW9Ne5Wt+ttW?u)$S zm#)vjn4A=))gA(TM7rKL0U$K}*MSkF-Qt3f_SGXzEw^Tl@RNx^B?Jz8w}*22PCv?n zey0|(N5kBvX`H$rf_=}IBwx#1<;lZ^>KgS8Z2$5KQzRqM{{H%B_iwbf)NJgWj?;8y zq`MU5*kZXE861|=^<^q;DSaz`s+zEGtq;@7zwuu^PsLeX15j5YDPM^wEV-zLO+-ek#CI;BMPq`I*{$n;LYZEi1d0c#g3dd#e zooy4W+h#|Uw5JI1O`Y;*R$T%(A4mrWv?!-$siTQ5573dJU#Y-WS^Fk{^;;AS%fY9e zs$aWr$~*}Bpu;K%m)!B~1*MY~1BLW-7^2dWEUQ0~9YE_MXy#^3@=cxVH*H{+wG_*u z>N7sKsIlLW;Xlt(K$wLL2X+zg#;sakm699$uKv$C0EP0moUfYr#_gonyx$S+<8K~? zcU5VrcpJX(OhcJ|kkQS+r~{*}M5(O4oNSvrmD-jhNQ+Gcqx^a~UFER)0z7uIJ;gfd4q0MT?-z`Qr6#jw+;`X;K|wQHhHDd0^w zXMdvFx5U$=^y8*5<|%g>8r_@c0ZoI{>|(cm{v%mkdw0S^A-GNMS@-w&(e84CYBKKF z{B7>fjEmW&y}OJ30e4yjXXTb(4enpSaAR1w?dSn4#ysRe-vYIEM67$}q+-}^?_^j? zWKaLlT?4cdWL8axCFF^%{?Z|&>r%&)eiXsM1KD3cY)c!u4fs&_dI_Nx^b1NQ002D6 z{Nqg6Q)n{BjB=7aXz~6J*GUHbAhIxx%Z$CbUoK^B>oi&8kMjXX!UUhdH?S@c0svLK z9jy+l4p87|xm})*8ehwu7MNk=v*WBYM<_`24fu-En-l6@yA`j*u>{#ZLUNK7c47Dw zJ}Y~9Jut2BAW&LKFY`ik-mb!nJHa1tNTaGk%3%pBgHflk2l*MaYhprz?@WrEK9k|N zs2>I8p}3Pv6bBt}6-@f~y&dnTpV$q;+h1+ksZ6VR02*h1d?cJJ(V}BzQ(f=ad3dc6o8g;m5OHd_=qUx%Qr`OmH%5zKR22Yj%OURM z{Ec+;8h8S)s@@$AAkq7z1B^@9rc1MlW(>zYiO^1lTTeLOynO3$MJ=GIXzBHm@hC(7 zj=Y^4f=U4n2}u3UO{8;#bTJ?&$xOF$uOvkEfp@mfGK^Om3>PR)3IJHt z&c(a+GDoxA(Iw^0^W2J;(sT)c0tMtt=`bJ1AtI*+#jfHmRkH8z3%%xsnkbsrsBq=O zuhO%Iz1o@IyHgsyewj+=-p{84rta8(Bhv=2(%%s8%gYcsi-!Z+CuUT+B#}p=Q9Tu> z=!7kl_{`{O23epag}I?!e}$-1_baO8yY7MsVYFJAObfD20`x#9Wy-DdDjn9L$p|1{ z`A1jO_&yOs8tfYYm#*(_mx0J@EVhZMm{mOs4DdbHf&EQ&mNxrP-y&--9pD*sq6&C=9h zPxAsgOeS9uu><8~a@@TQ&z{@d>8%UeD|TzCvAydHg8RNNv_A*%EH14Be@du;h_23$ z2h1(Fw1V+BK(wekaWDh6hoS{BD~m<-a($3G%-^5YPuRKV!4A>7PMl6VZeki3HG_*c zC%;vef<&gUi7B*ysVw4iohJ)vDwC|uellfm`z(aik-w*Lr@q{ws&RFGe30v*mb-X) zS#7NJ!m3t|0v&ob5*R$xq4KZ`qo#Dfw%#TSs*Xp#G*QN5r&1L=ezSt)uY;>PtU^+i zeRS{koZ24WmY0FEF+0~HWWBdjfxU^`3?~dW@$~ig?31kcas$>3&p8|m3uz)mI~4!^ z?^vJKUfWxXl__Gh=+3!&j&GP8sUJaod@?A2{j`!t^?|J09VQ`Hd65t)w65>>CSSp8 zPq6ia(BGq;3)3`+X#czjV>tcm(cSf$Dp_hY*ihd}J#T5Pt>DPxKG02nPUF8CmK=i>Esm;8<3Xc!Zv!lO~0IuY)s zW%S2+x>uqfNo`vcy(wR6Mvzy{3^(@n&C(i*r)n3`OIMEniSYDXZstV`eQr6&Q(`l)%I;ME^`BHn&9d$@55g@Lq zxlm`q-IyH10w>!_e~Wz@BSVuWiZ}1_WnnQk#|Yq5_%5G+W%jN`58m85%d85;Jo+Sw zi--1Q-V`(kkHC*pmVBO;8IML0B_>QnFt@yvpMfcMxI0?IeDjEIcpee-C=ooHvI5<1 zL!#9nl&=f(mMuGkJ(t4O#37hZ03wl3Aq#Ni^ECf)$-ffqFfoTM8;6nAVxR17b(n;N8XFVS8CM#`)y9JBhVZtWw{daJTV*jz&~8O8g1z7@)1QSQks*2uRf zWn7xmE2HnINZ%E2t%RW8@T{%4#In#uK=_#E96SLZ{d(LCh*LEBsPQ`=DiqDr{_9wJ z-Tq^a*-ob7B{yx*0y%a^@+Yb+S~buhjfiIg@N-T;Bi#xT_yZ#pMn#5dXSc1(Fm%bZZD&b0s5u>==ZF7Ft#=Xj< zoeYZqkbbJuFpp@yh9voGU6y`sU?~!l>fN`lN z!V%nfJ1o5l#*?b&L?vcn4|0jXrFyspjWA4Z+t;eXOICa1TNRpMy1l&ngL=BfsSouF zh&XT~R(rTx^gMndmV_vBN2YLz*`eboo3Z?(3G`^FzPsUb;A9@*)dXXWD}!r(qlt*i z6Mt+QzsIqJ%9S5nerIZQKe^ORK2m2gG#YIw5{sfXEDds|um^1l+>9dCIu1cm zYQ=11*J##pNg5Z#9hUl;1K`8^J*J#O3q3!o7qkKCto+C}G7yGv4JU#=DG>OS){8T~ ztawi4T1;S2{gb(pv}*K_EYX7MI8ESuQ-AXJZXFDN=LrF_d%eWa^DWrrSQ(0H>DcsQ zpe%0h_xB}z-Ys3-n`1u#id^mpI4=f?4O^{cw65Z@s>2a{l42UdIQ{Y`^4vyp7K_Qaz;Qv*w9~NP%!S{0@p_kvE zO?B2u`Qgcgr*=_*kVmyiiP~`h86jxD&;!&nZ!nt=f`Nfe+>3`z0?BkPHRE~| zRGHr^KVjQR;clUnTd}n?`I0%CmGu8k!H9BbD{jAY@;WT3x3P28yw+9&wR z;ne2B)5N@_1hogT)a6a{>N9YZXlNYk5k$VBHD&)vyhdyvuo<2)IRJv&ffo%R9g$BD zM5Mug(a`nO>KiI8uVm=CQ`x(^HS6|os%Ge3d}3MC^P0&cj_T| zh?O}GCC?ziGGhEfTWJ`R^M7?l2(-R; zR=?xeIVmL5b&9k{lXR&=A-JYRVP#2GE5Is5Vr7h`+jxeqn)?SR8~_5}ixOVWR88K4 z2~^C~z^@E`xM#RX4|USTaJFQ|` zmg6?BY)uO`$@i(H;x^}l3QMT=8Wspm&1&d7564wK;R~d`7Ng6{)g?1vqrP=F9U;60 z4d9=f$Tprqi*@m{wce zJ~$JVY9JIk`fE~nyl&7f);+gW*gLd(53U<|Im7}Bd*wLpW^Dj?o39!!Udb?XtR6qw zD|mcSp+3`dG2jONy^9w~9zbMR=FkS<*3D{HW#?wb^7Qo8xW6pVf;(0!H^t6_X(E2F zra_u%qGPrGuy5hf%ajF*A`MGMDeUSsi~xnULB;=%Uoa=V2CtPNJ*Bi3pTX~cz0h>P zy7?&X9(+6_MYy5u;j2-fYqJNy0&fijDn-YG*Ji|FPe}bm0h17jKqsH4*Bn_urP3GF zvuPu15n*;S%UU@xM6)w87M)V_YUIL8Gtp1c+Uv{hqfbPA?oNkv>h%^63Q4yIidGF3 z+HeU;@_X1({(w?ERt+P(PGsta)IQ!(U+=MqG(IVNw@|tL$TkWXn$BkIGc;3sfzO?= z4O(0g#Kc>fF;d@2Fs2ilJ#5o#|4`Wh+bsvxr$o_Yg@;s-mBHHR=xok^C(P7Xb##Jh zBZ)ySDi$RPNopLEHR;7&40MC!YAxLPSrw3~vFiXgGK!Q!`=n&7+tvu5c6IVlm@`O_{zh5xp<>;Yw>*)`2(9$wZi|dPv zpA-TaK2Q_*o?Yl&cXCU%yL7i#GD?ZsQD>sC*Yu9?B7*_vfBcB|_>Wo1>grGCx}uOZ z(Akx32jUxmCQ|Dmfv_I*WHv(3nUv_U1N`O{2w=zK!=(0*+!dX@WczzHPdaL!m%;v( zugel8b+Yd-{hg=lW%1O>(drTNb6da{X?==-6u#q-oF_(PUo>w#-aYQD9#lzy19}wz zwWXPR{rVv>-j^#&L@ZVhU{8q2$U>q+%O)F+k&7c6;16r(#e&wgA4ZoyI^ji)Af&(H zHV_l^r0W;+$^YRtdlfcr_=Q>S%ZYnq>o68ivfzTd@xMNs?O{;*SQ z(5kpMSO?20@Qh2&$hP;WIJ$#-?thx80!;EmI$%UtnWj#g7Yd|aUkn5F4f*_sPZ_?K zf#IcA!D`3SH>8W%X@JZ()gt4rFb6ypZX|5%O z+h-Jj75<~U{MG!&<8d+t7QGla7HCcbSQ@A!*32&|fAi%ptaDojbkjS+?B}Rs~2{4*u zTc0vOZOW>qPDPAHvKw+z69O=Ab=g7Wl)8P~X=i-#W1i$i=BN`UqEv=0IUwJjtpB-6 zWdqtROhQnne?99J|6&~p8Bbw0`Kfc@yN;iVP~4m4nbFr?Ust??Pf>B zzHbWN4L5*|D+mxnhr`1|l~c;su`_L>&xJVOzp)AdODr(sk&!}R736Il=6>Kgan15Y zm&a9~t>O=NPQFLJ z5IVUDu5{bu!72_?J=2Flt-bL7aAtu+B{&`dBa9kWoJttM4zssw-m?87$ixNO!Tq>0H58EhG*OIfg@_AkQ`u5n{iT3!%0ZY1 z+zdx5;YOa^ho9;5qD9wuIuXZhDekeziLqaPwiNUA5CtcV@jlSV0Th=l%ABUl z*fX}=C_GX2LI2>v3TILpHE6u==QN3(+n6cj-vt=RFVS%Ay(yS{VK8?ZQh|aVDy!3d<-|C>SsryVTTu<=ke5o-a~`Nt8TIucM~hBS|FXy`+o zl@+@y8~F8x^aD|c=l55UIaiv%r^G<+;lzvO9cEiGYNu?L)V6mG!Ul|TW7st%d%*dr zUWJ`0{=^STB#jZLa{$oAl#)HC+l+>$ajTZ!_>V7Z`PE66WTkRlGFmEEN71GA$Cn(c zlQ?;?5+#@;1dj+++y=l{#$UyT;VY(4vuhrc5t(=}7@_=kFk(DY=f6h<>AU2WGT@~v z+o4uX0MPqjIsC-`nNVm|@6c5lFXvUl~gAT{)nhvNbrs0I}~6#?_P4dv4o>t%%pS#CU;Z?KM$zmH;j zfJ=?YHa3IF_4=2a&=P!F@ZE}r0J|1SHz;urd+XZXIJr1fb$xxmB7V06L>&MGPzcOa zVUzMVZQMQ-lJun>Paxt5F#HI{zrsOJWhYa;%=!z_%&@(gIQ*3inm)YE4G9mw3*$wB zl_^DzOxIxDR|=2K53VEosPT!e3G@DvFHFnhw=F}^bzUI=KH|CI<0~}n3 zOG;lh0OFdhnm5cx$;J2tB26V-8iOqqnl~1rr29X5Z@5H(3taXKMP@LaTxzj2+KNu> z=OEudoVfjXAPFOn&&x2xLO0;HZ29fvQw@ZOmecWjhM^pp+GwGKL9S27Y|~lhm#_&^ zTRvJ1PoIe-4?HJI{wm6^uAO=j?u+~0*u;NYs|na$+e;i3`a)E+tNc!G_I>A4hyNxv zR!#)d**Vd#DzF5_E-%HjUFFDMTjc53UZgw$%A!Muo4lGP*zOy3d`4pmu=s#qjhB+Y zg6OG4lq52UD{M}r?^QS9&CoiLRrYY%p26UFb6ifdI$}Mb99soQ4ir zN3Ch$wL5_y6S87<68*yL*1ozGGtg__o4%LoTd774#6ppB122mE0RsC`ppPxOd&N8! zJQ>R!Pph1ra&Nzq-TweU6f?NVtYWA=!hn_eC*bhD{DGDA&O8|6VIkD&`@tlgPiJ&jA9w_ZSqjt%i zSV}g!8U3rtr;tnFh<{AVd_Ds!kauv0AdWi)I>1B<0;vBOao8PUz8Lx=dEM^R_dO{0Aix%(Y z_KwK>gm|M>4~99jjf8aIU~ZLMG~woq8tFnuSAsq+rl=0#&83ABwJ@wOfiIep33QKb z-QgO|^=G`8E{n&&E-wT80>GJ!lkrsOQJ(TuM%(11V8l2v#@{_7OcZuPm&+T*Vv*JD zr{Io19~YV$*T6xC;xpkf+YDNw;rUxaa(Cn>{>DGp>i%?jhNn@4T5g`8$~&Lo7m$Ls zCrLK;ddhP4)HX-cS_y2@(h2Qgw+F*s`Y(SyBwS$oY-Qzi%&V@ z!^i=cjL6fA;;1^3a)wBxfRbTx^QaPJrJxjge_=HZ3Ui>?wyFmc^%k&SgC|3960Wsh zl(Jl*U}W*#B2b1?$>{R1iZM$in5V_pu^y|bMTIoY>rAUhr+|(lIME(z$tDQ40uD>*^$Q|BAqMt(tElWM zGvMFE-|(B=4tz2tVvxdq*y9-&WeRI-P8IOyZ^&AGE;XW>ili3BZ}dD%-enMnY%5a0DNFJs-NiHVWfx zLV@VdwDU0fpJ&pGb$+~lV-cdH{>ko2BOlQ?@K&9bGdLcBtz0UBCEO;7Uj=2fwNb<- z)!*=A#Uzfk*JvznX&5NbPVc2@RXG`GRO-9zDqenW?%%}KS5VzkL3IFRf^+NUWcTJ~ zp<0nCnT791GfLh&wb%e}8#!S35#9G9D{FxK$6uaDWKT<_L+UpR%1MT>Igx1L-WnTD zFr{$c?l;ZLS~_GPbLLDG%XI+rRaMwntd&^k(5Cj?vJ^1id%vi{jai|orOaT^AY9r zAIB{GI+=81!*R^pbuZRg67mietfattBfINq*_l$i8+a?Jq=yD>Cs9mv9-S^ z_iL``s31Lj$iW{2D_d`W9A8qhKZC_spUL>2@B0pXpw$BEqDV#(*}jj}vme#rw(jm5 zR8=nMvl;FduvO5y)&U5|ZSOGg5-j{TRn|puCqRLK<0Ls4Naa0D5)uO&$q5nk`@8s& z-kvn( z%gU&o;&=pV9&G*#`UCfN&Q8YM$;mu{qbEV+Rf>Jy?}Mq}+Y2eB;sR!UP;aRyHzXh3 zGX3Rnn)krUGvxlZf2_Xd@p%dK3KS|#R@d+8QDfDR`^mx+$gxTjZhgsF?*-%cF9R#; zwBKN!9++o#!A7wA!bWptI#Z+*1Vg}O`NQ4OsbG0o7e!9gE?y1f0b8;^*0oMyB-{LNcKlaem!m?7e@c&g(^3Zm5t3T&oqS@?^rGdbkmFWpFsyY;~i%$$H zW8+*3g+1@W5d1oLK3k`x^x9R3h~lLXb3|Mei_!B@q_6Kj6>^p9+rqm!3ECted={a_ z-Bm_@MS|$&Ne4*2ZX1bO8ux~8bK6$WC0LmzJFM*+>x+b<(ZJ~`Y_m$Knw0hdHx%uY zTQ2J?3RJ4h+S$ZY+hpG%bnL$AB*L|~zC6Z*3r+uic6mvg{s`r!1R$ws9m2%2d0_kT z%2mCL?;5X9(?irrZSFbi?UJuO_>BhXTvqEY|G!>c%~#9&tLxx!2P6p$@~9HAb)<*j z!}qIePD!VC(58#U)pX=Ww@nmYuvq2%uC>AY*U|BWX_Qu@x7W)8+mWV+)>pF`f_mgX zuhQ9DgfG@S(+Wsl*F=-;*R_0{iMt=isY{qBK{0qScDiD>{AGnaK|j8nhEUdNR!^KP zsP)beZxldguY>p>buff#t|iz~_!ouugOOM6NT95#UI4*hn4h{q0+%fi|LXRymkr{8 z;N@6-)UcY=62_qu_mqe4C&&d4LLj;#E{e{@b__wESLMly9yq+@!AXQrs-IOEDv{FH zSgTp|vpHpZrGsEy4y6txx7QiNE$%DBe?hOe3!E_T2?QJ(c~=W2OXMl<0rj^Q}26x*RIR-^PW1ws$=5)+AnE z5jb$NYra)3F7I;_>U9u$)5Icz0=8Vd`wS1VPyoUY6e>s;(UPtl zvw1{za&*>zYaMgU(|&I5k71f+3-_4{KbKhvLaAc~JrZKrKycBSG}=7c>oa%Em=+nO zhc1`+?(Ubmv`K=3XW=_luyl+@u=$Phk4Q`1)TGMe5VRE(UfkL-kFT0#<_DA0S|Fr~ z)0nGA4Rat`nA?~?66~zcC~L5DMeuiVo=TJ!Iz(9!pi@Yoj|4L-2gfs_N%>0G`zrAP zV~?@WlPsa$%LQxaWe}q=Cu?i>R;kB=p~UpT--`RXQ~1&{9*pA^%5D}YZ426?>dgcb z5pfW*BELU#PMX;bZmwz$AniH!=B(kEWv0_`43AfIzQ4Gg zJgWb>EeF6uBKvqlyo1#yP5|>=&GP&`zxTcSnI0JM;{({0#soKS++IqK1FPZeYJ65? z0qST5G6bSrK@=U#a4w5AQS&j zl?2~VleNfn9cK#pesFM<5^7t4-8gw5qRzeT^wh29NywQ0t(5olLa!FGu-f7Aj4m@D zyG|Uq@j&Z4TSqKsGD5I`IbGQt<=z{Wpk_W{(RKjI}9S zL&XpCU*}SBvSdMVO<%SY3XPteppZubaMrIJQs#?GTic((=Gn${jD@n8^Z~-lW~7e+ z^S+!xlNSpPq0W%ztPrJrth8|ZzO)qR1X<}6+_%m{RL@D+04`A=%lbEkxOW2eO3D7i@qit< zgE>dU95N#(t}W&YEpLhwNMsZrGRcGYvl(eV*l9Aqv=HsU1iSxqu{^&f=?DMpD41UH zQehlHxd?9RWiXAhc;+AYwWT$floH=Dbz!&D>NO}}Qg2>PLv2)wm9s*C2!(t0-UvFk zF2#aO_{=uf@+2ovj{7Oo<7f|8lNKJa>pW_9Ind0F@+o@i4(~iH zYWs+my_B^YCfMG}8cVU0%LJ$rg-wLzQL;0UvSVE1f$QMt3KPo(JHB!$ z%4Xl2>ok+FQ#~}n@DXE029O^p0OauhU@x_6l|C5f5r(`n|Dx7Q9_O!Wu(V{ChnHU5 zAnw(wGAam!S)YUFUyhX-AcHQ(%#rI;()_#nyF;hjefbig+RLyXlJxS8`_5k@a&<(L zy!t;0)<`BXne=|IH&aA9n#|1-2yWS{CsC_RGVcql_@fFDbkt7|SNRvgcljSK)t=({ z5Ns|T0z(Jobr&;_*MN=ys1rJB{kW2>l=yviDomh?eTjB1(##lw!8!a! zpTrvU2`VIH8-iQ71~@4I1w&yUV{Eq0e|RUnAHW*fB_fD5j-OUE9rqm zjjc@vqa8?RGiX=-FQYq#`?{$h_x}P0tJZ{`&p6H+GDpJCTb!Of=!`9MEUi6Qm3`0h z083{7%XlqVpLq|D-Ly4y=7r!px9;6i=$5w3ZBz@}x0YSKA6dEf3x#818|v9?6Q*Zn zajnQ7RHi=yEeajScZCxY{W00|OwU<)#>5A}|H-;lvDvhC=SoYb=_i1NfOT4+T?y(? z2A@JpZsY1zXAsCy$bwNofH6O@Kz#s-l)rQb=asVPtgt1bO--I~}T))UeDr!#H~L zSRI3F@RP@;+H&R??e8WA?@?o65B%AyrPGq1mKv7ueLuLF`k~nMxDa- zP}IOI*YcD91-g(P!E;jqwQAq>OJ*q|hQMgv@eJl5_J_x3EiCyovVoN(Et&=aAj%^^ zLYPjdX+~3L3*VIPy~kbe_dCwo_y~t?dOGKH{=4n*oKkwL8)%n*eNN1wI~L*GJKns+ z4}-pxHigDcEqg8tsiIRsOaV`WO7dD>TL2yFAz4CLH z6&yT}>=NmUNI{1=6yj+XMXPc=Ultkz#=oyC*w3gY|y4a-z9Z{KsJV zlTf2#Q<#KTIS#+|sTn0K+b$V2=ySdzo6$50_f@aw^M&yD@Z zpSt~Kty{(lDU-rZaTQaC=Rc0>&*hE0=}Ty$XHg7hx0aJjB2lX8k@ zY>G8(BAz>VRA1y?ymiQZw|)7OzTb&K?=O|WkITO1y?4WHUvr*|dDoexzk02F(z#U~|u3&~n;7!j;<||)u7nRr(J-%1cSU$kRXy!4krWyy<4HB@x zhDoR;YNY&Il*7lc(`r!#Kd4L1+L8dcY588&Z5|`~dz{q)%?l~VP+qO+XCl)4h`BlI zhsJ#dXZ6Al^*Sy#2?~mzVbn#Rksl+WV%=6-Q-GZ1XeFvg=c~^p-%IYF8kCsaSevN4 zEfW{YV#sRg6<+DI%!gj6K;2d_ae6h^F9LW6E<+*@8!9SD*6BjzAVg>%Wy+O6uoia6U7= z`6-c-j@rL(cRT2M^Uk=U3%I>`UsXLJ1oQW(ivMJ8MtpB7&bQb%->`;)N{dFn@E{15 z4;371ij<{xEp@69QkN+@2smT{=P{<+hEy9(Ah`@y?W2iX**NlHXm9-?#z zKfo+Z;sEdNgO22&RHf+`8$j4I=A_C5%e7W&^c?_&kV!Kn^L1MVrhX(;h~{KE3|g=C zX<RP->ke-*(0mT;>QQaqeI7cv6S_9%FaQCia+>vv-UClBcH zN@wxC4f_U$QV}0_MvVWqbM~%CX-aD0HTgGGLy4vc5W#^xvf~!I0=*&d&IKF1#y5~( z$vBp8@fo>-<$B5=&uoV?m$xv14+e~B(8SXr(}C2munv_B zMcK<)z^KkXKBNe7O7mpr+`GS<>HoQ#RRq_r8_vGJtd(k)ZTHkWdrxqXf4_%3d1Tx6 z;A4Vr+^_!z0=b~Vn)A<}3q!4SxL*}&oVk7Uu%_)QCLW{<5$&7&BnWSzb*{~rTYV|? z#<&H(UD>$0*R*pT7+^*Y8Ze2Z1l_!}@|0UxtZ1u&bu`%tD=RMO(}DoynD#IDa{C+- zX?=`T@EX|?T1R4%r&4$2DUYzC@j$R}M$*S3wP{e&J024A;u*6R9)qPx z3o6CbLjGV)GW}$(k&U2hk8c86FC5-A4FjyAOfJTs>A*jfMa#w~@0oo$>$h+7X5VJ4 z*rK$sO`nl5Z60no&^)ID`yRXp+iS7hF6pEauuf(Y3=1FV_vde?{<{GbgwNpOz;%BX z4K}W9lg<6yzIVhySw(##?J=;vWE=#K3$GlngXTOQ0#hwRI$d{piPLFq!=gd>J+lD* zLhUU?4<81DQe8+E#oKf4FPPWctAq@|9QblF$_p-K^GyO!lmDyYyJfCLQop==DQ_9J zkTwjFL~XlYPnB231)qP=|5032d)d+Z+WYj#-=bm$ed7|pnmCO|3+%(9LpsUs_7r=X z7d75e5`1Ma?;`$zW|KL?Hbt4}S8K1;{<6LeS;1)FA0ZvKJ}Mwe}r z@13eYJxtQz2qK4mu|hd z1Yt-AA0x7oW%&=O+?=ns+fmrN-q#-V-`kHoHPrXEUjJ#8O&nvF#Il8>&w zy;nr=0kxX8{uOxR3a?Z;fjv>eiOL3lWGK}wrD-70zmxWsn69g6*kB1U*x<@S7wP^? z1$uC2wKtr@*uQ%vx$nFOHyw_gvmGuj-`bMPp^$Y)j0$2*?2%5%509d#$0~Lak?4S3ZhrLDORE(o2?9TbV6}42rIM znf8sdTtbbd*e->C0c(CLzL%7H)3 z*?xTau2(18%~bR^O0;nc@j(}B%-e+=-Q!oKAzd~<+{ESi43BMKHZPQBvs7M?HnuLT zOy)7~2tPCC=lP(Oez;PG;#3^_cG$pzL!gnrk#~A})9F*|Fd;x5=TBPX=B z?GpA48Xe?m9S$WNKOogU8&cwV^~1@xPCB(X)5QK<;8U=$W}$}ap#c~Q*_36?=p{q- z(YAa>RK~(PKZjRZOOK$PEzltS5{t62a_D$G{jqgW53R7)J}U~>4of?}`TUA97EiA3 z%VUGJ0vtgjO3|1m%00VE9S)Lyy|A5BWicq4eh4f&=KXMLqsGAQw*{5#<0KKk z?fYK-b`W^cE<_KDz;sRAvd^ScJ)apG#~nWW;yf%4O4D6M zrY6-&kF^j#MG)i(AXu>kyLhFqf4(TC%1h5+eUf=LV+|Y7^8eDSRVI+OQ`X%*WBQ%k zx#08E<2Ot%Bwqf$yDHE=6*uzR#BeifalXQu@{4kGaCt+;tM+Nr)5~`38=SxJdrbQJ zQlv)Hx^hx%T$W>2Ia2WU}OIh`KFm&jdjY17RhI4uD!t*zQOULG6 z&3ma_PP_Z)TMOCt?d~aA9G1-e!kXed2HTpr6jH;^Nc~Zvla>kH0g)Yrql{%N%Ps;i zXRr#gKPCNp&i_Z#SI0%!J#RlEC?Fv%QX(DFosZH>$zbKRHCfi}>C-(bLau8=Zm>9}){~Eh zc24TyV#>(Io$wY&&@>E*mlR0g+jP<<$tG=MGjKVNyPQO6-Qn#W&cN`d<8nwR@+2#J ziP+3|^}yaAsazhPm9`{b+b&vJo@76)#_}Xa-Bl?#NSlBbYm^BR!?>H<7!}#4OsM} zLYE!)i&MFA%0ynk5X_J_>-^eZkr(im6wj~UYU{nfy6@pz*hDntvX7)LDmH4pU;GZqZqghllA zKA5?JlgGSdo|a^LrzlyJ^_~g4f(bW3l#9K*)&g4Yt!%(rr>pJIvkK2<6~z)oNCu!H zIaBnEgf13<*2V034H(>1*fUo3x*!lCi8st=4yS-(dYUB?7ul)FOhvVr?Hxvra}NbC zF{7;-OpAX4kSUV^N(Z56z^P*k<&zhl_mJG>o!wHLjv1PF$y<7p0AI_jw+upV^eQu^ zvio>gC@iM@$cL?2e^~VU1|=SDpbAhC-}7;)>sEc>nK+rs9LrBc*7pZ8GW_|`V65Iy zb5=9m|C!ZQ_t!0Dy`;wA?_oKgMaeEA>kPP^C6CGe^6(;a9qas=8Y))d#ca+O0g@sn zVoq;8K5DBkL1@8XIcSW_ZS=$I2Klq*PEU< zsSFH8doD{ib=`rZg|o?7Isb~x`9fWs>V({0bVNoz-QgQvmT-!I{=!{JIG%|jb()g= z;2JeA68BxWb%A|N4<5?JlFjrH`nA?_@?ZVVAo_tkMvvn{4O=`QUa+f=qzUnRx z5*5{UVf1dfe%;Ztba}q*kzkz)bx=BuTipg-gpF=87&!Mk+_eKXI|X8$VwmJBwJRbc zc+pZaE?)Q?IEC4F+9qBR2uII7E}&jv=g&%16$h=86ub8$vEs@Jj^b_gQ(K`EkbcyriI2ocFR1K`x#|)kDC}j`lNGDNV6&=p#^y54oXay!kGwMG%>x!5X)}R=6 z>h$Rtm6*I^NNzJ7-652kHy%WeK2caH@-IWc4j1Dp&cJ;NJS)6{W0V-S&6__HHiY5&ioUSOp zy@n=5V=H3U^JI$xmpDyrxGFqy`Hy|{S;^CotzQIWKlBRh2V2;~#&ib7Bhny59BRy4 zMuH=G78jQJ4&Hq{4I;Z%r@84(M1g*#Fp6@7hxZ5gmv~p>2?%;_i z{_1ZeMJ0RWeMp16@MBycTx!fe(ER!?6J>w)BLjz?7^(oW zsxJ|eGe`A1N_^m*X{#>79}hq&p;Cro*BWZaW^|d|vB9O7q{+HR?N8b3&TsyG-1^Xg)?i*km#Gi<~TP;Db4islQ~Uk&qQ7mgXXtt z202>YvJO#Tktqk^?d<%iq1$Yebn*d`9~m_{hHuV?k-p?FjkHG2UiFYRvu=rW*|kr)-olUS{cmJ@ygS6yNiL>+P`TE~Ouy zl@x2Zc@+&E9f@R<%R_#1)a;>h%v7FZ42A+u`F!$ORinX%nHTRmGj}nl41RcMkXpbL zIJ%p$t@oHjT>qDP9f3J`*|D|e5|7hyGd6x3XZ4qB&3K|jSZ_#oobKeLh3nlt@bryK zJoiod$%+7A9 z821;Bc5cLU9ETaGhF&8<`K@PH)>Vsds>%0Ch)0+}jccs$re4-?96ySfGOq~Ve&=I~ z)0FSqToqA~{j4kBDE?JyIu!>&hNkM-Z&W+|`@>vCEpI5&AA&P|fArI(kEH4-9ofA33FsTRXKRC{XEx(+?L6?L| zDc4LLj&nk)2x~=YvR8TJ4#OXrR(v(o*L^)p`XLkKFl!^)mwP4}8mo9@J!z3oO9bd( zfl7a`!&A$X1#ljhjMIKwtr4Ho=@$(flD=zFDx|$OPm^8~JL|b$8N9R_a_sQGP&Gjk z{-1fT?L-Q98*+cHr_Jw{+or?eU|jvh86jL0RYg`P27TG@pLPl>i1LDstCO?!J~*wA z6V*DccHyy8!Qo5WCNd7A-H z3Lm}d>=?sLPM^X4510Ztxiaa&Ay~IiQS#cX{jZ4%hl@&br23TK+}W0?XZ1Mw-TOif z6>_F_i6M`4kR%NiNqFxSP;W}fmzv+}Q)QG1Nxn*8^NpXd6z3GbXPxD2(vy#~_-#3yPlRt>fQa0({7I+8aNXlQ+KJ(c%tPQk z8layFqS`%OvYx4?BR(;M=|Ll-u+)-OgXxXLB94+>Z|Mp7$Fz2FCqo{1g+jr53$Gmi zO4Jcj?~XbCV7gvvu0Q>GMlB*i@-3Ec;?$T!*}v$!PTE)Gl;Y2=jJL}=zj3Rpbl|5t zqa@NMDpj)tzN44eJ?({yaCn>{{?O%77?^5S-}E-6n*3#dbCJUmJw_8RGmV2(;Z;A8 zeG1*NEb$AxR?omJNOQ3)2<$Hus4B(57pS%;jgJlG(6MU z-GUk&fjLRq%whb0el?+@5^=6{HUf!L&wwg^t5Unc zbdS~lHrE;^rtm#hjIGt{wi-k4lj+WfIN8_~Ma57^{n<%PgT$4%eUe7Tw>=*9Z#kL7 zZZm7`F|r)|J4yAG^o{&iCd)fE#j3Vn$d!$L@5UmrUlPP9OX%YJjTv--+V(a!9JOS( zCx7Z=&uE2yEzEEK!admyLTnVx&u{PTCRzGBA<-Ra_%80Kou~?>lGSZ$b>ME|4j|R_4}j_9BZ>JDLtY$40SR4$tCZo#7G3(PlKdm(7i1Gw!mtmQV${ z4Jx={yn`h_zVv>%|CU^Caczq7C@#{U>Pqji^oNIF84&3tDf+MEOCC3NdQHBMZb5&a zjj;{Gt4V$$dDBjDs*qFIWH_l~WD~~mBDM3=^LtEdPEKA1P9B?uZ7Ypfk^knZ_(gwF zJ^GZ9L8ozqFMqt^Q`_FG5##RQp74WeYbxhe@htZT883^>m8q_*&=~vwOF$ouV1(wH z)oH(_YUG0;ci8W5xLNQospIUkKNX4xd?E|WidWeSxRwYblH_)|{LSttJ}q3vuar{Q z?~nB4nPPlx>k_H2qFUty)oPHuI3sZ*b#s!n_bR$9`}%y(FPW*b8}S{}?zaW`#>%IO zO}DaoyXS{;y`ki7nu*=$jnXS{`Oxc5E6-aeq@it8@-L)kKT@g!)&PC4Gl2JKMkC2r~>Z_$&v93n;fVYHyDtdSWrc^sxGCohac$;fd~}Kz#)ve|KA8ceE~y! zF^SK`f)7J|T^kdg8PqL*$U`4c^&!r3mFg+EULH-{g)MbaZX%f`n5E-_*oux3Nto1qnuA zaV#JjM16*KnAbqQq5&f)3L?xE{*nJ7I$FJ=vUc+Wo@?f#=k;tGzd4)Ymj1)>?j77+ z{?dD5MVU{^YKIxiVvcMo_dVdPDA&gHij8}u@H>q4!r0#Nsg!tIUN6r|+$^3ZIOd@I zBNYD+PKtFEWojhmoTLjsEjqcJ3PLA^>Q859aU8lc%v>1w`;SUg|9v1q%eZHfCau4h zRW>o?M7IoVl&3;y+O}_13a^REeCpLdBNwD#5(1s8Z*3a&aviTcrAfyL8l(*%$N**v;0IhvKh zK}g*XE|Rglt&-GhGJZuu2YgeYOQbCJ8`%p4WRFd1Oi&vq2NqeQZ4L6X-X%-`Z0l$| z0A|`e>^v^?`vu0}d_S-4A}d44kIt$OpFWFy?Z7_TZDi%rn3@A;*y%+kCo^mA>tCKM zVUdEd+C4|LM3K+}2uaZ^YyLYQO74|ZS9r6P;>dV7rK4_kp8*_kY$UIA{`RJRuw32h-!&Rw%9q}g^aoe}}gpYSpeU_-C?yR*$Al|p2`E+p~g*8I5 zfd}as*7)r5eX0cMQIb)TTH!B_+=PodX_g9uK+~f$od3(%mPfI$k)1J{q%;hngOvgq z$tNo|EN+m&62z3RN^y$wa^)#Q-}G8P`Ta!qN$o%sJ8QH|wx!~YfpFW_13%EW6#^=rIFnqu>OK z$Sl7;(#Y7z$;Gq0M^SP;WRp~OCc3S3{mL{zzB1GVBTLv2S3-a9HkqO+_SXybT843b zd&VgqU)3_YgYYlpdyxEX_*0=Dm1l-S-VbXKg)T!vD_iS?#;1diYFYGNkw8D@R@j7! z!40Nky&5j=&Ec-VYOQ}@UMV>kI4G70y?)l>E@lou|zaGsV77Fz!TVdkbVAR@_6CH3?v(T0)XrJ`3RE(}Av))|k^XzN3 zo^sw`c-wkq&z8Sko|rYl;3uyear9RhX^9-|ssdXYSp`$JQYAJEWoT`v?*i)Vmc zkU{Ii;}bDM`p2s+cr7r3PbK0*Q|syRFXJ#Wvaq@I-vDSjhPP#Ba|(PGeBkXjS5Sbu z}0i^$*?lF53~i%@QOMqq)>8%IkgM2ms4wfH%f{Hs&kDT2ft z#oTQ>i`@d-!OFdeSc}I2jcrPdD^7-{j@hF(#0WQ`f=zS*g;?FB@>Sf$0-?bej z)SxD|P6+MD6mmfL3Rsm$DEO=LnP|<3d!RP-Lgc~wP}U6SQsN11r>X0kC2{hAlyW5IX=gsDWonQkc6KsWr>|7{vSg0~U7+g|gU%v)XAx z(6}&>NE`@_U^3>>Tbq1pSBHGn@n{2082<~F0bBkOf%OhWQAJ3{{ZVzTJ(B`(jP!N) z`Vm2K@mmM)k7(?lD`vDcKYq(Vh_f9}+=u%%gQs!xhev@*ZhobmK&C1Sn(wna$C^~0JPC_kHyeDXauJ9Ivw!EMlm>YnZ2ixW@%Kj!#-?`Fh!}yLQs>9p-ic&bh;+sj z{dB3Iya6!Uw)S&mJzctBPaV;?hA)3Q#^4 zEw3&3Ozza&wfG3p2BFx&z9~TwG#zz*?%5h-7i$gsRAB$L(=$J7Z*J|~O&@Wa<-aks zU(Vl~g-juYD{kDgiRVylkJ^jEW+Dx@El#Mw=ql(~53S z>@gmbHDjeE@k9rQ9mW-dHvC$%Wc#NALMfk(%0%-MdV}D0*t}qNmRIi0{MUu&0I{qY z4Xo4tOZl~D$IO54kuhE@AETCHJI&;$i>EGvYCq2eUVUJ|=trMK7x|lL0tnEWZG`f7 z+vNdi&e=B36%9J?~=X(KJ*0a5AZQU=5c+dbtY3C z_xYl?GBkGlF*3oBvIy~blz$e=rlDT_e*9-P5h4eSVN!-!*HS|=J$Oy)%_n5JQ>umBq`fSLC*9C4Z(R;L# zj06c-X5VPQYkFkzj8s55HFP8`&a(sxT)L$#eb6rqqqpGVj9aid`YnhScZOaUuU@U! zgD9n%>f{IGF2l`A@DS>hCO98v_@7d;D*`0 z;g~iwHd2Jl)F;?YsO(J2hge$r{$dT!O=Ev8W+CMA##*LX%i$0ZWYZhn1rTE4_6NyN zRV-Wg#z|$bLVN-Ac8Ne%x&zYCXR+95Ix1@XF;C@>(;a7HG;iA$I~C=hnJvQOwO^_D zhzAcm?RS3RI!iwv-qCeAKEX>jIQnKPT+W_L#%5R_W1cqB!q!w}*gz-Lbu?_gNyR=c_BtyI|Ek3R;*-JteWkL=wOdsI3=+BW&E$>a z<1w0#V#3jN7#V(0?)jg(L3r)*^B4FyuA#HS?e6_+0;)`Cg1wTBxH`RGy9x@qQoMMH z&kQh*w$sCJmsi1PI+!~>kS^q@g}DVwLEm(5RAu)0quHt*KunXFQL;^KnM7#pWpP)( z&D*pte&8zN|BT#RiDSFZ9M|)HWMmR_Pk+%p^TDXGB830PyDjAokkucOX=X9ID8+M2 z<0^5AcN&aEYSX9kkQPfs=N!;>92rHhYYlzI3c8W37lZcmn;ewXT8c>WSHOToc^T5r z6-_AP78HKV^q?PlS$ukYpDjax{q3@bYWCozj_YWcG9L~BQ0hyGo6!mI5Gjt{@#tJ7 z)PIB;{%IQhM(01vH($Xayih1Vk?fDPs1_H=MlZ0Heu#XkLSCzpNfD`$qF#?|9kbiJ z<}55oWFX4$Wx}~1>Mp|A9p}Hll)3X)C!quy2l7WYNX(tm;(VNn?i0Eq$erZ8$RJ$^ zQ{fY>tEXC)U!V{&(AXRnDDHfPD+mojg8(yM|?d1YI~r0!JDqzzO4LQRKqSDucRr^qGL(i zmN2uMVaS%UGB<9)aB&u4dn^pn{}Y zbs&9jDtlo9dsOyoDVIHIvWYK0Sfj`+a9(g#R0=ofItWlIi+D!SZ!ohl$KWJpY=InI zq@e*?jM!enk42}3jmju)k58u4nZ7DZV8uf@T`l}Ru4s0G@Z&e+4fg{Z%d&{E4cQ2!ct-*wZ71h}0a=u#L@19+$ z%yD>`SLIqpY*Ku>OYut6#~~$HG&@9bzm(C(b9i4C|GeB2>aRmMU+v=-^d|ozWD=Rp zN{I8!UofwJ_{se!+hn=m9XkYw zdv8+W=KIy7;fKlRYHM_@zMf$Y-#m35*HD+L`RKM=jO5r*rk-ZD+A>9~@0u5pKDP4iQOKE`~ZE3Tg! zm&{{Pee~&8t~EVtYZC6sw7zEJk>t@wJlYC5#iN>uMR=Qw4jI&<4s;b2lj3?aH`jh; z>F92scATXMhP3sbFv=a~+@&Tdx3W$kEOIMNm*W_oDUlily|px;h;;rcs1H=Y@L4W1r)5PJR79nK>Ll4VAtCQ|1WZ z;8>$IGH(*L`IX+77@>z}6oRlOF}9Gve?V-lN?*WnIF+M>k646%Ov`; z)Zxa&is=B~g7?`Z$3+iaZ_nDWNIY#h?dfImc);(oSB`Z}Qeq3J$~;o#feBxp@*k(m z59-DCJ0`q!%W8w=!mHdxByBECzvmR26FEp(NA2cbF3327%k=^J*92B`X!7Dx@u2gP zm9&vMBT?&)zPQh)8*+kx&#qqC95u9${Zx_|s`rF>gS>R@Nk+}&+`{&C6vS)3KAOIa zwQ8oKW#W6ooDZ$lh=~3H=$+l3V&=4r$G%QyRk;-eV^0)YPiW+fLtsP6@=0DW-N!$N zA#CxoKN!JP;j6@1+RYB@1URF)+euku?-M-e$3Ns-z8Rn|ik{)gz->=@pKmGSN-JnK zd@fd+_wEllf-IJ3`2Qi{43^uF=7G`+dx;c+^+zRyZx^c(o!CU&^)DJPCl6CRYy zEv{%Ta!*OD()!yVLxA_4T+$l&BBu>G)(6OG7usnL6O1BRXTx$ESyYs~Go*<?R(XTkDgloE8N^*$W`b`$Q^=J()jNx80APzO(IcWoc8 zzy8*1m@AN`C_&8im&Lsmg;`=K#w-%;jdzHHYl=itLDY>mglHQPJsSu}n{I@4dDY z|F)F3hqq7;IX;d?j?8eOYRaj9Fb1Q=nS6U5hp%jVC|y$B^aOVl%U*5L#ovH~g)*#j z!J*ChmLvs1nOyV2I$Q7o+syoY0kmX(r;B@$pBUv1>aA52@u@3-G2 z-b=0w2rJGB^6NWpyBusA;sq(4l`L}0QzKKXgH2{X(%&gDKyq1ZJ=*N@DZ|Za-+s%S z{ubQiJ6JDKe>K?nWqhz-SPJDIDL!~j=gBxES}9KNw2l6IXeV$Jw{XIw(O6ss?Nr_< z5FQ9@N!26kk`z+<){f+8;`LJ=U(V|Dy82are7ODfyRMP@+wx)J%#3wpt6wB^Y1c@2 zZktu8>%$GY?L;HHv3leN&6V=--CQ)uMn1n*?&H%lV%c^kC9ccmn`0B~m$0-9i11>IX=pk{A&LtWJ`v9@J*lsQfJ`XGgvXJam^mQ=G!nMX>S*WHQ zn{=Ye$%(r!_yn1~lz~K?jb6u7os`pFOtT?0~PP1&Bwwrgr2%`P%qsOkLAIGo76Jq;h&+9@diEgIaZXSIb{&)j$BKe&v zS-gOAUfIqn`?#CEU|*4D*11i6qMJ|#-w&e!yI2{&ca&apyPWN`?aMTkEHhkXP&GEp z=S@UUK8o=l_9wEjiMkwUyTAoV$?00~Re%>^y%OTMi$~_rGX9_|o_-BL#G`HBeU zmd9tpDer0f|xdlz{bK zw|7f@*K^8o9npGpi8KE?KrvQZcjrxK{~ zD~Cgdpp859nQ;HAl87tORSmCyf(5_3*TJi9|D3FvpRc&??gK;6M`BJ2b$)EwwwgV3hR>3U6y3 zZ85JGp9?-oRs|4R-o070Duh%k=-yqM;?rW;YbQX3>@nOR>g|3sUtaZT zU;nO2toXxFN!?WfZI5rgU~fB~8oaQ#$+;ek-;1-P2-*zx&vt_4{m7#(Du5%O;SfQU z4_doyuCJ8Nw%zMb8E!6TThT|?XPm*V<>5^2-dS`Kmax>*^V`Sd>Q&Sod@36pZ5z*y zZH9jxkrVWu$_a7CX67fX8l&v5{>dGBxXDIwvuCKnMRCcdnPXW?zaREM6*Nj{)__kE z+-XJc^+(v8HRni;e&Zs%9%&1Rn^IKHEMh&V6_p{~qm3wWYY#ruM}bDiYY9S|-dT@U zWG~=UO5;|jz&we+;`?-V5SvC|>Y4s`!jnm|c1`a; zx{Z1M^8xm6Ps$jb?CtUUTn&tj9{UB@+1VijE>u%^T#x?f2CXUuG5f1=Fzq#0402Vr zblxSF`o3~9k}2LbIY~~%YdY`QNripq`NM6W`NNir-Pk}``a^SzK1()dL@Izr-Cb+D zh79f$NOJGurc!h5%|as9^g1IW$GBog7|IU>89dG|AE+7|*^!Do1(FuJzS4l@1jCUL zn9}Sqi2saz*3WZel?p#~xl5;46=fc>Q-t4;*EjK3Z1L;%uZZysE0dgBL?}P%-vSn`^lEAr=F%MhPs@-H*peg>Mn<|H zZDu-bT9c1$F2Ox7h9z^k$6Z{+)p9e>-FB0e@uP{q1k2AYjVpJ%x#cEvW_Pr*VnY3d z>fO`wP0r^{5$7qm4?7D*h24 z>+{+v^GqkVQ0~z!8+yX5nVk)~AksXe%@d*%pzQoiJ?u&w7545?Bf5%JSwrn}qb|n9 zwN{l0A(raOH&z5cj3ZA$G?BZ@nBy<#Y;%={mz-rRHSmnPa-iLnMRPYAaW|J6oQ}`L zWDJ*ameRI7A11mjGNFCCOP1HIeFqCZVj!99_GlbMIK#P5XXw0hCwKvTaZ~NCa6D&azIDeJm4pHj{zV zhkzYOY@zi~KbWo*S8I%Wx~!^t8uumhg#F~Hw(}HI1>%Lwb(~>#X3qL6Bn?wm5;R?p zAR~8q)yl4~%Cyqcmdzy~Pk*l(QJ9pDgCWN=TKemSQvW^RN7d)*YSMp}uRAgvi>f;7 z*}DuX9vY9LsMt!|*$o-pHNPYTZe%I=x_1lE#BniesYfQWTAhav)WHG-9fuw||FPM7 z@?TI9$U7h37m#{+Eb3e}3)%g@6LEOiG$5G0@N7IxSnm}c+PW`%w@1+EaMmq}x2?Lj zvC)Nc^Btv z!p4mG&HaXyzGKt0`Wf-LS5%Vp;8>fEq)Rg2_93wBvwS2;FWH##qs|}k5Pcz|DYcJn zc72d?253dCcD1F}%QfD^L)n`{$-3Z;+z6lRGjs&~MY7o$#pBp}H-B@kwL$DxwYAl9 zeZEyzUhca3GeI(lh%)+(w~^KhQ5BBUX7AvE3nEp|3Eh=1fMj=H?aEc>N*Wpf!nhd~Yk&)pHh{vB~ zXMagN`RZ+zxa;^Gj>2Kw}hXbtLSi;xuI*_TcXJR75ja$hNgh5;nI=O zRvlVER(Gl7jH7@&U~ii|C(xWk9m_G&89xLq5wKS_v)gNAQ{d|7SrtkC>tw6L1t}QG ze{Evuz%Tk)j##FV2CGyd{uUNO1^lKs-mCbnayr%*e^8kdcvaUdl-wJ|v_=~p%QI2< zE~9p&!ep7bs1xbQ`~nwCpOlrOL|~L~R~u6E$^T8QLT0HWf!DTnDrCaOtn$vU$k>l% zh3&}#-xM`qPj%D1VATc~(%r%$qKB+e(SwAyyj%5Rl$hSI_Qo^YmWG!$xr+;d&*eUv z1T9vRLpV-XC2f3tt47df#!shS!T-=Q`nXgKfiP}ZriLnoCao$LWxfQM*PH-!hJ)kx zd3s43AmTkCy`T1AaqBN8tzJa3rEY!|R6Vs|0MSn=(yT^)l?$RY5Mou$#HDdxD0ASg z?j2g<#MfGPuT3FB2wdCSKkOX4hlFNM0QNM5jrvy7&R>|RI^y|JTcMmz&~y)|WM9As zJFO$u6n~EG)0&rUc5@`?t@@S70s$RJyR+e1E1({tW?yUF)Asl?&p3z$kOQ{&|!oy}J1zIrUL5o>X^bCXv4@{jI<$#Q3s zE^IeWZCT(<{yiSmct85>i6bNStzOsI$<4jXR`h=iui-p_p|jGDPHZKJb>9IXy#YZD zSR5v^jB9C2^BOs}7{K_Z`6}BFcUrUgSCR+1W1N-nz!zYVZFxA3M}~zoZz2cP6Y`my zh&d8FR%Scq_f;)@Giju2nSFvt1mIY4V(0}8K5+22dF3PCxH8dh2H}rS2{Lr+?nS=IRi$|UmFGm^yZnaFDZ3dbJ<&VRTOzU4O;j_y@-R`}c$N;ib~Z=u6BlkKbE14dDtV*8?Ed>vM;1_tI3DMr7m>O+0-LR!Nd`{OeWAV6hQ4d4_ZkALVmX!AJ+Vv z53??(=KstvtYX&hJJY#7v-xzGuMiQpN7oN7sq~G~l;Pj)x>x%&;||ZQ)ynC{2*`}> zM*J&CU(TsBkCH>Gjt>6`4R2wx6vq$B_JZvJDS*>kuiZ@zCTCFq-UE5PYD+TZ5D#89D2ubRH^j0i8z_`?yni9lZ=Iz^Kg`HI}8H20R%L zV*E79**m;hZY^cN-oZAAU%TJczWQG{*+dj6&{FB$q!{t}Qd%+LgdtR;8__kS~9Y1&F-DJ5`SlkfJZxK+I*q3|Ty3IxF05$3V z$j3P^Tgi`O=yk;ipyBHTK*Cbkh~to^uR?fq$-fHCF`oL9Th=91rO4L3A61QRM5tsroXSvKwS=!P4tHpT zf!4E}y(gJe|M7k`MPZpR6JVEC!2K~L(;^YG|By>X!U7%g|K(695CVEd_QD9E%{&Y! zlqsYuCYOp}vTRgKl9AS>HB5qQIk># z?Vm4voF|>jx}m!xB}E{^2CSEpk~iIBWJ z>(QN`<0fc=?$xS(W9}CR`}_2KP1vns_0%WZh;3w~B>lv|E<9l6;4x6iOQwg<$IU>9 zf~!>E4j-m=vL-v_wfn`Td`kzA6=l0Kv=uj!ND-rrtzQe@q-odBcv~Bk#a=7VwcfNc z?o1WlV+e8y_ksa5g?iLMq*+C;QR1^82|*SpXc4ys;mt-b2lO4<8P5We#?OV8!ct1) zR4<)jB*#~q|G*^F%H_W<$NqQdW900gha2LF?Ihg*!z0H+*LAKeUC+680{y+O=0Ujw zP1=_&NWXlCjT84zN}==RlZ2|vY<|{q_Wsfi?ZUHFNo#NUqT^VvLo$UqyH%Oaks0u8 z*Y+BcOfaC9i+c3J@rR`~ms?-wfwiPHH^$xX&+CQX=h0g$zQpHr8q0MEY5JZjbtRe2lD;9sSb#v`GS4vn;Y zvNUmo)tLMYeXn=8R&0>7Lf4JC*FW|1hPQm6!CzSvPOx`Z#FeBAhR=4vK_``}TD+}v|~qph9P6skWSdF0511}K3?1JWZ81{hr+0tZ^D1VS`T`PX{Q zi1*+C=7@=bDzHIj9BH&$c3B?(Bj=}SCadZv%O*WBA2h4NrbSCL3c{D$WXlH%CMn+o zRkjT?zZJ`e`%wH2P>#AC*YBt9pJKgWo~A8yCF5x$UT@1|VXxMkf~*`+r``aQ6s@dW zY0OWn?tLIb*7K33c0rpSCStS_X&>S)xE3V0meD}#oea4k~~#ty>@ z>%|N^47SRZ{(hzJ0OFQv1c58|>F(#x$;=!M>JuH6W3e?F9oj58!x{qQh8c&nMG#X2 zC|T1c1Jah|cpmPm`Hkus>R*@x9>FzQOBZ71QLUF+ zK282fV>acW*LDjyw*Lc>{n6PX-FGf8M{h1Gp1r%%dXQYXeb(HzPt(T#*IgzDeVB7| zNhcuybo+`4(7j&?0{>|{oA{Fya;jRC*dUE9h`hu@FFd zzvSn^JZ!|AD{uHjH{I#3OABi%`?yU7(&tT80-gI41z!3Nc6&%iSlB&OORI*co@1S* zl>Qzl+|wwlCUWJOSzEuBMl@wKqGsBid zK%fy=>z&6A5+AWljU5SeHznYtb3sQgH)0YA7T@k6Ke|`Il+Bx3k8&nbgT0qwmMfsU zeAPIvN}d?mALBlqbb6Xm?PosCeQE?>LRMCMIdS4!Fypb>10l>>ScMeORQy@RuNFO3eb1<5kM(r?!S z9rpj%7bIUIg7njivHD2)s4;E)*QJF&!6vBA0p}>7zGgg_ znj$ybGu+>;fO2zjQ5%V$EeRNce6OUr(Uw!aSjq)@yZS8An!62ef^Ti~k>ia<1Kox9 z(&F!FpX~jXJ}NWQPH*++*(vUk+QV-7gIl#CIU8y9@9rwS$MhA}vX=Al| zJt+8>1C-FEAkwAW0vwsU&T4BZsXl|21k%{)UIiba`H`_`6QTDhR2lPMYj11!drNm} z6R%En@T7$F*GG9OF&pb5A0N6{H;LMeD`E@@E%U6nOeei@dfEqtvH%3Q^bCvu7TvhX zo?NPtf6FP33G9AVMv56d`#u?CIK5rH_@@U2dH%>LZGJwRzZ?-| z>tTtQjWVF~_WT%4s?eGe@9zm8zVxsw*snJ@pY{cM&|5nlJPFrj1TPsHs20zH zM9ZdCP(1GFWns)AE~wj`EFkC{+w{AJ~j!2<7Cw^cj=xlh1_Vyt!QLm#5zqJRQEECcdlp)TfVQcw-g{gzE~XCpj_xV3)(u~8GbO5!zG^b?OT2tI&+aIc{gpTTki+= zqX}9p`c%$ek=ppJR^}7knd^b~H6a#-Gux>RmHDj&WX0rxRH$TSMqFdEm0wg4cX*#V zQZzw#deNz@;GI{d+f)73jv3NX)Vx)Baw_NRJ4PAoaqaG6qOUBt(SllgN)k6|&~|&l z0y@?qg6>7^icm8c_f+#2;B|*SOJ(1s+%g$iy#)4moAG!)1d^J%iI4v+zxN|Bh5M{E ziCa|8)WrVRhSP!)9fuDx(luzgBLsK6r9?l5&Indj3{6UyUvG7mp}aj`J; z5UWs#W~V&$@XDhKD5*sxdN)wptTX#356D%;Q-(FVlcy+&hhTdqxF?@TrSx6=>f}d~ z;qONmBKVMkx7}~|fT-UOnfm*@;ITv%>l8mY5kOK6(%w|%m&w+B4e&<-E-W?RD@BR- z9neQ-m|JsiGq2xVFg*zyixXlcG_TH_v#AUpxtWh^e}N!2(Ske~i}elA9XREk0jGW0?XR)ie=r zp{f5z*I!3P-Ns$qs3It#NP~n*mmnz(g5*##bW4|Xw;+ggcS#KC5YpWs-5}j1F*GQ3 zuJL}JXT9q^=lmzE<$VkD`(3fWdw;fEg1^BLpPi3HBZSuh7 z#r>x895rxwFCzx1n7fOfQtB+n?7te4>!^_`fH~Y4e7+f#{-lkZ5cc8;i zhr2i7$L7}46EKY}+GE~V7?w-OO#wzQ5Vu?Hm8I$X>is!=L40^(lg}SWV!8Nv)J?a5 zD6$2aEvI_+o+0+W1jiNx;vU(!H4;JKKAg2J01y{RBuB-woG;Ha5wA%~xvA^zIaH$4 zaxsGaWAQO5P8-_Lndj%o@AT(p^Obg5J zL$T`u5&vAx%PrX-LoQ84Q$Ew8rNGL*bXIbwSwM8-{cjU%@V>oDe?S-7yw8RF)hArV z&?tFI`Yl?6;l-c17Xm$78T#vgQd29}0{pj*e;u(4{~4;|nNV^ES~Eg@7afNCX6&%CU{5$+*9$Fv>T@+S%mAb?I~0hltsxfQ>*JoH0D$-ro?9UF#p5 zX>)6xvOUHJ2in`!mrEEdkG2#fy_e><%SI!>nKZsje!Q!Skd7D1A&_8Jf(O1^;ki<9 zv8u%A#tKcTRb;D|Y9V1m8zGfS*?%~rNGuEOg5-os;<#y3)B~}RUct^&OtsDNEkZf3 z(BQ{5I5%SKE_`>KA2~wDXV&WV{OCf}eD$|G>Y2?UVYc|m!ZgpXJ@J8fM}h~5=hl^s zQeuo-9J|&A|z)q?zcZLhZ`>Q_Sb&e4t`;4r;QIGezMIM*K71eml4a7EVIqb_Yz2P>FETYCoyI}%66KuaU39zGv+tr zlpE2CW{QTXNoUE#1)HZAuDgNEWU&>CDf4|;E5%s7m-^Ua{F3k0$Zvz^2=&|-kq%-7 z85b6T7*gFRDM~3jjkHS!b-3&a7kuD`Xd(A6r&3NX>{|J&6I}eqf2kUSqhTIrEe=h< zFWk~gNg{u2M|%r`mGY&meUO#%;CUXxUEoXwk{zw_GpPOIN|FKg5Q~=?hOklCVraC` z&+<1780ieKG)Gt6c`QMhoYav$Isj!Uy!_}y)h_+?S@x>R8o&R}kKuWZMJI{5jWdq5 zxKEtQ5(&R43prH3nGP`k%NF`twrsp<;d2N3IzDJntp^Vkgiy(_NHG5QB#TuPbUd8U z&x%Pflb5fpE*bAN%bPFaLPBqlw?Sax%OJUXi@!sh2F6t8UQ{#iIjTNOvV&nEhbL8%k;s3 zQyFt9ID1&7Hy__NxK`wBLZ;ctz*;f7aY=N2SA9wvPXdl_W~4gk31~9FlkI*j9&c7M z@i8A4xvb5rd;Qs|> zSQ%eO(^|<&imL-v9aN-%+IAu!sW9xKsSk|n|GRrSI8>aoQN)RV>e||Z=ryER% z0L#c~9q~A5)bB5xoW&#m$-j5ZI1Ukz@Y!BtbB|M*HbNasAY|g7!JBj}S8_iFt>HB* z_VHz~yQnfuR%blD*q?=jG2WE)k{et{|o&v`7`vY(f;##aJLJn}8oe z38bUn1YbCO2C|2C6|1{qilH3r2g)cAOqglW6rsnu&E8Ft%pAW%0tO0b?^W{ksO8pH z&aYobV{*oSVwPPgDTNctB|0`b6$_8miMSfYwj5vDpQi?+fAGov3FQ=rh}QRz@IvY>4^tx(WEF4WoW&h7ue50V8mKY|7G!23WXeiD4T7v$YyBL*z2;Y@;W>e-1C zQ@&S;=}4_MXipX>WouZGW)+Wy1O8XByt1Ew_RQ~1qFR)e?FyBrqqFF5a-f(x#~DVC zT^f>t+IeBi0&ysb{#zsAgc0|+N93P`B@g0)5<;y*`-eske_0qhq7pa)W7LUfHw)}+ zq`P@9(k%AChPJo?NBU6~<(}%VKD{0;`O@F27AQR`{`Dp6JFWxAza2Pt&3V2uqrLEU zBbtsMh>TQ=b~nwgMU;Oj-}yTgp$we3H8F9r#rp%~=JgxT#%GNg*>q10yC$nxKF^$E zTa(sSPl0$VK(+8oobxxGDM7MmFH3SsYBd8dK)ib+@bBAoRMd#&Eb930?b?`r2tIL0 z&WM1x@(eyIR+IVk#QOVhs(0vU+3JJ)4G!C!&ZhO9zFa)b`O>T~@Rv+{E(CZiP6slL z+#?m@Ks-c(cFW$UBy1NlX8{&5FcKjIM%Cb9uX8aM-`%Aeq#+`CSnpnKzMTD)a|18> zO`Y3NY@=Coz15@bGM-WoYKd1@6uTen!{Ypnn$V=Ol(*k5CI&pIDC7I>`lVz0?TuO_ zkU?q?eUStd@4j~&m?sU{VY_KGsYIc#eeR#$fS#oxgWXT1wjns~@E2Tio%0{0thBy_DQXc96nE?Wu zXaFOo9-ah8oUyhG9j?Rq-P9SxITqg|e{;?ZPw!ZSfTjr?cj26bplk}=KD``QQLkcT zJLbRZbbT`A8LS^ZyI@A;B}p$M%o`wj zAbfY69n99%STNS%k<)3O|9ZY)jUR;~`DWX%#&!5<&=z`Mv(zZhbRj{lcp(RW!kfVQ z5`s9C6R%O%il1uADvc*XQ^8QMHff$p@%yr6hCj_nU6mzH00%pAgD^XYm7$5Dj)!Ajs`+LnGmG+_|2W~GRN{^#?ZU~5v zH<2l0>ile{bA4yF(D^XZukvFLFZ_Bb zL*NVCBbn+v*Q0@fSqEkfz-dp!(?DKIbf_ysujXWgA0DO3D-ffwXS`YdT33rkZs2TT z@y{S3T})M~IT%JH1FR2M`$yjg9JGGS;ETAE=Kx(7592R=^+tLk!T$X{gCh5%DZ1b> zK2g(wwDo-WyfLq`zURN{(8(!0GArh?v zMCrhXAOeslD_rF=U`pQ|9|N{p9Y%MP@-{Hh_@zMoZ@gnGjn`#+J)=sxkQ6&92u(q& zc2IzxQj|>dUjs)&U(k?zOV;Itr%<1P9jlK`9#>_pFfXx)kg8xDRl-fE5rN+>07vm2 zyM6&zE!V~eXLFQVrwXJjAT)Lp3>3eu+QfmGt3io#pwP^JJTkWZJ07g8pcpSr@M^k2 z{DEO4^@n+ZtFgiX6&A;irE=&dh6P64KgikJ7hR4O%j#%+{1#V7 zhZ(z2H1nHjO9tJ@%^DWWj21yHH@frY2y~W7VQSg8|A8d4z1cdBn4wD5mH1AO5f`>W z!?UZDr%zG1o|FkX>m5F4Ba9tg*t+tq;9pNFOn{qu{^0&4DX+&c8$1)&JaY_`(9eb^O|DH+3~$DW`yS-=n)a%k1!O31EDZO99j5 zDd)bw3kRO+E=L;sB6Amf2w!4v_72^{oGOISe+i6p3wDbo|$|gcw-k7wls4h;1K@Vm_ zkcS5f2_PMA@lJeF==k8+;1Xx&k{59AO#{0{k&+g5ATDYTNWl)ofykhJnu9ycWWWw3 z?Y3+5(-aLRYbn=}CrUnb_z`y4c9J#bjPO({t{**k#(-rWI`oRGrx4(uz})+?#5ilw zq(o3_gY6^6-~Wg=)7TuJ{r~T};|DbH0iE3Kr!3#^OIy^-oo-PfgoNBvoA!ooa5mU} z>s*Uh*)dRzoomfM()jM`-c!y*UlbVK!bz_7$kOVv1}uWInKxl?K2yART^r;uL+}vK z0RG>x14ZAaS7?*Xskd&3iU~)`R#H!mYtB-n|JHje33IO7PkxZoFlEv~NoIh@Ov`v> z(o&OJG@^bAB0Wd#gZ%yB2iQ+!AM~F^B|Ai9BaS=0;+L-fo(Wa4-WO!o-{^l`8pUv! z4)3|@8NIs^ZyPf;%XJii4%*+0%}USNRK5elfn=r)4eKuqaG6+mz=L7-lw}phw1IlG+8!^pnUf_=l` zeKpa5nh~tnR4?q+WNBUScw3#G4%6%R=M%5Z3gTM5-N(+(dR7u3w=8nv_via3lQ{Rw zZ=e#D0^E};*W$!V8EOe(kKU9tD;=Csk^c84&;=>|cY^v(IRp++gxE%u+X@KB_ihtf z2)2XAn2}KQsP@SXlKTN%C0^cx><`E6iXzbKHm>pj0KS4~zzU9c&nr){|>&Ac6J>1JKn=F|pk zO(|;#_u=sf+fph*!QQ7rTs^*5lha@HT+4FimyN1$x5BDS#g`-U9MMWTz!5%Z6XJE- zMWkhg*%XHbmmjrYmb<*Ihy_2x<0aexPlAxY5t_Vu)?W(l50?01f4)=0%Nyt$r%@Pl05yV&`_Z8115J=7BS~{Mq6TE|LgJCYP))l}El!^=o%k7%) z=6#}icY^2o{%^eOVD^_9PfLw5V%6}Agmy-a&v*cSeg-hSlnZmuP1T_ zCK8w&S-tVqm&hM|gPCS8*-L60!sv%%CW^@9x3wLhtY z-jNk?uCO=7RP@Mj0t z!5~2YY;bYd?f#8JHMp4c?O#@-f5G_2_8MP|LL78xKTLdIoH4_Qzbm}Yn`~o5duFnU zP`1h1!A*l=%w^8DjWFtSrpNE~p&RUKV_X5^oTmbd6Qs95c-gpJQ6Q6-E_;_7q5=@!b!nNp*MRNNJ8&M4?a6aSBy)f7(n0@D*`d#kE|t?NC1e}W!8>2 z5ixCmDekdp>9_YUx5X`Nea1OEEyAg3!EtYJ5IY|rCl4%3@z+Eqq2yhE<<~iGy*Jb20YLL!Rhev+yvfX=p+)eo z3k6M@iVHw`J;%&{kT@DI#sicu_|D=S2evSHabEEAc+XwjiEge)EYU&;mg=h&inw5D zLI37dkQ~5gT<;WLdGB0uRrt00pHkTnsGIsjV=?2GVkLNAis$>WM1iF&Y)h#5@))m~ zneiz)X@58?Z~}O(QdA@#UN&>aUay>BIjwPpHp^Az5yHT8kUu2n(5OYCrPEM5#!;$# zxGl~Iyf!ndvtr(-Kh-`Vy(fcb*yUq!j(SrPEMdwvC9apT(`uK|t`rM+d6kk_pWrr@ zDJ=P#ZLR~^`mR>6_ZL2M(Lx5jJh2@#O4sN5I`li~mo7)lN-0b3oBSe28LsNayr<((BL09Xa#pfI8_aX!N&=r(`UO~45IkWFCReg%e&@9Asyb(O}P zPD7GA_NpB;e*MHi?$vue;F%pzByxAI6CHK^VyGMs1?tJrZ~{=coY%b@$OW>IO?BE z6|m;wD_FS!sKxWmfMS25^gVO(&mIC&qu95|&q?qiKsDmJ|SXU8Jee11`_E70n=#X5&15LVhCLSiQKp zVj94VmO(8Oo353(C9Ttw)+@==?To54%vY1zJLrf?wvgl|k6#7S@`^=S$_uD<7G^IC2y`zv(}II)-LA%y zp^p2%)7=WBo$Q|bUR!;|1RjZh0t*p{AnN1!xHhsC-cFUrVDU{orZI(dPxX>+Z!2*_1?)rO z`~gR~tL4vu+G+dC3~E5QQT|vdh5uq&o4uJCi`19N zEpkpy-|QmzV!#&zg}o@i!X$Vz!gW_VtpB0r-F9Xc^U6+8o~A9}c?EgUi&^2nSh--z zZzvZ-FIX2c?dJnCn6L>#T6rmc+U0O(?Yh)2Tx5Lz;GIf#y1n_ryu)U~o_@Pk*s&5K z4K460q{yE6r}g^%bo@!8QeH50 zTW|XA_EKNpDwYArc;}xehjR$?yjHqs7rhy z-&oN#v_k=<3@C|o{{zpP-zi!EIj;Y|?&G}rV_=%V!g>OfcV2#?vazrqHhP?}d(-in z#ybU}R-dEcH`9u7?eX9=Gd%y+c-OI?n_o$6nXe(_g`XLdbLn>;MzlPwY24+ru=h8X z@1-z3&@!Bix>Ojyv4$sc@gz{Uku0=}N1p)77?_P8!;87W9K{ob5fUv#u+}_)zj?6Gd0+3V=-CPTMXFM9_0K7zFT3ePX7S7=|qdgC+{RU)H5~;|H~i z#a{@~g|C;nUcctz7#)lD2baj8%>hqi73;b*$GYZ4Q;|ZbMQ!t99(j^BVqebhrbo89 zV@qFSwcRj%V~`c_94O4V5#>`694iZs6y3+qi{Y2mr6LIzAoGn7s3v^6+TgDuno9r$ z{&}3d6zKA?cTe|`_m+GpSHpr2B9C%VQsJLG_)-w;?Qf@Moc~|vVTV$2zA%T^&FVy} z)i10@3B7!=!KI$hxAO0o$P=~!&*}$ou*2uzselHjN_)qc!}p~A9fIBd}zw*Ky%4DB$yh_ zrnG=Vfjbzwt`n<)bh_36JDiP^YjE~s5J#Tb<$lf&HO=0x_{aJXsQ0doF#fTwJmjgP zYfFt9_aITlVtlYzeY7yHeaHFYSn8Ew5+fQ{dy>ufkxz5XZzfOckFBJ+fQJq@r9fji z+PtcPj*fj{+O&`F!(D*ixUvKeHIWXw49FiMI=Sj)66{7_-|ctOtx&14?nk(nK5_9R zn<(SLfnmm5DyW7g+ryVJ@FYy7ooJnm#%~ZRRnp7~IAT%fP7I9IA$nQU?C+($hIf+j zT}23CI~K`8@6yHwR8ZPAfC^^_#}Ru!;Er1I5`t~|RY3Z&B{Squw->mmb#$$t?(}fR zlLKBHVBf2Ca)eAd74d6XqRngn&)zV<`-|ot$Snu`$8<&wQmUFGCK!^7=hb7`+a5`< z9Gsja0{%qtF-J~Xh+l)zoM{rd1`QCS%o>-Ex)Ku(DMa}YD}2BfUTh)Jp+d;x!TH5pIf!H!clt&3Qqhn?VZ;92KP20imN!%O5 zL~7cKcyh=1dpO#mW$ija(u^ty?yG1Z2#$Yr@oH@C4Mrg*B5T0ZhPHy0d!x}xOe^rM zC3VIVssL0jIBynV%8_Ie+1v+-qH+9W*uDCU%;G};X$!0`R2aI#mSS=z*sLFl z3#E4ck($Zm;OtyUG69^?7Xykf(P{|KoNOO&b~|1do9S)EchMQ7rF_+Xd7lW_NMe@- zVqUmUD}fjdd;}T|lPd_l$}aXf>+C21nCZ+~KvZ zNztY!A{y(!F$P@IU=8n4R0-nWnwNi<5}pRuCZc{au-};d8L8V5LfGbTkZhD`*TnNs z_pQ97Fg`dJo44tieL_8Q2&m&j!(Jn_N`FgUnB8euKhgsGdfmmd#+Lo*I$srRL$?=P z>oSam>p@%iww+O~II)@TYScExVM$wG&SNkb4R^QhL->fNqqoJg;>6H{x08RwLCrzo z2jj;4_f*XkOFG$G?01V=oU7d)0%W08rp6(JlW%*o+1QJ~PZIYa(xm-+zdEzrPNzj) zFyRTnvSbm`krxyBO?vm7WaStEXqm~XQc+N9+>?ij;ESV@wY7IGuOHStbG!E2;qX1} zn{6)jHLVxtH1Xvnh0Uil(jz=sgx{-4Tr!btf{=Mw-=?Wl~#tT zzI^l!HOgE*hE%r%r`9PZ4&WTgYhO(@B;!8aPG$&K(_}##P$ZV(FJ8lU_v#^G7*}yL z9>{+Nbkv#{)a#M(#=}|Cp*XXUo2GfCFz`RYd<545H^cRW9>Gu4Tn1=ohuE6{UwwL@0i6{`iV9xDMx|DHT$$=0&{Lh-0I(f49 z#V`S4cIpd_{E<#DLK+GKoN{z9&KL;aa{Ex<*MpPfGQe6-mWD0WoQKKmp zMU$MQY*YAVb73A*w8iGrX%x8f@n@J-P*hA|%ix_fqUxx#X`=ITB;*sqW}fAFXnex| zv?pU0*t#;SMHbG!VqID;UpZ4FS+N-6Zs&4Y|D5cFk4R5}@|wkjUFSpg@{2T<7nX4yq6b~Bo|FeJJz9NrBYs-_PE$9o zF9aN>i68&ZOW?~Zy>+YfjH@vb#Z^jl?c2)DLGv<_<9-ys#pjg9X<{{i*iYW9+Gb|-B(vn{Zyx4(-D_OAFM1x!o2F%-?%9) zIusAC3k`|D0tfBmbDc(P_|aQ9;U8y!E*2=JL&-M^TS5yW9ltoqM|{xUtV&Zs#5g8? zL>O9UA>AZtK5=RN{8y6xE3a#citB?4o|(NxpN~BbtccXib)eX@_jD?pXqf)Ri*ltf zg|tOsDV+27oxOmti$oF%((ENmzPv95S+~~nG;h48$PX}!3*L*b7kGiqEGDmJDgWUZ z!K^)4kf4usv<&WnBcyjnb1)t}ewglQSf(M{VE3USB1u0ua+E$TBd?ysRCr^xoO zF7eS}B7;m`O%p*x`B-tcsz*KvkKUpCs&Rb(E{m7?F(@Pg%aff|PO7THbBbYmk9zSY zd}XWTuOqyZ?^JV6&#kh#!jkxvPTykvHNc*$QT>zyiob1*v$jEJfmEcr+rgQ9y?sis z;|=_zq~l!=Q`m-gk-Km1g$g%9`RQ7gRWq4Ik-IfaG=~iF?CI!sH}G^EwN?gm$i%M# z)2fOZ2mmz1RGCV*xiX-!q755VJ)=Ss^r#f$l;ad_A>e(*BUaJ0bx&w*6RW#+CIS!B zXSf#Wz!D68VM57km)>A0-9XI0@b7boi5`4c$w)%NJ$K`|{BrZKp$VsEx*TOdb)ej` zwz$W==E)uM)8Zp}v@o#v|w7P zVG*EtwBYuS;NUQn^NbEe++!|img<{j;1nhl^)@z_eZAjrscsTGv@N7V-CNmH_@5bx5Mh<@w-KaA2~*2HJl zO|3wRL_?NYW03Gaq4_Dl{w*pzZYypzTRJ`fp8D9tu#r||La~^NiGIHo9bM;gxi!}+Y;zrUfe4ntkh z{wm3rvAr>MB>)NCe7DD?RHQMxUA7n@Q$>eJN?ACOf?T)O?L4RwOn}-sSJky#7Oc!d zVudQ@TGOU2IoGcgRQUdl|2@B1k~u0E`0oO800DqB#=SWg3;#7b`2MM2{tSmr^N;uR za^Wu-1DB5-VzENIYu!g=u9w9Q|G%Pg$Qv$52L3G}9XoKzCqoJz8hlefweb8D7M5FiLp0E@d4pq719N`3Jtuk9-Q`*>w!s&)v}AM51eBu@eSvy0QtZ!3y>APg2D zB$dKxrxf>vO-)DNb{zDdX)e<*xyEdm{saI~(gzgFIZn`&8Y^Ux!+Ow#e z{In1g(>KbYg-0HauPISwiZm?5XKLpUNNNUbH}4NeuL~u2rTPc2$WMR{6YrTZ){98d zK=|;fnrI=rm9Wc4uL9-)(W<JLlra5#8)*JWyXI_68P1{f5S&o)^g!d_M@6!QuJ-<(WtmGGSF! zjcW;1N&w|kG#gHIpcCVi4`(bPEd2gXV>EGM76VN`_ z;q(Gt5~%@jm?Sg(0p&{y-#HAJ5PZNEYLhmGZuC3_Zan>a&&hr}?O~}Zk3#TxlSC7P zs!nkg!=)sF{G?jo{>uoqb`5%&irv3Ji@gjNY3K_D7CGg>E$L1A(Cc{mNVDlGU-|ry z`w;{{unBl*V{cO(qdN}qshqQ*MH~Zj!`{|HUh~bn7I0m9ygO$46Yw@cEEWVpH5T`< zRjng8bi0}Po{MM>QmN-bgvH8=zkQ@ql=J#|cMhNavpMP9ZoO*xz+6XntESmLUH{LD zYnW4-_g}2G|3YUCl0zU?bG+_#_WyiG9u6vlNQ*n)>9s*>K6d>FR}C!t9C3wt)-hHD z`t#JFu0b1@?_lifYTY*C@(p}430I+@Fe6&v;>D?+7wC6Neww&=I;5CGgaHA~dA81l z`_A7GyN@L4*}k+QyDhjVDovT&u+xjDxQ-&-hehxCF*9z-(-iD{GOZ6j3%ztG5r3QK z42Y5u$_c63f7|3{dK@Xh5834^XXf=O8xi#z{!>K?o!=f9u8b=v%#7}8L|h_Lo_=&WqNv+) z@qWXfGbn-d<6iVKSrpmBc2KwYIXL;~3IQEJW#{`_9(lqDHp#kLfU0gMZ=oJQ$R#vJ zhk4R>W6o@yUh4#_6QzEv{vz-!Ba@lp($OP|WP;)m%#-fz!fU|=?-oxBd2qoJe006Z zQ&KStk^IfY*|$XSZw-6p`uyJ^Ywmv!SxLH#l7s}3x~PpmW({-j*>y2p(#gY-wIY=J z3_@j;TY!uUCLB~S61?9E@;356`uuwS=b)!&l|yi9rSyLXz1FWn04ja&de?R#H{RT# zq=Qr4@?B^Yr~;seBs2U?D@akWHz+~}?Jmope+MAgOE6e2i_1xPdFz=3@-Q--T1)VPBTX?%bA^SQ52RUjB_PI%2g& zEd3-`96}k8J1T$fCh`n5g)G(DzqOa2;4dAIpMcL%W91kDnQ z@MK z%;ECHyf9J!u@r_;kRpN(N#rN}{PipCD**~+SliRE=ut;BKW1F9W%R+fIqiGbFgA&< zyl+m$?^fhy=oPBm73=ccT^i!kFsOs61u6NRuKRrR~)};S%av>Gyl6!=w zUs75lg9qj>YDCmZgPxVy#%^t8#FQx)G!b#hX-P~H*bU>cIT)W7}-Y3E)+bAfSmswrBkL zx2xw}@kC(13L_TeSL*AESF5hQ+217#DE!UyR2tq+^GKA6{*$i2uXRu6+Q>|D-;QV(SG@mD z3`Zp=JMjzOa|3M{ zzSpyugEnar-g)MLv7YYsx#hYf2dooMcce1idR_r0P&xxGLIC7`bhNntjy5Q$M2Vdm zay zAn{?Ar&5uY8HbALw^*^q;zO3JTmaxG&pFQ&!-9qv@OIglX+l)k7tAvU{@=-eijh}K z(sHvtTFNb-<=R|-g)i_A&aAk*q=HMeK!jX zI9Fin;DFIC9GwykY~Wo-zs;#INRBqVzzw8i$3tft1XlI_4K-wT_h8*XWqp;ve$_XRuh`HMCB4F2Fas$#o??wCZ| zNlnYg=v5n^#>XYvX<&r3$jpuKjc;?O2lJl97cqJc!mhiGEj>|QR%8VKYFL5lS%k|Ijj_v#@#U5b|IvQUpnFWR!$B)cvXth0bM+L55=~*ZeVFEt*Ugxe z(#qkx=yZ}{bK79z0?y#8F7azfZ>}P}LWNP&+?PtgEet{aMi)~acMX6drlPAXEfg@6 zN@H$e+$?Nxel5IxZCZoKke@0zm{!%_sGGc^|4wiRsUl(J`);oRiv+i z#rwihaju4*R?~)&Z>Ni-<5NC_2K-v>qS@TOTlialV7@oHQ(B`V?6UV`X){|+f*;xI z=A20cQ$dtzP9K}+jVPJR$E9RP047Q}TVBk?A-POS-bbg{41>`<&+p4?^{h|j;(Og= zJj}N0EUft_2p{zB1mo=^BQrYMvSA5aA2O^Y^El^6j|BI5g$}oDd17af2U)rb9@5zA z#Hk6y%kcg2qdHMfek9?N{alxiHC~b(#qba15A-ukuxjJF!ExBsOzn;HJ za4X+zR-J18cF*n+G0r_kD4oQtluPK8eT~U1USV`%_1yDu{smGittktu`3_;1%;$Za zztvv2YR4%&wLUX{b#eJ~UK~FE*8e5tr?>YDo>XmQM3=XK&1_AwaiCy8Ou|3@yV#1) zP$4a~UgO0hC zvl!8K_rHcK1Z+XD6$#`AK23=iu1exhcpj0qVr4uz5P-R#r@Vvfn&k zLZG9=I8YvcpuUu1F&LN3sUETbT1^4^(tYDH9R8fAy1j93Fze{kyETcokJF2}bCKxf zjVFpC=gfCs{-|9)kf<9mTIeg^Vshns>6M>@rYm$Fn zzq3}Wokpkpx^cQMdOqma5N%=QMEI zE1QTQ#Ccp42Ime=tflCZN(rO=)wwrh?w?dq_2fawQ<=bwb5(qcuEL+0_l?ED zgWA#U@=5taauA~^p+13Gr7%KaU?yV2<)MQ0T#8;+&=cM!Y1Z)W)#>*|1`N<8|u1TNji^K+qk;&M9C6(Xh{pQs@)k;&?GygBaF;dI?jg@2T6TH`Lb*lA@ zyihi^Q(gi6ETYRe??eTV0>^}95$EU5xWv6HBA9GV8hNOH*;Tl@OFU(99z$7fS4>th z&y!0FSwUAmb7#)|WSW#6x9NNR`J}OIqCGl>U2#492+ zqU8u*e8$ zDwiPSHQh=6iie5=UPvf}>Q6Jy0FM$| zMt!5;za|lRcR7!zRP-}$h}vj(A*r8?!snU=t3ivS#gf}{d9^`-HTNk-!)#c;D@9-1 zZ35nB%o7ne`#^y3ZAx8NBGMxJyd3mAtzth188klrV#Z*4yQ1AQuynmKb@z8tHccPV zbdVGC(CUk=-uz3|5RYjBUErn2USEOq8s+C5b9cb`e|`GHakSDE>}lz3@NX*N;HhV| z1rr!d=i+$LnS^|hQ`OymJEZgWv&rv-k5SSJI@b-gxF2KQokfZ?+IIY5&_7^=@zqQi zW)ZO|9~HXdlQw~vtb#%!M%w<#_4x+>Ae-o^K(9OW2GnY=a z*P@1F*wy3rXqtEj&x(&?*jE_gGA<-2Lh2lgEq9wXTEG*ewG71)j2jd5^q$*Z7l=Xr zEaRl{3~vPHdRVXUo(Q_zf3`YfHQOqR^P)#MwQ!0$m(ei(#RlJKbj#r$bM!D5{I<7AVS|2r(#B2l(ZOD&OX^!;NFhMEs=NQC$jQQpWnvt51EQSZ1N`)!5 zx`cQ|oce^1Z8+g zS!|3x#rbQEZh)OmDMjg6m#HK zT3O%A(6{6eQ1e)jqLpEEaZY`<>zZ0uyO>4lmX=<+Y4xRv|Cjg;Ya9NX4CEzWFOgh) z3pU-C&VhWHN~RjFkNT}Db5PYo8aur6xRqi?74UDjVcb5ON32qGkSmU~j{TN-vhSKh z1FGj-GtM0(r%bZpQF?|U3=+Nyj{-xww<< zuGV@9k)!{?!=f_t8z!Edy)4}w%Bo%?wmKp1f{lq?^3g>mCM;1+YfhqwFjFDz7=|c4 zTo#Kza}kd-7QaCmxo?1irXIsI2%cqx0Qca`AEseF+r5LsQu&~}iW61vQpCVad1I!y z)lQRMU5U#`rZE1MUwKP{*6U1zZ}Nf>HPryrA(`x|)(?jh>b~jdOv2Dj~a_(X)`#%d%XlUAe?3wqr_z|?!6L7wpSy!qw{ zUlP2n1=4}VLptG!JIK}m>s5RJwhcnsM!Ot|JTAQ!wkfA^d^#;vKYB{l6ok&qY7>3F zq{mHFhm$^C#pe*2D>A^(yBM}^1Y4D7*MIUsXcv)))~gGuf9Asj0UI-E0cjiJx_b>> z!=kz4pY-Amw6DpsG9rAK$=4l;ncQTF>zM%Y2fv=3ABPbPP9O9A$ z#n8#?6W#~Jq(Rmq{n_8rqIqZ$T!zp%3szf~aE%$BUWw%P*ldxd%}bz}$$<>5IjnAx zjpBIz_RZWwAtNKl+;5BW=0Q8flDwaA`!Gw^3;UgCmBiYdx4WP9VvA13N`A5m#8A{N z;nY0(wMUbeqC(d3>#YHqQ}EngCzl7VSkeKwe;zA1M;qOaheHF{%AW<%LtceFYOI~- zAZ+-Uy65psJUyU>B6;~xJot}gYfC|Mr$dF*GG^}lt%EkB1doCy3G?x0AgQmDO?Z!@ ze0e1y_^_noft#|5*upym75{)9%)o4Y#;wj8~{Kp()eu%lJLyS4zN2+3+8ayt2EXNKVNMdF}0sHXN;j z1rAohP-Q+r-E$1(!Ng4cmC~jwh7xAmmUsVD_5 zDVx66sauPAyhHHB@Ie9(mizN(A`}_cYJ%e z@8@~n^{(#^7cj6~Gw1BH_jUd15_Cb{ojMt={N2CoTseu9qsI%!!j(!pmwF&>ut(vs zQGW1w2>BU0zLBqBd926Iml0JQ#zB0weQ}bV7mcL-x3vQWigmuWNRM!`Lcu-2ps9?#cxPagm zFwl(;W|gX2`iNDF>6T~b1|?{Yuyt<#{HY(q&)?NEgSb+>I-`XA?PxXHEz z>f`GL;}3Qz9&Dzdh0p{$7s<#F^;cr(s{pcIV)ssjGmX4DwvZHcJ7G zy$@y@zxP0e>B;bo8RB-8F)|a8cNyj)DWS zHzIUlfOcHouRkW*?`=4vv+wgYhdh?^ml!H|1~Gxa{>-T87%gFX)TtxI+V`+2-0=Qr>Q-TCfUe zNedT$ZW&k8`nt}lOPw})t%)vGXwo(zo`Jeu$=n(iF6BRptwS)OJjxH*r4&0)+agMf zjbD+Bc|G8fzX&^8|G6yn2KpZ0I07d^zQ+ksi=8Yv!2Aa(CjgAg+0-FtaD3cio2V}f zf0=H8_tz?BHQYfa*{v#*llI8OdgyS#RB+Ddl-?+ zh^VZgEKxd*v6{&QB)ocKlzWSzvsOKah@vOo&ard;G1{9@NJ|UWEefiKm=SG(($T}} z`Nsg1C~o8oULSPzU=?IG;%rnR4Y5vB6*5!|;Z;63`k~OaD!NI!TR|e-{qs03O6ZnU z+8KV%XI9#;beq`8=?0ykRqLUC|N7ZC9IH=F?>`mJFI{fjJtugel4s1hAMrIk&(ykR zI(d}`lhdk{S?Mgu_jgU{*g_^#Z1wRXr{LwN6?lY!{6@u4;y#SrM)TFq$r{MH9tfsf zS=V=1l=CFt@;KRgTrfc@pg0m?yATjqieD=TTIqy}N*^RW)@^^X67SfS~`s867rOen+;?uGX`!}_sI z#Fjq2elo}S{yzr9%MLgAq_a_pSkyFc%Y~*NjLfbZUNjMa_jyEhRas~JG*vqkJQgD4 z(Wr+B*VAjg+7?&2kn5qZ4+B5B#IX+Jr-|CHM>Sr>6-?&vEKN-cKur<0b zy+%-Z$q*~kEN|*N@@b=++ck8Pn`tuA?dUed>JUib#BbfSU6N+Pkq|iF(CLzkubbJzg^cJ`ni8w z;(wh$>3?s`yjp*?M8@OwpEA4*!1$spH$54#Am^WmLM-eEr(Ip1=eGnFJ&=Gcw@P=7 zU^!JUhqNoa43E>=_{;i;bvn3}yLPzUC$w8GU`5io0DsV>_s#kiW~XNOJWpt5;oEwA zL$f>_FIDOT8-g}U-IrE-28(7K%E|wNdnI&jk5PNw zj|EO|hF5g?oQjg#jPiPd!;M`!EvG|V$k#mGr$diGJtFZ|=I?kA=0ZT7LsTx&=w?%# zmKkWO*b7g%-c$aVAzO+v{NYi@;PX_r1iv<0U}Rkb?qr27QKyvp6InLPdqUg}c$0R2 z@=3#ky~h#U16@N{%wz8aETv_QdrC zwajsNizfZP&@vhcn%I+H>w-S^*X?^lPHX1Y^sTnmX$_{#pGrtU2rO2D7xkU!VbDrn!g_6>q66Rvytoaarb5zy#&v+8ASB4!ie`i4-H^QtOBYz#$awq*zD2(kK&?(^R zJxi?v(<;bwb7y~4SLJWFmQ@BV`j9gNyLMj;_bZ=ZICXnCSNj9QarutpJPV*>TCMS` z#|!XyDNSrs@?5P9A~d<)RK3;qxTvI#=!xikX9+~AP%`VtU?!!8W41@DC?YlXNA*t0 zB9F*MIUz^HqW3U#5t7reuM@vyn3EFGO}na7Tm4bVom+I+OV?SF6j=0CWxrKA?i+; z3}NbhFd$^4y%tlTY*IHBzi>#_`j2G|G22MsY5%dxNw45L(vL2DJZ4SE)Lg3AsRwv` zO@c*8AAnD%GpVa1`&Q{>-e11fV$z`v4z%w&Eh+Vt&%}_4d<`(`;s&A_Fb@0W9M1$B z1gcq~sF$ zP=K`&{7z*<<0cDNFR!#nQf@ZVRXGM@t6 ztH3!SaD1E3eK>mgLN&I?=2Ztq`V2w$DzvgzWepQ6Xf0*NkD!4&c@~D(^4G9({65-S zVJ#6g6EPQL$D^_A^EpZ4i+X>Pa=Dq=W8(?qle1286x4GiI8!0cA>$BOOHhvb8TW0t zb$m7$Jds7TI$V_!-C~8I7=adO9!kRB^&Z_t1uqr7+3$~gJrP{lKbcqx3j)w2YaJ$F z3&W?SQyo#i^h~0MIEJR?{sc&%M0$r)*?geAD6?fW!>KN8ck&PnA!kJ@yY$gURa7d`+>L1NF6L*=t9hn@aM+XxCb^Tyff$y>H9l*x{s3prI zGWdE<1dxiuZ8(mfrfiiU5cuEq!_?=vHk-ZiCsm_t-g9mOOo<;~7r7l(0~qV2^crvd06{ zzeN%d*_<)m+lISIu~T5xB1&D))*sQQF&)gmfa2ozJ&rF@XVvcoTpRpLNl)`3S8V*K z=<(4??KGIqa!$lQHWG}6;``{nXnLSAoB}OG?6Tm+SjW%$9sQKA4ph-?*n%W2{zMc~ zpg1&~g4I9kAOcvr{{|&^)=uVanAFEsLm8Ww0$&=XSyHx(wkH$niQK17H^`>A4%su) zIzQLj(X`Uem5tKBlh>FT-SO~3bJv*-R}FQ~P>8hPi+|#RNG7)=Q>&)x=YI!X|M|XL zUNH9U@NQ=y)f8M3s)l_M4Jvu?@-2>QvEF6}#c&02icJ-C>Dvl0wB8z{t3yk-H*R4S z@>XWN|LF|ke-^0MEWNypzTCKhHx=%PTQbkoa`uV`bI`DY>?i93tlr(i-VcaZRt%Mb(U@`Yc8eU{ER(k~ zk)$kVpe|fCwjL?zUnMJAP-&6P-zvK{V+y;aQdI`yfdi9Ync7EM2o( zm09MdTItIRhzrO4B*PoRLMv438a@cs#DY;rzMov zKSCPSUMg!Dv$gZ}jSAn|CV$!1E-n^1rO^YM1zPtEfAyE`tQS$cp^52q7rPaDx0YMb z6l5BNMxm##ovr;Og5J(n;pXnAE2?mwgfyV8+d{cbX~RP6K*mrbgAE zgg6u;OS`j!1`U2-pEA3~bjYu*%d#+D#xmsobYZ;b*w3fnYp7NVdAbOaxRuUxq}bv= zhfOnkz>S;t+_TC|vTB0zg=XijM5Z`@?f85usM|w#;P><;BZMS9Iyk|JfGXCVOZ{$P zCFoYKKCe?kKh_bFhI2;zP2embfbCb%=UZCkHUhwX_+crN%R;!n2_=eQp0+Lr$4hUI z%KmQc-$@iaaU^Rl&Q|?*e9q(4Sio(FWr_LhWy$X+fsCBOu{M(7nXL92?TAbQ=|Ibj zerW#okR|BjHeyBtD*z)J);Bd~7vv^ZNFSX|yh=+-!Zi*Ch(PLWO3#aZuXU zl=BWuGV-eXqwP{)kvr-oOGGiW_)p-oU_f?KK4nK*>lGQy^J$_3P$vjT6ekW z)rixIY{VbfvDxg&-8f*B|2^0MaVTeI5THa7>#ZUl+)$-zo5@EQNXU17;BMg4Gl zC)vQ@6l{FJfYZ~Z{F7ld`a?U1M{j5L)}K7Zd(CTOjP6JYtxE^}F^A|pqNu!+7iK;= z#Yxq%!|J(Uk>C2EfsvYjbe_9e;gquS0U=@}St9%tQ(fwD>Z$!hW;sj!(vE#;*&7?a z3~BQF_Au|vWseHRV2bG3i^|g}KFx!D8ngmxQur(n=a>5%@lmFDnOVe`_a2LqFnF`F z{RZlp^)HS=jY4ZdL1}#%rK7@v-Odw z&-Eo=*<0PH+;WiS2(*ihb!Ri(30mos zW*_Eb3pDqn#t0&!AOm+Z^%B>X_sO&{^HT*+^B6Yhqo1bszJ*g9s+M4l~9>}ddpF|8o9qFG9Ome0v&x5POTP{?)otQt7qe6l<{ z|LJgDc07zyX5TO1Q{1*tEpO+J#18*_zCyW~!>Va43Q9A4cgl9%F$1_VU~3%LJLpVu zF)bvPcI5aWAI!u65DRg_o#IYbw#_8gh^gU(-U%X};+IQW#U>0iOhfu@a|I2#i76`eAbf_0?J$PwCJotN&tiKiBW0vgzji=} zY-o`Sb}u-#Oz_7E6Y6SCQuZtDj^%5l0fTrv!}IgRf^3hJO+HY$opk4GEf3m8W1B1= z$KZW#tETY=dX3o&V?HGBtJ$YAgJtLOJgn*N`}5*j{sO9d)dpN6_an$8(Wi@rA6nHvj(ghgSd4XYA~^kotG}Fge(BL(o*U$Ae2>Ed(ogAYtGS%|&e&w#@!KL3Y%AG7P0= zPpwcz?kzVLxNNDcNi^xh6j$A)Q}M%H?nz)hYW2qiEYT0v?sqWi)Tfq|bW8%@Tl|2I z;GTXqHL)92G{f#7Q|!Tffbr~hrX4ZA6qAh6AwfcA^(*V*^$f71;?$~4+FsOuX;#oF zHdOoXBeJ*tFFsrj})M#FK<%O1-A&1_zo5PcWoL?xhk=mk#K_0dR-F z8gQ8~o((nXUOL2O$u0h{)tb6Z`v~h(E-C7*v`1q(F&8MOZBU4x45@nkbX_11=O^sd zo@Z5}YOdt4ZnV2Y+e=wNX7`jp&^1*q#we@VY}dlm-2p;Bfh)DA{Zv>X24yq4|VDu$-b#ye?h4nzH|#@wVMs%QhBim zADbkg<}r5G^#04Ayg#zxn7jp{1p^-eNs{24Di@_6eo@0`N9_7NLSK@8noDMinXn|> z^Bzgo#rARDiUzW!ld6V$pv^QR=GbHee8sq=Q#mQD|u#)XEzq|E#9B7fk82~PTq4F0$yIT5Vd!%Tl ze%>QX)1(0EJLK_?RbU+$P{FsHpfF84lh4hvKo2LFbR$}yRj0hYY{YdIh4&O+oJnD^ zIRH!>VT1hM zel#<0UFw-0Y_~L+TajjBR^t(!-Nxc6*+|3SU3-3 zUa7fpPyAB~*#Fams7#uPkWF6ZQIzprfg(-ob#2RO371hCPyr1_%J3Tm&g69R zE|;bM1aE7)S1x4PW6YS!{jf)8;R{*+-CY%u;c>&;@=2qnt+q*KBI*^h@75!IxI_lJ zb2c#>L~(rWek{ zB#Z+x;ryTn?paAxo9hsdr0H~YN|g;I4RK6cfA~HbS9IRlq1?D;me-M1hb&H-7`x;a ztLG8Y?U*-vD=HL;XXs1h8KK;TdI1OoornUESV>J$^8{vhdadhIXR+p$INl#=9Xj98 z;(%9*t}4-=3BGv*0QwC|wPU@1o`Mape+iPJl}oW1?IOaJZ>1hRmK-$z>fvTcwF4e1>R5q|6Qz(eY}OLMgK$5SXAwU-XS_$4W)~`IM8Wr z3#aQ2_$bT!l+7vy7QJo!>AB)Pm(@Q!0+#yU{x=%nv0=W!1BfRjND^lU90(%w(T9{U7p{ zMyAlsHitBE_}u{oin-l!{oZY_yZssY(h7ZGqQOz9-p-Vdgh6Es${nH-590P(OIYg`dgBF9Q(gR4tUBBGAn=rNAd976_g1kpew*gsI%^ zK3B>hY|1Ogs0XkLL^3w%AaeBD+WfN~6~aF z^n#tCY#NJCgTKAM)R7H$^`<`A9^wT|1(~++aPa(3;djX901T?PS|Q+ky!{T0!T~U{ zxo~|5=6%&S;SiwPfHMJwHCWrG|l+M3=`T|CZig9x4nYG|8)_U(UQ z@85Pu=;{SGyUT~^ACrNv&fR3p&p&Ey8`N4X_Cmlf_MCOHuARn2Uvy|3AJ0GNWfM;n zhfWQX+M5V;={$q(dbf^qq7wg$`sj&eG%z6tEt(_zn7L<}q)j5YvH1Bm@44t?vU~ zQhst&g_%T4039Aft~tAfQ3`8sd`r|`F_*>wzY4CH$K3>kc%Qfl?`yR`4$L~qgkf1` zQ;iXxnS~X#syip+ohB7-woC*VGnM7-?W8(gXA2}Mw@+#>dJ++GoN#KMSBi56GY+1p zP+z5X5s0M4+;{0$m_W#*lXV6-SsU|;W+cB|AOmGwfN%7rzXe~@TS0q@ufCxcWGho0 z2H&HxRbX@-RDrBxdU50z{F-|oHd^?t9RWIPB=ND9dg`b&YsM#kQHqL(zy44>I9Jni zMUvvSreMQR7#VBXNY#CS+XTa%f-E$qXJ-WL;xlHPOcnsKZM0+ zt7(AYf#hP+X4NRN=iUS3SU_aiPsMO^A(^e znWWTDgH^RF2C9$uvQFm_a%`vF~tH?G8<9=+xQ&G>DHQ63~}*xg*hwW2Zs@9-50MW8iR|%!L>C6BkxHN4bNLO}gyYqKf1zbsM_r10d-|BZcn|vY#nJ@@w_fcxx zja8a~2;n@A7sE32hxSp{HKZ%NUg4hEu~SvXNz2c8mE+<-K#SB>7?=AbTGSgO&HhVroi>X35) zQ@clci?u?^h__A;HsGtk>x*ba>wR3HZtxu;Z$hy)%bUjG#%wvZ-mD8HJ!MY?-wdKD zdY{EJ9fmAl@u{p|3?{dpbYL@GIA}SBxLdZUQx`lE^_^eKw#&P?r+Dyzv3&LQm+~!9 z#m)2=E=xYd3Dw0?xvNK2)Ax&qo1&N7rDIXA3LN~bxJ#++_hD{X)A_Chrn8hdlguuv z_pv{_q?zTVlPf{^BUFJj2)F&GeZJd%f_=cN@C6&ermIa*A(F+^|>qd9W?;jYO$=+?=Eb_4!m2C(TFkG}~GQ#XX=V zopC+GlBri^qEWcz34$_gE9&T<2qyS*qTVBL{xYHD)1vqzY~S+rS(c!+yI9{_{81-= z9@JUXw;{xnW(tBdQY2o-YWVPsqW&IL6gdB?fIzh=^Rt?q7p#5>{b84-V*_SWvaRcc z(e(KkebBzo$}guQXD@S8?;KP=H^1>DK}`?uM}eXz#RUKhQb_@n_xujgYpEz>7nOP3 zt}mHMtE3)>d-^0_L6UDgWB+|cRrz1BBUu>Vt!Mjv0}RWigI1fz@@(*g$P574saoSL zvOqhpWMx<6kHmaL@7D&eBc&%LQJ$cPej$IP@iM1Gf}ofMgcA3O*xYhCGKs9HMu4gb zq*(tS{P))g`Z-(0*5<5L)#1`%ZbD!!U`l?SFkb<2K@Z{sIX-EjMpnxbwA z#EIejkv5&o^QL9YvN{270DNQs&XI+XWjG>GO0oIIJY;sXxBn`nFb#bgR@8cZAhB|) z_Jo_wld?zstx?v==EzG_zSi3ads1lr;FpW#5te-q4i1V~h6Uc|!39$rj}xecL|Ehi z74MgjLXr(Q?p0}L-z1ROGQIi^;>eK7!~R}3nHV9hREzzD2s<hyh zx9i8$H(>uk(ceCaTRJd}0J{x14;I)0q ztEpNq_mhX(I_Ov3wH{Bdt)gN)wJzVEv?o?i7#vqF*$;iaXV>*+v1KiqeTyM^I&hb= z9eleo!t1oyV%vt%&zVdmKe)i1hl$Yn6L?)7x-91QV-u;a|aUTO(C%c&_V zwtu&gV|K9G1IOQgfEDCl-pB_Jn}6eNLgCK7*d}JmF?7>A9%ER5U~PK$XB718^nxGe zI-LCt;8qdW^Ac}uY%6(F#5PBM+NY28B44DwS`bUjHE&Rt-5xJR$UbH|t6mu8u00H7 zYRc5FUQIfvo7Yje?dGB=eAy&zYla!tnLy9SW zv&)7vR*T9ra)YuObou0Jf7Yt=1DziJxlf3p3nT$HPDPDNhdsH;VkJ_aPI@9_AJL1S zU&6WN7g5@^^2u>7k^57L=r&Za`ij&?Gd1e9xo==5po8RhE$LYb#8uRDmwbr!Q-S^c zQAP3e+*)>8m4^;!197Q;dI{Hf{2JU~SrxlzMzvkSd(D2% zU^eDbZ<&mnM}uyMGS4(da{7%|@n1p2$j0k5W7=`4mdjs5zwAbaW9=q%Yw{L!E;cvT+~sB_0skbs4LnA zw8T+IT}J}Rg&=DyjDFp}i7jbn4fkxAJr_I<3$%%Z1A4cB7#d)@kl&FRll&uCw6I3U z_SUe^lABXZEzbx3j)S>Kz@>@eNvCD)-{%F9ymnD39DKmTra>ju2du3CNvNOmiT zGos(t%>Ay;*UHnHYxCHQ<9)sjpd$SrfhqoHzCtCFf!wWvurLZLCSap+mKsOKuvq$R zI&?!R$LmC`a1XNOpX^6H$IEkkk#+VEs z9yO5frX6}j{o&rk*S;9dPyz!$j77z^+->dZExNX0k+1$cIp2+E4$zkPQsv9U;y3g3uQ zRubCiCShJ~n?Y&oj}p=MkuI-(D_GtS3otk3O~Pr3*B2MfIl<+KK(i_N3ZN0!?C+ur z+_-Y?FLE_yk|SAFu({bZmis^zP3_yi_0sxQv=O;PI0Q}QdAM(w9W9Y7RFFjllcM(z zIc;(BprMJv;=+u7{KAY;o6D!X%8f%PtM1jxlMGXd>{1=vx4+C8tEb%JH(M7g_Rk^} z6qs;LGQ2k2Gx39LWpA`=H^+bqDv%iNZ9uIq|Bgo4@&ipTXCVDEoJ zFZa%n~pQ|V$+qV}U(sJ2AYfYDSxfTyoGK-zOn@{!@D@Zm1G+h(` zN}g5sVG*be4Tk;<6*Ve#*6(@3$I~9-R=tsDMptQByayT4{K*)|aky zmBJ=^w%!K)eKdu1yYV8PeM%p;aV`xd8GKzks9T}+t}OBR4XW9=! z%TF1Kt}%@4PlsZXnB-y9cbwGM2gOB|r`DT(rIxW;6z{Z+m%djS#pQm-tCjq+{g{GZg5c=h;$}I;-PT=- zcH2~;icfye%PQIAlh$Y_GBLz@|IFU!ZzakuO%4}@P(0hYOE4{j-O{BM3IU6Xn*-HD zLHl5cfH0S$x(G~&?{MX!eZPqDb9O{h_t4M!R^hA>Pi^bbNN0^2btg~UL~Ys%d2?GusZ?))(G zI0Z{epmaU4D@=5q-f9C=Wl@V3)a-%ZQ2erm=+(j7x$zRUnfzDkHO8gqv-jK$(+{2X zwL%`|zZtBKf0nVzlT#LW-#AaXEm+GE!)?qUl{8xaYl0V%ClDm@OYB@6(rqzxi`Drd z_hwyudb|n;^aTl8_&Y&CYzlJY%H0Ym`d-93$oI(NM;LT{-0d zP3mmhVlIwq`Q*8zkkug6;3PKYF?ZeId;r>K?l`C6O4|CrfSg?@9@mtgG zP)ysocq&KX24+%%i<`7rRq@+ZyQbS_Bv#bu*AoC$Ry!du$B+HyHqGrc{sBF$uh{|S zU$-@!ly6sys!}S-co=e5G+E_?&-gZgn?F1EG356muXsRTOBYDYLKR@3%}!&&NMjNJ zUOX@=B?*k714`HzL8n4tg~<8xiI9Q_&noHKQBuTaD`Yzhb|i!-P5eJC^? zT}Pjs$(dWh+PX3>vGZ#zHmlFqGUlM&^WOX;Y?84OEl5C%gG*&s$Sy(A5Lz$Gt6f^h z1b-%(5WQ@Y0))r+heM8wZFk(Q-Ebgv$1<&DGy|8U#3w;QJS{GdQ~f|o5oC~OhM(#e zx-!e1)>0X%dnaMGl`5gpjuyD?UA+=n=}IYAGC47sCE2?bYBTJ!Nr00A%`7Otz1s;x zrGK^AFc)&voh}sxF5d*)QvGLno2jD-=js@q`JytMSg?n9b zkHXnE`Z|8O-a}IDfU>9O{rBf8a=qc-mzR}8n1?wc;Nng=;2R?<*rXLQ;!{zJ?9x<&Au4#0cKp7NW;ca@DCc{noyX z^O#7olDmN@hbs2P?u9~_dD2ta(y+Uzxtgu?(vpz9JS+LM9|Xy+I04_J=zz4*$BiBi z;D9c5l)0T+Mv8#rxTplJsN}0MaPFt!x2R_yTc-Y=#Uv2R<8bQlx;}Ic7JpoX2$G6O zTZ~=M?a1)L$n*&JWLop_qw#7a6w~}*Ouz(kVbq^Vme9#{JH3!2BE@!5SJ`U^XaN96 z7GO1ind+?q0<+J?9<4W8&W;gXFmDYk&~u7c>`s9Hj#i`k=PsevX@K89JL{uI+ne^k z&`q2Kvz}$d>H?{sDJBrsE1?la{`{{Y6r<8r%p#j)0Bhi4k{=>@wu=v3tJ8rz0vcdO zsN+N8cSZpjbdds9=;#{6UIYTwbRKX)!>k|I)Ola<{Hj{$RSSC`o)ddphv{CQFSPQnw;s)kUZ@+BiUDR)7vrPB0LR=WC;uv=GbU)a#|)(KQ#|_kPUPbX%&n@uOAn zfmaQ~U0h$H7L&}sV=(jzbn-MTV`!i?&Z>C?G^Zv8@)ycZwr1o^l4CEf*prg$df zP*qbpAdWPWfB@!;GdWy!wh-Yf<-m=u0m;C48Q5p)0L4NMRDRHP= zMfJ3HDnl%vg(u9axz|SqUixU{U9Nz4+)FXw-iF3wV=8>jii-}5~*!*O3f>l+T2VGtv$MiQsZIanLB&sp|zI8C3uKlZW~Vyq`jeDW4u~V=29#nbn?C(6aMLiTiJY2-<(Ic7D(0snHZT)p>)^YtOQGRIae9RPAuwuDT4m z>;oQ+oraPRXcEN;3C)u{8W~~`@tCfe ziQdQ3B6f5Qtnqitw5B($UDD73=mhNM2Qh6n&3p+jc_!Zalxzzs%&;5URmDyyaL~MO zxih+%37<6-t(3b1W*@Z^O)+%JeuI_@E2|-b+LS=0PN(Cr_@+JV1(doHs0(aBu#Wxf zYwBj|K{OypD%z(@NSc=3GyLhB)Vm2_jPzT3c@|Gx2PU)aUB56BZ#y*Ned&uh`S%mw ze5oe$>OD(t0*mYcZ}H)Lz&aJ>fb%7;nc^j`WtpExcVW2AW$T0DJPw{Xib(xUxbZL_h)dtmdDx5COwEYJ;y#qURv9PagYTc*8LCSrrZdFB ziuYHnoEgeh-HFP5v`gXJ7VfJ)#b)j?)?>H$6YD(=KPaLBMA%Z}x$%Iw=aiVH8jBO9>l8StB4`|ZkJL&3j?Js zuS4g!Xf=q$TnN{UyUmLf`0(<^;$bWXWkg?e;gP z|5;fz^AK|Zc;Dj+X-ur??g)70bs1edkq489X{02yTx(`fZ^wRKv8G02iGlP;cb)S2 zLeG}D1WWtT<}w!rsYzu8B)0;A8Q2F2WPWQxIN(PFURWewSb?&b3(XkQACzKNOb0m~ zw@3eJ^SYrbUCzf7hU)mhDQlvaNxHmCluC$8GCWaCO)Z)blh-F(s7`ZNeEY0)#{8Q@ zC*Bu44U+%t+NkA28gcpW(y1vPPuk>bqtvJjXQ%7}b)*w;61$yivi-djKd<{cOzS;5 z^vXSbI5j+NOqz#7MOzQ0$)*jE{WA+(rsg@4p#J|{-Z|d=KsTFJJ^(`iSVjQK9riaL z-^h$=h1(P4&Kv&e@UnT|fe|Sej>nxAW&1ZC3G0`Uhm^-fX;ZQA zYT=asg=?gIz~%>*?JZ5imJJ?Bl0I<*k$T;+mFA_RpZ6{DJryuOs7ZG9VIQ|u);lsR zJ{f1>uPc)MF95tW#hOZ(ev-FXpg5qeYEd-K*_;SEr(rCL#Fqn`v`T2uk*3fWIwg9Q z7|uburRxhkxWV!4`h7mCb|2(DJ_cqJg0GAb=cp-J- zoA_1ml+ciC?%3_2+oHr?kL9`VX0=LFZPi%!ww%i2?GZdq?yLW=p8f=wI|3s3W2U@+ zFK@2D8(yUgAbAZqkB|mYvRi|GR2X7{Shs&p)TWhj9K2#A6&vcixVZ- zM$HE+#%IL@IA9?=&dj|{XaGQUPB-YrJ zn+H=41gzo!ok*dw{yMG0O|!2I;hTv;1&WW8cZ_vgqrt zd9kk?a`mOR{l2=yPsr4WW9iz6z&xxTbZFpnPCGb%8&Ym7>8A2sx5(%wp)Goqc$^qL zcc30|Z<&$bJy|MFkH|iN?Y*DphNXUT29A-S6-hd2Dj?KP;gj*s7w795U8Tdko#)NTAzu83(QBBj4EcC+l`byY z!6tdEDoFP4Am+Ze7ZB&m#o^QX8P_kM%FxTf_n?ptVvULJ|J#oRYV8xCQQdDFt+(r6 zrv=eo>a9_CV^K2I+6~^Z?X;EO#dMap2pBPJWH$%Bfsp)LK$ruJkQY-V=2gXi;ltxc z$?mE((ih|Tmt?KMPv|kxs9X=^;fJ{vfd}R8=N8w@!k7X_1;IE|c_qt{?x&F-KYaN8 z;lOGGl)uA?@@RYd@JralYs45<_+_?a>PVuYx4idV;w2jz~q;h=S6#Vhv1zmVCbn`f-&Oa7?U|U zzerIvvI#2Bg31eK^p9wn4#q(hlMl?7T_NoR^l6>^oLT@Ra@*gClv0dH+~3NJC`1yZ z10&hsM}X3vT)BOsaL|=Rs!TY2=l#@%r-s8%0Rd?nAZ-D>fB3;=ghp?3{O7^_>L<0f zjy0c0O#gj|js@(y^$P-edK`Nlo+K_7geiiEGrv|jx!vuBFc9xBsaW}VQd4k@1!ZT@ zy1;(8S7#cb3^WkaU=(CreD+@Ob%PhE`72y0-33)uZouX0@_zkXO8H%lG)4j98NFQh zb7#KKrDUuh_iSp!(QqfUTo`ZwuFp}FmQkQ=`_TkIGMQ(%I%1Jo$loRUHN=WI>fk_j zoLM7H%f={t04P4D4p2Zwd#)LKfTyowjbAONR2c0opat*qgP52_kRc4T6LN8dKu!a! zqlVuFIHT^Sa>}Ri@P3^4IPH+^?VT45$@B|GN>Z%-gvf?7fRGLtQFOl~gn>IW(=W02 z8boryU7f;^nq%`7COGgfdj1w#(~BTv3p}PT2GQV0d%RX@4BUlUtkQyal>z6FpQzQF zICH@polQXJ2ZAeQhzwS~=ZD2l9e`M}eXXm= zYg(lH^|`~;aqso1;EL8&r+d4_)v|^4eAE4_cEMA6mxJUdOQ$P|^q8Jr6hX~JlLqiD@OzY(i9jsVMf4jtDA|xJXL*n_fB^151@V=!R{CoInCI zjmc-y5DFWq_4s|dXB^AW4ZMBC!2cRkVlTtdbppDfkp8G?Ke$K?#92ze%SrgBk!&0z zMJuMyq1QLWnHR>sjc^60h~t^DD}&t8 zP+r8p-5Hw))9Cv8g%g?RJK(>6WPDp8#xO8nYf^|wHgk5K2Lu`d4FuQA7El?SPV)1> zzE`4Hbew|yp-T;Pbo2j5*jvX%!FBDzh+?2%5F)8`gM=U{CEX=MNtbj697{~=u+^bQ<_5Ipc~H0TN)7Yaw>oE6@Lgy zDUo5S+^*DbxC#g5cj@~TrVXhp{;u_a>6A;br-}B1)JAJQmlzK}s}0#pL-xWRw=uXitta3$!`* z0{r7NppLI!Dfi}w9VNvsOTr^T`9OCN&M_cYA79S2i~(Y?h%Lsw1c8UkW-!Q*fSF+V zP#S$?b-;g)``px!PsP=5k7JT!b&qw+onrp8VwCgK{41{dBbWNN`pdDaSda6dtDVH4 zj-v0#e{x;zCtWInjKEbm6be1(gR&=q%W<5peM;dzPvwsKY4#L4t7~Bq=y8R(;^jY3 zdXVbJe^UtP`Z1d1RMZS~EIb3)Vge@-%dNyj=r!Zs z()Hj8AW=KjtPFHK@i-y!k57aG)lERlYahfmeyO#)nuaecVVKL8xUk(m;Oo|grF1`| zDH;X8_KTFs?LbadbW;i@j>!Q0iAu%(pSXmLN?4h1$rBjQzHr~_0Wc##;LDuvJz1gf z6OIdXG?*1;mkM_UmQg3RaIpL1A;b%MSsAHuTv*;z&D{^`KG-G^N($ zuCYxu)kOU^_#HG>lki*@(|FO3*F&oOmJZ}Tq{7_{X>Y7UgY`uhUaS7HqhR(aG>m@A z78s=gI&D38_XZt2_rC!v-?Fx7U@Yd=$mfBGl2J}Ux%(Q8N=sZ}TL{311Dt?HC5&fB z-`5O!&mgs3l}os#DfgT2zL4uAbV*rEE?EXo=~!9SFe>22+H}3nMZv}p`h~F*UTNk?lqIA;+gY3rx zl0~jk41LK;R>u3fz@pd)O=)rU(XH3MNPr(g!pKcqDm(UnuqAu31VQK>pHy4?wF@T= zm1jw#mI8!ru5j+z-%mYup6NR|m^k6Rf?j_B%l=|JSOYs-IRd%l`Tu)Dr=X532b%9`Z+_vGV$YXizC4P=LX_Qd%7vdHdp8Hz5R*Csh zd%VUQt{clLwk+xnuX!~WPtqxs>v{Cqh9Je0E4vv&?1o)inn`_z9OU9yw278E=$0uP z4bHLAn-)VoYg*NB1Ep`B_fQ2E0i0o{O-aG;oG^dPg~!F-3+fQWHl%d(PM@_nON$Cs zbI51@>Y|2-12w=3)6g*66NN`Udq@s!oi7mT@^h7U|9+Vic0oHc;^Q0Z1`na# zUwAsH(v$71st6*?3rVLDUoM=Hxh}9>_4^9vtl1L_SWRiN zbiJSrkZHfk>a{K_PbZecD#G~F{&?4xgLAj}9OR zx8fefsIiZ2A@_*+UpA1`Rrpb%jSw}Kj>dvUkW`eMuO9cW`P7t5k#?}*%r=BQ@uVqt zJKg1?GBmsOgc4PJ0xL~iLMLe9tN7aqEU8;Ii|eMjL#Y$K(X{wsTHKxA6tHNx)g8Xy zod_6T+pnmb(9OlNaZPy>9&7v{{kz<2H9P7G#si0Tj@~rtXiwe%9LC#_Yi7Q@B@1z)jUOeuCGUH?a}B zd8eT+(Wg=yzEHZR%fE3VC$X1qWcfWUiBQ;jVl&Xg35uq?$H(>_8=5Ed5#Rst? zZrrW2HL1;K#j(g`RlXTii29*S0g(QWud7go{B>P{Q0cbG5vfYti&|#Gy0x2{h7yd^ z-PlQiPl1j;79TIm)gO!XhLqYYo&WYMxZ6-RHy$_%IMP^jD4rG3~F5zLi3AdVu?@YpRZfl?YP*5v!T zm|bKjc}F`}AG9RHGqO5r^p>LvmNP@_@WZ&X1KxvD8@WAeranY%kwvjt+1W#G60m;b z0SRF`8?F!Z;Cgu6B-NEqOJ60Ij+W1EeC-P$;CQE@vAC{%#TCSR_|E-|>AaC?yUpXg zjpt-BteSXlB;P$E=`=fO-evZTcxY(IbvG$OO7~=1#KUKZ*TU}k{E}PXpZ_!?adtAczlHz(OMFRRdm^s$#!1XxFf!3#wHHxtprD8g3n(r3@p8J1 z(JkMmPCwDEclL!x#m2`@XqLJFZIC$3kz@V z7hWAQ)yJGbLbT7C_C6U_J_Fj`Kp}oztW}bDuN3w9F_Zf~n?K+@^38zyGc4M}jnmsM z%I`o$(s#hS6`q(?)^Vy{UjxLQ`pdSbcuc2A3})t4VOkC0Wo_ zLK|ge#prU9#|~lNtnuSk8uZ{dbJfUtVkXypfwk#q?c)S~G6|M1kHiM@-{8i2>|3>a zTxs0+&3V38zpFCi^dZ#a3`%$2m0u$jZW!+RbQY&MJA)t-TjT51-q+r3MZ{~aU0Y|1 z^bY=G509vWvg}4%2Vt!Tv|gEXXqQPI7escAcG?Rh5phXFDNL&^ren5MNn_n0(TAM= zcbr=FM6=YW#W9kpy7jr*R$u}i&@v*M?ksP)5-x5A<`;!4 z?uf|LUA!dbVJmbyGv`|eb@X$H^U)!oP{j^vWqu6Yy`^9b(Rn-f`h3u1_xaVq)zRxl zC3!mvo3E5vB^hJ&7v)!ndSW!kF&-BTRq_(h6$~J*B%K;1cTeLoHz;vQ+kNR=jH~Md z`y9!|AuF5nOJnn@!=nWe|HNA_0Il(y|8fn6a;#o|fUUksTz@XsdUfH#=!;8@kv(Yq zz7BWW<7_VCq+*9|Be^%u2pK$t_5-NILmrgpae0~;J=<`qqS|3QMo{V2W2y?M=*VNUy^ zyE<5Kk!wMMHDyNnS`!vfSf-@87PKIW*y%OCT|Cgh-5t>&lIWRp2wQe_!^LG{l{Tg+ z-$vEu;W#_&;%h<>Fd!SPy&ZoH^ULoELDN(I5E!r7x46W_R%=2P6%`)~Z8bF=cX#)( z!>5cIbGu7j=jrwPQM<5kmO_WT_1$@YrsW`YHMM6spWdmd{ob_nI7@`fQ)5$OqgPuT z@gVFSb?S-xPM!n1AE(~aF(CwkE)t-A1L!1xLVpzhVu{T1b@PE?x1<>_ZYwH?o|t-p zM1fS~P4|tSuhiJ*AxB5fRc}p~P}=NG+G0O5IXpv!6}H-Inl62kYmng90ot7u&mw-2 zQQr-fDjxnmv0(s0D#4ciW1_JZ`DN`s7z6(0WhKTaH;s{@*~w0qNK_b7Spe9D`P)Xz zZF_CgTU9v`sLnJzE;?a`OghyGCatF2zaeDH`yad^G;~wvKK=OvMIk0dJW!CxEnqyY~3lD%jf?Od%6@^k*GjIQ71Ho z{Z`=XFo}UoV%oLjMr)1OkmVJri0h2HNej9tdTXbMp&1&au+@4hM4Mye#~U(*{Xuoh zq3_ruKYj`AVUY#R+B@D)ET7*OzPh?ekU= zxTl-09(ezcm-_d?$KE>~7hELy%1_U9dPJevbCtxP$YQ!_aY!6HZ#`xcbI#R)xL(1^ z*qg>WW1C2v-D>p^%Oa-*Xd&#X@k^mW#7e#xKB%Juvf)FIsPNOgo`k~l>{l{A;o2#V z|DF~!>xT@A|90V+tXbN|yN_i6e5iK_!{fZ>#~Itq0L)xx;n!Loo*HlG>N+_94a@q+ z6`Dc00Qbj0Un$LX61}SBM`oZAI!mq6(59$6CFF^j=V&lBNKNbH0JNTMmKT6F#f_$P zX#?MZ6daf0fZi)Br}Y7vKpEALK%tl06Dw)mqo`@?%$zVKvr+Ds5uf|AD_@p;NDVGg z48Z-t#x3R3FV6ma$1Mo^s}zCIbnmwpoN1r35QbyMaa32_T{`CL)u1A%Wxr{!7 zpYb7pUw+c5TG!adclh!b{aoE{ME>^C)#dDL>4n!rzV_liK5jc0)5RdufNAOR2q44< z62ATnck1rz+l$C|rO=*ZkCRSx-4(ywn!TvL!%ObJWFHXznJnzcfnWo$8Ql+k7b<@g z4L+a&nvZIPu%Q}TetCwEgbDPZw4&>;N)34j_9kei$M{|GuK*?B=m27zK%6*% z6J~p!-)h53-Z7kOfn}7T4%=DnY+smV0*VCj=kJ#SpXqkhN&YD&E^v7~wI-iS;~dNcV(N$l{qic8Y5)=^%)3Sx5)J9N zANS|6G4`K`q_7L#?X2@ckwAO;B0#+Bh+HQ{jMZSu3RQ#VE{}M;X(M^+Mm5+wQ04-+ zWCJ}_E_{r_?=wE^RRxmbEGqk=qiTMMLL4gCykCnzJrnjdr$ByJF82Hqp*bsPLVboA z96}>K8Ree#DBMjv<9A;qK2L?*l4HGN0&_<+wG*d8Fin_n|6M?-QVmhC`k2z}A}h1A z1Xmq57FF`s%DV>;0g0w-j)zX(EXYfy8w&IK%0u7_QG(CY=j0ebx#bV6^t6eBXPDi? z88InD=^!FIf&4;p6`l#rl=ZI6MN!c8JYow!vRQcPC z_w+=9DnHj}icR<`HnOEIA{g>;fkHusZv$QgV4AAe-n#L{TeE3WSuIqtCw|+-g zuBV$xFQ{CXx{Wqd$JyJ`Bg5wo_y$-_q)r1yvkSAvach8?xXtL@-j-kTmS)c=mFVVo zp3AYu1nf&uoVBN>H?H=QH1vzHYz@moEmbjifCLRd+g(@B=;Gt^rjGIvV>kct+*@oA zdH`VWs%=Wx@L^1!OSMc~0EZta_V6lTx$^C1RNg$>pigh_QHLUF*Q_f0fQ|DMz@0dn z(JU~Ubfnr3ncFB3miZ%=4f>Lnt}GE0iAqcx?u3@_Zx*;egY!l{q<;|&V(p)0 zDH=ww6+8?h>zZ55w-UX2zdwU2SY_exg0(f<{MKcr+3LqAAFqI*Sy1d6C(PcfvI*+$nICL$JtKNj?>5Q}fXT1fA zNgctQo@2rWz-AC*FKPOcvc7-x67RRxH&x{q9?^s)PWv)38VtAv>;D)B?gn1-Z)dq4 z2l+*1WvxtCyG+G3HQlh;ONY8`Zzg6ABfbw>l{N-hnkUpCiaSS5kok&qVPC1MtJfgh z5DWLUk5L645jH;pH6faF2mK&VTC8|JWh@G$J(eRo8js^f`~#T>%7E?z`Nk{K>6KMbQ!U`=^!^mSE@*chY^wr8SY1k>R{3pWC^01{4pIwvkLY{@~gUtJF^ zNgd<4WK%BZQJs!@B3b7(7)%?m7BuTfn3gIYZkXx%dhPhAD*<~S;C4~5zs=UTj4Qdv z+2j7ugt}^jG>g^fk8a-?z;FwW-TtSRFkXI_Xr_wuGFHmrOn{~bRQP}@sMVr22wetI z`bWUa&FOyLqD<3cW48arv*wsp*$H0B*=3amr0GFz>G2+!5&RhO`6+1Qpg=G!a2G2o z_MkMp@YhmE(*<>J-FMP-!og;U4!Q(Jwn*vTd~Mwk5Ch?{NX3(+)9sj$M2}9 zvVlJHG&
        $?=M*xrh}blxbBQ6dd7K<@RwZ|7ohK+lCSU z*@R~Ky%)z3+CVpYN!5J`Gd=+)vpgoycV0y zE8h7$?+Qh^3y?5SJ+xQ)DXxq2=m`zN&O05n5bb?~-s(@O+Zf$^OW_Sw$K8bo>0f1g zuhow1yDk!=8CkXVC)OytM;7yJ&F!#S{rCXw*SDw-D>Ksxi3Mv3%9==A%*F#PWDy@g z&f{TLpFTRS-))r8GKkkl?+ZbyymnAYMeG35vdAoj6pN{+*Pw3OF?$bl>S8sBjvofd zN`OZ(1PG{ZRPz@^J5c40-ueE-($%8UsjV6lf{FXT(BGx4q9ja{{MEghR~{uN_o0^4 zQR_0#Z1OChg~6moj7;bV;{_Qhq*Yx}BJp1&>n`@4Hnk+Z{7NOsf#ZR{HwfVXRQec| z@W+%fzEaaKi410!R+M5Q9B%#kqq_GFsY7L*Sin3s*1R^YpLM+Dz}1z-r4IZAUd`Xf zN-)bhiAFs?2LcgoYY8bsDao(lTmf!ft*OHvb>J>XW6yk_l5(wt`5Nx5hr1m_l9 zktO)O)?mOo1;pJaQ05-?!oPY+GIg8Odu%zquljlZII1qQcjiE$LLn|_OfU*+M1W+_ z0;qlfbs{$%`_|Lu#34Eo+=PrzYBWt-fmv0r#hZ-)y&+SSk_XZx`UBsm%meyw< z$J7R-3U`*@PG8lhHrU@vuZv{GyQ;Qey;OfDNauNIyD4V zcn=2c`iEXwi8XE+0+>uojMj1^pUSc79b(Htrvc!5<1sk_8LK_BgsB>3tAskSn9a&0 zm~S}0v9|&HHpsetC?Rt$^!p zv%dks+tU4l<*G}z-v1~e@r4Y|wGvkPSpH-J{aLrl{hF(8Dfe@3b1hiVk0S`^6?O2u z3KLnP`p;(DaI7}35+QutANj;ztlXjK)2SsI2v9IIgT1W>Nunr<0|%zrty0%flF}a* zHH$lij`YiD0pQ1U=zm}teXtMHsK>|KrS+cH4%is3y1iF25SVqFvGf<2qMuQ|B}UIs z78h*JHAp&w^Of=~h(07tKjTr!92YP>Ku2FVo));y;riijU&)6mJNj&I$?KBJAK^D` z0yXylPQe3dbASZ+Xytsv=N;;>$O8?7jD4!}g)l&=*`X#ViL3-j_#G z%C4a6ooOwaX+gnDrygJO53wtBfNQ=GgaQUfdAnXP$1lh3`2U%c(5146T9j=U)_GW}(@0 z-^bUnyjTNs`x_f+34)5~a4BqFP&P2$K?Bm_NY{1oKe9|TJfbX$2dlyp{X7_UWw2GL zn->`?G4P|Nhdl!lY~Uc&smwKk1`BQ;-u1_$Xh^XhKpk&{d`)O5M+L5-j8vq9rck+L z3XsDA1g=miAX{8?buOuM31Y8s!22=v(*awO_)<7fWji>Zoh=xWe<`*LQ(}`EQ5iQctnUsTGudOht6GotwVlXFAq3 z?c9MUY zXMyM@Ff$V!yBJ_cM0{6G}hzn)ttdkJo)JdM# zf9@d|p)_U+!Kpi6J;@h$Ad3MCv8-b^O=e0*UZAf)7&uQ?&+9BnEC(Vbcj`x>v zvm3@)*gP5!0iK%P4cERYN+kj4RwjqJ0ZVdZkDfFtS$`;EvrG6MDqJ`j7z{d@4=wdX zpuXt7R7?+P)VQNvU*kE7FB;uG9B2JyfTP~g4PcMgwb-*4TlS#obt0K{+A2@^)ZLS5 zgcf{U$rmi!pQf$uI$nlMtJ-w26^L4w-9bvx%-l1UFT~`j-K)PAo%M3NkUkRuoU*GU zwD0`g3yw-+;jd!)h-%Luwrc01a|LY&Y3|QUyK!YAA+( zH!^!%!@O~=c7oPx`#)*@;J6n%l`8gpB7v4Yr9b>7nwAgK>w34NH1+H2m*=ozP zk@t?J=1jfYghMnI`3tjo`1VX%{y!WZDX-^yb5Gd!|MM7tWJ_dqhk%{XY#;o{Yw)3~ zYA6i`s#1nLgkT|pOb!BvVN?ty9f-0|{NLL}T3<8mZA(!B!5wf!2ydW)=60W@%u>kp zYOzw0r1x9QvHgDG^RmiZbID z&=K%X< z2~uDkzH>DHyxZ(78`4+gRjYzf8WZ^UD1qJFdgWLpG9tSkCcw3oxT9_lJHNkaF-M9bvV_p+$34tuf%10I1dSwth&D%maub?Z-;Y zC3MdP&=mPgkBn4t)CS9!XF|g>J_Q0_ODr`lw(}GVMgn}pCr(s246~ovIF|`>O98hY zG}98Ev8V51A*6{Rp<~geD;SaX(X|5YCdCIqyGQ_^Jco-zg6~g=pg4cQ6V1*FG6s{bN2W zRkBB3-$Pt*tHV^7-eas)vfDi3Vhd(f__;96XLie|N{dVEBP}1ZfYpP72Mb z%b)Qu(ug;j}04v z#7*4;9UwuPAp{}2^~;e$A+G$*?hvC!42NATC5=?;jIf=?zogfDKz4Bk~egg2Z+ zA5*7WrTv(9`cFd+_QJx@HlPbU?|g@OfrpK_KY#@g3I}38>y;&u+#g5B0o_&|M;?`v zBs_edYt-#88Su@S14Q2y;C9~!RU27HJ^ld4IWao`Nlv7%W007b$q-DLCY9F)_&o zBM(#SJ-G-mj2#k((X+kS@ow8r8wWV)nxjuDwS?Sdvpxu*ZQpdD)86n>wOq ziXAG#3Y_?|=kbS*VTNvJiE(V28OfjepuJW~yz-J3Q6bb*el6ye4`}9WyX-a@Ls?5) z4k|o3%V9p@aO+&ozFe_xg{iV74s-G8T^9|7as2&0R!twSK92Euk?f<|)18T>D!8|_ zvx|$1E_?mjAZh|%wMOZZfJo|qe6)aRHe3L9_C2?v#H!X3sR4m?~q-Sfin4#v#;AM24{`c+5P9YEXR&Yt8pHM1C|9C##q$PgC=;lV*l#7dqiI z3OPoVxxtmi&9myux;Q26$pXcfU4wafS-LwjsO6!qK~ovoXsncLO(PVv7{?=%I3X`+ z2#c{x8J_thyXH%lG2p;m*lSDP5IBCht@)_TT2yR$pn~#tO(^NwT~VAs0+t6I2EU!DB3{2{hDzz;a-!@3b^WL1A4KLO9qjhA$fnM0@w%mB;~ah1 zvfJ~C7=?a|Y5a~(e>WAWBj%)~=pH0#a3jf7;=aBlZSP)ADP4}AAgjqwb4_`irGr+9 zKs~ozC+8?1TY_2~^@Z$m{X42t}&J+`Mcd*_x3bZaNO(Fu{qgFkH9;-pto~svc*;V|?PrpwKTbdSa*Lg445KGN28z)EFajFx!2mcseVB(=6@D{;6y)swgpus~is@wT{4f_UoOn zdY&E2fA^Fp_SFk*bx76l6F=(y{O38Wgkc_zAZM(F~6b>O3DgtX@nJ)z$wy z%-??W+@$s;eFur1K(zTpkvR?FCc~5cO6g~#TV<(vGY;7TQQ2$vPI4IU@0&p<$}&rr zn^6m3}xnkhE#eA*;#U?lr*Ya$QS&x4Hf73P96^%H{OFNTh6iIJqm$>%>`ZLCPq#@{~@ zCRab*?25DR6?D`^Wzo#N#4w~%xPDS+80=`17N_?9JEHN@NVxKx*@`aN}#3cS5rlj$%)Z5#8DZGPWpI0 zA7Co7Kg&NM4tlDQ9|Ie#S@qFScce1USn7nh95YTKE!{RDw-=-Ac{ei#&a%@mK7yCh z@BlZa#ax|tph6=f`Nu3-6WeL&sNE_VJJuqLbPIHbw7PCI7JQfVgO5x0mHKLtQbXfz zy)z?IJk>Dk*bFnrxX}hljjPz{F%n<8+4Vsk<(8Wcjd)T&5A8oBw}lVq-GAEC9$T50 z+`Wf!INs3fdx-M|6)YCsGqB{}&2HjMK4^Qd%DZm1@H}8vFcUT3r5`GnDbp_N6f*JN zLq*-u9^)P7)9vbX3lml9P^HD_HRUUxsG~+>$xxrM~!C)(Hj8C#J+Kju1gHH{b z7JJ!|@rVzu`NT-NoUBxwqXUhFS}fl7>)vMt=9?QE1Cf!8_Fr676>}LLt~Fv|^7OHe ze=Y#8kaCODE`BJsJh^Fh+nTwfX{-+=np>3XV84;=r1skj#uOG2j~M{Fw3Q69`3zY9kU^!5@X?QGpx zI#>#UdY4~%Zp2YsjW6vFH`J2N3if!sXztQ&SAnn2CY_5M&bWuB<*n<0Fm?9kQ^q}^ zc((SS?TM{I=*3{A(_&Yh^$o$@uDz*cNuHJ4V4arEP<)A64y z(lisc81~XczVo$mY#FFQ>U%kUc7rwI;`~?1-L@D<L7J24S#J(!cx{e+lxl9$6?)RhHA2ws{(cegt zB#7gF(sqFJ#cA4S#_U^8WwE+-S7aBPQapTMpEL>mVx}2g&C5ij(q6UvfqIc+K7Z7Q zzQa$mP@a5A;Evr$N>Bod!nM_IQHxQ53Gz7w>B2wPVufN=mD7O# zW<{T8HJt9a?r5T_DqL7WQQoB_UZ*;eezNA!Cn-nn7&e4k-~|%aykQdSZa8G z@bgXV*AQ{@2MSJK59Cyd2+ckwA-@zQ7}8XG^1*`xF!9c&*`#rnU+2bA;+#^b=UCo1 zgP6#*I1$%YWs7JlJ4pz2_}hPtW} z_^pv}+;-*%(s9B03=Ep4_e8L_tCy@}z{6+nqi0hsEzQuO*dN97FdW?tO&-Jig}4Is zlL)COECgOAe6 z(F#blf{D%=g`|?RmwdGsQx?|^eKi7(u>m;7-;VBGZ$UPDd|V%<-QKL{l{-f|@#e`H z?@mcs4Kb^H@F<=9S2e9_D9&i zJ`o92cd%bg4`2W$3hRE2@7Sk4^LF()Wj&W56?0=C{iDfctSbP4tYfly;BNVfmF>g8 zvd4RG$*UzZhOw|yp@WHk=g`|zv_lyWdLcWEF$i8C0))5BMS2m=+IzJ~Xz2k_4*h;E z{oDu$5hklrZQ?S(Ia_=s4IYOBBpYmArLR^t+4PdPx=j3zbazzWW@w*Y4*6`VrshCe#D?D<&u*3UNcmR^ zlX|-S116iP3bM4(t#6&EbvN#l`tR~iPE4c*a0~jiLc?c{Cys0hjW6lv93`g*^W^l~ z_lzoOv93+Qua8Zc?I^7Y$x_1@Bk#AikqZ|y>d3L*?e__lubiu~usNYvpk6(Jx3F3G z_ZyMG6APhTNu$1`$mnB9QJ22tpIn@{JAa>{QXiYWiT9S5XHg5LhajL3a(TD+xz<~a zz|k8gutixBUryONaShhE=GPhl0<5BTCdt7Jq8Dw_IbJjp$cNZgRK-L@Rd_v)8^?EI zw+e%ZE%{9ncTuN&Md^`-tSUKW5-hzb1Do5zm`H}|)4T4$b#(_5BkB}iG%Yt{Q{SmA zUNlp;m(w_YVglJI?MyH$@leVM2ht3GOvbRW>1xPy29ai9W5cdseGb)fE|fd=+mM_e zA%=R<9gVNDYwAgTMT#B^nI%^ztl8zYTXOI|n|S)|@|q(2I<;3M zPEX41MU>;=@}6T6y9E5{4fdNWtKS|tT|Ph#|F)n2;U{bO8}C;aRBMA2Pwyv`ZLX<| zuMt~~RBN!rtHfXU6Q&Mi&4@L;zGKFmiy5d~dHm;8eAkXNFoWe;h}Z5>4@pd`9UPs> z0ryV3Mjz&&Ag^*2cV#F`I|ZLbByoOB8Lg`lSFjY&vQ8A0t%p(P!<70FA#Dg1HjCVB zvY*iEsuHBe1`ZsfiW=%HC@^24hI2#ohU%5_*r8SrczQ}OOR;{jB3`XkUAc%dBokLY z5c1K<&21Z9V}Mp|UCo4$yXne^)JHp~CoaM_{Y^k*i_O?e|B%ySnb3ITJo#tARYKn zet|Q&pOhteglCi74^?5=n=^LN4pCesE(pviQQIO^SiVB<XQs$qwa9&>Gv`nH9a&`thNb^LI1_1dnqXSG+QE>TkJ>YV1_6y;k^MC^`q z`wZTDj$6FHS3jCvNk*U472LNT+Qp1rZhj!FYr1uJ9Zt7ycivs(j;6D7qYvgNWY7

        lYcd?f{5jiB$VHN- z@0zjPQR0GFAM(S`0*F8mZWH4(uYw>N#=6Nj=@R&+?61GJpnf%)sO+uPv6Ud&v3!E{ zY*I1aklcQIL$ilrHZ^nBBz(+ZLrc0F3L<|!m-4cWwL#x%Roive{#nG1d#N@IQVoEi zk*~RuO0)PXdZMx^?RhEv`JJToz=ZocB{X2CZ$1!FsEeJDXg>#BwINJW!p=NCPSeFihfL3}4Zyzk3nofNgPnP7< zzF{mgho{1C=R1$8?A|F`r+geL+9;Vi2C=W9>g@ym-16*H?wm%RavnxS>)a!e!ST^l z;M>LU-vp;5_z8CN4ZJZ-HhGT3gVKy~qvyT zUTs%0{}UL~h2k#zzWZ_ehldU#3z6V^N7B)_+#H+^rCpIc@Oe*%PhuD$2sy=j16S&Qj$FmTz`pttfaW zFSkgfbrK~J>~y`f~OY>aXE|=>L@!2 ztMxxRMX$YGbz-eS`m7UeOK*OQ$*v_p-4_hTq1F_ii) zcU6_}<#eG{OlaFusLo+)78S1I)S7vci=Dmr{1m&v4QPbjz`as*_0Gx4M5S4&$;W}F zd%cV;43b#rHGZw;0M@9RhWo2WmX+9LlMzZU89ew_`3emA{RR?}X8yqorMbQJg8QF& z+D+-i_QFX%{GAx{>225~E5Wj?k3voPk*S6Eg^Dd~U;=nlE-JPJKTi(}T!|GaPKbfq zOABt-0t-%nItXY%s22hN={nw@*;u=GY9-XTR9Im{_kN`Z4NC=gvEh`{+i#5Adv9u8 zN9%uX`cM>rSM;z*nvNn0*emiT6@x-;MgK6kSB}K);tqMeVUc)_1!Y89Z(?*+sbsT(B-*^M%PPlJ1?ioa}1_Y1Go9s{7 zrodK)u2vTg9h?i9-@K39H^N%n+Lj9W$U^apd+p@+pdi zz4s=qg|hIoL4^VKJv=-R_Ra}Px}s`tQa5=Bv9~D54NtdWXEmbw^j?8r^fCcu4b~K^ z5uXYCT}TzFpIUX)04sTUmz=n#Y=nrDFKPV_@F~04FxVa6F0x>pOl5#$2wT}?tx07~ z`OK4qdb#iRp+$oLjE&h{4qQ|N06U8HiSyw!Met81&Z@!Q*u) zKm19%FR_*&Ix$Mzkpteu`P!&gTOhJ9QFT;$*%b<7Qx1iPz|2hrdW3;LV4`kz6bv@; zd)-Nxm7OEU=jl>C@B-olV)A&fj4O94lma`h-sKEJSR#$Q18Jhk8C;-7se*IHUQ5rs zI9jBq>^a6zUg?5UTbES(V50ge$pB^(^LBC>5p9OFmaR{bfTF*_X9n$~tST;2GK<$CnBtCl2z$6i)%8q_s{WZt{3Qc72Yb1sJGjNM_Ip(SzcF4+#_xAM z=0kyu|3((HO#8Xcy1S+pcNCQ4Gv{4{kifN8RPy^oDtY~}VdBwI&1tTkV867Juz{_3 z=HbyIckuUuvQOBt!c?Z$H+(@bhEd&4hown2*b=;G8%MkEqK~iOIIPfI=B%C}0p8f% zYU%X#wf~-}q(PUa|9{`e&W`e0L~9=XE?wU`e(A`@;LdrB#ovQ>J3rq5zDz{qtT%$I zX(tHHh`3#Bdf8m`0SZOP0drw+BOiFTBcntSVA~WS&&y5L{vgdx^@2=Mfq9J23i|1I z;su#pjy#TN#nvunWN3Xlh2dYoW3u8Aw%EP<34QO7(BnrOdHJ>1IRn>F&!~F4AJzG} zCeK(S{YKIQA#_m&0D@u+)gt!k?qq6FtqSaNTYa6~D<{%E-H&aNKt*%P(t<00Mm%)>u`t*B> zyfV2`G1LyGy^ifSaTB-7pvp{m7EeJfSar@mmu*hbNDF zHxC1h2T!|w#_O%gXw^TY?UY3u9s5fo@m!&t!F|8xh9rKY1<8{_X zVrB%~cB}I-uMf&ktd?V0O7Snxq=}ww#>@S`Jc;wPqzgb9-=N!#Q(B4o0I$3Bwg9j# zi}U6x{aZrgJi1wPG56JtlcB*&_rDv<4?@dN^z5Su$WOC1F)2Q8J?oQc#vbbX#;Y2X zNvBavaTZgE6F%y%D`zl<1+xT7=;EZz!oZjyu!#$Cd<(ynb+h-mv2e7G!!XS zn)>wNx8Ud|XuhL~PQ+2P=x#Y?m>6c>CA15?Lg`k)|5odUd{-CCzLzvdD{m$)*3 zv7I!o#n+bEwf{TZIELz~{eL0(W(hUE@)wq#svzA2DNPnZB0fKS(Vh`+&KWr8nH2OT zb@bkIqf1+IlDb&%QUUKTHE#K$Lkw-lQBF}i$4{KWL+q25J5#f&E3axxo~LS(y-md{ zywXr*!yh4N;u~sDA^~UZ*SIjqyy;gKI*g_4F~Z*HDln}aQP0_$X)3}Cwu=5-7O@Bb zikNN&X3@_P6qxJF*NJj-yOdaqQfH#ir_EGmtOen${ExJ?utoW6(>{+M;4(YN+!fKC z1P((&@;B!cYqWD>r*n&IcdrpV`|O3kxEFB-PyNnkrt2j44s*CSv{zo0lJkS%vZ#H( zi@XilAc{s={8VT+raP-y79nzZgDRZP{~YLq{<$pABLIeMfY3wKl^NAnWdt^(oBw{N z0n9n@9@EopMe_+7-Y-|3s)V`dN?%{8JTZ+EttiY~TAB5CdpwMrE8nSyK`N?07wK1; zb{OD+CCthuBZY18T2O2l_If=nfB&Fm|H1%ZCl34;he2AKfh zdn>AvXRyOyCACoXuBR$N5cw%27N?o~4Wtv$E-YFY=%9ULXJKW)$pZLrF1Kk%kvYiV z@C4Cxl^L|B{|@&;qKt>?qpqzBl8M6=Y+b{uQby#+zhk3W zqkNJFo_H6+A)D@rVn0HBa+b)q3+|BptBYSA`7uhIJq7p?Di{PJ)Bj| z%1X1TaH9++Kv=OJC**8yn_G94{n~`4d(H1KueGeUR2|$?kPUDz2Y+l7AdukZhWSqe z4D74@Wo*%>QHiRRFA#4AjB%DSkKelB(b=uFuouyFuCCKO01p$52BDOhI&uo_DoVhW zdaDdTG!See?;a|j;~>!}2-A9UX%&=re$lmG=Yvqv;!N-%uRK5!*LnZ{@b(s9QRd;> zD6XsSVz35^BA|kz0wU6lA|<7Cqaq?PASF3~x}qSBf|4TLQbUJ=q=eJ}Lr6DBH=O4; z80@a!_nmXD|2cDUIXKL`^S-}$;=b?ac^!nG!idjZ!0VRl2JqOMU9TFDt%~h=gGuaA z>uQhX^Nhs{+*6cPzDkU$*iUxFONa=-)fqrYwTW zlN9o5ed_Xahjskia&iNi>{9KCuHF&MjS=&z7mZXI03hEPGk$H*ip!y8=_gCk9qHT* zfV&vm3h$fVwK>6Jb$Hee9BM{Vta&5pkzEaK#66I@pE#KycJQl7teeLfCmN0@=z440 zX!+;R0-*ndJ*+4m0R6tkzb~OdA)&AXmw~u#{*dvPiXu_{4fA*~o3l zBLrJGxwnuCfnWzfSs;t(j-LM-HQ4*|HxrX>o%78}B{O9`exL<7y`%+ZrO!OKetvaW z;oq)^bPJQu$ytfamAFg$%JV--F5Y!}`KK;%NS%!Ej{RwV*Y8+WDae1$imbWMIL;8d zR|I1tB#;>kM2m4@x60`n9L7?tXF6ND$uIhWC6`3p`I-j6Rhx}W8b0qLk58iyQ3+%E zVji2s9buy=0)LfUGGE|#{NDkVuIc=aIVygM^mw+o(}zBPnilHOJNAtLe;eIttRSuL zM0pqOT(?)Rhc|aH{Ksi_M15)Oi>p)RBZnv9K*fn1@=$|hU=&`uw!I)h#b#_s|Db|8 z_4QAwP2?$u(u`Vh=Sq4=MQ-a;?ebzMC&1{4o|(zC9WN6mw3hQc z9S_jF(73wkDY z>2}Wx59>STMro(@e9Z(+dh=hnz2e$WM*RD?_tl8ja2&`B4SM!e{z6Ibn*)UfIrjqq zp>jEu2|>S9gZQxp=K&f18Dn3Li9gOAe+~hczODX47*h>M9JUK6$Mu-@z4%bFkvX3A z_VePi8vj3GsA4m5@%)GU9?8||m2)tXFH7yHnocj^j)=w^;j?$gDXIrVTa6INXAg6c zmVq;pSNGo+tPwN)+k#h54n{eXgFQ1ou8u+8FFjf^evbrz{um=H1V#dH;DDk>`4PJKL*ar6D7l6i)ttSgQygs$1? zDrU09EF6vl{u~<}Eq1|QQgCCb*0R%P@btXk;+MyjwYB)!;f4%{HCs)~CPmWUe}fr) zsc}KMekmz`UQN@g!%~7US-9cQKNvkxa}mrRc6el@9zgQO=H{pmA3kgsym?4hvgV9; z<~9MCC{%(=+gpBlDT*0PDbP`El>vM@eA9>8N6=f|k( zV<|CRa5ek}|JrN=&s535{weEyt4=H))^xOIWJ-!%thx4k-YF?LM>RE+yWN~o!m{Q} zze8uK-MOPIrfA^c9pBy=gt=edy0dhp0zMPTLrtq0hRI^AYSsi3#5*@0aKkU}TI=$F z7n<6c!!lhacGVgV*a)8aNzMmD9)*d@)xQ@SoT5yx5ERCxME`NxSatcPo`1oE)jid5 zfAEA9LXcfME+?(}P(Z-Wy0#G31+rB@9g!~j3LXQTwy~M2Nrb*J3iBjOz)zQ6=`8TE z0m`9O6?k!;zG=HNRQ2R!(;NacRG!bC9-I;vm4a1Hoc)Sa(GMO}4UDNwjXWV2XZvGj>jY=4siz2iS+Un~gbErDbGgtacWgf@e z-4mO4R(mucx9O0p{>b0klMlTxO!l-WDY)3h>`4f(n@AGGb(sIEYjA6&wBXiAoW{gzcJ@(MrOx#Qh-UnK zDgY2M;DW2z4$azu(S750{VLenvsI~N_NliZFDESnYHgprEH(rm8KR;AfEQD3sKl@< zb~9UQtfQ7`(<9_FL_t=mpqQs;$j#D?1VuZJ( z!lCxc4ptGFPxRgkkPeus=G^X5_G+#>?9)hi+c?My(L#Iy6ZHSkhjfEUTLs0a23Ygx zV}#=AY)zz0gH$U5^YJo?uy7|h*^6eXYxt3)dO=|W19vsCb4>>K?$zxVJ03(h@0u3;zY&9@bC1#?+cG%3L$2ACTxbMYRT4K1r6VO0^&gLDCp>2^ur9(f zC?{FiJFd;)N0&#Fy9To%ESv4~m5nm9hA{3gZb-U?E}YQYZYCC`d~Z~}+Q?2lvzdJ^ z$?rWck7Ca>6O7&oV&KsSh-Jy?7RM~cinYdKES;*{(;13*&q$Sx}!*+eC za|5E7{4O&2E>a9+?+~}Q;4`nNV{A?&GNjLC;DdOx#S=AeVA}S}87eD)A~N0n*4!&h zGPhbv^7)E}F^MM-s5pjxybsa}NlE`^j&$_ISVjGn3w?`|d~-6ucAF0&CA+@;!#6aEMY+=bwHy`-E8>$J9Tk&Td4&b&it>@+G{@Dj;uLc73~b@px$6XtXv; zem#tifA8b&Kp;kuQG>J-qC#Y5#xWf_ARk4C7T*CR%eM!GhjpHnE|;B?k{=H0HY|oC z>tmy@UBG+E3Q{ZIt2+GJ^(RtO%}7>$(Khr4+!q~Un|p&ja$A`SW7U8q5xmOXdis0| zLFtyG1q%dRx~}A;>GQ*TN6(e^l44p<9ZW&;uDR;`M70&y?qv$+FbI1$WO$`*7jMPJRc2!=Uv!Q~ z2m8G?)jir~w@(XWa~+^V!->9A84pAdjRAWC;Uv>fnp|GaI@fEFqhpjFTqh;YG5mg$ z4vxk%r!YL}=-)<&ETi^?7HUe)qx6Aoc4~f!fO$cRb{+)Gib3=ZZ2MM=Zb1I5Q2n;Z zp^W>*d>lI5#SlakZ9a;`vo-3)1kdxYTTeQkb2e{j=rsS*lK^NQP)6yQ3jo^JeM50J zaoWwK=~T+J8t$UBPT|Lg*m1>70LV4vO;T=wXM%hc_Pf}(VUYbf3?%wZh5332xD-4# z&JPXb_&$(7x1W%jZchFnWQd6-6WGr6kJdg=kO0ie zxBPz%cdlA#mq9WTUy}5?Y}pV_DapzCgY6X}2IH;<4IW;grU5tdV*WuSAaO8AODp#( z0tPJsGgUr&K$1W~9O&@JXvf z9}~Z}*o)t>6dZ9+YW?jZ9be>s@e831*?aFfl|Xa#v;-q?*d>$NX-nO zisZh;a#!*eFb@BVshUX7^hYR(lZM`1+iwSjr(q>^>PA?>0spq~sZr&hQjO5*F@-(5 z>$eL69U#?rtWkq`ivipSu;pVc+i@z|79} zP?)L|{)Fpv9F??a%R04Ru2T4ZF;0xvH!*iZnjIz`-dXm>{-k*cR>VKAAgbfrL+EhK zCW;1`WGaS`Qj5a?kPAxT>pwB;EnA_S6j<`%c2WdXY05`~82TflBvp3|tXhN3f%nos z_L`b#-tI8{JbjYXtN$B|5ywP!*Y+7YBd@0R*Tm`GJiU1Ui{kFy5Q0GgoxK7OvT#YwbmWQCT-})$eg;Q!O4WNyS9uayfgdb#~COA8BepD3B&fNpP? z?Ww5naA6S6w`T7sj@w>OLpky_=Ok$c=Vu%8gPZF+PMoi#WO?mDMa+@Q#H8)cq=r{QFH&dZ+K4ykXdHn52C|d?R z#hWp3pe<|spR42InV)`Ta{*8sJo}7tm%Tt}Que?x$RVZ3PBZ+4lI`z@A;L3zjwA>F z`!)KWhu&Z2dcR-j&s3J;Pc6Z%Ir-+yQXDMCVR#!JZ(Vn=xFdc#_07Nh`V@(){l`b$ z{`_eoH(xCMowUcS5tG>wH8NtbwB}G9DyW^DH(mLLdg04svdW8lu=8o5mPVNvb!BaA z#(4&Ym;V0IADD9_C=tg|H-jj0g^Vf(W4y&6<{wdOAEARhofIQ(eFWWkE@%6MiMjydbgZ@F1nEyhMh?UTJ6#_ji%6%|{{ zsH}ppBeBsu^J~!EJX%vh;SSvFV?BATl+vUH-40}IxFMR*(b1uw=hG-I##h5Vczh+o zS0;6Ibo8J$6BCnuo@?V#13sk$m0L#+ALdEQ2n%~}Ds`byz=)Th<*013cSs2J%22o` zPH?G0wyjohBQM{ySJbY*^5r~WMNhFcMm`?a8s^pP^I=b^N35}IoSdG`r`^l1_okQ+ z%9L3qsiu`a$kv#5C1*HL);B%rWl=)w@922*UU@4Ffsc14w|Cl)pVPD^#rM6_;K}@y z-j5$i(awRZHO}5Ae(~x6o01s^td%;Jvg111FpDmey;E8IHq&=joGFc426b+yyuyy9 zl(iKuHzkjm*Kn74gHl>oHh`^Sy+YQ(r=_{A&0xh|VCCU1YVj)e2)Vf4TZDNhg4sv7 zfZHEQb7Nxeg$`ED;h$on1C zAEu)=u$(AGAN}Ihzy_6y)_bo5biRSTOj>zdDb;M!@T?NAl-M@d>+tn4O-x>%#$c$U zLwy0X^p8W+TJ!epDcDJlg@d1V4nGqMeaWC42XER%WB;yT%H8B1ASUOi?0EKYQU?bI z^9;Rt%w{>F5NtaVYYQvz;ELJO+{sA#GuYB9!#?0)njY=g4Fi58_U+p%=7Tj&o({9L zAA6^6g|e!{m|&X|)uStX>EolKM75Xe{nKq`2GX@8&qws=*#Isv48V=T<;xEv+SjRI z0nJu??4qGKhBnSG_R2+#KBLVo150M}XLI4)q9bmkf4$1>9vS5RDC>BdPT9VXy{3u^ z3S2m41%;Tfuv?zJ zg=^CEq4s9=%(F(ULDt9ZzrN2|naG`k8x-6qTpKshRrT|LJ0xH_aunr^3k4!(ORgT% zPWIkQ$uZRZltzh<8sF-2s)bJ{*sRayo-)XK6WXqpbrh=T7Or(uVHm*#*ckF?`hF4qNG3@Wb=nmKr|Y~H;GS@qThBF>@S=n(Z*7cBC`xj z>zfUR)im!ORDCYcj6>;J6-#7fq*=Cxfsv7gk%^H}V}yjSkB2q@W*nHd2-Ne}EVl!G zmgkZk6UAt-3dWi0qxfW5KI32lhG z_<*WpvU6Zb%T*lQ6_k_=niEvvt6VVV1D|dP3qL;PEq?8G&^dGv*XPgK4Vx2KmX?PO zl0KOQKX>MIdiE+W9n}6QJojEl>ar3&fUMVDPT$V(q2ZE^T*FO6Qj@AZ*-`n zpCTC_AMU|(t(I>_>UN;6sx3_TaYX|5Zf!_nW~Z%WymGRPJ$8UK^z)zeL2sJkl~LRk zAb`y|BOTDkr3d7Ymcvs2w%XUy_4_>^8o@5$wVF`S)zxiFI!*3;%=2MMuW9~Vv$~66 zbwB>;i;!1)?l2aL9=@Ovlas@v>i4o`etl&!J~dTNE1B~&OU(<55}gxZcL1nddu5NE zU0R!TOa|u@jGb@w82|rd9Hjb|Wv0K;V3Abclg$s6Yp_`H>lnjJO)t z`}yMC;uVW-TLsKfg91@j2UZ*vF*~!;$_6Ry+jPtyhA~Ygz|&c3oR! ztV%81SeqmO*o&(jOcMkf(=rLXY=CH}ZLFJ^va)~vor(jw2??L(t@-9J@1nY+egFLq z?io*i3>g!(zm~0jPm8N7>56aYYQ!2018wtxi$dT=K+eog>PzdZ|-+%fhgd?xSG1p z8ch0L>jD(+Ra(0}`JZ%FPlBr7VF)r^%jQ1!<2BoPnMeZpfc+zN+D0&^YSs zy%@k{`c{T#m@Xgoh)+bUd~{qvfffV|)nCOSn<-`f_s5Co!Oh>%N1E{Xcz82dD7SXw zOo6#rSqUGF3;tk$=rRex-8TTDb2CAiBVseZ3qHyb;8OI*qP>800GovG88A;kCQLdk zdjMT!i0sclt_Oe^iiZbfxGsbB zZ-xMW4uv7W7xBQopBA#+CQ(X;oCcVAIE`hvaZ)U>Gm<`MKyYGS%dd=7DA9sz`W?2T ziE+uvG}Tpb0TjL`PwcG`dT?AhxWOrn9I;T%K`Dkw%j1RM{9 zW@o5YU{XfZyO#ZG1UKyY=NjeJ@@+Hxn6;C{>3q2Eesm>ABshw{_-E_j9=(QsTDHTH zpY!No^jQ8gdf85Xu_RtsoNtx0Nn2W3(U02!k7NOP!N`Z*%u+_`g$~$yQ!#3r2oJt# zaipD4dw28U1W@YOK3W=y(JZu35B__h-l0`O7cn$Ej6C_VW5;GEawkW$H|Devg^uC| ziL#m?ZuyPHGC{=sjI1qm;TH-wu=&d)@h)p9=7TwpRg6~}1|L)>FUuckIohlb9|^aS zfbr7VN2H02i6BY21FUniZGg}f{lN#EI?7h*c09gZ9m21UjAsTYS}<+t6{chOf_e6} znb3_!uwy5SFIqIK>J7tHHimAj>Pg5sI21G|X~u(6NO{v;M_$MoI)xoK)TSJ-g8f7x z|KGXVL%@wok-;CgJe<7W{v-p4uM>L_Y**}B>=DLm*D8J}d;!hY?QdE42tSE+n zV`?Zie^%BDnyn{?nbacwJb0#ja3(eD)%724(eZrQHR*qgqAgv&LHq(07*q2;qkOs7 zY5Wkn@_<)V08zr~sy!8CKFb4~g|W@e&E6V7t5N8gotBMHO7go!p_XSo<+L)HH&au> zK3m(01SvfY568BeTN| zu(RhG85<#bii6aNj>-y>&C%HgSv;H-5Ckv)?Uyz9(FonlB7&@LC1eg?w@Zf#Xm;OM zVa}iRnaCcbMj9@)w7c%B4vtYzqbDYegCDf%+ro|LW>Y+|Qp%c^FOi9o4&*@TMKDr* zVLJ0v!A5&Gu524r)eDYQOg$Q> z7(d&!vDU@Y=OxUhS93g3E8n&S4<4wFhFd*Zq0b2J#IW%e(%;dswAyC4klAK+lVRwn z|C-uy)ii&7c@zk2N{16*g|mFeZ35^3<649CLJ1Fs}?+^*N1GY+6vBq|sg9o=P)Y%)~rf}aFZDg+?$Jl#?xY^nsc;XlG$=BcObwJ{g1u?2eX?jFT<@H>ggMy4beOb1JG5Dz??|8LGR}c4Nw#` zFeK-_MIZFB?d7(b(CDyekY4`m>F|PU9xh$|wq=&kiHi}VL>g}o72x!4=MeZ7(MfiG zg;6d2?69z~1P>sLikh0(B6DK`P8!@;$occ<`(~Cb;50|TIS72|#Tj?Rp;Q^^qI?BZ zUeftjMVeqo)m>hSI>3z-W8&i_QNm0`lWp9mixpBF*NDJeJL28&{_ zfiDy+-iEMexYlt!4f%4g31o|5`k_eV=KAsWGNf00F@wv68!Li}%F6U-s2AqZmIWo0 zEjVbOdDwCKWgb)>7$`My>h+$X!Hb`R88n@bF|U9YPm<>2HY0xDzLZKi=m` z0I{4ZO5y-{M`3DY-)h%N=fWY+GDv_;P7B1WF5?T6(rS1l!TKi_%x5H@V`erfDw|KN zV=?K>yR2C@KTZJtGm(mBXF0O{lTy#-2_{MqURQ-JRLPqz`LD{?~UWef+Ie6vLGHJ^-(y9Cg;7B^GjS1 z5I~+kg5b_WC7?gU@{Ff9z!KeQ{|R8rShO^ekO%;qoqSP|ks=^0f>1-M4WEfwnIGqY zV3^DrgD&5x5$dCbWC$z59|5CZo6jtiPESAfCjmG2RB-h&I*u*@r^D_UDd|7*eiu#S zXmVlFlif%5EiOVtDsika_ze{m)ngu*orCoz?t-Q$OH-&KQf;o?Lk{hI+#ZhHe|cQZYa8H>R%r% zT$fBPSdP1P?b_@}eDVm~GXArG=SHUE3TLqWbcI^#oeBZZ;fV>qh;7eDRvij^iL`Oi z5b>%;SFWcdCQ2j0@cQ~f;pEIjO_+hPv67)-yu(tJ_6V4?ey1`vcJ}d^sV7gK_{`hi z&k@AZyr3Rx!D9cggA8H_Fmr(~GcZthenT!{&!^?ag77mW7Hzk2+S6{npr0}uo5>Z*^1LH%N zfx}(%!5Ou_6{kZ!)$qgLe@-viLwX_0Bi4n3SIBJbH<#q?(&I(1x&dq~-pe`k_d%ID zNU~V5fZe>L0~5HXg{K=L?Uu=<%F4<^dv=n0mie}c?I{Hak`c@>h%+;hHL@@26@)!J zT*EurI8!T_jK)o3CDd+$8v<+z?UgpXGau9yIT>B9;V=Wh1}{M$903Rn|N3ID3t2ow zcA}>U)9DX`ESptxz}2$@*0a6yQ(YI>UW>UVWt7quE>)Y%+q8q_B^o3^!erYP!pN}V zPiY*ol#;cW8raxPI{DTBToUJ*==axF0_djR;63p&KeK+tTqp4gN0A`1OPTFvl5hFn zyB%ds2e5*jlat;9Ir~|N`o|Vvmqk26QTpA2bj*2?d0dP7GWQI+hodsRyL~?8$Y_P%l>Jm!2Ey_V=A3;aG2Shw0*>kx%%T82mBOijxe7uiG9DK|8yQEPc$qU?HSVGsv^n7tB z`jeZi`~V2I%lHv3>#&Ku8JS?S%5%%jnFXgk%feBmL|jZv9cST^bQ$+LaEG!cc~j0v z_dkO4lyi7(W{KrbdIGEw%_+pyw;e2G(JS*d{b)oAKoGjjtO;-&;0hiNYopquU~HRV z!6pgs z5>2NMqJT{%hROQ) zB+ZrfP@u-a@p|+ip~^c>gko$yh10Ps55POKHx$Dwy>(#o z*mNsjNRiR%A$ZG4>VzH$9^kCJ&TW3?2z&;t^Xa)W72sQsQdfULwFC$OO18#-v>MB3HIw=9Jd8pAv>|H5qzU)Y*P%5_zHXqW_S}Pu;(! z%tu7^N(D%JoMVzLg>T)uB_mzmKR6iw?wyz5o2z^~ul&^ZKXZ}i>Ak!=HmoA!e=xfu0B;=DP-Zo5=FF3mxlTaPv*??jgH%wR3_Bx!$(qB7WC z@-{X$^;6#BS3zt27E;nVi1_2dr_|_yD^py>_W%#gjHdn#VUlFiGF^E^A~%bPh0c( zM8KYo=mk(0vfUTWDcead9{1BdcfjS2Ersv_chUX_x#atvf`3K=A4+3Bs9}?09X&Eh zg_P4b`CQ9-T}8t|ee(vy1A95CA>F;;&)`lgNdxCrq~dS5)G7o_aj6bEMJ>A8h7v@ExALX z_U^-sbx^GF1~%PZ>l$FD=4NN<3QRy!)fo8qU?q(bw)fM^sVK^yWgyq|_<*5@z~xj` zs+_}wMJh%eMd#oybSXs9DlT?^svi)*fl=!zE?rMuTJvY(4t%j)#4*? z80_rqr`Llk$brG6brHLDD-34Km)gI2QqT<7*khISz2*oBphWo0*aa#7;0~1MG2?Jq zfJO#I)?OJqOnD!SUFV}lR#?Xl{sA12_lpklE_$I@B}CFA;S0bzGRRT9{TzcdL=yFg zmW9}L2qJ$aEH*zWcY+7PY*PfbJbHh#p4%j=d*@~iQmF07IoLAMU#^MOLi`pyeDV%? zkN5Y2Fent0dUf&g>C>lSA?tiF3`)VMS65ftj%VN->+5~e3*+M%wuc`JGOB2eNb${_ zTH)BT#U(AJ9=(49u{`js=acc0og5x5xI~y#s2RwIG#5i74hW`&LR zr1%!5J&VOOdIaEHc?2ljz+%^&Y8%?x;*iHhaJ=RE(jfgf%}`PkgjELM_W{j1KCJ8E z3SEYyLmkv$YxOwA*SK;1v{|4pd-m~mTb5}!Xw-sOHwtE9EFc{M`zpm{usC(k!~_os zA)+U;J0>Eq;JpDOugbxT;rfi^CI&I91=3rrTm61tYrZ4^&thQhBCMx^TWmLXV1sxM z(%?Wm2)ImXirg`7!eV(Vox|V+RM`+UWiU1FY}DC7p?m)ZGMow)Uk8HdN#tk^m7g&% zF}oHXE73(3! zM-4zEMD>@XS#<}g_F|c|_7<0Cr$iUu@9myh0vKUWvA8WpcgBuc-HbzjtPhjT(fL{E zr%jeS>RS-R^w%GK8lA#518hFlzyG#vyd_20hgG&}V1b%j-S%58)b|Sqv+?u72|``4 zG;WSnv>COH&Ou?3M?GsTpKr@uRlg9Mfum)?32RImS=Zt6Tz*&e>2%z{0>rhCOM+fv zld;Z+agn#%R%AU_PAg}bVe#QlD8I|!NKBgO*!RULYsP%FvMH3GXuB$#95cO-WiQUq z1NiG^nY}p4TK^mmVM5WOAM8;d3s`)kDD^`=;d;F|7Zs=ME-~N zJ^fxuX*S1DVDt6;t_%oJz?k2I)3k;EvO~=NIp_GzG24mkzL(w0X&C(~C`cf2JBl=g zFos};05M^M-KlB%ksQF8qep8|G{~fuE)K$0AjWvc-WAUx91Rq9E;>26xt7)J_5?bs*UnLkSh)44rS?n;U70&1*~$hHDj? z2g!>HG^YXhS`#QY*&RD}1n}9Uq8qv2gV5|;;Q-{L@V*CJ074$Lc@8>X6$c!VtUU?I zEpQ0j^T4N8jX!`vg+x|grEDP+CPe!6B@t*Yk&)4qVggb6a@|t_Isly8+S($5`hdU8 z6#yG&INeuqX^-&6O5q0Y2L?##!O23jLSl9mi#71vev$E?MMH*8ij?w3063z22|PU! zGd@zd_yjykK)T>$XTd`L*Eodd02u}dIu@YyQ^pM#$aT0V-U5^tU3RAjq!cYK9W-GQ=9)EWkA%c0RGs(cnz6@m^6F*v?gxIsYvV2@n~ zXTOhU=mb*t$qKGny!|TycpvmV7xHK8OLWk7L~_`ULAox8t!F{}0aW7L3#kU8q)go; zUlFj>?bI7Ut6Ld2WmP5MHr&G z$3c+w8SKj0WIXSfIiw*7ynBE1I>Pd_th;vrjD}h%xL!TAU0|SKWkMeCWYF7ieOU*G zC{d5VOOW`nOuaXtX<)NNq+766=VwZjJeDztc}d2|xYg$ejW8Gtq*W|{DP6?5FRUii zA`ET3ErTJYasmNRnz;{#0p6H>=IIDvG|{dU0v*&h5pSmqvv)tA;18?A79{&1gp-cT;8zHC=ff_d!Od>T3 z-H};XT3QO=Gzkd^2$%&=V%IWg2RsJc-2-qPZT-$X8#MAD91a6>gcAJi0(U`v4J?m$ zS#RrPb{9CM>esA#MOZ8WeqSrWAywH!p`xidV7jo@N5FKKvYX+?YFj^azblvto*YU@ ztC72PtJ{kPa1ArbsF}2Ha);@aHJ8;fsBIm1SIZf+n&4U1`?*ywG!fYb9}9p45Y5)9 z*U8b+YiDaqWW4D?uPmV4g}Ha{I*NDI;h#1Fp{b*T|CJ=-aD3`6LG5PHgMitu#r3EC z#nm$>S_O2knXt6$N9!8hD^kJzsE3tJcOTK&QmJGt9qbi4J*b_2&)We|12CsZ?SKS= z09*);&E$i46q=XFUmP-$*iZB}%iCyl2#-Tw9j{D5Vq27QlyL|ghf1E}%Qb!--0EQ0 z!90qz;u1j(iWNtlP_oZ8EVUv;1L;Ggj1mN3LzQrV@(}zBHUy^m z<~yh?;nW*ta7KcUSvY00?GOz0UghZ1!*WY)td0Q{?2l}OBN!7@^9!h|9ui3e@LDAS zQp*3fHx%`?0HOuawWr6khr@urMDz<%#GsZQNZ84j1dJ5G36M4sCfSi)Sh)gXm)Jow ziRXtU^n#mKv|YQM(xHwIO1K&`JS(!l6^M1t;@<~G#Ufm31K_ccd-~Uvl%kfGmrGcn z;{n9*y#lpU2)Tvm0n+Jg2-K;xAqs%q0NC~j3=R-qGusw25r~bj!!;1iAQRBtVxsD2 zT(ESP%B=h(&+6CWr)Cv!T92>P_yu#TYqPZHSdPwujTIqA^fstdLsjYO7+68-rd1;o z#4e&19w6FfK3%o}rm_wWiga0q5H2O*C0+>N0(U$Nz%&77P)yPj}p_BwtS&Bx) zcQ`#n1tdZq@jq&*B&^)qaEZ&fcLr74a9e zZZznKFz9QO4IA?>m_7Z{&u;{ja!nuwiU!rW0SYJ(RSZT;@(7iwo5XUQb_tBtuuiA z67~4PbxTakyUU1~LXsK;W+HMly6QqMqiIM@P0iIC!E}&5-auL^NcwlN%fOJk2_k^d zt5>R_4mwr`T>sJpMfR3|qYmd#l?I*38vp(++3&a-XejpCryjbW+mQna>KqUODqsar zyA8zZBVf87n9H|FMHaxKQz}3c8XB66ltAEc17vu|*}(RSf&RbXL-$t)f--_vb0ATk zLy<8ObOAPQiBb)uyoP=Qv=U%sZRcC{=1`9Tq?dq&Y*{Zsj|%G}{k7`F1g7_waU+ol zq&_?a5RtsO{IMI=0YG1-Sm4)1zL`Fu(Xz7Qx)1x6g@kitvEYaeilLgOT0wSe@J?ri|>)^6W68foH)A zj6z(3Tz-W1+K94Rj)i{DD}>r2owX$dbg*&?SIrP#mIKOwr)!9$pdjqAn!@_TWi&L=x$ z38pLPC(SpYFhk6g4XW+%UTN<8P(lUZtsZ=;sD)TxS@ahbcJ?#upE;)$#;Ri-@8M53 zg@`Ik^rl7B5tF3oFVIcK;&2a&u%PnK&&R$H1FP+nPfQ@;Z6v*$741&^MueK#zr0Sa zj%_0;r&`VBFPNIy1)aIRPO{FI8iJe(6>fN+VAjg|0u5gN)|eDM-r z+!2})lR5*lHh%mKfB z$CgX@HUS5z9+aZ_Hyrecz0_{~Dk>Jx!u`VV?sm`?(4CtKGfX-GUn0Q==<2~_a6?`; z*#SiO1?2iLY{*fQkf?qboihMK!;R-)2Ofr)g@GvI^CO{R&!_m&{u*sCSVCRydtefX zKxoYmAoQuCD5O1?es$0iHfdPRQe-;fki$Y<)T)EvLCaHUpB@49G+N*etr&nY@L&FH zKRBi1A6>w9g6K-c`JW`luVj7qUXy~L^tLJvs)HF0xx^NYDnXMJsfO~|cW5>u(b>0$P#bEoP(*=RVw#2UEveE$GE>x2+1$DO=W7}a6V zDnM^p=wkpS&v0uTxZ4tI)pjU>pKT<#r!w+32%}=^Z;um+h!Z+d1{KfEu+gD4pe}{8 zPUzMGXI8c=-`@?-qPx&8>&yDlrXjd)Chx*#%eHX7%}$b=Zx;nh1HJQG1^UWa>rs!A ze)C*~cb<>9w;ZvQSU6p7y4gSBI@Fm%jpaNBNzVP%5Xjd$>^&r`h>c zR2a0kXXS@2^y6{q5v0FcAOH6Xntv@u-+CO1gPRrDErM04&{{(sS_43*xH#9DI{|>T zZ<%MI<}jkcL4D@FwWj%yk_9d0PyipZ+ z5u1t#xkjYs4{vr#fJUW)H}>GmF7AO92~7fHq2UB-DfbdFKHncgHJ4bCM6&cz!F-e< zE;APTf&|n%L6Z=*w0vm>t(FMr{ChH(`H%}VSYznoy+3aIqo)yh@s=I8DdKh7-*<&RCPu=8!}VL2vSbDO_tS^xi-+%EFSq}< z;@82`1cPZ3IiiW=?$8$tq0F9w>(B=7Pm-ebi17SaXiEz{1yMgG7#wI`%~AyoOXDo1 zgHdedBg}9op!A{aPPgCwOWVHPS!h#>}aNNj3sWc%`+7eiHG zAj?oeVgy8=LygGZl^_z59 zMu7-XqU@b`y+zjEO*>49%)$E|NA5veMx-LO0PWIQ5Lf`>yWms?|8yAW>wiWWhe7v; zCvizh%~NGG$;D)X_AP_IlY9|c&V-dEIo@$&d}!>39kd(Pb&tu{hXA2Vg-zH$mrDZr&!NA3oD%@YK@VKocN$%cE%}Gp9SOs5il10FO|>WK*oV;sGH&x0nOM_ z;W_N-xEc5h+2eLd}058 z(o%4<+1mG(d&91~reLR2tfb;j7y}anJRtyR_l=T4;Lw&~xXb<%h~Q9;NtA6MDJ~#j zNF1*K2{=1mgEhgt^M3K(oQa%KADkdC&d_>~W}r#8^uKHt+jTwxtrJ-LWg)Rl{qcAL z+t)%ion6WMqZLZSfymMwyq58u$odr%O{+)wXQ%9zW_X)J1yxvqGZ2xHL_p7slD$uL zRnJ4qPAJZlgm{I@vhhY64ikuUqC)|ONk^Nxp(g$sTE8xn1OfpXuqZI8re1|CH};sV zn#eyI@ck>s-TtvS)u>}`RWx6|D=DDf{)sK42&1G{gTlkwMrSHb9t*Ru8g(wsDE&K& zq;j74XYxEfpEC_gRlGfdq$}5c&3Y4{!`3+EB>k3n_8aNl!_qvBu8OV-m{=6vYg}OG z;NZb=a&Q^j{6xIU~vsJ(!8{R0qcnLD~|GB`h)2+nzy z!5vqd#)p(_ZWQeC7kik0nEfnsB|c}snElCZu#uTcd=#Wwv@%db#!<%pYu;#c=|D?F zN*9ge<~;xIZ6QZRb{hiGi}S$O7Zq6NYoSR%m68Vtj8%vu3g5B&@Seq2Ah3WvD&wbn z8i(jeRGonzrE2EhM#A;IDe`2IZ4wpd$E<+@B;10UJ00UiA}10 zGEW}C&7If8e^*Y&f9>WR#{_EM!XakF}ClyVk?0i%wPTw9RX%mEfOjNo0U=XiTL z^dN~-*bgw{QRdHXH`~pq{%emyKZTl>9tDMCbCa@mqOZ_ z%Sw0sZ&)7IA@kozE-L(^^AmuY-}Ut`tu&+{gVQ z-wkMSCp?fUS7ycQWEhE5c}%qw?5oH(F-wz(3mm&^zTJiDX4rgX zUk8^?3iYKM^ERvRUsIB%1Z(L}NBaA5r?s7uV*L%@-MO6{ePU^NgvpxyN;`#W+Mnn< z+tyo0wdMQo=X+#MJmi9xd(Px&LA~t7 z@aytAe>S-JXt&Rqx)v0h(MC{3n|!P~@MA)Le0S&m?-ya0QSkn2`1OsaV*3tc?F;6L zJZ7!Tuf$n%Hfx`*w!@3v|NT~M>hlZe`hPD@FBsQ56t`o7|9W?1mF4*zR%I#8YKKQp zlGVCj;>6iKZm(vO8V&yOr9Z~fl-Elr2wt8#gE7Gd3SN&Q*KOosDF}Zpczs~jAdtB* z?^8-F={Oga!65_A3hSP*qZjbGL24D-EkwG)DD@bdh0jz9cnWfvS3TA*PVXd6{r5Gu z`E8lI|13c-o5&T;B@XF_IQ`zv$HG#D79Wu%3DlKDj^BrMgVbmdKr_j=P zn7(CcwDWsCU?sFWWAf1q{W$Z@-;9rJPF!cigP_!AR}~Ynt1e*&vaCHMeU2&xoSeIO zH&x>eRdhS2W(UmZ((w5*>i9k6X1T91#su|Av_NXpj#(>^qUHX$nfKp^hY5Xfa&uy( z&)e)XOnfHu;u8OXJs)&-;NLSF`ca;2S>;M>Di8}ZNaW(XkuzbQ<;{^fno%*QKDp0h zC+`(Il56MSm&eVyts_m+R{y<#62j%*OyT8{z&qQnt0b`pux-2=&u16Z>{vM4INB;3 zs4n>Rfo){P5p9j0k572U=_1Fn`S>_1>1jfA9dfSm%6wa8EYH8KGN<2vu~XWqHy2r+ zLPP@4dY?jk;$Kfu;i zXEemsbwkU~mFNYy5XipoC&r)?Uft>}BPddqi#mIps#W*$&>(41vT?u=rvA;*`R{8p zvFu+h4(nFW_LGZnr}MPJL6T`W42l0A0m<_BwJBXUC;D0y+m`~HYkveEdwHsV#ZXN% zq12SNHGcXSe4Q+FaJ&K|h0Cp*e+=yhZ;g7;pAaPp_DBjXp^YB3arS>y(Jt3owyEj} z51|7mrkvrE8f&RgbNc?o8-Z0b6>MmbdCO)ECy`!ZtSvk8e?s+r`|&T+gyQ z%2p7%M4H8I+!8G3|6>i;pIjba3)2SPujY(eRBs{j29JgqfGO~n^ zR+Op_=ZHBU4F0&s%Gk3QDxNC5-Md!Zpx3Nk{i~mwW<6$pAo8&j@;`Uc?P$>;SpKEM z^__ha+iQyC?EBOqmAhxZUBWU*%WL|xz80X7bDz6#nz76L41S5z4! z{yqEb^Qa&!xvZ-J=S##SBq5GI3#7RuJcbhI$2U0 z%rII(1g&MDTRF#0zw?x*r&v2m)$Q0v>Ts6EUb|Y0xf_4jTNy1B=eI$&sZZz0O|cTg@MYqyQb&?K7v^nPbct4Ba~{oE5we>PY;tLRI<~xxYlzcA zG_e$w?%N|`pUBeX^ae0+8r-JV5%spD6sE7vSA>?!4jwtLe3~`e`4FT#Mxm*7E@JI}-(c(2zb=fi7=iJv_*Zj-Ta)hzxb-rx(`lo_ z^rMClt&&1>TTee0Y!Zr0|H?lh;(EEQgvU2-ZK?mAshj&sJ9czv*mGE$g;C`XE}DFB zIYFhif-e1M@)iUG$>aXFu5j&L+CNRBULKi{i*hd-CjHgDEU2+BP%^w!v20rPDS2r@ zH#|r|&ICVaSWb(KI|5UpOcDnKzz+Dq{eDP%?r>w_pJ%wSBK9)tO-2>NzE)LFrcjsi z!$YZLdE{cV&7fZ)v^PHxHy~iMtxk84yAf)2FP#`e0#FZlGH21xxPCbe5Ya*mzbn7_ zK3Aw7^37fst|ZgfCboQN7mIJ$yON)@oqjU*;d4@s&996OVb9EF7a>H!+HQ5jeCdX2 z81f?S_oY^QKZ20D<-=F9=O7nG<$u1Bx(6yhNg*aVZm_baP1ME+SFcCW_js~-#leJT zd`ss3;y>RxsR=l3EzvPILM%pU7(mFg7(1T*e?8vRIx2tzgcma&u~&W7J8&?~$aD|=Fg-b&UZ;fIG)iSx)E9k-EfB(gsg zdzA*sILujcmueQM8P-W983MlAoViaf?^4$@Cq*?D-%1{F+_4 z^J7EguSLqvi?8>8HJ7-towLBd#d*PadfKx*Te5y^>A7EcWDSZK0$07KqQvJ*t`*n* zm8h*V{#vyDeVm{Z#CNrzyHnF&`iRP~6B}@Yg9q?c{tBu6{>t@@Yp#_)#!%#4Tso-` zk~FH}CnIe%E^wuS6Oxi6F}@4>HL@Vlb^gUU$#{@1!#b6JL4>73^`rJ2Ivsl~xxms> zF}lqUy?kI{_e`bXXm9@w{!gdAR7i%;NRpU$y$zBn^i+@B>Q&b~QTJ9oO+0TyM6K;M z?K5s6rxOyQ&fDoYGeeaZ8#lX=C|m};Decy+jW*&S?bh2nk0$BGTtiU~$5FU{t;4>p z81BWkSpCe2YhHEr-nqEn4%cMQ+2q9j;5(-bs{Q5^@~=p2-R@lb!*D~+9hxMUH(cXIGm3mL z?XL?Jpa71hpke2$fBXl#6)(lG(9=vEUMp#Wr_#QvaVB-ibW2`kE<&>>(I(k^;{BZ) zls@I-{#HeEM*&c9yzRmRGyOx9^ZJ5wO>DESKL|HSvIx@&OzV>u;8oJssS+1b$mipv zzJKz-mP8^>N2blz<*s-a?gkxb#rvhXWfB`ez2cB?XYYw`^FnAPTxjX=SF0x7v+!cF zyNwmoJ!iD1X*Jh9&zF0RYLm{WPJca@}GQj|o)P+XzGFgvsHDDj_3Y?5`MBpZ{K zF{?t!w@?gX9>ws4u&sqp=V&F>139i?;$H>0vH8O84nDFdLcbPSaaaTgRD5pmin9|3 z)HyQ&ON$^l^&@e^dw6`nDui1vCYv;e+NXTlzqF_?nTqMfwUA61uT1|QU6JzdUFHs7 zuduXNchn=IH(!4bHHgYIdBoWDjK^oy2y5hS2Yb)!?Cne`LYqx5yq*M2W_bdX1-H>R z&2RSBue$s~VRfqrXzIlzQWNS-- z=a00-cy8iz$$#I8yZciADJ;x;SNtZAX`(uUK6$ThZB4R-h?SoBrlF!N68eIPN#A5s zxvhbccu4ib!#CM!XpMzz6Ee*qG5^5IL;?xj+fRwNdp1;8O!jj*{`Ykgz8cP1sNVe%AYiLp>D!(l<6uA%S_0&rV)tTU8k zBH|v4Yt;=!+IIcKlAL5=l|@L8_(Oi^FVnp(I3QX)cIUZU|-#!CsZ{< zEzWH}E5pe>QyRhXCeu+RO8bVhd0A7g$Egz?JbX85@UF~m-lPY0 zyJWxvr7*wVKP-J|Dj(FsL2A`+%2*Mq%Kz$nuTXz@j^+I_OG=~S4&=U<(5RNXeP&(s zYYnPOCPjW3>lriqys~jT6#()CSp=f+M%qH!vKi&@m8e6hWeel2Z1UUcLf>8^OM){e zPs>}O0ANF*N8pNo#7%$9 z+CSLK9aRJqgj(&~(~P5zuwgmruBLA1i@OtxQs23g>5mM}B!5PrKdij}Dp)Rpzp#I< z6HcQ?Nt+1`#G&(JZhvu0O<4Ql>Djj_vgnKz!J^a%UZ1dBocM|yWqv%t{4|m@a2|NF zID&g#d?VEYmpg&VO-hA83$7$+R3*euy@i!Gcte2v(9-!2`EgZDf9hDGdFRFecu!8m zNj<`G1qXc={EmK~iLkWn|Km}SXM9HZg*u0l$Oaz6k+#65@k*+0Oq$Wny}2<~xGF3t zCY^>Z7!Q2L9S_U=fozcpH2AupOi<|#jd0&ZkrgRZnm)uSLfmfU!QuT9nR17TmWp$` z|A{+SzuhN`!d`jqjYO7*FjZRK7|?qkx~4lqV#h7H$`noYI7$`hs%`B&EKKk6pat>t zW;;z>dtEXjbibDJIF(fGDX8s+1Vx{faC~xL02dc*Q|VdNE3dpW-YYX7s<51`cBP6f zn31;s-9YgCJeLqsDRSKq|0frXui?meHtNs*&NoVjIn7FOo$zsM-}-`afc~_Qy5sir z=`%6#e7af=;~pA_OW9O>P%1>-4vx?q$n9eW&D<|J@Ue8fmeGR#DY-XE#N#yB$tCC{ zZ)wTvvP+Cy#ZF9Rb&m7iB=ojZN(hV5zC)`?z$Ec}x9V1WHZMb1Ct4uxhly83b1}7C zM0?BE`w7C=4LODvl1op|@NQjCq$}Uc+06Cax^bDZvHSN2K#_;Jc{51-ck2dX1hpmg zNa`^>D+d%*y-<1;1HSzSb())c_B$%Mx$iNe>79US=+JwJYwUsNQ0Mq301<_ z8{o2aLocxWED~S^8n@CZKCs~udS&5~NH1q(O^RtQzOJcmx3OgZo=VEYfPFr^t>@F# zL@y+m81hGuvK#Zon#Z+-O_sS%F6Cb_@hm&P#t1ytR`_N2K7fKd!2k@X5K`53_*#o# zrg~Qc+P`R61;C0PD-ymbBq<#BFEz~uov45!t0HUZ)6A=XDB`8D58vmG_e9hUCBz{6 z@d}gSn+5Eak^&B2>Mw+a_KR`)egBG2>zk@L^}hK@IB3mT)nK!;c|*>EVTGBUPs#sS zgC~_Qe>bBLOEDT>i5@CmQ}tUC zJvtuW>$iX0&t)IJsU;t?lnRgZ4$HWy(%{bXQq)S{8zj1py^TaY#X_@HJefb_F&hkP z0Q*m%=Xz~x0`xDcfo4#qnxo|5U;$B)ohUy{&;H+IfJ`|MeTummRp#cD8;QFQ{=&W_ zu|o30LX`b2be{z^!DUU@ry9RR=vJ=Tepyp7W&X-Xl*yXb>tENbW5N;tIVNoRQ@XF` zUeEw2K!lMj6k6b~+tf7;_=CRgV!vzPYn5toMN0>%2=3d)M-hvjPw3zkt|?CqCSo3> zkupeN(sgJ`wAg{UUU@c(xBj{wKDHErb_goUJGC`1nTk=}6eMF#5toQ<8?Q$7W?8zz z)T{H1A&u%x?bsgM%)xWzaR6_9F6t5iT7QGWa4QdF7lL_qwye*z*pE`Ltf+5xLD@%^ z=5t;1YP>aDH|ym!neZ5PENKtQes2-A&Y+1z@s{5NsH-IG^}tkX>u{6HjoP)=>AT|p zxiXklb7Btn1=zb2E?09kQjf*baRP>)<>ffkk~_&IEUE$`P(YW$6WH{3m@P^-WexNu z$?8_d?^xBFoZ9Nt-#01uUb(3*!64U`z355-<45(^5BY~}ZqPRTtk7qg-CHD|sVJ?R zRR5?JOF%c*K|nosAKS1cCI`T2{>mUiba8b_<@F2Y zdV7Z_9iF=QrK*sL?k7@R5j_}m?#?YSmS9axE%S7E_xki>s!xb`^&Pjh{C33|Pk`;Y zEe=7owZ07~D7PneG}xxP?aYqROmm4=^)JYBa@ZnJ5;2JDISo~~_W^En|}7M z*z;sE`10PB2;98Bj;zr+1Q=+fcSY)UJ-mWJ7-ws`VIB|z(qZ{y@@;a{SZeqAzwLUE8XI9TRAn(ml;>| zIGV?`vp$atkQFcMZN|MS zeG_wZ{OQk@kj;~myp9 z%tg(e`@B5gB_cQSy$OCmUzilEo4;Z>o!SY+xQ!c2>w5>j9!_~Ah7kd37lJEDJgR>p zxQ$4rnnh9&@<%H~Zrc^cZ5FA5t-=RHmiB84B?2v4WNTm=Rl1z&DP%VPd`VXqjaGlV zYSiD^yOPdZZd_gVjkJ0=LYD9|ODeq>Wo_Ip}rgqA&*w5tBFVe`5gOlwF1mYb2Qp$EQa?P@^78N!JRh zp2qc76;JAMgg&Vj01wVA7YIpO*Fw0?HjW5PrUH3+oMk_I$E9Z4lK@B^t7bbB*Z2JR zU!+<*dZ;#4*-8M_KL@&eTeI(fnqvUj#){tky{XJda=_pH7w2}&*_<{H%umoVv$5hu zKN`yzmIp8%EmDB*WwSkRE(i3e^`mi-s`y#e?3PjOty*P<1$A@{^51v7H1hZ9%ye}9 zV+8@5>3Xhqv~o7!wvoA8=~ku?MkOp|Ygf?8>4xqN-WqOeV#1ZeB7EUy^7-98o>I8& z+9N8p<@f-xlV0{z#*i)x?*j4(*M#$=bryqcb@b?q*wk>w``FPguw)&MScBftB^E`Q zhpIb=`Kj}#=qKxOI;GWvkBDhRFV-YLArWS9mY;JpBGAE&DNHeyV~FV96*wzaPx5e^ zk3(YWHbfr5uCrN(mlIynwCA=yv{=_VxIXeTnr@0ZR?zGZTb;sNkE-HtXB^G5VGln^ zpblf7?Z{={g?Y@eI6jZ^J9c?s<{(fQXX%l}W^xdr42W3%s(xLa!jmXiF(yyUApy#< z*d`T1I2`zo#^rFsLUtqfJ)pJzx3W~f)fGhMckJ3QbNZ3tN?`Pv5Vt-H2)O@AI;FOk zSfGW<=F+2Hq*1jH2sf+DYAh7AqIPCjQl{K`M!u{7ajBmQPkZdN3PS2U4_SM4gRaQe zaD4!2fIGF$KmSYSRvH;IBFpV4(jYrO0?&f(SAlbF_MP;~&6TT!LCYf^9_5`phNkLo zxa=swl~=w&R(&KMxm*F|JTw6K}zfqB7LkTg%gL!UrMzHe*e>5(a0__?~Ene zW~!3Et_T4%Y}{J#6!sCbR@2si%%FA6wo!qhUt~T+vm(Ue)DXFl0 z0vsTnanzWk6!jAfR=rcQj(+Ga)hEy4`RnuUr0bW?*dcQ1sBO>6yk}MM_}v0<4B$m| zox8`ZDCREFngJ6%(ZmI@K9l8$EKf%!iizGJ%YDOz!0T^fV6^Nies2&DUXJ)!bQ%UW z-?qp=xwK4O*+Hxuaum(fz-WaOXFU@kH1`)A3N=6fyA1lHq7?`k;$2E`ye%Ylr}k~J zc+1;@LzO3bH1;uQ^{-gyPaW@vy_?!u_Ilt64iwak-m}I}y-O-}^loyA!CekaUc3Lt zg3m#q%IZBp-D_k!YK*QC9})_-wH7nZ(Gpaz<|(f304O?V6@M=-Y>=2qQwOS7LOu5f zy%aT5RHS6<+H8JZDO+}zRH{j@jE*_oFxwGfWbGnIKH6HNUr92Y12i`iqJ)d0VJc2c?*X*0yhG*+=z)MsUW{ zl9EZ^i2>Q&&xDad{C$@pm4(WrVC8VfdYDEvb&`h}d8c4i`Sxsan-0a*Ljd9K??em6 zZHM*rW%hsBGxzxZ1PLh|yun%;=e>+(kw9=Lh2;<4h|NBX5Q*mM;^%ug3s@&a46&i_ zqieh|5CZ;+M6sSB#8WmoC3UxvyKU_06mq+?*nF0Tn&y%TF&vwFHdiQF1=W_?-)0pc z%p6F*V~4aA^kfC$NF!Wlp`g)lCjANk>YOLcNOlE#H5AQEk$kaiucO9Es!1~=r zEZto<>TzQ8Utke&T1j(vnDFSQLad!qo{l+|X>Asa$pi4Ooh{>v6dOoNstIdG3B0qLyL< zXCwxmG6)L)>=oklqi3T&3|E&`HJt+{>?v>MYFiMeQQ^r7b-UzpdO~tkS$3|>$}lXf zIK}Q#~4eAG%$-=XHK_Xn5lC*la2`;I#ZEYWwQ)|B+Ej?bncpt_>cV zpDn-2WArUj|C7F#3;rvH_0ZBqFKgz_cITMAvfelQFmrPY zx}0IR!|676=*+*_7%q)}u`#tJJ=u4fsciMGBDqo_h5#qCsY}zcGLkwv$sH=X3Xl=! zHx>zirbk)4Q@))+E+rmi{=S9u6V(mjrqDKGL)8iKDyET_YN+g2(pU8uLoOK+ATnq) z_RYH6F!!aG`o0AH%n&=@6K`_{&0NQg!G)1V^=HaH1FjsyPh#M-X^JxWebSUYrn@<@ zDk_iA6?OyomaV?Eh={EqHMO?D#gDj%9O_sX7nJ);w#%f@xNcEXm;YN@vL@hb7gGbf zC(Zq9ck+4GZctI%zj!L-Jq%S?+C@-t)1hz=R&26P`Caj*R<<%&Fj>>4Gu*7xWqS5r zd=jP(QBbH@Bv?Bj<)K?3>Q0RaoOtDJhe;vB!Cw%T3jd4U!SUj{l67V9kG!awp^Jl4 zPt>@{xRZOCG}Owv2rJw=glK*uj<0@H(F&?$vO-p${HC`to%Aq=DUhI$;eE2V1rNiy zVs6!1SBH?nc2U$*SiU}@@<=c*E8PRj>PgIvI$3G@VAZvjOf z(h-wEkJ^Y|isAVqK9=vI~1PV6eGg>U?>Fb_Yw7h3+5Z%ke1Va&a?iPEp9+xS~n*sD5@3(1cHn~;uO`BUO|3AvtX%_lpZBvOC^(iWg=n*J43OmW7)V? zJfg<|$nc{dc#+<+F^G54%?I5hPRDD4J&BsjKMGgfHr;}_+CKCLIwWjZM>c9o44Yxf zpCE-?-Xpac{w~XlA8e=lNmccizsa&pSo$SnJF{G#+_!zQg;I+?ioe)*J>`7u6y$j} z)3a0KHVZvpsyU+rNR9K%GPOe&A53*}n5pDMBwAv|xntP8S^a^z9e>#%x?j@pwP!}D zN^9IDZ1Ov)P2RLv^)0>FqCdY@vu|3{On+KOzg0)%@d;xd#0(R!1aG;Ld;Wa$Sb%|n z0rLl+lH5~9o?2j{mOkGiy0F@ENLDO8daex~Vz!vC*zH5k`QiRU>65;h8^Y7KM4%0J zTzG}lr9~-rGX%tEI03b`hqZm%uX?DMdv3bLn!$9=WSP0Qi+qMDfV+a+tnvB%;;jlIGum@@Y3|%Kl@k*VLYGk1L1s zcX9F6Tt%PU6H>>VtY(d<#r-b72X;xs zYxcpNhG#*{Z7PtPB_(ZBGJtaM3C-7uyHiStQCfkdtmgiC<3$1DAIc9${|Oh0qt~Ya zo^_mH4)rdW%YwCq>$!z{ItIwBi=~-Un)CCSi<1hEU}gWYv9Z;}5=E9ZXHZ{G{s5a> z@Jh@hl}2*{h7}3QbI0H}<)L3*)zr-aVI=5`91;paW&%795QhLJE->01A&Et;^Q4l) zDIKMY!0fbb+4Ld?Yq3rhkE1r3dN)YvAMA}+skDkO2`8JX+{4}DVh=cs0*^a82mU=pS*rEy$shjsN#j5BqPyouK| zqF`eL+G1#a=RA(Ws7|=B+8ss*Db3FX=nC+!0489RboUjmDJk}Ig60B5)u%73-|DRY z(pS7`u=$57YnPyd7Ya0w!_xfR+D}(2hjY+^PK@Bq57DuMR$Kl!4e`)^xwVk&F%XL< z9~9?ed&BxZT4HDrtp!&KlSXMe-__i_BAKJ<_Yq>w`+s8EeH_!EDl82cF)a<#Lga7p z2_hypKCF{CG>x>9%1va#I~v0q4>F1?b&NlCIeG z_7(y(t_%O4g0x6Q+JEnS@C4s&ik639JO%9qn*P+M?xbkg4R~ai!N8g7rDYVH17qb6 zd|0{ZzB!+CR_NIb=Ao9($AF0|@gM;3h>CUt3AvKTNr`8CTU*H zJPUhwPkOpj)~(}L(z4Lv(X@$;NDkA8K64pe*^h#b(-)y5s4X_&TY(JdBSW`Xs$w zlwRnebW|Fz;9Us{kDt@l0PfQ;ZNArxHtzEJ-ZK?$@N?=NPlvsBWl=XGOEyjeFNevB z*Mjp&@fiNmY?J+i9C=%hDz9Ajag=_QYN;qTDQRiDjYrjE=JqXA-2lEfz`}>{A`0|1 zB+;X*Krd4Jv`+^))`VbfN0j1O)`w*=xD>HizIrmpQ**LW#2wWmIjh2TJ?mw#R)!pLKxg`N&O)_@Lu;} zcP3ePE*(asRG7taemE8|2)`3qn?}j6-@Ns+9tZ4?=b4Wb5Pl#$zPAE}!YAqm1T*8M zGK;OO6uvuuAcsFZ;$vH^hmgXOseaDf?X+iOZq=;^;8jN*pAHl`i5H?Owgl&3L>J)x zfA+GQ6&;>8LEm`JFt{Sejuqr6js_^oi|XH*pp|W)#!=hNl24&qrJIjJ*=5@tYDSji zA2#nSQgEtR`b|21nXI_kz@^;#f`}C8=a<+xUoCB=9;}rrJsCDDK)CWO)Rg^W5q=*{ z%m+VIUlEm6|E|nHPV-6@v_t0M%W2LFmshua!07BsGKX3 zx(P9xsXv7=AABf@&K~a75CHy2XGYvyPpA3P=-U#zbv>eC~$Tv%7!(&QYL@ zPA%NDAY3ctvjT^?&CjFFEjxZGW)x5(>*2P${W||aV=+};u&(PGKjAb+U-WA7hTd8Z z0r`a3`Nh$`fVPI2mD%^FLfnnbXjA#JF9H=&u$i;gS*7#yi%p4gYncR#vv2H19hQ}_ zMbD#Tzg6ecT(OHAu@6tzJr8Jq*rzABP@liP7&*A+U$eWJ$nbFFe0$ZjY36LD3P6&# zic<7PcFU>nV~5NfmHBOJHO-ut^n|`zW-d=fU!1|FdnS!OzCML{*2%Dqqudp)@(f|s z?1Z`=O>tI7g?PODL@jjasK%CkHEq`O?7h@sZ=dz$<0JPUYis^^Q(VP|B-T>27=)y^bDJLei2#_ZIY}EiY&K@M$~Dax~w;1%fyiH^ggGuZ#JUTbPRQNuT45$}Djaov^+jp7Xv8 zI`lOu=0i`n*_YGb>;V()$SdOmy={mi#YPxJakTe*x`*O5e6E6m56FcOFh(96sRQac z+O81#&*+Q&6%k-C@VKDKpyF_exJ8KMqRG}^^AZ)8tbit^99_mRW0Q< zQ&Cg_t41E17dy9Cb46O1MYnI#wp4AzIg62-Oqu7-pv$`7a72Bj3LXZy!_L9Q^Gzz= zlWDnJPS}x;<>%SNww;{ZyF9+PRw3uzJ(C^oJeqnc23=9%(21b3@Qe5gnlie-F6Yof z+}gbnJ&-qqroOLQ3*}B+w#AKI))T>UpX1`{t!bm8qa7r4mom8*dJ z@h@nIfWsOkSn32(cbAdZgJgKvc<<|TmOV1g3>H2gCRj55eX=LF#~vzNy%><%VBl5U ze+2*_%lqnfb2-*PR~^k+RfIw3lz7t7g2G&|ZlI?E>Z_@fdn49%<24&#IK<%tZ4Hav zCbi+#>@+dFK_&ka0L;!MSKJ5>bTKk+A(!%6T@j`n4hS963ovAl)b#@Bcl`aFaBGH# zZyf~qi9e-$EHKSjE*ci*ht)l`kF*$09*`gND8g}@F-U>Wjdrq#Ii*T6Po1phPj~V2 z=V<)+`fdyr^4d5X?vM`BdJ+_ymhm)i-k>LhlJe9^5%eBdv&e- zQiMS}jpBtT=W%qgHkstN0QF_yrlvyRc0c&fHuh+mo6E32={(=~GN@n<&tZ2N_0%9S zt3(NjUbY0AMBf0Vsq?W`(4uO6XxmP8VoSU=&jpQ*&_&6LgGOOph2hk`f@`%U_J0$L zGYD&vWdQ`5(hR*TI-dOwh^JsmtakS3INm@sukHqDo?Jh z56-1+?I`AA3--s+aZ@a&r8v#2_K#+4xUF6?T9Dl%IOhOgmcnmbhj%6MB^ zA*#BWIBFMhS)VDjMmj8{30#AI#q21g4!Ff!ce_lx`QixdEu{y6b#!Et?0(fj9$M zwmqjG3R4+0)xXQrA_5D$e+1b@z|D9$+>?#7qiH@$Zx@2R7 zkp!!us^;2Ii3taIW}qPS2I4W>E?>TxzI)9!R@t?y9rB7oo^NQrkQhut$*r6!8$Dgl z`xQA4)?@VRkl}?xrQi4?iZS3~i_KPxlbZ|I* zC;u9mhk?V|lDqs#QZYwSj3;C*c-hqf*#+nM6Xi@JQ#VwlN^I0ZB~xd@Hn#>p@x`)k z@OVCxd6~fG)*S!>Qx(povFG?M|5(zWPPR)Qggb!Q0yF^le}GL3Ex<1msv#SpudfbT z2~d)$Tf76bwN6-aM7<+4xL<#`{|7QTtTS&q@Y1aFl(p%Z_40T*hFmCyPyGMLuKNRt z{S(uv?#~UTy!4FJe@IUIdFEcPG|v@GrIU?P0oIR*(?37+FM`$v__Bb_qR-uL4p@3% z-8ec$EN!jXO+Q`*cxQk^isYIaarT1(;T$mR0Y^xNvX!G7k$QZIlo)UmO^$Y1X1Fqk z{>w5LK3NPbgRf6eujesn%TX<^Xf1g0V8||*_a5a?(G~t&^k(hMA&sX`S($*xvZDv? zTOjJcV5J8m7-N!>3~g=0XU?W(7VF>NIz`s(m0U4G!B3Yg&zU?Ib5F?-hK69o7k&+R z&qep?sqk~q#!u`EzP~*;H3zVS-eW$wiFd>P4J2tLzXX1hk3eeFc#Wqh#jLkeiIqP= z+kAI1I$GeN=HpCZEtI?dw~2|@Y)10L&hz%>iQlo$OvLi0xet zVN$j1W;3E|e!uvH9yY7@+vQ62q-7f9-yw`!D{AkV3W+nuZeF^0r_l^VcFWp7Z!=TL zEaPghe`aBTZiVkMfYcFc04pwYuKF?t#EV@D^&t?5VJ2OE-$!F9*5KjJK=N1!Yu=bN z@U-b>r^V~DAX!`qo1d6)_*X`zeb)b)SvOf50bXzO-vfpqW3kYFbGGI5F-gGV?ZtjS zv31lPM&I-A(xwtkw$5wS*J$ZD`+lb1i)B4i zOWi#%B#)cA{`R+m6zvRT(K2<5gE9fXoqz4s^%npk>a#U+AfcXmX94iKz58EYSY?tH zdtlr1Sn~J&7gz6}1BRnMM{o-Pvh=Z_2V|sH0)l_zI06={k0xKAWqC#p4ZS?y7CUcY z=it~*6+2FK1MdmaM<8(C22gOOpy+5{XAK>K_YE3EMMY84(=UT}sfx`UbvrtNR}x&Y zqV>Z})j#c{Kf4njA3q6RbR`T1Yn~2Uo(<=uQiEiSzxg-af0&MvpZrk8Hv*dd1dT3O zd(m(p>0WS;7(ca@OInj13Vi2hJmHpHE`)enMcBl`oR;T`ERq2YXZ#S3a#Ah%xJ7fw z+3j(3*+IRLF#^a|mg-&Ng}sYaYUtNb;ql9yLzJvXng)&|U*3j>g-ns-t@_R4EKfRk zduJ(;2cjrP^Yg#A&gAAeHG&qU+Qr8G+t#S|<3fi7;{Pa*UO|=F3y)SUTUZ%q95kXZLb4up+voHSSwwICaKySa*E$JJ@w`N2uN00+$58dDp&Fs(tf>-7 zuIav({zLHXA4CwHG%|qO_^?2IiYL9Z1Re_2zdk|VDN-#8C+$(v&q<%Sh0L4|!i@!* z4WCsO8805YaLj4;j?R7Eoo(M52$^g|8#NjAH8?^8f<6^Q!&)?M4Mbu|BXGTVdz1z% zZW<$g>{E{;q`b3oLX}PO2(?GoHcE{Ra`)_^TQS*(mF1LS`o$xkqHFfy%ysspeoQhx zx6#Pb**6~L?ZAfyNpSoJgs~{;EBcpf_>y4wAk<_I`EczJytBc!tB(Ln}+thWG6rBkFK`kNy3Pji{T?cP1=&d21AFO>2Et9F~|X~*lkS&_i*{OptNp|OYK#)hL&mDx4Wwl zS}<01<8j65XlP2yEz3d2>njelrW|6WFP4>&4X+qPKZVS|%^6=@iw>=2;PIuP;LF7e z+4DiHB3I&CqTC&&eA*)!n#zF=RPkZ6GDj)ko+Fe?gQ>62*58|{q@&-X8cX}Q2){fE z#J`V11&9sX$*xR??O7e!C3@ez0+x;D*y-<>WG^zAB!rZ zAQ?hf&N?PruYzW1#>PD->`7^+Na=H&!)y0Lk?sxeMhJtimkQ>Rs8Ygp$~lC;DH;Jy zhSj~&G#Kq~#j%9s)aK($bn&uW1}X*xs|j3;TXpihxFlyi!+Z`Q2+*R!*CI_I`*RnP z%?bY3b_#d{HEd+gApJ{wv+wnO!SXwiYEj#?P0#u|Xj;JZdnwbuEO4}Gy|wl`Mn<(t z{&1nkrdzEO=wdOowAz6$P(b?-+u94!a@`nYj5SDw%nIlM6AL>u)l~FczwGVu0!<7E zr@@7$bTp-eAP%}PThfdzZijc;luct~WMl38S1ir!Zt(EeOyB)&?{Y3mHM>oB?GQN5 zwX`-rQQLOuUF<)H(3C%342omif(WZEBOR+kGe5z;v83G)#)!nKCJAQ-FwHz=_dZ_< zFxc|C${SU;k6a__3L+ez+&2Z6B-d@>_->X-onFCOVgHS`K*p_vI+kNza8UzY(}Bbo z2#saLp|NBle!!*97W8S*49UasiCW$Gol|i7iU6f46|0L=aC40C^=Ne;Wgut!;_9go zAp(B{1k~8wF9|9qq>Age%*(*_9;8&(`=A`4j6eMRXu|g%h9tE-BEW^SX~h4NyZWul z?4l{QH+P+A?9%@YAzmt}Q_zbvp3U%-d-LFrr)`B4M?ud;YA4mLZx`J^Aw;s!m|a)J z>;A*Y9u#pIVovWO5sjt+1aKw){HQN#-?n=vS&}x)vlSvvvrH#*zP?FWnCHg>Wgun2 z;Kq$U<6Gqi+p#9IxT=v83iV^6OTNB#>kzOcl60$03kQ z+Fn=W`WqBgU)LA35nf_5SQp7s_%`rh-HLY(pFZFmQa4_rX^yOIxV7`}bynAn497KH z2HNt+O<33?I+Y7PsG_;RPIX%3H&WV1N>-mma+e(}4-SejLRd5MkK?^|=m{Ds4R%6%D@e->0X6t|t?w`wBlW)=oq znZd=AN7oGCN|H#Dd7(J)TZP9>gXevzu9efD`4)99mR=Z1Dqyu?)}GX?a{2E^uZv%g}8Kad%Iuhf;W@xim_`3<}nG z;J-jAWHM07wB<%604?K;qrPrjGu6Wsno7^bun3*o@8Hw^+-D-s{9=cZwugu~v6 z;UW1mMlIQV3}v&AF4N)fU$&z@z0v|tVL84(jH+tZ+!*1aiCP{W&n|uvcvX)BTMfV_ zUm%7oY3io$6Esb25A>Z^7pfYgf7%;q#a{VK&h_o^!KMgzFqB+P^GidC0@B*fCuV@pEETl82b9>u@UYI_pOBFtp6`#VuYU{+>;#1R)>NfN4pq93o}aNI z>&b)aEa@OG?T*9^b8$Uz0jjeO$h0dWe+R@;`(oU#uzR!b*+fOxD0|P0ByR#ul_>}O zs!Vw9_nqtU>(H-zmV|GsEDwS2f~oM+3`4RD%wxgO?(=D7W?RU~p)2WsTr&~W=~>ur zY9txHk}--zDhizzRq4QUqqm3!gt1leXp^q|OzxcF%HqKV2Ih1i%>gpwJ%^_el=ndn zExi}pChn-ysbBU;Na05#RpvubeK*VrQmZYR*6~9rABE*m9wy8qR>g&zwA4qJ^d~iaNl=pWQpT_7@V(WM|sCs3Q zNk^4@j1ZwnOI`u4B)4nDB<9$2GT6AtFAEhf@HAy3bebb1J|@TO)5hNqrN&vdgM!B4 zBk*;q@C9n_iC`?KA2dx}d)a%{JhR1cejVBwg!bNHd$8*I)W#i~Xqtu`J8BhDW=-_{c1 zdzri@^o4Zzm*aGC$4qWy%9;?+jsZC)ZUUxvaNOXcyVPUO0TEa=umh(B5e8ZG-zw9X zo1O*SNU(|?m@A;4_I92{4q?r!fA%7wUEH}D{E>+byV};p{@aMBOPT0`J-3s%#i$EB zc{Xld`GoWnq5*qu?q2HWg{xwE98>qiP2c~l+PDX;N+&g9X2q2X0D5a}trg-loGH&o zw~+jdR#3lY*@|Lctqxs=uV`bS5Qv|OkogoMB+m_yRD--G)tXipR-q1AejQjtLHFA>z)*C_ZZPT)Lt^ObjCP+wqcHd%Ya zF&a!3jMdX;H*dB=BdXB(0w_cjbbDhZOna-e=Xnb$zbqJoPjPcsA2k`~(=BDqYR4xi z`vXT8@QXg^T*zgWA>iaRS6*%W8e3=2dn^8~REEq`V@V+eRu@9&kR8-;EHK9_?n7v$ zQsrdA^5>UsA!~=wf`mifY%tn?1jM`3#J|TY4B+!j+o+!fRi$JA67w^S!#rb>PwM+R zUjxvKuz)=AXSuci=5LH9VPRgnr9%{`m;a;jbWXX{c&cjN0n>fJ|4WOsf&@KDwy$m| z>GS^(ltRTMr*=&;fNoDgu3SV4aTj&OgnrhiS5CdPnOMy=xLQ+shroUkE`)F}D_ts# z&Bp>iy(+~5hvlf^Md;cSQ~9=@_{Z!=I7V^i>)s~C>AsO}em)G3MT?;w4OTu~M%d%< zIrfWDkMYTI@GVU+iuzqs2%q4?b(W^SxF4Z!fif8|h7N9Lh-%Yu?On$`{a2WCJ3NQdKLb=+7`}p+P~b8dID!QaD>Z%WFoX$dYoZTha*WD>EIrb$JB# znTRhLAM%RnxmRaWLSfs%k;2oiMhS&9>(fpHFh_6#~}^ zwNAbMSOz4cstbkpDJ0upMZ6|ToV7{6$PBXLC1?)6G_n3cJwZwMz ze)JV8CNVJc-BxS~#y+3My?UVVa;5QT-cZwkeC(Wiv|Wsj`LI-N-s%V&w=U-Yb$@5-Tmw)||PjgvhmU8UD z_Q#dlJD=(Feo?X_^B6NM8;Mf-MGN=~Oy#6x@~l5_NEM7o5SHS3#fsh^Z&+&H;roP{ zrUMKaGIdiAAAm|kS7c$fObNIM5ct+6I|NImN$lEZBW!=R!KgL5N4sq2<TFPzRwRVo3^Iw$=9rH^_uENK$3eOIyVfR zK8LP*p84gw>$&IRP>fZQf#-IxG@39cT|wqmX&nCVT$coGV;w3BNNE!E+QLYrd~UhZocO9(ZO zxdww_6Y~NX8QuIiTny&J%EAT<1}>Byd2kJTv-urr8Nrkheet0vrfVCVy_h+>&n zF0csyH^Q!k{54Z!XI(m=eCcibsUE;EH$M6yN`anr+Fw9eskslRRpNBo^_wn-mDHu3 z=L0$|6K8|0h1}`1j_SdX;86^7AvDTFNbkz$8c$$*klCJfWp*;pFVnNNEl@@`nqdb3 zUqgqHbt!!n_Q=(J!g2wbhcBrg=)+#_fG(Tv=jf0E_nY;2%Gu^z4i!bEq~Dp zOWjF#7SilaL8WN*mcmKWd;wUR)Ryc8*Kj{zTP@63ayPAwE#t0 zI#ohax=~a@TB!ksk{V)Yq(P*SmTsg(V(6i}kw#$XF6jM}0a!aQV{~FRLMR9}4NYR@tnlk|bepwh` z$Hz9C07tawl?*gv6^QfRmeh=YP{l54qYsn@4u7f1aM0pCb-UtAci$8PW<)qsE8$A9 z7yg&IiRndUBRJd*{R&b~@nWpJUNkO3Y>!~!T>S|}q~=cdc#J;qNVE*k@Ix1#@qZdt zJgmgep$J&7X`WkF?8U$rona|WnsX^=P`~TWNl5(ZweQy3C+0BjPJ7GzKC_;zVcC7Q zVCLDW8Atw6(K|*`5k{(Q$hH&RixYioKQPu0Trc|l13&AEpW~uVu$|Zwcp?dz*`k$O zyT&%ok@YL9JEp13CT&D!3F zmu;&a(>#lIBx<#U6X)d~5$=8xa{AQgec43`Jz(HIc(mk}oG9m=1CzPJBtY=f zOPOwI!YAK3$nYwdNwYNO4zCD4H15n)n=7(>UC|oD3&#z=PB{iYSJ!0EM=_I`#yQ2< zIw3kF9E^NV#`I7Y^(#O`P6Oe6uhH z3U{7VzO7gx%7G0o->1|5@$C`b{za3E(V!7somVg!r(m&rD8`(-aj0sDBh#5sItFN6 zKtbxUF~M+kf(1aeqXYe4AE8BAdFOa^?t?gioo7v2Pq$HC|FMm7jOVVJ70Ox=5pBFe zHx{B}VYhnDzO5iprN6Yvm-@?lMQx(B}FXC;93Xr?HdKoU=;` z&|zzkQk{nzR;=I$#4(w7LfO`Uhsw2yZDh9AAt~~=_pdP>MD+eoD*jHn-wSJzpoDE1 zV~&k@6Q)wWycX${;*IoGMpUA{j@Pk&ncEl-Q)=Z-?OJ%9kLs=;>n$vNFnvlL*Z?UX zyEZ@8o(Q^vY|K!8v$49x2MQpDewXv+oXG^w&*A^|{OIed!L_uO|F8WNpbe8FnCS;_ z8ng0vOk*b<1ar2FnTuVC^rq^A(+8&-V}i|tsO*C{%%`tU*p%xo-n z5(EWAFM`Ib(ur8jx@ef#o`OH!rJVN6I+yzvyO=a1*Vt>}Ud{a_jCt{QBH<}z=VtTJ zAa5^D@~rLPGiuN_O2RvysG5j;cp%poUXV=T3%Tg3vhmq9ZSyEDzACBox>Cp94d1&5 z2drRQ)Sft~N|ux==I>v;OR5hLu1q$L@#r^vLa&4?HUGetFQ1I}E-)}5R21yNY{^5y z{0c}&<~x*w$;dVVdP0S*WR9qIFKh3~VamIXZ;O1$9XI+O5=?)OQ3=8KLB)4#Hhyk^%q>Vd)Qs3+w0+ZHc9`IF`&03imdz^}Nqx+VG zgI}~T+Ri>deB6KNaPl%0#^m*|$S11m#BnpQZ>=*V#v>lMh8`Lkbs@2NK^epd`pB|5 z*+WtTjB%Lerwt1LywzwOM-XWspTby_(ze2N|q zM%x4d`@HXC0zlRXke*qfbF)bPXTY`Xt_r`D;jBKDo|$oZmZaO{%F&O5p#cb_z*|m! zNluGt{A^| zE>L7Wy|G%7h;c@=z44$X_OZFeIp@6oeO}CYZ@rg2pOP7P1FjBzF@8@)(6l)6qdhzh zIy@9KL}gjr9|OP7!=6A>=h?!!S1!A5;9ygsJx%(cj{4&|DERXin!i;~wev`(F`cQ{ zAcDgcIE`j)m;+gfAh%>*#!xa3rAv}^3ZYPvxVznlXn9=7Ca}?@@#~Ym8UKCw4QgRj zZz}|V&Y#Zr8}8LNjvAIH5ACEnmn}KWE4<69Q!JmgS(R~rP?Ik5RCWgmIEvur zC{;<<{U~DUVb79^z@K^2SRAP}=}f_P5lZ}I1hk{sE6gYzwv%g)8I z6ab{rFig~NXuJnVT|pz3^Yq{6cRx1#&k+Yr|5M!5a|D=Q{%c6v#Uc0tBtoFM7W=(0 zhWoH>BjOnQUOy0%Ql%!0lItMAVmCq!c*pj~KziPxJG^@O<|^&pj|@I4}e*f$34^j6tXU)Ni5$VX_KzE z+9wynP!432&cuoSVM;IPY6aeY+V{EjZSdM{01x(;sN1~XixDCI+HKrtX+ z0AtR?;rlk>z3fE;Hksrzq;HNEk_t$=a(gfQk&)!`qH;a)FD|TZLB02ckF)f@u4Od9 z5w~$&gLW5WK2lz|j5@{aXu_Gaq+7;*uKc_nt`K)d!Xqj~M8Fs@s!5xGD5C(=?G^_< zBkx|SlSmQrXJ+<^7RmXQ?l|7`~arU*e{bV)1gMgM>1%025pedIyh^ef)(e=?%A z+!omieZ#-TYk9XGr$q;T1&**=4Pn)>Fg~^WJKIny`9`hpqS&b6x=K%mMDU|Yjz~#( zIKAAS=wJG#nr^rt>kAT!hDupuN zyL^k=8_+B$ia7*@uSR${b*9>#`7kuH_%v@STevKaFnJvUKg?xS{7=X!)Y<5}neBgq z?5st?{fnHifgyTc?~I#Tf8AL}Mef9c!Y{Z7#k=a$E7N0&pg8zpAHvKp#7dV_`->?+ z2$=%4R^IER{@ngOcJ1}z&mDRrHjH?S1?7EekC$07nN&HTWV%S1lv@adc*f7szXq))GtX-jUt7xrN8a+$`h_z&54XmyNjmnpfQ`CE| z+Wo4UcQ?iXKDRGmU|{5v3!oa{!6G_dON9s;E{oW+DD+|G1~R|!P_kj@&DXXhdOgdA zh+YK?At552ODZd}OPWcxf5R&Xv@U1S^O!&~?;^ir`g7#;AWslpuiVsyXziz5k9q_Fc^9=T*6Wx{M`X{PU`kcSsoKEjDSajn_)N3qgIP&H_vjwF+MX zGXw;4&c;fFyGN};K%1LrCJlhzOIdAl)oW1$=&1@+`Rm1r0GLpqx%SkoDf4s`muNv; zbTMz0UVLByKV7496h3w00`NWC*VnIBU{e5i0unQ(b@=rikEaLCpk$Iq`{3F&02xAX zQ6|Nt75srz90htH5^!e=5yZ#4p~ri0YLXJrf=kJUh$M>C@|D(g)PYq=qx2~b;Q`;n z_m@s1|BQ2exrY>SwP0KV`u9Y`KPPD|joJd6v6kNA9%)eu9rv8WEs=k$0_kT^Q*iPB z^MN^I{xd)Nb6mi`?}UoIGkEUP^L7WmKTU;EPJPRZy!zRGy+;791aTLZj{#&V39#(M zenAcQ^yG+J{eo7n`qVCtQ~@`1kQa2<;i6UJ4=L@9Egtm?y*}2oW^xBZSArc+@{q6~ zI-M!wgyK;LG7C^n5(Dpu4JIKeh0om^H&SJNNs^djr$M@6^0`wX<3DzP%3+WsxXyfG)TlgVils7&g& zqqRc#<9zOR`tXzH5QmpZCgwO7--@?L&1ky-z)H>4o7k(Lz8FcfejhVK)>%jTfOn4~ za>LHBG8hc!eznj8Um!hg%hy}&zQdUS{=0|u^86Sp;uA8HB!{onPbmf1e}?m$r>qt~ z;dXsLIHK*mTV~CFjg)#}2^x4g37y|$3rAvtuW$&`05IcOxxW%`Oc5{G_Wb^CQR%fo zJCJFkL6)phL#vg`#>1P}P^!^aACN#^BKFeA^66(MfZt$|37U6(zfYiXs{8JEpBzJD z&%NS%3B7yHqQ-wqn;_Ay*rqF>4Sryqhd7Y0Gc5~gEYG4aZVD~cncA?m&ual-cIWmC zg(Z+G7r0){-lP74=?By$AMV_1JCEk4ZRP!P`h(~ihsif5 z_Vf!KTnb|%WL4kbWHZ?i$|}yW`uO-7T~}SbF)Kvhk0UkMvg41Vi(q!cGl$(?#)0pI z@3Fu+z?cDy0EQJy#`R8~jL{YU0EQ(%@Ck@{phn}=EjkK(mAVd?WM5G9Ao2ti=-P0M z+icEmGli1qmc()OG($Us9|Ns8z%I+_?6nI6C)jphZ&bYl&JvioZ_(3FV8J>nmkf!C zq7Xfw6raPF%=3_BdG@IEEkMrJyquzba=+bMMvvf-FIpLT+s+#tgH(oOd0H8${EouV zeiuB@w}7Cq1na&);)NtXXv`w#s0H(;cJf}3r10l>pQliQaqc5--)r+&dx_+?j^r@{ ztqsk(Sb*4{M}Fp#x8H3mz5O+?T8YK}WxoVh!G_wstCF~aU?VDje{X8KX9~hY<{z^X z&{DYUwldiOjk~pEed**XK%)R^fWD*S*l-R|zD}pS;W2>W1{_9`Q~dyu#`SPG%f8L`f1n0u za&xqA{z2T-(|6{@l@Y(t{EZOK#|KLt?C*m*7_ zhKLdKB}=|kd^U}dQ%|z_C+cdy51^O@EO^)7!(Of*kPyi@ErmVuE@f(Fvh&!kHQ+TQ zGfZ(PBHTQe(F{h)S)!7$R0NMOMUC$dI`X&mDK^0QnsHo5d?m#7U6CR6$r@ZV!hpB!#o zaNm@cK1Ex)7z(-bmz*ZM$v3u5A_u}{nr=uJktf!qj~D+Hd7_PZ<2g}B&9S-X`=0x} zUAdr|Bx0gS8~6J@2B*H8O&T1&wqcwI#PWcXiLf;=tO|40AcxDAdmsQ`b`|XpS!F0< z7m%g?G@n>XbU@RlL(HqR6R@!WG34j)H?j=|iY%$Bv+iJ}l!KSA^cRXsAEMi71Q(+$ zZ>T|+W7&$L?bjD6FaSP$`ZT%q`!>AAnDiJTF>@*{jN!{~BRIg-d6+9+-{;2maI%uT z5>V2>nB(`h@Aa64YhVMDtmJdGz!0uXV^eGe2M5op?bB5n1UL<@P)Z z9o1YiKApnAJ~eEV7dNT|)vfoRehCbbQYHQvm(8h6zl5SYNy7MFl@WiemZ^$*3ejY| z!FMOb02}P7v}#S&wsEkp=>aB#LPy`mXd=8kYFlOO*kY=F9qc83d2L(NRHJFjAN%5W z)-f>uyk`;-3lj?ZNbyX&*JW~fx5wkHrb#@(LM*ZEpqhXA)^J)^BY>3$Q*`H#s()UH zNcPw+)@1U|bS_3vQ*J(F)ScD`-t_)^@8m1hMX|;YpDu$x)*o_SYTa)Xz?d%%*QF^)$ z=B)782u$OOQ+3t=Ds}>S$Lj;p9?ZI`y>IhLK5P-oX4LHE9qb^Ukb)yBn$Z4v$TKzt zwCGX%-QdcJ{t&;8&Ho9M4E*EFXp{F_rT}al0me{YFdv6Qj5|kgRGHXBr=JG=@oUsU z`!${y0rw?f+StPmTBHA=8I>#_6r%)|Sf#22D=WmsM#~(=(N^THc%7QR$55{voRDGM z3nj=q2^2zgQ)^zAo#yY($lk>O<#SPhZm=vSHSQ}hkI3Q%r(d6vZve3Y@cf7u7jGzC zcN7s&U&4ytbf?8yaC=JsF98gLN`C1DEG?)9zMuLD9 zv+?9Qm}ILwVfgA~t$LH$1jxx>bGS^;r)q>+<{nz@{&v4yR&SGZurGC0Po4qp8|w7# zVWlH{Xp2Cdt`gir@ymU7I3j_ed`46qw7rQ)A-P52;8<86l#LECi6+)}zlu9Q>|u=C zBm~PdXq&u9=bfEAe*#}$-!2US-^Zg<-1_fa6X~At$wg5TH%RkU#u3z>?a9Kx&H=R$ zYufxa9r`D6fh(-uz#V(Stm_&;QiYK10{FjIy=!6svRxBGg(go@z%)`Hb4U77hZtc@PsOoEmvVn$Qhh%$Nk(`Rz@(Jup#1g-|hVnBjMw)Pw67LKY-@FoUm(z%9 zHpX#^KUZ`1#0?MdXdfjHj={t}ltCPEQU@o&`ME(zN$r}>fQzkxfi=!I5X}f$T2x!+a!QTM; zXZ$gN!@f!WrM^$219mFEaG&KILc()kLF)TqD2+SO^&QJ!uV)$<0zp)P&V(7SD3MO= zWNnlR7cUV(bud@M={T%KU8ra+Epf33^@LYlsn{_<#Hko}qLGYLP?(2w+f`@S*(Gau zbwl#Q80_uXm$Ki|mI;)=DN(iK#)WnJ(zB?#JH027VNUg?&HXokk(zzW&iqYVMY-p~w)fMM z+|&t*=)&)cf!WMz9xq(QcA#eT5}|CrL%-0&8d~u~=Yc zZciUX6~G;{?F5Wkd+yKCCtnr(vj|u>pznd*U%&4v9j|Ql9u!!?;Zu6i35Bu$b)xe8 zbz>KJ^Y&Z!dCM7~6es?(z@qL^?=#x3qNkdxNzQFWRfbW0Z>$=lkeMzNsYYH6kRJj>m1Kt_fAu^&5!2j zjXd0g1ZuwLcTFO9)4Cip-+oc-wNA0IPSb)9PmVWMCOgF(Zg&8K=So_yD$HoX@j9KU zZGxPD|MAe-CHGDGYcFX6e0O5VA<5hrFH7fm$l=3s%7=W)utbVGpl!zC|DpI!8SNis z$zKxpbN1!jKWiWm(Eut1Bb^44MRzxYaTB1F8vZ5F0Jp7Jn=p>e+yf<& zcY$3h;#v0hux}g}k6*fPIf5f!g4C)~jjTA+{Daj6iTeMULDuK|phr9|a+V1LI`=;= z(SYreTHW@~Mkf>frXaPr=jB~vPF_uaBqO@waatkVq=;v1QZVN_r)yh>uyv7X zFX5Xypx&DcKYcphich+UqA9?>m>2`^fzq8X?3lmyj`-DY;os@{;&tn#Six-^gh1nS zrnvVGx2l(26DL<=N}{32CLNlUnl1XmR>OL#GCF22ZF&LtD*{J@KRcVyj$rFs(kvLL zjO{wWI0o!mUJ3d>r_g4rE`n;;yL~SjL`OHOe!WXaSD1U!!1Cmv{9NwOBt#+36GT!E zje{R5A!CquGzFEM&25I4l8fjZL<>HCwBa2%Ui#$@y#?%i@6X$!I)#oGS$iq#z!H&s z=>Qi4wfO60S01q#fFH~jA}KLjTr?z}^nJmkr4tefFW`U4BoDCY$n1cRQBCyq>mo^j z%8~E=vgI2?C!UXyhN33&A`HiS4o;G=C3$B#wt>p!x|jxtl7OPhS95ytM8g4)cz^JG zDhe;6I6R}H#sy#btRJt6@ZG#+Ea;WC?Yds3m@s1jx+qwK;VYf6R7aVM>ZH!a1b$EH zdB7eh(9IHk($ceexaMu)HBG7SP z8jpqiP?H`rj}>r|B?3?u2-`2qQ_8I}=GAoT^o;Sj0cL?Wt2OC%U8VCDUwKt`8%cQN z{q8;Eba-oDUHn~|x7ONr;94heCN#D#>;}%8^>1sGCY{ZsCO z4qQAMO0uSgtx@wUdWC@?g5dK1uo9oo1vk3AZtOI@Bi6@#3|e?qehzR%v{V6&iZ^Bn z^FbudOPKUkL4&w-fCWpSVmoZOOO>K;!wWb#2Gvgy{J@D4;2UX8YRfmBU+EkjJkaMv zD?cOVpY*)ye|6{|AFsK`AnJ2~X^ULSU3*mH{!pJ6T^a+%g{lN1nZOiCUjbpRIvl+j zArXB2*`qCThhHaeU^q5>OBqG$_PmSTkz3;y3$}JyA$47yKpuoC`blu=cyoDq6i<4j z>8ktu4c{jJVBW$nuv?*On5m~|-ZLH+=aYNUb8&OD%};P#6j-#qF}CP%PN3pERPDm& z609u${z{+~9Pf;Rv%SPriP5f2{Ji5#UW?S982_NX|KBnY76blaKr~@u`@KMBi=nX? z?+NO1;3LYHwRl78+TZD-zN<;%2}BaPv52-F0BuTVD^`S}y_v_k{+h6y>M?baa`5-C zMimRVWDG!|e6#qx_i!8snw>Rm@T&-?f{Mf;6*d4+1-;tEjPv6i*X_UvrGuUFEs0d; z1`=FH9YpHThlk`#BSrl5tp1BdV|vM7J-?~b{j;a#4<-7LCvoSjhlM()+NSa=&^ZC9 zhmgtA>9E+lfSm=WbE%f~Dg{u&kQCtT5e;4E8t4nJG<2oq0h~ofmQG);lAOPEuio9NuZ`5#UND2(6m>>e1@pPd&K zT#QD{bbMPE(6o_C(7S2dIG`FD>+$aNV;!bJ!Ea#{n8Y&4{dWUO!)MTbib&p9*b$!K z)4-*EjBpMRIUR8etdo}aJ2;`5Y85i7Ayi(RdLU?2B|TD%H1YtP2h=;=v@A_{7r4TE zt%j@A$L^ zIRNoiiH0Tc+?F)&j{ra}*d0_>tPi72WnMK(G3?&3qMkw=sD%6YC0Gk~gTRkZEN;AnPC!(tkI5>?T*WixJ_>inhc zc0HRw4;I-AtA++J(3A;flsyU{(*XYZ+`Mt@z0HoVgEOR?Vm-Cw&}xWle@$5K*H_E{ zzdStjyzSiA)#dw$bm0H57!WY&4yb3f1@#)n0WCZ&TCn4U?&`mrT!1kivwJZ9JeIhF z2Oy`ic7o}c0AO6$8jHOtrNxDs>``(oxIX@mTdGFGXQh+~1Fw~#arg~QD=D2vf|$=N zG8XWwU?O6Wr4@UlFGd=)LujALg{WVg&svrLOBf-tzG!H9ca>1(e?RY6=TbdY1{n;*eh0hj=uNemD;6v*urHD;W zaf-v@@0Lu>9=XCWp{bw*>xMj9ZK?VAWH2$^xmut3G5F_H@@GjilR==w>7JmoQkmy!%m9RbpYgcv0o}%0b!25&e7;-5tj9h9!zY|YXQ*atuqC*O(Z!Q zRz8D&b~UWlikFAcJnj+KJ_vx$i@kLLJd>S_f$ze2WC8*3Xwjy*wJun(S7@m%7(6$= zzW!-J_zMF)5(lDGbYtG3WZV$J$lW%(Uoy9Oh(KuoK6_+D@w_4Ub>7W0R{zHbJP=xa z!}k9#d5H-8&na)&O%kBM(jX% zWOw*RL-Z@S>AYDTEvfmJHEp$C%qnepi$lfccPYK!uwSwP zEgG;HRsUHz6$;Xm$|21ZiUO{FN&{LI*VCVCY3nKJdA3ej$TQ!Yrh?F)X0Fs4cC(~} z8r~yq7%0AAvj{>1Ph|@j&z~mtxXz^hiCnk z$ROtA=VXAzffm&oozYciDB2>%90j!p5qM-W1&+92x_u??enn$4={SGpliu*EzSMqm zGt|QPJ;Sw!1QjyDvhOO=joBtE(ip=@elk44rvt0Ad!v3bz!QyzD}@f3C(EQTRI?7s zIpoXkU~uAJ}-lj1lg5Cr9Z`rS5%i2Q%KSZ7CQ1%B{Oda=LBQv6w*=Zskb)^Hy3n z_Uen<6#-nzF;9})Bp4g*-U*|eUJVFV*H1AimBXsH1stcgEAA`tm#0=M-7bC5sBMx% z@-Z8GItqtam+42nhT3fnIR`sNs;4#8BWnvKR+L*fn7)hZ3rNUsw+7~HUCtsHZw&_ELQN(; zOC>iAv;X}dRnWKh)QCXe4^5wSIFj@z4UBzf6Va%3vF^3H%&)P0O(!PO=jFbcL#^%C zTX5ZZ4^=a|f_Ln$z`0lS+PO>8f4B^Hv9$<3U*8lVluNehGS*gE7Qiptm0zjK8EY(1 z8O~UJ_C~y)*`Sn=r(wdlkuWNIE8q7hEK{Ey#C)G9VMHg*;v3OSW4 zQ(`V}6Ut17Zx=t6R6b>=1)o)Q9b&)ZRll?f6;yF550IMABxLZD)6dAe8%Ln#ksQ1i zxpproi;y*wFPZ0q`lH4zOVy|jYlHm6;y{ICGJwRh^V9nYwkb-gg}_dqCe1W~Zo zXk#zB61&ueC4aliKeyXf?6t@j_%a{Hg+5e$SW z%gYN8Qog+~^yWhyQ-PS%>1MyRvm!*8Pjl&`Dd+l>7kzCl&n%PV__g&ZQWdiitAMB3 zL)Dd%*Uo4tSMX`mCmkb~yKTK64OmR|7T2O&5PMXe(?(IKJMe0&KZ#21e}>?wd1|fta3$Gv20p`GlPpg|(nt|F}qW zqs4>%z9K&hrFU~B13gIuh^{~t!iI4-EK(9NpZu6oCI(hY81*^$W}68f96JiMjF37p&1A^sAuBOB_!wq0Q*5s;4-^g)`nxV@ z4*T@ev0-$f7z=-M*W#*H*h*HXv9@iOc(oswnvwkiawJjjEDJ6zcZF#pL5 ze@=c;PC+6C9TS{ZwqJ}tJK53~Qsf;j7P=77d>bV4)%GR^)|hhOJ!66FFs|otf79MA z9{!)B{v@B{lVWs3CZRH-kmOOOuSFd-9ZZ8wY7*DdI0#-4=B|>nvWD! zcl%0Dk3D>EN?atJ;o*>IT7AZe*L_@6QC%{_q(G9!C@iFDJpb%EL5xmv*8n?_u0e;J z$$^jpvA%dy>*6BMZCiHPmXDe$r@LDD#Iks$O&YELbIiqqRd7Ue?eOoy6_`Mla=u%~ z*d(-hC;FyY4zNhcUD3QHJM}@dyai*vblLxzT zYP~fn9QoBq!#2RqXXbZ@w--^+$w(>GG`h6K+dCm#tlbdH*(g*uv=Z+5i(Sw;TpKhQ z@STJUSWuI^M9R8mA8JX*4kD_;m#HwO2{-eX&3%(DWd(&>%14=*Ny=LLx8l!m2nt$T z3z7f($_0Z>z9Yk>im+Uh8qSj9dqvy#N949@zf3!y>Dw}Z5C2t;?V&6QhPLgQ0khB{ z39d3a#{U!a+ob=VbY~7RNwX?A*Ns`Yy zswTu=*FRQmlkX35iWwqJq)afC&nEa1J|!8+Jd^}Ycx}sjInLaZwD^8bg9QVl7cfZj zVkU`53JNskyy5awc3(?NJx~RMRf7B|T`jJi#_@2X@uUm2=cH7Gj4yW^37n9QJN5=O z{WO>PLo=RMNU+-Df+(krF(M;#<)B>t_Je(0DmHbYxLeono&*J2QyP{vHCu9QXhrmd ztLUG(^(bX!j%acJT(STQ=lT%KBuahbK%J2-XC(XFt7UQg0J{KjUQ6=A#?Rd4&yS#p zpL6}fiGxJ5?$nfXVEp{}$RS(g8?6(@jORT~mHkH1&ICQ{(uv!$F|9;C7A@cTGjsAD zDhK;ZcTaY#eGaIeE&Lk5YW-Oto^?shrc5&S2DSVGGzu1TY8b<|+_8IxouFp{7$@d_ zqFqK|T&pWOslR=aw?w|DoNU5~9jr^AmxX-NDO{K_^mR&jZL>FHsbSNVl2oj(eqc@C z3-+}2`7 z$cjL68#&DUSX6FX)3T`^&}=@xVT^6RrT;*QUxG0(tBrBsvA}_4h|ri>jytZFkAhu$ z+>OD?$QQOQ%<~6xB6>@luWW3Jr#uy}y$tB}a5Z5;2~d4BEU7@sG|%YY3s;-e`^0E@Qo9Z<$}^LFblHe4$k zwu!^}=`8V@l#%z}=H67yAP9wc2FU#`!Zo--aGP?+<0gKXQz*d&CT(_K)c}%xfPE#w z=^6+VT2@juF=3pXRSv0Mty+`C~HB zJqiF6t3tE`kx|y$Z)B3+DBs~w)H}NG($R%vMBe{Q_+rHT&6YrsR9DEey7w_r$B1xFBg7GeYV1F4nxO<%uwK-XU{lFGsnOw;zB&NB7pC*)k^doR0 zRl23XK)ywD%ruiTowZvsT^<>^Hw;cWQMzZqr6{Z~?*|h{i#>0;$(Bl%qUgB7@kMBi z4rGcO=@iPy_%cv_B5tMKGSzvO2Lu_Oa6ifC`OQ(aS#+7QqPYt)LIRM_8=7F805xcp z>Bu7d+-@Gs!RRX$c;R-NGMFl=7!^fj{_id5fdBH?!n4noJNiA{RaByY_{a)&Pp2>U zV_k}TZBF!=iIqOf=lwav(VCW4d~`6Fy0l{1kSl`a<8W6od~p0?-#wh0AG+B5?4vU^ z)uPu^LHU@^U#xF4-co^9$90I>&@R$c;T+L5@iZ*gm@RN%U0#d|a;}S<#Y3iO*e+%h zH;(KPb?Za-9pD#$fMn_*V0xsJslwj#<75(3zID{>11x1h)8|?93wp`C6H!R~!X(i& z5#O@k2g3&%c2^s=<_^ni0sMa(0^QI<)WF;1247A4pZ2M%5XnrnN6w4(F4Zy#+3wad zAYa%TSHIOw>aMGyEcIone|BU)hmpI!)xgwyU-rN%Bw6}v{nY?MG0qi*{ zm6(N7TY~C36_-E%lSzDA_C=cc+R^=$fp%?A71wq4^QmK=9ksnAk7+A=d!xf0FF+zG z58>EUe$jyx7SUPRR!Pnqw%^+@Lq5>mu>@6Bw-h^AFB@{Rq)TF|%9<3#*-M!N# z-3y9)w@AyR0Bb+l;s*{E6|FA%-o0=ul@3yOPI>fi@`mLet+E2;Qg6AVkK_sELr?7` zVN%Ayo{X@wL+*bX2$zPBFDaJYp3XZ>Un#{UURxfsj9jk#fc;ALuby(Z@sdI8IG*Q#j29)OK03`ksH3?W4T^FHx@sC03_6ef`=HOg zSI*xmc@jV`rfuKr65Djy{2Zon)bad98#Lk718a`Z1ImksU1e47*xkrm_|%juAW+p* zx*C6Juj!C3LSmpkZ%mE)Z0`m3?*vguq1HYx@*o&O3fdT`YzYiKJ@d;@mr|b%Q>&_* zygp69XT*dxa_8fz?F@k1pT#F~R`QU;yj_=*Lz^9(TM4WdUtrmKE#O zt`)8BHdM<^Pdz_^5r*-k$sOiPyuG?7@*8O>#q@qK4jCC$ z5Z%drs?hVSN3iqU)Rx1gLXAyiaY1=4+ zaJ6hbQe}U?)ZppKPxce1P~-AD(3Vn{=}|5f7%RsS^7ftTaE7r&)=&Z;A9@*L_ECB< z(PHWO-Y$hUD)5;XrPo*6ol%Duan9(=_uRzyt`~p#*Yjr|Kp8k^|K>fHa%imT8r9aR zQ5FeVS7r73!nNpM7{8ZBZvf&}MsS^!qtfl?`oji!gmz9~n{md-kHPFu3tDCwEY%Q! zmZ1k@ASbG^S*J0tL*0)g6Xn?qijb}{YLE?GE5->@hVQ3#1=lR^LbUI^43M8LocIa~ zicb@U8P*wZeI|xhK4YARcRU-;pvf()e7MA?dbpD`Hgb{w_Ec0kKLLRO(6aT%yXhd$ zT`V8Ph$Ua*l06*-}vh4!0SuY$gxf^%g{s`;=$m%ck32#&0&uT@CZD;OVn3VpY*9B?LYn zo;Iy>U0Z=(o+O&kidTga`(#Ab8F0N=h|^iKco31QyVfcfA|Y|HbpJosYk$+|zt>A! zBlV%2N~DjFI-ifR>Y-IxQ^~q{pPKocSJwpTwEwre{c}_Cye2itIpfmq0kII+;OkSK z=?}YS5{wbSTO}i*;8VL)wmWmMKPZuebf*+xs0GvBQ>SAok81?6U35I3g7S+$%d7sv zL+?6lg;TQXddR2Zg=0$Gsw`0MT}t}DdLo*f*Z;jA+fGh`fW-r4XiTjpGG2;B(A_+QKj*#!^ z+b*z&|8zC=gp(mtohLz)0=r%o*^$g@=%!xQx^c+{L&CP+WNmiz!)9+qiF zViYk_u+}k{1ACaf9~BR!Cd>0&ND*egl1OzwNDl=QV{|Pk@WO+(44-q}-)&6F4$gs% zYV(33a=$9pB|mFdOwGP#z4@Ax>5##)`{r6H4-tkH`PLD|_vqsDCsrWs*%%*AKLrkUB&0N3|7 zJq8Gxrb5#-X?4`MyNV$9{s_S{AomUMj;b?VtpOB`;n~Iy)>&=WBH=rEHJAlEK_78h zTXe^<=wAS=Rq-FV2p#WiZ~o8CoYuy}y9U2i`Z-lP(MNi0edzT^sOV=3MoxE1RXJH? ziPi`B@>GLT&06W`l-Zyy8eyj;%Ej)A3RU;$ycByj6l4gQ=8hwtPLkJBDH#c_sThZW zBx|ELF@sa}kxSX*D2F6wWX9pm`($Z3F;4@>Xr!r4-Hp%E@*Y>(c!yN_LK4f^A>Ve3 z87Q&CSJHmnOwqSkt$nH@W1Y-wbf@ z+~|%s0VRT$ZS=nK&yEkSdT!GOaoXHPvF6>#EaKiMt>_0y%qlb{LM`@efh(zh3TK-) zr$qC*5ebO8D zV$(~zzmj9y!*Sv_IIG!5C2kQg0%DcNC%6LEp|&IhZ2dAFCKlO!SzYU3V9`i=gAzp)s^+nz zhIW&e=hDX~Otj|9Q(?~eNb_A^@$+kX$y{MPnOG+Et(R4^mzzBfYz=2)ac9Q?F6Xh0 zxu6JH4C~X|{)USRDEhJEze-xfm_W^Z-~XApB5`g?qK)mFlIkAlF?23Bq`>O;W-IpH zllKf`Y9giTDXgG-jUyK0FF!0xOPtQDCAGT#^k?%;tTT^7MpS1NLI>|ANW_gsjxmlL5_@ACM9BJrh5S@0M==jco_()`{yw{lY8HANOpu6$FYl5y{Yz&v~X1bh~a9E z?C3ijz!*4^=V)|#_W>&cXL$-(#KyBKLI^AaG!0Fsm9*txTi0V>JgoyWP{Yi@+$k1P z{jf%#wvR0%>JfI!rFiFf^C{-MX+~G;WYaoO@CZo5{dQ9HXzmno)KtWgRBb))v**pE zVPxi!it>T0;*UpM9l!APcMFOE8CQ^G2RVR^I68^^b{985&Kjm400WF0%dUo{{5{PW z-MiiF+~}wH<{SbmKG4-W?6mwdFDn}jy}cY$wzqIDV3)7;1#8qNAtP#fx(P17`-HC> zV6|)jZc2DvQkJmLkM%>-JhuT^$MWGiH952WmS*CsCaypg?5@hlhwxi)e{K~yS`m?M zZ*RlhwT4(o#fgulgeZia|8VltWBwOQDOC&GDpZ|L`ez#sG{Sxj*|&NU?5YKP|; zRW#Dr-lPkn0-hL?_cXlTmI24sIDO@vk`S4J(!MRV?98 zE|T+O?v*<}y=cb~Kl7dj+>drS)iQ(?i6u3QIpZDquppacN`s1}gVt5bG)5Lzfmy0g zv0%tz*VV`h9R9lAf^EyOSf_9r+|DBb+tE$JHA$@y0_U9ZU711Y5EO*rI`ZOAjKTEH2 zEpAG%2{Nc&A<{?O+mZ8Yc6O%C+#r$$HR2>PG6Zh5`Fx~2#$T@++t{K9>D1bR1l}b2 zHxpHo7Rv%nS?=yLS-y(v4nj;gBua+h$aCo*P!oP%X2e;~zv!%|qv(7MbV3d@v? za;D72<{|;y&fGO##t9$zaJb6jVhkKTgSI5oot73Nd|H~Na?U=mV>FLAW$vW7$|xoP zD;%%XtC{&L<)6n73IahMrrv-1;TRYy=^CHUt-*WKOff}Wd~3#D-k{lj`nyIoB?S?^ zc`{J?U+Bup#;d}cZ6|{15^R(heW)C@WNB9Rbvyo+LDb>cw~(JU_%xYK3uRNm6a{WB zN|5FXDM(5o^4<^ZM8)ykw1$dzc%nMrCXw%pUlkACHUjvD(VZo=tcn-dAB^r~s;S}| zrioN3R7V%H5PVLmfhNntFNh@{Bm9YJLZEEV^-aD(B^qeTU)R; z#76MUr683}$n>+L2Sd+IJ0znl zgo6=$?^8Ys`>*H;G>MiNI^v?hpT_t|NJ!~b>ts>nTC&rzHOKk*`btIj38H(+Dlzx4 zy~C3D1dhu*>Fqb_V@TADOCbP;)b48COdn#YFsLN8yntx>h&mt5C7{q99a0^ahza+1M$< zIJ|X`!~q7C@SPyuySSUe9NNfk%K5Yuy-rfD*Y>Zmvv1}7KV*G%ToY>hw~7dYh>}W) zBGTP0C?Ft6$LJPDBVCF#f{Jts0@6KT#AuL~9HSW}-CgfJ&v~BT^ZC5z52QKU?zpaR zU314aDM!=d?cn87XVTL}w1HaOkf=IXnuEX9!jy=l=|ZZ{IK6E> z6Uw$sCZd8P?{2L8TNoDo^f_G%ty47cnp>B`dT)5uY?T-~ZDK$EiAYb^slVxZ9~*B% ze(+OyV}(xb5x_ZzVxr&V4Gw+ASL(VDicK(FQ)$$YF1nFZlSDtftii2&)PR*=Ym0A+ z<2HfMHl?9x%hgV*?qPv&bqYbgrS2pjs^e^PtnR7~DskK>xwQ6}!Ez0h*LFQ`1hqkQ2eztZ<8QP_5w7- zq?>mMAZ1>7#$KiSH6?@S9p`TM%C-+5Za60DSVN@DG_wvuI{Mi6un4KqO>`f<58H%d z6Yt0L@!CaOU`u4V^gn}UNEp5td)e^j-cRcAKGv1Eyn;r{+YzQ8NGJ-8D^rU*Z9Pj- zBH2?RgVEYdv5dKIBjxKS~>ZN0M;){dd z7Rp6GdG)S;d^q+-A)hm>=avg7sou8D4?>a_H7A9tSXG#Arbxm2hhHUty2o0w`T2l3 zoYcG%*%xHX^nkHu*nfc_?Kfs6el!+1q?lPWF6J)~^Xj#zkbY?Xqkd^5l5agH_Kpp) zp)ipsQYNfmj`>rR;?5%E9!S8TFfO=fhG(uH9mJ_A>Q>qgxut`+;g}dMYXViF`1?L`oef?`TBb&DM%X*VTJI2CNUNAjd zCjLvdr%y-|kIJWov_;a#w)f2G2O#e9Uu@AAo^8oh#BQzyE2WjsI<- z>11WQsBnDI`f4}B^1|-K6!) zivNI#x zcQhyUDbbnl=fXg0q@0@yLP4!pimr#^LRirumIOE9pr|cZ21@Y6Joo-iUsCv_&-c#? z(Cc!EPo%XJmA)}YnCeW{H>6!)NdtN!UdLL+;i=n3{vhtqbhHbqT-#1YPuos~5UscT zkLrOkp}y74V=SLw%>jchao3WSO?Hutu`)d@JpH64_I!WT&aFUN_dTJ+c4L#`j(Hvl z1b@`}u{<>M9tljgGq8~wyMLs;=$&Ci?h%(y0P_|#wkO)@vi@c9@0p@{54RowPG8h|K49BWp5G!EBO z&5NLN%!ny3LsIJS`M9;$>OL}E>=CZn%|CgmsM(FXd%6zvt3D-W3j*Y{W)YH?pig+V zk0ka;symcI2DxTEl%!WP8IrOo6}T8^aE%7)A4|jJmQwC;)ft#FghvY>V5Gfg!g+Z> zx!_gv#-ncyaDi1+4`@G;hN>1+m{1t|v(eL$66#v4x_r9`6w_IA4OY*(cPD0Y8Zyxr z<*bTJBU0NF7z60cUA}Ysm-1gh6jlE?fIcNs%RBr2b4qefx=(KV6<(eeUkPJ|yv3)a zEGpW25?>w8Tm~5nIKOOFwuwdS(I@JX4Ke0qQ^V($5?^$vXH?$_6wFcER3$NSB!7N90S z)LY0B!`C5~9;zBakNq)gT}(*X0jLgNmOe#&=Qq*4fh>K%Xt4$+l!_<;uv1k&FR+*T zYpSUVVU)r3$uEzH%K>NALir7>_}Wq}%F)enFTw-+&@Ckn-YV@%1CIhkfF(_BJ_ey@_3e}D+oU4{wt|9bU$0MHgbMV2BW{rwHwg#<1 zadTZIO2=2}kW|>Z`3Z~f@+{gZDM>cpy)qM~FAKrxj|Cv3y+Og^xLwqO8Y#l3;B`~E ziqZ2v#4rK@kNoDGC?6EtsH4l0O!W-1GL<$81%5-N0{qN!=?@Wp>Ak`lS48y zl>)cs&ciKT`;c`+agAmU3ka3n=2Uj@)Xbp(HOK6jc0!rukd163^U))kOmzn@f=K&! zSw@&gZ?9JbOGF)%yzztU5l#$F9fH|)iT?_O5@L>rUxfk?(cl}>Ao2&)UfAFO&dmlJ znBE_RP`=FmK7&hIA|yMHDmz;9g1_v4_}#WtY?%Cz(-yLj>U)d4N>*HC=7e}7ZnMj45zGlyos5Xbn;79 zycrCpvEOOLBHZ5j?3aAhaCMO^=;%K%FktKV6H@4eZVjD2(z-N0U}@N8IUg^+pa8Q@ z8alqx$sV7iU3pAjT^{W<<8#cOovhDc{(^%`(IRg)8ErKr3VLx+q&OO0&L@6xPL(C0r9hMy%{h=n@j!Yx&DLCc7L*DA2eTIu zjwgK$eO#(4sLBmFi2t*vW7VdoXRCI&(IdsC8LbCv;}-ZtDviuopZWcGkRUh|1s>~M zL@$i_=H^HctoCqU>RYII+GWNI5qY8d-`+a0h4N4!kNe_ZR!f5exq%m%c|YrEsMJb9 zDT30OF(&ty%g31Y<%c&0SYG;Fwo>guuLCHG-0*EyXf%4ND$>z}-*A3hk4-J1*80KZ zRMoF&^Y!F7Bl54)G%P^N_6gN{Tf^#YfX=6wU`vjofjh(*FKubQ{Qkli@$!dD^StX0W~Io><0>*P{{9Cf`U`l{>SFztn5-L((hfD=e890zk8! zP7ouN-M3e0bYW@24<26kfih1m&EX11@S3qMo`?X%g%SzSzO`j70Q)}81rh`->9|nw zEptAV;)$f1iJEw~G-+_C^{`ek3X-Yhy;7S}gTYvVJ|bSn?%*)(NZcg}xtolPS*@`Bk+dAxGrL9R_>D2{)Ys6Bz*AM34#6M?IsM<-t&ttkGu1Ot@FuIByD z2`|B$&*we;=RK7TbOA=*-rf^wR)r_W9TI*07nA)vDKjT2*Um8`*-cGN&pXr3Z~HB8 zou{lhKf#>Hw`S4uNzY-1FsmNA7Wz|s_WZ*5(!9w^$HL-SC$nQb{6K@a80{-xtTUW2 zpg9idM{stS(6zc1MAkpM=@>S+-8k_0kg$M(SAgupyx>v-OQgmcE7uC@9)k_@wp?Rr zd2{Y)Vn0<{*28BcRFctu6a(cH%;cRSXy^8XhUczXAa68lFIqc^)Q|n*{_OF~0|aYk z*2?u=Kj3_(NP^wpOthw1IvRArn6jaXmqSJcl<&@R@-@9nY`1-|gMmnj-thC?IFy9) zq{+7!>)w5nZx+$YJ5+b?k_qw50OplA>$_zGeR{u}Ag6W)dSiOQQoEzo2J^K3>Nc>^ zKC(u6nh#W%;R9(iD)3g-I_38n@LPN+Z#Q!8nd0l|NO@0(Ga<@_Q4z z^>lYfTRy&G$|18+>g5ANdo!SFn>jfB0#cyJcB}V@`k;y+dF?llF&!D|svL|3`k8v_ zy~cs-m%BZ?MH7lntv1&T(+tcrA-_lsQxol#p^H#jU0dmwxix^txRIeWi?nS9dIqAa znc{|*wZuOat{Wy*R+sP5d{O-#J#7|PGZ>}=?HE(FE0YrAhg`;1USj<{TGbCtbl^z6 zK3L_O85ZP^f#TY!6pF$`m1d9?o%`^9I}-s^GjI60!7#F#ldt-Qf?L{6~ zpfikhqg`(QE>h6Z-Vm^fnA}L3Y5bVKx~e zk)~+Dw3JDx;*p>sM~7EE7t)kvDbc1~?{jZ*qCWO)6~ZCPA_Is>z&Zv}`#;ZODxkgY zs5#rS zI3adW%j}M`b9AqmjxW8A9DPgs@Im+s-^bSnFYxpx(2+hGh^uLzOe?7xMPH}dqhL!b zz4U<_qE$oRkfnaBkn|d6g>b7sB8_rCpuKB)yu zoPnbljYlxLM5j0u06zRde`fA?OYd|47s`{pKQf`H*@H(_3CsPOJ$$H7aGInO%^Dhc zb62e?f7HvghAg8)&l;NGTi(9Ma~~&ChhjR?+%~{w!E{$3cz!4E&49~oVQDnbmGt5~ zdLKpifCCIme4(B=J4U2{t6CVU7RbQ&(L64SE}nwjdF}02HGG$wMz+c!3NRT3AU^n& zbfodN>V^1Kv$=evQO@kWrxb-G2>L(8W;1?sZQY{oL(hu@*Nqzb_ob*6Ru7aHnO}1Z z!(Hll1d5}fWZd|Y_AF_dTZ1@QUNQD}9_(0B%%&De-$v{CW zEDh~FhlGn9Y81;+xzm}LR6@JgR(Os^8o|n|8%O>)6B5*M`I@7sx_%?Rpe8w~n5$gd z(#dG+Fx$(+&c36&o<`nEd~cn8H1WE?=V;+xwXi&f+)pH+Qkslj>+E*rdch*^0RY}| zs3HcB0Q_O$Ln7(hKS<*W>=owa8OQm7{*E3p|%wm^i&wR?+)5$Y| zQ7%4Tx<077G%p-FG3jUaWuVWfaU$~0b|CTIu{F6StCUG$&(Hn=@r%!c9hq5*7jhTLSTpeb@jEEl{9X-~%S~c9kjII>DI^SEL zX-F&fJ;)b5-)_;Xc^3-)o8I!7Ir4cVg?oAY`O3YU|EltV2(?X$8_52a!sRO^`k5(HaH2**MX))U~i*8P?q<`zb6iOjGj6n(W zMLkM8?ZE1|mKTI#6->EDl~wf-6Lz%`GnX4POKDeoewSsHCzzwndx7rJiVv84DCjVI zZOd!s%s@cWiK@f6<{wJ99etF!D}J zrC6*wQy&NHxYTX36(BoT+l$V14)FGYIdmnsL{pHiTc7Qd4VQjiZP^co5uweXX>ilq zVX3{v-u+W|V)PJa0toq>qUq0@a!oA)2YV-KEVTw{R|lJ1)4n#J(k?k>CS5j)y^p2> z9J@HqSN238Msl+kRiAfr$(P)wmLxo`*mys_|F}_p-i)MACrYZEs`sZj4t1kh>_FIt z`E8#W&UdbisB<%iC&OV(lV!4;R7C#Gr<&lC8NXxAJ@A)uF79|8T&mDA`nY^fA~82h@qC zsNeFH7TD}o4G z8Qi9;vn@n|k58NJmS3FAmy*#)uN{4@7;}r#z89C$H2BYicva^n?0pvT#=suvSQE4O zXur`vxxtAv5fVJSj^9H*BY{woKtDK+^_W8!5xpL^tj7Gl{B@PhGP4d4krU+Yi)58jRim%?5xhU4fA}tP zjprbOtm;2)VWm?Ge=7kYp{Wj;v$J!OL0VFhskgT%lAo$$j?LZ!|L2>uTYoO5CnqPf zJ4e7w-DxoS(!Q3Ue{WmVe!{k4`tpH?7|q^6tKR3rcxYLI{lS`}F}!W1jh}Ah$=lz} zt9-4GjVg+NdV?7|PW5`T`uf;ChWBl*Q5bQm?s;#m ztd8dn>xY_Cu8A9)BErpJN}3wa0d>_yL;^*XV!^;`*J;1_=G?aTZc}#7CWu}K*mFO0 z>0qQ4OqG=hC86D3`ILct-1}^U|ARkVrYCFU{i3UU2K{$Am=Qe1!IR6#uz^;&4t;f5 zylD9=;#}t)IGVTHLnjREJI<_)iaIU8x!FT`;K`VEGPy%fmITDI`St!fxkk>zZbE!B zvjfBm;CY%MA+J{{?ohg!2OLA6JlG*N5syUsvqxTqRLuIgZOognndH)_vYjwutNP0u z=b(3{MULh?*yXK!&p5J$V83q}&!NgpZ3*S_1Yy6IW-bK77B*UVqv-;FRr;%D) z(atq9rK*R}4zGrmeg4=&nn_aMz+pkQCb~B!eK}Waw|TK1<3x8=Woc5m*0Qz}U(B%N zX|ps^LxU5%A?9-zp{eH~7Ci`e7Blb9pm{3B(idiL-*vE1-}k|q2N?o9DJemmlrv5t zYHeANR#g$>oQ21%Ntdc0E~EMvN8ZB$%0y(t^f3PvsNCO=4Iyfifh3LGQnUI^bJE?r z{uOdD;J13u4RZ&}=Bq1+BbGCy!&DPB3zQ*`0~_6J01m4cZf#|MR!nv=?a_;oIX+R1 zF_P;v%4&4~`M3nKFVsM^ZQtO|PI>1K-9QKX`j5Ew#3^w&!)YAd1)&+W+{k4G_oY%Hu$|`xmA0lED#)BXFvrpV7?s6l z&L}_F6}eOt;|@+ICrx~T>c6#+d$E^LlK}M*>w#fxC*Xc}pQkfi!>XnzT65Z}Kid8C zRF*+07K#S;mPno2V z`MfzE>4P#bBU+l$pU}^=yRjY~oKZbsEh(PqaAO7c_J^h? zq%*)|^RYsJtF{+@BX`hU2_d_GiFkth!FH=|x|AOGgXzZP9UK%@aSD%|oo-^)>$~eU zMG%MTtw!3MZv)skS?8^TO+}ASFb>?gtgF|QbThfYX(nAV zG9p$;Y-SeNnfy&19bw?We+~t1TGE;HKRRy-%3!o%bY}c(b2%G;P>0`U-yHp*nPLhi-iAF3{}COeZfRIs44aR} z8u88(1=5Z6#c=7a)V9ke?}-EFRsl#0{Nx$%zv+PoXLo<$QbICdhaW__P+O1J{*Wr`7=$x=rR4&#MQl zaQDhU65vt-?*SS=OXk;H`V-(*)ya`f39@-^i4_2WlC2J;9uc7SmWTR#O9y)r|8$(; zebVqbJRpaA6f`^Wpn3ZHfixE&A51l52q>54&KPowM{|dNIiaqeZ~tAfm5An~S56ur zYaOq?J_eea)_R;XAP)tLkys<`jkq|*6(ARrjTQlBWoE>SJYI||;B#ucBvbFVAr{`| zo5)z+X5jGo9adHx!Py3*KcJoKT%%9C@NIn?9KK(iU}K=mi@>p*plbM(|@}JfPs&|jY-kh#CN}b-u@_Y{BhE4#%I#+>cabc{?SjA&2BoO z5AOShtD`INZ{NOo@Bes&Jsan{66e0%gp-h%XyW1$^Vw(JG+Dwg_0i?rqg!PeO~Df9 z#=a+UehH=>k&X+$?)zRY`=$Dv9q#DQ9OxI1SOKX*3qhx+v7;ALxoh+xUbwzeKk{VX z*%@pHu%!{Ujzg~!j%I{LS=bE-YdU9uSWT(dGI0Jsf{3K321@*Fpy1&)uAB1Mz_8>P z+T}HgT!yw)M`mtwRMbFNu&vytkYFSD8b@-7NbG%JuXqWqxb?V^3`k}(8|Tt*7z)GA z5Hl`kxRK_@w+GbNP)|`Yq5i?xg>sSW8GLVC`MwR{S+69_rDhg(9pc-AnERJe&;vg||vQSfV zM-8!%lhb`XY^{ua&z1%Rn#C+a)=;$mxidq8(f5a0APE~t$%@v1CX~tZ1g)9nN+bWi z;Oo}$IYoY9e*T!P8H|)?dU+WlqWlgl3EMk&+dcnYAn`tT(RlTLBKy-9OFFL-<~s2vM3^(MUi3TR0t6R52a^YmUFIa zMGKhCe$mC--5UbH?F`-Tr1YY0RuN#SfS)qXmf_*6)n#D*$0b;1X=(@v?5zLr(=$n{ z`iC}TZ*M}N87~h~A4bx9N)Vf@AhiFmn+kDV< zO2`isb#+a^XJPXfq}KpeN>nXGmDcQVGEyy2iI)Nw-P?Z^u|?`v`|yoqM;D)rmGaxC zI-A|j1^U5a#iVi>?m#37R0!!&-C{VmT&d;jDJY$zNd2HZ^WB|t|JD2i(3Wk*L>7oNl}okTPEIu;hzq}Nux z_d&kl;^Bn-R^iD?+ND)u?=y+h9}-=wtIYO(XA_uTuzlfuTMyjW$C~N7+TIxboBmgU zjl7~MJ`_>`v8edgfMfTWU+wb2F+9s)50X)qiGJSHR7p=rO+Bur>S!wEn0vp}uOx(? z2l~_V3#Yn){Vx__{>mPr;@n%h@&Uhy0&}~B=WVY4@WE#NN=jcG#AamZ_tiDpL_h1{ z-7+NGb>PRy8u7M%Bngs8Lfmpt!ep=aNri*}qLFbI*lUj$DVj7WSgY10Q1wRmC4*gf zBPtoks|obhl07nC8)ICD)o@wi{221`I=1X!Bxw;_X#nlU)8^VPhoNq^yPu<-sXsRT z#iAX=II+uF5$DItO8Ukl*vmkOl$L)~P*cQDbw5a_eD?XzYW(e$d_k4= zu~zYm3Ajng%aw(n+QmUwJ~T}s+4!F{Czoo+Gs-ZZ3|rkL@DO!2UT(jR-;|#Ih!KUfQ_EPVy$j1c3^UO zEK)6~n_VT!$s!%T;=%eJT;~p`tcUa{#F=-H!d-xy$;8jT>KsUaQfX^jyER3DgT$fH z8?&e^5!wD7He_H^u1)xmv4*km>yvIi0~HaF4Nl%ya}S$5kPZ+BiU!@sv+CNBPsD zD1u4#!xI+CK;Z@Ix}};Uj$llj39(^=A2ESc~6Tshe+WH-~arin89W|WhH*^(Wt`=`ri#@*Cu&>b2 z%5gEsp`ZVP7kJYIo=!ER*CE-%Be+DOZ*1~wD&qo{4%F3teLJtGA#R`Y@%uB^BD$-W zZ8R9hU5lz^I1```-4fw_KH`>x!xc&YDq1F=RppPiKjR3f&`uR<$;tRQ>xVPf$90?> zu(Zg)cs;A2+aprI@A%U20}2*`&!SajoRmWrPrS~LYKAcpS*qWvuET6co{(z0<>v13f#&)1;ktn zJ;JB{}8=&Tx zm=eNA577b$2cS#51|fD~cZ{}SD!ZCQxA|qm|G>+{92A|2)Z#9r$KK{asx6Z zR7UEZy}QRnPk7QLe^fE9z+D+=S2?Gb)%IwwE72l2<;{Kdn^s&=`<4kL1>C5EdiQjBC5{EIsn4bm&NO3 zUDVh6gOn)itADC$@-r3^`Rln5`;aqeN6^UvF~^1{#a6v(^fLR1tKR%rl#dT~)YCw! zA_K>$-9wS~V>d(bhP83v&P>*yu74|Humi6iwSbYD%E9L@kX%ytZz#xXCUTJ@xzC0# z{kyGMZWJoZe_Lg}UlaopnfA%`fsexT%$*KphQXTV4qB=_o7S7FMimA9F`! z+;)#Cx!|~p&r~?UM$+MdsoYm-5@9vL6|xpsS3!dfllu_DSMwtyQb_U8tNyBi%LFw> z`|SN?MvGyJVIQnFA?8+ip?8E`FKybYF4fQVwQl5FcyV!~0LMBNk1M>IEQ3$Gv3=*G zooTWnS%>fZIr9tixDm}ymX?ZNI)kdmHt$3MEfG+q0KXPUi1@}V%|b?vZ6ue+SEvn8 zYk)^foVMR#SXyPw`l4#&b~#a+MXR2u&V=!!pZ0JA)yMcylcu^oY#p-B& ziJZH;msHHxl<)E7m`zON(|fxW-ZSZbKhs_MIW6Zjz;RT0Q8!9c7OsK&!CuZ%e{At$-Hz`v!v2bji}F|P zp30H**HtvHLw>oZb!eknT*~csfG_Yg>@FBo&%_;5WjAls^p&v?TmV3uH4vs|N5SOi zR3s^)B%i?h4-?g3h zA1Avk_+vtM&s%G=aY<^m#TOLbB4Xbq9ThDGa1}5}#8EsR@$Y@!Nv{#M%wFgSC)#cg4h_tt%{5}8Qv>@n%l=Jdb3ryT&a|;>4hwg z5NC<_+y$`k2e|yT@ZVmmtyI$ft7&j3?1bLFl3AEE;i=Nls(O5vpHQ~dv98n3nuEV$ zrmik%S^K7={CH{Q7GH5_0aLdNE5gGg0%j4#f{=qX#@@^Cl}Aus0bU<1tfdhNkJ5}* zb=)I0`6y_}dbyrOG2=6HsRw1ah4=dIvA1)aB;NZxdmcl=V$T#3+URE?YQTo4l9=0O zRrdHZh-s>j$wJk*Mi1f=+1$oPZtB2LQbs~#g`B{~lU%L-6O387K?UE5w4!1fVD61J zTv`RbL}$YD0J(9f{{zM)HB;aW4nksi1V2ivDJh$;*~ufM01A4q%7BK^!<{(j^-$HP zxlcm)u#v00HCChkH+AvQ>Oi7GM)|mq)3{>Q{%uc{gF@L4emv=p@p7mXjleCVA%03@ z`DkXmNK8YpFXj9Vw$70DCubGnFAs8Iwnior@-{&<+1#>lUd=VX?J?ely|`uV92~L5 zs?QoqyDfejxK|S|f`Kk#0p!r6`TE}dK4fz@cT`Md59c$`?tlN)21X?QjogSdECL9= z=L8iSe3DxweYG}P&#U8zP|vcV+*kJzMs`n+{Z~$C^Y0>mO#TfEo67R+M!x}Z zVlh1>Sl%N6jshn_HL=$}K^Fa}aL*maU^exhQ@;xO-w0m3F)kNy!@~cz4KsHSp$*93Q#mCaW zvXfkX9?KskhD?il5sx|_*f7Ie;91W)mMharFkbMFbCA74Jher>YTuAxo8Pk|5kFpaky61_;EBs&UZ)%}zO!rhX(9y1m7DuuG1FPuU zw2o&sf%%F`W;zj`54Xf~)Kxb+@t9a=wxYWrMQawo$x)26>r2MY_d|bF4!3+`ieGO< zEL@>z1iJ6UCWk7o)NbAy5%(1cJo3C(J{*#B%1`mOBaBw_)#C?@!nj88hc3I1Z}^M^ zTORWCF11U(hlot`x_e|{7IjcjuUFGoZ*bQDy6+_u0GwHCJ{@_~+gcZToUaqbzE3Zc zjb`*0^ok{n5nHmp{w7%;ofSid6D)t;WIE)%KE&`>YBP`W=N#x69mjm)+OZcQRYpTR zDuCZVUM8NY2=8&p&1j$COA`yy-x0+$61A;n4WCIe+%AcIXp9RIgtaX|gj46qY0*|p z3C;ahtKueoH)p*9LSI)q$*okkBpiDRc5Yq#ghFfp%_RkeC+pbQc6Ba#6oW_xw7QBz zRevw3UO4dVtMXXhsU$#-|L+oCtavF20#gXcAN8+*rX-bYM;;TQ5DLC!` z2#j}2U(a?=i(E6l7$;L6@OD%)&y@J^5AG@8r6%g2GKJlIbKAZRDd<56LI!*C_MpqL z)y{s804@;}eiA(y6ix$B!H0#%JtHq{6wnG72Pk&v;8S@X)y~oSis5mXcfp4&NPKtM z!62k@8?jq-!?7qPH|LLLz_@v>{EN170I2j*537KSRT;IW<1q~3@*No;ew_oeC?p*+ zbPyEQLjw!=d^y2+ABkHyE6Tt-6hj7340jm=XL=+c`WZD(mE4@@wIJ|JM1U5Ssc1gDl?VVg0xB zaEX3oz@iX;Ni9g@`*1@c!W(-!OJ-PYbSgrAKvG_E9QJ%8bv#I|BJ;VtWGC!TETSr0 zu6zybj;%eWYW_mT$4aUuSzZyYktCVIXOy#>7aEt#0vyCYbtqqGX}@`19NHJ_Fr>|N zG;=3{7ByVL*-#g?2C1XM^sEmIY{AC38#Adtnmc`1(~l;%gnFL_!WCOAV@WVwx!LUo z^0Q;n*n|j9;9F3~OYoeC!Eyl~&^%@3GX?F9lo^53B0+3!1a12I1b7n09S`*gqM~VI z6QssTd!fO>;Q?|rR@+Vj0znqhHf1)whxWuj!%jRKA@>egbuE!MMj>40Gw4C<=e0wO zsi-6fiCCw#$P&;A@5qxG2FP_84Xos*k?L>T0?Y4`g!c&*;S6tUk5hP=rJEB&-jPjj zBDt+atZuz1vXGeca$<-)x5_jRJ1NTkYbHosw=$q<9E&h9NSBZ()MFoMVIkX}eWdnz(bqi0kV-ZVfolsrSw=vMJrGt=9taSdsKr zvP`6Y`9$_2@{R?snf^ytUcIn4GDbJECpOda`}e)H<5q@i?tpSRNk}_MSSw}0bi9+- z-VrAPDp_rh00b3gkQ~s0U<^}*s9jhlNaXThd%o5?0<+tj9)9cbrq}C$)4~ES9c6t> zfjyP&s}wL6Hbp5!S^pzmD{TG2(YF)scX;ECp&s2jV|rjHdIi`x&}sFJ;456}j-_rM z@)O)@48ZuYKrQfD`H=NxNAnXElor$Xb)CAs*!y?ykjM$BQx(@yQZ~e$++20AZ9-g5 zk-n}7y1)|mtg@@SOGp2?DI=V|NdH!KeVisvZoC_k<dJwJgPaXry%u#Br7`O0bddD~6rkBH8IcnE1Fz3VVe z1*_yemQ(Mz3oLB3`p_p5m8jfSX}Lq6Wb0=*c$54CvgthgWh%xpYX_-yAja%nb@G{g zP?=@<7_JbPmL-B_c7v?3;l}@MvT0`{qYjsHm`y-Y{`bnumUV@#A>Smzi%sXVJ|CZg zN|S8zB=B}KaeZQcauZ@94lr2I`he7w3+Z5R1@F`vCIDWB`hA(bngd&NAJ(*U!E5?L z9&PgWJRa|55D8RmUeE)Axu%u4&40T#zoPf@`5S8@Z#SxaH2j*MaYZERgUKkTgdyQ^ z`w40D%MGjTvcG{|iIRhzJUS`KFGpENafxCn9=G*5cF311e|{@-yE2Ba85R4BVr?~H z{9&VIWPh15A-D9nZNc;KqF!&d*>VmGcHCUmW7j2(JmKq~?D18z%0#v9{fJ&VUKIAh zrbH6;j7V9;j)S*)y1%tbKoq1b)0Eenltd_?QMkcsK!=tq0Mp&W_n_qmX|hz*U8$ui z1)+m|&b50S@{i?t&1V361A>VY7N5-sHgu`-G{fjMX4+x&0L=xmAP^pkg1+k6Gr*)f z1P9B5TP=Egz4UvuN$x{O;CldQuhWd$zn~M)2Cq8nbG!6fe0y|O`UrGSw-ahNYr^07 zoem*QwfC@1^h)1C3dpde)kTqH%oW&*|6y}KKuBfZh}7|_$%q|K3$es)_tzp zQH!km#=tRncYm*`?}R~q0FPKT%aQGashkaqnhQwF%Hsui=B{=4i0ezg0n}mYAu09f z`2A(FBzWJlOna;C-)H1L>e#y~GZUQo0xwo2%N9=%T0pMlZsM5$RFB|2L74I~a1kaO zLhRr9oenbR4vOXX*$t^5<=<4z@&KQRy$29i(T?U)9u_W1G90)o8U9@|>Wo)k^Ll%o z>itrXHKn+X^}#shPxkqbD`%%)e7pv>f3M3lF!Z2G$b6EzVN?5lJRmUUmV95)3qlC! zAYQB;XgktPjj33HDverK9cC^sg+7B}oD-Purezou5wrdL;dW;^R-zVtTr? z^kO3>Sv(55NU~4rqO6ZWx%iF}&Ck#J4}km6WjJ0r={WUVR$4)RpuFmJ%+iJ1rybi4 z8TZ*goHMRA0Y@`jGI_jd9=_~Q#41R`n`X20hRUg$c~6j zz_?z$aTM?X5nejL-QAm0)f=|#;7}4`dpkC1AUo)6(IUWB0mG_WW%el2nUhi6hpd1Z zxezNd3Kjc!r;JtN_OKYup63JC2_%zU90^FMfsH{WBR;1{BDkO3%p)2jDf8VJP&;3> ze6tG{+z@oKyANU7oyTXK43u)sf*ZWlMY@$V6wDd0@6;@!EPGc<(KiZr3f5ijVR)`u zvMB2ax0vJRa_rpEx{ASUvQ`iswzPU56N*LB%V=IiQ#u?1!V7tuGnW&8-yzoPFu8jE zp{0c$WI#HISm)^@Z!%$5DXCZM;RBTTsRrK9AtM}4U3|ECom7_5kBTMhukW9PCv>Go z*eigA0`e2`>@Be(xGCQjobpR1a|1lN%6#)EEZYB(=P@VgjIl*l{fd}a`C#^{$ocHV zT~k942CmM3&&#{AJ#cX}`>6CE@EB}o_X9Y4Y%Wm$11+VM+I1n^U3xVP6}x?E4vdQf zZn5y{agddw%lgQUBwL2X`>gPXH=1Qg)Gt@&AAq{L^=MkSW_hW;%u>yPwOMd#l$-yP zT38WCmcigXKbI-TRA(prpN=pVevxv`w!!|nMDdzKz|jVuMWxl9(yFY9j8X4=CMk4lw3k z{Jgnfx8?3~SaZ++1oA3+-EIiGWcU-vDkesC_a0bT{2tTPRHtFA(JR6R*BgeEw68ah z0$d%uhnY@AuyVl&_G`wo+idH6LPb8$<>z*tkRww7F!62C4&V}a%IZf6-1=L=-fD@E z7eILYCsd)!Bo70NqtZ44{}VzkhDk*iTZ4h>MEo>&{#xBxB^NLpDhsPc-9|^hTq!sm zw<_AD4rf#W=?T9L-z88nTJT#$Fsdz(qMVp+w$R7}f1Xf=lfv?qhzw zCFI9=V7@V^(`zYZRgL+QbD;e@c2=8=!=MO=F(P8rVtSl+2}D8OFxoE4o;obD)or1& zGMiG4?~}S%bYD?~Sv|aD;$F@#ljVW34u$T*RNCPGa=Am5%ND{sWd4m3*8Vyh!>M;>v^suLngFqnFS}PaLx17E$%lxE zn>jGk4D~rk6wo7$V`2dQH7a%`j{VoCD32k`KYSqI|DFx=Dvl&qWX=LVUux>vz7GietihW_zY;2_?K4y zWrUcp9{**8gvxE$gvm5!G9I=UfZ;8+VKQ|0QY`I8%1Z)_>Nue1cZn671}aQP%E{RT zqc}U)O^*&vc>SX_Gb_y`R0%e;jXPP{^Kl&CDB6`Q5d9P`Pv6i^WEc2hJF?KsXk0`V z#jIHR&3~0eJ2}44*&zqyZkM&Yjwao&{df~E2S-l!A;;6#B%`EU*UUUY9uF6IAKbvpjJh>0k&;doe^8FCRp> zfxcs4PPJ$c{*}w|ubSHc9|+-s7{Muae#}Qv{p!Cl@nfZ9pP~wIJsrL`g1kNq{jw#< z?{9CZxgSZ-2xpfp05NL!jw7GSlRDxdY*n0iblDXw+O~6ub>*3ad+mvku?bzFqhpns z?*d)&NPd4Jg;*u3bV2T60OJgjq8QSOn9)~Xa~Ge>DN=-sMPk=j}Vk| zEbvAmOK)aAcLj_d_N3Fl1!#B@A-?U*$(6QP(MrG-pU9F<%qwn2R=`w40 z!}HoI$ZE?VMl31Aa^Q{{7$VwY{&@}{Td?;dGS^;$#NS(8;`2V@wEQ~b8~octf2mL@ zfaf$1odii3+{WDgY*bT5_uSkQakIKPArdmK4jE-|vMq_Nw3Z0=SVN8S?kjuGHlvVVl4%D9q{^4zM+a=czEQ_(Y z8B?%h5dJ#7U>%j5XuqAXynNg^MOi^WXdO(jFvb;&;lI5W9c>agoVx1ES6=V^EWJ-o?-P zpYBAO(uukl2WDBcDt9iXVqxh<&+XQ|`8UH4vqiU8_rfU9zGqc_Ntlv)V)t}-n8XhV zmHGgwo3_1P-tRQybF>4*Pk&<8yD*zS2-+;;6_C`?l|+%!4%?)E1k7&EG7y$whs&7owgtMAF426SdRAXIi_g)6RPj427yf=uj#qa~%#wMPHM^fkwYKpfYwp937weCzOOqr7O#X3iOfs%(NX|nD^f1pg7!+gPkKTnm zr+e*%JyB)}Mxg+guLsbtfVmdm*HIuP;<*Kvj+<>X9#Pf`h^BLU``t1|6Q9Ui)*|B2 zq~4>5%q(yh1hp(ffC+V=rm~eRVNm{yS)kWMU)aDprt^uA6XhAWmAuqzia%CtM-{$m8$17N4LK{YI#D!{r%bET>GVFv2@S*}) zS*x6>kCfu$LH9oyvfx8zU&TK4n?=tF1YT#5(yN~rc4ciawyp6d8Cuz+e5UnLqK5*T zskHJWAVTp=W(`l~Tg$G(gZEh$zdkgX6wjT=^VMobW0Xx>TU)u)`r3AmfEF$-bz-1- z#m^MV*PQwDspj8IZy4<}B_e-!pY8jyD)=|;=qL}@@=y_47i@$t9>08(&gx95T!D^G z3Q}0hgGzyX=!6*8{-6UiBuO)Kn;JihL^6XXM(}!I->f-H*R8wyNOaMKPqN|kY4V7f zN1O=5S-dX3-0)JGzFfv^vr~BO;SpVyQTqMIB4IX_JtlE7@v3WMVR1fQ-x4PQPC2Ef zYbK%)g9hKJ+un_P6I&}PJ5k%JqVLvCJq05jf7eW0bTkOs!7B=c;x`LI!@@xTkYs21 zj*VpWTL4F8^*JmG^l^M+jIfjwmCYdS0m;F|?#0)}Di<#4UQ8fnjPuR6My7vyb@Ke5 zx(V9CVjXgpn|8{Ck@oKaL%0nNtaZ(b~rlVz2y zO!O|X4a89HhCWP%mxMt>*?M*VCz82dK&Z~Iq;aR)Wsu-fGxmMbEqox+e5o|?GsCoe zEbPMp(_F;=W9lozqKw+Dl@J6KkWNMEREZ%)k&q!2kS?XWI|W5@K!9tc<(N}ylkG}`m;YjPhH_4!-M$sS!2_f(yO8W_P);iI20};%Z_^4 zglyRWbS%~n6zfV)pDn8 z+a+e3^C)(ES8%vbS8309cW##ER+sVv@`_Rf(w$gm@O$S#z28i(H?BcS5UIzSFLPJ9 zi*0Cef<*4684cwYcc{aJ?6GAkJOSUw^o!l$tOR{cO4!5?4xSX&XZMWTVjZarx=P~8 zw?wgz9Yue`wNtg6YKElQg(P2nw7+$Kbnx-_f#AyhNU;L|@1RL3 zr$7@x{jd3><&GnAnjS)kQEcdvM zY8?g6D~XtmS^>hYH(cso;3JvF-&5 z9S-8u@W*H1C?sdC_-pWdwCboqpsV6OX1F{c_K{9(1Df1Lb!r2>#z`_A$KIwg3`q&7 znquNQ?@|5}jmZGJ^si5qKWVa#-LN9s^mV*Jxh~CWA(qo`Ga1BLG8HxB*IAD?)GfRD z76{ly=_edCa{S&;?LK(34TF7qnMoS^z?@iclIve3Yo*WYX_*+?7wi9u_$<8J?C!Vp zWAEnL^SHx=)gthVp{%=1tp@LW0KL+%eiGZk%S*SDaVJ)#6EPYH)?V0S+!X0YR`d%f zIw&`q{0@(wj$Km~ zxYqrApGrVIHSXXxwk=>Ex7?kO(clV(@&fO}^JtM3U$51kyA708t?k_b2pAaTln{jO zX;Rj3(M^OD({@gs8ngsc9ty2RO%YK|P%2n-1lIcubsqu)rC&_q(P_hI5!5P-B<2$H zQxlh~U8h}gng##ozB#Y_nTgU&!1Fq5sa>K*&EH-+DLC@(b<*`j(*8+BLqbLUael%2 zoqw|Y%1Cn=Q_GI_wAF4}R-X*+mT<@TlTZEC0L1|K?c=R22urToGwJxmSTo?SpQ86g zBL-&FRsmcX9oHN>;A|DTz_L`$tnE`!Z~0IbXwya<%PrH^!Rowca$`F=yg7DYEb>Yr zhzS{$rC}-&uhW&s%Z7o#7@OSt;4>04o1ks}EPehP9@TPF+z$|CKc1L__Wz{VWE-%u ztKjuCaz>!lVFvnyASPunh`P9Pcds6g-ru(PJ>Vx*gyji?-3uEnKVFHbY7SJ zvE|yF83K)Vd*98m20z%#LBPN^EDBZ!g1HyZ)q=UM8Y{}Jgt=RRna8F4&1xKja|iPI z6%r!5_uNY4pxW#QI^n;Wz=bj+P8^Ct%lm&bKjLb?1i$=)h9r!Z)>chf4PA>m zO<7kFo%OQNB9}wRPoB^jH{+kb0zcrh0w(Eg9$Egyv|ZtozDPII_nRyeTH3h%u7`HX zx%v=bj0`CHiS&D*X?r}ul{sZx;BZn$|J0wbmxCvIn-c(P&ZdUMcjgGdeoA-AS1M+Q zV8jIQKB+C~ArH4%f{^|%;m3s4W=kQK@9R7R;6Y?zohPl0 z3HBNPgMMyvr}pcDEZRr&PM&K{#@rNFsa{8+t_9ayUe^WZQ(l)=hrdGIzyG}gv+1le zw@N#*2V=o?bUde`6`wDS`ZO28JXe`xE0Ftmo%F2wI@{$s{^aB?Qu*&RgL_Ho2oFo(j_*ju@Z}&tIA6cRw&=gxPn58%$z7D z*|PRBb}Cl0MY}vX1tpVk?GIUUFlD}1nt)4EG-E7Hkx8(~{^zDOY@80^p-QJnC$h=$ z58KXF2xJ<$b#}DkQa-6Hr2xY>N^{L6^a|KQ8VbkkK6G*1Po_SO3v+*3_HOw`MVW2= zIjgbg7Y+~=&iD7P-k-k(VxL^yjGad%2{ZwPfZEMUrraK$=ieWfXDSgjwE}~0huPU5gH8YCJav*A<+ZqV}Ec{CW_i??W zV>W38-~)gFGDgkvWevrPlIca@r@3MnPVB4I3AFkxk-$%xz#rj>gUQHB=5^xB4;On` zH$HjnYWmr=sBJ|(dh4P9<2+{y7a7fstl*X9DQ7>=KArI~>SjN-dkCtp=cqd0*K-@K zzEf7x4vRBzGaK`~;#`y5J0UQoEWek4;`8?DHf~E_pLBLq4t|nf`G80>GL8VOHg(@v zMuWYmDbSYmMO>Bf~p=Ty2LP#V~ZHIbcR5~=oiYzAE`UM&B>ky z`Gza2ro=f73QG^o7>maoXy$OEi({oHlQV!ZI>YGS+z*HnX5TD{ji9oRPDqP2Ric@y zqmXbl!b`D{wV4Xoe&5aNPVM;{5%Ip}ND}eBMRu%vXTA+CmlV}CDnT(&gkx@Mf_kdXTQhp*2&KO7|840$bH)}t;FZ7=_|p4Q0mAYsXS)h!dj!_l*c~-@@%)*Mvn^L1oZk-3QX=?3DFM44bYY zQkAN|fA9ecb+xOKp=K!|1B+m;2I`yz-wA<|<3h-cym&MN!J?RqP9=ctq#RO9`qyk$^(%c>Mbn=jj>;VqX%hGXjf6 zaO9L<=$ML$b-I3CQ1?k5te)KMJeT0i*kIYPmSAjyG~tSmef|Hzv;@e zo(WWF7JI3D9HVAxV_N@cy?4IxqTHdwbQ_#%AbXrwJ6|Og1|E1ecKOFU?spU4EUs!! zX`Oovgy;wA#jRa!^4X@o7IqXL%NBN zNp$7KJP?2#C5TDp+|4i2FW&_@0*qV>V_kaRdz)vHNl+dRCQI9MX#iJbrK!5Q2rQ1W z;I=bub-6!WZK{yqW-G_W493#anRFzE_p0YN71RAzGik3~`6z<07zk8&oR0W2XUzT4 zmfb$n#EX#|3?Fn>%xJd4ff({TJ;sR7kl-ktQeG(-1f($#0c|H$r}e~hDdLe7Fa?W? zSxU}w8MkdQ2lgcckiJ=wR2iTLKryw;|Ds><2l{_NeI%5twSxX_p1eQ_;?$xO%C&r2 zFMt#bf%OL}l=k+PjD|=Nfw>;h&m9vmLiM4*!D&=jRG1MMjQQ7M{@YobMZ4?gb>>%f zI_u`rtufn-y6Q#k2?KG`_EbeEr`LIR?Fze9m2$_wWZc4&Zq~OC#;|T}mH*FtU^}lY zT~cDf=_mluJ4tG1`tm9)Cm?qUGkx;KJ_jU(eOAEH>|XSvdEEns9^zvnPBMPvb(i_) zpl-RI;9FLk$Yt-((>VSJ@KlZn zY9i4^^VpGl6yDfW|I9$gde=R2eMU}344uAX5p?EE(DQ@_AxS~#0F=<;3=`LQEBw|Z z#{D#oLCws-k!)sZ%kWd#563jX&4CCDjt~0h!sWt`xY^<_tB01?rbwPE`58t72mg=I z!~e{j0q2#|T_xaI?#7$BO6k6O&j09y^t@Fi1C&D`=)7kZ+@hl&(=|+=k`&4@xd--|=<%v3-3b`-r*XWx}CyTvw z#;bzMC#bYQ2^n*m@sbZSPkk)Vqm0h$%4}LVpRlTN9I+McJBsv#CYlJy8%9R^GEvEY zf5BmDEGuaO76%>+V|;Uy#}gi{PUUaCZ&d25%8WVSkJ}^ zFCp*V4t7gZnXfGjcW#;y(rIa19@a!fGG9Kj(ja4P9gP{h+D$i*la1sTQC!l> zY~QDnN@S&~q8B4>&vnBnFk zK%JT!9#MHK#9G4lCC5f%5Lkd^Q<)TtT&reM*JQT#C1{f!bsyB^QrfTlwOq5huy7hi zY_;q>!Gz4d;OKptqxt8pXLbK?S-NZ*^RB!Lju|@EMT>%bN0XDsi$a;)S@N?sy1|Ab zb2c7h5w)j1%k`&wJxGQEwhDO)*K8IA^dEERZ9mYNgVD7Zdma6c-V*Ayms3<4Dz1H% z-~5_-M9xkU)TUdc%0|-d6pDI}f7-=bu*dm#r6Fy`a;Z8a<{B7P?fY`NdutbT2+r<5 zVu^q_s^tIs2{#+hjP?mUB|LLe3#Z3%PjHzp=~MXbKK#45L3!00#<6B(s;RXTQv2B~ zHW~|6q6D>b$k(V0z1}1(u=B|8c7-(A(E%ChRV$VpX`eLn+47}a@pOQTOSY`wq$!nv z!rlqt($yIu<1dB1Ud4y*DsX)qMwO}9h~KtKY>yM;*@y*WPv2p$ukjyxs}%|{-Q+Aw zZ6nUN@Zd$nKV>P@lfgd_yhKJv$RzSvA0_t2b7|9P&K7 z=8>pzDao>W$*k;s%})KcwG)XXR#wA~U2W9JmFl0Bl}8`6)R!;RqdEh1{1<+_H|ce- zDC_2e#9{FoKA|(8F$B*p5)zv#U>rL3wib2o zGPuG zQ3RR%GZsF7`y;}Iu;%QrcI|dUoTnVae=VE-Y%hGf9{UhiGN3|hqt$-#feI9wIQ^>- zzZ&kDv))S1nh-6ywt1&!ljlWx_ul>x`dYIar1J-&rD}uaiI;iBAB*t5?El;}aN*8( z52)`idj382dh!BUUEp;M+-`cfZojT(8ZMnC#>d}4JAnyXD=ufPwT|WJ?G25*?0maV zb;%!~^p5nRf15%4kWfOWP|K_%t?JdUbX|Ohmwe6SY-kx(y7?CIuO$Nf?hH9!#)N9l zS0qugji-|v^sQKQbex@)W7bG8&nJVu+S3zhNip~jXn(xaGHg0&HixlIRUg)oJohUw zE(^2HA)pcJkFG4#G_!qTwlrf+Gw*! zO*rK6B}bw&%(vu^cDQh-Z#KnPoR+Iph=L&M^O+To|11u5z+mhbg{_Z5yhJbq3aWg5 zezjF#xcq);0%j+0J)o%xoiz@cB3)~DK3O#$1E?^i+4Z8E%?EFYy$8C#-O}$UW<|kn zc67?p7jaCQ_Yaq7x9SEoQTVaG`;SpV1HUJvRX0!7Oxt|#e5u`jrM>TRrT^_T-V(p^ zkxk^6t~QHT9p3Lbt*Luu$crXcR(KoEs#Kg^iewRfDERy&G)g+i!gKXGDLCLW`;d3j zl(O%g@yiWMRN1VQPYCfmmKSE?{)9Z^_GwvC0{e>3kyg`&+0+YFkH>ytfBC-Da1NXD zjho6EYp5GoqlCmwo1TmZD}?(j2=#9>2K&yys{t~ryiRpd2yUi+a?!i@F$SBBiP57J>D=V}W;4O& zeu@Q+PMFY`CH$WjQ@^Wbgq+T-5j{3;7VsT<^1iu=_OMBnC@B*p*9T0w0G zGb@6RTOU?gFQAcfXwGw9`8IqMa@?8ZsXr+z09LH-OP-p||LzZp1&cqx+eAQHd)L}6 z)hi8iY9-R<5?^6n(2)F7D)~hiT@{C}j2{&V-pl1H8CcRy(>JG7j^HTgvCeytQ8&=F zm}l{}aGT~Pch`L2AuDiZnAI!%StVTw;Y+%M$af6%!fP{q_v2xkHr&P_{T-*2)AZp< z@{DEt7)+MX&iOSDwr6MUFI&8~52AJ;c=5MQ z_W4(+c`7p*Wvr{4zV^pi}}U$@OPX_zScS0{O_4nQ4E0dGVL@d-X!En z^`QR5kaKqg9;80h8e`*O*SdSbFowStXlW{D*Jigp>-^J97SiQnj0j|ueONwrj42^> z(ytj&phGDuG@3 z+W+NesAds*5^HEitAIn3Sg=p2QzKPk#rvu98}Y6o=ew@&L3TWv%rQ)tttKJ5W^aWQ z+nM>SKc_4%VH1j?(mk&W?s4X90NeulKBepfEH_)Yu}i z0$Qf0A3ernw{&zlEf>kv3F==jbh|uKxz|vl)hR~L>a zDDrY(XR^m4@i{r`dHY)ganX3l`x0~pvtaCkC!r(>+9#S_i8i&YE?~-tY)lEXZ!hHc zVXRtk(z4Nh_OtXhk`V5JjKq)e*>9Iv;fn`Qzo=bDM+ zk<_R_qZ%lV|K%t=j#F{`3R0uq_=TPruB-9T>+vmz`~Tk4hEz*A`iDi+Su)y(1^XGA zKIa_Q&Uf0QF0tcPnSWnWqM}z%N17`j6*cwA-6(2nS{<^mXb$W6!2O73 z3v$2Q5(HvU5XZHcMy852Kd}mTnVXP$ecAljETIyglfFugOo<|qPf&`-8cWwH%5)yC zpQBoMq9w)HYb;5gz?8aKGb|dK9h*XGB$mx$8VLt>TO7yz;-5`Z76uQjUpn}=53?H^ zA9E=xZp?`Cjpz7T^0+8qqJt~^dOy;oe(zxOz259*ruF-nb?hcv z$f~{`w^LXc>=jCAXkMkkS?`1Q9RB^8`6ME@Ud%c9PW-Y_NZoW>5 z#=pZ?g9`HC%Yls%WO}3}E3IKamjgMqv<*Dj^pn5nDvnjZ+?}^XS6O@-orOU~$vGfx z2mT=Ul}(C}7Y_S-!VfjE8d%g!#f3Z^V5o){4)b#lPAUK0H;7Nm^zez@_>(|C1V_bh zLsv>a>Pz+S5|B9IdRq%>W{famuPKzdx6VFDmG0-80^kif?yk1uz7Hzvt^7!BAJqHa z4=RAWo^VXZ~?w=SYF%e<|7vC>AtA~TSai>YKZ>ZB=bsR~o z=FpBoT+a~8MS2d2b!Ac|alcD9(udJPB|~GP`z_%%7U?Agf|@qk^MeX*bFE)#(G*Ll ztitblukp#K2v-L@Q#1rlZTjh9x(D|kfbK>}NM$Lhwzvx__-rh;82yP06-{h5iS8e8 zFIzd?S0C?qLhF_l9%>b9?jI<`>74b@H>REGe$V2rA`@ zTAYS4r%Du+Ry(ApXV$~aWHVaJ8B*IFFbt5yKP954u_O1^UH!d zJS2;WUmNP`FR@ALQiK@vwMA$&*HHI9Mc2HK3wwnKXG-r$SuKxPdh3db2#-%>Aw`Wi zPb__CNbQR7A))x#v+*LuV6otZI{+!yJ(ccP<6 z{mP=-pAfwW1z#z|;%utGQu=8`EYj|StjO~2yfW73FPR*jfqCUeH* zVSpE5+JVnuuB?hreK|G-(_v&izkHNMrsNf+m{PWgr_30A!+k($Tk!PJZ+YHb^Af$L z`VMnOYrIey1K2})NToCZNxfo{j1oG<$j_=G ze0%_9u(DF~x-p0Gc=druR@|Y^_$5D#>J0MjHvLbKx5=_wC!n{zvpdG;o}LM|p5Cs< zg@Kx6Vx3XOitvS%NalG0wVg#-5Rnh~MbO0Mtpdx!S!ta8QLzalOSbs~TfgjBt5u_X ztlbL@%Dkz5Lw1e2Q&Xx5tK*qrkdi!Y@psP#K2~N?tKB zwdHZM7eNfIr{jN59AYElwwW$I>!RyJrwA(3J*uW@Rn;T?@KH@rcI5_TrQ@#uNqpe89khSOwE1`I zwws!r13;ge*iZsOy%UcTsRltPSm{m%K^DoAnt$N#a^Gv_{yTLT)T$;C+450$RRF(| zAdIV&H%8|;$Sa32mRPMZ6Kw%5X8P-P*7>bIaNlm>%FZn z>b+^QG=gVLrRI}IXpDNJtst5O74Hvh8B*tJnp;(=ZwyO!?yAy*His6~AsKQ=M88ud zpN3vJi2^{?@KmSs{b<&Va)#0T9;SDOt7*=Luws@q(n5)F4>eFD;D>RSG-U1ad7L26 zXRBYdgU`jLD0I9-FC-b8)W%E*z zIPRCBk3wZ;gm01N&&UEZ!M}rE1&%Ea-=IbqKHk&vM!g5I^MR&IS$4#WV|aLbo4Co+ z3n$C!W`MMqpA0<{xY17giuAnwHaJRxP#1G|fu(}Zk6Q&mOfdW2++1O>`tDGVHYneC z&P|w?W^mW2t(`!!(5y*ltUu%x0^y(7zzq@kv!_ zenRLfr9B*sdOh-+H2qBwUVK~%m8+)q1_{qnM8qR?GVjIN=nh6RPn+IARKGyubuVZs zX3c{)S5K0IhWrG!3FAD!r#fqWmoUVe@jPrFU7DfOD>U|P+ucLO$&j~|mp34yfQFLR3{bIgL zAqAiLiJ~ERD91nhqo#NbcDW+S2&R~NLVQ2Dlg>qCSkb>(sm3qh4|%FWF&6;>44a~F zKfAT~!lVvOo`S_uaDV=`U~TaJU>)Ro1o~1Z3JOHrjsS2F_qeA+0^N9?AJ$X?uApgf(xl$aI69> zP$Og7T5A9`oNz4!o9)U*IQpi|4`#W-+|Src-2YZFCsvpKSv2gKRs|xN#FkS$C)HaF zHmJ?ki;Vek;#>BU6(3q_buKYh z@CrTfl|u>e$T9W?$zqH&PS7R}s&gqHR89rjq%{)0VEYly+gr({6k3r;l}S}un(}}d z>(^eJ4MqCz$CW*>2Y<gF2O)(#pZ?{bZ=HLXPKhQ#joeDd9ggCfMBoWrSo-V|xbX^^*U z=a|zKAQ3}Ks&UneE8SYx`+n&bW3{?xX?27PfxH-)nt}{JoSB~WsJ6*!c}>RX*&*Bm z^Rh}Fcx!oPl*#hH9q_rJTkW!qV-8xQDPsnyQO|Ho!mn{+!T{J0t}tRMlU4=q=YM$g zp>Zg!w;93jcaQXAKxW)EKlyVn@NDPx0mUC%WCD^#MOoko9_$I1=V?RB2mJ+v$9oN1 zh@@P1#dowv>ggQnWX&lQRd z?9~qFRg4pdH6R6Y&9p%EpP*@S;nJ?ILM&+BorpnuTj79s7H=G0(Q1cCBXM;OA;>IC zwfA%0eY#e&V`)0lzrE)Ht_G-DfYdh)x**jlBRqff$yZqthO-W(mT#3e@t&O?=`f~9xsI4b?Ax)0@o5QC`3G-s9JtHH%A!A>_S(syeK)ss!$#%oi zO{I2yBm0$2q~gOF^vef9`TiB7J*$wuLy1i(b5aUGo>|#_MKWEYL$16j|L#k~oF*hJ zmvFKbjRs^#)aK7kpxc}i8Zq+EGTD_(w4BYNP=8Hzc`oC4xkvL=1 zs+x$4ZH&_Wc8o{*kEMJn84S#Ngt1oFM3=-Oj=mr@g>H_A*yJhH)-un*q=NxoOHo;RF_Cy!-s*qI$r;M9=Xv881V{a1 z7LR02`J{M|&~#?ToBBW{Q1oX7F!DcE9Gq@#2@++n+7;@u{dAAggHSOS%v6}P27Eia z;GT2UOywV7A{A!%fI~KXr)57dygkAPRD9RmMqg^bHx7TaL3{*G?oX|$7|a;%)AkY_ z!@H$}z(4&5S0z%jB>@?4D6%9uS5(+tboO*1U_lCI#A|EcgKStTk>4;*%p#j=c8{y3CSI6CXBeC{)1E5fqK0hd2Iw zb+K`vzc7bz&isufYl{4S%oEn43F&*kvJD5O30^3ln1p+{+Vpk?;4B%0N;|3N;Y~|u zGDl~f2?^<>(p-FUcha$$K#busoS0!0f7||Co}|e7+WpJDJ_5S)8y3zv0{64#2Y+wQ z1&{FLQOAnnBVkz8gG@5Q&XyU?i>t=J@=c#Y$)tjKokRVOuVEv+eV*qGUMpCAcD6a? z1-Xaa(mT&KiF+hq6-i{Anh9QO=k&Je=Vz%UdA#p#KBoy*fcT1)6lkS6l2kQ7*L{p| z9w@UkPiaR-y%{^netVS>zWDwTsxgxCMmJ6qZ)DiVj1_bamQ@R02LWMh6?)p*R5!ge zJuM0cCwi+c%$VTReyr_WV5KpcFpgh)#_iQ_D!%w6L{TMq(e!K8 z==$jpSdGbqUfwp~6W}ta%{gbp=i2SVX5GueP^>#%XI(6KePcoO0cfr^a`5bCS=rC+ z)zs-s`BJvN3O~&V^KpJt3zL!lDb+3Bro~w1cixSRL%f;CeokYr#m6rXXa|7Tftn^h zTbIxf!DC|h-3hcJMa7bBPBA(6(p-9>z~_YfsV$6=en=@P+w{#m^yV018MZ26u7eH1 z#LkyGjQ2W3PFykl=6}h|6|#^#u^BScZ>N6P zW$Tw&U)TE1PDwysE|!&w*?J}NDThkG^g$Cs6$!2o<@NUs)50b9&lvi82BBqgJ>a!W z2G;nb?EQCmeS4q-?X5tWlgNL`WMsV>uL-sD%=n=Y3mV3HTL+j7b8KBWn@VNK@`=O~ z73i#&B^*#k*Y!4+e4@v_N*uq76=KcKv zT!|hICH@QnTw2&*y{tYI{{cnF*qCd4;;Y5hy6Ne9*Zis$PS{($CH>Du6xI`=hw4H0=IzEYN;P6 z=xb|BxLK}NnV--rvIg$kxP65UPN!Y!YGLN{M_dt&e9;eS zhCa3ixD8e|;Lt{AV*m|kN@>Gd?FO_-lf99^XDfFG{rShH_|ps1D7^TjNrt^i4{h4k z-&j18W}?wFaw5omVJU9>=!ZIS_s~8JO4|w)1z3%26P;Nkd5_G0*&th+mNB`AxmTA@ zL!O2WeBqdsdZN&2_<7rdoHW|MKosd(oRuVBs6BM6V=AYm6Fux9`Re=T*&KST2 z>(Ah?fCxT$A}}1Yx<^(u%AhT}(VTqyFZEk9yWKA|6r#X@Rbz4~)jKl6QP#h-7;iIp zHlq@GmoR3N?@_O?$51gIaM#P^V1MK&Y*sq>J+Y((CXV|yeD!^2NJ!S~fE;ye*fgP4 z@yaTRB4uUO3Uq&Z2S#maiC{e+4$D0E1$uFbl0N-5PRG;&2SOkw`QSd!Eu9c;HEmuz z7~;6|U1y_}PhqbI#sEH(pTzRN`=dLd%V$*JM7Y`^+T|Ib4d1^?K=pW+srqZ0k|J2m zL|e$N22olIB7gsgqm4~4YqRW>{-hlJa@vcU(o;Q6S*$@f((*fvPy9`7;M<>1QfRac z=^FD_3tv;Qj=-`Eh?)nhOQ4I{qg$d6HRPOG$>7!IO)09$_a`J=@ep5jNwnEWv%<4%US4puSwD#$5vAjl|>xqya3hjPxIX0XN*6%$kkLBEW#nzN%<|(Vo8ZGgR4C z8b8YHc_6N4XIU9dGHP4Ui8cMcdz5ypor?iC!TCzWqYsHm&pL@V-n^|K#xQ%2)mL}g z!}p=C5F`3L#w~=hcj<|{aqQ+(7qEG09@~0F+1>@xYb@TL-#}4axKgsnb8W<$mn35$=BJ%B>P2Z4PwMHGL?a<6i7|zl=%R zov~kHF^kimB0y%$je0zqKrJem&l6X7%kfTRLl=T=_39*JSJ|B4`7`}WN!qdh^fSWp z3xE~@xY!VJlA%cY$OoIWGPF-~`N>;)(aD{WcHTYI&M!c1nk(mvzRQ>Jg%lcdFFqjl$ zguL9sblgBR-ks@?%xS59E`WGQ&Vdl|G77`xQrb*sk9zUHXeSumo%1|=1RjGTacG32 zC}Zy)cntdFV-A5ArsX7yf<9-z|0t*cJEE8;l(NA}xE}L+ObWD^Kv!d^@Ktb}@1-WT zQ##YLKHKz-P(JM)rk04uWAbhiMb#mV5pY9J_GhDy2r+oOXpAygf}`AdUGJkQO25it z_7*L*F~nDN5+M(yb(4}nR<{6(8ujwWqbvZ|G=X9QnHW<6DDP~)_*k}~%}l{nWS!XZ zWekjlfv=%@(x4 zfG9l_X3%O*NUUt1r~28r+?LI=Q$ydr5TL)Tob~E*OaATO>5kzVd}) z`eMzr#qkCsKmFX7dhL`recx|gGQw|oXgj%kX(GhqV}2Y1uy3OiC!#T(Fq0`=s*FRR zq4&ioi#0#L{Ieq}P%P4QJDoM9yM#Q)^xk@!#-u%DEBLINxPA@a`4QACQiA~T+^MR{ z;}$>!tOLLki$`Un^Uj1kQ@jQJb*UvhA5eDNRF62HYH^+HFr^++%t-tv!$la=FoM`YY-m>9DF`%-(xu(G*H_)4js)O=UVhhi|y z*KnLKXnypV5LuN^Bmbr(YENUXx@9`dNNtM_kg<$i#^NTl{w!5+II3_~78o)`Md6Xg zp#$n_|Hf`8t%?H!RnPs5J0NCjNrrHhLXzU`>0A4h;HfwdIoS~2hJ;u)JBvEIEHhIG z@7nc5=<8OmLk-Ty2Bv=akDl7od+ns+E#Pfp-bp9Q9yF&fHT#Z%=ZpVNK4CnE`L}h| zOg)|`_Rq=M3WGjcs4R>(n2p_Kb-zCXyT{EH^`n0# zl`LQ!i=9HgE?J^YUhCh?tW=m6cuWgp02;maks^49n;ZmZVO1YFS5i;S>XzpKr*4-0 z|76!pljGLEV>0pW8;SYd)y*1Gb3Ba~=#K2MGh3^?_W0nb-UF;8OdG2729=o5Z&=j7 z22#lXr(H>=xND>a=pJeMRXoYPC0?JU|E5l_Egnt=O?k?z03wEz=e7``2_&vL9)X%~dzt3T`U9GOBD4!oq3`iXRd=G>w|X8m^baGK18u zvxx~RA6aRUE$M~Esss5`(1=`*I)p)vxXfa}4)8L{;jh&0uQQO-_a)2k2PlXmY)d)H zC7yn7|F!Bui#c@sJ8SKvh2Vu6o&-hTez6}uTE{Pa=#Kp_@+*zc(}BMDwby54e@`ab z-t}FMF6jw5)yT%89DU{Az~6OpIg}ImfY^^T^y;%S`J6*xZCP!)TeYZ&tF_qEn*K=7 z&SPx2MQ>$5%x#LCXV$5PtaxDp`51J_ZhrFAA1nI6eNhZEDApVbC>9OA*RG|#7E7nd zM{lM7maGwW%yHY~qeZjT=tF-494vs9Cr-W>kiZ8`K|>%pDC>)PwNd3JN3qx@-1U)* zPd>g&xW`*M>g#NN#uec6)^+2}3qu;O8)Y*cr%GC!v&mxz8VxeR(nmkhHj}}uh7=yZ zP0rJ9;=lWsA4;Y}&b_=gDDs&&HMcjDTXb$3$#0fUlkS!C60PEVzc)tgyC>YoQ{|%# z9}3|5en%1-t}L#}X6_Mzh7Xpuch$cWK?c0SZ1&%{bAj%yZGulOxIL#8ovrY2TG%(P zACYWdadyc`8RVZ1btDZHhu=y~|^$QiJj9Sgnc_ zYY+4i>`SBBs>TBM1qx2ivY^#DKy8Q|_WFwc91Bz^AyhXL9eZo?r&LYz;Xn0|BcZKD zY%|ww7PgMLpM9 zeT%zr8jWkXJ86D6K`isoIO6P)D6}0)lN@fpNHs^yCkkKH5Nr~b1bRNkUXxSB@A#z` z%=^EC%*8y>(v#z&%_Bc$zjIQt$|P}?QFhlhFMDqX0xxz#^3eOhE$k2obQp~iW^j8~ zy0d~e!!On24O<&Kw;T0ZjUC4OXHE|}Irf2MLrf4FlXuoubgNng4HeoreW2hqdW6T! za#v!@KO#nE3~f-8Fr7aHpSz2udxxx)9}%_67954&=*r0)Z%(UmJbRGvN3Py!G4{0T(MPv#{cT0>E0qKqI?s(pC z-=EL-`#Zn$Jb%G<4m)gn$928x+Nv9C{lH!0Rl(B-zUs+G5r6ANRJxBeiK&@f=&M3y ziZayATa=GpnNNK2+4G83x6gd#-OaiiKiVnND2z*s-Wu9qmoW@)W`Wv(V{?s zlq-}p?UPIC>{}T8SFutk#c)SvyMf()AJtaxovOQGS>dpC{P#7oczC!9V(bXy8C|Y| z4KThKiFPTmk}0v>1ciOMPY=}gTe3^d;} zMP!YA=^mDYa6oUWJD%!w`cp8YW%sT~~dIaEh=QiQ|jB@hmY^O6pgD zI|HFlQ&mY93vx(9B#$@&su9Em-lD@@Qlc|7Cl#nJv^0vASP?;BfqxCdbzjJYpe_f z%@;fH$6E6+EaP3JLug&COrK5t!VEG>O}BqZ}9L%C^} znAz%aRoS1p-3H!Wp3L7Op>6q4I#|mS3tVQE=2!g2)rllI`iw1qrO56$F{$wX)$Ejm zl}6*(5TS;C#bu_?SBwR|k~1CIblV^Fu@F8E4bu?rAaV`H4m%H(Hf#B|q9k>;OHk+T zo63&*6-QF=RLr_Gd8c$`#pf6pk5U;tvlscPV8Yi$@3fk0;r--0OY=(t$q({eyWQ`f znm(`#de!dnTP~{D39VB4#{-d{`o5O4m&8J4kiMdv-~?{s@0NOZ{pTX9AtJzJd)Q-E zFBPC*6jQBkEa_g`0@4>7#?!5>LWmI+u3x2A#iW~{w^fVd0QhBNI6p++5s+J;+ zI?4{S%2g>yA5h~1+Lo<4elnl^R+c|i9fY{k?iQqX)*~GmSWK^^=~sKnXF=~@g`c-` zUjSEw87DeA=;m!q4iops>i|JBz1?5hXPJqPwa9JcxN*4N^F=*JApN|PAg#8N*ZIz^ zO{0$Kg?$iq^=c=M}oQC560| zNhlKRz!gSSU|)Ma<86C&w#$$*ya4UIHle_?yV-Y6-jg1uvf(^VpOhT zNyu&5#?n1U67edA$^nSs29R4}4Kqr9{(}z*UcaxtHVtc1V4Er7=AtTUx-OrO2ET#U zSiH=fscTg!s$OZaH0?oW75_$}ZJl0Ek-?Y&}uo5OG|Q1rVI% zuPN~_x5x)^&!1A7NIX5|_fZT=K#Av~)q#ZEm2mx8X-gpa@SdK{Ik0W81s?N~2 z(`!a~tQBQ{b4H&59~d&O`?nmhjD}DA_))sJctYsE?Qr`9vEsboC}7`2nEdzM$CB55 zFC?V3Ex%G1_dg@PSN=hsMzOMZq=p{5ki_l>?b zE?R7`}1HCbWZjRn_cyzAn_92=G5Fgzb_t{pocn zQ4)7;Adn1Q!1D^toc)Bt5&lzUzZ=;Vx)36}nLeKs>DPvGBlC9mEq#_`M{7C`Tc@}q zf)(Ra5#cLB77v<5tw%l^oW;N&d@G8sAeQbySy$-;T2$P7FlkD;Sn_){9f7@TY;-E_ z!V2TXL2u13aB6|`t3z0LwmQZ=6G*ufX54qY+Ab-ouH@+Ec@(2}=!gj?8O8SyMFQOZ z=_S0pbnNl@BIdBYumG|)@s&DH1Hd- zk9jgsKXGWSGB#dvcK;f{bidfN~fZAzvYKjmzrx0 zH*mX&bluh*M|j_ppKJRx`t5^d*j-#%Io+hl{5D3gYzKF|wt86gbAf&f2yEm>;YV8s zwAMuwgU?`~NQOvGciKi>GLsiGC%t^e`-iKypB*ATOO4n^&xg&qw-iQ7G5A`P9r~mL zB9fn>vcXBZ{K}2_KOR3J+`pQ3ZRy7i9nq6)|84eNc*V@3=ADu;F7NzyI1bpmhbN5Jv{U*4BQiA(`uM;Johl={c3 z2hZ#>6h#H9P31JU(*`4r`n6L-Df6{^A9?}K8O-cUxVLl0x zd{3{JOR4U{N6^9D)wbb^c+}T z-yud!!_=uZ2^jJ>bM6rs5%xmQ<7H~_ksyRS6%hx(Gi_HZJm6~xcEQ1elh6_A?af&` zF%uT&Ejr~C4woG0>~o3S4qT*h9aH`tp?cr*Ru;d#@Zn0p_NFXqT-k#1jy4Ugu7|j^ z0-X^zS6L|E(}V)E?H5m4;UeNjmNm0XxUxI7efJuH%WpP*ZojUbphFPIKIef!6v_1b z=nqB?HQKk=;|8!%zydAF;qVCSph4HNV;95O$>c~L!T(esKzl_+9DV9ap%~V*<{(b3 z1jGCgcO9h*yXZ>GPGol>aOvB|$L$@KO=KQELD(Ttp3l;nfm3^QF(*z^ImV8xSL!u> zrPlL(9F%bO^oZ=_|BTJ6VeQm%DnmGNwt!3gB^E zMD2eyG*kqfA^&JbuB{vWAYhR=nM+PdMN+m$EUQ4{Qu`I%QpvD`OKV5HYSJ&8&P5hc z&b5k>>jb%)B1X5t{jbUG*=kqCqdh?)>9%3lxx-YI9ohGSRzV%2zqWb0mJnLhH~*o* z&BH#!SY92xz@;n`W!&UKUPNX2&Z_d&w^=^pTfhv8QNl<^JR`Z2$zQ`IlljMMr82A5 zL6OuYF5Kj`jnz%wLK!9KW~W$NYbz9|y)*090AfhiSbu%h z#i{acj%lT&0cs?aTqCU@%60X~1~v}lNYcBTcj}K@SA0%-<_Q^FqH0e>KyP|F`K;@k zyICZ?0xYq&sljifYwtJjdB?DhOwqC&v)pD5MO9XSGA(+ ztqJwoSzi6ydJgTgf4gg2?H}RPaen-I1GwnY{h^_kb{SwP^;)Eod70~Blizyjr~y-L zyB<+Y&CSXOfzJS#d#r?clc%zQNe~7_Dsb(3^yc40lH=mn8F6?VceR(RkzU_j}VpSH~7A`Y?~PA*9lPAifXD2CAE)*!QDgHNwu!JC?7rF69Y2V ze_Ls=$L*T&(N~W|1J?)&f#%RXY9Xrll@PunG!?i7Ouw!6FXsfhSts6iDoNxs-Ujwz z89bRJPBG1}h88D^NEL?%Uk4zXw`-zJw9_`KYJDqf`xz?p@vQp2GgnC#dK#3U65oNW zmPK7O?+AiX<>ksQD0|5UH)ee#aHAQVMTEmjnIiqUQ9ya~?bhIQ;d{p!i{VhduNhqy zET0qUXIkqOzKw-k?zZ*2PPtDjh96Ffe{-aX7tsa{Ja9P$4>=ly%%QYups|vG*64{a zcZ}hvJ6{&79C#r|#Or1!?OU{f*}+m&amfK5y?Sq(%R=+# zpWWD+FC5-Q`55s1BAB&V5jsS_akJV^9Phpr=*$u)H3Wp6THL_6V^Y1flkiDOii?Tv z@X$tJEn3Z_tCpVCtiEbIfSRfO4PpL`G*N~hqtD#CZz0|kh4mgSJ!I*f0S>)XD`8ew z7L;+=KwJDH*BdCuZt05wHz^NOulDzC(tBl|z?`tu0&-1eRxN@6x7^eF;u9Uw7Ojj= zgZ!*0DdUY&=btPI28%%Ap^_#i(f5N&^z_g8+AGMwdYM`F^plKK5*N0bwZnTcsr|@m z#EnUJp9uf6?!xHxz2y+zZ<=klpu zNR#{@hEl7t=+%F~Ah3ercMbKyZ3Tqv4ENj`?O!04#SZF9VlRCqI%6bnHy#8%u~AF0 zU?Nu34emjsS=dwJ%{OidT1`1`~7ib@jsqY;tQ4rSESm*cL~ev}gX13~zff~PLI z-IYHEc$Y6W(fE}EAag=g3~EfPOF;YhyX$S;dv5@%0C1b!0x47)$zG+Fi+fc7Ckwdq zjzDM5Bz(Ym38uXIx?EC0RWkW(v5g85*L^3@`@Zo3YmOVuRaJ2|i~5Oopb&llfESNZ z26^{SUxa?Lx7ZCeNSJIH0gDOr>&RkWihbONcjMn1C_F5qXaMo@>A_}%5~r@!TOnu5 zB3>B|AUh@tbBqCiRzQP%{`)j}Lfgg+9_~(Z(2%9)JHxVsW9-&IGD+Tb4Oy`YT&{@0 zA5D)860sB6HRWxj1U4qLU$ODr?grnSV=+EYIOL&q8JIMy`-nl-_xnXh z$G>XJ__Zlyhi7^ezK?W^x?a@QlJH7X*5oF6{$A;g3i|G;9sJ)CV-y{^;c~UcwQemh<*pzW*aN7rWj;?ho1T==@HrIs5pUAKD6(V^|i zQQ%TeLE;gkFq$>`3@+M*NR;r=1px7FHbF*tlC_-cTsX2zX4gFdX-x`jP};>1jF=gx zvD*(&$3TEv6G+@;Lu4Yx9p4Y%mSo!fdV@Z+Q+b=KGuHU|WJUZJR=RK@&p_5aMos&XibXmV~`ov9RKW9^*MB(qx-I~XbA1vyC+KSDj^QGhf)AR!Ml#JBx0Q2RylBU(wbZm(z^XGIWQ$UwotB{ zAPyolR5<|N%h{ERYfIwzJ85Q*bc5ijBM_XS*o7}1pWvif@OM&ip8%8gdP7bRoCS!k zc(iYaYPBl#{)X`HeSoLh5?7E$hU&s{8ekDXzR{hDT)=}UPK(9>v+rD3$sk2%-8-ye z2xyfb>9T)Di-YQ)bgnaGd3VxGxPRPhr&P=3?i)vSCO#V5$|I=XoErYT7kg3AfVV-8MZ4s3d7|c$$xB zG950{d*m-saj;RI@dF4>ARqIKC)GTb$DS!7?npko1plJy;X(d~qlriUzULI@Gu9^a z{-?E^5aY?P#>u^MtHl{58LnO9om$7cMH^40HCv(0C#Uh;#tTQ{!0jjrxE(5Pnyu;Y zK3m6#6T1DU;7e3T0=?iYKDg^^7Q+E}V=K~*R}3MVS7kCKYpPkFfnEZ`#s;e&hrh@y zHR|Sg+7vZ^m-Nm0NXty@5fj7BK~Q%y?GfcmoDUYb%C+T6e84h*B*|uQg&^~f9xt9{ zHSfsuELW=|N~A*WO0tt0+30PwoQ}fjX_kzEcV9uQCo$kE?gkP1sCL1VY>zNwWixG% z0Qt>*k!XD3J)xthc<<63zpT^FbMH1|Jw zM`}_Yh~GS5*DEKvY{+ViYod3?G(EED1l~U=ho>e@10dOon`7J>i2m|eyM7+qXr>1N zhlFU&iL1Fr`Cs;zs=C;1T~Z*ufSlMvT{G0OQWj4p3$0Bg3CafGJBTdq&1n?^%^Few z!Ss>+1d>vqNka=atMPfIO8xQ1tm6F2xIQ)qi+M(N?5ss)TXaBC%(E05;D<0F0){3Q zX$xOz-9CgiWv6AF&Z6(S3_;7yIyN<*zxOlujB%-M1>H7gQ&x1TUSeMQz+K7yW7)Fw)(%JCD>-@8PwDy&h6U)U6uhLJzQOx~<3-*r zU>wNy`+)gME(}Afiw-Lc8K`x>afmFrxIPAiYeil*#O8H7Rb$*UO0e+_AMa4rC0{yo zmJjS|Nw)LLjOD^!%$1(f;lEy(3Xyh41p#Bj_IRpVHhINB20cDnHP$YY2?tQ=d`zFG z&MPIp4ZHsni-3m2C*BqRCUlZZ7#jd2maUZ!X=--`FNA&T2k-rJ&|Wg(lmDS?h(vH( z1sZ$iPfWKm%?!m~+z+Gsea&mcfnrr;-H*Rhwnpn%DcTVjQZA)s=sFepG)&BVSdLD5 zGK!wTmq3%U+1r;XDK7YF&lR(}ow{kIALz~0>TUQyxWjv&q_Q>tVVk2~IXGO_LjtFa z%fYecVp`S-%y~4muE|*uz=E_@+#$b~Ibii+!aFR`qI4KBi{J8pW^B4Ks(v`;OBYKGa}JhmKT zt+*MxD3DCRzXOZ}aM5oJlulJfE$5)EG+0~@5lTfKzgcpKpoY~Nz5Y48cgdMT>W%k- z5qhf$fQ7x#oF^(|GoxMPh)ctZ*C=LNC0U%t7p=WBfWB{1s-WQ=BLYm*xvov zJEk51Eg2nS6rlZc&wwVe0q6;Vd(L*6)H=-L{w_Rd3EGMc|7$zVXGEajrS|GP*?6tx zn;Y4s$CoG!t-uL@gIJ4W@nfgsAI6vdg{viEcGOc8Ao35QG)tRvRM)R@8x9)r3Is3@ zK>kE8L%n?%~@my$;SyLQ?^fU;ly{k&8|Oa&(tmTH6=(cttlZ zhWMv31_paYtkXxw0{rCzEIg9mpuM z%$G~BQ>n{N|3cT}M9O{?^Jo~T@Jx&OlGq)J$@>rkGOKI!2OsSWqVxUfrTeFwR3n`x zCgp){=H*jT*+u2-I0*qm%obTBdVwf;3Lvz$Y^GU>_usIOeQlQ29ngUNd>>=Y=6AK^ zE_)A|wtvwo&sbR8{0V3UD7}Dm80DuBH*fKG^&{6&&;5rldGxo!)1`k=V8my5GDiC- z=F8JfW-G^%cVkkDH#Wy&3^?hjB5}Y;`sD= zFtscxM%vR2p&Z%MR4BTmf-4ZrT@;0W3I*vn%BB59EygD*A7nwiPzXx);6*D#$U=8O5&5O4x@eNcm3apS-p zx`1Ih1#~0u>eT?xX~rk~3Hj(tQ5c1Z z3ycYkwl5tKJ$drzBay1q&m-ww$=mtO^B4b$W1_9D#4&Y_TLRy44<0uO*9iC4UP1tK zjaD!6?soMv84|%tv{h)fUPxM0Ef21K8qv~K=~34O`c_a0N_#+WzR~cXyQ!;N6_F@` zCCuaK*x6EPWVEzxr!h6{bn%O+X2JEH%k%)X$SHnN>1!wC?b4Voh-4sT#Xw7K<-p<0 zoBZz(ju7ouGja4>F0AtQN>4>)Uxx@lLAxn0tID|qXZrk(Za`Nw8m=H z-P>l=ce+soJ*qDhU2;YFHMwxe0C091J!%x44;r@11eo(!w%%zKCSVgHRLO7jxYhQI zP&0Rv){~j!S5%D}5O6hv^q8RrOH0-5qh@IX@SeRRyf6F=za$e_rLtq(IY(JC>!!dp z?tTd~C_FEle0B?>-%SI}y~pkO)JKRXX6KSu*O2yoXYJ%TEglehX#*aB^snb#dN>%o zes#Z7TrvT9l{=BiY6)Zg^p5Vl2yzKnRtGrG|5V-DYmm!Y%Im}{F_J;W;^6=xv3m;X zF`>(**N#le{GUCPF30^%784)Kq3%Hhb8qC%C-Uh##$$;A#L!WaZ#ovv~GM*h4L{xV>nL6r?XE zM_z6&Ml(bjR~|rC_1SG$i2IDT+~)?x?IJ z0pZ$yXzV+hB(+~48MOUXf53T5=OR>BcKt9k5Nv=71##i2U# ze>n<|I!oQMiB)yZ=mOq;{qv~Qtj@7z?b_gQJjsKeu)GZfjjwM7a77T}NH+bNMT#durPHTg)& z+x3~{g-=ZPp|{w(^5czE>R?~^)e2V;v=oORHyL0CU#UOLg@tWg_szAtJ|VBkb)-o7 z7Gk(YiBvV4t^ptAxkvHYM)?XS7hYu7kl%yllMYRJE1*!_!qv>3sw(YJ5r2%XZttQe z>W#ckPSdFXO{=c@JHx3v?2MzT^A3G{=~QAtsWZF*bqs9S8*iHwCs%509P})BVA5k(>#B2IcFPy{4J8 zn-`u(H#NWF8Q~7YNo2E1?`tQqzXXgL=jj~LE=ZeEx~}gC=?E*rje#)nIu^qAJ|v?i zL1F5}tr+&;$W3GR{&p$4I=eD+R1Hp-Zui)H*8lt}(;d%!4+5j>d9~Qd%aJKlYXhfX?$cFdm;De4B(fr>UZQZ8O-W7AQ{1L z!*a)1nGqn78MDfD`^$jlEJnHYS^Hh3g~i6QxDRR-YO39P@=9@h2?U+$0uVaY7~;7L_p%oM@8uEol}67a-<#K6S)ILTn!>D7>*hT{<< zR}pBGcSvM`Mib<0fQ9iOXnMpW6o??bggGb+8%44J8it5WjKC(IR@MtIp=+m7WFQ)b z0wJ?&47sif&QThI8w*o0psbZm{<{meJaL&N3Rd#cCFj6syqDs>fOQ_{E;>bJI`bz9 zo&5!s;*&+?&bQCFd!RW~|Fkx+Vf6l0c1Fn`wN0arYIQZ>l6jWrL^)Raezb`63T0S| zmcQTd7O4tO*r>bB^;3@D$~^bGgpW9-JViuCmUjaX5GPw zlL!_;0j`w9gQ(AdEDvavK{DQ@3?51EVp&?fp!blV#GEmMTi;PpiGv-a_wM-?E-?eD zJOpIqO!``3O-1kio~-+dk4M*0-K)CkR41Awm&AtawTB&OCHwK{bs4p@O_5rSL-F`| z78D84CzQP)4@M9ROsu44wUgR$1D1b-ki)zJ`uz8$>R1iKjsirI>GZU4NB5tV81-@SEOJW`Z9gFSj#9^=wull6~Tq?t&|6ul-w5n343Hp}|oQZIG)}xQTL#nWo z`ioW0ZwLGU6z%u%2NCChZ`Qh8dCLK3Ur-mqOj`H|L(PE8S6jy(yP@x0Wc0zZ^5Tw> z12>oB_GQ?upFzcTM7+e~o|pN-evGoj?|yj{?maF~UgMmdU}owd-|J&SQ9yJ5i3S0K z2S84Ty6{7YFNKcSEt|(60}Vv@2-<*=Fl+!X+Bpop>F?}$gX8n8a?FdOGqM@1I=1L1 z!X2Peo$D+Peb{xA7b^F@sSDthb{#@Zh4M!eH_1^lIG z1W4?zQ_MDQ@e-bIk^cm4yQ{Ddko@R+a_dKi`WDERS4Tcx3cR)O zfyXB81|{{0c-W+q0>vlPupIgYm2jWJEsk=D>W3=OtWj$rZNRvJ6kP|YQU4mxj%pBYw;nk73cZ+1R4Z2mw+wvTPYa; zV1d-a6%zr{yt>?g(I=}kG&A+vVNIWH^c?k6^dZPl`_bR)OxLj$N?O_wHuGN@BJQW* z1k-(^S%$ML|CXh}yj#s5*wQ=#q>rG~W{iG2h?qYEwaM-B7UD=L%TRxu2I_Gt%cpT_$=CJlI|yiLE)inr*i3wQkD z8|++d$;~jnEeYYs529zIVF6$}V4L^Q6`CV{zJ-E?ex1OBF{IINuu&mpFL=QqE(EeT z=Rm|jWLjw6DCgfHmy4py?EWH&L;EPIsqlG~QTqAxC5h0=+g$lM{b5@5;AMLAN`WLG zy*<{|!~MRB@M_Mly2gW`-{-d=F#-!ZCB1t?^yNvuF^}@7t0er2FJml$G8zca_+K(i zjgE3}(KV_LO86(+FX)&tmV1>K&!mmhpIZh*~G4x6oDyy z{%lWm;hypbi@0#+n>2)IfxJYE78|L<)uaWhuZ;~H!@qe!v|>qmzZ&1{^qvR8qK+Qn zn*Q%O5AM#$nYZgM7i~_bH>FQXq`SB;wz+p&$TT*?>kq?yPB9D%If=$*R#sM1>D7K` zVqlKogm6TSrq>#h(8?q8M{zm&F_6f zOT~JrMpOJ}@}DPEK7U)392eK^`t@rYyt_)NFL)0O?j}siUmJ*v5=|92F-&`*QeYI1Pa2^fy>R zZxMG!TFZ<9{Mh*D>fPkOlx@#`%K_4cvA0}}mU zzS9@PZ$e~JK4BlYgzi8Ziwr`Cdgkl;m*iY(C9`*5(J}&ns1eShnZy)FKmIm)hQo4Q z+8G6{1#wQ)&TL&E>TP02DqPRyCiASf#JQ@&YhTH?ikRxy>%6V8`R~Mrn^Hf;%J?c_ICPD6Q!^G^>+M! zozec!KImJT`@)NHXIwwO~Q7=FdX zDyX(W8wFN^dQ41yVXJeF;3q7`8+(1NB!Da-!g9G`@Nt;wWmd!CF#y^6c%pNwy9 zLTZWKAtp95cpyqsH~W4By|jqL{%Y`7NR{SXqH&@|?^)v?doX&c;>i9U!vuowY6cFV zHNv9aHw&jL|F7{!4)V@mz>P=O>AgM~6{hFMsSAlB9xInM zD?5IV9(N99f+j&hyZPmaGEb)*1M(2Ns5YI@79|0B2 z%7@3p^*z03pd*V?<~aJLDAkl$e>&&uzrJyCR^Qv*eMfpvTe_9ue1>7&vwP!ga)Xzj zUoNYEI@oV9`0)G1%0*H~M?bCIRnOo_Oyw55_l4H7(I<1Y2xph3TkV8!Ef|e&6dhv_|DN!zn(|Vwp3WY`g3~LB)0U-PFC@57uc!gG*k(o6 zxE3iza~4OGk~-a^&;lYBlygBh*rXSFwDrM?dk$DufqVL=)wkK=(XK@+{TX-gk(yg3 zLY5v-_kiJ0djsm$Q;uxZV)rA$ z5G?mxyH=N?EHCo{S^@?xY#Ie)F!Zw2McOHxV$e2z;Uw@L__c36r`F1eoVHCq`$Y1} z#)m-b7N20vUmYT|6~qmFWaU_x$F5%L)am?$T>E*yx!dDzovqo%c281zqc1y7b#6aa zzTBj2lQXWY_FOEz4(uav!!4zDKQO>xjr}Rs0IxaYP3&pHz{o=OxdJfN?dy$s&;9j5 zJRb9W!2*CFzNzRfz44)-Khu)tWt3kM*>SOR+=NsO^-d+BFIl6X-&d8Chh8>4qaFAY z0^9?557U}a1lmqPX+Wk4LcLPHqK$)1e6KRSwi56**#&pLw4aCPIsN#H`u{Eap`n-C z64vhS?(LY8k`hRjt4(kEQPbVJ2I;fBi#R7B@;ymA038L6|9ErKmx`J&God;%1#pH5C_2}py3%O=~4C5vlGt(~B`gy{8*XnDH8&Yh$ zV#0CX=D=(c?iG=vqgs*}!_0w*dlZ2SQqum`exxaIprp=fuX1202+rkvce5swUdeXw zQaNBUsOPY-cNig|lwR)b`P^2>V`tcb2)&UgOfAkTUW6$k6Q>s!?es{o4LoJjNSj@^ zdJ*CSqPw!m#r@7f+TCRsQxbOjkK&ENXD-GygBC!nZsLVz25F<;$Lx;PJ^Q4XBA=t5 zp}e|UzQ;qz>T?Ax^xM3;L{bH1l?(1hTXBFYNQ1o-*$_MLk9__@qVY0zDV*K&xl5$B z^5Uy;U*7OC{e;0NGS-LJosz#p%~8MYEuHSY!$KEg@-FO<*omingmY4;pi8Bnj|h*B@Wq+O!XS7S4s?!);v|#!?}D+!Lo~ zzxSGr1D?z}cJ8K&bl`HY)6t0O?p$M{?%0X& zNq4QnohvE3TV_>VFY&tGWb*Z@$Lg#MLsXQ6LC7`x- zeTt0vNQb$6(O&)jmu_*m$4Rj2SGA^*VNQ> zY+FSYXK5lPN%q!Mn5qm$SNm6YMJDm^QqE?L3~8Nky5l6<YEF(CHH&|?`LH+%vJd;l=eESL8*h_L$E?A6DB>l`hhZt+g`Ipb)xYnC z;HH2HM#U7sTXPB989z`fKH+j^uS{BfW9W8cHxnn3lqU6KG4=qjbQaG>H0Kk>k=3>e zcE>{a7Y`mvCGhh-{1#qPgI-70sw{UHZt2TFCY;iSMv@qaU5o&WiU6?F#aK%XE9QSv z6x~1kIQsnWvVw$wk++eTt`n>A_o;lM<&D?>ae93^y!RI??r9>!NK8C`o)n^l>hNydM?Dz8Gimx2;R|T#_-Bk zhlXDa3Z=HZcMM1baSyQlez;wN371GMrD4fv63FTSO;uO&JKV~v89SH%_c#N+UT{Tz zJ_l{Psf~?IJLcK5XWb~&n%H?~JSU{yFZE(k`Zy}A{da@Gn46KY*Ah!ls(AUzLQk4x z*YDrtiQFcWC7K5?=>yp5YVW!ImT$ojx+Rp%XVsj+dyu@tCTV-L*DoQ;Z#T;$4Sq=E z6J_3RF6^%AZq{zj<}TsBeIL;d^0m)T@{G~z3i2g1MDBl+=#Ypv3M{YuBxdUmN1oCr z)m}jHn|V3XJ=xOFmmPp`SqT=jpag85N3-4s@Uf97kiP@|O$fNUH3{H}oT==fL*3T( z+dPe?MFYF)PFKBu5PxjEB)orKWoy|W>H-78>gJ2QB&C?-h9hvJadWKR3Hwj%-#_>B z%qlW3zC5PDX%%}SN&kHqayl_9a{?r|`$sDm+sP0E`wRgf^-}sp0aCK@DnxV_>Q9Q` zAinHyNkh6B#Nx5FH5(Du2n#=W-2LK6QTkj2SiAk#gwrfb$)dAGHFNRrCicZ2rZvA1 zoUK2BMQt|?*EL*}NukQuU6qPya|E>TLCwe2zI+-PWikt(g=f#W&cmlX680Pem>Ldf zX&G#9T5QcPU^(f2eto2OamDa?MBjXN1F$5D{9Y(NP~XEN@)sJ?Q}q}8jneL;MtO6Q-b!f`QX@%gQHrRW zM3dmSPg=vwh^(g(X8Wgjl=w)+4IHf1{$2B$>wD%xX$Xk3#P+#J^v;$>y>sN<^)eCN ziZYs?e?Yp`_F|FP#R*&QCK}C}er#>R(n0Z-9FGG(Sfo&(XaEN>yK$DU2=>7AUnN-E z(9mQ56aO>HYjwbCcsXu)T1m-e$9uiE{sgD~ywuR*ov7u>mpj%}y7=c~;7zRyoSeSv zt#w(vcebkd_-epur2igQ4D-ywWZIVhNfNWp{3^nN_+V|TF*x_|!uM?dEpN7$bI*d~ zx1G_%VZz#TMTVr=mKX8<`#HKqlKU8^Pw0|F9V+$wG3(Y0{WS7T>5KLaGbsOj{qeyR ztFE_rRV5ZJ$07H{Y?g$dSqj5NyNM~x@HhKC>xzrziLi@pyO_S6!+O8d2mUKlekZ_K zz~+Ah{ab`yxImSM4x~V6f-7eZ@4@wD7DZ1dq|eyFXtyo?`Yp9%<+c|?d81uQaZQOp zTW*;X`+UpjoIAbZ*9E5B#43L%@2)lTnC)#7{LZ&s_O&h2r#nuH_`EKtJLK&;Si$OX zcZa{fC!7$m2K%HrN_DXA_>S&b37++V=!W9PGOA@|Pkc`XId)ZygEQkG7*~gQ;Y4b~ zYqU=Q@D|c)EsMkNO{#f^78Hr)=J2Xx6UazE!I!mqJfxj*vJ0-ekzGw&~ zW81IkDFiL8p`p2-pI`67yZiU?0*s=((+-{p3+$s&9=+c$j{@^{i_0IE2LsW7$8VME z--XQA9pz{L%7@$&kbS}#s`T@-4!-fQ_j#Y;{86JK0&wg9qlf%%BeOLd*R`}Hb~&t2 zwxT-2w>p0FPY|!V`VivxkMD_c62n=swzl2^53BQ=+$3S+a1ot@9scdlK7aPnGWny^ z-g%DRB@-KP?EfiMDorpX`BD?A{4|HJi@cEpSTf&JiSu#2(*kf8_y@YYewwKX-T@}Y zT35q6`3su+ENk+ET>=GXwC!#jxKdpcDYopJw91zbF?G>99}r!((ro=$y|6{g53^WP zJI;anIO~>Ss&5uV<=;{F??{}FSF0C~Ai%gK(A6U;0TZNX9ufQ2Oy`&CCFRN4739c0VMW)68@dUe2sf0&!ZXz%5=r~fyq_RpO zmmFoRlE5j1i8KD&79Vqvo;*AIB65tzcb@Gb7!jnmZt(&{XRh=*XE)1cb$jFlVk&&r z2dG0yPr)Y*_yc9+CLI{TQ&D4PJY20l2QgmL=Dd+@FtGHg_0UR#0lOIe?o+La9l3u7ef)5ga`j>dDu!Tu(;6wO!x@mQVh49Rn+-3N8AF~;i) z3rt&s62t0S;|DJPm4bW+gc!O&+V|5ZDxG@-kIvoh6w~{SN;!M zZygt9)O8IjC@N*pEg~f#AYGy$AR!7UF?0>NaAM)hxgtOMwvk# z>F`Ft6yJFkZVH=xT}oKAt+-=P|EV*mREm@mk3K+|YbIjLDJ#jzy6#!DY{u1zyC&X8 z1fqC)3QtJMMsKave1nwU=GrP3Z%ugcEY_Ec^V-8yi)X;8ulDW>@Dlw{07l?nfK-JiZ zd3-3w=>1FW@vrooJIlQ9667H5b~ z@t8j)cPxr*)VixZKe!O-+At&%ma5C^R?V zMj$89G;oLI4zav z2)jGi?3i-gN12tZjCOh+W(>QlAf*x%)-mr*MCc~n~KDNvRdtVM@2g^qJ~a{T!e-M#CBggBGm_vAZAyHMvZ z1!}ZFSUkv5N$g0(EXZ6Z8@&%6WDu)fo}V>9cjLB1r}hfij{ zn<~qt>gtnU_Iu(SBNcFsty{2#`ytvURXMC}eDiApGQs>%ShEYfO`Y#@o?Eqa6?8l& zl6(eigS1s{bBjl-y?p6H^@C?&qJ#t?29%nwIT51f3Qr-FTYL0`V%M_BI|6pUt*qcg zvf3R@s(y@yQ7Xc!pSpyP$V5UO77CM2Grq^^&n*4!@V76&M@Ukb>EJ4v-7XVthIt;f z{9ZFTBO3c@x9okEx)HJ9J=ys7&=@CbxK5$G<<~j5dQ!@mC}dvZ3$=Eh+>%~c{(gFY zLT2ms^e9Q>h)Z+Q#BrA+q7TBdG;Z&^$RcOpMnRcx13f(cl3VA>`sw1lK6|&d?ppY6 zv%@DeCWgXiEzT#XtxXPniay*O(Rj(vAMso6e0?d@$AokQbravw3s&MQYez#--D?cjdhi#H5T}ld@82m24n6XD-$JPH(FqN989?9i- zoxP*S>yIhB+xq4`-d?+*P<6tFmfD*sFK&U+y)L$&O4a7VQ_%SB3iYvnuDPvPINX8!~!Br-q|SHDLD4CZAEY8E`-UK=Q9`3yG1)bEP6QR ze$vJYRZ!k_MaZ69oTfF`f&CAyGmVX@hJ`y>vr^aW6=WT#V&P|#0$SR3&qRpD+1eSm z#S54}$w&W+J??YrA$NMnl)&&5?#CYs)aE2itk`4qxh1y*lm0gC5dJxshw;YNJB_HT zh;HApQ_nvT9<$sfWAS<6sOINlV-nChSC20lxYE(!F3&I8en`qJ^1{+*Y(xtrRNi_B zkMyk#&Qkvx1hhGaDSi&z2URv!@ng%zNwy^+@6qRe;=OK@uquIUWImm}hMD0@VtS?r ze0tp_uRq(03OMJI+ne1Tn3gB&JKz}pZTUnjIK!pubi%Tq&PEIET4h(>YRPG&q3{|n zz@y6BR;}CWRbtbJ0q;z?m9eDzBFf_te$$kdlk{}`!`Gwe2o~<(E5`Hbt>Uyds}rHg zcic!vT~uJilS8Yj8%8kV?@s-rp=F2Bg*Fvs5j!by8CyaE{4>jKAO6#^Zba zYq_3_`R{Q;zpoX)b!~f3`h4#+-1gE1aqv6o&!$$xZjAoBe$1ZNe!gM-3pgA2@HB%a zoLMo^yITt$Q*S)&E<4~=u4VcS*JpNFaozeEP|W=ro1kYV_4fXta7S&RfFL;$s&`0}1nZ7MRLXr($&0 z$!2l^LryO-mB-<%syf(%^b8L+Z{V^}0O2+*j}m}%kxa`AGU%!QSq%x8lvp{nK|Uu& zJ6cO#@7j1U+`EfTxV%8V&^l-NTpSY})K|f$$Q^{)-pcdUmj<>p-+x>FlOIC(i_ojB zv0D{ozK$4NWmWZk{)?nBGFjUqu>3^h7ek?K`O&^~T{F9C*i7tB-k3o9?r52Efyh18 zusB=lw`aq+RPi}yQDtcgZ`ZL$Oz|98j|LS;EtjN~jZ59o1Ney&ajm?uIAQbsHb`y0 zGq|n0J_X^Vy#Iye<7Hhi%?3#>IRjS-xg*;&kXjVppV+7#h0N4vavUbqL(p&@R~4>U zNIORw{u$scfxu0R>!V}j`87$85?-dZItw8=h-{qW#%As-AMhedw-00X35=~f#ez9X zYMX5nH|tY56ss#n7k(;b3T*ASf6h|3x5{d|7JifemYZPnFaJu0PS0d|p1t`~|KrIX zFtbR3`70HDIYGwAcEp5nI0?nk&Do?zE9#=!l-cT>~n~N*>3=x+ZLFZtvrhK1qmy^k|s8p3s z{%{pEvTEaO$ajcgLr$bQ6%vqd^c}sz^nx(xmoRxDpw0{w%!0=EL?(}N;hPd)IQYxzDcscQ0ZAaeysRwEnV{J zY!(e`UDYe|^hqCC7FX5qxP;$kYpFF=oEOKy76kix@(D|%(iio)%?Cx_})32OKa z$r(EQvHB_xA5OZ%wYQV1Fzly@p9gKD8MsG~ZhpwFCyC9Bn!{qu`z|HYR{>0o=4E#w zL#|!bv{_{ij>aZ|>cbMqy2oEC1nRC05|TOEqLjvLZmBC_t7rQCYiy0~3B|I{3O$ul z@tm(#@1Jj0%A|^4t?aX}XB_&i3H!0WWh0L0W|%b`UywZvyL9dI4RRT?nm)tdg0IjU zp(VX`<(J}TE%^o3(Yvz(X-QLa-H?wF8I3vhYVf}2LzrFIN6d<_N0Dx&K&$5<$B6CV zQ1c7J0IGZ&MotTsf>ZsKGiV4Gyw5;@io;6*YZ=gEVg_(QDe69d#jrSLdw#;09-$bP z?xMe;$D&02;KXZliDSTU#;Bg=Fmb>?Q96FbyUggXYc0BNpij* ze|g*4M!nk$h|5Eg5DaQ}`?j1Pp;_uF8#R;f%;qwNabKcj_veC>z>JfTBUT~85{XNK zZV)w_4n2s?T=jZ3%PVH0Gk05I6Jg|OCEB@?ODNV6yvo9bchq z@BH1L3zUj?Rl!DeOQPdi?yM$Ni;R4We!kI=9{2XKYLXK}yHafji+(~e8a{h8clikYqb5meI66JR+;d)oolIeXu-3LU5o ze^$HIIC~5C6nEp7L}U#`jtGgv=a|yLLF0Bkk&G)-R<(!pVVVy-v0LTy*HZi2L$V2? z5*ZLq%Tm5|DLAILveTn3<%dTyC{e8&Ucq8<0Dn&gD^4(cDtnI)U`0(?s9jxM>$@|w z&>ejDmxtmn$V`tv&(^kkekR#XxW@imLpd5^yZr_4R@Q{eXbZO_1{UU0A?w}_oqwww z+_rEiwmvzQI8OZ?dj+u?ri0xY-bw>z+;Qs;ROJ2BGNBYcgHnlcarJe(y0zzB7Fmpk z&QooDU+P@?l1$uid-3yFz+;g-+I0#T!WV|JhlnnJL`gJ%+mkHXYkFJOCuVp*CSv#oCe` z#*TN5Tna``PiD|A4&xzTFFsi1v?QbVj#RvHvZ#wkNdo{#>dwQ&=^Co1yxe0au-b_U zHdo`UrjaKNaC8i0gh)Iz#v9BSVLAM~N!v0RF2u|GTBp$eS^FHk&yBSMpr_{h zSfSis!@Z8SCBgi$$r!#>F(ZwyZLgZHEe{53G>g*JA40uEWdl9Cz%R2$pW(a9Se`#$ zxA3t~{$)eNE$s854ktlid!yeZkwRvW4|F9ikkTz+F;c!h3hGqeai%R-AA3WS4Nq}# z?mo7euDzmS1`E6mc9HFETmc49wCgLSbY_VIYLBPv3KmT~(HV?6-i`10q~fo^k5O&T zcTcy!W|n0S?n8Sk9~SPl;1a)XdWt@%Ws2HjNLXLpq}IAg7TLPZ>x0ANLJEs1L~NW{ z!+4CNi`C(Kygui6X`({y(;j=!s29GQ4d2581%;@I8nUVC@cB?bRhbpbD9guCbl14~ z_a;3)j>y1>ZP|;*b!mt+hlm2CUClqnQNbjoD;0SjO=T);$S(N3=^@O4qqN zO3|UYS9CDypD`Xh9@3H?7|yhu6S-)Xh)_YYtD1E$pC+L;TAyq6@rQH+mx0n8?7hpEv?o zf%nRAl67NLtgwXo(oaYk74-y7r+6+_9zLpdmpi;nGuEfwZeN06|D=K)UPkn*9a63? z3aiCafVTmh-?-o5R5037kdDw$F4MLVQ19N+V3HW3!>42Qm#(XlM>3eY>OGmYl;gHW zg3vwbe11)+ESZ`!@=zbllbwTo=$G3}&bMNZ<=`jx0`&HAzYdT!P+@Bo}sQGWHMGsiFxMF|I}O+lDTPUYA`uRZ;<{H}4@HL!B_@X85; zq7Ugn!w922#vyG^~K39o=wH(#qY z=I&e_o=@SIJVrNwec%_h_k4<VS6)_YrfIvop0LN>J9mx z$Keavrn(GQGtJXlr>k~s*t6~m#{%>(b}OgC)pj0WPCsaLvF7K}j<<*#Pnt%*zQ#%M z7qC8x&EI$dP)jKJ@ll>ys*hDrA5?`I11cU-^QDL!{0+$J4P3#795jX03RJq9RJ&ZV*!o3H~a9@!gQ|0>fD;kS`H?Un+3Py{) zBY31GIt&^uv=~ZJUHo%y4P0cuk=B{$`e(J9_I&HJAuhR0CtCe%XqkjDwQ!SG$7B2n z%D8=sam2_m{)dd~X(fc8MecJfI4o$8V@IAmSL`w-o`LA{Pv7$4!Nz8C3 zP`jsA7kB5VeinFhW8CsticuOHMr_JP!l7Fo*=N~h@x8P*W(7JW^ySdqD5JH9=ncqD zqgJ|vWU@#bdxo~WAdu<|A15=n@~mI%&T{r=wJg-XYH9|#SqCO#cD8dQqex6lQzpW143GD;dh1l-5_WtJHrP#1-3=-9t1Eq-HBG~i zG)c$4K%d3oMv8={`HCX!k!(upk{xYBU)5$5f<+YpPyB6ZZ+e=b2l>Ufu0x*X-eg4Y z9z)x!A&WfPUGSW##_m(v>4+kVjvthnmK~gZgBi$-xmrm{sUHJA>wnPI!xoIm7g6lu z??uYD0yGWI`+;D~e*SINqr#Qn0V?ZTq?6dj^vto)F-*f`^~lIp<2CAZ^Pe4XFnl|t=k zLD4b0>lt+D)2M0^O_8S8rj3RThnKe3 ziSh#uyPZqSXKsWVkhv=&y1Vnl%(hRZNum!kBxo|Q6|ZIrveu_fkhs%X_uiAmG2sjJ znb+hjD0?+6kD;UB0$|cUH`Il1BjaMntyy#X$6p{y*-BcqD<&sg2J9;0Q?^ebY-UAM zI0@lac^2IckfmTe;U6+EkMw@IpZDIvNej2SKD7I_|EKBDaP}Ko)m|u?h*8Z%qUZHd zVFnEwVC43C_6y`l2gi`P`xQJwfcw4Uri!wRg-klAm{{|gt-$CqAbgJX+- z=A&A?-uZ+e@8h}5N=qbsOB_{?$%dl7w+(3?gGtU z`hdl`nQRMtk14d?PM^4~r(izi{c%b>JcEL+xxDd--ozm_FGhPDRx;F`XhM;aoP|e1 zPeUv!rn%7O_Wz4MpGww38y$l*S^z<-DPi(0K65hkg6_T^6@87p zr*-W>&TT*q;DMcucW!+x z1R=(6xlaB9N(VD$@H*MUB4H2TDxw}Fx@N0VUt)k)Awf7>yY-D?)jB6oB1RZfP0Gw>Z7531n}Dc_G^ujv<-yzY_r zJqed_H4s2{|5@v=Z>Ul?busx`WZry`i=F+0mNbUN(_i1#e-RBzfp~;V^IF%V!u(U8 z^B<96=yDDimfLH@#)(KW#cw7wYpDN&Zg@AUWgPn@DU;$m*`G;k`LiE+{CETDlieR& z3NzJGzUV|#-@(Usk5hO_T%u>QX!nwAHV$WI+Mr>|XB{xV8GbHeX6nS=^VEX<@F`bw ztNpol#GbM2zHv{2rywP>w&2@S8UNzzc|7r&S(4OHW_BQ!) zFm8{IU5zB6&id2UO8|rS+ErM}aR!wvNzF{eZc4U}4hEC-iJIGY936s=U7r;)ImRT0 z2A)2<-;?e>4zRj%`2FAgdm%tM!QfUCFUS;`>pT5-eMK+W6h_Cvwt&iEj-Nif&0w54 z0BbRXV6=qPHyXB3tqNT?r^1hhBiwJMjOG_0DIi?~avTD89MgAV;5-4^(>92-pBb69 z^!a#BNcZ`$LV?ka{SCeaAMuR!!EH$S1;Tf-3GfJgQlZiI2a}Xz6_5*F{@~LBDIqsF zzc2~9kKd!4U4_Dbenb5XEG;Q^fB}S~YQpW4Lu1RH^~0Im0ajf+4d`APb7qVc!LEBo z>!#)QPs(tTPnhtaahuaGn@7PAw6N}joOB-s|H-7Q%oQN2TVduxiOS5 z6_P8Vlv0|o+xvV?!-=N~AytJfTp>b_ojvLfPyUQdsKR}s)wdbYQc_hLqHZSTfjDt% zq^Zlxqw-ecV0FG*ZYm@z_9?1;@pvyc47Pi;Lx%IhdORO?5DupwYug{v~GxoJa4IO~O;ouh~jAYoD_-&|V&eGT@(pU|Dw%YeB4~SHN zHl^Wqt1Hzu&AfdWUL-4*HXOzJ!1pE6dCwtFKa7tJWA$@n`j?9$tkXSlV#mZz8XZWm zMaK)W26dxz|BU3j@oqzl2a5^f_Wr~8hC1!#eBOuVR3j2IeBtVnd^%|7rt-8W<0ZcIm*~O* zH5Oyg?nYwU9KcbaU%2-xM7cLS_CWC0^d>&l)mdiMvO!%|dk^W22YxO>qb?uvd6s`X zjR;E+K)D##6Pqfp0y_xgQ-%w;J|+(puR)>wG6T1Bh$t7?4;pJCXRTjw$#bCNYl zDJkOjL=xlBLDXScu{Mmmu*|d0f>O16i)*_gYVP!EBoKPXDW0!~yE1ScgL0&js^C%< zHP>-%d#&xPG5eWWC9XC0rhqiDyankYtZ;pkEEnF4}#EZVE2FFZk^VD{cp9 zP~5Ml=xKV(KtQ*9_DtfAb+~`ThmMgaseZ5|Xgrk1QN-A=s={|%%4qgFe_g@=d0yzAx~aokmoy7DE^A>^012#-cf7R7 z6gY#{q@?(uo~^L{QEOx=s`f&1J=@n3YkbWjG$nDc3;F1zEYz@ll!taIp1ny&FE5Ru za-g66S^5_feY#cqpR)3ryMzzzeu}80!bOm>V*&za`BEl%fk;Mw=j#{AwCmVU>T{3O ze{mj7jOnT=iH&>i)KFx(g+srs;{M1NDaqNKy9fB-8^2pm=fA|}T0XwNCBvCb@S(ox z!(+ir@&Pq!Q2AvK---(p3=x0l!qE1N_2rz{Cq*TR{)bOo>GVpSJ86UZRbs`&U(dCa zv3Oy#SW)ZD%XMQ@IY`aWlI`)$=XS3r+hR8BDrT`iA^cL&7_3>Xr5*JS)P*Y05{E$dN?wPvCL7>E>^pyAKXykKAX;v15nb?gtj%DSxBdc=11Pn zoxyi^*G?jqmKio`)QKb(^_>JW%(VEtJUCu9xmwBJ;C=X7C%3}$MY==s&+B##Her0` z1-G{GbL5YUc)16Id8XWXl_Ni39z6DOj82%phlztf3rfG^)*8gD$U_h!KQA8ah-Oz( z$zkYcR;~Q#5#CKZR1?4p=Lxzz&;=R&>NKw9sXMSR@`bj?XmFM_wdu#qUh0=jigp0pIKYn^T)zU=+w5CC?jzY|DyfuW7RVgG`hg#*r$hnZRQ znXGAkh%aGK;h%k@i91R^%vi5+Ja#h)Bx9NI+snXx-FM;WztBk+emzS#WTIR5n^re< z-%SsaV$t9&5cEJ;{3d8FR53FyZhk?#9{b&fR?RUN%X{@vb1?Mo(0&%|kOn~s88t9_qhywcs=`#j=iFL5Svq3m;Cu^y3Fqjn}rbyaA|s?Re# z`gqe+z!CvY*I#jV*4`_BYLu0!|CY?J{8@r-3GZ_eqKQpOD37gQfk@d-UcYlkLB{O4 z`A6^_ojfvnC*Zo;a0%v0RWeK0I*x60rfdM={e6i@NqfQbeZRJbM486p?(V`{XdiV` zFd{JQHZVg;{`X{l)9tq3Q2o$iW5IOT)?G_ZVZbhb(X z{8<1jt)Ak4s;(6Ff4GI=`Qxy^RDgr$CcX5*>Q0k)3mmAHd;)q)IgedF@c!Ns17aRE z=Sh7w8Y%ybb^B;q;pJRSV)Z_hcPSg09XUJ0QCYTMF#AMXOF)Tp<*5}-q0|`No;>HqN6>B`drQ(4}O!kha&Ab1t z0aNQ&xs;Zw~DOsbv<4!w* zYr_*pT|!ymq-C-CYL#2LFW|;yG`pizBDU1PRL+iW3`|bg0-wGnk#Ka$T1UfJT?<5lvXjg~m9Z`UDz%oh#A2 zdA!I)7hnr675WQQr@fbEo?PHm2BrV3_f9*OUfSjVqOWNc&w&VV=?D}yRi!APJkN_I z4wIQbJ{%&e$1!DJtn&Cy#68|R!jMtnGT+7xydq?*AL1Zg_SP3auD@0#VIX}Bh29u0 zANzuV^_^Pyi?hsFQfu|u&YEG73qJ<$V*>kEw z`8qS{1|R^z=)I-oW0F+r_vd387&m*5Kqeov-9jr9>0bT~zM76AL(i2*K+SFqYICAs z@96g0YEiJ#J2SoXw;;Ozo=?>kndgkJ7^g+2LVCqJ?Eb7}JAk@GJd$fQVHn5!(lgGUDCb8SQ~D+}N#?nOkeywbm~rg`Qn3L%IIn*GZim(w4fj#~ zzFvO7QEC|%HClh*!s>GmCt;cYK3=B3O+ZKcp^(nEerIyAfhH$G$`F3DrmBKOQZ26X zei>)?*$Dxq-~QzHgXXyg^wLq`V#3imLo`ks;)$lR?kmE&XD3Vs^XV+Vr3~T5%`FOC z*NC6?bz`#wc7cv@c;Iaj8!+}*rtl)JjO?uhdEX_Kov4x8n>VjNm;b=StC$^?mm=FaVZxSm%M z8jF7+Z}j!IEek~9ON#0k8|S|eP~`+%!a6?SfHteEyaoeAUC`&o7b|U>^S=P6rG$W> z^wmH^r(3;XDjj5v~jpjfJ5eD5|Xpg$>G$cTZT(jJ3pt~WElRZ+cQzdwpJf8 z8?nS9mv$UR$!m}gZ7K;LY1WM24WJrx8;c;6n_ZsKz;_G3r&3#QE75G9a()ut{N4JB z=(OnSXfO!|_<&Y=uYknYknd*B56wc~6Pm~!Z>sC?#uo#)f5^4kt{iZ^UnfY*PB+Wb zIkPy9NKws3O_-5qLGu{{5EdCLSz+RGy1hr*S%8!VzNDKf(I*~WjPV>hpq$e}(Js-q z9WRSxMf+slr%)oB>Uw|&11BavIQHmeSd7Pf2Vb?reiG)vLhGZ~+nzjL#q|TOLi?N? z%k<5yM&is(8?x{6N+u2wSznw2B|c*;hgkRtO-UeDdN$yW#ru7>B04vyIot|RGUe)? zsqfmM8%IB$1xZ)exGPLq+!Sy8C#cHQIsD7_|5n`XBdI_n+F1zDdQ1L2;wqikV&7tL z@u7cFn(hYI6$j&L6p;!zDnFd7-W8O?&8%Ffq`jeaV_sA_1Or3K)I7Uu0*lG?yaJWz zX^Pz>#z_W8c=@7kLzP!fGlR_ap_``MjXT(UKxif)lbzeu0MP{||Mjic1 zyfgJF!|Z}6_V+npj(!XSmVZ$!F*#qt1~wR|F09KRwM<`@**3GNZ$Y44;9q}t-;A}R zZItc8PqY2ZPb&^y+iWkv+U{sv-LBn)`RVZyke7~9bWAm~FNw(|V=FVf8!Mx(##T(K z++3mQ_4LAYi#KG7iN`Bg6%#bKZg-ocurnsE3dQ&wH5mVyi;=t3t}J#Z%cC+(y+r{U z0C?4vCAXj>NDLDCERwB$E^)(Bp70@ihceJF6#|Irvuo+pehkgy!NUR}64^AY+WGbj zewh?`UGkqR7C&X+(oei-L!-STM;2f&RD#XZ_{-ntmklVKU6e?mV&B_J-0Wo>_7X(%xiu+9Q6SQW6o>;WyP*3uKaT#*4DjoxZ6 zGnXp}igxYq*iUw;x+_P|eJ6%~GBDV9#M=k($AaT`X^)NvDnC=p_U+y$x6_0v%Ux{G zhGh&g#$8+)j5!CDMe%ErV^o$iz$O6qHMGHNu`Uc{E|W$3upAbAcLJivV-=HC-Cs!V zznQqMZ2COR{OhWdnUTcy?_HCa976-PnTQO>@&(_ZM=$H(ABxfpvngh*jo1ZQT81&P zfQssLC(V>g3xhtZVToVnpnh0!7hgkXujEbim5?*U@39-~k^u zf20RdE?Jg;CscYug`lCfIG*qA02sCu&D#L_?Eb!8^e8e2{?Lj50zqDSV66PK{>rT3istZZqbucih~>>7=HD zNg{+Svp4`)=2+5Gs@_x|H)_hEuPV>{#KHe8Wku?x>|8A|<(b6fka^JQ*7sBTT-|QHjY2GC{^F29yku_Mu>`H@IR~fFOM#Zzig}m ze2{Rq&1r?)y0KC;?QUwzGu95j7=nv`F+6{^7W?oa6ZD(5^nAE2S5HjL1E!mET0qZb zZ-4N!``)K2bC7DSEA9d1qkjY3@%5au?Mag7aFW!M2hPX&~hTt>w2(pM>VF z3aH%x{_2d@L58c}k1So)VHAswn`OJ!DZ?&Z08-U*g8YdQjkM@Gf z1Jr`kmc$-0g_JPF-*IktCo1#oCN6bh$&JR8n+_4Enfw7sj$cXjDr6yAGx>nF4<&Bn zdQB%^VJV=ZvIkPjo{XN+F-|_92!zY|E1^xRR?F0h6vY<}YeQZTSB0;KxgwAz<#>H) zHnGlzLh}2HlqODOve9NX_A@~x5H38|TK!^rH=yRZd1op{Q{xS+Nh*`KLrEMu{E4FR ziw?D=B=zTG+Gy$esszx&MBP$+I_pxJt{L7HvwQhze^z_b<1Scgkg&&<@f`jw?M3!> zO>Zer#Zo;x>R%3%dRnB+wU6!`p$l6}oV9jvU?oE2ZLDN-X2sK9uPWBF@DYIP)K;mp zT^f!T(-`$N64*Xq|Q)YNPrq=>STR&ufn3j8Uvqh7!M+y;k0yU?$m ze~N7RJz3_}3J5>&Lihz-l#BXg^*@j}OC_-!swz^~P_xk#axHd=s}k)_@`_4bt`6j_ zd913$*{-@Fnse2JT1`h!NHOnGLJCcmVhSuuRW;}fr+usT1K%;Y5(!xg5c?KJeg;OO z2l^2rm)(H+D^+?#5{BVG3rSt*Nkw*o?&c-(L#~!`gV!r%UEBwlaT0*zTiy?2gLQ}- zFquppTbLW?$9y?tm@HvdAr9BH{BbF-tJ%~yCy%_Yf${LPgAl}g4gAaS{lJk)wDo;SG%ZBUZ!tB^L_Av!lY6-Y=C>Xkj64Yrkh*2d2)o3PgvV zK1krr%3A(U@$M4!B>BI{jk#6-`z)%=r^D{|ltoeL!+y5y~0 z>JP__P{py33{~oIhRPQ_YofEyh(Y59X#@lRDx)@IC z-deZ9mS7@c@N`~foy_;1=tehdgdXmX^J{^Lgyy(Q^*5H4^h>@gPCN0t>Eq(nM4 zbU!bBQfVB<3MBVT;r*wj;}Vd{l4*;k-x9+_itTO6y8apE`3bb({zQ+X z@WmVpWrtk(QCpr4VweYK8I8EMWuJ;Qk<|JN#C8;(k$kvK4+ujTA|8VgJ`S@e+6|H3 zeTA#rmd`w?>2vk`Kp{crTnMkP)u(FkyM-eLs>+4*R8(Ky3Xw9a`cjXUQ|$H-Xw!DH zcKMVkd$6sF@2>a+jS*gbrM190q98Cq;evDc{OX`>OpW zQ%#40hVYCd9X-CwfMfhjM`POOaz!L=d;U}*&yOD-X0JtUYY~!IQjEIJS(Rwg&#J@{ zYCeVqx)tZuhoB{+4U)vcZ<&=_aYr5QX=59%Zkcu6w8aF`Hz ztb0pZQ6~?1Ow|b78^=wjc}Oxy$Q9M{Pvhx-c6&x-rlvl(Lw(yFzaFo4 z4H=NlR{PO{IAjW7j;2Z^?L|KW*Z=l2Sa|ZRv)P0{pzHQjcso#(2wa`xQ_W++Khekk zvHmWEMG3$!Hpn!Rw5IsN%zJ%Dbc1DB`xGbrs-#AK@ND=5^zQ zZL7jR( zA|YfgXd12ltsS(6p(aYh{Oyvlm3*hnMwnFux!MirEE8 z`YqD5x`Dx;p7+$PaG0ptdEg^((Q_)_^=G8ZR!w zBzz^Dzpirlmr(=Nb)MyEeT=CDemdAb1G5oA|1!uzirhaiQN^|IWUL|c7g)IEY`C7G zJOl{7&f#W9D%fv9%jDxcEWaX87o7V?>)%iHhxBZO<&tT4PEN05&BnlH7{EP52#>?s zL!*Ctw|L@T{fzWz%^D>DvA|ns>GzuJ%b6ifN>lElA`!ba3%^@-?=HHE=65tCon0d0 zFe2|Cl$nCr1B?wA=|N}vjhM9=(o*mJ}e?8*(`o z&Ww5hiVOq?^Jb{_8$ucY);G7o2ERu+{KjaQ$24Pu6BdeP&Mb^lcy@7+O=k# zcE9~gqP5f={P1p>w-%WE6rpa&n8#Xq|GQd+_AwC%kPO8hQ3Ds_;pBXch!8iw$My${X zrzCIcI!WOF1N*h+)iMvYGY>OMHiBM`o(Iahb}D6dfVD~z&OX>c!>R);#&;N zNm?R_OHu(GLe%&(m#rZdm*0<}l7KGmK^3Q<{Fo@oCKhH~)MlO$2^y&`k-HDfH%c}R zjvX_+e>34$_1orM{j9$vQLV0y%kzjwf>O}*zDvQ759;MM{fc%ym;d`eqKM`;J% z!F|uMT>>EDzlwjX*6Okuh-knPk4E#x)6Oa>+TM za<>*-l=9tZ`tTVCYw+<2T84C*u^N@p3roO6KhW*$S1TObAlS-i<$H4@@Q$oW#XH-aR_zSI+8MidcBvlJ8l>QU zIoI$VN(4ni<_$7g1jF9KhVC`tR-IC(fV|603Y@X|%!Me>?f1YBIe1+IU|K%3u)r9P)6?m26;!yk$3cR65>IWQQ?U0e z=klTI8v8BUj-4i=|L{8W&;N6JH-32yDzsSTDi z@uP7b3%p6my5Ajvrl1)Nly`u$k(3IYk_w=2Bth3soyZi7&j*}OYb7tjxa5AjnJIeO zx|$0a_<36T!-s|e+!h_rqxi!K>vombzfzrNfcm@S4W1p$5QDYQM{o~QFm<+%_GxA6 z+L}*Hc!<0nr+ZE=Q&(n*h-d8HljM_%Zp5_M+uLu9S`Oi63gL}A6SLKICHXIk{@TRw zI|8cfAQsiMcj!Lm2rb6Yv&)A76JUt0v9P}eCq04#BUux{ACg5uR~!pmW|{2%+kkK9 zhM51hM-@v2lW&(V0A5ZjZbMI*_@Y_RUb~`qU%nOi*uF(0(`exi&Xkr@yw9NARkRR? z?uhiSmG?V8%+8o5msT9^2V{4j<=}Xx-!{?_9eySU-9IMPlqS|FzMOrR`2P4!m!8ot za9y6s`r^4i4kC!si2S5JGp#C|{9&WPXHg-8_O;Dn(HG+kU1hobi|XCgOLc#Imd}@nSuprmyz97uR0#GA+)!lKky!_q2*U~uIpc6)e+<$9uXft? z)5fsyUxYRh`A6g|6gtI6{Ie|K%zlT@u2*akQ~bv7c}5VQ{ZTZ$BH&|!&;z=ucUcD-8u|TLK=9l z{JM^5aLRI>^69W}O=_HUz)LCCvGd6F6b)}4 zfbQGF&v9<%c?2BvB#GSDEr`Ezv$HGx1&xh$$;iTe(vK;{ksn61!Rdm$Nh-fL9O8>5 ze(gN9ni!Ej85|U~iQ${D9vdG=$7?B9JOt*-J1v)^ke}G1B_xioL5NN#9W~~rMn*kQug#pQi-__uD@2)ow0b+~pg4pUxj6bpN+%OQt zRg{{skYJ9gU#8S8NBE1tg(xp72Efl`Sv6Pp+Z5isGi&X2u-|7GQ#VGWz&kcs*D$dV zz?e8UpGOGcYVMqa_-Rg6=W-zLw}XbwsO3vzqi22Ws(T^l^W56v(@kX)G24xw3CF&bbfrjt^s^i3j_78i6!dc%K17Q zDVd$}{=ku)N1lDniJobO!2k!vI}CR~3O0YbkDL&NAd1@$whY&-@7usir?O7I#v5YX z7sd_7&(GAu9Oo7+fi(>2()^rrjA&;7Au?gz=C$2=i%6H5t}oCd{;hoFH5E-q>$ftt zVI0Ot#!}Sv9X(JySl`b_#`5ulsRjIz)U;~Ne#^9me@^njtB=^q?WwIp%}uL^@k;uv zlLY)N&@T9zSUovPu-vWsm|`m7e@@o5i^TkolC|@wb)4f@-vv}wQY$c3whs{kda93F ziz}Rz0yI1W^nLtMOB1MwzL+`j8rLRCMKGjz`CPoQ`K8a%QTj(Xu+P3OO30#NCzp(K zWn!4?3aCudIkD-Ss`jpgf17`bXurVxWriDX5^c}V`|t8UK~j)q5zKadFp=o6czJW> z6!r(k#_9f2!{%x9+YdT#o1rQE8SVq=31(au?Ln80#?G;KFmW5Lc|hdK0SEWbVwu-U z(~T8W5@^piLYrpNXb_g(#J1%bXVM60Z|~^$$sj>TI~uK-Gunga9-=@gn-AxLG)H(-Ji6@UE|rRpM;qYkewoxE_1Nd}C1JQq-*=DIeL`AJmK zfuYa7$)XxXK;)ZwEHdj62I}A){TE`}+w^kD5E%AvUEBxiVj}6?FQH=pIM{`UZ2vge zX=mHz=Io0D-YTKrxL8SAGjqWn&}NY*TC3!>WxTplD8m_svCMvO`FzZeA{IW8JMsay z)y;hro{bLI`R=a=fzzLyZC%Kuzek#w8+~YZw?2J@gn?RHvR!*c1ab*9HpbI9FXIpr zZ(EeHzk8VOlMH`4p|5DGH-Y$IeEf|C?L^PNnOM=gKDu?fal-Y{JJzx14uL z0d)F(L#fXW37>$qK5EV5PfeOy4Lv+?KQBo~yY0wF&($X0q-R?BsT2lJ!WwkK052X? zau0+l7A23T0=BmvZLlr)2Qx0V(I-iuOr?{sp9B=TPs>ZN*?QxX%QBT0e?PMJaw zGmP*=aI;bWa&`4Z>w@ppgqFnClYDDK#3&1_@5-3kr>;M6qswDzV15E{`&JFNVvI`a zpD>DQgPw61=TSdNoNGN_$%TY*(J=2Fpb$=K6eefor^quaS=qZ2(F|bKjHv@_Ak?nXpF>5wjw5@A4M=uW9Y zI)+B18F~nTZ;$%C?{mK2Is750DEq$m-dC=*u9y9xpzD|aw)4PkDkZ=3#ia3Mg`E0V#01nw#2$ETInhY!&21xqS*?Lknjj z4H^jCD+c$$g?#5){zqHmJ#e=Yw2ei-rg4-)U%Ktgof^zczn@D4H8iF`bbYxJlq0*b z1z&f5s6-W3I(z@JgUoBXLm9w#JOxhs56T4)-HTT~}xK!h19Y zseeKN$zf-&TfWR#3R$%+0c{J6h2QM!d}1RwFB&`^bsGW_m%(5~fqTv!5l$`k!kTIa z;)Ml*pDSXlu2|3BVU8Q3q|WZF`ZD_Cr||Jl%UYx{$juv}3{MPY!mlj(ow+8{l{ z5t$GMLwK#ti;O@V(xkpqT(6#fcL>;eK8JdDKv#4eDsxyUB`Q#ND^r}5Z?=Z8t#L7; z9;A0Z$7f!#DN8rA1tkg()1>lwaYvl_!UKm)Fr)DJQWH-1@J!2AZB%}-_7aRi?!9UV zP?+F&zY;3TAJ?n#9BPyHPCm>uZzLxL^Oc1<^)!Z39xAe+si$aEvK#aSIal9*Tge z0L4GG(Q2qD2-q@6)Gt-I`WZxpspki=0*owF^yd$)_r(t3*^uY#$TwG~LZ(!VxZ59U zBkdguhIG#AoO~)uhYzzyNoQ7vZ#}8S2`%>8U%$PEMb|R%;X;)0bd_)712@!k z3BohKo-o!?%gjM70>SfqEjk^#W*iOh$^w?qYhqyUl;QA$wT_9k%-CMaw8mpT3NDp0?2e5yd@D=l-e%1L>hv z!6ve}{E<VIs+zhovuw-x1Af_UJil$JrA0X1ZgoB2(_$Il9;>f#) z_n8+KFZ8L@dB?=IXcKFbBiC>TK7Htvdo;^dUfrjHVvp%QD~@z6eXU1#N6qr>bs$y6 zv}N(^dOL(NY9&SLQ8Cr?o+|KSK=}%^_j>`aZ&k0Nr*Rk*AS2njJ$NtOMGM!>rsWfd zFDc6ttfjv4(Uc@815Gi;jme_bvK8k9q@-+80IQ^!X!EE(#0XBSx_RZn!jLkojT}Fs zH{8zYb0cu6wg&n#>}}8c(WgpFx&a12q$$vAZ9v44s(0FL*hdeNw+qxN(3SuDF4y)> zA-6s8o=v+xR|P6i7`{@W@Ow)Z#CUL$bZ@IbP#a>$f7v{=*X$%LC z@Pkn7w`h@z70a;=ml)>XT46T##az9z9wB0J7XM=3m|-8}Z^uj(rnC%eU$FJyZpiIL zOZ&ANGq`_&CyZ%@PTAa2GwC%_fr9ooFyY48)M+sRa|H;udZ`MZUUDhq6k(RQ%Q*{D zkZa0`PPp-M3`xDcjq?nMA(}X0rOcJ8v%ghxLRTh>GKu4?THTFq_$>i`pejt(dPFNe zY06MkQ9z&nS=5;Syd4VYi1j@811YdTvb{MY%w?u`j5`totm{W=H-(p%bm1Tfy6kT8 z7DO+2gpcHA%`-Y`(>LU^T|=$VD_&DtNh%Wl7^)~8<>#h-AP5Cz9}NAb|H!J4^F*O z?|{fnNT1Iu z4XNdBcm}YhhlJ=fTCYKff{poIWspQ?Qtd#cuP-*Dc26}vL_4PHf6JfQnyj+`QR=BN z6V?R}xxJV3@$~(t&vfArB`kwZ4GjjFepvcU>>EMrgqUZjk)a=N9FU>vssh zKh5tq5)2@(27axzMc36@_SNKTcz9wUp$HIzP!2Q>Sls8!+_2B`%V)(UynMuAhiP<6 z98@!X@IceHG6G4>>UjR#ee`)>>UP;?dQHB@jvh4*h@D<6hC8)((ijh)*34el!& z(Sq3xyG-_IeTM*;=)T9$=mG^*3s&bRh$>dRqxyVTE^&>8A3{gpJit$7<^cxxhHo6L#GU%KQvUG{_RM><5}+)*`lGxTws zA&mtxK^TPdh5C~T5kSXlnGz<`0Q+WW{w@E5qpPd-)ZHJ$FWffuvkg z5STE?3?>)&2O=vqzPUe$ZTvVUS~B!$OWd`F=K;SEUg(=vtE=acFH7Gvi=e&$WO*hcQjL}S zxJH1S3nscMpPy)hoW$j{uWp>otj4b~AEtQQ7$ANbWr3g_1sjk#a?%Xx64ck92XNK7 z3F*}H#fyglGZNiV8Mh_(i|>Gx|Gl8|RKQJ4;F^>^h;d(oh^C%$iu=dQ)v}k)dUQM0 zgM_?h$1dSn65u=lIGO#c-4U>TSfbfMdQWNDaJwTPz*=N$O+t53z7PAhqb`BAP@O;n zELoAX;>k$zt@oYn`GjO%%vT+L=mxnY0q~8Etu!!NpIUEblggMIpaq6l3GAVOlBv!F zgP!*I-_g|p%7ofp@aNVeUj(!}w>5pYd?a>fuYiQ`?SjQ^QlGg{<%ctiUnX+gMlY58v3q}cF5STdfxa6G73n1L$0 z8Sl>?lSIc5et}i`yka2;kM5T6?;0S$8?A1fyQI9bE;nc%nsxOdY8JwOiwut~_dlZS zI--WKh9cgoJh4*eN|-@ky$pIYJ;2_vxea9!qoyiE9qi>mQ@*AJb~P2{B>8kpl#63) zRh2V8c}+rYBzl(`Jjf=|E$S@PP3^5zAihx~_2gYEv={?pU(KF9n zyF|og_g<}Aj@oY1Jc4^ZVfOKUxG^8qwS#t0DmBmJ3 zyYJaJs<4C^Xz_Tky$A!uPoJe5VpnDaib@T`^M}u)K+25d8g*B1F)nQ>yJM%Ps00I` z6@YWfoE5Ev+;T2?IU1qxl1;~^sc+(nw`L4w$ZDw425!lR-=$@>J-q?O8b#i!n5Z^fQr;|hEHw{K~yhGcEXJ3 zb+o>1H1Qu>>=MOm_9qku@$kEfJR4M3DtQA&BmD7($miJ4r0u$Tw$V9pQPDFswun-;(G4C6i%|=6QT;eeJ^CfQ}a%5Hr_?>1D00V{FI= zX;I-;?b;9`6gp(;1)2?|@go2Umxyq3_J1`RkXzlWkM~)i!vB>hGj#LF5s_%;j(7~G zSrEpP5@3J1QCYkM2*nBA`2^uWTMg6&u-Jp;YqjRvnaT5Fi8L^3(L{bgy))20J}Z zPH8$vx#JkT{C0Vg3flhM5uH5Ei|d-BI@?!g>oLPqc`|;~^cu8{n#X26DN$5puwuD6 zckS2Qa;hM}NT67;1r@e9M|}QpA~KQ4Knm3YwEVX71{Z4d@oijuc=>N` ziG2kcEmViLmN8j>Jh83${{VF-ue$!y$IP!9){z)1*Bo0ieW|zu0n9!-jCEkAdlE!+ zuBytpuz(-Xcr4(C9Za5ZegK;XZxj^xW`SN>ZDKO(+sdH-wCbE5y{;S_Fcr1D@A*9x ziJIkJVDgg+%i4T!ejM4ik2$BB*(|H7N^+P53MN32WI{U`Wh>zsYj7A9j}y-tgE0NUo8{K}-{eAc-{U4Q^n5OHph zd8vZ&x5Rid?5jZi;)4-<1CgYUvTC{p+B{EU;JaqLpQ16}s*)0;#QZ?HB9NOWbp)}l zgm{yZ+v!diCS(W-b4!*0$(oJ$S*TJZ_n2vG3tNv?6jyjRm@EmndJdLwB~gK%8%vgD zcc2>|h9E#G<0>eGWdG*fVG}thXIAREUg5>&))ELl&&b1y{vSt2oW!J4vKUrkIp?JP zuU_bVPJn7|&BF?HvM%ZZ`XI3kOx5@^;!eH0je8&Yq>ls``V8tlN{JL*gV)q3=MG#* z90>zb22q7Rm+hze_j8%$K<0&TdGdkMO9pg8Rt*PWpVuUU0EmA@0uvN`rZd6#8?Qs( zic0+h_xf}5r*k&rwmmC!8VIC+OAlXLaGH7airlnuO0lMK7| z{dGA%`hk*<-+Kq!8Ewxg>H#F&dg%lNb%3MjoTpTpN&_oXt)wh?nKe=}{SH{~4hWz# zK}4HgzH$}Q_;RNlUo1#V%?n{-vRb>p+Ns1+GMI)hb9V0K-q6XQbDu$@|{KTj)T;uULQ$vK)PH4kiPu8Te`S}V}(96E>7N(OM)Fi zmoE6s7gN;x*lYwYy!jhw3I1Wz{RzR|RTOU?*4f-NYzWD*r*0U|AFpWPBL`6H#HdT4 zg#)<9|JCCG2;AbiOES2Z#bjJ3ejJ29wSLB$7Q^3moxU~IAz`#a^p=T)f?J0cYV`Rk zgnWkYM``8oY(KJl6EI1V;qQuRG8JpeQIk(Vs&!1*Iwc4(;YOE^hbDer7WexMH|u#c zy;R?S50a;6Z4~=!Q@U6qA<~gX!fA#Zh_C^Fc~JCT4KV#?`x6b3MMLC3S!t+Q>2tNH zI{!)0nnioC1mJEWNWgz+CxUM+eSL$EYIubu07rmQ+oD%RyG4h7Y3_5uGdNXBh?;-? z$03TKdI*taJFB}S{&uziKFajs(OZPa^Cm|ZYdPC1YvGcvVI+>C2bSR}6*SBZKIv!i zOG}uyxJBl#FkKmFXsk`0$!S$C#gXcqe0CijG#RqIR zM9>`udN7PZ?%p+b7QPVi>N^m|v?I`%8JkV~48#3cGfw1bz7;?6@o1A=ewrFD&?#sSSUiL=AikrD+ z2AetiqpRvXfeI3wWWnMYP|H#$O@Y0=4g@bw*UK50=-|r*_t(XqahDJJ5+x0dhtl_xw$8CIo8VI0WE5yl9^53* z`;W}kQarS#-Bkp#oo4L+>(H3D&RA2@+6X9X04@@*?iT2>!pB}&lRoeEOlox08tZ9R zlEK}ngv2Wyt_V$k6gBipllWCI5>--i3Sc z3RI1;qbR4J0IG0vp>7v51E~Sv>^*eDpW~0_`*+ZA(-Sn$_9rwZWaVZ>uzG}`S&Y)y zd<$$<(=?Dn_z+g>iRqu}6{#LnCt*Y=ucrhIDh!a4N@;@ zd0{Wj?JlDp4F*PjQWsWuX(8M( zuMxt6n5xx~_Co_<9burnjgb%+AD=mD1kyJhfp}i?L*(ZxC!=75Krag}N0kx`hIBmq zaoJc*gty1F$O<@8Slz*BD>)D-?(zh+2ZmAx1)@zKlQK1*;yi7Py+_lFD&>V zLvERvrO>oBRo-?E(9Pcb`911%lE0Z|07|9tT>`=fU}^%;sB2r2beWHnvcIaQE1}@8qS?S;45a<9V6_+N473eb+H7|l z&Z~le0_+$SG;j^~s)2{~c3eDABQdXx9j!pYXSSnH!?V(8IB9S0bhEVv*C+EkiT_3R zR%Eclh8)U%ipz9)9cWNii=g&LeLgl0E|F?a;w4gl+ip#i^_m&SlwYOcy=QDOT6$NP zXK7D5to*iA4eg+~6(69E^d7Wj$BF*M=C|~;~`B)N-ZRQXVm67wS zF|LI@hYqYC<#LP_q#_-i1f~(YLTS`ofHz)!rI~0uHC7 z3-kk^M&^*@Rzfl^Gz{L<+|rZqa3CHXPDy0jMa?AVj)YUN9)lJiM5QYmfg9VnuxD}< zM+G|>f3S@9zc@8g@i#hx%=`l~_?tgsVb(Om*WXqHD0AL~5fIcN66eFJiSAaEnf?tW zQvY2lrT6$((J@9FZim=7m-(M=A z?(t2)B3jWfn6atw>5xC*jXqvhp39+c05CzBE^hvtdz&YJs;sGjg)CHc$AEq>IP~Z^ zEI$4(EBvlfDNlC8zD&`s8Xcxc?ncfF6Ma`whYzyUQC|C%@o4i5~kd@KHsm(2QlP(zo`h@Debqt@EDM zqgiCkmP`4G4(48~^22Ph(9RRWw2{{Kl3^tv=+~d&MH-lYC3U-yFt#z9HmB| zZT6bKzhUXNMo}~{%dq8cDYpIl=ze6*yD%_* zWfvZ@CU#W#UVm-oB%DCSw)`UaZXRumg83?-QU_w5w{Pk@>|CU53N-+rLc^rQSv|O^ zR$i2+E)oT@Cgh;{rFgi;4N|ALmQOTPxI3r?y%X_z82nK5yoI8C0;>;r&Dj4UU*s+y z(F>w2*RvstG7Zq)t*TUA0+n}F|szlH9xCdwK^mLt-dY>29}W!?a`tCI@UDj8>!`YmeI4ZR)9!0N9S#`Mx6f zB<7XX{6b8i6zx#sSIZki5>7y7BYY#CF%au*A);nxpg*`}hsXik!5fQt2xFg9qM}H~ z9JDFW!~sI>AkN9YD|Z7f1h!nR=_wNk8q>^D!dShn;qQw{`&5J=8R`cHK&}T?RXyDb zupq&_YNq8A+TADsc?M}g%w<4t9fRHnl%v5=wF%j-sHRJxEI$uClh<ypWp2a>O!sL z;1_`Vt%1&k z6N(tSySoKXtJpOQw<^v?X6CQ@%w9e4Lerfu`1VMiFP*0toDLf-j+>`vYjN!Sh)Y%>P|SAhI&!vBP)Xy^wpT^CAt5T5xyJwA-28#g{@l zW0hi1+Atv6sMQ6QN|Q-cbycd-Ir z!#*{RCqy3q+B9#o(-&u*l5<68!wp@3=1}cx`o^9g8=SLae}SDLXO2Wq&J>bzel0fq zia%O3I5Ry%`JUKX+1MP^o5L5o4bC1m9ELP}OFu33C4KF?YkNj;=gys9LFZd^hw{EF zTvOZDzrpmCqu;O-q^{Z93iliq`B(>a9GoYDy2+4bk$cUUyI~Ero9+H8^>gGnz;JdU zqsBn}8n0d+=sImfVzc4Q5z|c(i$(nRfcO&zLu9|`9R!LA5QbIHM9~O;x&#W7V#T=D2L?rryY&r0fJrFe|D-SU>#YCwn5l%5Q9`+4 z9}6f^pK$$F1q{2vxtOBYF$e18fNwvN%;UE;Q}>>uyqzXr}eC@0A6yqLb;(cK>uXc>3{fo$l& zbwWat65K`r`FHrddvjSb(D|m=davmS{;KlbB09Ucu(0rJ@5T9E8d|U3 zE3vJuO|P4poP4&pgSKYn;qQCfdiK{KW2nu3X*O&=U7OT_dm4Hg=1*O}Jz0nSOZ!~v zp=w0`^-mkr@4ZFCh`q&Rz$Nr{s+>aMc zso@?SO`E5-0t`TsRJ$;sV3+~Wg8<&kN+5Ik)HbN4bW2|ty(x-UMv_~1;=9_$RDZN{ z+t1g()2cTpDXA08vs7Z<) z%T3Lg0ON>`zQco0!{2f(>Vj?wV8l16BA(4!2I5Khv6!#U<0*>J3R9*p)zd!G3C+S?ab zgs#PppHA;Lb2Hv(nNH6iX1icdeW%0T0JWpBR=9*R^+xlJ(|LAEj4K{=*px`R#GDq# zug6Snww_fcV>YH7khr$zy8=gg6Y>Y0fB!ytJ)+Jeecfg3)ZU9__CB2`ww3r3%-9%) zl4^NkqHd>4@FIa|f%1tnfU*b;HR7@!$$8EUWy?-wSU3SXT&<|Qvu`9t5?dwS~UtTjTa=be@h5)heoilv* z%e09c_TWDch!yb{4w&E(7^VcJ5C`DG8Dg@f#F;IlXJ2i76=H+ExEz2>eZw;PW(QA% zLR>9M=(6|R5L}lb=E`N3-{S7s| z!h7FuGGB*tXHDb1k0ypaX5G3Iq_K?IJl}DMO)<82poFQGjR?s_LFAz~E(?d{bH>N# zPYObeKKG^RQb71GU!lje1 zwpVw!N-^cKMl4oU4$Q*Li|p5pF&T&n%&$+gY}aNx=){}1GhTCtx-CvHci?)@j~OCv zl@7lHaqN)AYar)sF!p1iRLXN?(QJ*-OzjUS77= z*~AWF_Bo38b?+NZ_c^x23uv~kNf&Gxtv^6ic#v$el}H{$dzXOYF=gVr&U|9bHGaQl z3VGUZC18sxnTEQqrVwnV{-1}5hd|+~XuYz(F$ z-%0r;>=s>O^dX|Bsu$Ty8cQwi)Lr;C7N;(TN_=FL{Br3x7A3>BOX> z#?)6Al81q)G&91U0irTiHmD~&cDii8a_Xdoy!&W0-nJ!aioyZu;yK0H@WK^;oUUdn zOUyxQt2!Km#AlN-L#Hn!A(RL4>HgYOPk6`gJ(?2=HC5{8lVMxU>c=;_AQ?hP0^R zKtBm!=~M~5d^XkYCjy?@)gq4Fz6PJP^!lQ%b9?6tqmCBO0s*#9cxfA8L)yT&(S~iE zzQNGj?OkVS8p8mb+~j(cD|tXmycIBWObcf*EW?(g@^EDQmY^C?dLTlTem3SQETW5T zM);nrzXZ5}?8dhKV63M2+YHrktoYJ+@xZ|b<*k_5*Kg3@Lsfz5b6~I!+69y-f34E# z{-}?dueY|$xGx{zB9?8N(0%wq9**WM!ND;f;qV)5Dz6ALa$(cFEK4Jh%COgjK4Y zEZF!Ifq8x)xSga0M-7Sbme}$m+6uGv^2cUWI3k+|o%?pD zU3@9rMGJRR8UNUU&a<&U9tLY7P#cqUuDd>UI>_8aO)n@&E5%4m8jagEE0a z{KDS=YmKY`AT;SbevEB6h+;ani)#dXK=$R@j$v*gXQdq*R;09dT>R$oNK+mPnU+BvzMq6f5(^v3m8-XDp>0bC*3Z5NKL~!=T3{o zuOyornE#ec0)r%gWD*(aYL6y^#Ch=@5FBGRYi3XqXIp&fV!UmRj#Qvy0F<7A0{h#w zRqu*!a?ciH6;zo8W8C|ch?kxbFRD^LX?M4$UgEpm-PyT*SpIc5hawk{Q1bjPU=`E8 z3(N{VDB`FfXTAC;_B)F}GHc-oHO+%LXzx)hY4}>nKqv+K;&XeKune4US0(cIBlDB# zCEcK*M3aJDSP*70=^ZyhIX}dAo3_@x`Ky~$i-%e`aFX1J8{3_{w+!5W;`JGz)&s7- z2qisoG-np}Ho0cZVIW!24rQ1da?8dfknTPx^}{Aw_1j&Pxy)Ddh%bTh&a^sm!k|k> zFGoica&-My$gEX7*N?+VyY|;wR2yPr6`+k$+8Eblr{bc

        btxZBY6~~@Z!a8HkbGN zyVu-+e2werui4qVjfF+NbNB|cbf=lVt$Av>mFW7DLr-5c+WyD4sOe#pa9;J=39dCX-y%z}x0KxbeHlob+a zdM9d+>#PO8{j5$RnsO}_PDY`eOCt^XT>)9Z?1M7lL7*9kJ?tQRrQPhJwxZ%?Cx;^z z9d#&BF{uP~7BD1t%#=2XO)bQlOKkL=Dk!v2a4jj5uJ6lMrfn2~Vhs>d1-x=Q7oU(t z$U7duUltyni(0uTaWbZ0OQ-jjPxE^K<%;-&VV7p00Okllu1II_-vh0nF%r8g%5os3 zv@@(i0!3}WS;j=f9v&?6N4I|M50(uDgR?SfgVvzf^1?%cJTh@j2G{Nr7GEt!Rz3lMM|Pk8~ z^W7*auBz(nkUX=;e%qV7m3NZwV)J+Vz8FUVtg(AnlMWJj`>UrXzC^y;TxJN}BO3a| zqoegTkp3T)(` zrucJYH4<~U1|z-QE{f#)hAugA{yhUM@yV4 zh*ezdyC?JtI5kIglv&&4H&jAeE+vWBN02u@^S^T4#DS-xijg-lv0lL-edfqGf%%0; zbWgVD@k6xcFtGw=@WpwWEyl?^#_Q+FpvA-dS1~e)DVeoAJ6dtS^mQ0I3zDQHoDqDa zY3#T6poW9( z{Vib|&6&7utv|TXCpnBr+juhPg(}CR@4I|?0o@cilUb~wU&p}8X|=bO(~V*im?FJ! z;X>n(y7OJ7=*{|*P1y>Y$gHUvSA(r$BJn-te(N~X702|G6s)m`edP?kIdXX%{0hA& zPNj@{^y|<>h_{oE%b2k{db3KVdND3(Lc&>O4&n5`cRJ6wLCg+9rQbWj{IJS0Al~e@ zQ*~rs;IFf#90=wA(Kt}cf~(RyZRUOhJMqO$a2OJRxt-$gs+Hhzy&@4IqkPOWj- zhBJJXN|CJG%Gwrhd3MEwzEWs-)Tt#HM=dRKNl5y{(|FYa4{ASF#M@aQ-CnXYQC;u0wpuahKi$D>UG^6fZAzfy? z8{Ev;bk?tKI6vJw@&&w@3tx1Gug+t?zKN=%V){5om` zMQy6ur!%LyNKxnY?~R{{DTp$A&DaM*XhcZ{QFH9vL>sR=g)yEVcXtW#o+qNJ=2^M* z%9yh1)fa6fJL4Xk%kPkkyj_c_nz_iM;add6g_d86EQMxMcZO=-Cl%V@vr})e#dVS7 ztUP<8-!@of`CH{JiiAw1J-+8rUG`rVv8S&)*pyA!6<^^+!*nqp8*Jl8Z- zMQD~YN!dKKANS$=E`P!|megLbs7|sywq!vO5_!wLVQYo^BYd%=e7E-$ z-B+i^`4JrQiu4$F^M{>9{pi?^l6I-rv^un&UJv!BpSz>tIwNf9P|KJ&Z_h#e|Lw6v zMC7oKwfX~Y_uVrpGLbX8qs3y7fGbvHnJ*?X-5LeO8!ucyrZKv@XssH}#vStXD`FLv-UgfS^u)rZ7dEfH)mABwlF;Qs8Y%GfSn3l8) zdZxPEwP#a9cNLpjK1|k>7rNUWt(sVSk3QY1JK8w(;dt#Ep9oT*0Mi3F3WlC)*flTR zyLt8R+8Y(z#0KK)8BZh5d1!q^QLPvv2_YZdutd4Lz4kpgmsPwoS>X|(FJ6kC)T)7v zdAO`z9XYd?n zVV%!Osp_frDEg(kZ@C~2Sgf7ECHuc?zR)vNGtG2**fAg@$woj}?{YGby&(cAk4T+Ao>290vQuJVFUTUz&0V>-%*Cx}z{#57hdp^GU$T=$uJ zgL8Mge$X6=mp5OG@K9nhQ}@NLZWrHA=$}=ZE$E@6ZK|Ff7oA5-%VeML`eq5%9g1hjq+?R~MQ}0|_3#l^O@}a5g1O?Az;)^l;&6hr zQl|CseY9|_vJBs6V0GIcy6>mR^;Di=7x9i`U$-eq>%T?0BP?mr}u`>~nvSAcxM~qS5+8e=a*D z##XoRv_bgOn3huJcu&^jqRo+ao8#3Ua(-V|-eNp(jV6wUZV@m&Tz!W-JWIry*l9V_ zc?)YT!+Y7yXas5^JJTd%kv+CKc-uttPT0>;CC>Y>O^@q0??@qqCUQmh{(2@2JzVHk#WoM8L!N~tM74jNnp@}^18)wdUjb#nr^lj*B_X% z;45{!cRDQ}*K(T^|T|V>r3YNYpej#{`4( zgG<_BK1FZzBcc;i?maf>KLtVNCH)A>Q{EHvOngP`iEp`BWR#ck&|T)S=ll^3PA#o0 zo4j4ofZrpq$P11kkEpSqu^%i#ULqND#i67@mtz8(KM_a}v=54SiKxUqnpDp%tJ?@B zG<671J6VVX_fcp$hHLqyfUOf-+<@{uxG6qW4#^Iirrj!H_c+^W1u6OxoDn#LdZa#v z0i3A9(P8q;>8KAQuF}KfVn@yf-`bduQcr)qprciPu(aHxr6Js*^38Z9m}H=7(EhZu zt8Eo($pMx*`DdBKZH0T-{r&y%$hkPw1W9A6VONimH~ykFvD40y>dYq=H~a=S{gS>; zxhX3UwEEbTJ6BxrP*{dWv58d@Gv1WfnZhNsC?wqx7(Fo~_{CUCRye#yx+qmp622Q3 zY^^f^j1E54DLDL^9Q?G;L$XV-_n=w2!KS*_dIE(|QrPjFYyB!#4kGwYV|lI=@)2Zi z_-FIG8g6F@np^wfSxy$*^r+}h^y$oLg}#h%{*7B8to`^hq-B*xwv*hI;QkxWDfpb_ zRSfeb_iPC+@G!4eTZ^jyKGucTZwlk2pHX>HDw>g4?GP*8p^`NlrrycR&lW>vD>=)d z=&r`#9k#dFnn!B~`0F2um6y27Y^y8v(x-#-U6+~1YAYoYBMTi&j64|V|Bk7#HV*pmC!9{K8y*D|DcjLg3?c<-eDqJFHXFzzd( zrLV05jpAcY!V_oa#NlsR8uWc`-l(KY9#vd9R3l|jRJ8!sZu$9bE1P^n_iHg1O-Bud z`g`8-YgA1q1CRH}`QLXT?t#U3gkH$ruH+t!J57V}2m6&?BV%o0>4`DKb9piaP7?t= z^B0!*S8Ic_9sYQ~dyj1mlad&Z>dL3TdijN?C_z~gRsQjqL&47oC@H#?U{nJuxVg;C zS^tMo9h#zKO{uVDq?g5p2UiNZu9OsLHt3(8Cn8TodBk#NXhbs?z=#uB(?y|y!*PyO zif$Ily_E_X>r`^u7)BZ~lF`-juWS4S6VZGH*j=S~x7NC)MPDg+>)|?`BJ1qFg}1pn z@KFLAv(s-KQhz`BKK*}!pbL0bsDTrK2cwTT;F`xq;Ng<4iMU(o6dBy^2Y<|^;|4QI zniveijdi3>l{Jg)7Txh^&uwzI)=AdjRMnKv1lRnHM1(+rmNIb)$a3UNQ!T-c56=#@ zzAejmDxI&>5@6{7?A+XI&8xWc0oN_dt@CR5KmFr~qKXTmi+fUVOPHHI{kO}K-sp2$ zY_X$-CR~l4)-mKgakKqmv{C?UETux$VlfBE%-lKFhT&GbBB{^2Z-mmB>u4CRrh_OI z?}$-0u2bGv^_wj_O*e6K$Q1mRv-NfGG7@elrcj>hI|~Gvou;vmx?^Kk^?%0z4B^HP zD6g&Bge|AR^Y;(yH7iDYehklImV=RIqZ%Iq*_qu}R(U@S;z?ukI4@>Pe?5h7A zmy2;1oBmY3mlPIl4N=#5AS#xbp9%3Aouj1yOVOJ)kvv^L7i~S1w(FHZ??)iJJ zAE`4gs|n2x`}rM~RrGMgm)|!1Zi7tw^IifUxRvFHtS4^U z+hqDvfr80uF?}P)pZCtfy1Oa$3!bTsPmqHJHU9W-aHG7$oKpy5lNj7jBA=R?hY(e1 z*IWw|74-948EbYG#o34B;Mv54ZX`SIACN!q6QHw8-T4p2@vi2a^+|V=@-0uq;_vUq zA1{JvBhahFs#8c+WQirlwJZ;o5yvUCOm2Bgq zN%PavF03OJ|J9?iAu9X{qz0e_1hv`1hPfMFtJj>d4n61f_5b8sLsf|idift9Nwv%` zZMsKRmaPa^zL?^FKniy)QiE&57KQ9IMnR~re_JcYrYSiz57++~5O*_ZDni4GOEv@;y~FC+B`uBaFD z#dil%wRfX+4{Lwvdw&egVxYitq538QotW839@ZYl)hQWvPlNE?MZ)>1)ca78PmlQz zr9i+x0c^^BnRaaX?2A`XTytw&Tc?74SjN0>bAApy4A}eEQ0a~v*mnv(8pU{Katnvw z{3j0}Q=2B2m5$DC$-O->LpCU`qZ#jWGUkd!m(G3!n&uM;@N;e{2&Ohw3nK!p@5_S&$ z9WEAi{e1^d?-KsAnvZzYk}*TTtuGd5J)3(CqH|CKY+UOH`D{6pxTA$~M;{}5ojO?u z53rg;XZ0#HRB}p`W65JBuK&HXAn1z5nxo+b@ z^Y+C;5rX@rkQoa2+J+H!FI0`X)&E(?Yc{)OrzfE5K>F-gjMDRv|CD;-xS$2!*``27 zicJOy(}LOm@nK&}rAcQGG zNDzTQh#?FKfk5Ex8!gf9>b2hLUT?i0@7;CR3b`crp0m&1-`?MM&H?bx8(Bre6~Om_ zQ>bU`RIyhkt&8U0m^xD?j<7R%!pq^vV zw;BgZxC2*@#>ZM{QM^xqFT6TajGccltCeQx2q`>#rwO=#%UuJvSRk9wJzEd|vr0-u z_g)vSfd^bR{wL0Y^1 zRrti45UF!Q$dr!TE z0La^47Nb|f=92r0jRBljQGT(M6I%gAmFw2y{6i$=)!;%-VU%N8)A;VnOpqF)?&{W1DT!#cZ&)v|EUi`|Bw#lZCdF(`KEZXpyOxDUlM0wjGG zsio)wRb!aeAaG*~ibE#8^Fz96skF%AB?`<-j~y;X9|2@%4ZKWU`TcWH!1oLY&hAaL z=N>i##s-jFRximnAThMZDTzjdfmPayC0e}V$!@UD;c5;&F+R#G6yaN z8r|B7&>xfQp4Y0*%6~;h%@S9ze^pBTX+B>r zm3lO1#ON{BXS-Aeu?AC6ooNi7JT<&Bm}}?dh3|aekev`Vux;a}O?zjA@JQy;MKjoe z#>u;(i09QX{PO38wH-nfrov`nvI+m~GjZRQ@;r&=y5Yi-iJ7YI?rvuyv9$Eu!n|lG zyyxZ1t6JLHNk?-B$1m_O3sV?ugA>ELJQBtoORZ$!k`(Mm-u`}BNUIS!(ZeR2x{Ey$ zbYzcFW?ES#t*n5)SqjC<)OvrK?f$fMj{ECt*8<@mP&LG1f5?{iX@3@nEw@TI)&88Y ziJ!;pwmZ@+-x1MU+ib1s`Oa9kCofutzsuMHdDW$9V#{v#4b>yxkRn=lWb3|597x`)AJ8AC zv5vmb)f{0bpa-KUoZeZ6puMFQxBL`W ztf`dF*prZjdxd!X5k*DC5fB9mN zeloGjNH4RfwIN?~#47d<*h^!i&sg`m)f%E-yW1&GWA%dM42uF0IW7|iwijDe`<^u?%J9!42F+ft{>iX;Ofqys0%uivNwcQ62wy~YtPJ9`YWL0@HSMoSB6(4j z=-~qTalM3o%|i70*MW1>zLG0f7G!6;wazZRbaBZg0}2OP#++BNj`333`NuQ=Xq|Ou z_8qn(n9W8%+=)O4R9?27wy*AfX`%{D;xS=HC#~H+hI?hSZivnBTI$;>f48gR<4xQ$vYPIZq3N(XeXf5o}hHF zMrkZEwpl`Ppu_tUn2tGp1lA^qn5u8_poe1aTQ0;r#q8mnstUMl$@P4sOvM zf4&CijHLBLVyIprz5%>dk$WSpkIY3Z9)O>ViC=u#Qu?z}Nql8w$>Ic-_=17U-xezn z@s+$4i%C>`K_c+dB9Rea$x`|(ONp*}OW@ZwZe@;30$02Zr$O}@u4zw%D``vKN0xoxxH(@NUZP$O0jK%BfD#R zM8<2QFLEmXyn?;%Fp`l*GGpd-Fv&-wb{N5aEiJ7dmPeHYvh6l&p3nMT zK{>&i+CN3Zq_{g27IA3Al#_#ls_9rAUW=g-b>sKTTMUW2(>XAcw@ts>F*-X)Uj~IrW7qw7P;C`zyVC0c|L-IW@SY{I`%#C!^ z%<0rOG;>LCT$p>pYbmav6tB(3_-A{3Iu(q2uiU=p0WVDB=1-?xEV)Tstw{Jk&0^|I zyxdmH6{I2Co|rGBQ9lOv_(q@e@!1b`i*#5|-?L~7sI4mIh3qCpV$VAgcLi$tmutq^ z%$@o(*FxrJhMKe)<135(2F>>E-)~o|ushDLy}yj+vyVo^XjE5MM-|<@dsofXh-FTc z)eav0(Za%_(2K)n`)@wpz?E`)bv$u~Cu^G9b_P;3lYj}w&plyHpCZqf5bW#<9A%HSTG_EZ(C#c>wH*VGy{8r{ecPwuzL!;>=+t8`^ z2e|#n8pQn4Qd_yXx8KB!YKKifgu=#oDAqW;yWF?`>t+YZS5^t%{RtmobvK;M;a{!m zCk@;@0-&fy_iIqZj=zvzA?TO@XFp~k-nzr*AhL`pSwIU zGZ)+JporZ3o0XedZtghJ-qC?WwnVm2vP~MWia5*b)QPm-xg5r1h9D1Usx>+DWhjdXvz z7{7MIn`M~ZLT=cQc6X^)%KW(8f>q7jpmN}3lZLeDr>gG8`?6l04=6-3Us1%%)$e#F zrN6h%H-H{UWlfLw-}IanZAr?NZ=J&?Y|;uitUo`VkkmZHf8&qrI6A8IPNg?;uDF4)ZKp;5D*6794aYQFlF&dVO z;(W*ii44i(M#u|c{bDH4qCN$>R_ZEyH%CXuf$P9t zfx%P&&#}|fSJ4$C*gu2T$(-S?57-6p_2K-G1AwqTao!3& zoQtR_Bnv%(df?Be^=l%o%huq?KX9qEQ?45O1pwA*8e6B$xGUpR{!^%6wBxaRLkXaH zDUn$D`hb>Jfk#HjnN~3byQ$SB$Wh-h~MGSD624hksMc zJCL9=arL{emN4%|%c@0AKa*>W*5hqy>*?_ZD2r9C4STy(P9<}0U}y8}G|i{7sRw|n zkVYPhQch(u&rCujw$IHAYBY#FelZReez*-XG73YuTZi)5e~o$3h^)>p_Gp&%pB_6o z8H1X8TGc0sQNi06?a#L<=tAni ztnV2!KQ}|oiRhyaLcy66Cr-RB!jR4gZwqTR$dn!|n~<1Moctfw15pOfaYAaO$i6si z#;;#6+oVo)cFTwmvYv)xA|}(C&_sF=qweUGbYOgc>aj>+TMmKH^wpBT_yZ2yL6WmM zUb))3bK7n6J83?o`n|4IZ>Gca{Ofn5q-u|rXUoq&J^3_X#22#95AkR(uYE|-(S(Vd zb)wFAibN;P&v~i!GPc#OpJbyJy1jeKDRA$$jt=+vdF}#Zz^`I=W^s2CNtVdK;vu9| zB5HaAf`aZiVX8ZLJYHkRU}JXx`%&aV#I|~!nSsQ_j3T5!a!9~V|GNd!?})^7G!L1d zTRgIU_(Hu#esR(If0-BWO5A1=|MKx(4s1VeJpzTylaLmqo@rkuL=wNm6B{6F7dMc^ zqOM(^7v-K&HwdeU0&(PKvZ7NCgW*bWA{IVX0I@x_Mw}2lmm<^!$czopwkLbNd&w?P z(2a079U!C)@Ui?dVztFh1V0%Jr6Q_RpDl`! zM^Dd#rZf$9Lgbv=*M%TPXGMI`J%in2cpC}Jt>YJ*rS#_>k}4}p&r-JTSp6MU6yJZA z)ru2>jCM`MjC)*^!?B+Tp=R6vw z#)VdfZbOn67!hTS!El{jVdBKV<(>z)ah@bXPycY(;+8jW@<5La3=U==n;$sFgT0W3 z*A5*-K>->Q9}aAXH=YpbjMRgC_?sf0Tt+pbutDnTOHJ1f_H543C5@8UyvuTPV(x-K zMMc$ixIO7hv*Dg3=Sx@~Om+tf8W$J0mM&;NevCz87q)>s=1|T7ec7naC9uPmG*W=) zPYO*OW+&3eX~u$$ES~9}=i*D{6s{Qjkqx zb1;#ilt%!}oskQINcOdz87<&=_YlYuHen);moEUI3fpt_aJr#W!{Alf8DSHqK;R5g zU}T(KSA)UmcfT~)iG!OY8lS?SiYSbaUukN+eKiG=DL-3IbQqa4xUtQ|xh?_{PA7Pk zHXZQz@!liIpDzd;N)H}E^u-;fFw4+g6InwRaWG!z&s#!T1PfI1kOHSr85TKY75;-$ y|NN(%*84WHC1mmVQ;Pj*xv2Pa|7Rt*1-a{6U*2F}3_FL|!PMyJp~8bFe)%t Date: Wed, 17 Jul 2024 15:13:31 -0400 Subject: [PATCH 22/61] added function to return generator with missing outputs filled randomly --- cana/boolean_node.py | 36 ++++++++++++++++++++++++++++++++++-- 1 file changed, 34 insertions(+), 2 deletions(-) diff --git a/cana/boolean_node.py b/cana/boolean_node.py index a2f7b90..53c781c 100644 --- a/cana/boolean_node.py +++ b/cana/boolean_node.py @@ -1003,6 +1003,38 @@ def from_partial_lut( print("The LUT is incomplete. Missing values are represented by '?'.") return generated_node + def fill_missing_output_randomly(self, limit=None): + """ + Generate a node with missing output values filled randomly. + + Args: + node (BooleanNode) : The node to generate with. The node must contain missing '?' output values. + + Returns: + A Generator of BooleanNode objects with missing output values filled randomly. + + Example: + >>> BooleanNode.fill_missing_output_randomly(limit=10) + """ + generated_node = self + + # check if there are any missing output values + if "?" not in generated_node.outputs: + raise ValueError("There are no missing output values in the node.") + + # Replace '?' in generated_node.outputs with 0 or 1 randomly + while True: + new_outputs = [ + random.choice(["0", "1"]) if output == "?" else output + for output in generated_node.outputs + ] + yield BooleanNode.from_output_list(new_outputs) + + if limit is not None: + if limit == 0: + break + limit -= 1 + def generate_with_required_bias( self, bias=None, @@ -1026,8 +1058,8 @@ def generate_with_required_bias( Note: The required node bias should be a float value between 0 and 1. - TODO: [SRI] PERMUTE ONLY MAINTENENCE RULES and explore - TODO: [SRI] generate wildcards with a given probability instead of permuting the total number + TODO: [SRI] Add all progress to report. + TODO: [SRI] generate wildcards with a given probability instead of permuting the total number. Currently we only shuffle each line in place. """ generated_node = self bias_for_print = ( From 307ba01e65185757cb6f3a402334af9d52a4fe70 Mon Sep 17 00:00:00 2001 From: Srikanth Iyer Date: Wed, 17 Jul 2024 15:13:42 -0400 Subject: [PATCH 23/61] new plots --- ... from anni_gen and shuffled maintenance.png | Bin 0 -> 173128 bytes ... rules generated from shuffled schemata.png | Bin 0 -> 164789 bytes ... from anni_gen and shuffled maintenance.png | Bin 0 -> 174416 bytes ... rules generated from shuffled schemata.png | Bin 0 -> 175022 bytes ...nerated rules from shuffled maintenance.png | Bin 0 -> 634075 bytes ... generated rules from shuffled schemata.png | Bin 0 -> 571048 bytes ... from anni_gen and shuffled maintenance.png | Bin 174615 -> 0 bytes ... rules generated from shuffled schemata.png | Bin 151832 -> 0 bytes ... from anni_gen and shuffled maintenance.png | Bin 159865 -> 0 bytes ... rules generated from shuffled schemata.png | Bin 140346 -> 0 bytes ...nerated rules from shuffled maintenance.png | Bin 248112 -> 0 bytes ... generated rules from shuffled schemata.png | Bin 573327 -> 0 bytes 12 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Bias for rules generated from anni_gen and shuffled maintenance.png create mode 100644 automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Bias for rules generated from shuffled schemata.png create mode 100644 automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from anni_gen and shuffled maintenance.png create mode 100644 automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from shuffled schemata.png create mode 100644 automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Scatter plot of $K_e$ and Bias of generated rules from shuffled maintenance.png create mode 100644 automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Scatter plot of $K_e$ and Bias of generated rules from shuffled schemata.png delete mode 100644 automata/plots_of_ke_bias_with_shuffled_schemata/Bias for rules generated from anni_gen and shuffled maintenance.png delete mode 100644 automata/plots_of_ke_bias_with_shuffled_schemata/Bias for rules generated from shuffled schemata.png delete mode 100644 automata/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from anni_gen and shuffled maintenance.png delete mode 100644 automata/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from shuffled schemata.png delete mode 100644 automata/plots_of_ke_bias_with_shuffled_schemata/Scatter plot of $K_e$ and Bias of generated rules from shuffled maintenance.png delete mode 100644 automata/plots_of_ke_bias_with_shuffled_schemata/Scatter plot of $K_e$ and Bias of generated rules from shuffled schemata.png diff --git a/automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Bias for rules generated from anni_gen and shuffled maintenance.png b/automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Bias for rules generated from anni_gen and shuffled maintenance.png new file mode 100644 index 0000000000000000000000000000000000000000..4fd2219e7c866c5b848123a2d82fd5cb49b768b1 GIT binary patch literal 173128 zcmeFZi9goe+BSYwnhBN2JT#a}3P~uDBoZOBkW3jPGfjqMs5?VRB$=nkoS}q@BJ&s_ zWG1sx@3GqZ*`MeAJ)ie4_&q***L}OWuJ5(hI?wYskK;JkopWbT(QIPgM4?bohsa@YfN?lUk1FZ7(}I8#$O#l#LwiuGl(Wu`uSmX6kU&!q(={ z{v-Pj2y&V`I@(>85E8Qf&kyXkbubeWp;E}hi)^%0(7sBc&>E5duSzTsGj>X$ zljgl05^7sHk8gN#d#eJ^^M$cu?{5*V&JV`hKkeyVihA(i$(N(f6FEnF9+kLf%F$7+ zlKY=uxlwnrHXr|=-+xYfh3?e<{I=6-mJ0g+@um9Y^*a0i`NQgaU&yfjj~}LQ-uS;S z{eP{>|1QY?wH);SIUy?Pw{KG^?Akh=nbDqO@u0v)%5C;sWbM0mr<9z(y}xfMVCeMV zOY6ps8>{x8ee%zP2e*XEer?6i9A8c))~z*>hi!w! ztUI3Szqkp}KcB*KSr%5Ed2n!LJk-7k@5t zvXcDsYlcbOj#Eilc}^$1i2LYKmJ;^`d3E*Bth*=V)c5KaId1g)Ie$`7F@StSF1I3l zpY8##UoKbA8T@44o*n-tTvyj~>dktGpkC&~ zHi4HvMZW3kVx@eYn6OEEMz6Z>!M%GFLqkJ*9XcwW@Py0AW!UQMw&OC~_sQb3v$G!% z=3{xvB_h)F@Z>J;XUv1WZ~Y#M+dpe#s%>c4x=$zP`hy1#9wr#Q_3g7Vuu9q^?(l7c z+x*x@%GCV)W!hgPd8wOZ{Y_WR=4a2IHSZ}c>2h~ZI+Hb7+1V!+CcX%i7@j+K z{Zt5hZ%exFJ;iuRHS>q?!;x3&pZRpxsOg4LK8uUf_^sgcpS}C9M>jGuYJ26J z*-$sxRd`F*Z%glE+tN3ccNtevLO709y}!?sb?L*_kI_=P!^P6l(oRLE9%Pxk%U%%K z>Evq2QnNHOR5?B}K5l)l%I>&!ooUL*4IDs0trrv)u`3kHrOTI%%WrSw_gg3B@Xf#U zu6Ep)0{b=X?d=o_!lU@-#4Gvz^z^D<945MsOgrJh+mGL%4wm{s*X)(u8a&t7hjrWuy8XBPhmSTt~S6frh74%AGDl)q-^>f+-6_W4%&`(90< zR@}%W>>UP2UDCP8`Q~n5{ad_LpWvNutXaS1^~bcdZF(|vQ_G{7JVHWs?|1X0JPx>f zx3V=MAwgd7^dskP*HbpjA0Hi(=Rf`FeB(R=y{i6OH^g&J{CMuI|L@xKJvr)JRqnI7 za=58U-JYp3VC&Ycoc9$fjyY{%m-KHnaHrwo;<9sey#46W&MQ~0d`?p3nf+eB=8#!! zMUVHNAna`6lH2U}Rd?hN<2(E(t-Fi0ZQ8TF8T^j@n4YFTCcv?S2cbRMk}ew~?fG?l zoCf);ux{1G#suX)50V;Rd1WJTUpNdXO3r*dG&MDKJuHmD!_!mv@<%3CX%DS9$?ajf z3{F4eeyzlv3JI7*yq@h9o1LCkl_+~=ou*)6!Ix*<>C0%~vPwBpkEUql{h%)=m;S6o63A=ai`jM-HoPvVXTefU@k(+z+_;E_Y*(U+I`8LU)^7(^V zkK8=m?XpHjM#j#;;bv~GXmLr&^w`Tf<4=*I?>~LgkjNaf7q#gUpC(UYnZrTN$H{rz zW*KKhu`xU*V(T5M$70rMk0!soa?Y~(B7vY{j*X2at5;ZfB* zLtWiF#PI?1&zvsq?r%Ffn1h3ZH*DDO`uXVxbUSw@tGb3ZpH@{>eJJ6?f8xXml!3JK zPj;WFFN}_i3>c`1h&vOpf9l7Nn}vn0@kPfUo1AFQo{ddP+JHr<_7rm0d4l{+SXU9&UH_s_f7C@#*Pz9R1xT?v^v>u6;Ru`t%#K7*Ahp zU3q2Y+Lo3U^M>aetAbekP%o@X*c==jUSJ6&7rL%Gv~I&Q1+pC8@^fLbm6zk>J9AZ4 zda~zlZmo|y{b0|FygW@eYQtC8XaqFVUeDAW3%P!sf@gb+Y@CsifmFR4(dm0W@oci7 z?2_x)=%~O#Y4*d*zke<9&osXC3fnB_F8NzHVC5*;1=B0GC)rfu1;ADb1=oXM?L zd4dFUcQj>xZK_u0Fmum`l$-`F3B2QpIQbwt zcJ^Rozn!9n`XjX|{Cs?G7J9rxq&=5$MAqSFZia-=uA^bT-Q)FBS@PYbx*%jh%g}tT zQN?8S0DP0?);gLK{Z&Cm78VnWZPnyjH#$|M_9ki)Ypuavf_EF8)z1fOG1DoFOSGIrZ^S-NniP zhWGE^CpkO{Q&m^FY--v&npq}4RQsg2w|5ni4}!)7IeXLO+juoTucZM-$)95{?VO$c ze0(#BMYfPiPd-v|P zER*%f?{su@oa|P$wY6lC6OuvpTuV8=QWRbS6b_-;(XJwvZh@-!Y1KJXVX;> zdoU9(d4a!m@Y7=-x499%PpzmHZADJ09o7lys5VAZU*A}^rUKoR<7pTMx!m=JvpGaW zZM!AYXFgO{|D*f6I!queAxui>uuWHz$d{?!w`=dnJ*!{7Hr}D3ps1*(Tl@aKLM(!V z+4dbOl6lT=h7auSk-zw|ZF{6+0pl!(*bZF0elIF2EnAXd^!c-A+(uP_J2%ZV#!m=c znAYogX%=#>%*)fK=6?ES5ve`u`_9m}n;hZhK4Be=gtaYF%sS=T<9zE*&4Q~#!PUhn zZYwDP%8$i1;?OEam|niTM^HCUiH>SKgYn3bBjpu$wyiyX{(RV|v8m~9kKao}{4;8f zU)q6ezK)Efh!}3$w$13nKf9T2{j59lHUj=x=6m8q-^N;mxoSwt+jbRjdhTdS$H&N^cig~T1-$5Sysv-FIOpM5U8Y8JMH06U|gtlYd@tS&Fc z;pELQDyrXqROWNtoStT7(b(r$*_)3aKW^~Q*Vp%HYtyp--I;H@88uz8@o{A2CKRB0 z*P{Z){-akb$LSatcB8RK`sm(~V{ucRUsSQQqpCy0X|!b@iFW>)FNrD~Pilo_Tf%@H zPh=XDs1J7HA-H&WWL0!i1lL`)x3B-cn3I)7-;!yVDOMNIsjk7Q@q4JZmrJk6@pRn5 zKLAEIU%q@vwDJw86Zauk%zYhI^Log%oOKmQh2Ony^>R$SNbm7i;oBcF`i z4FIqW>$ZCTdueHDV|{%+b65z8%%ZTMz48R3`?a;TaY{>Pdgt`?0&{Xix{6)T|I)ZrX*io_+rzG@safDOy2GZY zl!h`jJ1b{yo>XqCqpK^huP$9Tf2#KAB&UGDW(q+*F0QWFlQqaZjczOaMc#j;FMoV^ zV|LcD@E1NlJtO1Zd4(MNe)&tLrbfuf2ZWQO&-$Ub(mox#P@xhniIaBw_EQ9ASVPgP zSEI#I*f&~W&+Ylb6!9ZRNZM9Q-i|`wXJ%F#MZiA&&YgF@e!Up2FE4-p9DA#Flw07)k)0)Ob0_rlq86j$<97qATr@Gc_4u%D zUwzyu%5`9PYBq`Ox_MV*TwDtDq*1iCFPtH$UE46Q5q~_4#CFbP#?y zC29y&sG`5SscAc6)aUVI7C}M5sl{m%vf?Pql*&3&bcDk`Vc)wf^I?$2;vn6Mn` z$+cocPdVT$7fnrl78hO8Th51(RRyZ&<>R{{$1QX5B4^i^FZa>1Iqz@U4j@VLiK?0!cj?gZ z@EsiM*XX>F2P%d$e_`|H=QdoeK~ z0v9qkg@kBdUjC%!`YH80psLG!yP5s`nD(^P)vH&j)~|ot-o6tpu76O_$2JN6C-9GK_AL~-7W7st)bdC{*_TpdCNbeSj|`kZ<}DBjhAtXE%A z>fM?0^77EZIAxE-%+bPw!otEX!|@U4&Yh!RQPASQsjc0TZ}X-6)_Ph>=p1_!5?@7S zC4tF=nhB{yO(x(L>A_g#UVMD~!-J-qPRPpEBO3-)#|8uBF;rGoav|o?Xx>xUwPDK^ zdGI^;0l~2&{x!b`AKRiC3c}L>?#Z4}Qj(kOF0o&j(4UqP5D>WS>-!7UNb=kesAV|LUvc6I3~MT%@hJfJ~Hsj7J>>3XpA&u@3i^}BaBgU;E43{g>4 z6|kTPh|YB2A_aSx@}up~P>lCf`DUT_l^of^J!m6TwY2;fy4`8T#Kd&0H!Bl(er#p- zfw=YM%f6`iZvlXAa&k&Zv5_O&e^$Alq1}X}^FYx|{a3!=*~7si!mC@YI}ry6Q>(u)d(f-SCCg1 zJ#k_+HxCa0Z}I^Z^u)+8)#JL94VyNh=&_Kcn;BH@Dsg87lT-;X;l%$cVWOujgfxp5 z78c;XWE2!OAmiFic1zhm9vm7nd4G?qz^->SVz)lu)==2@2f$^1{^5g%4%tulotzf` zg?^B3>(-kQ25zT^vrSA)D#cTa6ZL6nX|;59d60E4WEz|_Fo=Gb2V6{E3Di(ptM$2N zGx`Dhkc5TsfavCmckkj1%e)*)a*TnWx*k!L)3H&qtvh&VW^XL3^Ys zR^~fx9m=@%vy6T2J$|gqr*C8wYxni_Dx1Sx|2TJ;KY`*9q*%s>+5zyheJbSwBIsUR zY0p-C*8uQ1;B~(z{tRPKtI89g!8=QeyS5s&q-mEw*sD@e7q6B)g+^*Kj*qc~m6cUk z+1b`vrbeGUsfvMtfsNxGx!Z=OfBe`A5+y95byj>64GjZmL!q%RuP(f=tIM2q1*Rq` zyl_R#qG4D3(ueu)+nAVmqr~k`7!~0p_mZcUaQx00CE=vF6kw&$$<8>@Rmju&D#Fjt zZwmi)GoIEs677>wZPXEmvdGEC#E=HV%o=u~0jEdl>FF=P9V!mhjd$id8C+<;TH|ePd0fBTij;tD*P4Z{NPX zk9YsIn03H&*|E@b<{gJO@4nP466jw+Rc@Fp`%|j7!n@(7-SVu(o0^(4N}UDvCWSMx z&tklPYww=~{8ArL&B@78M?Ut`3vtA8Js+7kCamLiCEub^UfgpzN3RHZrx$hIVY0BG zU;_bNcIe&;t#k^JwT*(;0 zb>yBIn^U^>_(Hs&xOPXCYf+W6Z$Wg8&8r{m&$>ZVC=R^=DpceeVIu>ak9+6n=tF?xr1tH{9N~|Rum*3KU$9J_*ZUoDd05t8G8WgHQh^_+hx06 z)=3LEcX=-M`km0!4A+ZX`MGenq|4kbcxO?DU{5z-O@^bgvWg0$d=T^Q{9mXPmSy(a z+pCrz(V%|huaQbytOXRN$wU1qkE(vll+>P9qneqD1(1qE7K*_ZCGbb`qoT%}!q$UQuAH9_mFaz0Z&!5YQ zyZ(4icC6Qj(cs*}h%0HsV`G949^TZ~tF{%`$93hZ@P};zkoYIH&cJKQG~TqynbyAO zd1J0%HbNsiOLxI5DrD!O1ho}+l%>MaO7!LYN>3y-DAjJJ8ErqC0Y<-#jABue12?ay zX5tKF7F9&~z7St@o~}A?92+!{@ddT;e4$OpJY8a)8GX_G;DvMNICISFPekP-e#^o1 z^9M;27={X}r(|YhvtRDyNsUp7O((_!M3L~Y+U$)7TJy zMj*caTTK^uPvtnFt(U?=LwP+6IcWN>XLA{=i_Y>Tp1CDXIbmn_qG7!?O6ZBYXsOB^ zkcpc(zH5HW&lB-?|2dvNz+MEbqHf_;_Io*1FS^?IbE^22csXwR`LXsmksh3!>iA5> zw@)2VtrPX4?=lK$M$RwKjXD?x&@df1ZlPmx*k3?Ua672j+t6G#gO4o_R#>>P zYFv39s|1AUB9bOi~9*cH`GsVVhXtZm> z_dPgT>h*ic%x9Q?ORl-4Wy%lM#;~!2lnvYVo^3LhHWBkj?-XwJP0aPjrLebsyLRvX zAbM~KgdNsnXzmOP2(0j<*VNgDkiMtHMB>3*x$-5P^;7QLH zNC_A?Q#PPBX+)agIrY}8F_le=PfV=w6i%@5Z%)0C89?)lvH|;a{$WNRomIL{u9`%S z#mUGPQxX{uy+LDb7mMCT^@XKkr|~gVFU<@=0$?Kzm6QU}Bk)9&?h)~C6e&H_G*{f` zI`v_146pL5i*Hs7>${r#gY?L|&%IJyfx|wC^ZUZGUPj+Fmp>~DVF@M9lhJx{_eehL zm`TrAXOEUALcn|J#iM{-yLPEFC+M{=ozr(RMKulkZ5NLavteqxVBmVvbf-xC@U%8k z5b4L`mQ(xA`PkUll!K}XOYlaauFMHy7FCPPD6UsoI`Yi2?Nx~MvO@o8UIJJ%-of}3 z)ks0pX~jyd#*PjhV1k$ZHZ!K^ zLph;WbxMhzP6wLsPtmUAa;)~_s@Gile2yZ*-uD62Mxv<&u=Z+bF-an~A4#Wczmy-Q zBUE?W3!^n3KYdz70oqwy8j7LO3?B)Ni10)25YPyDKo$TzG=bxY!!D9x&t~EmZOk{B z5=snQCjW}Z;#9B0+qo!7S2gSC5f21j-zZpnRrtr>1kWi;?! zaf*)tSG5CLEJI>ga~*2msmqrW9ww$pF!Hh(|A-5b-kQiTu3}n~m7Cklo1Wm*j&oA! zR3cAcOAZxoiH64 z`$KeB`_(k^xP739Y9QVS&!-KYED|w5{ zh#^Rwsz>V}HK}{;zpwDEl)C8Jcw~p92HxroA(S;u%q^+Q_s%jl*jSG(qxbJ@@ z=p<1kN}S7URYE|~RT&QX5cc$G#+_BWewxmbSF@azM3o~d#qsv(@COfg77B$k4Da8+ zZycwBMjlP+*>TAf=BHt>6tSX_-Sjj~co?dGb1e@Zz5z_N!nkB4>jRh#=nVx@V@wwk zuiT>2Kqt*pD($iOqGJ}t=>!^0(P~}Yk&%P?J1vh@i*Y_WV05!VsH>)Ax{9T_`?D6C za^I_wqUaFxz{CT=}8^N9&|36P5W&yG6m=Pwegk>>f{{&Mf?HET2m@$!ekKUn5m(f9H5ODz_9 z0XF6Cj(ruwAovPL{kVM#N_X;aS(EZd`*xa?`@DbMfKI+m`h4Lw3fTy7{)~xp^mQzj zY(YD%e$6(j^o>I3+kuB}F<%OJZ}1pL^XvETN!Oycut_`x0YbSB3@#n!#D`katmiwb za~q}Pz5jEy{*vtGS9q2$RNHu?S|iZBSF_IXGx#=nh1d%Ve|})Kurm% z7mg(+Cf=3OTy1K&+UglvZ6Y(v%ddm|=>EfpN!d3-Gu~aZw-?5a+=i2*tH^1ywzf8! z--y&2kmb8eHPs`AtLc6Ub8)Q#cirds=l4qU;LzZpFR7qo?Jt@4l}VUqA4?r|%b2L~ zraXq?drwU{jyV~pK`UNxdJnAZ(oa9R48j*;PA@`Iu~Gek ze)9PI4yska1B4xyAE=jea5#uU><5TUNMR@;JKX#EFO&wYm3fVW)+~119EYQt-Mw1$ zN*f(c5!KU0t$#{v)~{WgY~8gfv{@>}ZDUjTSV=t;^RJVWLakRHXJAVPM%Ya)8(jSIYpmmmo;n8wdP}SfH$^+ z`X&||hpSfyGA6T+4K|svUJf*)&%V@uTzS%>!GZn{J{UEUKueNcs}{Wz?=#^Y&_W z(_>*hvQfvp4Xk;zK$AZkDgWz1RNos$TXw#-y zr{GW?MY>H{FfviM=*UTynThahOHxEPvM2%H7naSKc2{oLl{FM=<`IN&A6yS%KhA-; zJQ-KTn_Xi0ZD7DcZ^y|?HQxpY*Bw55IB0M)xQ?>p7xE2!2PY=>w;nxx@+RkBLg(DM53*r)RptQPTs zLGDdc<>8iX7|?^b>j(Y}y$t_Atbb-^W-U!vuF-di^Bkn_To|Y#e3E@!?knfXfJ}k; zYO}!6R&eMQttr0kVFUgBYe0vBqvuuL#=;^{8XOSNP%xc0#uyMetCRGBacE>@h!CoV z!T9taXs$jF9ureIbLM>ed)ZDCV&1}ktmvz}E84MRAhg-E=s<;6npW%ks=X;-zFU*l z*+-7mA#=Za^(s}F$DQ3=ZHs4>Xf^;$hQhzkYW7@_9C!U<5z$k#W%Qhy!#Zqik9&7Y z3JcQ{7YramWwf(s><8hL4{obQLUy-H$Ta>u4oTqQTxD_PdT_e}2KWcB;L~bi`OoHqAsiM3m5+;9Tr=9;~}T z03=zZMk4c<{$92U8Vvgq)6r!`hm^aM`QHYkU7flcp1R*EfcL~0aygTzW$5BLfqnaE zAS}@PZG~r~9C%R}#j0dpA>JR-&l zsfYH=jkacib(=0B(T_dUDstpgQd0VyXRUkN&#ynX)!ZdGyHMN_dh-DJFYQz3@XhPGiMw(L-?L$sS}iM|E{|gIKPl-Ze}~%@C0vqalVE`j0iUEPgwGM%|NYf##CX_#(1d zf2h@0OLpFmhmz9t)&ebo-kJ$WH!4FOq-nFxUWK1R3Fng4SQM z&<*#7S$rLbq|0?+z#V`?<5R?Dh~S2D_7E9D+!NF>(K3gA5elMk{ns~d-e{G2969?$!UqHs7xXE}i8ncq(^0|Z zplTfrBNcdteZlNf0dPcKkcdFspg`V5qA71}WdxbrTKKCdCHOy^e#yJukb%K((|XI6 zxij#Jo#yCNsGk?6lATb|?qKaC{D&2FYx4QMY1%K>L7-JQeVX1+Y2P2Dx9E&Y%@1@x zvyze&JkpgtHL@l|#gylV8XcuByrXM1Ysef)YP~U%+L^1WqZ6PSCx0iX7cHbPjHsX^ zH=~lt!Ulj~{WhWxaw#q}H=!w(tP*&REc1G95h&~pL(m%9id_$(2ocZH%LOi}gB69m z?s}_=j+rD006y$%WvcD$WC7Oa1HRugKcNA#p=CXQk(jXsO`=%k%<=I%qWo3YG>(Lf z{K$QT?TR)S;|j*#BhL{+0hznEZY**fR*U}y5pf#jrXRBPDLp+_Vrm0>(}&RQTjMH2 zM?9?06BGNv52rQ!2;6=2sBR)*f;9~C#AG+_ym>`sN2HBkfJN>weR5G#^PE~jU!m8J zZ>JZRmWD%H|Ji+}q7}T`TRbHQs0@)3vCe!z4wCdC9opdsSj0{lgpF^X9esK?ar|L@Sm{VwK*{?^D6-_#Fazh0&fXUrDiNd3;xO%}wa&|pZK=Pfb@f8F}^H8fVq zsR4EC96hVfU3hQsQsUZ}KXGTav}jr^7ZtHx3duzgH--oyFBs&OySpWcsT17t2A?s@Y4rP(x|m-Gapo*QAZ&CO@7bAR(8993G9$;7WF?M(jL28S)m?k{{yj~|Qxzgb)S2fQilR2(6hIY%Y?3DkLtaK{6lCYU-0y5k*SdeA`06 zv-FMP)JVEa9gkbeDXeYXuF^TD_h_U@`uxszH+?!PNKmqIOHKM~EOqpgRn~7|r85K_ zEpKg7P+Tk-_htQume_%}-Kh_vql44Z1lNQmDLvSuJcYiCxHk%5g$U+27K}#rZcNNk z=f9GrObzFmPA2*Tze~~+sO_!uUcP+5Qm)r%k}78KxS5`6)p}a??TN6YJj)hlJ?EUM zoy!-Ushs5tX{XCk!|i>3Zf=au>Gy zdK{1&r~M_2Sc(>=ep|Luy}4+b67bTj&hp8AadEBQ1H9L+UF)-QDv_gnUTppD+YyYe zX@{XooKnj(I5cN4i2zdgN@QX$aM zASN%!&!3_e7do=b-TJJuGI5;D{$q=zU)fqDiTnyuZGicgrP|&mU#sx_b(bv9OBy~l zroqA#vQLMw9o3BgW!dNjIL_Tb^=~ZX0C5Tq^5aq0oSomnvrAp72TOwEM3;6H{E!); z^7A#joJx9`YH*U8w`lJQQ=A696wp}h8y7aN+6N)QG9rEWfG4()&~b)lmo8m|z;8LU zgyUW*6pRB=k8)HJcFK^DMP8z5r)@W(n7l2#I#glNZhgK{!-IkbKmELP481qd;hSq;!n!)08yCj|6AZPQnCwCIC-HXxsqSVTw(U;K z_W(AXJ98fKyn{u7k%7So3Dj~(JKyGs{8IQ~H@JgJO6IaicG%wDx4X3B&|_OLx&vAepe>bJ=5&a-GY>?)2)~_`!1) zv!^1=4rUKcl9GdBG+d&$tk!891nM{7?;1EQnSPi^#1l0~_Qnu~EY#?hIJP_G5Zc$< z5Dffjb(NKrUU;pzX=!T@M@BeTHr+-01^JU*gTWt$FJ+%%EL~kc-X}}c@hL?j9e5U&%0j8ihclm zs%RzZNM~Cw@YOcMSA~Vd3b{_;u{302BiL8_a^OXETbM{cZ$QH=a_SzJ$g+k<3?=8tm{fcXlkl}d>|9oSs}fGbEcEN;2hs#4HLx-Ra8`p7yIt^ z&7wQ=L1KMUV`2W619U^(!WfEweKogkL}gVK_n|}QEjs%8j6X&lIUnc2#>O_#C!mb; z(h>4^(qS0_vqt;XNX`w!6rNhFWa6rmF_gm8x2%+cTyxsPv$uRL;m8#myFsgy?oxiK z<#~}>%%zZe0Gkvg_rZ@lOY~-(7$CW~CbQqs|htX|C4LoZOt^_*A_oJQ2+=7N*YTHh7Lpuna(a;u+?b$j%d`$!Cl z8kJMoYxRIxyg1!g>Bh%H(tp;!h6kH1r>CbECtgi{&Ne+mSjdUiWQgTQ;NUIfALx1I zY)gPBkUoFocz22J#F;3tEE%vibf0~Z^JKT8-wKno zN5SGUIuWhBE04+@2@L_8sp#*4eggie>jyqg5Z=eImvINN86h^>Tt2q6>^OA!V^YSmk!CpFD@>%& z9wM7$loJm`#nn2g#8#oy)vH&3V`dHHIL1z5=x3#(n%Y+BrElAcmj)k)NjDO)5-2)Z zoVpvQ=krT5m0x%OhtYo?KfbGSY-Kx4Iq-^yEymyF$DACUpWrKxrGv}!?I|S#YS*)8T#_Bk8hY_4yl7AkStv z7o}7QbeMM)WOYe>C)+6YeZQa}U?|moWCLr{Mn7m|(BxMi*OnyYXpq~hfS{mCm=d$# ztX7QixqbU0goM7?SCgfwIqS=@>Ziv;epm{Cc+a9|I(KcK=Jv;%Z(aw*Ne#_6qqc82 z4a{R-$SRO`@M4KZPQn9x9dkw3vyDPd1u_wXYS_$nR48Qo@1SncP^4(u(ZB)41LX3c?yGPDIQhxQ@yf8^9$>CzIH9#s!iH?LXT8z>&&YVF0^tj!@5EYk?Q>|S0DOU zf2$CN$rmHQd56gXxHUo6f`3t4{Myyr%z$P$!s=dpDv4&82;jTeLwaCzsKo4wMwWNq zzLPMUL0i0q)eA7ZoC8<*#F;n;6e%)b0*u7DVKr>-KA0Os@lx>M-9W*s9@bGY!DvT0 z`lSPIv*u%MS!?jGC(uF>FCcmn7Q(KyLiUg!5Gs*{g)r0b*jP^)2Zh)$Bu48J(s0{2+<$oR(Q&w8E$aVUXtT&I$G$>U>+^tWa(`6#wH8=pf#x;Gwcq*yaqGRhmfn!rfQ8hH zHW-U+qD$b zHZ%n=2+(cYcB?T_g}5jQUxno%UdX5L#MoWCCU0cK)zHvjH{7rr;k+6U=e9b(#$x3y z=}f~8GS#G+X%Ivv=|HU_l@hVJcX)UsTzcR&zry6!$M}H^E@hk6RIKx@W*!4)K#fNt zgO6MQmQYpS!2QT`Dp(E*{l7=(Fx3cyA3NDhNEMY_%_*;1eX;k?V0kI<{3!#T{Xji%{e*leaX$>~`OUX}6D{p2n6<^N{a4J* z%>2OStwYk0yq;Zk5Hp@G7_t2fbqT2dE7VF-AMIexf>+TPQR&7uUr^LEKU!G&{pYgM z2n5$vh&0mEkVSyUgBX%G(9rl`atS8*AUqC*LfUS8{<}0S>Y^2Cd`|JwC4emt51DPj z`0F_^Hc04X`jZ%0qoSgw(DUM<*8@7p!tA`fFd0%%APzmhhj)MtMgw2!o!nwi^)bIi z=%zc{_HrZoVMQb&4>>4-fz)J3ku*F7WvQ6Z+6X)-Exr7mXLhW88{*;Lc2Z1G-h23v z5CRwRR>rqNVOpq}JFdwFpPvs_ZVd$!1NA8y0>yJJy2Kj{!vSWULf~=d#I7QzV5Y4K zb7!f!fkoLbUc3gC_qo*5UDE3p6KbIxoDsy&OpMv9R;_yR@}=zAvs;KidNbqxuV3HX zGFEZOE}^boh8w}|*P=bttJoJW=%Dbv25J|^gi}FbAr}a27?cFO{;W7tOowVQo2+I% zs;^J*2H|ihb}+AzX=eTQyrZ$BNc@K`-xocIyq4uWkJ%JrggkZe z;!{1^azx81oYsnAaEkrlFSdJMLg(XM4w4IVSVYNy!`291VJs=Q!EGSrpoI!y5;Wy% zGo`6itDnpOx4$%l3bCHD_&qM<1=<`!Btc2Ojb*kC^01q;unMaMvP7mKe)8JvtCf;5& zca{sM3Xx4V!pWmJGc!M*Arg{eEtm>Yasw@Gt4mB7&}9JyZ6p3Z+eXc3ZT!Dg_OfjZmM}9}N||&TOwuty|H;+_9A#SPE{UGwpB!CASr&SfnGODC$(C&0RExv1kS@YevzH!A16c zuI<6TxINy)9tMZh_QCiwX?#D&WZFejyRbA#c^>d`ltbDO?Vk6|P|5x92Q&63K=-u_ z^+k$Wg$|OT##ng&EoX@I=U8N@daBbz<8i+Xoyf64XoH#cc~PQP;Z>b74?L~jn_=)~ z=LrP`|LQqa%?woMO_(~=;jlu^YR(JJ-PeL8haR>q+I4VeP`(*t{Ln!SJv~8U*c|n2 z!i;Y2C{B@_`V;X>{6JXE{5XNQ+u=As3J^j7V7xI#)-Z!bxX>*4oeD4zWbFz`rs{>! z+lt=gP*q93sQdU+LX+r9=Oiqa(Jz6uj<-#_YwbvSYOs|C?zul`F z{X`T{=tM+m_2Tj}s?WCXUtZ;x*Xir&y#S5<3$;sU?z$-a)+Cxi;o(DW03kBhaw{Ce z)bK74ZtNMn0g8=4qF*tTS&p)d#5ujx(7o^ z4DPx=;Y=Wao+wUnTujZlouZQPszhS|cWe}S?;hP)XTD1By)XtJUtePk3!8W5?E`V6 zkzoC$NEEWQ53E2;VL!hMm4J0T2$J*ie6Up?-qy zlfQK7xj1#abUVB|sNjS-_zX5E>?fIBs*{|d4i_>E#wRLj7+Nm%vKWQb^%h*+6p|Yk zrUl5zEK)uOh6tX*x|;x&8c(jy9#A!fc#A1EiOaQ78~5(r8)hMeiB?Rkvr2m~!Aja% z<7Po7GjK)2n~-C_{qY&YED%%m=tyBskg-{`@qCe$^#+5*kOpIOCWf1mw-K3!o=4t1 zDiaHj8NKV6t|Ej5;L`o7As?>!elqlmSmZ6a_H${;2>lIQRL|s1(>{#!&FQf$mr6gl z43-NFU=R*|9Q0&Ngx^9qG5M`v7sTzpQbt-cLqbEh+e95s9`6#hjs~AH)-r*cB#}n#6_Z>lk7UBGVb;*RV=&VZ{UM zt(9}7T`kk}a}%O%8caWbnls^KVII;euv-Opg*>l*vnX6pLv=ClaE?AdKfNu?!rIze z_|khiVqzgvzzvQ-Q(!M9z$w<*@e9w*}O&kBZ@I=7+8w-UHEA`T^6A)L?Z!Ug&pfZKyq-nuMdY@Tk z?hVb7Hl%k_-3OAANcu$Ag9rt5>kF0%(MaN)j4XF`b+uJCrGi{0rv)WS2Fe!HBr??W zgkuWQEgP^cv1A|)>#;x>*ZT%H2vL!~}=ZJN3dK%3Ndye$<*J}~ng2gtL;EA%p}2i!PO{Cg>^B z>5{3U4E>`3)*rvtXv+8eRHdWB(8wmzX}P&cV6n*+5$F|}&1nKhEy|)t0fm?8u|YV( zl-Fn%?}Du~m$X$*5|}$lM}_{7M?!)bBbzsnW|&1SZ{q{2TS>+Sp)RpXy3m1!!nHH- zqJ3|O-^?s_#eB-N2WSh#5il$}GMACD@oFRrs8ajBA4|b z&sw(2Hz#|%uSSRhNW6td50Ve=oWPV_Qp(PJaAwtnf-D$Iw_2fz9Ic2+*zUF;pN@k?A_hn8#Zpd5fT!Tbyv&EBna3X zMPdt-CCq*Oy>3X%Isl0`**eWY6^HX|l=uyJxOu=6Ar^?I2}zf3$BqOiFH+Q+eQ5ef z6yWPUFS+LfPql{POUpqx`JIKN>@nb?3>-$O>)Gs=v5BGclFH;a@pXyU=}+RbfBiEC zrbJf0d;v%#cT(8vG~d(3@6MQ-nUR|W`eyHO$+j^O*@t`u-u%zID%k!7pXf;1UYgN@ z&fxd_jZaH%<3Vd6hxMh99+FAK{G1bGn7_XWrkt*S{(LUYpoAH56DBQ$J0Qq4D?o_- z&=k;Y`ThKQi#Fv|(!U=}j`FX%jR2<~u18ZP35Y!@4X^#g;E2nzB&sF_4&CZAz}xAzuv)?!>Oa!Ai83Eao2~U2}9K6JrrNzas5D7GDf!5h!1MG7IZ$p|K)?;3* zC@YmPj@^I!cr$WFK|ukzhzWyfWN`NDw{PkL14P9mUm9!w`=xQst9&j0bG4lMX*bimyEs`ycYW3dh}KwV~%m4{-srkk~ljkDO;sh{TnT;z<@nwPvVD1 zn^V`r%tFl~Mh&mcsne(L806nj=RXNM2@%XNl|U|hdjWf0gg1VnWdGk;(({4MgkU1J z7!+1{bl`|6DzL!_v!~$QNi&WdJ6oj0ozlJw-Fel1DtcArc_>7^Pn^5opw5UW9>YjJ zT16^c9^f$f^IxHi+s-sQ?kUqzVJv{H$76nND2wQ71z z((reSgh`jPZ0_#vgf2zAw7CjD78KXSaV>NMk`sX-XwVi{ul!yf6+(S7 zFILh(vI+z;<6rp&M>Pl&KZEd-`0eL>RhF+|>LB-SU}Q2$$qdr~$gPB-P5W{1PSW6^ zL)TV;aL&ergAsHpUfZKxK#GK=0sCcVZ!cqDz)pY=8pdA8K{7~8*CxAZgoK3B^j~SF znr^&#o!mbKgtnf7)|dyx2I{Pvp%8ZIS)vbD-x26?q$!Eozkk0xej5`L{)9t@k_4XM z9TYy0N~xCGDkOQzCIxFL?u5-OECv8!Cqx1I#H$Vt1crm_*@_zo34%hcx5r#3_=9~d zI>POxYcY~T00$&Jy;6_DYFCmFhi_)-JOa6!C9H>jMc8HPB7sPF2;4kU2_gWk;5u@d z#K(ui@O!=kZJU~dU0xz)2!%TwUW=<>9Tlb!Xov#wvcb@`6a=bPmhoER2=l-ldOAX9 z_`?WOhsi}A%2TYMxXTnL&a2b@V|al2#@ch!QRK=h!}>hS=1thscckk8{v)I;`r2}o zhPmwhWSg7QB~1AAL2+qRCt|6Y4qc{(SQ7$exR>a(prH<2dVh~!NC>I|CUH*Sq!OJD z(ytM^ynkh7`8QhQe;z%2c(Ex-_2FS#cHG>+@7WD*o|;vh4)0FDQMbp8GV!$u9gF0A z7FqN6R=AWq#CQqo#cJMB=>@d4mVS~4&|1O>NBA^qW)X#cQ{143{W)=kx-~(W1@Q1; zP%o*lDNiN(k7z@dx(BRmkBAsDyV zM$k5>C4(Qk@Tv`KO+;Nu4@s^z@(Jp#reTxV&Lba4p>&mcvM}z~OZwq(C+V^Y5y01y zJ`)r<<#l3=R{*$43(3s5xVWmaOSqHb4IY_rZWPn9K=l8&aTVdb4`?xNZdIqss|@WO z9RajG7{tF99i4Grnyh=(r8F%?L!yh7mbx!w(4WDzjdIVu1DhQi5oXhK7;jFsE|j~( z%6c%&KWR0neoXC9u0MIg1`5XP-T-cPAqaWG$&i9V8QyXN8KQ6W_3PJ`y8G#Ot|!%&B$B)F zVOCK{?}wq!y|{U6u2c{Y{Vef*Z2u7r{G=apjGthM(l z@jUl)-`8~x$8ns;6=w>XzzL=#up^~l!ZM&TbKid%fF*Xpqk$1JSjJJ z-*{LP3tbudT|OUq%m}&3OTTtxV_zq*hEg4;b|aSHtkp*x;YP?eTn4NIGo=%u*yL22 zK==Dw+L8S>G+YSsgTWmfx9##2k$%yu@B1lM1&))DkmxuIVPi!X+?Yi087`3)9}NaM zNTBbZ&c)@|r;E3mE_Hp%!kkq)$N@m>j@5s-*NE~vO3;HY(s#w)7Z4uoMazx6hz(%$g9?u>&US+2y~$eB(N6uY08 znVbJ%V=b@&N&OVe62wBfz>MX2JhN_mV>Hd#ZUe_I68WOZ%&E!2I@cxUO3IM!*GL;B+>wYy%Q}K zr6=}a!sQzclvHNS@b9x_&8J=XX1!iX5fG_M27aJ1=4sZ13-Am<4xH?}W*4KRQhRc15tAha^q(X3xwO@&CK{y~invT#1A z@$Lxhr?F(UL!VR-xTmaX#|^15;FrzEkMp9rb zfKbxxLLbA%yt3+ALH9ZRCeQp+_vjX#)i|4G#`*)N&MI11Ue1wT2B=9OoBsoK+*gbT zqQ~L=5 zbmie8*_Kq%1co15O*M#unTXQi7Nq>Q$lG9jCjmf5K`;${H|uSFXT8lQ_%np6Mone_ zN?Zkg{}p+NzX4K4fW?~xbD;D>j3xgrh9SHQ+vk>>+oQv*rddAz+l>aiqtmw;X@}?o zip|!E$^^YlhLe~ZK?I$E{YP__bn`@)ve@;&Ctetw#Pg5D7&d0|xKJPNz#AaZa$&sT z4LpXRZK7rr@EK~WsUUEFW3&tmFkQVT4NV>@JAm zUl$Z8>L$&aHEWKP^-CpPaz_p32$pz2C2a8CDcpOxkv?F-^hgx&%D$H2$193qzg%XH znel#WXzviuxSrk@GrUZMhWu-MLRxsOqvc48c;DIchoEQ#7dMr^h#*p|&H{z4OGPJK z#Y9jf$Cm91Zo`0-J;e-Xp|pFnJ`9#k$k5cj!Yu2(T|I`1abG}iskK!d*@21-fc6H^ zd~6JTDy+Wc6P{q7rotRYOep!{#ce(#sS~kEZ*MACm_q@jVEK<50WVFUha#}jTl$yT zFO?q-+yhc&=L1Lm5O8NeTjv=_r zu34)S#Y%x;|G6^6mM%>#-u7SmrT=efhA-UvSEF|-Ojbd?|Jhm^3#Wf@aK0a{(d`O1 zBIiw?`>#Il2YsR-{vu6C^8hHj+qZ7{jgF%mecOrk!&mk#$I|)NFaJ$jmQK2$)v`5T z5pe=N(x0eKFrXLdOjTHvp_v=Wr;=0wmdN6!gS(pX3Op{GuH!NYXs8i;tCPTbA??r;mM#VOx!uYI z(?cS+c(VaOW8*8m4awC`AR;Fvt+`5e@Nkd4ga zJxy=8DeJ=&Ptm$j&7v*%VGK;I$Iaf&k&wJ>=?{7u3hW|E%a*zxOs^5c-=c0ppoN5V zU1N&)*$9i!OQ4eBlzkcSw9f2HfyP#K?$1ZBUY(#uZ8bDidV7*mp?u`Ck zH64#Pi^p%-4DA_&7E2Hyus&434lkVkd6aJXJX&G5T{g{&z#9jblji_@nQ*&xX8*>( z)j|XQuLzdFv^mJ>?Ed|=w^jx(#|y&K12(M3jEp$pH>fk4vZa&D>a}ZUB64FUQW}fT%}zpgBp2ZM&eexlErqeD+`|Dk^w%z)0&_$6`SCo&ux#1uVUSY>+0slud_b9XlCJ`_wAPEa<;cSIpJeE z8LXyVHF|jB*dx>&;OfJbvmUic@#1XHOm+(_iDe#tIt9P^5E}a8qig4)Cc1l#K?;ke z-A%u;U15-JT3{RQm%<>ehv4`*A=3*u>soyc-b|ZQyf}PuVGV)3^4Do}SR*sYAxW5NrJl%{oM03Jq;G}m2jt?-_ zFoFShk{z6yYHnT@czlGa$diFcqk6l zDc9b+t6$?Sh<_PEPlGCA9q)|aVdB^mO`d3o?%edTmB${FDAt=xLGT3%(YKF@DCvYM zaifu4eCsu~*JS2TlxUZH8yXrofP8O-b)=X_s5K3*F^i#&$w(wa5H`nWXd3wIG*wj% zo*9wXt=Nkxv{Ob#mr_zT`(&;`GquI{Y2fqW+mKiwB#>!zVd?Yk zCJ#;f>C7bZ66!yS(-1H_&qsQeOuf~D+P#q8E@Z%IG0|C~#~OH}O$r)MX|h~1uEkYX7Y zj5Tp1(#v8_NRX2Ik^NlxzF7rxWzM`;2)4kS&p5*8*cnW$UnbXUU`HSysEVXPM@28R zazuR=M;pz*aPcAx{jOqQVH|@X*@4-e*8q+nY(RCEhDW)0!ziFT#N=lvByE2*JtaGH z7(i1O0FdWu6AbCkL#|K*8bEu)ZEygp5qh9W(YrYUGg0P$i(jwJUBSx>x{{3O4Z6zX z&I;h|i3EXOflvteQx?V9)&UhoG}Z`GG)s+qhAPsTz)y71xOgIGk6Kp!2Gz&=kIJxY zMaxMxg_v}s3JYc%Y#L|^Y;P61C5vhY$^XP$Rf~1$Mt_dRie{b1YWs)IQl>l^@b%ms3h-yPH@q5h{usw)8(f| zi!3KFD6Id))h&er8L((N`qQgWkw=si#fGnnXav*DFf@)0A@>z{#`yuaBesZcA=Dl+ zV8L#cCD3dhX=RN{)?r`2ft4tnMIZ)#bfg2!KM!>TG$0SdhCSuyga8zyO{1Ee^p3z` zwSYiwgh`6y^EMuIz8&zvq~QW)@j3OA!GKSQhXs&T*u~#P=U3F+lt~Lb_=v=gm_)1w zalR9b^BI)j8#iqV{TJOq_Cxyz%l4^&Z?OclaDylW z!58M8u{zqSn;5GjdXVTvR2T%il0*ioawb#g9VC8uf(L9w;$aa9{|wyCf!=r^Wa)_9 zkkN3WYYP5=10JTK^n0I`brJmTQR^m_t+eT2541(lX}~j9E1>R_pBg}%To>x zjZ``)pBAU(5oqys*r(0Xp>Gr=10cjXh+pYwcqsQR6`hi15T_H`J31$1m2&gEcXpT~ zfd3mOVc$^bf>_ppA{I)Z6iCC_7!vM~VLh1Mx0t{sH20@?lGV-fib^3>TLQffocjoNde||K~x#Z=F z6@WgC^?UphmV)w4K`Tg-Bj{6|YlJFsYDb}HmN&8^?$>o7zskYI5t_+2vOI*L58rKj z8aEpM!s=#eK@ zAH?Div`^YlsUXa+F|FMl+XrFk1)?f}o|CMLVbCh3!C}xD8^tirfFF}rlMsVKy6s_p zhEuk9q!rX7ImRt^_dg#mQDM`k@zOYN0y+{1_)@{pk`*b=>e+s(Y8Z-ENV1$c4Y>s& z*oWj}I~Q1(=S4l=*toTyZ3a@K*cx%I;#65G2cPzq9{5U89n!p+{ z!SBR7Lq)U>k*bQQUzY~&c#vj!JC+cB_To~9GC9<{p_jWY9fbo8Z z)aJJXg%V|uNPmZkA^jucNG=heEl{M$(1`}n{%a#}f@`3eS1cumVX+5xy(+Lyp8_o$ zMSP5?kg7ZdzyyE{I!y&QYe>Wv@8H6y9BGc0is8{bW8+bW&mn;}=Qc-&$nx-fb>Kd* z+^BTi!Gk4t6#}ktUj^bwM?xTCjdN5F7=+(ZYV)tNvlzg}#ZUg$%GgwIw|#FV1Ow7lXuIbrw$SW4_;)r2p$mTZ0xR};GQbsM+r$K1%jHoJ17X?P* zpe(_ym^EBJx*C&E#$J8rwr`)%xh~CM^GBzmU@G&Xu2F?ra4>4k(U6UM+zTHa7EyA0 zON&E1%^iAc-gGE4Ou5ZqqtI`SL9jWS%=z%Jfo@)aH0P_k@===6-dPv&9$tS{ zmPJrmR5z4ZV@QK_{t1b*Q;nVKSTc$NF{-t&EwOJ6gs9+TwFcA~%n1=u3OO1TzNL(` zm7w0nj~|}`bs(<4A96H09EZ`>5E|zQ>yk2CY`1DXNR&YtyA75BQpCiHsXo8b(mJaZ z%a^Y@#TA2VCnRK=;ed>|c&5yt=4oaB$?hKBlXWJAv`qKYR+S1oa{K)zD7EO63G?Pc zPVC#A2u7IlzX1gP+S{VcU`taF2}}x5QWwkyUCIhP^3YSM%wqJBewLapxVqHKp1`_x z!JwFC%Ai=(2F}U+p&82f!5!9U1ltAH4%Df{!OLOMwzaBTj`d5MrZ z6A4I`^$3}yD8esc9aY;iju?|8xpY73g-A@p*kVkoAEwXGELv5`5wW>b4Axs1>k00* zAFx4mQEh;Tj}yZlusp~TY{346Al6t$QCFN*^80(8ahN^(sbtt?ONaD9iHb_(P`ifef7G_7^gvLaJj0P$$Zi@7(#(L@|869 zl>&TxfiHy^ocZH|8iMSa;hnGrCCwU#5nCVrUR2-Y!VX%|RIoP3Tl^vhmYQA)LI*~^ z^F@k=)SH!`tE@tfF)hz}0MpbV7NuYi%|9(sYqwa{Ncd5yk9pr5`_Ad2MO;8jH*jaj z?;T!jfFjWmAVO^4E*~>*Se;WV^vMLYj9Q^eG1_9o=O&)eLbE4S;V^0k`<7+v*8PD2 z(a9CC!!b!vL;PfPb%rwczy({T>-+b>{DsFcph1({xqO-1Eaq~M^KsjVN)GvYo7RK+?f-|60 zXaZKK9G|eDUQGMlB)~}8uP^-OuBwY+H30n03TddhX#@*c^Q0+L6uh$Y^Iztgq5*5( z6ZTTz?ptV2QS7-jE4=_Zh3fur@r77_v=mFl#peQ8pHYbl;4S34*OqL%{QkG`@Lf+s zVVBx;;my|L4fRTyUEr+FFP?;%6vzGw1SXvNCln)$`3ew7bRZ9nm>6V{N$vLTbv45p zb1N!WDF+P3Ul<3jOgYnyBKCH#W1&iyu_9S;q05y>)wzhxB1(Bj!id8m^g!ZTIwYjk{kmO{tBmLn(tt~;!?0Oki#!})+48EhnK|0 zwC|8Me@d`2yYx1|)tJm^P+pNI2KCPn!heTV4IS$6%Dl;SrxhtTNY05WehqwrpeiJb zAL1C$n%2dg%U7U=4@*@Gf#D=n7ifP)9&5j_!CSeNA2edU!Qx? zaa7|a0qj6zwCMJ2G7sDs0Zfj<94JPAEG41=Q9PZ;q?!&&r9JU3EP&cyl+}@MX>WIR z{X{cEX#T;;F)38NxhmJ#h>3{)NAAc=RxMg=3^RMm7N5ZfK~GYHu7PgwQJYpVB#-rQ z=V6C(;sSI-@I<5Z^cHO(nm%?0BOWx91s(U&!f*{|YCVj{643NQgChzX)fz<%a$P{XA|2_A`nj%hqU z)PSTrL2o1MVGPEPr1>;<`NynTG`d7O6B>6tIKYpSHd8^Cdq)@{Nl1rJ{@I@#h~4eIj-BK%{W; zJRuw{M=ctu9wEw3!Bd5w{EYf+ACM*-jBa@k`nYM38SMgE2-lzs5XNR*zjq&=Dc~!s z(AQqRdiD1Q2&%*)V%$L6i$-VB1fhy2s+g27bRJ{PbDXb585-_ulhtm``r{88Ujr0~ z)5?P1C@t~d^Z3wW>7MiH;{Tx7``F2y8(R7_q2B<5O<(l}C^VAY38HEq->rg*&2>6@ zdPw5u#LwCOc-OYe3M0#w`j^N;lz@?dH7vfzX*XM%fx_&LdpJ3=001HtdMnmD*<_-@ z4jFbg(`(_J{b-fWG-NM? zG;1zK=4cS{4V}6`H7yJ$Xd({yWTu_aq;Y`Gs7)jRHIS2CIA%%R3(h)-_7f=}gS@|m z{E2lLyAGT>Vx`wBDK}TwmqHx)w2C}9Xsh!y1x{jtcr9 zXssv6dw5vKr??cXLyrQz!K_nUeRuRB!0#`@xr#{dnTZWJlJ$-$Bq&RvRR%Q+zz`>0sjP0{Sylo|n*siR=d|fV@YC zw;&(T=rTGJq)lxvj65%vkzuL-3q$9kreYoE(uF%rwJjABcqK%92ydJ)gbS;W9D%_U#r7di=-x5KP#NW;jpmJ9cZD>r0qoF0H{A%gR^&;8 zJEBegnCv9D4ba`6uwdld*M&B{3JuH~RC>fFlZ+EVecP#1p`P_LumXu770mE@n1CvY zrU1*P%^?T}=p30pl0uG7XMhe>c1RNZBC6Gk=&#WZUm;T~tcoMa_K8ZmK~bh=Y*!z* z2yZAV4gevaI|=BbcBs-t3QPW~PLW=-paveZ<7Kz2U{uUL|4TY z!4`D;j3dPU*c3Hrvl&Mi7ov7$hl2&3paR|2WpzQ}gu3e$aHy?JB5S=7O04CaN=mF~bl+gj$(awS$;+L6Ptk#|C1Ju7klSP@Zj2+&Dhpc^36I9WRW&_8_K{ zFt|f-CP+HQ5sL)q?Q8V#Kj*YiA^_6Af%yj}1*sj=%s=J!K$=Nu0F+>!$0bCDU^*_O zzv1gwa$S}qTNrfJgl%J|sYah7MEqLUj~_qAG4M~sNq84ft1yhezyBwkR6}Sf0x?=PAEss@>Fe7{fS^vIC|L%bqmBPY|cK)!sG3M3y8@LV3iB_aBMS zP)+@}KOZdD!(hq*m2DATWRr)36;ZuUVCWP)6he6V5RlKB{{&AGGj8hM5!x5|QCZU9 zAJi4vi=XbnLu69ukd`=%O~E90$?Dbnrkp`dY=V4>=fOXP*F6%14~D^Cl_7l5{zfmV zz5(52Y!41@Kx%U})Otd7vWeQ=wHr3fwuuuMjS#wi>Pu!8CaP9=q~+#5KeXt%?g8al zxh|2}RZF(J)djkgl}`ARNd%Y3N6Y1@JP zet40^bdEx{YkGZ@P6O9G!S^i{BNGT!@9PeW>>qe}YM!F*l8>}>0cY$~_=d2_4N2iw zNTVs1Kp{n}D-bvRp_<=7qKhPj@Xws-wnxOnpXUnSx8Ifd-Ic5cyy!?>)ZP|}m!Qc+IO}|fhp^mO9OOD4O|=bx zOuE(jaB)fvfTESy!;|8e8BIYyfJ@wBD-3@jFu^pqxOftdPJD~hpW3PpOA^E& zu#5hFehflB`3m90wBp^=vu##+h6z9h4FPH+aDVb2Rw53ga)jz_3#M>Np645kmOf=1 zFN{lJHoU*EcrhXkE)|u?mN27yAVy-o(D7l)l*Td5+bc9|M{6_Os)aXX)jT@%#qjHB zE{ztF={!SLG#I7Jv-|?A7&V|w(r~XD25b@!osLBvLs1#&n}!)MVdF z01Sh2a~G<~vLO^`s+Du@!RT65-i~I)aW)g`_bDBTqIP*&gr!7f9fL zXKjY|BD~2)oXS9~J44kiJbvk5h$jP}g6iyDh&x9%UI4qrd00Y=#*{9U(om!!Q66*I z&5}VuqTwY;3EzO9wivR1@Z>auP8NO+as2dxqZbzYVWnU_5f+Nvd|iW=fi8+nZy84r zeY`7HC^bLFWDF)5Za|ca@yQIF6>$xMNsIt2h7UV+3^;KWF%=*ko+CEpIM_U+o%Hnd zT#PM?Jc5*S83tdNe4;`HMStXNB~{gVkeC3(>q!?ll`W?6R;}Pp1sXk=Sd`o~=koP-|fb(it)q zoMXAUY&OvpNm!=zj1fPed7#dg;WKQUJ#!{Ix@eR6YFNAJw=o8WkA+qM)!sxha>84H zPIWD9_=bk&_i?xGtM&e9(@5FO<_7s3rb*NvQOwYpf-Kx%!|Nu z*cePVXyFY}-@d_N>7<`HbH)*27z3pjQ28yzwgz-;98gtLFaR4=eq4i_kPztyu~F}h>lz9}eA-d%BqE#oYh^WC6{ zDj@i8h)hH;5vrNIX!DmS2Xs|OUY?weM)PZPvom0UIUps-tAN2EG|P|&lB7s9V~9&S z*b1m@XV;Wq&Oir{H1)qHU}gZ88pp}a(6sAuKcaM2H>hCW{^@l}y=zqXgVd5+&cUt2 z-d-A1!YwZ^gO+Np+p~~%5J!pW51Ai1Z=^3Zd5QgTgMBE94TO<=fJ2P%=tOPe3Sm3D z{-_RMlz5=)bS#9n1Rv_VSM#U=$Mzt3-4SQo9fTv02S~(ttIXZQ3hXRn(-@QS=BRjP6QI9XQh&gxGgbHgWUVbx)^G%@#qY1DLWO8ewvq zqV)g)1*zm1N0jMHFf2%h2^(|Zu%(504G1&X85~GJ2Zt>d5h1dg9=o>oQu0?>KWECM zNrBx*5h-ATsD;< zP!Hp4#06s~6aFYY^nF{bCMKotXn`<%1;atIqJqyexo(;29#+1q8YVmQqVSutGVk&i zGp8Sn@`Qg0DO%`IXEZQ40FHpjuQ(XjFEpkS6BozuLIj}TIEZU72Kx%Mo3QUsac2$5 zEbS-E7*O#1{yO~&;FxRRS;#t@9!32_$T0};hoM!MLrb}Xw_=Z#@Q<7+YuNqSwckux zFuj3S>Geq$nQ%GnP#L~QTaH@uiWklFU*WGHQM|M-@S$>$_EOG+9kXwH1$xdu8EoV_ zVYkA&V3DQsmR|K={zT;U`g;$hCLiWH(J#_BE%Wm9Gec}I`lht^HAfv)u?f?Q7+!s$ zrsjq3Ksc}3eAUtZo1>lr;jflH^)}s;nU!T$e^0L-pL(_W)1)NnB8_tz;Q*FlO|k?^ zbrT_Q0@RAMukuwhj$IB{n9L2y10RQCMtdteODjj#133NwEkb7@#2qy@=T6OlBxxNm z-H)I)y66XFJ2T|%Md>^6RJor#l$HG9*p-EMd4|4D94JngR2)j4wXdf zvvO!)B_Zc%LSwxI-Lp8({@I$nvBm`_mFWTAimkaJF}Y!|r`ZGe%Q{X@PVu%^HJuNq z+3{iCG6M(~|bdGyi4AzO+HfV;a|?)!Elv!r6=nMtoFsvw+iDGY=8Rrh}1 z?KcQUra`Bx-tJkkMrxu*ak-uJ_qHIOO*dr>`NCt0W-Kh2-u|T5GNNd_rA$7TPr9#| zx#q$GqxPrmk7tda(X&mjQ;)MeYhr6bP=VvQM{AoW3cO=um}fb;F6<1x9NPjCihpNX zxSI=?+YK6*7lsK~tY?^(ljU)e-8D&8jp=rWV`al8Fb58G7ck78`_`O(+mxKx<04`z z_|c6qEj!yk8i+BDt^pDFp^|(R*3m8fQ(RHy``@B-p*$V%)F4 z-Qs<;E5GgdWJYRQ2N~whjn2-5jar6bg-TD9*crZ6 z<*y=61WafA)Ed)z=A}H)UW_0A(JlMH(!W>*pH#r^N3F2T!1l-&45Ov|_lHQk^w*_~ zUDva83}T7X;xsTc1e)S&Tf2-W15V$bXj!)ILuCL*LRZwp0qB0`ifC^?YS&X>QDg=C zJ5h_4Vg*IT0Ef|$xf_ht!L5`E)q5ll=}Heb$v;J^nJapH_Y-;FidB7+SRYFxqw#a= z2FJGS%?mzBg{gVi_P!>{3;92mBX5vzI2YdHiGJXV9a_5Bllz+>>pTv3xcI;(wQU-i6fqT zzG={VWj8Wti(e0 z%g0J(9Hr{BG)GLm?%y|iH+|P*1m-WGS(APgM4SN0CF`1&mc}c4_UzgCK1F5a+1X<2 z*Pj45+nU|i@?|ZY{7%k3tfm&9Cl>7^@jZq8T&5AKhuEsi^LtY?e(sfkOxj*8BGaV% ziEed69rSVd*v_30U7Z^x&CP{C;3v}z8EIdrrl z>0JwIAe4Wuyg^}M_|^SDwiPy3B0=I-KMoHUl0BrX>;c+JuPHa+k|$t9N%*K{TwVF# zh?CW~pr_9vf7to~0F@ce?``ii2^xEwl%&^_O*Z!_9DT6BVW`)R*^~;dqN^anUhK*O z)7>{DJKq!Q91BxMGgK)nWpNOKs7duZ+d2Ww49XKFB_-6$2KYc_gTwd6aPw?Z;kf-ib49Jo+U(undQg2kyPW!DHR{aFu{S zslMUKle=9hJyYgu^t<>R;vPzi`Z&4p+;u2`PGEli3&d%nDA93vlHwQ8_wk-9A6PC; zUu1I%%b@G?P5X7Qc4-S$8_zVlPTly`vCN{>XrR2^-UEGRgXTz`W~Y0E?Q(8z?n|C1 zwP0N*25rn22qhNTv_uYl<{3U1-#lf`n#GjX9Yz`)K%9uhqG6zmiE$SH(fFv#&3A|w z{#@^qN1BuCy$r*f?%0eUTM~PeJr+3GAhvW}kr{gU45JKdWIJPX?1W@Z5m8T6Bv@G? zV0Get*7qfk+MzZ{crysH${XZz0Os^5w$Y9P9U5PrxtziVriR_~Sdw4H_KS= zQG0vWqNcL@zm2^o!+h0fa%DH+8Toz%d**O4=0tpNB8v>vAa`LMt$=R&G{rA(`yWkI zQJ8{JZ@8!TAOo7w`@Hnbx==qhNK_8U(T?*zTc{EXhqSd&MZAoTULlKH;Eu&wW|}29 zcm1g&P$1sQvG09xPef;@$mxZaF%{MV;@zLZO4UwtOWf}}-reZ40phB4c!bz2ok#i*5b| zDh5dB4?2lgJ1sMPzvRks3{cCuqMC0Ad~{jxLRg!G2mYhg8Jmvhwg46F^ zRMhh1!SX_*E29U-Gk)V=Mg>?8w;xJ8O2vvP^8B^>{|AW__0Pg@DlOxs1F86=QZuPP zRd|Iga?as{2X6zNiE$1I50}%?(ZNSK_R6Rs#>eI<6@BO}rGb@yS>*v_0LQNXaTFs! z4t_SQGL2z+Isc!gTZYk4^w3<=2Cu@8DtbQd$j`GS+@T&31dAwe3gh;xEcRd<*!ZL; z;)+uy_WcjCaH&*XFk+Q>$Ge%OQmaBxJzYBXikC_&^b9YKXSie^y~R4QwXS<7rz1$^mXvrQUdA}XG-40( z%#tTTLHbX-O0yFW?^9GP5K_Lf*A+5!J%p4?t*C@XH}_4XO>C2kme#ENY*9dT^m;sv zj9t>5x69ygtY2CsA_3#Td!o8~kQMLXQ5}a%w-q|xQjG=_iSN-e9#&Lz#}n2A$*B@= zVHEGFInwDd(EU`#2k}}DsvWA`o|Y|RHY@kk2|I{WKDn{6+Nt|nfq-xSyOorb;Cr(^ zqj#l7>$g?P64JjJ{#TMbK7rhF$rCX9li*-}pya~uS}d;{iIj#%3czF}C^*<4 zhH8Y(LH#8~Nq3=!kw8YoDcN=IwylPmS?J^`Rn5{y75e~LW*LOenb5lALWPxIRHTQt z`jRImz)yhNRC#sg7=^y453GaBYobsJtu?KEKV{*jbzuKK7A24LsNak~I z;#}cJfD!r+8KCC7x_n0^r%8U_Yz+KB5+zWo+{ZVInav)#FN%Lp(4=YrUAwQdP#m9> zjdAjIG`+gG-S;qbFk#A^TfxD>>L#h&K_MYovMYV=@Xi%CJq}Xy0f*45#i*d=vF*YW zdrQ`>Tle_+b5U8-FS;Ie;qh&m)E*Js$!IO_erQFQ2#h-rX zcyeWt^~sUm)1&Kir25od!$RJcBdNvqmKfsS8+c`thFecRjf>kP)Bk#!DUweEbi)~x zukoalzVn46%dGVs_@HNs!^QO=Sc5C6oT{3dS*2ZH0EpyWi>!`A%Xt@VZdCc#1q@TF zf!umYvD&p3p)iwHIqkUF8s-P9WR#+c+8;n#9LkW|^y=J_b|H zMI8|IK(%Nc%5;rkeX0*aD~4@{U&Mq1>j35{WoDH+*p;H!hF|USjKX$dLj!{ngda3U zXrlD{9*6!9tImcL_Gx8?eG^-ju#(yr?&_U47TiOJsPUi~U;?m&dw8mCy~EqCO#OJ% zzWdR+A(zAQQewg=K__O;Ole&zvu+LppZ0&gDCX#y zxA{t3%VsQWhWTD0iCG)k0MM_gS-Lc#q*`nF{j0k9=N&sf8i7loJzaGc1RADn4!wiZ z(WW9a!1tQNy8px9w&ciHS0GAnpu^z^4=E~UH!kpg+dR%eL6`sKW zp@tK^6V*#=vo|iQ!#MKV6Z@!(elvgwQimaz{WzrI1_GOH<2D``s2r9oS;RE1AHyqB zq^oi2Vqs!B% zJc2au9^h3=j@CswT<#eJu+T+63uoxf+3?qRj z`oXsPJ^iO(tb~2{gi6D@x>mId7)g4M7~{$t6%~aG$pH8|x#9l(`;=~f<%{Rgj{{AA z$<+n0RS)$pWoQl&d8r-+Sd$%bq5wY?&M+F%Lfm{y{_br6+mxey?d;4d?PFv378)6e z9}iRI^qYeNzI~`07q7jw%@jp*J%Y)590Tq}F*l=-dlx)EJtNSMiMKp^dq_>~K0Rbe zda{uu?(>^lf!u z6mk&QuAOa8iT?|mS||#L0AGVn6p9J!8EMHGS&f;HOuSOpQ->c|y_Y?!&!V%k_q$$B?tXf9~eKzj~a1dmk-=+X^G( z=GK0i7qz5evkhK65=qWS&_)sAiY!#`?6UqrVdNy_?4r+%Es zIJOo>%;u)z z=gW5`Mn)+K7#^m}_`?o(YwnYy?2QMka4&y-IZFM@O}TLXpC6t5pO7p8diV-3>~8Fh zX!s}~ha)#y>>lk}>3-ieS=eGJ!z2j!4xh@+J)AT3Yb#c4d6E4fw*;1&h0eBVQGg7B zN|Zu+giPu8yej6UNUY_WXfAIzxT3j``>#9Kwwiu&l|fT%qSF1MnD-d~W7j6)#zBn0E>=;g1JRlrii28I zYewf#b6YOMaPxjeMMVg^eSy)?@LsF7J#el1Jl_#>#C;#gSdZh^d`umF-6kgCoQCn@ zHdG29o=W!wQSB`=(s7g3c;8hs&Nx4D(UJc%AnW>5yLVnMiEI6yBh4_&wccLdXJxGL zL~;Xv;@BRMjrdqo9I~z-c(+pe_G$aB z`U}p;{sWBe+;|Cuh1!kd?HO57ptD58z^nL@=V3YVF^~unNr8PgOXb;FbU#(P|Ct7rPY z$H`lFFd$Rs?<~Y`VEnVvI*`w*ZCJnAtEgdo=@sY#T?|FG-T*$o8j8w&R21;avM^H= z4BXiTKWl{S(a`Qu+d5UO=}|mtb45(Cxo&!+fXs&P;)>mKQnoxDA;R4#UmhMmO}8naR(a zH_w%qQrJcl?Igf@wE*3Y!DuQ~9rfj3u&SE!9SO`pnKcD?)FZKH$vgbW`%hRE-9C=i z6M`Z-r*gQwl9k87fg+EOT?zi5aFMk&HdXyOvvauJK?drKY)B4KdfZ1g6+}=F{6B@9 z_U?y4rVo-~JUZW-jmEQ{#fspKayxGtk6KqGRM(CL z^ueY7!rcA;Rwsk49Q3DpeP-5KoDPL;1W z;vXYN^PYHjL`Z)cI9tu`W86Uq9-HZecI443zecM#1xeL;OqJx%IlK0c@z+c)B~=8X=)jw8!$~+ znmW|!k^JGQ%y1J5QVD=>8Td6c-($}UWe-Xv5K;fvbKKbb^9ha>80G0jNxe~1=8E!S ze#@ci2;j40$w*+-;}8ntjpQZkdfH*IG$=egdz$_Ci_~4Q7*B}B8bD3uKx^X58{3sF zfz)NYg1|rGUoesT7#KaIN1FWn{M1mKz!^cr@04<8|12#AXVFr8mOk|Tip&RknH;+| zv$-43Xi0Zmm9Is*I8ikOcJeOxIF~sh{$~KcvVh1JmL1i+8OTU^$qu7$)~LJUUzeg` zRC#_}c1iu6!*a4nmn=jYhr7Lp8A@zcnX0O4F2qj8KWp*0*|c+7M4(|fZHkL*c=mQ` z*0P(Du28c`5|i;@;v&n%vIKST;*%TqB_T7tiN%#*T=H4@0Orq5U`nr5+v4o?g)%j* zfOGC5RdPq846sd!|5=IexsHWio@YO}JVeQ;a-!d1LN+Mt8pky~;mufy&q*VN)G!If zHTwJ4uea)~B}@MAaj~&q4lMX1%YIO|#TT`xs&yc7L9%;qwnmjKU=^3FrBBU)g3?`Z z(=4iLEmkKiZxhNRAt|ck8L8rNxy$)V1OLRm6xA?N9Tt46RsBqr8xYYIH3wa zr*8&>7;LIo;+s#*R@dMvFR)OfFo+NS+nu12iT60ltVWN}>7%ReOMJKCiIxVwk=y?#Tv`C)s| z<$CDH2(iosr^XA8j2NIU;;&?es-|@TU#-WKS6<^}~%RuYgLy@qKkV5+( zdA=v$VV3nz3C0b*ot$jp@2*mhZ{^OR11}yhTEWVX>^wjPgmbl_j zu36W=g_loKMkRM_Yv!xP?7u%I8~Agk+4LH09E&T#bh;7qe%}i1V4M&63aakZPO5q&rAEEH|_>ZdG;Ww*38C_pg zKGKt5m6`!9#a}9!Yc0fD0rGN%_$&ELC`}tx78VjrAP9#YBNANjX2c{9w<;(rH%yf2 z-;xcxr36%FR^Y_DfQd8!w2^l$vuf~RJxPQpae`71HHj60$HFAy;Z{KI>r zlU;V0BBvHlwFnHI0-C6Ty8$_+ZJU{I7HZ|LtMax>D~IYga5QMzv_`FiZUOwqB^|;% zz|VVvuUjcQOZcca2$0#At6Yg4StTr-1CC&_2!YFp)RRSU+f*X8cVN);qegvUZmuhC zk;Q!UlYikdMmNc&K-qq%hNq#oD>ZJWpJ8j!_~Dc?F;X|{E~E(^u}x3zyYdp%LlBiNq=$yiESp&t_1Qhy^>?KREqQ)omU9YMQ|MwweA0Ik&fZ`yWrqg$O5l- zbeRV(WXx_|&PFg=3rB++^zG4GX=?0C2J15j{x*ksJoo+YI22~tE7S@7%8cp0r} zpQ&s+ztPWzUs!&slzFpK+pdL339E#2f`_Mm#DDwM?g2(zYeX3i`U1*utR@WGjJk;v zxRI%Hg471!u)WEp5LF&+xufNquN0lAl&8$zs171a7w$w~%FOfj5A;Mh_>gJ_1LU$m zeO(_zx`zpo56Wm=SmgpxNly;pgf+hq$m7k|OyO>KLMX92R}xWiph@1r>pu`k;&%yz z00TAMOP=^Swo;l&rh-2=7!>OomWVnBTHll)6c-O`k#q2X3<+k2xz3+ zr!aoa692dR8%FDNlWENxD2D8ipi7K)Eil<$HH76xS&!m3LK118UmWf-s>^hrD`ubo zlr5dNJRdOtB~jDsC>0PT7W*wYOwG`63?mE+ z8_3O4uG=fD>Ha_sHMCEL&MU3T_15NtM#|R4Uyg=K!8P&T-(hm ztQxqpPeV5Whk`wrPr|`~_b7JU!>LLT2p)1G8cWn5KhWEvM4tp}gl+E?isij2*}3~^ z#met&r^-Ab)PiuKUV=$UYH8JUY-`*5Dbctl&ASh>v5M2iayOwBb!3n1T6!O?gG&=ZNLeG?@G>zg3)N1O+-E`PvzLNy#iM2S1VF4g7dVaS^n&msv{j>{FHXt%m1fP@W!}vbr%%}J} z)!xO%bBs#|j2bFdJpl=bP!3h6oy9#hxV)gApBw>BMCMcCU#;Z#wzIM4U%klQ6!Odg zI-Lf>tw??hzqmGw17R0nO27hXC|Sq;rKM?HzCxkD(|~RyWy! zRbZMcyK=cKF``v(uQXiX5PFZsG!Kmq2|*zyqxW-FxA>wP3x>xOd|d+yqHI{oJs=GL z&Pd^_4`Xk~ut&yTVKg<2pE)4k%Q6+JAyK^t2>W&|Tm-=J-rukQVY!;4J(^v~BSoW` zqXROdD@lK4)|s)g0iH`AQO8vAW`GDHK_{k19s}XS${R@AkOcW6M)O4-Muw;efM#GX zw6tcQcg!Zw%E719~4A#(bMKsew${O)7`m&Q*5UV#1%KTpv)1#fbdH4<}>?J$>Lc8&s@a z-CrQz=7whc9@CBpW16>Lt#7nb*zMZ2>Uv~r3q(#$f#^bmX$yNjz9@tf2Er{B^RnJ7 zVnkUpO!05rhf=)}g3Xz?g~K7?xv%hp%ja*X?}{)ED@f|Q9kQ+!b;a(Rg1Don@^OY9 zpEzAG|NoR?`tJ#uf8ic3$<22fY#$v?ZWtZ%9et74K|)4aU==F*%;2?(M7M?qrExuN z8juUbjqjQFN#D9J`>~sE7X6n7XvXmzur2eu*MF8H?Kf088x>f$_KONnH|hUj160vu ziJd!w-Y4uuF4M~`WzDgFI4`N15}*<^gF^KV;=lRnr)*4$abOYdmCEL3gXwQY1?-qf!P@haJcI$6D{g7bR{ zn2M_yMwtBTGaJD-C@T90AH!5k>_I2qbcptu5H;ocO)t;C;w8BT-39RN-1a)!_t8N_ ztVOe+H5+0#CSWh&j&Upy>`~r?YU5W`mr2V>NCX8ZNISECoWzU&212jH<*$~9PlI5- z+yGj=f zF)!I%w%kMA73G~pVLC{OMM3}e#P&Xw59cpRq&6*AN2d3x8hItnONsYaV&CLW6~rc^ z#cd?{XGx_Iz7q4>)X{+I1+cXUSac zCOXnxrGSK&U2(~&H>GD7)EKF&^Gz9%!RQfjuo+ZrA9%|7&Ijd5`zzk>2)-36LCoNV z!ouTk{tO$`9I7^+f9}z)c3X@?Bznx+ybAJQpC?gb9?7@~YUbZ(i?!luM$P-A!Yb1O zdYsWfvc3`2UC3<8*Jn3LUtqQ`zKF(lFq_3<<3W>r3tb1gkMqCyEU%!(Xz8TcGhfVG zTPV!~3UvA3AMG9FQeh~ONCJG#2a_l9507H){9_s2@SpZh5ETXn4uvfKtJm1Lsr7ac zRBT7%i-0|_Dg{C!V%y@HHwhpGT5L=FYb~>uwJIKJIFeoKQ4bG~211Sq#fO+Jdk;I~ zSdP8+bEk}Ln!AW}B+8R$e#E$DW*#3I0>5p(J8^=!S7v6}nKy;1Mmn*ooL|e4%6xQn z26|OnBOuGE;Kt4T>)w?@d9jWNJlERy%Wi%k94}jrt$22K%RLvkkRqUAIXo-sX}RaC z2x`3o{o1n_qg9m;m72Rxb1`x2@nWmS9>l14Jo-Tvs9Jq>Wi9|s-V8L?W+nPh>mc_x zmIiKdPKkxNS#!oc`246e`N4*WjaJOFK2~)5d)sLMI2y!)p(VS5TJn2$n*)KsJ~Yafhr7%p<~A)UDQ#>g|L@DutcPrlzW zap4`v0cB9I(zrr=UzmEVDC%+ut6Du^a#2sR9l)n0spvpwila}!c)~qWWuaQ{9n7BD zcswjD!z1bCSwka1K>HeRDuRm`i`){gtI7R`R*Y2dZHnFTbJNGnmx>#Xe%f93oO;Sq ziQdA|bDKN3xW&hIrNg*gV@$taMpCQ+2MEMZd@ywY`{xEF7InfDx^4eo)6hq|dO;TL`G z0@&oG^RcZMo6CP^roFVq(ZvinBkxcNC%gds!(fa$@OAMTm$emLJs4BE4`{HS!0@SP zVcv9LV5F85z9h}TXrWa4!gK0vXrEYD1We71_onoZlSff4*+QhAA(Fnp4HdBfum&A^ zRE48IuE(J5BJpfYndx2vDyU6<0WkqYG97HAi0gau9)u$%7n`wC2DVwtdxK|8Y7xQ) zDNbo{hDM2&@eJ&S_Vy;_J7~X&1E}ok0ntdU6(RQJ9WX7z^19x7gU96EbdnZ5|ApO~ z_|XCx zSl#9M#+EsK?3)`(%1_sPxL*`&wK?dE8|(4i{rmA{9fjB$v_%f)P4h4xgOxv&;X5Q7 z{;K*Kp}69}23Sg}l`;bv@ktfv<{scdC%-3{4=&V+o&z=;0QduUeDW+2o_MKpzcc?I zaqj_E<+*JOFEwg{H3?QkqM{-S*btRwiDiKzB1M`gASg(YDxD;j!~(JeQ9wWekuJR# zW1|YvrCR7!snY*37uM|TbI(41&b>VDY(ZFj>-*k!mNCX0ukX%(eYX{@lTH&ML)ZpJ z*xJn~-mx`x1Pyi$T9alM)>0-=j^2eabTb%pZ`-ac0z~QWXyuANh^=jCQizR7ffm51 zNJaB-oM|T~RMD|HC9hbdxE&{z9p&N!TZN%%Uql&dJa*nqm6+XsNn>~^fR+Zsd}rXM z_|0}@WujQDYymTnq;u`SHuIsho;LKc;prqi5$;4c@wj=32q4-S{&vB$qhSbzcSQ92 zxf|ROkpeoE!j3;EDc^+fuoMh8Xi(P}adnz~iCXVq*Y?{$s}@i06J*T{Q7ngB1{9z{ z>Ak##(Mfg@CYzr+G679nb4f^9$B#`fHjIsSj*W&#SY}L^TBpS`bU0ZHM?>TxD#>q_ zFsw=d+p-FX#9q8>dTx-{)uStyii&-|2*FJ-;pMMzW)O!qffU3vt&=@AIBPgZFnJB_ z1U6ugH)93i0kxSrm>uuzb!PCL_ZGjFZx>GG#CP;Sn`HC72bz!Kx|1O&+FE(Ni(4-? zb#%tWZDrtfFYYi3JM_8kI^)nc$Z>kCJ$)pe;&-z681$y=F}Ygd=d%TI)C(vXi6d$3 z4Si{yP3_Q;SGFJeB*;gX0p(-k`2>)`3PRvfacL=C8i@iWAf#y|5lwtrZx|qi&gW_q z7#G9l)9R+O{d3toHWHqXVLwW}G--7gGm`Dk!Y~5i(5vL&2GnP0lHC)qH_toFzwDYi z7i={a;=59)bR`u(CD_8}L0gS7tC&U)w3Cg=6X{ya;d0+U5C z;92g?4bhl9A5I_Z97~QbV)O|M2xOtDQSC1aFG-kmW-1kTu`zWylC>%!c73_AC!fbm zDi=UPeqn6@6enO8ttO<54<-Fr)?sz^TUhWb0Mb~|#2(OoUM8wWXsM}F1YFVC{v2jq7EKu`!GHQFyQEcuk?h}>^Y`35OQ`1zJ)jtX0DUL-%p73r~OA0VrNA^ zfGkqVq~p7>S4V>siu*Spe4MG&E|P`#Dnf z%$bwe{zg?lc7Huvg%A~FYZJEVAhpyzY$*jBJ#TTdeRqk?iN*qlp@|J5Mu-j!Ft(*B zHOzUzm$Zt;yqLt}NTOcJp&74hGFw-DOrZo@67fx06k`2#WooAT!vXdXEeJpx6Owr# zKUi$}E8&rtzk9fCk=bO_7SFE=&1LKCj+r7x8E8hlZop};Yynm#@i^sg{^>-?Mu(~| z%^_K1(Ood^aUEr4E5%0=CN-@gbb~#&fnsM^rtynWC($EV-{7@(z1St-X#xNj-OII4-OE*< z%b1}oWFb_Qj>PHW_+j%l#6=!On2U|=W7OAF|A1AZn#98(?U_P7aRo19to#Le8VlbMry`jk%&Z`~X zPYAljQ*}rVS;ifQq1OA1 zHv2@;5IcBQDdc;?m3gyp5bFkzV`|0^CJ#Iovd3Je6)%Ny>;pNJ{Je>6Q8`^C5`+P< z`RIVp*p}M&Pei(qRvWTcN33aRpTscRqR0(dl{gNU$U}+I4W@7dD5|5c-h)&!fmvb$ z{3r4-t>R69D@j_|&_57rCW~Am;1y$%)_tq94%+`L8fc+S4V~pakOZtRcQh!A;}8Q3 zK>Fi}2hLfKA*jBMP+P=rur}*@k#Fdb`bL8BSmdA1#`E4>2X@aJ0y{w0yU?i9!vZ&b z!qWD`7-sStVti(zlqR5_N#*n+^WuXDQi6|=%>#jxLzXA>C}pGq5b8PoHW+0|qhPNz z01g!Vfq%C_t67l>o&4un81c_oXU7Mu^Vk9ZZ{b4m;&h1%>Hg2XsZ`{?DQambgHuy^ z*&|*gG9dsLb6oO=&FerZNu%^2bcN>eh`lj^QA;4Ef2xC*G1p^SnWp?P3VU8d6Ux-7 z|4dY3I6l)J*N~S#J#3CS(;hOIW;a!+23E46hOO-|UjGEvTSp$6$S4;e-B{t>u8UP8 zk;xonTXB^mw!%i(y64%`hP>8cF~^Pv!OJp4UqnV&SOJst-5`LrpXLzoMpZY*VK0gG z79S#*99zVhQlS?c5;n_Cxz&|WY^%XQ{Bc4-@5(-{roXfrk#A6R#BgN(QA5! zL<1(wGeL@$ca*!Q^#m+JyG8eZJ(?tvPm|XIP8DbIk|HYGZS^6{@bl6Lo>KZ?2}*H( zxQ6XxeaSyG?2#Nin4C|)`qjd1e-w@LzZ7rE_ptA>8Mkr91hQ@^?Kn)Je8KjqbDW$Z z3ngm&-LE*t*0bbY;rZ6|z6ZXGG*^9cbs} zU*jDs>@4RMzc_wRYrGyR8by@Exw65r$4+*!rzAEt(+o$S!6)|`KDGuGVg}WgSgW0e zc7tOOjH4A`4$c)>!eGQz7NjZaj|*4l;EJP;85AlJf-c8~?7+QQlVXrSX>^UKAjlAd zAh2`Y|5_^SL)}rKuJs>M@pz-GQzLmr+#=)ed21=;7&C_(wFiNsTM$fX zs8t(s1}5v@GT}A<x)eRsYc+XbCoeeQ)r)HWboQOD0l8i6#D3*5l{bN>N zFx-RUlVrt`Ra|sGFx-r$w3-@+0vlYFV}Arj8R8+67HK5J2j0Q%fEWmzC0rX0F&yju zPuVi@esYdpNR%z$?fG%>#&R=cFs5K4hHvo{CNG;G|890RjSpjHk~yT@+VEg__J|l`Sx<9 zAzLBZqT?I|8F(baQ;-;20wMvex}jw|jy{OV!mzJ4);*E7G`3hDqA{XJ)jB}m6-*Ks zVe61sb#}KO&&a)MU1Xp8#xs0-4EQ55YZqfqt%%&9_}Lhw9x`3y>WiKb6eRn`E3!U| z+E0~WYfxWKC?|Qzj6x~4fec9iO|WZBlD{RKenZ)lbp3d*(aIdJWN zh2b7qrC-TfqOZYZrKFAB=dFLd|65G3VFG{27)HAESF@#_7rBS@UaVh3*a{}o*a{Ws zBy3PFbLYdDT@(dyE-EEUE|L=5TKvbL1#AKIXzsY*ZJDg?9M3Y{hHE_1U&Tn(+OK1z z{ns%Pa$UQkN}t5EE4mSE$#r#g<&fXt9jxAD-S&N-7ID(#e?P%6K8DHu)&haA<`kOX z-ofZQPsLK|*l7ARcI|eAjRwSOX|$)X|2jS!KqY%jP|DK&S!33JT~JnYcF9a(INoAU z1B`1c*}tu6E`}P-q>me@cD?FdjSN%Mc=g5@MtPU0#%aG)t<;Z=ThC5Y<;d9r7kJq? z1nUlsBG9jskF>JuuuFmC-HQ!nE1FfS&LXiH+6}3M1q2elCf`=BlrtF1)S%a3vW0aA zkNp#O1QAi(2!=Awd7fnhR_s^YraPWvbF6h96iBXao5YaaVI54gcnNajL2=OSjOFav z4g0MVQ4BA3yJ=pWt4Tz9xcukubNhUw?vWSW$Bzu}qvxOr)YF$%Xm!BI)M^P=|4`89 zjQi@Us=+E?@UvZ9fml`X-jG~=l6>skKCQva z*?+-%KKy3(+TtuZVx#@Dsw%%ox*PAw=12`zl(_LhsK@fG?J`ufuKcYzPH7g<*M z?TG6j3_pZi(qO6vR}CwUj=mbfShcvR0V{2M*VpKMC@6u+V8>hOf4wCa-`t86M9|`v zmyVOj70L_Vasu&WC1qtg=MIhV;0fq!+WJUsY$1aLqm&Cf;SzQ-m$%eAU=ZA z;~dTKe;%nAAL3?T!FbI=0{Y}K_*^~1J0NR4FO%$5Y~kTQsmo&$kp_j|R-i+BVT2P{ z`=NBhm2`&E#H9t)6HFFmASPiWIL~k$I(xoH)T;fTnX%|M!f}sJC4*D{@DUKeu6>Yv zwSiI%6bDMU5e&nYM+2VpcOXUOe@%8}2O@2QXggO1z>lYG3hDXSA7{#vdN@u)3uXo7 zZWsK(;>&}0nP1MhaEdPf_|1-XyWQ277y>Q%=x0bWtaEROV1hLu$n46nAKrtbz_0P8O zHX+K4wgGPz07>!%f*x+3CNUSW$$j|Jw6b!y@g}_^(q?i^`W3i*>OU2iA8%A@K5g~7 znlGXwu1I*}MzRJNcs?AKoCt zCU68dF=}S0b$%vyQqi)5wH+8F$^-B9*4y-(ixDP8Ny8%#hgN=WyfY-~;61z#crFdt z;1{lP7;tyEiE}d=Fv=iPo2KfpSOfgK^8KUR7sG3hp4*Qr_GJP-btkzhlZ9?W7eqf9 zbCBy0)q07bxQc-NkaV5N!UGc^fx~fk_3OAcZ5*0PrdOC8{3-nrBLK%4<$9*0IQyc* zH2gYL)1(QX!Tht3_j-|t!E zLS8kW96G;L50mx;XADhSCwc_3;W&uVAg4Zsbj>9@Nb%%HnaxY4E;8OWW#*zA2n`~D zr%ucx!8q)n>U@8jnGLzL4@p9CyVZ05<0aFyk#1$VKFyhd4r9-%(b(1Uugu=U{+-#I zeIQN^_&7IMUiO|f2kfZ$K;1PGwh&hYuP%}|kcAbRPo>`zG2^oV!gH~nf}K{7w{{QJ zj!BT3>D4eKCA8dWpr70XF|~9R3tJbq3FmHnTrnpDZ(WBdg=hy_F@!3b(dKFs7=Ig- zM#(pYn%&4lSurPzh+_M56F@%Az;74@&9+$_5c-j=0N5{$T(mzoX;zAK@07}+##r%U zkoP=Fe-W|~AS9PuP!b`Cf}kb84q)zn)~AmBR;TSsYS*7_Z4D(r7duS{!su(fFcy;n zn`xL>f1O%=+8?@-Lod+v`JL#W3C|N?nT(?mH(=OICS!1HamYrTQrmn4i0B7KM%{K? ziNLYWNaLJ#Wvi1W5eQ$N$6tgk`yLPDj2t3GU**arR=ZcUr?01|Xe&J=3(GKrd z8g?3s`>0`O8&Q#4YK6G+?Y}W4WH^Sy(HCrnJlulGZK%^>Y>4=KjHXw14Ab}=NrSLy z&uRS?ETy3nl323GV?K7TA2RckN(Dtl7`Fw(@$P=a>Hr~S@z;wn#Qfh((2+8g7WS2i zmKSNq!1UJgrZX~LlN60{JEk6!R(2MXe7oTsj8hLFcEOLy6WPTfcf!;~vL|BT*7^T0 zxqRYZOyIXuPsTcr=V^G6x9coe*v?&ZST@FHYE8gmy;wP6On;PhH_TZ%%h!~%Te?&| ztVtAgB?QbfZ0c$p`;E}4e3H$q}>2L(DshzkTeHG8Xsu2|bT%&J`-! z)Yo(?Xw3bWZyhxgpjy4gOW7)!P84-WW4kg!ltf-)l*Li11Vu#Ti=@4~vg6eMP!^tQ z@0>BUSQWrJhg7?CDH%8v`ZL)T5E(#!zu{NAB6LPpsh0><*ZZ%knvsb+KQ3V!AWd#X z#WUxb!BDNiQ;W-R>#L|266Dnr=37MwCJoPJEH1&~Keq2nwZz|P%*7kQyF{#hEToLn z)~1C_n8awi1f{#l<2g!o2q^Ycd_&O@C+Yx&&qqf=vXd-PMeyt7Yr+aUu&ewzSs#+0HIw!Cc>HW~xXbmCl>7@OPu5aP?m|h2 z35!e`ZN}7=I3_NPA=5DmNK3Pis9iQbMGNDC0)yU~VZ})Jy&Q#DlkxbKv?5!v%1KY} z!a7i1B!nS(3cM`1x0(g+xsz7?afAWO%XJED*vS!yD#oF2={drQp_;-r$iLqm#AA7=6UHlVmp}ZE(Ea>U0Lr zygrb&OUC6I1kl`L%bwW~BD5MKiukW=hpUnTp-#nwqFnipfY5eoH?~~ItM^|Z1 zmi>qO6L;XukY#tkV5*oaKbZ{_mtJq_O&oUD z1B6*sKY)&@5!w%$0&hAX+9pi8G~%U>Tok%!R`PnTDYoW}O*_I@$yjC18Bv*b!JcRbXJc zv-00qRgi-Aqh-bx*sKg375OGbNI<+#`e9JcCH4?Pl+Q=-z%yRs^Uk3mDjOBlu{4xT zL(-A|vmt3)cW3GSY&st*+R9INwrLSPG7L*Jz)sivRWCW2P;n2F1A=@07v1eIt0Gcv z{bSGC@oOE%DcXX{Kx)d4@FDA`xjD2a;p7@ z>>sEm4un+=Ui*>7dre}*_J@2+bhQiMgL(77sfdq`CPdMu^xBR;B7e3?g!Ifuw{R-P zNqzmw_5m6vz^D>btknj&Xg=3Nvu8Q%g{j%CP*oqOvGm^dJrJO)u|nfXhQikP#F7EU zqkr+SgBjrch;sME<{zUbk1HLw@ZsYxr=R>y=)M>gwXt`B3L7D2Te6hRj8%!H_4P@7 zC=lCIF68d@u5uhkZwsW1LezIdyV4iwj15!wd3?f`*`Wr=U!yjBO1@!r0>d1*?K7-O&Gno^v{@R>ST0nfLVcN2>)bf+t z0+B%INF8(g#f-P%J>-Y)8jQ>P(!mR4i|n20@$75Fe==;e$bGUYs%BLB8~b0_U%n`v zKhsf@U5bFkY8+gyyPQe3j?6($Hq)<~E+HZwjpR3O^T=lVN1rm;nRc9+A-J6%9GhRw znJBiB0XN7`JblYdMu67SG!?pe3@ImKC#FBzzS4TgU99qb6#Kqe7%ABai$g*W67%z| zf>p$iTumJxzwq`K7tsqUxka%L$LUkF6s`H(kjHZkDq3Y7}i(&JKFl#|( zVr@c*o3$eJ#;Miy~*%4d;5&OQ%*WRZJYm);zzl}3L)-myf-bXBzc?FtIqmP zt0=i|^g2g}(dRgWYkhqp?1^X|6z*We-*AmCX%17=>g>8S6LWseVF$m_+my6$(&_tL zigv9P*_E4MRVc~NW~Inq(O0y47qcu5Kj;Z!s-XH_Nzw$$4S(6i(;uZyBhK>ng~c8K z0oilj0FRW~Tp5h_LVB@<8_}cA@a25};+tCs!b*EnM|1;yd>93Gw9-4WmmLy)Yw6H$ zN#@0LS_AOLbu?Z9#S9%DLk3Uf&F>`6aPl+Ecs|CHqekx%B;UU*)~mkY^T)QJx81+X zY5o*GiBJ?8%U~-VS#;hHmG5*Mj*!DZ&aP)p2GbKKxGt9TY@V(c`}%FZNP+sviU;0o z35+_fv_5_RgqOcB1IPbZZmc49nY8xAWB%AkLPmgn!07)(LBw` zldDpWz>t6iWBvhkyBf&iMR{!AKIp&tc4|UH`0E8+=~$Tj!E-S(_ZRg{yLtds}UCYOk*1WwDxko2{*#>Pn+G-`U%D zr1|vAZY|dDd}b3?!U|W9Xusk!`BrcDag8y{W4gnl_vE|Ih;&-nXb9xxWi_bxm-JaI zHd1m;>a|M=3>g_qjgJ^G3{Q?96{~4Aug$mI*pgJ}r)Xo@7pu~qY8^3lsvvx@4dwfR9E+jTUeyoEW41(t+uVa0ZjTf8CK{deXfRaz!BU_|c6FCW-|C>0nl-D1Hx#L@cUKE{ z^Eme+IMH9}XX!(NhAxTPr3%rU_he_!`FV4?ZSFP!vrf~o!l8{W{mrd5%jQ(SmzY*jS~HaLyuIDZyH6r*Lw|Il-l3~I%apw; zYuh@XM^)t?KkjqRKvm^wq@|DRS@2@nWi`7t-(+R#^(kJB-+QoT_wvXq(Pal0Ha5nX zpW@(`?6rXonSBy3@}&73TMaKU7=9 zsa>|!P&?g;703~VS9z7|v*7XR>8{hGRNk514OKk6d_-Bc$|v8cD^c}EpOb}CUwFK1 zCFi>ekJS9rjgSHAw! zzI*WL+Ud8%Z4|ffdhhoz?|i6^Lyxn;U;ctL;C&&MC!|Brl z%}YaG%wpfi@w@r)zlV~f)`u{M#SCs6{qIY`Y@&PyAAe@#Ba&qd;%OVS^=fYHeL z=Z}>qe==A4K#vIdsUp)bKGlwuiQr`>$ zCrsre&MX~>8v(mrd}r4*oClj#S*g0;b5jXGcHNQ&K=3Y)H6yKYY-X(g0l!C_cOAlG zG#_&)ubJE1URkD>cx?VcN&A$ElP1ByFyQ|EwcJ}w{J-HB;(lB$DbhVehisL3CFA&W z1uk9dF;2_cs@zU)=2p{&%Q$4=c1FfFt21Zr;ppf=DAWv3_&9|o4Cw;2EK6}9i>|`J zgPI&glJI0nYN!&JdkKd{9E&@BH{Uzz_fQ=!<-AQ%9tPUNm6`f+E@fSN6r-<%HmGIl z#krK6S{CwRH+|0jt}YLQI^o9cpFaQaQ|xavtq9feJsfs8@=s$+OA)w>om#ZnI0FZ* z-oR=1y1dJm*T1mGob3}h_311UJ5%r;6O&i4+7^U|hd%*np1TRFa5s+EzJeP6rZbM} zEZiEPsZc(eWsXDE!J{qQJ=E8J1&6sD4udSKY&uRP)dHmX1iYa>tTijYoiRgLP%T0B zS6#XFQg<8-8~Vx6Y&s7QPl)M(efwhc-mK~LVKsSr4y0bYdGlng#a~omR?7Uu9X(E`-GIXU{&0(Zy;ti-z0<5AlJc z9A-(?Es~Nu-S2#?s;bim=ef;KOG_K*$iG=5`M6r-{Ats4OJMy+X{z)I%;GK?U_J2; zHU_vKSx=(E*McR2hCR9?uqT=iW_KfwSDx|EIQ*Z!4FZQQJ;!g4)y-dwQw9PA@16PMeYCVfRKhoPPbY zLc|eu%r&IyRO3uLw;MN3#2&!viN(PEHoK0!SS%*hxt%^eJ!a?5p5@!T`7j9j=TIl+ znm_9rUG+y=mU(oVB~Gab1GlG-htk#GuY?7;(W*=PxUTLzD<7v|-oce+;Ep*tIsI`W zi~`)qN+H2iyVEH5!^JncBhN%T`Iau-QBzaH@@k9@T!YZ|^{$E?X79Bv^S<0tANF2~ z4wqG))z!c3#qn?S5)WDTQ~3N5(4*PUo?XWoz$GRQ4h{&&4aw?ydcpki_kOapwCrtq zz7w!~2~Nz@3h%6l4S`AaT}(g2rAdJfH3ocUktgKkw_0k9j?}dVRoR0Hn)*Zu%j7@% z5|{D+G3sL2(SHCZcEp}}r)h_rYYhtD?b6Rta0 zyLLFmZ=r~x7braQ{ctqJ?vlsuVigA~ti~9HJe1M}kS&;DkH;F-9>LVI!1L}^h9ZN} zHHoHyeVw%tnAa&*YgpqWe*F8-feIm~?9{S|dS`ZEO8lFfQ%B+K*>7Kkw~rC6p-nk2 zOy2ptm_q2`gWrAkoz#H?l${Y{0_f=>OtN@){rvL{1IUL%;hfY23-=;gVmNfWGN^@R z+1I8F+nAl$AMx_BdI~n~Z;UxABt=?>_OMjq4QZWtMgXYt1A*6CJ2o1Rvzg|ID(W~) zZf1uc+%_y$eQ=8==H?2>BfXf3)59zT@}Ya1x_9*)e+N7goj9XH|36e>^#ZP5osF|Z z_H0Vet3L%(Gj3rV?EykD#&T7{1nt-q_S#YB!R?_4O>2q6DYRixrk)jh2_;K>UR7lr zPAQ6gE+t*;^=Dy6QUAkjnd9ZBD?H`V96#t`vP()7aM-zG&NUW`bN1}3ofd+Eg82G% z-XJ7;oDzQ({%M-$AB0rn9t5Ku^MMj@tEW*OoC&OihcR zsmW_+;l<|9KM|Wxlz)b@s~4-u2WFY=9_@zL`wtuetsjU+tQnivl{e68%=PEmx_TY! z&Tpnn306xq!Mzf8FNx65_~Va1lCTORdlLQl{un)NX_>CWB`GOc5_ITkgH7)D)tUK& zC}C70HP6A%?L=&qvV=|c($BX58!6(&?jt#LzoI-$mwdSwKYSPEL9eM_Ew_)`FYiV4 z!uWjxyK!W-UQJ3OqEO!PEnBu+ymBRW;V-u0_-l4Dv z;f5lE)z;vL3F;(}oNiaI`l3QTcm6#8Pd{bo`Jgeo=Pnqu5K%g z@iydFE7wRae=cH`c(XvKW<)e|8)7DCcd9r2G5|MJ(j@#hcH(^<8KC-uPjDe*WHl`!-I0 zxEA7>C0bAf=nR2l<-&&Ai22x+Z(zR*rgFn{9Gv$C78dLAozJ|*^~t?rx0;&QX~Y99 zD2bkMTUH$_#u>fHclUF))cpQuUw#Qr8)w%60_-{fPyP)KQV{8DuhfNu+0&1804q># z>BVFR!@mA}m^q(uO2Opkv6@FS@ZvmomoYrFgAv>&}2K*N!}#yT^@Rp*U7wsl77(0E=_c zqEHmmL8zWB!U4IyY}g49@NIPycZuWma!GA4iX%{^p?g&TA(%Xn?R zT?=O)kDyZ~&7uR$>WkMsZvKAd6t|AYFZZ*L{3^D&h=6-aK`#d<8Q; zMz%y0T1dw?O9A&XHgD=$=ooc=NfJYLA}Y;ZlscHNPzja`xQL~x8!NGLC>k%*W|qM zXa*x7AYhfSuma}Ki(%xwf=S0^HhZDrbo_DreF(DOl-9C{34Hnq$NBL)5ZG0z{Mfs< z0M|5U@#1jQul1s-oheq`#V{Fy#%TW>e)$5pMfM;xNwfHs!b34G{WEqJ5{kP{zIPZN zuv-JI=FM~d^`_Ap+Lw}=iWd?IB(=2_y+1%K)SULU2_rMPXyJ|m|26AHCZag5HIRE;WNy@ zSj1&D!_iOc{ALE)wCihl<)RuD1&CR$4Wx@t{FkzTrZj~GxaE9P* zDtwD&k}cZTm+^>O%cBTSdHwpe+3@?*22}|M_c$#&2tA5)HxOcm*Ob5fvTe!_r_&9C zfvqn(YNi~{Y(eWFZim_iHj~$|8FfnfF!Wo5(+&JUfNq<6X%{4}#Xyd4Lwki;UU#90 z&h)V($n@cu=$|!t$`m~`4AwB@ks2Zd-D~2%{7x+dr2Cct|G)gG;xqgpr1U{s|9MpVA775+4?R#qW@<*>LzUPk_~CE`1|#q(0`>h@$nvg_H4__NH8k8s zDY+Wk6Oxw#tcwG7Sb8WK@1#m&v-3q~9>Fy{Yerg%%C?}a#y!Xi$_ zM*Zd&cp(y#9}~0j+=UDJcsZ6of zxMm_Lhx1{BD9EC}u?XVAyIQlT)n-+rQG+O_3Ox)wBQW_fAYq<0GnWSMf>+Wr`jwchUuiil54ObrJL zxbn_ev{@D?)HP2}RhN8jz?3youdP)PkIWGvtgNm1mo3|gPG{@s*JpqI_1CVjH?UkR z1>Kx$;6H47)67aS0Rt}lt5#)+HDHRQ z1v{BrmQn8L@9x4BKn4|YF?{$-fb1{}@c_*+j%Px|p5xN- z`*8s#AT3ClEPsf|_p)f2Ack_D;Zf3kh=?76HA5K}(&nWH4jeEY+m&^8)v8r3Rf*AC z=6Afhz*7nU^661jGB4#X4q2k#mJV^G7)F|BMPCR>j_L;l>lbi^Z+?vQYMiAZDh? zR*u1;ocf|zl$6XuI5x*>XZ?_vlr&cwf)U2?UB@Eg@tGcstXZQA-(Gh|ov04{;Hufc zrKx2!SA6rgSJY{zLVdl-=$HmZn)csVyB$letG73`V{}5*BKEarq7K1b_Fgmh67NZL zAsFt6(lf;Z6;O`)8AXCGT^q+7{!9S(;21b&%_>6%4jsHBZ#xHBhat*A+13R2?<|?Ht}_>f{DHQPA{28aOBC zw29FLekKy+4%;v`<n>SnZ zcx>PP0$qhXPChqpE_~eZt{-pFz`KW}0};yVX(hHUP_O{eZ* zT5J!?tgDU*C_6{b4kGX#h|70AfBu|s0W9G_nDj4SzWgK<@s#<@pe0_lZr!^45ws(% zuz4@Nx@2d}={LLaJvg348g1_&z~ES`Zk<$2vj7IS{ljN9-gBy(c3<|$dHvnH&*NyW z4W8z0HL0qS!*72pv6$>~>sA<*cbIJ{!j*<=IE*Nuwv)HEPI6i-9ts%U|hmUsEsfF@yBx@P2qTg7cRlc$9G@$$Q#{2 znOpLHyJs-nbxrk)?q2bKooLX4>xw{dmSSPfNDv`T!_pHy?=HG4KysEdp zXCpIokF{D?mYC@Np_*n3n8qZulv~2Ke37hs<+JM$_hsAG;M*r6?p=Ehd?SzFzvu|_xDaYiKz1iE2t=tHNK@DFBz@rD62otIGUY(dOzYWGu9o;B z9JO!-tZs#CSu>_hD}vEcrUmXqE_3hRwML$9HlD?56aoe&=L5tIMpWC>@8;zdIx^Jn z88PEw0nR4ooHs8JYQ>%N1l6uaL`0CiYHO+a>qp<2x0N4+A;1_f6EV32J`8f@MbvNU z#f8VK8z5}4J0owgARw=%7F(Jlg!XPcQLqi%V0y=C({3%~1`hKpGZ^7ds0^JLEFYvP zA!#=lQ<9W2`jbrn>T+tYSpIki>d_MY7Dtd!;}d;Q>&)|&qZkpv8?DsQegGX;ECdW< z{W!~H?kzE^!eG1Y^*YHwYRglOfAa$37+2xM=yXT}gV3WWwqlTiK;jUKIGCt!L;bvo z2T<+73p2TUs!a1&ZP}tc*6%PDh^C+QDUZtHY@6Iwf4QY@e%kUlPm>Luo+rlgo5 zl+O+Bt2!00ledt7@N*Sdlo1TO@3${rd&FBB|I?*d7sIpUwRi{uVwr9n!1f3_P89Bn9Wq zbDwDUM^E;fGd4E!;1~iwVWOuwxU7|TT&6h5|uRA#`~@Izr;&A;W=Psu91h9y%)zIUqqpJ4za68Zcx)x$`{-LIPn}8#0giAOJzi5t z1#@U7;@mhiQYKc})Ar(!y}i9+`?QCs1hC#qQMqlzI%5{%Je4rulp2=Fh<+aNO4X5C z7jQOh*yYQYca-6JUWRrh*If5Oux&-=xyFmpVVmsC%mQ?zOM{NaOS=iqO2N^gUcB$( zWf&rtssEmcLr}T8tw5dRHDWfd6!p|HrXD67DKMk$UL_!~pJ==ER~}r`XFN>Msl}ow z!gu*0=I8@UL(socRb9QDId$fu0-U%(%{(zM%dP0)%=F`pcIPD+UavYS)?eSq(_^Tj zl*cBb5l8P5N_-DCY6_Tbs#SpOnOTT@=8qs2jNv8~csjZCf!CL)?JU9ZwVh1S22njN@c1>@+D76_Gpajrxi$SlN7Ucfo^<$3mE*|u-r<$)CB!G>i@B&zTzHR7`8{P?3EB4Z{93qS%3 zHyitc1y{JNiwgSX4XI@|_0LB8aDveZ7+kRY(GzuBgy6o4q(4yMT(V?|^{aF9D9xZp zIDvZ08hs-1`6yt-F+;34Zzn_iS+L*!K!%sY4K(j_ET0VV(uS9JN#t%h$J z8w0V9f-$hj@<*;-4YCiMF1SdZUr?eDTtG2NF%{ zi_y5C>B$kher$e&!3zAuB4s3wNs}h^BA%%ApT-e0hYghEm1b(MZt{%-@qzSzm|!_X*Lw;<%C@S0%A#7i8XCiMTkTQZmLyvmg&j#%0ftB25>EeA^)-MksD8=4 zgF7*}bZ+YkM&lzkrZjW0*gY7K-i(i;7`xbE_;kpo#M({jzz@9R8?fwrHe!m_*4c%{ zx`VFZ#*&Rf#FhB`_#TNpn*U0hd2E$Yf;RwK*!q=W%keT%#`1UZNTUm~^W1RbYCAm+ z_@1rrPAWkX*6=kjsjRQ7Yr@}!3Qw=xcf%Kr^iEL%V{pX?#PeQD{9`e9vY5`t`0ZF1LLgMiUDX_pwH?f^*QAvo@kDxxyoP1hF7D zegx+?^dQT$g7l^RIL%Is@$8QUSjmp)%wrwK?7MsMEoPtle^jCCgx*)1m#GiJq*Fdz zZA*xq7<`Wwid)CXpgIC7*ovX?4Zpp@tSs)u8ltagoTIx`9R)>8b#lC3X=o4{#RGVX za(nmwj#X|3_&Q8EdN;HhalAoba$8VBf7b{2bz9cyv$%T@j$}fSgLPH}BqRu(98<(1 zxft&5dtpI)8EuI~?8&0t5P*7$iHk#H=6~bHd;!!$Ecx3z&S|C!pd;DFJcD9`SKWIC zwNR5QsAvWEhR!Uo2j*AJxa#D)c_lAolWe)dVRLr^_L(G#;>{{5I)r1(*2uLZzJ-7@ zEQ!?GgEZZYV_)TgfC>YBU)nwkvGY0S)84qk*|TT+5;g)1L`q7k5T)cDB$@+w;&Q-q z6tD=@Q_dX3N((_L7K)HA4_St4P}z4Gkp$>-oPhIg0}pTap)eKUD~qW~yv!uL zhx*rY_qmFp;b_7QD;XZ>Hb-=8e-XV0do^C~P{FD9gzw{Qwq2qVm`L^tNDYXy{;sZ^ zxY_%$Mauv_$k&bcbgzNHsi?%9xc&b9nJe?x?Px6xD*}80Wk#KCrHze^K3uQ~hhL@m zU4{#r>c~L;RxW5vXa@ip$W8K$1W=g<2lhonPVqEE=wNA-^ZQsAl;VOw01YGX+V3kn^6wdYnRsuCh`yw^QK1wl-pue=%` zA5TW8Ts0!}ntUx-YMgiVrK+2V$vZfMk*|EEFBI)T%KH-BK8EiDvhvWLtqo&uthNoY?q+3wbLZ1z)Cqz=afG!5o)D6|LD{x-YeX&8?zel6&yrL7yPrjqCQ6 zGF}C6cGm1%@3oMS`>JodRIq8sORXJ zn`kO0TTtJ)@_I37y=u1o3I)e^_3r+In%K{)~> z>l1wZh?=UMczOsk1az$u6|JnPXYfq~-w&d3v;0rrFgST0u64a};~uKF@?=iNu5F+< z8+R*C%HD*F-7FHdP&N*LVK8+Sf94|@QCFwUlskIV_txr(3{jK9&=n(YWhh6(QT$&kaa{i^h(jg3 z6XUg@Q)Tl1=pKI)S!<`GXkj8zQF(~E=jCjxE9e8fiUzvndRyFm0t2OKJp|5&w1f5~ zI=MsmU%UED$E9z(x>&r+SFQ}fC08{}$jHn2F51IvOGN#Vm=N%tsW}s5_u{v`{}K0X z5GtkbxS7=i_Tye z3nu!sC;Id0cgnL| z)rUtXI(EN_Ud)&Leq=JE@u{x3Y}}T@&b9xIHO1zgyfV&y_hZ}E$zhK*pVQwgY_YcX z;E{c%rFSXrJV?L$@o|WpF zxj;TUJ>pQ>0{!&Zv2!Oi0wn$-fUpBo#2HJjmSpNZK8NSN?cK5vmy(Oq5E2|;?@?S9 zGRK`OOHT<{ha7S=i1>|gU)3)iLvxS>PYux0%iV-DjsWQ@!bM(u!ztzF3E{Eh53d?l z?AkrryXg26G%y8}*Pm~@l z8e@a*yhMyx54Fe7S+F1|H+LT#yh6|N3#3%}TsStLY6tM&lozNrLYCWD31W7;;mo(m zP-gi7e{aIpD#7W23Q(}*`ABL&0#FEwLmmujYX{V#JE@>5Sr5;B{R%>7i5S{=s(dYx zM1!#W7e>DgAQjLXXXTa&j)xExm9>SVDz0E>Y+JBhadmX2o^~wPc06Ixr4H4c?9UD^ zQWhu!T+j=WtTC|zZ=HHqNc-Wrd;(8LKZ~`TG7c3=w|8E6y)}TP>-)(6?%jo~%f-d= zkV0h0Sog))SN)EXcK*~^i#HMvCH8pB4brl*E~ArF7T^)qb6t{kIL&roM!Te_X!4`M za8MV!_wL>MOXY>LXXlGs_uN;x?&Wn#{+{fEd&sFSdS`$;Tz);QE1vGNM@s7AL6oLi z1-{!KTZF#u0h5B?j()majeh9;z`z1fzbPGkXj0F|$M>68j-U$Ojj(qa=V{)^0S;Yn~0^%RLHQc_Z=46=hwP1z~k z$itj-<^%vM7d}-kyLjqMvt4ZD7U!2~2+a?*o z!*KoP;nin8NK&>|S(=eX;(Sq6#x&T%ECdlqUFVF&Vuwk}f=atM-N6Bkzap*Y3JbKe zBuJr$h^{>t@E!#Lb<67G=O07wd=l!1gP|(|h1#)qmW7N^_z!R#Hb!yd zbS_H|%yKcLJRw9nUAL9cT@O5YSh?O?>6lTz-T}xqUV1(AaW@&;E_1*=CAD4kz{$;) zf@9|4;jBR22Ng*PdygF1rLQ{OF9u>5~=5qt41j)&>={MLwJ$NfJtRe0#w9f|}Jmh1E$;prpDFpii z2~rvA?<4`c8SHAPx7iB4yZNL-H`*|WAkwTKe*6(O#T$XllX~S`TVx8iq`ewVL?9pf z18{wyW>07^#y6-DDd`$Md+wZaYTw(p1qcgyzSn&yvtWJJeac%{T>Q)5D|qE6)E`rnVzHE9*IkPQqsGkmClio%4*& zc>x6(9UUz@`*^kUB*y(;LUqDoqACWu-Gzc{7}$jEyP=Zvy_~Qh+M{m1Rr?edq-_x@ z*DTDU8zTPvDMY#bQs{2Q9EE~Vo%!c+G6qu|3Phx!Uf~TD^}(v~;c*6)cfn5tgGFiR zqQ_cTzuopY;d2?v;S17fXA51c_uJ8~JkldLgtP*q8qMiR# zz$SHW3AC7;+}vRch4uEb6l6ugM%=yPcE}k>pF)8LD%giNcuBT_ z9;PDMG6J$VeL)@!V=ee*c@QuMmOsw5c7SN|pi90f5U60qFprWb;GZX;9^X~d=tgV- zP@fZU7f@_m02l#GqdpW5lR17vXgGxQ&I?^PlhpgYh!gY<6%TbCY0vhdqk<3?2z$l! z648Y^^Lx6xi?Eu^>M~ty)A!2)tXgpXpl^4Y@vC1U4GmZB7-$^(78S*VhCY~jL|Suy z|NU)}iNQ6hm<9lT|NVDOj7Yy+QTMHK*!D@Qe5P?vrtqkK1y93xq0`ke!`Vn|76_e; zjFVSOLaD+^_SV1DJ>Bh4U(%Mdbqa7sxNvWy$LSTM2?5Pi*S+U#@|#Wmvs zi%SCadtGN|1Oltd{*fe$b`_9VOh9vr{X6pYRm#A)gp^T$dgisokIoYkT`0L_%ZrxY z+R;9dkg~)>kGv)9l8jecxY0Bh%%Ct(Q3_H@_+%mPEw}^mpQ-sBm`>)}%eIpgk>)vK zd{D~;@amC|Zt@;*D4Ns4BXq$v z1{3~->s%#kr_|lm6=kha2RdPG*}PJcEg^Qv07G9dROR*vZ<22sswcWtG*7o1w-LxH z=IgYDZH~tR*%lug?j{WF*WZ3KSRAMtZ|EUv84l3Yk0J*fQ%^;>wg#JZ$*fY%<``s- zn=keB43{M)siddzzdfATlJ;hk?)QmF2I~^G+NzNfiNH3n`o6GASq(slmO!CIeo}>JpuwE7 zG9~0+0KEio^CtQ8%#C=Fs_Ue{z*YfjA!I0#6 zn%z)cM@KkS?zb#!TzE|tQ==S-A^LWvRivPMeEdk|_4|b7fp;0qcNotEI9u0GMhJzHogJ)c@WYln#VC!-o5*YaN|-Y@FUV>;3UP_0fB)bAf-HD+2``- zQGosc+czPg9JUKtAt7-Dy@-&Uh8G5Afz>CM^gKfmS%MZK3_qj1pUKU`V-#+wh_zP& zDLzeZA>c@X5R=ErAbGtY12IEZh#8vzWU_luB~YJJB4Q3IzXw>b9-2Cn)29!@9Cf2j z->Hx>=8JeE9~y8(MIVIX%o;^%FGeg?O1cmf^s5q1L-T$E*i{(PNHFN#f?QtrsamA-Yv%`GdqDB@>WF#dd@;hiW@$IqWdtQUdjy zZJx*$;2vP&4*D;Qj*23w4AOT9M0^8rrsn3U4GAcsQX4$EmC6p@-Z2^AL5^N_EjTMX zM0G3s)>nEYm4F1IhluMOf&|zSRw#x`#(o|~-A#N$ZW)w+5cahR582|dHf#gLBR#>^ zqCjWRySly6Yp3r-dnFI@1ay&SYpIGNItv*BeCb%!#zANiP9m0qMZArQvA(@M?Co1) z(`+3k)sQn6ZT1C#PK7D026Wzey#(H)t3y(Z!O9@g3Yg@5j|LlT6(a87-5P9^Hn1Cc zP66wsd$@WE!*%B8M|Pj*U;kdcSJ4J1p~RTfONBfou8~=YhW-v#^bu38n$^T2`q=f| z#7py|hixrw;k&V9CipP`!&FVlqX?xI7MP1Zju58_Cp2wJzIG`%=8=eVEV=-&dO;9^ zAYwd6u@07CMM(3|v|xzb1~Gg?!{^iu2g~06)mmNr*3k)Ot)=^M*9yT?3u`|57D|9% zhp|zL#^`Y{?zD;SN>(L@8#qZ*ztY)mhGSt7t@kSanlSUdlJOp9e_r~Iwh$*Yi z2a3@PCP$h@qzd2pDbYL#g-tS~ z0imQsng7>%Hqtr0?{~iM|9;>8{oeOv+QakQ_qx}*u4`Q@7l{=TqO%_s(Go=}gaC89&=Isdex)h|IMx}#lzJ7d7$r|Ma0qQTOGyyFb zc57o|a@)UjHj1u&Np&`HYH3(Q6VNLIEC~dU4#ZPY85^FU*rb91C2b?N=eCZvX1Y=I z_7TIzhR4h}w`)1F7CQ2%@h7Jy%cdTkrL93hK+0*UH^ zy)8Si7T>0{lFSHaUJyh|w}&nV;!L{^@7^@f<=%`3N~Ya~2^~@BH@L@X*--td(?BOehusNfal(#j zEq;utF$qD*qdNHc*_&Oxx^j~eLDtYdOiEHjtw_3GP%M?}714Kuo_F&=t)xpIpq+<)BzJh-gbem2?>s&OEB1eUvk*k*EPv)8rzXPzp1T_1VH6K zZHm3T8y4yxuO&)ARE!<1yLD?ApvNOeh0DipN+#EL}1agY6 zMHByt)`PfG+)%)XggSAc`=dca)a)F&mo&uGeL@T}M4KzYGFR@%;_av}Uq*-x3TGYc z=nCW+bkTuOEhvV`q&fWwY2u<3=FiXLNYx-+gi6Nu$c+K(-TOaudLtM3PWr(Id&5Uo zTPE!t<~3|(a))j};p4#`1TANujjap%Wm)N=`~5OwA7~3k>4=YyavXf8R+8Ym8-~mQh*(xNEx5Y7B9eIbK%CimIrL z&3$0H68K@jAJf_=Q5PjR)#?qKyrjhBJgh=MT+9>~{}t!qQ^YK}4Y&HCLVd73 z4gdv-#;HGsx;~J^kyiIPK$nkaXW^Yp0#+SzYvUEWA@d;_Gf`3Dikr?~VGJ%bS!T)< zm4^=>>eb4crVxP{DZl&u>qnd36i#>EYlc~kyQwHR0bY1?)9ABfzcq%~iGg9v3ud1t zXf8iz7nz3gdyiH_Y8|Yrkt^ z7dkg`TG@dk<-d`zjui%TQ2 zaMANoG?P9b-T64$q<75TQjqM(yX(+wUl)*uP3ylLyQ@#1K2aU-F}q3I)%7}X$JuPc zm8sqX^!=wbaplmxBb$D-Jr4IC@$-!J#*G^ZoC9+BaJ!?^s>2W`oH#uWaiaO_SA)f( z!wjR>Kj5s*5V~pTy9O&LRemy!M(8S@5T zKaXGL&nIRn4-+z-upz37E=|ePz!+C`_`yC!g*s;PWLaBVTfhy{)27|te%tF=c6H6t z$Di&SvW`y&k&RQR^6mwkp;A+)F2lUoID{*z!jQ0R!%c62X5upvAZhf1AZ7Cwr`~K@ zTPWM&9jn$_zqnxv$4RJ~=hzC(MUsUi)(VmXCA)Gisd7nB0~Bgr?JlIF3ACOu2CM}s z2yMRikb2{fLrNtuutD!C9ns~0byUY1X4#jxyO-q%u_SD9$Wd>(_PWL1RV`SU2#%$k zGyeYmlI8PWN==zrw7FwN7T_OvJ;uMaOW`N@|B@eylTs3+~oq3N$`$|lgljEP< z42I!(s@Ed40oZI zq}KiV^{WW=2%*s3J4Qbj~0WD8;fah&8u0m^Jn_ zB90t>M7npJ&<`Ixe!QS~(U%g(RR~N&Ow`W!oU;+htynGgA@X8PQC^E??)%u1O01}R z2(X?=jz+ilV?8Tvbn~6GcqyitRrvij<>BFD#}*8I{V9DDV5|AC2^xky7KB3P9z+t+ zO(^HwMd-Mq(}J!eD(1P=5zenfc`1hwXSr+FE)gU+bIj28ZN+H@dPT|*5j5hjg80D` zQi?G(CZcJv4+$hOdMI_o#JR$j8`F{V1uTqgtZmWP zt1WD7F^s;P91&JrGBYMxXv_JyEeVmGo-fk&B)%Ff%6&@Et%pRc$ z&8t-t(TJOny5ZX1BU23w4lCib0|pw(rfV<^mlgdn<54Xqaxe&BQ4rGP<^umyr#4`X zF)?3pyZLG4A6sN1y>BI4&3*jsjPn}*YCWBsRHA47Id=tgiQ34;kic25)lS96V&|eB zBf%5qzgzNxftHXa4>(go2h`^g;5$gZi;HI*`1(?C@K#)%33E5@M>QL3_@Sx_tsx7Z z0`k>FIs-dxX)q#hp$|O|eaG+1&y(ALG@`=Y`}eKD2ly%4Uqpx$XM+&riBp3NKL0%P zs}daLzF+G5CFZ@7VpQ9muxS z+_{>lJgJuj`*%|URh!fWNgBo)n`MyS%?Kg zxhVcgif)OWWyiUIVp3Be`z}|cG%ga-y}-)^;)26(e{buKelLF#iDBQhV+6Yva0Uso z4^v&c_S*A0P^75sG;wqnO$Wh@%)hoa;i2jIo>Sn_U_zB^jG*Pr$tvrgVGlop6;#px z^2;w!gZbp=f~QK|0S}h3UrqcMY`X~ad^Qh^taVy*r9X@&7#o*!urfT) z-%Z`fB$L7g9O4>q-Nbf6O-ZL&topJ`cZ7!xOS71qTnp4+Cs^{z26r;R>c>*xzSuB& z456-#_T@=mqXs^badX$yp@f%z|M%Cgh};io|MCT{ijN#wIV*-Q4n{e+hA}ol#k>_M zAQhA1+i>szpVvfL_gJ3NVbBL8=3{H2+CpI$36KrP>!wX|V73|z&;W$P*ol4qk|}|_ z`jZD9&n#M6D`Z)bBzb z>mb?I-3#z6*El;sC4RtXo>kQ#6I+`%({!c88wWksFko;u6L+^dJ84qlvsNTDH5 z+LWB}SB)T-M-Jq5^5m52Psa>#I<}x}*99$ymv~S^Y%z7fqxj(kqg;spq}*j(W8`0rTlbPd><){f@|BpB<$nlPIXmP(!A)Bz`)P?ot%XHyZew< z!yk(J6ui!ykwiU|oSY0=@>%KvR{!-qS{brDJfm*tpGnq85s0xq2`RP_t+0=sZ;*F=_PR>wF9l~-g&Ps(ZH@%(}zO0dIZ$9VM*Y(+0Umz1`=%HpEz-&!2166)D zSv+a6#)!>wR@mBp(=ywSE!{Q8FeXN;&PjQopQIRf*k-xW{SC7Kd%Uwu5Iq{XQ}=_- z66fj3=RX$uOAh32ayS@O07znasVbTfHWki_G)cbdBWrHsm$ zW^Wlo&y=++&S+|kcVkUsVS}8N>gDOmkb!LR$2uTmyV_c-4_e}=m-H!_f%%_A>CR$n zrWFD_3Ba3`t5>V>AhD8xLYwvgX(v!I;}0W|0Mw${g7Rv*PrwF1kVb0UKc`@Oj=UqV zyEzz_L!Ei33VE!B7xb|m)S**{ztUPU_#OyNN(aNw}fFh2%jg*y*LC;@xX0rxg zfL)UCN6(+U)Hf%jQ@B0;7>zb_=4fbY^3g`*vv7*d%|5LK{mWY(aFTvze&>;!UZz81 z{vDs}vwUj0sESfzTpvN4Ho=wb4-2^&H}v#GHUlX@&V3rUbW_&5t>39~c%fZZa*S); zCQ#5!-b;xPp~hF-+Fc^8sV8-sqT(|lkRuOy{d|RN$`eQva;~yD ziKjPXU|X)mVkkQoP+@~D!sL9EQUi{ih(7YU#nis}7F^X!Y&e}LgQss_q^F-Eqqp-Q zLneYOK8VEsBS@9J!yX>2$fVhRr;wwNBOfBt!H;nCH`V^o$oW0t+~VlT5~Vk$ z6ho+Y{M_V#BSBx}AT*$)mOb;m$-s==iY^E3rXMdUWNuu5Y^3+9x~bAaGbN7)Ob+mz z*7e&}*_@T=^?Mh-py7|ZbCT@U*cbJzhc%ty~_vJd20 z0YeylQbtyEyyK)Z!ggYt59h8h@7ts~A^A{Lzrf&=lU0ZB9rkRsrtKNO)Je%hxQo3l z-0UQuruF5f1t`ye#jaZbPF2)uEISE861cZNCGA){IrdAz{o1q&`y+r{SsJgB^ail* zW+RbesT^78URE{+zdvOu=r-`U6=&2*3^-HQL>k62chNiX-6J#u-?8DOxfrIK#ob%t z)cc3!_vWs^K&M`he`e2PL(V^{`;Q*Yzw+7~btRKT;#q_d^zTnb#J@j7i_lR143&wJh$$o85~xL;WJ?QA*fJ#=~xby+I?~Mk4_T z@PY|eK_x^T;_}F@2**QeCe9Y%NAm~XX4A<vK==tfxjWIw#S@===8(IK1M@omw;0Mp(PDM#D| zRaIitmDL|<_c)|t)9Cu7brv&s#I^;|khzc*V-3*Frtm4Whs_9f! zuX0YeDkWy|kp;t0!T$A(LFETU#*Ulx(R#xYv?QnudQCexb>5e4e*c?$MPumo>%pd} zGE1*te`kv30agqo|E$!7?j6@nVp{qh#Tg2fs5l!KKI|kk;6RzY1T6v|KYk?GQal`W z9U1%*nsluQP3`z)vdxUk0&9jGVaqkpaGI#88m^m4vF_VH<*Nlf|BxHjl)B@ocdtkr z^LW@{e{4ipx&{Km)<#m43q=Geys}^SJUD!^P0TthETkILIs#yoq({&T?1SP?C!z{nf%F(n)AJZjDD*gl?Gq4>@-ZJt zoHQGv4mLe~Q8TS6vbb#MrsWj<6I zK##MA_b*w;@Vn==Pv9;5Bi@ly-gW$F=)s{+A9YC{X;ZO6`}gl(O}{tt%*T|+3_awoVp&kYD zd>TN)LXovRG?Tu800*s9rLc^_4``)8v0`&=5FAjjV#veC<~>U>rJ*Whz%ZGmOLu8V znU~#Y#Jeb$4LQkoX}s!|W}$v%av#>CU}U|Zhz*fI>)o(My$vhQFdDsCdiISlCp zCA);iVYbvPHk`q{#34;Kwyr`{i&2A77~tvXg4E>XaJ-nFH3-<)qSbXN*9Y8ztXB#Y znCn>|pPkb}2bZrBIS5p!_pyIGbIu$0-x`q-%pmojp%&Xs`AkwL;ktI7IeuQ`n8g|>FqeOyMH`t4mIxa*br>sAi9 zb9Sk_nT$-qmQ-9I^g{7QqrO00NL`+_dAYe{=!DRr)*H&P@JHjFG=3S3`@G`qr75~l zIa~Ncy1|b&R>&z1QRNBTtD?ldeJ1>io2!WzBMDot5=DT;onppDARAmD~+5h^ED+F<))}4BEzlr|Z zxDX`TfVw>wI)+cyo6!FO*J!wA#Ybc=xD;I-pK|stD;j@SQ1{oqZxHGRw~3OiYE`MYI5+kuBdYdML|d z5;cw=tL~PnQ7YK|$atFcEVcWKuK#-U#qTSIVizAACc8BIe4;ZFN>#`F$Wxm5IP6?86dnOsbk1hhm8MjXgi?!7*#2<(bG<-jycP9Q|&gaA(l=iEHzhqKm zi+}4_r!uG*2MU1k5X5~TSy+LOOnf00p^6vBzYj7*m~aurR10OWUh5hNaBw1_c$tQh zci1E)9d!KbSwpZBivMMz#};HTns=VdCAh+}kE&Rp2YmR5k_)wjLpI)Y6SX0&{m{`W z`(j^BO|eGTE}Gfu5Zi9rj9w%ZZwpJwxl+NlOsIB1cH~r=6A`qBah~4Z=!^o5Oh7Kh;LgdLDLjFn$?lH_)up;?Pt)gw3z$&>8H1 z!gJObbn~1(-8?6rS9A<5#TiFe4j!b*(|=G=h40ykx?9K{5Ez{vzk5+!7DoX$jc5S$ zSLcDgrv*SkpNaC%0Y*}k$JYyrzv2)`c(`|OntXC?!#t#pxN3eU%FD|qDlcQX3l=4e z6*Crk%gTa2UA?C$bp&3~P`{%5H5*q7lXDdD6^W{c+eSP?$YJA4-;NLN*$O3r45Dp&@!6UGC7(SCsA0kf z+*I;j30_M9LkI91*D=LzSxUp&tdgCfC2_LPQYnuxsm_VI1esPFQ~3)>Ha zSsBfLwlb(j1T#ojSz(ahQUm9cVVJ7os20{SKXhC@o_%0tNJq31#F zAq5zh5MCF7ytL@voS|eJ0b&N0cvRgU7hSk9;XITv)XszEFP%Sep@ zrYWKMCu&EkItF4Y)@ku*b6INP#VtCpr>VdC;q(Ch^mrp#0qVw!d2F7NL3oWY*tU#? z6>rvnkh~{p{&3?PiU3L5V1l#?I-VA2&cxY-Pu_r&iBqd%d8R;#7lx@cj$I6|Dqsp; zFa&vEec-w%E;(z~Z*YMDuA@-A*Y{b!ujE zh=X?@XucjTNcMfC8^+NF-!+H9@jL*(Y$C89DFT=!T_^}$8u|KiICj}uh&AF5A%);5 zySuwPn&L|w_cjS-Xdy?&b&WG>!UUJBB@Tt)KCAtnQx_RH>-E zguFB9Y%M76uO+rVAFEW)hIt8h1k<5_1VQ z5(skZAk}qT7UCGq?LY~5#+q^#=*HvJ1(dCS)qAaPWre^klf~VbhaN6MkC;wQ9Gken z9Qf>!oreS)1S08tp;n6rd=3*YXBW7((G`ShOO*%Dr&z#h9B{bL0mM;vTUgjkl5v9c zV2r)~t_muy@d*=rR{DRNB_;F5a2uq|&BmW;lIg>;k%4FgN!@F5m8OnDU;@g6agY>#yYq2>?A<%XA9(}wGuIuI`9&IjFZJUly*VihuRBj^5aveW4filtVG;5OS zhxdjy{CwKv;F?^EA*DePpb3TF<3#oDcz>TbDrgh*^0kDX<(;Rbn{|9fUY2otDzkZ2 zGrgOwJQL3z6=Kb}NsYU`A8UVyvkpCkqxHq&I${j9Tbz1+e*Zp@#{lhB2lImt-TUzF zfNX$c%g2 zZthhl%TMDf$qd3Ps%NL7Q9q!BpD6OWX=Bg(K!7x~#~I!G@t^a~SJ(q1PKjH^#`A_Y z*8JdTa%mK2paVpc!U?v@Hv%|$^ox68t_GLkxl#BS)-fHd!dlA+lO&R4CIqzQ*6r-{&d7isH)nfyh z`s&?wcrNGH<ylYolzFV-rt?b7x9*<66;cdEt@(LJ=?ghiRG8o1v9?Q#ATJlex1HSe@s3s4 z&;C}rangRoE<`|3;6W%2WCPSzh{^{Bf{C0s+ZRj7c?Z2tgN233fG;Mz0#aZ-0<2-Y zK*19Y1v8r(`fJS5uau4P7E<}hWF?!gtSKvdw4>n$lc^p@>OS4}s?jp6g?42sLspADeXxJ^8=te=1Z-W%(l|e{-ETfIRxd*n-~HzK zTRA2F*Lu+uFoB?%S^v$WU%uF6cR-1J@_iwV6r>=O6~DSkJ}f}Ds!N^u&A!eR9Fwcx zw$_Imd%9ACNPG5KciLKBq&jBvz*aERt$uLapDtVyvuKr@wL@W*1XQm${2=}wl*!x~6YC@lXRm|VLLpQ=IA@AD?IaT6@iy|O$HMUP zSQ}MundI{h$$x`A)CafDAw5tDr_M^|VK=H7d`}}#=Lm?QDCq?zoPcu1@rQebGx?u0 zaScp~0ALe&MIiaf8lpQMjS$qY#@52APvR2zYTe%+2VZ40@P*-Ev+zeIASErGxqTG6 zG62k@^F-CcU;4!9;^|)$cYmy}KS^GxcTg3%rG-L4f(=EGK0z6&DHVvMDTnJ1OI)%j9=#)PR`b-XUNC>fkFTe%z2ZXNo zjME|*QIN|8$t|gYj;IW>83+pt%dI2p?U66Z4N36uIu1n)iO|)2X3h1*OcTExm;(PV zW%aC#tj&KZU#U-KF$_7Og9<Eu{o^vW@yBJX?f~+8{ueduXcuH2 zfp5r(r)wERp=<_*Q}ZG{on)iraR_&){ixQbSAUu%0Wu2xIP()fHa23ZMUzW1%Kaar zM1&9H2jRUm@mAn0NE6RLwgWGxa8w{1buEN1&ks^4v}aQaWf7+iw+}wb=HmWXv|gIn z#^nKze0_PR<#t{6sx~U?V$lI8H7o>L%1ovMKfM4wdujEzh9EukJ?By*i5!#$C*ULS z#8FQ~zK1?J%L!k?CN+icf+1D9F(yS3S>E$=Op|l&+_|%8;CD>IAC^M`XU;Rtw5nhH zuqQ*(UqHo-0h1(NH3;VLy(%~Ks-y!y)2;+8NY;_!a)brEW5E7SQI$Zt-Vp7d_|~*4Av<5z&ZiQ6q{f^B3iv-!IqLJ z48<8nL|l1JrZ)fRELN>(6Wnz!Zv=(~0Io5Z9ci9^!>yy)lC4EOE{IeR%Jy`*B+uX5 z0h1fj(O%&&!T28kyAGF%(Sk(Q?zFUH-&Zum0QZlkx}o_yjm$BjmMX20AA;r%LSEwS zUM`2!EfdxpSaQ@7Upy2T0l*>+lqv-=rjdwb93=UbEvU?>5ejPf=W&)NF0DHsGicOw z$ca{lxZGfQ%$%=1VeazIFQq>vZ?QB>UyP5Xnu7#x+A7MzX38P1@kxO0!^}||H0YGL zU>utYDq-fi@h&1k#PWi{aS&ZcFH&UDTlBKs!%G#uGV^ zn_J~`HoUX-cr63%S9G69TWnNHK&cV50nt<#1|d=L22z!#gs}et6`G$?hdspr$a8P9#QL;8^+Fp0i5aTS+_EeoM_4 zAJ6fPw14<*hh&|1$H9wDLc|mV;pWr~OI^tA@eV=Kg$WM`*WTUt^==17t95Dyf-o91k4 zmbepb8akC@wEw&m5>i@T)OBRtjf9CPnW5gOg~R#ZS=iSLx>#6;vt92?(<@oX9-?5n zd}!Ci6alpQk|dH2dFbR~64cMkTS@XnQ!Bxrbp1cqU-wMv77hRoa;8a$Lc=;Kq#32X zfZ&ve^+;t3K^!w?7)Pf=i;2$vsON1<_c)79)^+N1Z#%nq#F`OXN1nVpQ)2Ch{@Xhk&&wkMydw2F|6JFSw zRZ}*feKC2#7vJCQiYzL#e>2Ou|9Xi_Rhi?5_LA3%dzBYD+Bj8(xp>aUreb5R>^%pV zo2VtP{O*%vNYtkY*+W{92ifSPYeXM0ns-TTaRR#$kD7|N%Tsqb)Ec~CaOTh&{04+- zl|P({!Y*E14imt+&#%MEN^16Ox#u*I5s-FllYKakWD|hK4t*=f=(Wqm%oL{B5YGgm zF-ZGx@T#iPdQl{If`WP$o4`@%a2v^R8dB^6Xdfxtp^mz~1BRa5;j$_jS_X36Da1l- zge8}xgv3fT_vj(%lwjt9z!`+Z_+%f29T$3#X;EJyts;~cJ8RqfB>kGeVJ9a~Sg0j6C~S)p(UD;_?uJdYg995zSVEUUJe*wmj0oLMRY^ zi_HV$N-8j4lNqcb&8=$srXl;D>y5+a;KsGd5>SxQ@T|Q}SEE%bGLv3*uIMMMnjX+^C{KWE#2!f3BN5iE%2gF-}IMz=<_>= z`=x)48OjRygZyoJKhBTX>ckwTT)&Fr%E6sFrtbH19q=2AmTTn}6&J)fxzn?;Si6+} zO2B^Y2h}3;v+nObPedv zvjwm3+6Nd+y}E=1dRJTWmThZH=+rplewjZ8uT$>cM_TpseOXIYrL%l-Mr<0|^9DkA z?rUzs12u_Qf^vUVwUFvOr^H}|m@^sNq@yRj-h6d=Z)8Qd&kbo@b7%L3rn%Ko_a+|*omJ2@O z0Td0IoZGSyR5ZAr%@-P$@I9tUI&LH--WD+8S;Y7R-oDt|JB!eL3H8t~_z z5fjJ>`JS79)+L0ENH|xJxe@v%L%^$SL#||#X5RhcEY`ULtBHin*hbb^B(y`lCU*@Y zFp*k(QuNCdf{v%GTR<8EQzcguIwpx9r#X9Q7SlqXm^hoXPULt&Zhs_vp;Us$8%c>R zU>}-@;{_}l@=&Fr0kk3n4~;kh0}xP&K&OW%`iwyjnlO4JLWueXHo4o_#Gsze2Qt0M z_}5?eL)L#0KsH+oi5QMz%b^EP2Sb1chQJ*2-R3+m!6Y@jp!{=jTq0-)Xk3@cUjObF z#9bfVb;-#{&TQAq{-)?Mq#iXf*ZO7c6|(M>fQhq_P4j~Bfe*c=5wUymrN^;jJDyEO zl8h*%93NgMsvB#6>D8-^Mcd`SMR@%+s!C~a4?fX#VWp&`aGz$ttU{Ydoy|0m1M<6k z=u2itTa#=Gs(}y+16>ch*@;;roWXw7f_hzI)e6#a2fj*;9Lkbgxiu`_G4$Sx>)Ihg z7xch|`Z(&31#58%dQ#DA5dY9LFCK}P*jjFGH&*z!wYhFGhtdqivuG0p7i0-3Y#pJz znr{_A##d6aW-agmsBiLUb|1Taxm*p;^fTbc$Nll4fR#j^r=q8Bvy$NM6rus3OYx85 z0e47*fbj&D*0RtaK?GVAGmn)&T1W_kcUrERS?Yf6ZvX_;AluZCa4;o|3BG*|J!8v} z8TpE1Wz9s(I+_BR6^fH|Ca?q^$(0}~BIDn!aj>P<)zJyVN?hfSZZ2~)O0V(rLpmaQHoEswD+mu^S?PT3|27jA4y+^**TexCrjXT?9~K>u!N;ENe=?nwG2W!( zK|XpCiVa@i76T3zMn(}`L?=mG#7hxO=q6J?HQ9Qg$&*aS7ob-(v~&of z&5ZI?y8l)uZ{z>3`(_Tjqua3|FDGXmP!#89X)L?5I1nW&WKQl-ie%&BD~`Ki+_&6@{^f~_Z%P4m(X9Tb(^=&X z$*w9UD_0%}&O33RYH;+)y{%E}Q~wK_eLS`>#wquRnp((_QBLQBhh(>Xh4=DtwI0l% z|NdTtR2jN?F0S{7Rp$_mE)Q4;4Sz;!lC?^JIP@no;o|}M z!o652DGFe9vv4W|-kW+9f458FlPGSQT#5H>_!*G2mIyQaQya+_QA<=yAw%Jbr2Erv6%W2c%@q>)U2OIHm$~+e#ky<~@x$-iNPL;i0zYhwc zOP~O^5xxW-Zw!q4(%ULzdBLa@YLT!}xTBO0+^7yZ9qHr&*eJm!BQvPk1F`jBj9Nn` z{)iqJH#L~e%d*ghYaj%@vM}1wAeAJ|^g+3@4Tq0R>QcNDXZvDq64epVIRpK1DkM>O z{nFkS{h+erGhhQ`YswTqF)1}tY^K&KB)6(Hd$NLccPl?IAO1tVJHVOg3?h{z)U@4r6s6eAJD1`Ao!$S5gZUmX;*=nuCFwb43q7rb^Qk6Oqfe(pUjz4+eAHF1KDDAIwUbMP z>J@%@bBD>|jg%anMeQY}4+x?!u(K3yMXz@Z%9BXK4giB9g2=%_i3R}hynKCUu;E7N zpeQ3H_2`+euWu-7$wTdsUSJ#oj)0nM&Bh6qaLn<^vT!uOGcNKj7CYmDo^sL<_VCk@Z*{P|e)rj5T}QB^fjZq@45_^25# zuj59MQrg}Xha<|ZNzZj|#B6sYgRX7pD!pfg^a)KYX7@__guOYL-e=bA{w&vn*m^Vt zsxDd`vH+v`K&Yuyc_dBp@EA;!8Mii|b4?pZ-o0bafX7qdli_rCjJ}SsFKX?H=1lp(N0Wza!JeEX^<&z z#rC5NPrMqoAbMEQbh4p0v=$6VAx<_?3vS=?CAtm1st?T(W^MeZk{$P@ya6!ly=xl6 z3LB)V8tgTC@l45}hd+6@4m6|_%wyJojMM$}yx!j2E6H1HDMwP4sukz@mdoH&v3rv( z+Jp^XgHo4IZR-2>^`X-jBhb!M+elCrN>u8&^%PrdgqkxC7EVz(e35nMZ;gZW3hz1$ z;K-*hUkU@4{qgzn{2Yp@+ws3*8BRC?J-ak|LVbB&G#VLE2*? zgH;+Ca4k`5+qQ6YX2gTgBr_q?Ew~l=YyJ|^41gub!NnHAt24kFP0>F%zaqQOuLPpb zPgGtLvPZ!jxw94IC^;86dm~nAOgnWKKfOM2H*ook32)}$ix01DorK`dal*{4d5fTm zJ@sAOcM!oMsJe5=0^(I_I-04^{7KgJ*ofOtx;HqDGf+x<#2OIES%kEqEeFb;d z8XULW(IbC>aJ)J%M5}WIRnnRGY`b{)LjA+_Y}AwilXnYqQ=tUS_<7+_ZlrFOx%P?& z%<7pqLLYgdF#?H4q4g)>FKbj=I%};8jr0d{{cc-N4#g2qwG3RG;U}}0%^cG~tA|qq zOL}vbZHew+x)>{da52(TWfoXG7HJ34Ls&kQe*ie}-u7NC+TN0B-tme_i$g-RjQm{0 z*xD*9!})v`w*oh75gT8)h#_cZ+?|pmWH%0*Rq>ZYLUsvQav_4Km^C61XImQ7jOZyt zL3Z~p4V;G-d8a;7Ko8!?>asm@dbx)@JHi|~r$kEkVW}|}6ls}f`x`TMXq+D!khl#~ z|N8tA?q2(FUG0)fr zdpP#gzrX)*?_P-d$kd6in^Ng#wIfTea3+v7L_?|<|Mg1_+EI7_jAI1M*A3{5BA<4) z7W$@;V^qYDw2LzfhZ2kHJdLC-27idsk-67o$%+!>J7A<{_-9Rrbi5tL9EA{<(aj<` z5Ym8LsPxLa691m3D3g|aXfMRtHICUpUmTjbNr1p=QBLdc+V$1273cfss->NVbVMQx zXR+i)8dAoXda4RvL@g7hv%pMd@(6O7r%t4*k{2*;mLHL7>)WXLda04=0M@SlbSlF%IAa^4M%}BE=_X6|^<{Ae z_~wjohC-8;X;n!l1h^4EGGYjz`QZl6tmylSDe2)e5C5Hf!&W333*c{v+&qWBg%yU8 zpXlo1zi;J#ik%q;`u_4z!=c<6_(D7J!$S_sZYpw^60%(jtlytNtD(P8(M}zmAHPn!KFNXwh~emXu2gN}q&F!mN5HLHZyFu|tNR zA5gB-HkZGY#FU;d1pf&5J8s7SaFU7!MkzWCwgwUNI@b&E$}w9yZu+^?5?gc= z9cojtB|Il77d+dE{EtpPfVNb0fc6UpR&eOG@Z=?Ar$zRB0AYwA$D|X{=bJ4oXn-ZC zd`*EZL*+r`K6c4W6HA@0oV(0N&&I_*k90FTtvr2P0)!YJaKPdUukr!0)a<%>hJdTrE1V8gRmWVQ9;UY*p7m5neYp@@QjE~RXum?TNG=Q_ax}cekSh3@+ z@o6{56~$xnUQpJVss zId=6{j6HdjljE#d2keMm8lRACVnMBjy*t+F_z+YRx&w*I02qS7R$0TG`(;Ra91VeW zvy=YP{<@=$8OdA3PZ2W<@=cMhU48_kr$(}E2EJwa9`+sD$Pxk8Rb5_;Z3rlBm4Cz^ zFQvZd*Uh)u6jubp8y#y?9CA220qT4qyK@Fz4%x^=3;p4TF|EPZ%=P0+@(kM03P~s_ zO^7T6#>6MjAFP}St#~DG42eQnhXhLak!_XB=eHMN;eaim2MCwU zwMuq&p|RZgWVB0193huvA)jeK2O|lQ^N6T{tB#ftG)1$_9#{>$LsJr{K*of+V8Uph znHd;_f!^IpsWl){n)*lc<0<5zBSM0W@z(`-kDoE@8V*N0Yl;(N#rC|L3tz~H;NV|* z3=59lTR0fv#McFTPa`gXndR_Wfj!VeMjvyvQ2ym#STPW0iZpVVK0LX_g8avN2*(p4 z`E^u8zot2M4grC0R>&9g8E!S|GBvC7qXJW=RD5v1k%M9Y+G!7D_I{3d~uI2GKueti)Q0|pW-TpV=q zBFbXR_;4kW7zg)?C2{h|H*kUY9Xuxi;@Tqdf_Wk2p+vtbl_GS7qho zC^YGI*j8MNpoJ89cG6m5 zk$5ZAug=Ryc87>XDp#6qio$I=0e=YJ_lDZid;ppSO?oDpS3vq0l5+qdjQi9iWD*uQ z1?1Yq7*)Mw_mij#kbij~kGD>O2``r95uB^*Y0S%7D)lH%L;4X8`sg_fv#z|bNhDb# zopxwa3ZdqEm^SQCypPgV4!-`lD6|bGpz9vPnChMop2)X#Z#Bk3i@*i;gW;fY-SCVe zg2+!1M1CC#l>>jmUJ1lTDABltQ~|l5^lXzmG(gn!i^YdsP>a>_6t16C)CN&60ifDg z+=)`V+r#|Oz&=*iEDEtf+NLX5;-hhgw}OHp_!BFy8p?~OzxN$TE0oUORsP*5B#`q2 zIPhWwG9 zw^Rw18N#tER;-|WGCx1xQ7rHJ?uIzABQBS~c~w zke)tPDYx@uqOWva)o^j-mV#zkZK_R`)-7ocrm_U`&e1v`GJhio1HO^^Z1xeV=P7<6M$;r5=$R+M zam4NfO2UeC?>qjD;l9@ge%VLgLR&0W8snlz~T z-zL+tHRRl@M^kq3T`Ic%3Yq#7=uF8m1(o4Tz6N%D@=d4txV&HlX|@)w&TV@bzTTsl zy>itmrFX-J4kasVfN;*oBMKF@VJ5s?-v2gkWqG*kt5e}vL|u>atbfj@nauo-6F-V} zy*21%5-tX+MGo6+Ei7?y$)!tQTu=vDc10F&Ay%kxYv!Xz)ctr!o_{u|MlKtw8FAPt zOvuEsAX70G7rA6#Z{B?U6-19}Fpa{+G{=uROL&B*BWxov6=}7W_b1Y}JBE>p0*7l* z7V1>MgcsmpCSqNN$<8=#Cs^m^HS3(ZT9a14#S=B$RPtPwjApNy3EF z8N6venmcv$^eUfBhh!TJq6W}R8s-Z{pF+vctgkV_;`f;}r`(Jj*GS4L3v7I2Ss|LMc4*=#frphD zC1ve6Liq4vARFhzGNk9+$bLqq2pYd?oLm4WRx>FEksJnK57c%p8WX}mQ7CPnjM--t z>%e)?$aj)&!|jU@QMT6Z-N|IRfumLx_sc4E-iVH^c(V_QHQh_3JdRBIIiyF!OU`oLYMz%>Kx)CK-`Tr=@ z3{6ThkoV8pfS2idlpAB(2iI0g)^|yVL7~{`8^_-U4o+tQ8skpbgodmZh^gQU857q8 z`d1Q!5U3f)XJTjsMidHC=ijvRZk7IWCgDoac7zx$oYvVXO{DflgQwaJSyuLITiHUn z1C!N$q(S*4ti?hwlp!(4*Gt-=!4qxsO&Gl5RmL3VExhbX_|Wj$U0WcmkV7`3MquRY&A3ujVxxTV;fH=GhAX+K;?n*K(j;zpXL5dbho_Cl% zdYY)@sDb_aOTt22u@V7~?5SviARC!Hc_turJ0_1jj2Z(V&U|{QW}#HE4)Lp950$Jt z)2Pj@e8K;5(oL^_;uaBqtRz0t0Gb|#L?;}}2syG#M{|{DJJM=udn6SI5*=xXNx{F< z1d?O&mFpR#AONB}sIDv|%T`K6e%t#w5fDv$zWx@l{3$kmX5c zhYlW;0#pD)g{noDuv19FU%eYnuQ9MxQVjaF>lyH$CAVJGbY;}t-?SS*jXeJQ_63J) zCu}^RQ#X0DKu&hCWa%2|n6sQHT;5$l5hpTvu2rWnkQIOUCBiSgP8hSLx${YqZaY}m z2U=^ZB7qogK12hx3ALeyKnlTne#?jJ)>~N#vCMBWx2XH|@!uuXiTL%B$KdL?ocwqC z)oacg6t#$E9sP0Otwme7yB~(Vlmp^Rsj_qW~Zu0$V95c+u!Z1S_|Q z>f5jXvrE{uFY~BZNs zBzrKPjqiM`Y}CeNiMunz6@xmhT&eZjF`qRlK{@tg1|B4~jm7Gik#v2H+O<1teiY6w zzSa_9!r6+WJy(`_Q_Mt~$lH)b#aq3}Du5&R)OYY{-c4)QmCZwJW;QnqE}T@+`@yo!?A*?)eoSZ9No=}W# znh@BKk=Za1`=?+#!GM3TD*+!)SqStd)cyj-T*J`t%nE-Pw7`9P8PE&TfWvjG#BMcS zypHah65w^{%((oz52feXt{Actxxok7ybI5Oi$`{Ah8B`_p`{%VUuHy z4Gk|jaf0%^by{`f!j4V9?dgOsb_r9}X7wLPQ>ygj+#83AQ|PbXHaJ7!!2UJcw)vgk z>@*cGqo{4Da=0>4Esm%T){5NmFQ!JDTB%Pu$Hf{hSP1tSvh4~94V4COUgIG88+7wX zu@%fva6{;nf6IgQLX)2V%C)hq`Z3?_npr+jGk}(-)r4GR@X(?8sM#CAvTeqf} z-EO&Ql7L-pShdIq$IuIU7qvh)^iizrd^T19Ac+*C3o9Iodm813bciTO5;?*jL6t|- z#o(twmN;a~WM+1bMrC2s9@rn?HuiPj;fn&v7Ykkj`J}2sQL_~qWJ*Bx*ott)@3)2Y z1dHApZ|*pPaL__RMg|Dtxf|MD#jH=Jd4M0(Kskum?A<~p)ioqf8u4a4Gvz4|2+pb(J6`R7Qx%#}+csKj=dCWVaZS;nXw%hL6w;4jLyKxw z4}uUPRG_FKJ+iR%k3;m6%D?k3QBjXCs9RWEqS>dw0ur`9U5Y{(YgM{oOtl$| zPNL^VaSmf4N}(R7f)2$Jzh*Rur3tDrV%tzL5a&gL zK@{d_+PJ$F<1`|{2a?S$`h+H6t{oMxfZLKA-2}OTMgw(cxZPz=E#Daojh-*s?O_QM zQ-TKRAfOZI?Ah6*Ii>=X#@bN#u#A)C z7dDCDfxHob2*I-y8eg1C><_`}#Ih(&P-z5OP)kpnN7tEdcO3K{V^bx;78IKhd!!wc zC$IoUeqP?*5^Rv1S{Q_fS?XKj*=yFE%(BSCJYY|G-5kxLOP@sfXfx}U&tVC0kB&iK z#yEl=gk#BV5qB4mPAQb<_hJq7qYN&PT7nmk4qm)P4n9@Q^MuHc(j=GGM@>s@V?_Qe z{`6oPwN;~8XOi1pDK=U1zyc2l(jw^lliF`|WnY#NVPQ|8+a;eyGOj1lUnpi_-~i6K zU=2JC`uJn=x&v?P)=@0IXAu`37PbZr{7RAM&}_O5XwTYY1;N_QH!)LKQF7+%7-_-R zb{}cXBos{$z2w$tiKDhr*V?e*!WGel4tHvJf?p~>aNR{Ez&m|obT&%j(LevZVHTD^ z+PgiJ)Z!5^8@GW%4BSLRVf89f9268pc>rLjh4HYCqk#VudW?Txe9HKM>3gjo10K^q8ThM$QLxJG`rh`lKI9d)jSLo1uJvS%X+k@n`GO5~6v9eh-35YK6rE{KS`a~A)> zMpg>QF-+e$Y|xn}|{%riLg5 zG^d;=%^>M5+g+A)3az7f1C@!EclwMN)7p+&{Va2<6{YTbS@kP%yG7GCGT<80kgOrH z*8{O1oIaG9!ryM54>jX%rMX4_F~*4+OzJJzY)gjw<~B57GlCYO{Y>Iv++PsD04R9k zhs>|sfS!^XRET29HoxMAnSw|QwG+}ewgbQ;Z_T|Z&Z$5r$2Ca$vajwz2~a-(I~N@X zXLT{q4Hz;9L(qvVTH*f#Fw&xGF@OpHPP!PZL%)o11+YeN+_(ZkKeHj2WFyZsZ*=V40BVL%mVmk4o36^=;~lj+WXiwe^2w ze&y1oOXuR$D`E|@bUHl7aD9;yUC=A!9^F|PG`S##v@5aFrlfkfM3D0IUd(_7U#|A8wuaZ{S1GCgfm|NlDKL;FIYb@a@TWjTXG&OmWAj9VTxDAKm}O}cXW>b6 zq!@na|1VTRqI61paeYQ#m%8LCiXSv?o5nk%1tJ77&Uohsmdvrz9P>T3og_SkTDGT` zkbm!dPcvh<-fYSF+MVU6L|ElJiO~`d2ah6LjK2K{M20myWE?YKAVCA3zyp(a3H)Jf zVEq(fGpa(Z{+Qe8eez`ar#=1bcB}T` zR8LmeLIS?tu$-0kYym9CROE`@%m#%#11rp1qle8OmDp~hq}bvO%i})D*=-1cWxam^DdtL3p!V8M0l7Yxgk&Hb@znU|AaQz z)ScU0bDRB9v}B~=4s2_)b^a?biaT%=K-lD)^&7u^s>{!i36Zc52fRM?2sAbt<`!?C zRHEIFTA!ib&r^tqO)J7+&@+j4Zi4jcv<78#ELLmO0e>DG!PO$~4k>cT*ZcNQo;_SCaD79;#{&Yby%g3y|O?!}tV=>T} zhC_z0NLoB;l68C$nmcYc<15d--krwD(Ht`L1m+O=+z&k`kp4LoeW8?r{6xP!`PjJs zU>?rmCVm$PE*k)a!_@5y-~?&V9y+Z~i$jYShB)3!nnQzV(F#gEa%71GA7Zu^x>#@? z(M(|uhDG2H^U%cX9T2enaeY%p-{Fk6H1&(Xr+yoRN6^-I(==43d{i7o6do!SNtv~W zhIiUhd;PiFIqMG9-Wgwuf7eezV7&YoS@aY(jo!T71p1Uib}7MNcBly%`(6v_AIKq^ zi89f;Z=XK#Hl<2r-9s*&FfbuECp1rp&_H66hGE;Rg)N8%DzA79o}tpOO-x89NVS8r z3gI-AVRdyLv zEVyJ+RTaGWfAA!7dh7}1| zBnc~;{KtBOC6{g!uu;DN+SZy6$v6H~u-VMe0JIkB>x}W(mG$c%yE=`3x3fA!NG{TZ zIdv}=^WS|H+C&#vY(KL-&8YrT`cAZgAAark{dblG)tpY+HFz8=e^EE);S<@iGU1Ld zzw3Q+)o%Zt!s@+`==aWN;CJXohwpZ*7}wTwqni`_CidKDqSAQj7YSe)jTbBT=M?&2 zq)M1LBW+IF#kSo1Cj(3Adi3R3>Ex{VE5Tr7T>RXKm7y;nzPsKZ{_`WQgQ4nB7AZLw zlnhsrPP+b}3sJJ$eX7!p!F%d|{l=~_g#SY5C8hO#v9#|9dN#{oW;qP;m5Mhs?YAiFOsAM?Tk20N?wG-UOf)j3(3Q;$#-|s(@&9gG@X1i`y zI8jR}7W1$hhSgQ>@8J<#S1RXd?A+gXoMD%mSw=SZvGrfmpp{I24)ZrsQo+&2{8ha3 zXzh;zRNG-h0xbm?wzQ~Bc^n5vR$uUKH5^)z{j=W zgb(wL49DKb$hiGy$e4|_OX&w-D)yA!FK**|MPoF<91?uUt|!NT1k7#B^8}}eXEnc+ z5Bakl++UUQ7>(i@DlqJXyOz^q^9y4Og;wi!u6podpwI^*%5O-{`c27xx%+QQ?%Md( zBqD7)o_!%1Kh%m7de-6pt>sMp!VW#t?A0?g~J{C&iKU=Ifh!{nTQg8mSuD6^^$lo>Rm^^ zknmn2xtf|+9sy|AU4z>x*Fz0+_I_U|D3Q(fp*kScXkn-#@60-K`8 zR7trx%8RSp<(7RVHOXpJ z%A#eBb?3U|FL%mRZ>;}YrOEDY2xroKSB*YCCv#y9;%2#<4JQc+U|J{EKZXH`%WGt}vj!zW=s-oA;03{Q1l9d-IK&Ca3Hg z<)#x*JYW>y~gGY~hI;ei*c2R8y z*G#7iwprr}<+tAWR`=PNNJjj9UOi#f=G0fu>}qIYHOBuJ+B=$bkfeyYRi#Q8Jxm&f znfTLB!|lRNqwlmeA24c^|C-&CFaPm+t?$q!wCU52Kfd>)je7@P5EJZg0D#C7>f3Jo!GFB!ro4H1n;wj2GVhte*>q@lTH| zk%YbZ_zyY9n?HgrLg$Z)-=e#hL}-(lQm|7O1G5&}H8PNvai~*e)DGjrgcsO^ErIjm z!B}3fHbxADD7T_!X~J)5)zgdzm_|W62zvK}&UcR%{CmFow?!5Ao-~JEtPDDF;zUe^ zJ}u|{o3&Hc_!kV*txxH#;KmwK0(8~2ImBWUl_0#SvkL>RZXc1n28_)4T4OK;TU2U$ zzr~Y?W*3#_l)@cpXYlRPOV>BykHPm?zD)aGsS#q};t4pj}n7FX12pf%xq&~q(*PBDJBe6Y&fphsO zhS!(##4gwCFuT8wIQ@wjA2w~DHu_l0y$)-RoAji}$RU$HW~4(O)3 zfbsw4isk>dE#LjUzg%C{U;VYMb>BTV;s&#R7f+iyb*Kex$6GWC?SiQB+6Eoub!$=6 zbc<6DMTjC6Aat+ht=q}wD``vd> zqEl-3OsY8J>tA5tygJjfWuSRdZjX;YUXfK*pVN5$hKE&r{*$^aYPNZ&uxcr%%{g^s za6gA}Et3QE@;o_yhbJ3NGOI8sqlCLb8_U*!sXhhvb&=UUmi@zI@Pyz0u^2qTV&pK@ zqFVOl?-%6vKggA-|M2%U_vRlg(Wnl}`-Re5uxaEOU2f5-7X~b%zJR(_$Ovd%iQlqJ z!akb{FNaP=DN#LN6sw3xZj{s{-#lEKEe3t`8zG|y#%hD%5R5)7-n3!EbdX7{kZk>5 z1~dfEoZ{KSoMbamNFZGk122(kT`wL`+0(Ro%Hcf?cU&9G<2%AgfOa6#F;EJjl2a^e z*ZT)%bZjydQHc?Y*NMK3SOE&zb5dnmNB?KpZWon(L^n?y(5TP)-&-His`YV&soIAS z0Q0s+*!choSyt_p&FISA%^lT#GtFwSSECT1Y2(@yiNh znt!fx^vf|2|L2{I9QU(u3%%Lod*0kGXmu~sY9FJRLIYY~DWbcGoEM%#h(V+J#< zzh=b2hYqIH?1#0l8$#8Tia zv3jwMN*s?i2BXm6amLAau!jr-DiNEanM~n~)H?sbY;j9&Zk>;Y&|pW8zO%}MtI{8e zI373$q;K7BK+K(=tEWuytVFo^6?8ID9uVtf6uPLErs>!0I5IWB#>sVO^48`Oq>fio zY44Zj9QGElnzrTc<~^742O_x@V?BunPW=-;SP)yP3cp!Ce0urB&h`sp+f6X3YX7J2 zv|gH%&i5|Z-tmbr(U)y@v;K|1t>quAT1YeaIO3Tu!sc?qG@7>2#VfFA5vrR;DDb10 z2r<87VDAqCOAuz7@C&SVOV_;h&(dnMSs#%I{lx$Hx``ON2&swQ^5zF1Wq4xuUhfcR zo1fLz<(^*D;~*~UqlgDK8I8eu$dtvULUb95=ez5C1~eSe(=AE4%CC^*_h&BH^-kTo zNw>py$ByBLv-N)-(9m!A@D~wQ;E=&(QOQ}=`j39mDh{dv+dZ+eXd?DkXMaeJcK_cy z)Z9!SYzv(#y9qstCWLPJg!>6W>p#9wY{(yRlyj(PkvYb+HAbFvJ$WXrb{c4zG}Cdj z?tH0d^V9cU(L!u)o(KiY`t0-1%a>2ZIR{%eGozr@Z<$t4b5dOpdS=28Us0L*ym`gA zLZjfmDK27mC4g(bp_r0~n$qI~gWO>z{PZJKT33I>)#RDmf?)@giCDbN37+pj1 z_~2;4|K{cy9e(4U5!uR#^*{Y|9V*8Ye5a2>Q@m+`A;@Z|S!6G_kU!hBknGr>2qH#$ zVAWE~uDR(6aNS7jcPaX%6Q`H$kKy_wGYP1;>cTQZk>xC?08agzE?WZ|0>oCRI`k)MY9DgaWB~RsAm(1Al(%{}E+RY-Ufl zhgYG2*#x0tmbp;FvRVO5RVk*HJ>CMx5`mwme$!e$beRNhE(6^?SpCXFNY4 z=JLLO;>URJ=qc=@r4LNp&%z zQg2?WP^H~yEpJ<|X?xW*JyATfs{0rc!mh7>OQuW!AipTQ`?jQZjhq(ti@~(!yTlI9r{o;njlxp$p+ZcbR8ZH+c(W200Wzs;M3M47C=&73LpH|69gak6gwAI~}YNij7iNy;jV& ze6>~5{q)-Y6M}rXS{&D+_Dl0tFB1|@$zi`Nn`DkfN~SepwJVx67TRM`lB1=)vIz4I z7=1a^4TrdC=K1C>0T_8yWX%PZeA?yB3g7ObuG*b-D5|`?U)0x2|AvTbUEcWkppPmS z+`qoZpg1{(tYe{Sq}+^O77bX_pUysp-P6&_na_b(H)hJetnLyKqWCj6Zx#u<^q>&_ z9)axj7;ZaNfL?fcY`#S}jTr`WOp)`inwJDsFi&sh&=ArF=SM^3nwD_kLrN}=waCb2 zpx>vh|MhZ7i=^KTvQN@W4Mo`8_^3H?cA=CP;!+QLbnDn#1}*j3BEzppD$^nvDw(#X zVY>{c7Pn#LA$rGU9Q65kL00qMa3Y$J*n(PKTDufNGB}n?eHjw^HeC6M~ox4>miE8qLB@EBA!Er-0|5!50 zNC(+XQUVHhl)0tF`uU7*J&4v{d?+Ban1VlxB)x~e+hW?CqQ=Nxy@k9L8F1x+ov@CF z@9#GicC%G)q z3S3RBPD$iOl)Fhh&iL&&#|t9k%cEq^UTrpG#x^{Bx^L01YSb_dY;*TL4cU+54p6{ftF041V+8fp~uSX1iap)T+O+@K9s3cee#QLJ4%(6xN zhXP_NWfn55_6RWs6CY)glVD7xHFb2JMZ{qikT1b9A|fKD)`JSSfdtkUmLKib#o*ix zm`mR~X6Y=*)it7#N{8hY;k=HL(}?=%Dlt0yrVHY4;U_?#&WCAmV)2z;1-wirBQ~FV zo`i8cNX7eb=+bx?p7@~njBqiA9=(V8x8pvS?3vqROOgEHty4h9VkQpJIbJo22J@rm zb(+zDVRgZ7ot;VP`yR;5vf(?hKXE>M| zk2o615eIul^Q*5C_C08>&tB7Y?L7&yGIoHY=!(=}I7EnDgGeqttM(Qy#uq&=@L*}( zQdXZaxw#|PWl^oPXw>#Fu*1K?OGA0EyCginsShJs2@m#kWr+f_)F@}4#O z^*evPnblajuABX3t}hOu!Qw`NTc&O7;EfL-JrY`J1NNkS6e7j|igPtdmWr@%-|@;J z?k|?dx41cij*7jj>=*hl{SimVU>h>^J_V0`!a_ z`sT&K&faW)s>%6AxwE-LrfvgfwfZaLMzSC4k&fo!MX1P;StXRrl#OF#R4b`UxIQ-V zV@xev<&<;ebSt6g@N=xKQ$&rbOZ*MjTyPshZn+a%Ks=a=^_vm0PsjfU5k8fNhPgS2AuH?u>3nD&kyZ^D$XfU{6F1RjASQOAIPij5TVRvI+++iNGa4kj*4my9-zLCZk@IZ(pmg+trg}W5VB=v zyCO&Y>7{C{C?8(HQVQXq3_+}ous>G3d8ePQKt%0u(e}9hh8^G^zLaO>zyh>Sr0NK7Zp=%SCGLS;PpL z*Q1cx8Mz#w?ewz9BgDGpSp#e43h}zPLdZnTm=Olmbr)l`kuFh(uAX}7j{-PtC!FKE zS1;K3MX!wOSW>+Y*xu`s02c;LCDWA6Emo7lt1<>ef3K`aZM0`X-7L=vu?f=yq=ZW1 zd8g-GqvN;Ag+r+k3L=iyz&5r#$+H$RxoQy2sGh=Y`3$I$pHk@QKe)gu zSaY#BY?O}%JR!5E>MKM_5q0wUL`4n?hQpZM6)9!!Kkc(Xx0pyY^qO|9Pa0n+9z?uW z#PLWnP^dY?)#|oA{Sc9e)IU6Mk#ZajYho9579Jh)MVHWH1$dg35S*!>(;tDz#oDcri&v2IK(J!DNe@6h%33 z+HY%~zZJ=Cx*IF>XJ4Mo5)?=X2|SGVSA6=J}BfH*lxuPJ1fs?}^Q=DHk= zAB$TDg|Ctp$)T%*o3t!bZ!dn(zc>(^b{Ta*d_^Vj{J<7GdY5gk;q2TM$6g9O=E(pX z?<8Thshw_;1A|(iDm&e6!GecOm zl_kRtz^1Nc{igaa&v4Z$G7U2J`Fn>B2G+?Olsr$6%MZ@%xx4Myg7#c7IcPLOF#|;6 z=2WjMN0?Fl^_-T*Q!SkB+wj1wCNDn!Lr`9EAb5}z_*~=39C0a!<{%i@TtjF5s+hK> zyAflxN=TS^)XA{OAb1XMTj`^OQD%RN{NwcLtJ8e5E?r7~{2<&S*=7nqr`u(AdCp1l z1j$yuR7g6A)?oSU!B1FOySm^yLU{U`gO(S4j9p=lAh<-{_T7hHe(taasRVv)J2gre zW0msI%u&bScu0fQmPxz!cb0c?*FvR7&2pse(YcI0`>apUc?@INQ+Y@kA^;_Y;jX9G z@S{((TX`5CUoCgRf>>_}r6rU@N)2(iAqNr1=6A*?WggqjXK8_u?dT&CC*?M-1g49(*m{?#BF=8+rk-CQOC>wrQvwa3#7v z42zE#w)AH8kEJSs(X92t@t8>H&1IO7Lhq#YQc12~8o0b7 zJwxOH!$7J#wJW!D~}Uo5e@b<)|+=)jq0rOb##qw=ZD8U2ZbS3x#Zj8 z1B6%ZEOTnFkT2b8pM;{jlaoxoPoJN!lsqd=?Tj;p%8GjlQSiu8Xulqc98joGCPrka z8ro=nRFp=4vFjy4Q6B1Vc*MU>J59!F%1_%ENUzfBIYe@g9ogtk;FU2 zxv;-DXIeN^c0vUqn#ocdbj__md_$tP0q^ z-6~=kr2rZ8Ad7gUq>TKExf(@kFow)j5^WX%N!Vm%HLN5|j($C{j!^>S&la`h@oF{) zKsKjxAunSjyC38t9Q#S}1#)DeJ|@?=CMPQi&G&juYd6|Pr^MZ?dRSDngk02mX}IGf zmlg7YxIW#xy_cs`Q|sJX@?b7Zg6`YQ8H6w4Sn+Bay6ld7RxPnJ2b0C@o0u-Tc+kgA zV#Zo59&wVZihW9LcN~4LQC7I1ldJ!+N6=BqF}it=PL@-PZZg=UcUGk<^AOv%vt>m4 z!7}4?_~%qIJ>8%FQ~YZ3d3z%(bqL;h5YDw4Z}P@;^G-F_Xd@YXjB(vHlAIx{p5BeQ zxvBezoa*;FilJXg-BRm{xk--w$*6do{#kVx6M?65Gp|yY^%Piz%)^h@sOH*eG8oF# z+{stcvXK=DW4U|=#XZO0IH33XH+mqqgAVTFBI zU@j^s^Rx|(tU1RQ{36!9GO`iq2`~OT%)b3rE}~XL0_e9;G_*qG1$N>b)>;Vm&M~&r3~YXPrnmF7zbvA z)>&dQFH!VGbYc%zc~#BhdlEUr2~H#Ipo_?)78Vm5%;}mADQ6CaX@PMsp5up#3pO8Y zaM(|3G*Pdq!yrtc?%SvhPy6LlMpp;tldiwtE+(#r+UWDhiMdDPw|JESJhlV=U8U3d z(Y*QlDxKqd%6>PBQ18?!jOZl@>+&(8KKq-FxM#)PD| zB7^0^A%HGtU`h3Zsq5Q!TXbR#j?&c(k66rzZ}B3p;s3Uv2Ta89?^wj$9{zdjj&FU! z(~~3=v4KrVXZna&hWtS$QYdn85}xS|O4!hGbyt#+7#tpMs8+T-Q zD9%1tPTHvvwb0vq$6TAf1i9JV-$eR_J{_0r`yUPW= z?u*}B`sPV~hQW3L>_9J%r0;CQTDSA1t5>gH3&mS7FfcH^a8T*!isUiv`}g1G`SO@! z|Nfy@3|ADYqHpdyT~+6ZTFATOTDmFHF8*@ndYje8wRLlA>oz5AZq%CB!kdtfV)Ise zbQwI1dLLxufBQ?OJSI@fK>0qm+mYUgRMmsMYw0l!pX66*3578VWO|}cT)0QTW0L;EymQjl4#k#Fp z^%#QLRk4wDP?%gvtXzL_flR%Z@oDtAQja^isY~F8A}Kwn9zA+Us|hvroKO!on@L5| zl)l?(Q_R+i!?+sIOiaRW-@YwV@&qG{s<_m~=7T!(isZba;}yxrjtv?y;??!K{&~N- z{p8~{;=QRSBMHS1KpJ&Cfby;=&=WvDd5@E-VSfj0-T8XjHx|#ZOv|-tmG$uKJE8fr=C1M50H5vkh0_12*O|QFS zNuF;?Pu4Mq)|@2A(1zObaOM+-0j`X{O^>ta;etjVFPa3o7(+IZo{1BOWC&tM2e8J+ zpTXPHa{Iv4)KpRrlQL$6XQZV-EtJGUX2FWthKlflM=*O0EtSzN-8Q91I+T=$`V)%B?#bYA}GS%z=irMJDBE@fus$z&aw6vlbf;`%^v5!E>D z4?Y+e|20e?IhYs~PN2{QALSGhGhgL`p?kR^+LCB9fl|ia%KSXn)vGz}CMr+-aQ0pC z%9X*IjQT9Yyum|lfjc8OrUC^t))zILN>y~gIwI^S_N z3*5dmZ`TY{i~OQXezsJD!pyIs%ABZ_CYhAHLJ^zM&TPZ>?c4KK8*T%^66U+ zT3whgi5-;yo!qq#A3t7Iul`Q%TNTN-U9`{lDRi0AH}u=LFJ^9TjEXQY-TuOkP@$&w zq>bT`x5gMJ;L_r^Q!6SeF6&)28}p#i9s<;ha=Cc(2)cJ-aSR#jlEl4RcnIyl$%_`s z1Zm@t_vxYuko;IEdK%K3euJrJ=YQJS|^3HKdmp3JT0A>8S2q6PqUY-3|gR%t5AYUC7HbM%ApG z*fR1t?Mn{rX;D#80(HW3v!4|+HSXLPL1K+taNeli;j+#xhzB= z(-Efz-MMpzFKQ3d+(sM%4}A7gTx2km$U88uU1D;w%(|ejww3wT%VI6DI1!h2MujmN zV2XIxav`B(E$A4ty3U?a01pq;OBN|<-jo{NRL)rDPBFA*GR;%pq$~pb?#xG3_ALPB z(mMz2%b8`(hlRcSnC8@U(u~7dZ|9D??UGn|EyE-K%(vJuHV@l4tWL$$_DV@yxn?8h zvez6_5G|7aS#n!o_hc-E9J@0MvPtg2ueLYYB0k;U2x&(3hs1s)HVs zapugo;xZ)~Vj6_fZQ%@1P7Gdl2_I|lrTyfC3T57B1-?x6JVZPlJ9_kJ<2!Zk7HgWE zB(!$Wuih%GLJ>Xyx*0QxDi%u&qJw31XS!-)NBi(LoW3d2t>NfzzMIT z{S^89=~HP5WCR4;t!4pfuj;Wc>VE3#l7z~@*CF+=oULKM&fhjQK-0r4+M?t$2q|ZI zGAIj&fLxM(Ef+KmP$y5XU%!6!4Go(5`UM;Q4%>X=v#P4WarG}=e8pF0xiEHIM{^L_ zB_=S(GVm*3k#3K6Tg!pRTn-a~hQ;@r*%&VmWWH|=Wj7bcHx1wBcxytD zj3@?g4tufD_{l4OCtaeP%-2kBkSszv-HeZmxE3@Gm292^M;TLD&Mn?EJc!lV#jx17 z3nF^})*9f~2{NfeLq$@CRU5nN+5HTQn{8!;2RlSNel+NZ(h-}pc0(7v^Ugbue^$4+ zEX5bdENuiEW^Fcrm&7te#OkLb0&NqzjyP0&Z5{NU=`TskD^n)RzO~pgDYbIWz?q6) z-g^16`q%5nlKN;o+?ZGyII=19+-D&Y!I$?rAh-8E0Cdvd0!H1v#1H*~;PUtL(&rH$#a@MA}kE@J^dQWc>Gs4|+kATF(wJCg0yw1JWMfb;b#@ zep)V`jZ-*lQy!L?VGYKSwjkD?YbQ->t@>TojdVhcBuMpeyHKjvL?@78G}6`f#f+O7 zvyghV6f#nm$y)o)_gFodu1EZy9+hU+r>1e{589iV#1zek<>ir#S~{q6_SUVrbjovq zb$Ftf_kBQK3}+AAInlgMQk^+xhFr97v7M-gprmbG5Z&;+Do!!g5q$FbMw!mCVZ#QS z5gnqwaJqMA_3nhqm4*7Ik+)qYO+=8XyYTWCp;qT}-kte6SM0Ffdwp&cn{^4@TqwLd zE-pyAd%{#M7l+djW^0Gnz_r1pd`EC_@X3@E8RANq$6ubXM4f7OBW%&3Q_x_#?2xS=OdOr4+4O6FhGf`4 z`RWCT3)QG_!^I01j&AI~+Vj}1^7tigp1&? zxHZqx)MdI{FOE?Hg^ceKKQw}G#^+_XuZ$u7g~1Dz*&iHP$LG)=)KU~RcUuXAX|BHZ z-Z_<=7k*9wk~om20f6dyG&mA!%lNvO zj6e}LDb?P^#U;Gt(j`j2F1NxFvL*puCfz z#Wf@u7Eeu`R8!Sq{o!=I^HwL+5bWTuxLzzaLEkZLfM@nasN;~WC@ruBnk+Ol#_-7R zXR!K^kth$*2#`sZLbqtBtBeLC68sMBlV6SP1gV_zu$nNlf5)36RsZGFv+3$KP;L2K zCQRqS7C}QH-3rOcaRKT5NCrQURQLx3^r4%j5YpPSpXWl(kscfkt8T^oC}PpYQ!M+c zneB1#JhZTA&B3V7TGfY7o*i+@Hu>^~WyR^u)mQ7S29!`(fk*~u-j2f`pnxSL@G;!O zeIV>3Mvg4w4AX61^U|)^bA*MM;x*hVY(4^u-(=MmKIU9~mr-@GjX@b({2fN~F^4qo z?L@l3s+EEQN(cy`ac|x5OC#RL~bD(R&O0|%rHg8XC!JBDmmD=)};jYgQ z(GFLCP|uS?qv~sEX(@yyY1SB@jERX6f&_`CVy3jIFkBR$H_=6~CM03TGtXTyh|)_8 z+#nKMmdOH~c*5_YavQXz5v$b4Tky6N76DbBB=q82#6%UdcF}LCnf(|xx!qjDV>PA5 zqia8b8QrpN@7}%QG6sTrhiE*pybub#blthHMO`DbCpb-hP{1=4tT_L^NFO(#rux`sNxPLEq#~isv;o zd2}J9vXf!A+;meryC;2g7fEd^(T}CnJodK@i)2aYjV5C&z!!xfl>W4tsM~SNa;3k&`<>gUG!_os8!7C?0T)^PBqI}? zo?M@yR1JgV4*0E?%zLv8%n^itSeWJ-FAhDG}nH|VTY;&8MKLHXZ93t>_$T5HVuF4N}?Fsi%N(D=N|RTNvLbbxdNi;Id%;Mf*zsi!!+IRBVTcuh~j*3pzTV^aBZ+I+UO zwTS;ve4{Elce`EJvKUg)at3ejz{KR3?wn&lY!|bKUhEzn5MbU8GpY zlALyr8o@P6wb#^pixUlJse&^?GH)X@GqZ}S9qfdOdWMq@VKGHXDndW@NB>r;6()>= zAV_obSfy|;IoZe(??{-lPpL5xW{X4uclVdB!S3%oX)pMlu3KSK)ikGqeUli^Ef76^ng*D?2_SA0)RZ z!ICr7XtcG@<?g6c6dzuZ zl3~mwMxR{lNF&eUm5z=ABZ?ze=I+50$gZx*P)fQ*U9W}*`2Y+^x&nz_dYht(5}Lcv zcBKr@GxD0bWV;WK=4U=@7DI#=N2}2jgGwjea)qn@$9Ef`e7j?JS|>!ZM?`Wg<_5zW@g)P+P}j?^5MWh}=knk44;py0E%re0F+{E zfbXdrb~_2Y1PiSf?Y>oW*3h2Dki4Apto?_N7F~7B7(LA*@%YLWzQ44cH#fIK?E3t! zNB8TQ7#g!RMhUGIArYwG)jKKHak{pPl257`-APq4#HzRsJvH2-MfEjXMlQQmH z4I&d;>LTSK{P(cV7{JN}ic%h0cB;t)hD+(~#F&qTswb{z#7pHN?vj``Qz(ze4ca!M z>wU(tqpP2D)$i~7v>Y6^k8ZwxZ8ov;`Y; z%@3e=VoJ^w2*b)lawzfV_d4`2BI@PFEu9;lcH_ou`oZZRRkG2=080R0ppxK)* zz_9d6T05tG$jLTuXAOiFv<^SHS()op{T?;1cHs`~R}gn*KtYg6ONtzpjGVccNg6ds zdrqiKLS-R?3WMD#JgZ{`3^Mx2IO^0Xq(vkUce86*eBn?cSvrPfCntz;;pJfQypQ+)_P4Fc$;k+vPt-lB->E_2)*qCc zcFyzKT49h2@iSc72cZ7nWZo_Jt*N*Fwcy}dhr>bHv%_T0} zV-O%+wt*q6URg~PoUGo}q%F1&-PKoyws!~0Z6M_kaAxU^D!@2U# z(vyK)FypLN3c&U80ec6>TtNZzH~SgEkMpmMCyb$U?f5pyHr-&TOP7B@#s)*3#+KFX-pW##ij5AXeO%Uw;) z^fQ~-J>w!x)=y_j(UZ$$33j8h5E8*0iEQ5cyGJ6xt<9TZm)op+>rj-WNj220QOMt|#3dF}5 ztykW=aP+im*kI76rb0ZSp)&mahjX<%l+NK>JFJhOcW zbpYniV$>Vb$B_O4i_8|yfv;?nTrC@2`Jb9vsTSjztya9WTs!@S1EmP5b?1Z1fRS^q ztLFVeeBO>n_xzWSzr>_LKv$BF6X4py7y!;N&Iq^Dh~<4>Jb!+Iy}iBkGq^QGDr2C+N&6BO^m0^q3Rl3^6l;%GblHfqgwxp_Eyv0^J6=KmSET>JPC%7xtb?1WI|F z3sDEA+ku(InK<=hXi6`lkI(z#*FCMR-Kjy_My35D!Dy~*X-4&|kf2u$sW~##zl0$(g03ZZ_wI&#kf;+WrRJs&Mzz81ie7>)&k5d6W2U_VM+6 zv5T6dWKpKCi`H8C3q`Cz)s z^za$s0ec~thK!_zfmhLfgk7>pEG#S<;FoO*)teh@(?=m2-9EK`k(3b1i4%I+lD$Hf z`(g6-X4HQ>_NG?3b1KUC9J)cK*Z=Y8p^@IV8>q*GdjzH^d4@FXiK<25bIxH0`X z;)D&4dNfiN|K!X$&H-FU@845X5#ch_*LrO}|KvasbqaTAwC z@F34)bGAWpUJR!Oj(rdSqlQAZu_X1PibRGLSsjbA(?WW)8lfOg9P5DsxFNc~l`xgX z9A4(=>}&!MBO}!(1_k%xz$535nL`{8rWmzaeIuz|+7Ky8lUqyD$oU!LH;!oRyilr9 ztv#wc7m^o}m!;pKR0}M<>@zj9Ud^86hUTjZq3J?#)dmYv5RJ?92q{tsdYKHzmWIhxjHd#Cva%$@By z6$4@&TCqi2RycpCeyOdmp?Y)cybjYIUGIOP;Mt^EjBnli*i?LeB>&b7Yq?R~uck4<}5Rz}wBR8!DrK;-A{wfn`)#Uuum=@su(o-ACd{)tP?IVwZBAIMGm_wO4`s3w@LhDZqdv7sv6Eezs7Mk zj9R8S0vT>V6S!0Z+MLbXCP;UJN+_K6it-Rac?nsANn`Ng!^ZV%zp}P2UYS4JoQ_>A z#N5reYRvM3oksDbIDFOkMPs8a7TO_J!V>k#IA zhd3_1+MjeB-n=B4#@pw9`|TOmy>~$Ku*m;%+O+JIGGu-n<*O3VjuM$J`Q{`YZS83+ zT-x~GYzYVoTILjpz8k2>${e(m*cmZDqxAT3r@q@ueylecKdyM&#BORnJq@&Q?zS@L znzPRt_tMWhtrtm#tl#u9a>WRqMEEm2Id7ahX~N-mMZ*PBtm5#LoxJUpD^|>4KO^>A z*u5WVr zMwBu=7!rky2@*Ly?~2~dVdxVj0!A%(gMTNRfjs*$E~sAK)U_|3$ACyR8GSNajk78)A9N zQ%3E`tOG%EXO^sA2c&cjuugiLGUb*bA>#L=!av?9s<9*ao;Zb)_b&SJ{o#5OTWr4y`K80#ZPbSMw22)Yk{9JQr~Lh>P!K)G zhUz5(#&+p4VRKFFkmVnGU780a5)xzH?H`jWpEOp0uxY1`)g3_t0*vwm5kql!^8yOh znKT=vY@h_)owIL!PNqhG-b~gpdcHj;(6>=K z6TTwecj&LFnZv8qps}V)c589QNRNgSh{BiT_GF84`$+DDFv(H_=GN&|PPW;t+@Xa&%0s@3>%q*0y$T>n1~0daM50Lt{g|Y@yud4^%YTqyFk*MPx;u#cW8s$ z=KTEpRh!Mt&6z>>B~%wzVv!*=GFRCMwu`(9K#WOcecH-nb31wO*gLo3#pyPo>-OZm zCRe`Se#JMVs6*s>N#7O@sB}7o@eg{_H?-O>%Hh#(S6I?A;2T$RnWm+}Bq=v#{FC5f zIN9vy3Z_mhPQACTn^fK;;O5do5J?>|QaTFkgB?ZHX+{ib4c6d)M>m z)AE^_UHxl2?XTG5B3KpSpr~Xf)`Omnl@bd8K2macAtw@%q$1!}m@hAkIdypoj6lY? zNqq=Fs*+==z?7FSo{3kitnyc2if-*{$}WruQTu)+u^ecIcG{35XSN=q7#cTWLb!Ey zpwN({mq8KU`BuuwlP8!oAOi!yzeETo_D>AYI%m{Z-T!Rnl!oV%=32K=OL(8$_uEM4 zwz)P!{T;OXGgPe-q%()L+g$0>QWyNzz7HLoofl<{9_d)?5q}``x^0H2kOa=$J8aob zqnl%5(Mt=cD25&)4Hkrmn%iB^lV)xP96N%qm<$>rs^*9zfy63hHGpOqSdv`h%^pXl1!+y2HccczN`$hW z(q)tk2L~6K4JBcVR$#(oA9d=!+4coORV3l0Rm zAC~)~|LeuS@#6e@E~UC@c0(_L$pK=JZ=P_{Q;Qn&_PaZp9f~qC(v16d@>)8>Ah(Bw zt(xBfO{b2!otG~>0J?henp#-tlZHu}mTLo&Qx5D3>ru7xK^r6O()Bmb+QM`U3maPY z-ukZkdXkR)@reCNnC2UAn_WD6(D7nstdn>l)c&#uUjM#|12TIAWORgz>+4*c+kdV# zf1lS95*o2%N@UuOIsDYreXo8>XFL`tZ$8XEhV=dB7u5dSuc&zQ*E_!VUdfh`S*?8d z88XE>*F3k?s$%2>$mvEuCnuk9j(o**&o$zuoz!Ey$~!on^{h(O5&Qk^obLF~zf3)8 z{fb07F`V7mzc7vb3-meuF_MW4ni_R-n6x75)!sK?0LeQ*dsVNh^w2(U$_|92gat>{nn^6zuELx%t>CYk=`WlD()^GDjFbJa{FORQgzg^? zh8QTV3}Iog`-|?~+Yfk0Q@M){T6nQE0u`?oDI6Xg0{zDA&0GX9F^M{A1_4|!L>Z(9 z5FG24()!v74c{yTF_*`3U(lqrg7Zk7o|6}UT%#S=FEua;I= zx88qT0^+ebiOChB0iJf0R5gXr!l5y3(~#~2l_wW_aP70_&t-HO6DbBNFxe5R=amoo zDgNMkZr+6!TB@B5atr_`I1;trcVKX;-wnGsmc2Z@!sh=pT+Qo;(_Vvp@UJuPq59&U zXSAsxJF4((06`Xk@GPNaPE=B?_7NeHNh1erms_vQ7sAU)AUW7$H^Mm7a@llzDRH7` z<=$7l*Y>8kp2*9EcR_hDz2k=;&b*<0_w&vRK1CR%1Sj>%bcf(8qb)dYbT*d|OGOn9 z8Rh1Xco{g!X_f9katQ3vZP7bshhMMNEh?3Xi_4O#MRHcC%_|HERXe>%;5-R^FiVt& zSV<*hV8YQ^_u=Q7;DQRl58rz0txZi5`1g-}PoV@h16hgOGPku1v*M@LfX2;A+o7-R zJ;D!QlVGmh(yNVG4*~A@ECCOSRU}-trty7FkCnr%&-J5Fqu%^p$uvf4`e=#6w=x&S z48`SHDi-m12M+U9D(9bbf3q;5^a%x?+n@k^W`%3|YjuK*uR=-IGv231B>PQe!X!*34lNm+3+B5+Ll7L9^h0R_aMV|-xxeI}+bA9p z(CvrUMU!PAC2q`~PhP)`zfWeQwDF449dwUN9t3$ROY>ruj^+*4ZXnXyEvmSkxaXT6 zev}NHPPrzp3Z|GK2g@#Xi&fu(MzAMmQi_Op5qy|0bkSjJ$a{cw@mfqlW~39h+SOIe z8if@PMM}ho5@|Fw!%U*pPxpBptVbYs*{3h=siYrZNu2vHHOT>K$*sMI6Zjl#zp5QZ`yR zqH2*g94-r+cfI1Ob=8^wlaQ5>M~KQrI3=0pqg0Dc{^h0T(_apz=}U+?Gf)v|-hM=p zM#&uRglXl~rSSzv1TqF~fHI|05s*oV7rOEgS%uJF_KfyOqNtIsHQ+Av+ka3u3J?x@ zEh>wHEBO0VS&VS``Y6PCnbVxA@5r9>aQP8T~wiQU;4v`4=*ejbdf_vxr3Mo zaCETCR3$yNhsbbHH+R*M?DsXPojOiD(#B5~4saq}SK_4ESyPpYRrS>Sv|7bVy1ht@ z#gZ0x+ks?RikZx!L#SuhvH0Ob4IsJ0!NJ{hB;M&P%+~H?7?;wExW`2{X$32x?yAVE zbQ$Pdi)NPmFKOOOR^The09@VgVYEfi^04X8FbJHLl1GWdVn`L)WU10j6klEWh{N+~D2{36B&xoB9CHUF+Y*RQr#l z;Yrpj5=#pFK3Zui{SJpO8{MRH5K0>fwSu0?nJt=OX$fPBTr?-EyVxe?Cay~WYAA58 z%G_hH#xrrLfR*$mB(s3b>mldl2|i;CDDM;sFC3(nW%(TTSUhmR zDX!-8t*l^d&+okm#)a@pBy>r8k~J+|A!oQ*4(c8DRnUmInHb|3Y8pMKgZ{iRC2y(K zMn!a~;6$L)H)#C&?HX&=w5;rTPQV2q4m#lDCv!X)Prgy*owj3X^aZ#iAm&yBPf;Bl zw$$*tWVlvW!lKrvWMwNEnvrDKp|lH;&M1C<4$iC!$NdPL6tIT9JUfz_B~ais>3d1rMXo9lb17;C!hupl`b;9| zrWTe%@{eAVpfxN%@n_>rb=~anM{{d{!VS9B4uCT{Tf(T+eL;S#c0Ky|q69W#DNwg) zpd#XMN!9#+K+ncW!HjTIx*uYzNX4TwU$Al^r=FjxBBwrfC4xEmhKJiaS+r)X#?BQ! z^T{u!^iYfX0Mr1b*%hwpCMRKmKnMoy`nmBo9S0Rg!|7Dud~2zyV@(@fXtS}tB=uu9 zhdJ~^gf;l_Rq$irgU&h(^^%3PrKf@YIeZ{z2QXve z<;kDPJWuD{1*U<O-zypOb(lO? z=w9Td+eH*XX^YK)AbZL~xRzZ=OB*L?FHIhCRv`b9++}=^>`_&lgegt`N}6|=DhMwV zR)uYoxTDC!u8435pn_sKD9;VwQ(}*4LN;s*DZZS_ZyJMd$iN9GT0ZTj?%op=q#bj^ zE|y=-HFhreh@M<9Dx4Wa=b=aL3-}>DwENOQC@Zu5%!AaiW2c`N-qQNaA@$c82R?cy z>iyuUilsMqXa!Hbq1R0<#OXf}FQ|LRs)WqMmJlRs5E{PO$!XI0{01^M6ft=**3)Ff zHt2rro}@efmW`4Aed^4T=vkkB@`(szBo>I%i=@y*v1@m{+uY6hqaa$IHaFQh^3JLU z?ZxDi15kXFs_E#IQr(WM9F5A4_O0KsciOhio1e}FFg7ecGC4Bhcu4{Do#veKY-($TQti;U zYu`1mc2_I?;*AJ6kswp__;Cp4*5Ne(`PjllFAw_rr+ptYjNzJ%*09X)@I`o_iqF#0u90kq&T zkH1n}S!wyhj9GEz-{}+&=zcioyKk_Vnp59_Xzmovu#DE@@ zvttE5MxiUGEZeeWi!!TaE&3NzsabAVXk}v6NAV-I0LzpP16WQ`4`Z8ac4>I!;OtQcMQsT?c{(@0 znmcL3Vun$)qCEABSJ#>UEbp6yrsS;mG zgASwV?%lgrGi`8jmj8(H5iEG26Qhd|@Q?jxgkVBuOYV}I5yq#yyv!n?>X{^!n2;BFlpMGkW4tQ(Cr@M)dzR`V+9O{nCGrxTvbw4joD!&-kN?6?Vw$Qqw9!prAh<{~7wZ z8hp5i{zSj4!Ao0x1P=Te+sV3k?eA({OljT*$>HDQQ0M>FY7X%F)!tD5zxvXD`;{MC zZ-HTSVB}z)>gbw316*6K;N@+6@7|Y1k8bKodfhnw&$qBUI_KB#O7-8Uzx`euzxulB zD`Siw7Acw3GMUam{*#A$+sw|beG>9BkC(yjUkC5_y-Dl za}zm`ZmZ2R-ROO|=+dN~+U7P_jnqzeBKJNBrf-yxIscegQ@o~oDRO88YLkUYhXWi* ze3(e!#N5q^anVX4>r2i9r@$1j0B>VaL-(1qQ!+rWWy+!i#1 zU}nhC4;L<&^f~X>0d4Lc7oy-BKyd2@4Cw@&!%!xp|N84DCmIbx3>GTU|4q{C?-6)> z*YT>>nyl6Zr_9pbeA4mHEzBl${cDpQe#0s~3mAuVBsN7J#r zzTpO#FO`3UP?`B@sT*;G6-ia@?KH5Ned&{FyKwQ-Kl$vl1!X&4zblTi7`^EA5hHv zLt-YhF4mhH;tpNFk_TpgRB?Z$DCT99@s8##g9z0}p`w=zhF-Fi5*BCe6F0H2R8dNH zZQQb=c0`uCpcj+`h7?f8UP8YxPWi_lAIQlpz;;9OR^D}gQXFvPbUg}EK{P0`l!scS zQv&m-Kot^`6DuB!?|lUA6j_+gd@vTV(EZ%N^Y(@jjiVOoEG%YGd&SZ@AjMU2H1xO+ zAT^pKoI+n0jVZ8FXPq|{kc$BC@v<5+A3z8T;daQ@JL^~n1rI#(WYint*4Jxd7G6%-|HQKOIm$Ak5P0WU3ygw13K$nak6Ua1J~Kx zZ?-COW~My-wVk+8F^2?%S@@{XQ~5&X^?pz<{xzRWcjopoL~IUp-b?8Ep;hkE$b+F$ zXEl#JsZX1q5ofvp>s6E9e!HL@v~6o#^hujs2rQ7O$plX?a;tv)rFYuOJLSM*gnp6a zWOaM+DhCY={+EJn_z!AMpZ+Czbk<#H11p-{A=DwOfE#w#=p1$I+Er75DYP+QGy?lg zyWSLD#DF&mF-nK(MAWymL^th<$u{g{=p48)At^~kaa5iEua}@&?iM1!8>>hu>f$L}!2~p`gI$(rButuS8Nlhutp{a}Crs zf}9FqD+ePTVeEFZY#igQ16{|{aoVF}wGIM)B+*Q23+{1jlTs~Y((|grKb)QD_tIUC zU$uEbe>n%k9So1y|6YqkD3(&+i(k;Ip<}e7CsGiKhLQ7*DP)VDdh(kUrw-xtP~`|50x9*LlUS3J@U5tmFdd;Vc1A z?HpGtQT%P)y8KMlzf>aa`jN}M@d){}^!5%(0^WF-y-$krr-$il<1G497pTjsnYt!s zE+X0xq+UqSx4!P=E%XG)%}@sc!Ir?CH#vU+A~9(T&R;l&MRJNf230cA5q2`Bv2b4T zSpNd5Y@|t)szyQ`Fzofqdxf8ac9M5^lDdeo#S=wl*1;>f@PE2{52&io?OSx4qUUH( ziDCf+MZkh$P^lu2hy}q;ktPNZ=}Hx(COH~Jnjl3HP!W(Wy$UAMQITGigd);Jx=6co zZ9q+O&bjBF|9$U`@%CV31cY6FzwcY$T64`gS7BkH%MB5eo8XIwB1s_gOR@+7l^7th zTfqMzLfWGC@YKxb)o@@YmdtOQ8-(CLf{oWnGVmJE6*xTc8THD7WAU!KL3f6p8Gt8f zu9Zj~m&2xY_6P$!Nwj5NIr3Qna7N;PM7_<3GI%<&3<94B%b5dvzyKdX+1+C1McSW-a4aYo`S%AB$J6uP;DPajA%qD9 z(NCV=Dczr&X`G*{ca}smT9(PJ!7__mak~(2G(XA=p3L?MStnca&)%t{8+T8Tmei& zpOI#K^1@%jgIHcGwyNEm>2tzUmn;KCp3cUX5l=MYZ*RtKJ{J1N-TX)o%}bJTMq804 z6R;(p+*|;T4nP#v37qX`rmke7+NGPr@9Nxg@US2sSg&1A`zZ-~kVg)d_oM*<@T+4i8u*k@R}eJ$E zunyvKM!`f2-9!;>YIlHSyq+KIJ@k0IJUx$Gf*ZqZI6eLOr*DF}SkC*}z=~@a+U?gg z6=GZN#NAoFG>$88-hY2QM_S5e{5L3VY9?%s=%K;K+$b8w^S=@sv}r%s*v`Bq&b&jM-ZtN> zS_m^lWJCps=qc|_l#;+r^sF0EmODqCKks!@WUD4;`XwL+8ee}rT6zvbnLxfeD^}>m zSe!q96dgiTRRT>NAUx6-91?|~SRpSW+NWp$l-UK(ZEI8naV^t&9}|E_i-~uM3XdrV z=wr$Oh8B)8V+o{&B(eh8nQ%_MCjoZ=Zib9Xega-Abz9+bDsEt2iG>UACFsce|M=O* zxHwzBrnjJ^xep!$mAz<*lPE=r#;+iFSiW>XQWF7oqs|!e2O}XJf-}r!YTbp4!a6JE zxeE&pf~R>1+RI0RA9J_UD#-aZg0Vn6huAWxdUA7}E{((Ks0d0>;Kv1-kQPxjfVgfR z`P<7r5M@=KEY`L<57=;kd$$JxV5y9)3ixd46EF;Q+C?1iM42}08wm_^P z?#yj9p*d0yJ$GFse3;|O*AwSAxrPFu-H1vIwW#+!v`R{T`TdF5Ca{u7SvU+MHY(gQ z!Lb`AFAd<$$<=byJ*tw>M$$b;HGbNK1jG(prf7)7>+b-ig1ECp2+MDAqx`LM)FR|QhmfiIt#((UkaTdgPo2V z5YAWLIqzB)5xoRrivsI^g-N70#C<8lf`r6*b8C_)Bjxf3(q2@z3~_XU24oC_g8&NX zQLCW&4CB)BW0}Lsv@VpC)l(Y4F0~~10p#?V5s09VrGa(E8)<2oPE(N3s>lS54U>hS zf+7;BcK$;6cwKb{j(A*?$79uAs8L6@*i~=%pGK5rW<#d*C z1w0w$R`!xn1-S|>1m~cvp3CW|d75k{z*qtqwAAJl6bDGI?&G@p+p$OMz+JBkBS4M< z;{sa*W6HiEh8^m?S+)x(k^~~z`1Yn|wD(#;V@BY2X;wFD}i0g1# zxOeC!Wi-U0RdGAK%6j)~Ags$OHFegUFOKAX}BCv=r=*G-H{Ylz9-n_IA3`q&|HWz>@WHX6?N}j3c79rK`S(i!_-bbH%K3q?6ggoJ(#k<^q|e4TRx=du zry8Yz7JmRlG$_=+=^`f*a5f(_txQirJz++(8Ty+(G2Hw0yGY}q-VGsb^2&^K=Z3fr zSZ~g-YWoDU*2O&`SAy=ND=qmBJyybc!>J6hy33Ls^X$w<4tTtIV?N!yvy_AjP3c0F z5ue>pGK^N{AjJ%fTCfQZcvHa%zMej8CrQ8h0oilU1HMOk8eTGe(-#pu@xLP~f>3Zf zwTn4qi_Thvx?8-|Bqr4hL?8X#)!XI$wnX|_XvkHb$0C4&sp#?J(28-!eLGOdU`BiH zCb}S2swP#2sQ0{~EU1>iris3GXckckod+*MBUEd2QuBV2{QoD$W_vFo%rYMN-WK`z z9>p~z@0pXMD&SfJG-=7TlgJw>ivCFvzZ3I_I?UkJ(iVtLwa|z{PPA#RKYp;caCxM& zL+iO!&b#l&s+r7oV242)AkPAt!A5{8>Rku#gMBwh?7pg_RYeIUQY}t97Xe`xMMGJ*kpy-vUrUL~X1oAE=QyFki ziOU0mg$5iW_B~m&E&DboQ$XWLrGm;^2@PlHrQ8Dk57iV(p|uDtrv*}!NKi?Sk+_C^ zE?}iSN60iYh4j{*flWv5gE;RTpYo~h?a1NAA%kSHhNj}- zped>8)I16_5T^qT5VwUX`LkVpiiU=UVIylqj8A5Ci`-Bk-w~xIaH@wPry&*$IVVsV z4s$f1Z(;m`e~0Tbt_$Ax{nb@-m`A%}T;$=~c-Ikwda>TB zKsqAZdLr7;KwePganM?q>j3Q}cY_2q*m<29p1}W>OHYp-p%a%3k$rIoohDkj$w~4q z=xM;jeCJDu9oVXN3msMKyQxS7?k^V=?ab<<>P}<%FsHNHp1H<Ec&|?VPK}l952LXbf%yiB(xP0nDe&?lf4B!Q&ARVZXzdV%;~(hrRit_X@}V_g zCV%iCv{|RCU+c@0MjfNya#xqZ9X_1HH2qr$|D#T@n4Qh#_TD)&CYokQrYY^w(6rU` zhw&PS6t8jK*B}+yC`Y77GN2%)qwjmG>{*{~ybcEL)EG+SkZn0B`QTZ122a$(4yp9Ma^e#}qkVcgf0XQf{Pa=O4 zfC!I{GpPA9$t(oK&`8Lxm<|EynC<$SYG?#Fw@zXFnOb|dF$N%jtQkpom&RhEg1ElO zb;`w_@)Oj&Sl&uwK}kgmBowGC&1xd;Z^@W%KP(fnvg|U-f5Y#BiRs=!Hl;MX2PG+G z=D<&37X1?mmZB%Y@e>9MhmbY6RFG(oSl~n{4ghPH)V3?1p2J5bun{%vxfnnY*T^!R z{Mca#9$#ezwKqD0As6h>s!-Z-it6L zM819iy&ZU43Q$7_SzA+b1P!4fat`WQ0nCy>4~Se%si7@*vE5gN!W+3%WAS<4Gj~7k zdkm-b|0Ub%`$Po&ced5d|2y029}+&;Rx*&6k81}W zH9*0I|3-lS6^d+VR4qGw$V~CN<+Efb z{N%y9xr!h<^>R8qJqLfR-0@Z({vfKKE7R%liLvz1EoLG1;)VM=v>QkZi3&px4QueZ z$-sdu_7dKZUq2)%uxv2hSx?i}MZ+K2L);hZ5dsDzIAh>`9w0H>5Gr_m=r;{v_C#YZ zHQ_A)dG@=#fqBoAkq7Hc8(k+uY3Tb17yz+Ksh=&n4jY6Nc!mRQ#Y_d>FhqH|G!hqc z5>CcSbL(`KO~Yrm8eo*0Udmu6){oE`1F);+Zv+g03E56VSYGnpgiH`a;A*MV&MXBQ zY5;SO(%2<{)_5^M^xcmvX7lFFBfA>Q(yeLtft8}CqxRtR4~`T4`!S<8wW-MFta`5F zL*P@wc-uP!wyr=^307v~qbzX!PhoeK2)ixg>LKVLX}n4+@iQ5|qh<5%3(tY6Dkdyu zpsGE%cnY5tm!-EZVGqu&*tkj!O>>K~+^6No%q^ldVt)F`QhCowU+w5$GFVQMS_%P& zEV$(o4V8C6&5rsCvx-DX4kdUY28_AKQLCS6C%ndK;7OYl9t)xC4tbNe87Oo#asjqY zLN!acrJD3F``m->OU@hIUQs}5Bi`{AP{g(*`^cRi^y>dQg(W}=HdL#y2%40l)YVv|8-rcFA%X%)(EYL) z`AUF9j^?xyo@lcq`OaWy%x0?>lSJuHrN()GM2ukZUWKt>@uk27U~?AYv*! zdp0+1gMkHv*~d^(p*eQxVEaOb)oPHwH5@(y!?!QuqR+$}-xIjvXHLim({MJ-#EqdV zEx0pCr#Yv>Un|)5WqN{Tmtuaxg{F0}ns%>jE5px*+e@lM97e^e^mORQ67~nTK-L9_ zh#-3Mkkc5c*{}+Uri`L7A?L2vZq&T$yQP6|S>M5vi=^>aV);3b0rK9f+644Gk6@)SnW2h$ZH|UUkpS{Gp3f%Ka+zT3# zLh@#sqk??OkJ>zNHIFG7BULd@y!IOZ*hOD`6*D08;>8P0`}iETaK4Q&tGrFE8S-!g z_uoM^bpB_~yP1-w2j}LJO6L^zb1w3S4~vA0$g*j^u6@`cA{(@0;Z5J9eL6n8z0F!< zb?hS{u(!uyOQ>dSc)mR-Dgr4^Kt~jF9UTBm`v=|}Hop~b7P}dSY!O6*CA1q;yv>mQ zt_m$j8LghrC3gO|yM zbqTO1EdL|5Otw9`*`yANH1dFr{nTJrxjO^{UZ^KC{jN~D{q%!7e<2Wd8RF{gldYJ5-Y0J4!NqN>5$5EZGg)0F)Sm;l46Rz1w4AA>rW zIuZ1W$QhDM4Zv8Zs+`PJe@_lr33C5kuoOt~kO}1(IeqD)3RjXk3>_JHOkz;P32NYh zI6zE$=*4iKI!RVc<3pY-a(_E24cUGu1um5K1}NK!lZ6y59?^xoM2X*mseWTuxjLw2 zjuply2RwytEyCI`VNsQpgW2OSfr6(Q7tgF|I6Jm;#7letVkJ@65r$Z>^V90QEQV$knRF6KhL#S!Jt!DR zZUyN90d zp~(#;?xrf&NZtjFA1scN-1HuR(Ll0lIJO=M8$iY)#Fd3I1Gk+pS_F{(MQ?xsY{2%x zv>_^Lkqwk%h0qYW=yVt}Fs(3%$&Rj?ut9|^9Ze`g1$>(`5Uin7-R!<*moj-|0O_&9 zo1mKkGEV-NqrwRTR$Wie>( z!vhbh)C??t%wQ4$sy4;NVO|Z@sp%WBIX;5y*dK8UsDL54f|(jFA=18+FCv_SR$=Hi zE|zt9I+b3ivGg;BK|@t8D+`JnG$t$orteTNW)Bu1w1obu1Am$1ri);=;v#7A4(=$~ z#~WP)s+KTd`&L`1N#H~}U~bm&YAFYY`Ws=dgAoTZu6Ifbj62@i#*Op^s>ypAO&PUQ zaDsh}u>cvrB?w%6x-Abzf5ahtY1)0wOa!(My6aac7qV3!_e1?uup4$#kM|@&f^n95EU0UkFz=uL z2(1F2SyMwe;CEpeDk4?HMZo+3bxkxE7>{P;%Af9QF{Roc;6gX+6TS~KX#JStZ1l3K zt*CFP!NaVW#`n!N1r(p1@mxAed5y4F4Z;!HJ`E_0!Wc>Qy2~3$c9ATL+mfsflEVyQki@qSAWR9{kD`ZgX1zBLI9< zkNE7j?YAI6KHk~9lTkHOSB$vNp_}(_mIiMhCIkuPVOiEg+$act-!q@%^=lZ;Y@=aJ z=v1MAL_O>Spdj|d=jWwXT(x{*6}Dt>(5h?50BAfJMWER%a(FSLB$O6xM&?0o2TMpa ze#@rYDKS?+Qb)XL9n9ZgIA67R0LH#^bfNRSuvxh^^Iv2R-JYE^IrED^-S__WC#0?g-CslF z-i7AfgRAhXO8aN@BpK=YBTvIp)UJI#8w;n1%b<8EDQTzi$5y?bfB;yoA>8Rqp z!>hHTP89f?Z=3^7iTuQ*zfDcb|AEZ<=oLshVZg5;`h8;Pfb$vvV{A>p-kJd6;u*cy`CgcYg_XSk` zkJyaB=D;ZrxgPI~|3m{PoZXPJUBfsU!aTu%JVHccCKDR{lz$@LnUP*hOpmMjcPWlMJerxC{amCRbGBJPtEhhvBG6_ z@oH6LRV#Fl%IZX;pxWVbFk0Je-?AlZzFlm7pk{PIqR|&3UnC|i$>{5D@ZV+h(5_vz zPpxO7$u_aZAOS;80ss;!1d42R#5Ar#@s3+QYPlFuu}aF`2KdefoW&fu@A9{`xC+F% zpwJCHG`foFJQh({uzJG6&r4y|E>oefc|K$$;~u|#|Dk~^*k*Q z3tdHdorkIDY(VbZPk+6%NC&v@F-^@i ztgJBM6LOlGuz_~vgboN0tMS3y0dC$auy^F>E{thLkd8G1Q8fWgH5`h2zgi=)6FlFf zz47q-IS2>0eCU4z>OY&uXgGRGBrgLEPZ`tqFZvu;0!zDc&T%lX96A}X-<&^hL7Pn> zRx4TmSXFIpA@JnmrEoD>K_3;F*M8YN*l2_T#1qmj@~R2|EKf5&CNPsi!Ckz?W&K_F zr3#0Khx0@5y=r&!|XiqIrA|7muq?~WO_9mTWmC}>(3lhSLcAy6f3J4 zEGi0cV6mZEHOq#7wHd0D0yK_R!Qw+l)l{O`xztIJ=@5|f&<-iUyp)%ht3PAto-#;Xq#s$VptgN~3tK;t`CT_<- z-*PdewI|YkCq(9i3fEZsHmB8?MyR2I1U;eh@Gjvj78Mj5K-Z*bIb)4;+!TH`uUA1; zHE(NLo=MvNn5}}16E@D);gOM>AjJ6^x@Id`Sg~_c$$QZx zG2!ovTk2n$_PcpCtNsEBOPBkx?wwiH`*h5HHdguE%L2QZ4HiWDsWDE|QwhL$U6}XG z#pUwl%X&KO?Ci(8qu_;?9`qPwk=Aogi}4*!S%`XM67p zEM^(@9B}|{Wziry?g?n+TQ8l*DAWhbbrmB ziFYtpB(|Ads=Ng*?-F*7^<7=szx`}=?AA`bEOzHx7U;JWfL^hb{wf=r!wi8AE3An% zB_##>OHpz8N{#d1P7F#}ali2}}|6qKJ81 z6lmD@=O+NP5bL;Q(SlsmgH9u8+T8BLy23pJ#}V@);N;qmD1FPaLasl4`h9%lFxs?N zHw4@87#bPrpv8~?59tDMa=7q3hXdbid*CZos>sTkV5};87QETDXYJn`DA;^IyR`%a z1g;{xE(G>;-06HnRn>AdbX@VW#^2;1zonB(uT(IrC-EH|LRxUqUbgu*PjD?~6m77D zK-0VNeC#=AbtjHE;PBgcZX)pDEwCo^H)8HbgtR*f7FqaX@@NmH{r(waZ3_iTd^Sg) zZg^g5gDOea;gAPRL-sczSun^gLnmvc)4RvqshLb?f{kC$fr8dyK73kQkkWbtnr3do zKsPQ5i?Xt}%nDW~;I#`;6@p*F1NmTG&oH_do-TE##Tha=C0Uo#u^hiy49G1Vtbb*T0<`zr4J#KJ!b>6S!k*@7l>T-uT9e9vIk05?Y?NKVP4F~ zjBr>PoB&aEu+V4|p?te>;;=X$GV`C(!2}M?$&mv1x*WC_F7QKjaXAUY3+NNiW*lTV zr}|*)n?7b{gbc>p3%I@YueTmw&(qb_Rgq(jW>l=!QijZmcFjE+|7bivo7keudnenN zoHB1ut`Z;UD~mY%^wi9Y%e=8jqGE97vG7NMym`sE;;gl&I7Ss*^|!q7>IGwFpb}vU zt$XLD@;iH)DxH`&AAd4-U=OE^{B_^G8kWZ-2gZ$8e#Y=B#ByOU+HNN%+UPD(1(f4F z(e6jR=b6XyFHqEMEw5YE-*Ppfws6}%vx;;%P=KFPYdWI92^y(rl(;Ew) ze;wk;Zua&Uvpur*tpR5eqLM9A1wLaGNr#+?!Uam*ayJR~a9%s4CU=_JSbunTMQk6X zWE=nX2|@h7`zEYjkg+x%QCi4UqshrhcIH4}c!l5-N1`Zh^H{v5W$Izg8Q~BoTzM}~ zWbDbZIQZC9^3J`|%Ua5CmK;%qmTBz*U*G(5BRM>c|^1Nm&Kg@^bK84 zK3Ho#sr&76zC-nK^BHTU9sDA-fBDf0O}L^phYlrlZ;+Zs>A%(~kfnzQ_5)4IlLyiNq7D)l-tLihY^V>9~k z^=U;MQ(n=3RV(jaZIb5S7&2VrTOhjk`l+NuyMpmA7g5#n{*lIVi~Po8*LR-DV#i7w zQVn+nZElpgRI8TnR(Ur8WMXCoZcQ*hBio!~cHv*IAzzdA`==(ysv_&7KW7xp6HqC5 zaU{0XaOO&LXMCcl`10FNY)<~oH+Ob6&Tdw(tbHC$=j*E?O|+2rJ@Pw$X~x2W?)&V% zGcd>->nPOm+`Dsy?V>Lkb(^ugsi|nb-@rh!=IqCHJ^l2vWLaC=yu2%B<1K&Kbpr$G z4qE@}f?eZf<+fj{sp9b9jX1-AAd}dB4sq znOS7p=q4v<@0BeJHfw$oeC%a94;DpRGE#M+sov(Ptu$&kc zt7jW~=gvB0;XFKdqoOvW`mHq10!9#N)jgf%Sl>}-+1p?hD!!HHE;y~2a-3$%J$Dm) zFQ~X6GsW$&LaJ1V*%&&o6OSyU^dY(Ou>9^mbcraJ9=>^L(aHjBj!ELOvpY=aH)BHVFE&`B4c0&Z5Id+EevnyuT=y%8(foLD4ZNAwtJSh<8+<0w9rL<2 zUW<~KaFBU5Ce_AZD5i^Ru28YlM(_w^|)$5agbsTXdq2Q)KZ`oC~ z33Db_uhg_W76UR~eL!YrCKD{gmL37d5g=)69)4koK1(7sRBaE>TT4^DH zK4^`5U?E8g>p@v2q@Cx2sx4F-@xttvFIVP`=8QhH0YRkEk{ROloen0=I8r|sf!egZ zryHl&e%J-;fP!L{$GSfcjKvl}F&EHPXLLb0$lgBvEx31eL9Hg?kGyC0&d>CNf6c+WU0ch z1{+UG>rIM?=%L$`0BBc_c`WE}!jX^1^Th-Ne7RC%>CbDdPkzNI_6-lur{|6Fzd3J) z6+S(00!LXHw;u+GnQ8Z=Hkv}G$4XEniZNsJ9vnNX0h`$v1LdN_o8Za{j|GgPSwn~0 zYocOf-QoPm2XNNA_c#wv%U@2VqD4z2-^#eH*(CzW?#gWshmI4pcI?E7WzZ%}?JKOU zuFg-(8IHAqoJ$ACFGWOxu_wx=CysEaEM|DEo+&bJ2LTpVAk3TE?R5yr$4jH5qL^z3 z3JOt<=I76s0+Wdp!lA?wqm?W8A^@n$K2TId)lQ(HiSsF?{&R-&(=5t7fTnpQJ(CcC z7voaGPH62TxCgs?6 z#GFjvL04%Rv!D1>$B@)V%;dU#x(n z>k2OQc3dFei;}>iBZUYH-~=zntU_)>KI?u?>S6Q)0F0=?Agw%*pYH+)Mtae@t9k4& z;T42=R0RN^Er8x;1;sFAMAC6k_>gGfE^a@yP@IP_kn?5$Ab&~tRAaLw6q|u5WUvJ} z?XV5fw1x)&6#UF)$`Jhx-n{ia0U!_3_EG@v&qoK=Ys+w?AIS=$cYF#x$l z5l*3aPk=gaZaoJK3yD^8{6kFoYk^+q3Rq6tDVa~!K|l6{%IEVLMOL^5&%ZA9-*5Sb zbIIiXj*VJbk~1Y?dui*PX)jc#=H4;;1XhbDj(uL_h8VU=(&ju9v5WysjDW<3{2ZF#6S~U-cu|1hgwxvMgYnmRH;vS7iNnFiC!lneU~ASpysZ zlwD!|n@3$9(HE8{wrJ%@QflMkBG&4*LmL;vgRoTDyfUY$K>}e~k;Zw#<#;Os6;kc2 z-qfqTsf~h0Xe)2^t+$i+4v0J$`q^hODpCvwtqKQ zNXl?=AZWmNN-wk<`|PFzqS(2!IcpitTQ#|vU1?>qT)DTg@8x&%8vcJjgbw(C%i*u+66ztb8M^9~gpJ$x*)?B9 zUo;zGph#%Vu6^0>wB2@3(lwJE-$RFX6f~= zXm=M#)MSx)RvMNq^8K&>cnvaZ7i9^`_4`i?#GGWk@YH)I)-ktKY4_#yhK2?kwBWQM za;O*N-7RNG3Dy~u^6%A7VssV)Pljwqx4(Dls=+2$8IAjbJ_Uw5) zA6~)oqT$e%m80}_uW9p-VKAKhjcj9)N27*q=$WaE8O#093YGWfrRSzDgd`e)IYdbpE|{!yGKsejI3d-B$bsj64H z0ay^6PV~^|{})BB`_})q$Spv&yEdfQ2n*F|bWEDvCh_`DFIHBp}ww z8pn=pd1)#`sI0gwaqiZZG0%;|K|E-SHBkM|c*JknwLE3NVA1Spu+PuFf8JxoM0NV@tnrBnflL_O(@~;CrdVtK+-l}-YYi4)pb^r zKs?n1<+N+h#D^1Fw`aD_L~CO1mHt|1{wM!J<(JHy zd!N1z;qR}jHnsGowc4$pL8H5?HsxFxYOId~-OYXW5Su%9@yasae&Qd){O0-B0xJ7B zEsr+6{rRW6F=l6Gjzi$dEKak@4l@7kh`FV{>@TYCh)i*fEoUtR5bF^}~t?S1UA=7JlaeA3Xvd5nd5-id4ea5&@ll4U!d5tQ7#I%Dik zTlg*gs4tvH;w(DeJ$t((Q4_!j$NHIf>N->LW|*`Uv79?JL)r4W`XPaW0r=9U?QFOC zl;hmQM(WZpI_9zMnO?8#Z~27Tz&P7plKy^7XT7#&xGP1^a7sjNH{0^pUy~*(^y} z60rYU0((sOn2^0>#Ja^rQN!E{?`6JbtR2*_oxy-MTIQqk^x>iQ6Rps9LzO@yS_Z_| z-`&$1Q6G2tD-Ln<$BlTx*xxFTv<`@WdbTrLXzuQ;l@W#Cvd(ncv9PM@RxNlay_>Gk z=~9P&&zh#sq_Ei<#QU%Yy{7+^gqbcvRUm}cKpGm#E?~wL+!D7))cl&k2%#Ne?vFI_ zxro}$EQkc}5N1f>3D`LYp@N|Yk?9`U)1*fw&p)HzWFy+w3$mDF{*{vxLx#WDaIIZ= zj`;Mtv|_`1gJYxT``Q@~Oz`X^E_qjzmcs^0jR)8s;)f;s^TdF{w}ORl&{~4m*@M?< zf>Dqe)X9aaXM>2X;evu>H^#p$CtXCU{O4;Ij4kDE@WXrd%F<04Ih4e~NDlIQ6$c%h zxQFqXK z)NIgfPB~2uvlPSwDTTk6@B53z-hAl4;~0FhVxju)Z9dae6Td7_AG!I|T`TETUzzBI z_wn3WVbcoR6MFrOcld3a9`CLZbQhM>X{gmT7gQU#xivNv^MKjni;IMce@oqAtB^X> zysWqEeUle#R|JY364}S@^R3?EBi)#)YrM~B?7MKa%;W^C)GS|}G(EvYCHe5&X+O6Y zb=?DZ-uS&r{+p`1yH9PZf_#$NKeAIdg*a)s)+LUHKYgfYlsYyx+T`N*aQ`{uiIuf! z1tMuy6MotJ%Nm<%*wu6bpBn$(p_Or7QcXfiK}p_$=~# zcAatHP8;bJX-sMRwN4|7uhBwbe0_Y1l&wjrZi|CNW#6Q_gp^OnJmaVDw%Q*0rA%{? z)O5+E)&${Ji{G;Wy$WXO(MIPfiALv0d*fUGXuW(0%`Jvnmm z)rQ@JKEY#hWfS+(whsF6%GrZ@Lxig{_cMQ87kws#`A=sZD|SeC-eCSkqlEN8gP(zc z@>Q=|wZIJe%TNC~QLWVE&>N(MhUM>ESdto0FK~hsd<8a3Mp93Xy*xMYQ|onZ&WNUt zRqa0mA=J`V{eL48fVBOBhu#xEY&=F%WPjy_TV!ir}0dI z+4tV2ZU!R@T0E1XuOA15JQe!WMK(}RR2%ur5<2VHpv;fm+j_&}FPHY!+3v7XO|(xq zwv4|L&0XC*@k%u9{kXVtMww8_5|0zOpynYu*SQ-8#Mt=cymcqCKAcQ4m)Xua{_VrJ zZBjD;F!Kk0fecoEW7d*a2TY7;HxR0_Ls3@WR!7uFq6HEK2VU`oFsW#n25+j-_zCd% z)o3U_(}Re;SNH@pt2;yPHAr1m)NqJ$69Vs5BQ2_j+kJa4p6!_`_GWUvPG+L898lM78g) zRaf}@>8rNFr*=R^zO0w(eY99%1ItFuT+_FG!8NtsI+lQ>3P3{T!m;H*kT$h~vmN`M zZio#!QS7GBwnj}w-m@H{h2?+)E|3(J;s()N?Ey}kD4L89jW>d6!33uYB_%=s&b3#*XusgchurUIr~7U36d6A3oLa zyE2C9P8x}r?YDE66OpS@8^V;UE5^p~nm2n#!7TO0yft3vG7q|Mx;`3g&l?@K;lo#a z*oJtMn{+#sPwJ)&{pqVMWvDG>qPju{*+d!mxqQU{CIhK2Qw*%%4-Cq6Hvp4!sJwJc z9$Muv-q?H?qU3;VKsLotUHIJs!XpRZ+It#fUQAm{8vPa86xFo&9fK<~)h@cB2b6OU zbt;keyy5-EN4@QeXqEUjw1JH2*P*=JAU)Z6#D})a6&Ex#x#V_DL1=amInH&$z-@=C zReYe0_2;lpO-k9Bmy(F;RxC0$_K?Giy1IZK^s-!I-X-M$s0b8bBF{kPL)$X|9ZWr~5MDXLt%>r!pVLe>34zp#XyA3&r>!_bu0ou8 zzq-3DIW{N+Om1fX50X@l81)&Ny=bEz7KS!Hfcnmk4BlmfNvG_joQRr2r!xSl!oP30 zwG^b)1F-_v2RAIUz`yUl00g6XFJ6gy8PpX-lPwPF5Pf6grY@6LQ3_AWE;@~sYEg&6 z6}BC_L4!>uUg5q`zGZ5yC(+h>LG;*t;F_$zd;Y%(X0}aey89{iPTrC)}T%hy6~o{%0#IdT4n+-I6je41cwn3Hy>Pd(0X3F zz)(P%8eQ<;YwQ{w*SL=7by+20sgEN_d<4&KgHTB%7dPbpl1OQNsi##i8l7U?oe;d^ z>|yXm1?VkC__3AP9g*_>^a!EzL*$UM{1Ih=EzCm(=gh~i0kw+*YEun2byT#p`qGo{ z)Yxo$INP6UxXt=QjZY+&e@PXVe_0J@D7Dl25!wq>at5$9cx&P`IdBM=BK43qxawX1 zU0}(QS-_JTlxY_m*;~wIU^-5X?gZodL~1rt$g##U5<{;E${3(&huq1@PX}k$)!id? zV0m}7Ao4ytUVUTq&!q8s!3`b8ofFBmgBzHfbTqq8XmMkCl*3T_U7FK)T6$MhbmB?X z5tHJkv^q_7IJKNN( z!%qF>OfxvpUK7OZ9vr}|tU~(FZ`;69SNqq0{5^8Xn;dzC-Nx zjtrh>b}L-DcR7bX#;En7yXVkkP!tyW34Sh#2dzX*?hyjNE2*H{$T zTQE(C6D7mJtwx51t^lls$Bh!68sPsCN=(crou)^f3Sl8owdHlkPkzsi5CdXPnbpcY z-Ot^6Kh(n&UWR+&szV$LsLra518I9e5bC-0=Aeexm9hGO5%Vcy1vGA+gutr2ZzgLI z3Ev&Gi%u6(HAGGqqmUR3ndYRF6TJpyyWFxbaWuNCrW&hekG%@)ZJAK*yYn*_y|era zIfFs}ldBsSXDTAaqm2^DLmsNL+<0UmBE%aBK=$_4>h1To9yF=_<0Zya2@(B^>dlV= zc;#NXhV9*cllyD6YAkziB*?npdKQEAc=MLUGjTa+oPAK=@XC3&L5+CC5w?R71zJcH zi;1kN@D28G3dh;%V?`k)l< zZ%j{Xs($B$eL3Zq%-k`NnLFYf96;$TGDZ@Hwtp-;eBk{^Zy+d&+kLXUSz~ug_fAe^ zAb$Fwtd+FIxNaXbkNClVgQok~H708%{OC;j@AziRscbRyi{!VXc-6)BDMruTJ9xJp z|1^jl+4+r6HsHQY4?0a9Ij*AOzeO#1qb=AM-q5@8L9eJYfL?Lh*px|hti!pf5|te9 zTjnL3I9}-8$sTQ6|LJyeo$ye4r00WHE9J|BHkO)HhtRUbjp?X-Fn7bC@2WZhu?6)1;9%uiOAu zzL+@f#)(!ssPCaqS-f|p=Jjj{^NZ1d@PTi!F4{tk8doo;fAtQMup2#@-Es8x%wbTt z0i53N3}2`~MWze?&d7MD_mv_1;98uedqKsG95R>fs6VRSvk55kLg#lRXDDnNA9_j$ zz(MdKA&>2t^rh|;UB?`K9qG4$H*b2A(n1cY&T)9uaYC0?43XpxMTb`@uO^a52RnXT zBzV9*HYP^F1GlIx%>R^O>cj6OoYX8#8^$vLpA3LBvjJzrA+SGvC?gv4cN+881?Hlj z{nWm)VbG#vQv@&e=0VV%X3CfL>nFU){3g~qqB_OWkx)8b9&bWFLK_9{{g*lGDDVM( z3a37Z0lFa$BXXqb6NyWoG$W#XTrye8_ zZ}2wmfxBA_mz9tSEQxcCD_?p@;+AntswPdjx9_v!c&HTj((vs`&=jTI-VMjxI zlq177%4sb6Kre8fP{|%!_o0UO8vg@W|9}0Pi-0mtizh<;TGPW?tgO^nr6fulBgIwYmP6d~0f=VE7*&FDa*&{0W}bz- z|0=@$UW6aw+MqRg{P@@CfzlYj_RWyOZU79k_5#5^jAVY`7O_;}03IX$Fv)Q!ypwA0 z3Y?`*|D?WaC+L81lA$wzdXmia9`YvB)Q7}FM7bFX$DVT3&tg3f9=Fg=S~2n!W9{?@ zV2N>Cc+6+B^H(Pk?BSy^g5DAJ$t&H-2q z=bAQXOk&$+kH>tZ)!G;%N!&ToQ}drIB)ErIJ@%dQTCPNrO74-+o|1JrtqT-+T>3{*%RLWL~Q1 z{M9C4OHhoS%rI}C-yMvX6@xON7186!Ry&+4qN^@EnztZt-U800M6M!gHpp1q#5mj6 zJ)fb!{j$VyDMrj)#RoV2#u^8oE2S{~P`VY8g!5f} znd1sfOVl=;1j51OEYjT}Nd$ekmTgXB@6~Mh!ZuhZID?7x=&7x=5k|vk2xJ$qy}kzUz5gU6i&bMoCfLQaF9ekC~jOZ zuQ+E9MtnJ7i2Gnt_Bl~OW@%`ub$L~14j`!W0i|cy5UeED(oR9N7AJ0cplA;^d?pjMjL$g8b z(s>ygnl*(qG%K6`UWHdyU1QA0|M6R0P_&XY)3vhIu+X8A(6G8`Y-VL_pt;XR$HLOU z%#@phpW_(YK7A{zo0bBcoF@PC2OMS=dYmWzx|EI&S#$G}k|hnzCJpl6vNxxr4QQ6p z(1@KsD`yun&|+&xTiaAT;#e)RZ`txS_k8ZDEw9?rcftLZ`$}m!_lM%iFJ9H3Ilt`e z7P;purOvv(Q9SE@Y0Cu%7MY0q3|s#;xHoRU_&L~|&w5+c!?sH6E=}F3vLJ39JqF!y zp%Tp<5BB2*{^QH^=EkCy|M;1FyLR~+^Z$D3mdx#YC;#h}Gcjk*?fI`)UdZj+zwy6b zkz)1Uy!yXhVWGS9aK(SU;CF$p7b~bH;~u>(&F0 zi!>LW@jj;KtA&kCI<@(zq-vJc@uv57Bkk>`l266N#j8Xaog>t89byb?V=b($d8S0poH=98 zmn8T6gn>_{m)pj@*PF|iz3`dO%#rSRmQ%d^fktm!QeM?yMqA=89>dQqEkdR5n_KPD zBYtxh*6!vrWwIe7a%=17nD@KMcl-22+&0$wFken_s{HuzY*<*>=;)|VKtMo0B`L|D zT{+g8TGw9_;~Nt4_w?;oRzuDF)l2-y9B0JddELy9$+Xd3t){Z88)6wY9G< ztZQ+eYU!_z_S&;|@49#Fkr%F9@yN0rPTYIShSpXVtMZbX*6q$t?F~DQojJWYXSqLP z{n9-xZp_ENrgleX?^`S zSP9yBE<T=^%k@Oei`1RG*X8}eM+3)jp~ zHkr-*xV!0{?Xa3yRaa?%b*0dhe&ag>hoAT9Q&f5P?Rz0NrO##6E9G!CRpz;uwRuCX zV@9U>{QUen=ADw_)J(Q$>IdBKIA)Xj+Dq7n>B5Bz289o|@Ne9ZW!_PI$5i*xWaa5a zmP3aw`gC@7M)ZWc<^?MMMZ>aTbl1AVqN2WEKMT6&9&_eh;`$RnSKeAwB?~6tPAJQ2UhbK*07}8$i-cgSVzxMBeF?I zJ1^a`M-p$MR}L26Mb(mz6sNNcl%t_Z6vYZXs*qSecj@KHjz5uDeA`lVy(MG#*?a%> z4Aan%kSc)(yz52C5Vp6syJza0>GSjR)0R9XAh2EQa+TohKq~K8Q@Y8~D1Sde=0U|} zG~#YKt?KcmP1#Eep62u3rEGELNL`+@qePfsL&&C0oA}(M%UGD0&ToHQG*?=ll)n)B zv%u{r3(F-8d4R94ub`ly-0O=Qtoy1ibQC|SzIu8-;@-W#g1fS;`Vf3xVL!GwnSAkK z=B1`DtXs1tSxI=`z7I~E&VeO?fjih0-<}b2828T4&sR}ZHE9iqD0)mET#654rVOTT z-?=lUAytp+uWTxf<=olb9rfYEnGFnrio1D@-^O{yH-`E)dy39bgLzH3)bX04|Ln1S z`}Q?;r8br*iHV7Q$Ktde&YgKl4-f2mV2yiLN}I0?sP|ErC(p%bzJjaUA&TSbb4`Np?+(QeScF%l3~r8 zms~nuKQ}ZeVbB#`UwmTK6KZRSFxZ&y>KfLcrt3UpJ=j>Q>zFdrtliU?W_11SjoUMm zgGXImT{E+@ z9dUQ{rv6$5b$KjE`7}d$#Hp_(C87vI-;pn3tD~>>To<*O3Vr+bSnfofGSbbnoZQ^5 zp`pa|oJeD)>_qklhDgW^BaD=?F*`~#Xsnd}W5uGu4Icqm< zqIm4&wxT9ve66g!igjXPZZ3U)EnUq!1KACGPD{(7P>I$T%0tW*L~`;cVF8@wDuNxk@Fm%(`N_r?sfHtRGBLsNzsCGfab4f3IU zyrQ(Eq$I0sl*ioMTn#q+69%E{SgDoAAEeqW%-NTR@XHE0PWoY6e)T(YkdKc~K1od# zuhbxJ#~?v>#XMQLw@EF_N(|4#)fC9!8ZkVTzc5pp=#Y|Ca$Z!FIzQE>FgrO&LKvCa zwl?*H7d<|wBp{W}v@I?~H<@NjkjKX8VC1bz_S))WP1%^qDk=t&-1kz%?Rg28&_bL- zQW%5Nud~kc6BKa?iSqP~)XM4@+2}G#w$0%4uAU>=fw9Nhl}Vx~DkJ|&z1pyotI%8f z5|@DOP)JXgmX_8APEO8L&j%ZJ>naU(e(}`}3R#G|+4Ys~wL+2_ua4!6WBa4S#{R?2 znW-(M;#`tpf(EHMc=YL3yv1X%DP#BT+qacCvNZ};S!P~%yuBffk-IM6h{6#}Ntr>^ z34H49?cHJiS<%eY;uM2@gWJNw0zXH%Iiub?g!9)(C7FrQCQa$Z02jVms(8oenndQy z{yTKO`h7`Pqo=3uKoa?E9o{96?e{%NJzpgw4y(NQ>$9V&@dYzEUn|YuQVJh!8&kQ8 zMN>YbR~Z&+qC~CidUfG(3OnD84>Sdu$@OWu05m7giHKO5^vq09pTx??HRdvAm^A59 zCiS$PhZ@ELp79vf?ZAI!)(x$>j=SkO)yk5Eb|#5Edi1Cmkvmk!c{+14y7ae_dYa)g zX+%plik36`+o_Px2C7QQ!U1mUclsEG8r8)gH>4znQiaX1E6v*rAMK%Lwa!u|6m#s7 zrPGZYj454!Q)MCi)yF(?S~xYew4MMq*4(tRDl=EcmhtGTj_y%ZxHc7v7_%GG|2180 z_3G7HNZvNXZjqM*cFD)eeX(wv8fd8gd()=M0(Rx}ce8@; zsfpPhfq{W+P2K^Hx0tkWCrWj)-X+Idkk&mW2b+2n)iX?6JbwN9CFsgAIMNlM-dGr( zIj>_|US_A-kgVmlW%FilEmf^zkK+I;sV2d>$CJ`R+CKxg?xch_g-=Y>wA%5uRD_;N zomWv@tW8j+)Mr{otIoD(59e{SUW*SjQ3cd2M)Wb+aj~_dt+}wIWcQ}ib8lN_6R(B~ z^VbC+0q2ZYU4D?Aovk|IJku8))X(BxZ-W?b;~chX6N52;M3sne` zy6f+|x$O=Wu>P977tl{8v1zYJw{rve7xy#_=os~Wj*r`VZ1y!CMRj9C3#m?(*%g@LBXy$bzm9E;b>vL0+ zGSVbcwT~x*km2Nsrz7<92*FQ-gM*RzbSM9A@9Bv?B=KB3Q_|LU%DBmLp#HcJaD=<3 zr$19|jI1aoPyw)bBcpIg&tPdU>Qe_iBi)uQ8nUif%o`a5^(QaA)Bk?pf~cqwQk}(3 zmgk=D9Vhykk0iKx0McCYxpU`^9D?%|9cO3fvD`4sv#j&X`0=S^CX#6p&gBdZW61~Q zVJ-7o57bLjDM<=Q$b+$qW0j{V-up$EB112qJ$sf_IXzx7S5~ZQP{9L>WM@Hm4D;((`3EZFJ8Q$CR(Bz=(Zp3?R|r!TZ;U} z!NHN`G@Y_>uRsKHk60Drbs`p`(bQ1O==gY9dS0IMEUU0^t5X7stXSoYM8wzE_4SIO z{FWDcDnhy2Dq{k?L*(KWzYAX5vSmvn)@a1Lu|&(BicF4t&7!p%cAfYfMZZ^FT^%ET zm6E7heS5{~vO&dMhcv+LHyEwYm6er=lS1?3)z44aCNjksH>3bRJjJ%N8twcdXrd>% zFgJD;G4lMEFJDp=*$nI7zC<-aAXjkZIk9BB5lx|)-q+%ilDz6;V`EEs^T&@Dt_#zm zFJHd&i3mMq+YdnYojjR51u{a3f@8-rRcmgzNGs(rVL;DC0=?M^RA# znX7nC<#=$Y=f#u2k6gs3ZfRq44YMepta$-&xc9^D6}aX#C#M`WyPqrX-@k8w>}XS) zkEjdGauqjgVPV1LSjO)-8IMV0Jz~O``@8*dtZH`pP-aiq9;#!<6Tb0AqojtM?VC5h zc+O+Q%FKKL1u55X2JnDTB_eFR@beQ3`b*8}F+cUPgw$yF9p@Qk}%JQ^(qL zd$GC4!-wAzGFlDCGHsCAd=E)<{`{%oV&gJ9$k&2@`s)&u)2+Ko02q1fe%%PJl)@sT z-LZoODYmGvuou}07vyfs=oz#5_2VpN`_l2_$H^?AU}sfGjQ{oP<~&ksx8A_rO~M2= zhdB;qE^kR3=;Yac6JEZ>?krqK7 z-n>z1QuIzX!DeP~oih(+$YbCBnB3Rt)2EA2Fk=4QpFDZSMDQAl+Uxl)xhM%NO{hWK zdRD;jsHZPm+`K6zCFKnuXgxD-Ft%ub8IWCEm`~HIWSE|w?yFNa<4JmnYz=U(ASdTH zIn-h_6rIuPK%zs|;=*jI>J-^8RAUFTN0{KJh{^{J9t7ImUsO~Sq|=mU6b+O^02J?p zqH7rHcWs7Q%vqdfk$X^G6YBLVNpx0D>kw*R++(RQ7Q{C+nc1xj?duOF1T0sYPjN1C zrwjU8U#(mWK&(}r`Vr%*r;_WyBb$k`NDCOJ_^n2PM|7A2YiZVK)9y#sNvlvtb2IJ4 zZN{17PJ%74@h@U<`NP8*+N&Ik48Fg*pX@kg8f*cYgU?~SS0lAjczvt#x_lQpEw|sYd$-XQl*RxvClFJOE7Asr=rJ-E z!-bv8EI?NkBgmK)78f`AWg`)cboyRx+!KsoDcqEPJz#8dl9z4!w$k z1cd~0>v?{EBmMeH35#m6rHs$W=Yw85dMd*+j@V+kz83R6#C!aroSdA$^>(XG=F>+4 z+S2Ql7eR}eBr*d`9OpG{4(tnihvXg1&^b3h|K#)M&urB7>(-_A?W|~OYEsN|$}HDg z#2PDpZ{D$9%tpO(APvYl*m>gX(Io9G-klFLm<}J_?K(H&M#gg&iZ`?L38h8Gqw~V4 zi0xOpUcG+(M5ok$Cz2B{Ht(~(`A;4upt}sWB?(W|$QFY|F!{>F#Iys!J2jIci0s%< zXE5*TGv2{(_v^=%@ECR1`P!%i0^N=~jO&YtQ=jo@dEG(MNS$6^hpNA1_S|r5?h{0h zU1Y#;LGIjeZ|@sy%IRf?wh!Y1p0h{ug|=@0Cpu{V;m}!ru062d6d{UN{dZa5@q@BE z9rL_*3p>3p50IL?Bq>=jI&tUHL*J?g=e{2KepuCIYdh0U)XEi;>uP}?UgP0(l{h(* z*z&)9Q5=5avw5nFyE0HGBsBDiL@=+8avSIs6IneQkzSoW=~bG^JL0Y-d`)jP%b%}{ znwwx+6*>FUjnTM2M8MiGUB_z=zvft%86G2*UAcLU`I(rJOzf}7_L;#S;(oH{!6Eb8>ao&963oNdh?ZNI&m;Vr+dg+S%$xnBiWN{(jF7Db1<82Wzu1tif^?|DQv zDzJ+R`nPML%&2e;jOf5*d& z2sM6tE^zyA!Z)`xpP9c;9^cP9)<4jY+HHlheeinm_wUEmsVQ!cA3qib9K0eDNEZRB zOXt)c&(zdZymXN8(Biu<_JOWpeV0xf`TqS$_UrFHhcI&MdH@*unM?zkh^|<@@kCEg zd9dEbyMDeJ1rK6S7B%FZM$I}sI~zQPJuRAO-Q8WV>GX+c<#gj1dNsTKO({Sx)qY20 z%cfDR28yiQ9v~Yn`9(8Xd&bh*TK>$LTMyRn)ZFMxLDoR5mdt3eQNA7D)cUg$RkO}U z&fScRNqD0+>ox|4L}Xnt9{?6W4I_n?`}PuFz5-ENPMaDeR|Bn@_el zjg@!Lt!8w(L2&>=8NuRR`H@0V0K>srV@-Pxo9fzO$q;X*+9Y*#%kHwLMVepIbCQyh zTJ3xGS_(V&Dj5}-FS-K&X0*8&Rpd`L8u5qqfUHa5w@uO7@j$mMP@^Iru?uiq+Ow2Y zg}OmnC7uSzJ0J*@GfW)@l1oyY^C2ws*C)T`4{w>U|M}^D_p!S`4W%Q`kBR{gemk0! zqgkP6Etsl&6)R(q)o3_v!1L75v5XN=?%h(QD__3#?7+9>eYbAW1Uo8TQ(c&%gFK`vQb9o(VU{y;F@2cwM!G<^xAo4$ou=oJfVtf?CMGAz z=F}~YRT}yA>)YJ)Sot)zT+{jyw#cIUq)_5tL_B(f$lFlIZ{B_$H3?^auy^F09M7x4 zyyYRL;0H)J?r=U7Dntpq<8Go?{#<9{Pa)&_w|m?epGBbPqJ9@;e8z-Cq>qv{Grbli zDbSu;`tT-{I&-d4kPA?o^SCa|8Bd8|AWR^07yFeZpJLD?@%!3Y^qGQjmgAN zOH&B&;qbZyp$i5ea3S~j`AuG!@VzP=MCGa!9P{9J?yorlZoVh0?DNxumQHP;T%7vs zfB*WaLM;;m4e2sJpEV#Jfw4&lCu}2x{&_`7X*}&r~wH{qcpXLKA-c`8uWBp~4-ZOmt2v zvHZPB@Yk&t^_lI5sS%HnVw;|g3t}%lJ0g2grg3^Zz{!}4d2@bUlDgR;XMt0vNKKZ> z;VZlRdX{RoP2abdB0g0=>P-(KG34{e!fn6VQ^dd#dl zA_j_M-@cQjqAyBO1ZRS^ks>NKCjouj#GET_jWH$WS+I zm9NRdhYuglPSmrPmZFTH>g_|Q=Ic3pB~a=``0YCnO=M+d(~KLqEQL=~BpnmSuz9~8 z=eTKZ{#}BvMZ1E}w7I_fc_1BisyfM>68AQ-U|QOzaXA*oKE3;tC*+%3TMzQ^)atf| zF>Fq$Lj2&~**if|4*-{oqF?Tf(7Ud}nah=*ZiM#w`wBbH^dkNE$T{TgXh=5+=5GOA zyz;NVI>l#dl0+6A6~)TRD(<$4@fs*S}K4(#q+dQ;zcR$Ri$p z$Ip=mMLk)#xMa-D&3T2shMcnHDDAVNW0jM-apMKZ$|D8Gh#b(594mu@b8UR+%8xU4 zw*56<67QvuY8%Q;Gb2jw%H#lHV2J|_L!a_=xBpde%-F#%dC1_<;fjiiSkSDvi)TJQ zuRv`#GVP%)nJ=Aj`4+E~dgV)>QXh)1M4k9;{G{TyJs^rAj30kDq*997nuEfXsTzLp zz=1M`qs%dYESYsdYGxpN=%C*~C+u&|wB$eZp=YXD5&|;9XcUObUZ??Jk?Oz_7$@og zXK_cTX8Ct1XzVHR_TGHo%`JE=*J0vonlK|HBW7F%_n%=jp9$vwWphgl)D9j(8lX7& zj)?u@!-o&x0{2yXSzJ!FENwM<<7Zbw=Jh#LrZTk4} zBiH(aC5uyC{>_KPP(&V&9_%Zs$;!zM|45$8>-566k9SvFgI^}_{E%A4!f}POYHr-D z5C3p=U(PQ1Eq*b23(F~G5$z=|3|sy@w{Dpf!U&|h@oyrV`hxVrq)}5~x#)rOO8(#` z`c({>VqKaGmGhZJ6~efs0JuGAX=zmGD+9jxaZ^z$>I9sf}u_m>b>QT4(#tF4L?hoQhM?i7n-gx-L$Ys z*;&EGS2z0u3zh#+Vb?^nB;-H986N9?x$MacSp$hW)6zRij(4OL3kZJ^1DsmNw!fmh zTmtj;o?mbbY`Gi~0RaL1-(R~CG7ZWMvwE)l_CkK8#+?sdl1qiSLf9Eco@h!N0G=xE z3#njt?C3xN_obnsVbA24LyKjl5M=ED;!KE)is~mL3hKT#Rqra1NU=iXut_a)!>>nahdw#oaRab9Qp(dNg37K1}3Eu^{uR`e` z9NoHS-Kcl5G3I^_I2Sewl@B?Rb_bf>sFj%BOh`c2^j-21~mr&`wlf zg>MKI*Ix+9=tQbyTHL>$pOImk_w~ZXi><%bnAfd2GC8#RNCN$1EBFAuBpbWr-Fi3l za{p;}&20DJB2DSaFrg(L4Pa2fdFCCQ3*$iZ`dFG2`6(jteO%4hX`eZ+aWFM@7@3l= zkkgHj8`2=umj@mf*|>2dQS%UPBS5Utm-h5KR0NIRd*56U^eNAuZo(l^)M1lvA5vI& zk^`5EnChM>PO4=|*#33ZNU2?coAq+NBtr#seE-(xbj&NPr1A*FQB$pzfsWGvHUw*f zI5H-?yPBbJ)j{VAPTF6Qn(f~usf$Te9V_WYMMcRi z9qBu97+TJEqJ6u}&-4K(`9$>g>N}5>^UZVzn=wVUI0971kzI}jP?o|#ji^GoOMj`U zicZeh$l3Yfqeq#EMtYLTvT9Ar-r*mCQ2W8CR?0fdd{lF*{+DvnzR5B~ENnC^PEfy6 zg7U-E?l?>i#2`WF&;1@59UChhU%=j)K-CwE3EBlo{N-fD&mU6n7bBCWE;E7y44$s~ z)%9?Kx3jC1lbXV8e%h~Y@T)jjtBLXItHEQ`x`b-riZRtT1$AegF&z!;lnF3MhWJGm zs0M^5zvs_c3yx{;c(9%Qx}Q-ffC{6_@0Z}pB9^UKr9H!jWp9Yb-Nk1bvV6q~1n(55 zjMMqja#HTST*{C-|Chm&bcMoS4Hs!2d=d<+8?`X4L@9Y_ zXCe^Gb3U^$o1x|y$iSALYsT{*Z9CkZ(ZJ8@(E;5@U$Upm;n_%|BVh_BT5Q|;!1)vU z^?6K5d_)8jTu#y$8aa>{ABP0!HqfgsTCpouR(T#V=l_sXojrxtx;yj zKN$2j1M$7xTD*07;denux*}Wux0eOhwLMg795^VWnejdWyI(Iri@ZS*--l{}JKv6L zy$Dj}HPC)8zkj+>udACwl>4Hy7?<|wEZX$fh~e>NK&vnO?$`u6Mhs?&Dq!~* zNOWQbxz+1or!X}&%|iYhP1`U%qJBzmH10*B(oV;eHJdhN^t~K$pzE41bx z&78zQ*X#aWTlGO8DhIQdX4)bEmXNn;^uG0zul4?SJeSI0+9aRF>KkNpQJCTQS)6TK zESm;nO4s{M5!j&$1lV}~;`~*JAgD5*J?Aws%v(ei*$;%u`F4UX62)Y9W{9t^tiMRr z^{FUAf*OTpGM}gArS6XyXxZdrg)PcPWjPYxWHmXU#NEKk$LyS);(L4xF-uLy9%f^^ z0!YQvgBs~sN5Fj_<2=9g04Q<9s|Lcr2xUo@-N>t`tKo_8T?Fcka_7`de6G~{cx-)e z3SSk!Z{qtzC1iBoF%1okl`>}6*3K@-r|L>r&cLW-!)}TC1v`qpgsX1$&9SMgXWyDq zQLwFxr@WqnnIeOqRs+HD1hhAmfG?G4WegxioSmG?`mj(!g&gY=yGAX-E4`pw#hA6_ zIiPMxbDp)qZ?3^Qxg%)C2B6yUFS^hrg;d3wES%zl>616-N>?%&BOAj^T}V$ z=g*&K5fI2aQx_geTpXyKuBT`}B3r4=by1a&cWrHHMgc@?2-b;}i_w%+zgn4jzwcsJ zMb9&h9lW{cB!hX`OSDhM{7NjiK-We9JqyDhdst*Mvb~AR7c6rx`o=8KBDK+1857j= zTcbq7fiiVjjf8TP960wgmm|QBsU$*|SK7!dpQyrbIfG!FS!ZB&b@Tl+M&)<<8j>LN zN`^QegEI5c*~@(2IvC~`x;=Z0DHbS=OH(|3I65-B0T+`TaQ9l03J{9`STZ?M0h^o> zO0OfH@<2dw#$N6=0&DPAOp498uB55e=o22*r216#6RV1dqwz-9Oo^<6(FhuIMFDxc zCO9~!Ie$Q><*4k}U(OH>J>dTSAj2t0Y^(*qA)rwtv^hsK(j*wm^q zv)1Ue%|QM45Kj+}8bBFK)oyT4T>1N~t*n6E2G_<5t&D`k%PVwOdw_@OD2l5(Up(y_9UyED|b)qp#^mM8M9A|pup1?AbP;Y#ZuSbRQ( zK&{MyIK4K~cZs~TCW~}rWbzmp;uEbVVoA}`(ALpr#PbWQr9Hb#dluv`{ z2e|-~<7kUx??g&oI!fW-+$p+rvgJT$bUT?+-UA!XBlO*GiC?beyaB|3!R_@^hR&Qh z7G3TTssgB7>dq6j)=7M)i8?WPwwP)M*l6tVZNB%lmwT*%O`P=W2fzjT74%bSsr$Mn z1h7*Q=#E~im*-7d6Snu;dJ7iQLYq77y?iEOJiZ|XPLmV|SXRtyk_*(-)I5O-P$rD7B~)GKyDBK8IOtsLMpen8yaS zNlSh^sfFs@cx$7Y<6znzH~J^Y47<&8G%BWs+uC&P5`45lU38BFOIb?T>^SX`!#~*3 z@fz@o?t0T&p!|UGR;<%82=4v3zr6m~>uIqPxr@-YJ-fmk`eRg*=%;hTE-9(Yt}O*5 zh{b{l9z&%1oIHn}Lr`kq82k}weaU?nHJr<5U=Fd^)6d1k6me$T+Ayb4vDAP7tlcK2 z9o-7xrU&F>WSCp5DXQIb5NRz3T5f`_nt}hoGJ%4<1z&79{~~M}M{q-JgKWl2lu@o# zpA4~D*Eec9v!A;8;}%e43VX1hUj%|rgFLB`P1=t-4wc-u-oxn7yWbMaKEERQuw22h zaq#GBQv%#|21y# zt05AsT}n}NWG^|N4f@6qg*zoz&1j|dUR#hPfaB%UU?8tT4x5_bdwWYs{S*W>)x82% zZ+0ll-bBr4@_>0BSb@em8Ijc_@7GXGjBFHFoygy-R<91IXE2SD41I3GsR=98H=)vC24%7~SxXf8r^3k@0ERd<6hh(R;>|4;n(p*f3R?%44D9QEBtjX52J@L+ z%XgW7he_O%uW|*2Cj49a6$&vj7r-!-c5LqqM>;H@K>-y*bb``|x^Lg4Ca|urFdT(P zCCp`}@0Fq9ZQ|{;PZR}@L9l*GGq_c2q}8T*oiw3cC-iUl#{YuUroS*Zo$0b>@2*|3 ze64mOpghaR)t1x}kWeSw*5_j9gKvvfcbP8IRZdjPjfL_o`&!h?AJ`%2vyU&a;O?0; zhX|DgC#9vtkc5OpEihvZ*xKNq3G153_5jy)NqknY&AunpW@6HEv{OuIs@c*370kML zcB0~Wi2_3wKiM77Wly(zcN~PUMxpq0JSRay6_r8Uhf4~ltbiF{64N|nAA#BzGg1Ys z9@n$W7$PvKF|ciQHdf>)W?97$>r-{A;Wg9~Cy-Pu^N={F8R|}*j_*i;$4)2M50`H1 zjSNs@jn$=l2%4mEz343L9eqe9m1%tOpFdwJ58^I4BwhV{BKIZ;B+QST|7rh|@P`cL zj8*J$z4Vk3*esvmB{;zLl%hl}jk3*(Pwc1^o{gU_c=G$V-9+#AgOvTDAUR)vY2#sJ zuMFQW@}L)K*2m9Af-nK9xxU2z<0U-v2KA0yy+j$ko}ONdMJanX@LWe~4j;G^Vle<) znU-xzU8IK!!cr2U7jyHEEs@zx)|`*v%3JdQ9?=L^O*yb#@Sx!C2k=vJIV*?I!mjfE zTleGqIb_&-Na~STTQTtY5uY8R^&31tv9l0k1i)wB{G{^O;~#J}H>_9oOT-Q|tcwo< zf2XtK0VXyIIV2VzVqq~emCp*#3R`+u@v4n`-XOy)RkovDr93x(oB^RL@$=_T7`DR4 zu>yme2>VP#9%Th^6g8kM5>&IV`HX*B$EgoredPQxEwEEPt|>L9a_`jFuQXQ zTgg+vDH3;8c=|jrgFn_Z1B$Rc`5rv$MPRC^K@5|J#eJf$S`?2ZgK9tys1bf0ee5ZM zU?nQq5m=5@4!+`or#}JNE`NS9IO5%39nj$#5AxIXVpF@nz~* zT2VO!59A@9q`lClN$Cwg#4-5HMG!r{Vjg5eL~P_2T^>>Y%Id9<7m*DP1i>wUxO_R?|J*vmstDd3I*GeGDOY2a;%JFSq8Wk@{BN9F%Uuv1c)4D7}9O=2AUO| zHUXeZk=S4_BLwATRK>iGnXLT`rg^{H*I_0v!nQ)(I74}}rYOFyuUNJIU#C4ZLpZ&T zoII&Ws#2&y%#kge>)c_>VQ?OoCeP+Gj@8+Z0){x_QJs^bo3IPeB)v!(g-Y%k1~=8H zw}d$A!B__P)j1Ae%HV9*=DyeV;_O{wso^jBFZc|9KYzt~aF;@;7f8{M zHU=vg!<}LBM>+@qp->AnynOfMNq&AMz_V&7z;a1yLJ07e5ys@8ArY%3q7ZrJaF>}F ziC1CP%N3;UdSAMo(D_PBp6kdFF?2T&n>~SwWXXbWszG>u4NK-%v^SCXq*@RkK-*E` zML~2(gT)V2Blbfd;^lWZy^_GO#=^5kym250z=Xbl{1&S4aI> z!sr@eluL#dlI#A0W3+qr#Dj5+L0XBGdU*%BC({u;sBF}gWP{6Ri!(@U7T-)7cg{TG z)&9I$L?&zzzIYE1V6}g5*pOxtt7e%iDpFTAA#L+F!Q` z1I}BYz55BS6I6<>H2x-womAIfA6HwpNW$Nzg)z!Z{|T^m5te6*1hXF>ZWqI&WGTeZ zhZcq#Cr_T#Ru0e4ca74qXe_Bi!TAKmSA%mIa+?v-sjhMxu3%xTa19=ReGYEiX|{iI z398-=X!4`jq?xs~KJ@S?OBQylOrCq&y4rr)^5)HB7rhuv3JVK66Kb93bp!M9dd%<@ z=>wN1Ho=)HdXR&oBGJ05Yitj6$7Wz-d*Q3tT6tHj>Bi@eCJ9e>ZYwA#IM_77FCefB zbH}~D;25l?<&;f(PI_zQqAuYAMjOrX!qW4L;c#rf84LKSgI!b2T*6h`0Ha=cV&4EWJc?x%}=T{jm>11UY-ZYE5=?Oa}tEI5o{6) z>t!)ONQlv1RKk4FF-G@h=oQUyn^lHmCnO_1@1d$7mq;TUWK%<3DzQ+u2{pNbANdJ?0_)!E;uIx3R$JWN=7{}G2iddFZP ze%Mfk=%A*ihMu4YXsvujtP~i*YH*VfPmiEEi!ePa)AN9@`YTQipKuEB^NW z`>>R1LijDq7|597aQ_2PZCbG7KzsNOR(p7}UDKVsCpVzOoJas_WyhH&@x}}P2 zTo73$35kt;QU3GqRD`??eZ+4Em-$XRPWtM3mFjvn!n!zs5nhpn@)_0|2Zgh6*GhkdLy6$`eEk z!32;l#4?89_$J>a85xxq;lo+w-gs*@z{f~75ys#yY7_N+P0#2d%#phio*m%E_;o4P z)z-?lWZP2EH=)h#WP26>_8X!&kM?J8<0K*6TQ#CHcARa4Y7+c7BvhkwE)HRoteBSY z#~>C6$^}GxHkg}@5PLn-B9bK4>_+`0%(fxGD=hF|N4SlW6;YiX2F8!6f50@@mY>&f@r_fh~fB#r95A_RTpPuK`b+q>p9{mYl>o?RGp(dHgkt8!M zbzlnS@7=rCn)Io`q`R_Jq<>z1< z<;UX$NI^_8&9uRcbqrkI5MmSfExX^~?)b4n)8l8RhLbq+=VXAM*q^WJt|qO?*bZN- ztGP?3jA~;e;Y%?n_Sk73YYUhC3|f%K(JvYc3IUA*#)%^$|Hl4}k2PpVc98xF8dE#) z6oj2em&L18y-HS4!Kmm*Cnv8FNDMO>);ql|_c}S?FJ4p)+YU>zK*+~tG=ymqBtt;b z40$g>dg!n5i;j*)?ukTAtanOKO)S}U(PgkTR~ZZ~vh3)@L@n8u!0g*?s}oB}H!6mR z@WJAjE=gfYk<|qV74_MzCua*vU?oyAgA873KbA*CsD&rlsg@oU8DbuG@)ZDj@?LC7 z81Z?)or}W{y|Q7Bs=MO>*t3`Ovr|W*8^g2#Sm91|PTVxT?bzC)KdjX%l6?R4H!5Hq zuVZScQX@qINC7LfhN)&+6y*#fRw$5goUR_Le6(*W3A}O)stKQ}trj98B78_Id|@kppcL}WM(wHzESk~VPOH>h8{b4Q0eaO?mj?!gad_$+K0M})sLyv1BHGP zvS}|iF%G+pzUG@hXR)$9R^i%3cR;DA7`A}uJO!+^A}kZbQ1a*$iSiJ=Dk65Y0K2jR*i z9W2CnfK)eXJ&#uVZ&ex9JtuD2Oj{!Rt`OIxDZ+g_9I;K z=zk-PqDPJozEeQwI+2Y~+_Qppg!w=k+bwl(R>rY^B|^KW|DM#~M}t4B18K`F2E_dh zvEM!O0$JloFHhXUGYR0q*ZsoQwpR;iIV3%!{OVP1+5h}Pob})18*ZHgpBGO0KC2-u z(=sxK_syeQ&Id`#6iFFMOSe`61W5;m`Lp;&GSY< zW5peYuR}}*2ojq`v-+_L5g<{6mVW=9{Qmi$c4V67Z~t@1#M(!93-VW-fDM?61|DqC z8~!@MAfJ-*X2j8vz!}^9&)E}^o<(mL*0BD$@U7*(=+^{`hiD+*nCG00?x2@oV~=3) z$jJf|6Y@w|r1`KH0}xQ8d1UC&KTpqh;@_wL=NV`s?}!ZjGk*WR#4`OqH~7y>|MwJ( zf5!&O%>OUW2sy*y#|MJ{QC}v%eBz2I)i=&aQGQ!X@&*AMPbpLL00pn2`vQ`^98H*}rp{ zcK~G&r1N0o-dMD;Uh*LwvkG_iBCfb9oh`A<92p<4fwaSO9j}am3w@^%SBzf8HWNgRuK{JHgpS zd<@X%MM2_`zP_RN9UI9TfdlO8`{R|S*ni+00JO}ofHr^(l|Ph)*&Tgs$1VYjV9TzJgC8P3Iz&a%kPjMHg(9%b&lsZUneBue%Y`G~hY5KEvXDZ< z!lyB?JGE#^iYB3xw3miao?(f>Pp<#{)dio3VACuybaKaGPW*-^5e?@kbk_uX1_na< zD5(gg6gd9J2U08h;kS?n2#UHA^a|>J`k8d-elJea>Ign#1ey)%&xF=an%tHcAkV$k zn7#?>4^V&0W9en?s9Ldzj2W<#{}61#NN6oH3$ zIQCR0sjMO9cs30=C!}F9CAi9{3 zC*$cv^p&YhIV|&2Av3cIRBB>-M+dVQIR^#&lh#xUn1qa3`t@jZ+$CuDmhdcM2Kf&a z(FaGWhN+8~iVt#fBPtgGYk3&6ii(R_VZQp0n-s@gmGyy|pwqgHJ72qcQtT-XES)pb;INEV$N@(~9bLU~ z&o?|0vlu|BpPQTL?WBXqy3iE7F!*Uk3JGet&zA;&xfJb)iVcFWHTX9%A8-m!$<6jgUGL2Ln%cE0jK;z*1d6G0mkFmerf>_d$?5W8`2b-1W?H?#6 z=+Fh z5bh{g&u%L?5z@Q925_29j{BQ}f&%R=mPoY&Q9}I2&S3J;oGXiN!*}*$x}=F6Y(W>X0S04H#Qbp%UzrW)}DMX~na4IAY=iv;jD-#sNwE>UcCwPQsu;gZs)@9!_VjFhNEh(y7GApC)l9! zg!&YzX|(Cqt1c-3_FFzoEG(brOO4*XsHAL7SH1x#R)X0%$aMG@iu=zM!iN<|1ne-yftH)S~r;y_Mu)cnfj<7!C98k?XoBT8SPE z{gxH2XK2Qi0ms2Mq`QpekR&*0vUa8WG9eA9SBAEk3@)~nz*@O z0!$JAv-&ZsvX{MZXsQ7<}Ta_Up{ybx=2E6m_P#JYLLBoT6w^y+_=b*7Y}tw+@c zttvrVd-2Y-D@Lw2ZlVYA?jNn=elYAWDXU(rFpFbIFA((ANjoy>qenzxg?|qTg`BE` z1Xc@{5;#JV7(?KKO)_#Os1=KdNcBin2GB)_pgNA=UHawGWnSzdH9G61mEO4d-<3|| zy%V_&_wm19;w#=_ z<6~)P9BFlOioIj*_rm={PQ^0k!}@F9M~s3?WEJ;<>_Z9}uq~-{LYf#lZ~8)`3to2k zkj@Lzg+@$;bgy8V5)(h=jZrUZ-t~e;HJ5dII#MG1G^f2Ct(hauk5%*#h*41mCa-Yc zII>Hey`6`K<>sGziQGD}i-z`Ods@3l&I6gpxVg1*(#1<3JI--iNJwbSf>hQ?frV3p zePX{>)2zJr^DlRXe?Q|yq45Q;zzu&sV^@3HE75;HgWTHvQ~Qqo?|6~#F5Dxi_dmY= z&rak#NoTv_R}x&#Xq}_A<-XM%8F6Xbp}A9g8P#(Jk6c7gkA;;L;s-vs9u(TeCo{IY z0OlV0`Oz{nGt-fGj5w8(=m4*9yXh*L7Y{cl{d{n)?9d~-4IiF7GP@{#3m$etRH0G0 zsD<`}%O)Ye$>B`Pq9#vG-DJg1oRo$l;j?Bktu4+#rKx(KC61ihoPe4ByyL-3SY8Ob zcFd#QbmI-iu%sYps>DQv^R~8=V;Aq=v)jPOrpYUYRbVQJDNDuWNPGjn#j#P(P=sHR z*>LmjvGpPVJLG62H2%ovIZd~lZe1F!MKLtLkaHPP%R!6%IL7m1mBx+-K0ZFQbaauH zi;K+M>M6_5^qtRH)f|ZR(){Mq!=t){k|g9P_{im_n@_G6L75$FW8t$<(31!z5+`5K zZr^?g)xU5F9z^@tdRVC5^@%@QsK%OjF^*~&+$|hJa=1k->s!utdAc~@k1TYeM`OGm zaVjo*L3=>0V8i1;39O`ByM0B>`F`ZHp{~PFGJXG1?E9Q`uqAjh;Q96Dgd;Xsqo`@5 z5nIjqkVN-MsDyNO_)gN(D>Nr8qj@0}xfmY8sdH20=k#+(eFt!F%uGzE5@X&6ub^SM zQE2pDV@qlfc|v_W;l;i$+?f5M=B+f8f-grBQp-EX)gLa6*sTM;3yUM;i{UHYACEkJ zxJNXaMrsB-E^-CA%Qb7vnQ3whmhtfl7cBib?db*Ajm`DH*RMF!SCYo?K6zy4s+$J^ zcb9(q?>|e2!}>`fezMlFIU;03y{2oL`4hEnQ86t9g*?ILlv2F(P~@c&PKg3*GTnnS zh>(j6V7P*7hu@^(sEllXSlaZX2I0LY_%SL4aGVHUbbpRo0h=p_w5M~{ z?9ZdzQnkw~9!tCPiQFsdrd=b~&+b=SaqCVOILtGBeDF(-!7SoIYi3e)$16Y#>2Q&c$){8b45LVyefmmxC{Aa>O@AMc6s%J9@ zs;{7V@oP)cmL%0pB=p%8xmt_HP=Jq!X5d4PuLQQDqROvDrzcTvPPa`&p=}XW9Qp-T z*49vEATW?7_U<{zwWt}{k<;SNue?=PBI3hf-??RaW~Lu^^==J~WpmQ@$DM=o!&duA zL(Dji((DI~UI&laL9tyYZ@xfSk4A5YAqFzD?k8}arE!V{By>`Hk#iWA*e8P?BVgW% zxv@$rNQ`H%Uw2HHNo}FFwb?90hr36EfO_$epC3iW+^Hvv?>vsbJg@RM4d1S?q!Fh< zhhI(!zkUsDpz-#!OQ0<_l6hJLBzfP>Zo}_k&ChbQnUKiD2$OY0>^Z+>lxb$yc07J* zON%OC7_n^l8t`LnAJ;0@M?fIQ@nHDVaIT4%0pBp>z*2OIqv#>OSh6H_p%;|}Z$Jr5 z1+J0<{OQ7i2X>}{yU@)`%Sgo-u~??{hiM z<2cR{3nR_x_N8ItA)3LBl+hM5jFYG${B(pe%|p9*;axs)H$Wpbq* zpACBo=W!bCWAyX-7w20@O-TQ7Et^vk+70$W)L+qVns0Y94 zC%41%5t&~~`M_^2mn`>L{_yI8m%bOj8(iZzdsM>bitb%38u?!iZ2aS$`u&p(R=su* z>4=~rVnN9;xf!M!y;kDG(JIOyKiA^&N@@`YLh&V zv>WqEia#mG8w-x^=&Q3Tg8FTmk z$C0y0XAiq`8ICJwojNQbS>C0BVA2YPgt|+;=a7!8g ziowzWDq7pwQ{KEKPF{8%KCri2J9WTL@?87KzWP#mlsm=2h+#t;Djo=o)H1ww69N3y z^L2(Bgv<$|T!9s6PhH*VAfxS}4~wv1R^1stqx1cQtbNzE{|^f2x7i-n%)O5q6Yb1m&9@m*}A;LOS-mBC{7Z2!x% zIX#?R4ds{3nq~3eg;M6=o;hUesy_A@&SXIE(S!Y!h`U2^+46#AJ}B72nCs>y?AzOU zxa;j}@o{mb1bn^UBA?(zkp1M~jCEZD4+qyTj5%ttzWE#GP?abTl`0Y-s!;7pXQq=0!@3ZNKP)-+eaSQNAW#j*nK^}xDDA8#wYYp zu6wyC;dSaj*T?tPcW)W)rBSn@!AKX!*xzFraSF#<+IG6)W0Y<9$o&kYkpXY5mr`=A z-n{D_g_gzm*_A^}kD=XZ*oqq+8?Sy*cvhr@LRz4H1?!*4tCs*71fA0SStp*U^uHbXrha7i9j2iH zorb>3&FE;;bP%(PDA@NxaaB3|8VQZFC;VBVy7*YR?LHa?9F_MEcihRjhgrlnn6vFX zlt$r}iNbbS0InkQ{OUKDbzLi*q5^8_sT6K5xXP=JmIDQu_v+d7^gbMAG zn;_XN)x{JpIE>~jj@gqh6>#BXRy;+u6mr~}mlxXznGyJK-pyu<#@@Qrt5?@i>1NSE zTQcI>LJy9qP71@Z_YF^|2(kS%ri&O_r|J29sUnwu;Cr#3RmuK`yoZOeH9QgviyH&p z%J^J(K7_qPKuE1F%MG8fGd9+}-k@a%O?B5ZwdeSs8Y+f*{W{NKm{n2r?6Fb=?CgEP zUSEB`y>|vY)|@f@QLdhs_KeB#%b)6eeV?k*|3Un{f87_?zyjw>ooo-UhUg~}t%Y|_ zTNuqA`GR0vg0W3{r{(!wm2VggJV59uARxn{418Qqk|m$sjuc~GmU|5|Gff;4g!)YBnoFF8ZMQxz)>#u^04oAN)7VZ{LQ}DYlC{7sPrc0Mar}xhgO^79#qZXNm ztzu@|vUfFd&wt9zXrD$$+cO8W1ju3O$-$E(58iF&^VM<~OuLHaicyQ8&Qt&uOui;a zt#Xv$M|M^h$WuSt`TlsQ??_<#m%h#JNB!$x z;ZgSAho7*q8SG~Mo2A=svY}(Yf#yHtBmD@Xag|R<{F2#}cqEg}F-Hn97o+}#-sP2* zdUu;NYvu)QF!e1^Wbn+0gOhe|&Z#O{wr<@zTYRw?pzN5|X`xs5ecCJA-3mH>we<;+ z@Kc}(Xf&zn*rwKfPuN#;$3lS2d6_GjtzK4M)|#5Ki6SVN=D<~~32s|&y#nWQ*dm#< zUfnljS?}yO5U~2ff^FM&zROFqsSH}WDVUUB+!MbDQTvKRlDVA}6h$8e?5gpK!8 zyo~3zPN5qedByZa!7r_3AZAZ^faJSdxL=H#=Tq+rDDOOQ63?R-1LbOQL%;86^zTOi z8PH(MH+fJ~twG-8qU}x;DUpF(OwcNVj{?ehXnYVc;*fegpan>^%)%)ES<#KMnrugd-7g_rSZu-RXAr? z*l*eVv?r`I8RqTio-F+>?{ST_{LeqD zv;slF+~9K9blZMzTZ)dkI#(hpr_IlrevwIaI83qwg(?66M=(FJcriRR-2uMh z6S|;dCB2tyCrA-B6Mu2C*NzeUEqfgL;_Du}EY40?F#N*yZ+s$oI)Gx@7b+%&)j8ZrR z`N5-8`xx^I5nV>4keB-s-3kB&T)C$<5i`Z4qm~YE_w`H1V6B?*0H$L#FLMdjml%_j zZvyy>8NdSg9K!ls9QufqpH7d~T?up}kCT}G3iTb}B}a?kZmOcILzY$tF z#C_qFp%ZoU(v#**n@)#>E>w;I4YY;~nax?g`Sp}xU6lljy~Gac3@x$UQB`n&dV%GN zX;n%>&8rl;Jr(mMjRi7wfp6-4K5&8x1;`{9{l(ef65@vk?ZQ{E5OT8}y1*}4`!G~d z0ojpSUyp<-r4kX#3mSt|kEEhUAr>5DBP7pI;Q}BpUlFNp1Ah%sp-F$i#}1~JDCL^X z;EHe>w4uRB4<^@$udromJ79c_$ow{+8*uBUQcS7^by@q6M5gX>!B2*oL|nv&zrJlf zSZg3j25!2jBvHT2cFOW2aillCy(Y*AvM@V;+G&7}vGK0{U)2yYkg zK?u|poTUdLPv70!wH)qYRw>QYb%Est`+-ggE-8H%yv)T>bZ0lvDOK8>xlhU?fA7HM z5%Vz_A(Ad{(c$SXelWgSml631IhY+;Fh#w|MjbLh5Sj)Pda|43C*X)4z4{v0!qo9K za6b)f3LBuGfImF#J7gJ(pa7$smD1lvuhsb&YvE4v{e`F z;T2PJfrAXY_Zd6t?B&vSQNv%}sq}7G7qX$l#ujO}r}loiy6+Cvn_1UOa@wV3d8pQ^ zX9Nc_zq5^;_Ai5!Qx~l-*pIwowDV=IL_F!VU)lhX`Ekq{O?E7~ipDN7-*<&zPb3t&IGrCI~>GR9rI8b$uF@{bcgGh7auGu6?c;c&q~jEUDTRH#?Ck+n6QKiI@+K z3@O^;XdBGq=fD2kXDlSTGX;8r_Mez7@k2;jZ%;g)@p2X`;AKVTxf{ zSeBx6`}z->Tz@R8OkvJuMp$2}z#`VRdbA&7(%EpFg88A-@$-gNVS!PkU-jvq+xo(z z5DQBrm@=zo=Wh5;8Pi`F*H1 zWTOUSS4Lt?F@~VZn$*Ei=X^g|G(^G5FtJaHPDDh6^qlP^Ba300Kp6}{x(BYw>DapU zVV2=giOB63;#v_zBz5R~Ncia7ZXWI(fKOk1kq(-~ilM%gSQ9o%-UDPLwpvkQ8#Anh zAZ5ZwiqBJp?)+v!+P;$|#i`vx{J&<9b{8PmA_Gz~yiCyH4OmEFSR zKp~J(+Z~c%i5t7zHW^dHd-QGb1gY>bIy>19B2Xh8xkR8ypHiN#$|pI-BC+EdL_rfG z=9yDAW^>G+IvPfYS$bup`P`m)<@_PV>u(tou1Ge$T{j@@wiKWv4|KKEG_T*iqVK{+ z7aSB$zkSCoyMT??p2=yxvqSnNITh+mH3n%6QY1i%(un3=#IDEzWetox2D~RRgn0Idp?E3! zC*einXSlTbl?|1CZ-(v=G-SlZCl!nC&)rW&5&OOwUS_4`%6gwU5xc_0^NGG(XqgZb zvrzZ&1}6bTc}s&nLB$c%QkJq|Md<6GFe2=x<5-1BP5}9uk;yDOY|aaw3da>3IT|;r7WL7?nfG&pdv;cB)ndQ z_s|8e0zQ%`PW*-!Vc|Glh1bBhO7V&36jsY~N;`4P8)yy-t~|HG|h&z_9M`pwSYpe6C*F92OaAYjPsis8(wgiyL5@85p= zP0C*BML2b~BX^(P3p^EvcH>$#X1h`&Gvr@sxj%|3*0%K7ZPq^#$W(w^_&=WLRrKJ2 z1`LY!B2Tyro+_;*qP9 zeCm>fqab$>wi*3O4>%l?vFf?Owm_dp3oU>)5e18Fxr_+N+9xRIzE=u$R|8A_F#=%@ z?(%NMVvk!7v-w*=F8#74a`Ce!OjuRewtag$<7Cdex_ov(^FnkQxZ|G2(Q#Wl3k=TG z;hGNTUuci1t|A-)sl2WJ+^=42_MGR?E|1D$LhJi__oFt$#@RVpxStAr@bi+AUfgvcav5VGUM1E<3>`1!tcG7iVI;M{ zAq3b&2E)#sJInGEh$;wItUn+2n&U2>sF0|{oPe%**IBDK+M1*b$_Iz*W_?Pn_4T9oUiXWaSxViK@eoy=0>m%k;*M|-r z8bXOHMbf@oUb3qq=a9t^@bb0m*7-g^a>m=Z9TkUP)!sdO1QYSonU(c(;+A|dly&g> zy?%eW`UYh;eCzdlT0e!qlh^O|!)11y{NWS7o^v^K&dzUuOgD}m8Dw-6`gi* zanX10x~&tiDU!jQ#O5_I0s9Tw{kDJ+_5@=3btqz-j=Y3B5XWIa54>cf&CFTC7PCds z7$Mw&OE|B2`nC?MilSiNABB}I`oZei6wuR27fgr7^C(A$bXM+OH!lc_opa~TEjB+4 zL2=0HKaLlaQIQ6YdsBaD$*R-Fx7B5k`Th#+z{pa)BmT2m#CPvs(OU71K2NXS&gNs< zg*Qm5Jh(n~j_51s-sl|)j^|_|{G3i|5k4K=Fq6cw2(M18T9x76X#1UJFDn`P@3u?{ z?)2JQv+1lxzPHYpkFOsXqtnhk;wRW1J9aGj^qi%qr^9;D_ya~KF^TGOcbz~8y`J7N zfEdm|Hv~7rIL1S%RzDveO3@{@bC{`JrYdEgxccy_Y%ES>XDCa{1T3AMu)=xT!u!pv z8Q}vu-vYp_q>|~4V*!*=7lUIV?C|N++VB?*KQi^)jqxYmbhkA+NcN6>M&I@e@<Ejg!$0+BlpU+btbD zcyI{?nEt?ULM$Oblchs7=XCk+;Z6B$UIcqbS!-gHyW%;FbLy%SUp(fai){8noDdjO zK-00E(39H78^IRm-iwt={HXFaEg8QNNw$**W-X_lO?4H{BG}t$S&j#Mn^7lMRT8A}Y913e~X_U2^rH*60JAUO#P zHTu`U<(Hn&Zj%wD)}>k9xM|aXGAi|LgiP)}d1{Zn+2V@&w-Z(0bkVLI_w`v4G`Xb} z{4Of#)>r1WQ8<1h%M6}JsFoHcH7Ecnjl(meyHWsonX^f&K>Cyc@-s-N;+mn#c;-&B zF##n}vlR$Ju9&&Wszxz;G0GhsBp?{ynT;7$6oCaZrXK(WsOu9qx*ck=9p$I=pO9gL zz&eV{WPJr~e>bJ==DCS?Z>C(sh(j6@jS}ht>8A?H!hnS(dqB9DisokSVXFgUX;EZ- zBMy^7e-oWi;sxetQ=uA4I}mX4-elzTKSizvIN#UBf6&mO^K!5Mnh|C(6j8IKv`W>O zo0fr<4OJT97)|6mh>RqJ21}K3znGv|f@-K=8P)-66*#&GrP`z!_Ac<(h6^3`+9c_7e+Ac9H0INA|8cK+N}7H+-oMcJ3YF_d#d2_hgn*74%RjH9DCbv7L@ zqgz-R8#Zj{lc%D>p~8k~ENe9fHoQTsmA6V0t;+Z{9cJiJaw`oQg91W{ZFoDWmWi7{ zX%9+E?RxZ{wY*oy_U&bG1tDu!IDE=0Os{I9k|0b7C?sQ;{OcSE`5QK!G+i30>a1bK z3qsH$-m^lWe@ri0gHK9W&QdV-7!&8LVXZl7#Sxer8?j<-@Udt7RE@w!QM`nFv{PFx zsQ#Dqq=TII4Pu(g(X zPclzEj0c%n%CDX@Va98n zQYAB&94EGB0PJ0R^bij8`W2olp03-JtuaSmQ>d4^Qc;403#XBa;6UZl?di+!u2HYe zQd_FD?jxZ}jOoc)g1^fKK$&-*y2e9?<+z4SH<<2bNcF{YQWBMIDNaVR*L8ULwE@Bg zsAN1RJUCSV@cv_#mra$eO$)cuu?h%E!`2&By5L4I7xd`qq-~rKe`PYur=^UiClsx^ zR4;^Now8X-0Aze1r-yeNLjb5GgFlvDOwH$(T^WYjiF36EFli>4$+}#XX!jCdCU+2f z8zyrSwt4m^v!iN!nALH8s>+)p6&9O~)N1)&Hq6QQ!X~K9Uy>$(s2TwSh0aE}DJceY zu$0d`pz1gEzCxKt@a)5R7XPe70CWA}(a4tVLH^j*dj>6+KQ0$jWhyc$Z?V1M7Q3ty z;pV-lps!6ms@S%P1FU8UypxxTLl!~Q?>2+o&t+@43~}W+5{^wccZ|mEy-RQ%5aN|= zhC_yUitq95bz1ByCoP&CctxDo2q|*cM8865C)-bgIbf;`w}K(iG{jCMJn^-!Tw(4+ zsdx_op-3GhPE=wX%53A*u+VtS7jj`J+*w^dNq(O6K%(8}B8dJG{r^RrvlophEziP_arjw!&^G*Eu&htQyO z^og2$n%!(Zyi5;tPUttstAwE^!Ak6lSR~$E=xpdZ5+P_@d&s_%a9TZ)^a?>(_-&97 zmOO5vl!(Ll<`6`@6f9Qc(E)g}KK-27$3#u9uPh$_`rJ8=SVRurA~|n%3+<-yjTC`hK4iHa8*<K)N=GNAW8BD)~+Lu)tjoZhLzw z33!6mNY4ZtMyB2w1lMa-MIP8!($4ZgqG^ zdf%D5riK5~l(vVIuP-iM*~_QZoKZD1yk74L)v&(XuqW^EmY4CYeY+cUZ_$Bki9_Y#^br>eH28b< z*VLwOs_Ls+j4b)#hmIZz@vbJXUW|Vm?-~_rR=(e+lYh&g20f2bYX=fyOkmXYvtmi( zMv768`US?XDfz^yVpcJ~*nMY;yY>+sqSdU|&A%6UkAT|M%ejSRxg-29d}sL)8&^yi zfifWWXZ#Spb-#Zd%I%KqYett4nX85bi?|fiPkM*1~Wr~~=$w3Sa`zU47B6HI9on6NZ9*Sk9>_3~& z6S;WVGA|8rDwBoxvY1hDPO+F1l@C=x>y+1@jU06)_|aXSr8h3`FT292+dCK6wfB*> zW`V)8WaP!f=VTB=5It#w1f~^*&9nSd#c!c6ydlksgG~^r1UmH%=mEmAi=0T|D24L8 zeJjU8g){|T7V0ra%yP_$HR{)UaN*7R<~2!bO3TLPY6VHpZ$R=X&}N+$uD2Am42ge^ zPI>$Gtwh1_Bkv3zG=A^U z`k{QgOosTM|6C?xz-HAOaukK@#>n#qzf|9`&ofj0<+npcaUy!FPji|+8N1%ma6Y_Z z;AfxYFThW~2GE;82{Yjm0Lx++u~0GybgVusb+TObR8KT+)GuNd3BYb=JcX(i%(@RZ zm;%sJ79g?$dEr$VBZwH5_J_*-07gUc3bnw{C`mJXg4F30Lb~=T@7s9-Lit8OW#O##a zu^nB{yqWNH_Tl2LGa3$j;TOGnK=zG*sGWVL#ppT@%*lw({mOWn@qm|KDOdK4(Qgvd z@wTb+t%i+%x!a{r%;pv6JO=;aI-+yc`Bl%-^s3Ce3|p$VB=wQ(EECR}v(WB|QuyJ+ zhmxNj5+6v7NB#XrHfi1Gxc#1nVP=^QibB=Q54wlg>&F|l;RY>vTbfRl z^W+J2l{QF_8);+%y?Rx()U8PvIDo8M6{01{7oWUq8@usR zJ}=|%)=t*3x~ z?R)p?rR1I8fXLg?*KGD|HH%<9RnZSNHZ~`699&SQCRLJt2E3{` zS>H1osMo~AL?vVwKtww%J(FWoZEsR-*y#IpSK3C-qR6NGA2^3S+y{e$d((=iZOFlz z1~Ka9UHSRuV$#^AK+8m!W5`wJFXx>M`Z{`IqZ>~9_8C2mIWxQ@gz1aZkW71phvrXB zw35ySk%VS^1w<<0S$a8^o}XNFcZ3iEsHS&lfZxhckfn99CrjSkaJFKymEyN&tXfk_ zdnvewWGAVQcq=b8OciNAc!<}&eb0i9HoX3uoZQyUoE7b_ z-?hq(&rYAkTP`$GzpJUsn=tobxQ+(BLttQ_^fxYMPV~d=(lmSbmKkezy{E0sp>yeV z&U4U*CQ;J(T5G2t)Sqqzi*#i7xmwfW>>MH91b1tS2Z}{@ala z6M}f~(2ui9Nm-6(g|ni3ZRSKHY8dxNYjg2K;UYbF`m}FJX>=hzLJKPf6SHGg3<1id zS;Oqi=}KG195O-E)2meV2WT-dHN9nH6$11xc|1(dgcmw;K5pN~7j$V7wr5YrHFSN_ zGDZD#_Osfw`kJj8Z~MmH!KPb^5@xKYAG9_XcT5!QE7JSM;#VUjfnY)`@>@sOIX~vJ z_mA+6UFIjcK1=SfNE{dvk#3DrO`knGm@$o1Iz&AdgRD*rZAV`qrq0yYy)`s`6ut;; z?~^&wY(PksIh(McY;A3qOls-mIPd!Sfp=yu*)zE4u>@~y(LcbNIEwCESI!CnP8qFa0h}%smgw|VF@Pt9s%4r*3@M{^} zhq#*5*FCR4(WuS0(g1|kU+daT;nc|CY@dsn+mQk#kA=tqV+`)H55&MzGN(B_+Cl6$g8Kz4%IB<1%XSZ2R!U z!{VNJ{`_d5ULd8ZkThG~#CQW|(pj`1s(^%qVG=ca?6|UlRe%ID@x5zlT-70;Axqd@$XvKC zq*HjOc=OFfK!&RipFg+K_BnY{S7^MR{rf7MdbP2?ZN1W(i})r;2Bc+3>ng0zU$*xtYd7&m(Ie?lRZQrv?;NznUB4C zwb*Ot&fB5?!hbjbGD$aE0**@+XICfL&OJ2IbYPEu{azdlIj>YPz$N0kzexD_Gu6Ln z_9#R1g7DRF?Loh<7begnH&3d&ChA98UD+rUkH)2buFy)cnXw@xI9Q$xUE6DI zqvkuiwI{*1XZL~dHW?Mlrg{K|?Kuvn2wUFSY0&@BZ3R*sUa^a^qqQZv^)p@Jr@KHU zR644Ddl;7D0!$7ICA_S^*2bxKU$Y5~TMQW@m)iVG^<%u`kQB~NZc^)I^3sII#^m-x@ikfY_D$JMz?F%&S$k7 z`YNL8@|^6pC@TQws(yPVO7%})x-F(i)!1n7;BHXg{~DIKwqp~KofXyuchL5m-@~z2&;_%Y1%N zf0X>7Y^Pu1%$y=>8IMo?Rh@m!4$C)u`pW-IoyX??3j^}d&NyjGyk`U~saT3f>x8(t z*$fk83<$VIoq9-io;>R;gk&MfLBrxKdqSH7X*jW|8W2<5FfM~ifb3+Tf%Ua<`}BHy zT1ftX_GA{jfqaXe%#w%P=?9snFN`VZ!4#TJY^wyr7m%1E+P1&AoeOtf2zaP%zI!Q3(~vl@L0(fWqP$qpCP!P^;{* zLn)ktv76hfkzyG&lXTwMhX5-E;5}vr-k2aIiC`}Y3Fg9DBAw!mIS}u0S!e6wxg=@X zdh!ML_uY9nP^YkC(#?8|ts?CO1KPx)iD?C^icVaFH2srVJM>*hRxssx(QGmqXyg%s zwbFs7qri7v>E-2h#WperP3(uS{KoGd ziKPJ4Ufz9X9TcZ8u@faTRp#BTGo^vpsWB_mRH?c$_r$7wdYj^i~qIPiz7>(@6#yVRG&;&<%lbCj+;9 zt>QUVL2uhHgVHDr)Mp=lAjf`$`sj{46p!Rc{N3a2-P!Ebs&i*8C7YV3GV-S*cGyhi zDcp3*bJbjZKNFH#P0i|Vw%~8U!NErC`q;dSl#a{&ISKAr;_@Z4lbo7QFE!|UVuHC} z2ge}dO6&%PJ|H`?6e5eF=IF6weFO_ub1(i>jf<@?S;L<0<6||hr+HOWx9aPKL#fm+ zqL4z%l1Znk%m4!DNv|kJQ_MzX2m@13;O#BGLkfpU*{#^q;X`TCP~nq#F8vFI)2Idw zGS1XJeB6haaqRs9FS!%MYhf2k(aO2^+(p7DqgWG)Bvav~)S>n?ubj96a|BNWo-SZV zhztwROj@pfImUVz{jD$xm<6L(U3R|NK+$RN1Lj0tZ=>#0IFX*}Q&2rEvVlj+L3JlR zX%31(m_)a`Um8Aa7)u3%Gcz*{lOf!g&YCsLXN|}uWl#`XJnU2P5!-@J=+i~#SL#@- zo1YVzk@Sn+rJTqu*9rHEHV6L}4q6i<=f?*3UXT}E{)lgJ(s~yw{{GGs9zDKl^XM`D zR`0%I>yF#JcNBg9CrN#8{0AWA)Z{;EF~$23{Nac2|Ck%Am5^jVrnNpBaE3x2KC;vpErwTYgG2H?IJ#7SUDi}=?{8^g5sG;p>3$+Pg4mMIRP5*FTVc7{ z)AZvBJ{@Mhw14zzITu&MvJ;)c1ITO=N)aQw`$6GhVYkG%8XJ6BHoRQ}V9A~Mm_ciKhz42aO)@Q#<)*S9 zL`4&%T_Wv_h;M{u4$vv}IGf6Pb83N;ClNVkAOER=I#Q}{&Y-CuO9lD8(+I5?n^Fl4 zGAg695sISF0vLW>Y-<2Ll&}oTZL>Yqp~ws%R%j?G>6u9C``*)FTgX_tUYXOh9Pm?; z0&ZX1{*bao+|Q-=b@f%h>WBY$e7^Y9x>#|8H1zJH#s?Vt3Q=8vBXw=)3T+w)`$+QZA^}XT)=C#ks4PV^g{vyexxWJdyNixx`|03bHH}}S+oI# zX>H3LetseB3Le9R=G1&g{HQrECx?D|Ir&xUc^)rjl$2pwvVjHnkw99(3b+-T(v`~y zhdG~YJQ3Z~>*sgF$&MkwFKVVr*0G+;agr?AKCW~6zTvAX;Ij#ZRO|ImZUG@;WQjc55or=!InACg{r$g{9iM0lq?K=s+xQ*+5uef}!;tH0%&6Y6~P=sKg$TOA)=A3UT3-)Fwz?*(k%j(b1;aQQ`H@csKw zy3Ct5v_}ht-n;(E(~;_&QN;0~;`O`P$J<+W6HyZxL&Rh@5ia2DD!i6@gS^llPAAAg z-8{Uc&FUtL@UM~bk%l}g(6Eh-t*!p0igz#Q(W8oIuk^tB&PG^wqudM!TPB9bnq=hEodvN@4b$fba z`n#HO$76tY@O;~j!W~N%s@dMXq3~5jPyL1vuM4_lop9oW5$t9O@z9o{7C)T8yS1bK z8GDTpz&C(u4DMx^0PoYc-_O5N@7y?6{=R{2pZ7i$LJl$$7OX%(OmSor?$~SeSn72i zsM91AefHUBunK_h>@IBP<52reCkwLSGKA7p&ZQb@W@7hE=gwi2ucDk|LhNnHN>2qO0AU@FK<&XwrDvnm)!1<* zfWTu1mgg!~miD*$kXFPBhca5!7u}T*(u5nGaq}iJP2Xi<@9x(~>;JzyE?zh6_g2!M z-_Q^jUBIJJ26ZpD>d{uJGYEx*%tGj{xS=&9Qpz%ntZlcAHeI)y^{||keT~*!8cU{}Os?KH6tfqBZ;3Huj^(ORHgm7N)^37B3C? zv!I}$J1d^vemDoFm3GcjpFg#l9jskF$`4rD8#y~ywoo|fT~BD#MsrJH+{narpZmZ5 zN7xkbUe-~Zh;I!nd+yv1%13v*#ovBwz3i@mX4t~w>Ts%;5~4>l*DlX~NVv4F>~p;i zir7ACB8S_AIYQN|o zzNxnHt1^=_?-b4X)40cc>zNE=Rp*fNs6t0vQ@x9tz668F&CER#sPsW^ERmo+IT z{j0|Q_pV+I`2Ba^L&vVA=g?W)5QiM0hKflSajnvzzTALAk|E?2^13vi)X7<*w2Db`w2?qY=A^@(E_?3y13M1 zi9c6}wUjEE{4JeQVG4ViS zxS>>G2qJ=3xJ_aPB*ZIGauQx2!wK}79(gd|VtGN}xXvqod_PGEqOlbQFVn|u8e(b& zy(e9A1u;P8{i19Fg)RL!@On3@ZiFhauci5t5sUU!+)d^T+trruug{drBtV0B$jD$y zpa7z@kH+7D)ZF^$@p5J9$z;sLLxMbMK4UWW_UX-`1=_h|$05)J7DP@J`xEyN5(hF^K)Njq#liUl2&7z}9w zq(e@T$Su7Md8&PXYP)PRzc{P+2vg)jhub=>cm=-R&+g@y`K>+{a@p;o3*X_V9`WzM3HjFM5i;hNul$yu znl<@-Y;R}hM`_G^d>SjvHy-&9pjNmE@zXuAN7i4?F!rbLsiFeG$g3+XiW)wBlQn0o7UC>5?A*jlt z6o{oeckj;Wc(bAT=rL<6YRdJ-jamC2jehQ!ix+dm@1yw`^+1E3N8>0=MPVQ~GqO70 z){wP@Y=omDD6V~{^PcEoQ4aD_|yOT>t{ld zJ@@+;tj-!8dHt_|yHn-tK|_AAN14@xOmHjSjeV4|a|UogxWF2M_(BF$libg^yGv^# zNr&Skb1k7(y{Au)Jo=Fur)zvi)u}9?fR*JCi+qjhv z6!_-DO_Bd+KTv625G+H`JU7yTz$X&_H8@GYhd)pTjCJ5fWSv?v55kF3#nBgf@$QK| zg#2;YHd34;#!f7Fmlce7nkht{$TRfmYh<|-9XmZ}uK@#$1(`e8ZN^j`SOE4&3}Ju4dldCr?Lg zoRe3=)XhY)yLSD0dzyDBL(6}%6*)2S&`!7=x)=X~K8+mUe5%!bEm^xLOjT)h1+lfX z3{$E86%Vre9rs7w$n)$?UzFhTWO09rbDxEA_~gjotl%#{PBFi;*4?kfg1)w>OZ`;A zh7TQLb6qGEdxs)G4bz{0KJdOzw`VK{&qIF>d>0vEKzsdIz?oOo)CRIrqIu)+Yv2JM znbPzQW(P8nAH~gpPj9(R&#+r}LrwVY( zaW*h8Ab$7k)~!g@pR0o@NrBDt0qhYbvpx4+{EvLgm8W!>f zZyo_(8Yg`*efsz*1{O<3ENp*~h~W|W_xX+Ye-Etc_vh4}DlXh+-az+vu1)-5_625p zfBBNO_b-3&ziY!I^)A%@amnBo7y7wtw&8>c6+Cybr!o{b+Sb$r&;&I%Fc64g{*Rds z9)9u^#f(Y(JoXD%5Kd;9_8uJ$*n+xe9Xw_EmqwBNIc8j7#vBBCVV)GWAf*2YKF z9f`kf{1EOq$4!;#j#wS8J^9UJWaq(6d;h-w8t!7e%_BrMDuk{1MHp-`Xn*UF26kN-hYw(&0X}zlM^K zDz3JWZ`K`lQz|Bf9{j;~L}GDG`nX58O6wM9AP4 zEy8o|+#50-teU}PP;Bf>73e{6;bui)u3Wu!Rb0oX93ICFzCtD3G4MhbTKe%z62IX( zgtgQ&Tf>zaJHVV%({XQer)9l0)AqluwuouwtagA>5;*X$|7YHj&zx5NIS0S=4edHv zCCo`8jtuz!@cuEB8a8UMpzcZCr$*+4P@HIRgfhYb{xx2${qW&pt{bvZ=TF-2B zKGqVUR4amp(r-8nAm|qU9+acyxxZ0i+#he7B<=n4@xNpry)IVt;sknl`*vYIl$awM zGDUgMiu`zkSL{oz{DF+}hA?r*T)VMi(sx>6bqy5He)nw_>xwPc;>R%w%vq#!U!OQa zk<|asZ>>n)8a7Hhy}YvIA1gfUN2a>0xpM6q#G&=he^ghOVB0H;vgwdI?!Cj~Y*WI> zD7N$u=1=L4VZ@d8hi=9nBmN6qPrR4`TR>7e zB%wco_q|0NlI<76OMw;5){YJip1^q67&fDTGl;5dA8NZVcv8ar_8m*%UC`c=?O=8o z^te=f56R>5op5^cJhf*Y_djLS;04qd@9d0(`?b~TQ>!eE%C1FTO;RHTvdtvYJRkxl!|E<%MDY$`M-#_pG z@H*9-TDBpjn@r${|Kdam*0Jp7q=6PMJA+G$^;JO>{hO<^Fxd9tQ7x1|SvyhpI_8YH z_{r^N=AAx&$!Cgr^oJgPg|&YTYYxqv#ks)s^^;yo@w_hB)h(voXHLx$5(0i{*lBMg zh5r}2E~(MXLuy}cb)Qb{@FeW}|1XGH+5O&@WiuC2&*b&)&T+)KN~A<*YM(BWY#mm8 zn)Vl9&S(FQgjp4by3~%B+1E?vsaJd|U5=#p_3< z_qyWfv~xjwQM!nw0i?2Y2*cki-(-cmsReP89>Pn_UNQzb{xkfMYd*sSxgndqHmRwc$kRP;)fxN9&o5CN7k&zEqgq^gBT zBiBLWPbDoLU!v%xIi3QK%(JTDsmbyKjV9eZpfS9@rd;Ak80CdPsl19S%R$P9r@KYq=M(w#pVtyRB_;tLJZJzZ>2r zj47oA6M6=0F#SPiX2YtcG7XPu4{EetEWn1?53LD^ao)lrui8 zfYefkN000mmA}O5%mRSKrT>2Sx>F#(E*ER$_EVdSmsad8=9IOiGtOk(t$RI?RAP}e zOjA?SCNf8Ba9zxq+DQf-n_xjqaSFRkb%I6`I((g=NWq6d+y&noz z6nSzvj3}O2*46{DtlhnHYfCc%H!<>EUevv(dyek5ann$D#eCP)Xq!@md0O#J z``z83Fdx72)XrTqm(;yD&w{?uHybE)_az7CSmL!V?}w^qQDXm3t(nEZ-4jpD4yD(# zjm>?T8R)TS^*kMi;`S;B@gPG)mpS{~ZyLSh$FJ4@C`|RWzHiqS$i|@;1forK94f`2T+l z&p|ojr$sR_k)ZJ^B=4)@e{eQ*mz7R0ib%Bu9^D&OyDoILh3k`N@quxgL2G}{)D5?| zrtQ`>tKeXHa)-creaEbuN48FnN$=NtLflV=*Ve@yZy=LsCS(~~-72~%PuQCd#Q+S_ zrI7C)Yr9t)Ca$Wz-{#D5`*l?2x2)>l%#e^|v}{>a`nDcf#~#nf8@7_kcDroCt-bDf zWyU*KW<3J5S@T5Ag2(hZY>bMWFgxL9rZ;=%V za_rc3j;E__l}6L1Z5O?haHEOL(Rtn#KP+?KPvn@Z*=w55SOoZQZd&hTKCECGS{JV<^dTcBeAeo*BdZ7sG37Yw=zfDg?%7%VdKD$0M(H zMD4ch28!k9WHj@hHRoSFD50yCwsu-cbOtE3N8-9n2hLwuOsEZA6otz?^Dh5aIpT47 zJN2VH6qhd1fmcRk7fSS{5tFkNpH*pkY^JkG8Vtfjv8AP9aW#vq`^v}8+wjQj?M;*0|zqxVa zm-J1!&-RH*n4~1KvZ7q52{*(Y9d>BrMsPuhK%pcgj2GHYc*rpR`Cs`aycy&YncX$7bg~rVj>Tn z>x!e(k``(UUqa-rga9b28-waAQv`f% zW#yQXSO4b96t{zfebKN;{~@|Nu?%LqkxttYN}doep)>c_h-Zn|QL6&TB=TH9lE3lX zt!gL}W6M`7C4lX(ubBsluvf7CjE4^&%)bec;QIo?v@RVL@{|w`%^Uij3bH6HvGfhq zAdhJ2k5at!95A5#MD-nP4`gkm>{^j_aa{*T39Cq|jtUV^>os<>JEz~A-b?re)pVq!RgbCJs+htP&lF?Y$H<|5wy!afh{BB$u4y-8jBomM!{F}batPF z4$Xs5%0@bfH$#4}*q7@phX8vL}|0Wzz8@?5Y4}D#Liv z2-Y5fxi@vEx}W2{&sel9ep7Y9bGIWhvY;a#J76XSoM8I3XX>l!!+P(RY1AXsg*dQ< z2rEN`h(2rXkWGNy0!0IG^5pawo})?j*;g0W*Sa_h5+Pg>S;j&MXN+ zwUMDOU9>Jda<$C}K3?KRcJ10kk%0QFafCS{Rt_XdA!yKWN=GJ)dMu^#9h;aQJ$&i} z=)xNgYmoda%pS$5wSuTsN}fd4f-$+G4M7_oX5% zET{c_J9_dmwP}i6O76AYvu_kNQ~S;y9}yv(;~RjJVJ*<^AMcE_hbCcU;AB2d$nrJJ z@LaZP=Z8hg79&8A%ePBk&7m<{k-jRQhO#oOF>`EA%Z$r43AwGVXfX}xFA&$uKjd+f z%dGwETt_-}ljrlk&2sQueD8J78AW#P23lTI_~V_B^#}=x&;6&Sr^0ER8Wi60XywCg z$^9Ap)JmqI%9ZV=WN~vyt=mw#!KleAo&cZ@Cag2Se#^!$KMf0lf>o#MPZtLTFNT8W zG4@9p8{AAt_aY(JMtunlG zXG>~h#SL5w6$7VP^v!adl6%;5G?=um7Cp@0yO~x3z&}{Cy?*2hjPObuADj6Ch2m9W z6{jsZ>c38gs}laVli`)AD=AK5e?1%wfkbg*(BI%?=9-n#M3T$~gsnkWAo4JLUsg`4 z%4Z-@$H*lZil<99eslkqn08K+PQ80iTq54niod-lIt1Z)VetA+sQGHg{+?*pP#Up| z+32_DGIbR0pd{bi%$(0Ys5k{@5j3KE%tuzGZ6#YNoZC zN#UM>l@{t1Y;7h^yrx&6P3ob!7t%iM$>y?mYR}{Gi#|=6k0LO=nvx>RqHT0`Z*EHk zL+4P&4Z(BIhd5OF5TEfU(YA?G!NIBMHeb^Bd+J*(y1Aa77BXz`cmA_p@sjcPo8uY?l@8BT6$G(0{lQbrjB#133V!riY#%GD1(l^DS@FqMzeDy^5cFWZcUJ=B31a_ST zlYORcSyoj%m8tk?$J>+MO?Z;jrZ7}MSRveED^ja2T`;N!O@i+B!Pr2|6nRq!*}hZa zx%^Q9OJ2!IoD5afxkX{zt%GZq*4L^N%ZB#xwo3*^S@{Mn+}P0k>c79%WW;)iooPGN~|S%q8$KW9YsXm9^4}uwEhS+3f%KmMCj=L)p*AJWXVbJcD}p zhJgCD)l9&KUP*EhBjO>9$Biil;88VgIg)#3TW32wOD1G8yc3fuDv3ik8{AMZ zOg+}LaZ=yEJ(XfGC6*i_>0%fY*nm6!S`fN|d>pZrVc^KUxwL8z^y&clN(g%>d67vE+c z@f$yCjXk<-{4*V4y{*N~NGd1>V2hTV)=(s+n*Z^Oeiz$@o}wT9$h#N!89=62OP3Og z{`{r;`QK!~f6-kz&B0{w7|xhDhs-tC?AzCb*^mqxXtsK>OjcAZX_|fdOo!h@i+Gee zN~T3L#gUtG;+BOFNBUBuE-T3x0~?tfRlif}TWToVn9hbl=GGt>iuhRHH%n}C!p`1fO5-$Y$w&|9ZT51Eg z_eKcRN1}pZXUBdj{!ThpNk`Sd?FR~9?4H=zH;p~)mz-)f?nGo{lx=EzTBAwi+`a2s zbaC9A9X1F_Z5Uvk9lknOuU*R|WP0w(Z8h${u+35tswR2;pJp^9Qnd{0zmUk)bDGvg z@=S(pK&+w*LSpo^Lw4&;nZLSE;7|962*0p*mWA_NY+jQqc@O`CQ$+H{ZWIAX(8N1M zwxkVzdEsl}`J?}NV%l+g022=xKNDCS&aN#JA!uRm1ojUJu?d;lo&QY|KE@cKEYamt zH4u7lM?>=lYTlx$XcBE~*u$VVZg2fPo?}>_F`WgSdzp%Z@|FpZR`dQTsQKHdh}ob8WjB9hHWLAp>ujYi==b+T}QZ zoVj|`0Vp4s@|%j+5aTSlm4I^x@mTAMI^n(5!*GThAM+~{xvUQ2K!JZ*;g}igcZjX< z-eD^<2Jyaf+Zt2g%-8*>+stk^&(it#7Bl%o0q>#C8NmL|B!h9Hfx4dfj?`T=_+iEKon zmAi?iP23R)6uQrU=fk&e`6ps5mxR|=%=muza0{>pV?@80RryoABr*v~j>R78{~_*8 z;A+m>|NmpmaL+JfW(?Vl5r!xv$`Zp^j>y(xsW3)SNog@0uRp_xxL%r-jRzb#F-2 zKc3-Ph= zK~>!<&0gL-ZGI#5trVavz`BX&Lm4Bq>x{*(=CJvTEUc;$wB8wg1kkE}y&`>O?zQ5ngWn*IBwIk~G}@9U~ha9+#_U`mUhfpC~W z)m>;wm*s4zweSup;y$l>T#l*~?2Y~lA7*gbb(&y^c0{a*BVBk28@&6Z%5$$5~Bd*uN;ox3od1q#EwV>z? zzdN%P_xfc=Z||$v*ZWary1N_nZmaORHtEE|(wXPV%gO|DTDfwi(OFjDl(a8P24j(p z7VA}5=i#xTwV{AY>!M0w?c^@-D)jIKP}Zp<(3C>)tfn+=^|f|Fg_9bDtSsieE=fWC zY2=R=zLXCv>db}>nHydwTgT?Vkc;Lfq@Iyr70DXH!%0Ga;^N|RHr4Qg)z@EUiz608 zESQOx0C{y`RxG{;5-cT-FGwjjsLjLr^_wC*FPu&!bZs^k#b=A4_=q(c<%LwJVzOv$ zy^A1|*{53>%=;eXMFxdb*OFvJjXaA@GT!hleX~Vd#IcPOpXSb+vg@qn(~o76P6G=`!md~luFFUWqK5dUGqMqre2GI8 zNGOR*Xv4N`+H$^~WmNL!VX^sA=;!9<|6A)@tbyf=Lgk6?kk_amu_b3v>#q-lPQn$* zoZ3VT!DX}oMuZ)XLNr=nBN z$H(hEbn0AL5Y8!hP$z){iWU5oNxdf4a*w!t&*GrS8loI3k%+4Ikn*`GAvsJE6f6>v z9T?Kg;jUqwkwKqWd+?cpsi}F{BqrV1;3T7xQC<~6ag!!HNo5hA4+u*V`i7VEO6x<2 z`Gj=kYq;nrz~^qtI|)^UqT_Tg>COHkXTj&ryh`Bx|A$r1Z@j5@aVqQ3x^=4EyJyHw z=QW@7EJW2YLPD(ZBLn!?#}KKeEsHPvjgm&IIP| z;lD=~6yzjU^;{J9I#TUhtY~_5$C_=_9#r7(s!p1|wyir$f9llE?N9yprG9Y8PAKCB zF?Z@Q0)DI1ci!*O?adCTm}RDI5y4dym7!MOCitxzJXj#Je|w4j2QEL;Q20BvtMx)P zN7*Y2QDV(k@|P+#jMp%{8FsO^2ZPj#`VS^dh^UOuP%*y8vtiSJIuS}ux>j@O6`6rm z?FFss7M2g${79e;MiVFaInvWro8I4CGz;ImR}eB*=}6~XW0{45hN&%JovUCfjD)&; z`>iA;cO11TfD*1({=zr6lKwKe&Ab}eUK!j%H%Dy$G$x{~PtRg#N|eC2R0F~*p_YnV zSUQhFd-mhZld3?%s6=kKWS{RHth#Jm~o&6Rt zthRex;Tc({mtT1JX*U;zS3TjtYVKkERRtobMi_^Y(b?q>m^G6>LBLagDF&$vs?CE?e+(xPoVyhs_`i>4gpTx}yz?ch1_ zpB+5s_AxUv+a(M*IF7IGG=9_aX7=je8dnev6U%N}4K1Bb%==*<;I|<#pLy23`y0G=eOK*h$n{uD7kg{7?)VThy>pv&)s66JMrDz3DUQRhkdoGE z09{DcL}i5z%w=4FzQ88vjhL{+>}{~;<*&K_((mx@F2LQ#GBC^>?hgWRu~ZkQOz_2m zv&6qws|-`fY~9Oc55%EVQKI6FAqI4(@8#r(B`2hj8pY<|T7Xa0-4@lz$8I@v+6lrQ zIqGW1H76?cWW4$ce_+-nCj2n%_dp@QsW|-byb%Z*>82qx8S%5T2#t~q63aLU^+IT6 zHWW3!g$oH`DO}zEv^}DIplZ4#uv8^e}vA-CK+$fNsWF+$vSy zc=`NMxTLAjWpWDFqc1@;vxj+bK7m_8W0NR~HzQ#m zP4H}6T9lDv#^lyDsUdLRmrxLU}tos@46gTDc1;Jvr#;reJ?%LxnCtmuqWP`q`- zI~GdHQO`JS}5@e8Y7{kKd9BU`mv2uBXeWv{ShZ_GlfF^r_;oQE~(f2;2|#KgQF>I~uvj_|0_ww9U2 z2tM`fTA^xUu<^d){_sp&rcS(|_$t^ji-WbaujQK6t2g3RAl8x={obCE!k?89vD!3@ zuq;rZ=2gdC3d=VSFK0ZlqW;%!?2{Ak%webl+df<}B!p-tfT>smv->WKf8!VG_3FP^ zvg(Qk`@dMSdUa+=oPrgN+&=6MNaW-6Gk(hYw0+0_HJo|pq}&GjJFo5T&}fZsR`Kjw zreI-Sfc*7kkF+>RufKuym%Bsw$pBm}dj7cFIHmLvA(a1%E0))UKh^vrSw@&smNc0G z51}^5QVDY>R>9o$a;qHc^doLIn#g1|M9gPIttgB%sY9UFs%#CX#iNH{_#?`6_AiNr zA!22FU{TwB*uuPLvUjz#(Zo(j(b;QeBe4`mDoCC$?sldeoVj;uOvXbe;0;<(Svv43 zswTYr!!YWKUw`>U%;Da675z6evh(U-af0n6rcj)5kT)Kjd8uir)$z&rnt!$hH&L}j zU){Wwm1$NC=YEZK7g(V7;sVI0sRTJa7=3~X_kc2lVS(?PSACIRl|IG=49<)fwj`in ziEDfM`|rR1mP`XOS_O`mfHpi@FnH)y+N#d(%08mn>Xk^9`g^(B5<-t2efdX^T0D&z zWU}Xn-dM1mr4~z~MV}_f6m62a_?0`t!sdmSs62Q)ym(FR7QB0mQJp$^=frqcaK!id z=>iKx^|ndS?<)nMh0J^39%;Qv%#kPN@g4-^T_g3k7!>@H*OXazss?KhJHOM?TMSeq z+1s{V)miNHj~JYKdgtjmJKt=$4Hul3(RT(!tLpwj0l_^YEpF6rTPQwUT6jQ?CQ|YIW>5Z0f=%ODy9sRS|bSCM{j?c$3)+ zU}V7$hS0mj(+1uY#o$)PEys3k<0`9ubQ&hMmi?TE;bY;O71vz0c*nuJ$M|0#Q;Lwd%Ljh3)hObE9O@-Zdpgji06|=jig&b zAZNg^(?}<#Y~K3BMvfk%Ey6+02J#jzD~`o*ysDA~)N5Nv*hX@0)CfbfzAiz~KRvGO zXH`4?_^$>6n?5{}+eUfSzoNJkXuhaFgoteTsz6s{)C-<~>xq|qE%RABc%!Vgh9qEB%1#|G0J*FJ8ABQU)4WP|wd-@6r#bKiu zI|@@y_-31_?y4WLo1-j;__eQwI&Lg(;Be{GkU#ziHt649t@Qp_C{aiiz^vAqMEo(A zxi~yZ(aQfD3t;irJenUCE%p!+diD}AgDCjlN@-%6ELH|oGeII*!Q1Cx+LukD9NxvN z)rPm8jxd$?z&(SywIWYu*1K|M12w8fA8 z!$Q|d(g&ToP)Ou{L(C|q`68glkIILR^@$%PW@p%0l5<-%z(neJrCB4Gxl9WL^dJjU zgyRC`bu{+7v9R$+eofxlMGkP%!X7rYi2T$sa*Cr&d{pI4EvQ3O+9y6rk!({sTwFhl zjy`Q_Q8ga9+ng&!KZe~dn5|Hig&?11-_+JNufq&@3s7_SUOHinHAOL^APeVh)n^W; zw-rVXn=h)9$=-a^t3lNrrGEol>h=k}+y&3CchwLCJNGRBYij!>`$}iHmYsEwRvxLm zO+GWT>_*LAxjpUtB0uuz+?(7x0qc5=JAQVVY}u=pCw^atc#>-0;hNXBSYExmSA9#2 z+-u>$nG5qAvb6SlgH?FxZZ|ts@{8K}wC4B43ZCzjeT{X6clqe@@T{|~aI8J^YnzFKn55vc-sWhqrNqj$_pFNhR(U0}a7j~q6=Spm? z=I8icl=1$XogbgFeDQq5-A7+my{5kEJ+4mBc>?YvZ1aBkEcus4FE8$Xy0^+$u3}2K z1d6=-PJ}~e!JOyH@S{rAa98g)Ki@o;S8~)g4@${%xDao4i?2QtHD%_3nwq-mtzmO%CVg(-PZ3ruwiVEup>X3IqaOaWKh5df0dTsS+hRtmw?!~=2H{TW%c*n{OGw~ zk%6;|$AX-Gw=373%;5g5EES3swl~HeabK-16P#RCe(L2b9r#;7|4%PSEQ;}(xO$3> zr@izQ-nsc&#D_kdzDtNuyG`!j30dG#mUF)+UpZ>O_FN=PPUDsG<7aAJZG4l>{^vSQ z>c7 z3{{=C^J>4gZXHGLwHTj8Rg>R(_w4v_!@pNuAMz?y|62Kn#RqlozV!`-_Q_LMK2ijE z^yu*{(MM9v@y-r5xnu4O%p)N!b* z2)1-BORuk(Sl|6q{g??wUmAR@7;D<4=+s9&TPh|t=C@6@g@>Dr4X9&N`n2Al?8kOa zib1a57C%n*n$n<^rBvbxKOf_dX?0Hg*gJFKi#m1vn($jIrazX|sOI75=CE43<}3AI zyn;=(Ts}76XaY+DI8?Mr!l3?gTUeB=<3*U)bo!O zUNhFFIQEEY(nVqZmrV;lF6D%!`9CQXH`<4vZ0^)@L2SvBxwYeu90W%d=t~leC z`Vs;w$}V5uyx5Cluf6!X-Za;R2A`M@wHh+BJJrzI2IGp(+XZ#Dh^fm#S(`F;!g=Bz zeNTHu%`3x}0V#<@+@JsP<7Wbe(fBPH<3BICK? zBm9GdcShZ)C`~nfQ2Np@!^(6~tMNwPot#>3d~eT-0t=2@DaDK6-~CXQZBLk zcJ9DrvqwXZ*<=^)KAIQ0r+i}JBB!MuTFzZHBK)5oa`w3G`_gZ4N&9fiW>0Z z(I_&Qe_~GZz1MZM52d?oeDuAJ^;C_b*FDW|`b1Pr3cC3G^ycR?lLt01EqAYXF6hcJ z>r6k~hRlbk_KVa#1##}|TNEfZ#hzS2pDHmnP(L&dwgP?M^~35*Ux)ACr+y?A54H~R zyO^VQ>g$NAZ&}b=(OZ|Ysa;qr<`WyDqoYC83ak>D*f=^qZeBi| z2sbLZO^JZ6B7TE_ju)uug5zfE@%<6+0DQ9P=vQmk_dZ=3(L2FE(y3x^p?z**_lD)n zW-!2Zb#&!Sg;*`jnAkEm@ut4#^|PfBhn%+#tU1cwCv#WHudOPwnd3JwKdZ%*fNIq&>(@#0LE5M04Cbe_)*1o3H&my;0-^dE} z8s+GwUj1{2$?_Gplm);^bl<@fUf!L33IDY93x)?&aKeb_#We=E=Bd<16%JIAm3*hpRMxpQnc673b|E+xBZM>4!3UHM+$ufk-u-} zrZzzZrPxVryMtGCtG+JhEqdze+C|xJ*i%r7wx$seBXNd2!eIB!3 z^kZ+k_7Rg>ZjQg{Hz304l8MO*oO5v9!PWBO!ua_3(M-H)s0QSEFq0jNb=KXxcWwV1 z<#%eywiwt8OO`F;$d8hoS5OtZKP~)n1}EG`v@LJiFG(*KBn0cIN(Xh0zL z2ZuV2JlkPqty@K|uzg=vpS7w_eR3rC)$qzs$1N29$>vqf?`D2gQC2i29TKfr_9f$! zJ>2Kl2A^}_(JPBHgj$)4y@j4_(umi{JzH6}=n?>369TTUuFYzZr$s+JY6RookFeCj z`&Y**<*92e6Y` zIP5idol>AN;%iGM6A!5=<{FT4t~N2Z7~kDkQ5WciRFKtYwSqB>(z9I4d76w|%ppo>>^m(S{@sUAO-ZPlj+M zaE*yOJ!PRDGU1aW^2&)5Cyw6ec_E~rwBHs$C_Gr^GyT{T*3;=Tjd>L!2j{b1DO={F zSq>1yKec<2yl+M6tHbC=u}8`SxZLxw@`uqnc?^rydbMoR^k&KCUA5i++jVQ>dHZ@} zM~g+#sY{nGZNdtFxs&Vl{(RQHt}wv?Z8Hrpf|sem%N59y>;y}So_O8O>XsAU#>HQmJ(r8YCzht6_UOut1y;p)C0 zS`1e2JOBM^w?%G%82V%JM*-y$E``W|skk*~^G-)iC_LR|K?T^VP-?}Sm!d+%i{g+Z zUa#YpIVw4GlzrFmQwf&LbZjfeA-0l4YKcEy-S;=6n@bihen>Ec_`zVNk+odq^vA_* zG30(-0)&L1@)GHMa?rT;@Hg(`q~?;;F7r#a%y(9~%Kf$K`_nqe-B!7Jv-;%}Kw4@R z*W|7CP_fT&>5fX^pt`_#Pq+J?J|F0y_QT6)+MvI23OjWF`m@?UqR9M`Uh%E({6q6S zNG}Z=2#{u0;8vCb$0YnBt#0NmS|7e(w~9@bXV<~2B`e2c3@`CX z5SDJ9^rm*Q@U8j1swde?O{f_Ak+5*Y^@hS?q*A#K{XC}Z?Uk$)=4j=S>$b80HHqE1 z;_t6MQa*`kEaGgK?06WMv7VR2=_cN1&w9z;m9XiXD1zdgoSa~RtfeAiGQSIOICah= zG4UY*?Q7(`#Cu4_Aa#j<-PN3ySUqW9tLo2KX+$S}e9E~_z#k&OVrfXm{B;lgKu|zH zY}j$u4j)Um%{UcHB!Z|7;EYK?;KO4@##{BB22-wIfXxo4P%s_0tH&}cf$Gq{iR6##;X7Gf8*^0 z_};=e;y|iB3jE)97*zw4nW|XsSA7b;`#9DMk222a`;18{^ z%lM9N_e4D?j>DG^DWVL)R|j=~Jb0g&VMzcu@iI?Kx<|?2(~d6aDMQk}n4Ru0;tFx> zd{5|?`BS*O(u@9BJZbW_DovxrV;-IVD2xUvC@}EepNBRBkT6M-a5GgPwATFFuPY8S zand1GF|+8qn$nFui<6-PIS zy5cjB`@^W2ZFly$<@hV6iQ6%-H3*dPK*%?qvKsHgTSZzSz@^JY>9lRJbbCR8y?CBc-ChH??4Xpw-0G)0OLPxO<}8f!5o#JQse%4i@L3koKBu&PtNQboON>wM!yH=-ZlhP6@Nfjy4RSJq385S=qq~)i~BW;;eF>D zt~XBjB!!?h=eYqZJ@>o~TK zW0%bR0y(;D#TH`xD$FS{C#-g0NU>TFsyUl-NPNCe&XIfu?GH+UJ!4(F%5!o+G$koT z6^MFx76FA#GR{6I-G@Fwx|eP4In9N*h+MSyVb69)x+B|Tx$9H^lsK3}H2Cb-J6!xm z!FhIbC2D}pk@+)5Jb%u6UXHWf2o*kS3o`oZ>gpEOJGH9K0NS@gNRjI$m`<(p%tHR0`;kK9EO%hk2((VZ29BRb43CHKl~0<=Db;?e!7ICNNN*E~ zlZW6_$$Ka1MyKeQK@An|Hq(DDFmW6lpZ}V*RW2Zbrj_H_lrYxmG=Ki{E_jRe$1FLBnFA46;8DV zk8~!Id?J3FsDZU$WnhVlzqHlc#IB%xC6Homg?j06)FoN0QJ z%tRyHQF)ZstDqtpe*(Dqb4?HUA4uCiay;%kOHwWo_=a!jUI@`6`?|l{Cmxj!4hvm* z0_{0Xjy!V)BOQ%SV{ERCAXXtXOoJRym&7+Kte#@ zBJMO1*usKgU9RCCQ`xUIx_Q-%8hjq{5{O}kuUq-Ol$_1)66J_}n z;GxU0(X#BRU}@7gf?G(;w#qoC1GpWp&rw*wQDkY~yyi8b52mxWLV{uccer_CQM9IL zUOlK$;&c{qJ!`w>MspZ(Z3*IXRwWEDvPjKmk9h7rcl1CmpQ0xi1Y9gQuIRE#%C99% zG~&)pT~y+2IR*Y9(V+qOTH2DkB~{Ax@TuYat~pTJ22JsQLu8jZ>F@x2mYlaNdRcsh zv$dNmLkkA5s1XDmf(}0K3Tv0e_+Twhafg|?4m$t^kr5E2M z<#-70Vl*Lpf#^6;DwM!<&cougpGFyX=1lKJ58TPa*yEISR%M)!bDc#^Y3iJo#2slx z6}(nc&L2&G-$#9Al><}T1vOZy60#7SBrBJ09Ne&7$L!|r*4om+0rewXqDZ?m=>7%) zVSA^#OE_hb6Y6;_3mwIV&Ym~ADFVjhmf5$+DYa|6nG)AZ6}N4_F}0%TioqKnNU9TC z^d8Jfa4$~}yG@z>tx^)!<8+M2h`+wD&7b7pB6oz6=js>ByF?NO5wnDE^RD(H=HkEds7hZOYQGgDYe zMa#BHz8S03rF5B((em~#Ix@W(ySK>7#r7L2y`;kn)|fCQgX+HaRs~1o1OyyOA!V_odM0=YPL3c6Tn7%-3EPQ1zyP$+JQ@2;wxXeWu zWRreY9ILpRZ1GwJu^FOZ2mp%PY?K<>z5;iA zE(bO#%?ILhEwSHG^El0R!3kxq*oN)l5>Ztg?Uwi8qSbRkDaGAsWU|%9N8*)w+w=AD z@%gNH`Vs5{n+zoToiUMHp_GN;R>w8B9ve{p;BZp#O0Eq#N~}a1=`a%0Zd*reUNewg z92K6`;}hKN7M4T9k9&7+`S=-5v|Dc5ES9^7cH-8pTV0BOy*lA}7PxGxs?MOwkF~YM zW#gF3oydv~GocX_wk-x$*aF8rObO+i8v-L1x9baCU3nGNj%2F??nuc1vNA=lHNzIK zqL75L4&{3JX^bdJh#b8cDbN*v*{GTBmNrLLrJc4qm*x`^v?J`;(~$!n$JP}KlwxuF zvK4(wLJnsIhq8@Q- z6>D7x4v>0669-015z%qrW;TKlk*RV#!3`eGj$^vpSW-*u5F4o~e7|@>a|FBQ9=is8Fe4fxIN0@neohdQWdA=;0p2MK5PzDwSLQ(HXA8grDZnt4S)2*iF88 zJe`tZ0)we&b|Y5~b3P-yK03WPj}~2mbx~ad4ac3smeXyH99|sX0x#ayHdV!fwcwHQPv) z;hx*NHEyR8G10-az-`af3qQ{XCs1jgc=e&hQqUBKBSWRP(UfM~x97}1q`^h? zGxhQzF7{UK;C+gBo@O~$I~IJPB>iUK{@B~o;xXTunpDshASXwIZ9ZYZ+}F}EK{mTW z9j>L61yzm)v0wLp5pc?JXztNxX4?+r&+%XMY%{Sco}wn<)y;qlwT|6p2OXh;m3KZs zU!n1vdaq<}ikF;#-fd&30abz6qm38W55Uu;WA4t$p;OEsK742$Q&3P)^l%5HZ;8Q` zJrt=L?jBNB_%KG6fG4owd|EQopTxR0A*AC|^VEX51Ir%&N(IqX#9q2{5BHrGt0*!L z(fEdV32~)E)F8pKEE9HY`IOQymG_H%X7q|R@+<}53ww+0?WizvLhtMR244XPri)VY z!0Gqb6ooa$mXNzWhzX%8P%r`6kJ#_EqXYmncMh|gn|(yGhNGNjNTe*JiFKO1UgATu zpxg;=D;6ko^Z=h4N?+I{l@rff(o|B}$&@$s5NBQ~;?$09+xka@&21)=hVgqAc`R7K z6lx?VC7C1k&4YV|C&ZAx-7;QtT4z1)7{S3XBpvb6&MXS>eA_(4sYZ)9NlIf9{4GU7q!RyjBLg_5mO!w-r9F<=%2sdY|-03h(i_EYSdwB zR>?J{Pt-7_P4UwD_R-BL?ktRPB>SZ#cJYW#>M1sKr9VN8yr--1&bh<*Hns`T@uS#~ zde4n4!7tQzs_#fo%ipvfU2h~soVKm?VK(Y5YXG61H^|_qc{NG;u>!Pcok#Kg?Htz! zjHV3?5`I3iFor(kXyKtW{Fi&eu%1QVgmsO}lI!KnS7|_I(2<(h`YS9N=$@_< zJ5&aB}0Hh&g!ogzk@Cgi^BprlYZnyE9Aoi}}+jZVAUyx)*Xh$Gy~^GHb#y4-hW zIsKj(Z(Chnd=6s@`fR02LPH-uwAxdm1J(eUVbiZqMA;&?uo@WujtmEr2K%t4k{P2JTXFD{)*O={tAw>N z#wmyAP8Gp0R#O5cqWIRdyj3`!P1H(Km5;JCOJ{HCbf$?c0_>zLOx)I8mE%E#gNqMI zZ<3r%^RdolUemSOgyPQH%JM7{SZUG#40bT%c)8MWckU4G#=~xpGD0y{5uSxgfml`o_JxVr##Q2o{a)|Lj=HB4DH>ZsL7r8O)L(+(g4xgIRgJP{0 z8epJdB_m3KX!zw|xx~esjM1c7mg@(O#&9FNiZ)T)l+L_&q!(DS^iUYD?ujtg=+Dqa z43W67USb9Rm4=2*%0o6nd7JFf*^Apn1EnB6%JwUys#E);u-^OS2JzYbd~~zJdqOOh zAa&Y4R?YUxqdC5INgx7$w7oIu$C)#|7aWtynA@28#ckXxIrcb{+F#>yU3|9X+*xoNQ2LsKJruk&>D3l5wP+@eB}-a+1#$~?CZ7ww#d<{3!t$nF zlo}x>bB^qPTY{sWnN6TJ3rATigbkU#g4ycLz8dKK?0HE^G8h|?Un^Sd{nAVK2Y~^8 zVF9Pu(em{4WIP{2QzN&(3_h5MI)|CF0gJPOJxG%LWi3h51(o{JR<0QX`2A75y}>)GKkf;Tz_b%K$RQX0`H;N$7~kTgsV4 zowM8;2j^vv6kC5FA%E$Mp`FNnN4%yv);t)^PcORuImbT19uKRWEI>VT+jN2UR`to~ ze%Se?S5(B4;$jmz0ZC)vN;8s#J-}@9BY!6T$qFUixPXN0mAqGD&Yr{y>3F2cljaN# zKb{;YN@}#)VyI1WKp@jZF>t@kRJENTA@%Cz!M2|OM_j@qo>+EPC{^*_Zpp9aG4n+7 zXb^J4FT3)u)&JEu_z#$*|68*)SifFcILjupkeC9cfWQp*p}+InKphHoNzz&S^jRD} zcD+nY0{%R2zj}yB6`Fi!vXwq92Bb%b)&`zZO0`(M^h(4D=pnpXRg-HQVkY5 zmG@BV5ceN@b2^*fi}W3?{?@q0?zH{MLEO_S<8340fz>y!YqI^94?6cMzL)iD{SH&7 zp1WRG(G;&TVX*1;3&>fUl6inPGB#WNK7KX&CcMrd@AlyapSgd!@%uJ)y;_*BuY6AX zk<)m-zuH=?h<-J7O?lbBmMg{%joLaW9#-W{Mq~ju*QVOG+5D;Y?@Tt5mmV{NExAwg zX)}fXsL}T#^NzREsy-c+f9grm_142jpmc@8jJ{vU5{xkQ>UKbnN(X?)_b-PoLJcorI#AVpE&d zPclC6J`H}F^-;~MPixI$HP*dNo2%{D_*pP+wER>NuoNiizOP-_6~tdFJ$C?!t>In|#Wa28}W(F6(s>D8T;9`FamM@0rpsz8~-v+ar{+N4D8 z{2=KdI3i7gZ(n>gfJ=AMy?W>F9B21v@}0F~tBeI)onPo}ZZ2>Fd|=os18BCzL#x!6 z_(y@G$jVZV2haH6gAd|PI;t?X>d>c8AIiGTix{BTeztUdAfp8KUn78s9?^ z>cuSJqUcb026!tuc3c-+l@pM2Yj&mqLlMhH*5?(ulV%)BDNa&tAah6%`zy^(okGBZ ziK5(=nwwO$KV(L%s?iUgh6CK{XPG(;WzAvEgos_l^d}ORoIV52#ld<=~W2hH-IBK;RlX8eZ0?o{3*Ok~P zNnKghtjAw_XVCp{Nk$SkVk(!NgtH6q`rB{6`7So9KJVmOsJ}5-A8Qy)eoB=b>U~bd=ZA;dkmKZ zCotR1!m-;&A5pq>YMYyDbmGM7(E5t5tK%~Dk3Dys#5EE$PkqlUt6F(=^*?(wpzH7b z>nZfYI_lOvJnGFVC9e|oA;O7(r~UimCS2hm6p~!^Zt&LSmbJe1plo+{Wl?Uwqn}s| z{^5rLf1RlhH}zF0_BDLkBKYK<%`18S*rDHqe`i6ML+tkRGlD)0TT$owDHdR_Y^Nu( z(^o%6urxZhYdC})s(V>CBLS`Vm+)_~ZE6jZTdm;vwBr#8DE0;H7{0TwtFiXX@4#&o z3BR%%R1!uUFVJsn{o#inm~D08>cMBlcMcbTjG@GYN92L5TwFvFR9JXu9i(gg&}nx& zQ^(NxUrbCqoF75yF81pg85vaL6Mp#NZu7{lq*zg@_`qNiQXFlX>7^cZjhFOaI^p!` zvPgyFr?q*yUM=LhunRjfjJ(qRI|}b#*&)cZbP^Ox_rbb=gri-EY)mbYv?}T;3F*Up zY8JN;+>SnJu#hF$T3D3;RT4!)UACJrsZEQ-u}8wec)v2KPY$0tkPdqcqqvY0zp^j} zS>Ni}r25z@6t4lO8@d=9870bH8-WY=twFkvbwJ0?BSiEGa0 zy|Qfih(AATHfe4$1LP9-hNX);{7!fj)XryG>G$EL5|2udwhfvxnnJbiL79h3d4cUh z-i{);5nW-;`|)bbE#Xa6Ci|&oXFWYr)VVp+^p(u7Rg|mvImQ`MsLJc4c496iV>sn4#!1umk?W8Gc(jw?^hDS^P5{|EAE9k{MNTKIP_hX55Tv2P((oa{>BR z_!6)nh&_?5qSq@{xf>-PfAUGsw918gR8i!FR~zPJ*;{!$=&-8oz=}WDG@y(++I@&D zu^itod-U*>k$}Q$g*l8*;l?bTJ_`cIYVF}F+K_KSSA8!5mbbE`a`b9VgD5{;`RFvE zcQXg%_ntzluhqMY`b7)7b+anC z--Q>f(p*Ua;bmk6z`D5X$?&35ocqPzgwj+)p7WN(?3A z%RQ-mJ`9?DuZO~McGb<8`K3nVqLi%cORdf2LM+(odrk8|i_DR-){{k*y3mmPQMKEp z6izjB!RQjh*JaKUt)=2{Xkz~#1R0gF`2>JHJsfl*!YM6;a084X8QiuwTMKQFogiWi zu#4os$cR}mHvqI?)}cH`QenH=%k8DI89r9vgX! z*Y4Rc%dapy(wn;N1li&y4*md&_ZhEuIh^QKr*5xlv0g&hT?W^UkU(Qr zRkuart_*x2ssup3k)uZKb?KICGWP3K`%XT;{PIUAH%7vWV`e?>MSdcs(AYWW?VAj- z?$=1V6shog_$;()Us>PW>TnOdGp8q59#5Tm{2Aa{-@q_9EWw-txt*-svzt)!&X;Xi zHfx&XxORG$%aKS4(M-~)^-?UHuNw;F%90Su1tv2|Y4SM{yJb4F2wNvP#gd>td-iN> zp-kyc0fro&{r=8M?RISnh1?#DS;RR2(`I=G(tFC)Xu=W^V7)FSSVOiklaG2%Dfxyt z6R#CR(d%fhPdPL0^)9r6XU0MFeA3eEcroAXFZO)Oa&||_bfMN;!i@g=p|7| z&nE*Et*qa6;pOfPPkoE^f`t5l=%2Aqyl|lh9DtSJjOdt7aVafpcj1OG+H%3#d%y*K z!l1haFD}E1ap6`2cI?}Cxu6J`tR=leh-0_xi-~<2KDak;V^KX5ps!~}ribe$By86G zHN-jR`L<)jtlEcf?`W!NWNO+rHrUUgPgGx<#g8u7|9GfDg8eug9h?>n|uQqI}~T!e>!l#e%t*`_>kRmYYPgNIS-!z4_Wz2gZad z{AT@yPx=yMyn|BsD`Kq&P&HXFS-J0#Ej$2Y*n4?#1W6>&83eWgm#{fVOx_3;^>i{w z9p3u+GTXv?N*K)&8su$w9jga%q~RLmu1WgsY z*q@8%0T@z~UeyI=Q7H6*y$<5b_pQ={8I9UH5bRoH{%9XHmA01ye&!O0FA?*E=t3Ia;cWab$xlwk zOQ7iCbJiQ+3tK+gk#dFtYAE>{Ah1o+)lA*KsO8de+ZPjX zZvynvyi9Wsa~|A(^yjYHP5rehy@-iwYr}<6w_NE<_6kV>GTD%w&v;K`o5;)aHp~ZB)_;NxQXKsCF_bW|lk&njA*8`^dUptk@ z;Aq3vt#eXx?bGyK+vbMw38U&got!P)XvE^FU6vt6SJ<|251rR_U5fD*J<7bvUHg3f zFxzJ;+i!&Ui`qf|kSk6AQ+zBp{Z|Y4zc00u?mxNyAsd?HB>_9Sg@@zVLY1&Vv*<)V zC9zGhd%^y5Ng?JseB6;pBwsSR(K_}>>K`gsYJZdOzB}2xkX~68$QCY?@xG3kUa5yb zT4@Gft?Vx2rNWnlaEJN}B?fF0=d=I17vG8Rxfa!h7T;O`xjT%3}hm%kp!M}5=M zhfCb>wrvj2Cb9L&QnGzW{fI=?^Mb$T@@vfecj1X<8nkiVk!Yji9$PJLrE5Krc~gV$ ztRjZ9Mp8GdJa7N(ynXHkmPL+pEBE+}4*n?)$JR-&6~`qdt%jHclOQCd)Q3@7pQ(ci z;Fr71bBlr;V~b>gD6Mc7CV|%TU{p>f<~MNtg!nLUAG(f>g28|Z+0jx6TJHKd^E;*3 zt5NZ*l~x=(fsJOY8L*2i8~wb?A%bL=ur#PM!0D8V;oD0v7?`w=CMd1APl`5!!39-W zhplCLr(`6-U=?D{Xu<2AJlT_U!UjnsJQ1-Qk!V~okLTW;fVWqlx?@0yq?4ol6Q48j z+~=)JWl7?UmCEH(x5Kl5zr}w`h8wchNP|_p;0ogy8SEec0WMmnDI+jets|wm1s0VN zHrwHJ3U3WXk62sAJ%d_fM{(`J%)f*y#O_vP zo7Pl|E|n_|3GTn1(_2xRC9{V|LOY}wm8@f-L}{Xg7y(01Fg_Ob5)r<08n74oeu-UY zT2&DD3un@zd(PG2z8Z8dGG;9cH%q%#&$OvEXT8-g$Da8Z8HRt_*0@bwg}L>_IOgcH zNPuWb=hYMPHXll@%AsJ=5 zl;G2EQPB=#D%X&OD2w@jACdY+8@?`o$DEWh=4Tg&f ze1aY7`&okGUbC)eo*VaQfP10NJw2eAsY4H#n3mMpdvUXKWxW*lOrvMZ&7VFqjGhoouk^x7)`bz(3i-47MQFJJ56S=+@s$jzJfh9t&(PSf^6lpINgEj~8Dx z5+75ltPV=ZscyQb8K+jdi?jVwQQUBdMsGUS&F#>U#bQ99QF?KkPl>@+W;GP#+7(~d z(bD%wx+2(7K!0|GK?Zc3LMSaN1%)qu9`o9gR$;BCgwIVrGH)l%VOJncmZbYEcPVUp z9h7W~(w6fkA{jw|GmH?(mg21!CtrCLgdmAeE}3DJE8`&vRzQl7xiS=XJw(60+j8>#-VpWm+ZJ{O! zgGlZ6WtU>iZg34wTQTh85h`i^;YQwPQ4|imE0cIz2G>&VvaM+*lfo>YDLUGnX?rfLgADQEEt}}Ydp(_s9=t%!_1LH zUPeo;u8J|LXZbgkQH-({kRsGY(IXKzDfZZ)c4|i1Jxm>_@5C3m?ZU@D3y^}b0=sM_ zBFbor`&&1 z1(7GuesFas{M9S0npj>lpkb+J@Kf-TIZbC>-D?HTdDEf}JUejc>C1btvRT}z6%6bK zi2okTk>~zp>i0irmDZO1^GoNQyI#j4kBT#l)n4cs5D7gJ3>k)rFF8$FLh5c{L{Y*W zd1XuSj=m+NK{vUBcsP29h}z+JiCIy?$E&IJzKxFV#jAo{#{Jx+^7zM&DUa=dJd-A5q8f9fV-9$_aABa%2}c(> z0MbD!0zP1;&|_N{CRLj@o|YYp87?AwfRijZA>qkmgrdSrxk8c|sS*+t%Woc4gDF0= zz!G{M#j^y-@k=kE;g5ZscOdWQ%wbPr~%qb#5nVwe< zV8~g`reK2L9ld6Y!%^jJxIIIYt0I+5>h(EQZ>&4hoE^hJ$Udm@R$};FBNp9%eug6R zDv)>VlG5_|!_D~@ucx)ur0O3yP&p8lcTxFxpCq?>PLLF|X;Vxa1~^d+a4H{R%bMS< z{(I%0+CRVjolI5Klse2t2Qja7c3yw;@ay~@{A88&liFKJQ8~2{oj{kwbHi^Qyl};o zACV@SKSbPHbM-WI`Qhh)N4lU5@%;V>{}0$kNEkZ zW6a3RLXEYDujzXfELGvRx@Jm-=assYI4cHj+oq4`=T=t2Xn`QBcYg$N>RXR00>zu} zRUf!u3&bBX;99=?U&w*(iy9DXh?#ypOO8!%)}o)=Ui`%+`+$uFPu4VtevtqEShdO< z+ep@D=vljIo1zUt5>27}-zzK(1*h)NvE%jgJ*w7r4VY4{MBa~M0L(_UQQOis#cF*@ z!n+uCaM@2B6kDOJgPCMoEiRoYtOFsS$)F1Y+N9rq|J@gJ*3?c^uwwQMv(kIx#*Rp} zkv@q^&e~sELv~GZVTO$WfqJ*#`vaJ}O1=8iPf=`@C5Vn`Qk-znFkaP$K1&{Bo3q&n zTdWtid&HrXq{s*su={Wm%~<(Pz=W519sS)k%BtW;nY`EF&C7N$WKwwLr^2tIT?%1o zHd6Wan*Ap@=@=1oyFAqhLqeX+Fi}uLrBJruj|4JYu%#nZM`_^b4@|QM3|AEh7!rgU zKpaen#DI(&h@XoDJ<~EmoxP@SJ5jx)o&UrNx_PxlGzp++A(~q;62E8lIX=d zDA5@RJ}D`gAmh>XGFY#?fL~QL3r!FMDPbaOK8Sf;9xghi zqHk`?YzT!jr{B3XMI(jTchzMD1A|Q(#hRUAov|>pVd%bcDZFXQ`&3sNRm=>79bo|Z zlpU$vykwHi4kK#zfL40$gfm{KPbQX6R19~ge%=6@BGU~Nchs#?gvkg)T{ftB9ibZkZ@dnhlxJ6sbY_>m zcw*|Z!K-nN$li8Sh-FM&3(L_~{Vv7Db)7%ZWQ*m!z!KTVH&wK?of}!ov=xB)oREhe7#zSbgh5rNgh|MkS zCQ*TJHny>=eUG^{ZQdN9TKG8zEf>3d;-hX6M4jnvKDo=BjD_<`U;oUu;MWC7j3DD; z-p7Q<7Ac3+@~CJ$N2pjl+IW^ZiS`(6(q>4Q{X|4caVnD_%{_3V^HL*r9=oBmAuP+(@!Od1B3kyc_LF{5^JqrSZiIU&#^buX&KlXH4oITn6qJ9#h8g8 z?yD?8()|Zxb0J_~7*%hJpJ;*=!S$<_Tp*MXK?fND(fW4!` ztHzl}FORR>!Ms|`N2Pb6`%33SDfc2H2%?yUSSMR7cc-)nX2;wFR(IliUY&Ahp zKLt)pb!fI!hOnULd{<(yA^09j8%Dc}O%wR`ZqzVLnmZ31csneSqXTE%Xl zH*aC(^&Zu$M|D9SrH=aqd>KyzTa1guEQY%R{tee+k4x#FlJ#x!ELT#ePLTH+Z7MT2bo0ssUNW& zasau_m=Lf)*_>$l#TU~Jdp8{Ne_{jpS)6ux3^JWgRiv?N`lC2HZDzoNKdS6e!JFP55^sRWjwd&XlKT8m$BI=(AEDLYSx1NGmZ&>usEV z?tv_Yyx}cINV6ZDM`i`wCiPZE^UN7@Y-gYp~+s0_;uZqhQd;h0cktS_XLG^9VBh&awYb+`vR_xe{f0X z^&2{v-#H1S71kPJkfTV=Bgx8xdODnvXPqW9p#cbnJnk&fkO3VdDX}f7MlH7bjSItg zJSWs_#flZ;2@X|8cv&jp{6o00g4raLEzzS&6%u~@neUFzT04FwQwl|Gz9YBHCvPfo zpI>MWtpq=joMu)Wd0kc@%FO>G3uQt;!Ap&l6JB{|-kf+*F_b*Gmg`seevp7Avl1i- zYpg!OXrcO4attfKl>ZJg{ZAa0)Xm6>V9T^OfZf}a-mcOI^q)F)PeANHwp}&LYSpX1 zuS=}F0@oNFU*K=Cy6yZo_amXV?_MaXFJ~tQ$AH}NuWvSQMQlym`sQ=;w|{uOw|?e5 zt>7<})pF&J1v&KSVRPcpLihL-^)eb{Rn_~){%Kr3-bcr|a&cuBp;c{gCts`i(j6iE zYOVKYe80GP@e9%uVt1-bvm*va-+Bw|Z0{OF3!PuAm1oC#t-tgnYjv1(u)AwY!0PpE zr@KB+*3@MDH|4KxcWRsH|LAgU!VeTGb)&b*X!-A@`A?o^uMR=fA}ew2hnLa5dtOnP zhM7LU<-7(!`D?g00>`ma_fC5+BPZ?re>~%@ffjWmDug07KYvFZ@%$ zPROXHa6sY=rFkO%7qT_BcD;mE$++{}m?O{U|CdDd-NV*M+3@Buwnv-Q+5rcoV`Bm> zM28$ZW}i7sl6pb>5mFVKk++%=01_$Hhk%`choU_ab_4<$e4A`Pg7yS z0L3yIBQq+hxm6?d-3uP<^g)z8R~xpKhWo*{Ud8K=1Gl?K^54CD6T6y9OJa79W?$7$F^N93!T)v244z1h=Ye5VUf@mL8)CMWZN0p~#~+Vl z?p0_dev87|RsvIQ)MWIKT5{py#hz)50$dS4M?a&7{I*}ew6Mg~Lr!^y#xSQkFw=_u z$WhsQ%f0*s^Y*8TDB``4PQ)#*DEJk#sT|zG)!v7Vm;|%DSJBh07cc^nDDdXZJ1cSB z67e+MdAuRDhAIA$jG(7In*=wQS!ui>9ldZvK%33yoO}BMi28qcdlR^t^Y;J$7{hFq z8KjXg$gU#Fo{YgHOSDiTgF*|DWkNI?GmI@NOOz#2DO)K?8B3IEN{h;pC8;E&qLlyh zIu*HR?(c8z@BjP#p2vM_s?#~=^ZC3#*ZaDz*K+k??U#$8E&M>B-fb^HXN8z8Hkow) zyBdOJF?Tt(^pDT9=dn;KsOtNF|8yoCfdB*+_)B!pz`H?G1;La_JpOfqb6K$hlKh11 z(+e}m;(gf=GH)@iV~$Gev2fQG_vpRkzlyM?>0)sPqB#%tzD#msY^mHCmo8u4<%;yJ z2Q7i_`ua2A92CGq5$_n-949A&w}Us!+%(F`BOp<717|*g8wB-JOuS&q>=E&+cpmBN zpX0`K8ryBcx1Y84UNzMD5MApVE4Vf@H~*zaWDA7h{-11nK|Q-(u13DN=}2uot6ZhN zI=u%;-aY2KV_zwMQ1ee>yimU1dl;)Ii`{xZ`#0u-HP7(cf#(EPW|^80xCdm5)r!zI zNBq<{z~t~Inb%1%9O;M=vNe^WIo$@*Mt>;B1@y0$xr*;829!(18(B>G@LbBcc(-Ot z$!VdK{7yA4%1XI=pfJ_**d>lPR0!wiXte27fX4pJIT3nf@R$H9%n?eO*zOZ znkei@Y;`&til9zr_X#=#H!@9l0Dtf-Zk5d2df>DJjFs;?gk zPer=R%12C>c`#8)GSjG>g6ZBV^KK|I!C2r(o#M)7863^LxVl0`IsBShL8_8o^!2zW z2cZAiNPj^@gE0|NP-Z10OW#YVBS@G|2tjoAuBdkLi`2$yL zKNkjE%Y;@yYM&Hys5Mn$*H(bc2O#e z;QrnEU39y$dEW{;_s_%!iI%XJ_Ynaew~kq?gkRo9Agg<0 zXLLjHOeyAmP^fP>^(4Ul1a2~jwobu?lztB*u9d}~CtY}2Ve`udEp1B|HEfYqy&j;Ju8bEI z^DAiWLYAW1{u6_OP$&{(ye>BfJ8-+M1YK%AfnB-`Xu@g_@k$}2Dw)I~7SEzt;miwN z>DMnh3+WO-F+X`s2QxmBIK~-HMtPfxbWrS=VZEAiwZs^NaLo!fa)&g~JYSS6f*b?p z8OR7X>7IJ@nlczzU7_gx9n6S_z1fdY`_P@6D6lS>&8)<@-AImU4LM8elfu$GUX?H5sBIrgK0aFf?353ySs0b6ik4Dx1~HmoI<#2|0;Rb=qKmc+4Y*k(!UGW% zY5R}ngBV$$>z=Xd*(l|VO-MN}*tP7~F2vMEgS2hD2<|Z^Y$P;SwgQRtfDIx^GMr4O zFts)n5;_DQ>|f-02kDjdA{7$mFi42F=H}CCaZcUGC9vvW5B5^HwcJTcFZj}!_AcMZ z5K=%Ov0g(!m;SgU)nwuk%npdM;#~zJRLIu!_Mm+Hhe|x%6=ykLX1~=zmM8Nw6v4tqRDOjMbzmeDdTU2j5Xl=9$eH?MoM z1V46~99>-zD289Ma+wwfjuwgp#v!cj+I^Dl5h(a6fhz^U;y+f!&DyBmAt&{3KL9NZ zk0Fe5hxBxiL?&N6bZ8aHN*7MNtq)_1$1_DvmId8GbO-{&Bi7pODvtWNz=(4L7IHus zd+-%V5SEV+PvP#NI?ccYWY{6z0THP?%?C=c(S>QFQn7{MaV#zt#r2zA1a&D6+T zBq0-&7G+})=ydmMP&%QD2v+jn)xRyssnLYVySo`RRNiI2aiSz5`eY!}5tfDc2a3^( z(y~`n!peyX^x>gL8N=KE4`grwm3`{E8Dx8Hl(&d)-2X)7h%C8IP$vh&BW9@>9wS|e zfJh~*SkeM_4Jn63ktM}HdXa%a!6HuP+AY6P{qCcgYAZ!=1|I+I@({(&TOFO&i~8#1 zj>^7PhYs_z!?tbMytxK^`roJymyd>7SPO;K%*T3@RdNPrsRrp$hx@tO8nUz+OqY=_s`9RSp|A^3{+xQ5t9 z{yW**OJxSDTs8cYsO*e|_eZx@mrMx59z+=V(nttHY)GhF<>t;<{njULUVuJxoe6o%2k8fq) zZo5Xe4jlYIH)aL z0h^a=X?CIPlkE|h-~c}gpgFk8uwmYm$(@RBx;$U>{mZL8e$gJW_B)LD4P-h5I4O#m zoJa1s7hRdHs*U3tC5hN~v5Q@`cUt{G*N`g_{L8p0`p?yRuRGf{f6fe&9CNaLm%tI{ z<}^ZdF^i#BjSr7(ANV=2S6~2F$OfLciAm&%?Q&Y^yC&OsO&|UAr={L2?5!6T8x8)d z0-%$tPv+wp9X))_<^}_GpWpbUZDG@kQl`dC0WlQCQ;D%I0C>o@v|s2L3|X%pMxR zNnO>W;nW?}2$VpklP7m-zFDnmY9qI?oj04!fcC>mc{xUZ=67=3Ysbyy*rr-%IzGWv zc?u{wX``iJWQo7^HfIV+OohDdq08q!`H~72ew_%?kPH9ZVCLX9)f&%+e-?8u?wskc zMfX0mKK6l=-Gk$wIb$1Wc&}gkV|_SXQ@%blgu`@dYLjslv*K{uW-;@(UeaP|IyL13 zm`|R4WHu)g?({iv|J{}4XY;vd1N-~MeH4LTZJw^KU)-SZUa_|Fbq4SaGvn^ut)YiZ z`3~)HGu90p$)JtV7ZgDkj~-fvmxx%>rl&sP?sih6W>vVAa-(7=xUM&~*UYB6dS5;9 zdGq?PsB}#t8}?oZA*fk9n}w`?WX0=>Iw*`wugo?`6Vi(M592;ERVTI?r(Kz4khb{y z8Ijd1Hty~h`(5Qn3R537I`25XAgvz-+37lNR{^kfZ)iFVE6GdpO0eyxO5QGm3M4us ze>o7}D+9|XI)JI4mM=u2bL)6TMMc5dwhR7*9uydIW$fUpRW}^;#M+3_2I=D060tEN z!Z2YMf}nsmv$5(JL)u)sfW^Dmo@k+BSuU)I`{9myyD_y{J^Bu}4rHvJ;EQkzgy~9u zASys#UE%cQ^DiOcbq+C8;p(KS>)i7D1qo(gPcDYP+MK=+&us6WHTOKP*57~Y&}I6n z+cG8y!5DNjj(izu<=j(mP*4g#8vJpXkm7|4EQ%YIb##L-9XPa1+|;CKb3X+n7^(L} zwo+}{H{aZAct^#t&d@<-2bfZ)Yg7E}`+=*4Q$ZUJYD z8<+SV8K%fxD1SQP7N z;uL-`2k^3_OF!I4PlL#_*~a+k{QU2qf{+{nYMHgEdik z?b}s88xwe+{h~j;Qf2=fB|Qs3*zg$hrUfL3EfuA+$Fw^FgK%x(`QJHF#D|k{a2(=b zB$B3&hC=3;qqB4Dt!ViPlznpO(+Ip{w_sF4)2BOt7%l#=>owk z7|r$6#z2D5hn6tE0fCxp1^TUCFZ2~TO&s(_-eg$Dq=%;GX*!=a>v8PlJp)+_hRThL zT3r}vKs97e9@R{2vjZD|UKBQX8KMg@IKYcc41}g*3LuVxaAtcqcqS)L&|3D4D|2)_ zc04RcII;!D*uATs8&Y}NJ-Hd7HuU>rVpwiC>UzaoTiXIYt2tr|jU(K<9{NclUSuhW z4Ma~@hxsxFLClAxNESbIfuMy)Dn7J%ez#vf9l5kPS@M>!apgnBY5~>=?lGy1n$*~K^`Ox8wCaj75D)X6E~us+MxfNyFwteP#B1 z!I>u@JJNUj_1Est^el56)pjmL6J>iG`Xpo@vy;r`o;+)-r#c`kXj(4w5g7;BH|p8twgspF zFXV+%5RH}jC$uOm3i3cU6Kz7wp1GKnJqrr^yk$vVMMY_uPzH`?x`mTUO^bp;B%CYJ zq_Z_;1~kcAT)is45<{mAhn+M7k48p5$eR)xmgYOqX%5x{B03|UL6Dofb5j{r>9#wg zira9s+zSPO6g|FBY-Z>gyHs}_os<)fbXXxA{zxAYgdo+!xY3Dv!T#(uWplbWazp6$zR}38Td}>ptpU*D4`{Rq~wyn)Zz1=s=m(D%I zk<3S;CA*ARs>YXr#NaS!ib&4Xf}=9%?4IdbrAJ^QPz$Z_u1dhEr8V*_;jw`?o#xY!dutbo#3hHDqKMc zbu8e+Z0eR_@W(HBKJ8{Gw&WU0Yz5QKfK_{iAq@}3F|>%kPlpF>nyarJhF3qaSzgXO zuMG_qA@1Q%JO7sta!7-h0s$Gh3tK;AO_h;Y!qXTJI&?QG^-=~?vnL)pIX7+pd=t9X z)?9#-AI5;%i?_CfYon^h=P`}x?ELJsR@_z(k1jYqs3zDog~~;z{y!7q?u>{@&@0G+CTS`wo&XF|OW#AqE7XzPf(lLMO+4rYW z8yEk4ZP_o9JQ_jCiqQ{`HXq5@*DLnTwr7m%N+>oXp=kQ2cHb__d5Q%q*t38|y0;3c znB^8lfN3%8&FjS`5o_12n-*0KMzgf+v4z}lew$*Fu3R~`;ugBgz>G`R|ET7qdJH*k zbaPb+hsj)mPd^o{u;??Q8FpiK<7^9w57%s+kL)9)27X;7n8X?4p=L-2obW|B06&n_ zeBzN(Tl|9QuL+BL!rr0tRdOJGY8Hy|0y~IY_CT_6EL|gMLu_fWdHRv=+O#e-i=(Eh)$Zk&)eEeXZkbk#4@Xgsy`5-h-qEgD^suo z$@AtrKbskTuj*1|oZW1lo%q=<%}gprd>WXvYTH%QyUvTvYF|aYZFzhuW_4Y~OL%J1|GTXU9%%n_L11pw-&76K(lhOwm4jmd~ zZQWvVkk#{`XF78~k2vM18{Xf^>M?mxhG0zW;o_Mst|_Q`sj&`$jd{*nlW$!{v&DUV z^}b12rm0?yn{PIH^SJu({?0Fqu9HQ?pB|2%2j<4Tq(w)mnSlbP%XIzJv6Eq0MO3M_ zZcXcDJQG^3+9d4@Xn^t9bg}o6T1gB_Na@cxM3O`@SI9=(6q_)jC&qe>$L@n8t{<`p z{z-#ecD!gpL`Fk({+VL{xxv_Tgt@YoFA;gDp5H)fnYN~_Z2$#s;0y!T+|hrg#) zuA+BEpfJzKA6s*c9)CLU>ls5`G%7#YyOp)-gUw9WXHjFs=&#@iKPJ(Y;@_; zM|H81UDwIsrgh}k4|IDy(EaGDedC|l+oi|JEj-9!#!7J#!OoNky?37br^-;U$;pZ< zq#Z~2RGuT;gqn(>c`27oOtGZP�vS9Jp0E5bk6-SpSUB?XgCW(ILA^BD-UqAYW+ zquE;LXXU5YWUG}Cv*IxIfrk*btMM|Upo%BunGK-`UQ@@>_UW z?O}jHSDtpxbrH8zU>NzfNko-&;W;7LPKA{9arg1jHnf?LS0xS*BDE@0GtoICCnQrG9jxn7WcJ^H1kj#K+o3w@C znl{$Y)@(RE{bpC@&8J#4!-mk|mCY{G{`W_?^lP{M>K8iGns$2oMrrGmd!KpN=a!}Z zOJ-F1V57G#(LQ!_hYS|y>dXD4eU)tuKm;bnJ!WE5uW~=zf8ItOQBD^cLLo7jjlWlYw70Z{D0-+`_eU4$T1Zd+N37HQ>$*uBSMjbSZm7 z^fwEL$0NcnD?0$$mOGbkK+OycQ5azfD=Jj8NRd8dPeBDDKJG}gw!bV}o9U1)mgatH zknT<~7feJ6ojUDLT?SjH%kA>gv_PX(yYHtA7EuL3dg}O+-84}7ld=>T};rJ6H!G} z?Ixgm7ej6pF;+PDrh4TtggrL5XFj0?rL;)s)5mx#^H^U!?&oMUL8cO$MMCXobkuaw zr;u=*!p>d>LBX#$d1{c$^Mk?+WFWkz^|`axRuo4T>x-$WkV;{F1hI1qt&vQ=`?HtZ z#lq6P_w@#CH;$J5RkYP)V_ghIS0nd_!(IUR+CdU)v*NaH=o?568?vbQ4l;D29D&XO&b3s&Qpdw z*9$SYB<`YBWZQ+OD;&2-Z#UZU+F9g8~BY!Nplmi?bGCl+{+e#saDF72QtGYXmZns)7uYOy^iI2q8~%xadxeDWgE6k!}2AV!GK z?p+c>Bp~N>+l`7G2M4{cf~Nx2o_qDMt>LH+F(9|cmVV;&6-v-QiT_GAC|zITafTS7 zh@xtsV(rgAi(g|3)s;+>5`iB(nxOA+DlYX*E0sWka!C4TRN#c|8GefHhAfJMYnyin zrUf()otT)ZLK!~HnAUh&6JnJlY45$RFLFivb%rGk#dPK;!%20}B}GZI!PI{*Vcas^ z)zwwZ@}-(wfmK!9&;|GwGe_u8l;PCpBz2OPFiK9cj4suyzfO}fDHrjz zLFxT!wVpqnedz0Q^ySv$=gxVS#y=##Rv#QN)avsgGrr)V98z5>* zs-zjAQ51e33@Gt)UY))LJ2YwD(tU&Ud+y-=ytQ{0#kP|I1}&W3wC&%SbloPCD=?rq z`*=V@-2av`kcv7kJ|iQenaT(L%@Qk4uF8*|pB@r&<6K->?#GqdW;?6x&a^h@IlP~# zSJsZ$IFqfzSI({S{^)79xvvLl_1bJ2w&y@-kHG0m&wXTk%fTZv&ZKR>cI7wRvi6-A z9|d{+(+RbOM%qo#Fsf=E2(z0%B)CFXsC~M zD1ZKZa>vg24vJYBy1S1t!=1E(S&Jh=;Hyq6U4ZKEBgQm;ND>? z3kd6{3+{7_(g}mTCrmVK!M`RmI%!uzVpoVcrr7Tb5kJB?&%81Mu;+$*LgS0VL6Q7Y zC}Htow3eYt&yZb_gThKCln)Fhy?Gqmv6;ieuFaB)29J3vJ8f5jyiA!R8#o-Owd<<1 z;^an>8HTRpRARc1dI0*XrlSymB?`gkl5rd22*Pd=cjC?*og*wou^U5pP%6q}dayDE zCZJT*iw;+9H;g+U}Xi}AGb0*Nqyl16(HG|5;24@~sj7*|ba`%+R976FE zjx5x;gM_c{prg{KrjH@^+mwm62 z|N1e3T&7V4EBmf6J^dj83A|H^yW3cIaS5U_E4|H)CnHuR=9A0y0PCi2eYy!g|Gab@ zr3(XS`~U}MAWiniaDW*&VW)nB{v@HB;`5f>=)s(rxs&d19(RjPhW*G!XQ%YXqhIH0 z%Wfq)Q=(rWRgG+Y_Gg-`vt>5(^bg#6#U%Anj2Y8Du>Gpr4HGx`SSy0vfPw)U^DfJ8 zY&Z8VLsC${Xali&It<&>9%)>KBs;>hcAwKHqtd{@;5S#!gGBuocod{A zY18Z~k<%T?``o;-3aj7f^BRtN^XrF-G2gV0)VbtSe95O=;oTenxz|_MC4UcJd$01r zrSgOZFV0YRX3eIxP;BDC%O72= zVlG}X{eQE9YH}a^zC#biJHc$8AyYPNZMz;gau;JlKd`a=m!d8YAFaOk>KylV>pr^M z-0ecA&C_?@OM1C}^>r1ekCg?R@?;KH!q*AwGabxrZ4ZHQBTld>Uaau_aOIri(q|n# z+R||YJQs4eE`~H|-4Bu;2kJ2+!_$>-0dS6G0cMBLCzu)FlPY(*rRYjWRuGjjyAOByEQT&<*Ec-=iFQVH&VW%nE*4$+DAVOxB{?KuV1 zi#y)xmFeG&A}2^scV~hviMbHFrCx)FU4)gmmFKV%Q<1}P?I;JA* zF&t(6aV3DiE>@t1?j+*KlRb9r3ZP4E*mK2edqU{~ypfG|%b-pq$)3(Pas8x&a)fqm z!HH0EbNKj&|A3YF6IZ}v11t-Rw3lw-QX5d~kTqViDF@rnpve%JucL1MEHw@b*L1X2 zMOIDS;zaTb`%$#F#gi4jrVozyQiTKu?RF0>&GhR1ZJf->41<3hH%0HcTFy-_Ak*UR z$Lp{E9CVx`Wd9b=Em0RpvO`Vicl!1UBe9Y^xPMLYCelxtSR{83yj1}w1idDe>vm+` z=m=8P_~-s<5C+kDD}e`osgX}@?y9Bziax4RP-!EJXtN$w(ub{K^K* zC!ZWw7bJgUn|`C|L>`gaO%fGu6wkRgj3#5IA?|lX`6IlzcoUHF&B(Phk_meV)w%jG zT79!BKMI(>`rIkUX~`>+_PWpAxMusn-s~prqZ-BBOb|QU z=zhk!oigH3FAi$LI^g%achAp0tr$3z`-7-eC^NJ;2F!@Yk&-CGJQr5e5xZD_dO!9k ziw3VO3sORLc=iNbmQW5)S2j8rLZE1hD6ADds|YYM*8t8Yi@uv!2?!S!@h#gC>v-UU zKBAA+2ojogAzM=n@dpGv!_pI&TQ)4kc`Hv+0Niu z9EsY4P@PL}8y*IISK1tB*5~#?e|$B+PG_laxe2-Wt`VlU~LVbSJ+ z?!YD@bT~zPRz(&rco-31szR#ngZtfDtEl*K7AzBPnhSMVNP$XO4yB`K5u_&(If{=( z`(Z1-b(fZ&zyPO3;piKoZCrcEcQeo zVGxzxc~d=wsK#`xJw%Iup5<*A`AfHo2@u!q46LY-q$-5<9UsOGafBf-XwfGDP9j0r z&n|D-=sFHCa#H~2Oy>V0O-LKFXg52#houR!J#^~5L&kSC@kl}y;X61DZX2n9V@;l? zB;4c-b*T92v4Be;6zA@(mOGE)R1B}X$bL!tL|{qt?2%u8&2Fmcs8!`T`dQ)gtR3UJ zqQqd>OvuHRNq~<1Y_Iu0cj0JLPZh*T=60-uPCMSLYRe_QQTK_A`piFwR_vqSy6u&U z=|SPlq-T4%Zqj9rhX(Oj<~!7Tq^eCA@KtTgtAIKa`KJg@MLP?xeH)Af&b>@aq90}1 z&I@Idxb#gXcmqxtJ=VTG#eBD$n_IjnL||l#pvSV_%k!UMcb7E0CnAJ)1Dy=;2KUT` zTp`Z2nuYAC5V20EJF`0oE2i;JBiyNwmf##i2V`oN1Jn$PZPW;-PDO-ozNdG|_5IgY z-*8wC7~Sj_f~fMTc#Nr$$bEYKblw+N|8LzzV@nr8%-w1LJef`1 z3J)EiIYY4t5siop1=&3G`L8m;3dtp7Xp_UbH5rJ@^!&^d!$q^5GZg?9TPmd?*i36> z1;LpN?u20A0m_jE4I6idrz9BBsd-y%q7l7{GclehU|hmLq2qF$TTs(c%r!8A#;if6 zQE?w6yLU0-wzt`A@`3sWFR%Wq!lOj{Z7~0@@2J)HD=o+n1)-$=t+lNDxhFkWjKc#F zYlF)=mE3ZX;@{n_ORXPO?b);2VFc%X=ImFmQXVFZDx5UQy<3Ma{H|Gzoz@NI8xl%k@;L@sP%HTu)~Ulb0Jb0@hI<|-LGH2Q0AM7 zTex)fl?ER*G5kjW zo5zb2-7eIO5F?f1q`THLma_YXt{Dd_qvQjNAR>XLoy@vTJ4lATFw@Ij#H97XMG6X$ zpZX>ExsDk%%Az9Nn}i0?N_^RCA8v&;oM_WXA=}YDrv97wn`;d^CcTifGMGFBVWZs} zKDwY%EFrBeJp{5pTJ0X+7c;?V9x@&?eS}VRk4+nu&Vt5Aalzf!ZSVJA!<*Q`O&Aq_ zTn8sCcq^8kgy9>J8vI4%_cWeGsw!hfnA${`1D5*DW=)OH4-xAi+!Q;UgP_Gw=L2L3 z%1Vxa14|H$H6Xw{0prQPK>NFkivs?v@m|`eFXa=7c=)!iouwut6);IlWl}1dZ5d6C zHL<8$yHXBNoJn;H?<;h$7OX#InepeJf3}Er(p)`#M*T4EXo0i@DYfJ|QA`V!dAXR7+Rb;Sp(Ivy zC~l2mdyt(UhKy)OxY8SLtvnD#YI~&-hC!(Kvw-|I5S-St?ZUH@@Z=2(TIu4#D!97% z8h^KhRJBc$#>#?$&OK9nzMC&|u;e7e`bc?rkKTPN5N(B93d3W>%Pw6Ka4}qA!o^uh zZ{eEtqF|A+Wg^faUGXO!6l```QI;RSHFB?|J3yPN@RCWU0)R&3?Y$02&pp}8&=Tiv zLbw=)(l(NuQwA)v3p{oys5vI5MYYEy%mwrUvqN82R`x>l3Ta~!g_!UJsrw4)>B{wM z&sb58OFG}~V$?5vs4H7)roBq(jh0PJ2r0xg=EG&FfD)lgds(K!$W|lmW%iPld-XZ+ z>ph^oz>;55{n~}stU>H2qR&2c3d<7@V$C6LC?%Pin^}CQjCPaka0A8ncIHf*yS6&r z;|bY}Jp4b|OO$tO$!w>GiB-<+6mDa|Lxrj(wiE9P3C}7(AZY?|({%pn{8zZXiT^D* z=c!YlQ24=ZK_I2Org{~G#BXFoBTb}X6FyPKZi7bXOXUth-zW%%zz&=NG06wamfO{= zvgUR*bWfglO0CJ1v(evMTR4vEx{V1`V_mPgzDvlitL*8Pv!(uKCa!CFMVjMx%q;Gy z@cO*v?5Y)2D=JePq@H4+RA2^vSmK_~PCB)qFXuXgB^v+uGz&i~8vnoTABVRlX8C>~ zr6+(AcX@$OI`JiwkiF8&uQpVaX*Fc%qijT#okY-Ze`~EpmVu_YM6yB1G82D>1>tua z%eF5yenLVTh40ZUaxQTIahJyaix)3iRBkBuNK>MUnRhjWeN2n?RBud}!c$CY!kmGo z_&9k?0YJ?(In}DwjYuM^!fHJmfd7x;KuBwxHzd!6GVgA4=bzs_lhg<|f`)0j#Vega zZ>YL7nV{A6VNxRl!=XAV2DvtKjRxE@J+=CY_k-evcUJJeGbJbL9!t3<(rk&`g3L-e zz)6DDj=SQhgq8R0=EGj3jgQE%2?@dC$6-6yh2 zv813wO9C}7$>bw-DS#9)=ib*lr|N)FsSRG@FRVAgTG4V%l6=Aaa(( zf(;tg3H4&20~W1VKOb>>_xq>gt)Z`f z1J&X8_Qqz{h9AkEo<_ED?6mBxTo!;3st`0IK77G0oT;z=b z`O_8w(aZ2>5#P|jz#wo0S%SHv__VX@(uxuVoosnc6Umi*AAX;O#A?Eocq1k||D|&9 z|Cw0)h`zKbrf5N7vG|H(?uyr;>b41*A+S_0S8Ok8s5O zU~M8OXrsVnu-duBkw=cB{?HpfCC0Yyj$jQ$`FYJav0Q}{)19^_w+lpJM$;~Na&wRn zc*Xx4Wr9uSUKp}s)XKC6@c`7I^05&q9)er3Arw_TgxGW{WGLSIg_R-OBK|YNtfZi| z2aptS5#MeN83rS6uWXB`{xe2XAbVXV8I`MJaI__qP-TI#sVC#NNv_4pGOY~vcKSmW zjtl?moeEs@O3K5Oa|ibC@9kkjCrfe5*7w#-t{8v+B_S_FW_Tg|+5*_bENT z)af*Z-t@B`J5|XD*|b0gh11s;Rnsh=tUq>ROv=jh0A zc&OuDZm+B*?06)7M#EPI`K=0Q=zlh-caNcG=Ut6Ev0Qe6@K*0mbnZar+V1`S-Y3%M zVZ$lYij5;wdhFae-$F(z6uY~{)sBx-m(x@87`TPAK}{?$EvAHG5id3;Vhk=e8t^a? zB_!@0X1~;mRZ5dd*+nLu)IP4<9>I*XhA_IZj>f>5chY$82Ki_)6YLA1v14X?vN!(X z2Y_@OECjw{&&b^Y2k{Y!DbdhfgIZd+wVgX(NU;U*q3AazV*4drs!JDQ+PKKFfBT5> z`5yt)>APwe{#!`>o9w-PSWdb!NB-?&;7*30L_|i~lU<9@o>YVFcTVPiC&1s|&dUZg zB7D7l#GDtlZB!Ww1`@(hr@Mbl-i!rU1Pp|!w$UVz86?Gl2fpDC*5xdyKNVMA!oQg^ zEDsu(?t2^IZ>zp22x4RMPrdA2of$Lh8`W0|tFb#lw!SdzTr!deEF{@Z9ParyQypW(Ut|BB0heV4!PQuR-h zd=jny_AGgJr4?f@tX0w6ySGf~Sm!0Ow79-=6V;c(FvmsB1P=?k>4#aQQ$uS9h5bw6 z?g-B(n6@8n-!Yh+hz}LI%cEH`_*rf$upM^(Q_N@Cr9Uj@nZ!iJV*wqtHcnhd)_A}3 zqLMRN?>edqg{nxHxAV8{$WF{?gJKLG0t+0eLn+=$>vAD&88WU*5?&d;LFz$&UyQ6O zz%Dfm(eg`~M=MQ=4f3=3_~nqJr9eRFB9a>!<0xh#(#vMdi?Dz(SCt}qS+(1(`k%1Q zPsl*?%!C6E5>NHJd7eSyi%ShBJQ z2tzFDC!n=CgsjzDXGX>U@>#uQ(Q_Y~QyMrXpiW|BA!R~cEKk$>H?h3%L@B+vF(js* z0-Q`)waM+m+jN(All30+L;Z`daGDModhqv8#fM>jF~*=NIT*&_St=0v3$}XWo zk#V`s%-=w>gs!nz8HzlNyTHZ;8n~t-358hMNOumglnM6|96S5E=zazGn2*wY*o!UV zjJ>npT+1xRgh`IYai_^NX&6KEq1*^jC;wH=$@DFIE28)H?7KT5H|$xx@Sfd&;cY8? z@_L{2ArrEP7U>cEMa?Pm|MW0cj3fkNV<#IP2_i85M24;%x7$`TxSN|^R7+wJMFah4 zmij+!C+fPcaC3h8bjy>-ka^FZ9;?eMj$XcW@wJdWOojhlSNnJ`SQ}0YpEGR^;9$-e z$Gu1kG$_aAr1Ob-T$prNTVG_Kcr}COnn#C1diR(b3~0YG^N4QQjheY z8>eqCO$;N|JGWF( zc5lh%aZ%#bq#>4i$}vHLUD6oy)WcI~GEglTPbWjcfl#?HHh9+jmMSV;XbOVaS!7w= z1pT?EuhoqPf7fkS?cT3ZZmhkY@cHuNl-=;kIem5hO^Vl z#RRqIO0Q0ag4z8&_T!dt@uF4rXDW)By(SD9X+`i5fP(qY(}J2YorQ*BPEYgC(5 zYC7U{(JQc;m8)5~{>`+rMfdc;XT0{bo8bO0!HE@VJgsl%j(m0Nb$3a>i_inu{qhCK zrB+a3)?H|Hy`Dt&KkrGrf4ZG|PZ%)LioUTl7+6liSJhG5=zfsxmddOLB-GBMfB%!n zoCelOD`Vc{8^_6FMarZh)Fkn`LRT$w9ccoKjGe&l+2*$FyiBy62fJbgI@VKI{D@CI zH_fsk%WH1<+J6o5<$fb&7QYAKVT0TDj)$|gaQ-%|qJdq-6`p?MZb5&cRmQJ|o$bh8 zK%bJ2L z1ESCN2%dmUm*(w`R@A1W{-QDj%1*=IqxZy#g`bo#t11|HS|(YE%pq+hukO19Gi-r$ z#V#HePap=N7@z-Ywi|*vhMl0;-*S@E+!{2LL7r(3|7ou}B>#FtMXHRUe+v}l-OAd1U)53w@^UljI_Mm~EDsaCpdIkPT(%7%y~)mF$Lvu&+YYb|L0f*4s_ z_vo7}h>`jYXn{d9w5`usiBb9Z@n(n-WH8A8N_D(0t7gVfeca}uoG5OjlB@rJ(bj;Hc*e{)n^|RTc7eCzOdL1Y*CBNNH{DqkbU}k*sqch$0M0ES?Tp*YLmYSFahSDVmJKK{6SU&>w4E^$wK z=E5gbCUsIcCB&xSt1r;d_{%>h4PJvXIR!!4Tocv&9csjC? zC)267>GP$AA$i3|&D3SIuwMcMVi{8nto$}@^&=j(`uy{mp>NNM!l|9~&v^uQ<5Zxn z#PP3C{3AHwhLdUd$Y^8MH41@wOlJ`tJE@--j{XfCuxrTj;NM3dI5ckOer!W2>%VpX zhXJeXf-h^*J-!gUCY+6DZ9=` z!2vZoMYlGs3`UT8FvqzoP?4f=m+BFZ}2 z>*KTC+kvJ(+mhN}pE7dK`P^1Ei4J4}pN7NrL$g z8+I!ofi)uTaCpgy*|Uh}$iU2Y)BcumBw}ZWu)|Z^ddBs`+>pix=!yA0XR8lBcV^z8 zHMei4@iB8Izk{jkip(@JPC3t#tw>y4lYFNwG0`%5b(9pCLfT+Z)Fg6J%}P87TJaeu zFt~n3qQ>S8gN0(BC0>mLOR+DJaSKodBpixxf-UCQASGx%aiyvv#&D0mW3jY?jq9D( zxMTl!C8n~iezw7GK~dso)wi~Cn#q0beh~cNTX)J_Q5(RNwalugMb!`*Ei@xD#GiiS zY5dR^M1(qLzVo6EmmJqua$NOHGx<)@Ea1OUJ1YBt1@P)8(R$1cy*lU2iIyMI+p(=( zw>h2I^nydI7e)`3_fTv($PL?W==a8e;-{7aX}<%F*ndp{Rg_Ot{-bVOo0f^W`oE@S zY5FxFuBXsMyOgOG_X-?uU=U-&V8w$l8v!=2pYW#JxIU5k#P^JHL`=8VEoVp7y}q~4 z|6I}N1s;5W>Q8|8n61i&K;9FrTi@UR3oT=N=l}cY7t{4!1N`-C45}Yb7vv246aWM# z86|Eo==S&bn;K3=`^9p6%WA(b9+#xAN_-)2~uoU#g^Df_L$NmSdu>Z0L8S_eV0 zGkU;$h}>aW3-xvjfrO|JvrORNRAT?aG@{%;6&R$yIMN{ThqH~Xj_=sv&IYYg)6y3d zl0FcN^_1z%xCMNQ8(&hE8gBwBE5zZcd+9SvSXXH<5)L5_DkK-(>XCBJFXU-w#)M znZGN=x$O3tbA9IX!9A;xrU)zuawfcBac`6Xc+(a}ncdI(XyDMc4|N+iC4yTuE>EKK zRIm3OCJ$+43AYJa5F4SdS^ z^y$Zg!_^KXcQ*tDIG)v>Vl{Jae>E}R4ZQ;aghM-K=NzH0wR&?rOLP;TMAHZrM9AZx zd(kt#h2h{7!bs?GV+6-zyNk@*x;yJXQw?}>}vJ8 zef?-4@8REFNx~X1poh+hd5fG+)^#tizitG1LJTEoB*g1cVRI@blUpfyfT)L|ELdha z(9vSCib6uuQKTh;3n|%wFp*NtrcAdvaI%4V4aiah{thjgu26I{J-i8W&^z{=+hXq_ z%O}Vja?KE!ECFEn(wjucFOZ+u0*LL8fL14y^aB|zfzRV=rH6%3t5>{89wXisym=33 z9!MLQc)C%;5cdRMnRh068!i~q6BIEQ9nzKFI<-8(S~6YT&>dgTObimAgx_x#Ur4fG zM)V1P28Xa-Y+h00t<@!Ud=s&vMuOV@T*~QuS?c3$_QR_90mU0WG zw!S%Bz`fc?u&()=h-SPmgIMA|x1L=9z0;cFhgq_K+a#JU75rZhaeK6E4>A)w*g z1t{P0(E5Sar$M7-tPA6|1v?Gv1f3~@!4g;yy#PZ zYlXkGum6SK`QFaVFLPReFV?-0LMt!jaJO%Vj*#Qr4bPMpA8Y<>Fh%5l$2PA(kA zFOJoMH!4@`n>^r|{v+O zzr1+?W5=7a;NN?s)eXO$usQQ|-EZ73a$%1BpJ9b=d3>XeY^toNt`ud7Op zwUz1iEvGjE{l9yonz#NtOrGZ$yI5FEF1|gg&}UVrSFbWpx98bYmBfI7VL`nUZkuh- zICSUrZ;OXrv3HBQcyas9u+>pTg|gcyHvr{0HgI3Y#J;!se)+|2<)Q8&5j(HS#np?g z>IYscX_{~A$QNyot*TT}7lQA|cm0)@3;TZE$e5w8I$f<52j2oTSLJ*|(LKeou>glVpxwi_Q0bxesUx&o|Mtag*+rZ=R04nvrp?RB`M#qlK@( zuxk+W!=U*y?mr~!@Yg+YQnxg4|5?4m*Vo0BIMs~k)$x8&-A3U%OS$Sl{q*3*wr{LL zMl^|$75)L6GjB3w*2$HV8Z|2Lp0qvVW`Z&d>~=n1Id@fND@C;|%9@8;{QV7H%KuDl zR+~Sk4m`K-Q`2_Chx6l2#VI3Bx5%W?tvIH-e5Gnm6Jb5u2S<#ipp@+a@WeVZQX|F& zuLo^~x9aeuW8Lb?y?uwCEo6*UFut4MqAeO<^tg{cKx{*>g6}WZ`vYz|{Uo^vRKnsE z#kz|LV-#*j!PzQ1zX5N28^U5-oSHXFT)Q&%n5w*pOvMoYJh7?(>=3j}*da(yVsHC3 zSoTHB&JY6GgmQlWvd@NH@+xlLjbJE`w9u+LeJ@u(_GP(-V#@ivHmHf^lc}*na;}hR zNUlR7KP?RWI*{%({pcRa`gKhgsedpZGcCFFfkz)F-_pXgz+Pb!-Jd_#DF3nK#A|Cu z9S}zIN^SGoZ>n=cL-MO^(q8SnDM@hP4JDoHeZ&R}C8(ZhrUbjcOk6j&XdN9Fn&2S^L%JPHPLnFF}DRV_-f<6g zPwu>Snf@)0#WtV099?|HzIV+dY=*o#mTD^Ox?(8>Laem z5VgiOQQ*S-6|;!jxxVhEZr;UwV zJx4FQ<4H61_kR95Jl59wL1^6Fez6gYs=V7~B*~ZEQ6*5R;-DXnbou^!={(r2tRa6G zohpC!Y%2`Wv@jCQj5)t)b^Pipx8~a2E|)qluo|8xU%X~S(|;Rce*f$h`>^wQ8=dc0 z3>pyZBVSI(Pam!`E!Rvh#BfenKu*c!dT-jH{6?_4OTx03*A~^i5-(^Qa`xeZZOa!; z2I64tZ$sGEJDa{DBb*_N%#4lWhW$zjSYu(w8n59Tx%Ha0Hhl5#=rlwOfxOgThRb6f z7m(;PJcQfn2KNskSQ#zG)J#oRW)L}cUw%Gi6X~%v+QvY*#fWJAK^5$|%8~^ypFbf9 z-vPes)z?qQyJ5}wsyS@|9bAq+eEKG^-ti6ywl3`)lBQn0W@)`+iq#F8@gQ{9r8gn< zuh3)HDk`;;nOen&jp{uNbQk|4?%rP$nYxX=?!`prkSa=!f?f8(TWRWx_EE+$s0lYo5t9~6-Q4okDf*<`y8GU&P78*m(MyKr$>l`v@!1G zu#P|=*4iF zbNE3dh|tjmaN?o-{kCn}5|9(=1*_XS=Z4&Yw`N;hv0)XDlRf zwuQ!80yXX$MHy7>vzh9xTib5hy!rH^T>p(6!N#*3LERUpt`BtcM$d2t8L0g-u;uez zC7n+W8lbb=S-y-(a%l4F$c+*Chjw2Rv?v2u_aRC9&b(_oO$z#gJ3XAXAmY+ln4u*Q zM?ZF3W|~=e8XrAplJ$)NBVBr~tdf31iCD(M7ltW%t^M^e%TIu1LC7JzIgOqs3TqBhrk=@^Y*x9j+^1U?Cs~{WB$~yW8GD%f3Z63WumaBBx!>_q$cc@u+!!;*#*H_CWZuyWbqWB(;2% z(A&5%id`R&YG4t1LggfwmDgz2ihu?6K&J24+x>cGgfPEg1q?TlVF+&<6UB7R(>M2v zniW7Htb5xxCLV?5GCB|QD6v@(6B+Rq5w*Uw7vY6u?ss@S(Jc7RC4oVug@SCuUb7C~dj@Eo{HT|=zHPRLW#=xJ4SHB!Na&433?1j-s zsS>jy)lGjuBF&|cnTTS!B}kumctnx^lxa0pF~%Vp=7Ct*Nh}r{MR5d?yd=tKWEU}Z zq$`?+cj=ts$;Kn-T*|eB6?af1iFAtvV{=X#HkTX-$FaOI$~z%r#0+PBuFPk0Cn#51 z;a4GpI&ftgxg_XrQ7*BieA#@oU)z2c_l?HK#~6516fId$6p;=7*`jC-Gp^`TkL%mF zucspwy}Jgw6rrX-WOPhu-E>3TjOh4hP!5qT*YpTV!jJ~xA-um zqyQ%PpT%WoM~=3?>=XPTuUG(2tW0bZy)CwN+26!0Vl_Z^kZ{Opq>ObJaYL<4c*Vn= zb00iOELSz|_x6Ubz5V~+_x;=}4jKljAER)RQd@}$aTI76QLT4RJ_oI7uv3m3TCCpj zVr@6%N%%-YlvrA5#)p)0(`y|Ds1)32>eQ*@J${>Pnp+{bo3bVG=BfKZ`t%bB+#e2a z8|m&74R>Bdgz#64$9pNCJRNz$H!;1c*X_u32#%OFsqk$et{;#88qLPoIxm=`mp7U( z6SihvGiYkT*~)}(e0J5V#U-%6639u|9<1*;^jAw@e;bOMQ3*q<%nF{dIrl3s%FY;_ zc5kvr)M_NCeI$au#;I$EiHS)9jS!v6ii%y$>8*#D_`^G>5>KsQ)GmXxv=Uc=l$5Y? zuK}JuL|vO%*vc+6VD;+Tn1DQF55JS1d#?qrD;Ziw;FP4-*tG9NF)*eCrSLTt#!;7? zm>o-2MVc_FZvHlca z4m1Z?2?tNc?|^QI7V?uU`OK_MdNCqb5>g*DY&-yF4|{g8r3l}mChRj0jLXYoxt(&( zn*cldQu{9VJ8@i?L2cc=d$%BU;=Ul>d5oyqON(XYo)7H4_`5*&ZhPgbHckBb?8Dc! z+bdrZlKbu6oq5gbd|kp&^EEHlNvu)cJt+9<6Jhy9OqaKvzS^h#H)k2YN1K>KI8T>O_>%ctO}Y2zMB*va*$|f~V;Epan2W5skT({M zdfVQwk%Z=qlL9?0hTIVRSY~?@>oKI7D1I{)WJ*TkzOZ655sx-#7-A+)T0}E%VVX7S zy9HwB<%&c35brj8Q2Y9VMiDSLb#0Q=$juIF;Gim$V=`BaD&Zg@Xj+jr z4)UTJ5sv_-IYCpzdS*KjuD?@`0a{X_Tu7_2l>49udOd5`QV;UA$4f?YMuY3~gO#Tw zSvtW1=efZ|rfQhNuuqIn4$%g@ax3b=H{Qa5U=CUCQeay6mZz99CL{aks8c}7w1D8K zGD{_`({TbFznD=qX*w6H_R0-xDeBm?oLbc$!R-Y_b`O*?IIn6gwY)>BiW+vp8L~*2 z5z}Sg5xa6Fxk?RY3Key$mMstP!3w!xVMC?Y;q?xAdH>R&jK+h@m=h*OZJHJ*zQK+p zgUxUH{vwzIFEHj3zM*(H$S1)ru-AYA87a2pdz8n?vZaG%Sc_-Fvf|s0@g^Y2PCb+r zL~L#Ijc*cvmiA#&Cuiqv$k#+T_P7#G?vi-T(~p#9?UmRhjy;8=?oVPJLlGW7v(G$H zLg1XXF`ZLmJngNDpzb{Bz_fO=+p=w2XS(qeBr;VAc5oUhCXU}^f03vU#VVW#A~Sej zFl^P1EX=ctq%=)50009RZx{+8mxBmlr<=AHxxSlGeX&l>`VzTI+Dxf;@J-baQYOr` z6qqqGFPAO$T0qh4&BMg+yb$+VF9J||oM>gjeFdjb!;t+eS-dR7z(KIi2gbHv zc`f}geXSgwdJRyeh}iqL-I)%0*^#JP>OX>8{ga;FKP!9czb;4pe;mKwd-uN)oBt1f z948Bs@DqdXIC~L5^Lfz&@%%$>O}sgdwDqGXqdm2?N;Wy z`t5ogIh24Fkn&7a&0?!oZw#7>32)--`CX zJ?GX<9fm6(n>BP1(rC;T{C&s9TdGm zVtp&wEUXmqMuLi;_1(h7GJ7}`wR#a#q7-f#&$Iln)U=nZi%PQB@nWhT(X|sTjsn?8 z^g8pVy0XZa9mL6or(CC42_m~cc5NA2mu*+)EZ%WWn}I5aFzoc39E+0;UOtn=@g%KG zHh6C23S1KL2>wOx5g#%y5N=4#%-U+n#PxjuWxXKmK@cEO1Qygz4 z?z8cQ;*H~)sjqde7*+Ey;m*Lo`fiz0D}JoyfRamZCO1@cle${WHI;K~g`!DZTY03Y zITrp1p{uaD6-krB8$838UT8Yt5hs_H$#veUlq$CB#L3@;5QG2Ib!8eNuKF`DyKGS; z4ydR-4O1xL9jcEe%UA>PVH>>sNf6y8j1i{@42?&VhM^cHL8x4C9puEIXylB@vtpWq zbtSd)E^b}zY+J6-8D_x%z9|ov)OY!n%qOf#=Wi!WNN2Q0M?)D|A@k2EbY!9h8A{aS zzVP(zZiXL+5UI32CrR}(eSU88__FD{I7enO3JHar+-QuYIDGSdG-Hrt+zMR?@gOe+ zMF-|jI`IaD(wVBV>`+`+aR(^C)KVlbV_%fWj1L5DLKSD!nDhjMhy@qZz0_@xELekt z$k(rLD{_9uvRrfwhKM$!5uitAZCTUSQ2oH67(Q9dH`j#_*O0Fy?k4D3h{V?p>MLZ_X=hXJTfo+ z3>qpUcbSh2IqZ&kF3U`nN3^rWl-Yy8EMscz1Hn&3@VBynK1a$mYZ5xKuGsYmCG{jUyD-D;QH4SJWBu zSIF7t>ksZ*yyo>t z_ZK-oHIKV+;ldMFRiSf}Ku}E|TO92)>6(KcCa_E04~kV0r_IYT11+WuvYDLxd(^cu zLL4Z`W_pTNKjP6$;OKQ^Uf5O~gHOe|s+4y�*^JTmyFf@+0uR+z--@o*IpJuZJLF zPPz|53%1g2vj};tEo}2R9hpXv!uiKzcVCOj=GgGkB(Mlw`tvymXh#V?{!r+}Y`@p4 zo5=^pl)~uvc5=i|kJgv_40V}|HY(86RX&paJ|bM@%= z(;(Q33CX%gl}M*nFt}dBQ2X4={TSX&y*r!F>|mk2@Zr4;y zJL}@FW7}0?W7rK6FHUE7%s>lQ@O{d}noK!io0k>Q=d{A#Bo& z>UQLjYLExQgvFV=v_zG|E)jgQS|6iz?3JTZmh!g))mUh3hsjsAcBVu2m7xr^wtqdW z0r5$QHUeW{B4A8mBSZv4@pnUj+7WJn*xNQsE|-x&(3h^jBH5s-9oFPnpg-NH3nym4 zf7Z#K@w(BkaCyuMYOZfsEPCGXpEoR=IsIyrb{-L5EE}ZSfjI*KO1XJp$B^ke2^>YY zBB!{^VjerJCt6(J{W$MCwDDi|?7;X988kU%3P*NSF|0-Ln#Q(Eq8nMRUm>bK{6AK% z^vX=9ZE<3+hlg2yx$@?`(OP+uFm|#?Pr^$Y(Qp*=Go< zP$!iKp#i&L!N5?(xS6a-ydLfsgKXM`+>7-j#;l8ri<`_$HT{=44Fg@vo~%R=EKS8U zra=(sj*bm|Sy5q`PR};pfs|&pMR`d{U($5pY-Ub%kq(fpLr z2ac!2TED)nnn8_aoV_(8;32B-R4hNJdx_pO8^0gb?=i2k{qUMM)#5G$mISZ(u-u^H zpTMe1Lk%8TUPV%52iL~^pcFZAnf^M~r@~);*3N9FA9Mb&Uznz(83(Y{-JEH02e%fF z%0++%G%QXnyrWO=jQ5iury=}xuVr{ zNiGPpc68D!*wTBP%7%! zdCv2He)sbnqttzW@9+Kje6H(yU+?$(db7pAA#N)$Sm2bIAn~cM36ovM?p(TT*}nJ@ z1O)Nk;aZf8$ zz*uN4VV|`|02W41!%Quqii1Kof#$HEUi%p9bOQQxq5cEQafnzVUCuU~#%*=UAYByl zzaTR%AstE_D_&)Yy}XQdJMw4?7IdkvIl#Kq%M&f!HEN=3-OA(U`2O_MPrtcx6WEL& zQ|aV>Ni8lO<*I?Jzq8vvK^0goHSWX(SOp`F2)p1ZljrYU+etnlo|2Ica#FDTtsS_Q z2IN`FU9y?o)7-ky13Ek5;pY?1i6h_;VfRouT5QrT(;{pqZLskWz? z0^@uNt~4{eV>XZd)?w-`6sN&g+ze)}C*28sL+b5vW#Q9tJwbzHcD2RDMjpq!A0H>9 zznO4NJqFl?vi-2`Mxh31BnAP?Bu>P?%C2EEeMVIkonehT6(8;`@dkIy$Ww-+Zut~- zN%e0hfV$B5)~DT1eesn2qsX?d43gQ3Bs688ohJk)mj0fTA}Kn0-%b5|ofxGhF5BRF z50%>;N`5yG7fjk*V+`Y;EXpi#Y>s4fEpJbIDjF1yfc;muV4^8ih#EXe^buo%mC84) zt`ImhvI}IGk5nD>s-VCP5M3fx=HiZo4^S8wk@!)|NJ`v79>yKUj>+$LuX3XlsJ=ctuo<>Nm3ofJW1GK+65$NIT&-LL_H_KK`>`sW_%FNU1_|GKi>ov47uoZ=$;YbEP?lvc0pb~o9>valjDOWS;i^H~3%Gh5ArUeL z_hkeH?;H{&!CnhVAhK>I%p*y?nfhWB^X_D-0A{0RzqJY3TNCMKi&A&&a+@X83`~=d z>&h>&J2q5qbbp;V!D<6#y3Lydf6J3?|%^L6*6b zbsso)D5=E1TE)7rMPsAkBH(f2r}|755HrgXPl+~C1f2K>S8k^uT`=HI0v9UP+M2;_ zM9`2r&9}-u%oWcoVd6qD=s}4shbFV>8)$M8TJ@6ztmfg@@WG8^hnaohc>4wEiw&6@ zLX&S*;$gyK!$+4!J8$QJ($Bv+Fb>1@9|cYkn=S!d9U=F5j3ft<@CyQ?O=dJN*fLUp zzy1T)TzRC}V|4*bL_ltudu)*s!73{d3I; z00Oi24|iKHl#&MWvI2i6q;mDcA%T7+*hxZan6;pATlb%FJ2ZF_?~qvok*$ChrQ11; z?ghsOXBESA#x5H#8WpCqT#oojJ|nm)a3p>~g-ovaV}p-Ax_qQXVx3L>42@i@4!lh@ ztajb$-F5v?d10O2iL)_{wZE&c5jJ~5&+>M$Cv~{OtykCNxJ|}#O7z|LypYU-Fe)(W z#QhVU#`kwb%dvb3Rj3 zLY-o-!}xWo$1Y1z{l1IxJWWDdO8fw z0VicTak3q5mNHwCotTRB0Dx1uj?9PLllS`N;~2yMow{@x#^~7$-i#5Ecl>p?o{=m< zIVITJz=hMNl1Pc%qp6s0^m+YYhlF&}HF56~%{`gVp-o*xA#0o^;eK7e z+3|&w3^`#4ADGju0aV$MS!d(G|s6ZFLx9%kGCYZ?)t+ zoZNtcb1yYQe%;F4gXItxM9#z zu*M7IPX6mi(jq70(1@SVo#jX9^HZ;lnWn5Nx$IPu}HT6(uTVBfj| zs9{;wd`u~b_!a7(baWY4o&b;bG;1&1q@ zv3e(jh0%_OaYdDGiduXD$^9b$vSxUD+k(sRhV?u2#P5)ASz|m%rD=U^_B3%!0bT0p zEWp0dbEI1!!%IY*B33>W3=d20_pkrsCXVmi>+C^!><#%W=L_$rUpm06J5l(h1KeY^ z+1N#5j&IE|8(|gRz97ZigK9V{&RAJULr5KilAMp^y~<8D%i3cv#-|A`Lji%Y@4Mw- zw2O+Q@Y>YMI$9D${B$Q^ra&r%{)`jdp5Ohn@%uC3^H~KM1@lkR5Z2IeZ)LtqS+DYi z@^Gk&r?y9{CQX?7&``9kdmH~VG2nI8d@i$TK>x)NSB!WkrUVqFvrhsH3lHw! zCb4$aPiZziv)q)okT`0}(#W4k4qe*>-cu?S=?_|FHWes7YPushQ(I zEjA&T47E~ct~|q#YH;EnB#}4f=5Gp3cB9vZS3nq7a**UoLcLgjA<|yCj^5i8vJ&AW zkn7Nx*u8GuH*CN3r3IuoV2V39Q)$_oL4y@D{FR=N2I)8mCXQ)V7TU&8IalZ)O)|U}{Ni>=)5`4VO>DYFm zfA~#XjE?S6FdsO&kVAP;bh8ynxL1Cg+R!k5TysodLt)JZ!B$K~fam{IFx-U6+{Ea0 zFS99?&(eSRJvCjKtjs|kIg?K%_Ip}~JdHDT-~L~J{nbuBt?}Q(Sk8O&Xj&Pq6Mg=5 zKdJi)?NmWq0O&PJi3;))QzPUMTPM;t%=p68P7y20bGY#&wH_mZhv;45d z+lqfK-!u7q!)q)3cg*m-zu{zduji9TBn(QJZCTpFt6A=>XzTJ(ElvAPj&A9&sk`rs zEVnE-V~1Em$(LG{d%_NE$Q^x0W8<+&9$xcbPzC6x#7;tdGeiwNF`SgAkh^t>bsxr( z=<_78UUIj(P(IdZ3&~phEDnzc8LKml(dV~n1Mk-9aUm9qdgV$ zQeN59VgJS?s6^4_bG4-UXX|Aj;VN;S9HOq8tu{eZ#=YQJ*IXKtOi;3-_*p4QoVY9k z7Y-Uq-vo{1#L|tJL_VNgnwY|NG|^(Y9yDk5YNRjOuyVtr3c<5xWE#L!syy>yNZw~srcsMsL|1C8% zi51xCMe92xDP%AP!qMd%QtzaG7y){pEwDE6pxX&of}R-Wt7Hyk51a%kNsE}Z9r<)K z*pkg-`%p7YNqGn?U7pW0qmh9ZyPKB*Ej?M*hP}KGuEQEO(h~wJt$|G4j_up$?VlIm z4_JF=!x7$E{*SU?3Q$=2J>NEI$E0H=v^RNdt>`+S)dZ%AQ}l@0o=rYpBQgBNvGgjm z3XvjLkFB5(65D@Kq8D6gwjy+>C%CC4IL6aoOjQC9pyiEOeLVw7v#=aV8T_8_;4THniBZ;A3ihuJw4@=2l1X`EKEN}tjR%{nQ zqE8IXF(v_VcX!AAx^h^4UUBilD@`g1`vxl_Ekc)P@1rEaIL-Za*~F%#q+ERDOnZC# zWaEkEZ`XsKQs_sn<3MTAHTbQ^Qz*KojQGr6U^Xv3>3p1x0as=;GRCp3RGqn>WVz)m z*+8`6;n2AIsUN^W0q`>c(VC( z$6D30Z&C;+i~nN>ba3hEDo2I#CQUwT>^=fr?%J1@G3BQV2{`NKgy4Xrh@DB@EuI=r1&4_c z*IMQ!TtLcD!ceMC_!M*GtF0=2Nfk@I3tNAXYpjOOv3y_1LRhQa=f&mm!jS^3k?={4 zDs6b0FLTz4e04$XE&ueSXU^aI7rtz!tPy+^hyIX7>|Gb;W$`J zHPMn!VhkC>GH_zd>o7YGO{pA4+s@h9#pCJ|$jG z8uk?Uv)oXprZ;NunSKjnrQ)G*xUCVDq^>1xGV~3{jqMn$c#lRAGqwAv@LJ@B#%~o=V>IS#ceiy zGlgqdfj=@h_4;K`VinTsI3o|U-&>Vo|v4M zw`a9&^sJ$xZq^ui1+BIG<=sQMhN`cux`A`I=sw9G+g8i~BCok08^(F4PIB(*%$;=NqVaEdlj3uB6V;wg?>vNKJ%zK=`c*nltbHMDQlzXkKvip&} zF4oAGt-8sfgmbq+kE;QNCdZFwEN+|>5)&i1 zCPrSIDt@kU3}40sFIp(O>JrotN~%VVX{dNWfVGiFuXH8#RzydVLeY`J;cH3{oIf~} z>0Te?26os*+~#EKhE0pJL;*>uiywb#(&ZfW5Q;Sq;0YG+ z>0S#)(}kYXd%@L^_*|F0k43I2$1VFfOBbFaId$|6_FKR0A0rI-0p4;b;)%Z;t z1(qG1CnP`b!*4HcrKd}dqBzitO*-XhSNEPFa^J~vRO%}0nJDIHb`XM|uCA^HL<#?O z&vnK;ORX5U>$>HK8^2bSEo@Lwu5Un?#Q#Ju(+gCCNn93 z7}_m(ab>a)0N>{Oz8$QVajXn0E~K5B$yqJh5|NJ(-7M)GYpZxo8(=I@pMTIj8VE;g z6NrecWp=+x-Dcjyu2d}I+zKh>A}NCmq-fl>@AXkJw5sHxm0$1xf{F47h+&$D3~CkL z58TPFJW0X&$(t{7b62jzC(K^tYLuSB*Tfe~M*MIp3_8d7u>b~=5uH=;J|bbFj*azy z%Bd^U5UDtD%(S8qGs2mUi2-pAx2nO9z>jOtivBv56oF~$x(=Yoj&t@WQIv@t%%5}W zx{KyBY}o?qE!o=#He3KD%XmZe;p^c@XF?;lK~j=t<;;6#r|-+U%(1nYXO^|4`dxV# z6|Yh#Bh_Eaf5wQj!KypOFrgOwOxs1{&<}q>j9TPrn5>G4Ip7s32p*ntk``#BuM~KL z$FbXyla;@``y;r2&1YKut?Gb4FQG8U@Mii(&sjbBm*`*q0->LN_J{?7 zm|Vh1aMPR#6!L}TVQ&BnW}mb-+d8&+$d>)( zGu2N&Sha17OxA%(6#L4`-vdoyCh`GkBzpB)@cMwHM!4Sxo64X}QcZK5yoCoUHiqau z;D$Bt3b>aeZE~_=DygYlzep=(2Z}Md$QDqc$Ta943oB&)-L0ip4oqDu`35RvR|-is zQm~Bd169BFSeT#k_%?Xs#yuP*GF+a8m`RNh-J;+4bSeLPD~3p8aisM*rVDL=Fb{Z|HT-d7sSoYJr<^oB26qSvbdqLR|)(Vq6MJ5ZxLqB!upgW?b6&kH%_-Zjzr=XBg zs?u0lGNP`B^ZO+@?pvq^nNZY4077Lwl`C4lY}rLJEx7oz>?;tRlrj-{%E?9bg(Z$H zYQKWB-)>`?daX z0`C#O@85;c#MJsu_*(J#W-qGW&}`)`K0%q3g_dL}MZ7I+!4jAqPBU$Kah;Rz&uZ+c ze^UC8p3Iq2F>PRPb{V&P{J9C;9A8Ycswt><9hm1(;jfnz;2+!(YC24Hm+GD4@BfVLdXnWbl!@Bxd893_mzqpX>f03t4|&OsDKuK$=fyf1>&BUQ#(AH3>H2Vtm%_}wv-~_>pi104 z7d#xUXROktNxl-C>zv#)*K|{_4o1^P$4fp)k=OH!FTZTB5-yP`T%vy;*er&goimks zQA)h=y=UA#Q+mAp$gb~OvVLnXGfYe5;%S?D+secv=v5Ky9ar3@Y~wq2?yRDJnB1&Q z8>dyxxkV0Resftm^My`ar?-AZ6ZQ?6_p(`aNA_}m=-o2U6YJiM-9yr3w-NxgRsW%; zg*rO!)XvaQVXQ=q+OfFl%%?NWoXs{{wg4zV4L4?*pZWIpX>so`$76@!CPf#S@06}8 z;B2(aL=cuoWySf*2iQD}gb7DXHcMD+xQVl6vhB7Oc^g|NadL+>;+T>igS3Y%p6VZ$ z8k1fejo|-7jQ!dMd@(D+N%>)VP%b0e zgAN~l**LyAxl+9xF!Ig<#Oo5lUAojA?z0^(a&E{(Va4eVm`ef%`1+n!eYsM3B$hR5+t)$d z4Z-lT4^0~*5nHkXdf+;$5#K-kRcuYk^;8!4P;%7l652UvhcMK7P%q->-F&5VC^Uz$ z=8nzzG+NytPOTFs6Ma>e%sr6Kn&~e1G+J~Da9$!njdto8o-~3XeWxsE^diuyt=%46 zKk{7jL~C6YNRu!#$Q0%zt)s$_p%u0ZhW|@@D*LPIc8cyYnE}RFgB;#A^X{ePBQx#* z>C`e~II{U|OmVwFLKH1NH1}hG5<8$FOU}H?hr8exBF7Oxw!9<%J6t+_Xfqk+oUax1Q*^;Xu=oyLg$4M@!pqRBiHqVum(s2~m-Os*%?YV|NL7EtH65Pw z#py2{`s?J~@0cCw{rAZQow0f&msv&Wwl=-{K%d`qXi`&>&ivHV^U`TOThoqJ{C6X7 z>a7nReqE?}KlqNvr*x}4HpWgyle_$I?BxGc1uxUoR9!pd`1gDgsb9i!^YWHUq^f!7 z_WrLkpPFBh5?aYX_(rFJwfbsdCf~Q-M0pfFd)i=0<#IRtrAzmN)Cf{NtJ;Eb7u4_QWuJ;P%C z%)T`!{^KnRE47}+$U*Nw5M{Zf4SV){=KrvHtbUYJ_U((qC&CF8(!Hf4B$I{4UnkRs zT1{9C1k?r@DHYwz-;ut8&iRy93Qg}r)>o**P37dGEB=*S&$osn7^#=n#qj+5&mhrg zqp6n}aD{E4u60S0*4QbqE;g8YMbH)c`P5LXUkRHQoa8;H-;`#U%!NeFk&=J=-l92nbd0A@Ch|n!&ckP{1l;xyW~V~5|ui&Nf9Vi7C*y`r}r!+ z-0c)~;|jy$VX&2Y6=v7T?_a~@t2**SLhyYBm)R{|)U0UAk=5sv!8x+;q27(9=iJ z#Thgd6O7MWnQSFmUMV-K+IAy9wT@eCGN~nBc`QWKl_77PzAq5SSWM|hQAr$_nA%KL zbwyLe{7WvH&gcW7jpJFfn|Agn*uFv9?`jJ#d`FVkRWZe~GhA>8N_*TAAw=%x-$q5GzkWMyq zT+t_(i5Q&`Yb*!SC#CB02`lo!yj`iEw8yH!^P@zus#GIE%9 zXE@%%k{QVp01pYpq1H<@qpwGWWw*%{4d~}>`|7{P%aSHcoY;IkG+?3CXTK80G-ZF} zx{PAar`-)`)N}$S|3)UOxZf4#Hjj}ixxi-Hti zfX@z-$Zilnz#PlS$U;*@hjd5Q^><*Ja$On|t#4BVcpYlGtodNRV+LUON7yxKThS(U z0D%)JkM`*_lRpe?c`M6B_I%5?GC|5BVNZ+xy4rPD1syv?<~{wpKGXL*9R80mo9+9H z^((SD7%}Ui-BbP}=|oEauoPh z%wK#<6W5g^7KFtETs?PIO}DEh(7H#0!RBc{spWj23n*^92NIGt#h zpX=FP^SlW}iUrRNKecM+?ryQkbQM8z+{XwrKA6^k)yR<}3;jFD@B`2%>FfjHxYDshhjDa=Q)`dU1w`-mfKi{)zfbZc zOCLrP7kOm7^H9on{JSzD`|d_h^7?+rba#^xi8}9?N}BHPjtTTEHX_QPaTy6=(5E0Y zxa3^-^Wwy;oU~QTi$C`s{0yclo7+I!a72r~@pF8y_E^@uS)Ig*ENVw^$_soF(ck>( z-@&i7V92%j(7XOHI+eD$&lo9aiCQt>^%yJ+J^%f4e_AiDr{XJ~rJ90>5i|C{qZF-d z)|Ekm-SUZvc_(5P>6mnN>UM3&d)^-ho!g^|xl@a;=e_A{`RXJEuwT^sx?isRp}ch0 zYae=UZ0+$k7-$tl`0m~QrzD_%=vP|aKP#D|t@>|}v@HO_SRp{3!(wZU_jS)DAi$Qx zuMh?BCY=bL5QzIPU=nCqb10l49woeqYcr=}60r`w@N1ej=J?)9u`a z_~_XP@|(m#3KyOJ%E@2;B|jYZEwZW1tv~!C&N#}Dav5&UOr{4kL5}Dz1P&8Mfta?_ zsvV+cTVzkLtdxM#lPsp9OFQmbPA)Kg3Iy7asCKBuX^ zW)GP$%{|Rv=WAjUA(gLCy4h;cbJA+{MmnGNXYod-RpocM@gBZqaFeX%*|Ql_OnD`P zTA1}iA@YcA5`x$4G6)CAc)}wn0s`uB@&^cV%-F7h7cRl0z6><6lmP#XLdv8?5?|G9cSz z_`>5Q$t{!0D_<>P)n1;jp{1#1TX7zCX~@Tng!s$pwph9+mLvZ$Y~9HCe$F5Dd&P_I z)qKBOcxJyFwV(mrQ1$v!^Y8xbD=%p^|NnLtRb4iJ{!J0Q*M7it8Pfg+n~sEs^JmXK zB;3-=ggV57pL!HnmBM|4WV`Op`#bcsAT_MDP#EP z8!-PvK8-YN^KQ30IQ0$)$<~amPW5z~@@75kvu63N;48VJM0fY2?cCvXC%={TKYiW6AHue;P zi#9mZRG1nzy$ zU>1391Lb42nx8f6633vniUP#TqoaoV;w@XY$ZTJ<71el>anhv5o+KXPER&5(1c7Y7 zK2PDdR-prjy$UOc_CH@Y?DDJW-^dG()9dNFlnGzRq*jzrcU~(D;=6m>N&DSz`RWbT z&DA(l?=d%|-ShJL%+*ou0+qE?v^?^Je*0TO8yYaVwGgPW6mR`vzC5*tt{!iy&zq7= zNl^d#OS-|FG7zZKE@RF#3s#N@9LU914SyUVeRt%10lkh>BG^1Ggh7l+Pa#EM>{xY9 zK}NqOBur9>!QmHSX{${)t;xP!G2{^yxOn*@Mn&9|Ff<1$``X}y!=%OZ`DWR>aRy6u zhn)uLrOc~;4Z*_gjYJ0^!@#tlp?%QVNIET+H{!=eIlU)&HyW47!F4<|`}WOvT`J*v z_P~S&R_#gTa`%T7=FB|67nAg6qM?fJ>P4mPXi@`4<-xNew4!z3v>iM@>qm= zBhKqpd~)-Kqs!$de;jWO4X-l{5vkJ#`G2#GMekaC{fIa`&?v$;>lfFXe-gVylaPJH z&(AM4PgLY$&?Idvx>-Bun>tAAht6siE%%UwsyxSbeC*;lO6pOfS=JW$y34sWnHlvw zoS~fMr*kd`4y_^}LEVSO=-OXLWEuu5Hbl=5BPm&cs-)PDE=5?&*p*B%)j+*eviR{B zibwL0G80w31yB!451)9GX0i~ktkU2U6$62ky(1RKt*HE7nbk@WD<9IH7J1RHj~qRs z%8tC&eb}GhZkfLw5|>Q%ktCQ|B>gJ(ikk;ig6N^K!+m^wM!&fda3B6~4n$luuUo0` zhv>e2d62rh1^jE6W_nGUtPb&Qr+oO)Cnt^VGX{TY&BLT>S2${kq(3M)kY-z>*4hQI z^44k#tyW!vDMpbr-C(f`CyD8IV)Pa4m`}3?#j^+@tI3&A77pP$K)Jhqq3Qr4yVmX`#6O zK)WerC|>h?X)wqj0MVZVE~J!fhIYZxY1^uj3Wa9cRu;fb6M1#XU__{bRBqI+eC76g z#JcqasCGEKs4m`7d2des5^5eam!m7Ou^_mKp@BV?az>l0h4~@WaUuT5q)f#95r}uh z1J`-{_^4<{>Tj6^E&3x;Jnq18Tn=X;?rYh2rg;B>lWap_DK-j0eT0M|5S)(X%txb?Vt23tG9(9t&R2QXx#tjxO(m&q|Cq-_Q|E_8L1+C+5W4qtt%NTNjH4 zIgq7SPNgK3q7aqmuBN}a$;9)=W-A8L*w4ht0P5(xwB}h7rC2F4Z0D$s{?H{a9%aTS zt-$tZGR^=wc5i1R4+2cdAkB;73{1fT3AF6$@dd};zRo#ert3b=4QvD+vqxITL>YpI zrKq}G$2^uFwgIfm;fi(w6pbxy!*E?uS<;8!!BO}C7X~q2jC$+f{qS--071CIulDB$ z_}&r}OXHPo1m?xNNasBW-_ z6NfzBWBwhF zA+)d&Wr>hyCvTpcT=-VbRLHjQ>UC7ohLyaOf?7(H*EozuK>B9sS?0KXc}z66V&tPD zXONE)A{Yvm=;vSQ-H_6YBDp{qNFp%1Q!$`PAMui+20dbvAEQk{RCt+l5=O&!8?vLd z8P#pKA2Su)N0uLZK73%G(tx+6F}?-xw}Q3BYpst@$%P8Fp~>}~K$Sv358lM&;6Uv+ z{Dkear41R#D!_(-WYjPCj%SPS8ZhM)FrDOcbJ#-G7*I^CZ0YrMrm_b*H6a?if<|O} z@UE&fB|S`>wr3%M(<=J;w>LL_iac zRh_dD_K&zTa&rluk?`UVh zVI@p2aTx*Q4Dg8&&WrQDfPw^UL-nRlf1H|LUQy}$lCS1v7cq5V&#H0=c49j%rJ*R; zAYh#DSiO*KSje{BO5cRavcj-uOrH<)*kg5U$3(;qZbB{9@bnKqVB;2gdUm1qw96j1 z;}$O9_Uh_IjWHi{*lGGMTdNGedj$pI@HRL%FSwMYl8!0MN*Lk6!IL){PV0G+1S9ee z+;H((VIQ8z^Pj-Zk2O7xYC39_c~Fl&d=8}vmvso&y9KS|tdwkl8reulkP&6YlPWki zLCtO5xBB3}mzQx5Y=E^!{)J*sIAgLK>2`wg_WkQ19#aVivRtg1SCI|3|eWd|pXy&8Z< zM?3u0t!;W~-R4Z~5VT~;;Be20oAy041I3?qZm|}`DX1V~Y9o3KN@0WWl8*gUtls$h zZ&oZ{E-_B*PO`kiW*@wNHqrxSX|RE#!~@~(3->78Q)GBD7>Ags8{ycyeye^4#;P~T zE4#mKr5(;5eN90XCHW3I)NGEbNW>B{nvQd_#4BG5#F@?PH2e5n=gAIp6^|#iMV{O}Sz1FztT4dB}Ey^`EAt4D7yN zrT)CN?z}y%#S&Tce#a}GnMdB!#ZlC5R}tR8J0N>S?%n%jf2jTRZ><8!9)G6xDnrbSIbG#np!nj4ba zK!Gi#a4}9ifBxyd*${Wzk-SGX&wygIlXgyU*=x*PTv;Qs`pH-(87-`M^fE_MO zaCVBL_bSQ-85RKbAM5fvddZB9ap<|?=EK!}kGjo1CL$o4xmJ-j!${tbt!mZFx%8ZG zW%(`f_nb22f%WquY(V8qSwK%jEJ3vu+iVIZOdcj@4=H=>TRFzU^Z8b*`0GZQ;RuUoI$3BlFpM`!=N{3JEJQY_{rPX3nM zNA80F?D+Bp(2c?wCJLy2beD-Gq|ds{Jr+|1j-8S}8X7);4sxhWWV9yr7B*O7o|K#{ zTT3}TpyA3413Az!2`lB7g9_SUJ+({hT7|wx2T0Ue@_Mu)iy~u=?;qVPb`J?Ds8crx zyAHUtj$%iBt)=CCc)Fq_ZBn#FoGDJ$z$!h@6gO zzh+2jP1(EK$FB3YtXzTvx{7g@WZwkGknHdE7n!(KvYfFv)2)XJ1cm`J1O z!<16iw8*(RBehEl(^+BCV+Bf)i6W!1wK`sQza@pl-R0(wz`rQfT}ck~ioUMU8298w zkWG{*1@=Zh+mj>4@j#4`)zvUwU#;aGCqEmc?omxo6%(MU7R3%EjY?`+97(fHPz_pB zG%U8lxOAa_mRemK7YgzDfKqG2BIR=pm0kyoNu|G%ApMnCjl_vhyPG%^QWa(Pt1KI# z)RVjmWEwr@KAS+JChS~ePii+2EC>Ud6V^&1gH#guX5qnDw)mM4w1xD>)Yp-eeYRjl z?qThQtN9>x`cS${FIUV}r3Jwj25MhJ2_;F3xD^Mdx!Z2Qi+G>_^Q7PT|rkyL2}Kg;sjk4mU4mKR*h(Jf|MWeGtYY8eTq zNRoXp=uPc5$J<8+C6QE%R%3GlWV-Rmiz9)Q{8A$IOV@QN(jSvO%XayZ&9A>SPQFse zOBZZRI@q^d>H%o>P|3bKZdYe(o@bVCYVeDxP8F3qY+J@A#dUe?)&23$MGhK+JrDUr zb-Nu4vNUnjW}{!q4-QDV&!=}3)FNxwu$Bq0@>cjfP0|whpE{usnCXy@f7fe6J|sK1 zgvYMjxpU_fK5L?fC4F{svdO1PAh(iDj>3|Jgg+F7V02o03mQ@^w}AEQ!w=u|F(+5c zp}#OqnNxo+JigFKC0<)%-v$y-6L$y;H$#MQ{%tvOQ2aATJQ+Mi1McB)asc&CfB#1K z2DV7UrlfW2E|3*z4_{eYaCzU3i`eZV&Xfr$>{c&(C&Ua?#x^Yh3i2NV*UG1UeekHHF+coM+P%THPNf^PMP{AcC_&7jh59HTlyuS+Nsg}5h63mR zz(GiYk^D9CJ~xEQJ?D%`{1kXT?k6Cn#+qa1UYe!xkS>adTl92i%&Ouk#C;8>C=yG8 zzBogBMiXR3^UAIHIr6m0BexD;!ZFF|(r;`Flf83N&wKNWxzAD}o!0II8CGW5(kjV{ zu+~GrVaN6pO3bh=GZSjDke3d4UgzOrDBlh?%2k|kUPJbFQ@@!)^a2<)-)BF-0VGio z&X&=D3p=y;mdDIXR|aWMYQ-i_kCNpB-$yJ2_oRyocS)1BLE5yKhNuA}_Biv0|30*} zGOoa-f^{dKvh~oZFXLV{*TQoyh)O-15@qC?fXTxIZslS169IsbQ{Dr%<@mFsRId?S zQG$GjS7ElzYR{`5zP!|MuuR5zDJ>^f`u{H>Q0{h}cA4+U3xDoQVsrxgUOPip6G6>7zWHYgUq{nk-jtkD zqIm*a36O9{0VpgcR3OIAP7BK>ip`Yp8%WKBu~eJi@V{Xp zXL3uKhAbf*d7)lF|Bbvmct{Pnndi1972k|!&1ZJt9RW9 zixbY{STp(oc;3&HBaC{@3*p>6CXUWah6RNBV-8x9MCy5_@@J^Vj z!aU&i?<7Eo0~j;gez|C6t1hR+_QH1wMs^{2dT${)`F$21UnG`qm)jWK2n^g)>;bF& zb%CvD_&VhtwyX38?rxE>a=xm~gN^Kg#Txt?|7n1=;^YXFJx z;U7)u|9rdytTK4OFz<;p!jK>`uG`Yo)O)V5xt=3F1M1?8q3P9Adwa2GP2 z!IBNdg|L#e&rVrhPdC7FcdJeR{F4Hw6Ur#$5vztP{i@u$(ywBrNTKBp^lNciMorNn zy7_QCujuiMLYmR-OV^D~jwKa5A3dpI?t@tx4j*$3Jmq(>9pvf~C&_bhk42b^_rC!- zR^&eTD4fZjwvIQy?yocZZ9GHlX~aJ7m(+bdtiV-1jl+JGyz$=1%)pgPmVBJrWxMlM zr`V7*-g7`zJ~dfpegXyIkJ8O0e}r4FB4%VM^-S zHVfnC^fL}_TT$nOzMg4f(z{-$@teaBL2G0_gluI_dYu(X?ZfA+UqmvDj7!hN799)2j4ycj>CMDms_O5Dnh7n%W17@bbYWyR${k9@e0us@ zDPX0DExd8;u*8n&-WX7UbXy;E5n%zOiKgO|YkiJR{4A_#&w^n}6-$|7_4#y;Yk8@Z zeZmiRxViAn9J%Tg6SVqVe;(uww% z6J1)`3)?8JAe%0ms8#3}WD7ve{QCXZ-!WAi)({5z>xfSRg6twGO)1~}pM$iEnYLuM z(pIsg;u6q?Jfna@3wRZ^C1rCqU&J6~pb-)@5JFGR-r-FFwN$ueu3&h+f=aCXkw%h}G%R+Z-7*s-@#H*X3E*h%;0 z`jdHeH0#!IZU3zC)#|S^lgV;oo(s||!)|wE?(0^I^Vn*W;*>>n{(`=+NqX7yjKb`s zYh}-C-G=CP-Md>#GXhjzM>aQOG3Y{x;Pq}5x+x;Gw)CNW{FV^CxzGBkSc5%9nHsm4!x_BK(I#K?bL@|) zch9UL3=3;n6y=oC=4v6w614Rc6B4K;IQlqpsg@WXYInwy5^1NP3{7D)w}{L~q1F7Q zhVFaG_=$wbY5l0zf<;^hHm3`!VZT?xcgPR z-vJAY2^IiB&NnZ?uDBH8_K3?07bc(rDZ`Xg7_Lv@it&M8Cw@uN5R|Shzqf` z_EC)pL}M#NP`lRUuU>WP)k}u|*v9XoTn+BB%qN_xM--%ohCpfo;-nQ><1;3nFe`rY0VdUEx@Z+-a>tya~7**})z2i=5#y}~w;&?Yg zo%rUSp>OBYZk)Ui|E%J1#mDdLHB&;Y!qexu6a%`%&#CYN*}i}(&GYdS&}`j0%HQ8# z&&e3jjDu0c;^Z5{=I(?GHO^MynCV*Y{Pm;3!f?#>d9RX5{9H7T9Cy^iV>UIxM}fo2 zJmJ3BPYJZa85eu*o%~U313Hc6GUmxTfAxIlM{FkhC62yuaO5js%D`GRQWJZP72d32P~O zQ7tKJVwJp)L8ao~uB~YthZU4w*RD_ZzmlD)Y*SQZQP^r&lJUhmuMGixfxbL#b3cMg zR4rx{ET(aAA!R8`$xQpvg+f$ehJN0vlS-^^Wk{cnj?P(>%j~|`qkZY|s116fY#6!b z!)N**32Vilr*pz3ikq*7hI(gQT*GqYT?W-63F5f<(4qQX%dAvaX=_-=IO1RV=qo~P zr^yE@tIvk&5ANT{T;6@G{3TJRN=0oKsGAYc8SY2Rr7Mo@JuxHn&NKdT+xvASzcgEM zWO({aJ;>kVe-MmRzlO)B475x1L^AW}+KQKtkD5Pw;_)vZ6+b)9SXsiTjt)&*@p9%& zoqqjJ-{;Nb>i*>l{#1uoKXvtg{$A1l!Otj?rVqaJzq~PV2zOX^?=?=37AGayw~cWq zSogj1yy+{1Yj@|K&dRor|Dw-RK9NNCf7S9pvh=(2wWg~4h2~>pcl{%oJ5WuI`|2+; zs%`R98~f-Px!Op$DJ$#M6FRYm?O&Y`j?b2!-!UKQ_*0_LN@xN6*LydNS0NVgKT9Mt z7*0*}x`FUklbL{=(}Mg6-balT<=oTl@>c2R!UI)+cRFb^=5%;}-_j%gFh2FPp$*^3 zKj>9t^X75o+Ze^8Y#~&Q(MM*4ihJ_{$mFlV&P#+gaR-!e`O1|tnn~EaNh`Djk`qVI zrZPu_3`}N3Db85%`bAF+)H3l%g1p7*N4~|jmU*x0LqhX=j#;TSCuwPV@5d5dlgohl zlreDd?`L7F(HXHUnj5OskP_enbM>WY$4HDW3i-m8PLRym5^=R;+FX)$XL@7Q@g&#K=2RQC2^6x4eJaoa#hMuXE>u{ax3d)kdi=bNJ-E4#NM% z*&sUGEZICcy4iT9jPZmP&*4+8z2bK0YR%IT2R|1*KnJshCm{`7N=;5F(%K`Om_EIc z*^`+icRewV&=n|#X@asqcj34?eX+n!1qlNK$yQ-ehtGd z2ExM^7t-M02~KnzWy))}bU4y3#LW#1;E~>6O>Sl0h@QCO0s}TQh5K*wGA$*gTe8_( z`x(V~-}w4gTAYaghl<8%1||tB#{&Xl=-krRKGFU!R90cjv+@#uBj=r-a8I^a&r5Ld zp;@FBUYDTDC>3d?fwhU`2BKj$6Btw(0RJKwuCatE0naM}d4*`G7UPDqxF`ut!vO_N-V0WjOJOHR1v}=}q%t@KM1u&u1cq%oigi zvm}R;SsOw*mo|zzi^^IWFt{{{IY)bp*PzDfwQF}W?C|CVFYE~DTa%B z2Tr`>aYLa-R6P=>S|RaSc=EHj-?z6fcyc@M&6w$d*Kf2AX`-?9`p_+X9gB;LrHlf_ z7Ml+0s}^^Nv|L)CV3*tirp1jw6fX41mAD3dB0LXi+tF$Bk_o8-oKgdHaQf84Aj{rk zR4u*Y^&T~zMekd5ezA|!}Nj#g)Y0@s)U^8Ys(~KeAx;e4? z3#SOcav=*h@$^ZylveH9kay)5I$9*ltT0D~P~>R;{imB6^MR|l9U@qrZ@ zU`|$*yQV8G9adXZx!S6$(X4^k% z%F>$W3{K=btxo?rpfEH44@o-RYUwWcvMQ5l)wV6<&Hri51P(>~CLC1=5_*JUa2PqU z_Bj82M1Q5Z!u**Ill~uv@b~_2=p}MZc8?$h(R`eLpOUavRS@0I$SAvT4mknu z#{wy?FgI#~IxZJp1a*~K&=Uv|MF1u_oKaEqq+Cd5XxhbK-ns`2g@RetqSuU_5TJ;h zhLm5O;44Fg4OCo0QN~39phT}*w{C{-^u(#}z%!Y)tURn{fZC{cLeVf&Lo60PC(gGW zc2R#Fr578xW=%U)3dXtg-Zb%xJ;mb;bVVTHLFbZQc3Rf?$l$4e)ttVoFLn3Posr>X zB4DPh*Jc8%IGzHb9$4PECc?Wf)@yFq{McxJ<~u^MG*7FgC0dyIxJoMKm-5TIkMm3O zAww=;tSKZ>Q&UY{uVMoGBoys=*e4aNiZ%abl zLs~uZv;Z>!bR)>fT@b&8CL7YdhsPC9lO~)*w?HEEs8JUuj&evZK)YMHbi`CJlWm>!)~BG3d%ki>}Yzj!+ml#QJGeE_ms$EP>Q#|4v60mpwlAl-iQJ0-@xN zf-OWtV{XzqL^`}?^V5@J%aYfUW$vxV!ECY$wU5ui_ttHGuIK`C{4w+y#WKUgHRc-} z^!mU`xF7Md0HA`=w4OJ5)isDxXS-?{Cz$s*Ue7OKBiv)^3>fH#OxtoE(3J`MsZSn_FV7g z@GY~IzHe=>xrgsT3u6I7I``@02!dxD?=Ie)J*KK*+#@_FdNxFI&}fO2Xy*Y^^cjRMhn_n5?2k8!br? z^d{|tbipC9!|Lz1i!CsMWH3Zg7jsRViTWzpzSnOU>bJ)a;CpI-$Prum;&hAaFvs%P z&EW**%Z+OCv`(=f;2NP|8dmJz@bN8sy6rXXJL|#kZ>lhj;+)SZylOoX%W64hDBu5^ z`hJn(;JWO{G4oBPfA3wh>yJ0XdZX49$`-Js2w4Fb3pj>sx(acILXR*T%KySq`3hdO zyw`u-o0#x8r=G6X*s)XpT%4DdlcN|%EZxx9sg#Xo_Y?27h8CZfX>YUS3o+V)46^&2*9aPf+#{~^F42OWKTE7t#8v;o3z z6`G1Rtp)=tYP?d8(IO;0mpGth;IvR`*?Be`#}qi)QiHKNFwF}_z{()QZTRAwDT6KH zsM`n&3WJCv%2>jIKc)$0QT0e{s(ZbWXRu65(v}KJEz}k61r~NKyZ%@Gi|W{LIgu$# zn@p3g4eZ{aj)ueP*etgiK1#0oFJO}8?MX|I*}-)XR{>#}K_pgdzc0U&8hrdQ!_b>| z)v9zpI3a$*Lzk|!OW^Qgb@F&(8J&{OhKA=&?rZJo-+ZIVZ7~a;eSfIY7_vI%R*sAH zuD6k~0=0`B1KpBFo_yNUrW8ba@b32EueA15`@9uD2;gqCN?-4Ch{U5aPS%&9Yvw86 zt-eo}NB%Z#DVqh7N8|x0yEow1C6__As4lv7`!etw>xe-^ZEP-0yrVPTcE!_|FAcqB zn=DgmEQgdUE$V2 ztN&}@Wjb>S-VsINyEkWWTFOvP(Ge?w*Khfv4OQ--ay@<>tm2yIiP;EQr%d+|+XNa0 z-8x8vqfkr?pp%k_=xS^KgduQv*J9jxsZ7q|568*;`r56xyT08#=SM`3J)CLV9q=i2 z0az#iqRK*@AnG^T2)h(7)vfKf%do%dNA4%$cCaF8M%p(dQ_`vJ)vIiISFSUYG&I_0 zOLdB zxh+oLGSivx)hF7&{~G$wNrNZ&?fvHKItM@gy1l=d-PiT%X4JdBYratao2vzu>-W-5-(p2G+qQh3iAHDa`IqA>;~NBw`Ek*m z=d1fZ8?JQ9=Qm*{=A03B>kdp_eOOFap7di7qlU&UWz-_SIqhFyVJ$}HDlb#>$CHNo z>kB(H`t$d+Ntwigc*oCjdubU$lepi=oRU z?>y?}r!M;;eTL>Ubh}SfS_VTNUCZzD_I^mbj+L?({mj4nM|x_bKQC}V&w`YG#jWS` z;Cgdx+@pKAJKVej<@>Ym@^=Q30%BRZCdv8f?9SBTT^kL6xe0ea;IMfev(qDH1Sw-P z{myr7H1+Y#NMUlbsZ!;spH1Im17Ii#{a+qK&jKdR;H@@L}#93$*wJEnTp@oT&Pirb5m9ymPSH2Anv>wahKqkpVYf%9xz zoqz7XQA^zBzmo!C-m$MW?tRg$S;x+gyQej_;d7F5Fxu&Hopnv-iWaT0LnV; z9@!k*P_vtoiYE4Bkfw&l{NSYaSpSuFResK+IqQ9X7Ow2^M-L!^xX9nG&-)_Mnk4;k zs*Bg-ef*fix!uoO^rB&qco+-mf`YkYfByMqbX7P#@rR#D+%TAb@HpP+ac;?JiF!e# z*VBV-_u%XyiXJ_$a%4xnH@adNETpXyZyrrA*2_@kyj+6v0%%j5d=WX_ymn6$5r?IW zo3Yw4sBv{Y1)4WF{ATYtPjc(#Pupk5)UobMW=o|bgf^5sku&b42=q^hEUG8(jr6qo z{xg1%(@f0~ca2mscT75}=$|@qi9$c6v?wafd>1G>Cac3ejzOXjmOtr?`uMB7hBCwp zvOy+gujc(7m9IS+Jtnaf>CaP(6T68GueVf|wN+RS0vq6QDdK6GckU5cbIacR{LNwx z^IgIigF4Je$JH{-ao#aF8XPkJgTW>am-3{A0gXh}~vR(*tOu8^${Ld9U^yu^S-i|&_nxlUFBl~pQ1$Prr zV>2X{iQKot<2$N|8(HA50vt2h!%4`ha0faecc4vs?BPabN$`i?+_{y-pH|!ynIW8Y zm0EH`q`7=f=E^TM`ex+)H}~(~FT^Gv%-z#E{2q?y)B3#1{pCeI+`LO|D_;$U4|{F5 z`(CGOZPmiUA-O7|wDgKQS-9r0t9$eTU*DT|CZ+B4TeQ|D8rqBu5@gc&Hh`D0YVi&i z5;ap}DNF5_E%~%jqgf9^{%G{gcl~AXkj%io^@2i5^x^0eKjZAvShzC&{*t*-U-wG2 z{ys2gA%B;8~?H#gB2tqjAki*a-4)@*d|kJ_}n&(M}nRy7EOgz z@}5&-5r9mrD8H5QTf@0y7mu2<0O^YrKG4MpFP+K{$>E6KfUF9T9dobEJwt|3jCX!k zibLv>lMuM!nM-oPONE+pX1rY#fB)mTUA}i%v&l64@z}T9OKz2S-C{YnONSk&Uh}a@ zqRLS@1v1NvX{dZF-`uKr{c zmIthb0Bz}Sh`WM_=p2vFx0m6Ey!t_e2<*1Z+XFIw&e zSGvGiCHAtLP|qcH8%@LBifobnxSN`y2mwMyy(Zspm0HT;X1Af@bt~#h!O<-K`A>^b z&wDAFq8q`lU_<8PE-B*ngaCIC>?$Foh^(20Nuh{xxHA~`jmqmQfrjl#gkXq)2x(23 zFSe}v46eyou*WPu*=!W+xQ7VA7Z2YEdW~0uEkpQdWrBs+%|IWMdGUv)--;Fm^9bM9 zYj?)C%tMG~n=znC=X)0iujo_EONvWxeFx)66;zW0j39l(Mmk!sD`feN(@^29m|Eo+ z=kWsvPNrX-dL@W}f+EIt@7^7Zz}mUDhDODwbE6*4?-)bHS_03h!a6dm^#5z_%EPH% z*ES7w%E=ytvfDaaN~jEp22t&5uWF}c9y3I>k|{-|Wp}99rDRB^Nv~Bs54e zrA!$jvSe7+cRx$h-sfEBT;Ctxb$$Nm+HBVPt>5o`pZ9t0=f3af)T*-RnxLS~KTPRJ z%*%ofg(5fh=G0SXxg(&18Fhc|nXtH4nvqLac^7olB-jP@OF6Rv2VtMr z*?Wn`p=@JIU+*VRWsqlR@-N&Y<}-*INRZxQgXm)H*gX|#v6rm#%Eg!`~Q-@HT3zr7#T zjKA?y>ac}bdhO+GHR*$IlRq4jWC!GhVx%s>W<&YVp8_ZMz8(Ulpv|SH*YQMCD{m_e zSmN2p9S99T^@9$3=fHWDfdhV`SGI`ZNyT*5gn1QyYoM8X=&@>(n(^MWl){T3yr|Q> zQQXJS`Ntw+$O-|O6V`7sNaZ(+3UHjha&WFz5F$7jdq7F3*z4%dAdp>CAX_AM)veZ0 zxHPV5trj}jAKHVfJZUO-0`B3FK#o}f+@B@f} zMV50E74hv1Pjh6M#KWfV{SNx1OhqRNxHdfzt{x zugv{(-)*}hN`M1l-s_iw(}M$q=BgJvZ6=K^&U(UZ;0-s*?y~hdP3erPa*Y-12ogcgg2Bjnv zTN)9%cJ11@7g~r2brs^+%-0Zwp16d|3 zapZkFu%)WuutGpHp0%v5XAPwLE+2AA55IXVJ=#@49Or1aw%Jhgq0Bb(E#J-4y6Rpgq72SLEo^yF#1oPX`dO&G-|2ShGbk{I zg3-g!HG8P;RxPfP20~-;uax)3BM#EeFGMfks!7fb%+dCVD=3RikhoYuMvDaY5!n;b zbvv?o&qHU?`dX2pj?Ci3C=>j0q2ldeCw6bylT(Hoaz3NoKPR!!sdY0LYi}SA$+XXf zlGMlf%w;qpnV9D}2NTF}D8Syp(BS5od2K(2}|O$^+)|hzw@flHImp z8mS>gJKe4!b0>vAK)Ckn^1ZmRcHStVi*zns$}^oP3B2wPKJnq-cHM{)wwcNYF2~0+ zk^RPbaVhf#B(oQy)2U|Ie6Hc0Al)7|(7T#U^2(^yZrb+wgQ4?D@OZ=M+DLbLAI6Y3U*`a(s>TJy<7gp0i?6p7nmxNpnQmLda4aXfFduTd z)B9U9*V%aGM#uLXp$CfH)KVqpXTcl405%Nrk@)YJVEOdTZf<`3?zNlwn)kxzcsH<5 z5Z%sHg0!%g;-G-s1BVMTVZt~t`ZOe^jC*kp#mFEGVaf6XGx)N>@4AQwt-I<_cNJi= z8K$D?^O4*h!Gd1~$33c9RO=m%qK_8YSV_eRbz{M%p%fp<)>X(0NzR5xMmh)LV0H;imdVn$U4H3?3l|qk@<5 z82cS9mX+k*irg=&a0rDp1v;pSXpRidx_cH)+(C10oWr;pe7RYr%oY{%`%L&_@BmC| z4+3f+IU8;o&#MZR%VMWQQ{K^!f3~OL^f7ZGTLiSp$vlE=E@*-{*+qcpw8itN3Z}!s z!Qu&MaD+b+mWb9WL{PC1INnvNCSemm$-Rhx6xguI^{+@I2hp5V5(-kSgr%v1^p>(M zn&bhqOPC-I;!sHfTp<0Hpj2&iDQQsL=)=1Ru$>wZzff!sz8a0D?z3?F*?qd$bSLShnYQO_}77o^cc|saeU&6v~U{Mpc34o+ccQ0 zmxNdo4-bbfn%%m@EH43(fvhYLpBJ<9flA>+gpp|h36_v%!U+5f!Ndrc6&8$CFu54o z7(|ZV)Qs*fG{b~Irq%hSMWx?}fz$nR-t7>|r6cSM5`hJf&Z0MO;1qHMgDWpSArLIC zh2{_SHqeceGW9{x)3EI zQkx}JZ%3SCCT3INKHdm zWyyUWS%)9VF0)BPOye69{Hu}w7^b5S^A#)PnNE7C&fg{(_P|!0PgWphNP!3V{n3us z{c!oZg1tWPm09M6y@=0Bz?Nt73VK|22?999vtbm%||$9vBSZXgeH)5Oc_W35B~uZyuI`p`i_K6|OC zNE4`leVD)n5df{I`nppTp#&>Z|w`_VU z7O4@s5;~Am0pK;wak^V4%^!U>YB7`uZh;U{E>e4*I~crn`}S{?Ph!;Ht~3J?A*YzzPqmvFXXeAO2ub(J(XVD1(ob$ z90CNQkw}b8?BUawfw3{d`T#^;t`s^hcN<0VGT?e7WdbFuO2R&ml)f-ecwQHW7t*A= zDyt;maelJf-)B9{tXYtvrFplg{l|hkwcRAfp;HCTRDF<+1|g^+&kl+;>L%z;u)3xk z$>lRYG~B=26K4b2a(Ege^`+r$kdPlqQ{t0p%=A7uj15`M?`k}5>r?5&{RtnSR+xnk za{Kob$#N%7Z%vSyAYYMjSx`PgC3)x`vx6;H4enXJp)B6U7Sq$0_JAp72vr(z` zz?@EV6j2+{YF!LIw^7hRC`^Y$r=P1H9?+MJSs_)szcJ~qp!9+^&JbrP!0TE@McF~%9FWky)KrO`;-wzv0GVXd;tX`xcC+^qWux{(|JOL4( z$ku_)WzN2ti?2qhdfmL$Wl*5gm1$QNk#3T!JVDV4sPPgnyN;XPmgk2DA0PKUeg-rHpv$ zonKxMB)0n9t-@!o{5^G^_C_UHiiSVrlWb<(P_3(mYz* zE5f`)SL2e0$K7v*`XA40^P=^${YRK3A9TmHnJ9ugWu0k6xY@BDEND1HZ1rKoFV*3k zwi>D|8mj;pad(oz?pfb| z|60dAahKUDbc%3N$0O}h5`VPGv0(tr=HA#q4f@E-FC@LKoON)qCk-2`gJ$T>Z$wGf$?)cEjUR#jU?(UA&H8@0VxXp)oWsHAhe*wGDUb^8pt*UJyJaMXj1_ip&uW2%)-%9OKfX) zEZ+XBua`Fb(yAZRfR8^e8dCh1j_bcRMTL$ZHAXh6h5A4r@Hp{C5gtQ2JpnC;p?`&_ zRBt@bzjZ4Ypgf$8)jXgB{?sh#L!Wyz)B8}?*97fOP8cl!zJ7v)|WEdHkv7`_RlH* zXP(W078U2uKQFjfyTkiTaWzB`GfCjlUDIT#H+;g&mC>71JYj$(nrZiFV7L-Rd~b){m`Ibl&zb{Jw? zkqzPKNmLnssDb#D2E~um;>8b(Ly8q5dkZl*dZh;&)-84h*YvDVSVS-W0cb{(H;M@r ztf-SHap%An1Q~1no;xKab1-A!okMHF@lSW^d=4-rw9El6{pk*#?{&=5A{9yTzRWpG z^WO)hfn{VxQy(CZO#`?rtZ(M1R<{YX$z>==Z2>?%d4AJAMiJBTV!_rb0q)=3TqZa3 zMt-jpcX*A`Z@sWgic*Ab(h7B;-~87oFlDkhP)Plb)7T0;wi4)aPm*3jFR2=!_4*tp zCH_~ir%QlIc30XhkJyoL$?m2)e(#4YY7yd zJt^PGt^Rx?a)NC%>(QRIsCRvRa%LSmDz*oKA=KZqy|0sf7ckZ!u*ps^S2FD3(^iEA znfUbS)1R7DfhSU59yet0=Wv;IhNHcpv%&^0nk?RM^N0r>EhAR5XbYD&laL03VD2SS z1+wEO9}A$*@nt2wWh2A6&&c!{trK)3a+9`-T$Jb3pp8dK40}Fd61sfCAa{ED1<`DM^j zSP1+OROO!Q>L{PlxnBBS-Q44yFEQy*J__p`e-#|ZJr92obP$rTOG)oZo>QpZ8DzKw zyM)y{mV4=kj;{h;k=SybK7v115#b1gy?yAGfz3vKM(Pv4mHQ0)mQqCG=bO@^cvI*z zS+EnALLBqm;(qA4UebUiFERGicPPm!d|Ck?L(1)~f4LuR?q!b`f{@{xRasts&^QWi zEvfE7?{S6!5iy!7APsH`yC86^eYAAicw$018G)GQx$Z!(ad)Gt@}1iYDLWzIGW2V4 zKt1fkjw&68!3=1Im#K-5-AoK%RM!_(n>?P>#a$GE13t|iN54c9M>V-9ks}PihT^)o z+YIW2|Ek(>84if9xgx>T9vOu19;vtqLP9Puh;z0pr#*V$&|cQ${`14UFwmxfPqyCd zsNw0F@<3h$<*qeTmh7LieGR#>pr<{ES@2*A+^K8Tw02LQM>`u14nmF&0k~`wRAe?} zF^Xsh@zc%=a99>Z8#M*;$I&cck_>IQmlbfw-O1H7e?xIa?YP`l1QZfqP@{M5#Nz;` zl8VE9nJ;dVh!1!6mdEf7q(?2!&O7S5t?{PW<+vF1YnL4kJ#L8wLf|=}>j1RQ&ZioK z{3?EQYx$Ns5d8dOqf@g5zd9gjOYd6n^#Or{V?cfPo3kWN;LQA|bD494J9^vX{0UIr z5U9PAZTPG?wT(k(xE_+TZ)?m7nT_I7JEgXHK6V{sv?fbd2N`P=d2o0Wwi#~1akzV3>L#4Jy_(>42$G3cW z==C;>*5NVoE2^!nCC}9c(*^$9L&tLgK=>3zaW%C3EV5G#bX@=Psg8!@VV?Z@I2;O& z(*iO!_r;dSaPrjdZ1Qo~W|-^h>@zVL3L0CO34Jg_v9Q1^EbC$TqoBx zIPlEaUIhWO{f(33T!ed&Ab6o1?X(&-?EbX9PZq?Y-@6fZM>n_e&zkn%A9)4)KG46t zQ(&r=n%D222KO>6dfAW1oPE@9P0m??uu9mACw$)k@>)=tEVw{ol5cLi-Fv3TQ*yX+ z=*+hsO~}(v;$WYHp}NcF&xXK63GT{!e^}vkM?t9A6>bi{gF#bUC%N)q>9iR$l)=Wf z@2^J{C5=Qo%{f~LCS7q%Q z>eDYVFG$AQH(6*Phj|8a)oQ~dzH76FJX%-KK(Aei6j!h!&%-3IDKK!4X^%FlYEMoBngM9uimiaEAa9@A@JMJQ7(g#ALqnChT zgj3Ew3}iLdIv(oeAwg6(fEPlz9?cbm42uTb9Vb^pbPGDr-a0!UoG^XJoQd`yCI_e{ z;an*be?r_x`cnsK{3&Y&NF3|&TM$fDp&cM1E}j6Oo)H987r+(1?P!%n&M&)!xQPTt z@CpDEUwp)ulOUW1;cy2U$YixZ)|@ae#&}l^vt10qh=-(Xzl!BdsW_j=8eu@bd6$I$ea7H>8aGWm)xce$j8TYVnDX$3o#Ow?f#1kx< zO8pLr1KDeXs4&C}?L&B*K21jLTU+e%E8C*>c{jpI9C%G9Dbx`=$iN;rcoJHjJYT3p z@HL`We2XgweDD$An)n*(iP1_aMUZO^TTp_ zLu?XVqQTY|S*FQgjy;;%@_jE58WU+d^EgKc-ttu`h!x~F1!g_b!>JjBlqB7_3o9={ z=1&y9rJ9%TLh$Nq@^fmfh#)fS_r>xuc G+y4Olwj!?p literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from anni_gen and shuffled maintenance.png b/automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from anni_gen and shuffled maintenance.png new file mode 100644 index 0000000000000000000000000000000000000000..7d75038ed34875a397471d016bf6d11c709ba2c8 GIT binary patch literal 174416 zcmeFZXH->L*EM*}S*uD=5flTKAOb2mn*c#UktA6}a?X;qR8&-w1j$OyNX|him5k&Z zlneq&l-zUk)YETuf1}6f{?&gz#;8Ir+`y?jn`7-mZgk|wxx}RxfVrI!_w5y#L`gj&Jk-Za|=BaV|G?v z)-$J%=vrEuTJW*48U3Gsz-nTy!^W}kN+v#Jo9Pur3kqeA2KjGYjBvCbWgUege))pz zy`b-%Huq%ZzJ2=1y-jc9pXZNk3ufe$z3}LY*pWNuFUzXzNO|+^*!Gxr*-!6p`lv;{ zf1@J+fF?4=;)?5WTm;{FCO)0cg<8~No5E7V2J%- zbq?Dr_Q8b%E*e{LC;$3l8yp=c5BjgKo~=8dZur;F6pHu%e&t`|@xMod!st>R%wO^O zvzU;Oki?ZMrZyII)lFmZGSO~|tV~R0T4NTGUMp&O%G%mdUCyhHA3uGH({GI1zH=wX zoJ}yFRY#|Qd$EwYpwQfX9dQW>bEP6N`W*`2me$*tX$y~R?OIrsu&+6q={pxy_@UmN z<$AB=1PdmhC$T&`4_k&({o~7}J$kd>TWwjVW@dao-jUYTjk$Q~QsbKo8#448B@&gh z@^cAe@WUuEOkPcLbMZ?5KAjZ*F1t2vV`8OZgx(0H^dail)leK)<( zY4ORQKWnqidZ)iVXXA?u-efi_wElkG3!#0K8?v(@mv{!r8n|!pqgjnYxiNBAM`v_; zxSr2(A)P^QadvEBvV!e|xLmw^W4OCe-1~=Hn9rT7dzo0NjOVrd(Q`q(&Xtdzk<6Dm|I?2YDiE_yQt1?Gp_RS z^XJi}`6;gm50Bp*mwtX8Y0olAX}c*~-6ckm*i-$WIm~?%h03R3@V9E-9~=8F;6A-K zuWjNJY9C#xt?DJY6$NcpmTZ@2n$;!5#cRu6ova#kKP(uhpk^ylA0=6DKT#0vw7ig$ zn{z(a%g0BHGq5*4xiD_O+P(L0M@t2dB;l9ackiywO3*lPklQ%ulRG_I$r%RKmE(g-*)?+JvR694EtRjH&P<09Zz>W zP}%0ab8RAzY#AiWsCeF?vy)7!4X!=PVcK*4#L1J)M~}YOpN)|Y7u8!?nm0B)bR!ir zSe{Q$L!+m5s#Ka)H8s{&dNXhdf4fg28()ON8-b;41*KL zDU4M^n(HVcS`)mFEb#mkO7`vz-|)@+nY(+l*NLmLQI-AAEO(WB*?V2!?bKjRUXIrJ zGH-u>y{@^bDT{l{c{USGk9X{^{A^qG+g$y1;aIEDrh#kbPEJk>b49C(dxV#6tXsEk zx5=x5paOTw8;E6`OXM0ahuPjasDrQ;?R%5Muy1Tpo z@y8$A6S$8bzeMl6lro+_C8cW9X?02=DX83=>G<=HVRkbk!k13jDl^Pe!CaU9NK;~1 z{#oPhMyXJtM6A5gfj|@ayLTi0`s*($YU;?vi6V7o`Gj||ZXNAbJ;e_$R-8O>!oPpC zAyzXZA$u`}aq(NJ=W)B4Muo;CRerfdCAkL=9$<16;^h-L^cxtLvGKSXUo|iKd3wH8 zOw*1vXikb#E682HVFUh{b7r{yv%W984&%6Wzf)+gx7hTW~K*xy!TdGk95P`DpqX5kV84516Aj*jWl02F>y}Zg|AW zC&poM4hyf&yVup#F;E)`^Xb#)gsEHhEh+}}@(T*8b~`O5hS(0!SPgx-;OXg!h$(yJ z%2UM7NVNjH;b5Dt+SW9kDb=FmsgKfTCEXBihTm_Ymz9gWjg05c-E>@-uEjDn)PGVyXQnbZkRbG4ac191&HekA^NjNQ4^&n8EDtpX`76?; zgwpv_j|o1>o?I33nhOoLn2N9n3SZo)T(iOLJHG(u9=iNaR_=}IX>(_=oK5X0fyW@PnUwLWiyI5ASxh+`2Y9H}G#s}Yedv}SuFoerQ zOIa7Kd~Zz?MYLBG3m1JkdAd1P=44tW0_9{P8!vBbjCxU_V&=Q{!BA)8LhIF)Wv(LD zqOnBPyv!U21j0`)yJ%m;#KZ`w7v1@|JuhowWP#hH%Wy_TE$a!rQ%h-SDdP{vQdK9s zag#6S&XQXxcOEMiV#?$zT=VFSI`{MbDH(A0(W6IH*>2~w$`4@v+0U`F??@OOA=_0g zT;%z_O--FyCfyh3Or&}4GTWZ(-#x3^#Bu$t{Y;m7Spnr79sAI%WRdqeEUnM_rs zrKLalvM3vNx%1NHxCeEz@hvQ$9{DM#Q%x7{Fh9w4XoJrwxpRe>Wr602r>DOrIKD!F z5m@=vyQxVIYd~{qpvs!wVjjyxxnpgan471XAxjJ@o0yuulM9pz;?c1D-jY(Bng8R% z4w0^ATeAi;)h|w_vY|Z*c4JjOZs%8x`Azslca;b(>l(XNo~~}Yo>Q@(o4L(?H&Zq5 z=dQvqh9Im6Z;K%Ig-2md%{PN;9z_pa&~Y3uNMx&NO-@wGNR6#}>{w0LNssBi7hci4 z9_aJF4{}{6Hjmvz!5o8l(bD8|+{@cja&axH&9&iTRuwE+Lp8#y9HH?y-u`uvL-);O ze+5aBe0I|@yXkmtuP6!e^S7U-rK3w|X}Kj{SMI}HRUw>d+^K{i$<=m5He!A!hz$@J z;y9~lvH2;0L7eEzgCwC_Pjng0&8m+5_*!z1&oV|Tm`_V?72z}8pqbTzR;MZ;GCiHc z@#n|=lQUK;e}8oAa^GY-+p04&;k?>Dk`uISI@u>a){!IQqA^q#dDU(-F>4x8&S1PF zXCTsUhnJUE*p|ch&WpLxc``I6tE)H0D>M(+M`t)LT5D-(iF*yygeHG2d18PVEYh`G z$4DVk!l!cXTSKf&Teev^0}~_T6{IBdTlObLX}+1W`q?c^>&;Abs|zpvc$kx*oMpTK z1S5;U^dzY$#x>79$aW`R-X60?KDuGtMl(WuBr<@1ja-t7;><{+%Wod=qLbzQ=@CX1L$$#wKTQ%t5;Lwn5rYRSDQ$)=DaN~GqUWW6k z6Ec(JtCQC=bBx6%!aL}&4AT<596!$$Ixbow8BCeoyO%xE5F3suVn&cFT3Lvf3K3u$ zHdimlCB$;km6dSUP0ojJs3c?GcSm8ETz zcUOVE0e~LjZ$PfigmDOScvzS$mVabalzw}rk#^B!n?Z7{_^Uq`+Phb@n+wa_!`()g zc$k@U*dJ0O+&ShCAFxso4k+>W|0pAD0Suus;~eT`?pE#2Ut?B1zSmH$V{KK78EYDM zHTYev`|x;2W0A9Su&{HNLv?qzI(dv8JL+>R2FYVg>I`uN5a3uYFo2`%7tgd2UpPy7RJ@!@_X1 z=-hbc%Nn7@(>1wCE1YqO=0&W7`%^JO+)nfT`{T`{rGn3q)!RI)s_NWd?z2l=w8EF= zC5v+AEgxXW(Aq?0?)YUS?god^D%EPwG$Cp&;kI11!e8HZ#9L<>ceY)TlFB?~(NnxG zTp?Laz8|>HM8>}4!-t*XpT@GfjlXy1HOF;evAzT@dadQ?==c)%))+O${DM8R;*6nl zjceS^ND1v_d}LUP{oJ^L_PYb;?mjget~>E0xn25ur&zVn=COa$Ykcy%ev2X!NL6yo zwQ~ZEbIYzsNSsSeOG_+IR4?ip*}s5P%7xq(tP|`eVA9h2lDq3&n_q$b92eR1a@rUV zQGmh3g~boE;q0@XX$vAc=`$mn@y7 z&Z3&zpg-HYZo}pS54Y^$VxZyfy4TCe{%~ow-9!|Lu49b9||8I7dsTJ7?cqj}VOT^+xL`ls;0vL*jNKVLqe}zh0z(N# z(@}*Ecr?-0RIRE>YG!$kF5AIif%a4YXwAM-&v~cnpqW(~EGUz|@AH769OJ!nzQgSh ze?lR}X{w4lnMt$4?=?1mu%h;GT_jf`f6;qhw*$YOEE@u(c+}6=N{(j_96T5>vEQwFq2zJe=D)S>-aPEBbglbwV4L=BJ%clIm%`w~8h4Z8rKR6|OCa(8Y7t$PBZp<-ay@#6>f5Bcz-j zs?gbXy=x>pVMgpVcKG1pllMFJvmO|0&&q0>*fb`l^ZmHa%=2np1GTY?nP1ftQ}!9t z)0W{z?U~xkGEvu3Vp(SIZWEgb#EbF5Az22^)!C+BFNVw@DjdXq<)XKkWgNfHquhO6 zVWwuomfe+EyK>b=8ErFE!B({lctEVwcN=amq$lQ}UZK5Xi0UWAmWg=HO~J|+7FAJ*5~`)Y8~yuVxz zXnmj;ak{LlD%*uQvx3H4omI}O%YH&|D)pETvqBS6$4rZ+drqN-RG;fyIkn?c=BBS( zN1KzI5ziRJH8eC9hQi$|3t8BX9z7Z$GzMDyVbPJ7cwT6;#Vtw{WXF z&iL5+pAr@pE?8Yz1e&f)69TKj$5Gp`2YqOotEXPJxOMAwm(${ygI_n`hPF^edHGFi z>&&R@p-Fhge#JtduaUNl`1zLK{V$rYn2jYQ^ttUE*g8EiJLRj{uy;XPM|+>ia%GN^ z9CZdRPwp29)dJ z4qZS=P{?XT)^lXr_U-2;Ou7pTZW)gtZY)y=&*!; z@h1uW5AA^gu)SV%|>lgv2HY1Ec3-I;53Lfm=jr&vg+v`rBA zJ~lPOt_fh3w~Iw!$6SssK^gAm7P3V{u9*_m{Dtl5dYWC`>3Xj&jaq*yEbHvH1d@1p zkn_~LLR>BmW1h*~CSvF)tm^ao_Jv-P^XKmeaGMwl86)5{n!WPtsBi}Uzu4ZRE5e%; z?Bmnn`JV2;o^(*a9OlrB`=2 z4^{gAp2(w;qFU`??~)CIF#@*AXEE@CL2u~G+uZqqK%<4fS^~4b6_{Joe~Yu?`QR?R zqT5v?SaMl|Kou}PNw0LR3SWbj(jm7g(Q&8jtA4Cp1yRU9N;&3Q548R@%p$^ta}(Xk z_-i6L@tJ*lgb);tzwcL^MKGwFpBj|QG;BSVII54;pW~hb=o>gP+L{(^{k=tFYC-k= zf0n$4^Dn=M($XtaPJlmSrzW0WGvm~uYpyPr7%#mINUtUk;_%;5-!@UiO-3EzDrarf zzg8_5o}BB?nHvQkRn&!0*7%?3v}sM>m_+u_pUFnn7l|A6*9kehdWGQ143lm(fX({E ztgbk+9w3~!K7Gn)ZEs`+zQLcd0&3MFn`GAeX<&KpNhwB7PPw;l-&X7U)~n`Pif`F- zn1jB3VaI$&KhOZdoJgvtyC-vs(#c{swqW&?lTB)4)hQLcq>`*wV2KzIuU_PIZs#R{ zjz-84@gJY>AGB{hW6~S<&!U%BanaC4MjhyFRF-?_Qgxj*yp5;-G=t7Hp-W+^x}g%?FRgH((ji2k;kgx9S|_$AzaL- z*?m`ATWLl?q-=M{2j97Rx#cvL<%{E*#}LqyCO=kDF@sU37?qsV#$JNYizgv2S!cv&t7NFUS&uX@Apn&+bcBiQm>FwV2p4m2s$eTR zEiQ5GS_9Vm3?!Z0bffBT7+Y%g;3R@(}2UORN3w*Y{c=%PvqW_OiPTjN%lX#Shk(PKYM$b|6 ze@0ED?Dclw?c!}*g!^anuML1nMOs>XSoR>04z)jUvL1=GXLGNi62flrL4m~2^kiY|$iRi45tHJMO+zhA^ z7-lABCy|g|El8V`o<2c6s5?02EA+lKKe2nxcW!LNP$8(sGpj%h0Wqm~ry0J@{~C@C ztz3kLuisthm@;C}m7gQD@=H@oTU)>P(@O~n3BsBosGm~JHoZ{Sf0a>SuESz-W~T9- zMu}^NkPWZJz%|cu#nZlblKJP7HB`q&{5f26=?#N(O62mb@_+_7d3aj#FTaM;C^X-< zx6`s-av)NC^KQDB&ASd#jZQLz6f1W#+n8QfH=9}M0=YHL|M}@ob6{Y6HLZfl^Tf3E zR9wnF%(I^1_wFcz-d;K+?4;sFs4ZeM2`3d<`H7*n_PmR*G`ahxua4$Ut@_ON(2Y5C)t%%C%$iy3nk-Ze9&=^q5Bz6Hdgg`mkd93s zl5zpmFm8G=F){w{e;ff^B2j$i!wxpavuCBjG8=#sbgUE;{M78qG>XP8GnNVO_eWqA5|XlDMdWQI>aqZt-lV&X1ixx!5fHLPC;2n*-Eew`(Fc+kJa>Qntv+(T7D@9{deLerE)vg1jZa#;yf5 z-oN-4T(Mwd4O>$Odc)|10X=PxW60x@zyaH*b3c^lnA21Hoy@c<^ExrGj0F`{Ec{Kp z4s<%GZnw_&KrnLU8HFvo>D~=nWzHIeL~+d3C`|o({My{@Mpmr~hX2>`!#y=Esa?!< zC>su&%$!4Ev6%WlkmdJa!^c&!N5zF#m(nCht(%mlN zqN1YeP~qg4wA>?QCqo+q=Q?^PFPL@x!bqkqxPCw}qA5RAA$08YY!J7hkNxa@@T`{U z06^J&N}p60V;BVz6QArpbZ(;kTwY0AhJjIB7USS~jAMtRg>>q}ET+Wesm35HmE+Dp zhd-k<8)y;O@A`(BD#%-Is;;f>mvsC~P~gNKzUSNpCP<(_!F2L|(MA8+l!Uh3k55p_ zkihO^rx&|?Sr-UfO5KDoT2?bt=x_$*P#<5<)z{YtcSVKWLJ6WeL{Ry*|M%~P@xrcs zHoR@9C;87ofm9pHEt(&o4Qv}qSZ;ZHY0K1#g1VzteNWu#%3RUF^6Xf9;D&U8XIVzg zC^95ybCn5hJ(`7;r$0SZJJ1W5XHe>Klq<29e)ZRrKc#}mxHBF-dO=T5PeM|%5kP~` zgH4+^kDyMJ+O{XD$7sSQoF_h+@tUDwg6%4>yV-nyh9R#>%Lobx>=SG%**72=vAkOX zA~iaA=IglQ-96V0;uAMmS}-s$Aoc$Vl6d~7{4F)%(mGd-U36XyQT}RCb~NFS3w4bp_z#! zRRne&N4QhCeV&d&InTOn+qT@9CgmzNhkr;8m;-gJki9m21;potI@aW?PenyV1LmAT zYma4=wGxcgtnOS;d=9apVWMc&SjcJU?UTvVe)dOX#@AWe&SMY~SYIjrrZe`L2+8@O zkod3%_TO3|qZ6>)Un@p$bxWD9tUc2JsYPCWX@K*RiW^ov6Dw=A!xAWyUR%1}rl!>@ z?rz<0e?QZ2OOI_zR!{!*>z+l^vo~*!2+p=>9>i*97=F%H$oR>(rKY`$SPv9`9HCf{6{*X@!D0>?wBmEIr{`1$Hy$SNQ3w+B2Ew=-*+LG@`)ZP_gjq z*ASMq^zyjnnU_9_>lW7GmoV=2CV{d%H!GM}oSZs>($ zeT4Yl_;qE_$MbzpD|+b&f+Fd?eK;nl`u}APA3uJq_xID^2YN}!I4E%M9T2g{gu%+f zDBJR=`fBcgt%;pGHkQiU7kRY!-eU+&u^9kge@4a5E|--102D|5ezvzcKMHAzkl@Ds zgCZGrGx~{Y1xg63@+vApN?FEjdwcP*!3a@i zqqw^rps6$R@+u-eDL|GZ)wij0N|FH_wam%+H@{o&Z$wNFhuBD%a43;6J1uGiNjZ>I z4>s-CHw4X&ODA~iwrxy5ng=kjvX++VsPLQ+&z&e-Bv8H+TEO;QyBdk)eEa=+$CdfP z^6Kg)V8h$>Cr$-vR_^UUdapP$T_`T3c?8B%%6adky==ZNJduk2%r`+NGl;8wo}3s#lleoGQz$cjxyA{J4)O8;koVihhmBVReTd@|V{(vXy{5C3jdXp=ui})bU-jDm$Id0y(X{dCaY`o^`0M5~X z{>8b8th`-o;w0G`e1t^q`?UbcU3Dq|_#m)CA>o!rui9yc#mV?p1Y|}_{)d14^#TN* zx(!+Z*8zY!=JY~Xw5mz5aXuSMaZ{7Qgj2eeI?P(%+cGL*uy`dWZ00BXcQ{`E?zoyH zG*0)iwq5Ihi|T}bVq2z>K~pPA4T0(iT>>SaKYw;GA{sv&1A%5mRWlCvBZ-mc_5JMatQUBW`-k}=5PnY#M=#E^E}N#V@C6IXc* zx&dU$89}SwS_xqKrFeCyBCEemD~ykaTIlovJI8*ROw+D9HJ$y=kKN5cXJ%V3Rt4se;QyXILW+57SqhUg6yJn5f2bsw? zX_>X{3zK+aTAL2DCsm8=92^|oxk0sS1;yj6{_yrm9723Xh>6p#3Lwc9h7Z;PL^7pJ zLw|S~Vt)31Wa8{b}fvR+5QgH>H(ba}438KEba@C9-kDnO6K zA3-ZarMxN`3U_j2zX*h$J62_U;scTL{suV*!Sxq;}}XuU8Aws_wuly z9Tm^3SD;`72^TC)RuHRFvf}uQDHp+VUzT{x_z3D}^_@1|i3d6L8IK$}|Mlxv6vh%) zmM5H<5pAIv)M0?CnyIaA1;xgX>r6#tqDt~`0h=Bc4xhnEXqY3Rt4q@eFc|6(=`YkN`(~#{etU3+PLUT&g`_| z#y{V1K*awm)2KZPyYkeD6C%UI!`ruQlZM}fJU)u>rJa(N*{E&k!w|55sr3m6h=c0^ zg(WGF47Qt&DEYL#(|EYDG<97rPF5T*Dj?JgE}XlwpH<}x@-Qjp!k!|Ndh0ZP^2I!z ze*W>>_yDz{cxTcFg=j zY=Z5FR6I)RYiKXI?5u?;ia{JfumOb7c*@{VhP%r9y=`_Vm?0&~gA>XiZj#szL>>c? z@bT`8rhlT0f#)5;D!M5l;flmU4QCBjU#=Bxa4g4cO^)q|*~_~6qWzy}-KA}2!b3t7 zlLp2UhPDTVAF82U+^Fzl+NoQ)I}7pF0J<-q_4n5x7V)HDd+L+~=Km&=)>vFceK$eU zIvNB?Qz$Jl8YM1mX*%v*4pWi{pBCfByL-4W;$&Dzg;$)c5KF-5yc{{o{cmB;VA%LN zvCi)r$`}+1ZNExx-@`pZU%){oS%`rL50n$9c)z4&GLRQe8&dmxc;Z7zNh4%f9qwI} z8#|{b$U8C7|Gf!9lDs02%46UVQA*Q(i9~t=;Hv__XqpsuA>eP?{d$9d9QZe2|m9pxyR=Kw) z?1uXKajB`P4B`;3>VXqF8ZW;oMI?^LTDj_VN;c*Vd{ayu9I_y8P~jIXmwuVWPiA#m z2kv84VWg+0x8c}NxqW=WX6-sR0@e(26w3E>!`5>E1Cj_B_1JIyqoeUynGoY;VY16Z zWh5Lw+HmiE*AAMHfEBw>sk)}-It1nHKd*;We!oEJIdawabS*ZCtLk;glQZAbYLo=U zR@eMz6p2^o#*No5c`s1eI7cL_!~A((;5wcTn{LNwL?lt-$-~yM{Pja4GBUCZ{!Vx$ z>Htcjp;|GcIDqG~v9Vb9<}$B&-%}U@o~vHJd$*6XrnU$L4UpHmM>NFZM!t%x;4Pc} zQL<-$UIuAhp zgXt75j4%trKSXjUwq-wRieJ9mXiQXAfD5t_@G%x4WKdZQ1{Kr^!x5vXatq-P_{S_9 zr;r>1udN}gJqUEA7KA6$;wFf(-iB_K<_g_Ne{z7Hq*kE$*{u;M`|Af5EG<)3oq?Do zW7MXyque4QA{;9GAc$cDG##?(cncYl_-uA}Zh=q^)Z#~09z2q�Ly>OU_C}1jCc0 zJy=xx`Zx%cMBynU#9>k#o<=2*E^p{UA3l75FE~6!^E0x>$G4*!dx9NymYnJ6+)DYu zv1ZGIO$bIR6D}Y3=g;dAoRd(oxFx6_Ep>?4QgAcXHb(+A4%oq$!KqbFC4Lk3ung>I znDnYnPyORq_KF~4AxANGBE z=#sn}>i^Xp`%d3L(i$(AQ^S-1(5qvBOW-^$x3Mg!K|1WG^S^$zq%_)A2)f_Lj0JER#Z^{bLo^R>vBDy0c^+h~ zh|BOEK;p9=X^i)Snk)(uI}AKWW}H~j5!Z%cg7w3w*MtZ@&yb>YJx4V1sDN%0vtQjo z+KcM<-`^5TO}Dx|h(o6xve!(jPUtYif_L_+SYZcwOy2-So)FiEUhd1P8V3l!KW7=E zAL*Z#8dOxY%2^au0O7I$`h(!&_p~*?E)d6vkAhk)RJeW*BP@B-6AA+{VO#g?DT)d~ z&>g{DH4}N46a-Om`aFcscOX5-^in#iAWBRm;}UPjozusO6y3O406Z=)_OEX)Og zn1)Qk#K*S~&@X5=eFG2Ih|9xIrUxCbEzc(TlGB-W#f!gk;h^tf!X8Wj^uL-b;4_Yq z+EFn5AT%^|ylB-4_6SKcGc&GaW@hHAKY#ulxSb9DqX)3G(*=XfcuYY%rvp}cB5I4* z5r^yd@86F#;#WPaYmzxjg;%Qw=I(f@~FTH~u&u}c7 zT2)lk#kL!QfY#`y9>v#3cT*UafovBr7AM3(q;5bjFKIUW`Awt~nHR&4#~i|A>YO3! z<=LEL75#&Vc5MarSqx0T>L47f%G~&sSq{4xZ#h6uNi%8{u|)U%`R$`u1hm;T4FKlPl4d}(8*M!N71VvGpVmXJI-we} zoOO+6B@pAA|Ae`4?;>=C9W497+JF2o%^M|B7;(r7!ReURX@%?GJ7%s_YltNU8P|&e zNXC1e*?Fc<+%uFT!+mA129{yy>{Djt=T}C=Dz~wPIXEF|wF=sT^AKQ-2Lq-}oJ3y; zDXz5`LQ0>hwQpWqA44|-y=5vg;z(d@Z0cif)v3tXjejF%#U##fo zu^A8IGHQ!Jc-IHM^@>267=?#6C5J$x>!MO=>X;T3rgYUpV24q+T0pR5#R9w^0deE? z+>QWqSi};GO|wyYZj6-~3>b8DaKP$_sHoqt3XulkQ?ZtICqC>|T3QFTRzF-a6Qig} zOoMHWHYuBAB)-RQ4}WOoEte+y2P$BHo`8UW3KYH!nAL-uNFSEMvFO%`*yxZtL_h{{ z?7xxDysY}>ZN(O6(M7>P7FxdZcn9wj=tlA^MBK8&M#3mDLG)I|Ov@tc94cfbVC++? zBCGJe=OT!Pjj*zU(r)ofM4T>`4hjw@&U~1fc=EgG;3Cc)P0E|@u&ALPzKQM@N{DNa zcIdXfe+~hgdoYkJ3241GCR}S{0tIDi1%}v37KOJLH(5kw(IFRkz*(X?#79^jELD>J z=R{zrSAdByom3E^xQdvdz(ENL=?6WCg19whhGq_`g9qbayk4*4hVApiGU=C8qe&h-UW+aChSaaT9;L zG7AU<31B)TsLcb6h#F~eUTv%`BLngv?xodeY+VoUTJOk@jd5C(VUo8KB9;nhskzfmk zqhh$sy+6&B-jft+z0Qs0grRH0q5)#Ahs1@$bjoOZ;I@g)!7Q7Ts@z5hd;$=y_y9 zF}a+^9WCS%8f%x3!D20#s^(uao)LHl$ie!969#FZ3K1oBn1Rqk6ph3!;RRhI3??Tz z-~g7Jj<`;we|#E=ec~6~0FZuM>q|EvjXJEXQs7rI2$#r;5lB)wd5RQ)8#Fcuh5}`p z?t)QZ(Xca`EnspQu=q)j2L?=@bRR&CM{Z<-KtKxrNc?Yu`E4Y;mX?;Ne*5iq^8yiW zVQ@Xg#U(GiJpHOEQ8}7)U_d94F*P*}N%rTrNdgI1xm^IC1d)!v>+ir=WLa4Gk~F{+ zZ*W1uGl2cgy}uqk+8FL+Z(A=_-O%qRnmu z#84IjZh|j@lo+X_VA&=XGUO=%7@;h(55_KWFDhEvcr=ML?Tr0r+ZtIcUb=MY>U1(T z7-jpnk<(9}6aZ)tsabV~+7D~JN~^cGH<{)<-qCZV zFTFze);-j7#_V45n=?>qh|$2~3DQfP%|us#uyY|uBN3uW9Y6Yds65Q9)cf{DA=sVz z^G{K%Jq7f#q%`TI-12_?ItH0f7a0~N6Irxm%=G)I$6cez)yF;BXY;LXBdY&yqYaeB zGndvx3Hg#Z?iG$19+6o3?00m-i|A$_f zz@3&Tyz=W3v}!V-d4afRi325Ph;<$TL9(!L$>qJ;T}}+}wYwQ%$D{E8*mKl-6p@B` zUNNT~^t;9qMm_&erBC>@Jw&H%>43Mw}ns`ccEN*7#`%SF=d_widw=US{Zny$7#{%$b58QW@xGT@R zl@|fV?^rywYHWqxyIr>XpgQ!We>)m~^g1qe|6%sI__Ifno|;E(%e-~^#L3?l=2de{ zQhw9M)}^QfywUwXKO^f%d~0$;KSzs;zz&M(86X9ZMvs%J2PwtxRXiJm>@Udwcd-8R zUFFgLq8mK;UtU?OMeVs6^#Tk~JqMhRGI5@ymiyetYY4q!C7-{;?9&J82M_8RV#kd) zQTCTrR?5Pv1TDl{0(K7+Tr6zZZ+Ln1-v8rq(B^D+Kw~h|&d!~0rjOQqxOx|XgPpy; zvx*|YQYf>b<59w9whQtbIzI0$lF>xO_CALyIiKxh1fpR_C)JwHVp%8%br+d@E!jg39G6EnAN?b9iJj}tcE+kAad3X_%n z;Y`G_)#%e6XJ96Vn_R7%5EEUyP%XO1&(-R=Xzr*blkjn zv6Jj@-;m(kWD=wOZ6xc0@yBWqVmiI z2Y!3PynaLEqem54#pi9ZHZ%I7W5^>WHxV87liQ(q z*bCcbS4NCjV33FSll0`U-4)mh%#1b15aEdyx(uZz!;bXz5z3APJPjtu<4{0DLqiM? z1S^7SX6V(6LfT9j&fvEhZy==#AXX{V(d1BoX-v@+LxJzjm3|3VR4|56$!rFkzBQeityRE-Nv5V`$J;5QD&}3%LZX>|b7=)vP>+x}E}lg`o=T z>$|(_5T7i7oa~)DVOO&nM?HEePnb@Nd7XXk5+o{BQAN!=rcbyj>5W3&UCeMjMeKOZ zG5Wh~gU6#i>&-3Xq}uas(~JvddAmnW^4>0g(EY;8PZ2VsG zn=$45Gj=rWiin5|LjzDMu**Ptj6#)i6qQhtF*`f+1rin0M3HOiFYOVG*iL<_Whu9# zJr@!QbXHwR^`ziS=yv|*b`3CZuLulBV9g<3^UE+d5JMrS^NIthbnjN5ARmDmkUs3n zM4rQ1uxvNVB8;Ed0v{v`-uv-}SYV*yl5{j!6WRf2+>8WsI|ZXUM5QmN@+Lq%*N3lZ`_`>QUm{ft zc;dvpFpCkW@uM`{brXIf3+~@2J(hhO<^g>HLB8#)%iXKP8O>@0`;}yEqVycjS+!TX z==^HH{GY$c)T-D=U?wKE;VN4}1pHA2aKJ(Xc*SMd@&@ih9)~<6B*pAXZZ3xg(ULiMRJQO2UzyK+tl8}L}h@n|*W zc8%vC_1#;yZasq)sEcAR!^xAhcxG<2sp%WGrI%@pmKnio;=<4iP{$E^_4;-0q@oqO zG{GEMxSg{wfz$c(~{f!$p9>6x?fPM)9_O2`_%hnw` z*wMIexCBGj8Egif!U0mzCJubL8e(a>a*os!aT}IHU*6w?tvR9G0YJ{>d$*xSl`4rxNHR>D5J?8za-PNHsHU^Ypja=)oQ^S*y2O=wu_YjXt{Dp^` zaY}(aSk5?tp+V9iVe9X=pc?Ap1_?+f>QH>`4CbQtxVu0YgiAQs;=sfgpzTa0^n!}9 zJFoj43b>#74uwbm~-j(DrP`=2TMLWzZvD&KlwAFPGwEqN_RkE!q?g zC}(mCllmMwll!2HW5>or6py==5=Q6)2uiE0m>Z0lqhH=$dh8nr27zdopuH7cA9du= z2%yFhEF|kh1;RsQQ5U=zZJn7Bl+~7^`GojL(f_jRAjcIHx)tDBVHn0U)Qb*?RHf*%Kl?D>kmJ{guM!SRquoj5YpfYooT=V0YDD^hjcVb!9vkAK0`4* zmwK?rtW^Il=d%R)0|ezV{xn~Iv-+7m!V}2?MD+y}y#%^Lx`)US7~mwM0kMxUA;wtn z*NJC+XNd;`j#an@`OybCF2rtxi8PsZJI)0kcAS>RJ(G3{c`IlXg08Nvb&s~~MbpGS zNBGo8e<<7uZ}}(kWr(MP@bv;1{0Np{h=m`^+QdN0BLUOUnOx;w&>ql^naR+pISikS zb3GVcJobzd5lJuvS}C`_8(+m>qP~lB2u@JnB1eP(^{;S_W)oMJIQSdvIofYWvBQF3 zdLZ>V4)Xunc#32L&ad=35oauK*PXog9(q|4F=fkC0Ee?mEpYSlS>p zk{unLX#fWsIaWiac^$=6z+CC4NB#C{b)cJr=#?aPX=H%5tP2!MR+%HOZ1x`B#CxTB z^MmP_O%%t~r*a`0jKCL8!hU0>kuq)OPKdlo)g~%+UGt^-A1}!>A0l9%a=)TFxWd^# zG}L=B;QJ;Y9G+qx$}q+>dW671AXd`z0I!&M?`L-fXn-hVo)C9MxdZZz)=U8M1~X_H z>8d*H@Z&zYHUKnX^8P9I|K3fb=@no+%K_tt_%EpBzG$taySRv z;!{7#Q6K*7IwR=Zynz+o01eU+6_eavH~z^b&W9}RxlYS=h$B*fCIgv#f06k@&;_K6 zMbv=dM5qo2P(VrK@L}rh*lIpKB#oYinSeoykVWu(!?;0+^^I_7pA;ufb+o9&!f!;C zqaywrn&QC3CA{EzjKmf6C;Q3v>-W`R;+rGH-zTEFV%ODgsKC@*5~O?*HM{ zSgO~@q0pa>e1oPwD_~VGaEXWt=UZw;P6ZJaX&E4OzlC_zSBLr~9eg2Ag>;0N=cICu znqsP0ZP{$wxiFK)N_#lOxiv&Ev7#yVm2<1xq2N>|e3}f3vj`HBq)Q%BL=b5k2ZXxn zC3hc$rhyDJ9ybmLEWmMabN*%)rLG96B?JdXxa|QLXQwy9@S)O8m$of zFF3Ev>!h%azP4AMfJX*QU76swuFj&1jU06Qg%T z1Nc}SLVE(Vx1pihaO=b^l=~NLFG?+TcMG{bPY{(q9^dMYdbao0!*e1BI`jb^2>VA@ zJ}JW!?@wW&!l(Pu(a~i425=hqLSnolwdu6#O5^*+u&}U%!=a#HkU5&rbIgI;6KMCa zFLq~uI$tqjR-InxygZ|jvU$AE&;W)4Vnl$^;#AEUSy_?RrViAE{#^4<;G_sPQVJkQ zaQ*uAbWNY~H*VQ7$a`fJ@NmFfnFA6itYqE{#Gyx^C3@*Iu!%^uOtrclGbcfOj`(b% zC{+2gi=n7U8h0SeaNwkfPNZbgoDNGk)YLOp-&>>!tzeiLs=b6hSUZGRPP1>9;Rn=( zH=OuDZ98@&4H56@)8CIzmmYW5MR|lAI*_hgd(6g|k5YW$pM{T;8c6dE31htn_duBV zXCg=%BUTtvFh+6asuwBMy*zOCA_3A!b%SqM)>Gc}9f|h@E}kW%x+fI}pQz6k4d0O5 z^oTOA#yLNfuzQum!vL{38BJr!OwLyK zOPQw7_{WHrml~_Sos{ygHZwv?p&bv>8O=>bNi7+JFiO%YgwKTa;!Y1?^GMyEP{fER zgkMqPgcTx6p}gRVQ+(KK1j2!Ksk6Jj#UZGK$jlBb*^v{SMB?U>^2Y1P$v#l`&X=0 z@DHzug_+U)W>7h^T~GFd|Hn5vD;SIA#4OQn6a}0Y4u%N#i&OoKBNnd=5Hr6Y$!Y zF+Iim);|%Z$$T&wsEZjAJaQ0`8{ zE{e&Ly?N7%xFI3Lj+X2ZPCu1qKS#`+F~wY0{hX^j$jM-hW~h{5l}4hT7K86z5f~W* zn2iX2XdImi*v^afMejK6`PajT)Q1ikDex8#mztgToEbNAd}!}k&w4zXnk^a&(TPk@&C9 zzjjwycs8;gM~E=jbm39?or=M6J~B^v9Yv}c5tE#g2K8JHK)ESNHJ;GU)2Ay3_|%-2 ztq5L*5ME1a1Vcl*@T#n}|6!s?AuX>BW_xDwIvmqLD?lJH4%K^)m_0vQyl*^P#sK;i6TaE#E(}{ z{h&p}p-sd9pAM4D0hM4%JD!gg+!thuiHRw;m)J&fc65CB*Zg2~jA@=T4u)U^jj8+-nQ zIM_?VG;gWC0&%k47`YZAph(Us>w9(G^6Q69;5AYRadHSwRaTeL)r1n|L1CwSQt=_0 zIX;+(1voZiS6+Jqn$(F&m7E4pxVmDmrK4j24lT0%u}zn4G=a;c_n;0__b1x=NsGeD z()>Xohivp_hAd7s5HOpM^^AjyO z_G^q4~&7H(XqDBVSwii?v?V|3E$ z8)*i|GoyHylgE4ChpZ)7RTp5khwkjh^qpP2iSh7kcSfoH`7T$BXIsRyu9+VcP}Hl` z`$MtHzs08cSoB+tvI+O_5RbCSOY#q+k3p~sda!K6l6ufo#Ei{n4&Fn*)cyN141()2y}hY+(VV+X4l5z2xB=tN zjCU%-)oxL~upP-I91yN;yqWlvNSg=pB^%t`km)#T%+;OdBaszjP&OvUNz{fjm5dL# zd_vz1*77MHo?C#<^Jk4q_q)u;Gg|Vi2*=Mmhh& zxIvwTs@-%SlD;{A3f|^MnDX z!`w%bu<42IGy`FQ)a^h~<%ko?Vo)lrlEf}_*92sBoGb?M`uOqVFbE(a+~j}Oo&?;@0-Sqg(h6~a7M3be#LoE+2o^h^ zf4p-S$KIgsdR+9y86u+1wzsB<>SlI;Zn>_AX!99+K9hVf1lFi{L--|-9(nz`W0;%{QY{{8Q zehiw3YV(;(=R zi62B-(iFgvJa|-5v>g17BQJ@HIWP$opB8+4OD2BGN_vLNKf z7l`N0F_2np4QX98UeNK@>3(_hpvvgyz5+YmS^0wyp=iOo&OtZn?4+WIehn2jDLWWa zt~?v6s#tYqvPPd-;b14j@oUH8`!C90QWH2Up~s}4XAXbt`bQqHK4cED_NjFFTJBw|Gv)8 zh=c(%_P_gmeS9Ke@w-Os1E`zKFTs2m2G&7({eh&t(Iafa3P(~Ru^58uO_6gnAVK-3 zRT2+A0!W&Y0$+IG;gKBpo%)o2z5g2}espWFdFDI`wZV147b-W`TxDQ-MICh&Vr+J{` z<)S01*p|gxWZCu4&YnFxAUovp<@pc|0*NTSPPGJqXz7W?#h=?_51GLgi_%;!nXn9mU57s~KRP|qOTt-iFw5%qnGI5@8{<_^gd7*ujtU}j0OwC?Ch5iw zzL)+E9lQbVQ%9AeOF)zvn5y8Y)~2Ng;Tuxl$fjd5I3)q=7B5JwxCprV1;}jn`u>z} zg0}7NURY3&lUB0;$;ey4%VZy_lMk;fH6*rTEeW`Lg}_cAZwkSxBg!bXhmfc5)=%6z zX^Gbda5e~|igcMWZCW%MRU|3AwscfIZmc$1#K~!;xZsB1x!!P`W+n971hAs#@7M7> zEAql20UP+NdF@&j=hB-%LAl}gJdG7+B?_>n9tJiukTqRW$nilDB*8>Jr-KWSa8a_O z?fM`Ex%@bsmrySLkSelz%^FJKbavVZHJtiAKNfuJ2e$iV*)W4Ti{8d9uQ|vF>1@RA zO~83Zmq}cF-9$;F>o3|7dPz97>QC?3*w@kmpftDn*?=LS;|}&8cpHW<+skL(-Y))b z(YZE*6+2@_Tt%)^0DaHT%e-x4FI~Ms^n;1rcgL!DOX(H(T~=jo9rzo%PnSx6_*F%I zf6ed3wnzb3)#4}y&lIy*PwvhdeAjRRDor#%9VJxN)V%jOzD*JV__YgHTW4;;Y*lY0 zU*~)b-LP+f>_s)|AsTGkwk_bHQ$CInAU)Eb-WICs;=t7E^!S8|;Wzvx4QgVp?Mhr=i z0nX(F`Zte3;gC#44oQkhHTC(8`ymoDqmnuWle3n)zXHr}`Y>J$j;o6R$*SD?IP@6O zqD`cUrVI*M)AFjax2=m|76$ejr9K4&3Xt>*`|1(O`t7csC=sbnxdq3w1hhyTe(z_-3Dn5}wX0m|1aQoEl9OTQoVG8pA{351w!zIcIy8SS)iTk>E&e zNn_#GuP3EuNcPkBV8#|xE{luwoK`1s2vBtEqP+4HArd9EhAF=UF4G7)T`Bfyw8ZPp zn>K4Wy$5KL^~++pQ8Al@&e1tb-{S07%-=9)i!+Es^=v1?B` zjKZ(dC5Ha7!S#Y#Cw#T4jkAl~h*| z$r4EBb9y#F14Te0>6pV4d+w8)=K@YKZAs_=!?2uQfF4|kC1P1J7C8;6B#;Sfpf5(2 z>_DB)-ay_JDc>g(Wbu z#tpOL4;P4{>c9;V8a?DGff#3sRqS=d_GFrIOcxDXh0YkxisX8mU+1M{n(0zye|ddg zcO?!+6xpnrrP8%-QTuYtfs_@Q9&gDiTV1W?=1#F*Tcnv%&+bnd}+ah4k zAKWjzE&K-A(ttctQ7Im*g%?EpEyM=X!U>6-WJbQt4!4@E-2#_=#B4)mEuJMe+-iCH zLh6SB86X`yfS!CA=RE6Ih^kL+@6a$Yk zfB_F`!>hs5&+~Y~L$(6ov{=_l~TYX`Lc* zX@@N9rp?9;njWT4@8BNLML&A%m>5Iv;}h^IjzGCfpaUN7}X7dsN=B9-CLwd^7SEzm7Mbyr|^@&cq6EpP#;!A%ryfQIKq*l3Fp zW`dIwGJ;E}ug%jq0=O=v7O^RF*pHE`*VNPy;^@-)U@qmB)DtE+W66?|K>v{}Zh%j| z4Wi+qNx-4fR(TY&YKi2=Jkqk;Q_aU^_G9KmY`Ek~U>0<9VJHT^751uUU^q+$hI zeg!qh5L3rP3SAr8KD5*g@2V z(3@jFO>U=6Bmc=+3IdGLAim;^*@B#inxELt=*Ug)sUKixx&f4OpgLQ$$rck>DmMhE zQsf;gxolf+B;DBYpz}E1n2*^9coiLR#yJH$u;QpSgYAkx$f(}p0P@X-bx|-B9h4TL z^x6n}DLSAd7bRHe(olnd zqxOGY-Aac_>c>`9;JBLb>O4j>9NOCX>#2}<4oGQpp%sMb5gFR)nE*?rrG`9}PH<%E z=8#XL8@R8NQ6K(B+-HU3v9U$rgJ%LYPpmNIU09D6$Lbvf&}Njb&wUQX0HHJ9QEh_`AS*^CZdiLx-G+unp(Z^Myk9+1A2xIU% z4nw9w+YniH&Q8>yk8r)95}n1Svm40_3A^KSP;0|rcN|(B-VY3w)qDfwTgSjA&`3zU zVUWQQaGU4NMyz{_qv!<~CiG8%e0w2)<7oBWNnj;fhGu}gxFJ-8BX`sBiE(#x(45Z{q7CXyQ4ta)an9K)kJLE**Fq{#BPEr$<076{%)_=Qu)%Wym; zS(Vap3&VM0(_>jJgWWD&d>jnmdtaQf%9Su&;@td;ZZFpHY&La@;7lNe)RwHB$N_^= zTjVR5f&O?S)o&oQx_~AnSp{O36haJx=1(-}lL#1_a%;rc2+w3QEP_Vzrs1yHdO`6~ z!NinSQCH8mUs44e1y}qW6`Us$0`bX$e(NQ7b9|N_{Ky+LY*H{nqbN>zU>Y0wxt0W* z?DcD*l!s{vZDycyP5^~-OL2}6e(!{cIUeN(p^q6E7X1?~EYdCDnm>BS0w1T@(wlZBm|{1R$YXm%21nMwx;a2AG_UT%;1O$Q%xKoRMFb+mwnMH zo(}tM8R1YqU4M0z#@Tg5$e-8>8ASC~wV-5Y;=$X`$Usa^^Y<_nU|n7dSP3U6HM}s4 z!vf$$eH_RFpjxfMI`!zSI^}Ws^-SO)2#WTJ)2EkY*T&2WU8gp!^QWFFS^%6q0ao&` z#r@P3oUy0=iF!aMAkn&p3o9Cc#lpR}?a`STt4M#1vPy;P^!E7$fD_ALG2$m{eG#>p zl+)W?K%qAQgye=Gb`r)Si2RVohG6K9fwA+Oqd2E(^VSb$iKQGczIl7g;SaPO7|%C+ zT#MSzHKfj)H{{U1AFF>lExbIYhxb7#8h~utAy7ZUEy$^9L1$MNW$fUmP)8jyV8ga{ zB#8Pvs|%z}LoH4oM*t3}jiomS78&Hz39v}Yv2_QL-GrT64sYAO-7u9jWkH%;BT%OwG<<`jXn!1tpEvP^qE0sT{}Nha-p zgwTN>i=$-v$fGW18L?yO8@&&OkppY2j>g8K($j6m-A-EywlZEbH!~jp2|5|2b8(@k zB&Psdi#Jnt(_`MF%4qz6lafh}3@zyW;XnDS0k1gB=uyg4|DfAlv;WS3ch~WJ%mX$L zUp`Q9ChzS8`gWQpnt!?h%OzJU8>im3@X@*vg^UtEDF5ay44PX#cswhhN6v6$aBKyR zIgUMY%id+lQkV#BOZCy7@l4E%^8cFpcfkk$J69hNw-7KKxIy@XJM}fYKMNb3F(f`PQ*&0q!BF?(V1qO-K%F(80Pio z3Gf9!{y4-|0gb;!Fac_5nmI)BHz?)ivx$>2L3~p%U<6G7ibZfSAZ}uzvkNpP$m8}w z+Dr6pz^OWDgCVQk?p?-D@u-;#0LlXUk5uNMi11fX&lN~kXT)s)i7r4+rQ;4Fo;J0c zkz#HHR6`XX(R)yqdoi#t!8b^;iogi`1cEDBBT(NHh<3uRM=J^Dz_6`wvOK`)4wMGs ztFzGWim;J#cn~<9_{2#S0ac<3;+@{dlcSTd#N6G-O>^n2hnl4XKN$H9qE43u(tIQg zx#EQY5U9V8OXMX&@HyVGHkuK7bNC5fy|^uYln}uWC=amZaO@RFYxN6Lz3Tx-p6=NN zVxL~SKf;STmVp+FB#m0kq(1?HfM~H?PtWmS`T=X) zqZeCMbtCNQz)on}O|^lPWreKr?u+&_|Gofw?ly6~K>H-)OB~?ig@t4Bdbg7F=&W@e zDQu~zhNr}tRQcCTx=QoPoZjuX$6EcrIMItWkthcW zMOiG)ZMG&lA#{cV$MxR{k?2e$2nfRQ>zd_lvTBPCJD+(*dDs*Cy>ZB)Qd@Y;Yut;MPO;oZMc)4+T^o0;~*ttVWpOkrtWsm)NG%2KXgm6no_J-d9 zy4|C_%hu92>0zZ{Y%fzy2-`-STF5&o^~AvmurbfzAhrS>lVDU(QH1Iu6g*bFV(aG* zXHXj$Y7Ama14fHQM_A7b!xuFH_>G@5DGYH!6r=CP`y&|ldsvNepE61p84{VLJ%)^h zRP;cCBh=3;QfVfF>g~T>g!Fs)sp-!od>?;^u*ggXZI#dfqS9mE?W)i5rQDVz0Bqv? z;d>#}OG7f-g&}M-s);Z-B%LH*H9FY2lX^(F8rmofX}AM%Mf{}LT!ivj3lgJW2ommeM-*rnFwNWo2+-=+OY-WtrUm8y%^awf(@DC741;&;n)=V>dp!bPS?^cF=Xq;rWZ==n)_( zX@{0ANIz7#|1#!%b-&<>)(?;- z>xPC( z$NBB@SS;V9Q|oe&v9Xw!CJlA zn*`s?9qfoI}xNkM`Vh$?}p(`T}7#s`Ok>a>g!y=SBR5s5W_Ut9C2qAq%;&B5e*3Z6Y%uG!4Q===!d zs8IaVNW{R$sV+&BW}~czV9&7^hvepD0G0gF`%5+&?cFar*Yk$cIvpVAbAz0}aC<{A zjCTdyCq&_KW5#UrKJfBd1~b{!8kaHm1AfyT(G+LlK4@Y{3jmnf=~Y6hh~drap8z<% z#V&_+_D-rSpfSu^mx{ny1Q*4qx}Qt&30r0o^wqK)UcU-)jmw=8a~Sbo%U#)~nYZM>SiwImS2y z&z_b}Nm^RBLVM9hs-uaIfirvDrW>dS;9X8*aBw7qQ@-N$z%igLqwHhWCUI{IlVhGC z0H=v)l?<{xZ`Tx8t{dSdt9jR#C68bVMZ&@YIN65GVPx7uCh$PgX%|Nu3rVSC%q)JQy}D8y_34;aSxqvP`KpI-Vj@Y zx4EbCR&h*+z>iQMvQ!qTr+o8#c#fWj>>X4F?N!~Mb#d}6lH5a<`w-@`3$Q-Pa*2YB zyj3-aJoB&_rdO##+jwI=0+gfCDl-_o~8Wn&aE!!!2iVn2kd!6tTUlcQYtIa6~f~sHo(`J(d+>|furJto^sDWsh#`o z-7$vz%Ss*$;08Np2h3dv;(19xB9mCc}osbzWU{% z4(}CS&7VKMXik!>k}$BM**{@_`aoy_G0OXrqw7 zEYa6sk5ha}c_iBUc@Y(TY*ti$e%V0F>3AcPUR2e@cPGL3MJNGHGxxnJ<6v z{nNp~-&KjF4rl^p7p-#Gn3)%?g?|wmUMZKsnQ7QF{mWI4 z&0t3B%;Tat%ZBpFD=MfP4IVO7C&dF1PoT%h-3iEpy7=g?ZB?9z{w4S_XiFA~7eXBq zDZhRDc5=xv-9woR|G^pa8{@6IB@wL&awNd}-H5l7)9^a!wIW7iZ$`n*Xt-=@*S;!? zSH}AH?7`YScPOf{+4HZi1F{03cQEvWbFxM8b@%FNq5WaSuc=O+&n?$Dp!4YIWHNe*()P>^5T zP~p2cV`%cycR7>Oq~Q^grpVOoN`W+*75o7bN)&$v?C#qH^C5C^rY-?PR!oYphstSUWK5)$!xU zvr8bsj<5zR44G>L<`(RcK)&KqDM^Si|G_CI5gPU-B=W?CgF~GK)+RvmYn{Hy$qEcK zFM??vYT&Y!5IQf9Cfv_I|Ex)N@$yhA>13b>3d0G5=!Q2?lmPxM=En+pf#5e!y~4u^ zu7|_^C;_RY#(J;@$UusC4k)02yK_TegMq@J5pgdI`c9k?gjCY9#gsBF=+TSO8Dwh$ zQiSL~1RZ?y=8Bv6hg3D=5P(&yB-;r&!&|U%c0v0}{Xojwbc&K=qW;3>ZW-v% zx8NwQ9f$(v1@a%_j*wUpxmpp1;N7U%X7={^iOamd%AyhQdw_H+QwB&cB_N$Q!)MB< zL{!nVq=D3eET?H^7EU%B9WV7FoyZZL*mM#|@ulHOk|l)#5QNHI0A@%x;ssZ1L?3@U z*b-4~NQj}MqoW@J`N1~-s$IxwhwqP;Xh5XTl@aqkIcOx7Roc<-+)0UdSw)~lY}#WA z6aZJ?=FOWl*!kvdbR4lE!rn|G9{?hhA@!s316~EC@MR%4TQZTQ4oI@YHM(IKhP9SU z>>wm>B)~xfIqLS%zAA~i>P16+{AV<8LwDF)1kj)UD`P}`0tJZl10HiRlFZ%Sb+xr& z2)l^OGVkCUi)*d{`Hpnc-HeRQ(-xzKmXni{zHy1i+XStT&exS^njPKOVlN*bQs9z| ziRS+Ke?a$T1(_CtOG}tHi3>^51{N7t1gIle0Nk8CC-2#m$>TX;-%jj-=q$vMODNyv zKMH<*a-V)$Ft7$2h%5s@D}7+zjifiHosOVie$fQA?jcS!1mGkmvurTvh__{%gpUCp zbGwa1?+UC|coh!$Dn z=3)%|J|nXF*I&`&bOK*yy?0uvVx zBW^<%Qh1^PpeORz$8|DSnZg2n`-$%+$D&&$JB}&6oB5^ptxR*PMIW1gP7{)lnT}}*tGOX)`RKh;S643u zwo(VY18dvj&Tl`;ALxhz_~M1M5zF7#4uoDhEZl^b8=Ac;Jq(%g%zD<@0ZD7F|Dh z-Fm+menmryzZqvfx`|<$nlqPm?zq=w+%4MKDVMm+ zYVr@*eg;$j{zA2{UJgn-de&Pdf4T9sv)=O5AYomd`1fDLJL>mpi0{m2m0e*I*G?Pb zua&MpSRn`b{=pIe=TWc+i3=2SvtAI$EL3S}5qV&7QXnUJ8i0Bl@kcGJNO>F%g<#>& z#Kx|4c;<%gbJ*+bfg0+W6PWj)-uGtGa%ub_o*F!YNF>Xcq!R&Xg&bL;NOeU_PU=7t zXP7)NQFod+>go9o8YvXT<&N1?7Pp!PkRSt;f^<4w?cl*w`Vme;F-b{vD(m+iY@0&G z*@{>K!0-qg-gn_;5;0|qc+W`PbpVtgi@X5hftZYpE|;=`Pp}wzNHg3(!-xc182kUqs|?gr$Q64~#Lr(5@}Ktk$f!?Be<2;&8fY7zZAZ_7VWXxdC#8 zTT6jnS6c%4*qRWCi-z=~uD+hM!}aS@$yOSb=xjDjBI#GAg-v@8sYAfv}CanaZc!^|M zW$Pc|xFUv$Z6}0&ft4b>nFQmEw)XOM7D%Gro+WyF8u!XKH&&GOi*IR%$c_gRSaM1s zMXv236ipZxx)0JNuvL)t;_TX5QU>I!_zk|wiOcGauFy?U)6jT0J3gIF{YQ8ePP5t5 zvIU8f(yXT{i#t`u$0kZjNGwToOj&0BtIm;=s%kO%#y4^tfeh>Ske%>3Y++xBRe`4Z zHA-HA=0vuF6q*H>10>n?sdUgIg#*XUQv|uD841(TRn?n|{1Sprasb0^S|r+}B}7p$ z!S=GR^W_tz<%0(g_E$xCj`v3vQ$1=JE+BV|+5J-|E{ELh7fPj^u~pk*nf#m_Z%~vKAnowN6jNm($6pB~g@?1qd?2S#nitTxT+k`WcAzIS?>YT|8QRn7 zm-@NOf)FYvkm|{J0}Ee)h4$0KAzFF0$O|6po3=(b*Z4YH_+3tndud~5?*BlyroH3p zSi-_wfqRQyzFd&wJ6_c+oXOW&2k2DV^_FaM(dDPP$mqLB`9K?$AGH`;i&XAJnM4gi zgimCond0x>ymlFh^%y2`H?Mg~?HhXVgqe1fXm z;?C56%p!2kSxx9U{g}7GaY`c;lr@}uUiu!vLg2{YFi(fAK;Jj%f4+CpwPb1a{~caJ zZEZyR&g_8F5v)950byfCP2W>xbnS;9WRs+oE^z~Pr?5C;3<(~7fH09az!4w_hXoMU z_i8tQHHXfZHd24PT>Vk*eZT@`U9-4}Dzq55d#|5DB>-QJIQ9L?j9g0+*;hn7r5|6K*SjoOH0djU1jratZDQSx6G6 z7}comqp_^Up+}yusNOAhgPD$7h1R{I3cLF|mzkLIS(6O$c4F zYTkSgBj;<|;ByIg%K$j0vaGZlmxiJds?Pg+>jyCtY z_8w9_Cx9V7#inY=3I3yl&w+iQr=&7^l;H3~zqh2v;tZV;DlidhT~@_ITtB>oPcPRH zAbqj63;|!dv5L0(s5R)oLY*o1@|^B=>MlZPbklItrZBKm=H9^A;p$c_9{k4-hNVaa zUq=kStDTjfZ(no)Usfxf&O;H@zs`D6A&e-8LmWyjGD{F$wMX|OoXq_96IEVK69rf8(^+Q!Kb((~ndZS z{@M|v{QiTAbnYbteD~TgviD|X%nZd>Jjr9jkBiNp{|E{9!Qu=(44Ew6kJyY+KWCAk zpjpxggQl*G<)1Hrut&q^xuOSurnyvv2`(T50Wk`nbTQ_`z$MQ8}th}A8h^-+js~F7y8qM8;&jhALAuk zQ%&tOS@y!{I9?6(a2%Bh_OFfN)!Mgfm4qv-xioIn^k~D){IeJVd_|*J=$)fykQ-TT z-XX1oOq8RFi`Knb$6_JCnxU-fM%mr2JoFKpU^ZI_kqaTL;0Eh^<@?LT=4FWghmmoY zHYU$Sq2M5#=xSc+vsP#4kdsD-UGM*K=0{f0Wknl7gJD#RCIUeG6*WFj#73~in2Fvt ze{p!gzQb{LF+=Y*c_EA&K3cS~51@Ks?r&e*3uZBFbvqqlIhViFoaa~W4k@U`J|v?yK;X$lfevh3`=+4t|Ez<>ktjs%AQ?wI)tqPNYTZ@nKa zFxD1HhF?{|XLQ+l6jxv2dPYuQxw#`+G*#X1-WfU=y-7F23^)R7L!?9wN|dO9y~8DQ za~Kdpr)vS%VmgUv)*{5aBvSlNrcV+A)QLE~)*~)LO5!6z3=5|^FI}RF!=q)5MM=~n z2zz5;Nbyqi0Lsp^1X)qqx@m7H4PwP$&;Vk3DrIoE={n^ozOu5j$)QdP#G@qlc+hm% znouQ0b&wY!Jo>mH=rLuNmv08cKvY6P2YZ1`-Qr{TFnkOMJ~TZ8{fj~}wCtbLlYa#5 zNGj`y@<+gK`BAJIo~&{mEgM-OR2hBAk5Brby9i&m?|*{DoW_O?9+er3zPH=kac~)T z$o61eTkXs7OcfrNXrr^Hx>LOBJ-xG&Qq^0a%6kEW(6HAO#)D5Y=Q`7l=>4^r*e8SU z0y@U9(%@8e3imBpCoJ+6K5D) ziN%}K8+154^jRYJ?A^PU45V=?P)FsG+L5l>*OCj2ji@`LFhDMPH1XBHw~&z#_yh$t zhpoD!=O^VcXykriS!-3)Zagu%kt2s%c5u6` zn0$j;AbrWla=ey3HUP;ehyxBgY!Mpw+*oz{Hi;Gt54=h^EkC{yh2Zra?0a3uM}q`r zOEi|LzXg;G`4aic23fr+M<#W{qma|h;B03SFO4A4Y!fs@G(C*QXX9|(g`OOI)QVmo ze76*-czbxrui)eM)yN}Os#*L%QUV?fq^1K*NSpoT8R;;_@k6|FKs$aPs7rKJRxcC%{^9(}TG#BmsdwjgSaWI9iG#5EU3#Qr83Mzu& zA3w)l#uo--dw*G}0wlL+Pz2u5q=TEUVd&;g6%2$Q|HBHP@pvdJC@DrIABvirM2q;2 zQ)ivezj#e)>!QQN=!-q{NtHUpXk;y56PknEewrQSv<3owi;iQu_6x!xiu+QQM33J_if*c zBN9352Jn`|32HEdJyvF#rLE>yV=f7U--B0y&XksgBen#9w%87-T|?IUt?ho@tu4NO zYR3|U`D&5c>uY{T*N#(;^uG9vDV!mpKsLaT3^WsUmrcifU>K*SCV0!BAC9Rd&x(U6 zU9scm(_gLcL-=(JYL1~;XTG2ctsIa@nHQZXu~yhwk_s`-@`{tdG z@Ch(TKq8)@oo^-&f#|0?$wM2!3L-3k$v>j_ z@hB7=Z8NoTvP=ULj8RN|Q@M0okP)#9D4w@q#()7$SK#}j$|VGck{wj8BtMJ2bpanR zY)apq58JCyg!0Cf3GAO^y1c@H@4=+^q-AQS30ZKEs~PN~6hC2}cnPX$(wNK#ayfbr z@P4Ifn9YHeYte;+rVd5JnWcE;ld(A#~DO*k=N94g+VmP-2*5)vUT*VH57e&8lNQD zB7bMp=-d#Xu*kp3)fAO?3C?qx&kLVZ8rx)NxtMNk4Qd=D4@r%aYa%Q_<)%3bWFGLt zO1$BTEBR6Jbf!7nIv9@xfT*!0^5DLqrMb|jv4LVKkG` zhyb<$*fTkE*g<^-D7%!x8@#PwpLh%gKy~9(J9W1*XM`w0?^T1LaBEcV!T-_lp@EiU zU|5x!a^GDzmQhcjYNwgga1zRKfk>>iqoV|HOO8As3NQFS>&-=5lX4mO^-XD}k5RF% zZg(m_HO7@=y1}n8@ezb>aFme3Vj=b7t;OOgUh$ns&h>FlI5ppFfU)qfl#a(1?fbF& zSTR{MV)?U`@y2gK%|x^&QbPfQ>1sRQ9R+_nQQ+aQ>;g3a8FGBrIslf0L!7)flTG?Q zP#Pk}3JFSs8*1lrCnmmggUWO%?u3{|&?=1~F-5~Gz(?kE7TaVVkv4|_UtF_7EH z#T3$mM-ys@J(m;bn-Zd0fd%&Y+qu`lZq2mP_nTp?m{=sVlc-wy|--??9mA^ z0?C9|uUVtQCG{6Dazg#l7~zHhP7O;=Ho&qp38Vq2NbO)+?j=IVDi%vZo@@;tdKko; ziL3SQ-fluGPuDT+D+AtijHJD1^Ypi`P+kc0&-(a;GMp4Nc3N9oX`VACYrOblZqP$q zSXdj*AXiP8C6n0~$W!x}GYX4^jtX;3+yOTevUbICu1+x1GVFLHO6sBD79%O5#xbA( z8vP4?e2m?aDms&|U%!68%o(yLQq`G5q)I+NM$T_mBT25BUrNzrU2-ogn%+X=1MCpu z!I8tNChjjWd{L1T?v66=h0pDemo0C-m_v;PltM+2jY<0ECIY`B?-`N^(AWc-prB_Y z=f4*>oW$SDKRz9qQxCF)-~xvBoo0!NvZQJT8Md~rj)t)4d%2^9N4ytRgdFWaO75Vp zBE}NZNE+R9@#4%#dGs4J;W>$+c)@_%;LnnnDoLdz9$^y^0F091jW`cPSyDRUGs8jn zBHkP`odr#?;zgpSZOd%yPk~ewE%U@-RjGlk8(3Fm&iUt;$CA+mT*S>Xv#I=_%)c=E zm!dNdHPV$u+wW87Qo4jxN)YVbH2lQYVbf_w3I{M2yu7^|J(PtW5gnt{7R@`tyAW@Q zq(V+acmlFNnX4}lJOU+NiO&LCBk((w(!)Q$ra^aT^o?h_np+YP70Cy|CmN$$W5Ea$ z%*H_;3bG7&ZlUn^5qUut7{sE+kw{Fyey0X@2IcBhl%eej;Q;g8^jCG9!%oqMLuSw2 zjDCVFX)%ckjHf0YIwPv~Mq3inblZgiB9Nz3&4$3VxalpNYC*R#350A8-m}K=WZBId zipALTsNRo`nD)nyA-YE4`gpytOBm=xS`F09G=$*u$A;w=_&`|?9(bVWLvIp*Pn2RI z$nWHezU|stF5lrIs`2+@$NYCf$Iq)xM!yW@;*vy|<4tohi=lB)EY{cDD~jG-D&gUI z#8S1|PJ;8&Bw#K`D2S3r79wEiY3ywXgg6T(BYJx?>>dB9jjyqn>_*6@2P95f&zM=l zx7HwV4pdOI5ofUbarLs~C;Ee-M>A##>K2ukf9&Cdk{Mgskn0(ph&!x?JIt~QZ`5;x zPmRQ0Q<>^*|IM`zl;4XD|61{#JDG+_3yY)+q%vgm`4}1n>*mW96$bHnpm}Q<8O4Ah z8lQ(e4NZFU5~2VizFIgNMu?zkLtaMaW?GE+`Wwy|s8ci&3wknQ!$471ylF1v9q10% z-#}lDNezhTPe;Y|>smw;M{EcMh{qnk*j418lB#xl>zL+`j^T&8Da{SnTiieTG@a`1UH1b^LRhRUYj6k1X&v$US{uG zp5pxBiZIfBIom4~N2p<<5`@S^*o7+Xj|O6*S!g9<|ve zU`fWd+v(wQ6~Yw$`u2R|WL>ezceI_U^+zt?9 zlQSGXvs&F*{=(c&zXAve$Tpu?VNaafkZRkhfFwq9zi_dmg|=)0MU4)=Eom&r0|&(L z*(Fona`l98SiuSe8U$?wVH%E3#0eWg4R_v*zTK{H6oj4ljGj$St~p5IOUSkh><17N zY-~ujF~Zd|1mpxfy9IVS4J9IG0&rM#EbqqHI6VUf@5ZECH!08A6Fh>M!yS4MMs=#1WchR(7aL z*AmLn2@_1(eX*aQ=+l~T@?I1re%hfnNpX4i2tq`~X#20^E?&mAR$ z^uRU+fq&f=zZKL7i~$!;}l700T}CQ&OZj4w<50-K`2m{~XIE^&Zew-)KA+SIA|XAD74 z-o&JSXH&lwX@9q{Z;#NW-8Br`d}=^g)Vi+H+oC0VZ?0~AV{Lf=KY?-cRMr%UgKJI7 zerbT+1V^xc3!8`y4f(2xl{(jqv_zyW>MJ@}VPg;0{=ivt>hC8N(c$RTzC8Xu`&D5; zAE~M5*SoKhHr zfC7fq!>b0vWc>2wX7`7gCejIJ#}|AoWu}z!m?@=Hy5J|wL*~xz+sywM2o0>!xSVY8 zI5Box%68=k<>fa?gUfOG&LJ}B?uD$IwgtH|x|Dh6`hgS2+omx4XE1J7G4hhWSM#fU z?^g0jt9viJ#o8VVq`jGx`sG8@>$VK}c8sON-v;M?=W<^7BYq0jj_`vACFQ{KzLpse zhm!>Jnfm?`I!t_{Qr)g+!jUETRMkS?|5PW=pU1RvCI?|Pp7{IC?-h3TJh32bh~j^jw1ifu(x)xGG?TPkGV6rX z1f8M4aA4M9t_|~glB*-V0QsMc!XTB4{*UtYv3(Ly%ii2#f`q}Q?VVsRkqao1?~suB zBXJ>X)4=72ow}?COGwvV#+Kqu6Eec}-L+|bKqYf4IM3c_ ziL!#hKutyROLPmDJ9qBDUsD^6L-=^afOG-uDNHxk$RzOJI-|9q$diz>{{oWy>2ym4 zuT@ICM(AO$-j6#eY;-1sd{hAO>EGHH&iI8SUqv>vIF{yI^oLBAC0Bn1nZygq;#xkO zL?K1WZ04tq#POb&Rl*?yRE@) z$Ph6Waf#3K=g%W=Pj?VvSbp*CEx(EQkCa4f^u^PoM4N*b*6@AOEo+%RV~w%6)|+=e z=Drc+cO}6@Sc9T|D99O@w~ZrO+Htwor$^77JEwYjgWmn!sl08>zvrto@K4i@fLyVb zOHfM3#Bt-!?WAlHj6Cg5fdBhy?*0@hFFoy2mz+dBN-q!{B2iedVh$7D#tFqnj+o^7 z_L=+mlUqTcVoep7D{~THIgDaH{wc8k@Z|I0DO{loLI?;>q`+aQ?f=Gs|3T1ns=!N< zmPl>Ob9UGYZVBP*H=RMe(>=7JMS=f8@D@IPj2|~a=NkUQ7r;FH4({r@m9a%UbxI5J zYb>sIblmle<$xv8WDD8FMa09Nf?Qf*l|Y^+*nmwR3M!_cEyP)ai5_c# z=AxYR6aitK5)K$45T;8OWHhS~6Z*obz@;ITNMDIQCPKnlP%xQ6lB6{S;zsNR0BcB+ zXR~RF7qQ<7mcY0fa*CyCC;BO4#`9(}9L)NhV-wHiPTbFsa`-gsEs0=#!OFoBg59ld zb*OQRX_zX24$57LBM-6y&Af@v`#VsHYQ)r=iZm4E07-Q$Eo0EekRu@p;0pZ|W5{zj zNz{@fyDy<-PHVZyLqqUCbRD@N07sjkvMNP&zYi8~z^&Jc=|pM3y~FVo<@{emAcdkw zs3{BN2YIwE%8mA8%RjCF+c7cA2J4A8ZX_jkQc*pO-inN#GD9$XSo%XWNu+?|lW3Ux z77++gy8+T#GO9rjP?5$3!I?(`c&-SWT$2cP0eRmD*PfJ&xa@Diz9aq^QKC^kp}~^j z9*q}Fcn*N+RCaP|W_GqJa?b*2p3I}i_TWrGp@2Id;{%RQ91Co85nT)>rPCdui77y5 ziMN6-F`2y5tY0K``x*l6OWwDvM3)?8_H;BU!76`#*~jRYY%yV@wO`;bCiJ;YVDg*l zQ9vjN*>!i9d55cnh^$;s(92)2VK?vgl)TU!c=%1oX7n-|D z5YhN8wYPL(uxI6XlEH!A5%~$x)WjD9%;4*#?Z^kP&9y_XY}Z?HWqS74vXY z1426>ZQ0EV4)6c4u8a4j{SSv9D}z9aUKwEu!zgCnL5tEb?*XjR23#W)+k~QT+U~n` zl0G~+v}GAkd?^XDbu35A2v))=!v;g#d%={buHh-m{5L%B(6TtvOPSFfTG zhJEe2I$nuEP0kQ;$cz~v>5_-Vyx=+Oq2?F$o+BZnGp1PUP$OsVNQC>DXs_a203mM4 zI{dB2nj!LSP?m;i8!ddArieBt1!Z#x>hgFyP&pt!+wwR#H?*xz|M~=Y3Mieqd zYEFQL>4m&AFY=YZlyh>E`qo13pu4^2IqVwDnkBKiz_HJj2T&T{Rnc>%x3zs;w&OIG zKGfm`JmBQ%)2X+H+DN<3`1H~Co>So!B)SYG!9cAS+5jkx6x17YrnD^rfpF|JF)`{; z0J>O=GbNT6=r%%bM4I+32cIfdTuVw7$CHUEYh&;Y5vi-kQ$z> z5PCggwPEty0fN+`O*miIxx9%!2X;30E{Y_ZGmpXXA&m|ls6e@BL<)U+>KpVNsGYuK z0|QkBI$>uL6BA({g<&R=zI8~CA=vaH3kf*7k@YW5R63Cbn^%5`54aj}4!O&!gHYES z{JS@?cR}(0TUrB!9C-Mbx(bJlQ73jz-{V~ax?O!=G5=FNBkqKKqvx#8gfSQeOfAy?gsv+C9>4@5wD?Pqx^=gnv^Y)Bf_uxUEB`%MZ**D>cUGq*KG{>GwTITNhUU|VT z*@;!2h73Pw%ap$UZO^NJuh8!O9UX^Hy>~y&upeBIwp#0u?BT)4Dv(z+e`!f@JPi~U zBbwpClP3g1SQt|)BJAjEzSG%P0MBu#>L6f%I6Qu{KpI=(prCK*B1o`jfcpfI>DTBC z1M*mMbj|u!#$WZ{xpkzhi8sY~JyGv?(?GI@==Em$s?$*86@Im&EuXoNte79<@}9Mv z&_Xd3MvRgkRf9>NEQmf39@V4q9jg^NgZd7A7Ar4(?+wuBzFY%V^=}c~qi!=m2mPbw zer~4tGWgMU9a&b(u09sbzx+yoiPz_(^uASzlgDP$8>B}w99wCj6uj|4pT4=l1U;0xFW`Swi z-@hFe%Rkk=oPd8@t?~_uh}FHA7U5q8tQ;0|x18$#?-I9S*@7)W9hN`JCX)icu3xdK&nB!Kz=9 zsozt*0q_E=V(duSfiWi;w+FgLZc3C0jvj6O;4{KhlW_O@W3W)L1DQsZ*eK-r0ecy3 zOiL;0ks+F)qk!^Rmz0R;FR%CgWi?<7lns*}o^zlt1efs!4e+?DjtT{1xEh}HAvt?x+ zbd_Rk?U9l>{xa%Bji4ql+;E7fj`Gb*r0wZZ8h%BBeky$MS&5&7(5Z z1F9)b+Tu@~r5iW4PnlSe3@?>2Mz2BWB8tW;*khp{xeo0o;moKg$nX}(!Yp7ANc2$M zZgRmaD~2WuPfGX?YJ2N?7vsd`EBCGbSi?2FDLe#jsHO_ZN;*dj1=%<-9VQt0o)A5J z7;|X(Jw@B(CwG3L!!^wn*_K}u&V8C3O0H<+Q~~Ex^cTMPemD$aSQwGc4i~_fAnP(3 zZGh^5dQRHVf@9KS`X3t4GizyJRGa~h+Am!edmM-&pF z26K?!?t@Ro_Q;BusEwYezlbbf-wIv&(vFpQCWSOy&GzokRoxo_UV%vwhRoamqy-S` zZX3ro%*Iw{sn_ivSQ7%*ABNWhE3IF$|4By`8(438R=uDJ-Nw}1Pn8@X>yj3 zL$yFZvNTP1z(OYnd8GFn0YuDZqeVfYOtMJpbxekp^I1PXQIN;x8c(YbBI`}D;q5I0 zwoHr@+%oaWhygrr)bVLvVF7j`s1d=tW(0MZD&rr2`Yl*wC3?z4#==gIfKDTiCsMj) zQo-$RL&jP~85pEgDHw`vGd{Fu3H?8&N(z^%3SDX+KLJN-d_Je=fi)6Bp-qkw}>En~@wG%Y1x9vSX#OPO1Y(Nv5Q%-Sk2A}~g2R-l&?e;VtO=blx%lqNnlwvV8B8|DX7(v7>jbWsAW z13`}a@<7Uw+qajiC(+q#C8zMi;V#WjN%wZAa6UXE?0}U)Et?pfc0Fb6yc|8{h$M#+ zk1V}45k3ebCjG&=(0J3ZnsklAIBNUrs9C*RBuYE=356A!rBw{K zC{?4^RzS|ECywuuRg_}a^I6F7W9?foDF^ph$m#ivWglD8lb`gQeRxHVVMVi7IE^>= z0#_3ZEIQ_BK9)J&0jfy6niHl~TLjwe;5+u@$PZxYR@dkrY%w3i8WU^Z`?hiL8Cc3p zkFhE7z>;cuY!O==h|2Ck)U3bDht4CG>;TJz_8EXD>JOSs^AM4g47c%Ckd$no*@CQ& z?eIID9ZFJjCLXHl;doe{ z0PhSG$KG_F#aY!dYaahfja)pp`Mij5<090|z z@GDU?;ZzE*6kJ$E$JkE3xHvIrk=iQ%@Y5)%#L; zfA;bT@tu(xpYHr1L|q2f!%ax}sWsKr5xuGE>WZI-?Xx^k@k8t?{7g;xEA&7n&-~-* zp}OhmLzU8rf_c_Q6;S1Od(8h-`!L34^s?aF$5u1D__BkGsK)Kyw~U`uZ+-7E9vzD} z4+pT6db)6bxlJ)o^Sb#yf5h_4-V57!GLagC{U03aoJJ*>*CA(Z(a8CE0IU7$wys1_ zu|woQR`oWjAWU*Ygb(f8FJ>^}hy$)(_N3-E?QVYl<&TdD3pIJ>6tA8X*+vL34`hRzmQ@?X@LQy5E{C@pG@M& z;29|7kFK!7Gsd{*4AKh!+;I4SNm?D&s@sSQKjGVW>vq4FrNm+gj;7s~X2r zT7{&yLTKO<{u}D~d+o5}N2Y9JO=TTexP2cAcu7L;5_rAf;0ns#xd;OU zCnbE+t4WJu{e$9{;Q|#8kUS{%mI}{O#gt1ExDeN zq=id-G#aczdgQ|MpZAsJPe6kPGtuFnqNAaqu}UiObKo*Dg1MYFcoaqXZuGk|T!NLi za@6l)Z!)7c4A%853|aHnAzj~RjbK-Gj^K#RXuC67(6EFzZ;EB*Kk*B#|GG zVsk}5Z+AQuZyH%Lbm--{Uye=f`1~O{5uSXlb(oaOX8TCqe*aoBSW(;L)cyA_R~p*- z6|IeXT&I<7J?q$nh`&N##`!kY#1&{Zy*ioXrZ70oQ_B00payIODmET@R&nTdt?_=H z?vJnc?+p5}`pND})5yD@mdFaqxg9VM8$9uotMj3s^@dy7C+w7to7}j0l}W;yrPG_y zcq0igr1;St$BrFqf?-!`$Y)r;V(dnaY6qO?N;gjl6cvqlGGf|PgT2QFah&c|8C$tx z+RHqihf8OpA1>XwVhK|)J(4O)@0aK{nr927dA+fpH1&@toudcLdHVI|LyFt&jmL1B z%yx92x+vgL7-6M8e1x|9?HL2DQrC2-&kYEh5vPA?+9+LJK&tRE_RM(&MO2`y^-5&j zMZSwoF@`D{32o4eBNk|mtQ9U(5-vM-FwRYp{*3&zW3x+#$JR;mpyXcU-Pz*vIL;4B zDjLX`nz5v%p>j!ACjKbC_1yE;gZ{KvDq}FMwfd_@{tx?p;_`fMIWM$co)@~`?tPo( z6qgz~0Iy4+7lC@k;@*kzz#(D_t)W_lL9)8xFP9faJnX#+m)v(>a(}sMdD$A_ zVqqKo^o!^5b>Fw}UHXA!oPPR+ufNOO_lV`S*IifBzokEYOCi^@D>HlHu=Fywui_u8 z+MKN8zW$!J6 zq&cOUstgMb_-?g0?2sDeO#*CIzUy!?bsu9OBEx|o>5EK8Ww9K+~BF*ylb7 zuBVcdlf@LTL`J$RQXO*&-G6-z;x#eyP&+91@@VAZJ)6L*MN4_SoEmK2s}| zU7tEu%}NhDu>5jp=oDP(1R?j=+*gXf49ou@QJmlo1Z2ncJ>@0yAS3^4k)a_pf2h=V z?!$zmN9*?#Wt!tt(7itvMGFP@-i5wZY#`jbYI+w^@6QiR$HGygg+&*lRtjs4u1(3g zc){3p(N};1LEpu6?1_jB+7~+ZOP24Q|Oy>FwA zMW8Iq4r*V=8$cMSU6mTrlftdU1)-+8HDyE zTY4*VHQY z--|~t^&~IPJngtbtnzc^MEO4ZBRaBr}P7I?JIduZSwgL^3_7)`B*X?37AbS`gL$`M$z&&OPV8@5g!E|KD}r=Nztb zE#L3w^ZvZwulMWqdf!T0tgNgwvaRW4B7g&@XZ&hR(!wDnRo%Wg$-h?zPn^BMQH`^u27F z@Q&(D^=|v89cP|4e7nTy@Q&&@Qmx*5b)nd$v--Nl)a}jApMr8(aKuHAllHVXwLs~x zaF|{qt?ZwF{y8#`v{b0v$l~za69$G%%Ego{zW_{5y56p-9NNQbzSkJJy4-luXCfBI z*KHQfcqd}Zp-Y}_hXj+hnoFz-CbhT26JCsAp0@hkL!3$MAoD`vv>}G z3ER9_O4I76d)WduC-N1k(JN zA7K@rF&Mqh4u5}#rflLyjT-gEHO%3L9PO5MsZeD)Mk=20)Y@bHauMfG&nGE9?ZIg; zLQh!uy5F5ioN%3MUNp4jEExl1_9%3Ou5_pD;Ds!P#@HZn#FQWZ&n~t4pf_8K>He*g z42y3{L+MfMZN~xVobA2u5YsP0Vn{7PBb#v&&8jCnmIF8`jUmvyL}g>qG5XAzyf-N` zYkon_)?N;Ok9zgDKx);?dXm+CY-J|E^#VjuZFBIXc~D&JaKiCU?s9bdcPjgMjVG7f zoZYgqWRRCfyvlmMV^&sVAiN%%8_lq#hV3`|JvsZaq1LvwI=70tPN~+(uDEs^RnHbW z2nS-ZpxLdpRvj(s99{SHodzAN|L2Um}6sUju zKA^0+Z~y7v{)a^W|D{c^M}t{Mr!ToS{B;P<%4p<6U1zSojL&V(BfW0WeuN->r{eaB z`3Jse(mKm>CFN6g*TZfN#5o~gV?=&CL3@{Xa`v0|-Qjux(p8Si6vNB+gUWU5%Q?Ag4> z^w&L0djJiMkQ7CsKMLL#UFXP379iblZ^mX=dR2Nlj_n_UJhUq{l9_bitwM&KSOVdW89auDyDtE`Pdj!xpt!tHUZVuBJ+4PL}sc1 zA)sIJH0x`K0=ICqv?aS501w%dd}R9G*U#N+Pcx>wp?X`=96P$`!B63@Kt%4gg-(g~ zugL*iG{G z3uJ-CTUYPq-wq-`H-q3xj?>ZflB~SNm<_i@kQq}s1UqR@xfkMUl2oxh`?9^4tlg8X zoi&C;e!~r#31GS?d%?PM{Bw2HMpN0T1H_2IjEq*_B-oUmGzR76FQSFFMbqux*CKYo z{0`*vRPNJpj(_mzk?llS5$cnPMgPcmUVt1+2vQxb+^Z`tLYmw{p`^ij)@^!zXiJUt zv&xIIQ+Bi1OxiQie17RLw^zZ7855-;96geqc@pdTlZ$ndRS{$TsE_;G2?uC*4SHvf zs&WjLt1qt(d)}6b8ZrG~C!f#B$$3LDfQ-KJI%?;>40>>6I@rB8+0kp}NSuXPrW<{U zU;7OLG9yN3J}Ys^od{hcQfuhAqrpkzDhl1lV-) zVOx067hy6uoPqv!Q6g}ld(Evk%$l%a*3_+Mm*lT~n-&|sVaP>Wp=TOdTRR54M!X%H zYc{-PCpvshcgw{Pw+CKa8lxAT+}~M-uMrhvKV+T$)nL>*>YemI+&vuP=e&9IMpoc) ziyG8yey;1Aw)s{0(IOD>; zMQ}aG(2Gtj*&MiMH&VSF+qc`eZjtr6eKuDy@nRWQEM3ZdbBEK~VyscInf(Z)YrlSf zvf&$ycm1ER>tgI@J~3{}=zzY(y{t}NZ^XeBcRR*m-t4(^E%wgCLQ~F4F6Ya*#OgE# zk;S)*?NbTT)QML3NI2YtsUZ@=&=6*HoE; zayK_Y0d!-*wr>6p7wPU_6b+x&C3_LxmpZMCn0!ergy6mebL)!y9HRPRiMmQW6jb6_ zf#Zjji6vr(D1zR6icwWC#Kfme-7vz+J9TNqjMF#5nt9FfDml4(R@*_>EYWz{5N zR(d4Y9b;}g2}bXj32GlTR{S>PCYL(oo(M&qI?v?rvG?#FMafM4>)_f966OgLgG!7S z=(Z2KJ;Pt*OVAO7)34dXz+k43~idpxeDQVT5J7>pDv_C+QUm@LUvYf>DTWPQsZpno5p8 zU2n4+p-m65JXFDnwbjodNymg0JbKjiO26vv%C2L!To+3l(Hk*3W}1)A3?@zc4DCp~ zoq|&K2ti#JA`?X0q6=+iE*bZZbYO_YFM^lX4uY2)E*NX6pUP{`B&$X3BrT;Pp>Eud z1S{QsK4(erro#=vCme>ahmMZl&w>C4nb=F<7m+hs=gBZs;_NT+4YOgqPsrt%IIgkn zH4`w4NbA$d@0^t|;zfodmPN?BseUcJoM2c%V?K6k?nhHpbG!U4VPC!~eZfMkB>Bae4QSc>iJ)?6YxUPcPLm-m#HgGZnIpX8{xz-}TKqh6&eQ{FV6Bzox{7 zgAjt9dtdk^9jKE`k^hD%3{22j$ftVv|IB0?j6Bb zsp#i46;tXIYA6W>Z{EFY@8y2s1Fq+D;vHu9dYbJp47jK@=iaI^&&7OODe1LG*p{eQIUKS@VpG24F$%2)Lu1*~o*pdE*q%mzMe8Ilz)P?iyQ|gj0#alDw zMSg9T`he|nW%}u*3nO#N_zLaY)Owvoxp6!Y(ZVd8K62h*yOa8gnAZ;Cj2y7(C+4fO zu!~UE1>R&qx0fFgFuGhB2VBdOn(ZX5%61b}X_P8G>HSDw%+M5iU|%39&6pT`7S) zv?W=I4SR<%_WA9z7jR``b?9thxE4NgGR--~{Y{tcTYcE$&4xt&g>By8i?63UsKO9N& z|F-n`r;q$+6H-2W9FO`kTZ3Xq+y{^Qe`HLIJRqi0A#*vd!A{sA%o!Dz4iqPtN67r( zsu$;5;K2UySvPJD28{3nJPOR=<|t`TThQ=($^fon_yk9(zPGp^2`#40aw8XaC; zo+(qdj{8F?xZm%x=ypqsiBTtVV_%QWOc{bDkSN9ysw;1cPmGM_0e21`Iv3&^xqr;! zM`M&zvC^(d#ETH2(mj(nzJ8L|;8)hSX(BB=ew93|f&s=^p`Q3bCJGTtOrUGuCDw)m zU5Vyc#KeS1L2L`rWn?i9>=4Zc8Genj%4+Y`dO?d{_HTNA(bBGPt|Rb$17Gmbl!-xt z=%!(=^!;9ax2a;81X3nGm&u7gIh`&UBvD#`2jg5$m-}1QUoYSZun#@I9NrT3Ku!pI z2V(7Ynm0^pn^|0-rjnV0Q^$b>_{rmfV$yJOvHP7+2e*aVdQ+OX4g!2Kw+cOp0wfDc!s3ZhvthnOl@rjtTAjdn4p zXV*bk`SxE!1m{S5*(kKUS0=R~)yBda?%(LFK1Ex(=2!8k>z zca<40z&SC3+@WHdIc0doE^yeAlEw5QV=Ig>vfdeo`e!Z$PA^7%;biAE;GEZk&*h`vu5@0dl)ySUn-ZigN>dtw~LXzCoC zW0u@n`ivMW8A^7+Gb0ocLMkVV%p?fxmxWBkLV~=5T!VexO@e4uiIcm->wdhL)$b~; z3DZnXyP**lHzt*~vsg+XKdhj7AN*Kf!a!O@d&iT%M_ubM#QA3+N*_?-p317~=kC$m z*zET&iJ?J9kGV!ip5p8eL#(W_57dfst|bk%Df229GpZ_TqN@=JiVmAVB*SGWa(+KI2~kE&{5kBgPiV0hzfxobzQ`u7>Is(Q!=P+Zqx`xkXh5&PU0vbfjLv! zi$w3e?V((6VX%U*{vJU3l@W zkohzMIWDRXAMoVfYZ!qviOUd0c#kwx-8Z_P( zxX+$GLAzCn5sv;o&MYfeOLn;ag(sykGa{V5Phz-*zR%JNm$rKy49(1+JIjE#s1}{{ zZ0f*oclA>j?W*x8&7SD~K9 zDG@QJ#ZfQq<1a-p&1H7!3`*2V^l0j<{P<>U?7g*6(An`=?WB-Ime zD=JXmEh8-AQ0LjbTTKD(O8Z~-a&&g`)_Zd@P`k9Vz|8a?_ac+SNrZ>zid*^vB!;ctpB$2yWbYAaqrt<$ln?@+T$`fy5P~#&U+JH z4|Q<&9&pNF<=&VaXP4vM&AjRN2pDum`n;ra81n7hMHD8u*b{<)po%9Ii~FWq-#mWQ zwkhDe;ih9%xlwJt`pRa_@8uMl{W|OUPRy@lA z0*>|S^-m^t+X>yJf<0P<$|yh5uH8n|54+w>#zsN25M11cay@*oSR}kN-WzYm&CU`j zQI7ZM1ncz0En2h~4jrl0riAWsVo80KNfrB^lNa9HkG-{D*#R6d+cj;lxeV(;nLw-6 zN@s$5b%sSNBe-4|+KU|_RQ!bbZa@6+Lsw|%PkXD#Jr75 zseN5r6S(H>lQu(!4f84fBI9As%U7?$>@F)78IwKot@P)gKASm3H0Ie%cok9vY)eRQ zCzfaGLXS|5uQnP8FrYf&QZQL0C-~q?q0SJtuu#woMQr3ymp+BL5l*7Jm3Gi#9i|5H zHM})t$ZHt=-F3h8NiJDa^L8FiU_VigWpm<&NuX^N#(hXK71cTIGSzq;AB*6pZ)6@3 z3af*uRl@1bmlq|bZ*nron;2+mE z@HL2@e)QZ!D~Ol~yfjT##ZOa;rHDA?hmcdsuwk?h198vBfhdenE8Nl9);AziCv|FB z{pMDPQCFF2aL~JuT5i>Ox^YJ4_{zTr+zs0s#!PEhIK)vKqc2cGD46H7;jHK8{A z)3||6E;C&w)gTLT(FVQVGugP(wK|2JlBQB%C9cF0oN32j;sY7_=Y>Q^_8ML7fd67u zfkAC3M~~Zz6-+QcmX|})pP*R?yxDY9eZwbGN}7C!vHttF%v$d6jzFz?rgAE7MY21{ zN<#UhtoXBxqfULIV|`|MrUO(0JCsRP1Wf@UnJ1Zm2;6z`;&h-w+_tXu(9$~C*b+H} zjlcc(ueJTEOQ`X)IH>w4`)hdSKQRp?g)Xy<@cJ4%4>d9bg@zR+te_&e9>&Bwk-{55 zt7*M=hiu8GW!DU%Uo3C{knG>*$C>S}UcD*@uBH;OgL?4Xq{K(~-~y$G0WGP58Cp3; z45YyEdUj+-j$F8yHFJ!H#sq$DLYG>6Pba9vL*;18qO_L17xuZ5SI|IVvX10r(PkN= z#xE*Ww31v&IQ*`4B=J#||MBgV%jeG@$a?NSu^VPraX;ly-9<^^0yt_Y{fXdnT8W&Y zmcHHi*f%}>k`u&CF+0?FY(|Xv1Cbb&wK(f#u2V6_YQ~HTYA-vwiun%g(6Xr_!j28I zdz(qqdNs3{^zM)X%zc@VtUY3TPCQqK+YAdTMDd0{-bje&X zOBQXa>Tz*#I9c$CpK_eQ6atn%{BkwiDk;@IOu^h$d|F(2M0DJtgVjEVzbxt?wg6t@ ziYoI8^AAP{wUj2P`K}%-9xVZcKd6)DisRJiv19MO&}h@gI*U7zy3uYvc!XWe#0-{{ zeYoG{gebFeZwJr>(}T~@T4||Z=qV%USPjz-Pwt4_kR2DYiiM%6luehoraJ896qFG`RX2Ys zbxja}f*O$QKVx@4TOlYG-te9v1KBHRRXOl#EAIc=FpH)$69ddRO~pozk$ak<^x{oU z^}?KBq=~=)TCJ`&ctr;8Q#?!}HPyc8&9@oUOb61?Hp;I$W2kMlzF3N4mPs(`@d+wo zYdCm{sdlBfTOhTSx(-?OA%VmR)GIKO(l!y}smRbxXJh^DV>w1TCTG9+ve1kur@(X& zcUkevVg<5NpK>AGn{cow2}a_78o5m(09C|ay^mOusMNTj+ZkD2{IfB zdT=o(v?*(a*6-5u&*M*>5+_5lL*T@1vSEpoG7p(-=>}c6LwG{>7%}2(*7Js6d?6!T z#aDW1XJd%$P?`?Mm&+H6*fISb&UG+wQTaV*ZQgK}J|Jx*qv zjE@iHHVPt(uTi*<^$I06Od->+AG9Mj37RQL4-+l?Myx&sH(E>!?>UQNFn0g3)eCi* z;69G(Ia>^VWcDkT2USF8SH?cW^1Z_BTB4%(te4|j_UpaT_40P@47KYtkr(*v@of6r z{C>o!&mKt^1>*VqVc7GN+v10(|L>m3I=WO*8HSA%u)PUsCn@Ia5}>w`y>0vZmQz#} z!`a$-e8BU*(^|$u*$J8a*xqZbjCTq9)-5-(iy3h-IJ+kV)jx%$<<)ZG!@@4F}!H?L3V3wO=6zuP>q zyTAR|vEbW|J>RdYjClNH&K;lvlVrPr+I{<8-{TVW%jImvu8me2Nxi=}3)kO}l6kT~ z*2v{dN6+(5>=holp7Wgjjd#XtAf^tr^Rrp|`^cXf6)##GUwO;serG2|$ieA;LCzmu zWMr!@X5oWByogP!$Md}&E#iX(Eq&yhH#hs|DAR-{$3DXKb=Tf-l*Eb8A0e&&>oY~u zhba_Z(++Pfzhq$j4gskmXw~I|2=3Octh={2ejgA&>XG~6B$X$bu3bCg!5-kF$d1kLUuQ$fpi3$>hYfXKBiW|EFGBnMRTvg%s26iZ8vT(*fq-N(%#=~w*PKp$U1&HSYf~W%51^FK{m9McpRE;ZKUY% z)u+$3ZvO~fdUzzS8G#L^*INxSCg|MqZp-ZCl}(n$J}$O=^EN{ZY0#;cN%`V|NIP7T z6xbi?kE*Y)uc;KUw4!28XhTKF{KpwAnRCM%9$5)DA^-P9o*KHxmJaq9bwDPyPHS}S zar3lW0)pEM%ZZ}+%*pingMQDvWqk7ZZ$mdaX7b&pE+F8nm zNrPT26Wa(%U>R*T62buoI&)7s4W$oC%zj549*NBeIJS@Jaf*~ye zGTs$4svaln_6hYB_Kjb6P=r)Gm1$>3jP!R78^{N&OujQ?lV|U|ygQK{n}r$v{6|c) zR>oOxr=5_)Rg6H!Z0i)sybOm8W`{Vt>~U5E9qVrPw)nOMr@4e&uyAR6gz4REEc3kg z?AcQeDmlGFA~BZvj6bw#)23Pw!B@rk`T3GCoGOXEEt#E6Q}5Dc-&EIxxB32*YEv<7 z>%Dd6sU=GBVwXXfa0(3h9*_|t|Ms+=B72inm3OOa=2tB11vSlcQG|Dy*`sq+=F=%X zOHHdXfo=9nYg??!^oI}6KDpSIZssJ$Y<*QQT(aHU_CjnYveE0W4kiT`WWZ$29T7xeEvYeVX$14AbdXxe)OIm@LGQoM zIfubI@5cfJW7281(M9lEKAWo$;6V{^iEwBYt6o5gpt;ur$GH0~aj2f3`2N-AHMP~t z$npybn=&z2G7Nb~b#(_z2%N^e+L3>m6v^7MiJsW4$FS2cjvqcu+$GSpe?^*94BF?V zDL4RYK7%PZWS3RrfjjehXYcj$nq%B?U``zUv5S)Xlym45V_*~Gyks2~BHgJ;MWHu! z)&^@3Psr^^Tm~@&DLy$m9zO(iF~GNw%x!{-sv?4Zv}8HCnE1pOuOJ_niI{BAVw%pa z3+i&T?_o=?#zIxR?ZZxVRCw6`q|;0h(t|sG^Gmtir?YELP`k?|Y<)=rQU!OhN9c=%7o?1|2Yn$HFf^vC3}KZG zbK$kf>Ih;|fvj!NY%2fhb@%W3Fstb}Xw%||KYd!53eql}5cvon&q0ZiMVNQUseY@r z`t&e3V3T(D{ZWQJF0hV$P_;by5!s8kCMwHw58uGrUP4~HtNYBB_tJJ9j?{C8xG(M< zQBhH{0L1}9*Y5gA>HjP$xI$zHaOsX+W1R1)eNl43{I{%+^XQ=!~ID~NmG4d63i3Zvp9Nl{_N{V zArN$%&``S2ULNr$nR459cC4@F_?i_8FA?3Q!vcjAiOKzsP!tzGrsJv)w#@D2EQGLvdG88Y!Vn>Ok}X$J`yAb1(A z%5avOTJtdNWaQ|*Ya~^AvCJuW|H9s-a9YGcMVw$IEft#-5l~W~T(RjpZLl}QC>hJG zH^XlUD48&#CRja!u;HUAV^A>vnR8=DU|_V&hCy9Kw|T}oTSm3*`1xn6cW35$Ry<_4 zjLZ%)D7i7%-raB7;I8-KwF{m>%gsVsDK#%P7);-_?;huZA{!Zu!s91%bG;D-55Fg5 zo;`N;s%pd7C&{Ke09W=JxQpsa5D{@{bX&e$L?CJdQmOh{-`n`xZ-(#`W!s8>f9nEz zvO!D%x9ISWmL9IbtKbJ+&g(ZAiZ2_|MY2Po_`0=pxXs@W0Ic}E?qhW_h(8obvlhV? z71$4g5|IA8hdKp#AC43*&fL`9U6w6d=3*KC)9Bk4c{I}mNuf3+eIAh^Ccp3iFdfzV zg64|R$dMyAJ{o=LD(PnCP??w{X)~yiNheAl9wA!x%0P|k`Q?XAM!WlI(oc2IFsOYy zMX91<5G0ah|Jweh>d+ISZr-;HGkboqpsLdA;iKr1ci^2Cw@U9EeCX8v?&1wgYE~7_ zd7faFd;IYJ9e0KC)4Ou*-~J{}QF6YhdJXl5u`qj}h5&5R(BwC?hQ1Kx#8D^mMiSy8 zVv^UD*%@ztDM3q;DHE8f1d8a_pPAKB2x<(@;sttE%q{TDT_N3BaBw5UY}zyCE%uu4 zuo%#Fmk{%SaYliECLFwadcWQ#r+gYZ&dZkdS$w9{eb~M}wBhsB*PCK|KAjG)7027E zFG!x>!vWXF57KY4uy>*H0RzvP6P6`YdiG!XY`Wa&p|B5xWg~Hp^_yQ-4!_&5Eb3Zh zy|MQflqjOwaPg(tY18+zO<$R$Aq(y8Dt6mrBK6T3wT6U%`7qZ~$T;w8^6NY6Zvssk z&E@m3BEQ?1yt0Nm0t+sEB2`(T&Gi~PQduR7wa>0e%0Atc$FH_ zhoot>+kPWO7mqx@-x{Sfi(4;I$}z?uavX?5*6C$V%{u8%m&%6~j=$EdPP+?!t9I0T zS2BPZba?wpu!2Z%7%wa6K;~J$JBdR}D_fTVf6&vK=>G2Zy(Kv_mR*_MU*_M*FhwzB z78XO@92jPlBYu}lV`?m%A<#JioM{pe2p}GnT;UxZ0J7G zeSlr28YQ8UV|W0ZnG!_HXrE$(X{?(O3&^U^&fs8wbDy?Ir0gC z59W0Gs-UnCDRu4C#6&naa^@0es3?qKt#b!^agZo6NlTrzn^ zQZ?ajO1qWwyVY4oK6ecMhTlxETZQr~zf8{=Itn0$T1_g*-NRKl|5>jr(WSc+bZ#+4 zg(8~~?=r1=XvMvHEnzr7-^-NYxf8UlTxXFLx4!4bz-Mu5E~`N=s*83@ocU-07-Iv- z8n!(;@ir%)TC58q%`xZKf6gYjMQ*BesT53sw@(x^))9p^{}wlr5pkYZhq^z z=?$kqAs5ruh+zPW^dnR!7ToGD`H1k4I3M4Z06+(Qv%v96)eJv=lnTip34{<@3tuW7yi61IKw=JN8) zb+?<{-BsUkXqz@Z-#DpiurfPYczf@K#LiG|#LNvUx6a}k5T#aIuM{Wl-Sed6=QBI# zYdz&e&%t#)HKpCSsi2Q?K(qY)wgE48*U^bet#UjV2_qJIYTWWi6{6`75{74oA%cV* z>ux{{jGS@W6mP?9-e_0a zO1`L!AfTP;q?5y!$I{&ECPW}%8_a;=iU;M*Nw#2LeVykkVhqz$yE2rcikG7E&_@Vi z`89n*7iF(wGnNg48&(#--*+q!?S3ga2vk%&*{p%oIh*EoD#Terd|U(|BxRw-8s!2EbBGTvndXZZY@#{4)SLQR^km?>U=en^$Ly4w#wAeFiHa9N5>Nh5sg z)jD30?KtflscG}){t;zQw{2S8O24FUubh<>tBvc zkdlZ5uNPzzJ{uxpRJzNg8GD-li>E)Lp2xzXx$Yq;~*6Zl_!8o3PHbhYY#3|LTXNQVKEOe#;6oMoTwV zrkT+nl~!+xPoErs?-NT3r@F*LV+)ta^2k$9hI}cf$_7bvul>fgb%O7T>UhqBDV(qQ zb2`y2J0RU*Rb!uTUshJ?3@}xAv?5~Ztxg)iyawc?&o~xd5$@Ng!< zt~P_j*n8Jm69b*@>T^@3uyw-?6D=1yAGkLHE5|;RX5>oKcfBqvJ6-tPZ*)PjwlSOi zn?(1&DC~z&1p7^D{+k2!kE|_{)v|$kL>d_Z&bWzLI&A!5O!s{%^ASOX!Q0F1H_wNA z=GV`5OiXqQMaU55&FS2nHTUHX-R?5hdzEQKcoYN(nrlLIkB4)Ckg>xAy76bh&2 zH?*E}+oHU3!OQ0QN*T-B3c8StW9A4D5jp-x9BD#FaET|Cc4;_!&MMK#k>-x5d1DI| z)Jdl9il?L_wyvkHW}M+gT2Gi0VV#hxZ&#EG@qkgr3k4qSpaT6cg zS@Ee*@m%S-$(E7cZx*AJ;TK+ce{rKG8*3s8FcbPcq5XDMuKyV_A8qA1ecOgbL{_Gf zgb=P`s+x5Q>ekXd)IH5FEL@M&iu*B*V~Sm3>DsEki47)>!WSL!=6-#L4O49$E0<;1 z4NSg$+u!Pd>P=bCjaJP@nw)a{Ub{(7!I2!F$m9-fj~RuSw6@ig&K zjvEIi*|*PW4F+yd@|$PvL|ygr;p z_g5dDp{n5|V1DX%#Ptedm;|TMzC_3(niM{urdS}LyE;VpY!#52tlG0@$@MGB76vao zB*tNcBSTlu9aVV5z{)ZbyGt&LrV@kYBX7Di51Dj1JNZ(nOH8fknxwz#tZP|z&&p!* zCAa((0yFvLLLy81-AJ??-H^c%|hPXTRmd5cki_Q6VuNoCc691 zY1&{^=<)N)b*op?tI987Bzokk`r+-|EGoXAQr{yCFrd17aoiM6d6^|EF`Eih2FwdK zM#d--NzFCydi_MNLz*J%es?`Gp<8>A#~CAAxssNamc^yZ#Cr7?=Gq*fZu6BnD6C|E zX`poj!!U-0GLds%)Mgf0iy4QV2|dm6)r%K>nO1SL{IEgw73!FIMsw+s9YVq92T5n5 zpu+P>;aY7PFknEYX6PR=3)3JaO@suQU(M-|3G;a(TU?iZnlCHNrV2@FYJryd0?u>z za@{gC_y%a*g#ufox6e{qJl{2CQR%r}?l;hGx*ypXY$w-@a$`3T;3QceZ&%T- zymIHxopOqCKUx=s2;RFX4^bxWPFV$8h!pXMOaT0eM39M_wT$au*|qZJ{`gergA+MD zdM)d9WO#MejN4%ufCrOA`Z@#Quzk-4hCTG&4V&L5etqOI9|HsD7>hmOd0E1zg%mBqrLbe+Yzp2q@VitBif+%XygGac9E&TPEfKjGqgQ zn{BVT<8Z4{0qZk%dClB4@3i@9uhD@THkQwhPKk`TH)7JEbAzg1ZgU?9%$oGLuyDSJ z?IseBTf1gat9IMDu;#7T`VqR${NMe2Z9fB_IGxi!85~Iqy<&Bql-UxOfys4KdVxj6 zty!kniW1Y16e<&SphzwlvZZ8q_wKjaiKQ*48?+Yk`^nGGlx+pHu{Aox#gu?Rzz|jm z6ow23Spk60*qBr_W3s z1nCe9mN7IbN)k94`^pS(KusmP$rw(HTcTa^V?wX#n-v%Ee-B;u{BCQh^C;}<^cL_% zdnYenxiXvsDZf9}Ac}-^rj0o0WP;~#)D?4-^z79&)W7jPMV~c$#fca=sizrkr%6k< zhi4zN>fJ-h?eA)~_WZ0+lcb^3UH7fHGc};w{0+e~{PlJozVlZ%4aYBrG*VcakkP89 z#W~IpmLlW>`0Cy;{uc)9i))m)+S`+R7*lLp&#+%kLB`|EkY+`BXBye>Bo>SX_R64Z zqos68sPK+maBDx*Y{s{ara`q)GZfBG>nlsqe)KAG10a!M>X2+gL2vaEO5uL?qI*g~ zy>@B>+s=u@zKV9xMR_RH19y|X>4yF_I6eJ(PPPPs;VsZL>nL8N@2M?a!c_2;;0$Z z=J8{8+M-OTKprLEnT5}Zx3CZU+uF4gvW%8&wQ5$merw;PSXQXRi~GNiS1NY^%dp&{ z3C&MsMhxd!7>h|rrm);)t`@@LLlb>}sX0qpFDDL{K`KMYBr=eQmQ>mtUS8M`0QB=Y zEX00KazX?V<_E6mhGn=}Z0nSxJwJPsen~eDd&S5(*AI`0T3YQ2J!0gZ`u#LK1q>D4 z{^mz5M!X3^$6%PhER#71oXRp>fu^hsV56BOT&5@o|A~j3z24D2X-Thtas#a%nwmdj z2wBB5+Izlg4XZh*yu7@BVkU}5C>jxYISTFKs?Oi$L>!&WNSE6`MvaMTK>uqxl#gcD zT1B2(G+^|AZMzQI<$pcaImOK{I8v42gvTdve$b|LK5GNT$oUveJ8$G0vy+9KhU|g> zI)n4;6c|bTS$9DcuUrWouj)N-UconC&gBAabO!!u{f-0>uga58ihVXDCMGi9q1RS$ zN#A=HyH`08$!Ku(N@hZNx>bJFUn{BDPAz}=FlL3Ox%KG$;?{|#=0`z;-i?hi?WgM< ze&_zs3(-Hy2P$b@k=*mtck}lJ2mSGLyq?|20MiDq(7+n*d}${H^60txi#(6V z)E}AFuWeIlunK9?qC+h;4)yf+%KVs{ET{>)+=QPR=QL9g(9+Von>7OnvZ8SD@6^b0E&L}c<}l5k-JN>cYA%S43>Aa5soAE@y4d*#N}{5Y zdwM_Zrl}bMc4iNMD*l&WAN6?Neu5&bjeDEL!<}^}EDa2=j!R`X^&Z;iO7?=kZ{D00 z=ky@|;V&h23dNvO?^h>goG!QD(0rX6$kpTddOrr_Pyhb=UV4_7>YDDq6{jDbyV1(i zs#$j&4<1(T3cvSNby9P2GMkHFSKZ#kVrRmoZJl#y$Ig>}k;s@dg4lSpdR3a-pLCH6BJu2`kV-$_uagC z)6Xto(syR3FP6IKDrwiM0E{31M-W*I}`u!bsRi0 zU`#-RVbjX!!kU(w82Y7i6Tl1<_t>V zT}Lyf%1)PCE5o=s2{L6I7iXhT$winWnmsAN0)|_1fmf`HTK%C)UqRkgL87W8>5vmg z3JR1R%5@tvgv>{GG6ZN6aQ%iYB2sbw&tD-`KMFIMcmq@?1bbG=(}C>c!to zZ{I_Z>3cPmdUA61_njyMgacN+Qc?&_5tN)cVl6p~q--XQ*BHLygou{b3>$#rl4*U+ zdC#Hr@`CjVm`|-~A`A;nk=XK6jUmp#0$uSL=L4%YZq&$-4w-Ng=?1N zz5VcvQLK`DI~wngvC6T&o0gfmvu0pY<7e@*TC7SmBuP|^?DE66E=|lfrQ7Y|kgda4 zB04r#w08}!f9FO-sNdjCxWY$!5qn1fEJO!TI$xh zI5*IonIHxvhe#dqyjIS@EK*wP6cNJH2a4aRDOICnGN>dVMjle`>;~)c?!%Hx0$mct zN&osRv#NYm&`=Q@amqS3qzGW9fwO1wqifAae(lgFVcL#8f6VSrP{}@1-ceB;+IzKq z>?Q*P#Stgn9k!Wq8!U}>#y7yOqf)!)gjW^4-|q>~adR`*>vZ!Ass`}I%eQY^lCEfZ z_xP*f0I2IFHN9_8O$l9>qhu=0Z9EL6)r@0@e+puZ@uHV=8)=2blX$9hYWhQ~vu_8} z&=4j)E$(e9m8w@!ckKbV*7(_LD8}ATiZ8F&`^$}|N!p$2ceGR34{vz3KoPTX=gys+ zrb6;Yhvu-M{@{q*>q1ep{|aE6pbnG$O4h|B&%r~6NU|Pgyy3ROW780FHB|2mo;*N( zEWjeZ4Z;bhMwAfn#h0tw8VRxa| zV(6?aBp<2O9Vif5S4hHftyOj0)9Ek!H(2{%Jq3FPx_N012{b3bzroXfN#hI#;Z8I4iJ8YDk0?wg@#yze2(SFP(wd3DA5KBK!ZHQ z3|W${|35gcNt5gNtxr@0bK*izX0Z@G1PP{T69kYoO*N3Th(e_&9A3hd6krc8Y)-q! zobGfMt+d}j2}KS~?d3;THGU#kDZ(|y^WTvlDg3|sdT~japYDy#bstf-iG01Kn>si7^pW_z zUQnrznBBTHb=emH+)`lvU$(`0$d)zr`GoS9tcn_#PgsH~n_R>Zevm2Kl%D>faDxP_!^r zDjRm5bhxl{gMEKIaA*n@-!`~)#f(LoWNjI9~w`GAz-#N0FuIloXl`on+d$PZ3DeN4&cn6RVd32q`(hReZ8x z{I+k(-`A~!|K~T)cf$Db$3oO+gj@yQX!xvbL|gI*GVJKk(9rMC+R*!{X;L@>NtRka z0j8CyZc4fRZgEjjzt%3SJ8otbBQwP>;Jn|>V2+Io69XPgFVIK}T(7 zU6;5%LDDT2An!GotE4GJ2~=d)xtxryG<~$NfsN&5rTTltp6fR6Q->8SXtEfsz}Jv5 ze%ZT$+`Ezrm!T=Q%SLn{508u^MIQtJ9eioey12Lq+AX&{&3Awd7P!v&kG)GYAGbS( z!uwYNDuDEADJizu96cASFUkj)UQT^7j`?@jP_TsAY1h4pp_Uxrta`yTAT$k(KDFJ? z&!TI%&aQ3$k1G*Muv#eN<%|iDK#8T5Nabw z9ol2x(MIQxcJY1a+S02>*nxq-3?%xkKLi(>p3_~`o6;j!>-&ef4T9dIUhpUu_6QaA zNm)eI6sQ*Q&Ij@C4I>MX6jMwq#Ow^9f{a6KLOwPVLZ<|dzy~%R+EEBuur$VnT?Xb! zi%v@^ge^>24$~vD$B8r-8I~~dASziNFC2Mc@DSyXKgux-U%#_ZHKwJ9HBrg+7UOiO zWyQj{EUd|ec^gl!$zDgnZkc6f60WnQv%y_iXB{03J3yi z@>yzOI6ojDBh+}E|KYH(5&L(z$w)^tf$(MA3?$ttSjJ}K?cGL3L;{Ob zGWf*j(L7nu@AnP!j&?2uy=v8|lMd8y@r{z+ss8dK6dW>&RGC2ooS&*)5HNXxX|QuW zs0p06ZeMU!nqSKQlsts&-fz+dcHd(N+h9pPFfDG~GUsR^)i$93Y~9CtLCqRgfoxWi zUFpXOCoilCrEMm=FPng2I)jgYawFUY%V(D^UKDf!JW!fcZ%=Y6xrJ60FU&h>#P=}y zcfsS3Ow1N9jQq5np9hgEIfQ}p>O)s&ruU{!yJDSu^z|d!3ro_b52~K5pCV4#9FSzj zqZn__@hTu;yTz--+vcCB3EBD+J``C$&_r^1%NQsK{^LcfF4SQhL1-r5-hWk|?>H=W zMf<-ZYJ4a}aLHo6_#)%=y_x?-OVs@kTn!GHY`juJxO;xvT4)R$2Zd1}$0aZB|0vuW z2@b3qEhTkS>$MLweP0_J8>jTLg$RbK)ooY*Mrhg1NUZZ$A4s3B+YI`3>krwG;z`S| zXO$q2se5=N04Cf(fF}gJ&5s01aCd}TM&VbEv7zYk#8Niq0{*`pP_`b(Eow-H+IpS? z|MTe)bBm5w%+eAI;mi@jdmdjP$fME#5x%C_j!{9ip0la48q$0(+rDkb@9j8QB@Jd_ z#Z)3JGd(kl7aQ~&iRH(~rua26zv((eeA`g*ZeD-if!MFW0Tatn8182amyrqdQGzMd z@dR9eavC|j~kyi0j#Ts7ZhZLwv6=(zcg(Y;4bxzs!)<}AjlF^N^II!*SsxYa!8!T?Rp9?m(_`FJvP;qqg-3JrrRZ2 z+H6x>hY>!G3_c5AklxkLj*gB(*n*ZP83MSMsJz7p_SlE$Ca!BF4mcx90W6-)K3_I( zE(5&iw;u*<7X_avgXw^qb}gYcIie-0rTL?aH@3<(I5OpzDF1k_v|2i)%{VXpH`9i9I z@D!heorX7#OYuA zGSp7NjU(c_7Ra#!2V0kc71yPR_dJ}yRfb@6(gdf zo!htXiPny6FC0iR{}GHQ;D$aiTUlX6Y%Fd$BJDuvkRjYX8EPde1>h8+tBQ{b8&oBJ zwGQ-m<@f`~42%9%(LqiswaieicU`R`NP)s*{FT(yU7Fwk*B`zCYs>;jWIBW?98FW& zLT^8dYGp@>UhO=`fF1o|bx1mquIsVp>d~Wc{Za5RWSkZY?Q9scCO1EcQ)Af(yRwKvHfBX3sssN6tJMTL5VT`Nj4a>OHpNBr_fqp|`z zwLP$&*{1*Mx5;}3?*p1Qv()F?-5|qBdpG8Q5qzQSrNckI5*px*b+5IZ+}(jeDl#7s z{+#LDTQvR0sn%dPqw926OE2o>22cZOPhRX2pzoI{0Aj@7*dAlX)8ay zuwl%m=*zJpdhxJzj>Y7N&Cvo~Cn&$nFB7}1`}gnrubD@>pbF+R{kQPXg4`2V_6Lxn zfQy(KP5ATCFM?>BeIC`5jAIGCPq6$X*hlO_L-TWsJmf`H{$@i4#IO)zEX? zBYa1WX)HPZ9roitZ@E~sp<){@&^T2@HdnL)Vh}R(yY>qk8aCPSQT-^NOP!`&@E8nm z;-)k=mzZ#Wj z^v!|N^Y}!BAb0_vZG3@Qp1mH&f4ICJ8G|j=n9@Hkw<7E>YOwZ)v75H^djI~34_vYv zo(-4&YA(gy&w}F&K}IK!IvfWt!j)cueOmR_^9gjiLnB$CSouk9_m5u#?vcNIdf0#Q z@p$_9)So=FZs~OUEHYZfpfCRvhX4Cx^i(5RX@7Xv!KJ zT)JqX+mhc)iuxQ`8`&-@aARAO-#&<;yRZNIhl)ww*(1#O{jxW_Z<~f48vaKY?h60` zJu({M$%+dCd4m|&5sLEm%UV#2f}lHR>`#>f5R+d)k<%R#b$I_N50!XJs<` z-HiGX8$HWAX&*mgQvT?lr#s3gRoraCJH;W{1Vcq+GefL2XdB61qxZAfSz3SO%Bi@!c6LK{6!^$!F)n{T|M&t35 zYedJSivK@Pmysqf%XbkRE8FocN4~wO)JdDzOQF60saEEHS8PQ14w&cndidt*VbjZ1 zp+r!zjNq&l5fbfvKkW5`9s2m9G@dH#YZ~4ISG`#TP5Sy_Q;lKq1?r1xSS-ox0>||y zi)r|LmY+jJJt`Jj6e~T44ZFQcho%nE9JkrPx6>&-fHK5-PEC{9JoJ2>R>Ho6G|DtQ zTer6{nLJtLWA-2)&xB97Y*1_I?jrQq59uU?;3vuf76tya3yh-py8F{?`tH8gDq(ij zzr%+%`%L6u{~Q-`IFYb)?dR43#|!H%=3Er{vQRfTjc=@4MU!4C4jG&-)w}p@SucO^ zMcLcB&WS4Z9pQbBHl&L~-6}k}rvBlHTG5d>BMscvIi~E`@n>`>^y!FiEclq$OP{S%Mg@heO$&YpQuwtw{dMFd~d^jxB*GfGAA_z-rRxOb{8L z1B*1jKWHiCj~TREs9izy*2Nl>?(lTaIEg1bPPY2AU|WXSqTr+k{O4liJ3??&s^BZv z!F9D;cJ|2Kp!J>lA6M$2NSQjz-E1+Gx=iHYseOEP{tF39$Ff{iD1>V;HaK}gk*rb` z3O)@Z34nLY$8c(63^-c{LDArRpk=In6RMZA-o76;Royd?v2c5`iPj%}u)O?#0P}b5 z%nIK4@4@_D|MJReSCX6Ic~(7!o?4WW7V{4*S&`MUZU@yZVQI`JoMPplIl1UG)+2S8 z`1vs|g~Bwat8w$`@PuU^0f zJyY3kj`oOAe?2~m=LZk|SZNP#IydBtMO~?|;OHAsVF|E`qIGi_gcxtwQk>zzAj3*I zkz7Uby?*_8iRl$^(P56v0DDjcf7W%!W$^0$Ql4<33tD_?#LSmDU!lIY`Oc3o<94Siz;-x z5DQgVw7EAw`Vb8@m56$MFcSE_Ygch{W|bk!xM_9c!iCYI1plX)IRCSNo%4_2II;7p z7rzS7kl-nI=AwA_gar3A3;y!k#&JE(Fv-C!SQZvc=RmQ80^z8D&4EtIe39aA?B$=a!1E7lY2ka+k9z#U^7G`|OxpXI|nM@>Nmxwc4 zuPA)2&PxuWhP2$=GKM{G>FDMrmCStwXzU@fCKAdCAc~L^jFG+o#Ldwe04pKV{P>ue zt6r{?-+~2YkBwe_867$qAizoxS5Fx-z^9ina%x4Ht+4& zPeoIcufNtk5!PO4H(JJ|T!uQ(j^b`^^YrxMLc#yR7((D3m9#g9PZdIt1_L6q-NA4`?bGgDPVd9y3}|=iAn;yB$cEIZ&TyEC&&yc%|E& z_>f`9dkpTRu6TpaL68|Jz7EJ8Dbpi0g^&sI3CaCv_u_&AnQlz)Ywd$gSKI9E8U6t$ zn&64KmASb|`xV--cC=yq`m{B`4C8z%XczY9gs`Ivg{1{Wss5DJ!k+fivEy)&= zrbUND*6do4HIytRXKJ*foGekKgsjQdL5p@-DrBdmRF+hth46b{hnAUp?&ta6&+B>q z=hb~rSXdy586O{l314Y;tz2{`NUjV}nOv$>~T0M}$Esz}}ueMLP)$c@;rMWKh47m%AJepT=Yj9!ViYGUQ zAx2=(q&p|uT&i?I=@DZh*n??BCIY}J6A%i?>;}&%xX3OL!H^t-nB;Z$Mb`z9g%POm zV6LCR26#7a>wnSoOMAs|oc<*q)4S40nmae$&nhcHP-X;-0ox%uUeP6WCi)V8U_$z8 zHb$FlaNh;-5II4K!Y%mI2=5Uq6HQ;P_m3b8s0t3>-JI_b`Crq6t}pxs z&$u}gWL^~}346tWQ$yWTv6kV2)@9TmnvKt!yT_vb$+fyS#84) zL*5jiTUY)o?+19%$m3k=q5H?V`K5*nIl_JSh&}XnBcIL8f5Tk)?gtsEXFjg+#reH} z|Do`A&<*!T{>kYs*;%6zCjUw3%!Vq*z_tW7omt5;ys@jB@+-QU0?Yw-AsX7;fcBtS z1yRcRr#v(1J4;YK6s&}gAS;@zj;fN9522qKkFNf&chFvt~{Bf+gGBOo@AK;G1 zV9lJZD|rGQbP)cg!)WD|9%KJAxJSdMAnLL>fa@7hu$4fe%_wvY!2~3m7j(E?RGZy} zc9Ek0qhTsrSwA8yH6yz?PlL@b6VplJfLfaKSL-~Br05e2$6yFJ(ZlDOA?h(=Z?7MVB!rS5&t7`priUPU2Rg}d(z zgOZD@xJ;E;N3Qdw&DCV*eH=g@FEPsKTync86TJ+TT^}>l;c6z4c2Vv-cx%h6qj;*~ zcgxd+OPL|-vzo|D>-~eO~Rxjqp*+3%!ceaK#2vzLi*lSV5Y6f zci^D}7bBX9fRzR#250vxIC?!`iVq+ZW%zui%HNp6WN{BHimG>Z=y%j0tU1$%(U8)o zKlL4MOD!;&!4iaD2x0`0HXAjtaWWPl9i?G|rTzFJ%H66kTL-QSIX5TN&J^1{*&V|Tyq5g6Yxel_`=sHvKXF))8j@O|CKNz^4;uT+2iJCWqVht~1%YhaJg_Ec?&P`d4t`Jw5F#o7l|b&{H6I?P zxCK>+Y&2dbtRRN0QV4?Qidp-~{ut6snm|VVN-)Hb*>eR`WVM6RHaU}daUb^%v~%wO zc+`(!xzqBYro+UtmKvpg7xUZq+_<{AcsM^eg@Cgo7^k1HEpJQi6JO?%b`z+ilpwUN>gmV+3XNVCxp6KL?Igxa(&tZWrv(K;pM)d}F4Bx0Wk z94E~KsIzVGQ;@FdrNMS6R%xz$e2kJ{5ZiF$;z#JdLy-V3Y??()(nN*h+M3kF)3ZbY zMa;Jlh`G_B(L^J3-`CNM}JyDOUH7MYD} zgW&~S&H;Kc+_|#w$w0@8K!=qxF$5?TnqvjDLor#ygm4|SLum&%0K=ehZoObLJEA6| z_L^uCFarTsr}EkP$tS~7{{zENuD4Sws0N8prx)B*pozK63N$m}F}~hzCe{j-p9F#+ zZ3#0Y={_k&X$&xpR3PtML_sq6p~+_nc9TRSM%!p7OPFk`8Z`sLASyuq5?~PGw_G>{ zVh_nS5hJ0nPEIbtwU6CXR4HT*C>HKwAl?i4A!j0y2@;lv7+l2E2jU#FyU*e9>lK)_ z2dyp4Ipc}ib$A;Qguw)o4j#blG8$(BrtfCqElPj45B2swUh)``g;GeLA&?sBFXTo< zQ>Ad%D#(WwpFKk5n7L1VANtS^I9bq5R=SuYVVIqEi(qH$Nir}d&wFb2;zoBSuJ2Q(M~B|hw=S|lo~TgWAu3CrxGz*ZC1M*C{-eNw#W%`!Gf>&{ls(>eJ= z14HiR`o2mY@bV|UB)N~at?~0}bl*?p7r?eI%c$;^{FaG04r~WHf^mpuNvn}w7IJCgt z=gv(13(E|rbbYa2eMli1h-eCmV>J5>D5Ao%Lfs#x+j1->*W8vLr%XQSPISM43H3d4DfPt+#P&|tqO zQlLj~K0{+ho`*yQ1Dr)bII3B4K8F9@udU~2sTmnQhZz{>iN_oy5f^Kr1Dl^?;bX5> z5YplTnfO(*Y^K}~@Uh9|jeCWnp?V%b>AO3!*CYYE1?Mwzc2bC-O-T+)80M;j4P$Hd z!I(_ekPnFkC!RgKnvJ$}?u^|Zu>UIPio%p)y;K_I*Il6_LwiO3=;3!2(Uo92ERGcCjLM+VsYa0DA4cgD2c)ivy#AzeOBvLz?GeixfiQZ!23DUT4V2sjNqG6Ye zzVg{e{zHCH8W?}f$7*EI5;S9z2k-<41Y!h1Z>( zsdybne2{jSjT%|fDJZZa#`tF|tLg>j%R$T6DlL7F0oYFyvf>4Xc0=<_r8oGLH2inU zi~G^4i5Qe^DE`~|p~1yrUV4v$V3WO^HpCRE^|1gkT#gtM=gFV5{eHZA8IEhk9 zGV6-DgA>q8+BJ4Z`{6~!9gGMFldc%qfW6Bjw_&Pw&}kszFRbTiBl*G-wA2GuzF3h9-2@}^&6ETqVvJC#-=p@-5K^7h(pM zo8ohv&ikPsF}kQyFPx;x@Ma1}x$^t(zf;W*zY&D9bB&&#F=(_B*Zg6;_SDOtyGuyJ z0qdX~7=yzMwH*sw;1HQJvd>-}>^(22>=uhsRDc|S#sBB7k4B)={nxIK2(V=fQ7M~0 ztb^I3C%hHFjgemT99$yqyjoJ!KsSme&KB5o62}3`2S=HUFuSK#FAXjr`*c$1)u0(;%G(&G zKCl*=MrznA##pT%t)lPE;nryryX8aeV97!Q*T9-32O{dUqK=1tRnluFqS61vl<^^p z0|DGQG+t<`R}VZbO3;U+-aGo2w~x#^j~YS(05>)3Q4w#i z?c<~G?EEA=!k+7K5~wylV*$lP0D|OJ$K)E+0N#+)G%5invWT)%%`O(ZYhOi7r*D#MxCsSPPP4V5MI zqYs56kXP>DJpr@ZQ8PLyPRJ0WxYIO9 zcLP5-eWM6KWg4RhZfDfW{5AbSTL3Drd1&LQc5#+dwSqVXh)N1yA@>X;Pa^IZ{z6xU z^=dB75&D9=rWA*-89#2^L*$2H$B&bOa=62Yf16Z^;kWdDCV;kaJ!Yfa=bjtNBQI_k z=2MSjw--8gGUFQ#=muz)mc7^yLLTVh=DX%$Koq*6O0TV9#)YnbIe6R8aM~cPBcV7> zsYMZs0r*fK%>KSG80RbKr$C056k0$vbwTU&79wIpQipX)wJgC~$XG~nLIhC=@`5m) zvESclq9h~q7cS2|eGWJ4u^hg*Nh;kKa4SXXF=V>=8zRZo1@HFxD`Z?b%J8na-vRiQ zyud*1$iXZLxPDyU^=ONHGKuT>`1BEb9_{XT(Saiq5{TWm260&!j(?cP%yC7L>I;T`zoq`1Y))og4A z1BxZW!PTNl7oV_m--~|mSW&g3^TO)D;3K#xa`FnyRRtNW@pE+x7Q-p;)h~=9KL4qA z5kD9n3S+Ku>$FX2YA!e^NGFHGlhpo}9Jgy+x+Zj}&#$?$$(Vk`$ZSzW8)RRQJCxdj zZ$Q@U+vi2I0E)OdzpNEnt?TW#KjA>Km2|LGB3}6;;s6 zjZS?QYLIw-7`-{FK+X!!x!y#cN(h>te+JGM6XeWY$(`o-`<;kd?P&W|r zd*_ZOfR1YZpBawhhHrl6su)F>G;?JTgt5}>cH+Tc0NPot^G1z-bE?R(gz_ymp|P9A z0guiRuj1Qz;SO289o`1Jx@wpso<^F{)NaeLc-?L^Unc#{I|E&TVAs)%*lFm4VQH0M zrUP2jQe$}5M-I2zoVxb>?Lr2qy#oAXNZ=YgBRb%E9D?3CC1u4H7%K>CIr*i!{r&xt z(p)#p!JwEtSSq&O`_%(8zz%UcWIfl55QQ zCl`8pY>T%)CH;9<+ppAV)jAif<^r9TFG?lwc1hfWsxrxcXz=+v8m2iwSXh;7*;(Y zb{A4Ar`>kMPf}#5e_j4#ed=j4F)ezvNtVz+f=@t93Y@{(Y>GvY&0zfSEsN(cd`iJ+ zj#BL_BhFp%G7)?*Lb=0TLqj=WbrG`!*@71OZ{c@0vkgD;ZX%VXwAp5>QyBHlP)Ph1 zok+XE;^Ebjen*QMi0ku#j>mGOMk5a&(45d!M?1i(;=n`^vMyo)KInp{2LvYN$&mf) zdrytn+0WFpNEKL52VO3+GYl-$Z61WccQ7!x6)d2QR#R%gudUU=lr$;kVqyPn_pNdDtT58Cz(-rnrs@tLT{}Ds^;WF-lX3_6 zojW1$qf$1;IZL=ZstS|U`-uf${v?Wmyr0DDlesub2=MRmh0!}3qbt2}GV9X#Y^rTx zA+vJDigTz&xs}Z5C>b~wK;o%~x<^OX@;KlQ2S2z~!_P4dfk+bhBZ@tAqJ?Tuc(Al3 zY8q@H*|!8zqUqE1D_*)aR&HB8P7rdChXAz$)@+psCq`LzI!t{CaZ%2%iGCtVodq%kRr6z}TWfaVroFkxr9FNJ+V^e{EUT%Ck2IjD`+%I~P*Fm!yObE|FZKgpy zHh2~1Aa}!7pHCGlRp&V5vs}@ zk%t?j)t7tSIk||BQO~!6*G@b%#EKeR3XHJ0!>3Bfv(AyIqkLVzXeNH6Y83XmaevkD zIIhEdB=HajhlrvfJ0DRlbq(S=`Cov4XAp^VBug&f{MZtUGK6#-1$L9ZyaNWK=Elqx zhGy$4X=w{@TWo4oGT?5*DWnIeQWO(NRw4XSlNmEfM49BdK~fTsz9rs)QHzmLnpReT z^FeAp2c|8ibmhCO{gJh84rE&rV^1ySzEJJx$9F9Sxv$eIHeT4d!;HbOSOb)_&2=l6 z=LL2usDaCITtC3(piUt^2p9MVOA5e$EH`|C-Ik16ZVS8sNQ($kg*-HQy#P-pPMpX- z3(V6AA(MDM)Jj8Ofy1RKEbsT}+?&ptH21rA)SR8~bYY9DhJf7)V=_QTWl*<5G|hD1!3w_ZPO5&!x-{sl6eZFf>hrFua6b zaK*?T02Dd_fJSh3UrWg_Mt(~S?E1C@l&5t4GDbPM(E=_Udp==Mg6{5U9)`eq9IkTX z;%@dr#&jYbJtaXf>fd^nz+vcj)Q}RM1B^n6%?_c>?dvX=gx4hqGfw{Wmy5mBrEs0C zz4in(J=s%{cQMQoDZ1HaIQ`f@Sp+;AkA`N|Jng56;~5!(UZvcxjQrpG(x&QRitg91 z#;Of3HZ;bY+Y4TPB`h^O;dlS~L)^b47UDLKJltd(Yb_92n7M~m@Y3pfdu(0pt5i9{(MupX(@kaz^5I!-G zPaAtQh081W@`CuU;p~EfYx%`>A3dr#vDGS)uA>YijG~8c>C)InZy)B3{ZrRiS>>jq>S8o27gaD$ z{-SG{VX*5ty$6QP3|iAWy!IhY3r=`5Wk45v2_M-_f@*Wvm= zF*=kj_H(d7&w+VPb2)G{_TKj&G#Ew>Xy!K<=pg=W%ngFk0-dACmYDi*Bn4ZztoYA; z`=Y7^YUap%7r9&g95vdWwK7jA3Y1=Sn&;zPo2!lw$%>n;&Fl6%o)|D(fotUTM48En zZ<5ABdbw!4JV|gc&Muh@II+g;bS>Zf<*=)qlP>y~tHob4Cmj;agij5w1?1SK2Shsu zj)|z#FI*2+MffJL;`;jup~yWjgl5#c$Vg~(T{`HtEAwFuOtn3nD8unSu0hBt~lsia~6=9%$+#dGh1Gq&woXbM6;PD#(`% z;0k5Z!s8I^a0kCT8Mh^hmwo`A2#=*ZzP5t~_Oxu1gu0-B^KTtOc~I*Nb~ zMWh9oP`((PMdUKX&oww%jUbVH7`u#@Ec4h8vmFeOtgfWok{BBVX;P8_S~bwbIZV>> z6XzZA0Vlccsa@R%@qXhGrR&;}EzyIeWnijnX>*i1DtJhoX!1Pp|9_-s6&vGS48H|& zUA5dP)o-#rN2OPzoicsjx|TlND$_Dhbn$uVu5abUY5<^ z`v$QI6B??=$Rxd7eZaQF*#xi4(*HM!iDw%d6F-UEq_dCj=XLMuCb4z#hvIhS3h}7UFZr`4QWe|(`o!>tS=Rf$H%DQ>7nu{e5 zL#e1lTX5-Mu^Rn!$I*Crd<5Jd{$1z22sc68%ltn4w>24_()2TTmWPjK7*6^7HKuRb zEc<{<_%#*D7)=Qp^yD*@^<*DsCq3(OZRn$)3*I9I>ABQjBIfo3yh2sC4p*dIoKk9U zr!_d3n?`rFSscd^tN6M-7^!&VUi0#ZSoPhfozecN>2q(UZ7$|EGZ^U{l{g+Zp~eZn zaDV#C|20p3NmdfyJ>2+)b2Ka)zLm3%UEA~}Unx{C$92+^`S@b?cR!w?fK`++W2LI$ z*AGYEjc;}B;A3!>!A|7e{l6WdBk%cW_CKU1GxnWEW;-7f1Oda7L>KG3>_1FV3U|Ln zYT&+Kxp1A&PVMtoT`2{|rQQGS(h_FGwVm?+><-aGe^f8>n@X6)ayK8`EJ@H!Uc)FM zxuiUKn?eRgub9CTZyiv1>dqraSpzgWoTgz?aYpYJ=4OP-Ex~{bz=0K%fc7E*%@|92 z2=|fR2lv6^`*rHnL=K0uv1aZVJQigVa|6Wq9L&g~j09{jqAEa2tjL|l zC=Y@M(blMgf+`nD>ReKkVxlbx0cZ>o;ynP!Xv!7~Ti+BJ7Orc3p?xPH&Heun~u3^^70R}W$;g=Pj($khKsr^ zxsZUoxFU7F8d&)aL~X)=3zCBOsECNf1=<7BoB4z?YHmiHQ4d#~s>?gQP$i=$t^=Zj zg89~I`^YN?%0e(wsE~!+O;K{&`%csG(_}SJm(l%!q!e0M2V*;6_%w^iz-pAv&jl zFG*Jn7BD8j{&2F28APH%L^37P)zbNmb02iX4GFy{n<>=ee{ndPUxH&+^XJc#i05Va z@zcn@3Y!mvoJ|8!a@F8MoGpWYg4$}=LA-o?tSq@(ui{=VOjrCqrRkgpZy=j7-kT-x zSyHF`A1}G4)Ti9=s646b*D;Lr`PfGrHf*5o9g1Wke)L5=)gU>5-lVMlQM0PwUBg}Wja z4;ZiswzxfHstp7~l(K86#S-qhvB9sD1a^+02~~#AF%Ox>J0z{4n*tmRI8r+M9s~~^ zPZxU89Zv-*I|*Be92zA!!QsGcFnEK!6-g}vl%yB8#|d6R#FN7Yqz)NVAK?R&SEmxH zMq{UTe}1b;j^L;)jQ|CS5=IH!q#6qj{v_&tm}WzB-B4=U#$}Dhc{~%9DNam}5H@=* z83ihs3uAAXMT}q_z2L&5Al_#hSyWWy^nM*Doii~Fhzn8gF5knP`KNXC-WfKkCSDxt z+)~9}hMqdn{^4PnHVqp^hl4^FkOnGF0 zkO?xuP(WIj4c9Y+F&s>8pxGKU6!AZXV{WO-7_red1w+c9x~Yhs7^NQzgfJxH(fk z5w>Bq{k_ShW5#H^x>7n(DCYbnAC=j)#sN-aaML2yFR@S&qcG*o1O*>S(9kA{$~Dd2 z5<lpWfzMa5m7bdOQdusgh zk}2KMjYdc<+zhA6te!LHYg)K%F9)V^%Hil7mdFPFT2qjh$2HB8chEm*ONlvH5Y``* zQ9_cxh$|s-=n1)xWXIvF zYe~HdS{K+t{Ik@Zji2MA3Ch~A;HEbjqw?k~-zSa|A(ixk#5=(SNyeFgTVzJeMNVK> zQ`x*PmmB|O729~tY{|^be3)sgO*7_dzhoN(TGM(X&Jz#-l=GV<79rE10t=Z2H8e=O zj_q2SO|wQoYyy$NGaDvoB(!wG#;lV?kUh^9?(h=pkZ^IU# zA0!hX6){1dlxcv$W}9E+)m+F!zIZTSO-F~7fHmT=p$5EwA3zw!?FJDqb=24?#Bd;l zot%M5bQf$iZVuiJJL$S`Kv)_R&ukPACYurb(a#MFdGmXqM-e56j5o;ftg z7)39Q8>Io+ibW66mZJ_hl=`5exK_IlC(@b~mkZLI7_pZKTuPt!-{mPIr|$Q#^T40n zcg8Y!`Dmc{$J!a%d)J7W3T-x9pTJp`KvW2jxDPGCq{dt{j7onS{ur@y7eAcY;_Ltz z1Qlm!o9C)kqoZ4F%wuBocYO}?p&zP7J>|Brb#alroLqO5-{f@3uB5Re!MEha3ZaQ# zP{|cBGXMfdE+4pgr!bsF{q$3{kxy5>p8 zbvcuF7=Cr+h;H7=F?uq)cAfq6$M0&xbMi7vi$d=UO}=Kig3^-M?q|M$;ldU_6fqDH z5g~~u;#gETGU6@BeV~2_`HxVKkyJ<1X!}uzbrjfnS4%n`bpSG1hdhQJhN1->zeIdH zq1iMw;s5f8uG?Z%*fo7$Xqb`g^nGbgTo8(%K&TtD4Q8}_5AS9bXePLR4WgZAr(og+ zT5$ji%usE>eDpZFq_neWqrspc!G$_RBo{#ElMJY!)Rl)xYh@oCA=9ibn}IZE0%jqR zx*<$Q5J>G_J6Sws?9{W#Mq{5ZS|sN0kBS=?#ceXx_lQXb=u0fTEQ6(nz6e57gM3jo z`q_jJf>>eZC zWz&e08^h-QHp_+6kUxxX4L=+HKXeSrPKE?t%w%N$aK9x{vV1~a{^)bgYSTv37n*f$y!|HuEfIM zIQ*UUcxTEI*4AxV_nj??U0wL(nfFIW$H}Jf%Kw?On_JWENO^PcSGTnmV|KXw6H@Z8 zz`ck8k7ihym{FP;S_bn!^*7|I*IY{@LsJ{wT^?CIpNjWL4d_LzvE5m}6`+E$@|gVL zS7I&7>r=_N>E&T^{Tui{{K3`|BE$V_Xk5x`_GRZtm-dkz#YjK!<$J?F%V3=R;a`7W z^Q(KE-YS!&as*bf2IgGkP5%R*fTd+5zgdRc4*l{R`0tD5+&bHPwPnEwOdqyOX@bkx zHpi$jjM(dL1Kj(-IMJ+<;S{%AsQKJ3zxb_JE(`-E`;R?+lEU<&LpzMsp~R3Vsyfow z!X$*7wK$!(K+((G2=CH)#80IPyF!H5{GfQ2ebNq8?f)y>AstD1c{!T{toYf(X4GP zDl?jE;Q|6LW2G#Toh0<4LsS7J2lbn=1B}Ra3JHFlI?YYTgy|%$FbSf$lGhXnL&fUo zkado(`NMLC7gE={$VJ2Vtoi5<3y#s!`4dYAXcf-#8nk-seP6Ztv_9sLB!O6?L|??r zzK2xYfQ~c(!4~^0SmKac>7YC%r*j(GvTX0@yBJhLWa;=**yr!*(jFczG8<*1Mw)cu zOW+`geraR^M1D-Jloy7Yln2oeLt?DMo!1daE-5}lNxwxia|Yj?8ajugmn5OY`@;E8 zli+jJ2sS)1j3N{p;kU@krm_dr*W=YoAeTj7EfTWXMQ}q}Mw6;AwpyoStY(%K03T8! z5<7s77#M#|NgRoghKF!&NY0)6J6^jIBoSg-F)NU#6VVk&jzJyx*XN+kAwODbPqo9u z)d1ubZb?j1HWaO4-lgCr;TT5)qFKuOq*^nDK`aW7TU(5W*G!==<#V9I0i1%Vsv7y; zV)9ZS$RZ%2(C{i4;YGSkf=m0C&XcJ<=X!5IhnC#;$$#A!9q!Z%7b>HS$BHp73gk znp!se8{u~)j?d)}V?FScX2a+Gu5sdz48LO{j^9F_9Th(tH}@OxKZy^HSdr zTcsD>c&&W7B6+|p6mHPQr;mgc+D1z7o^9BOeCt`$4_8&-pBOjgdeD}DOaV#b zP%k?3gxJd;&FLcH-hl&pAT1M=PW?zWm9d}%PLU)lxIn?#g+u_dteV@;W_D@{}5m{F-&j zMcHluA;P!Y9&G~w&J&Xzh+a?gDj?XQ3(b@pFE@b3c^oQunsRpjQum?f_o87lzM!Ey zyK@F@Q9Lq!b~?|y&1Bh&XKr2x4g+I^=OHZ*tVQC%5O_>;DiP_3Auldo<7Cwp4o(+V9rJ}Y zx5LB&qYi28Ad0G7<)R+UypeD}+Ge1;Bpxw33H$h#aAoWHq%Vn01ClK5Z5)2I>fIAQ zAzqUEA1qDENtCj5=~eKXAP$3+{U%?-Fk;}g#N>#&CE?M9DCT^kQq)1adJsa6_*m5GH^F#;gE}IvJB~(TNW876RV{G$F&!KlAYad6;VO zj8Puqj8IG4@p7%iwWEi`iGnmqJu@0CN>j{;bc%Bq+z||q;L1ip9&;=@I)`d-QYI4~ z56+4KUcD>7Lx!o34MwAI#$z5YjIk>45g~zIK$8(IPI7AjFz&>KHVX<1yDAoC>$&e; z^P#gY4#tZH)1AJw=^0^VPr82jK;{XUl-!4HMzJLc{d`IrT=Uz0V^T5ptg9=X-0X2& z0j7qM_p)vMBXD$a6KZG?V0D1C3-@j-2!b=K=8q)%0__kgo1mp(l(=>#Y2kohFW7O^ z0nwMP6{N)pHMrvy4h^nW=9cj#kE!n3^zoV-1O1SY?v3oJ7+_OBV$LuJP@z!{c+su@S~-5^zKo;qT<5ojo4@>NOzlxn z$Z23F7A@Z7?pc3qL|s9dxSQd=Ijl|&KPgu z=FNJCBdP+?Cly+EOA5}S4zSJ6hkXGNzFi(&`jp>*Llb5i%V>HK*&XK0J9j;fwu7s~yJ9HEguw4y9e;O8U9!vRIY+9jQY6Lg|4HvDs%u1p4 zw(4DlWkn`8-ZkjFLjaqG>yu%i7B!Qhm6)+@J!olSOmu%Lku%Xu^d^rIX}B^R$3GL% zopFMat47VZ7nA16U8Wa{qF8nuQy&=u9hvZ!rdFI01{4g?`x2fkY`Wj(=8>wLMGSZ^xZ{9U_pkPxJBylnU8hG59^sr z_iiljvmP`1uq|e)ExkHJ(tItMQ{X&!3Fa-CaL}j}M3Xj{W5MJHmDq$OJxA*l;hake z&XtcXW06@raJIzG&%s^HvZZb~f_XM*B?g)WG=GsS0Eiwi1U1_+>yT|uP%F|@kIIgv zgCCbesUJhke58LbX>cs&w4O!jIA!NNC8v9M!L%q)9Z|Ecd0{53wKIJsO>YN_jcirb zKQ{9&d3$pbO+ZvzBAJ_V0~tTc(%og<*KLvaMjLDkh8B^nKCx<1 zB>VN0Yqoj_F~U;b_*Z>CQa^|zPUFH$TVg8>KT-hqbmymA0s_qIRuNs%_xP#$dH2_s z^~(#qs?sE*7aQ!VQ*=4&(x7E-a2R^nGOHTYG}M}gtCSSeF8U&f0kHQv4c)vrXtnTA zxsH921bMv%)_a-mCiWSv?9a@e5dg9(jaE=fLaF;EH^~X7_ z8XvYj9T%jEG(5DVl`h>siiRwrZPoc1vEJW;sj}K=?;n6;%6WBJ zP-czJKKlJe;HzV%m8+RQoPQ|grxFDVu}sAj{M5myft9OPMO_|53QnqOsD(9OUwXIp zg6C?umF`5z?2=Uza72Cyo-oeAALT`9(#94^NBBfu0^+}3G;6%y)@L?Ek8%(^!TPNx< zTvyxK-R)3QE48*xQ_t$lRfPpl%pR zd(Bliwv$-~pjx#ug~K>Elj0KwVv1ILyi7U-+2vOc32WS>27 z;6R7#EVS5BP0a@j$=L^z-?Mvy16$pN>~FKCGHjQ9kNs-Yee7?z;w<(F0Ym`JouU4# zLyM#faGX<$Q9qb)!c{-Vu?j3zZANM<0;`}|l z1d8SlS8JN=P49aW{Rq`P_sr`<7^Shw1FZ}E^PZPyBUq5B4cQJ-T1j>~xS}A(7_~pm z#h7sH=z`}V*^q!Mq+N{xfJ6?)IGaeKr&FSf?rl=6W${yG2CKzrO@t34OhlPu^Ml3u zk+JmEneyZ6jG0uM~s1a%2-rg45>~qmLU4O~kto#+pL}`XR zn&y}729PpawX1v@I{!2_C%Rj!0{q%0G^6Rwwq1y38(!V*hox%;6_cX0DloWkDN~Q8 zfv{E!1ATo0vUZHgL;EoWJJ1(&7^2N(b(3m?n%>}p4`9N95%jdMg|IPxj-&{lc^^GH zq?i;i5fDp--$g}7rvYx2KxT&P&K89bZy6jk9)eC+n(L1^Aj+g@Sl3Mg0PHhIfCx#! zyv?^qVEw{%pZc|xe%VKL(@vWbe>3}?$XKEY($XsABJ7Dhg}f79Vw+$Vcr22h1ZbcL zH^Kb1gsOgT^3!l_QlX(R(8&;jMLHnVYVGhws>G+$HcG@DVOG%4O{k7&5;h{el4q!7 z5Tyjj>oUNz=)rUl4DH57fD-W>PPV>=$Abxo09!B;3`bQ6GEUPuFY+;ImHGULVQ+75 z6?xF%naNU;JlWA9B@7#oU>krIQb1JsAa$|p$GoYeuFD^+(yU=~;Ten}fdr+ZMwfuT zmK?VTLPilB>FLprDxUTY%@hZ|BrClY=ZY{0lF}HtfI~cC({3Q?WH!~d?p!s}t~R4* zp3P@!E=EYF99E+;02WfD;9#>7TJ|jHdE4zJ?4}* z-Q;nJfbrd;B0Ve_@8&PmfJiCaIjZkXfLs9ewA zdeE82P{?Dnkbr5NvsBJwh%Sk^5A8d+CH1lUH16Uf#=~OlCEjq3r;$WZ*3eq^hbQ7i z_o`D$Q=eO%-Z@6kUB)W3{^Ek;GFF#PTW){7+m;#v76D$5R$k7}yKL3eX!XcPDLkHM zXQ7u$Ay4Q?3n?5sM+EK;)r=)2K6+NYrHk&r1d+W47Z5mJGE(b& z!y^|0Ue$HZw+mmME_AH$CRB~Zlj^v<_TA5RGX&7XWF4NPS7>B0V3jxq zd?%|*$E7d*LSw*A}h?j_Qa=rBNWTXvke2@gxC z-z(&r>^Z62OZ*le)$L^ux=>45uc^OJ`-82(rI+U2v({bz5%0}LrlHb$!X4YXe85j8 z&94{Oz9sq6$-U6$h|UMvffPeAeLM?ubeQbKc}?o97J>%eMoe`3b)_myP^NLFTooDq zkQ$$wCnmF;5c=2T9mVrGdI1Yj%ey* z^m``6n>-Q=YAV-c%Zs&-ZT0?Ge~!99tW8{ke;IT-r}o?z@_QTbti*opy3dQoxe0Ig z9%Z44uq4_Bm`25?`)rUCFGmI~KtL>jm>*OdT{zG~-+s+(#SOQ4@zGwC zu5#>LcciQ(Wl+C8&{Kw&CQA*&(gIHkO>5UQ-M`hii)5NYD+ z|9vfQ@zklO8SD418RryI<$UAOZq2(>8Co0LUhhpC+Rbw>@Z{*&%(s^@(c7bq-<%I-sa?}4zTcN4hK?ZAZ(V5RI#^e>i96hujk$l|oyjb=% zG@WO$SjFdLB$%eEg@)DpuTsn0+SG{M!zCW{ncVw>=NEOo`4&r@Ld6o9*|Sd0n0lf( zSZaLe1e1HW(qj}j33iwFx0Ej3raqMGd}^`n<>e>iU)`O~=nRm2F)lPH#WpC#U1z+8 zk7S$wi(OtU5x0bn!h7r^l8c-;oikggvj%i^3kXjMwve@eKaU~6EefreXb~12?c(b< z_}Pa!YN?d+K26~~xuLd1v51npd2)!3x2h6T8{cIbe(Wl_Tc#HrVqe+ENPp(*KO_Ca zhf(4|*8`s%+B8+`M5Sn^ppbQW>Y+oZ`iu8VzSx*4So1J7?3mMFOI3o(qzcbqbsuw0`C~_aAs&EcbSAPzicH z*V%MDW2JJ*4}LQdwB4^49QMJn0HY_mh~hn^K{VJY6Y;^!;o zt7e$u&;A{mfr|8}G%`IY&v`!w4Rh*^fobMUbY5iX>GNMdeJVmKQCm>8*`kOJOnnUv z##Q+#59k%EPe)6|1>sNXa#d5~buP~wq0Ux0VX|7!De7y2`^{x04T z{$w6<7NNT=G3l>gr#EY1AZcx3koEOvzkUGQdu}>qm-T};(o`2x5OY~RMry_x>ezk>cD-dr)WMcA)r-2hHWbdpY@P4qC?NRr55$d2Oc5#x`*Hp;(DI>3F@ zzkZhNb+_gu8p(Y5*xx=1zA-n&NSJ#uzJ8T^-{TG~Uz=j_{Y~R8g_4s=L5<^X$U0k& zG-~i3xsT%Ff6yk=S^WLup9Dl-&h#%or#uQZ=_YgsX{-x07ErXO!P7YDW+oZm!Ad#~ zT_$ug$Z@O>PVQyJ)BZsQB-tk~Vc~PJ659-Lznvl^74c_u<9-iI2s%Vw)YJn2&=Do= zb^C+9&&7~MSB{*m$T9f+_v;ES%^e+1#k(T0{oyF1NjnFn5o&r$vS9+T zF2S$9pxZSL9%L5p)R7f3SDxBeDUxEkYHe2FNxPYuQMS+IONtz-=ip1mS^m%DJC0UK z4S%2Cv`p^H_k;gPwVS@UOwJ?9v&b<#q*6*G(R6>RU1W)!0>T|&>s3{X3n2b4o#=4a>0LS_fuq*w{d*JK7Ycd*5a@Px$~FbM@^hIZHts; z{=-^~JbsH@RS=l+ZE&F_JF<%{S7sZ4yIl?`!c&yE32k65hk0tXrf0htiZ5PV$NBX9 zL=Zp_3`FUXHGkp!I{wfW5&NC9rmt#iaDXS;DxBD+GtRR#BRur6Ir_S@lU9Jto#Q&EBgRR-MDk- z&PQN~#pheXQZF^!mE{{`SPwkuDsnv=1V}gN>gU!4w^6L^)Y+;0bZ63~h9cRMul+Vp zi{DCPwgmy=igg|Nz;0EP8~0-8g0S2m@_BriVsf8@R)5~B%11^kW{^$!7MQU3!1*@> z%OR1L3oQo^S}wyYq;BcRTHt;kYXQM~`1^M>jA?CQxu|Sbz}mucNnLK7RT`Ehcw~)q z3o#gA2mvfirvy;00KCFcgC1^xP!2(=9nL5DusaZCqEn>BWG-y5N7VracUpbolH>zB zB(hOSBcC9<2;cUk#2!HGp*sg8Zv^F*Lzh8=VF2S>nykExTFI+ z*k}JM3B6`OwC+kyh$2BUJwRBI`X$x&-g|GAd_a+XvICcDy(-y5LVKqNjB-2jmCJ8$ z&*&?$9z26<))sE=`sA``iHqpsnw@Q{>R%##tb*m_d6Izv+NW6_oDDX=h+BEwg zH{Z%Lc)wv;(SC8 z$Vvk72bvj-`h^H|0O;Bwu~G_{X=1N41FkQT#TOw~0NV_cdV|#mdMZ1Ddw&1KjV_YI z+ot2_mk^6>weTo?bjjfj)=QUaWc_Rt;w~<+;b1)T>+al^kh*F=XD*toWQ$Jb0IkDZ zFG+V*=*Gxxh)qZHOn8XpzZtfY^x&8a$Z1m*&1 z&|Id>kd?%}Di=c`&D{%{R?oob`Vu^xSFA?go=l#=0f^8pXgG%Wy>;trr`(_6J_qZP z^nR=5cmFq+2YD)F%zO0c5p1_BkQ(ZgKpB$*wN%!l>~NYg19Ad&wvxbu%JQ=tCjQ4G z`e1iS+=IJu0-6#xI+vHM3(XB8vn`+);xHJNr@3GVUwd(c7(#P7d_e^6ggn;N|Md9^ z46GcWu}e^N>;0hbp6(jgqTJ2hL+B7yhlpsdvA!hQhTi2msKb!6mAuL-v@%50nK#TM z@htifvgDta{Qv0Ow*PW&<2YHpdbKQQSzE_JmGcu6vPj&JJq7;3J4O)o)zUSs)_%Q4 zn*j0N1{f6t0WqA{-tK$S*5>dTP_$y04^YEEBs@pJHDrp`}MMnx{CT7SZ4gvZuQZc*xl!*w(0CG2e_%d&qgRY!Q|uUMqUs z{t&Vu^hz{JkS(cZImOCYfI$2B<6yb54@2fC;V_tveP`+@V!w+HG;nTRaRbVx!DHVY zD{~X(F5ZN$(<;ERZ_!W@gxGQwoJB*z!;RZsypa0eTW`e_ zj&2=?r^q_=G$>1=9$gTcpU11IgSQGFx2+dw>K6Ge4+`J(_9~ze=!)56(@3gRH;A0dfk9@AP62F zlx6@|jCl*Aw-WFfa(qt(pS#rX5*CyS*KgbykIwf~!2gPr@KaV7=Bcvw@R!*9mmCpc zYw-Kn%}okMa>&J_za*I41M+K5njTffP2l|^RKBF#!~gwX&EQAaMI*29Px67k(c&42 z#MKX*3k4PVJHs&;yavOT%tJ?y9@RVD?ETG7Ku0cdZ$-VY#6T}b6gUMj9$ ztT5ijPbJgI35&}X1MYaS63=I=h>khnXv;+?0B#xDfuTVRUxX1d&kyCKrXCtQ=ZJdW zmb_O(zT<8@AfIR4A>x^%$fOdDMzj#s^5feQ>Z2mGr#OW}d}9XMobhXWG`dNw)8^^0 z90Yms86IXl9`!jz4qzz@o2D^LUzyQ+az1?0n00c8w1;4`GS@BQ-f8I0%{XqS>*P?; zR({5=q)HN#`K-K5SH5}o4&%$M1B92eiR4O_`3o-hu*sXZ35yYdHG%`@5cyO z?LP$lt8sF-Qqy*WQB{Bv*B?H)YON$cU6+0hW04er{izTwzY3`=azG)-!+(>(k^`!( zgnSJiCs^du*lSP!D=;^GhlpS}20|>Y5z3In!u2d8trQ9%W9|ecyYqW&Ch#YDf z$R89n-eO8Y)km}`wbkyxqWtF3%_voRqCC;XT7~&zcpBh!_G?Zmms2T1`yvkJkGGK* zI7ytqDE8HI)B=w~_OuTyjB-Hln^06F$OXK}g7h>FJ=J}%n=A(@^eJrN?CwyP$OUbL zoAd!tMmv{AtJXLVAZH3hzeSL2ppp%fHm+E?ayq=X7s3J3TSpZw+XwiNcyFeeH}RJP z2M;cUGTJ5gK4^M3Dl02Ns@S_>+Nh=d(-+wte}1?t3&}7AzbB|Wof~q?oRW_}#{YPUhq2}J#O%eyP@MIbs(f&|IqvRy#Efo9^3X@Cl-HWa}b z>WyKLTSuvB zbKp$XYGwFiU4ZT6Q$P?(pit4bn z-X?u5$T^w}M_`u20$}$j|iD$u* zk*@xm4OX`AE07|FQ z`dhN&o&w304LEaM?;|pwsOr}Z7w@O;4v3pZ`f-Ux==Y1Daov-Tj@WJ3VwVNKE0#Pz z4V4*PORx}J=xCpudtPz(XK&hRATJ2=jn!P?+{h`q@_CRx8@M7hzs(lbgEo@RWp4@c3Zr;~qPhf{jOQXBaScWMyWORTCy{-RuH<-O)njbXo%@5s3v9=c64(!nL; z>_H3`p@ni43q>IlJ)QRlhrbkD2E{X@SqO(*RqV38a<4>?h@zK5lp}=>Xi7wxX!Y2t z?BmKu$Zr#Oi>7xG`=2WF()MyN_%XAsH_Bx!Z+#WE#90i12+wm3026l2JDip5v*1Z= zteF}U8SpfP{ezuH1P5=6ux8HBHUR0kA;+2Z$2AQGJ@LR%uCWxr4O> zh|Z+$~BO}|1aOa`|!_qye$pBF4Rzwtx=%}Kg1ss9eXbUYesG}QReBCu7%0!|vM z(>WeH_h?n|7*iajp-LWRpJpfWa3%t?)RQ5SE}OkkF&Z2O!~O$kNPv^&`@S;?=ST-& zcG8m203q`3V#{Mo5#xylr<0X7R?hJtyK{gzX(9yCOg?-BX|tN3_{11rE%4aM7S^E& z5seI6U_7czq&g%D=)p?RR;*`}g~Pzt?qruFvOliF)`Lg8&2h;q*{5Hm6j8EQzOtlYl&q_cROF ztRuo+;5+gLtq0)VN@nt8AZw}Z^i9Vmn6kV^NwPvPJl|GLe*$p%n!|Phc=Y(Hj?!Pq zT^@u*&10iq8gOHTwZMDS!xJd4H?lL^fFBL^u9B!hf4VL8s1zWu#+KZP;nEMWk=Fp2 z8~m2Bg^fclN0m-VS0L4`bKk=U3YbUpZh%Hx zGFhz`D>yyom{)(}N&XVxB9@Sj%%Nx_u&zxt)!0Tz{cW%yn!tIr5%0M+Lf#>gkw?uX zUR{=|Qll*?D)GCoMqAyTz4{GLVN?Yl2E~!n6kneGWt{ET6oQkiTC6ICUcDL!74oql_6k-)QX`SS$s_orrTiWMa+2JIzs-(8v(54P^?bp1B|Ex~~wOQi?ml3gH z$-}q@cWEOdlalAB_HH~6PwluKPwtEu2_*z@s>}G1I5Id7I9-b@I`VDrn@RHXQFr8c zGwB1|6Wyi2IuJ#R;Xg(?JM+zDqyPNYqcE!CFMfahqs+Fhp7{McXh8p4W^R8Vrtsqq zpZ~K4#eZ4e{GVNp!!RKd3VV}dTV%7sIU*Fuba$5KNPLvuk`nA-G>D^B_R4pmG6S5G zGl-_LIP$Y`gw4a=oI;|3<1#EC*aD%(vh|Y=bo(6eMwq+8FPDK*G7o}INPsm|p>vs= zIWK4ZZTj_0R{yI!A1fl1-|ddBnFmM@z@c>MF&c9=vMv0XR-E^u2)KjAVgfaaRD~t2V~{E$o~M(m(_P*6GLIaf}JBy^tL!bRmhH@K!_E zROvgih(Bup0DuVW?uxEYhz|malV&KmBWa^+tMp>yaw>p$Z9$HOaH2+yrzz&!!dXgA zPPV%%T~*45TZjO04{su#!ycUci}iJB0dAD-AZBgPvuk7WgkOn9J# zrZ8Ymo(@ITjYUy3EvldvnHvacHbgRn@+f(Or7EFX4EH_-(jeL+4a zy2XHWsiDOIlv_WUN_N=t*T=}b50li{K+t~6Lwd#WXj!gzmuFr`8fi?yr6F=RX-(pC ziAhZ`Vab+Gk_Wl4u)=*TJrrV#j+~)0!L#`83HXJ3M!26$bov{!={y_kNa)+-&RGsU z=4}lUpqj;#=OO}q-7B`~@M!xwuZe|5Uja`}=3mMpU0GZ0Dy*)z)MlYLD%BgVq2tx^ zvF0dAm+{PG%Y_iEPT#XB;g5k2F714$9emt+Cgft7fCN7<%|)osK?BS=Q$+*-SZc-9 zrBSYmBYiPXCyh$xFi|q%o@a}=y95TEEF4#$=d_iu%spVWRX~Gd-161a@2Ny(oSOt_A+FP$^q>-3A9qOR3P~ye ze-F!Qe6$d)S{jLA`1*|-cWA&_HGBKl+q5+mEW9+?DqPQ12KvIK6Qk{J3O<@8X%kS#Hx7h7`rlO-?hUHR^FY)VTKh^-nUUtZ}d z*Dp{tyIvIRiT1c+1;F-@E0%RBdBMb(*E0;qm&R()9!X{VX^5!4dFws!6B0{SQNsz@ zjvo+2goLFBLGjL8V$M?<9cdiad4+{R67o5H(w`N;u$HM)&IHInrfi8_2_Hpl*%kR6 zsegH$F?c^R{*#0s_Kt8jL_oS#gO08pdVuum&q6e^p!m^b@b+6(<9;fSuL?V|Tg%ME zC!m~tUZ`)Ti78%hlsy^>8Oeo7@{GH8db-MBBtQ53wjzk-Sc{PG0gWrf`+8I7@Tkjv2EIHEcM9=3|2|b_9}8tEPle`1f!bEg4#)W}S`!|M|R` zW+EToYw?T4O}#Gq5|+UiIxE1smHhvlG#9unZ;P#JZ9U>3aLSNMk)Y0tlk5k3+dme>^%480 zf2S=fX&QE#qeeY^JZ8hUYi2(sxmIe3(gtz0*@-+6VMv?G@ccfH=m#p}h#}pnY8@8x zz1#*LV~5Mz4vbs-uEP#z}9oz8-YonMVeCIU?1)XCS!pHpocgAkZeb-lXOe#x{r3pNp0 zN;gHT;kR0bjfNIR{bw3nXTAHZ0c^7&r=@d7(_1NH&xOM>_-r_$oIUxR$o3U3A}B`y zq#^1dG|A^43FJAX`Nt7 zGcYoM-8q7F4!B%uJUzg_+vBv=8i4u&^V++#9br)@c@c9vRj;QPa)1 zm$)2^ac_%rpa{#@Pe0;ka2_j7yvH(D+VrC=K-Z~DRhE^dS488gFWvhYH{ zf9cg|h~4xs$Hza>i54YP?7d2?*JK3qHEKhA7zR5ZKP3f^&7SZX5k<~8O~2W?d-wF< zT-6PI)&N;x&dv3f$(l(P!zMWy92+t|5~gg_BX+CmA!cmEG?9`Av+T>4eTocD@b#UN zcL!{?9k0H4#*kGa>;XwXQ+2Kn{4u&ASNk>*s|=Bf>00a;5GFq^E-rlLT_E{^s3{T+ z)p7G6n^{iQmvd9#&pkJ;UDNcb&b)Hv#=!@;Z10$+jfQs3>}h+WhC?cKXf!vX{a`#Q z;s|WY!;%=`I}uuD4VN_C=*_*`!hvVdO)Ae%W&-<$o~k$}O&=LwDcoT6_e%n`#p0=o z)o&HKh&yca@WzejYc{K%+40`0-A5oFc>QQVz{9eY)EiFHgYwbSxb;0(ty(1|Z~i-^ zW&TVo?4scCN@=>_;O!>Idkou}JE3%{#Ba6ZBlW~x=h{Ish=3|~IM)H>BXno%=#6N0 zLnts{22I+7)+1eR4I@F0>VI-Zq13z{u(!L(@hW4w$VeAK7*VP; zWIj0V9=hyY&09MeL<%mAHCj6O`}G=k)`|Y#Q5Fd-B-SnS zlb+4a{&`EEYTl9TWAuhREBqJktl$s}8fQ+#o}9!e1-C5E78cn+cOfLFypF45pzJly z$;nBmIER0{-1aQ%h*J!PwQoL2Y6#{tA!pu^tWEB!i_$cRv2X3eT(I4~zEh5vxG zF!ErC!{5)SzHwiKvuN;V}*oH$R8Vk)$3e|M-ZlR!dQ%LR$f@ANf4#n|S zpur)HmhUgR0(kxwou;1=e-8$Cf)a?g4!cSwD9kkD7DoLQx{}D_sU}{&cySB;TwbZ= zsM=vYiqAFw>Z`eJE;%2?*TnZ)_{_+Z(`Oeh7zFQ6-plZO$DA{ZG7O)+;Gc7@g@Es1 z%=n<`UJxmw`CU2a9%XSDc$8lsOzzMEF%U0yLF31d&xo19 z?@OG#Z_FzLO=1DUaKl3&G;-JvjD9Nm$$!0VXl*+buNk(oZ&efns~3=0TQ z>7nCj?2wdSTd{}_W_Aa6oH%ZzYMLyAi&Sw66dA{qaDH6oB}fX^t!0w{QKz1Ghrsd{ zCPCrTO`jGOJBWabX=>Lh=gMtTOP8MB)Lg0;3DzH~I3lMv9wiLj-&{Qv;HDZBa}NWRQ|aTx!>X9Ca5r^szg;lPCV z95DCF*5WS$hPajGIEP1A#7Tdw4o&cyBe19Z6V_dBwg1NdZ)u)>G84dm zE-fu?qE>|qpqw~=G)(;~zwBqhnOIZnPhwyyW~IVn6FO5j-JOA~`1Gv#P0EC`SAw734XvZPo&S>aSDD%_lSNV=pxL?n%C!Z*rR8eXeN+qV0bTba zKllf8svupEDNT_v%hH(;uAK~!hHirKx%uC8xc|r1T`I4n&a{snFSJaTXZH@!(2!YL zM)l@1Dug`OYSPfcRo!qska$6GC-gUG>zK)b@;NU{(!imjuc#g z>d_>qKowEIsUu|&Ha&oLLzf=5$>2nite zHKPLLp>GNM5N8)5ZN5oyjO<4-}yvx%iYtBJ^#6Yq5JRN}DocZeh1QFQj--<1>8fbs+@0AoP&%&ZdoCabf$ z(p2?YKljFT4w1zYBt;1#7S~}1RCpMP;f}3a{V~}P^KGfSNQ*g$`Y%RZ3E}(|^1fo8 zhgf$DDkK2A;rY(eDKL>IEord$&WO|Z;OrIF6&Byu^$RkbrfM}NOl{aQIS#tzGD-Za zn>n-j<$<8Zv3fR$P*`Wj%>YA+Tj_gAhp30E_nx#S!*}u^R&YG8!F*guIFMCy312$& zQZ`AOS2~(CFSe{|!%7TTEETD=>*l|!BKK&jxI_nEI=w>Om9EeAYrUo&Pxvbk%?WKn zRDaQ#?GaMaM2yu{ui%@){m*ND%siPSYEjK8>$*J0 zRScnQ58!@j!G6#An#<|(k5g{jwQFIUHM5URJ8{9m)pamLr^)k#|4Pc-hEFRkM(S;$ z#QJtD7pe+Q9AfCP!3c^Cm@0ZeZb$g^m9$$i#oAGQn3d#t^_sFvm(TO{_9@?2 zYgLrddtd?XfJ|F4vC{O{Kpl=RpLR24fZGzw6P<=+&)bX0dO>x?Za7 zWIA^0>hbSO8meWgEx&H_+V+D3a0P{&2|YGhMS)*>?@oJma-2E6dGWjD$SW3q15P=y zF#<*sm+pY2H2ZuZ95K!A`;H?$j6spYj}Nox_}9j(CK7%A@-6A_wzZeNtGv{FtIL1> zzIo=Z3of#&uKm34iG0dywnC&5hZDA##VHxfz_BiaAXJ9*j%qfKVv4<^w~Y;WGH}|j z*_LW!+TJso8qy1t1=|&!nLGFF2}V^k$7zp-jM2P&xnNJ8bQJZsX?6`UDQhr&$woGS zOqm12mL3&JCw5Aw*7t7Tv14zAP+|`&FIvhkInm;;jW4QyT|cknH6?Fzm6n_299S*= zZd$(qAB{S=fC`SNJ&D%03>?Tf$$Am)=>#3Ve7s}qGrX+O$DI0Js|EK@Lm?BHjK6%1 zq+I3Av|GNtbLWIt_e?(hnxl@_-bAno3Ek3__Ve?5`RY|FD6UxalIm#=9B52!X9~ue z;R0Q>)n{8umLoQSPQ$i+X`Q}a|gUu}6$J3=3v%ObR@rYdtN0XFq z|C32oz|5Mj{z?_ZE2kH49mr1GRWo}JYl=?PLKq7H?uY_UeR7b_xA+fEY4BZJ{CXj? z$UFf&WJIy8JS-ex{za548e**$km9JKfl3l9LsGy{D^}H3uJWMnN`tQBo2pL0*$GwZ zhY-?Wad#2g7RG=K&TUKpnI!o3)V)Ivh)P%>IOfVBa6BTp4LEiG#m@o37!_SiC&G}{ zgV4zk;nNt|eXT{K3mjXfRAje%M`nK8ncA6`*EkUGJ@#=Grl;ls$p|!UQ?(V#W5iNo zxzC1>_En4K%@4(v#^@@mI^O|3>e;Q^5$utLQz9rYRjRoRVwC42vCDh;1>RcQpVU(| zGZ4T&(Y{=^;;c~qqQhz?J&}@CPBJ%x)rxWF`NyNkh{X=iJhI6TtY&kcqeox8x?_gZ zuvc-H)(L+@=Q^%_tP>4rxmj_5837ed`v08uXh|RWC`{6^zf`fNmH&5~QBrVmG_?Hk z%UQ)m{M|R>?)GSZA4tGh2G z`d_@3<++|Ha}{f@9$!d)U;heQefjXGuYbsvl5E=Qf67n%@U8Oa|64yX>JuI}cSbVO zMHVgPM`|(Z%#j|?l1+xlhyZpB({_I{G%{Lj5m$U4 zDuHy*(5Qr5v+@k%fQg}>ssp)kAN`j(S~DkM)vm-KL(F4$^}c~gXoF@WI#XL;_Zu0T zxkWlMX;$L_mORCv63v=)=1k&*{83097U(~B}r+FhetF^@p za=64$4fYJ$dqaweu#H;4ruU*{=xuAK>c6&3y!`#7iK@v~3AOhIHs975yZ51G*$)ry zpFZBAx+<~K^WJuLpGjB`MR2>By=C0Tt!2T915+Ua>1C*FL zjM+%9V;b{}znp6%wf;($c#OW71H7V;hq@65)G`&jD$tcn>UN z!xkY?H{`fYsy@rz$np5SYdof*R?wjivzqiLsO+zaK5xCM{Dj=5IKe{ET~)kPL8q#11XsvcIK;y4`8J^r=c= zY@N#EL7PG`3GZn&ZM5#Oq3KEhcwKsn-n1cQQZrRjSW zgpO(!kN)1@jrNDPyV^wUP3^O+<>ot_AJ)DY+_{NgqY-~ut(Y+5bHA>4GOp>bGgx;$ z?R83;iRPWO_L)0OEv`*2NtnNThWnf7pnIN4F83FeZ(ZMJ&$@4v6+7&sqdb;;VcflW zV1ouy3a-@B)VvLLXRNR9Fa0CASQ)prAU4b1 zjK*OfcMEhb#^&ZSn~fpzmg#-_%Z7c~qkg-ye?1?&d@L*D8)tiYm zHR-L2OL|*O(^xk0L>idun9=XcR*PYau(2iM;N2^bpXw@6+f^VMj5*sKN7(tNrmM_+ z*>XN-Xy)LYay<|B!N{YxZyQqa-6ZJ%zaI|>7QC!`q+Q!$@=T!>v~AL;U|Pt?@;$ma0P^=S^H)%qs z3J9E&bQbELT6KFk4H)1!?V(nVbY9NI1{99~jeNVR_Ia&BDP=Y>B#v@FvO`Fdj>|oA2jzDyG8mp^Q=E> z;;@OgO1k{I)S~3#F9aE${6QS=1cie_A-JB1|0XGQUzl>if?WZXOa(R+Z$RznhxErS zHh27Dt(-|Lkf~p+9VfTl>D07dV4qP>hPAfJ6~F-AUk~5wri-nmy&y-9Cr1xzsEVc* zk>8qJ@;E@FV3LxEC5(D8IE_CrXUN)%j%gW>R2CEc+cfdnTUo1TP{7&=D_lv}U7y@s z#;idf3p{<=7$sTC>)M*$PlXRcWDGj}<+0%4{&yP- zna@W9F6Szh`?>V5fjyZSYZXy(qCe9>c4XPdKY0(*u&*TjAXRW(gAN25!McID`Cb4i zcx`<)(O~6#Ot%Y<3m|>gRYGUzB+#xzjXlP_d?Ykvs(oIUG??id^n!sh$;xWR z43ETOvw6o_OByk``*vd7A^1e}w=IReEfoI5cMk*Ubx!ip3f&bQDiByqDKz!q?CMfi z6&aF+ud5UgrTS5`RX34l2~Y%vQjEd1w}u=$CLLtKJ9KI&4feX1$*rgp@2u_43+IX) zf;8)adnp2HfT>iSxEj=)1^~t;GiC%oefre4@J`<6cf;1QuSlL#nW8RR?kza<(?uML z(~so7Lki)XX!r0bR$Eyi7+xwg_s?Do2}Fh|t$eY;Y9X$O+9&W`5wl$Z8Syk9yJf`7 zUm)l9va-r9KDPw8L4f3>`KO|j6C%-ZEm&@1-0KIA7n6UaFC-j>=OZ3QIUa%*TC&$d zqF2=4(`t3PeE3LesqN{)_#`L4#y!}=`ON9YR-?h}s_F8kvGV)a)ba$vWA!%G8Vz&{ z9q;bb9HyQ;Vo(cb?Pi(^LF>nk{Q+<5;t{T3C)g9bT%R7h?Zk{wQyNFH$(<_!-Q=(n zV<>KW!B?Xf-ybOBYY3?9`5K|%vbIyZ=Mq!8OGV(u*N_-K~9pqn2ua3^0q`B+;fz)fZp8?w46!aSRve+36W5vNT zv~gb8Wdzl);Cajd4Un6mVFNc;=r$`WLaYi&PUGa$v674M@xCpwwX1bCia_nF&I%Kn zwsP=6C6b{$r>L+M+=zkwpVZom5EnG=2FBpp~E738#<0|u0@_blZ?S7J4< z#S~9Y7x5vNBTxD;WX>s3v~`0Sb*)cH ^;zlr zl5W{&oE$H)kP2I-^bz0ekhaV4XQax7TCe{uYs|C-N2LDRvLD=fzpV5b_5Nm79AEbH zB6GG?zhRkhC>i9Qg(tHbB)}5F^x6-$-;p>cI^XUun8ONH50151A&9#eCSm$?HpMyA z(sjSI#-Jn{NEaDF6hJ@#eQC{>zcyuVJqt38-eef8=_KYs@{=-vLLf0PIW3Ipsc6K? zK5WL9W@#r(lP9>&9=lf~3uZ6)R9g7T3N4rgb~MfIvu(Jx;*-BFw6O^~&>y~=|W7lD0_LNS5R zD80f$X&BKu7h3{pF^+9evxr#YRrDw?%5Afqd2>=PFE2Ipa90)%jENnt<~8it$u5z0 zRW3stI##rgzO?C4!DnjDx+V+mey#pv>{dJDj-!XCexKHFTxMeYoj2d^Ef@m*k4lu0 zTisbZuCAXsh-)Vs@FTMj5G5L|9*Ynks-Mw>2@^JDKA#l)c6Kf)IAC*MId)|TCYn3VP47sw z(%`3x?FWaAV0OB(7a!fEp)alk1bMOb%U)5wNjI4%t3$hk9U`Xqj*Z2ON!#WAy#mSc=dgFvcNztR< zKWb)Qm@eu*9=>%XBkmJYo#o!;_eQv3?#6`dJKWO&s(ZgZlQtE)HSS>T~gZ^UY zRUUQvbSkhzlgpuz4~tMWIxQ=?pZ0>VI`l!e=tXinFFtY@0)Sjdw&=oi;tR6}w(Cgp z<}!D|g4j%5r5Ks`lq4~krh{x4=4X^C&p?~J8eJ>m*%z26+`dKr_dWZoqZBh8O+(T$ zI;pEaccbBBZduF59R9AzVMqu0W!4xcYzBoGO5vN2ywOEk{3)-2GNU%0;_3L5RCxCahp**&cX)dbCDX{|Q97O3Kg{{s?7nR}tg1?~ z>hJ|AW?9bIwHlYn{P*^gV&o$H=NHsA5BQuNsB;_!+TBf_9r<8iKe`N#;QTdv-hG-d zveU{pmj?+rFb>|NcJibWnIjwQ8D~^+{?Nq6rJ5fF?hlKSg8Zh~m4k z#*=T6oODw_qY9Rqiy@t6bXd|UcDg8pI?duJcLwrxj!vPc)Dj>=8n~nq=ZZXq&px!n z7q~h+TJH!vdmqZVoXoU86)N`?CaZi>Sky!6v1}pLxCAGUECs_dObRmVT!!y68!v1C`@a z6UV`SClm?f4o<&6sY)WX2(DUM`7%O>Q?6KsP_ywl{9w(BZqF_z^5UbYfGDwm;jB+- zR;tkx5R#J5tRy!Pcl*anJ8*&nNNJtRC+*~vUn>BcWx6B@_AR2@Me{hyCO@%xVxzhY zfBV^MhL~?B<(8l$VT^;V>+18JPh}hfbF=fPhTG7SXafQI>6&+sOG-SiuKj_q>hmi& zPfUm9?(RXyjy+rRd{u9r)61Ij>uH|@dZa8#F?}ze0&v=A7y0*4YweojFHkIr9buBQ zX6%ihE2CyusipcgUeNawucGh5Ts*I&(Rg0`wO;Hf@B9hM$+f$KHjR)1iMp`y{9j_% zwb?X53^PT_lT;dWkpz z7Y%Kj(R8{sWX8SJWwcoKEtX1@mib=Kv&eX5llY_;Jb7a7WTpA$?OV(KDMfPz`7)a8 z(Nb-;6M%$pP`i^7er0_sL&oSV*qE{CE^n}7-@cNK8K-Twlh#U7y&##8VLs|CbRgkt zLl`(^SJYT7r$3WDe`t_2SY6$<@>17c=27~hwi$;@SU`{IyCE*f} zThk=^NwbNhX)+gAL>4SVQBjb~Ijy@2JWZb7d-ZvLden>)jTp41z~zZ;*p)PH>6ULT z)iP7B+%Zp^;rDv~f+Zfa{FCE66kYUIFSjV(xJk{nRV{|Y1f(9n#9oy#39=C%GPJ4V zs1?&zz0XyL&w7Xxe1=kBDRKjV0cTjchAKIAg5K_otJ@9U)Z~{+6K4&Sdu!RffE<{Z&E(`B8D~ zg()0gx<3&-IgEWv_AGg#Ql-R{`kN!xJuy8WD2wI<(@5S@UdgqCq78dM1hSF*N@RKL z3CYKWPfSNxc`bhW@Yxss62~YRA@{?n7$rOq;Z>j})$m@mHG|IgCPs+@V5j165k#X| zFc`i=sUhRM=>Z6tMudno(yTa|v01*YQ`u0>p>0hKb8_;0aMqXxN-6xHzwZ=uB4GuQ~Nk^z#jTNYOUv7P4!I{6p=hx##kAkqk-i33g_S= zj-?$MI#~0_!xZZTT6bcquRni&fMn_9C{IDhOc`t^L$d@2hzeVtO&uV>l*-?icf3Vv zDgq>#K>&=p!?@&a#tUHM;e15|t$Pjzm(@dP^eTT~L<_#L}`}IPSBZ zD;Ch96}`{?+V=}Y>mbHI{5QbHqmY$RBJC|$N%h9yT^XVwsIBtV2CMhqLY|ToQAn9$ zo-GP&4uWqAijgb>Tz1(6dj|Q|Z7Th6+O1b>e;geKALCmVjZ7#Lw2yjTlz1txDJW!6 zAPFdCq%n|`4wX1>aH*|RZ_>h?8NXVbE`2UiPD&VCjstd4gxo7!4+N)GN|J}skU)ll z7z?q0g)2R1!Mp^Epr2w3V_mXM&UdoAE-Z2zKD+W-?XC#tVpEwK-D<;;yO+%$TuDpm zN;GZ|W|kNpWD=73pqW}lb5?+y`-9u#kwG#)%;)i9toOjCGc&bv@^c-AEMpyrClo<{ zRB|RnWiPF=rF|nEyzeab!uS~RR%4XKOd4w4N%g}<-N9%O| z)PgOPB%+`dISzp-B}#hR097*k0M=yyKvL?w>6De`1?q2NT%U(g;uW)8?h+mL^%FFY zB4zKXMdpq5YN?;hO&0ilXZh3pF<}PI@1Ne)ToodQjtG*r`n=l1%-YU~$!A}c{8rrEQnqpPcz@6Pb>J_9at#OCbL2P_#g z(&3T%j;ee&otSG&M-M(k*~nDj@3H263+&y3wmRtzH4p^wTd=<}vzjvZC(!6;ht^&C zc&(j@$q6XjQ*)1#DCl5{?Ll_lSwU!v(OB{>>-ox~P&9^a*@Cj4Tu?QJ1LnHCEBytX zg$^}cf32fO6haMV_CXpezJkb~{^pIt_Ln&emh7wcT+{w>Ztl2#f@txeAC{KNzZ88z zpcQzTwvlktY5&RO$=#E?w`|?o>g0;aFlWgCG_KC=PrC42`Fi~st;9B)E+wUW@r@Yd z0XRF@6LaHl9pHRP6{_G}L3}WYvjd}(spg&BpZp!4uY|S(;AVioT!;o|OUeMP3dW&> zUt>q}WyZM`(X?@8do7rZQizi=4FHg0Sk{;dtVgXgqobBwG-0iqz$I$_#N=ypBOg#V z_5?M8wLatlTuE_2Z!U1jq8Q&PS|Qduw=JR_8$?^|Qq2vO)Iv~in5Xu_9TENdbqH&q zR!Skd_XIN`BAL<(6Xib7-xl3d#3;+Ui_clA>Z>H^D5g%8`cqnT<`B_^v1f8yZUocu& z%cOS`rEi27(VufU#_1`S;5>=YLxX4}W;)R;PRx>#IM^?Xc>_JledlHky>{$aFNx!H zx>KB5Z5Thu_xjKzbE*k!5G_jQotQ>-XL7NtL=;|O77bioBPj2LxtQM`!YMzscmwcA<1*hwFax6kf+F?a=0M*+=n?DBxm%t#o zrRXtt^fVGo+!Mv3QiHtTu*o-9-4{j72ya8e2gP^yB%i3r-wpv&&jteK@X{PRwgZ2J zf&J-*-7AG64pGFe=6#jVCgS5J%>9-p7Gs7Z-fAXAkSr6fAET_f#+WfusZnpAc9l;= z^1!Udn<&ipI+7KcLcx&3lrC-{(O>88QTFlmUHuMS3X?t(FZ1Nwos*fqaDeQ;%b{C6 z_#e4D19+1&RwASn(|uN&xa_ZK()J+a6d$_|!(Apr$`|8RB>6H3fZvqTtvj|EV(-zU z(P~iMqp7K>_uF(*%jw>{wd=}p9dk>1k9;$$D!;_BCsdEXDNh;(b|ns_hFJ_}K8hxd z7`o$WJOIs2B>Pt)Sqgk$65VTUK9Z%dQHjt4;bh+m!@6_ADZ}Jc#)_+p;tLB4`3|3w)oiWvv!ZSt z$eI7^sr14NeKJmH)Jr4w;C z+)4!>l7Y)Df@Ukadl87pOfFN4zG*vX5`iQ4Cg<6GeSY=p$oMp@Cv=?hCoh-`NKCg# zrYAW=?vT=eL;Ygw`l*aL1|#g(3{eQAKzI-+9U1RJ5Hy*kI(6!17C$cjPrp)E!2_C# zlQTlK6CGN9lrC&UKj5a=|I8&e>8s|0d`s3`28SLo&0rfG=Dc^`Z<$0wa%wOK!M-bv z^*_T9>&eN*RQ1r4%1y%Y{Poq{`CZ&J=mjKsPFd9r!rI@ciwyeXJ5B#GouMy;J;}FB})Uhe5LkvCfK$;C%4kSzWd|b~!h2M8kS6gX(7be?DUARpb95pcnI~wO>%k zlU6A;wqIpt_gUThTKB_RSPyKcwXfq;G43(Z*U!ns!qBqgIKioZe;GI5((9MlY160g z=A+ZG5zRRj+kyw+MM7cWK`4|Q!yvaGp)p+Z0r?l~jDIyYKh&QBo?LTY z12zBtj*bO`T^~YW{P6Pf-E_J4Zee%+^Mx&g#86J5=Q|8PI%(lRTaZdNrzF;@F{S_q zLI(pT>lTt0Ozp1u_19zhjmm+L38a@OGJL-kFBOaLpH`@^DEonBlACfsh1}>bF*sg- z^r{6m?PT_)DBa*i6|r~t#rp8E#N$9oB z3m(F)5P2|}v-D&JbSEKT6A52hvMV7ii#uztR=S~ETB|<3aeU*(Wu~D^t(d7$_lii$ z{roYd#L`3;x)G9IP26;>XCyWj96^ zR5GLD`iA;GlInZ($E&g@&lJx458z1NtQFVcq9zg^uQW8%iB!r<>; z^tbfyOfKo)|EQjBWVYqGeWOZBAM)3(UHYhb-M@UQ{&N}BE-3A!`Xyd=iOQhge;xnk>Wmv>onf}8DEZj8sp~FQ{^<=J<59M`jpshy7AvvXT66lTLpAk12_{H_A zZmQ;RbnrvBakL-rGA8nCg|xcmctfyKv;`oi+Y8|?A#6ShgHNFpV<{DH1_q36L^ki{ z=he;V_Z5;b4!Mt<*qHyOID!3gY@6~r5?+_O3sA#+eovy?0$ zv9;CNXLgVT;2`8=Vrpe~;xcckv$n1@%ypRfSu?+EI@p8zy!^C&Sr0xzs(p=gle@27 zQ2z4e-2S_{WZ?R6QRRTJC^aPKg#*|Q>75v~x-YjHrZ)*`Di&;eFAwtFbdV>d->0u! zcZIQeW>p=G$=3$IVVWs`2UvBA6DbBR9$PaOg}u_jI`G`#r`P$l$|q5i9iz!2ZY^Av z!NnFe_~Y7Ca;$;ZX2F7r!PP_uNfh~cAqpu{dVnkG?C^;-6sXT+Qd24bNX4@ZBk`#b z3kX%qJeN1NZ>8GZ+)CTTCJ}r=&B0pOUY;0~NM%VKPYWUd=%XhydzH&LxqaF`g1IW) zM-+V~GDOW;5FEHg!f1(I!+Ycms()Ac4IV9)HBcKdWzL*~Bx+iVlaiB{4Yj}N|AVF5 zqlThmjJP>~Z@V!;HuhkzW=X#YBa1%T z4_g-Wk-t|9?6Rb;+)(|O>K|T3|MGNNkTP+k$Bre^->DDDA0Iub30dNUqti#b^nH!M z`rq#}H0@sU(DR?2Q@^Utf{%XdKRJ*7#dYvQsdkQzdF}Q0_x?ALVVQ%Hq{A)_ph}jh zhF}k3fC1&E;H&MscL%{!n@Mn^4`O6%YrD8fee{Z&|J#Fd7N3`jqob=8NQ*?=BlFP2 z4UIHxs|LzF1NhLQDp$2$#NUmabYFO%-n~u0qv<%q0v;qpPUsi1at0tI6WMRkougYA z8aWVnRWxGsv^_t>F}0|@ja0~j*Jay`+gT&|;C?@zRqLc(deG)eApUvs@nyUkS0)l9 zk?$fyRf^}1!1wZ3;g)fyaX}FlDhvk^Y|45S`hsYV-~$3?2_8~kX7AJxfQ|PPLlIR- zZ9DiAKWU5*ojzBcTmJnwwbup0J*Q*;OoEh`t^SE+Mb3TpPqOqH766frUWy-J3neIH zazd5Lub4kK+?w8qzu1b9$136X{#FvV*^t=9_j>-`dD>c9NqOyB_G_6QxRK-S`h2Gh zFS`pLLf_w2M5w6ll<}fB7X2R;hDhWY`RTH5-TL)P=v_&JI3j&^0a^4MG)T-84H;ZP zN_v>!6#eVm`SXha(RQAnC8N=iB+j^Vk$fevTyPD(>&mRYGVNzZ^wJ|h8*?LO$h|?V z=kw-wxXZccnvjLz3u6s8UY~zQ`iCV5Sb`$M1=~N1vDBHAvnkfSjp9Hm0T7lY^{!it2jN3 zfXI5=>yx~9`#rnsEPDE|#?6b9EV=`x4yP2__2EZ92 z78STgbW-9GgCnlc#K0P)!7K8LFd!^}YXBN_29H6Pvi7W+^G|#qg~>MxVH44|9!M4^ z{aNAXl4qLFUq=VqDSvVI?LvoN7LDr9?^NjH?DbBqFVWx9Ih$PDnC{!^^ZLDWFHTwW z+exMh0fCdJ?>_DBRAp+KU;5DPFvLZLA$WmBN;s&rI0%4N%j`O?clZMeD<wD{t^_`NI%r=wF>6((wwt~=oe;W zzL&})%8DvLv=-9b#G`hppE~}|LY_clYl8!nl(K@vse0lpON;f7G=^>oH7#yw%|&y2 zjS8RPx7%}1KkEq*n_)otYYQ3%g<;u)#gQtm5B8&C14hyfNWBn>3X4$g%e;Z@bdZ&k zVv8@vzpiKZK3dGq@IY58NZ3dOVqD*L8ORH)bZOr>Sxvmm1-(Ulvy+}YG!;2Wvv?t@ndq9@*44Z-Laxgzd|(q7&{z9LT1(P3=(kVVa5ZPa;4r^=iVk#Sj<7Iq@e)2 ztXh&7-Pn5L1nVQGE-IAgXE~&plNnhg`!#l315japA`4$iY0yKjIF5!}Gs~5S z2HEh@MyzQZqNj4AB+qx!*;FSglQ$mYnJCdUbFTK@#Cd6&l@$$~^$@gxW4wxtubv`O zg*01l4QW@9=Ki-3$N#(}7F*XZ39d(fuv=ym$Nz(q+gWjFLSB0fg(wWb2M-=R2nzK$ zQ#!K>C8vyVBEff|K8(FFqI{!(dnT=oE#JO*vykPE`NuXY>?Nz-&6J!F+RCy^KhZ7% zQHM5SCg?p{%HMF(`A9DRSZn1t4)|5tkaV;pCb2}0ip&p*=P;~o;7L8(*nXtP=_K{3 z?JdgAPps=v&g;MXG?{>KCjl&XF!MnAe+t7ooL-0cC4@QyNHI2Y7sLX=94I$>=5 zq}0-_1%#i(*D%~==6rDaZ>Z@m^r~Qr1u<`FpKSX24`t)F%PoK9AWq2}qN5`w^R!k? zIac-+wAZl(xG*l%`Hxy@hcPr>oE2k2ujhbNtslLLI&YcTzhVv*n^Itf*u7T3h?s>0 ziIfWpC>gxV8B+Qn;<4~X{Gi#x_LSzX&}Z)F?E%^%L-2lm(LPdG#p3Ak(d)(|Zn;I^ zv15}Z1WKL88xOtFj0Q8?Ml!I|7=KDUA}hEH3$j-|C;}kES>2H6-L%Vtz16D})&P;f#tdrLkoPZHWey}MM6xYq`wxLbQ z{qlDd0{P>mI{iHx-(t~Ur(ZtF@)Mqz96KJ%M z|LQ^Z`ukPZ0pO*;VTh<|XyD^$=riR!I{;O~`nOU7l&T`HS@(r=kP`zD( zQDUM+%xOvx)yu!MJnF}&pMLsF_4C@AaOoQ3FGNF-|A{xRQf`2Nu+qdQ#i^hpF1={U zCIo_4hy(yAYr@7h2ZWI#L{6Cr&l@5#QQRh+R@_)sV)E@!7^8Ot--7_MH&sFNZyU`wan`KZIlU z@%EQr#PU7L?JtJgvn_E>khkNfYDKN)H~XmiN+@?XAG;T>(VXRU@dqt=xFW3>%E1JN zkj2fJTn|ZFRLlAP`^&BS7Omf46#qeeyN*!(T}3lhAo8}!oECE}nL;zC``ACOjQ^-k zyD#qp_1zx(6ws~23TenkFJ@##lW z1o?uO$AKSU2J`mcd?@%h@&lJ^C$pdGUS%y*)b|hn$)AC(KcMa(zL?rrRbnaflKf7* z5-g+s<*#j*Q!3Be4L6U&7cTtM?V`F!&D^|hQj5sPt3!Lj8|{xv-mF?EW2#k!bKRR( zB>(*LDiE#kIz%gVP~A;U=$cV-J9mrE5|>!j{j!~Co~e`E;!ih3(#xFw)4t8??pnI{ z^a}SX+E&W*IS*@i@5(HGf7T-Q5+DnU6o*d#_=$NV7!x3ITgrY35LYtJv(f z@D`JPKi{|4se!0R>3tdK`yoaJFYIJ-UmRlXn?( zO|OqcnioHy&SOSm))FW-^#~T5q>{G zbtw$i{te;QzYMLlTlel_7%bI@Ol*Bi$D@P7kdCkh%``h`EDRWSy>$5KQCb{uST3~P zE;Pk`^s{zf&!6-hB6U4$LEhfK`w4lx^3uOdS6DiZtKL1xu8(dq{MAeRu1MVEuXuLG zh(J^+2L%R%EK@og8VV9X=}%)U4)wYhF;Rd(ZXp^#2Oej8rL+ zn>r?>B_{66wu-psS*^MZB7^{>t$*1tJYJ5JF%~D#S;9B#LBoO=o>C$PsT!0_Hk3UQ zR#8XDFy)2Fi)T2GowxBn?d^5lkZ4#e!^s1m=VQ1;huQ*j3K1Ns$b)b2bn6M0!SCkd z#1x0cN&{s^QEvi5!7Qn2<>kNGX-EgNMa>}35J$s3_R;+`uh4tNK;A`mx z;xJ`ss2Z(7S!BxuR)7K-%t*^!dtD#!0IELWaft@3fDPTT$M9-lu9g0TVui$eiw`Pz}NN1=_mdzI?fi$dJs z^5^!`zk;q9P zGU}Pt1~FM=R3S8q8D{`lZx8UUmV(k{H+DrB`MC%_f_ddlB3T5MaWreh!QJCUVrw0& zSf}hCWkG{o`biu^;=!X5?{i=VOMi3DiPX1IpQv@_lMD{Lv|x$3dBw87(b+?DpofBN5VNLwow!!)Y@CXubvk%16FIV_(>~$+BIp^w#k~J5;8`w&+4|Cv4Rh) z5d?o*d6?CR%&Z4hRNFf=__JIdEapxrHR{VP?WB>@dbP?}G)P4sb9$tsIY%?hplxiH zHt6fg`gFy48&xyiXyI~?FhkfzOIprJD<|=_Wrvs$a>_GBaL?3M;~7ne5c>O7fx@ep z#+T^zpNhjAb(x03G{l5^f*s7VbxptcVrQDI^Ck0XP0Vgt-f}t823o)9`0no~O96=( z5_$9H&GwzTs^u6;FI$%GnCt8g6=PLkb6Ee9u^$CC9r@zd=E}o_9Zlw2v>i>0SVWK_ zz7>bEh1BmJdERE|LUO{s=6#}?>ISgca$-2q7vjZvKgKyEHkR=@tQAh5@_X}78MLSi zbzZ}YPh9SF2ZnMumGxEI2w|nkOq22rhhdg)kF2bU)}uuxK$>7mLdrsD6fE3tQP-r4 z8&u|+I@s3-4z$2h;wM7H+gC89`*!*OsC9e#On(fPL^Zd!-#>*o7u`F4dlaP*&%1pm zGK||*ZKa{TWVGCu%uJ9X?_Im5+02|jKfhZ6%nPiKEHB3KAhQ~EdH(}rP(DiC%V8*$ zs+i5o1A=}g=nG2JlVLLY78Xwh|p)T)V>S<>L|N#_yb*4`WW)~@fmt%@@&QaU$Lfu&*Z~v9DkPUid7u`;fmiXh@8ZS5hX~9rtP- z$uMqh8ltq73RYUh6pDPMF`ZLawRfMw}md@xi}YxBAoNe&Q0m-^>C_pBsQ9Q)jbH$3&9u>A2_KML2f0$zF2A{of zr2Zf#s2e;^9Tr5z%d6>c92h6_k(;juaG0Rpwd}w%ib7|?%-#e0O zYV_oM^@mY@!7*p z|3+?f$!+jE@+$9a+@7j3XA&#yG;{C}Y%VV?UH?&gJu9mlhbAY%k-|Gkk&oy6RFrX8j1`j~U1f`UHc9Id=)&6RaJcKEwJ{SK|rf@!^k z$niTRKz#ZHxkgWTt+4k*zg55GWaz_$Lk5UGeMq8cUjDDLX|I}K4Fx*yIK0rrBS(Gh)&IC zugJLgugygMrsL7gTHtGWJI&*b`EWSEBZ_xG;ze> z-$c}61tl)AGBw*QeKEhu7B7j^Lu+G~8}t@AcGTF49(}wDzBX&1z4}ABda%9rFYnL? z?R!VZ#*C*ba$IAuY;kv8@`@&!TGUjPs?KkNc|G4Fu!Y8`wFGvr=v;R#VLyI+Em~Sy z+hw4g4Ol*`?7XI~7zHMjOqzrkKdF-Azxau|)&KMcAsBqmwD2LYj?q!663fh=*sAWj z+L(&qGd~Vd088kzOF$dhvn;Vpjjmg7qR={t7F399d5) zW3mnbWWb&=Nk78Fb7&w}p*EtmNDt+u9~T_j*&fBU=$I%ZgNv1XHL%g2Z=PkE>6d1d zB3ADow@z~&%J&#Ie>sqS-CaBEz178`grx$^#Ml^Z z6}`82@6Z@+zUXBut3oX&T11BO@+vY}Jm6OuE`&YIU6QXfTv9~Rcsiaj@@dZK2fX$a zJnuuCtg0Ti5h0>id!xrjt6qNU)@i9uPXD4?%fZUpK zaJ}w7%I!LSJR^qEeyn?ke3O6i4yEPmmlSiiP|GvqP|ZzysgCOH)%-n7X38!Z6K81H zrMIQ|xzY1CF1vNxgb$Pd$jG$I^>65h%y8cK{OaS!wg>c7Kjc3(@XU`qO`$N{T9_yQTx(+e&$T92wK+d%1%3bgs_I(Dl(5#K zkcdWi@FB&A0f5dAZ`BpfS%S2ruM-Vuf|H3^nE2k4MFp~j0h;!TZVT&Lp-0iJ9)uV%&_b}+Q$dX?ITHdEz?=Y?ssUn85J-bG)oV71Qf*~O= zL~`a)SsE(#Leo!vhuBOsE*duEBr^4YbH)2r--l9}U8|4^+qzKe|rI&Y|@gx>MU?#+^vCW-$V@c=`Ul?y_QTnTJyO zDP=~0LM}=u8XY^9Y%D}GDU+qBp%lswY=LgZy?3D|H`VEi?4~{9j`ClE&cr zkp4=JO^1DTTRVNz6IZ}1uxOgin1kV6{=Yp{qJ6Xf8ksg7HRuJ1aPAk#@%j%xcZD((to#@ol)^c zCx68W{tdFbop)sH&<9$C2`e;DW)$6~a} z&vRBbT20pZ(V=1?M}l9`wKQ@S@xu^B8d41U(6TSsu2Ehza18Gup!eD{VhHQDf3#3Et&Y#l8oNLGr-UylB-W}?kqa{GV?U=kpH`S zK;Xm*_4=o*zv*m9@wX&*>7ud#K79%bDr$E+seJ$hvSCZs2L%JeE=K}(F6q{-wDfw@ zues2iOK*0h?LVvLcQj_H&f1Fxg{B5gzEJ>8ifnzV--sZ90nsCYC2N0Zi-*ASDTY^^ zE{;5nnwrNOwZ}gScJUSa$YLZ8+Lda-Q$~8|$sx+wZx(U=OH`!8gxO5J;zl?fAWV|A!*T}PI2GV1^CgxDw&R4`f-hxw)NB$2zSw-|O8Wx(bnB#>~pj>@?CNkWC`iroo58d4s4g{`>~2j1Nk# z=*1@-dZ9eS*@Nv<{GIko&N?3ALj7m_%JHo4{JukRBgtmeZj4vWJ>=g~H%g9)Emau) zU{+^FV!{qhO_e5k-JjQYqWTK`b8VZHmQL}O96^8Nq_a)m-pNvbs^^-X#o}3O-ZW~x zotxezp9tQJjA358%%=@GsGbxTFRyBk@Avcg+L{SVcsBa6?FMdLS#9T9`FKs;dtE!* z{%MkF?bXKiZ??Da??B$%vLa_>UC+{COMAbsOT|t?e9Io3gN6V?mihGK5b*o+8ekvQ z*&Zhofn6Epm!W$f7MDuE56Drr=^+c!-(}zMZ#>`3u5u}bBxcl2XWP-mcwa$S#&z18 zy6+WJ^rB8PTRoS{Uz(w9`S~+;Q@c?sqTmAHTMf;%2lh)bzdpmnw%Ld>FL9)XlaCLF zh1uv&)B>kIoL8_c+f}{j-18!POSKyp7uY74q^_SI0FBclyOOim7<)Zi!(S?2fO%itdo7m3b9yp?D@rKeeu-mYG< z+hW!GqS5X@#M$RJEE};Rppp6bk#6-nIWu?7=<&Gi++`ogTpOZJ(j$k7O70rz%0Pq* zWM$b7-%IB0$(6Q8cZx>XA+Zg-LI^Q753pbfrIjd!gV+;mD8vI@B(37jBDM#NyOpqq zaDWDr9=4Unu(ck#!OK6snOZ+EQQL)sbqo$0(wm|>&hv0`fb~1Z|i|vqcp(YnH#@2Ny1U>$8h4oJ{!G%D5ze zT3SBG_H?4CN|;i>$QgZ>Uj+x`B&9g9l$X#IbF_Ct+aW0} za6uGR)ai2--@Fc#R$XF$iuwB0T?aVH%Km2RUI%+IWir1H`RG5g#WJ@h4~lBGDyLy) zfoP#$vE?-DiGKnYgP0As7PJ-iDKdpSZBH?e2e5yLumRHqD)iCy)?n=(y7lw}l+T4m zRk>vV24$aHUx9{vdJieL2aQ5s2PG<(IY6Dik z_$kxvvt#OopeWqo%^ijw#2hUI1_6ydRa{{Tt(C}c@G~?vG(7lcn-KC+k);i!r6S(V zkO}Uf)XeNZUrjB={hf_{`pdJkJ{8f>7Z10ydx@Z$FQeK%4ja#!V!fuK_YU)M1d|xyfScie6+C;64HC^H=PsboOlXYjg9Mm&A6lWjB~c)$oyihku`2r z`NhRFxi;dk5`yegFh~v2kn`W^;EPX~RU=Ccr`#hlFiHGc0nH@r&F$M}Z~8QdZ$fz| zXxnhm$6yO-F~6uOsypgNnVkk^F2y25_I6h0JgX@|k>UNnRX3aPG^@eTUp~JI9A&Yv3)eEE7Od!eDA1p+WM-Jv^Jn7<_#ZBO5(+zY<+@)<1 z^K?U>b5W%=s#_df`uN~;3^MN2p;`9d?bG_D{jg<$D#n|55Z*ttID`(Q4D+~D>iZ|g zTNXbRMLl3R-q9zqi%y`E4X0CJcZoffm3i*x%_656=TD)rsZP_$=7I`=}t~`9G{#B2`JX>cNq<>e|_T zdOg|Fhnn=)6-m!LW}CTNmMyIPHlyb+4gR0rz67l1{B8eO1~b+f(xNP*ND*x+DvU{v zM0-igD5286Cu+vnN>Wr>BvRU=v_}ov6>Xwj8eHJH zsm_RLR{-j_5Bd?rBSF>7&>3S443y;--#}*BF<6hAi&uPJZ9Pw#7Ul>DckrHBIWbQN z48T%F-b7FYkX0YbZP!UkfvLGdO$zLOp%VuM zp8Cp_VJ^V)?~3*^-0E*$q0Y4Spx$pS$?b0jDe?&9x=61PH0TOPz-O9fN_?j4*I!Yp zAie?hk-}a>I(dYxbtaqo$T6J}Z<8O%n zsiI3}QrPJAK8WM&DZs+@UWc1x*y3ZLb2jahHZN4e0lb=Ct%fl6({U`46`Njl-#T@* z!5*H?CQ~RglemLA6&7+hp}ue`h2RzS5A3xWZ@S1G2sI#DLG+=fFtcUDcD0gKR8`{C z*I%>ZAC`UT($LCUO;ZaNl$DF|o1^#!Y9l4Eia|8cEuD#`Y6#wa?;k>~k(|9T>fq4! z%?@3O$-&q=Ny(v0R+1n2-2a4hzF(kHi~$&4{W;^Cf-Kh?KHT4K_@Ci+7hU$-#a8?i zB1tTMEZSS@JNwH5&G~&+3i+Q((PiF#uWvgJ!;WuH6|QQvYJg*RaIlMx8nzP)Aa$MvR<8O08dC`NQPTL zVK7M+`hTG2Fu+-b_5*R%HJ~IJK{pYh;9dkx5AELykAY@Tck}{C79gyrkW_L0T(>0z zkg*OODL8p4ooPt2$p>IeJ&mKzJG;+82I-->S(8aw$W=Wl3N)Que>OPaxX$U6%UM&Ip5^8O5>H8N==L8s46 zs5cb=9#m3RPZAlh14%msLJtYHu)GQYA*Fe&@DiXfy_)v07<_7Z)tb>-UnpTGA5wGm z&hD7-mr23HTXlUQ0>mUlyttdPZ}e)UzIrb9^r8XvG^L^J3qNTM1mQ1&q zl2|Ex&2;j?t*HKI10v8h*yqk_6RtQp>=pBo_HeDB+6eT4j=qLUBQxIMi=S z*tAi(<|D2JfnmbrGLusDQ}Z~vor{aDQ+zU1x-mi5k9-Ah=uVa>2Yl=sNRtRn!!{dp zXL!|j5Z#z4ht55VOs%lWsc8#f1l;%a%V3E>J+pYiGx{rq>YYsdvv}ZmvWzNF$>@_x zVp^8h5#&&O?c=_Nhzdmk89d>OXiodJeX?K}|KkLD#WuF^1tcBD;=iu3G{lZowp{Yb zFQjV8{$Bde*J2Imt!Ms=ZTsH_g9tR6$v}ZD1_gD6*wR*HjRQ04-;fEB+R(Ux$rZ~7 z1-22dQO}2!ZzX6}==yC>u4tsofXyp8x#9S+f$@_aqxlJ3goP-o^Ocj4wCLf-b)(7AouO^dk=Ggyy$NsM(&j0S7Z7D^@ zqpUMg%Di%5W~3|X=B<{JLbdl1zsBf=fnWqQGt*!<_>J!YzUw%QvfhpA&4d4jkaxmZ z0Ken)Gy7`JQs%Ps%$2MogzjMtO0^)|3s=Cd7F(iEB_zCmFq_5aQ;fl$XY6plsct5t zQhI{#8$CuwJAdt(*zt@^a#@hhk+Rq_5}q*WA4=yt zWq5WQPlO*9bF~?dFPFf{d8;Bx?&%fno=`P*W9!@|pEiEy!~~;w?39r9{+l8G+qe@H zl6h&r_t+d*ukUsiOPd%j*w#& z(2PERz6q1zuPc+$&&0e7nh-8V8?Zv1@pHi!xJIxBfbSZ?OBZ+q8?(DN76$dA0B)Jo zXMMTDPZXQ<$GH}l9+GKBw5m>B_^Zidv7UUW2vp?<4zvxQI)(N|J>5tbESF@Li)trE zNw0Uj>w5joTvA;{OrB_NbtgX8vV^pHXgo`nRM_LlnNX(&jXV&qM<9+DKl)q=5f)jk z>->*)KGZN5e-loo%_I~fwB}uY(@;!gWibq(1qy;Wfv6b0-vsiVXvu+%hx;FxzTU;4~$Bu zMY>ax4+D^aDcaU>GayFL7qP79;PkZ9hs@vsVs%~GD@)$M1Jq&3^jt-s+`{(4k4Hc(g*4=CnBD{zmPJ_H6Y|mW1oi z3En~UrUB+}c0v!ao!A$O3)HaUfqP%$f%+x@Wp47K95;*CzPwNbb^_S}qMnMUcS$Wo zlq_ON$jS>%F2umQfNn!4eVLbJp{O4c5nHr9{Z)u67;+#=@G)VkMV*?%QOay8>eNxr zn7Qed;nN$X-_P4zps4C>N z9$O9>p-UrGf3WJ&IZdr0AQ&v|9(>m#A-f!lV>T} zCZZZ2vcm*9lj%biq;MxT1t?7NOW>H)Yz@Kq=7c*K?WFodL{k9*nH}6ZDB_&-ASF{+ zh|ggtABIC2;|R%{wO~&t$t_Zo?O(Qsc;1u3@*A6y4@PhHe+hOq{)kKehEo)V(TafI zf%R)Ib4l1+xJv&HG7-1tpdnb={*=#Qo6y@BF}`g!AEzLT8l4r5OlO2{;@q{@RL=Q7 z?-xa|cQd4c`ps*rI_YQWKETB`IG;_<1YSr)3<2J+uBLXAyksG4BaBH<_p~6M1_35x zT)rD{2CjIacV`Z@at5=v3XEgFm*e%gvCnYZR0|4` zpC6+$^=pz+smV%Pcx5G#MNPig4QaE08xN|a`TiDj2j}5;C6ZJUW)vOaNjU%PoxlM6 zIuBDRnR?ens|%8u4^}iQV+ToYGRYvt`0WGRQ3>cmPhP8YQm7T8=Ku-osfjW&X3QTU zVX|eT=7aEd!UACeF9mTKvAUa+8%^^i?4E8#9CK7mq9@{oWhdM173>@&+yLZ$SEum5 z`y^0YfoyxJQwbt)>bXI>1Za9uLg8bQAv27P2mpe)1(A`-;|3x~UMA$FB>q4jD&U*c zQkRtS)DIJ0g(h}ck)xBR^feT3p~xO4U1~M$mXcy9i&1_`KnHIJb(Vo+2PJb<%%uu6 zYWTOX2Xz37^5&&JoLrKYp?a<(cC-%)YQ!p8S=|B4K>#%Y^7uwHOa3+!(WP7dA7hV1 zl3PVt`BS^)xRDF@JkCbf9E9Svl3YRB58Xj4|07g!_4kDI)5A)hj9d8 zS4tm2%dVhlV-ZT9gQ!8BC3Qq(BD0WXY!+!Y0WW^+>!bee5Eecz&V!wZ4yuTnS$oHm z6}9whV@KGkI4&5Hl`RkRB2TN(d7%s94_$Wpbi}kEtn@e}2VVnskodP={b!k@a?Ixu zaL;YWVq*Sx@2X?Gzu#LY9|=RLW$?xrBojGz+!T21qgns2Vktb`iWadk_4L~ID|?Tr za|dhbC-Kuyojrly$ZR>N1Z3}p(%Pr>A_<6>` zbMrz^4ypd*sqC$MaLJGSCne{3m|n5kx@eK+?|ccI^0QXnSU&Yvg$231vvy6L{@c!; z;hC2z_07?n2#8n^>P!CPv{k|$Q>T3cc@pL$9QX>aPLDPX~WUFgJjyoM8uAs zjQTpDINvK0{rbI_xhd6HvDwyx^WZk~Ix8bH{_AA;$3_Q-HT125)ETCG91udOtuDO>@+CZ3 z41onHp)OoMh(P@~XtR6P8A1(d^8EI7AQSrS(tyGPWscd07yX2bKj--Eo<4Y%?01o( zki-SIuQ=EOk_o_cDRV(X*e>peT5*ou>+js^Nb(89$=BD{NJ17BHtcu)F1=`Gi%O^q zF=r68X0&F(W&#AiXj|0k7}9fDgX41hd*d~0-#oA!x|^whrLvCy^=IR_Ps?|k%Fa@K z>V&J(DY|_id#>+4>FglLBgcpabPpr#JDzBqr3O(8DC9*hjR+8;5SyDI(gdG$zuh7h zUS7sBz}shSQ?HBYrfJ1rvkQ>8)=Pez$}mYpLB|BW1BiY~;UlDDU9i3)MIj%PIx%9b zzzLI=seSv8Kgm=ODC#aSEr7RP=BDRT3FYa{)Ae8vdznlUkJ#()1>&PtdQEP}_P=ka;)pl%;(^i4aqz1rIqKFYqD8CcnSvF~#sp5P;Oi8QO8 zv632_9NjIqMDES)Jw#)e|FhKv9k3ZZZ4xZ_8;Byp6LRtfWE=Cr zjJ4>pKA=fAEB=h6GY`J=_9zH#_>DVrQA}kiWx7BEDMv6##z};{!_SKpl>k3}Ws(^_ zwcLe()WG6fGoFa@w1nN-f!~p_CBygcKD5G?cJG69k+sF z7EcbCuA{?^R0!OP>AL zQHtuU;IaVi%C3T3cW0h`X!ilK2zsqUt%qg(E|?E6HF)@}tAO~xJUnqYQBx>~DP5qR zPB}R_oekW$@M}NA1d2rXRC$1T0NBCACO+O@B7u2LoDrl$-3<$I2o$fGDqs-k8m8Uo zkgF&n`$+hoYj)>hP#WY~Om+NrBDtK?+;~>7(~cL8k3{o?lNQi??hl*FL2M8?#* zXcQ|zcL}ewYj10V+5eLdfqL?IzE&qrsHDPHbndM=VD5f!fKHOU+5lRyfEwu5i=S-< zs~I^!)rU=hqcPU(Ukt(i_%$ zMn8g+t)!$>Wr1V*l+9no}rl|d$yfm=c>Jl$j6 z$+Qe$niwC;t}>}YJ$p4W8uHJf{;%leA$GWw+rjJ?hU4D{9-dgDH1gL^)&mB+g7tQv zQ&pOh&S)^k97PUlza7SaW)-m8jUiqQ6p5%a_yKD%$~g2KqGN$@`fElUxpjMoK}U*>Ud!X3P)5mhDowYyELXu6`pHM z2Cyo%U}1OJ?LuxJQC>a?N3A2rx_d`!_nst5AvtYPUjZV@!laIHBK#`T2V1`w&IEP8 zBUtTd_Td^Ap%DWR5%uAe&>2l+goKwsK^NB}HrT9x9<-uvIn_Egis$s?$Jq^SZEZxJ zAd>K)%tc^I4npkCgq5sgA7KLKSs+RJb06uHo@;t5NurRLlrkLtf#o-V;b86QYZ5R1chWGj(E^)h^Y9mh=$~4rw=JEZC>p`nXYo< z6Kq$ppfOVxT~qAEbfmQ}rGLhPVbW0l*!Z9#e9H{yx1c(>^_OQRIv~ z4(#5qf%EqW{iL+gyP|1sU+ne3x-&YA-VZSAz`l2YG>qstySfDSi@>mvgOKM3N`+!} zoocA>Yl1;e)KO|rh%vX*hhQEIA5%~Yok3@$f^+`TW4kF=#$5?Yop=ANjYWyl=R<`K zjduEA+TnHo)C?=3L+6zb9XfPQeh(w^1Sn=$NxV;Gx=%@XIKS2M2gCE^lZeJ9grW8b z%~J~Vu3+R0P@{7wH9CQ*n!rmqKE0jmyQPWTvB>@%?dMP=Fu_ih@^OEh2B}ra(}PYL z$QMc6kyBe$uNse5!f$K~_Fxk~?cwgOa^wgm$(_|IZA{pfD3 zjb<%)%x%5Bdo`v-b4ry6FBP628Vv>YkWa-)q-ij#h2ZDrV<+s|(Fk=k?aG?256(k$ zfmee&E*ebOKTPK!TaH*K$9Oyg#bcxJhKRd5#e=Ah+dZ5s5lP!I zBnPM*oG46`1%8U1E#q@vvEY7}v;xWi-Ku|_>pPDpW5eI4Gcv`trh8WvnB=OjiV2U1 zsHw7ecK|D)eSZ(S{9tXXF!I-pc=}WcetQ}itIFo)=Drq}5>{?^@{=}=G|%k0NdNW4 zw!)$FE7tL@KuxU%%u-}xq9kyn#;K&X$5t`#5hv>6s9i3;eQ=y8gDiD#Y=W*Cj~M9t>8*HhY}P7O;2&_v^qZ%pA|{Ot=qS6 zM^jqj^3y)g*j4JXG0bvI*_fF4j3RR#+!Zs|QS>b)uIhL;LJJYVFlwAY7zEswGIyo^ zh#?@uWjKvB81%QElvJxhOh=p~X1Q5veFSzGlGKsgE7?p$8KLY@6UHU2n-z!qQ;q%% z?_r{P1XUArq52;Pm4@7)D#dI+lU*nS(nvLc@`SZ$6_|4v9&zEFGOmku3gosmybEwV;Pq76S?*&3g~MH_K;8u08dl} z%RLg6b^8`WLqp=x|Qn&J(&I(paEwc<{V8%fJRpKNbm!F}a}8 zp*}iDxl}+prwNs5geGu1VEclWl0Nr8_bHI|B+MY;nKqm9SvVs(I1f~54xl&@gYCiR zCiaQT$M$;&J=QSV%idQ1teLW1(77p^M`Tt-lL~KyOJ_0?hxHEoFeq;!)&RIY;M0E` z$D$6O=j?2I8_+!%+#ob4NqhX!VoW$j>m*rQQrlXPvPc<)=Jdvy^1&2UpmI}2vkYU} z?^sZiv$Wn1vSGKCz=s7O<1&3;oVAI8hM;vaifm( zz;lEeMKRN}T%jtXl0l#Ol;i3T>2rr*0Z{aJ43l zaNkFVZh0A$&S9g^m&fio4EzGa9sIoxgl*Q{yRMTflm zqhF2zue@U-F_q!gEWIK|{b!8!xWs+y#@LYncDJj+jh}j;lEE-J>0{Wk`aV&2bXF5) z=o4_chQ~&cQbcEeZdW7 z0R$?CckHX>VrReQ3hXH3O=7V?*5hV@#JJq!BLmewH>u?u z7c_jS_~tgp0gfZszI$M&4sc9@Gz^#d;4X`J*>&&$bvJw_9K181+GIDNLd{cQAD{(id%5%=s7~B@8Ik{*G(%fEfuc$l2iMg+qek|KQK(Y8X7 zWOL+&LiY%MQ>s`?sHLx(a^V!l+v5kt6Sa+!w2evqKq9#kiAHj_#`=y-Jr2C{?bP=+ z?&oGGSk0_E>kSy{L%Q7_RnDi;OT}7v%``;_ZpxErFh7odaNML1OiLndTzA^?3Pmo7ws)DQU5!3hepg%4M7D2is(lp zbyfDbHu5q86hO&PxgmdliFw*K3h0QwdxL$8&ejWKNeDP!ollpS>H?bHVsRw0zhC14 z_5g919Z{?1WY5j`WMp11D~CxmiXXu`F0@D})YtCkyV7`67;%+oT|9#2ta_!Fv_X&t z?wU$!FF4@Yts;V%aTGS8G_;mUWE;X`$>a=G;I;44lAsP*rpmNY<- z^zwgn222)9{p21QmIA&Rt%=azMIuXh*pQ+bF3+B3F3Jy6vBSN_zlpv|n;8(N)JGy% zk|U_e0E%cr4xgql`2Sg$s4c!CX5@6NhAb==)Ic_fyK?}UKwN5eGj1#&^A$81Pn{FZYg1!`yY=u_pd6U*JbbO_-j7Y@%u~1VmA%N95E{)i$DDkN&GS<6%AgQ3%NVL?XP(ymm*?K;I%>c6!bSR?f=gjx1w(&~@$&j$NRbp@M zZg<5xGJrmtXx**e=sJ22Eb{^66SXD%<3W)B+9ck3#}-eN!)_n5)dHOhdIIVL0GL>T zyktrDhwg}m_PxtM*Wkr&q?fp46e^S=FyB$YE<-*NkBHrugW@;r97ixMsY%Sk#Hm}; zD-&D~FkCqHbx%#yez7m^Zgy%=s{@0rRMfx+4Nd#rkc#+=p{xYUu+fr6_{xmHy04O&KSNtk`z)QBHe8df|G+^Fr7mkZ zD0^9kD^62Ny8Iz*5N)#!{ycC%Akh zts0=Nt%&4}(H=TlGa-apwvwlKMt4fBz~>_xISX4qo#~iAjf#d>sc49ooBNGz+&Vo_ zIe7!LE%FtFRC^z7rqo9fV&K>BMNsG)z}1*SzU_>{LNXQ=6dCrC)&#+4k!}Q1vt2~o zL^BuK*N9{;BXjRJ_I>ieN>PbEf*zOTj)amb1#=_{0cD~JjlW`XYe;Yi7~ICuJNZVf zcICsuTp0`EH_(bjjmK#fh1`dX>Bc13%lSkG-P%S1Y;C{nth-5g5ORneuC7q?87| z$7Ofam?qeDj*wj*qDa~nG3WssL^z}VLrgi%wB0}+g%J#uc;n_%J4aGMQQ!eq=6I_F z>fdeFPdhY~qj0L>P)M=hrf0DMB<7a+{PrQ6&}L};wBNJJ@W@)P=IVTQ;Uzh?JP>2l znbFnPF{(cp2{^GB@tY_@$E5$g^+kwNJ7;%Yx+;<8GCfq{26tyH-V*t6p?dTgNeP=( zrlChKbb9qpcT5btQf1P7*yqjPMSbnTEwc+u*yQWemo;vCYwt31YTBa29c@akxEkMR zQPaV6+YW{_70T#IP^sMKCgA@r+-qB#C`Qi1V5yY@9X1CfZSv~FrzoAgSjBjh z|HhAHStZ98X*F@C|M7eSS2E+RS%~9!NwVQj`G~3FO7J$K9sIRJ_V88244TAPgUyRj zby%5_jaAuP@f`=QzsD2%AOVA>M6M>MwGm1@uAfr>6{Lrrra~5==ysr!*n}1x6i3}f zJ?+li`|Zt!f%1{8ktwu;3ZYF&?xQPaj}G4vNxL#z zU+KEXqwCj&*36ckIgWH$SU%e&1Rb2ogVE05W6FABV+iq1v9mT&sP?dWTVQI|>2NU+ zGWwhtJ~}mr@6;*gt-YCTJj}%JT14i;|QB2 z&k+!Ov4RyhHeQRJp(d(dVth~_ZGV~Y&eCy!Q)yw@^3q%we()APMx38Zo{e(hO-0#V>#I@T+e76KypuTpu3B{R9uTxbfPN zIia5&#f(at4*z6ZRW^_U6Y2Q;bawT)$4i=7&sg?M3{h}!CBH~;2Y-yeH)*g2|N&L3wnM*NI;7+6}|HA#-pqgcXk z4uiWz-Y(R+-ZAX5gR+T0mra3Jo3H$yX-)H51uK8|-_&EwdnWN>)vgn=?yegLWv93l zhs*Xdns%`j5=Sm@lU;Ou8VUfNP%>H@DPs~yt9Y6%Z~%=EqmjIX&0SDix{nR&mwpf; zS(WTfFheRo^~{6ORB%N&dt_v&tMtk2oa3K=+7t77zwD^Xg+9eUReP6+y)LidxjM~# zkZGQeIqo@9nD6kYdSKQ>sn|w{xFR zMPA=yiF&2~;bgAbg;H{_Unl_xe*4Hi;^(J;PVmXAP zmfV|jUe$knZ>6^({=~;nD-Z(8 z(b=DUgg!6#N898zsu7p3Y(b|85WMVLu-Ni3(Xxkny_L>*-`o1HD<7HBgN)~n5sCJM5pHgrHCBI=a z$=WP|-^f{KVtX=;rZO7#JOd*j9#jJAeG0R1;^k#}pq9z1%3*S`?*mgXXMo!%9whSG zf%tMntHd=U6LXdV8&It?kUv7lGfiQXz^IGZA#wK7O}gzbl5ZyggAoHZr;@oS?}y2I z{LM{^m)jE~i-Gk0&v37+SH`H%|M%m;L(mnl0Y2u(A%S=u$ZN)fF2hDg_7DCJ2V9-z zfAFO*{+)IDiw)0PebUAmee<#u-jbj6&A;*2rceJSjk5S&-@I*bI@cp#gF+uZxM8az zR{*Ef@0^-rWjdV~CLD=6AVS(j79tcB4;)I zf}>XIOZycKJ8cFjhV&%Zx=}}sLPV?$=r7!_qa!-w0-{^>W=RvYtc#I&_{zJAd*v;u z9eZr%?JE(s4m4~Pdvy`tigA*)4zwvSxiI$gGqLR)6F=`&X&6aHLPI4g6pSbdJ=ek+ zuO2co@NY`&v5`-?L27ogCr#6vhk4>v@vCrNAOj(^T%f&bDL7{+S)~N-+Mh%M9dd)f zfBd*!Fj|XW9)tbA9WqHI!aE@fuLR*bI%2~Nd)yN<%;^$ri${^G8BufNg`AwmP&n_p zItmVqFlioMz(nu`*h2fV9PfaGe+U>%iW7_(EU+m)hNjF2nAZXGw3jm~P{6=Q4Ct(h z6?o+-!i3c4jKRf)+e%(A`Qvs3C$(Rs@4SHK^S*-$$^sp!&i} z!y(N2;Qz?b3VA8L#jlIzGV{Pg{3<& z(2(`>(iJgMSmeiko_X296^M7CR-8sZG=zar-v*&B|9JZJ=~sYfYS4>G*=fmOPp+4*%E{WoB!{>lkCIK1R-{2+GDM z6y+3wa5=$s0yJXr3KW}4fEb&QfN*7D?EcgqpZ;aij!*wSeL4`)5bGoWC8j*;T?)=) zng{9(^}9o)Uwp_24b2fd`ur)J38e0w2SRd%&XvP(H#o|`+=Z#eW;O(zdpGJ(PB_Wu3TevOZ7K9B8fBspy zy-(7QyV_g$zQbDI)C&OV4uR)qj`&2=sQA5Yd}J5|PJx2)X*Z%hw8Q>)GeZ2(V-8V} zgfgw5W@;zfBOUEMI!Z74bCIwsqViHgZ3Z;iejaUccbQRbmFvK+b1Q4uw6C==0)8U) zEntP4#NQt>@%LNECsnb$2gR<9NW5=@G51CbB*UCt3D@K!7TW;#BVHo-DXE_Q&^`iL zhtEy>+mSpD+T4)3WqhbHWeMp(47|Jl5XyB}lCEk;thSbuVPh&Pf^~2i745Lho(zS2 zc--~%X`XR^R)+d9Jk-O%arC`1HmW1fCUDEEFXF=&2TUvVk@#s&8`sBe>BBnVV?fEKz?=o6}6 ztUoz$Sp$1=tjD&0Dlq;!uqVel=0cW&+y_nYkm^7Ch#|I4kk-4Ws2;o?s1FrYAk4^! zzH-sDpEEi{FgsIeKp-*O`NNwi+_D!-W1P|LHBLWU4?2w~KansOodEIAg7>B`v;Gee zqDZ4ZqGpiM5GC#fC58%Vy(d0yW>G86IN8@H9SKael0yYBblXWP7m(Qk)wt1%j( zwGfdak`k(2su{VH=QyT3m5fkb`=D}bxaLl)`z9ZkE=eB&jlD#;BdCbF3L+S#>I`+D z2Ue_W|H6n{!CFV&$AU+JEh-G|wwP|p9Fu*q8m>9GH}QIjvR4| zZi~i{wyeUC4*PYuDt#AkX8rwk}%2WTW}kG(GD#sm5a&Af*-hPwXVa}pk2B$ z6kwu)*L8|rPYG=PdR=a>)}uUCtu2u|LB<4)>S)3-i~wAC2ZW{-;EdL5i9C6^o2Tl% zVbty0N<@+-MF)IL5Fira0n5&!mtS0iqr%Xbp|-sjJ+Cl>s?ZdWXrXlj>YlVQRuqlx zno_M|Sf$4XYyUjf{#i6OtfeQGXuR32Qy2wjA`XyQFq%a=SSiind^Y@cq(>K998Bq? z*Xd@cVeue#D|zZtMUG```%cO8$O6sX|5hp(-G^3fFLuSttoHP{N@bLcp?NSorVrHH zz|gSU4_;NTq8rbeG`TwqDB`B7BM^WWS!351Wg!b5GF$?RS$_M#!=o(_VDXU!X-%d> z!V?|^EQ`3)mmRN3EW;wO#UhtFtYQ|>`SDf_8b*n+S1TK5ebS2F$pa#r00hlFrS-VY zYry3LEEVJ9{E-(2K>_KP-gD>As{z_u?-YCe=>K9@Q#(jh$ic_&I?V)Z?rWu4UMF`Y z)ZC%I*%QBZmD=%7bJW8!?q@2AW5Sc65se76Vz^}ca+N3frot}oDfTE*68ifuDHRkn z{rk)r&1eTnromqJg&Z7_V0Q@c@#SuWMp6ktrM-iUlnTmGfLNF+Km^g_+A#Goh#e!K zf~>0+kvS*W86`$cmJ7?an15{fE0y1Zhe9GE{sK!j12w2F6!jew1a}nZjNQ?4$9^kb z^^#X)(2RH9t=fjTZI_J|k8fU(SGap+8LG#`J*@rm_@ctyggux>wOFkF&Lwzd>ZOXD8a^{i2Drz+~Mfs!_m7C6Ju8?IXPeU2t=v75r4b@ zUY(9MREi+PK1OO>pXlkU-mod-IqG@z>)m;uYVN32*|mC%1p#qvjioHnB&7PKm0GANn5=>Bo-o=d4~X>Q#f`Ak?1PS zr#E%!6}mx6Kto(%QQA0t#*9F03xQ~3RBPGS%5*UM4fNPKv%f|Y_`L|sz;=uxaa6#> zmK}fZ4f4||PSl7pH(uXCisMh<3_M1G(1w(e-UQYsiYd0tq%|&Jk#k%)v!A2zr+3U?GZ{ zVr`fFvg4I^kG?3U+l(dq3ew#qxF}_|p<)n-leq#0@xn!m4#sEpY{H#x=&a%Pk1BG8 zExS0}k~V;IzG2FgDG`A2+tF&_V~s1rP*9i#j@_8912e z!GZ<-fX8aqB}6P!xX_6=g!i3jKpWGeSh^JvJ{qHqp%c8W9wQ#Rsuv*<-MNViMV51( zp5h=LN1*0+2)wsLc%D_sQnDUMc%&#HVoje4%8|xqRR4H1&ieUSG>+9BKX>v+Tn)gk z{;qj_4LvC^fv(W`1uEzy`5tx!Be`;?fbipBsidLVdehYHPM;dji9$vYxmZx?2!)9Q zs2M1tq*Vg7v>DawJJ&nTC1Ty>Azih*ULcAeK?1MaEQ4r%Bb_)n=&Pip(svaZ2%nan zG7kKXr>6~1p1fQ8O{$8&I?9d2RGWA;#7=8Ocur@)foBRd(i`(AN2|xPr@8_(3 z`rlAoB6(I?hvaA=vvGvjL?C>xwFwrC)w=T_yf}dg9%h4c*ScG;ygWQAfS&4VECt-) z)GF4vb9x6M|TCHX*T~;yRK(b~QLXE3Xf~~oKJQHoZGDY&$HH^0` z_T<@|Qsn2lCXa*a&cJ0g0a6f3jojQAm3NFfyH7(g<=}}{Vz>OIMN~vY4C13({z-OS z8ueEBJSo*}BkurVs?C$?o@%YlB(S{BE7pF>zBpdcQt?u|kPVSm4yElokp$YeAoM-z zx(wSZRvEIA5RxioBmO8ldY9YnEC-il0A?8c#mXO*ee-A&0#y3XH>7zzMpEv%utFaye=`c!m1RVW^dlFMh?r4Tw`#7H-@f zEP1EWDvzTdzG8t0>I0Ca1);JZgguF}&f0aoXa+2ds<0@)uLu+q4*?j%DuCf-miqXH zs*bgF;<>YDH{@~9TDY>Xk|;u`_W7=ZCqDuAD6Y$c z7fi`c5qJ!1oHGU_-HubkaY3nijAJN*{j(c#rF8JE9;1x;N00P-Z(MGw`b zSs|6$v`S2@(zd&%3L^Ae-qox9BlD398lD&Sd5jd{yl@^bFYgtgm(R@uPz4dk+S`uD zkSg5%;JzzR2s2l9{X+m3Dc!xJwU$f>?Tel814R@WcjJBq*g;N%S?^upez5}j8fl`r zfN@37Lv7vCfS+>OQqV0A5_PiUAjt^aIaE6(nZ&&$+eRY&0R*q`)zpguMSTxI1`l5F zsT!-P5;~Vt zCMF3Ym!xA)hzmyKRk(Xnt5b3WqoQ`itM+yi>{nFgCuKfSH=R*}?k?&Fp4oM7b;wh= zjH0|NO>JUE2lKb^GKn-owMFWujoLkt4wjx6Jb+EX1Z(e5#kDUtv1&f=w8FpmQo1lf zo`Ef8bpDPfDznw(odI=k%%jg}W9Q3izJTNgeHGjne z;F@dmq7}#2{2l7;^RT@W``s$o0oeE5hg#^(|0-3g&3*?=EQIO z-k}Q1!90X(4UbR73eXPTG=Gwg9FVOen(Om8Y^u~X12TK>*K+jN*2hv=*lY*^=$j%< z+tdyub!Pp9&ioFlkY4JMvInu+FeH~j-9#L-15=5dTPaYnL6D_V3^vQ>x0LU_D^&^D;p#XKW_)EJrUc|CW zOF95;PYe@cI=V%_>g}1zcsm!%4tgyah5K2-xth`(aq;9wcM;}NTi%`F&sI=>+|KHR zYgDI$GUf6bT=Fz5(Rc&_~BSPVCIo!qg$ojz-2&IT(=~b=^;fdpLSjg-83E zp(*cxvH09%*K^#46wtmO`U9rAs#p0bdFeW^otyz5fM_p3CMa+{I-}gXy?| zrf6&fI}G1$t7X^=`sh+vBi;j-vU2=MhMkdQENuaGLJb)_Y+uMXC-XXyhlT3e0(^W_ z+UbDktKDR&ivgabcdVP-VLL#i2j~;5D}|sE{(fn{w9T45ThPu)qTcorcG%4@h^^&| z;4~a7Fj|sL8CK)Op!>!Zs~}ctI1q4^M6J|Z2#4Y;Y6Q&6Wbd@X$})s#ZI|xpqyb3~ z!br4$h5jk@f7}g)TniQ`by{1XQw=Hb33x%wCJu;Ybqdr1YV6k9Rm-snGBlURsLvf+ za|h=ktcm;u@-qUxmJq`}-iUn6F=5CMmYTx?P1{L&5L(cv=;1?%>%F1Q7-H^V+=U^e zs;RdlA}O5h)j(-UZyh3H3q(zwh*VWDXsWOV)!s!y(glo5*}&iit@7jyg$Yjvs@m=I zwZRW911L@lC4#dKcuzk?9GC!Z(q3eC)vK?${K_O*_FdRJ+yhoe`8I{#)EE(9j(&P) zkvDP{be3UKyXNTz5mG#PfDhCb092flBGu|x(tr`}#uCGCHSN5{nnO?x^{J0v zzu?GSG#4kTHrC~x)X9J?lVsV_W67V&0)>QE8LR04$*)M~JAkk~-X4u{d+Gt$Pi=nm0^>fQI!Sn%4Qb{bh zp20Jyp&A4r&nCWYvO%V_e`fmv(#3#wmP#-QL93D~x?;?{gGGJbfwoW=JTs}jP300JU> z_v;JcJywiwU;hsQ|F?%>P_^v)B<25i{_%f1od=^cpPCe_7fHB3rnfTX_WU0I+aG`Z EAL@-)OaK4? literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from shuffled schemata.png b/automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Ke for rules generated from shuffled schemata.png new file mode 100644 index 0000000000000000000000000000000000000000..8bb16e48f2a132299c4aab3557974a9482d82a25 GIT binary patch literal 175022 zcmeFZcU0A9*DZ<~HL*s6*eEKXQdNp{PzfLy6$`y7i1gk&Mn$D6f(0omARVOlVh};9 zfUxN(ZA%xBvZ;4IB;Wg<_kQ=BGsgYv{Bal~Q8(}_Pg!fOIp=yFC|;1;x@q4gIy$CRubwKTP`H8s*bV6Sg& zV`O2@&nv=vocn;Gt*xbv=&@sF|M~%53u}X80zaM2!bN_uJga6yN4Nbt`EO0ERE!bb z8ag`p-%nq43?1ooaHMZqE}yvgvk@EHsRMT|1ntW^`=DX{p`U*LiA#Yy)^W#r?heNt zYh>toRVMyCz)_#CyhRY{EW|?-SP+RXk z592o|GT;-N(x;B>-ClZp3-0(od?{82+t~jP|0aKJS&E~1#B#Ik{dNEGNzQuF_y75b9sl=n{xw4XM~sf< z)ok<5zOP>oZr{GWCPJ#a^=nIL=4gUWagiD?FK_Mj36a43m838pe*P=tMGMJ?SXq@K zWw+Ai=AJF&yD!bxZmVN|8^9P)C-FtSr>AGczN?o}V?L;PFutb=_>hZQ!Rsf7)=->$gSxd$~wt%FY!uCPq$lMbPAL5 z&<@NnsAG1c^*;@a+9zoI?U5XF{rw%R^!xS=y+1moT7Gow6R=gyyR((zb|zH{fNFbS7t*Okw4SDgEURRmmSObe%K#qbahBTLs; z1|=qP`_wZYxfq_fTify7oA!#%gUOd7WhbYmsSeW|9ca&e@fFom!z4?*WK^2IB~BzSu5c= zzk%`WSZ83A)XL(O+Z(qxo1_%JN!2SK$T!#23{5Jv;~48IdVNi&rQD);>CNWdyk`R| zpB_u0hP%`bwBHX15Q=HfFnVl}8x%ypl}Yrf&+cOgs0P__*_k?8cmI8*1(I z##gUi4fGb9_D}X#wdFgch;--K4U1PXiP`@VCTf@VZOiN@>Fq|NZJ8HFw;XBpAb0!l zuetd9Zhr?l;j^~38OllO(UbitTRxla@nZH^w8ETF&(k8D97UZ{Z>I?p&9d)ORX;di<^C_5$aBqe|-4) zltFE1eg1gS3xihk&b*JMrP9pI%pp=9?zg6I-nj8CGC;C{$)V%baB}{IHEY&z>J$~M zUAM03?RDwt(RP*J4*&6Kpyq}C9IlzE^2!e`}%IFc_DOB!uf|{l6q!eZ*OFXpowvb=Ng8{&{k>r_TYu_ z&xI}yQ%jL@0Ryz`qYpX)&IKnk9UQy8T~aZCSt97!v!n8xHf?H1)2|Y6{_$<6S$33Z zX26Kk7Im9#9NvMZrBA5dfycKjK_SBPzh=`%)q=a_!{PSd1WT;+$ z(a+{x-`wr7QaF}NWhR4AR8$myDbmZlh<0;nws=L!+Bz+&XH-sOlvOTtw;64g`{P8| zlP7Pmyp=CXEoF#0j3tsGnwzWW?$$x5P%3s``q8XmG1yb)Lo@GY$h}iIbKZaJ{*&Ks zZDdwdRek2_=C*6!zW5jBdGZ!Tv^TX8QaVw2o31q2B=Xcgm=Tvca^%Qx@yb#Pd4eg& zIF*!eudVyv;1QQXL=nHHY1D`Wi|(R$?ZP}PD{`qd>oyoR#VaY7UAj6WTHM+reyz$x z!OCAyZa{u!j{BVdlDJMybNQ3&d(=~P?|N-#Nk({zRnIh@oSeKItq}Y<&(1_*@q6j~ zWYw|YM~^N=?K#&tUAdP^uc5iX)~>l?x@$9bg{Sx)vNychL`B;k-Z;ybXFsamH+@XI z!0@N_>z~^Rn6(MiS!?Cn3szOX5IWX9kNxQ<>$mT@{$>}qWg2xL@7{KnEa$?-HjNZ* z2^$&~k}tyOzU$YoJ0%xmogc~`ADVXDRp>H=5`mk<=4MC|KiMwGUies%c5J`(3d^eJm`00<9I8Imcy=`q_=O6>rrdN zl*h{%vpVEvB#*VtkE?a`x_tfXu56k2t|ZY7@mJ$?T^B~Po&IZK+`Rc_qD3!Ym#PZh z%NHSvp7yNjqI_K{yTp;UsYON>77I;}rDfPmscx~eoxirV+D#MZehDM z!n#N7m@Bl3q9`Qcv5QECId$@Fp}L0Kq)%tsAdAQ%w`o z#UsmiJ?66{Gg&<07c#%4a|;W@;VxtKV&es@^7H*qb!-Q!_aaRsRoEeJDr9$9`z$X` zU7RXZ2irO}n)>?kl`D2bpE;OBtlu+69}p93=f;D^R8*XmZ`~6Ul(t0*m^bJ-i!pBjoTQHS}!EqBcc246I8$;rpK;S zKj&{N_9$-s;50SBAtIut<2rG-GB|yuq$R5>V7=48bAum^nh6A;udgp3 z_=H>S^$EQXh6B~l%gpZ;wkbs`?3%K$8tV`-YtK3#*f%_!fc)OZt^LvZPEKffbT}T_ zq1!FHXl2>OMy)PfV!CX%PONo*<;hNWt6*D})~P)ivm);=wZDx<*fIY8<(-1O{E6-a z^~`vruA?k0EKHKFEsVi^SfxW&bw~eXc?&jUq zw1*FWZA#J6*~O)NRb4&AePL7x@IkpD*rp7rKRKm%S$%0?HaoUlnQ}^Fe1GY20l+G^ z`N0^5aiA$KHn!g}RG;46-e~vZ+a=(egtO(Er%j!hIEQGJ;Z$mGdBAY3*!btxbOWVi zO%XwhF3orE-ig|eJln=3$~IVeRt{IEV8pJb-#m|BuPRXXx_dWHyUQ+%Cnvz-d(&kJ@> zAz(Q==KOj4c5q93uzWfIJLhELcGG&TnTpvYB4BaQ?N{~7` z)4|%~TlC)jxt^hTPP@QyLQp?(@7=E-k3tg%4(Ys17;qGq(TJP>-f%754@)NyU3 zBe(H&$1CZ3zTpxs>LV1)T)&3Jm~|H8be!-)eVf|^)`{x-P9R-YNy)C))yUAkz|?9% zF9eJNl_oZ9+_*o`7wM@+*zx;InOqF?{?2>{p{gfbDz$T%xm&8NrEixllr^!f zP7HhCl73hgn*7!k6^~f`s-7NecWuwQ{MqfsxZc~N)Q7K+emps1m;83X#^d{!)2s&$ zlyFmu++0`z^($&?vyNu#S26hP(8MGggi3ix)`^-qbsqJm=y-JM>dcIHcMDth-IsZe zJL~~?NEhzjoy9VW0BNV4A(yC9t`XF`5Uiqof+Q=wv5wpi4}Lo`nYeI|#r?Rb?YC=I zOcyR($l`qRx^L%9i_m!CYS^xQ^*=|3iuxI_lpW_}=onm80f_Jx1 zieF11SugW-a&O}Blk37OQ>ImVCWzazcQ@^-p666aHZ7QL)^G~fa2W40L#%C%-_fJc zK3%CsrFYR>NH%|wNs)3XBWvf&roREO%nhGyR)9{KIdS}EZ5bw&sy2;-dBe&4Rf*b# zZSiJQiby#FQxDr-xA`9&KXzz(T`JgS73h1jCSvYPOhFJHP^>}eVH ziYgR+uYcpl9styvx%9zPgTj^Qd-2+0|=&@+D#y7B(gX|YE76J>=QdXU=QQRr$9C{?(X>{9V|~vFBbuFcYQJ5nI?~J2vYM6Ur3I=>q^N{M z=QoUMnfozAsWv^9*5Lxf0M#jPN?Wg3aou=RLqmhFKa*InNt4#3dKep+#}imbb2Y6-#>CQ6)uc=30~V z?1u`WPi;B7+npa}f<_J-N%1B<6l#5<+?)SCvmPmF}$*yS|jwsY6?1Saqr3fZc%6!>}{FV7^WjLkSTd8hk zse9#lqfobNy3(+tvonKC`DtAh?^gD+nwyW*-C@>v>%&mU6Dj6YO1GuBMcvu9TpX(hOifG*>cG zvBQH)E>xN^b*n~8n!e9T)0PABo3?Fh#-1_^Z=dWLA5Rgn8F)5jGf;hkrTxhZ{^b1; zu9FXFs=_)tIyK=EV%_Cx3v+XZ*p0OCd)Da`$;ujKs*K!w&RwH(wc}GRg7~@f;o_~K zD+4bq64mR}u{Cwvrh{qEL@+gl3uF0{6B8fPi%_BCa`{m;Z#SE)g!>CiZQQtV7|_1j zfhIBAp*LWlrlwX|TiYBeVnhGyuMZ7qc*}UX0Oo-L9_vjmVcnsRSb}9|MC)?@qP8lR zH@9V))Rcc#Xz0kb*~QGPZKy?a^S9)fhrIMnpg}tN`K1@9_>ld?VJM{Tus3h|1D?5e{J4Vy)0kih!n<6<3HAMTY zi?rGzx0p2Iw$1AENz<>G626$o$VjEQ%h6{jgP&gACS||8sMF+)@Q6zWnnKEns@E^f z4pUM-Ep=xYT}hCXo@qly9xC{DUzL4qkI6u4y}O!AP-*bDBNhxw5jr{{kR>Rq5R-+d*}jwL4&mhZNHkdhK1Qs}Yb zu9ai?s$_DwALX#j%3xR~&U!r86_q{cy%Qi3{wihNbenCF4}9$D7{+#WAH^YQh~h?g{}Gx5JM z+TFN=O8rap_1VjYhOr`@;3EzNXP4PEYEy*_`sAV?71r7$e|O4iN)2{l>9i_mV)y6D zCYa%_jW>UaTQVc5Z@%zqF3=9(FP<-eQqrEKAgHDeIbo19QFq8U01Y+8T{$9X+M<}< z<(!abJNOz1Ai;Thh~1x}j(l0DHC*Qw8GQg##~*|67#S7C28OGZi#tExm6qnuEMZ)$ zAvPp4X5HG_D(X7-Rvoazg4QAQX!6RdGwW^gqJ(rAn-Cf#&S;{Bv~4^uWc2CfX}&Ge z8@Drm#*T{woapHt}#bQUxP88E6PoqyBGmVb7Ht&8e$xWE7SHBW6kHQ2veM!PW} zVNqZnr>WO6J`8!FwlL7gn_@3T-ng~<(CksQnO_+hH509=brHv!n0k_#zm~KuDP|fg z`Otvb5=th!y1Hb%6QVGH8e$G(p~z7;Yr%7>1Gs$7vFiPS+V)%^aJHcRi0b(lCu?4% zw)#XaE6+&Y6E@z@9vl=D1q#i^z4wD(Su)kwzsOwEZA5kIo1pyN@buB#0PFNJr}|5& z3Nm6vLZ&S*CEe!f6Q(Z6%E~^XeDsl+Id4^`()`4R&15+|IfRuy)Af?*pMB;3ZHTad zJ=7Sf80>T--{?{2{zMyZF3kna6RRV{lv{qW3F*u8^38I8CWa~Yy{ShJAC|@IdD0o2;B3KYLZ z`Wc6`S;;hZxevyp6JepDi6{yi3x3f_)s>N0`q8LfMTv96nV+>4N@+Drt;6C}g$QaOvxbVt2hEAlDi;D0*E5s`kByv5L#uNyZ7u-?J=V=^SrB1X6A^?S$Nm>=s9Eb--EHVxL7TB%GuHJ z+vAIpm#}wgld}t}`c(r`dNO z>n=(4VAh#ONjbWSghSf-+i&dhc!cIBJQ|k*wrpUo{sATQ-#f?bg5qECHU?C7_kNT=$wF7$F<*->bZd zD+-<(=HcG{{%ArO9V__$Czi1t3SL40GX#`54@N&Vof-C!6LX!jd{h;DOh>X#uEE*K z>3QSx=g;ppJ595`VB|P(;FP<&`#?eF!q-o)q#35N+y$=42RGaIkNrw1aI$f7b`F_3 zefsn~GH6YCM|5;F;j0I>ro3(`bjc-;`7l^#0`VpKUvMO8#@EHco#OjRXGUH^gX@l)~% zhI?GvDW)HllHHOSR-((v?7gEn-&lP3px-v$XiG9?f;Dkm7~UW3ix<`qPV=S7(Ha zcLk>>bNF9NnbI_x6W4Gt?eCJ?f6~-a)m7%JF@;MbjgonhbAGxmd=($${P{Q7T4&bs z_B7^0fC?O%e7)4G)h(Y?dyYTV4mQT5aP*FkTU>~Vj&7BB)1!*5&#PUadhPkhh^fzu zOEd}pEYNoYKTz^+>YM?()>HDGX$t@}I~h|vKg5+Fs^YddQ9fWBb0MsHn>v)COfFOz zx_$8-VZU1M7q)!)!Ee7o?aEwlz&;V{D5dr}s?zysrARH$m4B=rX;RTq^Ie{-U=3*DX3*d?8zuTjncuqt z+51%|ta^Tzk&$^mHC`~~f3q%J>)KMc>y+P{3t{mnrVRlkz5V@9$~~T#o^Ar}jR%TS z2rQcG@!6RX^-ZC@yHc5~)M~^yp#1~#^SuF50{WFfJ1IuPSh8cqEACT|9E^;NoO>P| znPmFng$iv=o@Ph_&l<7+uiVlv#*R#okVQC3KyRiO66c@u$wc6u;UsVvSm_Nu(J=ow zyF&mFLm&pTx8N$ad+B@WcA30OrYTD;IaYdGnZ;W|J-*)E{R5ews%DSq<2?8EUJVTx zKTfCE{p5qvW(AFW>+WZ~D#@X%cu)TkuLP;L@ z0V*~VtciFPNXdcrRPkeFxf|N_x&@%G6UQpe&gENY=AmhU^Ed#9nXaVlvFgk%FGkMW%uFAX(Eo%PSn zk}% zS6SSCJQ9h2SX}IJi}mb}!A7~SU%wI>n{BXYVXP6dt8KekHj%vv#fm*b^c*fR zF^$=7k7A{O*bJ(BsG!Lc_qned!zA6*k-_&NLT=c)FABLO4zn)mGLwj^^VRyz49|o{ z5KN}O-eak3Y)r3cw+U+aoZP|G1CH5n!ZE4e-~dY4X~ zJgHo~H1h&NB@gonr%cFl@_cf8tfCrzWT)+N3FAtfSe&Xe0ZpS`;F!9l^wXVRe*3Y! zFitpIC0rBhL`kd2RSjFHu}*3w5wO|_Spyu%ReX0cvGEDT@3kXzH6o&?|5gg{n*_y6 z76qXSAaF2Pc^!9}OhfQC+Z9@!2jQUQRYZ3QTeGzKaFxwN7BRweDx5pl2)Ihhp}_}7 z!WE%D_k#k_EB8107|2eZEQ*VD1FA)ryUiLMB%aq`wN96AmpTf~VDH|&d06~*-EOl+ z5EwW8@=HA!${!FnjPcunQQ&?wknx@5?Gvs9mrYGIh1$7uZ8Ffl!uU>`Dq`RfZsueP zXm|lR^b?j5yF7HitS7u$@kCERaj$4;`4-tQmTVt_O@U>Io@o%_)_il6!=%j{%gGCRvTnEE1_wJV)#)~q6eCpoqRu~JVXlY*h2DNc1H(*#OQR{*hPqa+ z?oqP1!Z60L3Al)rg(bqZio_B1eETGlFa^y!R548h$J(^YE|$AMHnz1Tsi?ahVx8LDk4MH=E8wzRGZ1{0#8I!>o4XqwCcM+#A-AO>QD4@1He% z&rTC0oBvXgtCP)*(5^z4-NJ#7p$p-jkxzBp)v#&%1*=A_AQNob#YsfA`LXc%uWsxf79T1=b)EoTlnPIX@OYar4+<=jqU|qK_w>JI&mw1$$o4c-` z)K6I7$C9-2m7%{YQ~ut_=SgygqrnvoxR{sMI z66?|>{CT9Lqwwc9 zuj|5MKa(BF{y0258Dh&YW>(?sSw-k(aPAO!{iIo2EQYyuTm1mE*C;@VK_nPOP$ls| z%P%a7)Sy{%D!W0^Xv?!pAQ~z7LK%E`862PH{0ZH`!NIn-*KaS+^=`+^UbuDZRy-U; zpeNseV>P&^Vmj8A{FeXj7C~gokue%iP{w9g^C@T2b%$AO;Dz^p^O8NRzl1s z${-d8SH{#miB{)sMsY_)fU?IsckZO8r;kFSoc>l{8fTUflji7N`*nz#-4W_`-s&fp zP-^J3Qx+xFZtnYav#tWQn2Qn3Wj?!=zzN)iyoU-M+3ks+#wGD&OCU0pyqVm~+!$F; zvA=yybacEg;cuA-77~P8Kw@Dey>{D1%aDu=fu$4pG(Ws;Xy=>eP!rN{|2Odwek@?CY5`XFkVV zWO2Di?4S55@%t|y)R}q2y27^ zU&TC6$6HdRFI~Dc|K;}f>RA|B`uh9(V}B*<2VXgBn4c5tDV?X!{Ra=~VTZa|3#_J% zIR=e*Sy}lBTO4A%s8!FM^fNzsCn0aOfnsF?p{!sG)4`vA{uu-<6H$`m#EJUXuF$K9 zm{pTp7hloz|2R4=4SPZHO%W=dq9S{g+R(WQ?pZY(+!F7P3l69oyG;gDB5f zXnDXppOZ9%WaQ)$U?{8Iw)^jAI>jOL-z=m@sUv@X^I!je`+x1A{~8O+{{zjko|?Qm zMTsdz^9qC}A$mo?sOUdr3^i zEoujID&@WL&&kPgtx}0qJdM@cNGu9Kd_y1>Pj+quSx(^dKwU(N$6_xFNrtYjuGORE zWo50lE*M>z(?y42$}^tmDI=xlXNc=?C8%j@Yoppw{{8nmhyQr?5(df_=D(d9{Ca(l z*VmB)bS1lp4ab>yNPwL*lq5Mh6;cXkLXb7gC%`*Q6Xyd``LS+)QHTS_pr83%NmbQ3U@JwKqGrZAHG1-}OuT(u zN4*h_()l}xtB@!{ANE^Z1?)!I7m4&k&=oQ1d2QMI8sjnz!s_?-pA_>D^-n#YeYcV2 z8;Z0bHYLb_#L!VxJXQeSbQ;p{#|aJ3-d*A`agX5&}3*3 z_?bM^%xL>CiaQEO0}|Px!xz7A-@JW01(Ibn02ARRCc(L&x>{u|LcLr^E&3~i8{u?~ zeyZ&(j{=gy4dOo=DqSQ58%{2+bC`qAP^8QzOMjt@mKHIZ< zsd#vB9%LZ97ESOy*=xDh{jWD}#j|YouN+Kf`1RLo?t}IdJu-k&$*R-%T=+%$B!`Ak zcTu5;8@BBcS!}s$EPWO^*2)#a*uxGsOAFHcZ zXv!iw=!dF)Oun=d8H6d25gbcrL*xM*EZMI#+cp;MJ1QRKbhGB zBJX$%KnYWp7F})m&v?T`0>C|%X)$bZz^{|Dv)Qzh1Uq8NUW9!m8ZaPl!(Q}Pl*lqZ zYV4;X)`?nv@nrkh-mU?xyRH2s7E_Wie?(gFs-B1aXRFJGcg>P3Qg%h9DHH=1cFZ>sHq{j*^kV=P|dY#{W>Xi{{8{6E{&;Be0m1>o zc?$OEXi0z7l#VH8a9+4aER8_tPu6hlqEzOvULv#;NQ@d9qS3Bg(hs5{Tcj)w3AY)K z%r1}ZipCMe58ursJo$!!Oa^RGRZj9eg&2qulbT-uqaZ`+;()NzWE5gQhx|}mW&(+M zFcm*Jpou~=P!I7{=(hPufM@y!D z{rZX&L4?z_TZ4P$>~W!9$>IaKdOlS6M0Y=ij)*Azy}f$b#4#Is%Qfj+xa*|6S$C0E zAUzXP5}Y>eZZGIGHv`oLsbQ7`Vy-}a)Aj%;w}X?^2!$4b`ef>0)lL9r{`b`JND z)kog@;JY^xC7hTkiP2d%$6Wygokfv+YldrfFfhEqQX7VEg{PUdfDAGdO}+jP5SYY+ z#TEz819sMv&g@@GrdI|b>7Ym-> z7%86sLvI$+R`JJ7?VxdUVq8m$s!fqAZ4%CG=-}D7H$S!~4#0lax z=*&_=IZrGjLya*3Y>1U^L&zwA{v-dBdpNb{SVeBwvgakX5n)b27J}=ru~((jq$87J zgtXO!6vi%3>Ktf0q)KJT@xQ)D6woI%iwY|XB5DFi_P{8F>LD08n(%>-5(`F)F`^NR zBWM342mV2kEwWFVn{$LZ!NJZhv%I`a^ksDZ43E5}%eg;Ui?|ayim2TL?oI$ZElk|$ zGA^l%UVzWV9v+#7^=Dv)yoC6SA~wT@dVvtMAjc!vJ~lR9A=ZGl@RXDk5_V){Wrx60 zH(-*n>!mQK4x~xOCJX^44y^C`=3zWI;mXevi7aQc9Mu+oj(yOkT}51VU#1x(=z=o8 zB{KPd>lxIkGN91{kwWW!1!95@wZONKL;9YTAl5$ry=W$zly-c44I|%YE4fmR9z7ac zVt?n(ouh1Q?@#YoYk871^%-njLzjFFgrxIKtHCs!%k=8aX#05d=n-M02_{V?$cGS3 z#HTqC-O@ymR~1jTAuv^76yz^Az}cI8q(&v1R=J#op1!ZScoL8P)+^Fxb%E*)yT%^{ z;D`nic`;>WWksyVY*0P48-P8$ujj-%&8*#{(GCZOZ-rL)NCay z`Adn@9`pn*8$cQ!>MkxOwrOm75b5#{9z4Lb7jRyUefj0fH8LSE3=zp;7XyRx>(TWa zHgIAAfnK2?e9-UTpFoIL5J}OMPpLn!EfpF4YX@=5j;%C$EOirBopqjnojCLVZb=OK z|JUuP*wu>F_Rm*~g0Ajs$o4)3;n~^Q(4=nMyN_=@+)vv_=MwqvE=bG$gzH6XnQ9*b zMM4a+Q;XyQ{G{puopskN#QFYVDE_(Z7Y6YyrN={=em4q2?t_6f9uNZMk)=Ii(wZlf5Ih@#r7mB)_VRJ0)jQ(!<{KB|r&)LbRFJh?Ojkj*G9iyY8UlYLiR^p#a9MJjuk^a6!!0J=|eTg@C zu=MeDYX6=CGG>;){uc%D&j`}}f3%9eDo9`F`GP}7d%j$1IUKKhYVeFCz^-S5uPe|@ z$@HW2HFP7s37bu;%H=`?t6DG7Rj>meLpQ12w(jU-Xd5U%`$vv@zCIYSj?v$Bt0gbG z_F#7q7286Wbw+Zt7~tPkM2_@Qx=OZ5!IG_y(%)^H^WSR8tWt190UU?r6|d_@4<0-X zM=yLXtzYT%p9BO1pgM?0xnXc`EuH0wJ`+!q@2G?o6(63FmhJ~&AF%}6br=E!BDs>R ztXI19no90TLAq0?$)&d@+g}XYX7!e*^kHpyA)i)e{Ckf-=wc8_Nm~MPqaduMQ!;D5 zT*Ix=hlyJg0*Nj6kF`J3-*??+xd#tQgHolS;Eghf6|^Vf-^bR2YmRbEs$mY} zBrb~WfdZB=g$DQ51*ri!l1`81@s;I^cpJM1ecO-H(-^<}inkty&*KVS58G)MJ^lOL z)Kf-slAHGvjfyxz(A|-|-Sanc=li(xU%0c0Wtq$C{!rwzl9{x$w4mVN{++w`y-cif ziju~K`1tw5n6}ZC$UID0lgxhn_@_n9wR8vMF`bna6)&f@emO*zy3<#&lO=XJZR8!+ zc<#@Gy^bx;)oH`p^_sWf-DR7&%S2c5d(noRC!uw^wFbY@d4{f(QWqnbJ#FwTbd#$O zVioQ3nzSzqeMnJRLn$%XLHCd)d55RTm-L_MDz;O8E)o2$_7ffbo#CIp?9&`fKl|V4 zuK!KPG@~ILz(A4F7|dOJ_Qc-5|1-%p1CxN#XzDBN5k$%DBMO@T4Lq$%AU^;dogtUm zqASUV5Aitz6>TR;9tk6c67r-$z%)OQ0H7@i7PNC98JFy=jYll!+)NV^TwO`2m zGZGNtMiMG@I!R%HrXzJ{m>%qU-v6?&LF4z-)Kv0*$c&~F%K#B1bz=_?C1rP|(d_y8 z_yl0-{mbqS(lQ}nsrP-!z%`{}YzN#5Iez(9K2 zq~K&`2jim@EwjnKkA%8se1R!3#XNl%}8)3 z0191hW*s37uRKCFfi+Vu0!q!F`*kK7ryR2r=10#8Y8P3SDi&QFxHOap9I!Da2fX7@Yv=djBY#N921n1e2^7$8!jmJ(jxw5SuvThWJsrvctf z7~Z7OLaqZofS9czd&R7!psh2OS2O1&`k%>+#KpxCzYbBo2MNa43y@Hbvc~q`N!v#Y z>3inNlfAM~ywV8%ozug^<3%=5w8QVUvbBdr4jZ)R+Qg8G9RGa-PPuGvpVj5QU}iVk zrUWfZ2^79rS8~H4tXP62;9;cSvEzEt3Oakf0gWnS*ym@*Q;64LQPUhSg|JIV<~5Um zR)j3fu;`Y|1gV2s`ZC(Mc(Qiw-5ZBx-M{}F2}XQ;)iiKV`!jd0@*907J89~V_8xr# zXRmbNqoAO^5k<{&_F3083mp4{!$wC86}_j2RlaXtf9~8lel*WmK)DnVqtAZ^Ug_Y+ z7PPXLE$DslJ;AmYH7NJQNy6s!h)(i>VwDcGLLr(^Nu@Nyc(X6i7m9j;s#V`-6Enu< zJ$yIr!y0a;nP>a)_?A-AM-8Z|kIu!?7O43(S&!RcKine!A;YM#dY1HPK=$vtfB*hb zVGqSp!Q8b5&?W}9f@ru?hw?ldEMOtSSxh?D?9*Np;36mlR zKo-(ql+)`kwkfeLr0#}MH5Y=Q9y$y6qg7fK`7za%W^L07H>qBtW^O|Zq{|7cKO#l* zfwM5=^#D8L2hCCA^V7gU-LrheU=NW_z_jI)BUm<`N^YH^j)ym*-n<#u+j#C+;f=F- z14w*IxVT6Ut`yHU6=LxI;64^WJKYUSg_E9T1$2f>>IEA!qG?mmrvAqt zz9=%QRjihmPra&W_1t+-hgIh>isVw(D{JV?S&!_f%spj+E=!UHh{+u;i(xdfg-Ez$ z5rGsWk`Di!?<9;vog0F|E%^GLz$nDW1W0KlDZute3b#R26pgF_;;;Mq`b@l@6eH-< zg9hQa^2QJ{vNL!O`kgyp!-Jyb&|!6tv_z6>m;_c*|I1&-3iR%14!x5Khn0-Bkd%y> zi8AQe&!KxOBEI4X_s2XuYykshd;IP8>o=of3Npr4&Xxu17)KZvQPY-Q!; z3Fz6pYkmwhEqrk(lN-?JlmOq*1;X5?R^i}*(?^8pchS^8K1|sadJny*Mi6qz=?0Ku zE@f;0VE#=+8cQb?kCbfNIGdhR6Ax2@x6ssED=36mxOzyQ>sC0t z#J(Y~{pO!g*T=V86id|U@TfL6L;5!)l=j5LiFV`7WI7jS$5l|nqx_9QdkWF58o^is zM7dq@gFF?7%uOkXnCklY_()Pb^|?X#iQ*ezzC*`ydbibtiln#n)6pH>LEwVx>U`Ba z=a&P$(S+*o+#W$XI%P{#ak3Sy6|IcH>BQSXHZMvGY)N*l+_(aCTFR@)8gmSzjUSEn zkEm(bO!8=m#?dAMXeolC3!3WpzzpLiPEs+8i+6CR>y~ZuaR#1=27VOF1PfH@rjvEG z^ReAsSHJO=3X16+@QVm>bU}h5(u&mSeF7C}rf1JC>o5FB<<=;6U)ImJP31<0^?iC3 zDUK8u#KSV%VG{s|P7clhEIJp+y)(GF`i~_*24gT7oJ#S8v(diN4aCPYu(kA)ijG?} z=B?`ZmeqquK%;PSa14exCnraO;U;8NaA>G$dKS6@R6*d(gF#ioIT$;eUPKC;)tKSV zfl*V`x~jUmi^q!QbRX=Lg5hL|{SF(9eEl>NneLUPBZql-YT`$+g%p7Q8vb0rnF#sV z6a*QS@ouC$_26O3qm+ISs$axMkROReKi%VVjA5Aa0mbNZu0GR~XMh|AVnat+R_0bW zxdhCxB!&~>hMYKp(8$?f-ywszgwDE`gmND5D)fHv;1bR+A#x4qnnBpZi2a7>WQ14Q zCu$o@`hBp@6at-R$C6OhOMEX`N7QoCQexgA4Bh3gMHlFRn&hOEa5&1Cge^~zm;ndv zW2u;3 zV6@Y+E+1^#n&y7+HpPO24va$LiiZo7P(N9wt%tU64>RT7f@dqT`$-x76S%t5Alv#Ob*nO9a~WpOG*+$jwU(e(4{hJ$cG6ue`E z2?Zlf_#!l1H^9l7={#**i0)GOJuX4Ugk$vp@NBJSH^@B*oU4v{><-k-T%w}tj}M>c ztGaXdt`Yp)`y`w*&?x_kBo$Z$uiUs1#UHYT?&x7`Vr=8rgzgCv+SpOelOLxgR+0=xiYFeYKh)=t3?Fze6UFxFLk)yUmwUvsiHaM@FR(4bu5Qi*$qL$&@iy@r#5R;pT?Cg{^{;fW8eY09a)))p2UdJc4 z{gj{Jl#j##4w0lwX1n-zPnlLUD3E0n!f)UYe40RxNkLOA02b$@J<5k9>=T?T(b_{f zEK-+R_aH9T+H0X^ScSigV*mdk#Gp-}lxq80x|Z@LT7N@y?Sse`&4UIuzglM%KT6+q-n~1F069!O9~I50Nmz?7 zB7;Hx{g(VNWr9fqL2bzoF??jo=1`DUczDB?cPiSnA3tvxIXG)Gnyco+h=HIiZu$y` zw8g99Efs~!FHhh80VG5qK+#Pa2FIK6@ybfz4U^wKE!sl)2mYYImu9r>E|)y%Oe6@5 zN;#+EzW42okAZ84x#Tr|+qo0R=on6zJb;pQj&!OZ(!=kh?K6q~G74M*^t*S*z<)S| z&k3!}UCD@u2Ef5}{N`X~3IoU+ZZCn_ii%GKPE(&>Nt5nKxj-l;@leRWA+ItFQw961 zkZ)nylLiRj5Em~vyIOW{EV)%dNrptHR@4kf` zde%Hj*E(IRJUQMnIf>+C0xXR67*rP7O_w8LeX``u>Xle^s{D5JT+=8jYIv$6Dz=I4 zAsdvli^Pi!*9AQ@b22d}qw<3#BrDIK5Frr1ufV4K1N~)4w3@`k3^|R28lo$oJwXKW zz#l0dOXoQqRy5P{|6hj;-XfHSyNKOv&L%R=g23)x)5ltFZ!X-42 z#~N_O(S~Lq`*UfGk}VX93PFx|1wn)`q6b3DBg6{{Q7E!G1q43(I+5N#JL24eNT;N! zsd?*!!?#bT$sOT6!<@wuItUy;QKHINH=_9_9wqzmKQw;zEW)@I`;j9Fz=*_;2Swxu zsfS_ZA?6E_A8DEYo&=OgL2NpkK~+Gqa<9p?u(8v zR>(C3AA6kQ{u2dYEP1sD9nZQNeaTKjhgp4nJ=w99PgfR(-{Wv7ViE!gbA<$LBuNPz z0B3K(qIh6Ztz>|}BPZ}?>Ta?NO7CF;X|Z>vv9k%qM2^nV_E@s(v~M?)0Rp1) z_Cjr&biD6+*%gqhg)?m?#6$>hKG2fDwGui~gFs_=%q9U&5AE53xfkwg23UQpth|gy z2$0j6R=u*A4h6uRU{Ix`16RHQ%XrtWUD5bs7}XRpIHBHN?Y=!5aUJK)3 zo&@Ng0Gxq*v;>nDIe8WrIEc)8jwZq2PCTVBk$waR1&002UjCZ|mXWG0l*wCq*UWQn zGbb6NeO6H!qZ%%(2Ga5^J*hwRCFH97T(>5ByVgidW)`6JMFyPNY7vN}M0_;^N1at5 zLXCe0Ur0nln3|rlk!eTm*o3&*2dxiui!q=AL%{A_Y;D3q;>f#(p`4EE-EH8gI?i9R zKC4o->m%h$WuA-EPELr{Pq6A6HAg4rwU z);<9#?i*?w-brU5)>X`a>Ld<+Pm+zp`$h^~? z=*)R$Bn~k}JxByrf`80W5DDZFT|CCcW|a`P4ZF8dWWUIMPrm!EHA^=D{o&EN z0+j<5QuVA9t?xG?XpjaH;CGxoRijUsI|SA0TFXFsaCczq_^ITGLA<_EY7$5Z(&kgk zW4+~REoIKXCdi;D%O$&P_HmyHUB?cQ{ilj<@;t4kY-7&IiE$m9vzinXOPgN0JoavF z^FbXONzwPY&pU*|(I#i|MkBVfe^b>IIS^ZqI$ z%*o`)CNwt2pmgh3y9uT;4=pOw=*%+&SjtAE3715b#F1f!@QV;@B`N@oC{?SBL4l-~7Yd~^dU;P;beTShQ+)L&VndC}n2wX{|AwJX z_C2)|ybACeVXK_cswU|8{aWF~hyB|uQY3P0Yn$U9H!Fl3HX45d;#^Oc^(#;oa>)zcq zg-?5tZTMo~Q84a6`1UF;F1`e-d@oMU5|34)TnMPT_s(88ATdM z)08g|{C>nMA#LYDb{i*@Lfma?z}#nM^|c8(D~{@bQs4o<&|auD4C8j+KD~2<>kpUl z1@L7BmUss9K<**{win{d1n8K3cpH!)LTr11LHMgk`;FJVd-trMvcQGV3k-0Q9Fuh8 z#*JtCAN-k22xmN`8XBh~RbEs{eENDgCP)^Y5s)*l(Jw#e-s&Xd4(FDsE8f5hYI-X8 z^wQ(Wnye_`jeo*vR)}W&%V_S}$HBodAd1TWb$z@Nmya`Pg^&(Rg;fJLCJX{a(?DwO z%R1KM$KRGXA|d#JNSY$H;-}r&7e2O5)`JR&gahS6nfRoLbynKb^hb|dchmNLQSUgR zLkxHz9t=&pi#kd7u+h~d^`>e{au%F7(t#6j`0mG>BkRW2=Q~*V@Zn*+*z_Qg;8R)b zDnGCrV8tLjZIzcbHa0G@D*VxKj?%}UTx6lei(>sG$cm4Y<)?LHxI@yEph`b)?jdsX zMA{!uK7=L-9NoGQ?3zSBU@|qJg&*9#pBA!|v#_KJgqoSt;9%%Oyd|DFtQ_=!wh>$nt~@hpwE)`XJg2K}7!#ZC?UcbN+vQF_=LNgDl0M zP^pM$lZGK>i%Oz}A&nv_MV8zdW8c%FMMBb|GAfEn_Ox1Bq|nf!lBFb-^qljp$c*{@ zm*;uDFEdiNd%w$PdB4y5ob#sZ2#YMBMW1>25_w%T_$K6fVztN}6=@XWCL;%t5BUFg z_(Rvm4cMvm2}Qhw>Tu`T*eo}wIJNM>DSny#2dOJ5 zMI`5^hM(2lE~UL`!FS(%*VhUWG~@fIH018sV`Z5QFZafTp!|Sh2Gbw}FjUPx$iR>f zrHNYT0zhR-Cemw`LC=e9QpFNBfq&|4l)hc2p1<@!*~7j2{ALZc?jUkk0^~r*33Q(@ zfVIJ3-$JP{&EE=Ezfc(?AQF&Djm`DZQ@#D_?%cW4KJ}YUol-J0m7l~iB6fFQmI%#) zMSLfXL-(sy6PF$~0&nHnzLeW1#;s=3Yb21sINWj~ zEhE9m>2vWB4Gp(1Awbg6le8=_m&2~@=;1pdauV_$2A!B|2-Ygk*x3TCr~!ph&y96L zgdaAT9$3V^@-j$&jlK{5Gk}fx@GCp>c(z5=rQeP7N;{G zG=B!b>n?pTQQj(=mn)ZnJ^19bj-Cwk@JwcdbdO~=+0hhlDnneVB*1x-LxK$A%&B-!Dh+1V)t$O*Dx#$4TLIRp)u(wdGg%`V{F;Q%P*coD3Ksou!K9@$@$V6lpxF`(w@j*Bz`2b|-Dc_&UwUR&D& zdmAhM#uc!)F+l7JHnPsHrE(?_1**4Us#>C2j1+iO2{^K#H<>@JTr}+R!1r;hUzf(4 z73M%2`4>D@Pe=ES67pgz~`?0K{lGgC^>3e403*GTOkqh}fv69L=f4pt0F3Etg)H+7svu6U z9-AW@AdZ2WRuIO61l#(YzOU#NSF*3vuQbBi%F5iZ1Ok+K4BjBlfYmVJ z6_?e?_YKSQYg1D18@d_6uoSs3u|a^OamziBiOz5Xc`y`UP6c4{l5+_Eh_x->i@AFr zCps!8Gw!xUZ;*p>qwmk}a_P6hi0V)v+M|N#Qdrf81LTC?QZA72G!=wGM8DKiW@7*X zIbVF}Lj<-MEtQI9ZFa=j;#xMWYx3 zsZTkW$n~@_!iK%by(}l(m#jwcRJpzZ{qLAh?g z%Bznedg`pWVcjzal(ZtZx`%MRc>dsxeqzq4uK4lqEo7hP4$@D_96))SYYcJu;qX=m zp$fvsyixS)f@a4jvcU4ee_(WYC)Ab#kR)PoOxqj?R5ojsBxdiM@YsI+M(HwSocCG5 z!quA5$BLm6XCs}ZW#mu`0uaA2&f(PTW7^>ei1bWc(_e!JTLuRDUGC+}k`I0uY+O>I zplIn@TwGzBI1#%RDkdQa76jG>tY;cweZ>SL?dL$yx0o$58wAK@0|-ngZ6IA3xH^8W z8|214IJn_Bahx}v;*&{D9~=+WPQ`W-gBc9g^K)$RZZb#V^i3@kLgTJx6L7{D&llIf zIYChlvb)MBm!Ft@q_G$V2Vo~JwBP+OoOD&D4A6F1-2{Q;Ehw?ifzM=Polu4TpM((r zQI`T0cD)9-CltbDBOtZexF3Ndj%}JpC=P>MPLJ*jOx|?|x%^C;5Ac!*f(D4O=HF^x z>*09#Y5CnT?bLKLwq#9obW)N}@3-c9qLf=y@lwo@l$4D54NVP`HrKqqrm_Bm8khPP zNEPfA)sNi>)7;d~WsR_PxgqEqzsk*1+2nps`0ZT%kb;vppplLxn@n{;57Dh*mQ&^e zzD>8Pj)A3*TV%N9oW$+D$WBAlH*v04#rIx|Pyp0!cro@=VBmtck3WLY!+JA4b3x6f ztF0ILvjQ=tNg_&K4^g51?AhaWz5kxY$~{>CLW(=8Y;WXO5rrnYmI*6m%J#s)D93#? zMlg#~;{vke=`Kl~8fjklJS_V(0oWp=>@6ho6tvBoK7IP3^P3+z<*oqu$-0BTOG$s8 z7|SlifY4+>&&2HnaM$-%<|1iRwYMQzzMZQY4cgMPiPq<$fNI&_rUBtEQm%BFf zQ$p%QQOJ^#0+8rJknnaX)e51i*G5>p4xFS15F&bnWiGHeJF(w9WCYvZkZN zOrzy+^tAwfL~=vXt5;NSTJQMAUG5XBlv5Vm36Iqo2a#UG-k_?B=He&qZ&)AL6h5kC zS;rxk9sDv!cf;6yjy0EIBr3!1*6I#j8kRh1|MJ$+s$?K8Tnu1ifJn^E%S%#yVBzAN z65C!b+Y-)N{&p|j^kk*}{?xz7dsQ+?7*X!_tjh${#<5_K5z$f(!jg}0so=!vbpUgW z&~M}sdVjz{_#kBsmu~Q?$Gos<;VoaN^jHX1bB3~PuODQ$Y$?6j!F>rHH=RO2eRF~l zi$Gk3Q&h*{uHw`o$F@qFH+D2Lef1+4)3Kd!7YKymH!`|+6e}Lgyt>`tqw*Fws^LPe z-o7icVqUpDIdAclO}FrRlS?>h>8C&kvIBnVphx^3BWip)(m7CtGE_fjDo#)?DU2KU z)~EC+fPjT==q6(G(YM;-r3!%lI_=Jn(GUS=C2PCDbZ+wNi{i2FH+&-zZ1KiIx1MJ0 z)WLof12nky)~>DCt`v4`W_kSa__ zJ+t7?t0(-C^PswUb+)2NRQl%a+oDuxPDGN^NHs64M+|88vJ*JuqK}B|MGlT}-Pd3l zqo#z773i=Av-{n9_Ar8j8F(NP)=+qH(f0=lBbqh*$`&u6X1L4LK;j7iXak%en3G~_ z`L!T+4NZa6ujZrZr0Q5QlLcZrCdHuH05u(q>&E(ak5ygQbZTTPZJdAmWfp5(2Y-UH z8&*`9vm#ywWJwfE1BGWs7^u`4BKJqIwx5nVD6xB2Y}~McQZKRrK^`0e3L?`d6eN~= zW8m3h=AeomZru{UMzz_pQjwX9}%p1_4KST;Lx+M zYRNlnYJ0{J+fO^UOX`EzlBznWrOg^UK4SIoQ$wZL9%N{zcpSdy+_-T7UV{*Yf(ZSw zRi+o*8+P>muoKT_f=)&!(OGnCxpMx)hrn1hYh9e0_~}rP`eB$fO&fu2VLb{cBIjw% z4CawrBV5fWyIHL0pohOiVuht2=JJbAhtLgbrGo6#(D{{cJ-U&17e5LJPA{og<6ACDDpovSN6Pl!7C>9KzxCAQ>O zqS!DjZehTIk$D>-;{_!C7P2(&)cg1E6L;>|xw8UlaLDrRAw5va+1NDmyNo z^dYIYDB=b=fvrcfK}I8LrDTBLNPc1)5tV z(i~gV-2_(*l=vytWUUAMa)yha+0|Y$fbNaR8F;+@nFMktjreqY^8TwJ<9s>_Wk5)% z2Pc9S9RNTo;RJ#umlOrlARs<;aY1||qXz{3FvBo_Ilfj1i^zrAuX16<{o#8w98!w1 za8-p7ZN|U5eq84T3x#>1v*rcr2UwI*Dl`E+PEi&3MPLu6LJJHr=DCrU2^*ZSJWh85 zYz#!acvPn8d;@Q6yx>mVCMWO+1H(gymSmuJj92VYUI!-o1J4~hdJpQ;voxn&rxs7LHa9r9n5{o)CFm!9<7;CtG1c@ z1fw(EO1-Hh-s{p#uqgdcUelY0at;KoOL+k#P0HGiv{w}tm@oU=8RS5zuP|)b6abej zUm})Ys?>nc(&@#6F@T?@yJ1#DgT;WYz{iRR05m$=npPKu?vI`7nO zCbI(kCpz?y8pdWjw16Tt3>!=Vs9{(_G+XpI&Xo}}SLZuh#R8KOxesc4yMIQeOo$0! z106cBjnb5XNQs_6WJNO$sOhJp`h-m?3;DpRh*v1rV$Be&(~!B-(g@XQj9qW5t5>f^ zgN+Sx+CnsYGC=8AaMyuW5i@cW)Ep32HH(zqy=waV1|-svdxP*=GPVG$22cdj9AcrQ4dm{Ez|cowT9VzT-RH*DVX?TVPe-ARAh~V+_xZ8NH^4TY$9M!w+$W$5 zFaY{L97i3#<2T>h5`~}h+Xc{Gjrg;ir4QLOW}xvh6jI5y(%#uf92+YS;E`}Fe5_WeWZf&N+CmG zgbZvel7>g6h2tKg>ndxCV6s#u*I61ZIPeD)1+BH=))IJd7zg(IDo~ zC<^Bw-Tx~sNZ4USBB6()&RzSheZ*sn2bFoxm^*!7DvFs&Y;=a_sJU=G#%jkko6xvB z3SSrTZy7ySB;pokRQXwT^w66^sXC)O&5fP4x$I9%@M)z z-`5uH6n1;(^H>=$Uq?=yXinQTi5x%`I|>%pKma^80{9W$=SX$IV#Q8X>apKX6L%0l zwS_JK8Xx-40!Nnvy%4e8I_CwXxj-8F{Ke?P46cMCv%%_%cD+8@U(|a)O$Oq_4&OXA zp-~o|qc6c%s$fYn$0n@kdfmSM?Fzt3`flWDfWWe+9*gHH zrPR6!r3nRASZ}Hu-~29fs;SX%4omhORm()|nKMy43}y9q^5nM#j+tdZ)cRV%pJwefi3x1qMiU?m zZ0WmN7^oKxI&MYgbDkHE^!^kU`;jO!#$WNt&z`WL`l5?Z)R_R4oPx!(&;Z2p)`7vw zE4ZH*Oa^d>9V+YmszvY?qGevmIWQoNiCJTo%aBdU;xJY>)8);j1tUCv)8Xr+)vX-L zld*mts7tWSptUQGv$DWd05}Nrmxs_~!AdX!ijH4tC_~Zrinq`2(w&ARiEzuy7HEr@ zg^qbkB93`@oC5x8esQfHL|c)$rL6H0DA|LpZjQGLn}3cQ=|=HEhKI{@$H={ zyLaw1z-7zo5!1#slK)=$IAIY4ZrG6hu+9y^B+$Eu{D(U5=YUpn>Cq3syaLRjJAej` z=B*V|`wEi_j&kqRi7GKo#+gcfNa{%1LTNjUXf^8iF+f-tw+SUa#ycdWE(vgc@K-6);&~ zV-WVw`V}OcjFlVmbdW^ogm{7I2EH+V!;lpoly3S!H7-EJ4A_82%|@g<4=OF9P`Ew5 z|MN_4(}hl@Z3BO1vvK5`qk3f2OgiCngKsJg8J2sK2n}KpgFV_C;*HzsI9IZcfAtn*2sOaR|M-i;bW4F{x3w!K%W#o41%>lDts;uU9jGVBa zwsvw0L@bDqa1|=K+fjkGlz0a!1sr+oZ?oR(+nU7olWLr5MV)704fLLs+(r-fT+W~bSduFK^ZLf zWRmI6oH;J_OdGJHC}P;@nX{!`07K2iT6v>oZQ(oPDAX{s`y=+>2KIbFM;nR`>5f~T z){jn)2v}%`gwQkV&!xJ0^YD4-a1+sa(0Uz2YQ~c%|4t$hmS3)@Zi3U6pSmG1|M)?! z@0ZZ@lCAALl`UVU1zkE2YJ60hp{V}vn;0aV>fdHdJCy3QbH>b>StvbXGReW0gTWmH zxWE$=Wb{_YzY%;&@d)G)Bx9~_0Ldu52Hr%JaZP-4{RiF@po)01ppVH!p_F_C9~{9r z2LX7f`K9x4Sez*2LkV`bo>*!)-h`$et4-|Rvj6i#pS^h}G8hK{<0Y08W&1cdY{2R8 zl+g4n2s0JkCa3;ZLq0OmkNJD?E^Ut7XMjvZNqG?;x83*x_TX!#PC@!If1yv-=}eEZ zSBZx|eDE9C14eA?+lfXF``d{ShM*?e*>?k7)@; z@GZm$Q;J+Q^6MHo5~q8yjw5`sYcC z`O}pO6U}$;zF4I{XC1VTnC9|dxfy7{H2HyFn14pZw zX6s26_HA>DR(G-w9K*?Dc1pLLXY1=kU+X8{=2!7L@t(rF7*Q%rIO`f_z^9K8AB@F5 zC!8%e@hi9Gi}RBD6|57od};E9a`+?HhDzFwDyDEW0&wk1=Jq0Y_5U_Rl7FccB6%=> z!$o-Anpl*TW$eewE}A;^GwNlae+Kaes{E9G19X??-T}!Bin4!>tOa9%`&o%C{$FzL ze*={)S=BM(C*ng+$3ptl%5Y1BBf3ete(c0&ChM0rD?Ys;959EB%Tid)G zBf-9Rixq71InRDg@jjsCg%|9OVlbL7&I2Mo-OaVBah-sMFu0#P+**6wxacGn2y*v! zA3?t+Bz?`%v&A*Mli$vsPn+KmkGR8n`ENwA-C@@VC=)i$FYkaW~752i7X#E_KsQWnF0!6b} z1Gb3ZECQUNHxK%4h@^S>{1NJQ#_(Z;!22Y&59$r*b|Djj@s4^zZigOP0Vv(eBPc<- zdLPZz(`K&%2$=gXvEOW4O;K-|+5>6;RV}1M`V(+B^Fs}OLX9dV3@!%$fKx}xGTcR3 zoB%s0t)nezUME=Sp^eFW?84xK{4lXPZ7lMggPtYj(of6E>Y83W+Gy6t>1orO2|xa5 zAx?|!BWL51IwM5RGe}R|zsx3oq31%+uq987^Bok&D))I3Gw;$7y9pu2Ga62LER=s5 z-aB=qO5~}$g<*?b+P!K2ZFR#|<&&M46ghM+y;@PXK5c1f+NO*&Yi;S8gt5o!Hj%Nw zQXvvYj#z>>V9k140Xrat4~4a0@K)Huhdraw;V9x}WdG5J^6&(R5+kGuaoud4%du%Z z)!$KX=BkdO;JvtJwi-b3a4rx-GOD+HtUkuOZyJPh2cg&W+K=_QmofWXN=oV9z?A5+ zYXT8p!me_1dQRnjmrupQNu8u|G?_AjIF2^vSQ#}x4EW9A5Yk$^tE0Q6HX@FYERHz` zF>lccxw$joB<}?Z(k1=u9`++uuuENOMm9a%kR^lt6iikYjP}WoLBj2;f_gFvgI?(> zHd!NmRiK*-%r@EFk(jprcr zl82NUK@S2Rlvz%%Od*m+d$Tws#McT;7Ayz`DNk-^iv4OSj9H9V-wsyoe}jXNxR- zE&2gZtSdUqPme%z+os!sQ%R7n-rO1K;-H!?;uj^ zhv>1e*ZSZtqMY?fh+7IT!kLCPFpt0_pgCb$C5m;Clpo;1vl)s&8N#^DEP#vcio@A5 z-p9s{9jllM3M8xBRyiXuD-hb3^y=S#g;zyOK}vtL6+^JlwDNYgAfcf~c)Znj5_CYc zf{?$h-D5$A_U)BI=fDyk(63D{wUzeP;I(n%B?{qN2@%M++Yuvrd$0fX#F}?4-0rLMYQ1RM-VWkw z{Xu74;Y2Y$Uw6M$2)Kf<1fER`2gvSEQ*r>1pnG`c^<6)pyWc7$Qk14-Vw)&Tq5UL? zpVWe0EDsGEl?uoK9A@z01iuTA;8v!%Z|dH)Yt$&%3oIx}?dk>wLL>$hcN=WH)w-gy zBLL)FfFOy5TMS%8NppYt={L4FLvrKm0FnM#S}Q97o*rEbC%I7g2!QxY8uMFJ85lo6 z#xOpW%0!%qA(njT>W@RwQ+|BMpnHf9Y+o!S0@c5V0QDYT(r*Ba5%KFm*fZqh<;&fk z+)hqDD1&5rh8uDswhbZEbGf&>dv7Xbk>fA-hM>>)8M;?s6@NI}q$N%;@=u-ReGws^ zZzc$HSnuW{H>c{vF482@zwT^wG`PRidJyRcpqGu*kTfuw8KA~egf{8yYmSPTa>83T z8LE|tGLv?Usi6L{J3Nk7Wan7pAy*YT7d3uuc6E?2e{;>Yj54`5LYMIJ$Q0>-K>f-a&>ln4Q^5c(o!2hAGz2nB3r z>`)3bImA;*K?5~6G$t5Hr5Q`)Z)q?HhV;U7%XUE=R2FU95;QPhz6Z8}tR6@P=kgMP z0?`2h@`R(nNrS@n+Jnqh^)CSXAVgqL6di~xsAEtvzLLQro*y*bM? zT9i?MjzfeF9Dxe#f%mb>Qvwt<6ALiKQW!Q6V*JEM`glWyqQ&^;y+v#oSMco`NqKqs zdjKY!*vp1(q%SF7EDpM)fzX&LVOC*lyPxwjeTq z71;XQ&x8=5=f*EXfU0K59rYrqv{RY_3j-J<2lJ})2cTv#qs=+`L1#n40b-yf0LpdK z%{eMaiaqA&-~i=T*+IuRRb}O}-3or@q%7!YEv~WW_DGB6HXmShdZsj{Fj-NgiH3$n zoEwE@)kN=}P?$!o1B94!a)wpvqei8jLw&JuD(Z{a$}b}bUWMJT%^|L^2jaJV3E^~- ziK##e4i28-Is)K{8&tzedaR3L844ICd+m%q*C${_!2gzd>dl%JqdprTA?{)2TG<#Q z3xD?`3*w84)h~_5M+A?mB2}ZHf13@s1b_!vH*6S42Om~@FrX>R2V+U^9?CeXo9ow7 z6Hj_4%}i*xK+Yzdtz~GyO5z-_mPlBjSYXuVfbI-I@JMi0^k~QR7CgBM^hmk`s*NCJ zfN2-!`TdAT!~8TyBz)ZP#^I%3lr3T!amr8*qD}F9G7mG3n=(a2CIp;irxk|X||_X?hT}!EIq`Uv}9v= z!aiic$HU&(GI9QV7+FeNn*@xzHhNU8E?CSMh+bN=$@s?VX6jk?Io|yIEBLC=$1DO= zjne7U?VV9i`h1AX*Tl)SVG{5s!Cl%UlrbsW#x5Ua`7(Zk@JlZad`_{N-(}EmP?KA> zYj^Lr4yC!cL4_8{1R?CLzYIVYTRwg~51nBmILkwKYjy77_?OXwUiX)@6BWKmZpNO{ zI*IH@e|EYo9I}3h@EHdAE}ECxzaCvzckkH&N#(k_j0j$Y{2oj@IG|1Q$9vjuUIuh) zD^QphVF5ZD-rRUvBWEZxY0~NWe2vG?{(O>}!>6Pt3AFG z(|a{XBoF@s4PyLdZ*nT?1u*xJ&Z63DZS#1(=73H!TZmr^hgkO?euu-p0A28^!k*=7 zye8bZ{nG#Cjmtm(`NrXwzr182=xY9C{y%9L@T3I?!8@0X88%=*SRx4wf>sp#eQf8N&SA}oF=97$Jt_3|_CAPSa_ zKWhHv{S&>wa1aIf=wH75=cYKv@-{#9FTYxPPU~>T#oN9%g!sluxAhOGeL|PTp-cXt zXLidGOjl9%9j71&Koz;V*Z^YW9KlA!{#%YkROt1KEeM5)Ja={UNTwwpYW}2$qbd^% zj{$4L<=F29yGX=XKq^=bz3at5%?L|22`( zYxN9-fs-Lk1;7prq#hX+C3b6)VL1{NC@&@opgNJQ$oz^qYs_7k%GRcc^FqMD09CLAQ*YR4r@jzb-t4YGB)f2Ws2F>UIKpVnM% zoK;orXtx=sV#TH_&q04pJ`0b7Q|>?=V*2-f)_gg zfxH*hH8sYxw1fc8xOSYqWXF#8ewfoca#Gc|e_^SU)UlXy>R>4r>NQ2GN&C5Yc3!h= zIg1^5Ds0#{|AJ5UcrcS#uKnPL*bxEEh@5W+?cxf1)@I#Ku*=+JP{Un;!V^->H8BcY zmK!imSgNW5gHl}KXtbQx=nNka+Ls}GP`R*U+crW5=*M`rzpN6xBoRa`_lC^jVaa;X zAW9P5niTV#mv|>7CGDBEhutwWDAuItUiyWoM--=|t}S1-_#_fMRIs~5}v*nIUH zi(>u*XjB3{5hGoC8IDA@4OEd$7|{I8#*-_~v;%{}5pA)wM{_!m<&92f)GgZ0ell#6 zg@Fk;7lEuE#Axel2DH;T_4-^#QI^)mW#_M7|C!Owu}xLGxX8g|Ou!LQ#bk*bMX_Iz z{8C_p_>7u9c|c`IFb>Nw0>?9=7F-p6cI;k>4`3lr*JU8;sumk7RTw7T&A=8NrQD zO#>f@yd|=p5gf|HVHR+$YHh>&_rF30O?4oK9DOe7k%n11HWj^sx#BbCrA-cIZ5b3f z^RN_c9sqbFsiRB(?Mog!(*cqtRC&?PaHCX4adA-*JnpAMKnf1mT4yJ-TOo$?wsyKv z5f?YFu|6ZbN6J*)aG$76aZ$FSr0i^?h_faZdqB8A*FAdkA|IR$PnSUF7Y~ke^ZD4+ zm_G@uaR!o1v%7S;hZUH#AY>6UlEEFnH6fr^XLfRhlED-In6?t^hkgcp?2Yg)WI zS{Y-351s5ZEb_`rnt=(}^ijR*5YwT6e|uG$T| zUR+ulhH&7W1|zo@X&6pm$58J{9vF%V>~Kmr70832|EAyE@(jNav}G`+5C+Vh7?=(= z%gZ6(LJ&U#R5dbCvM;Q*Bpl&bk~Y`XH8JpM=Lk@N2t;RHbh4$i2r?fp)N_q1ZSmpu zQ}OX52wqpn~mcnuSlWnoav);pQLlh&q1!7U5!IYZXgP@h5nIfgaXD*L%Ym{v`lkzoq z&$QC^o0SKV`gAV|-nddHe6p}*NpF;mCx;mj+v{o}BtT28$qeScO371B$Oyh_}4$1X~2jwBcR)#&GSmpNCqsl0zbJz<0T zC8VVR-QK0xN;;Hu$PtUhd&&=EWdg!Izh1+>9W%+<&vwQW-T`InIdb%96V)&)K$>*r zu2UZ|V#jRM3XmozU6DGJCtkQiNIEV#?aT+CkzJbf2t=l9D=SBK8ElO)H2&D(!-r8G zIspU)hOhViei!f|q-U~vkdB%Fj3WUJm{dA`gkb}SmUJy9s01ktgJvFr$4q)}GdB*G z%>b1Uy!8bnD-!FTGqJezy#Tnqxb@g&6_ab|mB5M#1hSA)FbFzRL{`+=l*n#J6%^Cg z+bZ#6y{+#vkF-1XOT6zzjfeG%9IPPHyd-6A1B1fS>XFFg-Q=&G8xi7*&MM>T;BJ|a z(B10fIYWD#X?THLEH^4FA>~kxDX;4i0U%JLNW*5|@9oR>P1v2QyWd?up%20_Kb+UT z&SwT8V-tz*KTwGL|Fu7#{*j?o+T6^ae_Oascqpr_O_FwxJzXfT*otbW96YAHufJh@ zQK=>)+@yAJbHW-I4a^S#XGT>!+g;}do&AVyf{tINL1#Lj;e6`WV}bNu0it1y)Pj-G zCxV)ww6t-rTrfdbpuIK62<-~+sA*bB={Ka~GJ2q#v1c3m&{D%nE*Q%{*srTQ{()$n z?s7Rl%+WeNapSw^D4yrK$rg?9+W{brl-_B=%7*fJN2-Yuv@G_vQ!ZlcF zFWwBn_1o(|%z2Km1jDR?W~G>M=X?|q(G~h&U4U9pK@TvmSNc1~^x#;#1)>VUE?Q)V zSy=c3XCxHjYqfckP>dtn8O9pe$P=l(Zd;5aU0eC`hjS4Z%jH{k!t;?iN&*a3i$1%!a!Sd zTLptP8&Dn`fBYO$|6Wz=lFOj+QC@@hNKxj^09jF?lyk-R6HoP6sT1F1E42a~Niur)1i6Q9{V-7~KnJvu;^tytACvVq8tI z*2ZGk42aaa1N^~4?4nu!4QrH-T}qF3@tX5_P&syqzyf-rO(R9kv_L}`{%$oZDU$Q^;*k%DeWnWe5P=O;a{hYVeGRq@ z=qT*ArDmf2AmRo-PN0S9R%qzB+#64`jIM03Jf!#(YsCuiu}eO>$;HBDf=-h34?+!9 z5vTbXeeGpv-%cc67;=swxJY#mKf4(n5Jg`eogLW=`oev(gcimj)P@3IAY&$dxDJ!>{BM91Iod3jP$M2e9hPvgsnRzkzM5`Yo zk54Ajq$c4aakhi7peL^sOCux@bzgp=`x;r?`IwEhc7h0zYQy{nY@(vzPC|BLJ4^`n zwN(a+tIX6MVmnZOku&5a>KOyH)}LjVT3EPP?;Z+HS+K#`jJWyY)7=U$oaAHA{oWqQ z`O}&qQ)DbHOLG7m97(nf{=Uj@iv161P98N+wy*e8q}KJHCsnd4vIDK=r~q<)SrCHs z5q%Gra=Sss`gT%N^`v(i5@zPEiI5%NnBkfzppQyO_O>zEvma13U~y-FYG_ZAC(`^8 ztyg;WS}7@tJ@{za&P8A@GVP7iX3ZTbB;v}L1cCe zzr`$Yb^j^eXoemd9Gv{0UaWEb5rpye`At68iVgv_yz85>!!oh49j_v`%*eKO`Jf!;ME- zS<2S=gctPj5b{W!%BdJKzyh;hevgG)gRvRri!oMAyGxbhX$|NW2*)QDaajt6;Z&%( zsi@DbS!2-I@oxhI*VGXF&OIc`Ix`2gt~1PO-(jODgVALeLPyg__mj-uH_Vvf*;^SM zVF*cn53GPlV;ijCkF-t?dScZmT#R$71tJa3XktMlb`-!FkuO&iDwSs)`uL&r>8bsX zmKR~I!BzbuyB~td@N+9v0B{T5e-{cGQTe+|c>B?P+zh}g3_c_FwV8-7Pa@-vh_7N~ zeX^i2|H5h$G-z|0(_!73mws>m+HoT_&hfuE@9vzF?Zh?*CXpUl0b?whp&+EUje3Pb zFuTI8y(PWQh$w}N%e_bIBqK{pRIV!`!4k)B*Jm7R@GRL@EPcp&iS?<$!Ab&@W{-Kd zSXbB+jT(8ey(u<%nq>&qU%yNt=x> zO);Zj3V<4^nb=uWx=j(V6clOs7O)D=ju4ftO!m{ z?C~AWQ}ZixVf-cMW}PB_&Lddy$m2mGvjZ2Ru;H~m#1o0%re@CZfuV$kO}Eu(Wh1)u zBkttiY7ij*ZLX`=2M2{wu_##npLLX*?jdd88d!A_s4}EBWQXm^efBg^?|k2^px_=;*yew?s+Zx zBLqA0SSC>SwtstyTaq+G>((Qn6Ouc9S;yE7@D}1 zBtp4qi`;?Q6||=urMCh7IA~&60rEc8T78wwf)Us!pz#0_U_+pAEXD&Ne7M#Rx9asc zK+&z2fT={tnq_lzwc*v69UX)4OwV-XGssW2-2fNy{BI`v6j} z(6xe09`ad`wz9_(A{?-h9&CbJf(BDuilk0b%Vw z9_Va^@{H{Xlp9iWP4s83b;c4QGBEyJwoIDR4IK}J0w|OzksyWI;;Om7T+2XroiDJ= z9Y=e_^cEJ?nd~Sp*3Sc75}GHf(!m4U3~#^j4PX|rf0?hWw)W$oG~_q1fcYLo1$hX2 zKszfd%z$8*rDAQ4TpdL z=Q-XBvEh^DO%THnxdzpZP!sm?!_)Rlt#}F6#9W9M;Ze&ZG~xBtu9Ou~+p)u3@?#G| z{0DTFPYIujTw{GOHq2SLBx6WsWT?UdSW7L0>2g4YsH)Ec&mvugUZB9zO^1Ue1`X6G z$BRY*H-*><^Z0CJl=Z2{343xK9Z%KQ9A)un@j6l%aRU@n(V@nx!LtmSJ+gM8ahioR z(o-e@COTwI(B_0T9xymC0$PF)S(Vk@0fUydPd()~+SY>~!+{ zJn{gF)5fB+c^}4D&ymD*yEbxN6S5g)m%VuQ-srG(A2u(vvG9n%=o4#FZ!{B8u&D4c z`Y)`ExB&7MZXbDJG2mr_CU)z1Y4a!CP*aE^Z4P!`6DDyfhe~%zY4Zl8Q~AunFlhca zLh=%O0GM3}uw_9BCkLPx+2EgYj^Hk0yrgX^8-j14sxjV5U)!tpmp_a?h*dQ;^UX+} z-e|#f=T>M)T1i`~R>7>vSL-^83O5u)OfkdVr$B@*Tr}h-RLY$KH9$9ct)o+Jzmg-prOTm7Gr6~FdwGB2W#H5c(!#-zZWE2Q`qmLB0SQx+B_?R6?m%x8ja#xw0DHKALY1oR$wfeZ_Mj0gvT z+_@P^7R#J}pNOEL%^}Yp_-4%dH@_r&s7f7w-xeb_U=u<>`)<>=;%j8MCb#nX1V?l| z?f9IFevso4u*K8U;{~pt$BkSQpE1uqXkc?x8#Q_Xg#H8HK+77-0VXF0(26aYJ0pm z73BCDZOr3_>~wfvr*~k|%NGlAd7YW8e>u+SCg5qs-HvXr_iCo79>NfR{q3^xSqs~+ zCyszUm$DYmsLde`wU6uh^hm~)^gey{pSUiHcfBUzcHn?O!WE}5>~0$@cK1BExWNUP zbryJxv1U8ef*kD~tuyr}JYEp*@2ij<`Kq8EZyw&@qk$K}%$iKYAJI z0s@X`ROy(L{mFTY9*SZs+-1!FV) zED;ciH~#&~kXH#|aGjoEklOz=3_dY*MeWO{H96t3tLxD_Qxx0hQ&_7ya>$i;)y<3# zkzF%L3|)3&hToxxOA+fQPB00zd=giKOVuf6b}oXpnJa$80fY?pqc1LOUT^Rn;m~T| zHYnw{2L0ATyP;elKQq-!^EBgp;VAq?(3!XX6FBk3*BwnP>^jpd36`foPaMHpR9{Fi|$ zJWk=(b&db-)37VlHgkNz{IAU+zY8o9$s5yU+I$bs;)~=0KN83=!b`FZHmogep3TC) zjikq}ZznD#Qzy3Hpy1C}CvJQ*s&B9~G#(A1hPn_hejmLCR=%Ecm8HO@y^TftR;;2zXJx#Dx%y z?E|UYX>ZrexeEd917KXqA;*kFWWPp8Z`20%Fv0p|_5{T;s^7HsY3N0`|d8M*Dy^GVEhnyJPh~b zwH8Xs5V077fDxw%aR+A?__DHksK79&0h*nzg36uY+_`L8VB^V@7d8GgI5Uix>DNh}zTN zfl1|P2?i7Lp_T7);nGH;x}0Io7$q&;70}8^fvQ_L+`-Y2s0D=bdN*pbF|*dfLY1x+ z=)Ae%U7mFf(86+N6kvYST?0-r%?K_8cqAUsw33ePL}@`7nNNRT=n%9fkWmPx5d2vU1b=eY0tRGw>yWqy~VG|jT>jg<_OFW_N$$P?O^o~ z-gWjlG-rT?xNzk(sW*SeTc-2@hL{bU+>4{yr;=8V056b{JMq{ah z0)JS0fGFl;wO>m8m+FL;fnQR4?dnzZ7`HMEDst5GzK5d5z9SOtMFyTA$=@Em*P(VJ z9xX5lRC5-_SwX2p9)hX=X-r>ct)XUflI|bM7A1|1D{v2)@27rr3h*D4fzq}ObSfU* ztt>0#>5ZY+u{>t3{p(tGS8_D9)SRwgGuDIMz6sF1^xyT#v@U!D*opl}p(Sx#1k@_A zzFYw!0zq{`Y6xiGzE&ilpExlTGcJ2n6wJdwwLD@4AP@O_s)O!Z*~lw@eG14V-3VeA zsuzS#@f*w35T&z{D%9OHF6l>b zCsLaMqzI!Mz{HS{^(EUd-letH8^8^k%nJX_?@ZYpwI22y+Ic_NSFiC4{fhR!Shv;wwRV@%5<)Er&`*Jc?IUM47cnSsEhV6G> zD^}>gW*NkmZYy=AFggwgp3{|b0oHG1VDKa8AbNY%u*Mq9ZP_KLj9fCN<{;FOY>bF% zw8x?#>~l2VD0XR0qEc#DLB;VR9WIw+p2Ax|Z2RmldEt9G`UieaXa>6R?-)8nEWO?{ ztMANoOq|ch1Fz;EeEtr;(lK5S4*D105Ez!lKSkB}(!hep|n|sH9Xb9R;xFFf^jN@H{4AO-^*pYw$jMCWlv#20r_BzlJ;OWSWHH7)T} zN=j%+1;hi4>X-Xmmr!ke$%}2>*NC^e*Bk`o%tPGp>@g!JWRrW^T#f4UtFt}!_7&2; zcTA|fE?iifs`$0+uCy@i=C6q&5i{2I?E@tS3PK@~QJ;U_@@IXpt+hG+MZ540E5X_u zeQuC zg<~~A18Q@A{Bq-B2m@Y^-mBC)xJ2TIfp4o(!>#Kfpj(+IbTjiJP2 zHp{Y${g{_Ofx?7jW(oB$=T{-55O*EDOy~YWpEB3B2~29!gi%ueGcy^l~Jj2eN7a$ zqNIt@D5VP(4A6n@6~L`pjXuC6`VsF0S6~I;V{lMldR8qkEQ!)FRzeDUbd8+-l6ZFv zm26aWZI{gwiKE!lf$mLgrHF)*JFS~L9N9<*zJC3P6_^gE5Y&-aDumfo;iAARMARVE zaxYcgI0PrDnx=Sqrq%kzlFs$fSwXYj)JK@lOV|KbEhfDWPG^RK%T^~UJ-^1}+q4yd z#n+j9ma{BpSN_Bzf6kAQSB6m(Hs}O1ML6uCK1UOE^oKKM*9!z$ZDawPMj${%dMR)) zeVdg59wSM%;v8J6( zlH5_Mc8@HQ$bnRC1*p)JpU}|}TeijriJTT;sYtS!D&vKm)Es0Eg5}7e+>uu!EO_9K zeu*l&BB+ahy;`!ih4Uw6%=20EKovGY!LbNF0f-B!&UB+=0>=k3B)32|0Y=LM z=5okdWb}{~(HYa%Ekr)G5Pt5Ub=|W39*b*-xJTcv>DB|wXrb$R7>&vA=o!*3YaGZQ zvE3bh6zSE2*%ARTxV)ut#M{%88ug&ry9l~i8ybEaZWkRZ{!YUeY~x_A%f6C`hRR;! z(zX2aopvhh^K}v?CGI;geqRhk_nJ->f^brI{}C(s`cAfth1+LN9)V%pLabT{SDp!v z95W{}(-U06fW;G%kBEKRMURG}WMRdm1~$H}%?)2<0-p3;q1t{Qo+6u(2)>ILfE%Ccc&YoEf-{b5EG*{f-I}bd zT$+PlSDSTv;29L#viq2r9Y+{icVfbVgoFfkeJw67hRerns7o%^HDbo%RqXYg9cgI^ z)c=`8j*kwf;e1TPrOnz*%RXZV4qMYsB%dNIP#HI}!$wpVlnMCzh-VV>Crta>FEooe zQ7GAur(!Vi)DwTxPj&(#d)2)f!VV*D;HitF?8kn_T=5LyQ;Dr#E3NE4eC}_gmfipN zosqJ{)X{Ai32|EdZNXM9CXyzzyE}kibNUL#xDALu-XC2Mjb_y`t$)MF_>UDVmbxeQIrYVoEy0=bR+s&EsnA=zu1|7QkpaFM z5tY1hnW{)UvH5gixqgjT*?hRC{|ij*RI(R@#W(dqv*ziDfeZ)S>$mC~k&XH%G#ijM!b)0bXrk5@hiiC$lCi9vg>=!$Z`RAv_T z?gp6uEZX88&lyUW10F33Ph@^d{}##3NONp)#T9;|pySt6qgOr-n1FB*uP~7Ap5k~) zR~lB`d&|3ml^;84*TUbseJirJMP;X#NJQTo8&;aS!X*>+qw1DFMp6x zdu!-w-1LCqV-mhMSo483YmtF(>jmPHoY((^TYzDA>2=fn*X=tjw#3QbD(uuxcqie1 zYMnDtIgI!n@uJvfNj)5XCdMAeG6FhRC;WxOgP}2Oz*QXv*llkYv8%g-sIZ;Q$jo;3 zN)8ythDU3l;yg7*T2hqMGqgJ1ll2-I2Fm5RUbBxnBp)vmVRjgFkUGM$jz~8(%+PYn z%NasS-g~1~lq>=3eJ$~-xaTv_bAIze6E7S(PPiDQtvi%;DwB?Jm9N#Y>mbVNt#O4v z4z4`&aZAtIVsQ#Zw-ql;p$vaob3oe-(0tYL*q)u%cltQ0gLvb}x`u}rUY{8rBv~34 zID2qN(&=&`Y#+I2*sDGVt$&;G3?ZJ5mDQB11XSQ zZ{I~^PtIto6O4eo&c3nLm?!u1{tluAORld^+HCf|)MI96(ZOT~aoAtlQU)%#@AtnC z#EW=jUTM_EU$s9ucPQ}6K4z(r+U|zU<{hzMusnyB$N)eg2`vC2jDhN(j0!962?e z4p3B7;cyMrD=AE1KCN-C5s97-momt2rLu-QKa<5YDCpoF{%&YwJCTioGTLKWn_M*| zFidSOSQUq5(5qPv>@fDT{P^a;mIba8fQtd8pl~0C>a&b;i)Ce|e=MC{))a2@quxaY zZ4(!#a?QB;BAbC4X;-8VDWsSjjUOIomv0dowc2=^>ABo=#VRSW&(F?VFWG0${Hu$W zYGn3!$>n-sD;FLrC|_A*nxvlWWZ$u9ch#GjSy8dSbP5}#GO%z{(FCL z^+e-$rrR%pbedsOAL$f!d0n#eSudY7+nDoH3V^U4zj}2tsxS{%_K=XshWJZK9^G^( z!Lf**NUnv`nH4|%GG$g&x1SKE_n?D?#eL;KGH?&YNUlhPPgf7?w_-oCpElv4Bdr{kj4K?H&uyYSU zk%*b^{={xO{#@744bJWu(c@=;S#whP+7kKu+LHB%uPG2m73IOo$n?v{x_abl$JEuL z+4H8mF^Ic!gJ!P!*k}~ES*xtpFmKW#^8TRA#Rn9lC}bO%F#i~^>X`jyDK8#rLzNcy z{K9=S7}mAyq(3CebXb(ff%xV7KK)5szAvrBCD}HIe^%m8@vunK);}(Ts(e&G{Za8% zRasPr*J%xn>~FslT?La~gMmus-%_OGH$k3X$p*(Lx>#D1w5NQthPfY9sg`3uf>>fym32 z^yO|ZLeEtiK83FEriY0IJ&hGrm=7@N5|wlB@ba_wkjp7o4SUX6;@#h9DSR+nDMRAp@=H;f3 z8)upK>ZX!^>R?`qu0<5qu9iQ`qoysd)+$o9#h+#4ZI_*|I+S~+^^aB$m-GRj{&=Sk z@DAUE*ZI5UV(k3Lo%7Ir9MS9K+@G2MKw?W2iRvJpBF10Vn*t z@?&Eflr(7OEnmAnrm@yB%WDN7}MB)vrcOm|#LGH=LQ+rxH~~pN9913ogw0Ze3HO(WzD1jc*N6 zUQ$2-4nPv^@ZQ4DH0@HGf?38U=EfDm3vZ8g zon*Yi7rvpUC_|H|K&)v6D8cmiM$IO`+TSH8Wy_OGLv^DM$Z!FK3Y~ZbTe%`S2u1!* zu@kHfp1-aLt^9vArc!Lz?sObNizqM_S(AouB#5?Qki(I37Zq00ODS6$1?KUo=l{tX z)r)bC2jEo>d?^?3LkKWZ%}W|er%zNGF4{85jjB0d4%LpeFCS$?zS~$~*>n$h=+OmZ za}5r?3kkn`3{^;)bD~cvyVr1gZ32d};je9yY4(P`#(|pw(b;-}HJiZ56qET^cuje( zUVSA_xC4OKu&$c7tPETh(#Hx*M#?lUC#_2h*O=;=Tv}qz2|rf)JgrR9c?-li^;Ec~ zw{ja$LY@DzmaX_;5vn&28xQ$1Xkrus?~{^R_TGhUm17#V<%dl}rO=hZ(6bF8c2Q&T zqP%x`u#Y3{6FrrVC%EHF1lxLU&9&y`j%k29H$$c2fknn1i%c`8P3dD zX0w%LW|XB;wk#25jODf_m8fJ5m5LN)sX4|n$Z}JbERj^S3`q+qV{9dq>efQ`RQ9@2 zRR8C7W0rH~dmiU^{@>rP$9Xu0bl>;q^Lby(>w3Ljm*2pdov#m=IqzKYSnGoO2ZG(i zcI{%_V11>m(vq}XQZg$c^@+m|?F+(7|7WaeXHm7z%Bd|W&r<1&-kdgK zec)wX!2fP9o)o*wcP@f`9l+z<5>O5=8^5}jegPD)cd$(C1}Dj_@=0;=>NRV+W3@N_ zj(UQ_3%5NSBpv*GiUZ)k+>vaIEl&V`AEy%U?{HZMt;g)1&Y@6JbpiF{Iw)O*u7{{( zvPUG0om*Ek3hdVwY4u?wC+*G6ueU^rIgVONiU_Cer1B)I*Nd{Bgddsf3DG1Jr<}9Q zpx5D3s{c0clD(@lG%oQdd98!;9S1u~bC z>S2&y(w2x(ueaFPy!yjMT-T;wo{=shoFX9OvpmEuo+sX2x&khp-!XJ@(-y#*fTG+R zVT)6LQ1i2BSqzqpS~&g5i>eIA+G#(oTBXau)D}~3?wR;?!}@Z<_^r$9{#D zO!rdgc6_uH@E#r>NrkPy#x-p3x!BPsPMoO3mU%+r5(CLZ&rRz7z#dPHcwZL!l&Do=P+Q?a%G)a1~_mEc<+LLYaFE*QVfdG2Uh7vLMq`ZR_Uw zBWzQ4ZS|>aty+Kyg6#T|>4ta8YMYzzLh?(qP7{xJZ!yLY9xl6 zbBRZFW}(Y&-@g6n`-}E0tB%Z~IXw;AKM`?304);ra!WaUncYU# zP7220^Rq9%lp>l1g6fSk9^ObPyuYo-tV=!R1T3qCyR!~bS}6W)LvaI`SG@FPD=G7n z)QO-{gH_MC#g0c~(Mb29?w;Cm=sb%Fgj*lX12+JT)wY=~4i|eJ=aBFlRigl+c4#06&heq;n zejPA|j+8Ah`?`nn!-jG%)}go1!FD7yq76%8-1$VqyYnxc_|5mjhUtn#Dzh6-qSNq{ zICl+m^QkS*)IFM&xnpLGKlT~As-D!fJ{OM3D#6cMwwx`k(pegdbr>)F@>HV%LwYvsbk|F(QpxSD;9z=Uw!XU@vAVtG_`jOv!HDxidW{*0I>h=W$ZW#qNw(dlxV2 z@OdRI5D%E$f5?T4ztpr`{hEpP}~Begvt6syDT`qj9C=+Ur1>B2SKQXd%Z!;WZyEqf3FNwZ3bTJL}X8WmP~As80^`XGftIc zqD0YX!S?Ed)@p=@S}R&Dg+kbIje8e`@LX-z*aCQrZZqOVU`{Bmt;Rk#C^Utu-23{1 z&6zKP-IA3&u*dTAxRajd{rlUiWI>vz9dx%G?m%#N{nujw+r*Zdwzil0DeClsqj#jz z=4o>{a^qeSg@F+4St$0lXQud~P2F#Ku2t75{v0*2$5C2hSdV5Z8t$A;k{iR8X*?`C z;PB!R-#$)83F5pcf8;UHYbUmzj}H+JMIaczeiK7@YIta_xArYPb?TIAKh8_ey9TS6 zG%qNRPLS^sn=i5dqGm44Y0m^%7BQMsyD2|4e8kE~0g4YgBz%rb)cs^~pI#*P!53@v zXO8$_HvCGx(#+n)RwTK(>9o1SkBsd%B3oKaam5hvbUd!sLiK=^aVV!7;!ELL3U37l zb`FctD{=oU3|q$M>d!|I69f@zZOWIalo%SyA0@WK*Y>8BEKWeVXdOPL4L|i4r#V2j z`)?=w4KOsrd?g4eHN1&W%-4fg&W3#~o6^Otg&SO$Bb6wIy`@7m5#U(c&mD)vsUc;T zQ4=T4My>F6tRVY_k3wt?u8}2jNNtTLmaGw5C>YMm7{aYBYuBuqeq>^s9&n~1OLyNe zF3bBNfE61F4+$BA%ei&Q7r)^0aPiIn?AXK?U3|I0F2?YIqtXIDkcrpixTca!J@mQ< zFBOiTf9OW_L!4Mb_E8Rnq>Jzp_x?E4(Cq@vBrroLH=UBEVD;C~)Hl!9ie*ChZr>52 zr_(D1@5w?IA4?lQlt)s$oTpUeeMc;ghhJOsGPN$ge;q}=*YmqdQOL@E2tH7f3BU=> z*vuNTE*%u2N2uoy7_ctrarJkMJn;N_mHBSS({@ zCylsz53GIGlns*)-2GnLg%y-p%9dEzAt|I=Su`Up*6i9hRTA3uO0j<=A8%{WsAULI zsa(96;3)_PUwP)yBFcaHN!Y&%Wp{f?Bz8vft;FL=@-cba(UHaSqNSMDy8ogpMip7Z+O=LnTj!eDWD zajsNddaYzh`%7P`Gq%*aEJ2y<)X#zFI+Sff0jw|H@!AiFU^?uRp-@-Gv8_Z4r;1jZ zx@0Hfpq7X(rRyBtT|UWgRg33tap>GQ16f4HzFu>1ckc!-xuSx5 zU@P7eaA=0hG*aD=yYbop#=Tf~(Pkalj(XO5lhnDSy5rBfud54oZ3U;c7dC85U)@?I z>uTc;F%tLhE`|A9A8)Odi2sgrxMcY2Y$eEXA7pNLHFU#(vWI1STgaEc&qK6<_6N~We;Y5R!xzxWRm?&2T6{?qZo|Hc01fAQ_4 zjloG@Y!_$)a`LUUV{v|bhz-sUis7{V%c(t$Cn3#;QKTa)9q{$ZNt}0wbH-sJwMPI?s|w;EvhjC3;_o|+tTIRW%LhF!Z_5I=A% zz8>ZW&WD2I`xWay40$2T>}@+48RdW~Y8W;?knN(FA5tkU6kFVE5ifDj`W|1yn{K<} z4Mc>SwKtZ&bO^rOY^kmDJ!)|j0(*{9Gl~eA`NepE{P^|TF+oBIBruOT# zIu0C|>a1=7<)vAE#f?JT>Wn9f>8zNa8d{%|tjc0g3&u*7sf_ej52f77IKz61OUFbqPmQDMiJOQymE`@C$h_MOTxKsG zL16G=xTH!o!}4UPSk{ZR=lC*eg_|+w9r=vAOYw0aq2*HLN=1YrOBs$ISGf($nj9a$ zjC#Ho!!TCHVHv_$!ARVBRh5XOOTmm&9%%0x$eW&0uEqTM&xgzuox5BMG~}xNgxq1G z`V#lod$KmequKhzmwD{3uR-@R4zisW>|9Y*sU7{us^2GRUU7N6@MH@v-jsfMmgTbu z4>55CAVxd=rTR6ZD|%wAZ$G#n7rCV7`)kufELza>!8 z0x134M`9wCBkrI0I0`S8?^?hc9H|mT2XWVLnvQT!oWJtpL0`0<=d_f2pb}xv5S4fc z!G%5X%ehXwn#wvGJGZ1Eb+671Jj$NXT;_HCms!uhMdvOminty{sH9{v2s4y>-#-8K z4Lhn0QF+o0U<-Wyd6D4C`mE%BnL5K5Y{tnVoZBt;(3w)gG66lE7@Ek_~85j4{XajugL!40TrWIx`#v<|#@Vk3tx)57ft|An0LQlWJ8b7LwjfX~z}~dL6IfA{bU<*O1NLmP z%kKEj@EK-S%JhtkLr(>O7jL<_#U~vspH)s3l=Vc4kNkV*gf&Hrk6&T@X`+<8wLN;o zVh|T=W-Ktyu~eP3+mDJ%cDd*)Nm)5CA`IvDf>_jcC%Bcor}(5K9r+fhOjH43>;4UeWFd!Yw6Vk07U zmX*bIwG)^CVmFb?oK@_~%Lod&?KkwdyfvLqpQxgf5tob`H*SbZO21hNYpqNWcs<~X zBxLxozpZXtIn{;Nij$s%zU%Wdx`>UFUMb~bu++&Fdr2RI<}Qp}?A}6%(QuYcBHxU= zJ>pm~v0&@Y9m^;l?^l!M(;uWL4hoygqOpiLtEB~wi{-_6I)wKgFTPM%+{i&86o1*S zor$uVo7!{H)0^Eln6vA*Vw(h-8-8_5MdHOyvTCYaS=cOg#6?HxIOErZKA!-ONpxS4 zufB~5L^r22*xh#D38M)?Ag^Uqvs?78FR92BUOew$uN*1}%wjRTpm1)&ywlJR6QfnD zcGDGRGY#w$I^Ns{qwG4@EGKl zc&mYD%8V@=KbN7OsoLH%YoRRBlkSLXs5KNPNsB88uywC{K}Hk5QL?Y+_{E0dEd)*E z(L_ejZL$5wgatbft6GsyBcU)wg-r$@Bcy-<_FdTabNkF%eIE7iY zapNSYfb`|*mkT$jOfC&Qosm-TOO_)|&d=aBMKp_goD$dz(Lv3fc6CJKRkDe5y>Z7~ ze&hBLWk^O>^)K70+Q*)Fo<8Ebdwu`s;x=G)nkU#Trrkgs(;X)^oo<4AV^i4xr`pez zf3>ehf4mQi#ZN!)gNXLvAaTd&zr20LgbS77SVsw~BfbAw;6QdEeI5L~nYHQ(*VnD@ z=)YA##7zuUWfen?m%U2COG#7-1Txq3iQD@vjA6Di%UDLX)I73^Tym_e&Lbs8qZM~} zZp$s}(eE_L>j%jxisth9nltk|>5)t+;(2^(%ljp3)-~Bm8A4c9S`HsRJgmHtVx|;4 zR)cYcy{KWL6J&R(t60jH;msxs1}=upC|eCAQoHX7bApj7u$CxxRuv`zA1WSS*i==% zQrFD_kW+8hp62mKRgWZwU)@t{6`8#C?(usWTg$mF5jhJb^5*mSU);$O(h%8pR>Kv_ z2FEjwT;yAwJ>J=RC>$lxc4uODio|uR(G%o3F+^?~6r9!rdhVP%t5Pb5+Th-e*orLPtvOUrY7Y7bKu64}_;1nplNKC;WWBQ-K=(iaJN+~aIxWt&)Cth(X=BJ2KR~fj+*jgq1kyywbq?<#1WC|1KI`#OPb?dA^`eaAa z_Nzh$PTWj{Lv@h^mm$N*6G1~Ku_<3N^KXCqTLke~yz?cxE3^5gNZR~bRk0oNhQ29f z+&>l#FD#=@4vY~>TDakp8+JZ)XW`_S5vtmnCw}EpMElh}sZ$=jwjk1S-no7vGQFMO zQE^=Rz@O%L&5B8I&Cj;?<7ZVOk{YR!<@JbRAKgf?>)W?4La&`wPAN1|zJkA8p#Ck%RU}&b=4@x6jodCsF45+&M#jwfW@P(!?vy7*%!p;@3U9fic4?cK(*q#RVJ)e(84#s^j~TOOl~ZE`>f!%~wc0Z9 zo#fe(%oD5TpJEN#A=Bz}vN^WlQFdBf($DBkuOwSu#ePhg>gn1WKDQ0cJ2Ie8h>x z?lvPHC&*6qI&%M(UAv-Ll_Tq_nhkJgW}&ZSnZdsCtrf>*0B1EAuc@SE)Re*HQmW`h zlEn&+%v>vSVcusX;0L=Ax@Az0JXDp;#x7gd&e2dAvKv5>+07psihCf9h6q_?;MFFU zq>$#7`+coJtC~j=UT`^Uuf$QJTew{fS>E+z{G?{0L;+umgtUke`gf9vi)&x>rh=Y; zyjjR6u5JUQZa9LAvX$@AcwWKNp!(ob5)BEfy;5EZOD*3EPhg?Bu){`-K=ewf0kz8p zP(B%`d1lhCZdv#wGo8&12Qk2~l;C`BVC~mR9Z=LvtB9?Z-Or@xRkY<&G(_JTvPSkU z@Sc>G5Q}&)Tpt%|YY7=14mP{$6E!lnhwtP-IrpI>stF0j-x;|^jcvb+n&|9(=V(_O>SYAZav^snw& zxoTB8#ZcP?aigqoF``;f-X*;EB*6`71rtc_qojIeyq2WoE$M1JYc3!zQXi|Ez z%l%uSTY@8x8@RP|C=DqOI+O6_SpR7QzqmT8BCRawQ0cio3sjw(eZQ@^ozdp@tNrWu zsK4R$Bk$|p_md}kI>f$o?GsyW{=_HsP_n)Ac5oBhc6FLqzpw%IJu-CqQh<95*=piw z13c*!8Qo&?qEppjk(Hhu?Prc0DCC8No^gc~NUlrY$XR>UpGy!EVq6}}Gl!djy=<@L z5tRA+q=ttCBBs_Xj_!GHWyBK>&7r=GS_agMLcz2Y-9$&7{z*2##{u4-MO1AskBACJZd$K@gK|9@+Cw%9aOfQm$WQ zOz;+DXT@+^pSzo!9a1U&#CBZ6XtC_+tp)Q|Jyh7s_O(_H1JnfL=^9xZ2{O^E+sxGN*J*iIWXu;2Q>KNzPn;zS#Zrq*TzhE^!13woZ68n? z=FIXM=jRana6&X`Q2VpehH5_;rO%>8R^=LMDzQKH>Ux9HsgkinUMElq#e@lgCli88!A)=< z5!x3;zs>OhoA;;IJaR{Jw?$9fcVs{vW1lqt^efilIdjCsP846#Lrcxye&jSS!k74G zmRIl{TAL8cH&J?Wrd)S=7s{ek{|1@svao+PG+Q(BrB0iyH_nQS_OGjHE-n`wp)0 zN?}Ghih#=c?0p@^?vA>Bdzv!gn7w!!R{rvd$!zRstIwD$+e@52gj!dO^1w)t_30}K zPKV2nL~&i>?-4mvR%V}^$6L`NO#S9|i&P6N=0tBR`>L^hw!f&+?6pdMqpk6|6XN^2 zSx;ON;HMlK_gJ{Dq;+`$3?MCLY&F>$8ykz?QlQQ*Zgbki{Lm-S#w`PeN~ghRux4-q zo*GNu7>RLhj;s`9Nbis|e+a{2HP5$(VP&b%+A8|jOKi~K*LrDQyzOYmp*Mz8p!KAE z!4N9+m(qX8u2hP6XK5?xx1;%(`K@0*dzK~tc*~Y8BT_e-d){Bius>e6ZBtguKwSx8 zoLsbDq$HOzwwJ|r=L*WoBSv81Ou&Y#WM^s&*(GIav-6pm(MMBQO(6&%F23%iW^&0M z(IVzS4b)SnR_DgveLOk-!#PFQuWJrD){J03kpOO9P<_PRvBQCbnp@nvXab@-s-Ef{ zjh)+HN^zxT1SHZ>R*yxVE#by`^m_4N@gYOFEgK{U%f@6}i`XKNg(sAI%O^N*fPl*) zcCT&viV11{eH0Nt9zT8@a}xtNI1)z$ClH%V8UY&i@|Cd_m6cW`K`x+%_SOJ)fAh6N zaB{PX>gsO#Nrm_z6ZQ1sOyICFzGIEduaMHsG{sw6ee%am}Dz zo>n#1o5*VkSe)<5tgxHM(GVY4ihDll7I=+bw|@Ch$QAM`%w1RtI@>|CfN9%Ps_qBp zor6%6>pPd-L@ZaGV}4mv|F*$x_~Hyy57A2Lbf2+$*~{a_rN;{04o%K(_5eUkGME^s z(v9!vF>5`og*@&>&yy&|c8(tX`bL>06MC6swZR!n0679n7)WO+32QS&A)Sdp7%Rv| zy;G|i7YBY2u`xKz_3=nwonpeXjc_V&_P^HMqg@Z~0$`%}OAR__j^)zX=Ww&TOu$>*Bedh$WWMj3V*hxNtML*`PTm6o{$mFBtSl|}fe%gMqXh;B7j{X&HmIjP z&$nPew4@@lVMe zl5&4b{o7Q11|$rcTb49`FH5l+HxASbXx-ORG6U_gY=Oh#R*-XF5H@`!MSid4xAZ3N z!8q1RXL_$-ud3%WN&8zeA_0YnHhCp8zbNMjj%l#`)R-;}%g&!!%Od%(4O}}G2D%PV zTuCDl2~7)!n)PGCZggHeHZosv?L)7gSEh`M&23v2uXD5F?+X8q$HnC~DKk|JTK;Rw z!sv($-^|Vpe-)-GZVEO?#Kb;9{Olnf3)0Sxtf+Y;x(TF|wwSF-NkH=-8;@Jx=RFrb zE}H+kafAA2+SzYdb?)+p#tmwpHBfXsrK?h;ecG zEx2_d-`>7)+=dHgbNrJdd19|4V!i=Ot2;5nm*EUJxxu{=?U`UE`aqK0aBg{3&yOm|E&_z0Pbt zQ_bkUT_AXfxD%%{exKR3WmHDYj!_-L!ov%9b_5LWu(@<)-$jcT+xbvNUB_uQq>r8y=tRbQ^?N zXSc}sSo%fsknqDCMGd04k6_ukOPA5)895NmTDOjZ(n1c%sP=8zw5jBAOcb_Un4uES zGxY7)?oFIdX}E z?e!k?==P1mdr8EkwV|6mhB(DdB;(?~JFCh{F(x`O(H3>U`Z4uqZ^XPykCzAJwbmKt zFmCZ8cUXev7UOf;-mt^+3kZt<}(l5 z%K8p+d>^xBA>UR!eQH773mEQh*7a>1@6)tettiPtFTumYZ-EH(8?COd^Uc~J)h`OO z&vmgIQ8XxT`@bFYcgy7(Co6W9wZCd+5HY7UG=3>cjdph;660YM9pd zX#xNVA<56I*Hrr~FYjFL zYEZ}?>?m2{2Mf-U3N!TTp&Wo@ae#54iy84uoe+=jmUz93t@19&mEN194-kwpGBZcZ zpgyx!Djf>cz*VbOi3;#qO){YqI9Rr&iSs$bq|TU3&c z)X9Oh@kkZ5TfJ$uJA>}XCK0%(;#6s{^m;(`ErnwC`H13Oe}8$yc*E3n3dL4a_Z$6D zZ$vN$0Y@K)UQS3cpto|Tvr4U{eA_`p6BJPTw<<67F)tWvvbGCGlQb~Y?};xyk68(# z%!)TeJLM-KXv$(=vBlf6b7vH6l$^)vHY`(>pw662;9>a*#HOPzYUAsEbv4!lF4xr* z*U8>r+9bn;523CvMR;1aC7WU7}_>eyqOY<~Q#j=!iE)pH+_Ed*Fd%sNW-- z*J^PmWh`;+VKAt^*yamS;Fo&y0yU?(Zhb!FD7PJX;Dg3lVIwU!cL=k~A9#C^c~>wo zWj3vVeqgQHGdiCXs%08s!Y`wRzhxMHDfF;nxWSea(}NE<+Z#t4H6JF38#m%;*|KAe=iV9ttjDJdy4d+HooV5}Hqe*agmo+CRc z2Gzg)>z-i{VQO3|W0j`mj>m&It`u5^_IWRyYGh(C=7+`ZThBGZYr!`(s^TEeglazk zvm6T9tRQ1y60lfT!e>ZNPd7+-cv{xrfrvWuARny75baQi)Y0D(+n|M%V zbyWA@Oj%=**>@Ra3qv+^fArBuvU}&Kuf~}%>;vXpSs*7e6Svcj%~@%uT@93jRMa^k zK5Fw5>1AHHxbIJ%o01o3IAH zrfk~AOtzFBDl&bX@^Z2=8`=Vy*}k+d!(uVt6dM9ctyu3EIc}gPYZ_$r$Y@QrakC!$ z$Z_+CS${jRr0NLgRNx(FVp?^k`?Bd@3?3-H7-b(z^#5Gry)s~J3-=`#PY>qPIv;-g zShZnn=Cns&4IJnwqX5toQ4UC>0OXX#yh&e)VW%%_y}6UWfFDTV%Jg$A_{EXFOjgH6 zJEq=nD#rh_qm-Q*H6)gsYZsK2Uq9EXHOLnkIdy<6O5x&m2jSYz*t5oWF3P znp+vaq-uU}ONqh?iwU;fn<;em9VvA%EZ7%1cY6H~+*3g}4vOzgv!Hw>wbIRkHb}+{Dxb+X{vz0{g z8?E6xTI&4MRPoGUiZ?QmCvibmCkNTD;AQ?=-N{L*M0j@ zdb#pv>^>Ex+RXdZiA2Cj0cIN^F>h1k0d9jUvevx^IzidaUKGfO}CbLhbX&e?e`O9@`8 z{pi34Q3K?H@x;(aoQH(%*4O4&6pGXW_g=6T(ssiH(Z0w^IAAw>!>W3UDJDxgQ+W9o z43cY>P>^bKfD*c_C@D^_GbkXI*|LhHil;v>oviE_P!tABDRu)WTpfU0FH96yT%zYQEP;-!1WqNKXFHWsX zJ{I?LhnTtL;PzUDjo1jYEReW4Ex^;$^UzZb^=#no)DDC@z|t8#bu^6aIum};R^*Yo z!+-tt*AcOc4>8qTz;u58Yq1iM6&)vUxuhaONU5zZCm%#+W;bPY!kU(Bx;CCRVVb}0 zD7AaeKJXK=DY^&1Or_+boz?eV#LFcW-v=Rz_b`Jcckp!1>L~P zust(av0DE6>#xO1S1*!|3jy^8_z1s%?Rk8yUN*zE;BI1n#RU29*{k2YY2D7Q;kzc= z&izGL_Lv|Zd8<+lKgJT$v$ef_lmHR>;ksTC)?~(2G}gn4QD%aH~Y}(C=F^pd_Zw1e5V>v;49$BuG2=27$K%?@+Kwxw_W_Oo7|4)m6cI1 zycPrCI2`wunDpkmS4_JOw@ux|r#nOu1w~d|hV$p28_X*8BG1dRD=+ubC)_O$Jty6I z{$_*fCIwC&TQ?~;XIIAt{7N2H`UY7v1wAN?nL#<#!|~A<0hksrMH}H6 zG{SGrBzt?;xJE;!PTeasM`=ZnAFCFWX6s8`B{#=32GkHTj&XtjdH`hBs3$137G5R6 zHy&O;DzskWfryAsLT?lPl~6`M{G@pV(oA_~O%J#p+jQhnfk|41ldcc*6}G;bG;Z79 zmOHA3s(#G|5V}SyLOo=CykNnyo(wHwF~G zGes$`JK0Sq{KQEU<3zHM4ayr8>#22g3}oK3{{{m`pskSti?G=|40eBdb%8iJg0w|l zW)*`$K)2w`yl>a4M-Csp5nZsC;cIu|ZG#nWE4@L3a}p0%K0dzw(gzV<6218;`hI?X zys`mC_p-AbaYEqbXXq_Jl^w(h6~E~@{C%0=@Ca}ZK)jbN$+_u~P=ZwZg`h6gBBd;) z#mqq65DqAB}vIz`VfvBRs8Owh1tvM{r6@~|SGuz1eC8)P` zo2`Pw!--Qb|>8*cD=iY6hhnARIB%A&s1kR#fj!XW=|kZ0`Uvq z6-4L|_t6m3GB>Pchd zCc{aLx}53MV>!9LaZ_n)>q)il0&evD>C-E+G>Q=&0bne*E_c$&j*y&@bt3MnsAS&g zg7K{I6eQ9^S`91cE4w%3F{Q=^8SWLhWy=Eqa?`S(bzwpBaL016tj7+lIm+P{T#aK1 ztTIQq83J2TQ4mvZA86xkI@cvXc4q9OpEvIZIvcN4DjD%C3j@+L?Av!D??woPw2RU6 z1f*$lZpR|xfh>1CkzIH#!ah2wClthKgQVi# zna)oIY?hD8OlnK;T$~oY0o0|A+sC+YSAU=ENyP=zkA2pz-JXvtrhR0r@aR$*o0aO_ zBeg2iU8-csd6drMiTt_naiwUM`K`;&@q=$MMPdKMaDz4vec;nF)EVXXy0AF?%nL@0 zDj_f)M0P7x1p@xjqkv5GCN>9iDP7c=MA*sCKx zkIOgWWKowE8gwfl!GI~%qn~zldH`bV{?6B%1<8_ zUf)*UgP3Mg0JhmRVpnp0v7XnEN4HYqhh#QLj5(MW(QMxRido=eR^1w2N$f@ZetcrP7{-rCMv^hv{r{5c{5^m4vJp&v#of6sz2%=Swdnj9(wSKD9pVsM- z15U)g_&%jU$N@L2(~fovCxl&cf8b?iZ|9KL>~XxWcTQgzQ6myu!VjOkL3P7s!2{@1 z)g#;l;>B?3@rjBt+zatzVjdw&cmvC=&(hq(45~?WPBn(EBEwWZzW&06FLjOUKc|s8 zNEJ#OcUZWOT>NXT6KsuS#!aOqq!uCXOZ54vibJKL=doetTlk87)N=gcJYhhyZdMSb~?&emJZUYGqSDmD%2sX+0U-^$6(at(cG8>fK z+2^&u%Ico3e|04J<)0Dy6z^l7m7eYK)0Q@ej1C;hAG$wVKau&P$tgKSxvG zR~vf4%`N$AW`J*iZ{tDrzptBA(+wgf+vJCtG2WHMb6hin_U#ADG@ofiXQ6dtc$32) zOOs?k5e}mE^Ci8O(B`gOv4FBSLRdz!r3PInhOL*(PTP@|grz$hbVrz&OeD1iGc+Gw zGp;`RC9>SKS{=oxCef(HqfgFWZu#ki%dng55_r7Qr*ysca53&FtyOG{nkD3T*(#(Z zzLDgGj4NRpq`tLk{Af7eL@FD>?in{voO%(YQnnNdz#vV4u#;dW$!3?lZQvKBCVo|G zp^k)&9Z>Z>18cFGW_P6N{e;w-Xen4}&IFZjx3qE-;;$*@ZoPtqgU{fzlsSVIzY?kh z`pZ-wV~o*$IesVk)pwsp^rPJg5%R#Wwm#nrWl7j@6;Ik~ zu0aMVHu)`nfRn1yqsb?m8+ejo zrN6y#-DLK+>Tt+Vp06${BgV(;$J|>fmgdjcdpE$u*!bARUH#PaseJ5s14eXzM_sQc z=la^KGG9P$m_(;G6M{z&$7Uk?8>V(^*(eCnzAgI(XM1*02Hm}TSNDE*@W>3hceg6E zGwE$!^Yle+K<{FhL9gk|8ke}9XpEl!`o&mV)*D5gBcjapVGip$xsD=vqG!CVQ4lPJ zE8RhKGRR?FL>;b=1=#cKktP#2utDQcY^DCbkP*Vz1Xw z=4Sb@;97>RY!;c;O(!5|AXeLXcUly-0b_J0{ z?c{TkVT16F$h5>VAmFDB8xj_j<&@q}TGz(q@bECZ59{{i3>&{P1 zd=&6P8Vw?H+15T?HP9AN-3TV$&*EnmBvU1^xx%A3yi29S;vIqGQR4Ryy;~}k>3T>MKpmp+Np-A!G#5$S-es6tmhyrUopk(ox%72sx$1+&+fUt>)_xhs zHQlr7Nu65LChlZCh5cuyx~7GiBmgppi@hw5x1Jn3dRxfzTpi60Ql3IFqVI{xp?;%3 z*XUSSF9~m)vwrCMF$%8|u9-FI5{Thzr7U8Rp@NX3Fg4H;v6ZBojajpgo^*r0+pEL} z4O1?|IbpR@JBOnVYli!+3 z0qQZYE#EY(?crl_q<~(JDj~|e^=h}fS8k<;<0?z(dcB5_5XfR&^U23zk8Fdd6nux| zVM&EIcN(Ql`mWH2*KjuQzGFY%(>?4b=48#s#f^(|@N3i4e!)NLMMOg2FM4XrTSC0D z^r|Nxat!Rh$etZo(+XAfp!c$vOSd!y4htD-rVQnB4H{hX)Hk5kwEWqTrGaNGn0`6e z@A0eYrwm4gQ$SiD5L^RYa1Te`&$_w*sM;JCM!}M}j|5#w-KEfmt&@+PnHFhTL~Jl& zv~TyxK&8mJ*-_xOQ!ixy0-=Nq`fHbx+m9blj@f2J z*WRL}v~*5I5hV*?U&4}_gI#q3(o@_T9OM0$o0z260*y@|yY%XYT;#}Ed&ek13F~6N zx|B>GgXBx`>cpwWKm3s0ySQjX59Yp`_c|SFyEP&|rs|%tP6MYO>-$${x@ihh>y~CD zS;UUxs`)>E;CQHQnQ2FFzGRxGM+YJC?BL0~!fDTFlM2YHMQemx4P$MVc@XQVKw@k? zT>*aq>E=$Beeeb)mS?YCjkE9f=**1noz2a!J2}F^<5KB$W^^z#G^@i|*IsW=*tSs} z7*u{s)pGRgLrMp(lC-I&_sJVaIxibfUSsKnh@%2avQtxg&KO>L|JKxVd8hNOH0t3B z=N5izBMh8-*)=}t^!ka{&F}m7XXF&}gXbFGM;f(PxBe%JN78KeN8~r35%t*+Od5dLbs)7)i&}+dg1vG6cS6!e-7vEvZ>G@Xfa{JOr)lsDyqb zo^ew1aqs8^MjF(Zo|eX41gKiIl+=>Q>T;7`0329>Nr{qG;B7G#;hXBR9c!PraQV7B zF-92ZQnzX7q34ia(G1AQBSPeqs-BeMvZzXMeGO~qAB1h4oQ?YMV9n&BdFR@QAtT5N z0jZ%fyQ-oj7rzx+;?!()TWp2o9nO?C@GSrW!`6%F z0LUd=M!K>-S@Hvvn(O_ymh9eaX*nX{Y`~$K+EZ15HQxvwpvk4b`Rh5HSR@DL-m>V1 zRzL1|G)wNFyRpYN0lMRd)mOB3j1AoK;6~l+fhoPcqfYi&xZXFqUXF{p>Bi|B?XQPO zzMAQ`wla3F0bw^QwL>JiOi}iA^*>~8*y}67;bi24w962|2W}-I$rTcq(vl%frJzv+ zv#Z1l4WqqI6w#s?g}5UeIl_huBQdcBJm~dEI%1HG?ahsBLl81dhPV5E**EyBGHghe z@GE&_F9lc9Whxx9{W zc)=lLAR@|Zslfwct5z+zp6sQ?uV^O8Z-yuv#I-8wTun_)JVGoQdx3z&0}=sRGzKlU z(+{dXDeDOLgkXNrEb}PXE|p5_oz1TNY-`lqfjC8Q=6}4I%?(q(`nH)xT+KSFA7%ox zzE644qs+7{zIq)5mA>-r$qSUkT<%zUgnHRfiTUSlpEL5mlQ?nP^u(bTo#F`NNPbP0 zpSt;Afx;@}*e8uD`JmJHBbs!d73)%O)}YbCy!qkzPR+=;m9{;uq&Day8_6%s?rCGzH86Rf z_tTRf49YaEd~)cA^4ysYry4Q6U+`?-m!Dcx_c0l(Wt$n7Rex|c|Klb^d_aQEUwtJ8 zpzFspd{6P&;QR8E=fG7D04Z!Jlc4TYp4D}KAbaECwdOFhR%Vmrw7ern^ad_V?TIlk z5+Ux$f=V7t&h4h~@bKow_MNnK4i4MRu$w^yN*H$FcnT$rLa6N6DTT#KGabdvMz8vR zP}Zo%#ozO3W#tSf{0=M<5?^}z2nFb1@TleMs;M8BU;04d-OTIy>YE^^GD4=3i)*sF zLZb=HnjQ62L-A@sm_fuRi$};{bC_s|q7dvse30q-B=YlU2I+Z~W)Be=q)LBe%TF7o z9ez&{2pN-=O5#=Y90cd3=fYtf`Mp9d$UeZ{0|bYRXYy)f+ylIUprp5egIi;g=A8c> z5x?F7*=AgR6d%-XI!xagp2EbU0<_sN76_S#Omh3XuaH|)R`yY7M$C;p-9*tzKi+>%Art=e49pOpPQDK7!^@3NE9yXvHt}j4ECE=+bS$t(8uL4UQ}Ab=UDI` zqF_A9lj;&&i{raBSbl3|+-aqX>V|gK0gu7PlVWt#FHx3=gsgf zUGxwfR3*EMl&T9evVr#kw{D#kpd39q@YIx_jgLEb-;Pwk&2u;H`u0%=CY^8l+gp$S zen`!UdOx3$({lH*F@k5I%0;Xs);T}Dc}lcD!kCc|$ec=4c7mv)7H~Pg@oT|C1v3=t z9g$bY=6a$sA=ty2+amr(faww`kz?fLUkAOGp*AG?!7xE`g>g@3)k$Cf%%;%|uUr{N z*4bHa&oGaT<*75Kuh5e8G|fS2FPGLj{`I_cUCl?B#)3 zp=-XixCcJJOTdK$e_I$l6YE6^qp9niN3bA!rv$pr|D9$yf7 zlWrXbZKKh7eV}AEhYm#1a?U8iIe@O!qc;jguIJp6);&_*KR))mt~Or1HrZ|4L)6|f zg8 z8l9|>QaC*fqC%0Xal|~jt&4igi}yDS^^=L7Lh*Wjvi|tkKgTGuMNdPRdy5L#WfYjX z&|Qf@BUJcU<)$oN$Y6icbVBe9_{t<5my7Wwoz`~l*U;jL!--Du&eq8eCmuX-m7lI2 z)TXh*qrnnvA^Ea6E@630@4-8@nnKv}WD$Ap-p-T`0-Q3nAIb9`_fu20X;C2RbtZK> zb+ylbc4T_snQfU)4kwpP9MCMP&JOEp7DJSK#^o=`c=Wf{Wrgl-cFC*U^nD+WcFz$i{tV$nMjMlUHWSyu0`l%9g+`x+r<_w8GDL(!*H6{$At+!<2SUU+1}5TL=8>P96Dqh02UZMafGUKU3e$jg#< zRfxrb??Qk?T`p3qy2flmJ#Id12=VUTqel+9ne{E2IylZ|2)(WU+fO7U2T@cZ?CFbe z;eQTLR56eY`|uc!2AbGgV@A6Pcsx7yR4s^!81>`?ctUaNSR-xWjQf zaCA$8F3m4*(jxoB$XP)8-2@Jdo5w z5gd2+#~*(r3=ZLFi_wZWjzmvRnZ!Tzx-t1ruk626R2!6oR=y`t9m&2jn<(3Pr?&yQ z2HJhD@s$nTn7swe|C{~p_aCkV9Y!o z#eQJxO&Iy@E5y6&;MP|@Wk_;;-mp^dQdOvEAr$uY-xG-CJKs{UyU90BG|HafSo21f z7o}ys&jj*4Y?=}-BDz2Af4%>u>_bSo@Bc&l|NrHmtPoJhzkXtpa_`>v*XlimTKjY3 z*UGThzfZ{5&ozPT+b#U3D|B=JzJ2LW3XeuU79Np8C)vft)A_lMaLW(RFwp)4?Jqfd z|59sX!d%bZekZu@UWRe99FNgfuaZ6#%tZ2gsIJvNdx%U!WYZI2R8gNgx`b z%gE3QYM|^26w;NjZmH^{y9v4lnX0YtgRk4r;G#6iLV*%bxHoe*;XXP{yI>XaH4R2t zVM67zAL@r)T`JE>#P5XrK`EblU7vLIljcUUW`mOwPN6N_ei0!wXwtfqQf&J$U)v`+ z#ILSa%nb2KxXbe;Bqa0Kck1kJ8@!I@R{4c2lcceKfkdtKUacoM>B?`*~|4> z2>Cf3Y@fM>P<=waT^`kqRByu=4V6u2St0Nn?c=A_t2gGm9=p_iD~^Gl>yK=c>cL-E z%dAKJz18#jh6CE$k!G46RQ%U$tApGJ1J3-DldoeWWTA;~%pwz6<*|Ry*5bdUU1eX+ zaQ_$a)32`Wc`a*^hWtzUOvW&xa*_72!vNAPQ$3Z`WDp!?p37Ko-TW^#J5F&`L50+} z7Hax~w~tj$d!tk_>e3MY-VR>J^2Uzc4t(u>E&yX`90SR zcZ$?>$U2f!8&jJ8g=PkJmQedZqE2-f03e6{NyVRKbXn~9;*Ap(@!ntZZ|TheHIaG0 z8(BSW*m%x=*_W`)v|s+d_jxmtj>#dkTrLjF3~39-1QjQ5`tirVQ7YLb+`M_yZZ2nX zP|7$IT;yM2Mo=FC=Onc42f~b{q#>bMNhJqH5CL;0svFpL_m+)7FyqhKFV@~`t6wQ1 zQ8eMAhdqVS_Ky`_50e93j?URU{kitNPw;>XqtvCQ7zUVXN!Z|{>MIW) zK0N8qw%%uKHi_ZyJe_(ne z|G0?RRkC?P*~}z0{`WG&@=S(11Nt-fb$Z(^`^5V@*~zE*g-L^f`3<-MV%7$}TZ zw6@w8_jgwQCI9tb`XS_r|E+}6zNPkPS#&|#o`sez3YtS1=tnNkiUu2!QZj%_7McBT zXOs7zRh@-?l>bPhNga~k-x2W(U{kz%@c=AVg@%;%&Za||jf(>`s20py#-g22!>Grd zAPj1ika)?QJCNPT&KFcUKwxtqWQr||)MQ&|=||w<;KO*&!ORoJkjx2yk%I`FJi1O_v;*NGhAS;; zFfykk9=S8~oWWXnYRRzdVPG3vl#R47Fye=OQ7>fLzt%EmwY5ye=95)tvnE=#O5ORP zqU0(Vzhri%(*^jTi?|L>e?PM>g7Hu-#0}^jocVE+Cf-wqD$1I*ID||}^Cfx+`FdNR zy?t2bGOQD_n4UnHvLac4=;Al`d*c?g#@Ie_N{^BDP=07N^uRluf!%wRAcTr8NA`0;}cZy%)dV4Uf@}snqz2iG}A0E4u7z_y%Zlfj}GP-hXa2{z)hK zB^w?Bl3ui)*==Tt{Dik({%hWrs3(mYx3#ZcRBjWg+U^akas#_Y0W#&jilA3IS=7!# z5 zU6;;1EySU{<{?w(FI@2F4nlFQ{`(ZJ{T6=FeDELq$#?AmDAT@Ovh?5d&81GOA#PfL zJg~-jJhUlRAxssL_-Fw&fYM!$i3VcZe=2czKJEibTd~=Ave9)Y(YwIeDTyLNn>Eu^ zuo(5zcm2}W4|H7yy~7HMAR`h!!r5k12KrNtSy}}A5*$n}JlRoqUf7^?sh6vZUhdem z{cQ!lC2O`w2m|41(qH1~A?hI2e)zefjF)T=BT{x^qBjv7n=JWQr%}jvUsBEf{uN7N@Hn&fTk*^I^DMca1MWM75vuQTWi2cS=H! z6zv+d8|A%9W6Q8#h+(kO%TK-ylX$5XY3KgIo_JnutM!y&<3F0S2I6d7!4vidVBXFGNu-q#`S^o?+zDx z3X%H>PXe4t_E+Hsv{mok-MiNst=v3g>F&*&$In@p@0tf`6}{zjPosAMbg^!|Rh^83 zj=5Go%%gAaYzCUXNM%J}um-U^$w_{`~-zLk}0!)3l@uasMU zxSY@wn1=;=;al#{tifIfS&K zC<8;GsagQ9ibWJGfUo~p)`}cdpjLLXf7zl%M;M?=%YQ?Qvn~8RFUXrREm=_iHpKzs zE9@w{^3f(H2nS9DqWf34ZNbqCzD@qmf!lElh&}DxMJ?iA zpjD52^W|^z1^G79bMKo$`7a9*hKNhBn6rS-iw6!qxpThwqIvTU4CaEnu)V2+SU7`4 zY+>Ljeva7QGVILl(1B)&>m0;jM3ihSeJpU}wfqPF$r7dP%Db2gl7Md7njs$zlo|rX z+}jdwLG0`j=%XfXATUcvoe*O$=ARm7eLyNovca*lI|nSCBm%<+dsi)BnTP}xW?E{1 zi}I*wK8IJp`zT0j;M#uB^`F)pxenrSP-grHRLfYsAeKHTvIPPadc{v~r*%i&XdQiB znJ=ON%@&g$8P_pvks=i^Z!f*laFwtwX^MnTC>82{<>pEVTP`fa^C|!m^iTfv9U{d# zp9K{fuix+B&2P5N-M{;exMuj`5$>qcZpQeRxt+1Yk+y%3vi$4d?$W!#-L_%B4ekal zKTQ|ra`(aC6n*@IgX!QN7|Bglf7hmQ+7MY{bKeJ*0=H}db90P;(~?sm->%t`*-Q05 z>5zi+hyGE2B=}8%%apkoNAgtJ7FN4EgCR;bqwlD&-c1gNOWlW~agKz5@@7;xaQt*q6(X4Dc znOBS|y^~rq`uPiQJWluaYzH zqHeZx=Osf7r0ooW+ROlDdYqpKBhLMmBgzu7P6T$CxF=Za#G)?Hl<7+$6VU=frf_s| zbYv$)Cq2Ep2V(pF(T(Ka0s5DOpu73PjB|OM`O8u=iiB1B6|pMaNjINidc2eFCb#~Z zhvy$opXS!Ha5aF*Y6h0<=0NNEe<7{R+I5fUVgo7FuP0t5qF>^yX}wBlW6h!-@xt+c zIM>q-+lp1Ch&BLKOn1+{3&MokMci4do`u8FJZAcAo6DFo#QFbK>WMHEv}ufiLHdg- z)0c_b%ULA&vGgdiO4zJ$wH|1UY_^0`sP(agR3`HLVe4CGG0t}HQ+OWxFDyyM-*Row zyj;DmRga$D4{e1ujuqy52BWR>XoD0JrXIF6FmH5dTx({}c&77A)<_+pn}0+Mxnak&n;Yrb#Tkd8Fj! zzyosI)x8>q5tkvhWKdc264{|q;H2zQ>@vU;m2tCHtvcgpNUAYF-$2QN?l1>6lfLpD z5H6!4x9esMx?HeYrd6NT%2=`f+kc%FYJFUK_l{(9^ens^$AKot`Rrx^Jg7dhD+^Hv zJbw9(#nJlz2aBWIzm5$z=nF#XF_QV6zLF**AwQM(ET#a2(yKJN5JB|I53@A*J!-L( zV29Cw8B1MEorJPmvJS?-lhggio}G=1wg7p{*~G!Fvq8GIlo^V&wmbl{SAYCT*qo~) z+NHkOfg#YfC7|!3#gs9Dxa?8=Pkf2o(~?K%|IkOOyHIc$WVqe`?-dq-2SJU+zKj=Ox)SS8B9-UuT;Suu657X%9#eQ zcu(X=>ReB;DskENxY5C_H@|;UL#BGZ?T0%Ji=3)yi1()FeddR56nv-B4ed0HG05MR2Yl)4cxzE*?|x z`&A&=XnpZ=iR1qi$gToQ83cUv7VbS5$P$KkU;ZmIu4_TZ_kY0uPiZRn-1h?p;C%9a zLRc3adM;pd%p&PSTmSf{%35$>s5IB-tqP5kpJJckSN@>C1nZ|nTu zGUB@z!^lrNGfnyi5op+k7DgLSoOll+*V+xMGal)CsNw?$uW%{T6*Xo}nl-!k;4LjE ze*ODtmz9-XO0{#Tjn&75UB_B@{C~8)30%%;+dh8NVC=>cTBH#} zizOnhW}=j>J?*y8UMek=+Zbi5h)T3kwA?L7dnrO`rCp0sDy=3dit2ZqcV&2Hp7;N} z&*%O3F*9nqx9|75&g(pn^Ei(4M?O9j{>25^*)Q0^G3IrKoo&sjY}+TNC|)i8uG8+$ z6Oh>p0yE~`qtHP4L!~ioxi4Ri)8q)UU<16qR1s=n4MJQ1c9S2>e|a!K7NXM9IkD|Z zYHDdb>zm~mw}Us}N0`}#7_uV~v+4=*dYhDS))je0MZN;?fWTxur10c!f^(q!D!5uK zR5sKE1!haOgCw$rJcw(~-y8|q9Z_7RQkM`$@I;VAT+)m$H&SQp@Zp%~EM>cj49n6x zqxX!NQeVo^fJQUftAcXtOf!avHbVfENqLmt4l_6gA+?WMQ!&F;NYdbF)V(pLUrWjg zSXEBdfL4g`6wCCJ%n-fgpGEX`4}9`Gapmjg8PDad_hOFWmGT$wj(!P=Nnz8Qncr^O zB5Zo~Wq+mqJOSsv<<$htR<_x)rMM>fmafXBQ6j_d3W}HHUDjwV$+#-yIh)8_r=G{M z&%_Z{!^Tc#(rAW{g2fjtt^Ku@f9rC-;DXbpZkGe4z|$tmCI3s4Gqq{`_xMmpcB{{J zXtk(22-=Z1NNuPRuQ$Sem1w6x1?TbdiYOAs`AsiV2dxuAjc3hTtf<6h1+tG1lBuq5 z*|}p!d|;!~2;!b#s(aFPF&l6AYf~|=C-;3G#JS}=$%;h=et#vLn<#f9qSG^QV8FbG zeMbdUoY0!BqeTQ=C(T57c0d)YW~m|!Nywd%44@$#0!(xmY+vMCaWhPi>-`%KLAUr3 zsBP^1DBJ8zJYWJ60rDDj7jJ|1*xpxkVyJ{G4m}+5^TYu{7!#TdG-#yV`o92r!aBbL zIT)30fEN$l-EF}Ik?OxR4n@v7r2}*Vt1!H3(`eW<~jM?ZNGI=SbtVl$4-W886j>W(Rv+d$jr1U)$O8;j)z%tZPgVo zv{8O8=+$Y$rPol$L9vcGF|VXV4g4gJogu1AEfx*jTxhqBStXb5DtLoJgxgK@x`W3N z!J+m&GYLT6^8p9sJ-FR$1*0a4p{}Gx58ZS+j!d9zJA!-$*#?o|L)6A`rHxRvVFq0Q zqrFW5H!)qAVda8%tUSDW>N@2U^t6zkDtZBxr#V~K_oFXQE?+>O8|Z0|r5xF!lMwZx z+onj-z`&zm5<{64ULmNpe!)r*%HU2r?eRFC%x~Ndk@0O54>>0$n0zz5QYewcJLv!31B;im>cqSWFT zB+6cMXV1O~tFUnRG9>!XW$I|E3lv;c8Tj-uqXpG`cuRPNMO0E!rNn|5;8w&~e~w0< z0MYqzm|EpFsYxrHTi0iZPw8_s;}B@hsW%Md;wc_6cVSW$^EMHMk4(?%|(6&NC z1_pt>TC89}x&*J^7LFbYP3xoe*Y)7D1^!2se~9ow7%Yk9&OyyKuhM)| z4NxnxdLj=))UOTaY2*GPN3zNKnhp)pg#Hc8lc>)5Hy!uH!v7fHBZwF)qfDMp_j_>f zGBsp~0n8@QP9GuAiZxgLovKvHBP1-W4pg!?`K8%NkGNDUb@~}y^s8`B*TJRsSOATS zILelR*4LP@3~X+{l>hWQ5U8Y-s_>UsPGm+2No=-7OH>4K2spb{yfDUNYG&IX3wVod zPA2wyV@r^)XBLuAGQ(fjywudg-#qkZXuc`(SpfG>tdS=)_Q1Pq=3rtIy^~zO!EM|9 z5r`eF4U#{fEh;F0P~-kn7%cdVbx{tf?;rX+8s^Lt=bLgAuCR+;NW+t6*(wwe1+AFKB6GX z#gunw21y`zkr?n9_-dsZ)Bx2}}SrgLNNzT84*T_ODZgs)UV|;SvCS6@0FA4-#i)tIiKU`N$%gEcYvn|`(D zNf`!GQ;fka{#+O&8w>JO8=O6qfnqFj{-Ba-Xpah?2qgsKgOwwQhs(K6 zdx16?dA4cwOJP39a2Sl$LFO_3P)CNTpJ3ZB!7jE(yH_iUPQVffHQDMqzw`j ziE`2W7sg3ZrWwzh&zlAB>x-=T4y{&~sNM>5|Il-XxV8UEej^%Q%9BfqO&1X8lK~^= z<4e{-h)b>roYw!C{NQM(4nDBF7tw)6MS6c7{Ly#+3kG-DVVE3GpGGnk?CYc6?iYSw zl%}+w;LV$VjuH7g?gCjG!U=DY;;lR<0SW&D>-|txC|? zG2e%?37`{=1|wD2IS-GOiT>r->IBh($3UD8s18z`dLwsimzQ^iZKnvL7RJN<3f4n> zZQ8`W5b?9g6PQB^JB&e`xmqN*N3KV(7mT%NUX7W-25`g3RS1YM8QMTwe{gMFCA7U_ z0LKxUa>4l|m1EuT(8no7-H-_C96Hg1bm^VTM@h8ko^h>3n^N&s#=fIAHdNFlACGLn zG@Oe9@K(<~IDB=@ep?Lbx^jM1-n)a5#pT@nkj4^ejR+nn#K`N%4iLve?ew8-=Q?zxECOLz+1u ze<1(uQ37`mPLu%hG3E0>?GXAQI{TqnxQXp62nISpY4{(I#?DgOV14x&ygE*cK&Q49 z@J&${uigqRIrTQtQC(ZTRX_M!5FxI5nl+FTQ+?#pqpHwnNZa>fi+& z8P9Q|*<~5@R{dLIjP{`^*MUT$5kWAGj_*zwZTx@hn?j2pQp1*_BbXmF8VB=GU;}n$ zmA0kI%lbRG*;~D4@Q4Qk)i-&3<|i_WCsG0cN$hakc2>>3Nb)eIA!Z0jIwuPJF@*$n z8f4T>&@7Zmbn1|AFf_LSx9@JuCPQcBedPX63T1Mh2eMCoSj4Gk4^l&`!Hq61AV(!~ z^wsE0@R@!yt|jU~nR$CWsc?vq0@vtLBpto5^fkeXrI-mkAl?SrDq7*@*1<$$i zh=X&Y&dM*O}r-2hoKjyy+`Z#4)+sk|WI>j1-<0~VhQOab z?QR4g-vUtF(}6EAI4c1V{Q>6P;jqgg+gP%&Ar9HR!Z(`U2`=xS{X%x8bL_+OO^d4m63F2EHl5gaTwxMq-We7`&F0vh)(TBO?eRO7szy>ATfVvT^^ zl1W3(W?=l0qLBRhyv!zA0yIQVg$1t^!tZ20cf=jxXh6rzJP;N?FnT&R0BOF+`6oB& zv~dy!I~+OebMit&0s79B?Kuo1c;UF0dLe$r7NzAhtC^hgQB$im+8D4#9bE+!ky?`@ zgu(IdC%RnIw7eHG1->;L9_D^Pb}O;u?Y!<-pBatX+7J-&&O@^6IVM}o<>ie=R3PCM zPCH`Vh2AqP-IyG{T;UKS_y#O_koWepXSj%GR0X(hDyI41yX8<~?ADo!|i@;I9};|Es6wfns~ z&~7EDfkGKrf`krd+!hq7}>{pv4@*R#GgAmsz}W?b;Fvwl>YbD7w@X?JF9;LllOV zD3gQKvV&DFm3?Hk!?E_r3@oQuBu|0di-G`&lGYT+Gd#KokA%4eS!n`X&V6Di>kuj2 z4CAhp*Tst=*1O}__4>8SUOkONQmL0rt0myGLALQ^3rb_VmsL!&vi-j`5spO2qS%0J zW7I^LJyx~O**g&d?nMygDK$@3=cyYS+6 zl-swEu0;ZvvN#oBv2IVa1Z>hs2;{cNX)84d`G)?S)P5I!UeS;GoO{c(yaRhQtDWFc zOArcsr~xt@vPY&`TgAe-3iM5KVxqW+sRk^XGza(e6tKKm&b367f{ALAPv{`5r=qeg z-ym92UJ5sJ7Q#nDO*gP`X-qLAS6oP0qvHnkSuphQvc>C}w9H^kpFC)ai&f}J4jGyK zFFUK(qZxXg{2a)!87K4yxShQmiKP6;%3#3tO;c9eqCX!=bq@JT}O9(Dt}|+{~GtN7lxX zMM-+AnQ_Gf8Dw2#Q-cyov+ENLyX*9a(YioH?y2_{0w5F8GDnNlM1PUG7x{{!UxXPw zk5g8GpMXhC-huBltFB?p42Yc97rvn>B5x7&$nX{}g(h?0zhOpWuiqbLbIMlJL-a}1alU+ zL6i@9Q9z=_OXKj&Z3YQpgb_=uZ6DOT>}wvw9KGh|u1UxRs@l~VCf5@aVX8-(r0Kt> zx5a~=K|TZIxHd{8RlF5&^1p8?6#j_;W-M@eO<}CaC3!T88ta%EsDL8&sPQD1_0Y+t zW7;5~98y;SM)L+q4JU$nKhLU+FZT$@f!}c}4E4wy;=%CHF&Il90{T$`%)l_(pXAPp zG^{!FrzP^VEMSpYe)34!8WaN3-H+!W@DPbrz!>Q!G1X#SdWEEM91;y0j3Fd)_T5+=Xt$b8gGD8-R;QWm%pCT}=B8w?$ar>7kI?Z}lQxHV}7j$rcy_ zEq&Hp34efimsV@l>fm4|JAPBqKP`OFpyOe3~+4M0Tf$? z(nvrN$;>5;6oiKZQjTzN4-p-Ux!Pa9X1@u*ncz4eu_*ywMMA8;!qg#d)j@gpDjG!J-U)+LHDP2@A<`iJDKOHGHBl z;)lZfeeJ>gJJog_B7%`7)=RtGKNv5j-VKgc!7U_s+j$Z@Pftzb^Y|B;Y&>4LBGz49 z4!r|995Mf^6y|oo9=N69*G>~BQKJ}n=7~@L>bMJ?3noHk-dN7XV_C8c$x*##sfPZG z=WSxG&F{>C&eL2zycw|vE|b+WPm<&ZHk~F2x)|xUb7PyOms3KQO2(ryWlVG%sH`^& zpX$$N_XCp~UTVB>$86&^8M=03hMRP$k^XCo*f~1_rL;+SLk^=bFE$`EHbll{FnFQr z#lUymo|#*=;O3999PIvZnr_8QUJ}S?Y-yBsFdUA%T<<`ZO~WAp}W4U&?3`ZMu~R(kny`ds{9BQ(^?n{t`|!1OK2}pY8A`2@b?4 zQj&0&JJS$Tbgg>fTSL7*)B^k%n8#qWkhveD{_Eo=J{G|k4pgu-(VbQ_IL$Or20tMm zwb6WH7J2VcPhzZ3hhwwIV%zPBlP0wzW~pHX!<3t!ZP7tKKe5~JQuUl<8^{pfF!I6* zq(`X#V&UkT1SPc~E-79ENf}L{UI(91y3fEAHE^i+4iBCf4w62CuIr}h|L`Od^d#`R zZ9_2jdAMh}eLnKLBB>slu_{IpE755M-aski>)Ym8LS5|OWii9U<`Ad685jKe20P8< zO_Y+WfsI%Utl)e%NCDD|K{$QY26z;Hf*%ScZ{b{`CV#1DTm1F7-NGI_$1(kfE$`;k z>aP0eqCo#_>4G$>!_8@W8Cz32<5zsrO&pIvqDXC8*nrfdskPOyaq2n~@_=jBT*Z+Y z$R*|#=1#Lj&ta%x|>Xkw49xZ+h3~!(Hk6uS8~^Nrm#l4xJ1DUN;^!g5#;8to%IM z0N0%%wmJPM>a|5wgdtfMP(+Uu@65(Zb5qv-ySvH3A8s5GkZ{5K+{#vop&T~S<`}6k z+mo8cSrb+ZJU5&!6&X4g+(lZ~PF{F8>n(fHQEqM1Sg|qrLwBr;hD6FjG!qk!_6E?zOy^Q1-_6M%Pj;qudqIA#2?;RL@F+i}X48YmZVHm-{)BSi&{J!?MTh z7in!t{$%~-Sf%$5>Ic@Um+Iv$6>hkFOL07BvRz)2pigUTaaU~A2PdIK&X{tIyzMn_HL`BNcdgN&kRBNwY(Kl(Y3&h0^gmZ>QLtW;KgN>@(K|xQ>ImOu2xe_Y9tl z@J`5DnBBCzsIltEeW4|Bk6v7?h@4qbDR|>tY`3GM$% zSy93$oLR*)M&;8+id*ma8zkhfN6|O(CC;}&S8ME>k^eFy_t^6`Pzi^A956X_r)YQw zXCCZph)TW&A}j4H8!_J(0f+2UMg@Ij1GbzxMPzJ-bdkg!2!yQ9&%b~EvYajhziYts zNW=jys3wrsZNhVaF5|$z9)_V`B0e*@)@{x9H-l9M%HH}Tb4T1>` z-kHD30CJ8VvUI~yCx~JL;@l899=%gxVe4$eqfK%78RA#QZ`c(*1GBbFfUNUYAbQ{{ z+`#{sq*UrLBNIpT!sH=MBdbB0tU`wWX~KX(KuBvY#E@AG`hgS&$>)c7%-oC$Jh)PqpKhLwQ*F$sZqlgv8t==_fz2WH2bf*^? z_uY%k`1nVX5Rqx2nWP=Vwp4}6o6`vCDVe|n55Ag*u(JEgifbzcZI+@R0h)z29qQkF zeSZC?{sNkT1N4`UMlXV+z{oJKP0;|3?G;KWC-t7rofGwS1jIoB8@&Q0FYvzL60{8t zd=={_jq#1b*H50D5JOi9cY5+syhjM}px&b;;zg$Ba3MoYK%-loP{hRV&6-GD0{B@2 zvrZ?85R65DPs3&pbr?C3KzUe9CKZ60$d3gD@?`-sk^wJ|L|arH0iJCKl9}kR^c$la zyn)QSmHKW;NXuz-BiWw_P~uB}L0@|noRLUNO&U$Iy+IAK0wOGw8D!_{$PFxx0Dw}E zw#hb)?A8F1737gkCen2>4#Th0Pz`F5qw*^K)ID|;*dLz}=~|mEiXt;cbXrJhQ{C~N z9e&l}TCssB?GD6~*Ta1<(x+6+w9-gZ9epG-J^6h~(>G15=#wEpCO?IZK6gtK{3BS06`1+J`c&Cj zYkj=6u!|${i)=D)`JBaGLzkl<3-!X`yT`%QB&s3S2ifdV1&`RZdR0+jp(ct6nubA( ziv}&bf><^U%MR5k2*nl$nW`FJ@J1k{)Hv;&^vh*nx|50lPVgFlK3IKzF#Q6?(qnt{=uxpn{K!^&>%AkG zLW0XL!ah%G?%c{0qWduAtkzDkZ9FTM(*2k#dEuMG43F5i6WOCc$vFcQjAkRF+C3tI zYQ@vb(U5Ax=__WxIL4I@iKIWUmeSD<)Jb=Wr^Y$eK)6nVpD=U-wtdJ-w4)kP7^AyS z-p+c<#KkLbZhv8`;wOai0mx^a)E{ncTD>^^_YBj`m7--ff92NN6#Yd-&n_KzHrM4- zkND$>X3N&}B9$^qx6uT)mTn(P(6I4?AS80l!DN#^h3Xb;4Wis=mAtbm_T2NsK7^Bxn{WkFN**5r) zn-bvqL`VfM>HiaN11^s;KlOHm5hoP zu|MfAklXqqDW}*;@=t1E;$6;NxG(}{y4q=lws1ut8))(pK;}d9l6ixF;@2fH;U>L0vyY7Z9 zK*M$sD;=CW2<4FitXo+*jyWgg-sMN^lcRn+$R#&%w)lmemxutwWrD^9d8UHWB27jM z0CLGE5EYdJRy!T6*c+(H)G}NK$!Yki@BG?5z;#2(HF&{-oavglQb&k`F)eGk9SxdP zYhDkOD~#03A`qKP!q*_?Q7_f#2S%2mw=TRlkz}b;dX9kS)OyQTJ;TLWQ5Bw{$W`+L zUb876D8s483~Y<$wAaGZ9Lqq|_bl4yS5~MI=A~-*5MEt>MLS-8hC-IwUPcm^#hsB; zGgE_oegy^=mqwhpz`;;H{Xc~aeSqc&#P@b*L)Qarh=xWAkSQ`mXPic;u?q5(+GqJf z8;3rIMwZGrrh0vIgkyBrwd`>yT)xY}@LBaP`TBn7h%@4BTmf(-_bnV)9KYPYZlQ|v zoe(XOQy^@_mOFcLZz%jCvAXsBoCeA)?SdG33J|N&hAItnq~z-<{=Z>-5!c3m}C@@)t+$g`;0dGXiH#O1k;` zc;o7Xyv7Z6!pW)C3D5$E9Yy;C3AZXb1YV)Atirl5M(#sucL8V6-ULByR9C-}oKJ@F zC>)>l4D)RXfO`Y>h|fTZIwRb|LjL5nfMoxWnV;&Sew(wAi?N48uVP$O%KPZ~c|I?1 zLlKYDdjW;lUmlN(dHZNWYq{>KnXvk#vuV<0v> zIE27EG6VrbECyY2MM}@e#stHEO;K^MXNrJkN!k=p4ZK3(^a^3@HlppI_f3u=L=@zV zm7Bo4){LX2#3f0C{t29bvyka-HFCw7ZBLRDvl=H`GwR=*8y562d^|pU3MgnQIBWAu zwgi*{B^RUC1=2-okH8NQ9!j^NPkReb{wtI&27szzQW~y88f{R=OEFG_oC}+qP^pva zro0DF1b6`;@K7@zi09@4-sNLA3B-0eHwPw~Uv6nWAxxJ708tIpEX%}qSuzj^B2V>71+-Le>u#J!*2^wDon zO6E02>u$5~{rr^kM8*dC|J#;@D8Jt5YxCiCyH4KfZtk@V=JYE^#`eiiC}9`jY|yeD zO0#Wr_szCBB4B7(T~6D`ieWIJMXddE-o}BUB%UV6i?E7XpJ^AM+P!}lJ@Y2-dc2(% zr+=bvzJAru{g;c!u$q!KCKw<2tr<)CAC`+T_Qa0;W=F2~{I$L!aXX~Pp2ovX>-K0u zKl&s8@$4gP>=*FgohR`-F*zk_PR)L@Pw8r2iO4Ka3lejFDm8<_++n4k-I1$h#=dlB zVV^cuA+)m;M&9&jw$6&JO5wx7E?}~vid)|D9ov^=i#no z`sw?PAO`d@?XR&rzxxXNHz>{Ytmmi$NHdBC0*xO=V)MVwdcJw3$V&i8z`fGI^B|3k zn(ey_z6+LV-L9YkgdnjXhi{+~Br!?ON7Y3M3~BZI-#3w$DCYa@H3)=>62e6|vQHYI zXW-ncvBO_n1-U|WUnBb-e|<&unKN~@>Xk-PgH_gkdly{8m`0L+AQo=(q5+W53GYTo z)&N^F9+V{V4}_ngCaOLGMWmGKphfgnna0vNk1Dnl;0{i3Ha`CU#iTJmVRsa z#FYImzq_~7dJ#W!9NoU;h&N$=I3@R=(;o>vj54N;rCW( zBfvq*r_jD!sz?eISi2zaEiig8*r!V#n6PZnI|ynH^?sAL171Y?RlA{Gb>w=`^9D!$ zLj}R@dV^?;z=z^Z%4p^su**X#&8UA!0sd;j0i* zV9J4JSR`OMG8`k*Ak-!-+;Fc@^#3Da^6u0bUqN>f=}{YeE{W++Ln&Z|kHpUerQjPe zEc4Qi7&*PM)Mv-C%VhV0cBZe+ZIEr6r`p^iH$SXntyZV;9-*IB9mH{~Psc4Y^6}-p zj9}ZEJyZhgfyYU@Cah1#KydeO-n*_+_b0+3*%%2CS{VWWXkrvzLg5?296cuUYS zV4URbAW0C;0hJgF)svVLiq?r3 z)p5*@+VfCaqtSUeFmR-BgRKeAbhkJX^>Nq>!oU;AH`3Vg5{J$fG$$J-oN0IiMoE(O+h=55=6A?I# zXr2Zzv}Z*{yGHG>Aa)kcHABh^R{15+8&R}~0S#-DS;x3@4jDoPMN_1=&HPeQHRT#d z(85&R*U)O6A`k@o_M&Xu-OZI>zWPc_$r* zS+7&0`vz);pjDuP_9Bt5vEcHJ(4hI>q5^z;j4Q6dI<>7%l|6Jkwrwh>-lDXAneiyw zfk451Xfv?t^+kCYYltPpRyjirK(n^^9q%pxtvMCeIT21Ca(!*bRr~tx!3?sG=JfYUg zDq7%#C(r#?jxD^9;YA>ipa}^w18}ax2CjoH7m=1R_AtWNz)8{Yc=u_VmBBCPx*Yig*`5i&b4CZ0NTQZQ zVHOIna9{}Tq^-sgvrLf-d;o0nb>K4Mq}c}HNO^l~MhrS0)o;V`swNXDXFssuePNNe zy-Uo21$5YDo(;w8qYTIXY<9%5Lc@Wu0)Z7HTbG8RByY#gMs;-`<8o~Lh>i;wq*?Tv zmQdT!*Ot&GZ+?a9(+wFb?J5ngju&HcNA1jC9a>Y9$5E$%vpeeFwFMM0_UQu69Cu%^ z=C{O}Bj>RXs2zsW>}uj&Aip>Pl?VvLJ)n7O=Qjv{8VS&(M}s>(dAnhx$*YDPIKqQ} zptQ-rc52dMoazGyp4fSXvZ2k_rj1=mUV$eJ)^iAmUIR|h>|p_Pz6m`ln7dyYjgm{d`}%x> zf`TYYj(%m@J!f}AG?sy~&CkzIP@|&(A}ImqWWKEm#TCw05=q$jecQg$MmmoE$AOiX zzris^pSAw@?Ab#L7{O8_P^};hz=UXN!>+KAZGr4c4VUo)D4%UaJfQA060h_>A58@` zrv@eAQbnL(n(!oWoyiwN6LpsNS$T|!-(?Yj^8o< z1FRb0a`<9K64HWrSO5FU9z^hHI=7p^qw6^k$Us~+k_fW;>hDi|NT#h0Q=^A^IPH*zP5Wtf9n6cTeJ`(xNWIG zWeUz`BvNZ*q=vP>Wgb*c`j-cVYd$$qlRHyaB>;CJDfqX`sp}{8t^?e{U@Ye*bZvf3 z?X5uR;RTbFn;gcA;K%h1)K#I<{P|LQz8w#Gw-MrkL})od0s5Gv^5D&9ay@3+q`p^} zvdNtg7{W?t|L|QUo+R-PBnUzZ=Dz_yQ-*-+|U%UDG$P_a{^ZR^M>yZ$n=U_as?F8=t~@4P{oJ4SAU{{);nlk7zHX0A>) zR!EmDXrw2|m8Z2ZVZ(;jLP@%|oiS;gsb+rWZM4RMU9Cm|uHf@s@gF|QM&GqV!V16+ z{Yb1Jo%m2OQ#1Xk^dpAEfP^^n`uqYDPfE zdhsM5j$jG#H**@OTZ+unFHBl$Nc=)rpp%lJOaCnzJfDLgMJE;V(OyiaRq_H%kI6wF zDd{3dB2+yzn%2?Dsm)u2$Y_SuN;C!nBOl9JJ9!o@Sb$*&dqOm9ou? zdc~BukjMwB%G;PPL)J?GiM#>&mtjmE>2iplO@onEt%|)S^Bp?M*fh^7XNEOUAT@NX zs7(f<1UiLcCZ$`^q@zR+gq8g(t0Ogp=x0DfQaTf=sQ|fdkwO3kJ5zDOuyaC)&{}%I z>GnhE@~k(vorePQX)Q9N#fw?9a$b0}Y$~I@wXr5c2hcnj zCX>V!%^k`-VADh{67T|~>0ijye z;i@%?led2vg~bgb8QwxBKLWA%Ww?;QZ&`a9kI@FNiz@!0?nVU(Rso0zG6>DHc)bY{%}LyD%dqEStJPQ3TqkZ7Ty zuTP?1+)*;&M8Uv94oqx&QWPMyqw&vPp#-FYY(aW;vWx*0fvO~eN1%W-KW@8e`kHAI zf`(%qc>sfF(x>Car~73#kV<4vWNt&2BqZ#|2RjT)RbU3F|9#Px6fU1UV+OehQAe=0 zq1oic`L|XAS&&#e9$vNg-HB*zY1`WD&P)G)X5bPTA+4?PO}tGU~ab+yK!g4 zTkjcKf=;)x!2Ba^i=r1<;{yp{&jCSr$&a<&{Xa%9jXw;X$1|PJczSN|OoRhH3RAk` zG8oIU82ZbmEj+6<#JAZrIfXe1e2o1EKnqQM_@7Q9xCg+F(s_ZhO zf}N@L#o`iC(;Qaaq?^GleT%=A4Jf%GIKzYXx*Ns?M@p~8Lw~^}`w;jW!Cgch+%^gc zsI3d~a14-4l0#BFgnSFEIQCF?4sN+sX z8?>$lUW`$CRZ;-~0XxEwlQL&Z_2jRGyiyrJIMJhbz{nYjcya}!Sz9QO@%uX1&X-Z* zP|XR_M|(oG#bp5^Es&N3R0@DD>WJ#?{VhQi$loz^&Ac(>lyp58_zM-T?2F+zQZB>` z4Jo-nE?oUZ$*p16+0^&mGr*p^S1Ipk&|2TwSug>R8S{uZ3^~Z_4<%hB)@EBxavXJA zft76ay1gq161@$ueA$I|0pTbxVK6eN!^R|9#ePre+t`LMO%jAj2c96Ij30MYd>&Z0 zncnk;FM$x4z?#G}pIzXKwm!Err-MyB@urrt4c;@b11_t-7veQ=={JHSkRUt) zRQnBDDOUmNa`rd`pPIg(A*BYh49iV3!icOKh%6S#a=mwTyDB$!-Z9nUIX@*EPpa3U z8*zt!wD_EVrNuyZNovBf~m{v_V3%CAtqv^s2P} z_ojqSn&qsXhO3CgYZqvs2{AM3i|HA$W$CANbwPy@n~c8pXtR_<{A<~@S+K;$f_7vY z492lN3yLi$m@x;JV+J5pG;C7&Jcbwk3vz8V7_*KJ&zJrXK9`Q}>nLmf`m)-N^WJN7 zHh1RExr2tn0~wPUF=y1rS6(fV65&|M`gF+QrD%28=%oN5dq(WRA38XO=Z|BK5w1p_ zD}0|6&qQYQNL|lRzLoTR0&14V)J4myy@z)>#IdWDQl7Db$@j6l$;bmUAI!^e&F+=F z;!AHVbK>@8Mx`cE7j)d0zT&4m`N~WxH)d{Mh8$xA_(5YBHar(m*kTTex&A!Ha=vd@ zkEg9{xIzk_df+j0T`hJW`Ny#p1dq)3%GU|pWVUIR`mqlG+1;&zFh)L4X!BI2IBAk@ z5K~c+KWHZB8ahUi?4k0`4c8gGkx(LOS{ezxy>9v75?(xGc+m2EKRMGuQrUzVWhm1_ zaz9>2n1rVd$QRqG(Sj@w(4o+Mccee94?cIPfvv2bdepquq0wEdEMBmWqn?Wj6kry6 zIJ6%4jAToUJ6d{qxMUXzMh8ZLX?DNLe);nhjdRCFQj)aqQa6|E6uyg$1UxrIgg*FQ zZ%VEZa*3ks7{*5*vS!NC$p}y(;=vTHOu+uaip0Hge1%il4h;sHN3C=3z*)#U9|+dH z0|TrV4V<^s#35*e4qCwf1Nh(QakPk57=i>rBNsrgBFrSEE2W(#QWMKa=_3at#se#Y zDQMF);mE7kUn_9`U%^ZV8YG}dS{>pK;oRRrI&cIqs~y#au(OJdwbW3LQ_^#c!Vb75 zYIN?wr-rE{#aSOyYeXaM@P*WIY3q?m$;Y~q6_DVt$>0kYYBznZ0T+!>({#vD(TG1J zz_tYfJ{Astw!?^3niZg}mZKF#g~(fgqL;4gK3nx6wS17lz*VpJN}Ez>T9u-^&b(IS zy`Z>ddmAmx87FxKl6wy_)(Z-L`aWC|N_PR`O^X^^YiIb7-JhEra38-{1q41eT)A=?npZ7eb#t?oU zqT&cQE92v@Illh^zS}=r~Q31vL6dst7b<5N*@|(!v15%x;io z0%9@-X;uN!UI9ZGTv@?7&uDAs31tyaWef=l1=*u?*0F&{8y22Ud7aPML(mP*Q;Kdk z?kHE?Yx3+i*|V$SE`Hphq0({(MaMR;^_H)qa3-61B+};9%E(dduVj4b1@jmXEQhzc5uUbl_CRSL znSL1#4`@-&KLD5z1W~QmDd2ePKd!Gmv6s9-A~iZH z$+8B5#|kNDcq)^PBW*{5i4pX);n;Kown+L7muqruqG)I*2zIb(H;Vp`Oytk9J)y9CoRDLt)Z(nwwl^!gp=W4=TRU443SOOWiaS*u7@(3{SQt}!xmZcE9Hq$H zy5XV37~FRy%ebUm9#dK0F!PK6Lg95H%w@otBrMvNse0GrkXMv!cW3TBK;Z@n<1NyAHPO9{C~YEhC90wj z1XMwhfb8CP#26S1YX^;fAxW`$-u-!oLpL8kemwglJmMtJ8-En4{&U#-e&3doQY6@AukLEE_6-$SOVySy&1!wGwAPS zg9a>&8|MW9H?kiRFJA#1NZR_cIPq!D7OLqdUjU~m`bvswK5=0%Mt3{=6Ef5%f!^i| zMa37R*oS!kc#E3{ft;-?N(DxPo=0xH%c+Ue;l;uW6hyB#w>VcYI!k9uQfewjqbs75 zP=c)(kulh5*=&T~jY#*WA@J#SYMbL1wG(RtaD-wpPCNGbkIa=^1#HV$#;~^*LpPFC z-@okiS0YHwy19yy4fN*hp`;V-^{Pi}? z`JzESn#TvJc}2Sm>pfNnM5qj{q@53j>#Xmj1-w@(fvsY#Q+qVgrTXIoyoh}Z`i?wy z(uN{QRQzzi+GlsH;z$%2z;F=1@9=vKSrZ_hw7pQ^E5m<$58p_Ihy029r(Jly*HAGPjwV$s5L_#|=zPvvVN%G#iLlgrP2?-Ku z&gdzWguGQ590#HMe7cQ1;}bMHgB}XXe3UO}pw>NL-!eldb*Xg}r(!M;0dMMq2k=04 z#a0b=f;=pptQ()jA^}NWx;wdCP@**#00)S%EaXVkL4z>wHh@;D)8|D} zV^W|M1~qEv(n1wXUZXY&$>$s(!s;bcKJunSm=aW^8In&ucv&=#7q((7iY>4gVc~QK zbgLWB(~iw6{OrAVBuFcC&Jh(JH^vyDgP8lNdiy59xMUgD=8iebw$tfS&;v41I7M{GZPefw z=NQDEoP%P!hozjC%Eu@p0A{QS#1zu&&nq6)lhpg?!2ABV!HGdTxG0)}sZT6Di;Tge z05+A-H*R_*j~z!%Y*Nodzfgj6`4(~xc4{SRq;$I7HcupxXuhQ|xS~EVv8Y5uqE&et z$fE&TgjPTuC4eU=i^n5rHWn9L$zb*of@n!W6qmy2=owbWT~2BD7za0TMG#*i2)-qM z4HVMwoOpo*5K4jx$og~jKo`lZxe+V+3bx^tEYqDQuN1`5owPW4?Q2wGdRst0L~cVN zni6p;laZ^mBLj~r9t7UHcA=I`;=CrWfB+GcsYGOJNUyarmzu%3Tz2LAaVHjQsqDPsxmFZs~C)V8(_2O&MR3CM1WDcdaUBa11e|95_5tPDc@~Y;HjiX z7zbnhue0zo=91Tww=sAo1hA`8^`(Vt7~((Uq4OTkm%$_O#WSxWf&CX|9FaXTn;okD zI=J@med3?)KfzMOMjz2Ww?4|SZ+?wwbqcjk?yNafkW$7bcADj7 zSN526f9~9^hR(g&;yg2W8|q6xiK6Ic3h@t*?>jl;2;MMf&SFN#$<)+iegW2uQmGj3 z@wXZ~jSA0>ARhIbk{l+8FS6Llv3z=6J0o(=Lb~vuI9lpso@eIoi7c@G!$%gz*+CAjV7#l5f1a!i}D9fh$>=81CGJBfe9BrLsw$<{=< zA%hxFqR?M4MkpdE4=goe#`Qbql_oJ6K+qvA@dbus=Gxjn<)@9Y?T zp`s@)=lsmHv1-bnm^8jnk{PM?VfdM(;lP{Wmf8~;AD&gLXU!ITc1!XxmE+K_Rmjbh z7Ervl_K*j4Wk{cN;&XMKnVw`t)_gIhsm7~}C3-m=Jd+%!dqjQuIJ-`op_G-pnkQgw zi`dYK@r;1pafe>#`%Sl6>L0>L$m(^;ZoJ3au+ktc9E=K})z;09&%MUV{}wcVy=H3EWz$dl$L&!Mk#L=A$p=cvcXbRdC`FcFY8@%@1z&UtT__P zbH}i}FkR@{*=MOI!k?uz7=bE&+iwfLQ~-kp6hAvmnFOe(@oas--J0Z=({`iX9cf09y&&N*cl%+!Z~g=oYlNET zm}#6!J9zBAr``Qst>6AeM>p5?yrXBPPMd~7F{y9_5^lx_0~+`j`TiA@P4I@hI)BzI zWf8lco}Nb8i}U{e6uBibUrc&U<`tN#78tFU=_!99^YzcI5c8-I=cpyI8XnRuVrPre z#qPV?(Nlc=v#T|?di{X}mi4YuYxV<2AA(2WPh6O(nT6QB`I6*%fKD9dWmZXn*~1pE zqhy|LN+BI>E*Mn28*!`f%*Qu+m-1xzcY4t*bENB}Cr*6j#5$ON^#-PNk=ao~3}wKZ z$>QdYJ#~~ApB2a=Cgv%2nDnRmQv(P7*JCo@nw~KD{$RFJ9+a{H|2OI0k*th)qXY8w# zS(Zh|&)519Zx-Rtl+Cqa|9$LV%JbMr`q;Pluho?AY8m|GpQszW4UshAi)PLfe_T*d ziAE2{cL2>ovrl5h$dC=1?M~j*=S5xj(i9{pW;Kw~p#dL4PCg&^s$Y+^2ts?5-Ngo1 zvCMfv+3lY@)oM^C3tWB{idd+dZ{Jk3%lcNlr_c!(WMfukchPs)eZ?9-b*#$vlaZY_ znBfhA6$UnwGXj>N$%~t(;oi(Lt-3AEYU}e8w{Fk~3P90{SFE3MV10Xz*{vn9+6o47 z9%%=89SbBxuiG71-y%2iy&t~UZOt()zf^%$h~Ki2c_Y^T*Y^kGJn}Uq-e0rZd8uNW z`gu>8ft)`fhC~H@sG}-AZvp6*Kh2u82bK<3b`Jq|T?oFO$H9z!1G38_|gtv)iq4TcYZhHEUi#5xf>hwZ$TuC93A8 zeoL@QW()GY3+TUc;rLqvuD8+Md~aFVEm7?2gu>bK6I>*Cj-g4qWuey4mn&h;{!Kk< zFA~rtU5mQoz=w{PC7`48U4S@vKUDAXCMG7g5{-)@L!8Mx8fZy*LtGDvw~A8!hl}I9 zPmg@)zb-|bw!*=$m*!>Ek~r_ttBFhVMr`bA;_Bl2uh+aq*wKB4b=e!VRmDJ7Fb-U~ zeEDkNj~6hV_lRW(2zO6=iexPpxb6iVoeQ+Vr|4Fi7zBEI8=*PXt~^wjLf~i3-v~KnC##)2jrG9CR1f(%d4|j>wWH73pPnsU0p_LXYxQxSXAGd zX)XO<)bE=EV>idtq0%Hs553Jx0yPvqZ@;?wA#toVwC2s*^z|P9AADS`+nT3v(wmTM z^X%C*MKD!T16l>OO|D+u>S>5iIz$pcwZN}P3=!P1C+lHf0m+U=jCs}Nw!=X`L(oK^ zCz4pE&-u zIj|WH^7<9@UmV#if4gx0Ge=gy=!G0xCjo1l#5_%EQ_f4kQW9|GTu|`W$f6QJd9f{` zod5we<<-%IhZzyuGuAW6}L*od|S$(wX34 zydSgP3f(&*6mJt)?9b@!{@2G|-?EuPu%;+G9)A;Z4QzI@*UwURJQm{qx(Z*K8idH{ ziT(JuTqLx#7tIYas!>!$Pvk!IcPQ~Az+cqTIio)Kt9l65yBDItm_?7= zV0ZN4&phH*n}BqvW72@50j9?YJcCjV8`Z9r&Ydt609w&4fHEHE)B$Qm8cN(ux7mz9J4D|UUp@>oMg zb}6;%fz9P-cOm|G>AjR$YW@>XztJ%4LyKH-^W*ra2c);gL~2p z9;@&ok0tESD?}$U`wU^P0E!qJ`9{D0+urHn|JQSzy?1OP(+&pf5KF-ovhTYPbg>U$ zP_ZwdjlTq>q1Dr}7J!-5otQCLpf?1f;u_5uJ!9PT%t{Ecx}nQl2(0~S#!&An8$W{X zmcVnuiMy(9Cl31W)^TH)dmp<9LZQEL;8%8z9dkUVS z&$>r1$?D;&C|Y zlu_tC#V;Dgd#-hM5v*E|)hvowvi|~?SZ*a83+}?aXUX#AIS#OH$W7m&pvv3X1BZ8R z92sjUMS$$%#TlGCFeh-&&(G(QmC@Srf40&_PIKz#$OGh>wrbU?MmpI+RM}&26lXEl z*|TSxTU!E;6&^+thCWa!I;3YjJl0b?_k1T-B^S*Z`3d2l&UX;vH=t3ctLCQG6nW1X zpynaCz+@c;PwO@22Vp=#CFNIgL)I%)FZCs>D!%^aBK82~yp{*cNp9Gntpl!l@UApv zK4mh6ef<${hojM(xN2%;ojri>xZtzkica*4JA36CA5P+1 zhq*mylAIb=_&>X3(;N%X`BZT(3L5Ekjiuhf2b2CmbpH*q#s0;AQmB7V(tvuLT1el1 zG1bt8`Su5l%oU?Ox352C6X=7hLcw67lQuRs7GRB1fEF)OZsq7|`=wBq;3N~V??)T# zFrbPuO?VtA+vS)Roba!i>vKy;W&3o+(!`?3-ZIS4M2^Wj@$ z2XP~L(Ey$lv3nISxWY^drISX2vnjj;;oL<+Wtb%H1T&VjL{xu4Hl^`-h*b=fnW&Vk zW5zQt=XdChJGvc^U6|YDiV8<@^_*xI`tH6 zKmx!)y)o)ufB<_F1&Y=&-bmf8TeqIh-GFs^%>+f4;JGw;1EI-8();||L1e~%pu%Jh zE{?raq4b*pM~DA7hWEv*R}X){iCx-+(7Rs1&yD(6Eel=u`pY<1Er4a(PYV_t#^Ij* z79&nCUAty-Hyx7OM;OF>`8C?Hu&$_kiy0Gp7r0tuqv@E%y)CN3Cz=ir8MWVjC|z6y z_Cx%{S?v!Kd|K~49}u4}z>p`aqN3u*DN{tr_@%1QwFx^b7QJLU6U@kw;y?4!fQ=m$wMj%?12y zA*fXHkZW3lRCj)GsNHZ_6xWuW$wSw*4ye4*-7mo8<&jRgqhHSj=zKlIv+l_K7GMfx zMkFsHEL8(rMX4=>zid`e;D&hWZskFABya@nJr0Gd>t4N~#2^{x6vwnr>(R3|gGg;5 zxbc-3u=eCA*m4$N|Kxx;wLHFH9Ai`erHUNWEmZqgt`g<;i~iA%Zq#OjC9(7PW5;=% z#)cBS74@etc)Bo=Tu1~2Yb@I(nELYA5tjwpH+iH5ci}tMh;=MRQnC>AR-WR}oSwD% z|Izj)06C{^8+XPGvlwP9V`r8kp~jMJY%>NEBcX&gW66?;h!|=fgRz9UN46|cDWyWv zVr#}Op|l`7MP(UFcKUwDEyg_W^FH7EKHvA=@4WMvaNqy?|G%#DI?v-gj^kW_iFj?* zco-Z65YcLro*jVHtjk}8d14~mhyea*ZTgC>Ro2y*J^WFN3VZcv@36Le{r zj68Ps56?b+p}XG1ZTDFn7~{ENwYBDGa1ZNPuXpd>Uo>cNK(}fOjEN9>ItP$Ir9FN8 z5OemQXV0#sr+kOx*Z8>QbuyF;m)mfFep3LJ{>BQF3~|Jb+=Sx;$Z*71y24&QKoihY zh2+_VG-CON&7bYUFhxhj0!-uY&48mls#)xmN2y1Twk&@b@<45z5%tdU0dLQ6mQQYG z(%2mebTE8-Lj*SU@7D5-e%H9Ky0WjTeTFmX;I)T5uEu|U)jDMhL9KI`X@dr}xcjpS zVf+8Qn`#x5$~H@VHh)e=J~-vEKkwaZVdwq9?hiph)Fy)O zvG(kr0v3TG6zd;qh36{^NpJmR0SVV=v8lX8v6qU|vWhuKS9wIAIqQdaElxE2P-FP5 z)^s8ez@DUF7~8Bw=^ut$P4d~>$J*DcRm;MLu5QcYQ7${S)4p}b%@f!-MzfZPG6U=E z#av)mI+4o99@fZ_O_N7Ka@Uagk@N)(p|Uay4JFWiUG0o5K~C*Fvz|-8GpJFA99*b; zU<|h*v6gQDQJCoe;@8uM#tdr(Q>pgLAJthT*;mSV+8&V%bI92iK)pO`_UzHXAdXF; zJufzebX~Oa!Dlug5NIiOXaKQT?J_Eq2kQK(rp!*ku+%Zysp`HM4I6#VQp<5p_#AFl z{&+a2Hn0PmjQ8!cV!a8Y7I6O0+4CX{XSn$jSe%B)4Ry^lEBgsCF%rrTkX6^@f(=2K z;k9-cS(^m8R`X%Mi2ne|Nx!LKEK#8_4K7x?YRv;y#Olr#_!WQe&EsDF$g4fpeg3`9 zk#&kIKWEMyTDD`Gyf_<=^n}MA z6X{275t@2)Im{`11_BcU?rt9n9YMWQH4))sTHIUq5%_fSs(^tJu<|wWZ$Y9fh zzrJPSzp|TaR4oCmcB=(O3#5(2o_O@)9Frw#>)8(i9>7PW>1>fXN7g1Rqp;}DqL8PX z7OUh)P^Q8;Y`!zFt%9-OwNt~I1u25me7B}8nGq`iIDE^CB_^Zk^vm9CR0W@5On(N803uRj5X&>)G%xY{tQd9`W5 z=@Dz?lP04pQBl-&5vQ!=`Gt~bJEy?m7z8jnAVV|+(rAn>g@eM_TB%<9k@t&o zj_c$=M&~)PF!S&!+*_1-v7STR_RLUm_}Ss*o&0w5!_N*6pwYj71`u@PE(W~vCOc;} z(1EK&WX+4q^Q}a;s!e&>4Q55tBT(sfkgFkI2(xZR{5HLNX1F#q%=QIGeQK@2s|V@6FO zlb^}2mnKECz6YV~wxe&tM7s{9E~tFPc79^YvOQ8q#c4mG;V>e@i#!N z+xgxN7551Vegvc?faaB&%oTOy7G@MOTU8S|Rbnjyu!hpCWMUWcrEoa;w|%DlT2wk= z%+sh$x49bMSiXM=7iR3h2_j~Y5B{mr@rfx<7}0E6_2^nfnDMpUVf1V2Q@M(DM#dYb zJ0N=6aoT4*nK~CTXjV3+T$!Ln#*vaoI{|Al7%37pigDyHNn_L235Kg!&L6WZuG~lpCxJkae&EjogZ?y@?d=q@Xnv zC^miJfI&sfBJp*Zd~T93Ray3kc?C0LDzks$y|3Addy6t^+n|HQVxS*ai+clzffnaY z!bm6E--0_P%on+72Dwz^7#R}geeJqq5dGt%7H4%xYc?GgSE8pCOADq)B)n_*h!Gy7 zCOYTQ&j#KQzXK9EW4un3um7W+dw9G?>kg^wGz)%&4Q!1L7)&F8I6D&s$M z1;Ml)?H(KPRHTDD=X-5+*wPC?>6$GnS_v7f_3=*Vq~tO~nxPQ@fCf{a6omKuapiZM zjWC&`nd{QiAetAW-kcq70e3TTez7TrtJ#lYyS0W?MrFwBBIbB>EpN2SQWX&<+R&uks!#gt3xVYeC_t`(_%W@rST{_-`71?Gsj9n2+ z4WZ@hP3a5>w}nQ=B-}h9oGwYUrFg{_Jpz+4t;#_ZO`%b-jUBFS@7Y3jGR2wwIP(JW zoCu*Y);y<#ot6cyk13h*ZIWS~&P3N4NCN4XWhg%$P->)$3fJk!<8!}q`d&7PC^>UQuOl{+Ei!3fnI#A}g^@4f`^@k1j_0{-{ z=LNm}G7u5=yjh{4%Z$-3qylC(%BGag^ppI^Hik=qjo1g+K?dS|Q)QTiYD#X-noS=x zZpR@Ip!Mu(hJ@K(SZf>ufs!~I7G&HsMjl5Cg z6k9G%p;4dmSOf)uDA=^J{?FgT^})Cz>O zym`Loh~dKv{22XhW`nzWpTUC%C*_<2r1#yqsbTf%Zo5I=C*0;uA#~Jlk0YQ-!~*rw z+t;gE)3;ZyawFr=1)$w(gC0U!+#b;{{llEbveE^X7(UhtgBpOUYLU9I4&+%ojL#jr zgV5C2d0~Q1BSves4FqXvEaaL#tT_u{+XeXVD^pLUZa+wPp}li%#?zZ@>jAT}I}nw8 z1-~Q=YK8As`x!WDzkidZ!9`AkU~zFVb0bI9tMvZ+k@tP1Jp@~|N&azW{CX%OJvW^U zRA8A-tRFu1HYh_sF_N7nm7CVZbw?{ipGKvXogK{O$9c=5rmrPN7gxY9oNag#c5%F# zd{i(7b^Gde{BZ!xEEztzjG0D?F%`t{Di#c!z01Ek6_^8%lXeBg)9S3P`~6IQ{q47Y z>kv-y8nX!dQ?Kv#TMc$etss>!MkeQ%zj577eyynIO>6C;e9q**gT_5&^UF|=^{&yVJl`#U6eq!4^*xIh!svm}WbQqp z7-+l`h9{50Q>SSc>c@q??OV4_=&`-u3b$#WxE;j4B69-O2lE<^{uI8K*gWEE*QlK^ zwRXYZHiSBjP3lUYGxEW7GU6PE`)4u~VH6E{bIIQZG>I$T?&h0UO*K1qz`s%&+HFjJ zgmu(GE7zSP}3yI}B$m;;4E;b<#S8@>yTrzQ!tVy{s(@ zK5KeCEI2hI%Qa>ypH3lCo;tma@;v3hXcA74jA|B4akT;2XDN;HYlq3Y3?D40()5!x zT*$^i{x}gp%yD!H?{Vyxo&B5X56!Mnb3L%3fEsl&TYGX(BTpiOkdKVE5^oDIEd-+Lx>w6N7Yt8wgtq?cC9n=4@*?B9if zfdu3w6CYPAN1kFEmSD}m$9s<;If)h#Q!J^~y;vL2KW29O_mI6QXE}UOfY0@{64u^$SS65(ZHW#~VT+ z^F)GPWw`)(K%K5;46bAXy*KjvhEN#$%O0m5`|dQt{kKb&=NRjXYUej>8<;XyJ04s%JBz1ed4T3UL47Hu1kMan zvn3@tq}`n9aqa+2Ij|pHTm}W=)}atsIluQ)N`KgTdd8Zh6=Xz z<7-Q9Sq+Dl8D|cWkTQ@p!lS*2cOn#7(sq`ajYg&w6-B|&>`Ps>Jq9AQS07E@ARY^1 zdVZyTiPv&Z$9*V48$pk@$xuc@L&2#@Cx#tM!f#^$9$WL{-NP$mKG)?2zduEG|6Wb& zO}+k^j1)kl9m&#?eQrj|$%2~)T_v8T80CMX=d5|OX;$%48dR+s!K3&jcNCFCquaR; z&|RJ6exiK^n^1}XP8ba*ej}A9H6)$JO0e&W;-kpnxErZWu7PKgusOyw>#>=(_51=5 z*n5xYr%a?6yf+bS1UI{D7P+liUf;SlPLt&bGrUwdXjrGD?opFy?vOQ~u)eL--9frB znYA0ok%LbqGX>5X{yZ7#_sYLOroclwaiE3FL$#!grE-3@1K+smhSmRyn2=n+D$BCW=)~PJsLuh5VpP+^O(Xdet7C9 zo+LH{wP5{~pI}66f8$=BYA*7&ou~EF-u!oF}?vx$XDghZ>LIPp-yC zfn3?rBFHbG28cX5Nsu1dy6e5&EIH@XsaAV7VNNGvbEoI`f5Xwu&tZi?<>!6&vsQ)_ zC+7yHf~od?*&mJgS_g4e=|fZst^M)t+}$spcnIX$kIGa(^qAF)-l{_MjZYhx)m2f{gSZ|4D=*p9tvYi5B1 z3A-a8s{lzad3Lr(A39Vy2D6@-J0_2dDk2niLmy8& zVuxmrkh8i%bB+G>34i_6`vm%wiW-nBU!Ykz9=MlOtk-@(aW#I|{~hDkHwoT=YB7?{ zGPTqQw|OeQeKIFXN7NL_?p0)0Y9ng@sZ*zFMF5ETd;YCieZv{GIX5`fWd?~8k@Q5T zlE=M`GY5*Lho@*VGFWZZXaAw7M;jd)v=hDuy$Oxlb)td_R15^I{EvXC(S2sGG~LNk`VZB4lZPLW8iuFmpt*b$8R~z0YBV4*W&1Vn=4(7FYMylCE()i<|c`6H+Raa z@rq_Hl0GhoMs{<~rUv(rt5|Hj{%Z=pDnEA;IeN#_`d4PmaG20#mSaWx4mA2x8bp59 zP@VP2dcGf8|6@<8$;G~h#`wKU`G%A1{+;+TfeZvbn%Kq$N;rqhLx+2ZjdwQlTi2-b z)wl9xUcE*;157bl%(Iyl$0usfR*@gGB-8#zTR4?Omj>#v1apq&Mzbn z6h6+;cb!x!T_Q1*MFSLxn?{m7+YS92+u3I<(NJ^72+Za-wNQfzxZs@aX;54CR-J}6 zOdC<055$QQ;bjr}^>Delq82_A`hv^1-oH1y+N-a@{|?BZ9bR*GpTfIXD=bMorpz-S zp0B#OlW|c-RH#&`;LbrD?C55GV@ng~j|;<%f8TlDxz*3<*E_|HIG&B^g_#Y3G)o@& z_3K*|+>NcFiPG~Yy}0K0qB}~Z{TnB4flZ`t^O3VUTLLcxsLMv5lKmHMq{ zuWZ>-aXfwQT{=Ln&#pao@eeho;w^#Gq!rP>wx(oP{{nV&%RdM=5eF(@}vWC5GU5MK8L#~ zzfv93RF$+EkFWXDrB|nvX%cVwDh7=hF~Tujhs~Ucw^miHI?=a%!|r#B<2|SI2%mrY z>XK=kbf)dzhkkce2qqX|SVnVS451vHj0(H+L>`Yz4qJY;Pa`Y2NJ%kccHC;GlMWp7 zSL0Ma5VQV-PEA`<6A1|639S-Smlyl{-(e)=(UTM-{ZogH7*PbEoIlvbnS}{&$Ug6& z)N;nxja1-NBJ__1o!>h(Ykm2l&dC#Bs;|s{bMg7bgG@o4Ett8}>H4s^GXbxpsvXI| zxcmvN&rSS|yPL(_KL#6jCgqOW-j2(%<%DY0n|sl?efynf9vCZbecqV)j-hD3O6K$H zh<7p43^vtpCRl0kO#<;H(Dnvpv)VESL6@lrzJ^eyRBJK-lNl?%_uiI42dF&vh3~a7 zkSP;)o6wMadkCk&F#_6RN|s(U@Vswdwi_1u_7hke##bm zf5^5`>mI!EW<0Z%gD1y+UzY&QSqDD%#p({z`qMYfkmi}=NK@9-j-LA9hAjU)AZ$-9 z+!(G24iW78{}=x?GaGaZ5$73pD5rZhc{F-pI+SLGJ5S&1f4>%w!IOLc0!t&4YAcft zAe;afW?5vb5ehuv#21DO5IFVz^>wOw!It`CKM2FR`MoE!y9e$5F$qKrK5?{wHMO?! zwHRZ`%!hSK;x!`e!tPz#eueV)fHKsyqH)rN@iHp9gRxVeDbIYl<%4UmogTu!CxXu>dP4=;21k;Ahhq40UayEf`tha zL$Vf5*Lx&jq4lI+O#GXhnm%i0;=>4z9^db5KjqZ9E|bfc*hWn0_Ibn8Z6~~CB88XZ z2V3V}X3MIua+foTC!9R@1{g z#9)OBSWE1G#u+CSIY?oS0ICkJ=vNI#*wdq+}GgiScyi52x;5 zGzpiPL7NBvG~>~w@;A>W^#lCPa=i5ZBajX=8$fu}{j@S}?Rx0SfAp4^nvREK-cvBX zh>nl1R_XBg>Tk)HX4l?E*`q0rDmO9b8#C#gEEtuJ(-qNeAaOR@3#eg2zsCu1daA|fImPeYGlsu~aQMvXN>a|@S z8oJ@~XMsJ!GfsSOKg2t}Rou6!doTYZY+GT*O5XutO?n6Z@ub+_^UUE1sa-7Uov^<1 zQI9nlM_T4C{V8);2dVXoq;XD5SDBB{X=<$@Zi}H8hK0f{2T8{_6-yAU_Cdm@V z*BM<)t#R9QBU;LusfR)Ci7#*N8ZyHGpX&08Y8o zC62!W>tW%L*xNupq{&0Qn-GMsJSC(ooz(d(95n_+S;4Q7sky=E6biW~!IfiGLD)z2 zq)B9ha3{@L3jW5t$&#&cR^w*PT6m05*rrP1+a_L??U(&jS+Iwx=6o6~kH08hw&z(_ z23Tl#1ANDD8G3*OZB80XlV!sA@#(;o*78n*>*(&jMcAtn7ErO_U)In-!lte}A0>N= z=a+r@0tiL%S?}WooGaPOIeU5-AT~#*2D`349*vbZ(sVXUtAlgEia2nbtGF$>kao6* z+qkRH7W>nZy-Iye8CSS&PQAV~zqYZMDp#8Q73dX!tnbN0tXdDHrKPp=>Sbu(p@T3W zIcSEjoneta-Rv-J6o{#S6pzl-ZZyg*R?biy zriBE>Z0>e3O&1O4l&o<rN71fOgN`mx_1X+I>3EI}nRE6EZ@f$i9vZ-l8y;!` z13_30=sZbT>AUq%@4Bb^*EE$Scp5{PHj1r`_Ngxhp-&k zKYGlbV?Ci}?b%aeeQ^Flpstb~VLq-?3(VvXv&1whIhhACL-_orYfiY`64ET-M1kJ3 z)!#bHyx!2%7DWOC9;6sH@;@(MW_{xF0}@_5_Z&L?$FX&CcO-a@`K>|gg}{p6Cuf9o zuOwST7OosEnQ<+krcmQlOoM)R;xgM!f3l4buz}3ogVmC=t$NLxqvG6RMqdOrSJ^C3VP_Q_-<9>j6k#r$c$!af`P1YC_9U(hc(JTszdjBU{ppZzooi!j+n?-O0cX>|7IZR}c7JFR{Qays zxnp@>{}4e+SRU(nVxqQ5ha#C>_C58)p`};*=%Y_({vJ#k7R64|QDwYKR$qR3!o5V5 zC=C`(72+|ZxT{BQYC|&ED(5V%+g4Az_FPGXkM$`i0_MwP+6{53FuCmSJ)&Ap-<2Vv zyp4{BtCugY7j?(I^T2_3?%wTdYkSPv*skc{*I2?pP)c(GJvk*4s;+ICSvD-SY+Y4E zP2F}o1Dy4z$tQPHCCLW+xRJgT<0cndZ5d|4|Mm#QFj!N7B$-mDj^2a>Zt?7EInEhc z{`knN*NW!*r}kpMM#m!U=1(=i!B~-tY+pTfin=-6@hsi)^H{rpOb zEFA~6^mZb(>6vv)AhLpk;%63=Pn!%TwcLl-X`IGFQ6STF9```QMC^o?ZB_B%-?W@& zOb37aM{KQi&0zEq+C6AHW|tW+KIYoB7beAC08G@f;>l=A9qCaH+f5V_`99K4kvA=# z)%3R;8N0-)yI4{!jH}*cmEHK6j~$~e_Ow6JE1=fGMNJ#ZXqWF2T~gmAxxM!({^+=Z zCy??Y$dT1f=is_wI2llGQ{c}4k{ZLxcoH?wp5$J5;oiZKuv+xsHgv-#+tYGy7C{Zo zfC6aTa%%^*eA@!hJ6~fP0wmpDb5@F(giu|(j1^l%hXv;MDWd4F~A;pgX z4mVxv88Y&{%%~BSH__J<)?V}iY*_V;ay0vg3T-h5jG@gup71>V&)>`AMzR#(uAbZW zF)Kt-rU*1=S}_1w!kV5oHhoywv;#akd;+<6{{HnGgae1hytvo~r5UC4{(NSbeldUl z5V+#J#@6q-$I*p=nsfB%10LjsiQBg|j=hcEN{0lj(LYz-lL&RLcjTRt@)ge)2Jftm z|8=@nCH>L?%gP6al5>;L_hj%$LOsHH&XK^z^F43-JQ>|8C=k&=i zY_g}vopv6xfb4=e9W!u7*msl{s^D^Vzt!2s<@r0~!&ZI#&i*L%9NW}glbYh`i+}!o zsY>B^iXDXeq~^Ym?Vg)ZTl3j9`xriyU?YA%1G>hx$+ulK847fwQ6F2fQbVX3Lprlm zJJzc=wywEjW%Ac74Lzc(!c3eVGM)fsIEERz@1G;gBcrbiNzFeDH+^t4_ITMn^)#M{)CvCQFRYS@5>O+T4m?06JRC&

        66$o5C^bl*p=6c#5;c4!?6VWu2O!8gU(~q7;SOTd#*AP z)yM`c0IcAxsrCRZb&V`D9(IR5ycmwfXr8M^RnsSwk-p}aVGu)+YR}3M;Wen@FO5Cj z=DUaNn9zBZsmwS9@zgJQ)cr%c1{#7xSkM^lAhT{9Hqm9D^tb|@E{iN;z2Ea9wo5Bw>RQr)rdtLy;k41XFalS|$ucJ4;hQ*tU2sMUzC)B%H*3%#z_Im2YGC#0^6 zKhG)IT_)lY+m4a)-sil#mc78)Y-U4SmjGc0lw#e0mP5CY^yC|ngbSkGm@^R6nKx!J z^F~y~(XF^u*ShU0XOdV=XB92|i3BH`41CQrKB4>wb*I`?D!0#}xuvD${;@PKk}t(m z^DR~yHm2!=VXcCgyS3W{}RaDI%KKf&aAQ`E9Ew`^eI}c1ak;7=!HaK#Qmc!jvpG?QfNgj-~~FEBdWx4 z)}z<&x@OH9KJmnYnk{;)`oL~!Or85a#pUd$oIY)spPJY7tK9U{OQP630u)48C~dG3 zxI5qyuNJQ8jC5s1c~a*RZ`w>i{~|+uWT$Wi7IV;sirp*q!O!ni!SBy(=I@`{Xut$9 zC0Jhh7{srH-zX6*_}hVBT@q@K-tN>Ttz7UQk$+5j%Wj}u?75Zi_lu=*vB1(Y^5*6B z>t>ek7aM4@HqYc(0fq+I5cclFK8-}Cq}HUocDsig@B4?k?*(bOp)mNP%G!MUwS7TB zwkQ3n=CuM^9ejZfrJZRkiV1V{8p80jAB1?Za0`(dGL5m0q2H*hSFdU$!pbjy_=jk@ zMF(IcccGiHO)lA->#{GU0*Xy5skxfg{rRayP0f(RfJzCx0GZX^_24nI58*uK7`9Pj z3K2vhtH_sQ8VyDy_dBDz~xHopn0x3qOXmv+fQZ!-Nuc$a3vJ(H zjeFIyq{TaHq3!z5Esjs}?AaKXKu+Ln5-u|r*CRIwXLF=WA`9%85}(CONByn3Jie*D50Ar&f#PUgxBRQHQFa5)&DK@zkoXs578C zHnkCzT9kckz7A()IS_L*L{UZyVsr`ByqO@kHT=Cnn!IUiyVO*!r$kMSR`_Gq2YFDz zp!*kDO%6iRD#7^F=^O`irsr1P8MpO(IL}+bD(#Nu0D(^pVwPL+0J2!6g*^5Mi0Rb0 znhQJZ`JXLGjbJ+{p8KPU0p3J-`JJBOu7~Fv+hB#TTEteNda_*y-Y!OJ=;9tXkW`mL zAKTL>(jKmE@Z3GgWca!!e$9T|Kc!a6ovm?UE3K{ebewFPTzDbD5b^G$u3a5IKJPTT z75}&W$hE?$*N@aXuqM88{I6BwhORcbX7};vdGjJa-shJNUC(}D|_5ccGL zQTJUw^KUrpu-})Q2Qf_<8AuYIn+4Y=`di%Y|Dr+TZ(RC(d}lWum1&KRC;y}7<;caX zfYB@-FVH;kqGh9?@t$cbu z>_ER2nn$?kEgd6%8}>XHH_6V*p4q4&RBIOO7?Qe~fF&C%KO}C2XpPY!@hQ20~vngmOHEItHfvJmN+CA=cg9Ev_PUMhV4?rr8 z;Jvb~`kQTpb30+uB+k+uo0_pE;%C@7PFySCM=ifFXA;SK>)b=!ceG=W#YN|c9E-ub zeD(+Lt#>ZDPi(a-N6h*TY+&qw+Vyepp7@q|r*XR!2&p=z`%_1r3Q!J9Ov- z;^r(WYD5#MBU>`V!<)T&wduL1{T=h3lO{2bdGPaKTLY;a0|Rab3;&uV-$CrD~_WS}zr zRawq%SAI#-L;1(ON!`D{E8ZSSH=UhbTw)*p$*FmJCGNeGgQi!nUY+*p*$1>D>13*R zu~3~azeY~?F9hv(etzjP-8$Li1T8O$AD`D@>{7t=i1rbud(7ra>{d|K(r)$Ph|xbQ zzJEd)z3Ez)Z@vMw7!pUOerDTv+{Ou(8%ZXyO%$0{?m0orIavvIeag-JnkHU92A2Cy zjQwN1YvY=wU(Ie%g0o^DY_{v&GajdEWWhszYrV9Cnmnxf41>O)2fiUUV$ zqtoum9BI`cl0aU9ko9!sJreFfQxd}-q6f`*QqZs{Nt_G-s_Z(ofl=AJK}9DsGRC%D z_Bm~JxJ%Va*g7Jk14&@IVThk$mguvq{_ZY|FVCtHI zL#5Wf_rq}DES+Lha%cNmn)v5l%x_R!;O&bE)WlX1rV*#d^oi>e=kUqV(N6F5X_)dm zfju zKO@g=tu+1_>I!mi3Ra9*1M%E(?yU~YwWqc%0vgVdAGU-Q5*H|IC@S9_lWjX{m}0Vp zk>HPN)ss}+=TnQ$PrDsxs%|4*o`Hf=!I&pcg(XVD^Lynz)d5Jf+es*k0r-0uj1v+t zc0wj)`QVJi!eL{Q92s~w@sxtZzy4jl1RdCm86ag{XXx2>6 zMX5Cdg(F~*DccE6t?&GxFiZNR9Lhf7&K9&#gxmuWnb{Dimarz3Ba!tKKu5~t!=W>J zrzQbC%nT2QkDZrx@?`qy;L7XVpVqamZC%^$2R(UA9X07%$Ao$=e5nm8Cj=EOr){G7 zV96A$MM)gA*9j{|1_sBkT-!hi2aa8Gb_p&+_4mrL7C& zFE}ip+O*xE9d6Sd+;%_Px_;=8h#aq;)Yo~JFHbmECc@;%1+WG)m#?NZBCdFK$f~p2 zf!{Je*8vT^8@^{{TTbwK@ zod>O-cA>Nm()ZKgV$NGl;ez<|lIJpKz}o2#Rw$d{KsxeQHsk5p5I84x=iPbIfZ?ZB zNOk2%j)-vFZvBsXloWCZYM-xF%v5qNWSfp-af$u8?~wLvitX30pTrGvMpH3jDiBMp zX*CQ5+o{JQHU=HT15?k@Ez=N+kH6@qNmUxyp|$SodZ+7Q4kq1NrKT}4G0H!UE7=zY zyEJF=8ONlba@ZOXs-|$%@@~xY=kQ2-@RhO^la!l0&>Rr9O(@TTPHz%GAcYrAYAnig zRORx}dm40YRF`3@ON@r*1I;(5hg<-8%NJmGHk`6)MfeOF_CW-G@&N|x6+2WJ= zUBPTL>Fe=3O-<}4Ega-JG|S@P+3K6i7tY(dciIOjA0LUTxBf+$BfYzBYQ)|D6rV<( zhbj@>Odj8GzdT6)XAzm!_3x5R~)4IS!dtD;hT~ ze7nt0O#U!$+O!wM9`(9V%WP6UhQ*S5eiTuic};GM+TZ;}+&)(E(owD$S3-T7u;P5# z#B#@n&)M|1-#zruf(xdsd_L&V|H||Bk^;3b( zx`o`C9k2$wd7J$v?;LgSYG0}Eu^0S4I9Ptn(}6-OsM$cG{d@8x-Edk23>iG7B`NiY8n zcf1?C{AFT=V@Dx^bylG%A;(7}2w;@B@;B_V2kYjI#!B9=Ax%Ellz3nx3h zy6-sU7M~uI{ZAD%cIF|fpxOO79Jj@A{zj2EEWFX~<%g&EmwF!sH$VKch{Pd)VQkU7 z{U~m_BGZj1Fo}!w$pqc3LkI#spXK0 zKuu!zJvPG8%-K7fm9Ap)jo08xM?a!@U{@<9CSz}!JJWYrlJU$dZ$KZ&TiTq^HIn={`eFb&qF zcOErtL{Hl0Gp1ku**;|U7eMB1PG!x!S9iMKj5-$wXTC=TFvZfSwXzE{Hr;}^*{+^2 zkvB>i*avvg8+cJ4(mC)_;dLX4+4zyhe{C*rgf##9fr-UC|K%sMMlXaFS^8SC>rb!l zBaHvi`LuU(&C8-fk?nI1@()G+bnsHTaLfXQv?X!@yC>4G>F)JPb&KigL;jDkNEseduIMM_VdeID=n-bVei$;zA*A$kALM3V#|m(9c!X8udz}z#mp( ztN=EWy6ZUW?yb9b4G(UNpNPgHrRLus@#V};b99U$V+iIL<9UdlYh~4&gl_Wz`D<#V z5=WS+4FHg6qFh3BGpf?91Da$H%;$H;oH3u*X!Mn-XtsxK88Al3;$JWSdtOJ%j29-! z4kxQuLlHPc!w6r31rk&B+KJH*C7tQvF|Bed%x>JyZDLHKvU9kV&aK0-yQ27VN}!E0 zZQ`3uUCxDuwrxL+p)kaC^(5Jb<|hk$hIQdH(w4CkIt0h6ROoV#y;jlZ#ZJvjz4^?y z`v|tcs`pBFr16678<8rd6iM|GKe*c3o7TR;lz0Mz( z5^YwW&su98Jt%K^d*dYp&g^&Wqsj4jm~&DJ-J^uTo8`CSvy=dnsJ?hWHh{PpK$@CC z8z4+KeWcPk>-;0F<_(#5#`r$LpMOxPWV&&a^WVW1H;MSP#>iJ8%HLbtk*+zIo*hhictA$@pHY5dGMbJ84*lfy~G5gF^7f^u#vn{H8R7)h6KC^V~zlzU7WW1D@W~gurTVyLARb8 z4@u+A(7#U2Ir-r)urc~>R$Q2|uFJw>z+G*=C|zLK)a^s{q252d8E-=?|?dffDdDa(2UEXo~T)&oLX>HyLstSq4G*8xSF3YU4Q~lJ#Ur) z9quIt!-R7l^`=}bLsS~H%;7n(IhQsFxqi6w1lE;TRdiIz_nlGDSEbTw@p*Y`c{mrzaZ;a5{hR zb5MFu;x>vp9D5B%Xf$8!K##y6lO9tNLts3e+Dk_b3859BZO|2I#U@-mG%2p$`Z3A3<;m?jF_PG9Tx#iU4lcy7Tui!e(LZT9i~}Y{ob$Z z&u+z@M_?*cg&hN*h=jYFh{H>*++wIP`3K_ZL_dmytgvKcYSNM|p8^y9A!DsQBNVbaEIO)8TjEvN-0BPG#?-`9{S zFb~z^)I09Fd!%vBt_GHtws5B`uYJ!VyfNRbAOF)MWV0PSpS%4BT)#f14kQz|`ak~p z6PeoZ<}2izgn4aHSZ#4$$Oca)PwYY|L|4e;o<}zOp3W=B^PyVa!)teK)_Twj-Z1=| z)uctUt~ECat{eg3jp|6F(Y@OnCtbpL82TvFm40s1dm3}Q_$!+i&AM+0Bdfa`>?n;@bs9a zrYq9&i!5*2{dGE>{W6xShRY2C%hN03IuZg{|C?AU0~e8%kEEMQDCPRNe-kFfKW}%6 zuC2j-%FM4XgO|~vlV~Yo_#gsBY;&Jrr9=_jT45$3bZ3K&!2-8F{ zR@+FUN3i=SqQmo>DLBVK|?L?a2`w^w`Bl0sNIu=gdV+YFK-NAlL6AVUh0f7t)gf@2(FnFHj9;V=IFbvfB55V zh&&@n*q=}b$dhx{oH-txbqfo5kIqTTWrO>^U#aAIaiqh-)Upv4FPohqoXYqScyL=) zw3`+{mQ?d(Qb9S2ScpoETC@;v*#JInN`}dk95__=d)|xqNo~s#yL}WrgTFkrW7^A0 z_3ww5ZU2cA?@v0;ahQ9gSfv`CFtOZQCPE5FMWnw=Om;NSq!X_j| zybcVyCi_M&3*dmltgtE#>#UyDg_0@a)IH8d0`VG(yUBZ(1NOMZnHFZDjLMmT2}AN%fG|RyZ-XO^l!UHFRPW7md=Y68+|VQBZT6{hMOefqTV4>`phO{d9$H7pIJzmaR$x@J+qRHFhsM9UNZ1DkXQ=p zhmhhhWXO6DxRC*EU()Zy=^`48f;=bs9gKZ95}UE}h=O`K^ss&n0i?_Tee`?~4kibC zLgamALkzQ5o+tFx*kclKuA#)N%lIGmmJ`R7PV5rWZ~5L>R5!x^ELlJ(U<{#Ylx~rFxJu{(X_&K#4x`)5~=Kei4tPH6_vK3xh z<6az)*~P@7xdbAlHwK*pY<@uv()Eaq%?&(rwDK}QA36{=hEf#hq$|s^*g4&A{z8|U zLtECu2yoKgog7CM%I)=hXv{J|_dYh}I_A+&imk?RvmHZh{eQ!<-454JuvfWg>d-k} zx5HF>7C0k~4W^U}l2(y(XQPjJ9S>v1gqUxL_%NkFDJZYtBZFr%vNUXR@eRwU{%spn zvTtrZ`nx^PE?;k=6~3MoPNa{7j3qTjF`emAkMHKG^G!=%$PA7?oCDpci38I|QapqJ zFKM)~O<$V)JfKi`2pW#nJSa_c1oq^nxE-{VBo&gTK{9d=gz*e^T_n4c?ml%BJCc3q zRT^aUON(D2Z*j(%BiaMuq;tMnDi#f7HMFGTF7CCUgTsgWke_LS%C7UAwxTUS*C6$< z59#)y>O;xW4`8Y(yHJ5wI`=3nM&VCN_TBX1i_&w<@$YERzX)v}z_0taSHa$qBQDUQ zyU7FZ;-imru>h|zMj#~kn`E!A-+wP@r%U4NkO7eVhqn=O^0%1vlH(T=-1$s$vFZc+ zj~tJG9ydC0=-r6S*OdZq7~JCr9@Cqz&S9^?veF;(lfOviDUG(A{Yt+P94fr%%~xqO zed9-pJHiGvjREyv&(p#`CAcz=lTMCRlew=Y8e$O7( zs`=|QP;cz;zTWQ5m&H5UB=&6`EkE2bI`GO}e$T61X1CHm;(ugcfjg6U<{JrcB)*3! zPIzuAw>*b%K)r5t?!)D|FW#XvoRg7Vw4{xu8FdXBaNr|EU-J84;?sRY5Pw43pcJVoIEV`re>-h28 z$)00qX@H4ja~8{WgR;nj;#HVFY6(-~)n84gCC2V56B2T0nW&WZsrz>jaLIe&L7&|k z4YqCw1ui&K=YPZLRlDP)JDU^WC?=>op$lelnlT8y{z_i;Y+H9Z8%Vy_l2Ir!SHq|+ zp!m_hVYzYujA>EB)-dV9m{!$m58X0A79v#Rr&sA=10vo$PZDMKbymb@)jnz0?gJD5 zy0hkd)vm04t$#x2iv1HQXJtIg9Y|=~QB0?zf6+0pu>@RV7Lc)Yqdm6d@UGX_Z~TSX zwQW5&bnD*T1L#r&YP!PqW5&SBHnkBq!u0U*X zHw|-$(K>bl00A#W$C=mZh|6vfFN_ZsgZVdubS5e(ow3rId zZ^B3NniSkrdIErsncCp}@`R$EsSs_%k)TtQLo^Qspl`G3HgW5%!^fBP-;}sB@7h=G z$ObNc|Mz$}9zY4IFeqPN)9}MJj#m32APPQXxgjXD?}^gd$NZ+;cJ z4)m4IZ(IFOId0{=@+N^c4sJu<3=Q^{EbG$V!mBq5dzpGH5gD7Dwj=I!Jt%+$I^2NiStSX!lk1-NK_(<+MyjfB9BzpS{yq%RZ@m1Q4>A86!!jY*tyn0 zY5NZhX!40R7P^3(t5vF34+l!ijbFrPzY-l9zj0|+)On+JCjBjW4!_~ssFrm)sfG$jF z_+P}XqGJ^s+Puayg3tcF%TQW5B~G*%lzjiLPk|vMu8|{P7+&AmWbnd`X<(eczw&?6 zzPyo1>V4$9YB6A`jqa2tvORt{Y;-^Pj%Je3F-()br|2;Vy%B>8qX_u*3S(kw2)2}9 zf(lLiU$7oqgLVa=ft=k}!iuFWA#MSO0-&YQ*j45s5@1Q;+G^bSO<>pG;lVq8z=blw zTR*6jaLz6MNHgD8H`i{EaasCTp1Wv~BW-Ra8O+Z;hdE{!Bl$^$L;A##EKixhW@6GG zojk;T)_=f+HFkSmeXvD2BPbmFEt@%Z$A>kWe`^4uQM@WdgqlocEY}gTkS<_Q8x+Bm z%C^H>YsTZe>KgJ8*+0$att&5koxQ2ZM4T>GWJ%mYO9m$YbQ;o2$&NCyzGE?GHfR8d z4qd#J6L@K_qyGW}j#?V@{eRKvO?vq9n*E0u!B721#JB3kann`E5|72IrIHB5cCJcm zplop^697{N9H-z^ngn2_0aub8A}i^&s!h6)vM;il<|NP^(v)7H!DwNJPf9H;oTJaA zb$R*WCiYeTZ=%(}{L)}tac>1B(7ZaEE&cx-mclk+b!L2>tqMorCHmjjJ^wadL?-j> z8m7#x3it?cFctMx7RGr+cjy_3tu4YXGm#j2b+Cw=@&q{4%m!+y`7mNYh!x5_p63iZoh1=+F8cWu2$Zd;rH0Pzw77|Dd_|G;fQZnn>4J< z2q0?b(IC&Q4t8Hq?zM1gtwv`CWzXyaxAW;ai5Sc)9SJ@~2U@@tsoRsGW0Obi|N zs0Sh!wWPLef%$4M6#{KArGAFAc4}YMn@=AIrb|wsX`=Qp}c0dYrMQgb`?q+ zB(@8yR-5FzW60r#{03}|K}?0ixI>VyJj39ax8BtN;)sDgYNdop-p9@7FI};OmuX0P z1jGi9qa<3d)D+2=rcFu(XQF)xmC<1j zQo%p8ITxE!R(uad#9{R4NX;>p4j1d9!ZYzvG^iTd6rPR?mt1J%iBG2^;(-ge>z@LX zTpJXaH2V#(*~qJ)@lmnpD=(M!%Zv}Kw4%~ovH$#klQ>27ADHWf@`j26|1ak97@Y;U zzLk*1tQ){rBLvF$5~V>sK}NK0?KOVn9h1`X~x73;3&7bcS{fVBbALS{N=MW{`+6B4&LA)T>SQry`HVv21n8SLNELk z$%%A$fY{Y*`$47W%#`Av^GZBD&|xRr)9j`;-TuPU^fBh=NhTuzb;Xb8(THp!Sp+;v zl5FQHYXNkGJ&>`9W+c*@l!3IgeI7R?skU3F`Zc9wak)9=8y_*s$qc&uaz?N*(4P?uf^EV8x$MQvb;Dj-v~m{7A-o<9c-sAT_j~Sb z%4f#TL2yfFm#_xCEXTzx;rzS!{_C>F;wRumx@VE3G}%K%bxRMKqvC5?njDLHkVIKc zQ2{$r%L^*fxGCE7rA>|C^}-w?hQz$c0t+(n`ob}L;nD5J(6i7R8%5%8Dzm8a6TuL1 zdZ%5dWvI<`y#2ieVugwEB>A^&S+F1}rW1pu!QHEeeU9VI8r=Slw-Hu7loohk;jW!| z`R!h9mRBv(J{-rQ8{=dtL{0q(xY`#27cchO>+uFI7e3)A`#q(j5$XtTdG~H;>kB)d zP0i5Q$8`l4f!^#>t0uAT?p2ps0#tc55NaGSVxq=mJht2h#B2-1^CJ8wcGDTh(l zT`zfYyF?JcbfgKj+D-_S$E(j%ZgKhz??615M~glJKj=!7=5usG7kg*P>? z-eg7T$!5H;TmQNV1B1iNMhIb4(d~Qd-e&(%lnDhR&V(~Fql?j5Yf=5%5th8ok`IWT zoz1G(GlD{TUy6zjWQTN7pCn(SqZ`}Sz4;2ca5O*0r>7*n0o>ca@A#t4M3_!_#_;1+ zM{(Gz?2rC$TxRF}rRm|HcMTQm{hc21X3!Fqs&7&DKexBJoQS^8b?FZN?e!qVc-n^j z8q~Pg+8K|FQ>}W|tM@N4rd4BS!}I%>`Aj~l5*js9JJ_SPEoPFSv1b1t_YaiXbRPce zvWC6Z{OFsS3SpcZw8HLhEUU{C%U=F(vmFha))+RU2_BhD7LuDzaE*>n?f9QSM`zsr zc9Z<4|2NQ)jJ26qB${6`G;A9wnbjv&@0kZJ>&*W|?cTU$%WY?$mbOYuuOzX9(4H*B zlcqMpk4^s<1SDgz_9pMe{>L{dU=e5aY}FumGZC^;F+dL-c*3(vQBhH2u%m#a312#= zKVI*>fB#?QSF3AKn$TAcJ(n<`Ny3G%|9(bh z@gFCTeN??Poq;GX&R20F@IUcolEhsDFGC`dq$c1r-1%P9SZCSZT}zs_^BKM%edJDe zpEfo)1-~lczBGS@=6dB0I8)d7DNncL`X}zVmE04VRv%XEn1ySx8{@!`WYMeVO(?@k zq6Q^R2xHS$!#U2o<6jIT;1Meuajo&tX{6a#BtIJH0WB9I$`|mAUK5SnsS{dxHZ(IE zn47rr_rZ&QADkH0(OCn$$ryV~@8F+%<<>1rBz)b&%LF&SbAQRaau=sfZP#j<)3Dg7 z(OcKMmaQ{?>W6_n-q}>;Vx5Q_|K_ie@cm=UURLe{8N*}YwX0XJb42aV^Pyd!d};cF z(<4-I7@11K+sVLW|F%dZ?*E;W--6QO+?DxDXW_on4 z`I<*LA-C*h;bKKa?A+Ac+}vayd@Kj9CY>dmb;S%-_V)YoA7Rwma@e7dY%;)J^9l7m_3d$%&9X_q;!m zAtGOBIqv+<+6TC+k5-!XiT&hdSLED;v1YimMu1JykjH_2&(T|DFXp2>VRMD>QwsAI zr^>*mPYcXHw(HrG{ngDXRXUj8ufnt(4{o+96j>*L=N2$t>I5p07zo}2hH6xg1PG#* zq*bb6WF``tGwJonsaP#vije+bYmp95cYWK7$`c3#Plr&bgs|9tfAYn9(}G>gt}0(# z%Odc7`-UlPPwj9m>s9S_BA?LVQ;GUA@@nQlkJ(#&uHzx-LacOY%KMf1R5mpLDxErA zaNqon$&wzfYxwSYIew4l_w!pfW{bb5DR^sax_K<{eHROvLyTO9$#L}j++f@_W_1DMUf#CYg<*f+A z4To3|f@AKT!2C#SQT95Z2i8V_WT~c~=(DDyP`qo@g=`NHW_uux$xzfGuvz!s>DE= z4aLi%yUJ$cxRZl%%D?!eOz@b(c;lEInj>a50MCL4-9LWw+N~LEnPY(t>ZwOewoVL$0i{qF79QXFcI****HtFbAT5*hBcCOsMUTfM9 zlq0z$uXu9rKE&mDH6M;-@;^LKa;{=y5<+fWw0r-Mq+Jz_oiNXb#?qkk@B`OM_gl)% zI3hVbJ@tZsp&pE`Y~nTl(S*t=(dP4~HU-0FsCgzmoSWJCH|b`nzfpHJJ(SKH|9lM3 zTraPu&Ns8{z;H#Ln`SMr@2j}UyFU3_LH+j==+R4B>%gHLL@{lR6x@*XDd$dKGHrxY z3+vaJ98W~Ch4<>9p>K3ClD6`^*0+i|SSndaxyi=;FW13v z_C6}4P;G6ZSJDV>l6#lDe)sbRr{^9RIua1N*AvlFlhT9J( zqFG=>0OO&Iieg~$D9Yt1;{5*ncF?_fuL%AlA*iFtl2ypahNr%ik)5r~9s2Ka0ivS^ zu30pj(%~SAJV$fFmRm(Kw$xNMi(h~JwTyh^d=9+j%5+3K;7`gG(?*!rNP-Ny7cQ9` zEFiVmMVNiMr)^->;#$RL0>_5C_O!L#?&}wOR+AyBJO$bt#ZW=zD2PvE_*6Nw2^u{2 z^zAm$?++kQveN9jz19)f$2oQZNOc77VIWYYdfVDwLo^zjoARDKNZ9(q8|6C$Hw6hr zfBuL)jj_6`&rcHd1x{EtH(vT#r`@-X?1nJW4|1q5ZH&UqdpCUilcv9Vmg7lO=aP&c|t!!}`8kY4XH!ovWesob_{?cJnK5aoh#R$javZq{tE( zUvjyoHvgJtHGtGdo+jLINEir|ti{)p^H!}YkS?Kyj0Bch`PJkYNky^au^=sed)Mr5 zB}+biGuy+U=}6asXXDyZ;jrHte1+8wNhmX($uV0T`$Y`ape{Ixjv0Aj9a#6_ zaOevd|Dcg^)15rA^ZhEzKm31Shv|2z7R+J#CvvZ+uJ+k;O*%~`bY2f=eg1@7$rDGT zjTQB_WJIHQhWlMbK*Wg_U4{&TVq#ja-FX-9qA2MnkaEa%$@00$Jn!O9_c}z?`K`Ry zSDbV(l+U+3z+63;Cnw2X#@0CbO5)>F%2umEJ*4cs_U{?j_7$SfIbba|9_twC%O`5sojT_9q$hx z%7Zhtkr4;WLi23JJVXg=M-9P}oru2NV`+h`uH;$JYi-AK?aKCoT*f|V!lB%?dw1Cz zO4{ENUsNzYnv`cY1axAuTdA|tgInjKh)G9a#^8XH48bd0ngdY0-R{TNKt3yC2vN(C zc9(a5GQE+<@qv~y%LEfHq?e$veb#<2e%$rvA0H@DWKzm!A?X7yJL`*rr4B&1wf_KQ z^WNaD53L_2!e2JCK}CfvMB=4lQ4yh!fqZYG+9-r(=AhsS;*BGGuDfp>JDDH!Al>Xo z4c+r>LzB%xXPq0hdvdpka6EbPoDJTMBXaD1o_h0v{r;)Zha^M=u8`*|D>5CAnjcpG z+B>;@)D_hbkk&>6LmK_NNCr5XbltYrL7&=fuox`wk^aSlXxW)=WGJ<9jyAkJd2M7b zCsYP17rVuh)tFKbVXfnl0DTK^3wKFC(n29o$AyMY(Kd+aDwf6qM|Nr;#9lxVJ zl$ZB?p69-=`?}8SJkN`iI^^*{>j2|c9A5kHHoF^(1Dl5KLD==cDe0o`K>vQQj1GhD zM5ivEu^K%pEX_#Ogu0LsYqaf(8yhDBn)enE3zpSk9Is&(MhJgZBtb&I8)gz&7;i)T z^9GkmCu5V}e*1$aRl`{BMRqU*39k0hON0J2NSF!hjHJ5gDsWY)Yf3X5QD0YqU`6(2 zk*IH|B?ydYjV#Wi8|3)}w6qg(Ek&D-d#%Z#0*S8bwT$~gPhnPp@Qo!*MrwqG`+mdaYuK&&Jwo=5?sSK@7(Dg=X+0_CF_nHFs9+1_pGzqNGybY*+l*GWN+0+|4v`fc zu!Jhp4c-9)=8iFnBz0{ZbaLFXSUcm^Mb7InK?`roF2Td>ENF0ug^zI0=g%KDm!k3GZir#xLsagi&TVi5IUz}6#c*RC}kfQ2;8MSG{{GD3<; z>yFD4WNia3?sIU~>8ctYdP2c$1o{wY4tE3Wnx&mgU*5R{dj>HCk^AMQ+7V<{3dn&+ zmRvUA^^7#>THT0cl2QJRK$`LfIx0MG4Qw(ntt+l71Ovrr!U>waq@9;N1iyIVxVm6I z0=0!mi$g02bT<3eYij!i_AFqc3U}Wu5D4Tr7^@Wf+AM2;rf;LFfB0b%7H`kVpA*_6 zsyL_}d&?M~kd(#vR8g>9A`uVylcM>zm#yU44~*29`1@7BhiJ4ChG>o397+iMW}8>M zx#Z9^(p(=IAACXbCC#J4ye=I$+!!2foVSP{YA!N8CT%^5DiKN57B2teUD?N^B{=N9Bu$_N(ZLMGT+&RgphTZ-p4jx`=t+56kCi*I_ae zC&w-)jAN_Z?FOu${Qk(^2m8KOBx*I|P35&@ZFg`nuuVYA77Tp+7C0A?65)bnYH+Ez zu+RrMgn$8#I>Bx-l__H#|0-9XOkTcVcE&^!wrSD<`S3w zIpKTxK;-CJcw^2neKQPTEFoH>xkZ=0r+tav@y^7YPJs)sl?{K6rF#ANs*$ z%1hP>$krx}I#MaJQy~QvAgs<7|0QD2t7fl|5uqo9*I$L7w?P9Xm!a*0~pSPHC+KMN-3LBT6DqKBjopz$w4~cBs0e!dz@X@Bxx&;=aR(FS>wWHmvuCm;KQ6AB0>QA~*Attz~AP zXBo++rlqY%7aup^6$x3$`K!{3(qFSl1nmOdy3E(v9~yIX@RV+lJjn4$zmsONkxvf!P9QZr;MhnkRdoKVHd!Qtj^8=l^dqJ!k*5~QKd9f1i)rup z7){v>9v*r2kbe-yul!TM6wK}pJm7N3GWQ2bFjQE}jVb782#0Eqa`dYg!M1HNOjYcp(Ei15gq8G?F>Oga7ozWesf{~h1G z?dgfB_87y}(jetMFRDD#WUBGNrU8wz0^=u7#ny%XfNVI!Alw_d>u7j_xu%^HRy8x` zBWb7#ngq7EKSqIXNNVfghbr~J_Cw)(BCh+jf=-D+ z0ziIK18%#{=#=t5_spTs39hYRFGzpo2npo-0Dw}7CW)aTW~xgQy|D_H1txG)>IwyA z%2B~hz^PFfD}mw)p3xdvf(z({KmuztCo%Ux)|b3i1DlB%07}+UfWxR<=sc=2p%j~N zJ4nOHA$(^EDL!ka2{k12`jd#XW#lSNdevD++2qyJOtv?2_9V@YU$W**GHyep0 zq{EwS26kamPDc`QIb16+bt!D_%5K0xiTTfNiD}TVB_e{7F%1Z~#J=m#{12E`-JdSd ze!|z?V<{_|Aiva&4L?}43jh(!87Fw)B7>E^9z{AC9U^BpOY4CSU{j6yaa7V z@})eCu2-C}ZAZB*4N0T^y1#z}6gMYP{}RKuWK9Z)6j5kKl8F-`yq&$s7~f$R(()ij zuud`5n|h$)sNeWV9{U1=TLM@<*tf%veZ_*89Thn_F$|a%t)o%I_DIlyCitJIdav1^JRJJZh%eBG#?e3O z|5ng98(){oQU^U4@kFg@)$f*hUxXLbZn}IYJiH^&Jo^ead88vaKOEeA@bNRK$>A?e z)ip&wl1Jk~Zh8@W-swNI*4=t!6qOX1Lme}V!_@_AU)?|kzR}2ALu-2V? zNt5ZxF9r7y6r#?}S|N~gAwnw?cm>WS`9;&5Eu6VqtQ8ms!y{Gw{`pUIvmy@0zCA?` zX6Gw#Z~&;wA=~st(up#nJXS}7Z2B;Oz+WH+v569FnzsPMsZM}rG{FYV2=qWw54A5+ z5n@eMaJ2$X+vV{^v3B{u+vqX<&&%`;3{C-JBqBSyiE!F%ph@eLs*t~+Lw){9^kGS= zjm{N3anhN%6&P!1TmGu3SY}!JQ)(QX94Stb4QQD1dbMlA=KQR^;#)>T8Tx2Iw+kcAalKq3(!cWd&_BV_>Wm1xRWmf6fli%2$yt~I&A`re^r7wOd^ z&>%M4%-pq}uXhT0Fq_-Ye$e7z>#2qFt(S%Oz@S^jlF!{eqrf{j=K#<{#cOe^rZ(#J&6St*!NYK$8eu) zQl?;7Fvi2+p_Qwhg8q%e4`$#4&LoF%jG`wxuPaWGhOT!h-~D- zV$LmSeUu0zjE`fW6+qYovq3>tVhe^TGuEI5rJ{umQjo*qYW2pPMN)MyeHQv+{*Fc z_4vx2PV1gwL2lEQu zcF*I&u!a4fYzw=18D^~gwVqfErGLg(8Z%BuVO>T3US`R>MZa=VR~1gUR20$xLfBx} z2BD<%n$#hlt#2gpZs64=BRAp*p6B|s=_L<@FvYPb;fuE~ z5?bGp)I@KGTLoT0557TdX>uh^XUjMKE%I2@ zNt_2RPl7PAvmxQ7kz+7)OrRd3{L9=wd|XQwk6JbTF^F@ax}n+`0<=vZDSg=rjM2E_ z`j6ArCS%lVPKC|u{pfRj(=c3dLN&Fr>RI2Y z{8i#}e9F`+HRHgZ3qnwCG2VFm^#vB`Jj!Ipk0Grz009eyX+3P^Tw;X`{0+}Q>5cXu9k(d=12GK!xEOj8Bqku$2QXv%X3w2FkSuLJ z@-Xz-2rN}L_=6uTV7%pfe(*Hq5$_zjpRNn|eKg=3NZPh7N2X@`+KN0k>9~Nd_#M+( zldv-Cb2VTPAYDHyCW4vKGbc$jB{jfT(P6k=@<bE9jl|by~IGIi;X>7@<_= z&%fwA^B|GTU`722&ZQE1Mzjdw#$Ri{1?eo=VJy1fcL$R0LO44D|BKH*1Fsm^J~Nfv zq-n`PA9C3GucEt`Kq5+XU{ zXAdcs*Lv?dWH9JCh1(TBaDoHAnsX5hQ@?#_uv!+CZzOAbOmfObZQ;OFYEzY@3kdBF za&^!^%GlxEcYKL*qRvvQBw$W7)gc8HMNxwmZtC=xt1bnXzjBZpUs@Am1pyVpiN<*O zpRjiyZy0k08jc}(807TD%AY7ZV1o-7pml(=`yj6W0Us_$833yQ`TL^#LvSpx+Ab;pj+0dx1n*kDH4cz>*mDyAnrU9XJK zTR>_$pp~RIg}#eh76qRg{y!LD5!fpyVINPHWJJ&cK#CE#oN7o7G3I##bD|Ax3Sh6s zG`kM&HpFF_F>^NAuKM1A^nhI70f|?jbpDJg;}m+l$a^hRC~?@}fyNE_m4HWZ6_IWN z`9)n2CuU6ICYdAy_^Zi9EiYXLN->x>VD3=`PF~D{eAITvCA6Tu4^|KKEMX5arVnGG zB%on5p2QxkbjTsd`$#obTMO7t_FDl&e0%KN9d>>C^r%~JZpQY|Q-J}t+9>(Q+?=MXXR$RZgfe-ScELV^!-1ggW-kW)w0z#1cVUKRZQu2P?V!=))A z_y$42O8aNnyD(aU0qN6)v4Oy9N#l%$5M@W}y;bl?Ry}<`JC{7>ad2K}uZq=ic_j!& zgYh_jzchHlGLJzi*+)sGGs_meK#vP9wi(sSp?sPuBfrx z?@_294iR_yOxQdY1=UtSG?LEt>e3`cB+;bOL8b-Hyo%DM?HA_V{r(@l*h6tb>3wUL5BYeM<<4cE98axtfV-5x!F8yhpr9=P9a3sL!7zb35fAXT zDVnFIG2iI|nWRz`p=nDOcecA`ueXp>f27irxM86y*vwPfLM$$t5ks&LQvW-0JtcE& zV9+E93igyilkZ2^3Sn>yHKv)g!Cj9`@dHr%Wv|PI&W%JhC2@0?tb0d&SnT51(KLT1 zk@Q!;G2FVR^O>^#P`Up$1RrrJ>YyW0Cw*CP2Fo|yw8~xzkr)~X%M>Cajbln+vakeb zl_20$o8SzJzl14J9=Gh;RuCT%>JN%bs3uKxNf(6(UkC^Rv-Se`^rVm4g0398-yJ3T zB&>-E1R22!rbF?2*CiTep|_ltu225}ak@B#=RL@p>`-Z5P%BQP6@UEDDh zP%i~B6NKK0nP@bb zGGXPxVdeCi=Mc|&Vd1oD<0VU$bcf(ncJ-U`+qhatqjQ0A-N!=l-Lmx+KIj~143z*8 z(Krv{AH5?yk~)~60?;%e_|sGhQtOUd#SpzIQRsWVXK~Fl?j``pxNhb+1egR98wV~~ zeR&)3jvVlyBF8*LwdcSTXq_-s%4BUL0)qqiC;S4M0=8f=`zuIR1MiZ}C)3#-MQ2r( z;a?pUs+Ta8Q=wAe24HC7*(aZ%*3LP(64AB-$A`No^;2k^`BfnatkHVSSnVtVd7#FH zzp9@7aO(}CFQA=+iK_C*$iN8|tO6h|PgMOWOEi-1*5)qVTmi;(Y(}{g=(d^xG#`lV&x$Fu3fQU7xbPX=BpLoyO;k>3K&?3)6 z%6D6yPWi9DT;aOFbB?`9D0Hm8Q6hEKikrfZwry{JCS2Cu9LMSHG@xx5l2p}@&?aD5 z*&vFpCKp!h65!Fq0X#YIbw60K%1OLfr(B+&5tY4R4bV9_SMT8IE z$O+uF!i|vH=*Mwz3d~~oY;9TNnx(9vu@Z-kWk)}rd{|`U2J}_g@en+*`0~Lab) z!vMe3vA*Kwhffx{qqVYEDi>>a1zJH~z1WPU2G25{)XAu5OxhXpAw3yTGuKMTMk z(u3I4B9B!qR|iC+)b8ZEra2NryQK#pQe!ZfPT595C4p-vKHrP}RKURo&wqo?nGF5K z!oP3&2$@qJ#7Y77Vt@|a+?K;EV+_rCFSK-iaUMtr$wL8i8=RX`p=OU%Oxo<+ReAXU*}G9hM`I;)sb4?Q>8I=ON%?XwjG27h-`^&93;3c)!KRbhUGyN61{>y^LKS(NkCx&tjdM@~imEo$%f5zx_Rf55Z z@GmwEKHl};?0H;+m_~2YzfSn^TKFllV;F7V^(ke{u69Dk6SSHwTAaE zSN^e3g<&LZH+Xg%zFoMaZn6ZDNIY-bZ)1V~_7neluNX$xYLnbkyW$tO&0r*7`R?NA zF!fYYS=yV`bK+mFoO#mfpZ{~ucCD#T7n($aHm9yXPPcPx_nf^;m(f*84*2}_m#%12 z`1SdIOgPVdJjXmZHrn%DHD5yi3`YFLAcl|D=VDxfkJ=YIvc84^wwTg@YiaiQ=ZCh_ z|Lpqujlv|oZhYSM?@B?Vc}x*9zCqtx^5u8nFMqoYg($;dgyM}7M;f$i6fU`F6m>pO z^yNm^o)hV+8_psrY`#oPbFhB;Ks!qWq@xueIbKHck_#3~SaNc*fg!P)wfH8RuFW26jRuR#KW3q1)DA4jxt15cyTW)>&q(u|Z|Zqn!kokMj0q$? zUPybzC_bDK4PnG}l7L+9RdaY1fQ@#hwt;Z*$n6hzjOV(2{21uZc* z`0Jd7H$}(QqgnRW9;<};0U|C1YIX?%3K>&V(_nryM1EVaN@yGUAv8nJ10A)rG)kSB zx3g8f!Zj6;f}7isq*JQFt(a@FKN@ot!RI|2RyslqdGwh(uSS@!taHitiplJIdKT)e zL$5GxEqPG%N5=DcV2ulU3Af$6$$w&hRww8?Z4~UALBjI@jYS0B6wA?|x{O>vLe&6O zUfkK=Z~bGKJM7#(CCi$5Of}S6(TrF zKC|={tro@plP&JH46<9a0(T}o2oGOJ4;Ws@c=~w2M?jR`q?x)+wGBivC!Cr*q(M1B z_Y#dlxofzK3dkPrH5A;HmRicjCIjrILyo~1HUcVX@nqr7Tto3s{=t~UDw68PsHiJJ_|B1%2d(?zgn zl#9WfTm?pD+_A@hU|~Eww)+fP#~23dvqAaj(G`%4^g{S`?`hDPm$LZPS2t`&v^kP~ z=42)w{N}`+I9;>rCPY^?Hsg^=cKTS)q-~uhga$%0hLCx>xgk5siz`^Y5_D;AH#am& zc4hZni_L}GOOqbw=#lcu%6!xqVYulLrg9d-JWNv)rj zr+9Wtgoz{f_QqZnS;CMMhn~-Q0f)#AY^~ccm9S1}FhzVrGY*xx*lp}bCENq}RvilF z$71z@`METf&~1biKJ3c-(b3V$ZRgpv-GHn~gHjU)tk43*&(6UZTEvp-rrWiC=LoiZ zy8a5c?77bQ^X4_BcgDDP#$?1i=BK0&y5c+IL8#92o4q9(-r4`a@Nq(iZYdC|XJ-T$ z`}7Lt&on4`Dkrw4>dV#}`X^iVPlmzPl?vbXpP|I)(N&HgA6t|NROP~bxe2rzIjyr~ zeSHK36P#PTU^gsh(>kMsX`So(voxl+AYC3t3mC#M_Sfu>=eJTg)jT^d(Via=zhvh% zJWU2e{X7mTY0r^kw{U|IF5KME0^Exmbf{P@TAdXE@W3@Y;OZTj=D-)?fIyay9yoA7 z56&9aPfZ-MqUD?@mMq_CrrBYQH~x&r-HUMI`3tYltP2ZP{0zxRgsqk@Hy=j2rJ}K| z2l5vSOD_tdT@bwLBCY1r&2>Y{Bn$S4D9plY%ELbNq&9mAp_R~lUBm1WqUKF;Cwmy| z{Q?B<)~_2jTn_UR*?@i4RH6`Cqoayg1+++i!RlQ?ThQA+3+T1!67MZHKn3}LL@B%H z;wlBVi*6y#l>%@{nxTPluQSVtE`8mIQ#t7Wa;NFZeA{W*3_ExRFV0~Yd2nAkl4905 zCO#?!TfAiP&F}EM+?5r@1p4jk)+C`%oCoeg6QFBv;5Ye*61s2)wZMn`8YKoPO5}TS zti+LH4?Q)rY{CieaLNg|c{56-O9!^3aZ{WCAbC+iIe*C_4k5)mi66{nvEC{ zgMv2|WDxdEsQk&ZO1ie}J=mkWz?$=n;brK{t#1EO{o>bi7WLTLBuDIp7m(bl_%qMi zQQ%Wc5l|Gea^STEkV^I5v*fC}r(N%!Zj60kRn>_2^sXkMy`lT3uFHR^BP3S~cRh5;61+qf#{~s%i;|-Py zBlNBvnV>QlEjIzPZ&3g?R^DlPt{hYlR)iRLIz(Vb6n1JR&J(T9>3;f8V41R zt{l_FlW^NrWra)Jvh12V2M_*KrDdz7Y5UrG;dLO>G{#_Ucl+n=x}BI{(<@yC12hIB zAmHzXUg-I$DvqIlOYTR8{`RBv2I>+NQQ5=f1KrA;2hQ0sTuobkbo~;Yrq*AgIj6fMZ^N(Z*-VQz1 znP_7gZjADNiSUdy8Slt_Xie<&71GcCyTX{kbz#x?F=za~iZ3;#`gUfu7+SM{L*16} zq=8Zl1HKJ7@CA-83|jFvgy`sTJnoPhrJs};SG!D(Q_60NOVs>YN=t4$4arF!XjZy# zU++crv7XY&QFeGQwEq;!IPX?dlFVAs}OlE(jMjYm7e$7;9 zj`W90!I;#h%Tya76S1#S4A`+A4&koZR?P)JfjUvVHS zrQY&D{h3$tz0jme16WzP2?pJ(FtI`YkPgFD&f=nws{w%}a|`*5tEA6#rCO_J2);@} zHGXNjR&8-Z8Am&cnWmed`ORnhp&n_v(MKoDu(Z;28Sm$VTx$8YW0D6{SQ%@=m_SHe zWpweGg$!2{9)wM{aejudE@s&9K?XrDT!qa=8Nm@~EHux&*b9sc>2N+&3d6Mx_Hi>c+@-f09-x~`dZ%`%_>E5eiq4@9`Z&dEiDc_Hg_=V zWngS4B?YQA*Sz@>XZKZu-`7l!-VuOTbV4xtBY<_Z>wHylc=3@5&-I#KmW*lK$p4|! zGT(D}Ha3C)!6@ovb;567t-T+$MC};s4~#;7Cf@K|-)2?yR3Y}<7az*#w}~0kRDFhz z@H8ahvs3dqwZPL#n4s9Nn>>VuTmC)f^5V}uxtVr2Vy#QP(v5yEeSgwb1K z?z|mGXZg#FsW-##lw5Ku@cq0U`ARYztnh#|>aea$=IqJ`{kMMzFJFRE)a49Rdh19Au&v$<-<5pn?6j{MB3%2_a5tmR9rgV8xU43y8OPP3v zb;t8xUL_TYthQP#sqF{+?dfwXk=*Am4O0}_r;duMq;%0-P_7D)k=;gLC(g3<=}jRE zU5fD}W0kVDwnkfhFN%ha%zLQ1rqGl0^z_nWsivJN(Z-PBbn4;aBdP=h1mqKCB#jfs zU#BySZWh!}FUZZ&6|a9WLpk1?R_3$?nzoe$AV8%kM5uetSnJlnek)#-L^!+^;;9gyNS^oDORrNQ1f$four0nIl>tWWJ4Zt?3aS619Bb!WBJXkcz$U^)Mc&u}&qC_I8B z`$|C*HzXS6>l4rso~nV6;00%A)(zNe_>X8pq16iz@ax2Wi7Pjq^zR=bU!;0v5r%o=AL6bd~kbidU&s1nYiggbPCdKd&@dONnPUFfXv zt(s|x&hH!90-E7T*J80QJOS4#Q_9fB#Jf z+x}UFrmHLF%NI{S;Jx&KC9p|_dNM!JssK{rE~;H`ki7{@`cVfv}}$N;DI8Yl~@&WH@E%SP*87+#tNZ{I>S%Z z*d3pZ1EXG5QBgsmfkRYW(3+WDTILPdejab(mGDmw>lv`URM+d34K9#euxZx^4yRUO zy3znY6sONG4;5^U&Py(+p9Bg1^2|j-YZMT7gI8PWOy}bdbaKQAo0S-O;eDv5ap30Y zR;Tv|=yrmP;ejI1?wOc=p;wLzqfqR_J75tE$r$QOg!0Xs$CW%D78|-I!MfCj~~ ztNz6e&G_QSqqAnk>FSL0Z!VbSiJ$R5!K~-H5)^Zr^1hsv>N9LV^MpJwPf*mfoUX0T z<1=TxVL6T;X<@hhOnLemHCBT!)~@*L^QF^=X0-cIbwP5e#AsKgOxO&D6tcz5#}q%j z)5)~csvjAubhfL1WT@w~63GmH89$EBj<U+JNN) zQqSoxNiWn0u9FGP96X^(7HU_Q9X|Nei>NA`FwsGqew5#*z%a6OxTZR9p04Vgsn0u~ zdDQELIB{t^3A{>TFygP^)2ddc)bM7X9f|UfAxhWt-*z#lWHH~xHR#QvX+Pb~`lB+8 zvgtNV%Z8avu9->WY>EtrE_AUJL{4^&jSU0GM$OOgT(fxhcIq(ff6+GB6waG6P~0eT z+}Xrvst(sQU_Lh#uf6qFoX=)5j`D=rYBOKIJDx{;tkf#P4)4AuARy zyctl~$bsKjco;3Z!*=)fF@x(cc_kLktkW^=+TXnHWt?7ap!wI%ANz>{(GvpK`b|ai zU4s5(0t=2xf34mA(qemaB|@_FWK4lEqrA7lfo0DHliaD6k2%g~cANkqooyR&=PxHX#I zRk-Xcp%XW)gc_OCUxjm-tHo!}u63+*h4Z=sL`U(eE?hbu?0i+m8l9ruQ!nP6`pktJ zKV<&!oPR<6#Vp16AAEeJ3%pp2zxGXCcU|{vta)Hw$0xp1>f61>J7674E@DG^T$3Bt zfJ?AJk{nu5n7`3u21EUiRX_SShoF^;uV{B{XUTJ8Gle_{8@+`_yP`kkjHqI)q<{2c zhL2dwk88XWFZ@2*Ettcpwxzyyt76AwRCTrV)T#N*RcMWI(uJ)mzl1Dbm2wW9^3~2m z=j>dwxJM-i>beUep3arrc;iD)PUX#`^ZZJB<94oADA^P9@xCoS;s~CG{DI$r#;EAVK-+?@X;alQpQZ$21Sajyvnw|w5BaeSfTvRt%KT>lyt;o1# zgVTCO+Hcx33m1t_c)m4XRH)?;kOP(O1Yq&CG~UJnvpox*)O|2o$nXj48(CxlrIHRI z{L~YqVw~D@0D*NulA<$1PHnLz`V5R}tv>cN=|z9kzkFVHrZ?Pe@?=e+HUC? zu9bR3|Cwo97E-Laj@3>+xpZ zPF;GvPdF#Gad8paL|vy?$JUL#(dJGYyB&;Aow|*d9py$+0M6BKr$3Jz)@AK0KyebY zd;ZZ3LDXw0rB#)vL8{-$7qKp^3(Q>hr)kly760f{?hQ}sl}PAp`>*cNbD2d4gr&lb zZe~`Bv^cD*$<~?ZdQ*F(F}c?zXLpQ`OyS;P-;D!1T!K;d$03QQ6Z%jw<>E4+Iyd3{ z>s#Af51?)+iRH1vVD?|k(7lXmJMC>+a6!A!kWOS@`G@n@$!8dFS89E zDUJMrp|8^5%rgoEIuAu**q5&25Dvw3xf|EXH^- zK}LMho5vYCHlyOF3!J0l#+$V@G6v2K2L!m41g^}AFty|IHm}!+6)Q1j;n#>c)m4_Y z>PP+kZ`+dMx_6f4%L~NuMFcJx;GWa{t6mLnS&?yn@x9FCosBOFx&2e3oL5vIP0x&v za^7Z~o$*Ug%N_$`xrs>F5~nyKrO#^BFoxbBUgtntQYObwDfgy367?tT;F`Dn;L1Lw z_EP_t8Io;xI%g)_cGqo|!J37}3`v_&6l@h;cAL%T60s4p&vv_2iA?hPP{cag}u z(04!#6I>2AEOLWG@MTbl3P82g109+ru77?in!x#>c-d~ynSxxbuS2G$}eimT=q6o zQKk-`8sDIQow_L*b%JTPYS{g9FoQ%F+;0o?lf$n=OwWsd=-8~IqwQW@n_OB}xm)L@ zz0l$4i+U9zLJH9`a5G78k;XN+yHOj*gI!<)T7*9paJo3k-P$EgSS&S{!lPz0B=I~M zH40cjMn^NA>QH99>g=1}`Ox!ra~rCy%3j7B;%MmzyDx7=rw(Oi6BUvUHi|LZ(=c78 zWJBznT-wLIAUov4zK~j#*eGm-@S-U%rv}K#2WN78aOP~r^LU$UIdHg9YLD5-8+7_N z0%xfb7#c{);owA-p@)iw8M~A-5WBki>?Jj&a&gO7W}ZKNU?bF1KzPa>R_Z2}#TbQL zI2ri;l3?#s@BH)I9sKejUhRlqAG=p5=DpGPuf`(TAy-$vRcnIeDGJ5ngK1@X?f7qL zr|Wvpr|%~H&$;Gu`^1*G4f}jCY+3Q^Y3yonIJJ|DPB7+|&-h=`nZKd7F)QFU!vn@L z2hmEP+NDko`=(KpD7heAP=}HX{@;NzJ~rqwX&Vfyf?T?nXlw#Ix=2_iOgkgeY{P1H zSdTh_edrBedy!XAu?ITr3@EvkST^thKqIxKp(m(1daJCxY=He#h@-d*Dxl<7*-%Yn zEBNEDHusz?-;dS23W+8xp67<<&qR)CYHAXKX0jP7gN7(mgM@Ii5bRJJH~|6oG5YZO z*c^Thdwz{4ElF6h(|`1nKkFyguZ_LSi$4kYBOs@JKyms{vABc1+}{tvo-^4m9S2&D z5J#Es^qWTnJL>^b@&=B2__b}KpnPzG(dv?3(ZII2dj(`P^x~dk2fR0{RR80f$3;w(0Nf0XQ#S(2ZzY!rq8+2SXxGO_`YQ-t;5OLUy! zX3oi*)KT{b=zd65wc;HfQ=3r;HUu}37=o?ZQ3sktXmMSsvDs^2d^7XB=I7^3e1O+ z*6bx}Gji*8+yXb_bri_JQ@n9U8`3^un){10FR`wUXbgTt3z7BZt^w!s5CC(cs~m{d z0rlh%NVa25Y&k~hms5POzPW2g=2*r2crHJ&3|qu^iGt8CX*hIjPt9*v92vl*dTbqq z-~hmpX^*>GM~4%l@Q?MvE(3|C&X|+TdvTTJzIcc-*3}sZ8hZ`+Z#({*WTx|TdQG15f4!{kHlzASwPg~v5>aHqdT(N zhJvL&Rlm}+#;xGK7i^;*d;+rH1LD1x6n7YlMHt)8&eg(Pnj(O$s)jXa+y*Xy30bT} z<67mw#{j5wF}V?x0)O?xsPlnK5*n$MjR~8CI&IQQ-=QG#9;d*OY)3m4HMOc51N3Xd zGBX`hlKtfa!km(6A)e`J5Tg#I&dAFfO=L6ZSCx|{knBW#SE6Eh;9=jhE)DtIoggnB zB9WAoL_8vNOAQyS6x;;CU66YFm~5kXUE;u}dwiy!u&1Qa7$q7iA+em}?_`?uSDJf3 z5w_DluqINt)-Vu}a6JM>lh2+-m%#DJhks>&wa$<$E%M53cALe%{_)=|=D&HcaB8WW zye~3Y=vVdf%b$2fJ+C4(tvarHyHQIkN|aM0F#O&8@7hIzY66$qN{;RbZW{}hdUfhq zoXFe%T0*xiq9BrnL-)cHr2w@-4VSgSpnzeFQAU-Nr~0==IB<3%S%~1C~{iEFmAw*ZrwLVuBCo_QXcCdpop3dfLlkYI(VG%D|i- zVe*?$f_PGLLu@`F`t&eY>NTGnFt>A==!$gWvTPnZDOZQ4*~VV#K@%sDtj`Hb?QPxa zB21Vy%#)1HxP*A(p>uJe9MVHuiUKpSRpf$%_=qn_(<*dx#s`cC#-G~$KQDhz;dKD8 zgkOXt3Ch1<(*z}2>G0v?SC3`}9JXrRg#Q{>KvZcv5)8^zFJAu{FJw45=zf8WxdSBt8!;9xoO(UhfDTpan?L3^VO3v-!01G}$WcSvI$oW! z5H}*Wp*^rKOB^@1iP{PwV=cTE@M|=DXi#(9ww7K6X@wLdeoX!*1z93Hkl>-&p>g!q z8_tX>agb_cul)@nyc_i>{w6Kz0(-}T&d>{cim9H2knj@@(N7GHXf5J0-4 z#cr4`Vj{E1RBWu&OpGoHlm@-AcQO)}DGk9<*KDjas!lCGq9f_2+b8}svngOVT%Tx} z#Q{JUVe*E6s4mQo1!r@SXxBqGH%e7D9gXLvV&h(r<^B#QG=VN-vzONxpo9x><_%D? zN>p^B`%GMNT2Ij(i`&FZLjZB-5tIzRmi*>AglQ?ML>Opc3{^l?d)bG?vOh1bPJcDp z*E$xV2(4@r@zQSSI16)e#g>JPbXAM@pY&{3)T<4r{unHrKf)0d?TS+ zbaTJxrL3x(de%hen#HF1lMYUqwYr_N*uZ1+1fe%qRZWW()VvaHa~s7yY2@zXU~QY~ z_79n~71WS{yO16ZnTQi`y19h2v@&hpDK#q3iIL;x20J<-$ox7@5~c~2VzmZ>MqUFE zWrT|lp%hbXpMRn9m|`8}YHlzq-3ubfsgck3BskFGI;Enjx)+t;rx8jlA{4WOB>HRM zb4et!q@H2NiE_gN{Il^c7xq_zAw#*mO)y1L7(c#@r8gyKd^6EmaWCa78x7AP+ZZ7N zAneoCE7D#C6#YG=wS(Lp1X0RGUZUKIUso`O;^i8S#&*fsL8!(b4tB0ExR<(`wpEj zOMf3uKUqZcWY!Temmlo3uNmI5#+BD~33 z#s?eA3dKKoVv%#eb92KAL6alFCvc0qj0y&d20t0X)vt*9;QGi;iZCtA4_r`glmv=& z5N@Ds5YhWaX^5Cs~)3g9GNvv;ac zRpYtHVRPgq2r>GoKNL|<`y!K1DILJR^VPH}5dhCXmNG`-B^99or*Xym3$tYBRVoY`o+a z9FDpo(J}ASLFM*?0Wwx&rQvp6MRBzdGFgHWunz9vMs)Y?fbmm=ZdPjxq{?Q)m)reO zOFd|46sz+p!{l9GfRuLk20wRJZDoFZT%bPamhy*g{K0J@Avs+ui5O#i6Yz@^?Ii_u^$8Cl4a)UpI61f_?bBegqX3!RrecAg!LXQo$5!V;q_CV3h~q->5LTzMdnLc1rf~npFx&O>k1U99udJ57HeQ;D! zA{HSX@`I3X-JI2Dj~xPAewEcTz9MrBk5j3kVwL5}Sch89eg)yyt9Nk2WYG!s0~*G! zYEU;p)MjBo{JwCUSqBcper;q>A|Vdo9`X>ogF*+2US5AlFM|7t>ctOIG&9zqM;&qp z{rw`)Xs^kkdwUYLXK3?qX z6VT`!NRbDvf?HUy+_3sI3GPN8T!I<-^pX56OcrK59L0k&U1_(F5r5;^x&+g;3D{&i zIKZk7$U}L(lFAILQeoc1F`6q#dXQDj#l=LzVEfEMzLa_>b}S&D$b&cPYC>||+!{fX z>-8^lTvxj5)3YJO?N#U*c!Cix&c%hv8NUyuxQwO{=T^7%=`|vu1b0{>2P*)Op-bGp z>*(T(5osBvCCYLlf>^+WIiFxf0u4b|&qFEv>W#PpUP#3yu>ZP~T3{g&HHeGLETcPl z2(}-bM1_NQ<$RJ<4Ntd5Ks?w!W*28euxRO5hWZ@ zBnutr!6PKy$^I1FLxQL#syK~f($qa z=anRIXu2QfwLhsDf6aL1>72fowJ!Il)N`}{)2u&koh4ymZ~BelcNs6kiS*MAIu$YIQ&FZ(P!WXaaSb73Y8Hr z$RV`<6rKD0^ieY&Kz-~|p;1OqRslAlLa|;(lv;{b1pF|^%12OPwOrm9voEWm_pHg} zgekJHZ01hl7zEp79ZVr9|LKfg$#~fQZ$ADY8*JEqDj{IfVh_(Bevl!@K}uNCgpm0@Z?i$smq!F0KafcFN=N)Ojfd5;>6^ ztpma&%uqH-d#~0q!#$@*&?bfBBE)L6CF$%y zr4m=XQLPSk1U)u6LwQ^CsjMV|jV^8u@yNRKZ~eg7EU#_Mj$`(DkbZJFGXS*AMz>#D zBgff^Fgbsih)0XnN<-I*!YUWXCR0!W>ji;Zh*+r|kx@;ENYH&^Z{==v?sdNjn34*2 z7`v#nZ+L~(Qh>R)%^|R{uf_0+2MJBcOFW6+V?jFxyZzK_Y7$WFhgf zc$==NX{{7fn+tC}VYHP!vJwB|D$!L+QR`0I@LyN-EuZl=2*2r3;i^03k~_z)jn2+o62 z44c40zyt4iHA^(q|Lt2 zxe}j=4H<_g;qCV}Zb{KPo{rWA0`vAJu)e*hrXbGa`Sbm@*AV`IF?gh+Xrkts1S zFRsE`JfM}O4v`}1`KbJ)Lth9y+2-&-v;ATp-U6lfLf%yXCj$04t4>QY5%!M>gd$L82Uj!hduOhTEi#4(Twf4rCAcj{ z>a%cA_{aRn7=BMwP`ZWMXWyQeQ=7$bwP*G&73p>Ni#eJYMizjVdr^$=I1fGH%vXbO zQBG|RR3hKKE(GO6Vk&mHG*FjjJeA&G@rq5{@Zi*!V5arXtG~^Il~nkm+n^f5@_(fE qpx;Daf4407&LQxB;EjeRXIzmBSh!pz`Z2wk>|O<_nBR{5@xK5inA~Up literal 0 HcmV?d00001 diff --git a/automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Scatter plot of $K_e$ and Bias of generated rules from shuffled maintenance.png b/automata/plots_of_ke_bias_gini/plots_of_ke_bias_with_shuffled_schemata/Scatter plot of $K_e$ and Bias of generated rules from shuffled maintenance.png new file mode 100644 index 0000000000000000000000000000000000000000..1f8fbaa528a30a0bb34afbe915e66693a522a63b GIT binary patch literal 634075 zcmeFZcUY5I_b!a%jExUABE1PD^ni||h)59>1O$|hlt_n! zG7cz8?~xKRf|L+Kq=Wz=aMs3o-*?{M`ObBHf1m4c%~&8N&$IX1Yu)R<@AZUU)zjSm z6aP;0)^p4>u1QYyRaWKytcy19U@gM6VVDf(8FYE+N;?^ zxr#%+=bK`s3|(FG&%KIz^yrbC%cm2J8qRcrGVV36`r@zX>TGRo@m9B9VjNvux=%I; zq_KwrWR7xzIgE1L#H$c7wPXcX^Ed)$A}tczcr44I?!oqGk-8ID3XV(*UL6lUWuTYd zur!`R2$-(S>T(@)D{pLUl(TEzFNkeFt31~%i|f9o`SHYK>*J#7%@__(`#=TZReAcd z*+}vF*_zn0YZxxN=(3enQbEP=Pq0pySliO206e~Wl1?uTT=G=o&UZzN#5HA5SH={V z``Utf2j1z1!HPIhh`8wVi(z{m-#>NJJ?mLlBA~_e=4Jith(~GE9| zFLO;)U;Jw$m*F1Vbxl(+!*6cPaj?PzZ&ej^w2Q1hYat!XJRIzSIq$B;Dt>Rz*LR2M zhIYc|2|Cs~VaDV>8 zq2hA5$?lTat?`P#{=p*{`1P%8vb&>W$Aj$$OS~EV^?q0Yos{Po+`=;+US$}|zH07j|u*FQE6xR4yX z#MIb>UdwI4t7+pY!8M9uTjm2KO!BVU*rcU@+7_;{^ijVv=<&O-ed0k>_gb#2Ox#WH1G14n_G64sG*rubO$lt32_tUdK}}%dmXVGi8&qHv9`2$`{a&``>fLO3w@gBA8dOvz%cRit6ZS?V61Mx{b7A~e?9T( zv-(OJ1=(v6Bi+JA}mVTgE`gBb}8u9v@U+<2!Cgs9z8*bdR?dsXHcP~W>XCh~s z6r+4oS=M{%Q~k*iZK9ll!Xz_zjTE7_a6SBh>?Lc0B8{2j#N3a=;g-8nR@3WvRdmjW z@IGrB@2c<^!M2_rcj!pHNKuXuJgDf_%?x6z=%%P!L4t}Q(~U1)yw9uj7mpR5)ni`f zVirQs9X~zQ;#mtRHuO}>i_@|*D?}W?L2BO9(-WOuRCG#> z)onnP za_sx?gW@S|S+CBAOunh(?aD77dQBt}pR(h$AW7PHjcS7D zfAT{Kh{YlVTag%LiI2jLjnbk#WZb1d_3Z~0bkJd2<5JghUcGvyTlqdh(Al|`wmd`+cRp!Rlg2qUMhho~ z(sKha`mMTjWebwGYh1%*tGtaSu}#x`P$s|=qpjII(8cjI9d&eYXh(15xI9k_b@pz4 zesa0hrzXuf*QB&B#4*AD>)Xw&XN16u&z?P-^;P9p#%AlC9^GC2_0O$kP0^2ZlE$%v zVO@T%8OvsL26Hg5Hf5owG-~>Kr<*`x>!OH7ElKvkz0u)XN@qt+DSfpQua6Fpa54Pa zK5o~NV5?OmVuqINQpC(EhiS1{;P#ner6lg-1G1SE{0bejR&?dc6&HrhUw_=~<E93`8}P>rZS7%8Xg~r@oh=H7?$Tl#gq9J z-7HBQ%Mynt;l(|ylaTK3rH}V>;^FM?*|tfA!i2p4>{HNCm7i7YNM!Iznz4~lH_gLJ zIu5rq8fWqOc0~)l3&(5N)8#2+Uh+$ZC%b-+spXSTZ6BT-?j0M zmCj`{1dK7hWjK$&-7H+fT4hYoaPDT+0gUpJlI!*_ zJT7H%gcaRhus(+fXRe&q8E0FI5#C|rN~>r4xe?R!=UIxAnFJ#g;h5{&3}FZ3R3zGl--YGF@u;rD@7ujw^2WOYS{_Lud{T$B9HI80E^lcSoMu50>gtf#H2b2_CZB_hdQ zBuak(vs&Jv{gAw(qBGQv*Eu;)(s?xr!87mnIk~v#s1{^rw|^?MF*YzbQcET5kuY(9 zLLQx-kiehhKbd0==}1p~=}S6y_wL;jizAV7BGt2v5}~7qcPLLB+Ag5)hNf*mqY(n#4f`m-fh@`Lz0_N5VF+e9KeCZM$T(niCcE zw{PF>4@m3F?fF2@2?;`#0c3vdPOljo_kl9ql%VAt$tDAlT^(zy%rz(0WRL&i=a5lP z#)`eBa_bGu(*TJ5P)~Aq_XHrm7!k+;f`GWxq-~t@?H`88#F?9#X34gx8n$Vy1rED6 z2nFN``A;0)zW>Cb{099HEJZ@O$ZyUr2~Jsmg-4o*Bft&*lQ(~#oSdBhD4y~QfB2PX zp@6BARvz#65E*3y%7byXX3ET}x%odf?hsL{g`}06ntBc;;KpYXrEU~uh$QV`$kzt1 z!*u-U`Q_0<`pK%54ICY|U+(MIod7XohNM#e=zLgtW%hHGpS>>{Zl zPm}4^lhw`|yFwinruxh)Zr>O_U3WqbO4;@Ur!Jru*92C=Nl&whR8z=kyCGJ~?(~zg zBjy=6Q9JO0bGL|YMT{Zx!5Ks43{K$u826MFyVR)7j5ysS*!SkfJv|LB))f|)H{^Vb zxPI@;v-e7Zxc+#Eq3D~khmrzkKQ2RtmxI&}HzTprC;XtIp3VEm*8q~LuP%;U;93WB zSqZ9sMXkzo$pKu~6O`$wVO@X%%-!+hV;pXY4B@`c+QB~xlCAmrmMKZC>`&&>+yUJy z7>f9g27X@`)DR?z}AIGA3yLqn&38aj+OP^Ukow{<~H8u}c>h^PpLAdX(} zYd^c$ENq{QUcVhcgI+E1q^BhmLNM3af|)~-9mk3Cjkeb3@#e!}J5ji{wv@6~7%PJr zvJ-nEyz=1TCwcSLH-?i8ZdLtHu^7Uf7mZDWIGuUU@dg?g zw7_A`KOk$DK7YEoo^733@Xm!3(VF>OoDUbXon4b$ubMYVAOq(Z&mij;-X(x^~o>vZ$aajnir5^G4ZEFmu% z)s5ytEy`nOI^6kMNc=T7IwSZTjN{oDGv-c2C|O$jr=4 z7gd`Q^VTZTQ=PeB(WIJjlWe1tAouY#f#B{laP^m`-Px8VCcQUoN|SgW{CdJ+I|AGk zsN>Yn_J{ey%`u#Q@~#0QWtvx`HeT;xlToE?{O)3CThixNs+st<<1#Y($H{^|gHL*G z?9OE}_eAFvx2cnKH7{C1+X2AqYkk?;oW@$$=NSv1D|#vFl%Kx;j^Sp3!MHOZ7i!r~ zwEV7AOLfn`Uic@GyD*S{E$xzMnauIyMX1W_vE9p$o}`SsmQ%d7UFN83tK{CAfP{(o z9QshvDIW&8w^!^Pk9bO;XGl`Z-7|kEL%--6%qu%n9T)0+($LnGP~}~lR(xzs%ZGBS zshS`@V@M~nyw6#RspsN7YD@BxMeF<2?BlCsnC8jMz;P8pw}3V^wn&+ma#C#F=Qn`5 zsl02H;+yY&Y8v$vwVvzLmccEnGcJ$&wRTr48In!PMCw^_97l}R*7(KgDZO)+%7jpt zrRml$0nN{XNoFSg1LcwuUNfkI7HwQ-oXm!&NlZPb6N4=KPj7DY=42&1ac3ffOCV|4 zSa1R%zr`#R{`&T}ZM9(wk!sGpdA#NH{NF3esX;1*T*!iX{r&wWH%@1_+hx(~g0 zE`K4K6^2QWcZDwN3CQ|E}ZZiYT6Z=c9Xluu)t3W&Jon?D^ zx?*J4!0MP{Ee&g-(&?8h>mgH?x1#ru4it=K#a_v#RUdnwUBjJzy0@Bq*afy);{iGs zF{=Yo6oy6oV-0AsqXY$jIy__Y9I)kj4HiLsX6W~Y@fYdGFSysd3Ut2$?@M1UmjSvV++pT8CoOd3xPzH5|s~ z=KVB<5aA%-VRl3TrFYzStU12lnNY1v83$;X13hMg$pKjg6t!;1aH((?^B-pzFBDVS z;ug8kqJQ*_PamwBPVpOyuV;!UVGZJ_hk~m~n>VwV6FTozP{dTKKCMhr^bk zRFvT8Ch`gj$9IL6kX)g<0KsH*{rdCXQ|YNVD*>QG$}oz4v$qghjGhN{Ej?}oKGrsdD9X2aG%eGqp{@qU5r)LQ0H*QB)&ZtVW_DLXnk+AZ#t3TzRo zwJSBSLrx>_!vO<772yI=(0L<7&@T6tdg85NYY!;Q-hP9X8QOm&FBZbf(eV4yXjbF^M`_TA|XlE1p(COQZcnT&{HhL%te% zE&nwxo7Jkq%+AR<=E$*6_Paz~e6KhUIRE44Pp3D$aZEs{Vt8i5W`U^KSt(47Wt^3F zytVJ=`+D|S1IBnfK1HPCV0$eF zbQ9!`&2W12EsQZ30x*zIBld(|C~>0@>upG~{3S!Ja=Q6u#hIq|MU6e4<$AxV0k4An zbR&dT(xn$;Yi3^QnNhRU;ywwajTW)D*jS9YCtqb$xzk@*N=nLgRfsnvM*S$Ivf$K> z#;3>prz^*mR|1p-df`Z8-|aD-0Fc)Wy;2rz#3VGnqdP<+a7xeq`1aUn^W@ddOry53wal$`-524&!KLXrMS1+A7=}XUNR%0#0 z`c?!f0Kx!R`>yOBHkyd$gWowcQ4dvT=BLxOuT%c+f&|3N1oqdZMESXdc9lSV8Zw{7xq5 zaF?9uyInjc1(xv>w-MyS0_dl!P?sWrz3ok#9UsQkI>$3wdHQ;)tIBKGogPwlbRVoj z{dz{MX0sL~izrV%wmG>|WxC$Bo~E~OJYTcZjLP*z&!!(miLU}BKCA|#$@%cX8kLNi zYBA4ao5Gsze>*ga-@1^bsT32G_O?jJX+u%?4KbcpUM=!k!2|L;Z;~Hq5y%5+Hi~j` z695tQ<)UMsKAk9PlJ4r#*T{#qLM*oPjikg(j1;uVT}3Ir4aWBVHe=GH?Tw`5xoPaF zsbzjr!w`-%r1!A-oo6{vZI49jwK{QRt1JRgTA}0aHA{9Vi%yn$W*j%2-t+3}FEkGy zLT=3|w?Ug;BKlTP-q?-d1Xs~2M-Ndh0Fp=6yrHw1!+Zs+={}I7;*p!6rSDgL30Py00oBH9v$)<7rc06XQgG~&+cS1 zJAY+Q7My((9IjNv@sB$j5Fagf52|Kke(%zy431Z0#;A` z#%BTV3drYuG>+nFKva`c)>iDb3NsX`!E1QXbJ8q0jbHo{LExFLW?SE{y8#s}z#q6O z79`>cI3>o1evaC0!B1<@SS=Lb4S`HK>sB3NSvBn=RZL+{7T9SwW-zN=B%R9!8z50H z-Dc7wdW-+Snz{#?1OP8&;W<+?cyN}cnl;itxqVPyR>q=6g=4PpUOwsLv$@#mg?vjD zl#VBor-Xw*;<@8}T7Vbz(KAXQt8f+=p$+%%-`CPU0F-=@W<$W|`}=m)Vt{H+Qi#6N z3DhajWZ2`<(y0F(_NaQRXbNdkY?NUs9k+>B;Q4GJaHGaouSU%l)4sz^bcCOGtD<9^6GPp)$!+eZ?e}85F!o7IYQ*eByc_|Gt7Z!2x?ocMs-R zm|v&yDPZy!d7I`zwEeORNv&row?`=Re-~uq!9z!4_@v2OnKnDZph*wD1sa@kT zwX{c&NL+Y&DYU!O1 zC>@C@JvvmG0Bz}^xBx?i(Qo=u|m1h3Ae)O$gqR3mDR_v2(l$!wryU8={R zL7;giq6I7~vNLRsfwRjBNO>x-(MR4URYb~)C@0mx$Zc~Hn~tj%-N$UgiymzC!dO{U z-{m;kjds>Tk4q&nEJ)Kb18v_<^0zhIi&4K89jKnNY1{s&d3LYt2esJ` zM*;NE77C}tDD|K~QhU8Y5)7qsgK8PvtYzXzq=q_l8f0QtHLbAT2{%hOKViy@Hki2rs=HsXWDC7 z+`0=j%>>w2ZJIo^njO%)C;F-aji!)v5mdReHxE37kU<&~MSA4Tjk;a6wKMMzCb@AS zp*1W#q=0%N7KABvdd8SdUnZgs8j?b+NWOKox#HmMdkh=f#P{znaaY;3Ol%^`{N~mE zxZxR)qN$9L^}@j!Ye{5fX>fD87{UN=(&N=?fHNy6S^2b8Tg4yu5t9VnFK0td^?~7G z!1~H~kXUq8R{>`i)UL7!Nz-dH4Z>u!DM&Db!x8~4PR#QS_2YB2Kex(s!yypWLe#DQ zSG`j{gb%;F11<@rD!L7RvQ-ZgK&YBBpTfgT~U@(<1(#)FbsEFWVdjc3|gm;ul5@dD+`Y_&`Q zZrGQ;frkM%q!}G6$_&+c5m`h0wmtUe3SNxY5Wgjo#*E;N=|?Pp8WN3bwNM@?PajlX z&&xvJVDcXj&IF(hY2q47p|MgHy`u{dD_wx0p39wE0u9xfoIV7Ne6=Xh(&hIC`&@fu@)K{G!>} z;(~oZ@y>_42OgbSOmHsffUMq6Spdqh_lJF!QNF6sF(*N9#Bdv+c)6QqHYRP!SK$-n z4ao!&|8v=c8xue`k?TYG_}WmQ`2#=NPf_0$I)S1BiXZ52gu~|_l#nPOp-3Jp+wH7> zYts737APcoSEN^vFul*(_Z7ue7_Lp4?^?ilK-lMZsHFo5m|aZ8CoF&W4Ti8o*hFHbiQyR_LiPN)*V$ zkM>AlLCK#)2==eH_eg{8|F!4C)$XRn_HBAAt1EMDKF^!E&}3)GzdFu0o<{gP|HVg1 zj8_s0@`wK5$`yOks606zVwuxAA2a4+TNk8`d5zORSdYE2KQzTMe)~=kT!bsXSw$W? zLh@))q~^hHnn8siL?{jaD0usi4X^X^jG&E5NJuDwMgg_9pq^w!D;w0n!4St;mn;Ck za}ITe2rp`NVpeDOsV#kpLAXrbwO?*Km>obLhKB0CwcqF-HSmGV`d2Rl8TFzh1(aG6 z5zhK3o6`fWERuC0?hEZ&U*te(fMRAHskZPOB{;3Zjxrw#&NPn6$t!N{)K#R2G!>Qj z&fE;&fASoN;I$})U!HyrRD2L;fV!}V)8Nwd5f+>5&=h`VYqs1&2+BaoL7ARcEQc-( zgq$arFCd^##O4h7)1{=$OD=!DeI1xt`fT-ltZb_iZ18*(kRUEg^E|3VPCo!BVdO5*1s(^A;!h!U%kLFyUa_gc zn6yjbSNgp{YeEb9LeIXl^D*hCP4}Xo?#EHB;)$lW8iB^lMArc_0sKJu^Y47?d2if-{lkMDBWb6Oe-Ocm87Ve_fULQr{ z5Fe$<6g4g2^ajnwq#%_(RB!%=t$Qa>LjCeFMjmKD*P*J@Pfln6@j&rxl0uS_$h&A! z z>&8+L?5q#57KG>Ht^@#jh}VzyRMSsX$gi7?JRmDpNC9-CtiDt24gDm__|i>Nb4z(B z^1HY~pxK2o##<7}v@&#`K-&Fi!2%WYX09|bVA}A>^t!xU$c6ImZ>io?l!x$NVH+rW zT?=$%vPpOLgsfW*fFZi9aw0X%peAeHNNjpfj+6c$u3m`m*b2}cYjk^Pk01`1g2f_9-io{qN zQ|W}-8cHpq8ae_06+o#h2Y*ao>GXt~8bC=JC>8CBoC0`M|!BwW#{{pDH4Di_$<_RYe9 zFTsSO?AkC01S67QCqgtpp&7P76+p0b_|f}@9NOV^0pz;9}5>SiJC~} z-n>0^CyWdXQV}YE%<)Zf20snTqN3#kNwGHRb5+JBCX??Ex_3kPcZ~XUgE;&ObVNf` z(7?=C-b6Jo!>}30Bqh5+D$GL|5YZx+A_R^_Hl#gz^pl|Hhr`6tSPPWK*Go-7fnHTX z?x>*`EkGu*F~N16TG}^_PdW{0W*$6X;!^hHe(+PU05KRM{-r-M3F3#$ZW@XXV~=7R zGv)^4$R_T81tpxWTyWmZ(t8*UKZ{!9P+35h5=f z@dssl9WpWlB`8^B2tIk+#;4MJ z+x?s1#YidF>V$-_D@p3r)yu%7c24%>BC4>l@d~mrL7&>};P>6#JLuRV&cSiAX8YEN=Ur$a;e#GSwk;SchOilzB!L(duOLR7V(#P(PD6(c_;Bx^xP z5@r@dI+xjgTfhHq8T#Q;coAe_Gr*lt&X9Wt?pFhy!UMkhJ~p(K(^pY*;znX9Xmz5F z4^@OROriuez`*;dyam&SR*+~}%LXUPbr25<%G{|1cQdH8wUjbbRj}t4{|A4rZ~^aAq%@vV`gg`enV&zU}M(8i<~szPY!f z8fxZ}n3to~*H*lcrNV!%MR5;ri0Hf6cVVh<^ZqNz( zxg2zeQJq8O)wBkJMBGfUGF1!UJ5IXJ-5L&pKO@No#es(1-e}i z%9nB0{#wvM7Am-WdimhNrUMUNq1XVmwF^`MIr~-t-4{xQgfLWg(U)16sNuR3_1jEd-cSA zo&KQ{+mKhlb-|0vA~(Tbz#e%@*U*_<@a)EZ;?h`R06iZ*ZT@;qgU5_;NZqT?bs_YM zk%%s2&{lLuKMLTAF7&g;Q^TaMxcICtjf->hOG=Ckv-EmU5mewzHDcD5O_PF_Y0z?) zY^!UB#x*6PoR^1Z`Si`Q`FAdea6vTby&dY;!3EL|tpPgt$ULBHA;>cku&!6#>POxR zWKg+#<_y|a)Y2flrX42@MoBt-7$LN8E}B<}!s0GAXqbS=2RRK%GZWD5)*w2QJ0iR` zfz?2)7HckL%@Ujz9acUR(U5yD>>+0k%*sb3$~(t`exeE*2z2xlz`BM-s4qJpd$#gS zJs)R+0;g_OnrcI^g1tRSD+IR`dJ8S&gE|_inu_im30w2P=?{3HM)r#A!oq8CT;9BX z{hBzV2LYgbskwLVIRl+*;nlC3k!uUtw2wTweB>?@fPL>^r59;wdc!R~2!$`z;QG6^ zS;+UL2n{jk2%u`LeBOba(O5)6dC<~fODv%+?M5z4qEY?m%^ zc`_FVt3ZPf5IX>S@a2AB_=uR^i)^R}iZi~jehH^+AGuYtOi<9DNukLUnrd1~n|6Am zoQOIeHSiRmvW8qk7Ndcq&rEj}*8%Do@Q1{5$Ew~%EwT@FIN&dK{`%M3&~a(v#1RHS zqvcVVV6AfkQQ{w-^RzPsJnDBwr^B&6GBb$I3F1ozl7m;5_*J}J;yBpLjI zjdYe%XSx>3F{D5WXa-oal@INAK0OD%-R~hYokdrsGT0zhKA4Jn`1RHdTJq@6a05e) zJlo=dTwyTV6m zeY|bpGFC|l9FWi{nM+?PfYb|cSi#!R6Lt9f zJYe_90qSZQKR^F`nlLxJjtok3@uN#=WtUV-#v!}J6jaS#NrEN>4zD`OG=~VIh5}@B zkWrnSo#lg87KNCQFb-MGiY|cJ14@8J;<&c9_UMeSGTyby#t(qhG2wk+f>!*wI77y6 z0LtG_Telitzy2wW`^^#a0Zg_mR6C%wqPT|u#X)O|T+N+DYk-5s;d;!AZfPB9CjyMd z_L|w#AlW>tVOKK&C%&YRr9l~t2957a`uO=*QE)H2BDdE$@YN$vk$JgW5;BEx;Rrni zD!PdSA^l%|yI9c%I^)YT6!=%SHl4JvyIBV85)E429-t)kQY50p!TTM> zUUz0S*fd1+04B@=BjtiG_=ah~Aa)$Ee{r~}DEgAL0FZmjkW2Ex4s;bP!|rU>%wL3x z3MJYSl135ZpelX*xB>8-oeI$1J`sT=6Y9v#0+2^^bmD>JK29Jf#^T+f2L}n8I1-_PSkV%aF8nQoAam^4lXQi% z)OlJL3vmABXg4BF451%aYZa(7$PNJ+u^J@@NCs6Tcc>SKBu1SD_PPHhyY0NFsAz(m zV>HYr5IIN+>pX(7A;6-Q(UjaG!E3&*$3uu9tFXCpEZjh6=yR#+lNMmaSFByqMLn}W z{Er+-Zp^KJ--HU}0~~b4SE5n(h@@6!h;VkBtJx;f4vJWyidC7>$!DTJNV>qfEKe{Yk8K10PZaB z$?D2E=vHx7*1okHQ3)yBDf{Sjqzr)L6wGzyZdO^GgQspi1i$s}@JpmUfl0o@p+IC1 z(OZGFEq%ow*bVVy-*f0K?(ehCo}HadKNbS3HG8q<9h!&hd;AHVUCz#8RhTU`Id$O8q5{M6kt|0-(yx%)BHVwD<}U&9A{m*F~m6H?b}j zf4wI>0cpD&Jj%DgXpX$g{?MMG*%l`_`4d=S7~AMT^amI}>D`9iX1{z)nm!1No%qE<0F5HG%pP6{41U?3f#xGXpzkp=47L{8iljdAZ~k(&@QZOY)y%?BuH zE*;l|;2RE*=k;J<|0HXv)XZ)023m<+NsF>(^h5dEf1PoLW7G?YS5ixGbr3GGtPxhE zJ#pCvtxUV=tlGll#CUdE#1$7s$QHTT*&j>}5Kn>ao;UKe`%qPh0Hlj~4LCqyeZZ3R z>qS-qp(P}|@eEZ~QbKzy9lY!R_dgQ*I%gobu7`{36?3zO&02Q5`che!$a_+lC$WQbw!f7gsl+7 z-@c;4p+d5N1;Y|szy<}AesBH{@4Nnb0N4Mxr1ftd5`=Eyj-^dPrh;pKdUW(IFwc?S z!3X#?7DlL<~we2JX*~E4LH|LunT>Q@~+bHZBHYkC4v2d`j z62jnLFNcEm;Q(%Uyw&3u7Y5PG_&hAwKNoM{xifU3xmT^;1-)CwQM;pur7uDIP3AavKT+$BQR_A&XCDp777uthu)G(F&Q*P@w7=itU+>b~TmG=GGsM3r#D9_> zcWVa={_B>X{E+POsPFPa?Q4Pje|2_tO7jgP9AR$W_^y4!A$ykeTP2m z`u{N_{MRI!P`)#NLf7!s)ojxU=viTuX!nobL*5P;eO~!qPY|f2(@Cw?(g&b2cy~A$ z!4yja=dfLIR<8dMyNx`D6f-0;8|7{)1U&46SLoNfEWOiH^HUW%EfAkl8;&~k*)zZF zMquVvf*nDitw<8Qy++WmMBUh5?b&Q;Qy$US)FcmMW0MfsABrRq%K)X?aX|Q_1$nBQ z4~0$TQOZf<%$>!3D0I#Q9ky%I_n!Rt`L+XKTo@)gAhi|s;a`-Rii}`R66zD|G3&~u zYR3dudL9jlw1*T?}_s$J4#u%#jor#eV&^m7#!kz0~7O*C8 z7w~S$*aoBcOU-sW&=oA*e=engGuF>^bOQDtI*?8vS7iN%v|xVjPy_foVCcjFg8sOq zX>2vGI zKNeCL7P3iC4b3nlD!9T-2Mpk~UN=+Hh6}3zLs@*X$=>*#`Zu?Q)Zs06L2im0EPp^vk-$u^OQhxRUgMc&0|FcVh2@0+WLx33d$_dc0A=4%-=tpQX zfY9+Di?`nuyoQLtx)aesXgWrx7CM`#!!Y^>{#7{KLC||crrhmeHMSEDcNFzu*6d~v zw9erbQgcPhho>Psb;ESjD@gYyr~+o{CA|i!z#2A>;U@gkeL3e|$$Tr4338|-+J)jb zo`e{;PH$9D!Hh9H&LU%&;pMR8=BL+I=J>*8z;*?`$1Z3d3_+VzKh}l-0UG1`d)yFB znXFGY!bHcefo7O41_nio0EjmJQaFDGDCbsiOen6if@o>E76tEdGp9(F(qP}yLNay8 zjJEnAbSMJwYaD7^7p=L^_caS}p|(qxvfeyQy}^`m5IC45c7 z+wZpbzXP@YT4vo-%g1!^Q6t<73p4>uc;}9wuNz@69YM~jHXj>02gm;o9^awo4JgVP ztPiIT=$G2<|H#@M$#?JV%VfW?16H0NMS(#>UAl^trX0U9jFAQ{)(NkBBB%$OH=u&_ zNpsDP+Te;-1k~SDGAQW99F#z4R- z?S%51O=0^%B-UGUz5k>S8Fex2uIBjJX#+2;Z znw9&j?E8C`=fWgdwK93_7|iOq+}8(X{VfUPTre~^b!T5whBgrgA3F&k`SJ=LHjW6x z*)i6|0E{LPtrfxO%(b6m6O6baVy~p2GocxG-=_>D%tmE2h`1&2wsN%B+I}aPl5jDjrEU z_9N~W-IiIg9Su>w2%0uB**;l674f5EvCyFx>#y3goCQ8s3LDLuTER5I`kFx;V9kVq zKVAkC-)o53HyBZmo#h*Neiinx@UC}7Fd8{1C(tA;Lh@nK#LF=4U4=v|X-uM)8I0b7 zp9-qez>7OTeuMG0ibBo<##^R(J{nEUAO+PNj370@O-Tsw(m?=!CW2Jbx$!nK(jQ*G zK8~Ul9itK~%>ahVO8V?i>^A}`Pu0!AAxZ>naQEvz^EL^uS=bNE`}`9ecortZBN-%{ zq8$@X>B^3h39sEcR}{&wGf$`Au>FC5Y$iu^cTaRUuKzkYb#BMO+?hS^vNGeh$LLGy^d}k6a zsAAHlI`mnH7&4HWbo(1n_=1vn-9S?B@r5IB%Tcyw{y;j+gB1lysxEx)II$Yx zoVl{H)&0dO|DI-2|yl=x0NydMc_Er_qLYF9>O zoZQ@cp`0Cu=aL|jxG=o#a}>PUaw|?b3D_d7wmrLdX9MLgVOr1)(jGLm+37aGXF%yI z{U00&_0fx0(@A_p@S1<ZhOfJ@q|^Z%SM z;viwT5108;9SX|su}lURfGwsW#u$hYAIS3g6j%TCFi`^i7)_l3Ii89*HLXI)Mj$<| zfzaegBE+lXiQr8N{wSw=T7Xxp6I@lO2ll?FrUm^%C%o_#vga{YDRfqunb`S9`2ACZ zKTf%kQ=r?rs{eP__A$dB=wEoC1#igF8Lqvl_9vqgPOm@EoyrgAw9^f6Hdm!?$U0JI zXs#m-3|`m?OUpcvU#~<11Cj+3R!)GeLa&9+;LFu7DG9iF4K4<_L!6-UjOC@f&G%i)C zlU^SUsXJVEqCarVb962a?RRm7R9wMQ&4vHk@1FJj=2p0kU*WwJ;$fxy#mUkXgnh*I zMjII!rGtFPOV3PuuG<)15f0tNKU(U(E(=!oKE^GzJ?{1r$B#Ew`Zj*PEz&qB1QXa^ zV>(<|<7W*c9iUF~g}UZA;MJ9#ots$jPRa02Qgcu}zICv$reDrMw$dH!^{2I2x@@M0 zS1`cY+W}*Vuc_Q=A7uGiR<+Z1-|CRCo&X{IaiI7*fS(Ath><#3={0^O8fi{QL=9!Y z*5B-bQFkNo2U%@CjUh)na+{$R0>MB)-%`*w7Pl(rlBvSr?#cf!65Tdx zr2R|hG?n`*yGlCik!pO~D_C>lSc3CBvb2E~ZXo#q2Gy^)bOEmbIv2Jg5)u{$j78~)JU`GlG^B$uiu|js)qt5=w?@G-AyOEm@<`OVO$5~AavE?jZH@>? zkkb+AvwP@<8)~*+des|JoWR0=QOaOGlK^n8AQWK`*Qk@j_hk`CAUAH zL)L60VXebvw0vzanNqKS#yin{FbW%l)}3zfXoYGhRQ#uIT_)6O0DIH_aP~Wfdir%^ z*4_HqZ645VzgB+Ddd9zNs@& z_c+TJU=)xMl`Z=814jPC;7RU+H8VCeOndO)!37J8nxp?(_C4ju7>EWaS%3kqf>=u~ zwQbsqm<-r-wILt?3rS;O>*D|Nti;kX;?}J-@AhHxK=d$2 z3k5w3dKe9Nee(4Ci!i!?3?Wvy9^>U@a%}-vppm+b@&vS5DuEQ_=0uWlFtnsN)FlEr z0zN%t$bdG(9k*x>X%y9TctXenBuFBi-oWMKT}Z8m90$;BC_I5<@>2enO{im7HVN=Z zYGW7~o=9cj4sSocu#1e_^{*9u>|ONSXgCMdePnNLQ3nbIo)y%dYL!( zIvvw;Rj!%aiMRm4qi$gzV=EZYNnX>|4s)ycya_oILdPSOC$qgrVuzwxi1s;D{ND7b z!}NTic?CAC=2L&V)b_rDww-yvGyoKal?n(#|P|HoA@d6W$F#nWeuG(A$Sz!0FjGDOS= z-s2@&5es&r|5Fi)(N|C!Y>_evX4p&TM1)VFI*IgyYzJ5eE$dZ z{IhgTdPTv>pJVsTI!8V^|HTtmB?;sPk9TSkC~b!ne=dI|t78g$p2)k*eM0hYt_JW* z^<>|@|9u#|=(Ll)rD^KUQT1VEApCYikLCxxYbuPk3~(#q0C9-E@E)2!m)lwwymtk4 zcAZ2-zq}+5g0%p^C1ceU8q8`-(1>`jBBmq2-v0YVJo5=)4w=Uxa{AZv@DATxEC2cV zw?`I6iG#U}e&pprovtbR5x5Y^b1qRyN-{ud?d|`#EZ(XDT;F}>^lDCdtBQ8!cRW!e zfTF(@*CYk{ z0l2miJq?Q3hmo0irGlftwiSP)Ez2t?ZdwKqRRD{YE953zVNf#KI|#P!jQ0^cIu)88 zk&iU2-MkXom8cO&TwqJf0W!t_Hj?qo#ynOO9vXufd96R1E_&0EEeyKr%ou*2J3+1A zs7XWKcBMfx{2o(^L7kq;e!D;-B;EV;9;fg`(J^2B+1R)ick+pTQ(i(&T zX=m}MxC-mbZ6!JX`H9Emqw62KC9A8?IZZf8FYCyYhk@$CNx6bABVfIJK%oTq9lLnf zw_a#+3(uXEoBJPt#~>3_QtN}N{e0VQz5%uvNSWqsn|aRg{>|RPjxqCcO zZ~yW2|K8?bi}8QO+8n0y4I^ZMnrihFeZa@aN<2VYKpucE(c0)~mhfCU@ETo%o?9n! z0ZkjWqQVbGF;u+n44y%HQ@gBL($8#Q`z9Yr6tsiAF&E)rWW@rP5dj{L;$6Pu{y9)H zV&N$-xu`a#1g}=2r*uMTO&#EXz;|XG0Xd!`VZ?@=aXSPkfoGyJPwycK$-mHRI!zB& z_5=7?mw#ct5!rGED62qtp@--o_Xa4oh-Zf~mxdnN=*C1NX-P)`0`hzaLI8!Q@@@qx zB;!R2hoyJ_M1v~c4zMiI7c$QT^vyjM?$tfh&gjW}2x*`dfNAZVk1^s11Dne6GZxh0 z*4t06-};m$QsklzBI=o^vktM!AHLCS#%5;m^MPOiL(korb~Yhc=OYY&=uAYmq6ZTo zpb5GW4!oe=&M9wyz54do6EhW1C!=@shQJS0B!gGnlU%!~|LmQc3fO1!Td8nlECa?elqiKT4_`I%aJTpac|fBqiQ zD8TNb2LMGdRs&c?V2#`J%! z$alxJuf5i~*530IIq3G69JV#aUo`CBRnY$svxBI=tna@mhZnU}Fvw+~&i%irdjFEw zB)i=pITY)AkA2@=y0QUK>LlQDe7uq!pDw;H$*=<5x{xd`uqUuf0>YD05AL_QsB$nT zs;3w(mCbCW&uqbewBmNKe*6C?`Tkb`ErI|F`Wrxy|4TJ@U)r7BY0LUQ-T5#2zW%@R z(0?MWKQePD87t@b?xF;BVOa-${X{S+rNBdBHZ(Mp4en*(_zDhyOn{SEd9xR?*~Qug z9uQG*h0uL)?L+;A>Gz@-fjz!RHIo-L?EfRx_y9ROmm?2cYI1S)#9v|t#H)F5)!_di zW?dRrH0dRvX&1K&To@FA>t_s{7xJBR%=n6`sIG0hFhdtdUKG?W3^U*{t3;nKGTN)b z%@=nyFHBalxz)$uSeN^cg$wcojuy21lc_fUmrRvaX(jq^e>C{T7hf&^4?FIE*%m?u z#RcJ&KPsfD4U&6HDAx$R@5Z$Y{bv*BW&dXp{dTe9Q|r^X77^oXxXr*$@HE ze|`>hJ@@m!@7{j8imr9Uge|gbefmYL-IRFL!S6B)hip^pTmR`Y z?xM2}q!ab^1*NKkQc^C;y4UmGfXCC-156IudhzH;TaL3K5fW1VAFd{Tsgl#bPLVJE zwh{bMoN(bzhS>gJddE5Fdl3nWK0Jkr9H{#blv=`szu(1_+|K`^U!0*067k+ zVK;pKAG(~cTZ?D#FZ~%F>GXndatVhxwRnKypg)UYWl7E^_z_OQ z94G{V+9a5FR>@LJYfuRP&&}m?eSbY82OglVcwz@jjZFWQB4f+h|Nk2^R*P=uEK4wl zYZ2}{l8t8IFTq9QH-R3NQ>e|Jb|E`cpSvVX3QdLtFYlQ{7K?in%_t{~?O7|+r*!Gf zR>!AhJ@K6qKE1sT1GRgS%cuN>hJ5 zx&t=nb62^+?Vq<*p~Pw?II5K1ucP1}<`_&C#0gGoZBW=W(aYsDha0CznpvBaXCLrg z;BcA)^<9QFXbvENcqdZecHy=d05&0m_0$v;WsF=R8|=2YHLtVqz!%=eRn@G5)pW#?n45-*{u35 zhg94@RM0i)GC1V0`rn@zzm1OvVQ*hG(e=@|kO>Z`k(|_H*_) z=gbgCGRbwA1@?jK^`}X87vpO8hTnD0_`)Z_G7360zRwJXVfmu|3$xeG_ozIC9oRf< zx%SYXp*LHZ5)LDV2K(s0uPL{Ct?gc>{RvsV+4FRh0Fe8A(ZNb^DWcM6R^Z1M%9(Gt zn1hyR`%4EGXxt%UTH8t&$)m@i3I>4hsJXtjxf};Z$a}ebGrrb$GUmzltMJ;|1+u7u z74C;nqc&^)iX8FE4`uj?M(6s*CWn_u1@<=@HPhSVmHT_l-{P0PrZWV&ApG%@T7OtL z*|BDWuz3kuSqsO}R5E_obi*HNVWcnkKAKM}gjiLFu){!_R2hWKJea%6S%1*BrhheZ zpHTa;6SJ4V)AsxK8J|{CSnos4vV>hDMKpnw3kGx1YM(FlRL`Vza2&$D|K-GqX`^r0 zI}ywU7}y&zPb}#1_nUJsB0eE!vc-t=&C)yv@3g@(BRaE|4(};5l<9RG&!Gmw*z}`& z>M8=dlF6wlN*&wd^y<2bP8NbQ%C>LayD!Cow;ilQMfbtdBSDa`p1h-a)fRsDrlR$Q zt<}_pOqDuX#bm=Z4Dtbt2zchA`96yKRPVSiNvD0JS|<77Ln#eT^iFO0g4YVaRy{86 zvpiEw9je*jxUJ6Wii{o8VY(H$kt6}$=p|XN@#?)8<lmcG?ru0x+hPTUUETRYpa(j4hsGMj>(HUmz0iVds5>v@ZJ%XOcO z^9hH|a5NY*^b#-VVP5DoF-EdQPEubTtmWuTdLk6{h)h}Vwh`f9v0-1)12a_2XXGU; zh6MwvV|#66DZL7`^>?o&p`t0RfmQxu6gBK?X%J1YrRFuuf7HnkwKQOOIAtpKKek-; zLh;g?@IVJve37$TZUM{X2_$Ho#>`^v>|DT1ULP4R(mlQgwESzeuT*1??Dk4bc-0+8 zF+5h9UrT|v5>v5KgeIST$|u)NC&e)i_Lez!dDH*4o<#G#r^?X#=t9%&QyJ#M7dpK3 zamWw1#;V7Z+PV4h0cB2$hl^#=>d-I$_twXQ)}LQcS;+fOBEG*@wcw~@n4_P-Rl)y5 z7o4ja9{Aaw0e2tmc+kKDg~U4Eqw}VZDoufCz z@Nb`->{`A}+j0#*0QRFX8|SDtbzjz9* zuObBK;7**{5_jHIP~Oa8z@INup*Q`qWjb}(^9y~$!5NzNeVFXjr6tT6MBv6-L(Re< zFNmL&a6=8)^b;i~QO$SqH73(~chbO8afP7VulB9^Zgd`EVkqldxSBAR?MP$d&!dS$ z)C^NBPy|=#f7?o2Vc);YBq^qpg(%uU*X;^_6el&Vs;k|*YdPnH zO}11=l-AZiL{0EAdMTFqyVkBK3B*6v+s8+SJ{!`}mYv+f+(WJJL?m6AiatVIt{F63{Ni*td}MPyhfc zI~#-RA=y}BegE@Z41Ld~VcYEYyVx^z#FSo5no;2`1(5ENWj3GPA0 zOPhe2T}R;74evr-VfKoo&uWNh0#A10KmyBO2LdXx^dl^uO;bOz&ud6TZk7$e6cB^ztHs{m7{a~MaAgLjtDMGVH zb~53Z%L12cfX3_WHc$jl^2v)g`lfA%j+gZNSgA< zBnUfd9s1V9SG{DYB?JjON=YDmM@^2jYFc^Nx$KM8C*vgLetKkE)Pnh=BS=1<>K#X` zpMO75Td*Knz6z>uqMSeD)EeIaA?(l-tU$rVDh6iXM-ZzOF4F6mf4taXH9!*M({78I zd2AVZPn8*9se#&J{06a=3x#6!jxw>jt^}d3=BHwXK+A-q9;Yw$)l`F@_YO|7Z>qAD zPP==Uc8RZf-xbe)SM^1oLoi&^=&St))Foa>@!Qr1tV{rUCmkE=3T#2Yj!lb202YDM zd!>yLDChWsnI60P(nY**?Fd!*uq4H8G>_xG@dZL^noxuN3Wk~Nl2?@6>H24U#{;G6 zIgTtB^LD?vxpdXw`YkrR_!u$Nv6*~_O;l^X^q{n-uguC;W{VtM(P?d%7CXdV?nt5c zo&6SWvfeA2aS-j$fi-b) ze;Zpc!XS8$XX9}I4fF2GrVfTX)iSoUOXlr40TQI&HF;$VN_|H#Fpn&7kqlC5yhy9B z>mzb!LwpLGYgTSohu7fIOY(kENDgR4yMRw%+Dlal-OKJ97?n2pq~k}iBObqPFXi+g z(wo;5z?rSjs53w@n2Vfbh#ui=m?-g_oSZJr&m~i4seS`Ki$in$XGB-Lr}=Qah#xCn-nE`GVao$G2XBZYAFu1!mUE2km?NrX z286g1nxZq2^V)zds>CX8@j%HPtc!L4#1{ly3lUv8@m5;gGJFxqvM_fJu^q zMWvq#rTf1$&bR`vsvv9nHk|zypr8@Kxk^rkttrL?WZ%yC1$6I_S8ieQAmcyerIo}~ z@p8N#)VJ(PafNu(Mm`ZzeimIaVE8&R{ls{RLZe);jFWNdqum=UgQ2dEi@I|qyJWaF zYasx^;jyjIYur-4Yj#mi0S6g?+beQO{F4i#Y+a7us}idVstRiBbtd6lk)_g=q!NNq zlE{`N2+LoLeU?%jj|q)u-iAtX)#R8>(_V$0f$db+C_J|9f56ry>bNP*d}lv9ZiMFX z)3hI@@oo)PC(XK&CRy~430B3-PcN;uJ+_;}RW$J1WuxHN8nP+71T#7dlml4OCZ*-t z3suy2Aq9bN-i-A!KyO_0UEz=QJ9)-_Hv98lm(t^8*CNLKepc|(` zM>45@XFR~M_V&H-f9k9@r*P|~Hdbi*tC-L!462EcSvD7_`kd%Dk77}o* z#vYls`_>q7LlD@BHhl(n#2p|h7eF8j0BY4&X7|ktdQ0p)aC2ToW5{WD_++D@>l8vQ zp2;xfKyEoGurih^v14p@yiBii^y&Qu6oaznp#85-g9{>iTUlaADT3`w0=hNwk&v>o zb}PM=DQnnW)L!^Y8j>8;k0^;CMPOH*tv$5LxE)Ynu?0Ir#bwf)&ii+{gnjkh76yqa z>Gi*2;Y~&^PA0a{Of;R?y?e zW|p!U82Q<16Ec?ptl43p?ROpx5GNo(s7S>IqEs@WBd8}@J!dN%o+r5B}4QzB0) zc&H_sGVCbi@8Yi>7Wf)aeRCsLwlE$P)oX2_a#^YGFSofz(GyTg5Z3x|KKuDJ%8>!) z_bAJE!eHL-#!rYH=TZK73nMlV3`lkR5>X{YDZv>PH1HtuD!9 zo+FtxKiNsDSQPIpR&N{2I~VUbF2}l7vNlEEt}X2?h_2+WQzbZ~1NzDSt4>>&5nIk6 zw>>q9Z<&zd%27ekrYT%DK&-ID0#40K9jHw;xuY>PxGPEDjyG`J_1S6wq!hGW6i+XP z6rm)!C`|$mbht1+>w-h*8%HpgmB#US-012~T|iu5&k-z#gqjRfB$p|I!!ND(n2DUC zLHzP~^9$zy`tfn5+0t>B#YGM!dXh_ciy%8#iqpeL=HVLXs@-o(AWfg1HTXyyL?IqZ zph`K5qg@BqJY7Bt4aOjTF3`&%^?~tN7s`W<{8?uR@4 z+C!vTNI4{<5%l#3w8?bJWjxxDl>g<>2PX)EgMT{EoFz%Yjf;MXc!3O{73JZseY3q` z!^A;-5h???&*NSftMa~;=~<-+zQaIZgDywiW_=?oNn42JTyQE)-p6maClrOE$Ct}C zD0y>*-ZvoFjuSYi>lhk<2=sM@`Z!OkMKvIGdfT_JB>MnpPUnY5K_RULdhTVn-{5!w z>#G+a>@>J|g}k-SO5xAuk|u%Vg)oJ&VDN2x&>S+x2bRP<7ncjk3(P-&1YsA>fp2S+ zz(hbt((M!gywYo))c(ODU(bsMF-><^!2|+wsI2|u#LmLU5a05@V(uW)?u|B~yR%!w zbAP*Do4eB^w^+W)p1F>?w-v!YC@kgdTHre*U@FwO-mKfV*`I2iu+AxsLfVgKv z(_OVXLpMne0zgHtFBk|?fhI*j^bs%aD>4r=BR#LlC5r-55=X{F!HAR;^b0c$kOhm0 zloJOFo~c?jJwv!Q=uTJoBf zi6lhKJISf!jy;a|&KYjg!7$h)b(~;C@aXI_8Fb$8*T<00q?mt0I&oTjJedqFHvg@X z{vB`?Ofx0>`B_8N?fiUKKB_xYpS_WR%8f(E*2&!1+>NL$7)@-KjHsYyGO~P#G!*WE z$=$fHwn#yrf(3~pyKKx74R%Wa2-0a9jjdKE&Wo;av^S^&pn02OyafhzG*1zhY|0VP zhLWfqe#z1)expB`HnXN9U}0Tnf3W%8`=MQ6C6Gz^ggv*~FcRK$ zkpR3>r*oE(NRxd1F{CTwzB|y>E+-Uq#3H9yQIS)RmQQlQV>I|S;jSDDV9&9OTDp#a z`gG88IY(tltz2FOkQ0*nAxB284YOwJ52Rg(+@l_$cDNa!76(V!v)+4v`Yy4|Io3Qo znBJs^BjID2N~)T7-bWiII%ql)e)G3~{*#1_lMwA4$>wC2bq7pQsSSr@#Xtg`iXq+i zxge3RKVHKPe0%e+^(Re;h`O_CgYJo3MGj74{I?{iR2R-Lg%gaERr~ z!7oH<@$mTL(OVLNObX?-Ln-A|W!&zIPuDzYT}fM;Cz6~R>cpo)0?NjM7LRVW)djTx zvq>6K0Vu`C-^cyS!mX?)3N^YW=XZu;=sbw18>bj!M{Ta+Z5Wq2!FDv+)i~@nJ4rF~ zON`_BY>7uK5{g1I!x*N|%V8{VM0CrwtBf#a_pNP-JYi=k zYBRi6$LLw#@J@(O6iJkFI@oCV4>^Zg8RE?8%{KIW)vzygC4RDNitVbgmC7&amw}Vw zwU5mqtrlWX&DU;7BMv*%=nk;6@g?#fwJkBmZ3{%%mc8A{gT91%9(LN)w<;$+DSG&X2QDL2+W~%+|&s;n(G)L zzwcU-25Csx3a0OT1@48_8?s&&cNz5p-G6dX+Qpzb2RS0kcE*syxt_o5_M9tNGnJgx zj;AQ}lKdx$nq9aC?Cet))sC`OtG6_hCV_m(bicJy`nJY-Y<4Nat#Zp#(YARd-tts< zF~N)>t#@rSpUpYvd=S6E2&mZ?isB$;&Yf9T+SqTIgdRT1iU>e~j6jUC+VzWYD5E87 ze%4Y5sk?o5V}sh7sXC)dT zptpYKNs-jSIMNRT#EbJw)H>p{=UaJ9gAeXbVMkFgQ@PJqTdm96A$5aLY`Ddqfce zY_Y>ki4_dWF+@EE1jI&G36&Ki{h620cloAXV2m3^5VO>HPks9*1y22Of`&{7GtEN- zwUv_LcLU&c^q@>obX+;wIy1AeLW3xqhbFg6p-`L#%v+dOq5X+baQ zQG(fraj?PDC}VHkNPE0UFIS__0F}u!>0TQ}ULxe%`xfVedl|B1VT5y1OD}$392_8@ zS>M8xodsfeF>iTp8btAif;aE8do)${*qwMKQXc<7an2}Z(W3EuDi6aC2#xdk|4pRB z%Jz5pXxsB&tAD}9cd%`yY2$tTkje!Y)+FYF!~F67kk1AwEg=ds152~q!`UutP-OMs zE~tr^+OrA_*4I~;sv3x4y?aJ@?SH9vvl$-|jt-6ij+5P3D%{LZk zWz~kT9_v2<#M{`J!qG_RLJ$QfkpTQXFbi@%^bdjH3dh1@sg$f)wMe!_(*CNuj_kGTX<2fbXr zBAL1ywO7nY0b8OGAPddwLl_xo2Sw8(GVs3nTe+KE;T_uR2VePNjAzk8t+Spdt?od-V_wk>xRH`4$7#(RN zbBAYjJPfpB&C!nfMWyM{w>QsjSIv$WBV7kpk~&Jk4H6Etk@v`Wq1on5C7R&jfaxCW zWgHT#%-`&(FIMcD{4Bf$>VS-7>|^iDKKor5cS~)=DOYHM^Y{*$jd#gihpgN=B5x z9@MN!xO@l-%A(AtE=5>zqE&zCRc{#w+HpkB(~FmSz|R7Sv%D_>@`NeY?>l|uZEZwh zDYc|7O|$(DZwuEKiC^~1XFz6+C1!-%J@2aIvo!+6K)AM| zT%q z^V#y+omIz!KvW)|muY z#jnoN+=OXOcLec5LYIH3BQKT2nm>ICyX4D9Pu7Uu1ovuD7>G&!s7c!h`w_(^$~h$- zL5&drVH06h#%Nghr>bjRPa2`=r#MhML~8!?E28+s|3br$&s$&H?dF=?aJPeSRY!dr zz6lS&2>ye23`yMqs4lL(-#~BPv7atO6Pp>sI=teIZ0D>5l;z?*K=CkDcaVJv??$)0 zw=*d@+JC>O$M7P->k>iw$)I8!!B)C-VwbZ?V4GD+P5uFTb{k$z?s6RaS(4N*WHAW= zc9`FCp*7WN$w=Nr94}xq6Sc;RA0O)a=ob;)#DWTmNzq{x(4+i=>i~46>i3kj-U54O z;d9!LdLaPA0B=%m=cF9uZq8PcDQD8u~6F@+*>-v%mPWe>8q*yKaAf@(AurSRfnjh z!*-6GB(B)kb*iRF#mh+wN)WP}x3oc8NbelXl?K7#B>lAlO_m8NO`VjWp!U4Bl1PHc zzWC#j?R#05!tk9a5&P)jVDALJjJegrC?F%Ptymx6z7*t^&132uy; z+ee-IP3J7+n_8F(fYdUAosro$+ZwQHQ3))J6+ZxFI1D9Z?~jjp=4t#&(X5?GI~-$` zAOP(ly42{eQ#no@*9Q(sAlMnikbTn|BN>Q?utr0cuB6Q)-)i7^rElr?_fP#twH~c< zMi}!_B=7;jQOjEc_#U7`M@}J*uWjiKtVW$QkDsY7>1Fr|`?gRqA?DEs=_LI%agQIM zbOsFzaOr884NdY$wJ?3797 z-FxBf!1eJIN{K>X}zw<;&*wOnhj$t?sc`seEvIc-QJ*l_tc^!bcm7^{EYjQ6(-Bbf*wV1l~fnj zsB);{HifA+PoĕWkiSoIIF>_SG_XNpqxhRA`KY|YI-eXa>Hh-<YISlFp)H~k}?q;Uw<`{ZGM4b^qpN|WO@(%q#>PBPOLG*xOo8LX0Rn3@!e$+ zB2zh8W-~j9EzJkA)Ta4R%4Z)s;-8%;fkVzEdzhufs-J!G6RDPbgWaKW84hJ^5 z=psRqB783U)_QSx*3An*_^)S&66S4~z;&+xUhA!HYIBbaGqnmPO6}T0bk@{nPA7n_ zKvxAQ{l;m4w4Ju#Ph|r*j11K-ji7kAQGd*2vEf@jyJh$cSDyVPf77CaxPkA12%`z4 zzyheCd`I7A*Aq&Naajktwe>4!nJJuYE!AoT2}>Wz3XmlMGu>35d&mTgIl!W%wP^QS z7o|o+HnPLf2@`07>zJV6y5|MR!dStXd8*iNx#h#Iee=mKw24SYcNk}*E6)X35!CKApQ(^oC4mUxy3koyRA5L%zm>bVD4ufH( zV80M*XEr^JT|QM;q4JRh)id>36?tQ*`{y^H3hFbG$uRJ=ud+rr#zS->X8&)WmE0iZ&ykg7Uc|IIJn|(ErubMZa8XY{_`T zkB>s~M(<)j=qs;77gsIMfsE0&viM-HIfSIxPr0ApGGxL|%r2EP=@mS?eVVWpIZ;=?eQV#wXE98 zyunCtzrp6ygdvzX3lOrwEtW99U1KpwJ`J@w< zAD?)>FitU*BD`g?PR{Mr!7uCyd!6j)&3DuTR7689Gi{0YRk8qR;;p_Mb~@jzdQm`% z5e)LM+)1F5@P}-Ms#D=wU@%MpmJ?lknq6&j?NOF zednlA%~Zk2apcJ9Uux+u#OW9F&7n-W8thM?R02vv3tXacnc)1U2GC8kKZr0UI$N2y zt4_r~ldL0pnD*26gOzOR55upcal$)*sQ{l64=62ORbLY)A?5L{D3wk#n}^NN{nC2! zO;T)M?)P~{cB}pJo)S5sd(@Kk!-~xwo5C}6VHeKHQwL=j_<9j?^CsTYM&k^xG{Xm7 z!w#RZc_C#d%r6(J%~BqA83z_v7#PKxIk}ZeG${KC+BPwg(KK0_w^d0aa!o#e<#4*r zX^PMS=lwUfU5gI8r?~_dXY=R3JQY`)*PjrGnyBh$*YZ26ACo;j8XyKv3E(RVAZgWb zUl#p)iLC86egg0pmWz&q9tbcMZ0 z8B*Z~La!IQYQH@q_xB6PM=d^+!nvnE{x zC(!U>vrX-YZkDlQ88>q(u&zKd2Gv`Mn$e=2A*ElPV@yT&?Znz6{7C|t%vKG)Cg6D; zVx55TE1u`LT-s%TC4tW&3l#TaTZL$X7(tf70L2?z@=E+UHpIOt1f3rYv&R`!l*dXH zcQb@pbWqYXTV{*a>hwNfp6Al^{HIpZqw*bMx`9xj=7+_MRLMmm0AQJUSKPeSy-rf&;=jKmm>ZGHyN~-1ti%7OaG2poa=Xlzri{<$2 zahhlw@3#g7)Fe4ED($5g~fEHP_P zt&!mhn@-rV(@ySD^OTHAsT+GPoANf7jGgj|3F2ppQwb~)ZQpV`g1KsOdZ8aNJ`W$F zH>A~ma@@?c$;P4w{%h;-k#ojHZt%ldIDFg4bPsqdD}$VYdyIXwOB8@G4cFYl*l7l; zF6GrVUf>y^zI<|VE0sG=aOA*BMID@=;Mt4W5MtGfvwc_F!L%Kd&JvUz8M&DlTP8^(7JJ*XNjHbypcDoTsj@z9Z8BBYrA;v# zmZZmsBOBo#u%JdI3_CLnl-*rcvx97n#5zLYrla$Rbt%L|DEusS;1IN;jLAIlRIUP1 zAdc)S0&60vA`gRW5##H+@Q5F3r$|npNCeeXq?RYXOcmXZ!ipV&kMSDZ@^+cTd);Bc zKlX0JpB{`8CnBF`uSuf4)(nN%w73r?Q=zKs2SpN!1w zie1J&B7B;fN(=7*V=<_3sxYYdG>e?F!9k4YuV>3TxH!kT)i2w^vk{=yc!30!WAA|i z#MDRfL4Z6O-m3yx_~eOCk<&MW0$|$#zDDMZ0-ITvwk;+jO$KyNHx8iUYnB^H#~=H#CUxk<&xv^ zfSGfe=vpRhUYI$yDzMOQ#O$%Uo3^$A-TVTrah?JjD7&PVkWG>j6zoMe8+f zzg(lpc}DC1IPbpg6p*d^A%D=Y(qHCnvcB++geddrHCmglyP5Ae#?xG~jA;|9d93Hs zShCwQ3RRM+BoO`lV{9xqYTo|O`mPRISQl*$ZrDB^ZL!jZTGS@^6ujz3++|E}chAws z@+M{DzsN*L#h;$Zlj~cWRQT`wn36xW2(AhMSKIPBY0;VHoK_SLrHS72g%Ur-l$O=s zgy|+8zs|aRH|e({-n!FEJRJnvRKr=cBL&SIm-fxDCtlK~_Ba-Io?k032Y+W>c~Da` z#}qV7Wj4F*ZI=A|RaeCQQR$~VJTb&}1r+tUc)bdl+3P~(W`CQa zLOKvv{$sdk<E6RHVuj*wZGOMZHKU+zj6-G|a&&&kV}+6WFUmmk$%toz1M z)JUHD`u5e!uUl#&9XF`q;nl($L4^-=d+9$wUyMV*6*aUM``CtPhNd$(#-sW0nX8d&&1{(Zc}l@!@+tPrkhcsmY8ZpSPl0jt30Os zvw(>wTUPkq5L3C{~FkGibQEtr>_NNtOX^mHBWGNG0}~9JKSp+oTi@iY4z2YP>q#+nMRQT zx-Og0c5mr{E)CJWrB7?R5ggY(cc`T*q(>~DkKZeE8hE2|@;Lat_KcsX?8#G{AW!@0 zZ<1XZ`S;#M>KMVVzibthCMCk3^w8?F%F0>JBCa|U2@d&lbij1W9tc>tsu25HMCgUb zm5d##yf(x7==yUFCAK?4A3myGQt$Oyg{M~E^0aO0*XpD*+jSrv8M(>p^uh851zc+5 zjqM$KI~V#b-CGl*=qkaf)`VN*8>;@!-DaGQr^{CgyZlel0p}qpurI0BZz;K>47TO! zR6|b)%C1!N&gSX(w>^z>{eEP>63mr4BQ>w+E9i$G$ohUqPfxT&<6_EZn1#zUj^8&7 z*G?Wp>K#fjCT5tL`<_uKr_werd1QiBcc^S-?mFgqFCn#;^m1eYC6RZ2Oyk*dX~CzS z0k`R-FI8~25Cs@gBB(C1=geoVVB)nEPg7VmiDD5$J}Ga4t7z=$_R9*b^}V@U4}Xb~ zzj`T@;kV??Gv8o=P8m?TszTi`?U^Rv?BP})_;Xu)*$TBn zbQ@b>6wuKwm(9U;Wj>N}ZpA$uwW;|$Ctc`)fN>Lctmpb=Y&m;U>tSDJtx12X6qNV9 z!au9pb}t^5Q*X&)G}C9M_SXH=$?ctY>w^y^e`+WCN=p~UPa*r}Wi+mKytv#@ayfSv z$>r6{wZ9MyP5=p2-+sXg%Q`D~tJSMIG`4d z_R>lFgpqQBO!Ra3=abtB!bvKq{%iQx3WPm>i-hKV(};a?e*g(#ATF*R^ZDJrpI;8U z%vNhogOlkEuR=ZEQT__J&dS$1c6byx45_)%e+C^*&`^DbTHvkiX7a{n^EO$FgL`w`F>bKSK%`Aot`pdZo}}^t)qp8u=?f2@C z#9V^?;=Y9vm|GZRlpC7*MJ`FAZhM)!xojnDGa?i4xs z(I&4TP;y#xg5Ax}R2o+d2C~f}6Ij$xw{bT zJC;leAAjK_Oc|J#iagHF)F8V%Fr+K}+QP^1z9R{N9vB6$+O9^F<7AhVZ&lb*KbmRz zV@WzardpkXSV!3z>={s*M1~gxVXsq-0-0ku({b(xvdh8HlvJbO2Yo26)E`@d=Z805 zwyGyqmo&w-3BTW2dsGKHsFD2nFe1aKSXRu)ID50DeXL;TgtZ9Yh(c;jTyf?SuWO6^ zjFikmm;+;U+6>wKj!%E4hqQ`C{P9c~gqE8jpOWju;%>n?EhhE~hu#K%nNF&U{=WOF zsoVOzx~|by<1UBfm%>hmMqVt2zac}6aL_ywJK`z0V77loO+DG*Z$oj-2+YHiM%ln=Ln_ zb8;O=y*PJvUhpe(JJac`Hf&0O&BR=eB_wLi1m7~;bi_HdXy|xJ?7Bw#9qZc^DY?vN zPg#gfbA)o>i7btOMuo26r#mfwLdT7pb9kjEsE=GP_s4I3HH#?H3VNlyG~Ey3N*}hd zDl@DgAyD$kY3V$YPUK+GOS2xmgjR;W#{FwnmCU(} z6Xfjottqr_@>%NX-a3^wE7>s^&Q7bld0)fIEXYyX%|(_X+=oTn72WpKK$G zDEl0ll1ds#M+D`w-6o5}hq`y}{LNnrOtjrSUJhGh$)DBPyW+>MGftrl30hgZ$l1N; zjwZGGc%1j`uUxg9`B{Ga`s1$>8DSxb?;TamiEx*NFyFY>Pc~Hk%oZJFf03FOkP2#i z7WXLY^HF~3Gm`i5KMH=uOLCVIzcAz@^@=pC9rN}&^L+3yx^EGWQNf{zW{RxaU>>Ar##HN{JPE@=`}moJ~w6IFFr;YXx)`EqD`7v z6mo7c3^0Q={k(7URmP`;B&xTLz#Dt^{2@+x-R64ijwD%0+_M`RFVbiuhkbwl@@I(R zptSO6d1U2UyX1T7&~m@$BU5khY0P(ISFMAtP?b2uLs~pYDeSqwfb;mqZ0ouPb;CS8 z9O}#wBncb;)Z9_ z=SVvR$gUb;o(NV!mqL~TkMfex?GROI4V9n?%=<5Slv2_Wai7~U`rQnMJNqwI`y==g zbMtJgbGt{S^(lu&!FOxcZH@W0zE46zQ{Vo!bcVo@yw58ob1jbyPH)Fpc(CZ4XoIPQ zz@>jGYdBf4n!%+(-agpTjVf5XEKVI0sJWoB)Ina9>viwenQZ?RL3Xy&-QPPGspn@C zO}iI76>&p96 z`1am>$DYH2oGJIWWau&PuY{-k&#zu+>Dro8X%S`u+98rejz zUFMn{Nlo=YL+A~b;{G>!V@_TY~aG>>Q5g z4)OQ>-HrqQG+dGamlxwHG!ue~dY7yJ3^K(BPxxJ~oyo9P=e)m`Gg z@}5pq$lfhpuit`)%R58fa_7=g{$U#4HQmr#3Rjz&r#o)oTg+tf&iS_5EHk>zN|?pH zHhN^OU(;RvXyTACP`1{WpwVP&|7SdOImKVwK(AA1wo<~9xy5SDbZ3~KtMqS9Y`KDx zOeiu>OrTdF#vbE8WDuIFo@toN{eWYnA0%Ov4UCU*d^|(mXTjy6Alaktze=GyQ?~Tu z^t7cKPPv?#{itny!neq3ZAdF4LhDvQ&O~_HM5vkOS^A*a zR{?k1ZNQ3OfnFhrbXTw1xnucZTQd@upg;clBac&DsCzw&xM1v{1(B4bOrbCu7slF7@d zO=T%KVN;oV0WAsT;jWuM*<^&lI>O1cC*2Ec8MZ6wj4AJU7BWAF&6u7uEPkAx3@(5# z))G?Dg=yWKBS8U zYwckdZ8G9Jo93v<^Ioksb<^kU^tIogc{f^n&o`*{Z77u*8$xg@7_6&skT{ii(4W=whHhh0ViP%$FX<9UsZ}z~Bzov6d zpjsGtOcaw!XVf`hAut{Ef$(|f+O`mz1CF%ZPtHwwS@i`Y#wPQTQPjZPBH@PIRrex2 z`F}xm79x#9(twAd-jCI93%>sy^zy;mnt{~oQh(m)51Oc5 zbT`|=M@p8iH`Y$Cb{RkWAqE|4{~<<*fGvJ{rh>rYMQK6YjLO!2)-T`*&(@mP3~5L| z7LY~a{g(REdA+r95~$XcdmV({vGoinqS^f&RV_!4w`L$bj#-*k+Ka;MWR(qdC zf#g@>NR|HXue1A$0KvUd?oRvo`Y#V(N)quSRiM_Gpk?jWq@(A0&y-2%a7j>1=QhVD0<*@M2DQJ`F9dOtm^#xS2wSuQOqNwdL8gNO?5}r zCyRQG&ul~)&O)eKK>3}aelb6c`3Fo;sETYp#Q*H6jYgT&RZdHV0S3(Mggl+8E`58- z#uhHVqZYwDhwS!}O}7{4cozK`u_^be&1A(Cqb+87qOHFb2rvMh(QR$m4rX*trU>QSo?mt7^%Pw|!me-_?-( zS(k`rJ)Thmn%9xzEM zDl^nbJ@B+IQXV0<_xq!CXesB^bND-n0U%XTi!Wj43yx4ra-+okh!-C?$B=$<=VR-_ z$5Av5kJ5aFgrxlEVqRtO9-S5)CcIUx2@m;WnOOBe3I`3Gb;8-&sefx>>G&xXf%7gp zW3@k&w!X?|DQs>*mpq5Pu`tS(ZlmyuDm1hNt(u7oZDr~W3oUsctf$A-Pe*n2#Rj?8 zMx?MC8pZd=2=`miL@{~jMxVyAsmvT+Ah;3DAv z(3#Ezh9XRLuX(R?+nTrUy%}!yDOszxw{z-91uQ#nrM$ZJnb0nywpV4iG!6azImO7W z#Db{O647X)GV(F~8HgLaaRyAJKqJDAS*?u_Z5&eknTm@Rv{AO$a!f5`dVjJv19 zz1}O!GU_Ab>TC$WrTJm-R>gewuO}8mCPv{eGNydxxQKrxmwJLcAvDW1(M>X;nv)*c z8RVm#?19aVDSK3Zj((U;MyCzvfWg)Yb;DdAHt*?PZUlU@QoN`uCULUh>a` zbM=0QVP5sEgXHCjGz#Ix;y>mI(ho9`6uuV^au+dfer7podD@QiQdW31vkwqeJP9DUtbP& zOJ+T+mRHA4$$X5_Jbu2SBXe{29?>!f`%B7{-XL}wq(d>0bJKFr2H8dzy!X9x{ea^B z{#KZGjPtFn;91cZ_gaAVsSpwqc5-WZV&rYGmBvWw<@-lJ{3tEH%Y+(3b-X7MZq=CW zc*2XqZ$&@5*EGKO_{1r%PAuX-*~BxG*Rg5Q^J~y0y1{p&;`e#kb9mSs7sSN6Lw_T0 zuAoSu%O%{#trgvZ_^h??v5=AT5#j-Tu#`L*M_9pX4T?pK~gO+LK)NZ)Nlgz|BtP&jEky^ z_EtbbBqXInQetSN5fo{VkPd0-?huh~DQW2j0qK?)LSm=^h91%ZhRy-r!*k!?{dB*a znZtaTVV}L%Uh5xghg5e7{zzzgR+rkd*?>>?n&LJKfjeiVmMP$!gxL^7K6v(o3v3+- zI7#7Vl)lOEe&|nf>{qo!t|Rl;ROQAY0H6fZ(ulyx)elg9kFu~5!V>{O)JQ!NCAwC{p3Y!uVM#yv*G+v zStps81ojZOtG3KHs0GPIRVHb5RZ}7n$|#06vbqPQpXszzc{n(q-Wffa266%tv%@B4 z4vtvb=o#7z8us@RWic6TGDNJT2v?1lu4)?6L|zpO+QajX+HKQqZ&n;Vw=XPF1X3j8 zZuMjH=|ofxX*og8T*F7`LJN*2??gzxrc&L~Bo(x^cJsMA&a^H{b)MB5D1y0*ba!8q zd?io)*XHWSij5Q67nvj?3*`~yy1oe`ijR1)gRv%^J3EnI!+iB4FPL1uy1L=>Yg(|6 z&$s3e;qE|^QU7v(vc$WW-cpvpEE(@Z!%w~_d*soOxaJe8kqNk2b|-?`&p5*Jt)fdo z>9;pp-umTdx^^M}8esYED76gk`@LZ+wcSypn{q^t{)vOmL^P`nxDL}s6jarCGkLFc zMthbse*0d@(AePv;_|4Ei-eEtg7%dL;u-*DZ=uavhz|&FZ`doRMu;Wj-JKSL?Hp$C zDqYZLNy#oY&x+Ti*%wHEpB$u!RDFmpS;ZtqV*81q$Vi@R*nVGK=qNsoFg;0I((t2+ zzdO;w97YFHqJopt`1VQh2L|fjHXK5l=xFGgtH0yqf}OMyT;BY?&rPuZEkP^EKO^M{ zj%Hz`73b~wW0htLEr4UbXdSZ`87V6hkIh+e>T_%~dPPG3CK!4lN}=@rsV-0$(d3qW zm6-Ug-O<^E?dT_ExzE(>kZbX34%0z+uZxaRJ9WwK$A7!{0WI6Mq5@K0ej%<)5JKV9 zD26L_zh?*aLHQOr2{S+DN^b5PheJ6~aF7vPIB=b&ayGmo^YcW!m|!~co?8|s5t%XV ztE#f~K_xh;c_ysDBJ$UQ^NaD)#EI|C>ZOS%G7J;pjjS)3T*_NItL?-kyYfgf`-z0%n%Qp}Q?+bt*do?tDcF^`V-kK(Vi8^6I;Sf0HR$#ncuhH#hYF^9h5wEr!_ zuVcpNv=)j6!hX(YYsyMqRc5!NU&td)LEvSfk_|wNj^h4_m7nFHzuaSe$E|A@nC%Y6 zHs8Owu1x)(|5fOr77B8Ap&2J|Y3F*UEemC{Qt7s^t5W`9=HGjUaV}xM-%BBx z0S>~ZE%WB$)=Blx^yAbD5Rjv{_wBfian*JJ25iPsZU8JTWK3BS?@Nz*CRXJ-zBkF4 z-bBw-&g17@8HtvxV6mhSi>}V1&y>dE-Vj&+IJMH5ci)@SJ|Yy4KvlCXMu=k|_np{z z(sq2TF88!M==jf5soOzzRb^7=^RlbGZ}8AXpp=Jr?p%G%AwRDg6u>b8QEHUAH)`n= zCfKV5G;uUA5i&;EiAv6RzZSOphs};-Fb71IbY0@r?++Yv*)aur z*-tY7B>pQ`$AW<;CpwoVo!%)cC=_Yn_6YQciBrdH$$19-JfVr9BTr7#YkngOpc-0t z4N(g;|72?9Np@DanBfj!CqEY=QGY`dU>1H))VQa;_k2THt9AZ+A-6q6Id{*V_P~j= zGG3|gdPmTVsxx4u#DRBr(FkaB=Zc87FhB54;>p;$tXZ}x>asDbu$o<4tI+U|Nh=#g zTi88;Tommo-M=R*W-yZKJ}QWJ5bopipp=NG%A_$>3UDl1GougyY$-B^-dRH)>A3YW;nh*7nOY6tr@M&UDH6w_=?QdrB-`N zpfDMmq2>3&dRf11uJg>v6Qqd9Sg&=l_s%H^09datu@3BBeRZqvmt0dMrVJ)z%I9fq zJfoYqZ)N#?M>1y7vo)+A4G=>OR`I|Ur~`~N#n2--eEF{FT*2R>tL@r1og;z7EEWLv zp4uC|O#Vuh!d-zE?njVv4OWe?(HmJ^Vg(;Rvh5ZEZsZue=2vZ%8EYJR=@EW7f;)<3qv7veFo zcZJOWRFde3?8>}6JO8aeuW~zn{UPU;qmy#`L@EnCH|Zr|U;ZNR)=1)o{w-m#+!Gjr zjgJk{bKx$@8;T%KK^~7-*V#YQg2uX(e^Y=85z*d|B0CpI};2^F`^yP$fIgkD{;NyiRT|?oay0^BU6P)~w~2shUE08{qun z`ld+hWj+qOZe`;`fF)0xIX)s!Gq{ZU_(EY(NeQp$GA)&|QfNBLU13qX|D>~Z(X91n z@p)R`6PaJj?)cNIa}g(rpwSxmB|~c7{^w7Y6qFKD8z*VdM?bi%Ar=}WF|L{~$5d|B z*D*ib2~iQGR|?TAN}rxUvcbY0cwq8d)XpY-z(=LT^#hrV`XXo|uBpp(gfvBCm^@v} zv@fa`agEv1O`J4`^_58-Y-{;tz|sE?07pi zZ<3zcF{*$|CS8uu-VjFo;3U)gjrrzxPNqXzF?{NSeKm_qY_-0B0hO~))sX&_#4q;t zS@)LqSqxLzT9-CR9A}5VDj{C3qh>%zggw-yx08}i8bg~6;>^HKRu<+!I;rT`ac2ft+D2k6)8I)BCE?7)brRedJFXNorWLGP#bRofn+NvK|0i z2kQQ&^8E-KQ0(2kI0v#afH~6sXCy^wJ0lR&e7^qVt1oohjU3vn9gWFC5MO~OOG`UW zG`x0QPIP_MU)2oqA_S1SW^JU#FT5giaEz5 zE_>RDVW)q~{gv_eJ-XYS_g5RNQuFuXNgwP?0s1YmE)R>hylVG6e|bt6q18qk9HBMH zav~JosHe_S*HPYBTwHcCMfbYDCg7SVxC`lq)*k>4z_b_I z9;N{J1We%eW9v_aYn`qI#cU)N6veePt} z?`Qm_`16K+fyqzmB2#aFzVY`5xo}1CNYtoZrZ?|R_k`d)|(vw_2Dvk_wLN&bCP zlS-FVFaQ{2KK?wGy6)JG^0mv1`YgRHc-g0AC!qC00c7p>A02dzh@XlgtFNEK*6 zJKKtp*&8TdDiisqjSB5XaNHp!4i%L8z?Fjgic`zupJxirL(4xA5G}I`^20uv(8%`K zVfpR1k{bGLdb{TrP1&b{I7}qXKnBTWqH@I;>38%|h5fGIK+u+^VSP?ff>GV!_jH67 z6&IEo1lOG3@jJKRbd;}BY)EDyEU}MEaGGR2mC`7#VS1YHRaNQZn`s$RFL^jD)(z|l zdPHF)_1%UrFW1f%;vx6KNQaO#sL6!R59c)UHGV$39&F;V!Z)!e7FDM2&gm zbK3Ocr|;mD;J3?LhmE2zpfECe&(-u#^f8cQ{b**z>HFDVr201Nq?gMpRA!)WVwK(n z@1^7F*;hgbdB^g{9p1V?Vey;-NTMBw@ZQr2vP00`fbp6;t5bEDUHU8aNAiCN`uOG* zPjd$N<_&}&i2XGbsVFQ5J(iCu4o zKzd9}OG63~Q;R+MdAuD0_U-+SnRD019{s7^ZEsb={5Kmm&kYtReFb8~^nTxfzuByw zl+cRy_>RP8^R?fdW%J@KyA<}RIlPPjAoul|HyKSu-V$a%I{tb7t!cVEJ>d{ zM}I2%;nuQhm!}J|zM=JaoY+S8JHE=-ZJema4B8Jw7c)Q;pP&7KfZidEclx+c(cW%h zuWZIGLn2q-pvu>?f^z11Sfs&?eOuWPDyCSguxP7PwbiuX3K7J+fAmgLK?|%x$UZEn z>(m+&M?v&Qx^BTafiDW(S*B+`9W71A;B}z83iH_~_JYps^mIm5wgle|)#Ban^vOq$ zY)R5K%v*~Y&L9eQ1?LaZ?)h3ZOW$ol&}sZ-dhQj4BybEB`e9qwO&jWn?w+^n!mkSq zx?2YwT=8cVyX;Klp~q(qS%eJ~dIy+l9YdEQkiP>aN~z2=rYqbHeT`o@^hpx}T&o0S z99WA%7L5B^*ob;)mSi==DI0zDL8qcb_dfOe#b2_kU4pEGAgK>HZr?E-UH|F-J-)!& zfA!ejs3ZaCyv*=sQ5x@0sb2Q@j{D+{9V?5g`>peMqyfX5Z_jb|-`bB7vNyjiK#ZL!tKlARv}0iQ$3&I-D<( z?^lKL+D8Tt*iNkx!Hwt30~i^^X+3*$@AU zJHi#Xt#pFw&Gp_k^1D|^To(%!uvR+KHxKOScM4d0rSs9?8(;eURC6t4ZPGS6*YDIn zNKL8uk+42~Ae(tK8#+5PVn5A zLiJ|@R1*Mg2JX?kPZ@ZprXpv-@jPkk0{$V?<&M6P344ZQ<$JRoRR=@jDLgKwf^?+b zm{l;lDfA#m%IVVHo_eiqQtDt)!TrVwrt5)csWcA5DBJ z@oCLkR+Z-8g)akIZ$@8vi7jJ~+XCV~$V13GU^>9`+xr$_^w}@Do&}(C3BQx4Hb%^` zvgT*ZbOjv?0juUqSlO<;Y<@pH7PvvdSjle4^nit4HVbf(y(UmK=bA%EKt(NH|1Q2-t)lX+XLVH&iX zF<>=9Q%%U4N6Aq+BN}KDYCf);Uu;qZe@W^lG}FAVtEnZSupXCMuZYoFu*un!*%82X zKx}`1_jcJ#my$M$?O;$BUlz*f(Lnsm65Kn^c(Rc;7RxXj!%fkls*_i zfZVW0SArgf7A~A!U87hoXt)Wcb;p6d8no<@tQL5SsWYp8dksH|6u<9piz`Nd1`HDB zLvH9~@eup^=!`b{i&z|gF_$`jDjL#^77V-!M^erCJ?KyDJ-_CKczz$u&Rg(2k`?*Y z<=Ihcofe%kyak2bd@udJzZkFWD|JaWx96=W(q{!OSo;sRk@5-DX1`O*G1>GR8)xhP zX#P$>do8RstG|Dd8|IKv(zk zB^<%SXsPe(o~ybp*Uz!4@gU5a#F2@kG6x&RE z{>FeRKQj5d)i@F+sYpTkrV*CGLQIU{N*hfbF>4qB7C&&c8nNuyRsYsb{A zph9^uV&L7mdZ?RfUTb(%d&C(I=48Il}UVHMj!F!#a!N@1Ln*gAs zES%68j?g2??Gvj3#wn?(FoizX{KfrhKxrZGAZi+rkc| zPN3@4+dnMgpz^NW%%*{LE))k>2a|vE-#x|@t_Vp2m3soZv3BE!pkZwHZ11xSpmB)n-vINV-mOD2ZG4j5(5)0DQ`xa{W5mK8Z%y^)^Gbm>o zJDYjxQH_ijxW$?9oQYfVyfqTq1Ed=x2Db6_K1$nj-zXD7k%-nPTP`4zZOw?aCn^!m z#y#ATaEsY?Kw~J7G4eNJC_po!XM+1=#&@3aJfhUk%0&i<3rAE@tk=e1#lQckU!js# z4Z?Jts%F)7Xa)Fhac_T_t1RO7<%bN>yMSSIUSm;V5$}8sru~J=D1JMQQrx3{_(Tbh z(kQ;))@wEWjtVODS@f}l6cgcB`eY25i4)lj)ouX#Kjo?erqSouVuQ{Ghq6Piy$s29 zNKti!w|mEz%oKcJBX#^J3cS|`o7eB3RUvRGl0LP+k@)D+);Vw0(a?2Vg#i#&P~n2C zULgVIhUc(|%Iq)*1f#E)RehLBvBjRCwtQfrP; zS}4;PK?i?`ZrTgPv;%bxhvO#rHg7&vc2Ka0LQ{7azud!!a#R zZ~Z>wFeOBWzL8-kabxajW&9)+X~(|M-_-gTfhWis#&pp6(z59CCN4SsRcYe(_vZfc zjDIk*2HC2DMivFbS*=XUp$y8+c74eot5#LLztRn*V%AML2;9(mAhn!DF$%MMY?jJ^ zvfKp?GTu8-Cv@?b6av7(&w*n=ASW`Qh<`5I+fgx=@9D&8idNDA0Gn&E0U0qms`7`& z!qL%j72)RQX4vZfc|5lT2y|B+D>o9$z{$T;HUgKiE0=h*J{!-0BO1GF&B0&f@h`za zD6mMtwE(o*2<~)S)zwdc>Lxe@V(6zAZB9R`5$ml6!n;=dW-K?I@j=pXwyWhgyiT6} zth1%_9*5|;`IZGkOU&QCKFJKG>rXM3xRGJVmwC%a>gUbbX7}p+S}rr_wvVwP4xHzj z+U_uQCS$B$UAwSzNDd_N>FMi(h~$|(Q`^cJSfvoP(1P)buY0kLn+>PZ^7P<82yX~| z_nE(M9G1LmSfgbU6IyF^SQ0Px*HZZ({A(So1I>E701M-t6Q75mrl=PYNiTs=86xix z_I}h{upM7apioUiR0_AUb2oZZfM6_o8_k6QX!;Y-RxThOu`T)iFH2Z2 zCpSIxCDP0m2~%VyJkga^jt_TnwxY=Hul_tO<_=#zb)fw8gyO6;lB>1ji`JdO_s`XA?ZXO3k3Vj5eJo2}RUn&OAo?XZLcx85T~=+0SPqnFYcCJ5xDRAVXF zo{A9QtZ6mce;5|mFpE|T@P%(=mEDF)bZn~FuM)vF{J3q%$=A{{3gQ@yM2VszI~$FO zJyCm4aZZdEj351RZ!$B=LaG%wP3vcRFJ9&caW6Z0MY%BLBDzDsBmO7H3!Q%Fp1><5 zQcAGrY!tIm1_fL*t8yl53r^05(%JgAm30^Q*!sC0Jr4tNCkO`Z{YF@>Qg6c>s$LS3f7*bcnf3eE!uPBcu}ofJZDsoB4_+Lr5U~7cNLiznRjG>AU-}Yx9k+{ zdeaoY_&7M?h!IFh~2iE@C_hWrr+R(N`q|8-!p?I#tkl$W2d%)MFzb!w%b*vbx{taDZRP`I< z2Jqg`dSsAid8KhC@DE{mHlY&q#fVJ=efLGcnA-M>dcjsK9_VrL*wrpIZi7O zb47ztr_@lruyBfNvbB?=nN7&mYM_Wg73rpT6RBGTEYl$_tzNMfJVN2W0zL^S@*cl< zv!~ew!&zIqk%WHCR6GJM-_{Nd`Ss{lF0K|*Jc`VN_J>9LW5~M3ZsFo9*7Y-M&LZWS z64$BhfKI!*Mv%?wWm<%~{DNw?J8v%*GMn)kdX8Qt@=FML-HL4iSTJ2=U$a5y&zf4f@c)F4{@hrEwbLi|0Gb7@-ApgmV zapkZ1<3rhC%N^x3d;FAobcsycwrIF7*6cVnv|!hnEnz%dZa59Wh4!8`^)w&FQC1%J09I zXa4O|w|&os?)+9h3*o>|^z`cBBAmGR`M+d;jga^BgyKzFB@1Wie+}B;#hEMLzy9Vba$CHb!t=g#qOU7sPcB>YlA{%g4Yhaq%} zXSZE9UiaKx*A-o@2t@Anbjjeh=Kbb>iU&abpZ%r@wpkMRuf#@xGI_){$*|_hL24G> zBtY5zM^MTiEv%j;G!=;${LgLT`e+CogzD{Jznw zRcfH^x-Ie}rsjAkB-z-5l1SYG|X|vB|Om{>xFg4_o z$R6q-1M8b|v)q0gxu^UyDbEse0EF3CzO9T}b6Yxt!3zg0<$U{(W&P|?@2d!597SHXvbISSD zv3WiNA{x9D-%`}OOOv|iUgpy|sJW23++*hEZXygGU-7l>zCU#!Ui#gPl#evI95es| z{08#2g#6M=4McEzbDM^g{8NJ(L`SWRb00-YwSGzXF1=@*B>!9vo)&cJ(0(z^Bz03} z-P}08JVo{fy1M6{c)wplyRid^;<}pufbLAj>1;SY?HnSc?mR_v##e6RL3k3#uA7pT z;oN{jjNDFO1g^Vskg!jC;>Z~8D?j9OXVg9kzfchT-d{2*(!_e*-09z!;ym=OJL{D( zuND3gYf$xZ^!>IQ)-bk#DC#;l0843x`+f&kCp_n3T*^163so}a+_tc}eYXk_8{Bc^ z>lln0`hd#ppM^unu1wep$_>es{5}45Iq5ew-ADw>r=pnRaAl)jT;|QJeq<1;BP;9G zX%O`MCX(uHU5~ZZQ~!H|#$~ag8&^iVLm@KV!JK!t21zckl{8=@1x99Z3yCVhjgbFQ z?PUHKqR(P-KSSq36?C2b{wh4Tt)?l?5Ry15DL7{y^wvuw|b*cXWspQk?M|4Pvbxc!IOb^V?^ zoqNura*22}j!t9W8#PR@0?rkc>P^BW4Ln~FkERN{W$&;61@D*-@LaCkq1pyvm_fU_ zQjt^#U5~AvWd~i|`+_e1l3b#;rN*VYjMtC1?mjA87e7S}1YP0Z#j`pcBXjgATk-EV z{o;-}r2M6VZZ*}8ia2_!lsl0*?60`ewspc_-krD3iE6h{y4AM(l5vf*urU75A=3i3 z2Z!n9kud|%yRC2^B&(#7Q|4=3xitTEiLWMsieOTM8=0{$S!ExzU!PmZ!7GAJdi__C zL8)PXe$D-O682erf8ScMVSi2}q~vb(F?t~8CP=wAV62U%SdW=J^zEC z%fLW5Kj`Qt9z^>hvvMlkOY*N%;1MNwC9G=^$x0!Z#_%4dVZAISzhIiSQ8;DDlma~qOteV1W2+$6|!wWo9 z>x!lGgYw>u-JhV{L+d{nDXhGd93r{@+ZJ~SDEy9e?nn8t^qoI~ADJ#&I1oxpno@lJIr-@S|6jGvR9Exyu$S*s}b94XX1ay>i{ zp|n^@AcahV3xSKD`ok9vPcFOXaqfmp{ORcKJHXzqE|(HF9jwFd0YjlFAyqO-9@i7$ zl6`dI9+@WhdntL~yZ-paUX9T;lK{l3KjA8<6NwQ7$69&Hq zjBfzszhOM~mjr7WH#8=g?yaDSEc(dwZZm^}@GA12{Ne=25d0sO0_wh9o{*e_OB2a4 zeC3h|5fG3(D!4c)85@5lvE7mIet&+8F%}U9pr}`IwI^Ld-f5h`ztIF$@J}9f6JWvGbLzPPOr&* zXFc_+?aP^a_fMsnQ!7`%>?uHs4uhqxUaKwJKa)83Q;R#gL6|VYNb;g<#biQ z;+I!+{Mt)O-{01QK1(bhv9y5VxRbZZX{A`B z%=z+gO`f&EMvG1Vh8Z+Yf$zv|{9`(nh>hV*3=EXTMHe;k^d#6S-y690Xf9Ix;+35}J!1e5 zQK`E)U`+>PQ!f&zBzYZNZHxaZjR-D({963dGocBB-Ohw2UumyG>!|C|HII*ewF)XN((Bi-!E|=X!*aaef zfb938?F?Zy7j)|5Vka46juN4dRmq=@*}DxKGITedeKHDEN|E{BvPETt6LUi1UvmnW(n*fGIsD9w&8Ahrl_J+k58M{CHK~Gj?vNf2H0Be_-09o4+uNWx{#c& zJ1tk9EM3s_JeMf%NQkT17qQvJEj^c^e!dTWb>m;>gq5Lx_rgYWO!8`IENc{}pvw}h zEtVFCsGrA4HWL&8*QnPAk^wb!*mR zL*0G0{@JBpCRn#iHC%_6G7`4_w!Q+&uLP;z19#a$#|@dN0k!s!i>!>b!MBMV2rgA! z$f~o(?Qy7S!@e8RFcSErN5G@dal)C2^1IAHOh(gSMCnf|_r*uMA=9xs{w4~@wcf<) zM9Sqs5voOrhgrDf)1HA4P+U1vHEaLTOG=p+fr*ES@TQ;OIb~CY7W6Ol24Lr z@+c=+K}#laC*Tsc$d>25*uDA%fr+Kfr`J22=KJ$Z&y0ypd!%w070qobk^@7ccapsBG%IdDrT#Y{ z-*?7Bq=H0BZ_L%b?u(cS9VM>In9xV{k@mNZp_K@0ruVC6GP@NWYbv%c_-YF41g!y8BD;<4dKWU69M^&WFH#XdvE~u8WI1 zT4d1ujfmF)^_g#W&?Uh=gRs-`Mhz;Z3r)IhX-g;Q3~0*`v^DO$Gr>@8)HVP@{Q)^2 zEQ&}TC&ss1)$sSz13S)nzhF5{{7HR(AfFaMuko|!0MyOFA4==u=%cqbk?}#RTDks! zbaU_rCIK}Kyw}O^%y9zXb;g&=0mCM?3BkAa)Q{f3Pv)@HpC9(F6(Qak^tY_@0%$!-o z@2)>i&I$GVo&5;#&(O(-g+$1w@On^7sf!|+97XABPeau4v)Y&#g(;8zsBP9K+vDQl zYn4w4u+2j<4E5+FTN3+H_&?D2E~#mc6@*PJq{~#ac2xK z2JA=A4}K8la#+3Q%PBw*#A%NMTftx4iuPaAKjBy;oJmeJRmTu4{4?ZpVA3VtY&X~G zW35)`%s0raewhp?^d$ih6tUlKk*tSZBR#pI8W)+PdwwQ$qxaA@unP7+fSN?v<7;jdNlmNoOMnCPr11f zvURBIIexPRBs?bw2S61Or?%m9zpEg5KS`OQS~zJ(AsWbLBl1{A5pX389Yu195wI5! z^;QS)d{j+vaVbDxp!*xv{PLcIJDLUj{|H8MELH74I_gbp{{$8j7S8=p$!!VO$?c^FlN7$t!!8CqT zK=AS!g&CcKUt$%7I>k~wvdiu4Gphn?^&Ai|1I;`(EBnE;A~SSETyvNim~YrVw>|E` z7YC@mmCeXZ~9X|Kkq_w@%T1`XV`=-`KweL1VLv??yD67X7 zAncO*jPx}3x~dwQ+snyr_GD-%kN>XtroY&5`VHEKVmcYmyeGrLGgbrWoKN~oE9rIq&$lpdSKkx?K#aJEb$ z#E#4h{Smfo(pExNVQ6gEk4`{j1T6^GW@P-G;QYCvACRuc#cX<`e4ogM?3!VM2qBLW zsx|-qs1&5hX*OQ-tb%npzJIXuKCoR#2+);;H?4MR**HoVo|SfKdhxiV#ja_us!)#KgqyH%rK^%oRZPvE)Vf zDD2ZAaD4p<=&rx(r*Vzj#^7^F)EdD_q?*6kID0rr4W69s7gf2~QMY>LF@Gl)CgxzI z01zO7D9nbT36lpYJpTn$+}it-uKvrerGMws83E5A+k@$+5BHr(q;1jKVK;;~E^Zqe z{&n=E2~pX^xURx$_sJ3vOV&XsnP5Jj=2&|vDADcczcB$y9%I8t!}D^5_RJRTLyCnF zn~`ujLHF1!hf{?h05Y6zyOaLjJbAkNgoXv^x-FSrvWeMT%XuH@9PnlYPuETqYe7Le z`B9}{0mjjSTxNdhKGT;zi!_S*J2$PujIrbwuKl z{P!ZE*ny~i@w!D>8AIVhB&!R*IR(($$}ZQ;^f;<`M95*BZh4h}*#Yz_qVsn?i^}z+ zViKMIDt0Sv;^BEnb*~nCE7G{)x7YJI&wO~eVa0DB=n+nFG(~Z=5C>lXThFN9{? z#hVk?2Hj%v>Wu8araZzMg!>+PNMTa)?^qAQd%5!5q)t=kG*L@pQQCo=ML(*kR( zY&$$Fhn*0+#}`IJPy9plFNuTdILS3eScHi$;ixMv=;E=5*1Hs>z(Fw{uFn)o@XF{1Xp`9nsW7jcHIlKj*YO&yMQ5#E;Cyq~|)Oatp1kgM;$=75^( zmN%xA6WgoKBXaw)v$>u<;~S)*W1zHnEhgp*nAd@>1c2iN*c}d}P5>hZQr?FiOG)93 zU1QOw5J2FO0_#V^x=Oa7w<}8LDIaVD3-D8EfT1;G9G?Pg!qmC@^;lM@p`jshKpi5E zbwe~kgxw;TU<$)Tz7`rV$I|8PfM337bodo+fXIC{yTU6b^+akqcNNUaEXOdD_z5E)pp26fo0mBFre#76`B1po6@z4)r%hTMOTPU#! z5(D{1*2H0J=iN5B?f_;ZOPV#bgr}OSX6%EYN zv*JEJK$gsP1PHxn?j@z!$!F|^7PyV+C(f$Yu%#lfvEV*QlX1atXe(w4U~H!Oyqvl& z7MV8X6(FKMPerX}N|h)(75EDe4-6X?l)(vPBZL_yy0i11^%#ODJd|T4hTu5LTv5@^ z&R{v%`O;B4WqN?PQ>{9MBPqc|bac{)V8i96epV5BxO=2AyE zz^~Gf8*D9gGmqTZEow%8QS`W#rnR~w|LuNC{yrw~l^TW+*V|uCqo$dn6u?r#0Q~wj zZ_g%elg5n=spwgN`7hySps1zbbojCAJ>egVo<9W4aUdRnSfD9L1N^;(7!>dgAS%Rc zeC?l*srA{mVtx|XY%)YVh7`WzHJ?0UtZ|VoSs@`t`|FK1G3}vW{V)Zm&u!Kfe$K{r zuDBK;p$j?R%N48kW5qXHX*tICwXwewDo`r{LStt0G8(bSw)RQUgg&efXn{UO{c=iG z>9BhoVE6h|!#l z3D7>?>Ket%do`9NH9Q;E;|Qcr+VOSYtF#0L`3Y>}uX`}im7pGx#6{J%hoUsfJ<94& z-(^z>5Fse_3dtX?I5W*&KX?mxbS_oRv;>!cttIdPauOgoQB9Z7q`Vwx9}~YQRVtIx z^f!-5n1R`6Y2UzKE(e4dE){gtVx+#&CY4*GcTpTh*!$IejVhWW|q{AG4Q# ze(M6uTX=N4u4IQ=C;>rSQI9>oS5P?w?oXvXx?DBb*3bxuBB^1V%-SD~MG6ELZHFt9 zI{@9w9LQmO`P**nN2mm|S)kp~MWiLnE>J^JUv+|2DXng+I%9<`#PU(}jAJ1oC%w7N zj<1C_$$TZ|Vx{AZkk&uR%qq45z4D9K;yK&PBJmY=*}-8y@UwC`oV_{6H9DHMeQ4b8 zOtM$BqVE2oSimLI83Fv}kj{N}PeF+?2rb`UI(?)Y$xJkjRG-don*DyEg90`p9Z_2! zry^p(kou@7dOd^pyhR7*#=Kp*CQc_kO$SaK9W>#JANDz22VcJyN)EwWerP5pDi|3j zH*&&0Pll8b>=`QS@m21LTlUjerk|74t$h5kGPT+5@{}JmFm7!8zrKi|CbYwf;N+~d z_1Gu@C#9q8KO_5XacDCg4AztwG6!OrWzWydU5k4*EOKzAp#(Vnp2)IN>*+HYds!sX zA#th6(=@*XK}qRczp%F3f6Wcfze6S*o{owNSJ0@ck+W}4vypCQMHV$>5l_*CC(K#-DR zM*JF!wC6m+?j}lcxKmB(UCdi~{n{4_AnZgU{}=6!%(rEI1p2qzMa|UFA-lO(Eo`*_Q#$em8>vMo9c}fF)Dm}4smI`Yak2h{oISMMj2MB5 zwpJ%K;YEqPe|K{r_uRput2G@S{&TldfZDfnZs2-$=!dA0+Jq-sJCBAhG2i#rm8)o` zMA46Ri8(pk&NiH2xsjeDS!xr)0gTox(&txJih95hH0wENuE>Q=&0Cd`1XV4c&D)E0 zzsQsE(?w(WKJ-=p#F0bw73o)LzDBUeZ}RWW90*%7J)K!9L&J~Jw*w7N?@fMIlm<@X z$reY?uLV!U`+1fLC2wFJF1ltn6jw~Is<8y&^)n6g2z2_p7_py^kV9L%9PLdft+$=# z@6419)6{}t61g*n&HQYdCA{iICmK6%or z#bF9W2s7T%X+gtxkL#FJQ*s5-;_VP#F*bO9P4w0>I-lA!VnZBW*}pX8&dHyyr2<>> z_eLi!G&X-tY45^kBeSD?V)yHDxy&B|v>s%Td2lM+&5RMM17frEc-q(lR5e|fTWBk8 zfnh1dN#Fkgzcg_jAFlfB1F3xykkrGbo7?}@Lk^xljm)!)+2&M@w`8;455xnNU2#F% zDuoQojpC)Tm5r?VoB)N|RLxbasBWX~?&0FTXfb}VjTP3FSHIQ<_VR7Ipm4^1!S*ue@^mmi` ztH2SkmvW4KEm2p>!ocB5-%orUy6OJvC((0{uqH)*KMO`QpMC+CnIvyWS)1JG@9UMkO?~6N}t+!8mK@$ztafOUTLveD8v{KOnEf8`L*X-4i#<_2ZfhJ+A+-_a^ks zh}mA5cEEY_Y}#^~wE<~me075a!1O9qYlm&KIi*M6aU<{=1ofO=W53g0vCRsqm>nyO zp)QjPepSX3*;bo(jshCrMCaKlc0e;{@PTe=Yk!sBu;WSbYp!l+(XtD+8h^v#H zGzgPp`QRTG3?POZ)%WI?Jf4yKe2P2uKOi(%m859n#$;-L>gf=|)oNZrDgS zigb5}$fmnPK+od7pXZD--tm3`#{S?C_Fn%r=QXeSyFQEl^H}H&Zw$u7^@HJ_`?UQ$OxY`@IA6( z(KA!GTF1st;u}X^ArEY`RG?A4Xep|mxUy~~Cy1xcm*z}up16AB7Gv7G(eKsp^UX?g z1kDDQ`W!DiNqot_lF5LKoX%W-noohF#U6f3XzsqCpJf6J%bTQCkC?Y8JdWPuKDH04 zg($4usX^}gp;_lSb8JvJeATmeFVbT3?j4Bc)S{jEgk#rNv%7H|xMmvj98PxHYvt_D zz}F{!`#$d0dGIF};xSTE16x!|gg!I_x7L1Jd1*-yP%Srl5c_Wrjj!{PQ@y`mW>0P) z#2U}rXH6JR0XwMg&+c9Rw!1pyk5u}2zPo$HnzRh{1Yp)!CMrFpzm1;lA5yR;PXl>R zlkMyBESbN{O_7`JR?Fpw5lVYhIMS7P2m)YDLuu`#8->8PFePWpBANV0w2O;b{)lP4 zd_JBtC~%a~=5HN@a*jd{(MtqyH05+rB;pF90W7!Fqs{OdpkZVHO~gRY!3B^-0E7=P z>^vVomPEmlik>ybu3%?k$p{H_wlkO9iSVseMXl%CvC3QCL%HmIwCBEM&kjiN=KuOK zOBE&B8U%{IaAX{eq=vNQUhNbS@|SJp|B8((JIxn`?5OcM3TTj8z8jS|rVD9QeMP5~ z@(dg2dRUD}Tb(X%&;i0@N6g7N?620ovroWdH(~BLY2XiO?(|w+A9jmBZR?2|LKD7? z33=LD4@N|Qm+wnzL|&rmnr^|9)I zn5Sp9K-l5q&Vo(5WtqYFm?XB(Y||s!W~zRHVvsGX(aR;bSFiT%>||>Hk~woG*m4I5 z?C8Ez0Jm-XJB*zhJ-xl$)Vzm4p4`xC_w@iYFpG{KEUdl2o&dF2#mjB@crNWBB(Ezi z!`n-0IaB~%Sa-=+E?bNkY3S?OL;x*o-n^T_dJ(pRO7R(Y6i$7S834LKiz*=HtDWi@ ziZbg=ip)qgoU+OevcDm*6dy;C#5L4|sG$2LuO?bzhYln2P@PeiG|F!miaHyeO3~(N zAck+_HFkn2=OWT#N%RMAs^Y(|UguzL2FD1m~95q7At6Dy; zEm~r0A2v(aX`2u=YIr7v%MW05iA$+gS4^4|m1qsgu48Ybo=Ei5%_1f?sfHTQ3D{ni zQ9(D$h}$-ixzlaEH8FVx35@jB)jQ?C&Z-TSCN?FkCrQ$qxmaj2U(2kY6_rvkCGseu zDpK0*-sI-MklIw%Q6lgLZ(PNCr`b5`1CBiGFR!jT@E=v4ISw^(gUHsGtc_29>%pA) zqVQg{y^)-wpoTM?g2kJzDZ*h-(8ZC!aIS=2>uUlp zn!}EwbQG*btj-ZpY%YfouSX+Ft&y=kzDUbtoM4UYIeA99>bZ&Xy0lGzh?gG)gCOw} z^)SRZWaTpE+A;FukmvPTi$)pUA(2ROC7;x(y|^ZAG*=ow=c9Yl#;vFiBWl7L%nYkl zUpkjm%un4}1aqN!L>aDF%a_r~-77^>o zsH*h2*~&8Z^0ZFr^ICa5t#3zXlp8##C{DKrv=cjPJc&p_m#?QJS`V9ad4_7Z4Va~f z2tyfUR4?Eicx+!%bHU4MFj}|9n`SU9Ad}%S7PL6ZSjYr@ojirCU`SNUrgmFkpZ7;Q zjH_uR%CFl-dgRqBy*c~P9pIjtc_LoQ*@mRQ$C|e8RT(O&u5gji6jDY&?wGshQZ5X> z*W{!WE8r>+L~_kijcRB7I4LA5!3r_yZ^W|$Pz8QqSbY`x3(7wsUKoTIykSo~ej@&A zt_eOTzSg~s%sh7z2%JOOEKa}|PgX|04OWh#0~!ty{4NI(8twMvqFM1g?^pjp={S)s z4|MDU@wWI7AwDJ_YO)u<7W#bA@w;}zAzC`Ka>SFmg|nuP)EC?bG2KS)0YZC-{#Un} zg|2@N&dc4f&%qHboL9Hwdn(k!*H7h`WFX6cKnuyoSjWY=gUV*)-NLJh>O&NPdZlp% zg_g(TU>O*y*ETD!D=C*>epFV*vv$XU*IsWje{xCI&kH?7XcB9x@=f~`A0(Mne0Z~p z0f{bXY+PJ6)K>8Ir8hd3DIcIelA}T!mpt;T-2KFcM#9VA8}{>RZzvOmJZ#a4na5|^ zS2!it%+@$fI(rT4Ir+z6Js>tr^iiN}W+v=9hD>v6sJ{Il|C$j_f&t6@0KH*z( zf4^lsbCjmy+^4hyeLn{`Atl9auyI9nLjReaK@SKT1EqpsDF?P7W4Jdd7X=!;*d&gM z#>N8%OL^`T8)xtOp6eBXp>|i>{j6?99Q#7dSs=+Pue_8{V|Ad9{m{_%!IV26JKd{% zsY}P2&0c*wleYIZA1{CE|O-e&;_>o&|S9$ z)7t!o)d=THQ^iW-CLLEkfyC_uadB@CnzVIc9(D7UPbQ_SOXoflA5u+2T{!^OM=O`j zoT1^@b3t#RgzApw+>{qTmv>Iacj*hBiwGm}U^jh4AiyUGex?9dbT;8zW1Q~waSbp{ zEOv%dIH-PitATy}bXel;Q=CRnPyKF?s9V8c#hwpUVlxA~)xTWvW&!6$a<2Xl+@4E* z-^^u6cxo-0k5NB>>3fMPVrvpTQnnd@DMbYP!IhuOaK5m_rI<Q5JWM-g8?IcqD=>ks86j%soYu zm3nwsDg#LgVPfiV%D)QBdJB2+4QD3at-(uOe%i*}f3mE?WJCi|hffzh_*sIB`HVc3 zVV)B0k|=u^T=dn^);f7fD-T(R-sCB-=zH3U(l`F`D(8l(9{a{lh-F1Jr^jWT;*A977LSmwK8KG^}@vz49{qL^rlq7=2_czO! zfS>%8*YB?|kpNHhx`v)ZIUvdM_PD8oipQs8G4VpRFTOZWn>&0uHB_yuj|Cx2dXkz zq~FZ=Ze$bU{dyCtT;EEi-O_&AbHuCX%P{p0I+wkUkyLMRQ(osJE-a9q$}MXOkX@$p z)~T;dxub%lAa(qR(E)xzdAmRX zzhqqa3q(1brF4QpEHUc=9y$r1NMW6&tic%iUBUOD@u>7bhO_R0PC3f?w_G?VIBpZj2$Jxg7*dREwu;aH)_ndk~S?-L_fVA`iLjSUt?&>R^*31jY80*~A7ubnyRE`XG=$c-q;sYA9 ztCn_Y5^}ObNWY)|Rhy-e_VTm`e=E%G}i`wq5>UI=ZlbE(RZx~Xs-j-7JaGk z;~K&dS;Nn7*FQ$@u7~)pQg}sM8)*n z8=UlCpWvU-sAnYY+HSi0QR-3|mLi_Ln_|?SF*^xyWK3GG zTc>69A|(dJA6;3DayDB@iFvJxn{r#?dpYO-o@G6=q{RigCM^HCk%ln5@IM{7HmW4l zPer1ylAknN2#JWBzA^fmi|OAYgqE-*bJ~J{6+$O5pl>_a3YPMvRFSwN2*=Vve&4YZ z7@)+YqVaH=p8UoYspyBQu5D6D(%Gan+-Qv+a@7``e;%=`#>%4kH>Gj^Xb zW(|HpKkmJ6u@tcoAWgmV+Ijvt%K$7z?>4m6HGW=4`v?+c)}f(LyQSDA%=B)2BQ=f(`+aqAUjC)7@l`^HdqQ^ zqx=C7?$znu+-N{7|P8QUCdg>`EK{F zQw(-~lI%&TC}iwetUlf!cwN80zM+tX=TshF!tYo&J3@|Zj+Ca!j&wz7suiX{4ohb#EybaM zWVaVs)4JFsllpJ7)f9EQv@dBtl}jq51>B}ycDVnC*#wG)R%Ms+|3aI}s%~yvWG^EQ zCDL3Umxg*)=N;t@2ai^1jUt#Yugqw>GlOC?yIJR2{X?3_u)l;PvVNwZm&MOQo!q{N?w)>APMgB1=W^rZkCfHN$=F{JnVWl?#Z}dk^Q~3==i2Rfy|5nK=jaS_={W$H2kGFNJD&8FZquY8CI#GyY8#VjByk==b#t+p&Fc;f9Mt|)c^ zRKKYyT}LJoBCAw>E6Y4HVK0|x)_254PQE7_`0sC`^dEAy^L3~%I?l~x zp<6{I)pt0WOh+kuA;>O!K%#+4z33=Yxo<+qzio-!no<4) znEIQa-#7mBeEIeh;Lo>_e-cIm958h06*?f*_opJryCV*b_uEr8ySIJvVGTb}DMn%H zxhe}Ku|PRpw!E(jr&0%4S1unS`nT!Dxpozvf-j_)IEbiUv7?q=QmKcaf;Ah2rU03# z(`vU&d!~1+)Vv+tc*5RGJ9uBERX_ip4NNQUZp7vGx^M_9@i3rH&r{B8{KUBv|pB*f0z- z&_YsjOYE&Aj{%!W&^a*w6C0lpu~32Ec`wZhd47-KyOR;ZbRw2=>M+^mpyJ-!Yh_ln znD-~sydzn0q~UPI-9Yr6E7-izSOi|4i03{X-y;sGY0k8$*j7%h`GgBAq$*($NTDo- z^akI*w2{-B-hXK$*t-o_VzEja{Yx}JQ~n{Bm|QeP>&e7J5k&w9P9E4AT!ww00;TQe z{7lPE$`r>tW`nmLHDrJMkTveeH0tkG?+jpIh+7{jQ4f112Oa|e{l3*(1IM@I!?Bon zUA{oI^xbEwuuLX=$+`^B@X40;(tMF#M=rrN_&}z`(syvseX-@!!Q`>!xI5jq?H=x{ z(!O!(xE6$YM~%HR=$aG*9-S02>8v~EaKn&p2L*vb! z(C$YM)8Bx=&k|*Sx8Hs1yth1dpP>8CHlXKZ3P0Z!7`;CKm@|8RXTBSe5n{6kgxRw9 z2mg!VMq3&ODY-aTmI2p)WM#r12CoQ&Hg5w~|qFnaDz z?sOKc$SPKH#N@Nc$b0WZuAUZUOzp!G3!RzRu(Ew0Odez##pF9KpCw#_o|ome%Zy^9 z&v1CYX5gUtgi@li@9^hfRPB%Nl|HN_Hbn+fC}LhCjSUwt;7ryj z&uHt2D!UBdbA!T&HX3SsoS&>iCCR`*BS-u)xdxvf;~cI#rNl`xA<=lp+1g%(h|+3T z(7(20+ju`<9Utt#>7*=XEolaeg(fcY=4e>_m&*6Y2B7TWs$BAgv+Q8>j9#2ETOYmZLL)J)c4aa-d%!W zcBWU-NO=yE9&qCHuf!)&;1HHfC%TPHtB?g|3f<})WNThfgUhQ_$8ZlAYjzQHKtb}` zJw)8a@N`~wxyOR5us&)?aZ!lNR2kFLjcKU1F^pE_ZC}lDSt$;`*{!HvB>OjJS~9D$ zmAnUDjssp>ivcD3xza!?=$E0KNd(p{_K2JX6)HBM!!TwJHRA2JSwJhW1+t=EKmZeU z;0+I|P^_;!E!FofZEc$OEKh* z*oO|bcwdxW4iIcs0GDa)BNjt?TL}5p#&1i+zPN)l0VsY`Ha0trxBl@GSN0c%0<1dF zo_Q(0DKk8$vrT#OF8i_Xrio>3;BuiFLJPAM9RCmaN)W(b-O#Se6=n0<_Eq@G?Jp@e zt<_x`Z4LP&uR!0C$z)vE0;3Kaa_Cyd7&@7bietx)8%BM;sPDGVZn z|EGtv?8>YwoOO=@w4l?lpGJ9`HwrlRU{O|xb;GAng3k`*zD%xFbDcDau1DAbD0?ohp=ogg zvJ%f}TfR%B@6r;L9qtf%+X^Z3Z@-*_oHr~>^WdgF9DdoWe%FZK$uT4D{588XmQ>Xb zWtV`7XC^kI`*ozEZ`X8FO<7UOmu@a!VPYO$6;&t~TLie|GfofKm^({)7A4UAJDI-vKs6uAH{k^R|~1OUd?8&f$u_bnw&y zW%^%Ql<2J{4sLyqXhRV;GeS!D4Ge5w65pdxwK#@=YO~%Td`TXh4RZo`$m)X44 zOT@GL{s?AMI4~LouVIE0m4Zq3Iep0KMb+P6pQ4bk5bYOj7e2}l+)_mgg zZLUaWqR;bpQB%FD7q~e8*Hq|Y-5b(jp08uWuYhg8HK>~w8`l`q0o^A6LI{A~BsYD^ zmF?Hz->i^bLc6OtFzx-01}^|FOCa?AC(?6~V4tzKnDK5zB3UgGVNaeuc_J$*rqTU| zQ}R8!JnuR|DD>BjNj63!QTdE4y$y9w9IpYK0;O8HzT<^-`2j|GGyNLi7#Yj_$RLZ* zcc5bcSSBV7YzK~Y-W8Snjs4KrY3zp;7;n#SoFW8b1JnR9SSQ$6<>cx5)(dQk+<4AVC-as&pAB))0u$kP8^QAUg3J z#0*kmi4`E|4w*9*!{GCj8)_AaX)*i-jAdx8AII&B#u}|#s?$teqG#)BK~UQ9aGGCr zUUcNxGpq^14by(dIE6nQq7Xy*UkFwOcGIk;O8;bL-aj;a_HaIy0W()Xr_*H>7$ZVsdKmt8r8pQi)b>yM97a ztKV1OZ`p8w6G?jU6w4b+q~N{%(1#){%-|X)6d(UuiAvb37YoHB)Ze5rOB-kSNq~n~ z(91q>>>ZI~`tP;sem`+dp+l|8zB^@QhMugbxo*{r9QVLafToF`+RYb>L_X|=upKqqhe)TobvpItf<{pimcOc9w*SK<&MYd~)nUyBOFn_%%gyNkn!R-G`II>Bq;bb6LFM8V^aJ!pbLWdhRH05Of3D>>D zt>1kP>KJY(}-=FLfC??@$;mDDi?0W0ruq2GT5B3CquoXKS=S zka$|}_#Ir-%mAt#%jEBdHmiU1Auv2wN}@<@up{pnWKx8_T>pSQH2!PDJT^UwZiac- z%b|?8{OH2T$g*)tm@I?@0mzKl9sjpD!bjcz=Zq3csUCqL z76_~eR-=HE&BsHkah0 zmWX&LzS`~HKdJg&C863aHg@ww;*}yN>PI}DkJ1aQ?J5r0GV7tGYt%0aMIi`Ud@Mbl zxVd@8&iL+dk?E41fBRa@+MG9-2FM3(>!K4 z*KHO*fW0AJ?&_Jg*IU92RDQdY{D!RE>=e{ZdXE`&))#qk_0YInyDy=$tVZE)7H
      1. A3%i^c$p3gX&>dI?pgqf(RZabb-Hc*b~HLZNJcfE#EF!IPdk zfbk_}Jephih5$hk6B(FjY0f8px(K{7XSJsd{7*9Oi`TFAmdPY#A_#-QsOUcnOAgnG z=7Cp#D9xr@g#noq99+;56-Jmps<|(uo2xog(l&u_NOM?jnhE%Z`1rG6y_Nzsi<5cB z@Z#%X6L0A$f7Cp2w3n9qI>)`(gpB+Ge5>%B?%yhdAhkGt$g3@MF^J@$Y3W#mACF*7 zT1vN#?37(rlNf>8mHq-L>AA4qUch4@`|Q=G>c{YaZ+OUyj!D{7GFdZ5I%Q@%swSi3 zzd{OsL#^ry=Kqj>Yaa&VG?0gNd&&LxbZO{*77zNeyMZWMegucauS4GoOg z#ps&A)`wd1JK4v|k_QP>f3J~e$0}Le_KZF7ZyvpZ6;1dN-M%9v3aNE zSznUmhNw@NOVeLbiKoWR~^bodvTPWi95#)H! z`0ro+ACHg}YN=U3@v#FdUVhf2QE1g*J|IqKQ9{9V8femyF5n^ou1JvG00Y}S(xdEe z&|(0t<%S$&6YZa#`{mJHPm3py#J(Lu+G!$ZrZujGoq`vXg{s3b5`2`ImF3n`2!+Zr zANn+?L39d;UlnwAQ`nt978HK@-CUI!J)KE!1KStquP&OEt2G9Pld1|lnlLp#D>em5 zGpptJ(;uB5?Rzps3TE}?*Bu$k2v#eu0nz+yz8?7wa{dhIG4b$lUaj>3wNT)U(i+-<8U4FM7mC7-gTOP>_a0Pb!>vm~T& zRnp+rfPObN38|=rD%06+cDH*KU}FU(WvO_mqe2${zZ}xrD7*PkX?m+m*jzeD6B814 z`)Tkq)L9V3CZzEieSn3y#qU__@S8g%p5Cvj-N;7HYP*_6A$82Ufh2l%Epyn818a)x zi(twAPXmF9Y+51KcLCofmKWGa_Cqi!9a$RvK~9CY9AA{4=igp6KC8`b7f?lefi143p=7iZ$4#=Q2IIlImH{F!zfd8F2`U-=}nL~dxfemd>2%QIG;*#tsbN4jm;-TcKWdqSGn#QFxT>GE~!mHwg zsMluSXEo-y0`?wgbwIGJuHA%7LxMJdrS+Xc0?u-=T8}>FD~%r|v1e&&Oh2}0$oPjH z2>GSDwrRL4?>BP@KPFwIa}ivecMsVqQrBE;*3-05*ywYyh+Td#uoWpup_$ZMBt$7| z2aBUp@oOpF_1Mh1`a-1i`P)GclRs4?$IxVz(ge$ywOXEwe^uGV41P8>p4zYPw*2*P z1;WLlzK5`Uz0V((yOah(R66O_0AAzQ+103eN^dZC$^Ri=MaO~*IgohM%}|8O=`|6_ z(2?!(D)j0_q2$~`Eu?%OLvG;EHV!dP5yNrG?P@VVoScshcP1yrwmo+?oBXSqr%E}~ zcX>utMf0RzZTS|2_^b12G5fgrN0;%SCO)-T4I!JTdQZb1G?FM*{LER0OgUPAP_!6aga(1QG zdE;f`I(39G_pJpy8$7rfKEpQW--4Y|j7dk2$T_Z~4aI8XbOk&Pu$KVXy)%yH*|t0U zwg1fhMfdS8KU5xA^fgOnJCzQAkWz3Jfie<+YbMX(f}@iZL7pyX7Qod6x-f~t&WO<9 z7kH#DWF~3-OMsLdi-nr-tDzGme}tLONg}Ra;|^!`$4wjX87;|Q<|3t$Q6RS;UtsrH zP3xTZSs_;#l+*WInd0!stD=pta~7R(gDL62o`!<>1vV`|utLGkA_-m{p2-EZl&8FK z=)EE%mU?E`cd2VvPR$!}=+IuyyE%2Kqpo9@L#o|h^1zJpI_55}Y{7>b!peZj{LaA9 z#m(M{{w(uLbX8(~k;L5V3{lc13iE;|b+c~ZuIY6_NLHGboNegwGAS_97$xxU$qRmQ z_RqqP4rNlp#)^|Q!8H*B+I$+wUOolWlWh*xZd|hf(N%WuyJ|M!nl4j&fdr&Qllk%z zPe=Yf)k2(qw3CTryRU_odF{h=%tTQU&~AYxMmG z#WGJ-Nubzx$|KV_GsuZeE=HA9Dx>KyszqM2eEf7l%L&3Ovf4Gx+BY$fW&c;VAgJR? zRy(`7L=Htz?@{=>z+y%)F9p2%9L7J@hSSW=(r=P|;#w&0f}7eZ^X>R=qbEq8$vs}a z*q#Wouq%;wdf*=fI9C9>-XQ=VodvZN^bU7B-f6VwEx5YNh$h&@Hu?0}WcXi2|~%OLbd0ws+c zZ|&yccq7NqmB=92h9n71SnA$55Gf^v&D24wq}YcntVGcyygxA3k@JHQ{`WqZOcHOW zxWr%cIRPmf26F4Ne%?fQ=It-;&ywt4`m8=mg6?1EgnmGTKAlu$>ui{jzTxB1CusIa zL8W1uYkeTGBzs;2v#f^-MRG~?d@10 zLCh42>}%gvT^@ZQj#`!IU%Cwq9S+N#lgU1*E_W5v&J%eUqeVXaLXn!exBa}?vM6eT zIj2g6R@z(W^^h~G+Nxzs9423G3w4(@@c6>4A6-#;dLgbzZ{_=M{DcCV8TivCH-ynh zX}pzR?WZVMO$O*gY>s~qrJ2Uv4mN!#dF9JuFGHBpDt4o?nV^?x^i0uGwu_L)sIx<@ zz?+zAjbq?u2mHC`AlgcAE~=Q;ZOinTAu|n_9D(%nFo4eY2?#Ix_%ugq&ZsvOrHeO)m-gRGMly`BPY&!NL7 zhLFAQ5m9E3XL1hbCRZ+Y8mq0vGBvH3x$Fm{O4ibh=dO61C|< zd4%UGt}~g(La^22IF4!N9AwXTZux}P2V;8X`N-e+-S_g2gugv3efxQhB67BB_T=CS zj-vFXq9`>6b>vEb=s;?bkir#rCQpx^`1mQ79Adv4qnf}>osE_WF~z38M``E#t9Gue z_F3~{QucS}UVkHWi42d|CHi>|1lm89)^uqsNXhjKl@n_fT`5Q6%)DYA;>kTow(Gcs*MR>;=(jy_Py9v)n!Ek8FJF)PL^YA6!x zwxrDw3jgBdg^1f%RL%naS5Zs;N~3euNd{Xr{+(K^R7tl#D0V`23-(W&kz*28NxF>R z;G=qmS|AlM>}tIKq+6^d6h)?G?*X^i^@Y^?r(E?nU$UnvR^}F!4OfrOzZ9X(8*s1ryEl%Jc61oF9V3`TXBWhLjg>*H z{(E@q06n_m*t%TJAyNscC&4JUM*fD$R?bPdNPs?JN1P*<))I|hU7jWPfcaX&E|3k!I9dI87;lf<)4Y{$tMZi@>CdBX!7HkcLd}soZ#omjb`$FQ4 zObMl5!Hslt$H_me>6^jgMy9=fNh1=Qz{vLhsHI)!75s2z?)_sXPJn1uZ0oXa!0?tf zY$yPpN5BVuWdwv#n%Az7W?%9|BH8&r-Q9-P)lp=FE$6V++8_2(U=6on{Z}*h(HA3` zIRsXeG-!+7aprE>kY!&nDN)BjWMSU+TYC>bCD!Sv7#Cj*ws+_Ad!dpM-Stdcb|i;l zZbQxtswuc&`89sKjx>!@Yc=l;E*XJ)q7?_o*B z)s{HA_dj;W-Xuw;(OR}ZLOp2`^){9ANSf~t z6V?6JHi$qjY~9hsz@DU9t(k%%SuJ;BsYxYQpMK63ByHP5YMDw=Bh>SyPvsL|NXj_l zhVBnj@5P{fSXH}V=Ik)kejiQ9V1eXhuPkeC;P2%D!}0H5uR8*oW&7fsrG66<$!nro z_7#kLJv8Z_W96x4-tVaEV{b4*2>Ru*>=^Tem%YAGx?)&^2Aa9sqQxc0(pNNeaP>^Q z6vI0x{aGn?Y$jCuR%O9{WCYufntJZpb9VKl+7LO-_spI4BNmNS$ZyNLFaq;Zi?t^0 z_DYkPvYOj^-g0)!e)EGQ{#^^|ljTJ5Zh_=~;a?3JqQY&;Dq7bkXjv^G{SOpq7DLEVSZch9+M9H+HIP2?@>+`rgdctqtZbVe^AYKGE zc|D0}H;ER1sKo28sQ1?@nzBEhHib2yL9B4qWjFWJ2GP8iTP*XZeEN!ortRF81~$y{ zAuF!0Rr8wK^0f_yVbF$)qfJ}J?~{T%Lx06=)6|%_#>8V2=Z07_d$7&@o0IvKB21=13^1cJgTxjxIc!v6Z>mfNgz6!Q7M(R6A0TBz+c1REup zNZJ=xgZJyWuHs`=>3B@Vq)tS!|DQ>*q~whrx6-q(k-5ed^ETHz4W6?QIU_SnO4|1cCunE88Ai z>g`aG+ggFiip`zg*Q=?)X>bj>8eR=X6II~?Ibtx;;58rls(|!9wEQo0S~?4jHIlzY zWQM**C}-f8e#Jl_y}N#IN8@#0 z%}It^xCsV*fm|4V8I(*08|r`~VG)xMWTlU4@#Ex)Z%|ujrK(E_Z$rwb-a)tD1TrI` zZ1g6zcps$cO)0T)kC#(R+{v3zopU_FxO9Mzm=%m0 z1=~8^qh!1no`wwbub;bdt!Nx2$r3KRbmq-meVXH$;;LR>K(n-PpG*}fK(iqD5w92dytu+t5*_eY*)_isde^K$&#UY7m`Ww(2IKiyE+i@pB( z_X^%DpMAghlW&)YTmgT=R;6ZUeD${>Q06)fO#^*r6A5J;ia7m@N%d{Lj5E;RcpeHu zg~rnh?a{@{phi->$|%yzaA)h zj1ov@USh*1FpSwz*s^+j0L*jCDMr5>C>evD>Mt;xE48}6JK4448R^=c2OabO_+?qj z^FGG3{CK~V(Q>4qxo7^30wF{nqG7Kx6dPg@@x$~$sq(d3(n3o>_e|!~h@{~;`QYmA zI81wTm);ltdY&ka7hLOedDD-NrvAhi)4+0nz^bTx~ZinzouOMj*`(le8{Vlq>f-ZxN7vm zE|#%awY&AKj@PHPqaXAJ3W*C&#b4}Md@i$^Ku`E#Is>k&RhFX$imQ>iD!#yDmad*k zk~rdYe~Gz=>ErfMJHi$J%W`=Ef1{P1Gj&qm;97Y!kKd(feBW({tnjIOey?1b6*1WS zX_!*BLk<$_)@B8LvG4oKb(SD8$&3$)NZX`Wf^JOxV?upsxtq_^5M`g>HB1q7Qy~^5 zGIS`GA=r6Yy^)r&dPh{C<<39Z7?kZhTZHG}zn=-HKO<-1D(5TEy9vlb0~@HwCI5GD!>u<+J?4)N`h} zMih})43rEGa&iQkh-1|{`!^Y1$|vbs6*LVHOk9i|&FH^Cn>Ytqv^{cMS2v0&!`Y!V?Ov@*uve8ch65Bj?4sV0J z1rYjnGKtn6vn0|Ph9!>qTtwx># z=Q6(YVi#e9{KOjYxOlG6Q@=M0Os~FSmyAHpP zaT&Tf2a6X$L5h{nRXiL>454u2=$Eq(VqZS2-qVa2{Z^R5S@p$&|BZU=Y=2?vdOIq0 zjWJpCJl4{l#M3r+kXJ&BG0G0@ayF?iwg>{QA%_Ul63&!2i-~15ch*T6cR-m5Xm<+g zJehTF<$9)ORYa?02_7@f`CJ(#ogQ@y(5(fxhj6hZ6?ca{YTtK$BGIQrQQ+~=;omM> zyN~C)vye6fi?VTbTea6_<(n5LatvYkjvMGR@C)5&Y1W7N&sx31pLt&`d}|LpG>QRf zKPQ|nU92($?3`3ZQAJ~Do^Yn2ebKM`zbYL^OPHZG0l z{$V(q(c9D}AZjgae%4fF=xEzh48a;5r%6LJko_S#rA-mnx;R~D=77+YHny@7&=Mcc zc^B#ilcrztX(+W|^uKlMkcvOBTa|c@%85>T-qcY<a@QA#GRv0P`M4w4_1iOWS>_hSW-DkTvvp~9+ZR)EjIsnX-=tt7bOrTHl(LIa z*`QG>jcSEshL8@_ooKl?FA~)d4dtndIQ2UuIWglRlhZYq`unqn@7igloi&AS)fT8i z(66@nU(}-WEK?p_T%^sO@#b=#`%-&d*~&9=$N3&fN0BL&G~tRR6(EZs2dm`dtk2)5 z{&3~d^PAiC?r<>)V-$cZ7}iLxEsz-0NWEpm^N4)5up2@!Wr4m^jA!w;6E=cd4ob!o zE!RezYV_LARr7)9*>Yim=q(+iCO!3AAF7N%z2%oWPH?2nr2So+<;bOyZ>^n?BZ(+| zi_9FlhdbvI{N3ewYtWa}vOZsJ%O_18=|>aS1kKm@BRkOJ-)+afmZ=N^jSkLPECOxE zUS+}Blj+{yr=sC@tlTL~ay1)(^np)9tWjy*@=n7bDl^N7nJI4nW?~*PNfovK^5RG^ zu9i8f%nD1|w`)EB*d3+Bhr7XIrSVGVdf%TAHMB9bYc`yW@J%+cE+vh_*Adt^XGh?w zQC^CZE%?#!e99uMaF<;KEDKE7sO)Ag#BkaDb{Fo zoGTTE$`xw4>N0PH#JI*6o0WE@^%R% z$~q{*WRCqfV<}RKFM}ylil?sU%Zl<0NIU~-heY0QF_6}&!S`<_@Ob3dVg7TtYMD%) zbD%omPhnU!RlU~4uVIQR9sINYeFRxTs?*s@G>NLMV}eqS3hGcjf3kxptNKPmjtv!y z>1lm}M3!$68a=na2!)(lA&pGB08o6q9rF9$B-n_{whWL;Cw$ftkOXM4-d&pPc7g@5 zlu}%q31iH%EKP+~>c-vh+S&nu4;@86Eq|ix+U~@RZ$Xxb+lQT6u~g29(g+yTy~Uw- zlRCJly)r+xHXt2a!I7l0dTIXN`l;;8D|J6~N?t&(dwJl8wVzi9>cG;Ij@Ia3F}C*x z3qs3FS!U5pi4^0)+ak&q=2|^!NzZSp={rvLZfuI))>1jJEe3X1<4a@unhSyV%9V*oe>~1KR*Nx-INf!hc(l^f1}z_~i>O1q4`hO*7noNC z66tDZ1jDH8hOsC#t*a$1;SwK~W%G{uuR8y|Pvcjh z@3oG-E?)^Spy^AyI20=Tl8zn`u$tQSQ})&r>UuiHsHPw`3+#Tf!ESJ0;QHE?4-~!{ zV{QuDFCtRsZ0fA_xR~GBd$3+3U2LWGDPdZN49hF1uy95JMy+vvYS&CY&$n-+=UKD- z!^1L+t;q+qG{y7gL1ud8vM@2L;v&V>0MaTyqf~FL5PwdE)rzvJ2SrlE z8}^|$7{Tkb#-=2h+O3O+uXBA1)4TckiI&p?+K#-NFVZ*iq1Y<4QE~{DYo_!&JhCmL z5@EC>hbUN7?JNe~Jcq1%(9&RACJ*@no=8H0SArr@=yBlE+4}oB>bUHQ{IIG)vmSTE z8ln^^9WPn4qZyDjSrRqr^EmcEQ z={qETg%>BO61fH?Pq!c@pMU-6-Nk7O$KXdDL8nB;c&o5p?YZCrYd8&iMnKtx&&J)G><3vV zI%+Q@fBCka2&p`j%tiJ@@oDuoR@1VpBmA0c(1iW5KG6 zyWv4|X7@xtj#gTrhGh5_YPEVMyD)KWe7k#RfvM`0Nyu_PiI=*j28S@bjs`+F+x$K& ziZ;h@S%F(vpwWr7VDlRKr3}$Srhe=J+tt5>23iyl6GuSGIfCD7>Tco6kp(gR@BH0y zF@ChP>(}bBw>t2R6W9r>Vt1{R>s?zlPO@)8^1P;H@a-sJixZ0Jj6eWYy+6Xc*@F%Y z-sT>eo&GUS#xX20Pxpym4t^Jm)sjA_*Fcwjsinyjn^E3)8i@AylXwT0E;F4~>GK?a zkF4?vwF$Rx?DmTRUDfO*+3i-{8?efXlLLt);#0}nLy9|05_AGZ`ioFh!s16`^25(b z8E`$SvBP0pnGpWO|AE zvgP)5>qn=E$ENUwLjI4WR!D|GA!pJnjG99F9hM`~w|H|KQU%$OydBq=3FxWiu0Wac zM6J2|M4*kBEF;)EmEH@5pIM#X4WfTtaDWBa4D;h9#x zRqR*~^MNrSYZ0YnDc{kTa}@YWE9JjiWNtE`6kk&vf4Q*Fi^26zXFQ+#E|nD|51C zEU$s)Z!Rh&T;teuL(b>ZTd31%^T`~@5t_&vZJv@Z91Ee~fBb(g#MibdZJNks(}kMq z87dyMQRz4F%;wr==!wq0H&O$3zCDOe5&6P?V|yGN_dhk|+VlInxeM*A*7ej!bJ14U z{=!061o>fg!}B)Bl(>VMQx4n3DHPA0&TGxx4o+g$PtA*{mljp6>_O4W6W$&2iiPIT-TGByQ9y(i)admZd*$z?3aY4RZ}x`k%~A>PJ$tH1!8-n~?KOf)4I z?#}uwInpfA#pjD$-YQ+e^7haJ79xi3=i{pmY+0um%fY2h{`b-=^W@;fr)Q7$Vx2`MngE;5fTDrB; z+o3v!F9w*Iu>GljrEmRp>uCjfip3BF`vRk)P$rWNS0`ay)Y%wuKMX`6UxZ6}$#{NGGl zhyDQzwh`Kn@D+LExqUa+7P%&BN*icS!aMIKYN%gD;n~RsG=cAIQ_)Gi!(cP3bgSzr zR>J7m9PTQ#qOdL3-YB@rYACr=obOe8Exg?3qkRGNj?1cv0b4hpJT(E%Ex#)Z`R=?iTrpX!%s>2R1Dr;ATjS3y<~ zlZgd-5wSf*PI)~2R(ogFZ%;bAn8)&keKlcEr1R0|r8d;+6b?9Z_DL5C(S-ZBl)pCk zgvojv>$#0KkayWknnnuETd+Mm<%6w@Iekq--|3oXNx-359DKBwKj@wCnPpjyu-#q9 zxpdi5adm>SnQ^F8)IYmM-pwIPBej$XR|bTje|*M4#E&qkRC} zCZXgI>DN&;51&gCJ{KjXadC{w)3Us`sA1$T4vinF8Qkykh47pb9oOxjlV`mLAJtXG z*a@(4Qj6jDx}aEhu7)SHA4em1diUDc8RxQtpdb7#{M$r(ExT2zz}*X;kNEkJa?Dao z5;Po@X%C#t=zEv#_op=8QFL=%qnC6B7-HE#Im3g9sOC2%sKzdKD>X$^E!Q-_U?Cu#9ypX-w)YVEen_y750WBYtS5D z+m~#A+&CQ%f0<){_`K0=ASI!*ru!nbXQ0Kzg?X^d*wxEm=Qv#k(Oc|XWZCwxiGB6o)?W^8@#_P4FZapEyLsts3GR0U7fGB zWA^ddn_cD1?mKG%5$rmn=J%#}D`-*(m{vX8C`@Wf1$Ee0YCxCs^ETo%FqqlR`CCVJ zU!yjw{bxl@GrZ5Mh#T!`dA;8wC&Tg9C!3l`QM2~)`akm!KD+i*XjdAU0vh(8x>a1A zY`Eqy2lUPYdN)dmiBvj2i8&Q+S4}g+veBLAJ~F(n(y%JrCTiaeQa1C0k^g2&)5^Bz z##*VVr)xT=kKD{dGPEYKKMj0SMp^p5>PXlrjrHCvg*UX*;Wt zExXN072gnRLC1zSuvtDq@L~mitVNjr;YQRd#e^hAP9(pxF;ijDcf9F|W70-cZ!Izw zu!{;TdicbU=*{XcAI2Q$7f>$BTaVs2U7R&`&fI;H9c1|_HZH0}~Eu|MKtr?MJ7n z&zmw0reEP@y%CxEH{+qSGt+)t85puZIKe=(v^(L~^N3>6U?Hlk@JM?uiflIEDL5wz zFK<*%%96fg8P_Hoy#KOx693M%epNAb?!YzYYvc5IGb{m-{y@x4aX4TnO{wXYNiF9K zusd(jX8ZaMWhD~U=f{Y`V#OP=@>yLsCYx@5DPP|i&$1@|Sdpn3L4VPj(1aWhZTU?NM+55%^bH4d5T!Ua;cj~D}2@{NWA-z5*Hc) zh3NXWQ_hrt4^|%iEDkF^@=n(KbFTG~H6QLhNi>4KiV$ra4Z5*r+X@049u{>sNte0Fy`3*q4Tj1T)gb4I98 zyFWyJ%(aw&6=E?CbGv1)&~PMKrK>SKCfy6fw9Shjmn? zVJyNM`+-fBoCJnIiGAcPzV?Z|hxbpSswyL?Kc8=bl^RwH3+R{?mrT{1BUz_BAhm;( z;aDhEmU{ipWU7fN951!lsT`BUqORYDwcgONBwap?|%#%|9TlMlCj z?sdG`eX4kwg$~atYgsprfugG>sSZ`i{N?E$86K<^e+(#5w^cp$C^j8{JfL(9GgxEo zvA15PQi95)`#5P8Lf}28F=;mn3h#~?_jYXV_H@&q#v9T$rV`aG;tz+9kh%KR^@R-& zoHV2e0)d~8^|>XJ<2QRNrcG)w{_Z10bIyTkq1(S=HPl`Ec*+P>El=tis8GjHm{To~ za2J7b30?rEMKE6eMqHpN>B?!l^qp7HeD>m^O!i2Vdc<4X%@v;aOgFBDwV#- z$woDI9a?8~QS69Whe8YH0{5VBeJf8xx_P$V-Qj*M2JkFX9}ZwBR2dI;4Y(5V`n6?; zV6CxcO(dgKatg&DDO>NVYt1AuBfkClujcRlMZg6ZzB^(XFuQjNv>GxZr_TUN)@eza z520#Tz%OooSed@@8;)~U{j#?T6y_r8j%i|eT{K?9V>@Zd@CNtZE+bSo;iJg|;()**4g<;$L%TrXA!kY9}485?VI^RmoIq2E5;W zI9iq|G7wYvNMk`EpAY4UVKGnH2+{0GAw;3q;oqs%me!)I)|DE;`+e#C+bQ>ucH4sje<0&Iwfu4TmV?EvnvsG_%YqigpEr41>*zRQ1N3RWoE% zthLV+iJDV(7={i`!wcwo&vnbqWInw~zM!LoL-JWezq%G2R+`SyCi8eWGpElPQ}i!C z!!3%@sdV&2>_6T;eHqBCgEM4OTGuE+DJj0OYajWE6f5C=@FU=jz*;v7sc8EJULEEc zPq`Etggg9v{9%cy-Af^@GofbnJaU<`+Oa}7y*&@hx^V$ra(r!_nxF!#kSk88jwZsH z1ACQPw2nrZeyR=yt2(;nf!wfVfpXNNAm*joXr~dpqQtf;9H&EQSybyq!z5M_kz?VDXtRo-3BoKFkAKeO^-E@zpR&Q#8vQXSuX1Fui3dFqO9)rZsU zayw*Ixa(qTH0;V5+t0+%HFB2caO@%GZT!!9L(z~^CGO##PLnLt z`>^s;AhW2;+ijc1>~n;%eLqieNE;mKfUpi_(;^A`?+G&m*|s1@5KB= zHeR9@cc%obhF}^2kDPun*aGd$2cYF6Pa-0Bk&ry1)uxpH9J7^qw0`OL!Bs% zDt&Zh6a%sVKB*>)FhyGND074HA|+Q(*%R^Z=RCBuqp@LT(vlwyoUbxXzmiO~d_&~% zD--pUmwj-;V;InOP#q|k8oGG@4@I-|ko6Y!yFM>4O2ar7)hK*uiUV6n&#H=K8iI5$BnXafTE;#nCem zE@bTCDAij<8XO;KPqNbsuIg2Z#tTn(MfLYkdt1)lRJIV|$;A60T5Gi|`v?CwE&X>U zD^uT0f7kF#W1YncOr_UAli@!7M8D$|16ddGxGvlx6IBT%1{|N`{4P9f9e2MU zo+h@Rp_fsEVm5QxmyJZ8&(Hms5B1^V_nD5m$3W~S6OJ8N^p6N+);PTl&(2xbNoII^ zYZLVDY7SeZ9niE<8~VXjtAKVYj_kIOCj;Qt@(g%&*HQz=+Qs_TkeHvP-VW}M5~XMH zCts%$0^=byRpaS^+?8(7SMVs+}Rg>Y10< zDV?6RC4X-mSz5FX+2=B^r!IW_efLnCC8<~v9lzM-{AFW%cxPjgM=bF2(}K( z*eFQ+>*&l-@&vwysMftbc1X*n=EWjNF6G5`L=NF02G0PZCRxa;?W4t6Q}sEAt{ z#jkI+Gow6WFLE+1EeqQYa%N@XaJ0G7(Pp;>wNC+4Btobm_FWN;jn#Me>%m2V4$`)yt*11ui zwNXl1SSu$%^Jv>JWh?R}URPPYKYqctkk@tFJSI?~`h~R{YNI~Scnqk`Uzuw!)Y=!{ zvylD(h7@QiT-*&<>rth9?(HI)hnf%|LV3GdrYAjZR$Xg{lcUyy<9Z$UIN)GHoAxJh zu8n3CzGB|)@dyl4Kl%0VZe$G+4zs8-1cxX*DL?YD6#dgTfKy@0debjjF0b{1?T#m3 zQ=1|qtwir@CVlVM+_?bz$+T_LxYk(w+|}Q*5|9_Y$OVM6Ssy0tH zz~NwZYLp-H&eU-5<|+dAuBbGR}UsW(@DW?|K^98MOo6NV1WMI%uBUinx5 zNe7~kQc6-;e`k}0Y!ym5*k)u+YMz&(l=_Ug{jQH5()=ZK`}s4d5oNQnZ7IQFYXT0@ zlvOWl82Z_D4l3-znJ5_YHBJpx79!75ybNf(YN zDGCzevbzN)wXz%NIEOlgNAQ9^C8(?DfjZ7SHcTePkQ&6bKW0bh@`^X zKmYpw9UP0s0PQkLZ~uAe&oYLu4lbX}n|=JIMfBS&m8KwTs-{!`d>q6=|sRs&0SzCFN;RO{GhiW&RcxV6yIq@0)fXt4hkmxJ#F6peNk=K&r;na&+5;q~0uu z^4RCHr7u)V=P@9+3z^xL1aIWK{)oQ|6Y>t&5DqLT7JqsT?fY33XmQ4~F?l8eAdkN% z2z$e$zZ*t7V>qa(D_$-hsHOCY1;M_pwQswu~qbCKe_^zxtXPk2OTke#T|iz#U6+^635Kjd!N z6va%Le-`QQbeJmf6u2L=!8Sw65Ep%%-QpjOKIB<^a3Uq%+7T<@T2u<4YV#PC>qG9{ zjGtBPtQCVv^ACZmYG*p5d@;z@gvu;(1-NH`TStliKCa1b96zoJv)o#9(3&`%AsR;M zk}PFS$Jl>xwQG>S1^-HJ%{8au{to*DZmB{(z9tvp{L0?8)2VK(d8%NZ%8b2OXzOPQ zb-#adF_Ao8SG-b_crux#NIRM&MAOoxyNy`)i)MZztDW8_oXF?n;xYknJ0mnU9dwNN zTbBt7n?x#5?)}^H+t+obtnvtc%NI9|Z~ifT7(kEMy!RhK$!()=7z`H+R%|QSlPDtD z2IvTt(T?U%wo*s@K}&(y9o*BIk?WwJeDJ3WN6Mq8Pd`5C>gipPaIqt%#W~;%hna@r zW~Q%AOjJzz28fae?4dl_5Y&?J zUMWwk4M<1JS&e17)uY~G;}ZWT-W$8mZe9Wg2iTBT9ZieV4_mV+=C+BSouEfmTR^=< zKPM3(?J;vakO=5tV`QhdCCK0yMIHPK`ATE|mY|-s6+tKdJLL42;Ezze+;8+E{IBx1 zg=G}AFWqA$Y}n%jk~7nPRc|P5)ay@aoA<1=_~#W6{oNzypc>V_W3x>2YF>W0GCR9N zgj@UswXk(hYQs*+*(<4A7*dI~`IYp`)-0RMwULm?h;Oi}9>ulB09=AV3GLe8?6%F* zdH0}kVEK6Yuh20(edC)tXO;SezBB4Bj^>T_Y_)zmtJ|9rqm)^~Ud#;zU&l~J~Nv4(jbL4MF9h-GABiMofO zQ{r0(Zwv*;jJwTqwk583ZDVpZ*p+Z>M!vc=*&+6UyD_EfnW*%MEYk;SHn1WU98}3Dpf)LidVBe)?Cwev z{c_V|HpXDoP81{s;bZBnKij#|d$5t2&p!v8ualO4kXIDZ&Yt;-VONpBLZ)a{;&fCS zgEw6vYmc|2Pt5Q2&cELcd1KP|21l=m?RgPNiE>i2{}~7H@8BtE?$ct)@mT|%h0FRh z=b>sEk!I|OJycs`!Jn~CIbSd1%!@Ki57u3*U>eoweH7qM z#d4}~Yk6EB87^sujkHYSkm(PxM2Qz zDi<8l0plRE+(-_ZRm5StHXE3jmjL4KWfi^KES)0Z4rR_H&1%&%t<(0@PC4{$V&u5S zg4d}tInszH>{eRtI>TL695j2uII#VVxj<>wZ;k*{~vt#LGdyuYF0DAm6I z)L+>DXW=PLVgK_x8Y(tQDkVk9=?vEiGg1aVKEcc@FKS0a-^B>q=lkHEtw0tUOuHf@ z@j@|FvFEJx(6{~h4?9;%LT1$XcUk~+TBO@0vO2m6Pz3i|o5jNyZlpXqo&Z4t*Wj38 z-K!<0*yDG8CnDmK3sWx`-}@kz!m`Esju160&aiUpphg6ht3%0v;MT`z@np&l;_B}! zzW}GVZ^3ALtxZ7n-jna*X_nalAPslVgIqT#|_P=s^&KSKX!M=-6I=+`YY+9CqaVoW7cyR!_- zT1%TOR@9!4(;y}rJ^!Sul)x>y=G4A_MVuZk+ocponsSuss_qP(@W;v&-zBU+jU1O4 zt{a8_e|{|(J;ss9s9GrQZA^&80d_*gy=AydSy3^d`z`ndt1KQvrqRJsL|nVhz3UAd zftIHSD~1jJ@Gg+0BZ_g1dms>b8vHWuL51TJrB1=h8nm^yB*Eiy-1D3lkD4FWo8oCc zDz2~H7Z=rhBtsl`SW8DE+-ith5n~9i6YxL zZN$#d{w@FE5@w~-aZg;DIjpjj#xC9v0BmONjWwpOo7YDzQb9pwA3e6NL0$IQJw>9J zZItz}WilFT3<$Q=@xI=D^aI$YK{N|fr{)pvu6tWB%ud5&@>ie%!~JnI!RGh6!|KeF zB1;7`w7&e|$Itf-%P?~KY&6Y>P)reXal|h{pn1Q(eYkV19T8op_U@y$iKOy$&u)D( zS%GxY&Cex0aR3J#CY=+;cjKE^RVi*r%S^;e4-T zP$Gp$;b}n~z$T6==bMscFkz6>W3>LT-M}_-8Jc4cn5hFR%%w)lgg0=N{P{CqpnIDef#eldh9Z#o3hSD15$RA+6m>aJ8c>drSwRGOXk7i^B2c zN6b#`Do|UfEZq6dJ3G@mx5b=l*PijFB)6Y`&}7jyk`VP*S?gkVs;8!vnZY8l#%T7% zfMRq*{4>37o`4IYVSD(27=ORvtTl`PPcg#YfL$d?NW`QN_~s(B^Av}IVyUUXvl5pd zbVIY~6|CH);*#9~S05p6y@GY&o5(mwtDWypz%#rRkS}7br_e3)2n~6ZpdCq%P{KQ* zD5LHGPf%o4>>B-amJ8SJ<@nnuhp=qic5UYWE{mYiprKdRGbXc4;ZlT)Fg|Raq*%5S zC|#4$bp8Itiy5Y^gh>!nh>`WILx$MmLA!#M>nmPRKQn?OvUe4!itHD84haNAdWRRe^kgdL<_bIxwe5fM|ZRKbQ;lLI)Mm%-#EapD{iTZn4_ir+i z8RcV*gmE&k40PqbrN_CCr=;kHw+GvCWsiy#6MHAGbwVj=?)8bdhqb~)Ij|sEKww^` zaGNe|xraJykuh@Y3o`9RnWm!>UMKoH_kaul_@MXW%ks_(dHOsgQd6T8jD_(r9e`E4 z(3`XfhYue0j0SVkCY7!4z;aBRr_@||TivF`%ySH}p+IDV!eWDhpeIRn-NyxNO zheEbdJLR8PD%~yK)uHsw8`|_5^;_DBoK*dXcSZ@UlW0?SuWpwzj_I zWB*g-PFY3S)E;eg&);# zyVeT75l*JaVs#4;&1#w6rT4q>$(ZD#i@TyP=}+h``p_JGcQq)XS-kwdgN}1_Pux9U zGjnm5pu=|R)a=j9mBq&K(0eURkK~;#MkA`xFC0n#dhnFXJ(4N3mD!w2rw zO-lNQ({+RDFs`_6{*veR%|{`zauWr6-4t}G^|*pY2JWa?i-8|(+L0oIvLTsBXwc~< ze@R;koAY=&WWSxhw``KrQRH&?MnCtG(T(z<41-+=vF9-ie^(B&^ANaFAFL1f|8zy< zB5<#ghO<|EsSW15em^TPFXv?kF}VDr9fEqh-_xM~DP9X?KvVi3%L8_LuF|{RCoD-B z0o4T&Yftr|JJjNxy;p{H&o3?Bwa6jXPQPbEq@Gx_Yhj0q-s`U$(DoMxE*_*EZ<80YyZa|g zxDqcdLZ99$;D`EhTc?oSS}$s?00a#Hx1eje$Vu&NP^|7)Wd?>m7o!1nzP7e;1`PzK z<~v4i4R^h%&x(Do&4RAP??cx-^3Mu8M&3gyi_v&A1R-Eh+hGu#sB=<{z%Td&nln*) z&1wX;qMT?3k$X_E6up7d+mPI`KJCX0UG)0W1<-U1H1E0S^UJv>ugmjDP}O+^OhQrL zD<=9leDT7|=*}{lf?0?IHC57Q5h~CWF!B@A*N8{f5NUSz8jLb0UEi%dtiBBODSNyc z1Y5t4BbJXn7qPg3&Lx;Mr?Cc-JcN>s7q$qLA}kCBbd9ggz7N-KtNwZ_fO`46SD4BG z!lB##1-V0kh3)R|{b&rH6cAlOReO9meN6ZurhMwj#x(JV!e1|_iujtQ?k`HHAr{Cx7BNZ3JEc&ypyzy*1NiHX@6SIlEgqP0=XmF%~+ zjI$@DJ*P#gWIDTBwSXzE9`c5s@{8fTDvMdnSzbu5yrP*g^ZQzULB^t zLa|zrG^#i{tP0vQXz?Tq*-aznO(Ya#oJ0;DNZ=34_9^v%rm8eqSdW!#D7%~C7t1g- zs01g&J6*VeiPZioHKBV8V@`!R*qX~m%j0ui+%w&*aSXXIF;%_Rk=n=5GQkaSjBYd< zTg5wcpN!QAAMT>xX^$q(%&c^67Jgk%y`VYk z>JUZXHi1OG!??6wTfUCg(v&$9F5$_ZBn9?XRrg$8t2LLy4^B_$qL6HGq&X&r)@kyW zXF^=Zq&hT5F!5Q_WG4kH_C~3}t=vusTA+?8CF=sbu~Ga{x{c6p;N}rr-xHwx1yv?W zcs4U(yPaFAq%0Ntrv{D%*rm2e2MddkvuCk}pqu#6zr4;soH5B5}H0yP{vN}KD!}k(n$(KEKco?KmJ$Y_WQFQ*f zdxLeF?hIBZlTHDtMiJI#U2;N?8P>rIzdPO){GvdzJ$DgMEB;wh?uQp1a3)d9>P{Vg zy05s}RYaE;TV{5vm=hE~HSECVCoq~93Nq7tq|&@Z^Wncp0Qwfq(VCO~<#oH_f$P0b zn%sJBTIl9RcngKzL$!~UqWRKpfez6|ucBU{=?h6ibbnH{^1C~JPAwuHD}A&UCCXg< zHJQTL2#>)oCu=E-0xctd^7UH_it*{AL-V`ju9&&&%Q%O=?e*fT0MY|k%CIA~=MAlV zQNMOGMiAHfS}hJ+^j%n~HL)E#AH){)N+M?3t7ewnZMBc1&hWw0erL-#0rXMr6C*@Q zZ*mTw^?DX6^SqkSib}6cw#7NsmS`KuHQCI%u<3q^g^O|BoyL-&95E}+DG=LKGcgr8 zynCL^itG^i0Y21bAH45=h{JBO@_mFe+F~{Zf(PW zkxFIcqz>gki5u89dq(^fk!u3wpfXaOYAr4?O<2&LuxwuArO0dHL$jDPx))Bx+@QW? z&wU?($BZxIrOs>6bT^xs_Us4sP)~l+1#Wl0X7IOvyvS%PEK^ z`K`eh*0_>iv|hX8Ga&ybN3_26m8sJ=9xb!N?c-U_vL_wrd68>PLGQuxRKR6#o>h1& zNR%oD6}eOt37;jcG9~gM5LZ_w*g?Gy~*wVPFiP2A>dyN7Z!ZLk?HDh@O0 zOcLmwIK&L=ZC-P0vR2glLFzhRP-UZe*L9vH4iVM{RR3XJ`o9r4~^wCRcreA;mIUX(SZ z{XRl9N+vgrzzgkbF|-uQ19l!paOsfo=rOwSr*#c~Va5YdeM4T%E3Xq|dRP}O zbHC!OS~wTBq2WJ+J?GXsf=_NQs%D}qbY_T1iA)^c)=p06yt0H23HgR&&BHU#OnXk@ z+zTH)3*&jhPgy?%DJ*|ZDO<SaP!_WlDE76Vx)jPnGpd=56 zFYG=mXw2IPzV}H)E#kr1kn4(NH#OO*7DdBk3!5k$E)KCX^Us`>*gbzqWl%!0^D=LD z^w92iJBjK1YTPqkux)43IC7ep^8z1gTiPg2TC%ZVo z`sIh7y98)ee!04}%4sZ`!b|CH5WwQ665mITWN+O5iqd}f(P_~dYtCj1``H?_+v*f0 zD`qee;Bv&w-yEQyAqC%%J0kac-guN!6W6^a8g8paj?>0^sYu#g!>#qbS(bd;LW`o;2r%#z$Y=^;Gf*qHgw0Ln6mzf}Pl^hkTXXGpKlu#Pa;p{`ZtxHffxGR96PHp^{ypdL z0)u2#x`>8}GtOI&W{@%^`(U1iWv+mXf&4L$$UxQoJ?fcbmIzMt7ixN}ykK=jcG|Bg zCMDS_0N$&a=OkNxvG}i2*oO1&zVtf&{ojemBPNVxpGYg&RViF>kU9d$`>g_K+5WcC z>rho8zpeX;|41^~!Lsu^@W(Vf_3f$sVliwIDZ#wGQ9*_8PB3iZc+$%hLz}qph+W%` zx-barp)s6hY#s|07|dy5KyZ-BbmHR;46rU}Es&|4qsJU1WLX6oePHC?bDeufuB&;_ zqtyL*W{onB`#KFYF*bpOs}7WB)GvKL`Gdqm*i<^ub7E9dj`D&7n6-3-X;TLsQUsf5 zhfVE|O^P;Z_phv!HSM{SyYizc|K&6cn>sF-uYE(DA+}IK+=k{!rnJibru)^;Tq+>- z{*jmsODmDj+r^XFT2B4yZV8eD;_Z189OKL5#EO~yiZdjrA~IxD>P3G=4Nh!0ke6#w zgUYrfC8eicWaBz9o|wSwlb+4uJ=YYgdUTc2t=8CbvpGIpySM4?oug?r1pL0D7N)_l z|C=AO-o{#iq!aJWeKRMgZ1P}khVJ#^m3rrjiKp7l^D`(eZ|wfgB+uF^K0R17OVc#& zt-=)Lc(2FjuyX=0C_X|m#F(}zLjBB}zU>A!bu4%-O%16(Mstuku@6o<_Dg&5jpYZT zv4kH8B=ltgJC_W8ux54N`aC$v5r@5dn;W(=o4i=RmeV<|wRQ=EW}(LQD*H-Erb za`pmge?g@8gpttBBa3U4%zQI=>qU^n)2ky>sN{`v z^X@M)IpaB1)ZE~}czbRW=+-rNTq0bTHF&if{jL}51S>Rx%aJWKP>~UL;iEmZz(ekc z$05>|#P2X9HD&RWm=*GKcORImy?3kH2C(MBB#K8Z|C_39T0YTE@H)I@@;|ZL_hIjJ zt&NLCQL5k`iB(jxcr4=5S$wd2E5D+TXY)P!gjd}Nb~R2MDLk0_j!IAw1VoYBQoit8 z8GWvnW3sv{9puwnNJ3xS47H+;&Q-_wn&dF_oDV)jhQ|;u*Qpd0i8w>{6)4r9Lu~!1 ziZJTOzrpzo{L&@mnd$#Dfb^h$8o&Tg^XfEQr*&fe)0)1kd&$7np1aMLZAyv9>7~7E z7o%h{ey2;`lQR+kVq%Vi*MZwX4a9BXgMf(WNxZVtLpqHxwGW1Y=G_4fg#&{8p#=9= zwBzK38l&tRnRM?+u%Go>D3t(anf*herFgl+A+5I1bd7C@-kn;!q@L6N)Fw~8Pt3s) zBx8|N{?MOw#UUfUxh`1G;9&<}-u-v(7hDNA55P)e%&S@UKqvjL4>mjv1wBzt+mMs^ z+b6^`lAefi^y8P+ooS2e&Awc4^D|`gv}G-K&N3J`k{o6i_{9D5viV4wo_BODB{$%&O-QjTjU&u=r zlwEZ|*CugP`NC+ zPmlbpLM^|E4FDSka=K_v76gF}{-)|7kV?6~Se1*!igKGQ8`|F@<|DT7Ux^fLOdc1w zW!!&_AHJYx*x5^^Nv4N<(Vn5FIA>_4`I4yUmSgah+r$I0AELkOys&ruM3cp;l**d; ze8V2(jQyWd*QG5Uc0YYv90;3lyMiw`!viF)hMArW=w1*b4P)(B;aYX1jt_M?_@o_? zCH9ukLxdYSR#(pp?6%4m3J%@O<J;4mi5% z$)`M61R!f_q!YAP|ioCuK zyZz1L42qWkdtu(@8xTsT?4Gf~XyDsb=~xZE{i5ac8Uun5b~<%w+Qb*R=Lp-Z)KZ>2 z1h;^eXKKYJ_B+rwkfonTMDuXInsReOc6VSt!T zB|Js*G@Q@pfu!9Kd&3yZqdy6-khM)4N;MYQsaSLZ1LmA)9PS4M6SttmCo%`>n@8QL zFvcX|6o@2)m9wWdtSxKMmxDtYW~5`7XRJ1WY1=+YUv{%u2yAtEmB;tEN~f-cuf%7= zGrFX^qHt4|>H+{n%o^@NmxWzAvNGG7)<(~92la#{jKH=Uw#3abiYBD5BFGWonqUoC zKe;n(nBB$C(|Onrq;(Vp9C(--9azQi6?a?}luJ}rcwH68ikqh|W6h+Re0Z2@3|jC; zfjPUCPvA~9T2RM$?vOGW2&fjV}lRyAF zZjC(&-QbR@Wx`ENfi0)A0rMbK1N0cJE?f+#=F#PHETueU``apsmHXGqQ+(vC)$rQF z$_bE*eR{Q-)@klo>Rk+R0`rTg4z7XyjaUPZNtvS;4|`$h{WlpajJxqX6KoJ-;-?4U z4c7@Z>95@CzFVAu@n{M2IU@lrNUSQJs;dRSxZC?Qj^U-=G7)qd7)EHuM&D**HATw@ zq<&w1H=RGY^h-LcTQJN4xw962&s3;LZ2HbX2I$EbtO3HJ)^D-K{whorV-ux#8~080 zoEj)Oo7YdI=%E}!HZgs*V9Yd;^d|t9Jq=HeiUS-ihU2*CbuN59)F&X+v;J!|DbVc6 z&BmAPibw#8pvmXyeh1R?i(TM>ceSwp?Qh3NK6|^Zo&GF(@`$nc3cC&Y16^|Dix@*5 zX6c7@Nfn1dTwn6MFXOrqF{XEOp2%ipdd~e|pbFcdeR&t>83?gl{{Q)d>t(~AL%_fDAWV(rt>^ZlUuyI~{***`1`~~|JG-5!=^kFJ z@Z86O<+TYMTuuQ6K5F8KV3G>28uM51g{2@|j$c!m-!^Z!+qqdigd3s47!l=HGUEUf zpdw^+#K~Iq_w$giG!uyZe{8*XG~8?W?wvwJ34(~|MDK~-qj#d0QKI+WdlD@OqDSAN z1wllNIz$+PAbJ@sI>U_KnfI~xIluF+b!Xe~H|vcZh8s{q`^Kx-TCEpW<782sQoaGNgNDhn)J zpd_!F==+M_GzeWTo11qfvC#a>eBi<8oJ-#7(uI7?y5JAQ?eRbH*uHgki%J6!CJd5C~ zKf7a;HI6`3{oWGp^8I!%!`nHi!hL;WhCql=i;^5Vlh&oR|qTDJ}x`kC9fQh9O%5fmuRz1zr>}VAk}M9__0Gox-10yO>HD z3SBRkd@-rIp}%r{ zyW{cVQ+L*o%s-8mlyITMfGFwW6O!N5*a?6xsRwqu9elJvD1XbXW;glqyc;w*>u^R) zh*0#b@TVs4KiYmDIa-)>_J1Z!w8=%)L!~F=%sGtu@qAd<4~2fPu5*}Y8 z-KVv%+H)E`?Q7Q#ny>}@26wDff5hP`=RKk*XMRFqpDrDbSZ6}tF2-C{CnY9|KE z^Q{gZ0~VlF=qY-!)Rwl93W@@r%B#Xk`e`C-Xz*?EtJm~E(4_gy0bE=iFBpLOw+%Ka z69^f9_%fRA;!p3=`B6#)GZq9!toGU(BEqP#93-RO6VsHfB$;{|0>pYsKX%TCsgt_} z1*?2jr_VzbbR`e_s)wx1YVMVP)738$vf`T!^~qD&Z&cyZy|4tP{g^f-=0zoyTEck; zBB0%1ylA<4;Q1;UCFc%mXovR*)e;U~-~5gj`O^PE?T#j5E_I(m!;5x)ofRlLht;_H zIHu(xDuw{BT3$6$8D}(-7@nT4ql{gv9z#n#P&6murg0ErRYmji=+Kllu2H2}<-t9< z4sZ;=RalCrOz{m(u;aJl33O!Hi6Lf*zx4t_>y&ukv5UW*`j)I?Xrq>i7NhhH7FTv^W^tl-gE zw9f**d-1l(Zv)A`YPh2PFF>izDsP6bbQDj91=J3jAQo87^6TdJL|gRQ;h)yF244f= z+l>wSx=ACy>AM;@+4y+P zw3uMoqe`mGy168FXO@EhW(A9il>d1U)h`Ln28NRv)T<>c8w!@oPU+T2I=Im^gVMFM z+G{%aWl?x=ET4K@^cujw0_-ilW?A1`quOx|qUVIp85ugBuKqtNku=pigdf}s^$XMD zw890`^)!n?!4v4l0dX`|4{UAl_JFl5NRSrM9Txjw*vgt;S02NWirEYu>Tq;!bn+bv?e)6>L@Z%*;()50Wq&&)0=d?%k@W z9smw3bPo_$fih~kAZl=2A}H)PSlYHwnZ1po?iajm7_J{}4ACaN9ktk=j87DC^DO0q zDMp_tg4&u$@>Iq@8G>Eh!m38r(QModMs8^$<>f4yJv4fcCGMAy?Yxb_;AQatR1oTg#Q5z6BF zy47;LFu+%oy<{`1oe%elHZTy65NNn~)04S@gKGh6><4zJrOL<*$aH? z#4GCsZ`lm6Y8m53OT{NijEsTX7k&9WsioSnJ^;2lIx11{YngH2&TCM3*!_pEe59zv z7{7sw#jE4))YjI{IJEgTctb1cNaVpAE6b})A)jLYA&goccOXpJzESuqrAn{C8qY^W zh1m2hxSueS*o)$g9f?$dS;Xupo@e`6PJ6Ew=1}VZ*?x@-*^r}K(k(bAE4W-?74=6^ ztEs8sgbj?1k*yEraZ0r{v0eFJ4=(&gU%}dYq_4^_X`^LY2M5xagOL5yf|b=wi#BG_ z5Y8r6mIQ%EQi{V(XcZS~dJW=s->Tk{9bh5-Ad(!Fd1xT~s%=f%i`(scbYu0rb6O9# zkgA>;zH|nT9}naX2cQKNb@@Tif2=s1v65BMy^QH43vpt9J6u0}j>UU$OAzOra!B;w zQewyLPqo^Pxi#$kX+4gFf2{BWu1$0~kI$Sn!nU85oo!blztqRzkUv>=QFg5tT)820 zb)rSP0l&$6(p~>ML0ydnn!w#LV?tl15dvUNr&}dvTnry;0u^{(dfnu76p`+x$G3p* z%>POIYMF$?Zr@_~Cr^GS<{41Eyop(B{61GEdVdr9S)y&Nfc{$H8AqO_PyC3r`B;DK zCx~IIslw)OS+ObLG66^+{mHcrpC`CL88=E~?RQa_kv-~G`h3aJgfT!UjRqDgtRd_K z?k@M=XfE-SlnI>F^^ssD&nw;>QK}jYTfRwheIY-WsnC0p=z=9F?t1GEBb%{``gQeGn~Co=y#T z*|hy6%H>|cbpT5P!`9=hNiNlsIXPTu&DOK%xeFo9+oJ*$9j!*t9_5E zy<>m>IcCe^iu3w+!5P2%`4B)XcV%`Wgqr5?-AA;elIs1wqQCkCR{Tyb*C_-?&1se< zcQY!S*KWjn`%d7V{Z0pOvKG&HkuBrKguC_U0b{l#Oc!{5x2^J?j@nk&M>F9BNQ)SV z!NdJ(2SKt+x$h1D{FmnsOW5YIi?@criXL6;9}$MU;3Rt;cb6*LY&y_%;L)M`dPFjS zY4b_2-5=Q2HTtJAIHhM?E$GpCP;YkQtAHZWS%2aXV#`k>jeLKbo;~niXq#swAnlu` z3}}eMDSGeR-3DfmAc66hOhP^9tm@|N!#kihsUbI;(%(r_`b7D zWe!N`LF}K3hFww+ub&V^i_10mn02XW=!&sFaS}qTdNONiowckO-|(*hxSFc#v-(3} ze+OJr1%da<#T;MA_uo_-PKaNk`l&8lo&rU~hF1~A2Bm(gbDDczBb|OKP^4q44<1iE zi+#HSARe8-gN9;|Z}wN?*5&@hRNqvQNdu&KoeujEUFH-3kp0PsvCb~}GLZzkE5(v& z)AnpEYCwv_qv{Z?6hjGoFT>0n3HSm?`M_Bvy8LBl!yZmfAmAsxOD4WCdfYZ{sW+=5?A7PeVXjyYUqvzp*&Di zI#QK~kJU5X+A1LN&&io=%7=EMrM6{-+;nwL9Z=0gD0ZH3gq$uyDZbN$k-K!Tr^z442bteOFAPX;a|xS%VzX*OdHL1;Ot32$x!w2l4tyHU z(eL{>B{HQ-drFN2e7_Lo0OuW}X$uWi;yj*lYY1>voj5%`i-Xr2cq|V2@psZ+(fGN1 zN5N~O=8?${6^7;aQa%3EA51E(`(_``xRbk|)T0jtgIdrRRc+8gB$>iPS+=SZ$`_r< zCMP2vHpd~uknm4z9ni!1PStLCZTavGXZT5sRKfL(LRuQmb?zCmsCZ@6qUBcs=9go! zUdVBj{!D0r5_!epU6tU)Wn=OruC%5`Nx+A!_FCE;^*7~f1+f%htMGDcu@JCcxD3%( zQCDH3W+2iV@QLcGBjbp5zu*clTA6GcMSBXPcLr9>d#4u%_o2e)XrG!oJ#Uegmw$m+ zB>@i5((xgh>gACG$FKeAa;(bNW{(9$HhfJgM1QBdww=zfR0H&D&bPdoLE+%LLO`jp zSj(K@L^#T<=Dd@|W9%5lm}VZvNLKeKCa>c(ynQ;(d$K@$x7$0pvpTd!5>R4iSnNkz zj`LbIQ|C|Su0?~}=8uBIPNoNZ`l35An>j;i1i=AclUqZ@A)Pov{O6FcKhu&U!*gA$&8_M z#MQH%`49AsSJ~S!4B#ua3LQ@}Tgan<&Z0Q4A`SQ>rQwvIU_*w{8DqnP=|4wLOZ(qT ziroIlQzl(gcBX#764E`7AJ~EL+(Ag%qgOA&Dr@rErA`o`3!C+MOv4pXqQGF}Ibr5)JY&%8~<>9DZ94&wo*_5H?p;JpDYyM}6<|fY*ZQz8q~nCn<9rlgejN zK7PX`lm7Mai#`RZAg6mhwT*4!i#eIl@~OC}X0a1!C8M6J%#pZQ9<$iz7jsfz@~V8z!?&e>wTjU9aehm4r=Kv_pyOjofDP@t zKs}AMR$fA^z2JydS^B66rA;d0Cjhpev+Vi6^^k#%TB1o2S~$xU>|>=YCq?*9R>~`i z&2`t4k%Rpz5Yjt+*f^TIV}2njn8Y+{+N;AvY4Ni5$I!8(wYQM88K&L3Lf}5?qf&n0<1{NAWEdHa*WT0m_>XxaBN-Xq63yzhg;I^u-LBgrMmjtw{Jf)+b?aU_LGyy3NTp( zXHVJ=OL+Hw^AFAL3tF7@83tS(O$Kh2mpL>bE{QOmm>+=FOSe0s#_M@`>e+U=%6o7) zs#VwA+&5gL6kl_p8@{E*5VtBDG=)8m){r`VY z!~^)fp}__WD9zJfN>bl=MK3p$r2AUtk9e*-q)%}!M|iJBXv_}m!;kIHHVdvdmzFil zI%7#$PrF#9JQw46OP1)a5Nf#)=e@fLzC4+9im~6X4A|jORZ?gvA$a)Zp(E(~wjaX} zfYD(KXUg^X^5ZezQv2z39jO-0Y>3ubvBQ8juw1m2;0v{*GbhC)S_6daNw0X4%4*c-QAdlA1+J`*oQ0hNih6 zpSc&^F-lr{;M&p0p9wwV#B3W|mEf`arcWyv6-Uq|5?@|PW5TWnyelvJ*C)H%+Atmd z)T^1-5oMkM^l#@%S0F(PcG>QsgDj#id&^E|*QI)f!aEs1G@#A% zxp7SqcHVsRLN4W7yHN#aGV=%c?czemngM%{rOqBt@?}8QFwqHWiRORaUnb;ZsD{yX*a(8h!Jx!>HaG z;^4j1b=Tc)Odjg7;=xyXP3}v;N;w5L?C)dmh=TIm1Y$1z+Yj&nqWpUdgJ(*`4hL4^ zgV9GxVCTN>CW6J+n9eRezCPl#ZXe>k3`Q?$g)K4_T&DAS6!C}QfqpeS$;vNUOttwf z@70mkZ2kIR!}S`G!@5hV7q8U+z3MMq;J5dmnyHwiogTIChK215=hIMK5Mh2^00O8& z7-sff_*FQD98*I?eN8EPN9xFaz8`>c+xMF$@mj`mdUx)IpD!ovKb8*4rW#2nh9e*(Q>B-m`Gwy-ksW;1_zF?H@Fy`3j-^O;YNq%pT=!hZ8& zkeRom^cKa)p~Ot858>ZLVosaF(YR9A)wb6=NXX?Z=7>?J)ET;NWW+c?)oJvWScLp? zq#%H3;p*4Y>0|kbiyhGuKT9uYXVc?BrN7sgW&jA4nj09lIm?1U@EbNYi__mkB6tFD zO~J(<6<{YVS#mze-9;Mu0hOvVMXIvOH2LMJoa^-f>JB>G;SJ_=bMy-|`Z67}V=UAn zRqZDzF>kx1nWCvwgtu>cJB=7 zllIGpLp8_U-Qhj8V(Sw@r<5b&wzn5f!$VVuFiYr>(XU=#AjE|Q4RdNk{SEs!2a{z@ zZ|KF&IyLP0?h-b_ku(4l8guMZG%5GIt2I1sMd7-2VJUU!{@f^wg`gg0#0-TavPk{$~i zvqV*Sc{;kf6gEhk)%}ges+^eZr%jFH0J*`;cRPIWa1BmHBg_8IJyoI!m`1HkCs!ep z&4-L0JBMP9e|gP3T-E4rNgIS9O){f4Ib@!<@j>~_;J#)q{UdP=-0?9PrT0Ms8r8+0 z5xqUidphr7VbTwOHw(!;zrM}NMK$SLk7_!lY^-v*a+oci%#TEvLDqenN1fZXQR&WF z=ah4tH*@O3uV%D(68eI3zOP#HeX+qMUkaBNa!#!zO{&4J(zfb!+9|7fotO#Pkbqyj z_!sU|<)o)-3M73S(Tz|A$KqEMT`A5xAC&PZ(?`07>Mzfl1TERk_Zr1I{*q^_p`@ z=!F@=^W{`mAEQo+k+CwDOHY%1J~#SseKrR!F6z!Nihv}!<#DgqTGxTGpsC%1-^>71 zhq39#QhTT?UkUa{?I&A=h^voE8KrU2ElvtQi2cr=6-YO9K2@^&SWxl$tIDl3#&^2? z4r=$Q)n0%7`ueOKuNwJn23O_leNxX?50r1=3L(N|VJ0Ic?Z|N-A|o%ew>Fo5^KNa>K{H5TN1yR)KK{?`$_ zcUqH2B-bQ&2|g~Alm>&`d*bFJ3yjWdE3$X{NkXpEA6&N#<(DCq02|cq8#Q`0K?*Zx zKlIckhAw3C`B%eHDVT@?Y~|09^-p;_p%Yiy>;ev_nJFOz@N{u~^uy}BU#$8yGRhkF zUhOOUkFWFAq-y{4+gdTal;y3_VT3`+f`Wb6xzdQSD046=IoIafia6^Zg-KZ!ZF`Vn zfe6@PYlwKYs~5Dzdnb6)oCW4rWU{8{&L;%b=B}He-fqe4ocFHWA)fR#ri(N=X_LBt zmP#kmQP$@1#`5FZ2Vvo^+j^4mNw5otz1d$UBQ@?9fPT-f@Ao7cx5gd4pr)nY-G2#DNv(r%&*F>b9F>}FYIGk+NbSBM+C3WzZ#&IROBo8kKDa2Qc2i1W zYTf;bui)i>e(0D;E&2_eou?UNpC71rk-fYT^DHd)f5^I?>mPB6zm=C|RaQp*s0u}&1?}>C z9-d_{V6;NFA6{Rb&@ON53g1bEpOh|9Cqz9KT=`nfKIZOJ zDK!lG9ZX)XFP!j&?|@^W#r5LT|2l%lFro#L;3B~rykgPlYG@2p6x>yTWz`cr0|i`Q zjmg>>Dpt*rE!KhefGi<<{-Y**h~&A9Y;V0AJ2m7*??V8O1Wz;vH>XR0- zpy{a1;LDAoHDFm!5V;y?3Li&!8<=)94IEEhYTsTL8V%ul&&)>Xo2a69j%~?hoXr8m z7*@EdDogSYnK#4JQ@Ti0s|QB(p4@`mFYP0QVuvx|GOAFNVUC{0x+Y&=-A2{`9P+Du zXahM|5%wkfL8A~v5)2>drtenM?VZ~tHD&kwhdf&{+P`TLm`N|KxL^-K?_0;(LvnMg zKxyK7Gn1Fpo`beX(3RmPmjuv>6q&2E^(87lJ6cRXdHr&V+~wpca4ZeTfZSl47CKAF zEslh{s?hmt({CWU_aIurjo3lC(bn@QWj=JpGj$9Pe5iSKQ-7S3m0bFfHz5i5tzjXG%yl$#P1FLAj>MZ9FtiMMo-u+`8CWv*=Y!(knou7@&uxQct1F0k6 z?cSTt6cVX>x!_L`njbZ$?G-@cXi>N3)qw!!O%-hfO1DfG*P8oADF)5yl!r5%O?i;+tK$g!vMI)be>DkPJf7`Z) zW#M~)`N!W=uXrM^ zULb$?w9vgW-h8v>$ICU=;k^pRg<>!J{#|UW}FJCY~*j2m*tZF*bG>zDsSb16F;_O-ifZuan{MAhP-|z)8*vo9>>4!eJcCvwXef; z?I+olCG}bEHCx6sp~3ZX_Wv~Ghx{$!zFtzIUHfgd^T)0+SH2?)PAS6`=+O4lnMx9R z@i5rfqC!W{6ZqKm?*sjo46wXF7*t81AbM60&hXY6mmEpkW5+=tfTIGeP#r6-?%aU~ z3e{u(lX!~O-3t9L#2JXI>ivH3sp759#X0NpPMgl44z}xAKn8$$Q7QMy`1e%#ze-*O zoCeJ&>Qp|kWR^x?%*%7G*m^$prGMJ5`Kv0B$FVWX4QNu{$TxS_zK-tIFB3XCH${PH zgNjM3v>uwAibbP=yHsdu{6vj~nOFW`B$uPh_rQ++EPYeU7Qgdm0HUJe&~*9!hN2d2EDj;6-$PJ&6uGl1ZdlwN}8o7bY?Z9C-HfQh6y;dT3HmMcvVb&pm zJK1n6Kj5WS(`lCToDp|roD@}m-s*{3%^mPK*}!=gmbUF2-JhdQuW!E({6xgMqq*b* z%WmJhYu*H!27k^Rb#bZ~1I@OE{L-}x5r8`r!GKT7^3%tfCZKzXoq?3O+y(^>K5h6L z1?l%HX|nGGdfug84sG@@>OMxt>`~45QxUl1fa-T}BUNyU3X!2bC+(1Olnw{r!JUmvz<;;@S@Jx8kScruESAv8<+i&;1IBH0+xTIXNpjx?ZZUo&zU3bLzBM& z$z7B@!&cjKXYA_Mx0#F|-?$`tnyu~WB4lttQ|xF%zyh$xK|764kBOuH9W+XR`{Agy zaEIo^S80>ce_Qj@{!-2Jdx2KA8R=Qyas7!Cs@3oY5}?^|FWO4n|6 zIPse`q^~u7|ArMhP^9?ZJn(>(_>+I85{|10+}OlP0s7D(3-{$2p$~b?HnHi<2_VCn4R}hM-)Y^itDa5+^u8lR)=S$TKAHOkEIC9JjgBwP zgmD?W1bn~h3`c>Zj&w#yPv83+(CntzEe`BCLH2$6*sw^VLQ&&jq}wZ(AG2q1jl0bW`FvxD(RMTE{UkrK2h27>@No%L%322q;|~Ag zYBlJ$ppFIumiZBWG$kZ44x3qRbc;D2f!fp`X$aQ#d-X7aSfJ0%lGFh=S*RAbgYSL( z-S~XERAu1mD3pA^d8$2pU&qfCT)JZQ4lgOx-nBHNg(y(>!1%ZKXnDgh72X(hLv49~ zx{)P%V_wR8t*mO=Z{=9g1@sXEGI|1NgMPw9=KG`yX>9x489Kza8VrfdBO-;F?;d$( zKNwIJJ*x+HDYG)ku}Z^LPoW@mAXOF%M9jt$6QF;z1hmuWe0IkZgDLB84rA z8>?Q&$&jKur6|jGYxpKR7Kpd($t%7`Z_ZEFaf9D=(&V}=0AO1!Z_amlYw=ALY9E!; zbifO(^%0eQ)l&W{iW$p$`m2ojXc&kMu{SqmRc6v*?-P3frR@i8&0rBz5>@X$%L z&MwB+YzlT^uc>#xYP4?x#IbLHIOb)gIb?w7mFI=rg)P}S6F+}vRpp47P1KJa^HO4O zREX3qiTWkaF-9Xb|GPNmCh{4Sw9p~J2{jgOBM+WlW45mXKiEu%F2sZlHaS<<8={du zL(%DSx9$=XMzJ(q_~Wht3v0ihmX*Ybkbl{gplXsXX@@Y5CXt zIvro1XfY|gUA$9GaVz2pfgK+NZ8m2XyqX_);I@9{i5}?Nszymn^UvvyhDtq5$ge*4 zGXQ?Y74&5Wx@Ju*WJxcNv|*FS{g{OitC(YydrV+ba9vE}fH)d=rY*HwqU%*aqfs{c zB;%IWP;PLsc(HMagx*OOCkT~g)MppOfRs_q`6+|Or}~mqYIx8Vh77VXwZYF*l&tIn zVO_H0MO)KE=y_LQ;Arq{cvEPZznw)zMZpnmH^gHgDrHFP>gK_%GSHxswzOs7KGq63 za-r^*?Q(<~967T0)S9NK#iRJobhaE3 zG>y8TE-={I%k$`T7B%;rv)FEZ?DU_s-!w{bNmbChO9ITAb^4LO&y@_4DZWQwAyVX3 z`kcfUyF#+Y{a&vtQ?s9&l%fzh88(GWOEX@@!W0DPaGxCB45SoDmZ9lxia4FW zu+5bnXfSHq8Jxjo^gFj~vwEa@<}`xxIC&KsT*Uv(KfO2$rMpfp>i;<|G8js$wm4hJ z5$@%wi(FvnLqeUiE6FEkZdaEW()kLaufS`Vv!r}lkQK+Yp{bcalvX!YZ9dZPJ+3B% znB$|WFvMeEf~FN|5U5nV^t{8^-`P>^IiktCGOGh%^M%7ip4`1nC3ug8{S#8vJ9EGu zm=4o&%I{nBpIPR=JaEOfuS-h8RH`q#3FqHxZIxX7@%jXr`(!p$-g^>VYa0 z?^CWHPe3kgP@MzKG-ThG?Wia~189#%AHlwlbAF)K{SLL53MT8UWs`L;ZKLFi9 zJTlub>t#pjT1BR;Fl0i__IHLW;be#@WCYeP|1y`uDQr!VFi<2c5 z6g#zh@#7{$=l_n>6RY+&h2OY;#9+41Qj1z=0}kBATMjN;VSx>FEcXLX?!@)E{zqh0}CVlS0$kfnMZ9WcjssjQi^!cni~ zor#CHmAbK~UIoZgxVMS4o6^i7o!aEa>rTer#CZ0VN0DR-1%HnS(2CfhSKp=S?L8yu z6rqtk&NOcvggBd}-BAMZ&>s7y$5BVL?fXaI)<1yLN1nUUfRF(b?`o^4un3n7z2vpE9~r;zv2)?#pZ()xnXBi;#B1*Sb@&MhGkYSladlwu`_#Dk>?>-i z0;7ug+VMZT0U#4*{VJJ7B;H95YOW5*WGxjS#ji?K|ruOm;=fu&l;3nHuYZ@AQ)IC{rs%G)h z*mmTjHe%GUFJ^mFXm{XN$SE4+e#P9wG8UU*S&Y~sh)wkY>Dr-Uh9AsQ8pMLQ-Y$SKrP^%vr}F<|?)SGCXWsw3v)b&$Q~1ApWDw z5h?iO6`PNme*6(?rPHI_skW%_?xFo-P}*pD`;=kKwBgU_!*7*2b^-LtI-1--YBO9S z_zR!hV8Y?qebNw!msgwY2iD6+;DGD9aGUIkkEY6~s*z;Xs1X{qlsDH>mJklQ_LkCa zbQJr{t^4(l26=V}=^qWW@S0AuBVTAX zwqS?x^L_;dN599CQtJnMx(BV_M_v)LjD?7MHxMihZ*63|kJ5DeybU0;KF?U0@hjj{ z*>h3(_*q+GVUw847AuR}w(vLh^_08+zB zO?0Nao-QM8`%so}z@hoedUHyZe_Ogs>^G(ySg)L${&KDxpM+j?wkLuQd!hbyufdNn zAQBsXTBp8$_^=5j?#yipd48Yt-o*;$IgXc#sKxj!zBRO2&P@;pU^6933N&m5gBYmt z7<%l~iaH{Hb~(0)7q214LSvXT0*~yx7c`Qhdx#ED2ZT@jImI0$K974XcQCvNCf+fw z_XtjX)k3#7GcfV_$zWd&V;ncG%$I;2yLdn8w`VYvAIR{lA_bXms%}E{?F(sFO{od|;fTZ+BvtBbVCLz0iT!c16|!U`vI(;ytE(67ipt!t z?3}pob-qzheeu+ujhR63MDTI5-ew+WxvFvYu(y**cCYEWqEHWq_;OFu;&9J2a>Ry3 zm>@c$vp$a&>`6IH`coutpT#tKwe|fS;zfJ7vU&${ISWl?(BvHRwU&uf+t|woe`NkM z$YWrHhO$Z>Ps8zYD8>GW8Qct>U#8ca+a}DkS^@jjtvVxN@*42B4 z=WUxQ>;}9{QJ@%&+hH}nn)Q@_EW}>#D}_96Jh*IXPHz%vm&+zsMbdS#A3Vy0SM<}j zpP>*jla`!Lt12$n$f#se`h|kpDabs z^KHTt2w}?Z;Z}vZ*%>g^`vNu9Gh*P9IhdS{npH>&|FX$P#>x(RS#$O&6G5!Te)_A{ z*iGopPbOv>NDhaB(BjeXa^0`l>4p^}pL-9h!j#=z77HamC^N7HAOBLQ`>e#Yi8}d* zjIEHOcsj1@n$NO|)FWu~T8JK~CL=lpAeH&1)d^df;YUxEjGT!!mB5{E$zyJL#Gt^t ze_Z=&f8QW8!S6LQmhB|%DjdJ)0e**~_~O2Se}&-at+=^tWSD5fr+bwz1G1fw_-5As ztS`+|ME=e^6dL(>#vAeX@2B=jLc35{t7+i{3?G?F!>wN`-e6jUvOgKRx=zFfgEEMn zUxh=Q9ITfUh}(%|jfsLYv&4$H$TQXTZ`KLwxz+9`v7>2~h|nb_IF!lTHfEmh8B+g2 zDFZ6cs|7MGvm9p7uaT|C`?iz*TYz=FOc7lo4G&;@_Y*AJj4=f`R;sywe1z|kEUf-j z_;m9DDUYk~*^j-f;j}B^YSb?0f~h5iJtsvmSuh^{^3djzV$4FAZ-Tq|T%q`HgBLfu zUHGP4%n2D;hI7yWO}}7Ld=3rwPSx?P*KKyXHq!64vpJc4e6bB1f^}~%i{1i#sOOGLpOl6^`Q%E;y)4;WHd6?y_qMt>T4*l`RP-C33@z_8 z#ByjnaGc7#qVN^|pV*(<7Y^^lMUlJbTQ)m?XHa6?k&FE6j{~mk;uADQDF2vN zH%SD$+*5$UO4r1>fJq4UjQ(B97Y1f`6!PApIC;-{f03&o0``Gz!1Qk#hXJA834#gx z4WsHK1ZAQ!_$e@jo~+>PD*a`iznRc;>a0Ccfn^Z0%Hw*3_P||0MRt{c+EzWz!T;(a zLtX6RFI&-Op4apz&y)>40qG4J5=JBmi76*o$CU?xtP#;s7qUvd zY#QP!AxRMJ|1N6&bt87L(B)jb>`AwiQYFuBw^K|KbwU3Yfh_&Y`}M&F?8%~@COYr; zUCMR7<2-b%*p&?S$)Ay>r-^?>JdDezlb(m>tr3{oz+x)@v?VUm2A}~#;&NQ<0h>X~ z)j6~el5lY9;*p_mb(}03zD0BkRId84jB{3NP?UurX9ztjcDZ8LmG$sIyl>vT$Mg+?PE)mxC=~3R+5`f4pVMc-7SE7zTCzjJM{JH?KvG3u6z^FU^z! zw{#(3ndCoJ>14`LZP~f_iWQJpyfm#_vmiu4K$I^-M#{=jP&zcC>zMt3pDgE9ir%w# z-$-4vefPlHz`diK>D0`N+ybW(Io2_s+6T*#c3SBA)(r75|LCCeK|V!Q8DiE}*aWlY zI9qu&+4q>~9vm&!qJU-PIeUr{f%AtdDSYq7esPmxC4|XSlu?%>t8$<8{I_1O9ZQ(Q z$wRth`g6?k#l-GYoNn!Z5aeo?O22YL;z@ma|nTDSVc3G#U-YzNAaM4!a9Aeo*N zyT#F0BCn_X>lkLVaM%WFnH2iUOYmAHMd`ww%I|Cw?$kis4%2wr$;7Pcx7@;{&*T{Qt36YXeMExRhwIsS$n#ac7BKx9H^jV? z+^Z^rj`QowFUH@LdE#1pZk__ZKlVN-${|i|iA>z0;e01OdgA10%_*n-u%ige5;`IJ zZbZ`YRNFeYZ-V%qrKZ9rb;9Z0)j1x#g8}gjv{PM&Ng3Z0t0j2GYvUY3;rRC z4N5bZxHZ700<8gw3;VA8nvl83k=S#5?ikOveN@WTZYK|Ikj4=r@cPwXxcu*RRnMZ^ z!P=aGq@DCXXNt8d+)5mDA0lsjl)2;ft536F@MR5;Q-DAqJ@+#R1agTCzpC-1jtM^{ z!u*XmB|(ekS#}+{og}(pBHj&RVQpwtJjQ+tOeXI5*|n53rfuB!t>A^t(#+o2}w$Uhi;XgE` zW7K~(2P)@8H$Z?4EphV>Wt7|JKm-*Badt0UHq$|KokgWDDgkA~@ZRSr1!Qw7R{ztG z$^p#mM=5poSI|aoQu@e7>nrHrjy;hs*L#w7{V0bc&$MmLPW;>7?t9CZ-fgTc^528i zl721UT+`b)&+fe2e6#28PH%3&Q2t_aV%dS^2DH|C5->eQcpYwMB<29Z$)vhEKxcg? zeNGTF!1&HJO*Yvns)`V1DGRS}nx+Jos+7`}qln=TSjJa2Fv%4= z=O5)!c>0r+t}i^kd~wxGxXNQ1aAMG(G}5C)b#=MmL^$R)^_VU2xY(T31MJlOx>Cf| z){kbMzo1IMH5m$Oet-qiZ-{x6LqYPY3FYlq-dAAy$J-ORg8k#0^TWhR1$VjImS5Of z$f2bRCWYeW4S|v$C1S%{-405ls{^FKw(++RX-#z}R0Hx$whWolGKXJxPgrK+2Ni2k zwp<*e!JUP9R}XR6$Er^auD!YTqYoIxWS(!4mYhp{E2x9jRc0vza@}F*E zJu}nLecD+RJ8v|fcA3z=Cv0S7w3r#TnRzSVXx#8j39~^b`HuG}e|SqNWMk@gFm#Yf z;}NHL=)9?O-M3LzSiissI2KA{#^W!4yTb-Chme{B{`MoWnzWl{H-GIS!THYLhEAHfHm&?V%K{QBKBwQe?pxOr)%%FkP#d+Pd2E zg_^f%BL4`nywQe3c^E*wBqY~eJP8WOSQyColGX*1hqlr4zTV=*?nYW`t491 z%H|`UeVqBzck#+XlNRt0i1!@WK*m?jZ z)03oPr&A6b*p=$(azRUuj)~*rO*RnG<`qsSH8zhIi53!?x~vDCd*qQGtcE5iYyM6@ zdvlA>gw1RX=!w^bK3&;>d zC@C$?00Yw9-T#B%-~GINUg*M^wOnhMbDh2Sr*_*9jK`4%zZE(cdyE4ME!3RYgH)WP zuY*;?jN;$AaTLN`)mySV?}m;!WZFX26JD07VWO8XPSOWoOey$yi%9lX&0Xi0vkE)U1~=t9bwtsekVui zp{G`iBLE3>6UZ^BNZ}A+2+a~ukRfQ(LuDFNpjHDxl!h-2g#a3*KGfW~(JpiLF56c+7SkS&~b}lG;ganZ`=EiG+Yx_-{qN6x^Mo z&P}l|ShK#oR$1v|*Qz?ONGzf(T34K0Tf-)($P=V;alN^JvPJ%8+{q_p)18o97WN!^ zS4y9!YjOAcD4vXJpiQ_6y~}Pl!QTng!KAJTScrOpkdo*jPnZk{DcSmbL@UYC2Cy?* zn;*W&7sq0MzV^@KS3fy05CLo?!j^ttn_J^^9%}nOk6AE0iEors>u@f9u~1ryXIFE@ zB^c4;nDooh@rgACZ%e$$X!}&8mlU_J($ah6NmymDK)nm2PhmA&0wL0VrC@8>2K>xMEnab({D?Elr4}ChV zFt|`#xjL3;>dEm%zBa4t?fYz$RzgHM!Z=={!b}^Y#_t?F&l66J*B}4wg#R$#Oc&}JSDp*O} z8nl{$QD>iAG4x1CcpZq(6nfnSYu~n)Lqr-r8*RN1h#++Hq(eZ2o_$$;7|r!)VRQLU z=BueXR~zN8kMDW1B}{WsHpy3C2fP_u5>O;IJo8LUcIS9mvhY_smRWZ7;nSNhE4R#W z+3#e)B1Sbru`ucAvJON{G*JD)F{x_->m>e8#2UrN0<5`E1ru%~e`X{puw8>48_)De z!^5PimsZZ1Lg9^C5wWzBTP^>DbkkcHj9s>p^m)WkF^aRgx%fRv1_zA26BHMymU~4w zyN8O&20O=8i0WVC#=h;vBE=HF<)kuxozl%~2bf5pz5LLqPZ5QY4MtpD9V{<>_y&o4 z6gnM`yoZrFz3?Uz>af;8QzmdXLr{Hekh)9DRNzb{QKly%cgI#pw}~ttb?OkR0AK@1 zhIZjz^P=4xZ|*>JNF32*Y)=A}Ez9XJAr56KS}Z)jyspX6Wh_EMP81I|IUluUBYlf+ zCeuJ}<^JPY?c%=+FoWJn{R&6hzOl2jjwSDD-7%zFjZ)qaFU0`J4-X26)X-aTarqgP zC$jKHAZHDAtVgHzRw3K~wWgTXtyOCeK*2yZ5g9rF{$wAk{_Bemk3NHJdn549uwTg*heuSYD8g&9hxZxHy#Ugc-I8PoT^=+~qE*_l3uj6!^u7uR zK59U&taXfi#moLwxc&Epf1#I&l;3l>o4SFUQArKtS27q9TXq+d6|3{7mk|M(#HLZ= z*x6beZprp$5vjoYqm_q-K3*0eL@%4?MdQHByYedn(`3OQQ}yptzHJ-TUvP78t(9rr zb?em`-E}9IJYMSz3O~8|H&3lM?t-Eq>QmE|P{L^iA0Z2yXH%@C3(9|_CG@Pi`lDc! znt`s>cQlU9w;EA*WBWB+?x14{@KLr?@}`CQd|~4PWxQMD)vHe6$x^=D@$fw#(P;Fj zdg)Havo8O&TiMrb?ERul!zcP}eWbH#-re_$=Fs)^Ca22Y@+S?MqZ5|h5z{D*W5{8} zt1>Ymr=ldqS7E;#-wr5rNA`q#GLK*)YE?1+0OP_ilB6_y1kVeDMt(qYe3w(zw!_FN zm>ahZ-4=S*!L1ZJAKy-!B@j`bV_L9e1dUx*>T8%6oqUgeyZ@e-l9pQL)l~oGRR8Y0 z#MS(brC|H|vT51fciH{@*=jybYm#Si4SK2i!8e;5CZqQIz#?eC`hay-fZWHRralt# zE^{psvcxe}Xxc!vbJ#sOWqBY}`xeDh&}f*nagyU%NR&tfJWZ`&<|_-3Egav#E8l;W z2QRBHtltCH`W#rM%1s=-C5tt?8uLevrbDBVUE`{YPi?)h6yZb^3;<*KZq%Y**9){ zX8q3oF@Ux!9rM$znM8Vl#M6p^c>nz9;gds$nH<8`ppyi<=L5KB_cWv7|3REj?BK^g z&+Xo&BD4>`y_-Wwr&<|^Tuw=fDphoPNN<(ab2S&n+C+{%`+0Sqif$#D*zN4v}%!)d|WTA>Je*Np!lr?V6_ZT6Pc)jqK$=@filgnzn zx9$d0pPGBOTpAf8j%kMQ4ivJvM!y~fJqun#TD%>2KS0s`so?8^w)gUz;Fs~Hr826Y zS*75tpKgs2FccW$L-bG^yT7t4voi-fXAF~=NDdGXZB{Q|u;k0v!b$I2(cQS2=VW-# z5hfplcyczi2~Cjxk^+VU&fn6?YGml}jjIi~ud2e3r9=@^gW<}pR&@@(oJFAh7 zg*uYH)UI5w6Fw>0d-c5kV_}ijD`uCHQUlz~5nS!!nqq6-Ru1co$(ycYUY5*KuQ<$U zffripd%bxW`f4+@%Vjxg`2Fq~UQ+dz4^zVr)MDGZi1*&c9CJSc{RCt(%BX#Qo=Ob; z=CLi<@8*U6Zj2*7-|~;+99f4vtFNxlrf&B;1p1&x8VQj7@-G^u|7xRuZ^EW*w>;Vh z82c6teVGiqe!B2CB~^R=ID33p;XKyr?TioeD8l51s~g(gKi|?eumeHbrB1ep*CSQ3 zu|2G!y%ZztohzzB5o&|#D!l=nbL9boi{pBsxpf`hZD!95G07QLSIX%s@iW+v;QJwC zQ%%s9sqE;RS~2hD1gF5)Sg8nqZpW0vFYP0lq=n9Mp^Th|#;~vXKT(sloXwD2I7Bo&{-9Pa>58a%7J5 zdSi{gJa(kjE}Chm-mNQ2Dx35%TOb6YDrd{`Sv5+Nk@x(u8Iz5S&bKdwU^KwT&$Jj|I zI6DE-7M4f!rS^y5Z*dpfC4H6(vgzyO_YxgLZE} zTux+Vz8~ouqUva0;1nz_f;(dQ`9P_nAIptKI?T2xzykVS=?H1lt)G~?FOy;WnP+7t696CdVKgJa4YzW&fwtn4v##zEs9|l)8&TuHMdT1 zz7MYK_ZH#C6J&Gnww2lP`2VHQA}{8xxP3a~XOez>T0OH+a>$>-ky2*rzF0jvdC}i= z$p{A0x>0Ao`X=sYli>35WKy81R+Nu%zuK}+HF1WBdwNIFpN?GtctgBP#Lxk6$Ie4b zT3_DO1F`OLh0H@OXgWjuJYn+k&=pNSOhQeOXI8~RtzQd3xAEvpY*A7Yn@h}+2U%_y z1#SaeKhw*kL=k^`+H29S=`L8@6j{{+*`IQXY&to3jt09e))fuv>sq?UQV*Jw!E1XW zU6q?!0%@I!$?g3PEx(qigjz2H{B|Cl+*pzK`z8E3mVryg;i|W((?a50Cow5$rZef; zf`ZL{(LMTOgb3<<7fdLGxew-ul0&d33D`&Uf?&edgF;PuxoapF|731i*o`n|6>nZ8t}pa- z&j*TL-{GEG#=FC4?qtZJQsOPS1CiL4HdL0n3-~#bV<2-)#(^7k5 zD%K!tV@fr$GMpHcqD|jVhSgizA1BtNdlD%D6?k-oUL?1Wfck8V{-8JjrzZOs?<*{( zrEYqk&KO{?i%a*FNy{5oeQxL`Bs#x2aGd?At*`^}VbdVQLjKbSV_BEB%7P@ZGqAR$ zyqx1UYj|(#c)_=~GIXB_fklO+Mir zsbtesVoqBZkS02JQxYPl@n;fkmnUKDbj--uHx9p>F87Nrex5=q#Sb610I)2{D!n#8 zax!n$-ebAYq2(62MrPrJ^fwh$HkQ%CWliw*m zRKIjvF3LQ8AZB7+4hP+Kh^{k*F_12Qc~{Mp^GAPbWoMmh#uQq`^b`E}V)g9l< z#nd!i<{2%uDc8vbqS#U92E)Ln$w@FQB+PIMIGI2yl$*SluA;=QJff2y{GB5n65~w%GC?(xY1*&Chvkw7-8z zz+**CtMFXEvdmqRxNbj~l`vi*_utI}HxHKV4Qgy>8F8yCzkd7)yAEU^L zE}pr40k?qthAC_!rmo+31jO=sZyZp%&Oq)r3sM;4?#;Al$K2t8Bt@t9A=rKdc`DkJ z7%4~%{Vw@)KW5s4<~7!7;zsDoO%-TaUP4TZ?JT+dR8lT0&;HZk-B6J0cj_5e_+^A+ zYsA!8HilU6qdbM!oH||LQ>Dt}=W;|Uu>|?Ffq>de;`amsj=#-sf|*q|4(Ksddbs7t zUOyALv>gXM3m#Vq?~jbK*-L=Q;qea%IxACD6W0&b^ZcAWv!6a)@D8O_di$d7@d=`} zs$zyMiuQgGthw{F*oq;HZ@Uc^<|Qy$JIU-aWcz(Uw6W?R7&A2H?L$&Gx$fu=KJrCi zKFN2cs+~@>MZJ>YJ}O75kjythpDSS zFvzavhY8BcCd_HteASq$8R^2yUiUC|Bmgvy3vc*yKVMjQ(|+gB>C>=I%)+P6BSSAM z`*@m1rgniI5|7_AU)G4Q*gb{Ag-4@-?;VduG=*J5t68R6L6+EW@^ZEeh6rL-!;;Mj ze~@49{~)1IOi`Hcx{tMM6W4xz`y=sKmWaZeC?}2nx_L4Diq6kmO^CkSUe1?keitFdv~ItGipsekulqDYu=0%m1FFBz~lqas4#+6GcRSLWNv54@uG`jUlr1kn$?J zOn-Tj%?{KoC~82&?>|(nQn_@cw2pZ|uj=#qw802ecIU`CI6r!{>IcsvJ1}1No%k%@ zGxWX!=bz4@%ys47GaVwP?>P(f(l*|^r*V0xUT$L0Yx5=_HLAI>1Ch;HOY-8GeKWd} zV=4@cb{~v?)Lnt05>?Ui#c%>>@oD!8mM>~fK?g!}^>bk0a%D<2g|zhHc8vuqtrC$k zdx8+(7hLiK4A0Z=)3kJdC`Hk$7VZT~-`uC&B?H+q%XW9*lg;3H@%s6q@<{M4vIQ%S z*(Gynt${mg72}!QM@Xe)p{i7CVp~=l2HgI$m^q7tb{2z;FB|VI*+Q9pzF~+~1&V5r z`gN<7Ce?QiA{h*KM#xCVY|bD4az5OlK*6T zPw^kbl-yO2PN%_Usc^=;2Yx9QN!IM@2N*M?tl}N!au<8y0!-FT*LsL3U8~V28iiUN zw|s7H(GyF9AvaewhRa5ntON63iX?LHzrQK_Dbs%ud|ud{IGI(s$cOw*$>srbFd*mn z6F&qNN|WW^Q}Kt~!_kO7bo)8R<=~t>u)NUh5^xx|9)w)3o_)6;rH0Y8gVXe)dUCPp zeESMH&~XJ4WBe8+E|ss<{u$*A&#Mf*@(r6mtBqguY3YGNxq9z03_ghU6#RHRej&$l zGRLI67eiR7t@;Pc7yxDIwC%C}(P_zx4l|Hv5>~1W+BicSQXt|pfcuLlwux@QXLE;b z-DG6#tr0n$9c`z@jMcDMlNg5245%tzIn`#tUj1A5WMdW06DV<@m5*~k9lfiI_0j?# z3tCYnkBLOyr^xk- z-9SYEGPKbcjxTi2=y${#M~_?r)}raeLd#=QGaMX7fJ9W91p}Diqz#azZIONB`%MzZ zwa4^~_98V3`#d7JVBiQND-%(Wi7ke4hN%HPk!*$aLPQhAyq)`@aqgylvOuUp-XA*~ z5}f}7sHfs`-g2$$JS488fDa`J!0!gZOD6;Ev*Xg);zoyw>YTgzeAj~e_qD`5eE#P9NHT=YcqosOQ4CoQ=Dtgt&T+I1flK*wPW{|UpEXS4VA@~)jZ;9 z@bOwN34&hUq4NMsJsRsXUn08!ECP zs^b!MPJZR;uwk=##hTGFTh~FFA=CqO8zsJJ_`lRD@Cs?AVy77?XUyf6E(?$11Z_}y3 zOysg9S@!o+4#r2LlRDoIK-mGfh!@kNu-1$1`nvWa0q8+?a)rtM>^#p6_y{&(_<5K1 z45Sb^l)1~Q1=`57r|3WMYKebIv^z^!nO(&lm(O-YP4+UL7V_<0mbyx7zTC@r%xqQD zI?br(%q)F{{NZu@R;f0v3P*SL;6@X1U@sfC6> zCrE?B&prJ$F~Nf`N<;V8o=;xNjYdpwCcRyvT5q0-FAeh{hQ312(N%uU_J812 zi4IFGNX$2?BHnmnegB^pk(3VTu2rcf5B}g97dG}vwwZk{qih&h0j-J6k0s>-(H|5z z`;E@oZIN%jKue05-#S4E9>n#)USof>F>4N`ec#{b=|k!% z;|Fx_j1kfSR&(I#a`(wsrp(tvZ#~XuLB#hYPSgWIWugt8UQaG;bbdeAUfK1++Uv`k zpD-PYt;F1zeq)z+EXfuBV6-@l>P>jRuPMJ?KF{Kw#|W2V0&&2gy`3Oq{4-#S!Qv8- znc>SFA*0rCSV+%wd+e#kLR`5QU#LH??BnJ-9xTC3+58i7LtndeFq>u0RSaN-#7g zsw3R@y#I%AUwk>SNaxo+HL(ue-zg`zJTZ6UqbR{8JoP+^d`D`aJYfOtnM<@`x=3FccQOQuW%9wCc~WE_zKBCb$WU=-Z}qLGwk+BXk7{dB zi{>UT$nuAMC?;cdGBsG(=^QtUS4#<7^|ZJ5IxEBP!8>zlWp}6=V5O4P>Q&>T;{kQ* zRhDZT@{7~B{Q!)(Z25r;ljaSNmNu6MD_-92QwhIJE0O3;%w56;4!T5Zr2Wbzcjg@G z08C7=HFj-A0#uP#3MDA zD-H(b0>GA%`AYE?!CV0a5U&?zF^h@?)EH2nc+d4TQe}lV3M*eIR{K=OJgG5ScyG{JN%wEA-pL0h z`R2zBG?7S62lrQVypuJ59ua1#n;mnq88)&)U}+U-T<5WD_A$N?)wv&zlR-x8G0)E( zW;(b09Hs`LR{QNGcp7838KGFF!j`xP_Q;Z#S*!G4)evAg`8F|$rw}I&*o`bkQWwYL zc^DPPgF>XDVp~dKrYHO zZ{wE#7B>hC2yEejAnI;|nnjl1Dz~_7jmUB>UvoC!?K|FrncTV7Un64C6xupy?pf{Q z7;PVwXU5NWU>r7(27>=7;B(FU` zCZIP#!K$`c$&42v5p#D+d?V52G&2UxA-t2y8<#(eKzT+$3}=*@@6{tN5Q6Wjm4(m1T(R|73LkQ#BU!-g zr{ga(9Vt#|I>f40VDzBz!E(d6C z>-;?~aqtOGGVlz&`Qrz&Nw9j&30WY@;-?H{O;=~gJyYCAB!?xj@8=dB1jBm4(dlW@ zj*A%|<8O((IZ=O*rvSk^05w5*j*TviRv6>jT6|0LUw^0;|3@CvRM!%}HW}jskIIwN+{A=;I=uh?>SBCRrkI$sD+gLjP*& zA&_)HtR~zN0$*0p9!cNO8PVsCyt{t>_@)FfmL<(xTWAJb!8Z*W2D11b$i||H532W(Cu6@S99=@%yfo4iO{Zs%FpgGxcAaj#ppgaS>7*zZ&3>e6nf?N zdkuR7J7*oN$C~Y3W}W+)cjnsDPGd27)0VtIo5!C^c3xGybrnKt|8i%a2w)!4b>jUX z6k$w|AQTML{(495d?19{sEY?60Ov~!7)gB zXw`Z3CXKny1F!LSce;KtSm>+36w<+O$p-*#XAhC?Zr7lJ);j$=E_?7b1yqV)55y@w zyY~6_KT>cDTcRLFbFeMr_NOJBAAjtu_~}8CZkAW^SDO4k4WMfTPR(Mb*QR-71*$nu zMY8XORgWQWx=B<;cX=&=HbAY(_!@+8l=-AHdo`xQ?90qJ>)Lr;iKf;?m=J{Mc-(F=5%A7 zcUQm1gyUd@lI$33;ZGdG|bz-<&+3Ku|rI%iJX!crZ$I6b+ zt|T@v{Ia3$=)#}6_hidtvX-VrFi?H}@5spFx7U8p|LGf}F%s`vw#I4ts`n>Sjf%uw zH`}6&8VgAoiRuiJBN*rGn`TLDAn{!;QqO5a*r&D8M%iKva;lW_6?(^l4cbOzO!U&l z_V~-&B1et5F8{=%XxgRKSBEi3$&tw-ExGau?4ugCh<(9g5gyp&FO#XqrW0RKvI;}C zV~Zo@cmzH+f= z(Gvf0EG++6QrN|%(dKSkc#*F-^AVGSgOymYgojr+*yGm&c`ZX^?Y<}fK{7JvDx6Xsr0fbA zE)Bj(>W2Evy^f@uBftEd65A4bip|Fb?LBN$&R7`KOd7LCIP=^}SS+*+e?(ohU;Ra* zHvhJrgo*z++Y^MKA!DI zV1wI+pt^JIM6$PzxOz7{-a@pY`szu4dyJ>W+e``x!;YTWHzDOS|5;o%2T4k3yEgw; z+M1f+SBzr6H?9@NRxip>>?{YHGKj~>82UetnaPI4n+)i*fTCP2 zEmwXjWC7vw6ZBBYA02p^B~D=eD!=MV9<6aHkQE9#Bu%07r2za`G&w^BWokEwoKcmcv^Xz}Pfu4x5cO#2 z0TK;y*IcgecfpDqB}?*ddJNBC-qMe2b1u_@oH0=?K;?@&I4HW|jsD~MBe%8)aUA(t z@+94DEcR%pC80wVP(3H;Z-Aw%);d%vztDj`aJ38zPg7?;d8-Yj<{ z*?OnGD)lBEKP(yX4n7TQ;YP@4xK$t8dUU*-KuvvSRHs$8-=%6rlItV2F0CsP^qdTmuJcyZ5y1+{H3MZMUE5-1zgD*tHc*_g6B z0k+mfnWkj#dT8bE`!h>(&gXx4NeBKDE5xqwkrCC!W|L;eQ@(82xPeS9=ATD!dJ0?TwBe6m&nUOqXt@9c$UTNs1q~Hv2rmC8MUI)_#>X`)kjhY0}H6N7Max z$==18_nHp4=!!xFX8!I-~v0c&`rx43;AgITOdL?kU9^m(T6GH*NE}8N98j z02=5A1s?oBY`4Wtrx6x=pAvH{kr$Ir3*nij`|S^o@f?Fx$i`0sll8g^^O|@;S+JHT zHJ$F)rw?o)1i%3!SgE}@?Cn96HjNu&XsO?8{==jeeM&pL9@OXZsQvXgktc3YM|7;Y zTlpWB++%~x_;}svq8bwdl|pAsAMQ? zQy}B*(KWl~f>851|4A)_Q$!n~yoUJoOG0O`J5;Qlf+0gx9cdCWd&K8{$!t`*@qHkX z!76q&x4G{+!$x+gi}RAX`47r4_zmrz>Qj3h_1CYb6u2~bI7AV)bo^mJtMJQUtCMF3eKzfr5 z`}?qOX)%jmyhh*_{q9cClV{`7>gp9bGkQK?C#I32lndwksF#%IX;J)N3DAYh6Jn;QnKRc57g(?R1Z1AjwF0?+ROaT89|euIrkh2Bm0D-o86 z5*6w_6D%5H>V+z=L6Lo*#`>Q7vroj57?{7nmmjl!3;6NDdc;hD2(nK)PKsgd??f83 zXNQ}oyLHoYimNalcEnmgjUMKoxcjNDqEfi!*~41l8gAAPX1NzU)f#wN49MiTbhPS+ z_}DiRHv?X0V3(!vaTU}qzN;K(w`Hh*xe_1-G? zmm3!dHrbmBtsVIMOT=R;|Iyejn#Uj3SwY5K_JFj&?5{qcI+hkz{8X+2E_~+Sau&u-Q-L zRpox2)A@mc>a}S~(7NPa0-7x#t+{B;S5D0X*$H#hFZC_p=+3@A)ROF52) zRUA4h@As!CW4@~t875apZ{V%o^L(bAIiy&f@&jy;v;2Cl%IT6yxRrE2HT`q#Ub^Dh zxynkAEWFlmdVW0i`A}}bT<-`T5Wyv~az?&%k_oi17?{T8mQ zUm6FlR@^Pum($8)L!y(OM$I0IZ1c5x?yg13&u2+87{ZF6K5M?OnLVKl|=!=PiFbI4(%M=oqECu8gN#&%PAU(@9TpFi{L zxE|JIY^y9F{q`N2+#<6pA-*dquXM{Jj0KifF+6t_1VTKP91}>(_?WD}2&D<}qODg; zeh>avR7WZ;rQ=NE3zO0%Bv<&bap-_4C<=l#hm>eEF%$j}7#6;*{RtMfY2#6` zOLf~K)vbo7zhSgz>NtC z`DvJlQx=HajHdi#lmkL2V7|3C#8oS-hg&5Zo?{_vJ9#7a1S)CF4cC~9smgA!&+j1n z6P*47zib^;xdd$1>f!{66=54!I%G*X9z6n3w}NFwdJ+AGv~eYO8NY8rt#4Ntbw-Fo z>S^98TZ74o*^~ZZ3SM$y=h0gYE^~@i)fb9_pW;8bxPRZca7qZXshptZeh}v^uYow- z@lAKfjmEn1oS zCLQ~$iHM$3IWkHwleHeZIu8znjsu-93u?CxVs|oOd)l6 z=<+mbKHl)GvdG0hByJy)GiCQQg+oZs;r}!7wkkP%;}iTo)J~7))SKYuZ`h4>r2Q)%_uR5zLGQI8- zk3ChQ(_m4Ru}#4ZB$;%;uE2PdU{_IV^4?YeK`GHxWRSSds+l+HeIB)cZop}O%VzU~ zMRYH^I(+i~+Q1W71Jz#?$qlQzEdFjzy5&46m@k4CYclah-VV-A0IjCZkgh=vWh)DW z4g^>|ibRMJxwpsCpN<}q0IDP{C*Jngae5GdKHT5j20A7n=B(==$&a+bV$A@IB9)Y3 zDiu&P0wdLqfu_6(kub{uc5%)r{aIGs^-qQ18SC;KB-mIT`jLgQPKs@Q=lfCrrFi{z?~m(E-P;i8 z-tg?k`2l-@#>ydkXCPHW>tvOl*8V|rE!^Un!of5%$n}5=frUdmKo;{b^8(s3oP~NX-V0mg5+bC`NFolgaLM?4-?kfOIK}-_y>-Pu{ap0xt zRqemApY9EoRx3Ote^{sZaES3R@AT9c^fn`#)Hn$nt`j$soiGlF2A8v79k}j*J2x_8 z`iEtvNO8(n2~j90rk!zDw@CTDUhqrJ3^<1W@A8)zw6W)KfhcxF#3G^b^`u6zgPrgXWpp(W!A>;7%v%AxuD+hmbSB& z6Z@HwTxU762+7Mdf>sva4ESD$xCC@mga-$mS=eEEZP%7r7;Le+*o=+Fj2b@Kqks|~ z(g>=~AM?80GV*O*fAfjaiI@TWs6Rig)URwhtzOA;Mvm3@{F1}5U9;t$gRtNO| zi+{m{%H7O^D;JHa;gj4neaT*=dQ*M>Ya7Y03eZNN&Azl=ECTCN$ktIoB~6D6OeY?Nndnpi+F(=oSb@#U~sUv z*8X(Y!5(qiqt^X^?v1(3yi!Wrc6Kz*%eE@4`FM$@ABtZ1i`C-_XfXUC?({8g!GbzS z_ph(cL#$#qhe$N#qomTH=Vyo>1m{AZ2=kkdTAk%9cqS7sM_nl(UJZ_zFn{{{;C@?T zvKX+<-x};KYKL#q;xIc@`HS^B(sO*ybF3u(oENqn)jumVs!uUTD}P7aU9^(PVAzE~ zyBOKZrmKoQRND>p#C1uk#u%C;qyR*K{&zly{J_2ey=O}ggmhtIRvJn%Z;{g*R$@no z=FuZ>B4yi^z185`R-F$3vc7i$EP<=cNIxm zK;agtkUWG75XE3d2Q57To>`*xVJ1iO%w~XewfW{=^|KC!T@!n2? zwEF)7{#< zS9gZ_t1zb8x`J8*z8UOUOU408EKmA9bDM-;j-OM$YtQ28w~ci>Yj~%I+ju^MW)gl# zaBqfKjUw-yK6(1HqT;>6E$KD!NP}ddIo&(`Rpm|rc}8TF(|Fq7>OcyM&|?Z}MFss8 zpVs#kJ`(M5n?ppJbkN*)(C1LG{E9x*Mr5GP~d1k65rU450ZUb?xWuTr*o zQ2EZ;Un%B(?yXn7t5ZhFgF}uks@#Kz&Gn(noD)5aLPLt@)bE>e3XIM2`%`V~G~Le3 zU9*i^Hx(bsnJH4r{Q~p_Fze1-Zk?@Imb)KC+z`eypatPPL*3ZsQ`e}P$yonQ8 zdjg&n(#(T9aLMWt)Qf8LBdn(l`#FDz?}rO&^mvkF*v-m-6$m}=NnnNJYeDgpHVY3b zCa~XHJ5YX&Cs)jx?(Ztv9T5g`hkI4slirtm{D#Q--taNFm*zU?U!(&-V>)fHJqW_1 z1R+ss&4Rg9t@RDlRCe!ftw@77wCFGgi-1>8DIRceDiHUZXTpU-)cI1KaL@u}TaMAS zYPYg@hpKq{=Wj9(rq48Qgi(Uy3iIUZ1Ge8eT#9;M$Tv+q1i4b>xviBDd1B1|^6wm> z%i3TQYp6-5O1Zimh`z#pSsX$T_Ei^6#<2p0Cihn&bv>N^&O3Em+>CN+Iryi} zw(Qvqz`#CM;jfVE^sYv0szb!Us&e8V{S}s~ucx8qrK4u}I+nnF{kJ z2Lse>k8wg(;fCVWED-BhV8=Hz!;w5n&Xn-ok3`(q3(vOKVq2`%D_na=FUgg!oB*h#9*z9{sYS{4mQJP^h0zy1yUcOeY?W$vgi(0klqxapa z@baydlO&NaK&@KU-ZDgWVpnf|%nP5SWgPxN!0Zy)xb!C=@5YZP9M8KMf}NhPgW9tN z2|w?Z+?x8}BYTQ`tTy&VNtAlf{}^YGsOfu*TnByUme<4Pp1>gj{|YuN<2Ee=!(|7* z3x=Z25Avz{K>2vw(C;3+t3M_fg{+ZMX=Q_7Yhtv_|K>d$z>Iv0dNJZA(5vsGk%)9F z7SWpwqYJXTJ&C5X-@0e9NZcD{p~kgc`cmp;JhP{fBz%eH1udi|v5KjTw8ImoO}WjV zppf+kEWY8zpy|p`6nQY9^E7i^_@Bwh6HSN|hB|-#<;IaAraA_^HlC>26TMIYO?rad z=g0eV_G#w3d`8esEwODeqr^AY62WjmQY7B%D>I^YknLjH26bZx7pWUSOJ@hoNm+in zGQ@7|uxL66CH^jE{phZ>rrFtAwwx|sgpjRCjWFk|D;|ra2MN28sd z8l<~RT0mk*C5C3`nIXT;^PKlR=f}qnWk!BD!|c89ecx+c3rf?(%IxMth~LY|zHAGN z?g(UP^yw~PeRw6z+mw;F2!zr;x?BosAPGuC(Rd4jA_s+F_lCEmL&Nu9t#uQ>C)(>K z*4X_vQ5*v-&!#IN$PA{WBNQ=i8Vs)8u-*E>lWZ3-Qqjqpv6a2R*`#)B`e zOj9=dZ>=Kw3SZxOF(UO53Cc?>eCp1iZXn z>0&DVH!Y%c9gk0a;K;du<0MlvdMv4-VQG4T_YpKrV0D{fkPFgN_qxd4cmpwRMe1<7 z&O627Zd-Tcxl}ba1K+xo0)iQsVeme(g?TYE_E27&jO^p}Cnp{Yodana23w<69sXh6 z-C!VkoWz9ghmfZ+{+%bTPrr&YwdDN6`;TWyn8X6E#=`r54}J{B0xgaVLQS z(Ko3mQXz7MACr;qpj(pze4QV>UGWMgb1I2O(3<22(yWI-9yEXIru|oD<@h!W@@ZTG z-E^F_5QyWMi16x@UW_<0=ErxL9?s*xv|I*9f`tMbVEY66D7}TcJixCFC%$@#-Mtza z-nASCq%KZp)l)viyG2>av1$kZs~&mQH?Zk=_+Rx%cw!*f28eAaNBln%28t)f!{$mX zEho{;J-F{Wx#tF2Dxev^lHcCbnJMU~r?qq`9nAU!JJ0Bhg=ZM`BugVj7??SwQf_w7w1L)krORnn=M16nL4Oco2HaYDG zB>$xv&DElHc(AKeN z^!;;3DNeJPHJ_U~sEOGVB9@3P4~D`I6G?gchzN0#+L1-tz?UhWny*38S(N<=P$K!8 zx@*~Q)pB-Z0cWL-1MWMk6BKC5{%7SVgO&4(!VFY+ zV62BTV zLcj||(Bm3ZW|a@yUeC6HNJ_hmx#rp+PPc3JuJK0NNbLUc>m^cbS`BBzFta{$M>*t? zkdKfX=I(@WLRh`_*T}W&LF-U5p1U_b9+f_{74oWF90)7CoEv#x`OfW!{O)tM%%Y~# zw2q1E<4+jo#QJx#5s_%Zm)eAh;9^xhrT|0D?jDJCp=1$-eVqX};GLl#WBbR&LGxRl zQq3$R)R=^zAaG-h%~4oPKbTNMIC7erlxH*w0X&EgbzX>>F=fNnK5YO&y>CAqWnbDc zxkpnEDq6(*T20Z} zSbCt~5_9*)=^vc_s;jn_W~h|(LY^?17CE~m5IveGGg($o#kv|G+8W#IxntM5HtX&4 zvzFp^C@|{rd;&e?-+6{9W~(u^kXTpr2(qP75Sp|(`$a{P>x|JA@Wb{{$i?hw<{4dK zA5Zt+47k52rF=%=hcYNR1Y(|1YllT^F>W68c1-1f^I^>3SBMiCC&|*?NvvkY3)1Yf zN-=-$=n~6Gvc87oVFSPF5o|THgj1en7;yf`#N48QE82Y%YTZ8)LjME~N0zo9W@#$3 z&j1f!cXE7{%_PoBGpwuXLWlV9sxw5X9Daz)X6r067OwQ|m)+^<=vukI6g26C2Tgvc zaVHbDn^FgEEiEo|>(l*iO{e`59wu!MQpgBS>0t``OWRLm9;-#PuvOY*u}Nv!fIJ|8 zamX|*12cXBpfB|Ft5q5r4W(5ph?V#=A4sj``{zT}hVq)F^P%6q<)Ib1A9kn*Mb`Ny zw<6cix7^mg+u_m>TQ}$j-0%rPS$ROC1th(iV;St9CS4X{D_h+>fW+dsT9;I;!lrF? z_7WU&8X_5h);JF6shq0cWKeJ-g|`Sh;*zBgpF3Sn+r-8||F8TwiLZ{%TFkX3TLhkL zXz=S~V?xWpB%ny%XgLA8wd0$VZqelt(VdJHBwIwXp2{lsrZL==|MgLkP3J6=s{t*DFBxDHPH<4~*dX)i-QtKVbx*OnZoNzNQ8y$`RVk6lm^ZFVC zSoMMK5U^jsBsR=%{$iM0F6IRZh-u5VI1Cg|P1Pg`EzTh6BV!H0`|Y5o@S}eGl_X!^ zMNjd=?01l(Y40!&tv6{r%>}R1=XbJ&G}Z}VgZLR|G`EJqMXET7M|@F6)^hCo@umJZ=`2hN(RHG(t)sQ zLUmI?+j(uxx6a@>KoX@kCzz^CHZ+WA zo`zyzE`kXgfmz`iaCyiL>~CA8<3|Y;H785Gkt3nE^{576#R|8QFkn29^8iJiovDv{-?FjS4zvKbU5_`Tf`ZuHv_dI z;e6}okP^N@xv@l^vCb-mydu8eq_F#N)iRGj*~+dY4$nKM%D22@bRMH)Knim8JEq_~ z)%|?vJKI>$TB@9+2GH9gs2~3^6bn^A4uS9XilK0K))$Gy%DMUT_k#DIb!5F~`f>Dj z9VL+uD9mK|;G^mX?}k~n2xZFs<3$##SPxSGZvm^QukBg%K6Ia>IzN+L2*5{!xJULr zR(Cr?cJT@$?3eKPjLvG>Do|CjQ}uEauFDquKLdNXH8or!|GwnO$y&PJcZ|)d1;o<0 zbd{1u?H|7$k8tunf5@Z4L9Xck=)0FXWGz)5un{O9x<w(K z47QBL7dTfO&0k`ua;-$a>m6ssDTsrljWh2QK&LD~2Ltn#nu7Nv^uTyFu`kP!BQol* zPPyDN(Xi@gou1$C$&t;ozPIgw+m~Q=-jxOrJ#%!S7j`wj!w+rsj&Ma0gg0Y1$3h?g zM8qAY*5TW`UKFs#XshS!M(?u!gC$NtG`cmv-)IrI&NB^5sx;1OuSJpvMX%nn%QFHb zWxV1)2pCp2+nq*b!&%CM;lqcl<(8I~yXs-vx;BeBf*M6DbHPr73NvIq;e!<7)kHb~ z8M3z&3l6>u>qIJ}I6tTA{ijwuMDCt;R#`xJxfvD%`pZJL z9%1<Uv_yFV1|D;=1wgLt8OkzzxQH1tq!2-SKPbd?uVQOQ*J_K0YFX?xd8-V7p&+=$t6#wys#nO$0o34 z)cI}^lT{dTMhycZjwt2VHh7bd)mRwcK~O9+Ewg1OVTcT)>TZ#VOQ>&dVeWSYE|PymYkrTb{<>XIS$ z>6GGzA0Xo?*A&(( zy`y?)>#H!ay?pTsx+{zHsy!jouHRC6r?HGp(B|ZpG5s1Iue-_Sps0L@xG4huqo9(v zwn}B<#4y#Sw)1^z@UP~f7c>jDTSOU{SsU+ky~n^TbJaF|lvt|xh0-&f4n2Hw#se3M zj-)KM)|O5|#fg@Mgej*gSVLLm`Ji$NE_u!~B`;eK$?Z0!MUOY?y`_Bc%%fDgEl$JC zwjXgk<4OMm^gAOg;=#7UilLt5*Dl_d>*_HwSznrPOXW3t-`S`%xGr<6VkoV;I0F( zCasG1y`L0y|Mxa!UpyGD6GImD5mb*l@dPfk`u(tfuT!toFo4fT#}4Q7B#TzH8Syfa z#jI1wJ3E{PfTsp2X25M{VfiMt=gpDlTSokjY8Kca&J}}Dc#c?oN4uY~`3eGg+4#`6 ze?_RCZlfE_$X{?|C3FC8b_=JM-wt$v=e_*uU9jomrIyZ?xzSmcZ7}g>q}w1c48Z6z z*dr*_ML{zeq%7;+C%sDLSCU1T=*b6vG_3{>+>(y{KWm_VQFAKyqxjml_zkdu#@Ow~ zDR*&JK!jIF6x&YLb70i9Nch<4_%Y2QR$RVwQr7zNyxsu}hrt|+%WD+=Un(TSMhaY0 z{P|n?Cw+|JYRJ417SzVaWj`AbVj*$moO;mgP!13h&R^0iJRrY)Gu%}i?EG>|z2Yr6 zP|1eJG!)nrsi6Q>N}XqgFFGNeUR%NN=~E%n-GClUrDZ|ri&^wvC~?;Nn`2wjAO;E- ztkvC%&G+9N?>izGK^(XvbNs3M9j3{sJeLLyeKI`^wSvAv4iCL0wSpgO`*T0?TxiSh z^^7;-S1i~@v-rYgQke`Jp=-O&QAPo%K9Smo?bk=xOb|m;*<72m6PyzZ_P;&)X*N*< z*iMl|BK5+c9r4S&ZtYhjozX{21sp#26H*`(AsEsu4~5Yum%4^=hN}%H8@PLSt3J_> zEB~F%+Dv1*pDS-J{Y@&anfAL#4C6!UsW*uAnQ0J1MIWsW1m`l4A{W{)LlSt}QR;MS zCt(q`pyIL1E2X^k8p53#;NefyC!<%*XP~(^kH7E%OJ=8L5R%mUQC{_wB9LFt%|T9l zis&`E#9PYVH%()*j-GYHQ&|JpEMb<_4X@t(5B>{>x9$!Ffu2ynfGkKzV~dz5*7|x6 zh_b49#u1*P5@v#9m51bVK!#iceW|E6q4B(+qn3t?7AWUI2;YTr{ubmX(ELpvQ=9&< zqH2CK%s!>BrN>A+)29r)PA^yo)J7H)QpeKgCv4Y~%@X^Wv#slNna!)Y0RJq>KNVYq z!F(K-KrP8?2ohom0K@W(V<)~k5YZ9SetQ-OFX9kar1XuPJ7gl zu2}em>Dd8wlEh3DH`&U!)KwRAQD2kLohZ?9JLxcfB`227u$VDtU$)4ZzDM*0gyb3X zWc^9{GC>I&#HHNce>X?rLimhTdym8utH4OQtO+4PZ48caVX&KnZtnj_zly-(#QFxn za0(Z1ni_7wB9N$;|YQ46~~X zQB2bGTB;pnrLrXV{_2Dc2f109u>1J^bj;Z@!m4inWBQPUUXot zai)omV}+7SUDB3e%PX&t`yG+mpiSAf@t~rjuI2>%f$S;vVzv8A^B(#^r$&c2Q-|TO zoGdGRjtdj9@xT<=V?9=pzTrR~nDTq|n09X*)i^8|QBV?-7`w0vV>2&g)-rTJNK6pw zGgi6HG3iY;0O~KK=_TUr^Vhj&+zL-?t)-`>Sd%0^m!+N@$p?)nza}hdhz_yT%a^Yl zfBb_L)N5pUCKFfulBp{-;$c?)%9I*;>+*SHRIRO`Y<>UOu`G@ry;#jP?6Hv_vtE%V z0(2GFZ1(PEEdHh3=;L6*H(@(%adQ2t^AW(nHef*dAgtqKFUpMnAU&qM6wDePkqyZd ziM^PNTYTP3N>JGLGMtBu7Gu#usKJuuzD`*+6o+3>@5LAOKn9@H@);fZ1Q_aaBt>xk zxI(Va;Hce?0keu%Bc^bBdvtI`t&I;def&+T68a3x!ikyoH-#A?EE0@oJC{T#D;gO2&|2g^X5_u=qP*PWM6HSQoGqp|zh~EOR0(O&|XVxn~m3 zjrsH3G=?=K*k@Scr!aJee3Nzy!$7dODlUPpczTd>)?m-20p={-eY)p3Vy@}3qV!Mc zYQ%D)^@V80RBw~V7AoOrQ9L+PQA=+<789SW^U}>Z=GXKftG0Y}FEy@NQlM1vxGDPU zf(Y@N9W_T^2)Fm|L-^}2*TgTuAp)l1mUw*(Uj;tP+E9VyhEy<_jVVil&phk;pN;p3 znv|8@&KAm6Iao}aDhjWn#rOfP;!IhOv|8kA7L2hhXhTOMtA z=v2x@GoE=L+a(J!9>)0qT{o^|<_}PR+hRqDbTt2W(JljJxL< z)+3Td@lYp^=g%JiT0&^V{9?#IMb#j+Jb&{$I^}12X`~?A6;vB<7B?=PHFp|`n}Gaf zG?AW|*;j!Jl0M*;^_qR7=%2No5#caNqTDvGiE$ruM8Ey@!6o#e?aq>omK|ocSo56@ zz=zgb{Air`>PvzMVnRH1(PfppwPJSLA2cxG0k^gBd+vhRe4SJE^}1GSJZCuATY*-l z#yfZS9WeZttBfQBT+eRYm9LY2mFvW+tS(=d^eA_SAV=~^*?IKRF@hqaJbLMYUhcdd ztbs3FO@B&X^84-oEQVcuI%dn7?qzd#ur6x!aX1Lu6lz6h{Cbenlx0$DRY-u9XSVzz z@`X*u<8Q%H?j1nF%13%XAMZ^Z&#!@%yP8_NaWC`;T=O{JH^L@yUW9se_E*!Yp{qS? z<+!-ct8^=SKmC;y2M6w+x9-kI^Ep1Q`5Vi%taur9v^q=LmZ-~g9yI1PI!nQupN5e? ze5^pnE35=6j}ZT^?Moia$VZk?B!3rTYlhR*bZTij_<=*1)H7O|FPl8i6P0y1>zkIM zl}>Ql4;wn+#`o@cqkYCwJ}_04vZz<@BMFFuLuFo4>*_aZ5}75oJT0*I$)H^h_l)gk z6O73U;YQ4jd_7vkeg=w2a>xY`xx6*oz-EZBbnf3$eDUFqjMM=03@|9%EL;=b~ z;9@?aj4t~Ji1mH-CffVGt(TL9y}tJ`&z$n|k(XFTD+{IHClUhTmOPPo-7QsW_gt$! z6xJAX2urz2ekIf*^Nvmk*`NKgREnBa46kUZ9i>)0i#m*;YxGY&NUEPkU4&Vy<0@Oo zs8}QJ%C?vKwS5EgqwkwouM~IKYUXeb$N>*CSKxE;IdqwRjs67>(lrrVNK^7*Vmmf&NB4rl1g ztk@%k1jR=>rn(NPc)OG0DR)%yLE~y$6esC|r=O#xofF#$?Y)P5E)}hC<-6zdzq6By zXUKxa!3U5~PGkn3W#(#JaN72s$w$+0polRfR9R5ZDoop7r9YicCvJj9losTaH|Wog zHwQm$Duij+R#PeIcXCZwLyEyE9>d;btdl#xyUlZ9?=A_k-R4;*7LNPR$ zL7yF#ZI8maFo!iymY!?Yc?%l&4zESuyi-+%hoEGM6y7A`R}<%$8vc>x>p_UJHq zy%SE`T6}pMeX!%5z##YJh0(Hd+dWxxIl<>uo`AWPk;yZ13eG=D;OF=+u6HO-9nPU# ze9ntWFsSf?J$ z2qgq{_m(s+Kf}Vs9KrSr##mbTHPj0fq3Mkmr9vWtLC9?Em%STvrYOI~PCyp=KPrN% zy~px^G!H-~VcVjX2q$NGb)G?Sltt3lPDkog?w=gx&2QPi0P~Xz{RT+zu`J3FxOd^j zH-N~@G`EZe867y9e&nFT2lqD-sQdGlr*zWZU4n(N3Y+EP!^8J-z)xbvNoAiUmCGDD zNI#C5U`s72$u=SY9BA(fIj=sI$$XXM`;44Qfv5<-!2hFd)HE7!m_~m<5y>GZr{Nwz zVdR};ml4PycL;YO3*zkeyyUq3yuuR!jv=a$5ST87kTHE8ZTbqT^4dmjBB6`FN{(;Z)-z^TRsY zO`E25aQq}4uAvr5`5&nYT8}a;JbiY-WtK81p7=^Jv?g#f`%sqtbM@564ldbk-Ld1e zmu}Z5tgR-+!#PPXcgx!`8vpDA#2X~MNN>`WM0W>E0MaN!H!?=xmI9QLOf#q5soWzG zSPZp0c(S6b%nz&};H8E7s5;pZmjZ*+tqsn?l3%wGIE}z*mkSemS^tFb;eY!6|~f-P>%BTLLh-`)bA zOy4n(E^xvPw+Vqf+g@MS&3#M_nqMKmhV3wWDWBf>sBU_vpD%G(`>PSQ$D{ht#ymDBr#vpE9yBM3{}Y#3 zbm|LIb-OJW3^sv+hi93Rr@$?6x8<3~Qzr6t(2y`K+5qY~<9HaS9>G}M!LFi*aUPdI zqN-!<_{MH7X_%$3zQV_(#iaf)nSwjZqc2*!xhR9)RCx6cjMc}pTH(?Q`6SvF?|rtn z7zL6_g;(P_&iao=Uc({NSonrb)4wO$T+0W*N46}EBUc5 z{>b~wF;`&F&250Xp0Oo_0|D(t#n;dH-_Lou+Ju~UTjr}7MGZG^Lq1UJq{)dI z!eoq9<9Lh@h}ac`Z;watO9RCBHq$5c)@46mRv|Ew$_b7rB1`HK3vD2j9>gEM5IfHJ zpAfm*Z;k^z<04TQvfZt~=ihxB78r0irEpnY(K2##cJUNxY2=l0`;5nBi#+22i`)~n zeEGP1>))9Um>_l(c=hF^MbC@OIY*|hOGpX$gptl12nB70Q%h~Y&TAK z);;LokOvb%P@V^~K6HS%f#<;j`5BMAg^8j{sYC`RWp{2zhGuONJM>}~Js+yB2D+zg zHJL7!Ckb^v9SwA+Ny0Ew>gjly9#yV{4Cw*KP7vlI7fbCExB>C+z+cVW~v!joCL=h*(AmT#2%+ajwS#NdKG6f?D&a{QD zyQokBUh2?aq9%1rZ`g|>V)+k+mokFd)w{*FpFKFao=ZgTuPJULB+r<|(X5pWxP839 zYu2kE^nq8sxXI}gTBy?I4;1xl0381+t5Ba{fnP-Vw|Q(LVpo%5BVs7}o8VinRgCZ2 zOW*6`981&HB^(0n3d8kw@IyY=T}DXE3;%1dqVAQJmgX6?A2GKdQDXuKDv&90w{d3g_f6|DL4tNE^0OWPcYFW!A9itox>=I9mz9;&z9I{k%1Go?R z(1E5;aA%ot;lF&^qil%|c4xJe7v&?ODwN|26X3-jdyn1+cDx2P_`wV?$)W|ZMO)m3 zR?-Z)ct2eRBtLg(wqq#VHH;<6pvoMIphLLc@2H~{yWW}vs*4pu7&8vom0--u*On>m z7k)*Rc7PX9DOD#i+qwffwAyT1J4_ip|Q)q}Z*dF?Ytr)m%} zH_Gb2k6=qRTYCT)o{o(18x>2oCUV~|aFTZecAx;5u=4Fk)5(H6tJk_v?@-xjRBLp6n#p+@l2UfLxx0K!#-SmjrQFLvmoD1b`m zM?I87|74>u2nhiR9^HHX#TB;$x1;I}B$fY(&MhvfTkP_3@=hj&-pyrW5zZ>~2!ddL zh^$+4QK3NlqnA!_x!g3JIrymssVm6vwY;%0_t(~W09lSBXhu}NonU5ROMJkU?iMD& z*Dy1f%88~r=%J;jJLk0MuVnKtp7?B`88h#bib&2S_ z1U3y-lvht;-X=@Hgx;yWJ*|e9j$@)0;gE#FLbihj)0MiQA%H#(IDnxMjjbeDZrsvy zKv<11c!ayOFq@FVOuh~X?N51|fZY_dwaH3gOwG~GPVveomhzwYJ3u7|T{oEkVG>5vgq!ty zCl~o^;F;)E&$r~dUnAO?s#gbRuDNFQ_WVZUWTPPc#}y<=-G<*7U8mg8iX9S&bykmw z0{U*sO}umCFaYr0z#swia`@My%P67C$$)be0iUzoHqxgiPQ}89qlqcB*z%NT^>{KaSq$=(`iIUb3Acp!VqliCtbnd3Kh-HS{}-8q?;#p^NTAC8E{olZVAJc8a`I8p&6G%G zxCNX7q|ue}s|Z@PqgWQB8|_QYyLoQiWJ;~IgJdIj{YF4fc*CmczGrmi+{gsznFuGB zOq-3T+G}xTr=1#4IH8u0P74AkC-e89!NWqz; z{~yL+Yjb06oP#~T1_FiL5&*-!jEf$l)r7tNvuDj-RIjYYsCw= z&&@oyc%I`SP4~X^X^gy2)DZ*esx;BGmE~nmyhvz$zM$Rutmk%to2L=M z$MW&gfu}K83OEtxMmzb|^mto$1$)(e8g}p6c{|o- z^X8O%;;BLg-H9rh$OqydzoO&a;hehjwXm$DZ1~IYm!Bldo*R<^3(pPBr22%|t6wlz zZTs8Ag%2+{9ru+sZ0x(7EwwKb^Ho`1TILArFbo<%fBEbmH>`u+W<+n8ii!n<^>Gl# z^DhLXkOA;;!j(0-9?jMU=HaC;=|Z*m0~_sSVu;HTzwu`IK$8^Ehp6byQiq zc4bUi8+8CJj=NyG>xYYY91*G)7n3+Hj;>z*WVK8w>_RRtKDo9X$#-cy!U{yQN@cVs9TkFd*l@ zChH%3yKLzuCnqoZ&f8+(@b8N?^LBT-IB0}BTtse~gG~0H%6)67+#{m=8OiEl1npN5 z6&@McqXb=doexbKwgc2}8lY#X#n8)5$;lokDc`4giB5!^2YyZWbEqR!F-%@6`3o=8 zM}J$XPA|{k@7sJ}U1xvPr%NWwg#Yq1J~=HueDJpl;h#6XWHxrnijBXArFQ0cxc)9^ zghb@xWd4lpXe`DsCaHoR*FajK$FUNBKeXuO&!V0=YtVnJ`4D;pcV;J>3n=a0rz4u2028~M5=P1TL*PyUr<8#bPosWfzdB#Mbm zpvQE{VNq!P!fczEtmkpGIfo|K7LIS%FW9zBj)Q?=KhK0mfYg^3qEX)gwE&`(ek5c9x3${1)10~8+Jn(_YE7GMuFBolYv}vW$s=QLtPVP zD4}qGc^0#c3yYH08+_?04HBB4e$Ke!=LjcqCu4~Gi2Nh$(2PHKn4nxnTtrV{CBeo& z&pKwjqw61uP7)=UN6l_U$dQCv;S@c|>EEiEm%|CT3Vmfs=C=3Ba93BC z*j@N3SCreTbN(65AJLt$oaOwT%%Se_I^QW$DPxr&d0NoZx2ub=a*34Lq>F=`x$W;q z4DKat_j7wkY!NO>k1rm(S3jv@wrg>{$0*k?+LmWV#d02j-}X%HaWzuaOK(JxBV;c!Qo>z)p?aS;U*e8%YAYa`P~JxM6E+)b zH_g_a*7W3!OYM4Id~3Fju19sREaw&4M1Qk-o(-buUBxmeb6^ihO_}6w5$<#!e3c-V zMmJH6dmj#aT*_A9&Os> zr2cr^jVHNXJ`k#r`n?9pvE3#Yz-AV|IVDRVEy?9j?e$|h#eCEqIny?uxhH-h3O}2p z5c@R<74+A|yxcC}Dc=b=ogjtleE4I1qE}{r$}ggmYa-Dd&p-qhs$qJ_Z7bKia0MCP z3v1L~+JZOMN8}||KQ3@xZ`fy_sW7s%vI-Zw>=s+gqq_QVxY3S`Z2t+rxrQH~Rs{Hs z&G@2*j9^6p=S5y;P|LKmG*Ce9Z_Likt>oMs2N?ET!W^#YrmT~=EJqJ+GxM~s2aR$K zD~_is{E50}FVH}I-nF^^y0*XhSk6tK!zJ2OiN9(~{=Z*lHB8%v`SqG&JDl*`Zow(hhem;}m zDbO<83)X=vh9xO_gBm+7R`J6a^7f(gGHjn(pK13G88PgTm@Kd+I|)k7u!|W;9~l$% zim$Fd6){3+dHgb5+&q4IJ+m=O`2d|Ti2Au!M8w^IE!CX%EBT~|)q~}$@P2+y&Gnps z4bt`#_I8i2no)!YGXX2Dic_}NkpV~K;$^S+tnNy-Gd-w#j&$(f=JY>UA#Xp3X&ZsJ z`P!_B1RUk+C@X2Bd;*ZLpR-~YmFkxvmXt91o3Q1L_|VgClvT>m4y9l;4&6c2&5dU$`~Df1cQgFL9|X9% z2+AYu9;5T<&a>WKM%m=R#BS)9|JJwH3%RZsxlE#s~KhHuv#neMeiS?|KVFngm>VEZxUyooNzvo9T&-=a<{`ev;r; za+^k-p{uDD_qdbyPNdcz@CbjL@Ux&+JH*-`zi8+@Y`0XfJ zZDfGoH4&O|i_OGRQbhZ8Zt&S}ALLfi=$!+Fo0W&x^>BSERO=O$sNK24mZurbVfM<+9!BB6>@}!EXDjkZ9wb}ssj*YFQ;Tcb&l*- z)HJwW5WD2%tAEtPv>3MU%Z?$5POM9GeU{^G!jc57kIy^G7TQkqnl~KG+`EpaiMWBe zupj%dSD26mHrbdwi|0^A2#J>=dn8>hpXT^)c5pRai56YzL#U*Nd3Ozn{p1<#-R_mt z>0}Q11$bqMog&&~JUh_aY5!7PLyM3_%f1N#msw;l+uLsr?nhouwBPvq9|a)qvy~%c z`*Lz1uhe-^b5rAE)9Uo;my2Q-s-lObIjhNHuQCfFR&I_&TRm*AmjsyLLl<6qLC$e` zzRQS4pSacD%m)b_Y3Kdz$U;XI1XRbfpoO?h|R^l4>@@*WQaz|%)&c3K*+aDtQ z_ZcB}Cn)s*giRUM`}_O`waBoWLv@Bf8`sw}I$H}+m{;511Dl*Hbo#;)76%+;MZk_U zsM4e=yLf3O&=b`_s?YO>{q)S2%T>oE?N>f2cY5XLEvu=3T`V+Fahe52hC_{X$>BHp z-f+{(-rk9Ds1e}PW1cq4HBt7dIP4w0hf9^gFj^+>t`4)ka7oX zO;qy?;Vo>3HXoI&WS);;e`5duwB+C|ohuFGlBwh{Kf;yK9x3b_Xu>7gzvFw67O}H;X3qSi>#> z?4!b+KE%2ni?}ZJEtAVG4n(qyV8h0C;^N{W3GEyl9E6A&>F5}PFO^H1iq^jMp%j#9 zz-|mtKr+o1<}A08p+CxeG)t&{V`ns5WN3I8D}~Kqj_C!He{n!4x;#Y4_3!BM&Zl5COX8S=BxdAPXoHE4o!@h|3-dAq7Dgi z-NaVk>rCtUkJMkx-PW=MVhQul5L|*x2*36Uzh4`!iTgt1wx1QGy!S>7^WCmS40~L= zJKL8;I7U?-OkzJ8s@i@{Y%w#06wk4W`e;PtdL!Nwg~{oS4J^~){0ZNT(2^fOKkd-Nw4)TwoM zq<>RnxEz-^dlxO+u^oJ+nUtlq4DuP8UxH*}_YKXHLKN78#lNP0PpA1@Hm*dC-Kix; zgGLI8G}k%#7Hr6XW4nv@nqB?}OJs~;>gvKVvoHMIefoXM+&HHCy~k8w#rP^$M}Z&> z;rZ{c&`mErPv|VFvX?yQU+>H{f$g!?Uox$F%dmMEdP1_{LW-D^-MUcJCTZm#s`@Tq z@5JHp%TmKdzwL6aZo1VMRcm*hpz>~ES4v9WvBRBEy=z3dM{)6eIn`g=_L=2T#6nPykic!#kf#*SfKMa-;WhpNsp zS82mdylh^xe|9uKw*-gV7L<-kSY%|wNZ+`CY@EcpZpZV9IF^{FMfzm5Qa&M4{*NHe zmHiL+9Lpz}-ahTXb>;81eQX|GCyTM0>-PTlKE>)*ik~&QntZBonw^e14lq3tnqK?R z%Dx1p5+Cfuk*f-wf>5U=!tV8`p@4W zDtE3@XZXG}wAYK%VaD&eOd0P$DIIG|64b61l35)`|zIm(&Mxt{3>gi;~|S zL#Q5w(OwjnesKwc)!(^zy zgbe9_PQh)%mg9Z$&dEZvN({c1i5;!Hqy@9};Z#a^E6%QgRd)}~Sgj0~NFkmf#7?!0 zUYqaS_d+*=Z0{q3)^7uXnIF`0v|RSKVZJ*cS`J>&Zj^3+un3av{cw)3?)Ddw*`h@d zxJBB`8$fJP$he-wufd9sY6zv|Bofgfw&x4GA;E8$qLu1>Ht1HgdSB3tlrkm5(ruw9 zruPHd$=ag)GxsAO9d>Rc3fzkj-2UD&veD^plq@hm-g>6ml+xXDCW)!kR@=hW;96w4 zpBqwR_>@_4=e+XOXKvG%NsuRoG;bvWxj*0So_!)2@s|2wc&uk!2gk6_c39)nrD9MX zr{~3157h6YNP5279Q>NJ0H8zdYLuI{zOS_F~92bCnfj{xNw3E>lb>T))hWy9sNgk%;Pc%vg zG&!V_)7SgqN)*Xl4rvDV4o%-C30dI#Q(Su=fnT>cJY+Dq1C3>&}HL%oZ`q@1@87 zwkG^RR|`2LM}f8^}uL)R8`NeoIM&dwa)BQsU%@6B}TJQ)_fbJfHcUv(-| zA<*9j2~qbWO1jsaxK3N8Pp?vog&xFZV>nXs{nFciwxC08jcbu+ot(HUp>5FFvZtMe zY|7I<8C+#6KLfZKJ9O(h@!t3bi@8{}YHSusJh}*lQjv3G#VOv{d*tfB9KWpGkaKBj zl+4myag1;})U=kR(P+Bh-_uurQS~W|K@NR2n9MFF-EJiv?TT6gUA)?aQ{7{NM*|&A z{EI2+@7*kw)l2=LF;TyC*_hhd?J#}Aol226GXpt(M>HE7r0F^O142o!9E6(IcI3o9 z&+dk8oxd;G>9!Edr|M~*PKbW$Y~HFuLJMv>Z;Q#~{NFvLe+;$_a6lR2jhDO|<}nza zC*@OQOtopMVIpp&7CF9vtt+)~6#gZhwV3KUZCcvdz6}^4G4NN-Jgv;`(*c$!LcXX(~t2S)}zB zIjx$AA!!0qsOJ>y-*&=!!n=4LmPbf0a>Dh*6bFJv;xs?sN8a8FkJ83`Lvj5!CBeXm z>aW99dAoGQ%xZPc70aCf*x2Q>9Wj}6ed2eugp*;2_g9)zv$+bstZf^VRHsd&?9p8?g_Co! zk5RF>y&}yCv2wJp8!e*BTCTM!O+`~J`)nFwh2F)lPR2R;g|Ov6RPqBN_oOO^GOO(`+qJ!n)quo@UuydOW6WLx~ryaaPfAZq2YsfuT+ z8{yU05~RFX?+y)yh7L)&k3>^Bo9C&JGZ*d%@rp$={;=WQS)>*bK9EeV|5K}Hz&1Qp zECkEmT7Xay$sL3jTkBGLAJLRj>QiwHkStrxAzL@v8^+9Hn%kM{8uwM;MPQy362 zx2`~~tYGrx5ps^PzbEi4lHY17%JoxS@erx6pdJe{>j_k7syVxID*f_`9kGQz^Yjio zzR&(uv-Z={&slC9y!YsLor^kIWk1`#QTQy8y1-4NIsZQI>BMoKgwA9wR-tuqh_c*( zYA)!6v3ZGlx)+Wf4s25pg@%qDvX#3dFN_+8W!T?WuB+8Dd-~tO@W0y8Mh;I}IEi}r zLps@gkM6Z!btxIXTPmcI(O^wLP&piK$v$<@TIC^+j7Z}1$nSmgeBzYj?zwodjiwbp zar)`l3;VX*ddp0QS-|RK(ft5x_6V}rE6iUr2-=@a?&o15&KljMsZgz)==P3{2xo!nk@JQBoCfUm8s{ihLs`irAJGD z!}k{7_I(-h{+r2*5Jj@ctJtuOjLeMkuQ)#j>Leq#TRthbJe`iuHT0Z|YsDUk;0Zjde!hLUci zkr=v5r9-+Ki9x!%loXMU0fz4G6wrJ4Jd6tD4hmr-_ z!W1&ku@K9!zL1VMrcbF)JlbMR6s7;QtE;IwI~eGa`q}f7dHB|JT{%SmO!! z;APNVpIQN88%PT518B&N-tCw9SXn|zD(Xus@)GB2WBgfwrk}z$8n9tG*Z3a;^c(F@ z6gtlp=G(jy`YAtVF8w`Nvh??-_{5@JLDl~*m=iN_E9YbO$77to$ol&FWWw%W0E`sU zc>=cTb<}j?aCaxjV|h5-ICKsaIL#c5mQ%|3Uj5;RH=_Ao?o9NW%uz+espYP^3Q<>* zuWxA<$7dMFT1W(PT3Y8x5wn0jC-FLjZyrzJ{+@&;(=%gsrB=Ksj9elgrzs>bB0{s) zb{gWE-4DI>52n&gEET55Cv2~=rf8gkt252)_J6=`w&~y4*279lOl)(hf)0Eqys7bq?x!<~h9LQ{ZiCJ_AMao&;T<26>mAo0B>e0-8L!2T>h=HHHdA!_fKgs1{a&0Z4eOGUqDh zeU>0l)Y;};Rp>K3SZb)O0m606c78EtiUx6vTDuv=m zM@T8jBdcasO=G1xv}C4@wT8yWcf%g4yD?{t&p|kWTBDD z#P5ULdDc!iJUkg$e+F7&&c7bzvo}Nhy6NBcU*4rv3fo;s;}vq!6$iVbglTZGsYV<~ z{`6f~=`u(%=l+#P4IU=TFK0*nr40tZc8NyAJ7OH4J6N z!aXzM5Rsybr-^O)0C>%p@5nCrXZEvFcSE|^6z;9&p@hlQ)O>*7D<4-IZda~jeGA3| zH#jSacQ@^dC4yyNr(5Sa14XzR`WI8B7Qy%Z{B%aC#xH#?CfhinuvWqMRtTKq{PpPO zD3mrv6NJjhb03n65RqZt^Y~JcVZ3GQ9(@$41taVBD)847b~Mx9DxMG5w>x<6)0)+* z70i+zsN8&UYB~Y-&veO{nBOEoveYCCFut2)R?WCJk6k({1@7tl+1uUPT|UYyljYW} z*R^|nHHo8sI=uYz9~_|6e@D)?{@vv)T^&8FlO?~d@4U3_Y}mU>f&`EF9lAJ-WsyHr zR zh*2O_RRpb$hAnZ^@YYFd`9l*u7TmO0(zW?pv>z3^C_-C*$2Z2Y-$yk~I9Zvi>l#TZT0;9* zg=*i6cbF-KUiTK(v-7yMR`Hg#?lh|sGxQ!6+42YeUadMzm7{K&!s0X+3QB|XdrK-J zB2!CdC$kX0Y-jz#6!VMsOW2yVf3+Pf%Hv%mXJ24dy-q(p0V%jcfJ8=nMKLn@&Vz);QNRAc?94ks6$ z#>viH?J`Iguka8Jn$dMhf@mgD7}}itNKn6XSZZ!4HSrK%m2rZaA#F*}dGnzr(ayk( zx)S?eKFN*4BYE-xV=4)3&7`}MD<~dK=m+u9R~68Q$NQ+gji3AS&Q3_NrA^e>7T5G8 ziaJD*=~?gT9rYm)4ChVfMCR8Q;?gZ|fKXRfsKxnX-x(s!vP0}8Fn^GUVA73W`E zx;s!C99*uhk$-zlKj9|o(;=cPVOecIe)TFK??%~#G@!(6^fwH^)}r*b{AWrjmsIl> zIBai9+__cj!QuJqE)PHg65tAJq`Ncvb5iCoaScnqd;e{3@^u=@antg#_vgT%UyRa!P$#^*Q&Ce zno(CIRZQh+GW-c##=>{uG?1QQT>tpkZyNXIo2kK`fIkRPWZ@-~ z&pVg>F4!aQj4@&^tpPvB*X-(nb;p?az!}YL) z$rhk;RDOvT6-}bAi=oW;9&26u#k{dsr$dBP?fAMn-0*#lz^@Jbx?6G_Y?fae725LBf}wDqyhxhF>W*r%O>4&_p~&=&EVezv0@ju_lsW8(a=# z*t^@?a)|zNzdRt1B;+Uhrbt=5p!`J%`F{l?U#>3OndK6hB&&JU)T&y4{W-GsE^QqAF!m{EMD-NWE#JWpWxy1-(6`oe7$%;RNBac9^cv!q6&$l z#pvh$CiuiDFCr_Qdct57$1G7zq;8Zok?SakdiiTGJ<>C*cKVIrkSGh1ZN)^rv^lx% zBs=TOjVZ$+>DLlpyx6tXPL=zUb5&V-hqJSWC0yPMpnKh|)B0Zg`Z?2IE4l{GCxHeL zm<^FX?gY*nja8}MlW4l;YQE(;OK|8+Nd=!t7tvor^+>f=2tJuXm>WL7=&3_9ae~6* zHF&1zf7tgbGtmwGIt(_euJ1Ip0>9vjvvqy<(!XC8{NBg_x-2pL`u~|=JTzaiv8G~4 z4+h)}U5H6B0wgMvc1Jf|P4J0?+!VjuySC=Vt>21ltqs}jF7b?WfnlMWdu0ux{I@30 z#dYh`Y=vCg!e~|Nn3JcyJWJy@lNv0Y#`$TJEo&V_2Nm!O8~>>!=2q-%>bnevti{J8 zs*%WX7@s*t8Q|X;&)Y%K`Ft3=I2Tg%US$@tJ{^voEBI+we6~w5TiK|6^`OYQkQVdx zj?X}dk>2NiBOPvJX5}Ss_+ye5+CIocy1KZMnPcmC$=2|(bwQb>(b7@zQ7gT!wNEZ1 zjKJGOrZ--uS}{pBzKxICu!@YSnoXWVc-{LzD@ETh$NcSexkMa)S-G1ZSO!cNHok-Y zX6^$l1SJV&0_ig&{ROCXYrhzv{75a?A=Eu>(s3!HR?f8y9L_D}f$;^x@~pwPD~ygn zdT%B=K=@^8ezI23*JWZW?d{g}d}O0+U&ocF-n{4EKK^Kn+!14GrbjkI(V(`H^NX zIf)m}m(BM^EZ&$_PKxww%c`HBg=m8je?`xfuZgx6WJ0Zt3E>-m6q&G$D zHJ>3HMkAVT8Opq!k4O!#m-aNL6>L|-E2K*Xr1{-#zJ9R&Dl@D6w4CK2t{TK5-Zhn9*+`rbqDbH-qe1EDx|C=aY_J&=5p$3ai;_D4wQ`uGl)9 zqwL#_yrg?d&avona3^w7jgJqo8&ZT(i@)v@P_ah1FSf#g!Y~$>yy_=J-sG_;+_hdT zrWrQ4+mJovm#Xw`MvbGhrZCSmZTq@Zi&ryD0d%r2E*)a3wM`&&woJ)f^!Z=O$N^mc zL{5Yw80DvZR>-po^#~(pW#^E6z`1SvlGVXWC#0vEHUzf^0{DvtH0ozcDYZQHQm^m# z6|=y}BkGoB@k?^b#oh8$` zgO=|rsqJfzco3tA>rJPhUY-h^O81$Kx^gj zIY&VjQ@S9Gb#f(-_Nyp*@ocfh?zqh3#8sA*>2T9v+?#C8>TztHqw=#Ou@*;dEGCb^ zgQL)Nrt79>l}o#)qtyeq?vwxvUgI)oY8QOJG_~B2JDJ^eaQuC=v~;JV1TckZqATV@ zi&OJl*h3|~y*ENjor{(}xT@6;{6k;y<5UYd(5bDp*tER;Esxx`+Nw-nmYw@5H`621 zZB!9~u`!ux(>7tZKhvy{P=@9;1h9V@R28hd!}j(9ECP`fx?rUJ@_Ni~q#F`VvGMU9EwQoII7fvERrR;6ZM)(C8&o#|4`##9bCJaq z+yY$<=8~j;pN!bv7}UmPY2##HcNPf2?!V+E#$ih&4UEnCxqpM*6&ujc?b8uaUSzIT zjYUM_{q#MBHlJj^S9;0Q?9HHJdjsX(Ps+3F;DYar^FK*?(f9;y!R=L zT6ghO$L{ql{f~{$CIg7xs*Nds45voQ+^q(jy@gLOTcE54(vGgvzYRF#9P{}zKSz%c zM$8Fgmr@NOPlyX;vnA#C9)r|7#tHX_ zZ80>~Oh$S;xIItt+&7d}GjV$&UT6!^hPQCsUfkP#77<4RK|2>LzMIyyzpWvVXhsk9 zCQ)(ta;-`Z`z0p}G^T{b;=_E90feiUn_r#tsNKXHS{j}{A@pFmalX?@*Cb9Y*ZXf(JZyQUZ;0uL$5$s^TP&mV zyL5GEevLH*_v5_V*MK;gArKb*-ZNy$O6Fil?m2Eg^Pi7&UaNvsMn68Q)_UB}eO&8Z z424-8%EA`b-#%@ya4t)l_GDltT54+h43&#k(ZI#ii0^CntsUfv`TYV;A@-=VgKzmy z!&_Xs8Q8kc;Kqzhp`eN@Tc8YiTOWOR*U5v8*ujKV1C3v}}&NaBOjd(EddWf8*fUf&=51O-BGAwB=-C&I9*a+bb zua=}I;A$ew8xEKCo*3aSsTwt#lKi$*r&h^KT|ak?($*55v@?VA%Er?IN`@lc;kYM! zz|{E_RPRg&dJEJkY;-P4p}onirN|%1dV>nXG4Kf^M>?AVpb(OZ;EnX4YEwYcLu)(t zj*)(W7IflSiiUq0g@7BqXMm_h2DgQ~)YyPkS#L*_YI#+evV&Pj{qh)BPQ7Co`nsr`U}lJSz83nI9nfc9_ojX~@VC-XH;*Q|QP7k^RG!_O|=Nkbhvr?}FLN>H>q{ zHm-D}-Ln?#u8L#S{FczvFko7$_HATg_u6yiua$Fb_CGI^-{s2Q*q1XWPu_b$&;Q(m zH{>cD&j;5mZLs(5$87()P9dKs?v^Mw8zm=V@~FCf8k>-_CKK`Y4G{M=vo*iV?`H^m z)5VC~&-huVKvJskM#adM*nL@{rZWa#vnMLQ>vc5UY8HVon&j^&XiTxsyM3~h?z(VR zCa+i!+2mK6L>iiNqtNILBoy=|M1fSBIlR)4{1FRlo-%0O!Vd;p{j%PfpG%(TJ* zM^H?6Aud|lL?3T37RY3CbYEd^87SZvM~rv+x~El87H)a!h927>*2Zm8ay)&*!E?f~ zFmFkjUv3yAzl#~S)QAljr&n(joKFSelcmV5u+LVzSlqBw`EMPJFoIMfRY` zp{GLSkA2V5u02~(Z~ve~N1vk-s(RbQKdL4!OV4QR)KAA;c-pF`E$R*#&UO9_p>{o^d8dDD}Nv%e9FOVFEj|aB?xB{`iSh0HX=lS?a&b zB(_x%dDq~h;bA^OVSN@>>%$;iNB4%l@@N$TIzh`4T<$Vc+Q&1p zbFnFuZL{e_1r5}m{$Bblmp2>GzkxW}#)I(EKKq-egbJgPvN35|WhX@25^L$;F*)LN zrMzXeug{0aw$7cr7S^|Fv2+ssa;4a}RXSll#2�W4dWBQaLN_yuj1uM^l9F)7%&w zJqC!~i0?ixj42Z9w$p1xw&ClN?h*eVF)-0xdn`5T@RmpAr&jT*&NgSNah63Dx-Uw< ze&}I>WPQc~i2Gb!EOiZ(A z2qf~NbzgUzyb^(OF;zf?3j6-O&4;RsJDQ^8{(N+&b5Ok>fgh~W5=toLXk8ykNyp1V z4@(45nwDCRLkQA(ZF&l)4l6>M6iUhcZ-X=1s@jw|zI@ZAKhn23F+0+4+VdEYY{vU8 zb#@5-41qwfbDRhRL*vv4M%)0;cPMc^XOEIyQt5}hZZdB{-i{aZ>i~4G+y(!(JCK$JCCkW zlVAV2QT+sk!TrtJ-}2TW9W=5<;q{X4iDF6)>h?VPK!v=Gn?bLIR<;zv4(tcv7AXQV^?>#?0yXiaIqauzKL+WUp^FjL3@T zZoMT|<6bHO<1*;rt=TIqq@oQ^oyNX1+5<}qWBz@ z9a2VMJ@30<>E+{k=WAKiK0PJusK56oHT~_0={B6(ip8tQ^pTK?rPz$UHNU+s-tY+j z=e<{E6M{{Pm$G7SX(BW1XI$^maVJ^Bk{F*{VtqY+RRde(%^1AutDpl4rD9Q^wF=6W z&;h@}Zu?5KDa9ZChMxCYDWTCyixc$H$`hC{uHztI^YA75Tj-0W?X+yuW%Gxp0`j`k*&X?8etT}}X5|dnJk=$`g^m}%XxiGDuowf1v5k*-?>JY4lXYyP z>Ipu$HjYPOmq&zC%9PdJO9kg^a#?FC8g4M(`^O$(d#7UIr%3zl}Hd!7+KiXvmA{4z@D$I`n3fw-G}Eh@@~mo#KV zK*1TM;-_8H7lfsB(--C6ljDC%@Nw@f1s!{PrmAqcf3X$4faqAF+6WTIkG^$JCZAVT zAg3vLM@;?m$#=EK%`5c(1Xaw|b|1 z8BU`0XJ}&4&jsXachNgce=}gaogoWq)%c_Y&hgrbEAxvy;hDG`aeEvo7&AQ_A*^K# z>|h6yI+^11+k92)x`w5&tK<(;tQBQ@SQ?&^fBt?G_AYtCHzX)$$caRToZT0fVQ&C# zjuG}0as7U)cdYp(1l*CgAO9f~^x*!Nzxc&37wLeuLy~OCsmcf)eKob-{`;y-I)m5O zACUt5v-@b$CHwqERwdV}2J=@<$zfI6)o11JkSPA&cG*N3A-N`U2Ki*0R>#aQnTYYF zNe$V^Ms>F^P3NUG*(>veQW3mM7@@;=m~j<>%`817 zmiT%U+7o4kfLf4N52KAaBA++g1S8cpXmwR!WAcKp=-}~^tY+Gg_3)lgGf%{V zQlEjzVAOB1#3NQimW0LsWPAB9&trC;jVsyP-?G+`WqWxd`~1Ya-L=d~(RxtjJ&+{F z`KZ*W37U~I;4jx|u(0o9)54!@+I77018AYLXLJt4L>O@}6{|Ev`*`?+d`H`3^ zw!k&QXVj<=raQ*3dvAhw_2DtZL0nkyc>zjS*1+f&7V6r?LKy_3m*Y~OgYs%$K?uk> zV5af_Jy3;2v1*|&_h|en>tPIdu4F5jh@1cI!`wSCx z-m!uX7YR#ndM+?5d9E>KS}y+Qed@2ol~tW1`&GfsbHyx5&krFS9iFyJx6i-hi17~Y zq-mVES8RTgE83-NJ;A!bz zL80XFmh0M{*sAK)h*Bl=a`rH^ckZRk)5^t&4_d5b>NVi((yk(VzPHdB_SkUfUYo*0 zT7B`#5`i|<(dD1KC&cebk^%?FkJr2Anu;RM#D2e%@!g+pGy|)1k3{+ML@G4-YFniA zIB=y1+>i?isv*#3JsdH* z221BUA6|nV=wPr|a1e}6AcgV8^hI_>C}Zy>)jDa40I;ZM7=~z9uDA)sw0^s}G03z% z-i=snMK&@27b2;h&s4EP(i9?LWj@6>G14=}lJo&|crv=a1)nG|KFJfz&+OXvZaT?p zy(KQhO)*#I3rV!T=WugV?$om2AOB<~_hn!4z&;~=X;)-l`6Bm!1UiyCtQVi&S$5#y zhU!*P7X3tA&^(#_;lIEY8U92X-A;Y{BEJqdqxdgSotigL2QQ4*$FjSsp>J|WPVJ;e z*}lA1RU|kxgs`bE>%@Z(UeE$Cl~EOwCRokM5TvDCYItTw74yNZfEwry?rZRVsQ zZ|#T;%yJZ4*6JM(U!eWB6l<)$ea8e8%tGxlW`!=$`7mjQ%J^eSXP?;mk-vEj9{STw z?;J*Xc*;sRLZq{`g^MxqoAU#eS^mQQG-{C4^}g=&L6pAV-z;jrhUlwY%*8YHjpP9U|to_8~-Aq3V$FbO$TS`%jZ zS{`)_3UU4)EPGk5XYLZx9RvY-?gy2f9UWGlEABK&eM9^gu-~Umg<8Qc9HQ;R^ldbc zAGLSM^VQ}FjH!Q|cz9A9b6a@^)@Z$N@t)R|@N>?Qa6|=SDOIjV0lh{5WrtutWm`={ zWnO~?y8rg7os*}Vh3%)L`=k3OD5yIvUKY0Bag0(o9<<(BN0n7mIK@JiW6RT5uL=l! z@9tO`iY8VnOEdgBF8iLS6=1jsGv}bRS^{VC&F&s)uf%sjGV^Dsjqu79NpN}~Xw;EfJ&UJD;!R>?|RJ>#gTT6_ldGRf3WYp5$_n8du@Bk&V;bXNgb zc((NZ2RCYk#d2zK%{U0%0$-2V#ZTW8Oq{MTMrF-`U^Q9@;elhbO(ujOkaKl_N4?jG z@Y2B)s7n&8U`U=Hs&&^tdVtn>xRJ!aGyINfxzJHA14U5=Iw7b(oCC>NJPfEO*&o{X!?EiOQ%zq=rz1 zxzE3FcFqA>Mn$;CF4|ja9N}*is8yq^S%nk?zkVG)>Mu04W zq2lQ2v!>=xm~5{ZThcUWU*IMjuUG&e#_$lor>`{%6RLlKBc|%l?5)l}s=F-r*W;)u z(=C&Rkq44Zw#Z6s>OXLIdbIsH`1B{le(>v9ITl*+G<3})9?0~YD)b99Ze(u=zW^Vd{{G;RX5 z;UH9@Eosvl3yq&IQP>qI6d;#x8+)j7Kdh3!p@5(99<;QDF+#4lmUN%YOw`4-zP*dI zO1Vj(6brY8MXagjarO)s>>js6;;=~=$H}%v{8mLs+hdQ|9oB-m{KW6iN}#9PYLP$$ z*_^kmhKV{qeTTW@y;P#t`UItKMH#=&A4V*6Lo|Z|if^7=K2Mg&^vtFC+1Z63VRfs& zD?IdI4coo0J+|CG_V5u~{xylTL~lHxgNKYH5YN(zXNlEf$=9GA-5g-^P7yx*YSDOWn3!oH#_Jjy6liwm=a;FZqA_oVti)n? zWag^&tPHEWwa#g3pSk|lfUe6Tx~s=O{~GddvZ54Kt*#ns$3}nqHO-RjF!Vnhv=31} z&sex@l`S-21K&zY!p^eeu(cw}iD9q5PEg5~*}O@FkXL*A%aEbbf;97P+!%&ly`y6WO(S3a-XbpyW{c1HTA?7kRNrB7>e{JaHNq{`lN znzc&&X!*B9HVxsG)Yp#)oSH}9{QHD0ibw=j8Gwc+Q$MFsM!WRrVU1iugqWLr;6z^h zD`Mv=D!1wpFs{3coC^ddp9Fsg+#gGqC(gMX^Bb%~n}`^SN(~Tg($v$jU=$=$^4ZI( zQ_Zt^+U8h!U^GSGIiNfr6&*^g{y1JxRR`9S2+}q41nVvN3YKO2^AA%!O?>;Kw>jng zHqSzuDBA?P1uCPnMXrBD@_-D)hG{GK<#-o#sQ%NKk}DrP?}cocZCg-@8Na|LzLQX5 zu@PXy1Dy^All8C%5&8YoDd08Zk!g~0+T)Ys#FxadUlpY~i;D0LTGhLQrPdx$a8%*= z28f=jamk7f%F`hMfosZ-M|^*C#4m`gtZeE^hz|V25WJU+JcmD0U3(9NP>xENX&r$=z=FBJ1g^8#ZvRy)fYkoe zM$!lCnZjc@En0r?7OsaU2xCb64`-;Nt$T2d8BkCaS3L8i7Aqs0vUc&AL{zexO0FCY z&Cp}Uh!rKJq(za6-Jj3n2%I`BQ$A9_>*z8_-WU9bmmc+`M>Kk6+U}IsS6G}5v5>a4 zjZ>>)4C2Z$Vd#g_s`fxm#)q(%+G>8NTUj|O$tNCg z=HcNGy8O20e|K=-uJ)f5y#2!_z$P45`Rj(QZp3w%#Fg*c=B0eWp`ThP|Y$M3`YTBu? zuQ&5;Mzu%HHza;49J3+<8G1&IHr_`emTq4{n)cypCQX2EOSD;YB>QA5sV(gbug~30 zwYw#;nw!5ZQlCfiS zbE=mUUn1DegD=_3?dg*L9+N9GyTTM*^7n9>pK=F135_UzqT2CH z_|xP@kvqZJ4b)dMHrm%ff+YNFhtyAYhzmWg&+lV>{>5wGkM-R#Z641DM}^O7F~cjp zw3aQRd_pE|T_0{fukCz?D5c+j&f4D4WRA?JXf;4kWHlh8El1#j zkmdOP%q*{rI)676Sljb-PWtp>64VJBWONuC2R96%8w&IT$tlC}qi7Fr$8mWB~K0 zbu`$S)?D(#Zeg>pp%L*>AKh~Al3g?K4(YhDGlQHLwb*+Hbi7M~94gV&>$uRZ>-tKA zO&>Voztjljk;&`g(5(jsM4DXjgJ5#QF2Yf)Y4PHB)jMf%>OMDZ$5Z7<<}D9u z=<||LSBV9aoni3dO$~vt*1jGbl_IcBM1FEin_|`9FgD=kZmib6S+qgGbj!dmHWfQhUeH#Q}1T-yhfN5y9UpkxrFa zILZKGruxFw6YT@E<{{LMnBi1Ve(M(c`$uKi`W3po*Fzff!hKjg>P}w8?S+I0oN@D^ zWba7Pck#h zxS9P33Y?Gtfn{D|Svz+!q1Qbskj;or)2lJG0t7_>Txf!QwteZleZJnooN1KWW`>dO z(3tn2mNOb2;k&+3neR|(1^sgRL>kOI*0;#`cRD=wrc0sj{k)sU9)&}pfKY>(J>#~ zEcDUQx^AxryfMK=&bO^spQ`JaFC(`5FykY@@+8A3ZwgPlB9ksO{E$-#m2s#VEy>Lo z#3!82pKfoRohv3KK}9u}s90p(1JMgLs%7QfGym352qdbx28MM|n*G#3_HE6SPZCu(X8LE=6d6PA8P1-rI1iqJNf9l@T=~RFPwDn#T4+9x-u5|QKNvXEj7rg z>lbwKycMGwsJ2?(#21ja%VSPNEdvon*s9h&LmXo5@%q4O6Q>4XW* zA+<%0dvCb*7Bm*N!Cd`Rme}&vq)UL^!P&jxGjDM6Q9JMBGo|*&tTDGU&GH>(s)_gD z)&Gpt+i0GAK|SP)Gwdty{`T7q88`EIm#3B&7RAO;=AbSTzx;Q7GEk>OBTFfpJ;Hyu ztR?h!Ti$3a4OobSue^!eCVl`=CTM^_MIO_0pF{k({ z$Mzh_;B95giqI22eGch?HT#AO{uKcPMf7L}%%$cZZwuc$CQ13Bzz{BsQZRoLk>R6c zZ6f3IdwVZD@|uS@)XhODw4Jif9of}GNM(_vFf_`JYeEc|P~G6)aUT0;5?t~`@M;&& z0re!$Mgh4iOe;o3%WHR^H|O79j6Fkfgh$a0SlATL=y|$7Eb)DT+m{2xQq7ARmV*<* z9@wL|I$FVzyWC~aE-2#gzhW--|Md>Vsm)Iu_g2xBwyHq559>#UCxPF$%+0Tj3ig7o zH#fnSq^SWg#*Xf=hQWASae|%Z_lxGISsP=$BO-^b@bgSkkeL(tZ$0$9{9T5b4s811 zyw(|0l7lSEQ7FW?Dn_`^KXKMb~bgF|0XA^*n}8m z5Em6~_UvUbbeU7?6I~BQeH?1=Pu8cQ@E<^dX2_g*CA93W;We6g0EEq0U*?M3o=}sf z1xgRqyEE0zh7_y?+g+jvrOExIQp`|f)+%upGhnVa7s|Dl12)}fz0095^xCYx4gmJk zpIE&f6L`a)I(n6BXO^pIls$r*$@MC`u7<23PxD@#*|vXrt5QexGD}>{-3H}T1QaEI z$(j%$W8EXE>%#V0Xnrx4k9l~qOg$AW!6^7g1RTBWdgVWXbHDev3scq+BxZ?Z5C z6NS%Em=tLW+&eR?SiKr^m3HN8u#llRyG+_{^bgSgc+FQX1%4kJUHJ=KFBMa)-|h&# z*3}ym=S;+M!l4S~UrFeka(MraXDWL|oLpE z$mU1n9HymHvd;s7{$@^Vi>@ol(junT%rX)Pq9tReCG@y*Hke8_xoXQb`W=c;9#7U?ou;T|orEM2rp zUv5n_baJ!POKN87nyU|9Of>iFu}?#ZzWpC3PP)Alw4b-iHa@8V4WmSBE|;gQuZmaq zt4+pvVA#>Z2bcVV12r>Zb}hrq%A+|QR>t}w9nI6j2YRGW(~o8J!!@tcz=)_{`uiL0 zrLEqKEX5V+uNpRQ#SLAqfA=e!rN?h2UqnQYusNKW9SMg(WChlqNzfhNXLtuEh$!0( zzlWekKNTuDyvc6KYsS`M9njL|cyXp+I~5-QJgz>A_F$ z6+aa{!Xh9H#zO;Y`2QM*8B~&QWWm_*$za91dgGAE0G(RLuDO+<;>i7a)m>rw{}Qyx z8{hqi2Dt@NT9r6C38wF7C(J8o zuBh_zt<%!`FHqW37;`>c z#P&z4)J$XL3jEofDtmg_-k(n55#QIG+_r{m7OjRMfEe++-K8hzSk;-Z@WEYuGY~x& zmQ)f|2ikf^%K%WAP|khQmj}&K{|(2_d9B0atAM(O*}))QXU+EhM^@dZEU(PYzW!;+x2k>T!3vJs zmFevn-;ZL%)Vc8wE)wS%4ccwN-`cbq&;eK<1(Rqii3;C!{#MaV(Nc#P_a%5&Tlrj$ zn)5O59+6}L#*{pQ;QT&J4(5afUtM=ivd!@0|3e*})-uajII|s^8nWJ_;TDsAbKqkL z=M@ytUxFj=R?SpWXz)F5I<8g8W_`m8?z16HK&|H8Wd(vUrm5Duix|MO4Qv1y7V#im zL2AOJmXZj~O&B8dL?tT=I0ryt*nWP2i&uV(asM=jgYTe1oL4?#BT5W3rQXRqz|B9Y ztZ<)cH)kPp0nm1}d!l@hTxA-AZ$#ZFGJz9=o+ew`5`K9}!*7RFB|ZZL*@xcu2(o1c zZ<|-vnPM1KkGC_C=QjR!6s(i~Xd*ImDrlUI%%{ydCFWWov{I+ovLsd1I8Y2$|J($< z#|x05lS9VW^yx>bH*ql&hL$|3!VHfMnC-KFHhIq813j2+{fkUM0}Y~3k20Az)f{Ne z=q6EY@^hKO84vt+MVT`*VJD#6&G29{v$8BXze5*~n2_a<+tdIY*v<+bl`H|J^J!D> zQ*GOTk4{~Mr4!Xp-ps3&c5Mueg*qsdV*p+fo3Ct}hY(3!q4rhOM27AgknFL(AX6~A zPQ>&+QE zzCj=`bCiFM0RL(=UJTD#?(MY8gd07|vL};>FL?dewR>ZzeC%cuyq3rUX3@lylymf& zYlQ6c?6lqL{G}8SH9FYrPXI^0o1ylWY>l9T%om}W2)u2Jz~_7IpE#9u(#xtwov*${ z(SASO{B)rhzFqZX9$;UPMdkur4Lf-PmM11(pb*SB?7Ana0oHPg(gZde036^YVa<)^LJdKRODiT_ zRzHI>K?p&eK|*+P>mWIr`(+ETl!ZJfB|*yz-e3cQq032e>;%M~WbwwulwmTQ?rla5 zbp`6o>u*Cbkj#D}N@+_X!!hUl z*Zu@%811%ueH%Laykya)zZFsd`mVZLft)oa@3^4!V&UWUg+P79El%fOdX?-9ir1QC zk3b1uk6p1k+P5eVajBQ?DMH_vGqb8TC<_=SxJ+D7Kbu4n|H3oKDM?)V8-)*yZoqsl zNz9|(_#6c|Q!c0nCo5j4dMLqwN0XDH^~ZsIgeKjQJ@%ltOwp|Ue8`AMhfT)ad1$hy zU%3iH*oPT3S|h!ePChfq6&v z{?0eB(qNI~-|JK(cfqfDv7+M+*Ls2M zzhAIb3cfN(|5hcqLL^<=PQ_YQcqEf3!ErYF_h&Jao%AxLS zX=ztIpVCUa;>l2~ca(hyZ`By7Q#bYfGn2^)4g78JAA~ra9UOQ35>vw zNA$y_kQb?n?}OkuOpS}L{9jGe3x~S;)%R^de!%=CJtI`i?uWB!GOx(q$Y!8 zCk2#1kB?0gET?ExBkJt|;+EV@X~|Xg2~2Mex-9G}S!ezn&8&%(z*^60-Dn{Qe>&ot>LW zvV;oCB`%y&A$k_k93CFRzsDCtaZCTw($1U78F2K|9lgBV>H>a_%LtLfrxRT!qFPA} zp0yNu$_+dUG4equkJavw%lSFs zJai~kQ9`qs939c zq=$NpJ2F-^ppYvlwg2yRIWfVer+K7M8?AetOo{-CUTBT*A)^VZ8W84FEZcgvEm>~G ztMzg#ls|w?2Rm84!Rkk*?(j5>7c&xcia-DcfCvA71E%YKg%aY(ua;r-Qz*z}UUEjML0Fv)#QvELyS&Z+oOc9@lHwAD2WU`^M=5mbjd7-1a> z?Dw<+Z){V(I%>TD%a$ zW^m9JfpJ-AiKaBO8W#mp(W^3L3f*D(ha`sBbUGxOa1ZdUv9F zV9+hre3(h&WKT;puYI37F;R*fcyKchi1g3?46N%h=8Z-#B&3#jf}bTl7X!xVvr^ zcaiIrCFffokJrl@2d`;9_QoT3Ed`@KSD}^6!33h!*~0^q*Y1nhdd>M*e}YqN9SqtK zqWJUDOA52+I1j#N4LsgB!5L`&qIG}f@GR5l0NCM(_6a60Mf|PyQC@60=({<5qcjf)E+!inf z#&-iK8lYM2{EH0GSNFeU0PDXr5?z7oTqj}R?>&~-NvA`vpLbx4ALgcy=2?s-^Aby{~*9WT@&>kM_EO*|U5kt2b%M1_g*b@}~V zo`d)B;{kD)a^y=CP%=#Z1n9w0Dg0!^pFhaG-gBBW!!Rc=1kKrr45?O*orIu;t)WVN zc$(E7Tf#`)qTvs7%-Bqcqwn*O`;N~71bs6ku`K^SDnFK|G}dr^0xihFp$Eg)JuR_HhO6eVeEEecRl5bgA0%smQeFb2f^p!ppAAPS_dDN&LWQJ;8o7 z&E=e;mg&D%J;F!E0?T(m3+^G*YL&X)PpG-c@nr74$@gdWLu5uqMS+Wc+BAWk01>MR zWFs?64o^KxdwKef7kn+)!@-|%zbO{3v^h~}(4Q?*oZNWY445Bic4 zpSeNyr}XkP_IBA4wjDweKZH_?zHL}W2%G90?5qyBv=(HO1bmVn;214kAY9NB#UaP} zyPgC@Hs{tN&inDBdjPM_-w4&2+kMj?vDXY0mob9k0U5Krcx`NM9P6NF@9|{b zP((=Yez9cAfwl+2XTpXL-epCzfUJing18QZp>Mh*u*Ulz0m=Wk%IE9L5@pIx2qEQPy=*eW(#`t6gy~%L%k$$J<#hb+K;n(r}^|?M*!#2?YgB@P7RN z3QoEVC$_{sET!0722Q><)JTJ^GKL6@u#J;LDpIJ?@YC%9a6|6OQv?yWBHT(cKw|9j zJ-+nGQe3~y#pR?3$Nlr&@NefmN+q;gmOe2RHikKVV@=j9L&g1EDOQ@GArZDs5+*<4 z?6W|tBaNCKmD_k0pipT+2mis=9MxpoLA4);iNI~iMs;_FQl|HANKpFM zU(w5)pS1p&t$3(D_z3uvdN@Y7aCFLXX)dp6f>Sa}T|urXtRCh@FdW13E+9K1B6V%i z#ZIuOK2Xw!P?1K=1_MmQiF@!c-el{+vDVsd!% zlSnXwK*0LmV+Vb~r>m?$$@_^bCZX1%Ipx61iVO`W1~!vOghDzFBfp`5RH|xhYT*Px z9#vm)b)kp>osHV)&a(y;VqNXe8E?nQ8^GvDfyc@*m+upLkBW6*uPL`zHb)c6wKqJ; zRU_sy|LO`*vkB?U(%u`$fF%!*9RSZQ02z9A+^Hxr%K#Ot(pOIf4%^($anWG3jMSc3 zj4n!gS_P|uXS~VeG`tRuHDRM@mlbxGO-)C&V`yRVD%?&bmbJeeK|utVMx!B^m-SSN zQYdUa`EQCj>iM|!JhWJKUB#%q0Z?vxHp}JY1K>1w(08!cq1aDN&Kbj z$tBiC0@Lb}yv=gsMP3=Qh$~`JDNGbsie=0f-RuA)>D-E*1egNhM17)j^zQ9H`;a!) zo61ZqCBf0}H&(Y{laJ`UpBXOD==CNqD+m*&Y=`F-rv-$U=#2nI9__DPqyhtfo3CVF zw7IEMTJdmPBqMPkq9akE zmvP(xTO=mnOb}diP$oI$gWD!JGvCIiWEx?@#5eyjo>R|o%oE0trIl#`EgoMt@cAJv z$b`yggN23XTL`bG3z9$-d_ty>s&s%+8gI=kEiKZ)Us4mG8v$8?P~suAEfAlV)C(;! z&5f%h4{mtL?!XC5r|d&pmv$Tq5Y;0Ufg1%y7LQT>+$S{6V%FLYh_Es&c8~6*3Gpr2 zt*!9i%vjsgiCDSS80MSY%*qp38$DvP$O zxW3Kh;Am=|q6ix&39i&n2DbZZnwc`q;^0r{WHKt{d}cw~kCPa6rfHs-ey-Z+9@ZBR z!q0KWA5TI@WljMo`^qN5s)?M4pXFnB-7fG2eaW0M3sszhl2TJabo&&;vdgu(o#1|& zHH~t*02G8#mhB>AJp#ABS{6mydC@G!3SQ=p`l0h{^F}zDrLk92D6Yse0XmAq$*;Cm z#J)Rr{Ef(@jY}b2LTstY)9Q;|YwrA~r@R55{%xl~O$^iIH5Q zBKnHKH<+Cmue*ys8NFc6h~K`90xDg1+>3Y|b0@EwW*Q#=-1@(yb#MTUU;hfopU;cM zw*mO=w|L6E^#u$vRVq+m;IbvavXg=#HK_1BR$)9m+TE-#JD+3ZB~t-glTnW08DOVt zVchhuw8IOk*4k^cz04|*Pqx*GA?9MWssx?VeLv?*;8*APAi&_vnnXdMoI|xMN+-P> znjb4JS&4>i&(GQQ!Ubn3VEpgBqxL`d&f%Guz*3NDeL+1HQg9=&RK)uqU_wekLH)f} zgkHJ;Z+$I*+_;2L^R!}3tFeH#%`}zKpHY#OhM7;4hpqchD2KR@FA;xI2}@>L@oBSI z^~q0}Xc|0^ml?daC8pzZxZc!k0Ks=)!45~n)XVXz{9O1#D?&<2sc*^bX9Fz`G}Exn z#G$D97f64G?4b7E#t&$E87AMh-up>BKRt%IBeiiKsRf&9*CXePb#%{4u43o_U{>OJwufzMr zs|?5n^3toLshrgOU64Yn2JKwe6m&D77 zqr~urB`;5{`WuJVhl*s)j%Z~a8*|jS9S0}6R}*nXnySbf-OD zJH)dyjZVtM$W9@BOAu&YWEg=vQIVS+nLKZjc*cAQ>MkxCNol0Pk|tzWoIv8%@7ZeM-7w2NbnWi2PEE$gwL??0GLuRqP= ziIe~`WA!hJ8B_kMTfG@A)z~-CFU|#y2rV^6!!`6@2NszV-_KFVA1`H;d=HyH|A2uN zpJJ5%Y=JrAV-ryiWj?yn;g>U&v=`69bFyW7xe91ic>!0j~!zbAZ&C zny$TuO54{I2-^xQ_<8Ny7C^e~b-(}CYzI$;&L|Hfl!#n~F3{=Rr6f7eSFqN1Dn28< z5{4KVYN2R=)9U4ZFD;^oCI?X^w7zrOUROjdo4p24;;xieHwe*82?H@Z_-pbP1Z zWxeD-OrH&9tcvpMy_XJ53W^OV$pzHl2}r6aL3PzE;T)LBR)74-G};Z6MSR)IxWAqI zaR@PX{)m|F4f5BP0?P5jcm<+eeM#$XCruCo3c+dW~=;mIlpRfE| z>Yw9UeyFf9wk5|!anPKYk19AjmKk32mZqb_YPhD$51uW>gDFWCvVWz`EnOgMtIh$J zkzHQ<3#>o*C=Z_!mEcJjMJ-_(XC1i&v>DpkRF>(0o{0uW9cr#~rCs`8)|~`^bOI*n znKs9?VLd-9M0O8@ZxNf201yBqaML~X@GDqTMp?;K7J`K|6bCkm0y2m+cO@po`4UO4 zx=txCeuG_eJ#rp8snqMBQ~H;yZNSA8G1Rp;Bf>OP+V-Fp?!^MAaczpiuM zR~FBUl^~`dq`*szzRwNvnP%mP;hCADlONi98XmrYHUOf;`24Qx>bP-mF=XKKYB%rq zjj@(|wG9lbwVKVsSL}YRa8)I8H9Lg*piTqA?=hXmQ=6uC7o!8lY`XGy-|po(fmW&fii>>9kFlN z?=2it?Gp3RIg@*;Cwfp zZrQ8FE`PJ=!>r_&o~IpJGgC_$6>ATl9>XD$C{+V#lXn4Aa)PCXPNoHY0L3K*AV#ccx!18n!wEVih%~$XHgkF9XEcmB5Z0w*YXSdjoEP7U>#cqZzXu9z<9CQ< z`$2?*b60iJZe3a#;`Du}nMCD6fzx&EFxiQivuxp6qeN}5fbgl4eAYJ6<5=C7YJuxb zi)R(q$W`L_N^>ErgMEG_Hc|XxYQ-wu#y=|gx7)T{+p24OE`lT-r?u4ABIRL{C z%wHdUzoNC}6rUAdp@p$qz#kx4F~07nwNe{1@K{P(rp})IfADn~{rhKkc5^$miky^C&u0Ix4F|OQ-qqyH3@Kyi&_%R6K0uz!av2$EtM+t!1(J@Z*wB{^0B0U9$KB5(^EJBqmu4 z>QCC|1yl$*c~wSGM(v3^Wcr`e8V9%?yCIE62_7>)0kU5R=hs2ZNDi*8JGugZ!M^K{ zx6Tkz^t=7ZZmptd(6*&CMSHOgf(BED^%Pj^o04hCL!pcY`A1C34X(1b_-yIp4W87- zjS6g zM_G6phXS4R{qyndhFZ-LCyP31Uc+%>Im{Hb7Ux&5m!BtJKGRDiJj~20H`0JuHYbxt zU7+TjaSlrxNuopesJ2sIX_#qYP2cAu8V>{pSKMn6Ui-hH(`#Y7Bff*7(3*|$Cv&A$ zyzY+wWOn9su(T=|4q5Mj;t3AF$8mti=|Omup<@{}v#saD7g?P(HQ?EJ^%}_DlpD5K zn(^!ZIj62Us-$a)XVyh8usTxkObekq0me)I_R>FMOU;v8oU|7X)utg#R(wQth?(A# z{U1Nqo1#AYq*BDl8ixHmyF&$*9hf3ckMe~IBXjweUcZe!jZuNO5Tbf3nhYK zW~_-vh{Coq$HviGcx2YO@+XI%lNZ!N$R$f}< zVHVFf{)e8o|IQueAb0h%VSqpy z7FG-!jS2w}yqbpUSZtKP=eu}O#7*80vCw0Kp9t^gDW`~VCbmZJdstAnv+(x)b2X(6 zv>xvt+m?H@+ler**&{$N8`RqzGIddm5P70ElktS_^vByu!SW=T*Db0PpGA3M!S3gz z4mj$WOs-mHbR0A^g9uO-)!GP2OXWPv>08AMHFHS2#!d2BLw(`v6R|%hE;qVj>W*=Anx|+S=NR;~WRXT+%`Qn(-K^)U z`aC>J)3RPH^PIb2dswh63E{lROM4kjvf<;EGw3uUezFxKpO;-nBGk{P%7OYB_t1Ih zYU{`0lZ>kDoz0`DZ$?O?Vz)5Y$3>j**(q7*3tz(P!#cY18?#EAYDPsN_#!SiYDxHY zUU8`@_uxbcN_WQD3P@H-19$C8B70wMFhft0QW>6GV8?d zq>`Qpwkw1(s6zwB7g}VeJkO!TQd3Kb!V*TKU;WUD^GFelKG&5~Rv}CF#!ECQ%gDwD zQO>#dGyJc|vWBKUnN(*EpOJ{HcXb9(ckAJv*SeUkaNCqxRxe+=8U`Vw-pX3xL8ejgGUL#)tnJ-JMKVm_M~pqs)zvOXCiForLH@IhC!XCV zr+4CdwI`fISUo@T}CZ7t<9Sf4WWZT;m?}9E1;62=6C&WNyv2(Rz9nD z5P0hcR6dpks~fgjlWvsh+d(SSjsIAIhvjzfm<-}S4P4m&L`&$p_Hp<0BO>Dr0W4R_ zx`}soI4?vb9vG=03|agvEN8ux{)MAI?V%ec*RO$YPXZ&N_`5#{@=&3L`I4V#XT3|N zWoLa+g#uMZUTSEz}VFgz@FdH2OjPLS>Qj%jzd&~l1Fvmv>W8q=f^KB82>9k+=m83*kg})TwS3zaP5%*&T@{?>G z>>GCUYW1^rGytG6?l z;Me&s@%a*R2&c9XE80WLXV6pn(;x!11z)sQRcQkys1oB!?=BR zj}#T^O%#kGB6D-_fY6iuT`!L}0-7V-c-_tpTLvuQB>C1~J;jg#XIhkAX}n=MH=lB@ zVY-_^l#%gpciwH{vjEC(kY1sJU##%%=HEt!I9jZ)A9Sgu(C8*7)-K9*=%hf70~r2; zIJv*LD*##thf_~l_}~B@E3u=8TVREbC9rdN^n_U_9sZUlL#Lbo8>GPNlhYdx+LtLd zzRo!HnR@rl+1(Jr{zPPE^)Lwv#ldxJWrp^ljglB4`R@FjeH>B9)usC)rRpZWh~QUu z_+q?kK-qT*|(zW_;ETIuhIji|F(^blL_Xqj7C=t!UK%Ys{W zpu`GU$xLkV$5{Q1?e~a_!YhzT{CHWZzs4e;{*j6O8tQv0mVTl~gbtu|ejs34Wq6yf zRu(s=7i7qRtEH)+TWqF~sE?Fd^<@zRF2MzlAu4h^@_+zsCjJ8L_qqe!z-5g3Y_;tr zOqUxcR5=V51B+$C9*Jjqr*enE-2ht_G8ol1mQfKbSo zp?-3~ZxeBjZ2>l#v<2|lr)~5!3HaVIr%T3P3qxNuVT-x(K~Xl#uVNti3VYkls@3p0 zd2vb&vfvuKYc$~P;>>E`ZGtKqn*j(ccCRzqXo=E)Rd1ppV$TOnYQ7( zB}(VOr6p1NUi099?GR@1mr6@p^^tO=IVyH}zJtpG_2Fv1gpHm`1#f)0NDLKF`e0Gi znfY6nWMy`@>I^7VEm$(hV88{cP}OQyN6d1{nWMcw>N@qoPyVmlPkQ19C7T@;ES5G# zZ*gFN&0rTZTNs9n$Xi)fMm>6-8RxL1_i8+dU%A4iB11xyezHvjjH>JDPu%f>9N@rf zMlBmUDdL}SLVW`!?M^1jG*@aAOXpT2jjw4^i*ObXV@6CUs6*}Iw{X6aG?x*$vc8ko z%Foe^D%Y?#tm*Rbz4-MjeBeSeJa`$}Bb>9B8j+55V`d3R0y4wfhceM=A>C>Mf{5UG zh~#n#Ntm~hRXbX5^@3uf_af2^Wg=5Cp0BsdsCwsU98s|za3b&)$qs^3zIb}W{J`ed zI>c4eg^e%y1J331APdF?L{gbTu?y~JtbI#W=G}Y^+T@0YM{WcE@$@isEce4*_SMUy z7q3VCVkeW&$k;s7@=bxR=}c^0I41#4P)}B7@mPu0_j?jKk>hHarQ=W;l`=zUcF`Pw z#sm_R%JnF~MCTZ4e=p%Vf%q2`fxDvEoVEO=gHq4%^d)YH=>cki0?=W4P_JpwKwXn| zml~uDE6nG?0k_SRzXb8_KzY@zU()DPi#6Y?=} zamP8YVhCCkq)T-f{S~&kFK+ac+sg#5`iUvdu>M6`0B0UE=>Y!~io0@!$&ao(w+!CH zq^S{&%P2g6)|Xnkzp_~^pZCOdbD{csf3`-#vaAp$bG&MGt{t9=_Myh|6rIz2c6IWl zY!=Q3^F;Gmyr_dquJ7u#n`f?2cO6*&9~bz z&Vj9CNaoF^)oIb|L3J_WGqK_EhYGa*6~H5W8re-FQTPs-DuQZ!f$3v2lX}slscLb~ zJGpqmw)|-W0MmW_$+mxf`ummTHH>A&vQQwHYe(0|Iu+U-v!6ApeXIo5l7H^qNLeWP zEbqu+%^QD%6jJu%5~o0lvgw|Kmbq?PtOIT3qrGog&!Ep9J>3XBOQD7e0{e zNF^H@U~ophRSX#}E!73)mPD|hi~~bp@p{Q7ARAfg&73Z&NFjfgAYwHIF5GKcRtGwm zi65B1jDnRAC(s*{H^20neyIih01$+NT3j&)ForJuIf{RiE1jWX;N4#42>hRQ$o$S8 z@v&K%+aJsdfX~kYNZObe?vFDlwhy4#WZ>wr0VcgO?5|pz#&*Wb34IbV4<65^{Qznx zS6UWQA)5o>a@_K);J2q|o5NKqNgwx;mu16Wo~#N(e&4(Gv-99I;SHGDK5X`AAa*

        $=|F;zedDziW0}b)PB(IG;Y?n}-gH=ifnIeT2}yL1wVd$M z+cEOMf9cKlM#welKJ4EIDE+8A#NfY3eb5{lq}M2n)#rDxkN>GP_V~P=S~EKnoe&zW zJ-Ykybv@PJ(0Eh4|3rZTf;w1A+RM1B%UWG4X;Zn|Q~j|b#Hch2W%RwjrXP#M{GSv@ zKFFIDR~9;tmY4gPZT*UG?U9C;_MIei+?@Di9jTK$7?B;r8#!YT-ZaLutz>4EtOp}3 zdFKgXe8nThVP12dCeZ#b)P#^@BxDb!u;AvE zehWAA75L8YJA!5?*l}Nt3jBG*nr`8bj!>1cb%ygq6LX3eh2|?=Y&fbE z2-{|tP`SG@@4IvUq`L9?aKApxp6zSlk`ghOR7bxv+7ZjktG+028ES19jNnrMpGKh; zg3kF@uObZJ=4#^{1N$3lMZoW9nM~wi9#Yxb#>D&-N(fnN$VO{wX7jK~FVDA{l9@8h zXSs9FD%L7E`rHP5}%D0nzM$pc{GpG6ik!SiPK z#iq2oADkiU`xTmp+Jz-=wUbD$x+6KNC1pi7j#Rs}p zo6|zS@+`gM`l-m@Vv?gKn+_o);zLs=4%G#ZYJ}=DD(ywutD#?=wBk|@b)-kFr8sO; z9WX_ahi7^9D^tIoXV)6m3}s1%5|5pypker9dhmqt+Ll({vdqRdHhy(YX35Ol`U$3Q z;4^r9^wog}ZI?cImX zHRp0S4cFlug@b}vh{S?^#RI0+pA~jY7u3w7u@>UBa0i4e#HQUYG_y^Dll#tQvmYg| z+{EgQX*81Qv_~ZfHI;Uf7d4lLQDun3kzXWD3}5%$ZUi+4Bf9Fx5kEg`8|_w5EtSjk zJmxd2gig0CH(*P*k|vjsjInf~b&SB1S9G5tiVe1Wh+^z2_utgK{6_KCeSPq)%}lPj z#4%OpH7|3+xh7c-zvcaVVvYcQGnqxOmZ*)u&O}(M&-%dSL$?Phh{& zYjDj-U2V#jg^QjI>2Ul|^PGsGWJ;tz@?A2f>QO>t8I?s-APs@0^7{QZC7%?^m6Z~O zA+MZ9y|2k@9~~5iHFZ>rR@62;?7YL4qbn$>QhJiC1FtP&7+Br|K3~uVe6&o($R)0DMt~_>; z5hf}O;>c)`+w^Y?lxpiN?Jp+2$?fKUc2y&|bi#&8jw|7TLLnPM*xuUdnA@+hY+QOY zw(nkSV#%smQmb-udb5Sn=SaTvJnKkzlp;($G2`1t=o%^p{vm1aO9P3KU$^7IDDyF) zeYO^Jal6|VT!i|~Rh?tiylD8vzsDv5kKPe-Dy`9Azv6Iv-X&NbmMr+@wY%a=NgeGm zGZ{A9px0uv(OHJfSv_@_FF$BC_d!`+F8}$l7$X)*-E=3m-m3u*O>C@JRAmwaF>Sai$Dt|1B{T#t z;B&|42+;yWUmMpR#j(IZpf>57tz<$HgPIAsMqE#4Wsu;hK{XX*PWB417%uiKvl`>h zq|Tt00VNgUcjW4WX$tDQ$kffq`3iM?xCTK6B*9w#ihcFkMqHU>!4*+FC(O2mKa^TiN8nS_p6KSPTX&Ikr`xh|L41C>0z8pH&}%(t zM+EEp{MARhRHLT3ji!7!J^_h$V-WI2*Mgs}*GJDohfSR7o#@TUltwZK<&Oz{^Q$Xq)DT*0?xMVbaL#j~=tdtmp)h~kIr_Qi8Rn`S!QYi8pK>FW zDA?C9Ol6{{{j?l0)CrjfIGmg42AGI#XYa~$Z<-t*p6OR-W%MiwXs^{*y*Bx-j~DfHV17v#kPRS0G%jLbQ0Rdi3>pYsV6 z*!Kjge0gzlxue=0pQyk0?dNMToHe$n9#`}$OdF}hX+lV4Rn?RU*XIsq)&Ui&A(a8C zq-oRAu`Fj=yK3@J(5=H7te*?qbr~NQE?qZ2jnc7E&T>OAZ-gXr55R<-$FYhSo(uYG zRf29vX239iFK>tWO9S}3)kdN$`#1(feRD9W?RJDllE18fhZ1*dATfHWS>}om9_I5b z)Jl_9cbvzM(R44qyN;H~=Z=~!c)Y7ANrL29f~<6Mlv8P7T=}O-e50q?kk{eGDoH2! zhS%E!sX1`Qh)0ch=-`)%`OD4AFtb8?^TV6wC5ilHWh1!JGSsX#PBzou!n(31bOY`+ z5dqINr705qG2H2eCU1%GPkKLKiT6A50%rh@uQP3^N(KZh1D68gmsQt|8)n3b9h#-9 zmiO0QzNUDuI4gI9j?Qy@OL9<7NH9|v&r;NoixxxwQb@P~ znhfG?Sh2#FVTJ#Ujxw!M=!{Lo$c%#eV&!nqtiRB%1U^*YAVgwI)yJDR3MJ$LVxV zF13;59XzYftk2asS{4Pcy}iA1IvU!Z(A#hK&UqUqB`7#dX*Am|FGD}GYK4%fuShJ) zD3d%!mlQJ4FaK`m=o$_*I1a^|`X%GYD**3)SRo1F^Yy$Ng!Rz&TEAeXC>T_H!>I;) zJ5l)7p*7C$M;{6LuS;Q>K$X|V(qjQ!;pa))NV$y_rEk-FxFSjjVz3!iS&J)6*j|VF zuN(Qi3Q23mH?gVIW%aPkJ|R7xG!Dsk3Pi{+Bxli?$Jcp)8E>qPFBerKpqUfVE+C{f zb6Z+tX2o{k&CV}K!EmI}40Ie>eQH7s9efu+y!jv%S(g7AW8FhY>lv%F~W7YUuQIe%Q4%agN!!faVu)r@gVqR9y>zJH1fAw?PQKR{*YX{u)_{-1| zE_N(^ZDCZcc@cZ-(lprr#_~H+?TMy>700N0nwQ^RcU`_}d=kK#S$+ z9{arIW~C;@C+VqkBY{1iqE$kqFK@V+JTHZR zpQI;1N)R*&JL$=v&0jm1fBE*@$Q_~^ON`7^w>0`rQq&fui?I$>hLP4nHYv}GPbBTb zizWCEQNInx^v`)zM&j69n)zM{-z+icti#xibMY%m^nM&fxcxv%mKzi_8`7uNFWdXk zv0y}F*^t(*rg6#$dh~1G-CT)T@p~GzmY>9R1^A3xHzr}*FVm2CUFxzh7PtEyz3z*{ z`7+x<4>O>BmxU-Bey)xaG|5A+hptrR^6;#cQIPlt1Q*XHMQnyF3VTCsrhgLlRT84C z?63VhOgfte!vR9dzT3&*sp*c^4^bP;5k2{&$KP%vFi5~x#2s}=5qd?ujt#BdxQcx{ z&QSVyf)ra%`_HQ16PBT$pgf#OhLBssZPBjFrd++3mG~E&o&S%EeuvmLl+a#cs%jEx&8aBeumB#8?*nOS4Wq()F8l;rC2AQq!bX=HCgjGqAkLoeE+ugb;;Bq9&<%V&p%gl^P`R zTBrK-MU$6DV}|H^;;7o|8dsrBd9aWq9eFd;e*(ZKrF~{z#5B{sFBFf5^#;IJbSy|*oB=Drs5x}2+F{Mm;=5D~5XwnI; zf~x3>^{-YKg&t^2%$Dnh5AJw@;DU+B@q4LKU23o zuBlg4P3{_|V?=cUg1;D$4L2xe+qu25@BJY>Z}UG& z`usioSRS#F#J(L&oK+<#+Xg}E7#vb_$2X$>MD8sfwk7dHR}0k@4Z3-WI9lIP z%NlYQYgc0GHtr@J-$q^@wwOjinebxEN!n_-bYLjlCvC~!DE(Fso$3{+QNG=$xDiC^a&lPy=0suW zydK(YYWJ?EfxD2YGr&?j3xcn(1|*VT6bK)ha?1CmA8)xFJ~P#sn|~d<{QLHH|Jf!o z!3^3&tjz$s`TZB>jC>L3!N%_4b7+A#2R)jr)Td};e(&i=mjy9 zHKY-ZI{84uiGntVCCDn;Wet8v5R9M+k5qEJ8`7>~y5Ww+ey<)@ssFAOmBJyvOzRI@ z_<}-Nw)J-y8Qo}`lpc$SQ%Hr7e6&jTCR0Df`NLLkr+feD0B@|mHRZdd!qO}Bk2KP6 zzGH=uB#aKZ9bPcOZ;&DB;ZzXvt1-I!xG;v>mZ75v>MyAr{Lx=JJY9VtPFR7j^Kw26 zymNlsZG5iFL2S0?*7m0E@Xq@8i`QGWn$m@MM9PEapGe?ckBRU8=)Y0ax#08v_A$G+ z$uh*2_*YQJFW4cJ9l=0TEaZvN#<9FQJT_YPuHo?4c3Wh9pW~~p*OQpoJhHNxZ|tOc z(8d@|V}oa`pBnTxmc0h8^o@jBi?(I5^lis?o85%s_Ab@8?sSDM^Fr(>P2>Dt>d0B#+LX5`|uM*coHC_2z zcsB3`N};j=`qsJt14-m*!h~AS&T-h}b(EBz;pAHUasn9{F79Nb`V6wfHF~n^r^<=* zor~2$`Z*}@7dRp>Rd~Y;uPqL?!H_`lN33hRAC}3g5q54xEbKcx>m4zPV(47(5`me zgwW5@SV~!2==E^EY>VXl@gQMsrqAZ8l|m1S+L;RbAh|e)#YR?AOG6ikmD{B{CR;nMGxDZV69j`#gCCuA>OG}}@a|C#fH=q$Z z^GKhFbfK?oK&TL}|4h_6*<@kZ&#n1gqwKn|YI?oPG7`y(?(G2|dE_)I&$KCrhp9ZK zOqA6)pGcQzr)WZenmV6@G~`o7PJHn}s4-pLwk3x8kD^{|W-%#bq9D?d@u_t>-E~SI z%=kvDYr1OqSKHiY>2rjR?OXSMK&zB>#rLPexd+UM{18hJKIJMIwnm2p>r7-z3?;E?xroW$F zB^|!XIf$sEF1{t})&!l0)O5!uf#p%2C zL(`*mW{QjH%fco8q3hFpso1Q;1Hp(sRac%b`lZ1&wHiE0oDy+R&p25DIis;?QRLMg z^HbAmoUpgfi`qKM5mn>h7N3r;Tu6dhzHtH)ub?FK%h+okBXI?2LEX>UUmR?(ZV;+yce2 z#F(mAK8f}$S#CM%Sa){70bNw>%3Yd*Xl84>M04}m)+Z`5rzu*388ceDcxg-D7uF&$ z&%y8ATF#Qpp`SSHeQ`Z`9rd?C{=Hzkang4G+2JOR%=x z3(kB0dc43GtdOpecc9KKOOY-teCEy4DymgDDG2iGd|T9_zoED9^ikPf{&m~VmnH(V z$_k>teZf!1gz^~izDY(_{{wN!VLZ1;`ZID5P^*t9T4;*!3y_^a6mw;C!{C~jPwjIvk;rHpqx!LaVB`}c7Zv~ zZ6#VqU=T#W2rJdQ6?75DCYyL{G_gqsYTbgoJ`T=(^2V6)pfFUL%IecWz%gNzhITA@ z+uMEJZA(p7D*KJs@ld@0`j<|peXF3-k7nzOBMO0Pc-Z`0>%pb{g>?Vr1XV5cmw?G< zI@?6uUUO>WAa%q?@j5H25TBrF=9B6Cyzen&nmMhW|T{W)v`${D+YHH#XIJ6 zKDaI^@EmBTQ^I|iYE60JIj4SvT{uW2u`b6@Ts)hl7lAp=hVlUO6jJb|NA%bR&dTb0(Dn|IJk3G>(j8A;7vga3Abvopo9?Ena8g|XCw~dg1D;>6o1?wi5Odex=*PAO^aZAlCP3uD{ zM+#W{;w?`6QX29I(QKZEKD7nemFf!Y-{Ab1U(kITF444GAC7N;^BSR|ZV^!!zV(?d zqHTKE2#?(XIO~{}nQpu!DVE56M)Dr1!%JtPO;PSeH}~?QOa{MQ5wN1YtW^YeNP%Blqak`0!eK){?<2ccb7mDayY>nvhRzLxC%h2=;UyU1?yyy2K_-koe;d)BbMePy8bZedllM z>5H$ux)?=M054t$o=-qD%r7UODXYQU#lv~F-G?mfE+-^vKm2-B{pLEmomIj6>FE|R zTYy7jjF8x3qJnKwrE40OuV6^CtsqWZCMDNO>7*D7@c>%H{!M8wJ{Lo=-@oAuU><9Ak&T}P3>9YPg9R*_hy!# zK}f_$ZTtEi8x_^AV3c#ukaRQFt??@*28>K!y7C=tcrze8nPZ z@T!vJBc}R*R@4?9`8ju$&YNAYWXzyA+YXB|~l7p;Azl@94{kdkhsyQMj_bax{m zB^>Q8o2h1OMmHHfS2l*HeW6qycmk6A1dpbKbyUWjXS7K=R^fslW z8>!%8lYJKZt7~h1yE3>@2iRTy@SHO&i@y-TFH8px%4P3N<6N4ZpUrc-H={_H*~81t z0-`~aOeF!OM^0?(A7nCovt-Cgy(vPd>+X zFD;j(j55WS;evtIt6u3!;3{KqOjL2ZuohfNwV+|5XjLOgJ(2iZYX~AEiB==J_hkfw z+9%VZSU*YdeP42|Ad39TeuYQz?TpSL9!rjMj}L3yLVCu@68SULaovX%ZrIad%vkQVepzYj6&KKaESS0d? ztkbO5)ZY}}b!>Xa#tB#Pb{s-@bd1$s|HhQ~8LswIT-jAqHi6)z#e^B-4gD6Q!+`kr zCfNCJ!>?AUNVr=k8Q^g9RNgr}qcq<3>`bOJD^*se0r(Z(To@_=5}%V3$>g!C#UiGB zHrA9FasWzF`d8ny4A<}~@Tl+T;%7Vk@yxO0<7BlDpoT?j0TxGT+PBLK)y-b3Uy6Ox z>N5ss=LPQp~QQj)vPgIGqI`2`XdUw0K;W)aGvO6xg_z;9%#ytD|p~ZYHGu1%x>(vJDhb77JEE+M+{2SpD0THu*WaDJFk!D5Spa< z6*x57nq-P2gTU+n4utZE)n*h)Plq@vm-pj_j5(x`BaVj8S{-tm>Cr`myBK|coSU}R=xL)354U%M(NLkg zF;RY<&utcNo*plgQ1`_@y{*hTO@eO{USo&Q|Joisma0`=EDI+q+AF&%_w@Pas-SVa!Daw$Ymy6c_dnI8jRjRn|0XN4~nL-(j~b z_8wkxvujF(o=G`m!jc%`$2UTP-&(VKyV)@m`14u$@uQZw){`xk-S})jk!e^O4j}IIpf7zKRE|o8VK*2i zI{d7H#HM%sW;b3CR?B}yjTj2tZBIxJSmSSfffz7;e^62^C^^mLR! zj3sj>b0O*Q3AGzZ%1ObMTA*7hOmXp2EQejKe93OTEGp=J7tcdOm-NqsX^hH}w^2p} zN}?%_-3!1zWUFi}-BBt^ZjXFy%pSg*!;dpw+t@7Rk)S3yj>(^L3pfC0C4MqA*>HOXUzkO(0wyNkh~>YF4y39U`xBIGyZfwO5LnFs@h+)5Fi;exfB{m+kt z;Q%iqg}f0?Rn7h}Y|mxAX%{Gys|Yq}IZ*mA@>f}yPu@5-dRPJ8-g~vOQL;~$@Vb>= zt(R(FC3lqWJ4EYOiWV<{R!Lq?nN8KW>PK`A)a-Y>*Zgl?himH_VfyIh024(hhg)K? zFTpPdtFr%GE0Z>Bu3WxF>vnq&Lw6gJEW(pDE* z(@nVm0+IT@7?@;GMtfC}I@)jj(CW7FB{0zB?}L$8pKPxFC&3Ht%GBNWOF!>|34PUk zI*UsWNFXT=Nr3527Qb$#EWgN${YxF^Vt8p;__f`u{7G=onrlbtH63CJ{qN!!erGB` zxJXch85#cdqRx+QI&^aw!3o3u(Z@?;_s8yzH44!Ua_*(aabuoN`Z;+r=1jr#Q*Y;M zeo^%eKk^LNUjp{pITstgY!NzJCwjvh`WjVwF^kjl+GjK9`8nx$?xf6eFBnyiq>e8@ z!&{NOO{ZBfThB(l*5hqcFh$tE+fgSmcVL&}0*wIn;{btpM~_sj0n^8%#InS32UtS( zzDD6UE|VqTFv?Wo1g-DUcmZbb__aPMI+sKvB}p4Fd6pF6r+rVY*R?BSnxlgYFo@RZ zFz7U~P~`cA0*$Jy3Jr<2;B~B2$oC|W$HqZR)Qn2#ZzQDK%1e<~KqChvFC zXe2xbXRqnv*OipBv1Po=J{�UbZMU(bdQyOJm}2TPeqE(4-!=buyJc)j0H4kcqGfBrT*3{b6!g z*@P_CjVg&_?*6(s`^{TVwc_lIXK?h-aMAC3({bt(*9U#h#iK)S6%j$~8!OW#8umDR z>S}f?DtJo2oX>W7QRE%Ef%1vbvfv52rJYt~wD3dW{hMF$3iI0wx?rH7P?)eNx2~V_ z*l&HkpR4}1B${`pGNZf*k0rF#Hno0Kd7`>05~(rCn{g4TevTAT(cy&;Fupq4oZn;Y zuP7@{bN*RFFNi6tTXUTj)P-CPXX3DWufT?r9AP;qcCN@Ge`-gL6#~iCw!;WK+8@Zj zc_|+kSMCX?UaZE35D}xL3#h~!r!u2@d+4`O>BNH ztJY2el?$;j;!q{=E2b&5CKit-KYk`5#vIoXn7h*ON(-r)Ir4E|rCg=RF$RXIhP#Gq zPyT@2^P5@>r#7SiERg|hyTHa23-iif0zgS>;`uvdg$qn*p;4n4t1=Wp5Mdb$GH8K5L00 z@00d7R!CtYm(OU_hpy{i_yF1AD7?X&THmtk%oLmSb&p6`EEQJ4&JC2d;#kzhat|k` zK^AOP8Mz=EV1n|)>|jx3?xvMaW(<=Ng!aTELc#xe#e{AFO2&Ll_(uq+$T{F6!DeKT zxJ%sue2&gnXl1Lf8UV-!-ul@pzP;vpO2ET@U`u^I=vG)ifNV2Io!sIqBc~&Jp#&!XtXLwQr9_^z?>si zGTw9_sQXtb0q@3*_;#w9;s=TI%%~_v{jj3kn?S6K1yE8uizXnjdB)>hUzSW-hd{?= z*Pu}RHQ=CZZ%Emjf3?5&!2y0Xg^6|Ioj%wp=*;a$Cu+D;l9hlTTb-H|dgsf$Is@ip?mPDxqHU!Uqs-_VkBAZGS`Zow#&B@)N)xjjDVbHhX>Idr1WWinhAWhALSsvw9(}eyv1%ehu1*A?oIIi_rk^K@W zL#bnzl0}rOQYBv}yq&i1Ol^(nEu?@vrlzT(Zq0@{dWQ^k}y$?v16BxJ;O+fv`t zNoif$Vr1s8ed!O(tj>1@q_eJftGVwgyrjd7f+$kp)-hc=C|A#{-lh1~hs$WXM7u7a zt=}wKUZY8n{$M6O3O|w;T)F%m?ZS@KSD8lB+qS9}zz$Ge#ZxvwcW7nqL7-gvgs3bB zY)?C^iB2Dc#rk#Z&j8Q)y`E#<7<^VGpC5vT>|5v1c+W{`g<+B{rt{rY5};t1 zS{~%@Ub1NI0%hkh>W{_kl-`sTkuqDQS6KL5jNpr7T_1mtl)`$)8uzK*Z%Jw;ns8Ao zh9gAKagHj7pwRuVh8Rt_0MKgm|E48_{4hB+su2Xo<;&ZipM4zsZ7uYgNRr0R+TDEA zjtTMeC?%SF5Qf?i;q9$^he?D(b8`F?&(BnRO!uDF6ns;{ljXB-*NarU+WHN?zul%r7>!Tn9As<1t=>&)$)3Bgl(NMQ0lq`@U&-kva^j;`AGTVy zPw6}Y&JrZBkP^(IY-IZRCoxg_&e~FDwEitdvBGJl&K1=_Pj_Yusr6{>v<=h)eL-Kp z95N)%V)Ud>O-E+(#8?(OY7sT}!KE^(+A*=gp`t zZ&t;dw)!J^nIhsh=$8Pd+IFsFf!0{q?k5Jqk$qg7F0%ySwtiGecd8-%_LOBEVi8{> zi+8ye;__nf1vmy!R9&0DEq>*t|C$QEJVMyI|G}@G+kba`(F(OzI)%b&Gdw0|?ja?1 zVbP5v97bH3(If5SV4-9?9>+-GhO{nW@ zPVnfmU{ij+T_WXKA(SGhmYe!eeK}GzZdW@CUa?EOC5MlVr){>K98P=!Z=a(y($5u4 zpmFL87|biYsQ@u`E8e5DxRz31#p9Py82k>@R~8aWA>+Xc`cg9LE(UveZG>V($f>nJ zA5nf`5I(H_MO~EZ*ZXLI^Fe|Eg`(-oV-oBss{>Gu6m;+Te4dIBnCJ$^CbmWzi^85d z_TLl~3b_G}c%=MidiL*s2G9N^&5L~8Uw;V~NX-%f ze*_*%$txM*x2 z7uR-pCMwFTyo4JC6vTfDyjmCj`zx6ml>~m%70j7v75<#S_T;IHBltF|o{q|{l+H!o zP}{{Vp2yvNpe%=$&D_?7ic^jRA|K))Cr*hFPCuMZ%wFj=-QQkApwvxSidBoPD9eC5 z0H^CD^mm0)3oAu~L#sBO$zilm@)H*Sb<<-H{ph%*&IiCzf@8kvyTb3+qSwg+u{-h~ zw7=un>Yj0VavwRml`=Z_*vY8bsYQ>y7nRO>1zhg{F4qN=PeK6U5hTxYuv*ubd1c>7 zMtuIs)Ph9p_Evh?LRnqHxDGQ-0%{`dqR$;Q^D2cQ8z~)UDcbJSg>g!hx}pSDY4RTB z;%jt0bK*^6w2E8aggISJ%6?@FSblED;Fd`Q7X1Y=!8<&3D&`W|?m~W!GUU4kW3mFvxXjz@3h9qrdD2&by}R z#kI%()}mj|Em{%o)jIooz<(~LNZk;wPLp*jxq#$ut|Z->-{h>ve@hh1Tpi?g+`pPP$ez}*|UIAd@za}5x_&$ZIQ9KnwCm#99 z29J8K>XX(c@c{NBpA`VjLD(H|`jvH=nuAg!*^$NnKExR>ZLfN%&`2~&X@rTo%~971 za(Gq~=XkL?^-XW^G^I9Y@N7;G-uEnMYEF@VPvp`2MA@(PlU_o>#94AC+HMb5Ahftd zLNtksQ8(ISoZss*>h8?AH$!TH61es9+RPbr|}`7RHz+3E(sOPLb>obzP5DT|09U`Ztw zY5U;QJBtvg#DNkLUluZOzEDMHZVMP*0T0?-k$CTT-o#cTOT>R@Jk(I3K4*3?ITUldx&%SY$3~E5@=j~ZN@bp3vM)@ng>GXYBRwGQb ziX==yJKYgLkmkZ&l3EnzH@5Cgt`-#L7t~+)QHHH%+~&4KppuLj?*Y~#x2DKsdH+r+ z*7=h~6W`sQ1=MizGa20bSMY;{$r^V65B z)X?hTp*zYht8QPqrL=7pbSNt9QiT+YR)CdyBj9R;9+RR9-2*-1|CYAC&j==dNjGC= zIhbN(W!-eYi#D!@B{BgsMPXqw%SctY#*f_b_wuH49&K{7D!!+(2`EdAJdg2gXo^`C zIQV+)eA-M$2I{?S?E$fz=bnwEDWMWD90mf9Jp)&~B?yI+ealz=j~oCW^Wmz50vL3} zsx6J@byA>@E$Q)-Be)oqWdNGqubk%KZCaaLX}bdS9@-o+wUd^L4l@b;b8k~M{Hsi) zze*!53o%Sin+<-?=F*ET9!-K`hfi55rzI*(6s3PCefJm{fAml`?s_4oV${V(*Z9k` zPar|oc;Vng!=zQ4Ttq~S35mXqF9|dNPX2iol7d}VK98pinTZ3+P6@|uv{AA*}mBDe{^>zbt)b08>mem!?cn4Mu>=z@6omb;RuVM)Q7y`#ozhwQn+Yu8QFOCHi z;S3xNfNYgs-hg+?mW39sR3G01_RKtjA8#b}4(>Nk;qOO=DPlil+v zw(i*J=XWOhLX$!oPVao5e2t4>`ZuoZ4fvDmm{$EGMUac5iRKeJ!ywQgscg`?^u>2$ z===mW`&fV%>$ffZ_W3}L3guUPE-rf1%{r!&h(K?iXx+z2RL_N`HwCXRocIM22JyL& z=CbAMaUE11DQVGQ=6&b$=%XQY$Ig$`SPNME zXlWbRjdUUL3F(S2_0Nj~mI@MzTUyeeHUx7ss9FN$M$b|7*@|e%ICxmA9%$z`3A7DZ zxIutL069ejmOK6Ve$MUdE3mwDs2p%=*v}+2omwBSA;tTb3Lz{&G6VaK>I_0- z_CUUCICN5b&*yb6LG6@_%@qK$5V7m-Wo|#WD)<^#4-~a8D)4&BoM}?qPs}n|y3ZS^ z5F%rQ*yH)63IPfkm5zW-S^g z54vL7UqcFcvt}G871$eV&9t%t%@>)wUYgLIsfgZjvwu}r4R`peJqA~+el5DKPm&dW z8}J`KI9tmTMG^+&7|i78tcvc|L*2AaGMUaB33$&#bC}{Onc-FgO8bFN*_@irB{{eg zmP*3wK80f|I^0s-eo$=A)Ec!a*UM?NJpD*Q6G^OXH(qM%?JqpZkVjTo>IdAop?aus zps6($DyY?Z{9WL+#;R<2WnoR+5()zbB8PwUeT&G#<;$)$S1s{fd#H9+TaB1WDsRdZ z#YGPtum9r^dS2?0cEL+7dpohf#q~FCR6Ms;c`c$6RgOdME;~faH%NtCdFdkGaXJ zCcv&``0>_;reVrW0FaB>46IVK$^!mYMJ7DWqtF;q{A(>uQ@{Wb zbt4)SRRdb%T?5ve5jf<-1w#c4cKb) z`Jn@Y1C}zLLrFCL6TJTV^M)yY7TY8%FSVHpKmZkQPh`NI zp1Nf-TDaSTw(bKhJ~TisZ1xi+WOjkw(KZzc`%bnv4+*XvCh8-^q!go?qePY5H{B=Z0-?xO6|crV%@Q9zxs-3S zGa&*p6uADqa&Cvl52!o!HxmF(i*3hz=e2_Q?^kwY;$~1i1i{S?AghDy>@^~TS~Rfg zwm|zfyvPA4qM86(+Cy1mJcBfENV7I3fAYaMpELQ+HD{D^rTlOLC*XTa1X%eXUJk<~mM*TEigRV;`HNQ~GuGNmPP z$x>rR$rddNB3fAj4|gVVX`}@@x}>e);t>GA`M~O! zfglNxth0YuNaIvWbKqTaR2XZoUD8er@2p)?Irc*m=V22sJT!g3^o!o*N7@|AunK!~ zEzce^Hxn+8$=q~L=>X@i@h_%gHRT5Sm}Wf1y;-4B9yTg2zkI4Q3t>`OGT0|MXAogr z!E-mKHtRx2)>=W;lxNes?>|e5cE1v4TC`cac~nU9I1>5=V)4CsCDCxJt~pF>eJ;pR zDSXe-qIbj$ICCk3wOQk)Na%^Xq4acmn!k_k+_%c=W*gf@dveXx$kYQon2$Fz(UYfCd`DCv)rH#J3R_CbRah3bR6deFi?Fid<}N;6 zwEuI48sq!-;Yhz~LJ_eQ4R#E}VH9iAgyEGaYU3G|j0?S0nkd8hK|rjO zW6I0qgjaS#m(Bx3@0?2IlIMS^sJq+;K=|DoLdtlO(iClRSNRt!{QE&<0A zs0sn6^Qk`N6A_#E%fn?)!bKOn{tR7K&1=Zu<-cGJ07kH!4WN<$xlJF%-OalLHiHGv zNys#v1JsHgoIy_`Vc5QVxh7O{3qkz$wQ4QbL*lj4JC-#+$R~HuyGyyz*}LhTUi_?A z#%&!FS*l<+8)apgKhyfEi_{fUi{u^Z;#gtX*^C%tZ_wT_Fi`*0XDXbsMVqivAd2Nu zWGzP8%P7Y8Qc9`w$f=~Vp>XEZlPvL=f#D*qc|Z_$b%?R4*ucXEf~OtkA?7e270CMg z1thNtJZx&>L6;5=he`wAq9YfGdqRjq?d*~IxZcAbGq}=imQ=t+tk5GD(AR1Uk0Y%* zxn1Mft_dM4YZb`Nn~!1vEjOMD16G@XaZu#Cy+Ag|X6ueh16L`<{=cx*iV%=l0uanx zg9QXi^SvQmGj&{S8~5tW)vFcKKOIioM#FBcDbO6in`+#W!O?nnCj`wDc}qk?SH&ZE z!Zt8r8vj>_;=kOVdExQzBcDADP9jWgdiDFQ74N3u#op-FmIhzMvgJAO(+NH%^}AvZ5`k{Mi$rja`3!aj7!sA9=I+bgfmZS5?Jd`P|I2`SJk~}d=P6DB!Q5Rg z0wkzX+@NPiIafy}g0kkrN~R26bNQZY)6yO`vp!oD#P;()_YacAA`?(xs@8zUS>pK} z&S`#{aWL!&wStv&lEKLqA-@N;DF?w`Qx<2-TNHTaNwbESa&GFPtSLO!^Ev63zt3HL z!OAsR6-uiU+C?Ps9{u-im?wEv zMZyWOsqlzH%Yyk>|Nr8-^0z81=&I)V-R0%wLen@+obWH>=N)6_r?sGa)t5I^2&aDQ z51#&FXp(`~Rza!z`!<{zXs5o=cJF7OcU_kiBu|JgfLy4=J*7QHD97Z5*N>|KAnO;8 zu1PY`0aT!sOxsP%YL|O69QJ2;SQv(wRZUVm<+(S=iNrwf8naU+(z$;l5hQW#pHB?;gJ)=Hi-hM(%rlLq6n)Q5KoQ({!1UjtyUZ2}a{%2$VQWCX^N}n=(yH z?2|rt3|`Qeu<4b0*|dwM82)XNAMXGjh#}CyGt<(N48d^k+~HeAtZTi*Y0MpWxrQ%$d1(O>xd}Gq z5wHYKQ+dqL|LZSzHX%fR*Xq=k^srlw#{xh4n^6}DNMB#nueG_bO&*oJ_Oc zPaH~X?vqsT8KdDOC8R-)6lr6CqS{?Tn0}c)X~hT&2Wi=F6&KfsTu^^!%AAK>R3G;5 zl3C*l_yi{&R7*}WkR=j0O0*f%Py_6~N_3izdybLCYKp%3K1W_sK#A#dYLD%HI9a|s z_sZS)hhRTX7&t9A#tHs!TEH*SQc*9o3fy<6)%bdpz>V#VJLuwUia2QJ#0L2LmZif( zb518SQt&0Px{>gZ8-Crcw?hXj%Qo*Hgj5hrXTOhU5|@;@yd)fS@%+N_eo8oK+S$Vz zo<=>i#fQlo%AD7yCrGp=r1ygiPZ{ z^BIqxSR`T&o`G@j9OO~^ndDNzP$-Z@t| z6^rL|n!|dkwn>UKOzvEgy#u5RuEwb8*c67m(OiHMeunGu9oAfAc$~Gh;ZUq2I+p{ zLn-|1KKBZ+?_xPy`|r`o(<=a(?F+uKsu;>l&?{~xegV)%aBHM}*Ze2VCSyC#MeB+= z@}!oO68%SodRb5%TUtNs{2aJb_f&m?DY~`a#pt^y5T^XCL29kC1^(m)KkVNYv&Fkq ztq~OX;N-0v-sB_%!ZkS{uJT^cp^T>{J_Q;WNd<1ACq65wbyd+cy@71OCaJ0W59BfIRHE&g5#vt{3G?Jo`|^L$Y}Tpy*G#(vAb}qnmn> z*ZAYAM;knO-(mjZ6C|$~Hxfi!n#2v>bWQ%xdx_1;48M5jetCG@R(+-wyKxhPz~aOv zI&aoS&ErG{FD@>EyS+AlAwI9IKlpX*usSVX)dyXuKEHX{GJZr2Jcb6wvionMZo3MQ z`yG8~12ujf@47gV^5 z$duq@qj}8L(6CsXsbhb^JV;mi8NEEZ+*RIiqk=~OZe3EY@vCsu`vu!`L<5>13$og= zfSGKn&M}wB3MdB_XpNYTID9(eE-kKSC3ntrqlP>X?_O#g#Nd!`DT{vwHmtr{2L#B(mX4|>?VV#e9|>R_h++ca znybI)^X$*Wia|(Tbgr~poyZ*JSnSSJV=vO#>+g^#85}>#a}n^N7rlVScw)0V5co0> zlr7f-s)+T6Q3oL(CPdKW?zArn-z&|KD%3IE#p7w;Ebt*s@dgm@0>exX6Dx~NZQ&%} zDk%e{g1z#zr!ZT8za|sn4LO_nz8SPtks7h>!EzKjCr4_j*0t{WbUh5mwZoDmot5D# zg>UF2AcTSwMLqT8wzJn3UUW14iK!2;jz1+>hjqGC)CkcSiplsak4KRxAN?cB7}h*O zoVuLCVYoh)BYHspf0z1zagKW`=(2j_|3dCu6L2mL#toehH%<6YlApY~IeL9#m{(Z_ z{2cgA%<3y|e{oRfL@YB`ek9&yS^|z8NEbBzEu-s)!OfBs8GfAmx=&eSzIjVA9+ zNc`xbg9`h6YsXp_+piOp8kLpVx$&Uq$rpj3OQ&b$zzyWUS6_@D8jWG9&)cfEUN0x> z=Ql6U>+6?Z{_DF=kFnjo?2o_L&&pH-qQ`+#HLQRE_V2qd-an2_KBBE(u&%@PoIXyR zatH_v17|8woP*Y{KzxrptCcO}8OB;-w@)m8eMJZ)N)3}JG0eZE-5Pt5=5^3{-T~L3 zh!>CLt1=7p)I(4QWo}Q>N5XfqXiTLR%1hOg=XJsW$^>MY%Dnu;;=!oOKa^RWN}5dj zYL6(U!xG~<1&SnABvwtCufGD>K}SNZ$R}cYD0S2~dNyPR>eT#vMQa{pNGhJZCjcR{ zL=z>=O>8{0q!WQl-zG?maJZmevB^R%xqZp)l&v7Njcn9e^@T72AX;-G^oibz$lgPQ zQ)U)VrIHoxjmj$@KLZT`pEWOBt>*0yxI$!}tH-+m4OFquE%7*@@LMWt2}(09m0m~0 z6t2k@dZ6rxPTyWLbFOZ$sYw)kpe=f>h25Kb_8GzntyalwzvI-CU!&P@lzm~+$ZT6Qd z8cCFBQ<_?%@g=YsPxzCZ@uDWocLTrF>Fh3Mf0<;x`tk!m^A#yuxri7BLA_+fWLZIG z{ZNL3U`{Xk?`$H_sY(1=V9ZA;L@K=5j-&KQkyL1_1_h~DD%6I;gyAKI7Nm}LpKd8jC!?D z5qk@%c6#q3-wOZsj~^zNSjlx|4#lXmWosE;`&!ie7TC;j?tC-&?(NIfp(4Dwu~!S6 z)SXj-ktdcy(*zfguk^*S+PA$)EJg+9q7*F{cVZR@yYa4B0eLr=cW%!t%g&LPI_BXQlw z-bIe64P+F`BXUg2Qs>n`k0M@~ix2t+Y%o|M&Dn&ozjK0z4tyeMwiDYx`~u4b<@e2Si&(j1TFRePBxTd&F**+bwzx*Pf~=G$wd zL%J!!JgiZm<~S3|>uwM_BL*hM>~I0WIRO2FdA}xuDmrj*g-=8cKY~ry6{8h8)8?1` z*GYEog1VacIj-{yr+m<0)$!`?WpY~~YE`!H!d~M_H$J=K?7qjr3J}{)xFc>84)yBU z-@_r#h{LIn$~iU(YcPycw6i@`4)L6n#Tq~i z@pmq4Y+HZ}&4D>nBOjENoqg+ifj1VQ@b-QDcczgr$q|?17gECyBPzMuDw}=Bw7v2m z90DV;V^-m-#^AH1U&@M+Zln?HL3g8%e^p=H??ssC{x$u#E4!l2r>6mDp%fNoW+4=h zy%gJ;dH1v6yd1Hh+<^h4wOd9jZT|(;*p!>R!j77_5xJ%|qbOVO zU#E$=;@7D2BK4~A{-=E?<$7gj%E3-EM%?^a`t}C|bE=DA z_PAS|B}IpbD<6RTQ<-q}p;;6b^s4l;M_6Q$&l6=#$-`0Pb@2x$E@eFKU)TooaXOFnmM-aw8ow(NN#Uf;_7rxtks^8> z2;D2@zrNbC6ufqy+8)vN+VIF^letk5M9UQX}k&(BXXJ1w* z8!hbpzJy}|xwa&30=jIK3f`_Cx!b!Wi;578SFc~al9v+yWch<+KyIPQH#m_ggB1XB z?OjR}O{srqj#~q<)6YuEYU6u^nczcYdtMzp@$t=D4s{>bkL$3PY zh^cd0&Oo&Yu_~C*Sl*mn?aap$0=BxT=%EjKGeyU@!fqa+16B9{kVgs`Y-WfB%ElS1 zfW%UAve9!us_^VzjrOi%7SH&HTrdiW4pQLWoEP>Q}2T>9 zW5_cYoTW9_Bcm#mD1ssL2lixvQ!_?Ln){dP)&+mG@uCS>2aIkt#y7{hHl>j>U)83O zun%}-j*)bnTYrrc?i?zf8wCF;#G6us70N;~j{Gok4Qwvzex!Nd+vcS1Cd_!8WHVh< z3o&>d9~xDQzyeQIT_=n?8^Be)-YR`p0sfe1uag8~Q!IPZCTd(vizfh0qIJi&jrWue zE0g=fBrDX$6Sks&47#>!mVLPj`I1ZEYH5mkGa)Yw(a|>+f&8#8+bNM&>~G|nwZ$f$ zy%2H>d2(&iH|p~Mk!QTGo8{LnM%hSc#UUHGkD(BQN3exTZP1(#A0T5s5^GSNyMWSi zVOY0o!FQEFfl3464f5G?)%U} zjMi*jvd|~l=YjK<+UWI`Y`L@=rp?!tCU11$m?uxOTvmNr&-I5EH~tJS8?g#3$M$dl zeC(OR%4Oft>j*uP@PHZySHT+!wyg)FHd!xH0%e7gZwY-+_@Vg;2L!;QeAsPdx1kiU#auU`UA1@&-6c zn1Hv<2BfJFOgDGIq4<{G)iz)$%5c`Me5XkNn1NxKgmK5-C$u4Oi;@599FS$VV=cba z)wPp`OjKNX*!kovr*Uo7 ziuBdeRt;E^No8DLu)dSPK`}Y#EVd?_VYfoh;q-EsO+{;S9)`Xm5#~JKVvwq1z>7iJ zA$vDyRQ%fCMC;9o09M%AgUoW&lUeFD7Sii9zIKGJVO<%Ldm}}=n?vOeN|XBI&AZoa z^h{PB)zuICR>A^tVBD*xpGe-OkxWz-Ht>_?>AQ1^Pxd69L3d{7`g*%YERH4F%3;uh zgf-e0-z(+_46?2IyeF18(R=Irr@Z^Jye;{>&l)pW*~kVTS`SY!iT; z0Q=;#^ZRXw!tDS1pbDn_KTnN}!1Dim8Gx=<*eD)bbkzUaVmf8beY88Xy7B8u_ zn#^GWYc2=HItM;X)#_Mbk29EJqZC2M%(1!ccD9WsME*0KT#q$zIZ_I}Zi?uE``sb~ zcXM*&>%2T@OaNM64KqJT1d5ixKP0DHs@;Jp>$hWwUqGH;YR3;K}k4&PXV{zkD6X5W6(aBfq^5+&4Jcu2~fskQKXEf8I=^?c6X~{EZnnLk8sb zE^1yL?t&rD%j?d`6hV;Vj+?xoM1q4*k7^78W!_~BWkj3U4vf5)42bs=yFZ~$u&W&k zz{*KdwV0rY-e9ivt%|*DlC3ve46%z6GJ<}Do^4NxH61Rnzcbo5H$LU@EuMVX5xiEK z+O}OK^3Ji0rl+_YZob5Q*<`<4xFms(d#J{J_qG)+=yt9G-n{#&izx6s;06nU>g9T7 z*T*-1!U5KlBI1Cx`1Sq2?8^i+==#`>=LkY;!qc|2NQXV%ew;iQ}gUBxqXm zYPrDjRnH|{m*?lCt0qMrJLl7U&bBTQkL#UphmWCR{y3VrfUOQD!3s~%FdR;NJd48b z_N0eQ28@aT!rcf^jRn16=2D`-j}Yag;+B*v3TW0Yp8qb|PJ6i*G1PT9pLw~#4Ks}_ zmWPvzV-3!wp!~W)@q~GEw$}dRE-tTo=;bG4NikH|-t(fG5) zmn$+0P9(8sKjW>W$trZ=>t&~!sXbr+{ptCh1>{|Y$NL-6@7eWFr$J9_&&PRro2`w# z+N;e_mgiH7Ad>Za_7|ba8V{twywcAc?!7aLp~rB*B7Tta=zRkaQrxrQkY313 zn%5cZWfKT<`+S|ei6VZva1tKEe0g982-`z=*t)Ah3gB6di#@`AAPqim@vROti#n&* zzen#nez_-g#432L;kcZEB);u$C)Z2ycvc9^5DR>~>5^DJ_hLGs(@z0L=^1yu01TS( zzrnIEx2n0@%O$+Gvc^*=MY&7Gt+{ay)}&;Umt5=K3=qgAFeoN(_Zz`{GlLoK*Op2! z8y!H~o{R|G&w-b6WwoKLhiVC4Yjp<4dzORWJ=jowiD;o4*#X^H`-hQ5N97KS#wJXW zQCSuC%@!cw?7esX7T))@EGy;3V9~&K9;C*CQfi zrV%>mo{s8r!>aXXPWLE!gh0ZPs{U%zB$Qz ze<|{E@(tcR=qAWN^5IYU;|N6Mk|eK-pW``V%|DE$QCRH3IB!W?b&|b-{vZ9(#?Awsv3sW(1#$z37~pbo@WA z{yHoQ?u+`y1xab?ZjkPhl929_76s|<2I=nZ?(Pn0k?wA3kZyPn_xF9CU;H&*$Xuf^ zv(MRkuk~35;IXiBlQ1gl0MhfS^<=A@ni>pSGyZZ3d8gyWf`CO)I(j37#`NFHJZ0|d#Rm?;(53NkWZ&Yim5F! zcFEg^d14;GRWF{tH?N+c#?%E5tn5P?F?OZL*s3DUY8ts;If`P~lz)VOJ5W^$sdIcu z-c7va9ngAwo?(?>sPD6TjB3nGlQ6rf{1G~q>>PR@?mLQ`jOzly%5aXHAzVJFcV{^yL_0R%iRw~*b$6mTn3J(W^v zH`lTKUeh(^zLmZ#ps_yp@__4kg>D4fQSov|*l1Ifvh#8QE01`D{c^hIh~jm1g6nzd z)Y)hCc3yp8+d+IS)p!4tL$x)mChZ&7hTBNF zRYopAk(wmf#C}wWW>RA1KN%|uE$_oDhGz-P2JrFmMW)yj5)vHUy-ZAki;IhO z&Wy$~c7FLIxKD9;DBrh}1WE0;R9qa@jumt^*45SNLw*O}_;Au{HFi-&k1)J=oNR#; zFqvA2=Ty7CE#r@_yo0~F)<&%Rhohx#_O+BxoD0kJd?F$9N>f06KY1?v{CLOFaVpDb zS5I&k)~AM&R}edsy#-_6ZX7+lNF@ZP#Xo37ABD#+=(_UWQMGkaEPR?7(KlI%h?JuR z)?S}2z@Q***Uo5eN}t#d!7Tl9@e-2dpOb*sH-OKjA#^K0{)PjSQZaP_%SFtgLygMF z@87RC8?^dG5JT!r$u}W%(nUH){}j8_HXZqw(12%klSTyp5l4&0=!0v74m%XxN_X`Z zC-?K{Va=L@t^3b!IP(qV_9qP%vDGuWM*XXvL>;>sxE0fc8Cv_yIyJzVL^xpdtyG%B z=;EZ+sEQsPNen-3j}Ne+eEV0Dpuu zpTyNdi;&Cm2mw(<-;Ay6%x9jJgAA>*uI=`tbeh5u_jTTn_a__V`WiltJ=yqOw!>S0 zOap_Ju<|^|t_#O>V0BM&n~E*zBe+c>u$E|M_&!wUg@U|vM*X&YQi zH&VxPyCaQ6)an+qg+4)b-F;_cNb8cJWy!47a0b~>zE}Uom_=s@P#n2i826nOoFL&u zD$MJZ@kvQ@aujLwz2Wwpt5(nUoO{O#ihg4BiS_w1V?cewFv5XBVED4%+&pf(aIROD zwDoK88LDdEHh}>pBtVEKQ}LrCPo~fuLH@kdC?2iRLvQV2lTzU>N`YN7tE=a(9aZ~I zcc`X-(dK=&rY>eBQcL#41uR>Oy-02;Y9dJAXn9`cS*@QdKJ-0B_@SlT!@TDYDZXJZ z44+bvbYVKd@rnf1A$D&^Ni+xRTi18Kgc|&sOr?EkuB(5GcLw>HTq25(p%KX!dkokL zl-xP>l^9A^cxS#-{ibe#fOtQELiYaCnj7YO%w!Ilg##G#D`9sEU7V^pahX_Dl7$0* z#fZfEWZK=INZ`^p%zz>Yu&7ySW1#2x)E%)IleV=d8V&5zLGXA5R5bG+M=~0XM$e>< z!mTKfHFy6~|4FeD_@zxnL7-rR-&NzEb47mG+0PX}} zksVtgw{+(GJ$op=r3aR0DpYR6hZY%;qrtdgFZ-Ps0 zmTGQsHEC$#lV_qil*(sK@jI3{iTD*hdP6cN-a}&5;t{q~Ff2jSWY*w=9mId!hi(jc zl2TqZZF}~(hj)sPKwqDec7N;apW$UPt~Gjg_D*hZN_B8Sm^9a+qc9=Y{E9?h!;}M! z?sqXm-(&CZBy)Snj~(;18%bT5RTJ>w1Ff(pHGu3t8XpiE^$~&y3EN&$O7j9TN;nkf zMRe|=niu8lyXedZct#jlmu>m?_MU6mCtdP6lm89=%8(JLyfTU%B2`~md#>E&rBWyge{IOxjSmM+lSfU|Y;XlEwGplRx~yx9(Gdp$z0TIC251gUjxJ> zgnVVr_B9eD`AX>wL2h#a`Ln64^uFZvkQGdhNVL}?km9D$h&_4@YU|eJT?Yt&pdSmB zf#2>O*=}^`=&^*$F0Zt$fx;= zTjfHzvtD%hqubRnuzDN^-So`YCsoiivmp8w7t_2xs}NqdU3VAZ>n)_a>6lU2o*ajpb(3|U(x4L9yo&(aB~cIrKW9y@v|oosy(b$KLt1^`O#_k9zZsY zWuf3v&fS6mH+fR1oiYe+`!w&e?EHZShwz52;|1#z?&x#l(PrXN*hFrD8wT6*-nlJv)rx zur#hOrhk*CUx>>$9Pfgm?w{rZGw%Z4lUArPkN+4Hv#MHL6D6hPj->H~f#|oxN<8!x zq((n$j~y%G5Q=Tu&sntJwr3G(FD+P4>@9E9sVP8qwqMp8U=&70Liiz@4!U18 zQg+Iz2kuUd)NHOldZR5FEoZ=!b{Xp zapr3!5Mp8qFcD1_d}F}UXjAll=Y!;vL4o;{ok+yk=jJ~r*ceaLc(B;5DXDXzK(!sw z&LC)wLsI;O5-J#Qprq%Tb`?ypg~*yCBj;GheFJw(c~eR~aR3UMqvQz;2{}LqPQFa9 zpo9M&N{E}eLC~nxqozu_o_1&ffOP=#AR)+9Y%(b#@?|ua_!?&mQrKL^bYj7&u6a6s;({vHTP_N(_C~_`DN1c@%e1}c(K(~- zM;1H`GRroDuhgvk%-@(ViFHX+FW3r0V!KbrH)H4cnJvu!=GQ!5=sTbH?H*vSzU8Cs zs5WFL)Gh>walwsq{Iu%|-b=~CN4LcOUf;DK6;R$FGH|8rh*+ zmtGY`5QtqZHtj?ZcS+R_02ZUkQ$xy^QY+O9Dy4Ux_m#`tYD-%~bg5|Y47iK4P)@|O z7fx#)yoH@jaH1UfuSUFP2whYlLOyFVmS zBaGZv3b;v2+5DpkHt@%CpZceVgwv`&^SCa-7yZ3d8KED6AFJGOfxu6<@Nc5SCj^!04Q1`GI{3XtH--~sY%`*=@i z|6b_cfx&3P(SsqZ zVCbj!#v)znyY`K_k?Nn1Zu`1$6!w1R3)<^}f-uv+UR}+n^lsHAk@dlNPnrW0L!#sYtiQM-;Nxp3xi2nM=?4*1AH_mB+@@Ui~6r#tJ~%I`bOx2X~HhXre5pMVpmR5)DJQEu}yN~ z;VSd{+}o8u-W~Z;ShnXontQkYmE!AQPC|7Wi)MX8`B_-|y^{f7A%>R$-$3k_hPdyU zZ8d!_)-Uw+X~7kr?}Bhe4HmXN6Uk_~4^y%d*pfe}tGDzXLT_7ylVI$3$c03WLeDIP+xJH#Vr$AV-O3i>rkp_Hcz4L7xu@$T#!*Hu$~0XD6KVw8QSaFjn!Pd@wT1?2M{-4|3pb-albEG=e9G)Pjf%NaWN8PHwBV*643v#0Q0Y$ zjKRXuZIh5UDcD)}n-1q1r*?7vJar>Zhh66qaL9-kOKd<#6D^d+_53#?K9wm=!_A=s z^nb4YVsk4jVfLQovf!V~qbgw+Z18m#mNasOL$Y?a&>^QS-^MV%9*BF|6$oJzC?(8y zzfD}7SXDsUyRH^p1GLwJUR-0ib?qkyi}~U7&4#l_WT$ruV+$b9qUlBb72Imi7;buc8#*q6KIyC>Dn*TL1i=ud=FQ{T6e%ZG;2kJ!+u z4|5|4a6PCmBx*$K52W87b2R^x{$|je*JC$WKcSN5+!X5JFLNl%Y=Qj@u<8h*I^+=u zVm^ch$O@~QT>}B{-63-`mFVe%;Pc_lzrwFy*QbosOzipJHH@Z4MxK2E?9}Lxk^Nhz z``}pc{6IQfcHFB;KsV4_l`@mE9vK%I?&D;?ytSKh@G#eR+aonPh_?NPLk68Rhqwy$ ztu9c)HnZLKmr{R_WEw-r+_oRQimAf?ub@cZn6$+Z!wZTyX$KH2uE+tJfUIW;x4+l9<04J>TzX5eqQ9S;=f z-8PsmYPH{=M8>Lk=Xp@*83GFa+P#)n=*Wod>f>Loi)<7RxTOZGUTK_c6k;z!8jA`5 zj2}gPly4LlI6G~574U-TZk$JRsJ$DAtuZ~S6vm|Dhw5KjL`DLHcKUdg$94>F0G<1 zpRq8T5RMppmeiLEDlIc{=VUaKu%bR8cAFB>-_sN;zKJtF{~`rzdzoGq_I3OxK)TW6dFJQh2Vi9fhR7+qw;*Ol3w^rX4-S$? z7C@1>b-V1BKXtUsd~04^S`E8eD`WmiFRKu(Uu1TtH z=AnlViXIN%;%Zmga0&+FFdAPgKCpsjAhS%{Qr*bx+zpBg)NS1)9_l=j^s-W<1cmYm z#XYFEV9|VpCLO+FREADX%in@VM(un5hK!ca-*4L@y;%72*$|Vmx>oEm48Er*i7Y>F zoXZ|f_PZEn!YG7n<&&OPh;ket_xHb}!u_loPQeH_Jt_$2UJ^oEP-63>AlnziEu!p} z9#D||meyj)Abk$H$okS=i2bV6o8siCBqe5OVTMSf@8*0{?DF8ig5wu;S3u6xXLJgw@Ebx}{e7S;2?VO$&$e1tt<#9%56JO6jjNj={ca&1 z>&i0k(r|FFpnV}UBoss=tO(?%zuE%dI>}-4)GjVG4nEm#6O{aa74`1wYJ&VSq4wkN z*!4PNBjpX!z)5RPPo}yQ&>ug-7(m715KKkkiG!qN;Rsm};)sV&2(?V2vu!%||_8afZiReio3f*vhD{WvgaiopQ5Ax$-p%PM}R9cHVM7FpU1>-(+#9$zDXAwHtVO&&TILQ)Mu{E9+WpW`Rw5 zJ;uA4z;0%d$XkE_%q!&)wMHva=+T;I?hL=9^D!RBxd^r{l?-w{8E7?piCu@Q_Z|c3 z|6rQex0UFnnmeTbTwy1kKM><6>J8rms>%Y!8oV2%EF7;0bFUoI-SFbu+Peu<@KC*jw{AALd z&)RR=mh}ycRC7M%pK3MbS$o*y8xAMxyjTcjcViS}`iG$CxS6k2s zI!ncVuLBK`H#@M;qzlq!CL=6jZj>N8G{)sE-934J$4?pc%F6t&X3GY>y{#sGsOG2i zhIoD)dwJ|ydn#YMFV|T^7yj3c;u(eF`OlZBdm%h4q&PO@ltO}LueD(ShbfK5L@7Dvqc5^o6pu&!O;9_iIG`sw^A#bzCX@K`CGPSE`xvh05 zGF7gTm19EAsNm5KIY~Z?$v3EF(X9b$-+p$AJB7lP3&+O@sG5X`9}?pWo!HtXnaPM&hBUgVTqZpZ^B zUG2wtpSN_dIsEDqdXnR*sHxsX-)rMYwgf$Y4SI;CTKHy;@k<^H=a|9Q|Kcdp-emxNA4avkkv`AE%-3DbWdFRal!XS>ODdGA(L_!72 zmywC^R=tF5wds09+y#oH2|eL~t1U5ec9&gep!}KOh~`vu3u#swLrMNngw`*WywRYV zkZtFvA?r^btW{i!R;PBrFC!Ap*N93C7HjIt3Y#Bx5WzN1gp`zSe&R~ktTg>bvsIjj zPTdkkz>x=^ur-EDT|s@9&gJc#ax0Z&>=z*n7hbt&^W+cu?7XHt90YlzwNBb!6s4Gh zTU&}9839uOtl>8V-Jd7BmUpw&h1|gGqQJa%!KTP5)-CpOwGJtLKW0R!R(y0ix%BS` zBcu$Spm$y6&Ihe2Y&<;ig~q9FC4rCYsgX6y=hrK2t9xnsNxxnI3knfu$DADT*M?LA z7eVRSL}4PhFMTiwQ<2P?2u=}mi7n0ek(G% z{*MQYE3(=2Jjzd{cNi0TcpNv)_UE-=kAp7KT$peG9ay+n~^ zCdu#he8d`oePl*siVvKGyUqDjkp%eq*{gl5z%YtFhcc+;qu>{$fQtHk5AQz{EsY@( z&{~TD_rMW3=|#DkTJOx zA(GrVHq1FuMA;q!JrHIby$N_+JS0jDhRj39y`mZ64WSr{3`u65)OQAyzw1zsBlF_U zp1TK7?gL6G_cW&oA~&I|KC<)=$T0y|ld*7~8;&3%Fu{Qz&g93|rItVJ935v44=CQ$ zP>sOJ3c`ed0U)#cKL9T;oaJ0=rCYvDX-PO3wv71vSD3xOt-m;Rh?0*`Bk2FFTD7>PMTWlb_ABPBPec_wlmsnL7L&vc9~AA$->1hcP8Nq`k

        o7pu_->*5PZ!I33V6LdNOD~33D%z!RQ(Ay z>O)gAP`Q4UM|yrA(53_^q4{b-$J*V3-Uv^u&UZa71##bUjB5$pB4Dd&wIsBCVwrVo zrhYBy9(>*@i~c?Fm5%@Ze@O#{yRP&6g7wdI>Ue<5z>D>c1}cFF6Ry1%<%1BbVwQ9s zDz{LU%DfF^pPY8sZUUYR#?1V)q_(2sM2@kUIr|I-ZA{Y=wQZW3@pVamyEZ_{=<05> z8`E4y+i4nzyGI=x`}D#)7sNs1z1=dB(l9jR5x72D1e8Ly=$sIenl}i@AD$0VNU{Ty zlwwBAB!m|$GO@G)rk2tw?_KPhNPx+IHB=OXarlIdufP(nc-mP%azM@(3bj=NYa zJF>#{QJ|@|&qBz^3=#*~q#7MrTsciiNO`@E%4bs7Gw zvR7F!Ih}5>0wuB#V9@Z0uTD4JSOD}2R8u5?>No24p+G{2q*gbdS zoK_7<=c3)kY4|7jD!jC&`}BV!%A5Pd(so4|1Z1U7(rNxZi~m)cDfvH0awpA5)0pBk zAxg7?x0)aTC%@iN^cUXPaZS6X6_57GQYZ4oqnc`5D&vAXlJhPhx^^)ypvr^Sow{F7 zj-O?Wk@I5P2g)qqG@4Tzihvc=7R)h-fNr0o zcpFhp78}iG`4}Alxd2wuNV0id8b7QY zJ%ep34wE|YQ!HOyv`6*slu0OVW$|FiirS=5RU?I0Y@I5x!$XAcX+~m_1x6aqk;4fC zY!p9J7H|t4rq_btp3U2Dcuua_-O-u}$uWIWJqv2@>67+a`T=6r@S3|*NM!X1ii;Eq z0BGA6>!BJGhasQE*40$-L8Jy)I0zB;v?yQhn)4_xaU_ik8m~W0e7v2FMQ=NvzC`8< z1@w#7xQ&2raPEO~Q*Eh_(snfXJTFRA{zpmNhP4d+uvYYn0S=6D%x%3T`rhLkds*Nz zrMke<;ZlO061}YTV=k12Ljz*Qp|<)hJSx$QzLg%Y-;qL) zz6X|YDGfUS`gP3{hhQ&OtoorjJ=J>xyBDpACHp(6itL|{F)4Gi<9 zbG`48j2pf4*3dug%oqR%;3GHcngj19wO}!!9 z=p(lhmfp}$;_60%)`3<{DZ^dKg&m@~$vuWy#^O4GB@GT$nMD>zWJc7m;$3D_{>4cl z9ZuAO5m#$?&v*9dU0=|n(k*3S@L%e9E_n{5n{WY=urZIP${%DA@Wl?|n%N_O(zGMr z*m_6yJ&U-@w01yECQm|+2ZJo(Y&Bs4xhIO5=nH($F_J8gJ`kf0E-6CHUcKeirzBO5 z-Dh*0_hHojn)9)!iVuAD&9}rfp;ra9zI7yQHSfUK#s8@Y_zU=u)YJ$d(_Tm_y5y3G zb_q`CqYIaE&Aux{W#&9pYf_3>_oT^X8$WTqu;^Vtu}N|Kgm|XLuW5?>u%A(=FcaJ9 zTd;htWxvg}yJ&Z30$_i;pbsF#sc_VYaArJyvaYXqjrHOGqPQ@6Y-NKijNw#QaQ#eN z{$u{21nr`%$(uu~=C(%o(R^t0Psn1+vA^Qm1(cZ(UC$3L))j;PSAZpnG8!Krv4Eob zvx`EGLl9yx*|djFGHsVew};yjXGbU~z#CckWeoi=O#09w55oYFVWkwF2Ang0Z$(w; zm(8qcXvB2YPZgRBt@mB6L9g`4wXHh|d4Dyp6#1$}Uw-$0JkTio&HrJ8dH+vPGmI)a z>s)SQILIPs9(J|&q!$Nu*RAV+kyqw~G?cR(k$S`9fVPv;zHt-QL+e9?KZf!-K>(CB z!a}OsR~{X3lxhot9{xg~r{if_6z^r-y^M3xX2KvZkIEqD-Npv2!fzZt9J&&!!<~g4 zDuy}nSV%N6Gt=QSm%pazOPg1$aKC~SK9KouT6p{|`UQ+rAR1h0cqTZ9aG}95C&k1o z;X_csE#MXg&o^B0GI>OQz0dW6^3GfsMJdE9ef;Wm8F`z0^FlE5xb)MQ2}F>6%RScn zon(N`^@)5#up7WMK)s>oXptJ3F_5+7$%sJ#ug%S(m<5)M|5{M}S~1kgLRDh*^%WVY zt@aHNkp$tA7#G}PSZfQ!Rwtd<3+)Oz3RO=4yPa(=$*Ks^1x4E0jfZ~Sio)`9ef0m7 z{L{>3Ato`k{QqSpF?>E@ANuEyx-0;OznqparH!SbH2ceu$WFPHFnd^-8vW)TF0XLU_j9Om|>*muk(t8Qq zE0vatu`iY8fT6Oe;1Mq#8F9v?drQ{o{Au*McJ0EB&-JqMjpC@|_na<3z6;^3a}`Q? z*k+I%3tZZ|FW-gPSMV`te5d<~J?pW{JZ_+YAabNZB=>ORPEk<1-=%U_+?PDnA`k>l zUQffYK5V^?*+AUTV}Idj_4HmJqovPTTOZ){?R6Y@`&MN}$#*9J@P;&gI-#&Y&$Q>g zT?1@H94xION-Vmr71BYyFc!WTp|#%}mY81?nk6^*&{q&gEfgllvQS!1{V2yQ4!L4` z?YoVyAB&oDBqJhsL2$AZ?x^I(@kuh-SGRAW;SD0F-ce}e_Z7*;HO!KA_cNikhU_Ne zjvh4u{q{qk|K`OiM-goHBlZIg_;yC9n&6Zsx=&8|lnp;3%@B?U>%9;hS(fpkv9Pr{ zS>QAULDm~;j-l${WrexLo3|M{IA!w?c{bfY8CETzpg^E(fcE=c8ck)F40*8<4dox3 z-}i%1Zw`c{6;%p%`a%NU(ee%DU2T+TlK!*iV7tUWy@T*|9o0qc8v)r&wNzgkTlT6| z1F6X9l*SOq@srb%OElDKU@C~;`$0gvwT>6V58_0BkH+u;@a9QPd?q;k&|mW~6wm7q zXE*$U+aSMFJec!G0o9ogD$^U;fPIfmSdw27Vs34E`D6325h|}Sy#Hfr+1S0!F*(QP zt>%--DN#}<0w-^S4S6}FgU$iS*#UFo~NFWv`e4(^aVlj$^+G||qag}A_C3Yx({+A3{wek3A*^jtC1F$9O$88=xBy(bn%U{OX5Zo`?1CtpS!QCfL zFRHO#<*xb=hJL0sY)7^r^!j>TX~>YzsAj@OpG=6aDesuS32Nf`?A+B&PtmH9U^8@= zOIHQirgSm!HO`N`XdNWdy(G2^qQp?}pI&zDK0Lxj@{*B{{r>Z@rlh3>-y?hC6Bizd zB_v5P?jMEC--9zzY0Vsg%_~=? zkJLZ*mT%*?g>L>Tb z&GCGo=W1$_S><$guaLnIgDckF>a?**R_5685%{WTNxnoF`QiQV<8-{ibfKL4zSw}E0ox2aACP9*csi}5F zHYK9fbFf$w%ZpMaoalQY4!+od$Md#&LIp9aR>R%o=}XJUHRkmOEWwADp0yW;lFqZ6 zn6d3?^@vbuhdoTktpdJAE}!R1b!3`&GbubF?dd~54XY-RIpZ9OJ`nN5s_~~v`}BM7 zi05TE6}nHcQozEhtMo)Qx5luIU2dP)Fuw8QlCeutfB`tTCaPn0-3MZ|waaQ(ZDaRI z8@WEF5sgi()L$nz47sWNTvCkm?)h_+Vr)DvR~uBbHTp<3HabE=!%@-p#id?e|f{qLMo9adyTbL7gwuFND_Cqt~Tg z=P!L2Uc@-sohz2jVVI6$&J8UP`Yya0o$0v4N`pA&PLRSX{H8|QZTHUaaAT8oR~YoA zRyEDGpwa5v>cu}b&cHWytWxPqsU7Z9MO_W(Xja(S6p!{yeO`6SnMUs|Zkg-LcV#WG zS3zbwk5*C|M!~xatGQ-Ns^vg8+7CDd+MWfr0{ghMf8jg#I+a2u)k%Ma#1J;w#lcuo zA2+4}U%~zwOM9{6pr~voUQ3)_b67Lxw6mV4YMwcvHkr}r{e~H1bmRHa;+YD(i&CWTpKlE{{)d=9~YzKXuak{SFWYoWzG?bTD5Awf6GgbW+9@H zol#_9;sQ~ipbwAIb0hLd((VS;wJ^lD=4D2%dX$ez8Dy46a5l4dD>a|!!#yg+6Z40a z!eq{DliRmvMf3Y)zsV~9WJ;cMHXc(<0QU(xHr4HUV+Bh1ORqn?ZgaexOiNR7e|deY z5N+tLBbUT7eW4Wcl11elW}YrmUYyJ^9yyzieU+?a?rvC~pG7+|S$6+#OhVuNoF06q zgLcNebm;B*Nv%r;7$?`zIs|lRLs|_it|h4`?2r!seYh#qKPol!G8j?9mzZ27Z~MZP z#6B7AWH{0n>Zs2ev-|e?cYi}Bb`n_*zDZqc>94P+I+O*7I_)IdbLp{6qN)VqzI>;S zl&y_@NUL&=Aqi$geIp1exPLuCfrSXchfB>vWL{5CweEMRUz*z{B~DbSOL?B}AB

          Ylcuus_+p~reYdpu=;D=FV6qX``gr8kWLLfem;F{ zcW-53=M?Y~`<*tjH@pytHo(yW+_d4AUFLnbL~xSYiv&zi9bWous^*JLo`~e>O)L=) zjRNcgHx->J2dC!sQ|X=a%~y6P^0C#rId&30@zoTWZq9h#N>nSm8o%e;s;5cdNcD@C zyHRotSSI62=vodxgD-khZ_KKtjx+?)Y-N+9^3Ho}8mt<-EH9dp`{UrCu$mva3cg%| z|6tvsfXW9i6`tNFz7Cn(3FArTGV93~WM|JB=5@pBHC{ayeH&Z)f$%G=L)k>1TrqhU zAqhYpO^LZPP5A!z1ez`PBS{_&a^Fbn+?>{}=b+eRU17$aB*=fO=l;RPpH8WUccu>CT=KBIkB{; zgAFOA9ynLA#j0fDm^XFv%l`ORb9FPj7?N^;$|_a+dF?q$yg?0_5B7c1qUJ{Z%Q1?} z_HJia`3NUmci>nA<&q=+m3t+oIZ+BNYIgsDAp<#$^XaHDdL(Z(o38FYEReQdbN}`2?lt!r3n(MGRQ7D52fa{l|}Qd zds4xsj-SM$?T0hH2*L?~ZkD1m8g{&0nHy1!r@HQ_LcY%NTIyVQ!!*%@G82Vx&YHzh zxX6R=t^`~Em`RU7a5b0G$ucs|+)WyduFbGjO`MsuLNt)>iM<~Vic;E9Rgy9n8MpP# z3s}q)k#XS+)mky=lm`>`goQ+rI#(V^Q4X_BXjCy$B?)?w@}K^S5*$Y1p2#ncUpJOD z`2ICftkbUqblxJ|_ELL$7S@;2TRFu%+SF|S3nd0ouYl=Q$u7s4-(`E{IBP-dRXes1{UTJEpoYzI=b6Si> zR8o8^M%68gd!YX;iI~s{MbZLHdR-pubbO}qD;3zUo#iy21Q44$CJcY0B-0f41*?C$ z@jb+M{)s1&#DbLbVN=eElpJe3eDRog4En|=YUdc4!ATsI+9HYG5CjDbE>U^?o3scp z8TNte@U%(pym~C2-gT`=*>#)aRPGatmO>4X;g>@7;n#_TjqVMO+Y0pSmDQLC+j^%l zB=%0axy~k~hvrSs@Bu9&>bP8X`k(6x{v~hrdfTO}n_p~c+@qX-RB}(udkjoUV@;QA zmea*P8YS|ETW;1}KQ7>X`I0)6Q(_?nATgt1y9)>Sa0Q+(rz( zvHC6_g#fDk8(d6c>mVzwU zHw53$^eZ;i`Awd_%e4QGaIspHc8*+$r>~n`{~Yfw$(7w7AA7U);U08cr$TgSHBxi* zC$C^H;Fsd&3-VHy(9U}!2%!hIb9V<=@+ja$4hX%vs^3n3mu06wL+A+tKgJpNfLe4H z-In^#>!(k=1*GapgQbeI`~g1%-*b5KCdPM_lTKK7>^k#-WJW6#uj{ZKdV#w^3a{JW z=i~G80<7>|!VKwjXTl6)w){GtTrFI&8Wxi_s`{U5@yCx~B%@g~S%!Wf zrmT3=m5%7h4q)M$G0Ph}J^d`$dfuJ>>hV2=u9V@RLVki%182xfI*N^+GUTG^)0i#iYGQgQh?MhI2bIy8gg?2bZM`{7Qr7 zL0T9#n}N*RITX~QN5SCJ9fAfE=G9$uVtEvsRK{-@-?B#6PWDNk=8iObepu2c1|7Y= zJL>fdwvSp*(pZqn($??A@VVw)sBs;_W>(;qiQ=NayjHkoFB}eHg1#^V*2-CI-Hv)_ zVWmHsl5C&bkIy#4WjoG)Ie1Ls1GJdkgA(B;V4B_8*G}c*}rYz1<_=w!u*CZm%x8KBpuO3zL4`RgBZw;8zaK`eAF$0rbp+pv>qqgl) zM_4k<#-!d$Drbv9+{zU zHm$KA%5UhFPt-KW)M`XUAJ^}xDu}6|>pu9na;?M8aor^k)B;}W^71@QUH9tf;O*EZ z_Zw*qTNCq;oV$>^x1!CgIMd`Ls%HVeK_csuV)d<2iZ7wv5E1K4-X|;l%JU^d{{KtgI zb7+ZNm&&QrFm|nxm|9uQiZQy-C3;JzRWzs1Q*rKlGRIw+k&DLGX39K2_`DkWk4KO} zYov<<7HR-ND6^nAs^p=6GMCDTB8wU5h}hA*jI)@8D)#TMt*^Z9;1+bW?e#pYU>F$B zR$W*Q+R4Ik2+)>)qI)+3!z6>}_TTS6k5Ik;WC_new0L@UdS1eX=zdv!>AFT(**VHa6<{8#^f;DXY*l00`py}Rcl;cST@aHQEWtAwPY^2xuGRMMaD6RNCy#U{ za~+!lzV*(1)iT85DA}IWbQ>=oxQab}Qv8d08h`c!d{8eOadrr;6~d-}0FpSR*ze_w z2g8&cnf5IkkMhr`0n_i2`OV_Z!Wp?{wWfKAJ`WtUzdYasP#C4E^M8S(q13UewDUdC zIL6217_C652?lUCiNSTqaZPOS$wcbjp}wAf`% zov(x`b>ja_C349JppKNS{ttKSAI654+7)jCynmk%lw}?CF==aT{S^z1rAg)2KgUI% zLLKTQ6kNtVBl=w8Xf8onby~Q3reWn`|MUs|DnIM6Sevt8D^MnZ)%;3(k6wgAxVi!V zJ5C91US~Jw6;E2Sq?31h(=%0fU;)Zku48O%kBwqHMr!lBm+omS0qZz6su9hAeb$m+%?w2l-{l|3P*onjnL zvzXZadhkFxn6%|@?m$UB&zfkPG8Rhvn^CpKUG6Rqec|MF?tX3;6e=jpV0#pLuK`u( zs^d+}&Cx$ILxs=4wNIZ;&y!ZN1JlBY-N<|UO#(H*yn(!?;itYt8}s+tV|_fSO}LA2kd*M0c-e&2e7bqe6N2uYR{71W!$nCRZHUE z4a*-(_lr3lj|Oq4s>S}-nG9M4tclJw=OSsdeQe`D*Tf4?^1W;FpuKQBLOFs)rBl{F zZ)iePmSgSWRVoDJM^(KimNAX!G-!E3E8AURmr&oP%M33OT3XiK4T%@VJPgSUZCo3s zmNz7Zk%n4fc;ZygTsO5Zd@I;S6+;72OG{VqWRyPAy32d*^ndB!Ep+#-F?syu`|455 zB`|R@q(LSBC;o0(f2z1e88q@xS4*J5oF7rNrzhS)h!VTd{oB+;N2J26>=MtfzznF_ zkH4IMHk(??>kFfP4&D;&oTm&~zg7!vz>lg2`j7?w?}-iAd9Ivw?cTv@Bk`CVRIEfO zsOVy-e%228-J+vZL*E0_#ULsfXNnC11(~5KY*5laTs%}FTDdy!i6&#OEfV3u{@c`A zdYpbRbg`h(c{Gz=a=(0}01CbxLi!eP?69>PEgI11RD&459)!tev;muX_ZIEi1Shzh zI2ZHNMQ7WNU!V*zy2+1zaefr#nQ7Q+@_HPR78z*o7i8ky*IgLq7q1^4mR%+tipLk# z*0ns}7uRb|C4&&}OE24@F_K+e?e;26LZDrALcQztxNLRIJZNoa7EypjOEVB1s(P3NUUGM&$_xtC~NUrUB39UF2dyhrk zPZKORm|u+OeO(6%C$3zaTSO_%&g$n*^zdWCXl%?SF@BvpCZ>Xk?gLUxLPoGlZht)S8EjWkCv?vW*`ZUZQg!a9_m(T9^Z+Gbfmjs{6g?ys!Wx- z*pmLVmGeC${tV6N%aQ!sc83U^f#mAVts`r@+;{>boX;`|1PP72^Drc$td8j)$b$50 zwkZw~f@`0KrJFpnmQ8}A;1EUhQpGmSi327irbNC^YS)fn9FC53M2xo*>gPjS{@3L( zMR5`n?6|m?n4o)qpIzjFrQ4;S#bf-UmP(GW2^GbX&uVS+wn2x91=(6ga+K5hPx}3L z95MGD|3hsJ6NS+fZZ#^j4W~A5I=b-Qaz-;;(deug)xWelf-+(qyXL-S<(?TUJJ+cP z1kb(lUCRW^EqxsbX~IRBFTL__a`BOReM*N*84Q0TEB^>=z_)g(uNSwTVWQ{N7}XcF z^VIP@u$s@L;oUx>XPDdFS@KmTVo%Ba1jbZ1VJlm8B@x@BbZZ-1*i^8a;F|5+Ee5A< z)#BE2`Yu9}!D{N-XZz=#dJIZN#R;!x>7oD7+v?Rbb+aZ6HY&97YvGm-rP42USddp% zv%Ew~f1RBR22Y>%u&yG+8LX5?HR^OY3bOXpwUZdBP@Yda>PNK>19^*dzFM8FG|t`~ zJrvy5SGEgr1?_mb^;zSJ{9Cv=hJy~o93h)lpH-V1h_g+X<>Hi_>Eu*6TzV~lMK%`5$1qtaI8tFz_8j)^?ZUpI6xK{xpxMZF- zCX7kpM+15CKV#}HoA!i0eBZFT^Kl3I=(CNbp))zvvxniy}RKwXs@yhcX5=S{8-VG%<750=ZnLwIRK zL%W&53Qf~t_egVxt+0e|UCr;hV6P?MQb??L(yASoZ6kQ@pYeO%kM$c9KTnE5j;(Wd zYaH~nsY`qV$6j;2C>~oz_*OhRFU7XRWxcQV+c3iAv}9Pm=^IPmov*qjs{{gEI!`|s zGH&urR|u4!;qe6>YuKsf+2oyGR4Y8Y_>qL_)dh_L28R`I0bR_COV7ABZ#sK(;lPL9 z-nOVK%GNqB^tnns$wlvrZwEZEx(eOb>bIKAoe@KLdcu5vubuCLiBp({|8|vNyu-iB zet+-;mGhO&Pc@;7MbQYb`ED@Jxc9<(+=&^KhIHTsqZT_;-6Pq9Mqz`TL=mPxUD}in zQlvJiKbhpV`#f|EsYxU~iuV!AL`HS_vomL+_BA4uc$FxVd?4THlL-}-5z(`evAN2D zm^cc>*U;lYKh~V&szjz@0bW~%dmwPyyXCf@IQyF*lO;2r43hH-jyjS+dabJkEqTK> zCB+E>34q?KWnJBz!`t&qv*|DSgPG^v;oZKV)!XAkgX^dVa!;y>3&x13Dj1CwF$G0v zpC*4VAOg*BR0()zZjoLP#OX0pUfPE z<1Yyj;_VloClAxDPH#(JTvi*XLc?u2F;U9K6X{Wr2B#NdD_`ePZo@xau*pzymeSPt zBrmIlA}8wyZni~>@of0|jbNN2VXi-4imQ|`?k?PuQOw@3sEdQKAq zH_meTGMX}b5L!N&>?>gr70ms4EC^Q~Hr&8{JIv)p>o9MG+^Y)4{35q3I_bzQ)(*P$ z(rP>vS=mVK$@vkI4ooHck{qLPPUDX{9!iFT+yO*miSNwrUiNyOZLUdl@z@q6J`F@! zA85|f*^4>| zKOKQOTV{girVD!frxonB_8wJ3`$LMA!F)RX?5cC%wg%yNn1`Ls=rJ4^Wl$hNzoZ=x z*L>&eSu~Ggp*IGwst-> zo$iy(t0k!Zg89kL$A(#+gB{C;%i`jpZ(Vm!a;*{j*A$*s;$P&KugFyI3wzz6XLwm7 z&b*rwe1esnbqBLrhMiBTn;?iUXb8m3(jX50@2hF*%v0gAH5mh0fF7BYUu0?FESUogg>e5 zEyX9sFT1;?8+Sg?Mlmis4t4ukTaRbMmnv;)bKj$@p2O?qTk@t03I>WRxd?{VbU%Oh zo>!e%AfuLh;r6Hp@y!{!H>UEyL2$Q5%E9OC9Ux@C8SxJEx%0VZx!ioXYR%m_*wA{j z`NDhm;fMx##49lBO!5mFi5cd(%C-Khphb^Va$e!#3|-y4eMBBFTROv>X}=6%NQ;@Z z8j;xzC$sI{gqS4dP{Sz>E%K;b>%j$^#$y#UwumC>rk`H4>9(yfYk8xF;<2(-t4+39 zGL&@OZu*N8?Io{V{kKhP9Qs&aSs)SKmZyJxt?}L8S)SPZPILM-2R0*ftjx7V4Pct7X2kh0@tH%5l6zX?>x%cwbk9BIJq8U3Vo@h(DQ zUb`okT*ZthWiCPg&)>GQHXEvg3j%@$OEWgSuWiJ-m5KQm-&ra3<{BEDu4W-XlZ~WW zclblImYdGg>i6F`L6p6s8b(J~#G}6jXOkhBo*Oe{_>c)z~&_MB2g20Eo`EzfcNORFedQh;B>51rIl;iY~+B z281IKwm@%v`Z^TP%#wFmmNJ-sLZ={&VZMYrh(%uUrH%J_67T)S`VkZ=eDjOs$-5zq zz=p06{l)5`*ZP?Dn)kqpe3p)s348vWFXyjaBkXwyg~XFuZh!>{__20;9Z>No$t-Jj z^{s&w+iugTtn6#f;+@ChMyd(#UOv?VElr>?)0b3}(GdRp+{{(!tl*8U-Z)N}-QSK% zNe7V7>e8)~V#BQ?OVIRl3S3k-zIRQa!md8dt~c;wjuw?{lV4c9?`T>(CZ70%tglI* zI05*Bm>{dy+A)Rcn2o!IwxTQoJnz`hWM)w4dGV0W>}?4v6JjKbQs*4H-ik9Y-#4mY zV^dOX4iMw~g?A+sJDCl^7H()s+F2}}jMLl~GwY!BMhs4Ew3Lad}7t0ma zq;2z-6b8nu{fZ^kud9*t2wu=$Kyh1}C(5Tqc2vb9Z!C-Q36`@GhAwJ*xq9RGMr<;U za~c%zxc+vG^E0Yk;&pupi|psfFTO2bX-&5j{`hponttgD(RC$6g~3pN&z~Si?YCZeqjIN}Uzp#iiWQ2d0N z`j+Vq%ulwJKk^A{SGsYX;q^u`NVf)L#ROSABHC4RQS*CGpZS$}e_O3DgyUVv*}QIQ zP%|rBCdGUK%K4cYZFocJ(vf~+VW}ydluvHCBAex&z7NOcUcQSit(~Yx?;c`&q<6oJ zjJ^0!c$nI?zzv_8!gI?5%Y&&J@hZl0FwQKc{ocxoFd=xR(933#x-XSR#*S=Z9}Hx| z{_ewrx~-LRqY|*c0_`~=$4h@$qq51L9bU_-0rw{L1Be=84ZS?-&|GIn*(PRKztW5U ze)4Szy=~Ab0f|lNA*5^AzoZ%UH*Ll7;DOUU$yU#8CMRB1@Y2&+26+PK_>FMuZ^hg4mufOak_j&&8{NapZQ#bdP z0gUqUe7>F#eZ$gtj{0UnT>|yNB!Cz4#&khxx4kT=ITj6+${W;-epYVxM6To2 zL=j!n;?AD@{+|jnfpjIP6XgHQ|O*=Qw({YBV;n-;WOoteR93^yqELl3@!#aG)OH%UQ=+qQO z>hpyf%0xz954`V()-LEjSA@{R+3zJEE1YZxUHuMNljV1aB-G_QLoiiYDfe@I&k64> zpHB{7_G_Xj#otYm&_LYh2F+^bg@o(s+Z|9~&BE_1Zk!;mvz2{E1o--eFRxP^o1Tb? zH{Yt>F`~Y5dRL1oG_i&LzAtgIQGa}L>|ya+bB0UPS5aB04~dIC;|MK_{1J=3Zr2LU z6Xd6=NJ3CUKQI|w)_wf0mQtAwiA*WZeQ1fR!qd_j7swf-wkk%% z`>YDv=A(zzX;a1wxc$)RV^#k}fdHTve|c;tEn**=w0d>ua@(36DtzS zO?{cTlgW}$pSR5T4pV}q_uG4;APt_+yKVBRM4wj}`#1OL4eKxA)iCq1Gq|P?TWS1B ziff4>Ru;l{%z3PIf38Q9D#Q@K?Lx|z3%Y;}&j@)wy# zdOqAw*P8@LfLtrS1GB`N?gCI~m}sIyi*`OiGg=*lBPzztAAkK4#n37H{b8@^V3Tvc zOmn%#*jGO=H0&pEA}IZywT}>vZ!Mk?mSRNIsJm!A-&~!_0doW6(4qKVH5sxUjhT!L z&sDVmAfel5i1w_G%buobMRB2C{*hY4xPN`8ei)*N7U=%Xxo9PldA!?C7MPOei* zOOQ`zBd&YRi1leh^B7jCEuV;P@h+)p38c+kH4XC0q=_;xsxl%3Hr{_f-n+z9^90ge zw$SVVb$GLM)l$EC+#aA(G>fAix91XA_p8gX2@^|Xn0t<|tCYqpC3v|)Ps@VgJvrgp zMXK9+r-mO_oPdFr#m5Vhfaq}-yX$z&4`2X9KZI z6<)G0F7J(=!}ZwnzY60}`5*(0Nik1FTX? zyS(}Fu6tN)j}KSk@6NI8A^%kn97MgFG@ch>hX;~hoM%=px-Wp%|Z;oy|2*8YufmFCF_KQ(r zE~bEwb2vveoJeN6LZk_+7Pd8Kb9!fa2RHmwQ-BEpXM;EUx;+6jHP)}hW}TchyA1=V z@AjQ1w~iyzJO{MHQAT~8OWpE?>n$gue2|})zE*_W{yy=Pyb%4>T~rr8!I{BE;h#!t zBPWggg%NTN=Ix*9*8%c;_|rVLhU`lo z&)yEA0j)`7gRG8RqBm=^XzO;x{Q$M~oHilI_QFokMRI@8HC?nPYxxWvHyDpJ3<$hi zmI#}+a_rl#7=gF~Zdq`POBeTG_&^vj{nzs(z8_X)BJ^9@y%-zMV)w=Q}zcOVBzwEuif`FoSdXlkpIP-@ZDH}erfcuLy$iXD&xB@{Grg$?< z^^NiJ`OUB)um9G5tG@I9zZp>NpPqze@C?rA>j*lA^MwQL<8U2s%jM2!#-*`t=)Hr0 zi)nayv$I)&j-HRVy@fM*ePHPXEQRRl| zVABSnMNx%V<&rEB_2y2YxjoHE6LnkMu?`6T(9EHW^}erwbj3FRhOu@*NHrifyVf0g z7CX##X4^JZ{o0#=l&6Rj&t6{-xZ$!s8xetNJ{z@24t!jNG?kGo>eD5P4mLDP1f7V; zu*nK-73`!PVxn_KZ}z-)apjQdbY9*bfHAPFEKADzj?uP#Rl$_}v)8NnJ@(S@Afv^!ltT4w!7pkwrr}y zWX)iyA367|`~gUeDQ9G-+~rcsr9P_q!){TNImLs zfJ+BeoWZ~n?e?`d$01?-6Y^k7ncZdbu>DTBWBnY%&8twc_T8$fY#poKs_<2z6!=^J zl9@%Cd}d8#;`%Zfd5+aDc?Dk7oS#K z$rfGq{(d8G?R06zvPeQi97U#Q)o>}|PeYTAgxK{_h3;tvdBHbQN!c+25*OP_X-Xq9 zciYgK7j!dC(b;%+9jqUV_h|$6>^1bVL4`i*Fy!G>pI$dg=1+rA&OGB*_Vs&ewcB6u zZwYpG7m`^AbrL9)pX9$tnTEzzaSQ7&c6^QQT>OSce+6E1az53@n+g(_9eA%BAE(m( zZapL399++9EUv7QJx%%dCxxLa|6Be+VEOZKq;KVROBR_;(v{^OJBAJpqA{0qzwn45 zdP_kQOB!}n;ko{is9e3J=I0Q3vpp@L0s@>E5?M0y>ye*eA2@E&)dm7dZoQPI!GKok z_Woe{mb1a0_m*)iJqc^_6R6sCSaJE{G8tXj{bJer&Qg{G(xdcXzAT9M8rc)t!2Yw{ zCRTU*d;iDi8-bXPZUxzP76F&&P00kXmjpFTkp`X3dXICy04z@B)Jeh1eJ=!CFxk@X z+#IlsiK)KrtKa?~zb#~RvKFAd&R)B8eAUx!0tl{tw|;HJVl?&LWQMb_Q+Vg)-^0!c zbSh8_O9cRY{|a%rEg=iH9avoZZ?Q+dchWtLJa+a+Jmi*|<3jR?`5IrG`XW8C7?qk5 zEOtmTStqr&N|T3>2F`Q68nl^-OZ2F= z`wXbIF5~s(Jy6$j#{atNS^Za^-su~upj61epk2f5(8NGgz;sSPMis0FD+OGJWo6Fy%n~6N&$R2aRsT1it z(Flr&Pe3{-;tlJs?0lD+@u4Pqvljx{cD?@|@q%>3EVpd&Qj%=&IL(zYh}uZj-=9tm z4UJ`acB9syZn*q!kNszD%+_F{O%ID|uT_t<$F+CxE^=OGbs|dM-fBT1E+ul^9q7;Y z02&^wt%=U7@3ImCL*q~OjI|Hmv=~}|`WKRX`2w`HtviF0IYG!l2wEfj ztCTrXSTU=Bb4y79Q*~DnfKyiDHH124d#nRj2Qy3poazL9&+{(`%Zt2;X!6)^_UPeE z(!b?RJDTM7hj?&safv|G_C77bXC*&J0lB_W_QEJ=2i=U@KV|ypAb*TY)+iAK#=;sa z$3IkUu4%&gc454_rI77$kPx@7(Jd?C@~m2&5-9qE1x-r>2y#ye~wS^bxRSO#vC zc)h{tOx|{=A`7r?;*`g6`Rxv9v_F-vSfefP>MS*1T$|3khbby|)Z8yhAtQ-xa?kHw z_j`l+B5V8zt8Fkf4=NRSccSlt-9DCyPArgU6Og>4*A9cVxLI7%je%NOV2P@udjak8 zNk3JLk!)7D$e?ExH8c zM9clWY|*T+n^S#IWm8ztV^opE44-U0RisFFbQ*jsg#vhA6;V;%N6LZ zT~)!93{3L&3O-hqOa8R`Ddg`VPU;i_rT3OA4a@{M?C#>7&@s4hXP_K>bLvWo20p> zHbEC}LJ{EJ;@td%B^XgQ1PWzEdL?x6XR<}X779Ho6ZaD>mD#jL>1B7fA|2h{mwULD zeQ>y$AK>QsF?D`!@SM~TtXSiW&4T}1v4?t+LvaU^ISydC;tMC~Z=Bnf_eORk9Sg*j z49PYZCzIWM8kv`;F>^50EgcNEZ;_f}`q>0X$w0357TYd_-kkW6(Vd7}A`L6;B}L%~ z1qV(Nh;PB~b`g~Ix^6D2o#V-nCz;iKOJ{U zGleHf+WkzhFICBIhSRof(;nGGUM&~m8Z3V(wz|CGNhVM^vh)5xw!ocOYN}fA{7Yl% zs@TN~SZi0*C&T}|SfK(${8^bjO21}M6gWAf^YY7zPdNg_&OZj7av+rDGny-&N#+e} za5TAE)n!`MBm?f~s6(gIh&)C8Ri*WdeOy%yn?k(ham-${8|#noAD&pWd_RuxjJ0XC zD@)!av&5y7qwrL2@7gE6i>?E zn!1XFt!S3T)JFIooC2@8RRi$Rygt4#a_Mfy6t)7Ooz#5O4uI+ob+tM%mEQbaSSOxE z=ug{6|3BES+H8|7_fVKqi9&RLIhBiLY&sD7=5SB=wE*~4L9N*v-D#u#Tpzw~WG z8)rJ{f-G4q1cg2*nncHr*3`d-yn2_giLvS$Xqo zA+HNFnj&=a>_rJTpRS(G0an-2yRgAW&6_YH+j~YKB_)z-xUpgxaD2z@6YBrrl?@`F z>1if587Fd4iJ4gF&(H9m=f=iXe&Jm|SYM^{r>QYtlTOAHcL3RY77QTINJ(G1i_|fRFMua zXTSnbVF>*FMk#s*T*2|+k_E!I)Mwe8)vt#dNA9kd#uiupFr0eC-e{SBA~BQ6uNT=O zi3z89vDAzpO&ME9ZzN+M8Nv#mhkGd^-V=^eA!rwg!%Hs(%eWy%A&ZlyY>7fkVV0dbxW7uLpl80F#Sq$&zCS1m?8iAM_9FimT%y>1j$!VX#gZCQ50QP*uqg;=Fzm6!A8|Lm$^eZE; znEwk}y9`f92Dg58g?<*F4bF#6a{Y~K$rSBn#e*-8{G8G8qc6^tzHz1D%|YCyR`wW) z@c4#0z}Kv+1uP{zRys6z%_^op)mP4M7&DDL`r{r}T>XVTEkX|UbpXRhZ!9n5>K>lq z?)k}Bq}1Gqm>pVk;z#DX7q51@n_JY#84jX8&m_ba_>{#T5VE}= zWRI)Wv_T!=%{yW6ITNF?P55Z$?=GzJ8NUF_kX)$@4YjC%xs1-(ffK zdrk|xmqI?**X#yLYha3Sa^(1J#nmA$&Yc#^L=l(tzWEgPY^K&wS~gNVZ3(nW&{@{!nsB*Z#ihG=nLAUuoS9#NnB*hhDf6KlNxl-|%SI zMG)ce(SafJr7Vvt|3OmE5HeD`|5J4MhC(%p&Z$J_AaiyTU zUD@9x`#|o27evRoVNEG{%+{0T27BUWY~C&6mH{*f$mMBfYFPKVo9@^P$InP6RvX_# zE*Fh@C(KuE=MH&B6mic<%xLUX9pxMJKko*0X%N;>_Guz+>Q#6D-11Oc67{+J^DLj? zrh)EaCMs|$Ih{xO^BNf?__>08$Eso$%UF@cqnQR?2P7Xup^J-=frY=H0uLQHz(J`i ztR`Eb$r$)#;%hiQdu$~h$0lP8O%VSA>6D-aA%UPveHlI`CY!pwCcz3+^9Ep~@?z}o zhp_x9y>ScSzQra6K3X4u)kYFYq@T^=MMe!iI_^=4(ou+G-SN7M%~ z;J?u$_I67F!OWu1cp*Mk6T3-lr#W5?dgjbW8^cqkAx-LJ`T)fgo$FZS`VgI~Mwb`4XlCfRx& zR%hF0ciXMrAXuA?lb ze3Cx{dYV|P%90q-c+`Vb+5>?6rVy_D&t-Tmdzcjh+G^8`w+=Gvp)w{0Uokvl`TVW9|(&8{GQ(}5+fEKVRYh^ATO zQt-RYWXzaA}x?!46 z9|@7gTZpam?sM*i)wbN>(K5_YvzUVn^1-eO&jx*-)jC?`2)0NQRNMd-rkN{%_*E=B zf{|_i9EeKUidz8g6Q|1*a$YcJp#r9oK27Xak55AJ6<|J=>kx84YekGiiH_Su|DNxR zIqT7N@H`53QkEh)THQE1b9jk9dT{-$yQR^>Qt=HVv6I0;pmJE>;a@Yi^5l+*5;UuS zLu_8MoT0eu88LwG^76|Kp1EC};{mX#-@WfnaUK@F6hNNBbbS3WEh1j((FxB*Ymi8P z0L2e<{J*t1E*q0nDMkaL=btf`a$ZbEtVOc{Iu`Bt?z$Z&jr};X=)!gsOGLqs?gw4D;?78e}HNP?deit?E zln>n*!?y@ojAuEiyD5x|VYJNHn$T`p#{l?7BRTG@I8X=Y`9wxu~DeJ6+vH68eKzX0%tZnd!hDpN&0g5u|wB z0lnW(tm&~Ku`1k4*#)s&^k(~N2=|4R&k7I*%RRUFRvK%3iQ)Z2QbLHpb!}F}x92D` zS8*9`vBE8NUF#Ze=-uTiRG&n#)B=ag{pC9LLk~_>ze~j!T5Oms%j>uGwAdm&>;*6P zjQx9K9A2KFybfEinYVpA&7DYZV$pEl@=8GHt`C=7SePwZ?*f=8aQ-dW&i`5?(?O#m z>Wd8_9i}Mz>EFLD|77EA74xR2GC6ouDFkOeL>76I9|N-mc-eJQm~P*45zMLx5@#kX zOCP}$-rjW)n%RJpLb0;Y0S~6~GB$xE^gK#;kB6A5jm2Rszm3+5tFhr_P z|7zEmHXLEpxbMKdNpKdU{?f(ljUJhYS#f98*6YiN)+RR2^En5cwtMm-7)Jr$_#=>o9tA+do81^NBAX1s!jS=_C4&c%K z$&0glM>;-k5m6Z#ZJaa_>1{20i6zgOZCA`pWa;={ix7>peSvR9JMXND}y{dvPYaBpTL_ z)9q6Bs>729V%2g_8VBkS+bBk+c$_=M!v1eQgulSf!)r>JlN>*VCJIXRI`5z5rw2by zy=r0B6Vp+E61ke}jJf??TXsCK4-`F+pq+2!=6#UF3p8zW-c-rc4*)$oG>nWH{m_aK ztvC~abl;0#b}C2Cb|^EmS`c3Og98YB_g4&hEXE8-nuU$vf@T_;7@#RoKEftgXLlVA zv|6@~ZeA8CWv#Cm2NR=FCTP6x=fHg>f0ES4jsfjmeK`9goTkvllZZ4UC|_2fRtaX% zvo2&JLej5{HY-um2fe z{MkZe@K-uW=-p0UbX^$%)&X%v0*`I0vi!~3H5Tm3v9^Kd;IC_B1aW7x!@H=hMEX33 zqA=KNWWt@@&ZRlfFVLoA5O=H&wMQB|{h zt~cI_HS`6>OzN75=|V|m=GTAw8S-Kak#F(yCNEC@*Yrk|1<`k>uUmFrTvkCeF1xpM z7MDTeM=|8e|B?0z{S{p7(VFui0_?9VnVcxU$_m>H{xXrV;n^P(uq$6IG8JUgH(xHQ zJ0)Ec^ESlHEDMLn?)sou|5j?ZCs(h-BMD~Zq6zRLQk=oBt|A2_T-m{oJ&!?iqd-M; zExj4j=C6edc{ccG=MSXs>fHkAqd%D44x=wIAt&Otqm4IsYg4Z1B2U@?56_dsess9tKeHNAjC0atV7&Z7}k2Xoi^)Cw6LVV7*L1} zqWPx8QZ0H<@$mCxcOasIy$Cyt@MFXMxO53d*^sE8@wG{GJirZ@a)b2bjaE#Sk@8^i z?oLWVyeb(T5ISP4tQ3%I+Q*%1x1N-eSX9O5d>{tR>Ivu%fmt&`RPx30v^E*Vr(gG0 zc;Fix1R2U~>~zha!m7^aUL%S0{2}JT;Z!6OZLy*ua4x*ca+G}ph+${w`Ig&V5o|IJ zWA-3=yEfmjV17n7=dqFJ03ZN?lr$m*)88HgeCq8Rw97!G!{Ouc3615RV22qMJo{K6@Z};l`MQ13E#4C^h87zr$U0mB+cM}T^S4a zpd_hn88v-X7Hu(mSE+k=(xZ}A)~Z^-p1U!IBjNp>cH$2eAuFD@AqJxNszE{vP z6e$TARM$1JEuz_#eS}&7KdPK3T60aT?cN?Rq1`TW&;lFE?$BN7ksn3YhGs}iCOu7_ zS{d(iLz$Nlt$`0o(W_tK>THU5fU_M9*sBOczg8)%--2VhliR}C6Fkw?vKc*zr4ZS3 zD3zs0`Vx$3?zXcSf|L{cnNKFPvJ4ccqh~^GwRp_h|uJ8P2zh zHnz6UZE}+QS#>k`yPnr;7Ck70^XXCedrmPNXo+;DtnLeuSx78MP{z$fU=E?8f-mBw z3Z()ktCr&(COv#!q5phiEh&GBvj@hC>Xd-@C)bvZ=aj%K0ODH&<0#6eaNM@`9pUnt zY${^Mk8K)rYXn14jza9?RjUP3_J_P2&{Y{KZbB;UF?jU`V@47=8_4{}+E&@!;_-Z9nT>qN4nhS?cdV~@C&j#lFNqm-d zms^Vd6boEmu!}}B99G_5LQ{yxeksy7HTApCuWo5bq87s6@10t}qZ#;(6W`)-NjWSM zg0nDIVMwZa-$Pkkk-r*N5Xm+)e*{*E!+KfG|GLZq=@_xUL(Mqu)@mLlz_A)6jr7gS|cI>w)ecB+IPb;h)x7klbB>#cUKzOQtZvR(=)}` zDo(w_Hmpw~@DXJRxT%l@vVd@zY}nzAi~Q4o@P5;U?A;(^)R5i%LwY*p10Klq0?;EX zHC&E6gHxI2yl$}IH9BN#YxVZ3m8Jc7a6}$Ur#dva1+p4MCbTSDZ4->>1NRj7yCRAO1CuC|ZD39uOX4 zBpITbXo5tfM-IY{iGeiowHozSiAe>)>!vhyIre6*UWTSG=}cL%Yx0f_wfM%quCmL+daNxb7_zOWg=Xn$f_tTmuT459(fy;OnsEhdm0Y&7h7nY&Wfj-Dhq z-X~*)#v50LinWb}#tKaoRN_KjX@6 zV^{O8YyzCVD<#(c%CdDu-Qz7O3O%y&cyVuk8vJCT;_C6v`Y`baF(mQlSGGTh0N=SI zrV7M@;5P%JVK>aCx;4;#RmZAMH<7-X$p!!4)bfBU8}BBvve0ePCZDj?X;NZCxwnF> z`%12g+Y<~RUkGxk|0^er#O6uXy}8(CnPwCGM>Sq^ZjpLKB@NQ`&N+I4&1xDRl()!U zIQ*bQ^D|NzG>fhtXxvPjX8Mz=03^GfYiE^1**2*D&V{k?^>@pVW46(0iRrFkK>7puv;0N*NcSD0- zs^5gblIdgW^YE1vd28q+iCJ>0Hc44#UFln~CGA?PEF=Qr!R^Q?hbxvC5rV>H=Pup? z7zvQTo{^}n`iA8XZZ}6C|D4nePMslc(aHg*JfPS9BwBMXr7r|uH&xYOKl_{+Uu)q! zmDm&x!ugNB(1mcJ`BKKUG46niv-~3H1MGhR30_$j*Y^+B218+ zuWaQ{6V~ zdA_d@M8(Cw0aCERyX~rwY9y89*{Y6RSuUT;in{|^uOjV1xr^Gw+iCU+R1r*Z5C0Ev zG<)o*BGc@=yzw+vga3UjVKu;M8b>3RRBI2rqHK8}LlHD~wiE8>y94kP5+sfCzcB*mx$ z+n}pH0;~F`9}0!=Q8z%umFWG@P;e4+rt$7GLD9$p_r|dF1*^)<2jpp;ol~Hs6mBry zujWcL=x3_MG{4fdbF6Qe-^eG=Fs#WU*%;sr+mG)x?kBuF5LfQf7|f2YKF1G^{QMQJ z*lzX5=+(D>bb+cQ(>bY$s>8fZK545{ti(nmY45dSMk}XPXYqnvIYr51X$VA4qgaxU zHPOv13aID7t=D*^=Nylv9&o7v@qvJ4meIyZ%dYUaFfbOFz8{AUB>dkphvz_5X-HDe zAOBmLfSdNNfUxB)Hkn-9-GbIEp~*LTXF&^hA-BQ*f(bpzXK zp?d0jyox_wZ!Tv>XS9;@xL3k@T~#$4>tgr5b!i)Mac6H0TwglX!Jcu$IxH!KB*liD zfH`=Ox2W!Va3t;b8@~o9&C^zn*cR_^@M~sb|&8 z*$({IJi6)F8&!1%6vDj&_TA+(Cx4|^?t_scGb@DTscZ-eAbbS+1aznW`R6$s$>J@j zKXQ#=AbkdDHXY)=bN2DQW&qCiAVosTPGc*}Q#iN4DU@7ptb4k+Bf65_s_G# z^6EL|##fAWx3583z?6@#thlZ=(4^h(2Q0KGdr zz(Tg=vfts>?BS-kgsaj2+aKQY!mZ!NV{3Lk>$>ZjHFL{Ym4^v)T@T}?3ntt#wv?=7 zXV<^B8EAS<8}~))90WqZkvpK3Vy5^$seB`m*`%(ip>>oAK2MfVXcXsUF8&4TA;k}- z7=Zr(H=lczTuFbZ8$<)P1K@RFhu6mhLLbP$vS)mk zZ`KcquR?moiWWi{`-I*3xg(D2`d zD+*W3`3~tckzT0Qn{C{(TEPyabiD$$_oR0>L@e6R4ZF6;(z3?Tu(x{tvGEQo9ku_| zj@~2}4+Up6NpOOJMd-m6$%SSy6ZkLYZj1!u+5zeFehq~6}E_GLpO<8U_sa)WPYeX_u!yY=4tw{i|{3AZkgy>Tr$Cl8d%CCgbG=RaxL zIjQbn$ko=mnm5SPBrv;y>jLry(ODO-j9c>X#*h^obd1{B>N&bzFujgE4IH?aUa!&F zt|9Hs)q_th{#{qYr;GZWTH-z+go;;g`~*F|!Gx*5L;M@~#kup&BxcFc2KRjy_k+Ss zeP?If_2KsRr(eESOTOhbI|Y-s9?s3r{KJw9M!jJQqbF2g0`jdErxye)Mgqxe)!_D$ zJEH8};90b5CnhfY|D;xQdW6>7Zxgo=1Dj{e9J#3a)FGgEQ44E3_WsQ9ccGc;2e~+) zzygTGwk{Yy?dh}e{ic)3eB3BslV&r*FKOCU%$>V>8-_1{*V4{8Iv^A0We`prBXKi{ zbwfeApzz%+>cc69o$BGGhkZtt(MdqQBCEmBagV*%2mxF#=aC=lmDdA-UsCiJU@RBm zS(PMus3k7Q7>b?DTFEC*f?FM2X&Ts!L$t+==As6G|Luv?FtzaWI@abGhaRd5;{~tm zb`ZP7E37WPxpQ-``tk{|pS#(Yb!9YH$aX2hd}-8UBr)4#9B9Dv7oEZ3)g0W_tx}X^ zdg&F;_H7ucMfN66$43}V`1k=>3pP;{;dH!T>YGVlaBGu+B#FtvLBMwd3Ho{Ht=J^p zh};`AkVM)4F$c5gl*for(1p9gjLqJV9k_3mgpEDD`nf-UZnAk?R9t4K*D7g4HBt-e zZc?Qm91M%3LA>qjwEk!!=#JAXu$&esd24eqj5Cc*6>5hef85>TVgX&>$0FcyQg)JjFJVPble_mJ zXrP(F^WQ+=R1pfXsyxj5Y&&_ZBLy4*lQ7MRXj7ZZ5F7;QnUSLZPP^a`hu}!Fqxp42 zVkUfHB;ai1GIMYjkeb1W1|=jXTOBb+!q48hj1@g?3wBlKf(^!b+qT@e-xV)kEDxsc zdt14Jp99=w>96-w|JI5n6F-QcP%kadX6&$eeJ0!N82ftkgu2lqi3B@4YlNZ zF?hK2!2xRoZB$r5>zha9$YrF&n$bw%)bpWcd+(Wg7f?zuPk3vN)P7^?f~*6gRj-Dp zoN|<4Z(uo8M#y_jLtxWeX{j8Jh``IYbn7{ZXUIhEON!2XXKjY$RH6(Iu2u25THjZ@ zxf_CLTtPB~9z6#w*8>Bim*6mwk0o908J(3fi@O0`+$qS?T#$Z5xoqunaI%(`&8wQy z6sZY%_4E}XlIJ_JF}Fe?C*EDq8I5Gepwxsia(kQHkhl~6G4hLTsl3av2!;EbR?o0% zQ=OOX2msq05#~aSkU>A5G;A4`}kO zkqFuq7?{6F;9hdF_+Ze}wBQ>OMhDTJ-j1K}URVHdHCw;*>BZ z_<^PG7p%Sbf=uP&UWt%wLgk@I&MN8Q%D06^Q=g=~bD4opsxA zYlD0Y3W)LR~M~ zn{=Q5$JbkiMZtD$qb4GuprAB@bV@fU-Q6kD0|U|>iXb7N#Lyt!Al;zS-8uBo9S$A) z8hxJk{l0x1d;3FRxNl)*u2}0_XMnYe5s$q|nyRfwexut-&>N9=b@dAypF__coWzhX z9(W+#{4F8S$0NfB9^2aNr*Uwl2ypb@99}JctXb>-;s|XFz>)nqe=KUF7Ci2c8ZMRz zWzAJ0p8+{6sC_FM7k-+A`Bgm!&8LG;S&#`4P-=r7YqorWU#%ZpdN9&Nl&A~%m{bvO z<0=B6{<9L^2MzOX#j@NJtyIBZs*O<%59FVd0#Z4snxzw*>QE-wupUN*DglOmloHU= z=`M*J*vN^?&i@Du?V*GuBa;aA$%DK9Jb97|SN<27(`1=o=6PX3EXbzkuBV{Yk+olh z+F^YHzh(=&n&1k38R7FEGZ-n!fys%AbUF8B-e=m{)7em|I`V(im|>ts)E8O4uq%4{ z2^Ta64)P5z-et`hH%^)PFjY%2xkLjvq{0spaayov@j1RWQ>gz!h03kOp~_Xj2#gzC zKR;`2lp-`!Jf9VIld3(~JGs>te~0AMHATqXh8#}{x$uwHry)B2(0e>lARs4+IT$DS z$F{gk*uj@j8~b0QkHzHaYa54*>q{8m<`9WR^ ztN0mA5g+47ks7R5yjGNjneMM+uPW zCQrn{P)VJ{FN%$Ar9bHC>Qz?A-6tP(fr04pod#*Xv=t5-J~%Xa-@ zc6`aYWOmA4WtX{zWkLW@p$?{iKiYr;X!$eNXh0sl0314=K;}bWEDQLNY#QB%mmo{8 zwtQ{&gZ zs*WzmGkOgLS`&=Iq&8$2x7u~TQ$Sn>I~y;??J?Vf37e9@nf23|X_v=bjxwG}Cy309 zjQ*)`u_gdH?mlWvxFj=E(lR1{;EW9WJv(#iD)O52A*;^?8lbdRI~Pi!#`ZZPF!Iep zHVm-v0jLCisx8iO5>K>x;m!kqxseBgfd$RS8i(cJ1A7=nF?wbyfC-$kL@rAutk1kqm?*bpa88aZf9J^S&md7VA zeiPlAL^yD_1+$Rh5kI}b48KojbqN-EEXMv0qxEIj+ViiJvlazQ!!&*j{R*}7#pFwm z)V{ZsHrCWeV}2+%`@E6PA&3)Mleo3f>cTStzq~BZQEe0UmVLP7CGuB>20V{OC;R0v zUK0fB&s!e-XEyp4n1!^fW~lK1SF8-zuqp#C!!d4Z;K04w;n3CiKK(6lp8v&89Yku8 z8vN0Fq49lPbe5{}{pqVGSJx^f$f^#vA&_S2gHtwp4EP;)UuvS>PY!;mS$7^A3d`t# z3c6|BvQ*Ujtwffh6~-Up@ToW*&qy$U~H7EO!tYV=|SCatd^S1q73TU*74$ z;p-QQIN~05y{;!T|N$4rgc$R1q&P2!RFS#i`<_rlViJ%G@|VO?yMIqxtPN zx;`s#C{I_uB1_LiTSLQ*pQFq5@6>iMDjoZA&%#(R!i0EcdKN{*1qy#|waduUPc#6c-mSHQ+n3T^@FY9|as z47&4li%vV)|9Br~zG#V;7Bv}Dm&d7RrhWG%&&bBcgCNXma$n2HLV9<1`$VvG*R=(? z)zWu9%PdxXmEmy_3b+1`-{FCGDx8=(&YyUTSyA25^uN}Jz+(Y8rpMYsaqj`;BxT5J zbn0FXEPvY7?%<0}wQ~GJ!qB2{B~1)|pSUjuuJXZf;)sJ$oBJct|53DlMrKR3N25P{ zgQK$d>61$9=jZKlCHVu}OYiDP_Lkly|7HA=kqa8ka$LLQCz*j1v+|W4#-FjGk(CmW z1Jb3w<4IKlu7fJYStKjnr5XCxO1Isc66E@ObVo=#V}J$pfIA<ZT0F=51^8c`h{g5WOR@?paG*SLHia`LuOI|M`c2~EAbTO5GsH&RKW2i+@%ATr*w z-cvu|A3~1tqYh}_wWu{-K0~jC3Epr@3jvn1I^gCZfRe{{tAr=Hf3>}I)e9okwCqYi z^BExQXE!bDr1I$3@WEO5OrhgwVLGJQf%xt8VIr2Okh88Ut`nT!;L9+>ZwfC^#HW3$ z3ku^Jgo?4W21&1(yg0<7oK!J-j5im!N(zeH`)CS3xUKH^jJ6wM&xG-k-_S2QpBHWy zZhqW52D0MuB$u~m5%I^g;afEu?ZGZHezvk&RlK{~PPm3-yPB>pb)7~Hwe5>OUKm4; z$rqhx_C7aRi|}jkNxS2-X5{akv{IlDzT-D6JdeBrGVJ15MXGg=&9()^S`JFlNknvW zaHIwdp_FuTOOV22fQm$CX0~jA$yN)3I!Dhcqf4K3$WHa_!v}< zIP;!0&?IJ=nyV>EGW#*TKD>DjAUKeIh`3K6`U+NETR!_iy6wYx|IK--!K#{jP1$s7 z*yxxyO1LTD-1H~@=ptlE*vDsy)cM;eim#T87Azi0CBPw6k^cg4vD(3NnBe!I8&Ft(082pA6I%K*g$Y1nAVDZmDF{UV1!Z5s;CD^CmUY3?>!nG^|!G9xo%x1H8m=TVP|nUu3|3| zzV+98Lh@)Acg;B5Y`=G7GX)thIgx`1aMd6t5Af8GiUo=1eTS5<^v3vxRqXW-ox$wX z)$+}ZXLJS$-_iG()4eL3#O%T0AUtB1)5}JTnpYJa#mKya zA_+Ayv@`!B&P7K)0SJc(E>=uA4KDD33J!(unh4u`v$C)Ehst8nue%w8;0gv0jN3YL z?+684S|-Nz?lqoi$X?P$BCuM}>3=>3ekRpmrAg)wtbFF-Ib9Es0V)%THQBlJgn^&k z``=Q>8W>)bOpNHP6;BA|yN4F-zOSx?*!k|+WI0yVm#?t%q!hn;-r>Ec+wJJ)9hKFm zm=CPhe#-|RH1t7^7Ouz#;9%gz_K$@`4ANF`fQkF%D-2ar`K?G2!sYI^H|k2uy>#LiPysf~W}q-4 zkUaG^cr1#+L=nfr2d1lEF84Y*+&#;IPiJfxER;N#q%xsAp57wz_YSBT`QYE(r5#24 zxg#5@<4U!sHwTd?&*PlEk+!P6+92a3qS$UJ4lTK}1Dhfx03t)J?+I){n#kWJL}nKx z>2x?eV+=zV*$$(_@BUDmQ2qmpZ{JYWiK*S;+3e33As%O+C{FMSQ-y@u$0`@Y9uB0C z!PQP#%pO#a0k&ws-u0HAtPH(C+zqgl0@^jcZ??a$n!c#M7XJSvlT=MmoY+cl^}47B z>>(C-^H3em1AmnX(+DtfRNrkoEm9fk2hi(Z;9)rRb8;#ZR^h;mTnGF?R`~Vz_erRQ z%E5o0ct*BDC)F=V$8%jz-rA zDM4t5joQ*V1<2?s3LgmAAl+JZ6PzaQaXzeKd&SN5U(0jg5VtZ6@keRYZf_~L4y@Px zoyP(ei(qx5UlOy<490u!711@60%p?2b25AR6SI})Z6L$*THEwEY%Es@CV$AD{j(oF zGqroT!?-mwX=$HdrKSA0J6+6lw&Z8Ql*(Yry#H%xw+FDyfZlT9v7sRV7aOzh#%RZ@ zzWtjrQByDkE5~2CbBS_KPLw4v=L2?ZrTTlo-nh+zJQ<*MD}V(D4D|rymO_plZhfCg z4LB>}G_HBg;a#jgy0UTgI?P@G6_uM~?IXH_IpS8N_Bs9k;GN3Whng6_OlV~} z>u#fr_E##Z^!Lif*CWfn+}5fBm|0^9qn>Yh&-{6(&UMb-!Au@NwEP(&&N+)kwPx%z2-fLX-HHbY;)67fOP*L%-6o4+#*`p3n9Xz zQ?qAxDG-o<^)#{&I*9Za%7|DJ1&L)qhy@bEQkg*h)fqx-7bg%G)b#RrB!^X9+WnLk z@t_(@%JNCAR%pk3WPzqX^NyTx-Qza%M9$XzyCP3>KkdC-YcEx}%es9PuY6yY^-E_Q z8aW?NQ^(kD4@j4au(KUJ@cR8K9dUMfx{79WJT4+3x<&R{eY+CDwGM>#C zbl_Npta{RF#_W$untB!V>Ynt&K)+YYcWQH=TV#&-P}`R+-mKI+b_VMwVi1N;hT2qwXpQF>PBn^n;X#3VrzD(o&6E(s&11!orMr zitb$cb{vojuhATOZKnmBCTS8#f@C%hH5Xn1!=Kv^$K}NwT+)BaPb~uc#CYJKjguNR zO28ux-6Do=l0Fu}%5xPgwyOX}dCh+=t>o2?n}`Wn)wE!AD`henO>7hw00608bk>HFABm`?>IY$Y-V?Aj6FU%4B!6>R_@!h+K6*q=biu zq_zztk(o5SRqN7;F58^Y{k0lDVq#}kVfLN*aeL4Ky=EEVaoZ5&t6B~^;z?Yr-*shkXilC5K`bRPf%8#yJRLTm+^yT#M*q!p(9>XwsU4F+QV_7y4-N z^M(7k&=n@J}wwe0^)IL80ioe(5{5;k;53+HOM4P1~htHl5zL zM3ED*n_h>%O(_k}Gh+AN+uH;D7&YWaNeaTWlWl5(O+-hq_x;gXl|^{6&QD_2!&>vG z$kH@A;|Nrj9(6<>zRP?#K^2D1Y_)HDbiIe41?iZ5hD7bkLi?G5^i^_|r7 zhR+e)%pi=9DeI|JW9jJf;s!=|RB_D)FIx7uT>-ofAuglU2qObBqMK9w;B4akunDct z?ZW)!FBd{PtgaU2LcLC=(ZIk9{G7BA6R+!oWP9BM*TqZI52Ecet_?G`u5JH6$`@bS z_6Ld@$Ih-Bd#yp3D=*Mnl!G}kf~4tA_&#k%C43BeRIfN3jE?GM%41bX6T;Qj3~ttQ zdl<37P1YILUeC_InJcL`H*Hfsb$Gh4!62t+Fs{eaR~$h>t@c-1`FH-fBc3E|_@lPb z%HFd)N-z}U5|}eQdJ#!-7Lz5J@9k!m_e<$Bg(1$dWJ;vh?j0QVbYj2fpYEl}PXBXD zC)p&ird?`K(SMMIcljVyc)<6MfC&E}>50hcpR?s;i|8$?KIBzv@SW}9kStOG51ucZ zORzx1Qm>2tzdr2fE!*blAtKTa0?tgZoo4n(B%oe+WYPTR{-63MxDqa&1JvM_TaHx! zPk(!aNXU?seHyjPsWu>iBNRy|=2b%C0|9fit#$F``bLwDSpK(+;Ie{h5z&W3+bN!! zl#&Uuw32lIu1t*8tf?3V6(mTGpuTTN0My5myQknrD-p~i>HnmB@x6}7v`j=LQ{6&z zJ19`s7NAlOx`QZRpo;;abS*NqjYoo{;bl6x7+b=O~Eyd%p8b zyv}d(L`clC@aAa34?>XWw2ktA!2Y$ZGr*d zM<3jhwsqg>H;x!Olh_a78Dq-)tQ}dSjzS1xRHTN;s{=AzJt?3kO${R%%m|B<{{%x^ z6Nvwtj-`I42?Zr5s` zzj5eYTV1Y}8rq6jh?!$0fv0`sKcmWKUb|@X*qW|oKp8NYSObog_QJfPeD7&g9S5_L|HM)D&S8$YbIZD>_zi$430S}pXet^uKzo-Yo3ERTzM}lh} z>cOaUd5&3<)W}EwP~mU62u!__GjhWse)}s+`3??(Hr>%TUCWEhwa@daT?9hmGAi1W z`-mK5lkVJ4A{{{7$9;oGEt(825`7WV?B(}Xm28m&Rt1Q|c2ep>M;6^R1ZTSDKh{b005H4rH3^or)OBn3OlXt<5p)hNG~(_hh>M7 zgN&*_#dnbp3GaZYoAQmwaxBo7rs(A!(3Z@gEwoD}+SWLV0QH5Eh^k5P`EH{)z{C5l zx@UPgNx>@0(3d72JKIX0i=7?Vojo(D-=ZC`{h#Xe9kf8kPyTQ?%p>%`AqBIME&Z17 z&K1X{$j$ojp!ccuUh1!}-F!7e$aS|jB@e|`)Wlz`gx_Vu;{E}Akoa7{x|t2H-b*aP za&8FtliK%V>q32u0@gwr^A>ZK-Jb+?r%NcAT|YP`snizGvL2J*U`e z1RQ6mw!;`>(zSZ!`yYN1x;+)j!+o|KKrioJqutAHx*aOT6`PhIp#NH{PeSR^rPW06X=86B4_JVHw#;KgGf;lH9z{`pwU-wy38FZQ|2xuVg84&`{iBX zeepCvYD1znc<@;Bh%b9#@hSCdZ$purG_}k1_Gi}EuCMRX`9b>8rlsk@Vc-ZnZIDQs zu-&;RwN7ckOL)Rlas6(iHdqkEd7=zd0ny=5U)PGJZP-)AN&bQoR~#3f?1%oQjZIn1 z8$pr(W9;GNF4{enPrzO!iFj?ms5y$n5l=$=+lwH|knlFC{;;iBe6aCqF?ThYu3j*a zkY*ie=}Nl0bo5&lz)895abLypNWhbCuT=nh7Fp_`i}hN1z@h^cehfZ2&t{^@+y&Q& zBYx;nluELRl$A@ZUI$!-cl-QUFa|+}oE*w0 zWs7_bs3vdlCECe`bOjS+0SNbOEgRzpmLBwZ^*~DBS7k<1UNEl3Ffy(I5@hOR$4kcW-U$sU@ zmL~N%@o^|KH9nW<;G9pc9@j-r6Azw!9rlbn;7N`1)z`wT;tKF+5>byMm}XvTKg$KK zhL-1me;LnY`bweJf-?d277QP_v<~mBfFr@_nkYc!a1!9gK1Zx2W$r%-PW!?KVw;^~ znh%#Bg3*rpA-7V0jQhdr_=lV8C`U5}_e3xSeDURx4chuSu1}|*-WDA;Q%37?Xe|bz z;{d^wE2MYz$Cjskfn%nLRK#%G4qYPE?^jE}q@DvaDY?^MJ+s zANZeS8#RAm(}WO$=6X)V$Sh;!$)A~xC0re|j&#i*D1jP1BpIbQp!y=3i38MQl<2`f zGEun)K+e1Gj{{uEYTTABJ~_ljH6Fl38k&ARb<_a#^nPw&z1QxSME}9BfgV>}JMe{d zA~22-&`VZd;|+iMQ9YfDVzlxg^?LNBO_fhCV|BH?KaNPqcR&yErj@V;e2FTrSbnyYWqAV~u>O$91ZW|txjIA^W29c`o<(XQ* zAO;w{Rq?Y_deP9s$a2y%sHw-2-jo-#KdNusVgq@QQ<3I&Ha1M>0zgS;8NW6VKJt)| zp9rwKEje4O&^M7^Cxaqm%>tPd)-H{o`^4kjSe zyQR4-n{Y>XY_F@-)sU{7T!W`xP@rH=N{vNgNy7Jw zzc2r7{$hxE=Eb}0rME;+M9`;fFKjBk!On{^x!P_Sk&l@J@mj=cqJvNC9&+hK+rEfn z5%4-*wDLI;mdZs!3RB`#w4Yd&hns6Z1KNbo?IBGy0Gzlk@I88Xz0gs8wwlES=r4fo_H?cNERWV4t>2X`akq-N z!~6Uj{jH|Uz5;ziD-c78a%t6Bh!t_5Ipcf%e`M(0ejYB0r(#F{%cyY+mFi#)N1O$) z0o)5D=pOvWk&~s7BLqTklsyaODw9809hwss>2bd>DZvne;@%i=1aHLrcCP;}Tx`hR zSWt=2VrcUmVB345S1EgpyzoH)cD>mq84zImyFkcH!=tp%b7eTt zkaSWSbIevLvqsmU)_GOPmFAlE&x#6ILFudAItjBZKiWBR7?wE*X=D{CL(ccE57`af z+_r#n^U~GVJszZ@Eq)LoZ39UOirnvDtNj;=S)>yH9NYC0lW~BuC-IhXC~hQ zHSyoD1%;W`ck*h7Qzr@sOMMD6FDR|)C%Bqv-5g9?!9^Wl)on_(CO>6NX~&rJ1z?4d z0l|XVY`m(&RoK^!sk|+|S5hS-$U8{}@O~Y%n_a1ax9~s)v~mtIjUOf>&v5B;c;9Ak z-zxP?R7Nm`a(}u#XkNVJ$EjUhFCJvN4Ix^p$x}t6h{oCbshzfTK5)`}llS>_ONpH2 z+QYgs24ZxM_^(L&Pr1#1sSs_7x#}Bna#r|*b?4gzMc({n89kl#c z)5oH}rNch;=|;YyS`AMAFKs zUHqgI*5W3$j3HFT^=6efDC>f7b;*SX?BD(Q=J$^41fv-)*L8YQZ@|1h@^nPL(tV0vt5*-P6>e&rE z8KV~6{ogRgcLO{TDqedgX$x=G8~&a*|GTll=|g7oXY+@oW9pArDhqZ#%bZ5uR>5E| z4;^|rz`C9~nhBpw{vmS>xJr@%ZnP#p`;|c}dkf_19efM}nf8Ztarxg@&vCKmGZp~qRTaXxi$3w_W%$J+ zl36~l)#!n-^smPycJ?48?^1{8K&#qUaT4AB@6cd6%{ONu&J-#Z#@Q$CiIHt=8*v~)#kB>5bt-b9 zA#;a{Pm zy-3$MFgXQKWo24F)ep680gWDG6etO}x@=S&D_D*uwV6Qtu1MpHXvsONJsCI<5UJ@e z3VT$p@fj!vqImoJnL9Bl!7&eDV;P)JaiT9W9juNr&_})|kqs;&#Ubu+(}u6VxbNFB zan;N^-L7c_NMI=+M@q)>BnXFvj4L`r5H;b?Uj%%Ai>YfX-OQACy+Z6@mZPzAc&~Ykdu&# zVqtK^cx`a3oo)6AvE>neEyqrYE5ZsQTl#o3tohVWvV%4XchB+{a5=J^D`l~R?{++8aW-*tZbVLSF>rGxvKDWV zlBSyXbzseXGcV^9HzgUg+J&VN^#k$-(O1-&MArF*1s;Vs;1}yBlc2N1CVkjJn zy8$!`zCih$*jv>;%Kbe--snYZPXpw$9}`g&qquM<16lyImdE1&xOLcH+?vijj*jlvy!@0*s}aba=7}W+@^&8r z)jhX{+L=i;arGN=W8#lf5ZD<6Ry$V$Kw}sMj<_oYqFw-?`e#Uy##Y~JR-+Y>n=7re zft!_r%kxx2qMGb;6rmJ&kav_^_hwvn4+#GL`^k<{(yZFw$=$sBG1V;)9RiwOZap#( zku?wF70qzR8RUce_n=;>(*c&Fd7mBZ>v<#JsGDPJyZwlp?ZXcz%dUyn`Wpb&r~3$= z0^YCM;L8+!EA{9g$W2oQYR+*tp;+Xw{Iq5eKm+n&2oQ*Rs#U^TKILFlbGyh;>`f1* zWzFqG=2#J5?|5JsYirA?3KanNLE8K;JCWT=|9LR*^u2g$aTeioNO8^j7mSR0eBgV1 zI;T&wYTFcB8VYY2p$4r+$L=(|@As$fHu7Zp(y3u^%0xX&F8@pE0|+Gf|J)m^JNAX7 zOFnC^KA)Q}TyI!zmQydErg$Ig`0PyhgbjG_IyPLNZ^IRW8b?5-7PXlc)8)`VkQy|0f_*LsYu9S$$#X=ZsPK==dI&S}x)0dp7!(DsI- z^fnoN$sS~+=eXjYrq_T_roQM|bnd6^3S>nPr@AJ3Y!enox ziz+2!Ya!3XFh0HluBY*I+A<_xR=I}{@BEc?245tZ5V^gHyKI6DP)Y2@WxU6#1DC+W z^|AusC(y1xWz+{=>j#R-pf0;?x<6QvQ3rHa`uDDZ6XeiCzT-#qz!u^4n$2Stsf`L3 z_10R|@kp<|A_c%4_rZBb6bb1!&rWjJ%XlS4=0=?J^iHY@-h=)Y0R^t6HE#T zQ1%PHW|3hmg(xS*W0^w_VKRL?^Zul>lz}AEIiaKYy^|>=&XW#m1EOZNcwYb15he~C zU)Fj=`b*ke_Gkhe4*2b>uwJxVw_d&a3cq#hRvl{w@zQR?k)nY^7j@nKZ%k^LlUdi) z>+6%|t+dZ%!(&=Tv*s6kj;j^tXZ7<}#XdI|^IOOXBRl+4FX7aXkPr{&?RC$)(7fV) zhq_Bmi&(Bos2=iL4O36#{F=;IubH$@b)K|faiFDs)$ApOIaEy^yWU(C(@nu$Ud_Ho zlh>RcCZAhH5A!G%vM7M-y`10e(LejK=B2t~| zo4TM?Ue>_?EX}4w?&3?Qri4kw2zhk9yqM3xT*uN$oP+bh%7VR8^oo6rpMCNRk zMS%$4rc&O@LI+mVF+Z32m}jDUi#rB!(urWlQ<{bZwIUZ+b*~PR73z*Nuj;QZjM$l8 zMC3p@?)p`A+K8!H%&&1s^laCRrNyNmWPbFC5cH{DlF`$^#vPMdBKo$obEq2kRMLDa zV<#*;F&AxGH6{kT^bhe)m4Sq}_&0IKO?$$~+5(zv<4*OX=g%k~>fs}CcWfNEFOo)f z>P${->Z;1ldT8z%%k+OZ_nabCB))(9>l9c9Xc!K}w{E>YF|!fVXL>ervDaK;U0h4! zoM@Ghz+;y(=do2(5m61*D`_|k886hyfZNs=jd}OPvTD6~^C1wMINKybNRwyYt6cI6 z!O*Tx`cN*g^4eTGKlhMP6(rO0V(qzKIa6H?4XjHk916^rWY*Kj3lk8{YfpUmvYgAc z`QxZ6|6PrI#o(HcWX)LhJEO)^WL8p?#pl^UWsSCG_1F^WedR7Y^h64DJdgN}AQ15=lC$#hP`Q5OibL znN3x3tB-D#=X-<^reuK-TZV#sEtz7iY^I&L+vd^?T}TM{hq-qwmAiiUwPPP`S(mqG z8upMP`^s}kUh(Ie%vGPM@OW@kT;NcsvqfP8+%8%TJoO0!SyTwPj5+R z#H18_i!$%=c<9lkEX`BhqGR8+5C_4?gb3<*dAiyTE6uMvnj4*d!c&GNVjXB2LpW+` zf_Y34ashmX(A-DX)9d>9ruFy{9hGVMDiKZPG6KXV-3Rsf`}L+eRhrP*yu-S${fU)I zu|7OJ6Pz1YWsoz2;oR@_?vbKXhY6}Mcu{^}+;wHCu9*hX;QDQJ^L)Q@&YwEHj1Q`C z`7RsP2?ye}GLD_Gyz;%H_}|u(`Ir*;q15VM5zv#yOvS2(z}dW`bTc@gTA;P3w>UAw zmPYiJ)=z5&l5%xJ@}W+flGR;-^x2bXr@b}<@INBEr)4$9rNG`BDUHHhM%L9eG)L-3 z5WU<;T#|JV>Z@hI`!+GwP*?}&T;@nr!b`R4aUqt~uCkFqrUe~dWf#6bmu&U&op6j? zZUAbuY@wn8-$b;{Ju|KS6FA}Ka<6hH)U+z?1AmrOSW=o|zcQ^wuA0YaXMEb%sm$Ik z@Vz;)Wblm*m6sN|Q5>W6LXc&78Z+(|+xTPp78`h#0yQ@4i@{W+ct;-nu0=`?}Lcb#@I;d#ob+9Lm~K#qmz@l zW<9WtZpM<)*5IdVBllCikEimW7QJz4cOUV-j-pW*K3wVHa^0QbzNlYKuy$IB(aQEI zE-9IqEH!byJm}b~JUwvJXKnlw87{EP3!B+`tu)$MW+QZZF6mv?Xc#4FR;>ercxya9=a;FOd%RV!M`%@Kvwb6k~>Y%Qk{RqW;v@VoSrF$BNaF{UxhMW9-m)Yx)sFR6r zQBqc0{XcenoRbglq_|iVSbw2Xe;&S7W+E#fB-XZh=wWcxD^+GA*HYG~%AR+hy3)hJ zx@p*3@Sgy&dgB>KiSpJmA;sK!O{ zm&`F1sQfNdhes<@T6OKP$E2>n;GE8rpB4>-ORh_^Rb3k@G{e5tI9%G+8U#L((Zl}s z$>EaBziT9!;(Q|KfkULO)(~A! z)mYh=LMs9WW~@z+7{_U^uB_)8hzxzMiMsWIGmE~@Q%Cfmt~R#FXz**AYrob?tuacR zm@V7p=78@QA|@s@H?nUo#9RCg&xD{i-^hY#HJ*lK_5Ui?)-x=qByY&8rliK8-hRV{ zFjZReW@+3V&t1`r_193c;LfwI4Rf4|Ki(Wo+&gOA7zsg}Ep-Zmh_Xo_G!swgQ#(fY zZAzMaFPjon*S&)Ggsh`?g^H?$4t8m-T&8p-p30cH&mPucw>@!z@FDkllMBlq!*j+= zlKSfe_rkR_nqsrmLLC}B&MrEnBd;|yi+ad!szpmPZMX(NCaD;+!3nFHO3zmcdid7x z4U3@kluvb&$2{CBVrS##I{lcjTkh&|KH^%=uCTzilBAJhBWM`6Zm&VCUL)#yc&u6B zF7l*|@$_N`%h@4tW}J;3{!=u0I79O9p8n6)#fpdSu`eE}^qc+9Zbtpre|LXZW-qK1 z+y13gcy!N-s)U3@0i2P6;kd4;(JFy~nK_24FNsgBK(lDLsCq5|!^<;)*FIe`oFvbA zYrK*eRU3H;8zsVp$RaYH4{W%I>9|5FYO`gwTs~=hjirv?)g=Ge^%di=tfGpcuvo^92UrYUcpefB-nh%F!pz8X4QlQSbZgk>3gf|!13W?BZ# zm(d!PTJ~AnTKVd37s(ZSLQpNmXPZt9_XlNlE2{_a2`e!5Ms*;DgkR1Qi7;p}R*&V4 zuBn)C=4lT{PM9&QJ6c(L%X7#cRt$6|Df+%nN+nf3*taPvuu+#Vi)sjDj*%vYP=-te zI$V*(gm-HCxEww3Caac;EK;ex9q?3@bEsi?EO*9l#>>U#xMM!=qEqAjap$s{;G5LhVj%w0;R_u}%f`bx{?JIxY^Ql2V$u#o0ui&!@WV%9fg0?q+Iya8+oZT#LM9 zs=6U_2MJAF3UO>a?-=XI^11%~>5kc1L;fQvUFh>lEQzSTwKlqDC8Idy?>k6bQbF5K zbJNNri=}-jy!tI=<*HnUe+C84J94-nwjZpaQwc-{mz@vJuO=*<^Ju((mDxaxuycrL z@yY3=+eT=vSx*=E131Zxv5@Y4XDca9BChx3wm5cPc6aN@-gs8!FVMSwbV)dl8iCmi!mq0}R=j1HYCQjOROOsK6OwrDwp4q_~VT);V8l#r4>T3R!);eK%#aP#Al$ zhDk4h%l=b4)|S`ZLbEB|vNBNtF*bTBjPuztY%xBch>yb6sVsYVm%q#@`rSjht?IFS zmuhs8US#N3l zgBP7Ppb@)!w-y^za2BREVo6j6?kh366_(!~3H?zfb(u7-+bXWd!w7I%40tXZ*>qf4 zl9!n&UOnegK(#ThXEz4=^?aEq8hWCz&9k-CiI)+A>7ILyT9K$akJzq3#UjZ*5OnMn zK35)B`=3SBt*r7^2U6$lI)aOPj_X!j>qqgd4IvIni`qv_Z>Q$I2#=9EPA`xD=ERob zK!6>w9^xK_TugjK>Tw7ylNn7WtI7o0Ol~~**f#C`hHSy? zv>G!;l5#vbD)os!XIQk%eMV83A2H5nAVE~B=GJ%jp<9T3A#z>`K&LbFbwX6BH#}qn&?=dad-b z9NQr4K3_6qa^PM)4^~kDMjr1#3E2GLrXJS_K$B=ub~jL$fx`x7uh~v#0u$aiwqMJ4Ns|{nH8>3 zo=UnBHLeZlMibV4rH)Bm!`_Ee&xhab{`L51|LO6aVh2Co$5hwQ$V$Eblf%HuI?)@? zfm{k@&HwSkojX$@k-PHT#g`6mI4jmLpINVp4hP+Gb2QK6&yZB*+h2ENB70VbeXozm zuK-A-1%(z#MvxUDB18;DE~W;ilaHUr+no>!e{8Dip|vdu#X2PvK3=ZqDk_)7ba1jt zFt1l;q9}onE=EaOBEr8iY-NP#!34AOe(R^UNAzkM@TMeuE6Ez7x0*@-2jncFb{#)r ze0=%`q{ZIb`0^FBBs8CG=5jHMI`7p$NxFWj3wK*(B{x$~Rb^eeiu>&dc`=L*W{IaT ztd_waOc6|ax*Bu2eFBM`w&E@YtE?@rqKPeMZKj5L{Wo9@n}xp6{GsV?$yx<59m8r} zMX)tHSDYEG+K^Tf8P}D0l153qWjzB3af?Ky695?WaVdb44ew9AT6qnZA*SAM0m6gm~xP4RA z-@$57Pz0-?ds8-Sx82cnde2O0&GeRm7^*!aAV9T?w`OC9u0a1*$Ck!Q_x!fcpxg@DxwrZuHvNAzs znlk}qi2R{GOEA_>N)blNm075+D!p`q zc*(_1xbL`bnv-XD%FAPL(m14@nVLxsycS@WEORS_bsuy=6ZqXyjq{-OWq(Se(E9t& zFP-gtb*g`HBd7*P0Mw>u$F+TuEpJV*Dbu0EJiNn~n%^MI)C{+D{x(y_#07rYe$4gL zJc-E6c4^VY$vKz+PhzYU4Qmx`R%Bq%93q5=p4`z!{-Fo+S&b-w$RK&D zErZeNNt%5*%whRsVJcyS&j6YkU10+%8zS64mD5!Pa^xp}J~uFzT;xLqxJ)8qt$+0M zKD;Gnkj;sOGrI@2T^dx+01}-#FvA&TSi*$z^b@vQ4_cF5>etOqArL zE$LHInlbYA@P!-3DsZ_#C#Dkq(9jaPOL<>lpWjumTQLPI_V1tLz(8Is41f2)2>IbD z!n3;R_2t$S4j9)?LTM&Nk}_=Ga;(7=UUgU|m~R)-lez^tqOdbi(?7c%K@;9<>zHKS zy|u!Qty5)6q&i&2#om$1uShFr=$I@9vYtXway6A&kUgGVOTOLlj|-!my4Tby*mpjc!3G`8Vcuy zT|=qp2~RJt8gh+4?|Sb(^X`al5aG=px#-6}cls0k4HVr1{4=ZT^eS+5?QfG8UyeALOE&ehlur>BnKNBvin73mZ%1YFOzbHSzv9Z; zKO*dD$Lbk=P8&Wbm#Usy$CjVuM~kGe6XRv+ftf3iq_MRKi}->goU@Wns##AjDg-X}~z~;+`_ZwK;<;74yKP=jc0MtmC z$Al@f;APb8d5|E}Gk$r632%UH<%>dv2c4#K6J+GbV?m|SpmTu&-=__qYkC*T=orR6 zqU*BIVZHU!&+&TuK=*y8HnV|2@nKzV$e|a%4@4zVXAqQNeLcyvOw>5K?{Dg2oi$LSeystOxnb4nb!wV;= zg7_sYE}oXF>#cHK=w1blftilW^fqF-=hlNSk7Tih*fV`b{$H=~>m28*p|1ajw?6@g zdVl}Nah*;&r<8L}yF!bSUABr)sU%z3cgj8t6+`w`ofc%zPS&wznUTS$Bt>>ZjHQxw z3}KLA_}x#c)BC)?pX>j<{@3UCo9q3)PBhcJUeDM4yqCx0ao^8ji5OGjpsbdmX9+T%D<002-5gpi^;u@WlE2&SC!QY? zc1p`CCYH=^nHec~nr1)LYWHY)3_D$*%a= z))b*OU73^uHNN1mUV3xNg%>jF(-2!OkGB4jy_p*9G=>F!x{Wr_jEr>IR}Tizh5qPPAK@P zYeN=Ihw?{ogY}z1T&?wXaA;5RZ)bAtCE3o&`q)oqn3-k#84X-j%ulQ9)C`!{Os#M6_}GSSlurG$aQ(p7GWZt8#Ed64FKFoH zzSokfyVxwwk6bI68k0_+&&u+2Ee-t4?!%<$bB?qrkSyWTTPrT4MW0uz^6<6xSPh>p zx@sH;)gIOAZ&!161jFCx-Z8$cAJqzFgdv08c;d0J6C6 zsm|rC<@lia<}On=wI!MR)0DN*tP;kR+BuTs=FqDtiM=9J@vy$xgF`M3SZmA327NGq zn>}_KK@Yc6lBw2DA~-H=x^I8=gn0Pc7VE#uDR8{)Z2L#Xc7D}Lx5NC93oO4Hc_di} z*czp=ksS;>tH$)M>rmekF-ElPh#j>DST1<7+t?x5S=&gJka|{!HM6s%+U}EL#mh9MZZb)P*Dhk~uWK1=qeTWCF636!`S@RS zrFpMmvq&5oes`sZv%ZNK8(bj!tT&`c#5SdV{>9O5&-le6uL0?q--3oEPWjoE^|b2$ z;|%4S{#cvX?oEDYGhgTrRe)PeTkM+|k~E8MZFFruoQqsoK=G+`(;MlcR^-_`i_w}N zTKfj6`tRv*o9C@JB<5!ws^336wLdQ{s9qbZZ30P6CicF=8I_(y!%Hp)y%Xo==0-5H zi(|2QY-}95m6KN)g(ba@Qe@Pxh$t>OjvbZ~cK$Gs+Vie#b@%x>vacs5UU zXVF5#SbEdV>aj;T#JKXbXhjRtFYn{v5cFBu@^PhVPVGj7!|e&GwWEBtHY7$vCn-Q= zt_x3F>E-#a4ASgj<=)n;%gMv&02v6lAQZo@3q>ziE!`Lx9CRq?p7+8S8nChXhdAaL z-zcoebdG5zfE&DU@B9dPGB%hwccu6IhwQwKL$mEY;J&5RObkv)`xcLNVY%0xv94GXQJ*3CTL;pCo{@~51TP6_;|A)ll@&vW>gv2u7| zV~D1p4zJ3=54g9MT=$KMP%fz{$!5CVe!Zc=i4|KKQO5O-eF{Bj+DgvRLmrD?UPSz{ zul;#Li)+#yXbo`i;>;HfQa*OM@_#|-|wZ{Ib{e{P07K#p|^n-jF* z{%kuu)Njv|EpZAtzAU4N4)2NNm123~cEK?xZt(+}Q|a4q9#QI=Z-;ogoivdPSoUCk zL|S=49Ohxw7KW$m``Z^~FP@pWZqBorE+q1%$)j+lX=Jtrc#JIk9+`}YJ8Rey6-UXV zo`$;RpCd8)CfFA`_Cq{YG-j9f@3fy81xiIt(GDHc&wK)n9pXY;5w0)*aL8a$Jm$#xb~# zL#ds%R`u7f`4NPv7kGBPQ?32(GQ=M>!miQ>0J!nf;ToMy_wjs+iNblt>iM@7di3(> zxIay=z4|Iz_jqEG$!&DC>+p1pBFm(WXO^(wU3;asaba4{b#m2yQ=TOYQ=ZMk;T-GV z^i42k#i2TpQfomptb)$e{OEDJ&Bpp2kD{kVLeAEVyV(N?IiTt6*LJvI-}iNA<(1zH zXG>Hzh{)M5Bm`Fi?(RImM zy;^=~G`Z^&!_OLcx?2*=3`$JLowD`z=G#8l!^ZZ!v1PI<5H>+r zLVwe%;1m6}9w;E7AOUzWOa9dN>uKC*19srBf}$Zy+;N7s<2Xm<`780}02V{l+BF;{ z1qsa69sUt?_mrM^-xM1sBYYp9&-g+N;Znlzy8Zk0kKvyjGw0-K`cUYodxyt2SU>-7?*}i_m%i0rC(s<8U5I~D5I^^B73Q_( zRp+<>$N2BPL4-?j^0`P*$ZJl1)R^%)RC#(RY==X5~T!Z$sz z4Xk(Nb$t8@x>l2xbs z>NZ>f+^EW9m8rC!d7Pq`w>#&>MyAD-M!4=>sl8O87DtwzMRXcKsDvxZXL%iaIyCqF z3e>7%`CQe;?_b+k`plCvvHfvc(p<}WLXK!QA-qmiKZ+2 zp$~rXG?l$*l+QPO+rCPw@~Al6VNk7_h;(WCWnqD!ERVD!U{-3jhD4cmDSMnpIsE5s z!6<{X^Ff4|8%M(o25X%RybaXe8-kw!MmzK7=f$`1Kf+d?3qEGk;IClq*?_=9V|;?F)D zZG9HO-qv7WK{>wPF-z%CKT{sjNG08BeCycQBmm!L7lAznt9^fJp=Of3b+f8nKT#H& zwcg$9%%y+K`T27trCn?s7hGnA!uaGD&P2iR4R9}?uS9hgiz`3a$eTdoWn0gV;IO zC2H+8$AkWj<(Ja$u$AF;eN{U6dUzyIrUhfEIb(%bV^E_Aiu{(zSHarxdF9>UF+ZGw z#e$c`^F!)N5CSo<0~~~QQvSFnbkPtrQ7BSZ7M9EU8YQW<42>uK^6it?6~2G)xF7^V zAZpqfO&*YQWjQLJC8%GiJNUK*eyMMNLc@>q&+lKyIOOifx%|WRT=cP5M^6A}A+%Zb zAeE-4;(I;nk7H#)S3Z;24v93| zty2dh&V#TnqL}qoakZHw;fE2!yPjL1C&%$uhgtE0Q)INP-L>`A*{yCrf9I_~!HUGs zhJ9WuWv_D{?4|%)O7S6Lv&zUG_|{Ly{Qmu=*4}W)vwLsOL|=97_^boS&^$q^DAxtj z?u2FTV`0JD+Sb-#;9ZpG=U|{OEvZCbW=lfmvu6eXVonXzwR933yynH(65FGeeY5m2 zY8He^u)y%A!Vp=Ej5{(ecJ#n?B8U(!HY(_6sU$y0CF8v(RS+#h0`=|mi?zH%&sTG{ zF3e5o8X9(t%~amyY$vpvWdSFnx-{3|hnSj?m+Qq^L-wm`Q5Pm7D_WiX=8fSld^`u^ z+{5DHa^|K6h5ow7pj=!9f$D!Ua!3J($3L#xp7MXVs(%YO2}>{{mOMYEt)~~k<2jV% zR-7Pd8%SR07jvj!&9tPbgfhCvef8Jwx_sTtkA+jI>-BvGyb>ccVc}GIoLlt9BOlmU zA36ORiC8M5%cWuZWALiu~Yc8lS&?|U79$cQqJDJ^P$f4@C?!nB-XS9rk1plapPmEuxonV6f4sobybga2_W z_|^J&QEf85sXDZcPaow`;Zf0&h)O)O@xropt2?LZI3Am3^-az4FE$zUUH&JXfYsTs zEah5epuZ8#9CzLwu-1UTo902(^tm7|_=|7SFA0G{5K49ha?6FO9ndu}ct0}p^5w}K zvvN{pHHAV!tXz|wj%cLnY?n(AQbwt0d3bnWc)i97`^oa%a8oOKF0$*embJBYs(fIi znWq3XAsG&VSaQ!A0AM56VbT8~;n+^3I}u zMg3(wo(y8PbVf$7z$OXf*D|kgx*8gRdf5g^uU~^Glc=U|=8<|pBQ^sRzpnOv z@X!Ks%O-1D8*n&Wr)`3dl-G=7|L4!HU!Pq&maA{>qg%bp<>4_N&B%DKr{A9f=;fB# z{BwDw(il6tN39Dv^)E8gC1Y9%U9U?<|FxDNqx(z@4DMjx`VZ0nZJFOVdPV-85Oh^k z?#IgiB)TI$#QweW=+zX^(g_L*8g-jpxRCVZ$&-z|w$W+lR8{w@NZQu7X6k0Sf(c>j zV~^sib#-(yo;`a;QLwF#?HF5J(ddi}MhM*CS9{!;+6Q50=%K$qJJ{azthj8LK$QAk zFy!lt;crWpHPem4p^`CSM^}DeYHM1dYnbvZm;L-msmQTIBF>jN9Ku&yfc|XiJJ%mL zYiX#537G$V(}9ePjI*FnP+e07n%MHGdO2oWF}dH)FIhRLZJ;hDJT!D)rMPTYE}3j* zSsh40zlw>WT`N=i{l842I|qU-ENtUYQ?l1ZS9yMI$(YZ=NKLXLk@zlJ{Qs$EtOGq` z{QtDHp(#RnWm*rmiZmlyxpJeNntL}c@?_E@(XuZmRhrw$Gt%Khqso+v;HUU z*=oCg?z2zpx`9xNKITzyK<#lNI2#SPZH+rMu4*l--pS*+_Gc`r(R#Kfu3#BD{Kg`}C^tU2mMJQe7iwg2qUZ+~@5zECA93jR($=(~92 z`^rSAy>Z;p{YNp7nYy~V!|94Fd`)eww99~6`PWYm1cime_^_QtDrxpS)nR8i5BOZxnJhIQN-$>nqzt$-0|QiU-oTBNr`{?_bM&_ zBP;*x56|)AiX?dR{_!RMsB^U9puGG!%Cm_d6kkdHe*D(reByt-2W6{2zy8m;)=^go z_znwSCno1v(b5hPJwCJD8;e1+YKt36x+|!tXx`D$5q;DpjmP72upZUq@{2VR9LW?v z{@BYWoq5mX(bVGHW#{{;TV#qF}gDWO_ajpcU^^d5pUdpA4){zC1NDeN4~#H(!wPspeX*@ zr{Afx=}u00#v|55H7_;NF8jO4%qO*wjz-Yo0W zwu+}ylar%^@m}?dusn2aO?gVZ_{E#t8}E8eob}XqZnb|Jrx};i^r`9ry{oHBuiD(q ztmoVMISz(k-N_nFcC8AGMkV?ZGjFND9P$t^i2gIcJ=3=c>A8BqIv&QjvZmXqEotfw zI8oT9)88(ML?Tfp@=Qva-AYVm;2X559IyXZ*YlCf&J9;K?gG8djCG`G1oLQ=S||7` zA_%hes^^akCEglMSoqA3PuM16)H)F0l}I}m_t(AKKG1$et(fl~?`(ZlAY7V}@rKNr zp=uXXpb$_YiavS!ViPRMGfbDVut!KcY9ERvfkvfZvN z>VgLkHlE&Q+B!fE*m*d!tgMWp0M;Yr&?c-*XgF1VA${wue(w=X0N2i)(oS7R0=VV$ zP#UTLV)s^`Sk(loahwrHgp10EQQRW4y#g~c+CdsEsMRqr$QW)(r$rb$U66a!xcX@rE5gj}B-gCj9 zCdsPYqM3w{^wKx%lo^6xr!*ox(C;P`Kw zTJ~Gi=f~kAKUVF>yLJqf)O9C&DV_TtQ_-^_^$PQ&twc$ica5vo?n(reoBiBmf3%#t zlVSjATuMr62;6TwELCFgKINI&%MuYSvKywS?7>)~<-OcS1}ixgP3Gyv35&f;^M1^Z z2H&=zeYL_GBT}sm`;mGS?3V?25ZLkZ{ z?qw(M68O_9)bA;@hV;EBc-gSfPW|?m#)H%DPRV;j1K^%&`mf?4yQR>#Y}o?o?#P!b zY4({#MLHo;khSC(5zax$=^*%pZVzsQ3$o(29OJ{gmonUl8npI2eM7@2jidcxt=I@_ zl@O3#LuD1}X>$7X9T3MF(_NrqF2B6FJn!&`lznrGOwi6ZU}AoQZi5roTpLfUweKe3 zLSB`$-jJuY#^3N3RWZ%dhJ!?o@dTNO>W>g%oirh3zF&1oUTa>hd8hQGXE~N9G$A2R zKs#-8+Pl`O+oM}4=@AN1$RXr7@jmp6VQyO4VOBr<&$oRj1C5FQwZoQeW%X+K2nvNO z0rUI2Y!U}$BGl9?Y11Q*lr}cOe$s-jlT_$zA&l^8R2K+C&;G{o-U90fnORxJq|B@GjpO6u?c>Qb2HG~8P~Z89yC8v)D)9vUeUAsR&&;fK9Nc%LcCc8Z!Jwq zdO;q^%o+s~tL=GqC7Cr@D@I+*>-|*TW70|vz>C^LGq>y8>@}fUSVsTUi>#D0scqsE)M!FR`)=? z?3mZ?z>6{os&hpgX?S-YkP5i+S;K$ z&{{=JJ`+#??IZFK6X!!zMRzp%2^+blX?S78z8FSWn?p6`cJX2odd4L#gPpJ%!>LWP zaq-zL7V-(Q+Q~w>&-N0q@D7&w(zN*uJg!EJU##jdP0FAFl8lA%t{7*seM7W#?aZ9_ z477jIVdlZ0+uq>IWeqnn(jAJRI4XVi?EQ>qxf?XCmBWu-;0JtgN6OO*aYp5yq`h^Q z5nQZt>VytKsPvCt zUx&_A;4gl9Jx@ITzgCN^IxYrHd!ZM%BNyVwxdy(5dv_tMhm`_qwmUwsuW;2HDZq!1 zZ(FHD_D%Qx{pUW{m%sB5DK5N8F0Eb}PL%*^amTOX@-0M~SSn>~2Eb-(_yoWaHPE~HTwBgD*eQPB?t zRZT-f`=83Yk{T4|vv~tK0N?xa?;G8I)~;dAb)H5Lnk)1A=%l8mavi#K`()Djta*{z zW+?F)j22CYSAYMBdLyR;oV}H*s;XpZ*@aSJaQ`iD`4h4sdr%2MJCc0#4=B@5Jp8FlM~JV*?u&1A*oK~11|B^lq?g?Y zt&)tf(s9h9 z1aCB5CFYy2Uk&yp9=0qdUqO18jm=5|*v9Lka3&w1xB4C)C3-nVsqjFk7)Qref%I57 z4EAj(Kh1oJ85tpL_(W5YrPFTe9tU}5c`Iw@VW(E&*4;0SUElwLqkJwU<5SFAd5sY0$W5C1*6W{w=j=$J$g|8HoNU-S8yBPdVhX( zSHXJz{Q7^{=luLtz%_w)_>b4E|BqeZe|-7>_2mrlRf;2sWLf0F=3n;WaV>k_Aw(G5 z9tAi5sN@ZXja>rnjl+mjap5UP7{d+tH;}&^%!1)#j*TS{26K{kJ8u5jy1n|fk`ClBmv(3!TJ!YrVvn0x) zs5Ja1INZm3@~tP71;$uoJ-q{!;*2bFRwji`#L~bE9^l;yeb&Cx=L?MVbIS>ieqeCL zUQ595#B|zJ2XbS_%*oy*H*A$$^y2Ag^MPq?c4*0Q(C0|oWB@mB!-S_Yx%eOkm z@&!=LuUUS!YhPYFb%d&xJx9;8u>!M3+1SfBX&$?9m&Y@MZy4&!wl~51aH!tR^J8VzLk#fc zF)ajyDbBseBgd(fPNc%8PqLuWZ$sYzctTdf8E~GBl5ebst!t`Oz+=yF+&;#yf`HhK z3STWmjEc^pE8Mc~4iIYHV?^6{k2Gk-jbhG$OK4{dw;?Oh~-=TxcCgnj}bEO!iTj+1y=VyOV z600fps7t4#*NZjV>;S>EpDn@B^w0nReaO*(ih%Huh8D@VkK@;05PvD<{q-_yVNfv= zOU2LoPG^}91J>3KDa7XAenmAZD(dYEgWxHuAmn*+YHAAyI|0E0)ryN(ieE!U(Wvcz zPBccrhZJ~p;IYg+L0A>W6Ua`zlhiJzmvreVDcwTYd;qVanL>glvfi<0eGI@HTxpMC zUEnynfs)HdvLRb(kOk}z*Jfxduxlet%x~^NU-h;vTU46OZ0W2q_lm62ak4SuiU3rw zsh$VWdq_3vF{QJx*uh!LWm7j4OF7lNeq|JTko?SJR4M~n!$jU z;Svh4bDu*?rJdNKAdO~I(tyI1&mQt)`GSi3_t*JMJTPyq6|2aG|C?0I)j8`J8D*ll z2o|hgJj2bwKHV?oX9zBW0yt*~i3L$0V598NZd7)X`Xh`XSDL2e`Re+C=hvosLtsPS z2h)OaE$WAdfvIc6r^jbP0+DQNiP#_krTvj222YRYmCr;2Ltspw0vxU#h*88zx_>QO zV)ZWNpdLHaT8Ab&nBpk9kVwH6)-4VMt4-v$x)eVTu`d(&wKzbkp{{HOLtwnO48lG0 zQCAOe8-1TtQ*&-PR_%{8*$W=wqp)D_e9tTc%vDd3*%ahjD^l#*FAg4(dFp@-A<)&8 zo>TSm&iZM;rCC1+vSEDt|N32?#b}|6dXU`cMnFUwL4irSdi5$vT9j?|Hr2FWwlhXX zMv5$}H=f@6C!(Ja0SRn?XEtrA(;-h6z#&N7QvTd`<}7CM!(^;Weba`+U5Svs#K7&C z_W0EnbG7A}=RpOgf@<3qz4@|*$yyv>YP5Q}@m3Z7I6l0G+cO}0x0zi_q7)##0LwaK zpkU4VtwV@liT4=TfjBWdHUTK~HMd^0y3yw#KXuwK?NLa;IYjSUQn;6fpk=`B@XearziqjcKSIhu128 zz2OU{;yR7i%(LqF8;n;=521J~atxvs3s=FhxyZsyjw0Y+>F@KE24h_Uw~Co{VW<&e zA@z?BCD&T668~~YY1j1=&OK!wT+)~@0Qa)cmWOo|gKPrJBT0jb;(Gj}VUJu$ zU7&7mIyx8|N}@lMtbcTIyC+Pu>-2dCeSQ4pKwBA+T=8&Y*#N{0!5bQ(ZsAMbt@OsOGo= z?i_7)?KHIurlxVAFW6H))9Eld=Ph3_o|!2KVE1w|%$n`(9g_(U5AXI2jKKT3b7CPM z>~)3g-=XUM7DyHG)C~~Vm)36;ZXEZWl|!&1i8+!5vqnsO`i0D!z_|&ur0{Y<{47t3 zu1y(moI!I@U~B6_HHxYe*fg*;E%F-XV6xdVQHh3<%1=< zo=zJq0hgc!(@NHIyFLPRERy7d^aT*DTsy2I2_Emj+`2KiJLn;Y@@uvgSFo_mh{D z3GIxLth|wNzok+{OUi?%lbv~QNdTiSG0AlbfJ8U3&>tfj8ol#VZpi=_@*t#7_k|d( z+L{7lVw%93y);Xh$}X&LzM#yVioyW0C#MRQTelk(>xpQ$PxtuUXxC5>6>6F4f+0`` zRAfK>y|1&}uhM^meTBgv9PHA7^s~S%UpTl~%gqh+muA;KuHgpoO%`?`kla}S^Z4e? zL*_Rm6ctZt?wIPN#%st=>&$s8pwJF5nQa_Suat_&*AT$$cySKL*w|&zf(n4f0xE|r zh;Q3j<4cQqxnw3rrLJYv>HX8Bx*0Ui#%%U5ru86b77j+KVPG@MEA)UXW`Q`T4eW)` z>pQQ4F?;<21VwK{_UDi(`PU{s$pjr%*LH!kG`dP$aDdT`07TY=bUmPWAn3n_h5OKY zzSbHI?74WCI}I6Dq`7Yi8qbG##XxeZF))g%V&yt0$AW@n*-yelJBlERM00DScq-s% zJ>FC5$R#qHBgw5J3bh5Ui*tiCAn)2WeJ4YU=Fjo{6%sA^VGNoxr7petO~jO>qrB_N zZIp2iL2GU^U`BHCX5bBa!t4!2;%0Ko=>mWJHiVL%~)>q&Q{r`R}vmweZRZlQFHq#AtoR0!a|d?}rEH^So#n`2hJ8-ntm@2#!j-Y4w1D0tw_|b9l_PwOedJ zepDZpqF3tyo{kZj6jEy>3?bFIf<;8`1N`qk`c?c}D=mw=UqF_E~Ag zJ4A7hA)dYd*wj0{r8vkz&}xNs+Bjn{7zT8xWcsW00%jJI(hVIX{u`E2$E(+R&(s0LY{xmau^{q zDS0ChgxXMWp@HKkp;>u#35w?1OkIP~lkN4HweKvl&&{nCD`KZR;4G_`0d=1fjr^?{tE9TJwhRw93# zYY6(DIG|*Wo?T8t-vj(h7U2CzRi;Hn`3&0NKq>LtcRjn3nVsDVE1nEdX$YXr(M$a( ze``Dc###hYY+;m@kO0Ajl=4eaZyFY~BY?@cLM}T37=w=Z_T{8%w#Q2o1>#Oicu+&@ zqe2EzIe|hFC{nPqi^$>hF3uD$%iccR;?(F~d?(p(5Q+>U77L@V5Dnrs)`f=}!#R)l zwMP6gLlmAM+mZ5H^e%_Bw~w@htaQjBDuiO>I?!qCwei@OY2yv_wAMNTg@q(v30~y+-3P_*m3ImWQ7x8Px zJI;G6ctLkOqN3@vyo#P4Rs$1Iy3rO5xjG(s&mwdMP07kslw`2L?Wb{Xf(liWYox@{ z9c^ckw`AbpspWpNmJkq9KtFe_h}$v<-$AMmc-=bsPXb%L>9Plg6Akud9Y0M;@%#c3IKQ&>Bo0l zXg(Hy(L=&H+--m~t`XR`Q3hN*h ze-QlX!NDJQ-2A@);xEt6!ds6ws2m6dZD;x7G04@Nij5&Ey|pT6PjKFSRcl{l?fzn_ zNToRQnk&khr*+wB!oboGkDP*W1{QYtSmS%Ao-|A@Q;YDNl#I=7i{QD$UeV$Ys)kQf zXqM0$1(5F(;NoCD5D4kY7fnEO3_&F3u=BuP?X|IOXciwpg1}<>9FavuG*jXhZYxla z{5XW)ic7t^bO^!m>gwt~GqKBLBq+#DS;0*+K#9LriG$G-;9fU#uzTT0nPZX zEXgXQ)_%VGkDzL6D)CGJSL*TIjkE@sPC}3}6bMC$2G|dP*gNi(aj4 zZu_);Z{g9<+?8+kHxNEhTL4?a0Q9QU9aAAlpoG?9TK^0cEjK?7RY^59HJgK~y$E{( z^?!#|=4-Lpf5P*&4M1@U67N4KqlYx~!N>2zCj$KG%O@Y-FGE=l_}D}LVJ_EC?CFD< zwB&gwgiQEWm>1gAHAB%++D>2y?5Dt6i;x{y4?G^P!t28bhD^10SzeD&7JCTGJ__+SZUR^H z{JG?2Ndpj01<@ULFK@|b)>>q0k$vd*j2dL`cNsvXBvnqF1L<`Mq|*sQz=F2{%GTL! z3lu9N1fV<}MtIKc-#2+qZ)a{Q*>K#iK-d@>X<$}K%?wF5g!hp>7fW8);(1NV!vO}D ziJKb{axqY^J0oQYp33X}m$Ac=Auf4tSuB4ZUyiX2j~yfF2qhJ z&?ce?hUD2U4f4g6mp8CIKX3W3<}5Qmjf94DNMx3URDc43lsFyoVgcOJ*NHwr+}sJC z?_k~!4iI?PXAN~Rhk=Hx*8*jLKPPW4BrWP--1gNHP;h|M1j$Kc=|wFJp!`wC1!?HX z11*nBEao)&Ez)3tp@?~ZT<-~#yfGar-?1jJh%ESiM9V>b=xP#l!yg`60xf9v0>?(H zr(?EHf$6J;qE|1*2T9rx63a(0m6%4*>cbt9s4L>$CVmt)^$%`7C)ac1Z}|N2UapZj zC#Y}{Vz(?aLr}$*jd$gCIRm>1GqCX>ax?-jt_R*P1`Do28XgFUuxL=Z?QE^P{8@&L zWe-g>W2R)Y3g2OEG^LWoOx47VqiLHRjnKy6`RaUwoks2pl{$3>s?3!*<-^mAJQD8gUqdrjzc_G%~`#EMk& z1XZKuTt;94Z09WLc0%BE`|td*iJ;hgLz^b@i`v-IqtKyRv8oEGyLl&=t@g5wsSZU+HCN9>`N-uW{*oe2=E9oXj|r7vdcjhzT6N1dnp>K1-@ZGAKH*U1)(4KcNB?5wB`u^ z#1?m_q3ro zFEz|_l@&QYZUgOelLv(gN- zvWRpYm_jpH*O}hZ{!C)kV2EUtN%~@qo!7`Yo7%94ZBY)FMP|)G9F5?hX((!q5FrXw zG6a{rn>TOj&3gkZCIwI&s?G4iZ4$l^av*CMI65zgI$uom4I)x+-u$K8Z;5ra#ALbs z0oaUg-+4OzxjSG&X+%Z9tdPbN5JU}4`ROoG@EkJpW#Bq-Ksggje1@A-AzL^nm)0#O z*QD^1{(XlX4ihy-h6F9&AiE`~_i3_9(2_$8%>UXl@KtK>hYLsITkkixWn>p9+#GK9XCD!_Ktvkgejfcn`9>?*dm3Prc}`axZJaRAxy)Nkhdu?m^_OLB-#j# zHVq*`F!<~c0RN9JN-eGal3O~~3|?{?o)ZladaPvN>(>K*NBmDF>CK0wKnZX*1d-c# z?R2CO%OT(Kr0D7cRmKdB_Z$)M>D$@c2!0Ksdny1hvbaO|qN1WYUt>rZ?^IqyKq){v zcxp^^bnLdP*M|d^r+{uK>YZC$Y2D#ylMO#BI5F;~lw8Ctr(l-$Jz%gq#CdA@wP#dF z7}(OIkPYvIViiOqxrj$p{Q82EPr5T%jCc z-Xnw{B)>bbp$ARheD+VVan)vbE55WtW5kS1tH%-5-nxe%08w!BIuz{C zKZqcpwLI63gFe@&v@bk*$^twu$olT-oN=6h5>&IVI;efUSXp9rc6NE2{XrWUfhh%E z?%yiLqpmO4D8_R=iiCo@Gq?-^0p$=8dwtE(hobz z+Od+ZnDG4t$uZiikQt{#S+9dIW7u3c0F!ADdmV5rN7&8yuE8P=pYRR|;vT2ZZ-T)r z0U5HxdBNn~yEN*yWq`D3WOosZ1-f24kPzj>L;E1& zf9YhuwYTbe7v9v@JGuA)(&{3=T=iuE+}VAtFTfMPMS{<~8*oKnj1VIQ0Gv*b_sm3q zF1PoW7swkRVG#|T6moal{k_3||8fJ-#zT5}rpg;!qYh|GpdK!n^L~T#T+977lG|x8 z{F2ApCm9WxS4l1~E*I-0=1lAEQQsMtmB)MN#l&IUTFW?3qyO;2p(&8In?Kkl*4E%V zBMHn2!j=)$9ZBl#n|MQa6M{O*uA5zJ1Bs$|sA>YhCws$=8;`W-lI!e_x^K67LBgzFJ zS4fiZh=GCTq#0;%Ei-e@N@$_r^On2$KxWQ;_01k5qGObXBFj~!E-v`nSlpg5%fKU_ zev=1PJ%rUX`*YtFs_sW{E|!+bK<@QoG6%W=bf5Dk%M^PZ<5BkeE!OF9*iWPG-yP4= zmWYB@VhMH0X`Z3hw$20CjCJ;|zKL~~8!8)z7OuDH-zh3r$jq;di6I%K5wRZixiDK9 zrrE>Q2e%%3P>pJfst16%M!hds>P~>YRqQbqVF_(kD2gCjl;A-IRTV+5r#r#2VZJ@v zaGwg={m?4L>GxF$v08x1`ldEFYe7R+oX0>EI6Mh;ZD_DWh_Dj+0z zg5xyIk%>BN#QVt^cWUjpMc~j-RSx+TbpKB~CWsOMx-U|(t-)G}u zHoidZ#+Z3$ADVF{9^d3%F>mSvI>Y7c%GjyoG-U3En3$|w(m5za6m|6U(%|qCZRn+l zL>&N795Uu6RT9H9NKer;dm5C{)}0Xk&*5A3CKebf*uXcQm7hpx zZgAB9)c&O4@CN?a6{4|kRYB19R&1Bhik~s9zSWbT0G3UdHx`Kgqo~7yDIxm zNt=gc$RCIEt9e?0f?Gx?fD++W2!f6?VB?V3Y6yy;&~_RHiF`EzaJvzD(^&e(y%~J~ z(FTADw1TuyYpEOJ90DG~)egvclOs6QjbE3Ro_?@(7x=2fOgqo#Im9 z&R{00k*Qf8{HGvW&%6|z!qYZ=>C7Vyy*6$8E5*@tYSQx5==7OlE9*OOegKTw6|5c) zhN+W%vtWSdVcG@^!`M?>0JDK>$KCMwTeBH3e;%w~sJTvtkts1&ge4 zzv2=xo*<#k>u?w~c>!qWhepmsBzI>*5|;@)0S4IVWnrO#!9f)O{I#<-SwfIS+8)p= z%5z_SzKU7zPEH2Sx)h-u+Ef_!eHuagh+#wY6cWDn_|9VkxTG^1f;eG(N@KX+5F;%Q zBs`FmkboW8uTst9l?^?Lf3g6xSr%Tv`VyiS{WMX}5;{cy6&?t!Cji`s+N*l!>fMW= zqoG{E9kf;;MIl_QWM{$sQ2;|g;?xnKBh=&vkz@+wXXrMVAQvKl5UaJAn{OC-L|IUS|DBXNCi^o$hnO+0)_LqQ-&)5 z8o*4TqCy%sGKhGyAk7Dj!@1IV1*nB_Amtc}cF1i)bVWdol>(R;0}9v1^4fMXA zuc&dBc?AOxB|KSIyJJjU9Q?4!?7S!kNaE+)5bMZqWQsJbgkqLJhg8j&9=IR}E7eE2%%XK(( zbwRgCtJ`=5aO1A8{#3RDC<;BsX{gcx6;wmz4f$)87zVP?jX;A-EZ$#$LG(QzH$R61 zlAK+rz|&5H+}QnD1t|QVr27McmDo7R8TW0F8mls+pH~)5Dqm_G#scJxxMW{YHH;Yd zG9wT(kL`MP0aAd1$;nAZVFJrBulM1bnwn;Zyz(^UFPSy^ zpk-}!HCAwX%=IL}mLBCpm#sQWBpW3S9w3zjx=d&Q!ra5pd>$AW0SD6pQo>Z|nL){O z1w?6AR0`r-pQE#A5@$K4y=OrvO+%grHMI?pq5ruqPEH?%FAdpYK9y!f^nol>MGKld zpnWzIwaEZQJ$zXWBmfZwg@pvWroGVHgYG&myXN@`r`7)Glm?@PGlm$$7GdY(FuF?5 zDXWD@x(q)@q{U+i>M)%~*YZf_>es5{5tM`5zd$r=&%_T-v6E(c-QkoC!I6D{_ercw zrZF}(a1e@#8T$G3jjX=(Eol*#x(f2C!&FWIah$6G4{E2rD44cG}vIKr{a4JkcW|vyNv>M`{CL4&L7GT_?7wF97kIc47p^OdJoLUrP?qEXwFKpLa6t<7=X_4T zgW&XxKjzMp-?`-o*Jm%d{>=d-gZQ&Y<7^g}3x$ni9HNUzWoGanQaPWUZG<$IoImI1 zNYxX*s1kDNcOlA9!MvSpDaXj5yUdd9;iZI)F?OFKQsL|@NHDr`2hJQRu04M+qA}3_ z@h6omRq0ipt9M}SE+N)zH~uJxM(idOR)0(rdfdd$c3lbu#&Ak_%}fcS>Ru%r`~XLL zz%fH+hNk!{`wE_A+}s%a0*Dp%ZIj$=92zijt_Z>}gl56-6Z9-%I$DejBI0Js6D4b- zo#0#tqChVG^idue-3NO*gt`0Dmub|8c z=43Okd6g5}m5rn~!1V6@RGH0z{NcQp(`P=)a6~z26F%O)YT^WcLkSgI)hJ?Blyn!} z)uT(%{;xL<@*ZSkJ3^Rm-m1OM#mFb7ok-VHHNJdh4fmc~!2WWGewJg~ZsO*=Rj7VS zsCMUhI8gJo4myN$bdYwz0VVe{T=u)=Sp<*gA4_}9q-dUXuXd38Of%8USPvfhL z-`%H3MBHco4Ws64!afgwwND7Lo~0S5CKph)tHW_^YG#r6<_jH0`dctKADA>-GhGTd zuvx`mk_3m!3D_TQFc_3bHAzqvz2$K6jWAsQoo`$wDMJ#jH6PeAcv)BsI~E$KPMP2= z)k=Je;qV*CjDm} zd{R+`b8&9&N;orEOeRw{Yi3#*L~x*~WZJdG=jyUZTl<+(vK1b3Y(rv*m4sL0={Unq zP!*up>e{ioOH0gbJ-L`m=lDcQOw;_WJzx@)s`LYNL}FgJ+Uh8Ku9AJLxUu8MJe$#|k;*)vwy0HdoqeK-l~ zhv;?>F$|}|1}K`jb};O%8nftxKXs)}X;&LQrfI`G#gHUN=h@B+vBGle*|=9I-d8<+ zys~e+%WT-hpW;;9uiN~>F`AENuY+=ON~oLKZTR!83QCYuOG!8lu95Z2NTLkg>2PO8MvZ%?1!&hW{3RrEc(pC50u^%6qGpzcBC(=#o z_2&BrbRN@GP3I>{Hh2`4XTHxd%!Z+hX(I=~iSCkjs@www(xU7{~8Q9~}N z;GZajbk6pTJ2u~qap*s^KcQWuMck?b4S!bXGRdm$?MO+8Evf*=>cb~mTkv_-Lu>jf zoWh6|{3|GH50|ENe$hL};^m2pa0WmrjCYql5CZYP?e9b}Sgr?Ql{x zCpyHy_0y^AHH;*ZOv-2h!{>FS09 zy{XnRN*OE^Rt44~_-smhf3jfhgVcA{b7(aiBT!z9ZR_CN78te}xSvoi z`s8CrkIXi2E1c!N`Ff{-0-`ee;nI2ds@Oe;1OLG%>`5z8;VEK?5JFHAEUK zo&O)It~#LU?R~3P3{+4_X_YQfx<#Z*QW^mnF=}+9f^>JIq{OI6m*hkklV)sybazYr z4mZB{{`g}B==M41yz#sb&l9&aW3v~+#Nn==2dq7YU+0s4Ej$1Ui>Ir0nHF=ybq2ha zG&@M_%5JHWu=9A=aeh@byPkrU))z+Nf!PmlmKz0-8>&ASE*yTex_eDFS4zXGE>td- zmfz|mfYt-x>fiaCHCq1|KdB&9OdkZc6kkk>{^E@MNvx3UKKAauUgCYBzLI?B zxex~;1nlwn8CSNE4b}dN-M-;5TNLXsv5FNC%(l9Sw=NuhR;(Fc2g&7_7hRz*t5lSL zm1{jjzQ{VL%S_gGAP&p(7OQ5;Q&JZMG)0R(HP!mfU@V5#6L_)9pPKOVJRc2aTA+h108wxMS7>duzdbn z1BgxFJ906=QN>t?^JA9Wkj#DHaR%a*ezTrV(>(T|_<*g5Eq=`ry5D{e6uk*%MPe~O z!ArchFB5=bD8O^q-ObV`#R-BGsoB!as1LPE;-kLj! z$_FQ&cH{v-Dih34Mi4tD$?T1S8VT0m3Jn{+9NBcnn3pTUWm!^n-9nfa9n z%|`43JpxGO{87da7Q?2{79=DMt?`_f{V`ZGEA0fC&lVNkh>-sz3+H>9d@t1zpTPu4 z6Zo&Z1xk^$=kxrF~oI=(8inV!Ze#rp+lKJG3ibj+T1$L!XzN!bmTF(@_u8_sJ zHow*+VC)ZEOO#+mD1B!R@nc-xJ_n9>AjO7_O63RF9lXX8jhW!?s4Fz;;pI8^Zz?3% z6gg?Ua@U~&xr>!bft5-nuhRyLLOx?%9B7Zmz?ThxK(V}WnWnlzv`uwN#~LCf%JB57 ze7QeIHA}6*e95VNa89mv>u?dYa92l3mPq;<$Vh+bcYd$30d5^33>@wTdB9;3D9eHt z1SDgjJt31fE0KSl66NLDJ&)tJ38EK&B}o2KaUgDTV`FatR;v%jLts$h-$d~0@ufwf z?h4@{?P1Isx0GFk=cnPfpO%Ym59`d{Gyej3iledJbIXW%)`}qR!JFjz9>424Kp}e8 z=$_9?`3UT*|2Pz@)+$QUT909Jbvi&4MziF*dSNJ3!V>$Zlw!$+pJC~h}eM8f={j{pV!X?y(!_udxZL>QygT#~G zz$hYPevO_5`kE-M5qdW`heOZB(KLevlK|K&adXa=J!S0Sy|*ls-2Gze6S#Q?ai2!+ zDiyLM3<7fw;76lXIKhFakyG;)m?*TgIncpPV70RYWcBk{+;Js?<&*)lu+)nC;IK@4 z*qMeihTUcbI|P^&Svr}H_gFa&Lu8k-nF1Ax-fQP42K*rawTyt+K3DlKyhd9uC+Kk>) zGyGQM9qRBlC4eIPCQxbZh;^}=uO^kNKRWj}mE)C8HRn&&PU4WX;-0~-hZ$gjhAmsh zV$B0(kY^RJ%dNoO@r!=5OdF!1&^io++{ryE)DHSVjG{X0jo)!A2f)V_{7OC~AKMsR zYUTw_1mMQxS>`}sq3s5`mEQTldC4U;8eO#Y81a{YG$>S}%@hm=qHOp_I;v7rw-hCT zw6#eBeEWA$&iu7@&UUsU{<*+()-=!@xSndkN{sRzb`VvWRJf+zL?_g) z9D=p!Jw3UVRXLRe5(Gm`Rmw3@s@@*EUPw&}<;*3z^a-Oll8eg`Kn}P9pbRVOUb(o_ zl6l<{@LhnOrF`X4a?X6HnWtCwP=z&zj?QObY!Q1a<;fU0z2Mz4l3fMASqB%tx>`fIJ%F7CzNsvsbMuXnx6s1;HmB%5darSNIqs|%&*+Izjg;5>vubBH{) zn}>Lp7fm+UpLEbStXr$dG6JyPII%I^q7J(_0O3knO>%UXYXzF%cd#etJ*>u#@~Wo* z?PvB%Dk$)TknI_R`svX_3XES%>VxNv=%e9=I4kgoLpYVnrXCb0U^8)7TmG;~*{;2V zaoK^s!N#C%fK4V!308~hPUVv(TDG`S=g$BvK|o?k8gu2bwe0RK<6FN0d~;ut+<9sP z55F)Ut6IIymQbdVwlYG-csp@&O-;>;8|dS!#ekE4@d~}o1SW^Dda&!&&TR)&Hvr(|Z8E!ioZe1)-H{Kc zAsxg6>czNIdyH)KnK1CjD!1n);JhNTmcbl-Go@ z3klev2Ks!P>Yf_N_XG}Xl^F)bU1xTTE9h)c8d8$iP5@StE_&+&*{^sCa%o>%On?6b zH1{QWN`NZv*n<%8x$kGzOLKHrTx<#ezJs6zq^F$*zg9IBsv_ln+pDK%&m4o>`!02& z{I`&)=FwO~T40P!kCCTmPloKMeaSNhelBwk$)FAdjw|1}#yGd?@^d&I1f-80fINU- z$!(g>z(TBG1qN^cM&J?Rr^Cu393?5zu?<(30lx+KeZQrs(zjLb^Jl<>hhlPo+YT$3P{qiyc2h@sG z+{G6CF=#WZOykQ+tUanc(TX;cIsjF18tI1aSxSMt<2~bO>MUEtM&Z=a&;`&eOWyVU zRU2GUHUAgT1N)l+Pcn*(xuL^ooe;+TrV}X{p??>xc7-$@8pKV1gv)cdLX#ZR3R8fA zhLQ)3Z;q)tu~iQc%iMwk`@p4v|8%OrK2R2Q$mimgu-pb>mI=7V46zB*THRMNVvuqA zoa(?w6YQq*%trCZid`|niN^h0%J6Fx;hit8L@{$_J-1@IDWDoNBUijdg^fXJ zD?d`_u8J3osD7yx6U{WGy(QOK(OXWhrWO$5Fxy8Z7<0omOYsAp?A@zDxs>A{*Ov=R zylameH+~$U!zc-n5;}cf3c6~f1(PPEUBjiF;Jx-uA+H~e$)v-o{U5n~~ zbDl2#?(k}4p8MF1^_u;>w3?>=QO)mBqXD6?DoX@jl}-7OyZLb5guJ`f!}dN|iL|>f zZannA`=UXq$;-vNX8+-a6P!e}5HIo8O1kKHE7=@;S!Dx?}1>KE^{95a!#xqEG` zjw#<8`y}kzm<~5~TW&<8k$2YxMMe_We(f{PPIvax^*iU$p>aSEJ#EHJ9e!7aB`=xk z7attX=h|3zn^aVYKdl?acVD083*Dn(LUxM?7|adLF_KJvCdzB;a>2|HxJ|b&X6z7{ zc1R0nE$Z@kV8#fr70h*{5?O*zmp42)mGF<0!{P%L)HrH9o6dAsycZm@C)Qi#F1FjB zOM*L!h^dwx$X2Q@J>*m$x}vU`IRyFc^5l_{Iu#b;lJmVh`pO&CEd#9-@87EO@I``Z z;@N@YBD}y4<^u%xg(O@EtX^rjiW+CV(&g6TW9$DhqmQ*-PK82g(jGhw@wSMXsi0Qc zco&~nzn4Xf?HcY%`97mX0l{-(3%@kUE9`RD9PNtfrjT*GE+(m~zTXo$J#m{l`@wwG}zkQ1+`y$nT zt5!{aS~d@+9VuUYc~j!{oAM#*Vu9~FFN7uoxtL*;^erw--#AC=*?Ik@kOcA(9K2V+ zGjL(Cd*qTAlRf6X#q^4(2m zlis?x)wl)eFdKT|GI7ex7qTJqG`2EC)fyg0a?>T7hfQo?#J!&*bX~KTHyqhnDq zpJYThsoQd&>EW3kTS|SONYQMse+}<{W1HA$?T?+Et%9G_E2%rJogYi%(@-dhYxxILh!K*K?yW1U z!E75*&4>MX6WTUJ9V{#q*F!@o4SL~KNAi)mj29|D3y^`nK?S4gy5|sIBc|>@O~@{Y4oT zu#BP|E|pm_U9L%!AqcO?c#^iy2$Nzu)t-pB0Qbt*B|PE1Q}Jv{Vh#|8nwDR>>~FGS zsD*E!SkFIj&8;}5N|zgDVrTniOdGxq@`dSKFHGJb-7{oH2c;ZV-E2%)!#~sGVxzSIQ#GK3@}>N52ku) zROspL53LY!NX2wHPBEA$d_z}JLnP(YO{Ls`Nw%VriXqXeg+YEWW63d{>wydABFF9A zYT#;CO3Lx1wImH0nGucvKX&9GA)+{8hP;H;nZ3!yr;T|Zy1;)}ODiZD zW7r(clb93IvG$XhFH-oe-)e6;$yX1El&`zKA-l!p2;ft=eba~UcK+TRtoaxxlIb&l zr&S<#Q811wlzym~@7U{iGXL}3B#zYa4Q6+(uJoI*mFN!wf9C z92ZEPs2<|dJd28<9C@fUTdD>bgOF#K@jm&+1CBer>e*c} zb`kLmxchhoKg4{{7M9x9)u22eX>YS3FwPR7bs=Z*AlCQPwtme~6DJbLrCdO&k6)kn z-4cFtCa(XNX?M7o?^)-ybgq`l;$l7bP3Fn~<)qDxUOW4_$D-@0I301=&yfXe;_~$p z2$w-({ovxxy!5_zqwvx7H#(%?H21(=_eqrT|H+`!y)KX09s#`zmZLvn8Cwz)D0q&a zE?s65n403%c)6XFmtR@X>KQI7;rZjz z`hzWZ@43xGPie0zp#Zj5ZN;j4x>%wTEfxWsFl66Zj5~I&st}KCvRqD6sAprX>r@9b zTMKq{h?>s~G;tBh(v&{;$ho+j{nki;Puh0an2gR&ea(0*F8OXXIZF`H z|4N#rrDY|ZV|xvAh}Fq#Hn-P4#@$fQmf&?{MoRJK0BwUS+TE$u-zQCtt?oJ_6hA{! zSa$LDeM9%lLlEKiN{+!#K`WlGDUPMjUwb7UGqQ%oi}sefECyn9KMJTSYI)OSz@Mq@ z794USWkUSRO|q#~?K!H1g<}Wgo0O6)ATl9Tv@BQbO|s&gKN6gEuPK|2`PC>#{ai-+ z%T+ZEIa}+qg|7MEOfb90CdKrfW+vVva?S9iVf~j~<%0t5L(e_icJPv6+Oz6m<08uG zF}{d&k`l{wl3p9eN1I#7fJ&|JIB9e3yRLCVw`Ft^Q&l$Ej<2f-upbdX;co<5RQ|4D{qMRq z>Dfrl;yhB(%@se`6qM>gAp0jGV7I*Gj+!2zTK*6ozcw+Dl?u=b)mw5k`!_VNU8W z?&wli(8XC1*Q=rNM_8LeO|c{TqD4T}7M!2%@OR9b7I&)f>OH+H171qz?2}Q`I2V4F zYkKWq{sQOGbGAqNcYkHfZgjl4Sbh&&>C)6)bymF*ciYO2X&1s=g0An>Ca%x6r!W); zVe!e-EDmVxxjdQOg$hqRH^_N(c@?r=~U*k24Hith4 zX~Xg=J*yOpQZe~i;;ERPRFvyxMhdg~HZ=|^QW=3a_o1yI_*o-!$BS52rMtQG!H?uf zWgo_ zrZMzKR16cl49|52n`BL^+aoNU@kWfZrekxgYB>3y*y>weTP)HF0qM%}THCbrKQaFW z=$cXjYm(#oz1CB2H8hOUX@bJl6#NTp9y#)Vx5<}tdG^*@h}udLkf+}zXQa2pw|@$p zZjObg*3ZF;;6IstDoOh9pcq5vV0n(;?|=H0Okz0)D`l??n>Nz1+WPI#1~UDC{J<(w zpG~Te2V@mpOA+J?LQ+;{rC|}F!zV^x?e`!!ufnOKZl%s2H2L|3AOss4*ls7AFC^D@ zzHMyVZj2EonjU^Um;d+v*y0ql;?D}srhlvgGA~hgtM6KS}w;M?Sm0L)K%5UU# z%E?bZ?vvw5SFb|>J&7I&KYd-{4W(G;xn*qx=4N2*FgrGD5i_C~VR;8{q@@DUWk+!< zm#6FUR>==Y-yG32O;WM_C|}r1OYq=!{j2z4W;|i@((+5#;ZGdfrT%IuXz!J0*l~-= zTDCjb@gVWTUXruMr#FZ`^12aJv`_T@7(6M}eNJwkx%1bFzF4|HTPbhfc&|X8I1<)% zPFv!?FT%t2^bIZDd$rmdTPOwWXhO%^4%&G^{F0AGTRPB>BCfF14v)xCO3`f7d02q6 zh5yZ$*BLShqL3d8Fh2&lH0dFgF8b!lt-S6D821HO(my6#_hmgIFpeRJjdrhq zd|fTa++0H5G|pN?-lR-_*H^)>IIKUm+JDp3`j!Yk8;!bOgbdobjAJq2X(Hc2iIUqo zisS5;aA<>&taYPDZWpbWdGx{rZcK24>tWDKH7U~m7?Y0LO-p@J#~^y2hgEpc|$pQeqEaT(Ct)tX|)*Q=3FaRS?0Q| z*OW39OqAU=bo;0d2e3xamwYfa#eC8nc3%Z?8mTadFFYv&s=2hYEmjb)$C*D**Qb%Q z$+;H&@5(3sdF2s27CgGpte4SN;ifu=C8+ghd^W7T~tTTS5@126o6H3KDSTRbUdE)zvK6UNqVr};f zDPKL+uoGnw`?`FaHA!dUr1so(Wu+)9gyEP56hJ)T_($OOsL2zlQ=H16dO1TtEM!Bw zZNcVz;re8`+hp+5UyDT#ww-H19qJ+cCYw6u&-y4qq*H#v-eBFf%4Y4j>EDPmK9{b0 z&t04I_OD$H2CUCdf^v>fpW;`#rh23dXlYB78)jiw<0Cf$QrjS+{Gf!FHypcGme#L2 zUmq;K~)b+Z~hX2d1%8_a-I(g!vwRgviY~OmV0#1(K!bx7)Q(wdq z^~kk!D+?@XBu(j7;1iB}ogu;URa!5hN>3CmuicEKDq2%`mP()XZ>(7mmZzDP*2gVw zb~vUsR1D^jF~oT%GAV~`lhKG*EsP#SB)acvhnpMf{qfD!hKdae>2Wj!6>^LxvRhHh zD;q5u=6Kt+IHhyVVX(liI=jOL(V$PWPzw=cL|3}OV8^lx4qiF3jg;kM0082{L${Q( zt6lV(Lt5Y74lNwYZpk7^Uf@!4=#>BNAPDT^SZtA25Il|Aai~%eUZP9X-CX?1@&c0a zKSok$%ybQaE?|9`R85g^<*(6`T*8TZCSy0_N|f%(?+yznJnB}F4NV$+T6;uAUNC{z ztI5#FmS)Vj@ER=rXYnz2q#pE|^cEELPJkCX6NL=dL^WlYYDT&wy@@8tFDPOi*`D0+ z>CBVHmquQzsp-q>n>6}TqnAy~T|GfV+W!8?>RK+(g4S4Af_^KraXsaRVh~#$cme>h z9iqsd+vn>j?T76DgR!t9;l)8bHdV)!rA=L!q4hT@zIjZ&E#x zE{a^Bf#b|-G5LLwFl%UyF8{f7pHO%3kmu8G)LDjp>fPym`hUa8yKE(xu&#uD)9`L; zVwLQDDbTYpe}rN|&!Rsv-!%~HIh>NBT!gR*^*#H@e>iERO)tlrfhv2$CQovHd@EE@ z!|SX&pXTx}y~OGg!T0R>*I`wr)OE@{Mvs4g(}*9+)42kz#F#f&YcXqa2wd_Hkg_#S zaWE;qJxCaints!^*}$LT4PZ*Dk@>n6Jp;;%hwnbDkW*9sYV|-`P_IxH+4yXW0$S32|K8kiSN#~GI> zK!f^M-ELt;!SIN)xGJodI}$1dQA*2$xuzCT$`Xd^6{pV4k*;|A9DXi%oZj7m;*^Mc zrsjlMe)-Z;h#7HpvOKBy_f^=B4pa%i<6+mM{)ZX~d<$2EaaVe3n$^>Ct2t~@rP6DH z&ia|!_I`08P83e?X(;j_t$W?ldB7}l@~G1+Mq_4G7h`!j0#B~+XncWlr-0Tw%A{|u zKL8}g+;9T(JZO8MhJ{qH2_ju7O_RQzVpWfqo$e5L9yvtog+0bLn zkS?qD%&IxMGoyS%AG)=e-ookuuoWnk46aYi%csplcj6OeXX3oWv+MneX$1a(;gh1O$OhaiBnFxoA24Io~41n z1b-pT@s|z~{&>Rk_nNm~j(FC=p%nX=+OwvxV)1_GO(@*nT+^(}G^fT@(@YG`8ANSp zGy!R(zMqeeE>A8XaeGtuA}Ply+rKnTFPHi)8+FVdR-Nn>AL=H3VegyIq6a?R2~GU^ zQ971JEil3Ar{Ca=r%D((_3uU|=^G}9g`ch!JI;4hu$6DhCwN0pGYPjx$~k%eXsYgS zceU{td2nx`mTywea@&tkQEeN=)b4zxjfCcUJDx=AMsv+KHPK(~ZqdyrXUEK>2YHu- zj9-W=Z;cnn)=|^9ZL|U4eG#*p#V(hm5{tFCPG69x>$F9cD4=QW^nwaI#;x>EkOVM` z*uWKjfw61;M{stTfmImA?LASewSZ+*DNCwy^9pAm~xEb5AoB z=s=aT^9em1-vsmJaW3QRScV-&Ry^yP^$}*@w~aqn8|q(oobEhnXt5I)R$)?n zW6rrbBJN>T!%Fr^*9m4FIw$>{ylCnm0MF@z{|9q0Ny*W5B1~f>YiEftd#bv1pcq@9 zLVx+61R8`z8*eN`s{KkRY`zu z?&YvWE9G27jh_SA^{yET$W$lHm2yC;!d<`KE(y7kua6Vay*KT_O)ppKD=k;3Z5IG$ zZ}qmgN-8sxth>|mG5I*Q`Neb}a&*f{&AeFRuC^Ixt&jT!$#k`L&wNSe^Rcs~*{P ze3VUG1NJN-KOGn#=|aKiDvs3)nWyE%a#6XxvyJ=ZsZ;+Zi&wQZqsxv|N4ZDs6?r=c zzlU^WH;;0I=T~FAbS=#9foy^132ADF6Ad$%N=EY74lFhRovo-y`~v5tc9-ezM1K8y ztOp@VtAG^eEmx0}2DX$PnFh9w*6sWu>2L^o?<7Izila{v@>nIDvO|oEmsyKD%|CFsp$W%> z@9kaN<$H1#+hey+uoi|oKWSMC=_{vADY$}38AN+|`=~s{*#>_AdRN_mP zNTjxRX3hRd}qTHDam|~D z<&?TN*;9%9-OQYf03mD~z@sKZ|N?8@Wgm_56SCLEUkkGOiS?o9@ z5a4?moJY%+^>SwPm+;R;DNqytT*{|PP%D4e`{wkyxN@y)LwhA(R2?6{$U(6-C=U_U zbjP_Ij7hoF+qg=Oc_XfB(TuF7tbMj{F>Ug!wIxnP+U%nu8ZnXX&RxZHoRRf4W4s~P zlX%mtU9IUu0oz7D&r!CsjGFOe!jLULUg=vE$l&rA)h4n2( z=fA@OVu}Lb`L+>cDVA(IM!(mqN4O(ZKbLRZe?E8!qMfIQDm$JGccXEz8TlS=;{cy z?wlWjvU34beF=*y1YKm&A!Iy)WOBN-4j@q?y?kE$Q0!)iai1^TvWoSiGBk-4A(g^7%g;bfH=)m(3xC zY2;X5iC&6pWlU|nhsQ@Ub=Qs(G$ipd)2bE`tF%0`=JOHni? zfi}T|$>b!;ap;?iaO&Ot)?Axx&~#s)}|nLi66+TiIfyWiKZ?>N&@=^t>^F0wA) zhy>v3ls1>@R*#?e&&c7LXWFVIOIxxI}U3aDcS4^yvYth-l!Z8bk)a?MmGT=+tYkVcmzi=0q5} z)Jx`izqH>~7KLh>v$0TPvz{>rvDFeRM|p*->EMF5o>gWEr*XRS-Wd$x%+E(?-fuon z$ID)rIcP>aFYKw~+_};MRZ6ed&HCopQ(@q)FZ?XjPKKhb#pSAB&G*ew)f~)vGRfyT zSY?)bUWujKs`L|uGec;~)X;X#gSPnMHi0|ZI+wF24BC@59oEZ*Z)$VYeD(8Z);x?* zf-kNsTT1OQySpTfpUYcirn+Ur zDg`)A^Wa;w-WFpuwZEn1xC`#eJpQ-xz4QNP!S^m23PE1YseIaWLAt(A$??8!4C>d479zhtAc6QSG`=Jbk z{NTN(l3KJdn|fQjeY!e=UpjCaJ9(#5kIAj03pJe)?L4m zh@xWw7TFVKudVV`G)S0Nr#J5&V+go9{g_#S(3a&%AH|kRL0+9}E{yCxJJY1WYJ;9n z!JO+pKg0{tCLu~A@Fr+MvUTli%O<8k)`WQ!vQn4+??fp% z#f9Ij<>uy9K6l&uS)d70lsqxo0GHJlDyPX;-$a%R)_X|ndvY=>iMXDEoYUcvG65gm zr#nQ?byauSxnw^Ri*`vgP%0*V%6rbnb;yXBYfsW~TwJe_Wf6kM(J8CSf94q_-8D^B z&S9>>9CWENG1A2I#Nxx8s!!6;zDG~a8S<6Wv$WZ_rwDzME>vMg!tHn{yq487r-9xZ zF+Sdftj^i2%GoRjwfdjci+-j)B3O6`jH5xfm#=2;zP(E?e)j#gN=8P`bp6GA*KuV{ zbSqXfQ@#&O^zJdT$U|E%W_zj}b&6WI!05s-%|z$tO``j`Thwf+^b6Yb@&h-C%Gf<% z30HIrQ{k)zg|6-at!CvZk$ms6OQBQy_OO=xG`P}e`%X=@}Q(^EKSsJE}WM|2b{ zJ*&DXcFJr3kkN8wq^jkS9*MEuV8}!n`9Kv1ji{k%F3IM+bfU{$qV}6>bn~ciPB!>E znTR3q8z6-7^H;q5?5z1T-%N*!mg8CVgmFP1zlYb0AZRR{_BTXo@8TBTf+yYyViHxj#aEA|iv=q$g1qIefCqieA3Gc}!9{lPQ!yTZ;bew- zk}MCP%U2l8TAl-d1%w zRX#7u1hu-w9#I|?gUm1d*s^>xbx$kEMlVjpGm8GJi;rE4v@kg-#Kxs3~o*Bg*Vg8uw%hHgWXxkiF zHH1nOQYt_SdMO}ZqKVoy=M`57dS)2=a5<{9pg(2LMfQm@pfyjA%4&TjWeD*}yUT#z zU6BOl)F#C|?9&?Zj<&g=aOtGOc<0`$z}>KLdi-^`p?pl5MN~goZJ&_F#Autkl|I+= zo4j@|PbgLtaP+is>vGd7K`T-JZy#V$tjnM`(Xj*Q!y`qW@(*vd^>gIZI&|6I7GRLi z*iFl>!wlL2(6&((7~XE`q|RX1NE>Rn#nxO$XY@2XUDyD0o-96qP7Y&mc0uw&pC9_2 zG^&X7obQ)R}$>MM(=&lmwj&pO6}7 z0l4C#vJzflqNW6G6PT{KmLmCXU$)cpwBnI|w7W9Qxza7aPDDyj5CS zQ8pyCWKB|LqsN>p7Y8ve>gFzmZ`1mmi~2oM{fn0IBy3fN1#jd5jc4`b$!~^vzT>NM z@_o)1)hOWM{s_78kbrK)`p-CCeZAI}sQStP?-#+`-OuG@{KD2Qk4lF0lB`Bo{Q)}p zQ-!GWPA?+yEz0q9)ZWS`EydadFO09M32q&~?f2TyG*8{UQK+|i-TStg@W!SN&hU2g zs$|m?Yp{r|EnMS5iM z_o$o~IFv2sCQOxhD}BQ&5Gd8mv_)d7P#3;uKrXHJkMmyI(>~fQpzgU{pyC~Z!RXNV zp1^$OUi*CHQL;Ns`tt)#kIkki;kxQnTOmxd;g!mKaFio?=^?RbV7SXSN+>m-@Knaj zwl;*OmhR=mDi30j)TQVvc)uXPee~6+psi&-{8JgO5i3BZ|a+q0g ztu+7iiEgTfL>FSqfO4d2(*VE#v8**^!+Cw-0Z2p3Ys|S8d!~HC58*yxY9aBEvV~Cq zKU6&G9ZA%ysp^pJYpdii)UmqYHXOjYNvCZ=So_a<-;d?}5=F9mGWL4maO3>Y`Ha^0 zMCkmKwz;>|+u3%~bEi`4xxFk*^)B16E<`YE+~d8DPdCqc`u;BEinz~;LsghpuJbM+W2e*Y};xVLrqbFGwU5EkW>-Eu(!6A?!L ze*(rt>g3qCqDRyUZ!FD_TH}*c@^qm#HtLzKFYin~uzriiK z)N79IWT^S~>!VolBcl2F`9rMlu^kceY4ff^vy&te*r0OZ+>Na(buYEU6se3n@2H-c zkA&7@yByz2XE1SZi%=_PJO+2k(F;rVc6)+#1{qkrxs*G$t943Ei6~qFI#w+u9>TS% zFDj;siyhtJP(o1Nm%7Q#OAF=NMpb`at+W36IK{$CfiN@mR*{lVb4LU!g)!beot z`KhJ*C8mx(xh;g5H0BK!+`3R#Y^DX~dz^wlIJ#Y# z2KQ`x8LHO&H-cx945P?94nFvkP2#vhythzyrUiOUTtAXoH!h4!Avr8$Qa(rwK!y8- zkxe&k_shLyXj5dnGc$)gMi%w8s)XBNJ-P5I)stK}AB<{e-lLoO47EpUnZl)3R#P*U z#jkyA6{{qUTMgK4^>04(M#>KO^L!+GV)te#uF!l+@KYs)Po!Se$2Ey8b;E{+mTV-e z*GZpTZz$i^ z!K1$GCCSCjdbomfpXTxPfEB)4NWJj)9VY?zh@S5||6K^zHeO1c(1?u#%4G*CGXH`7v!!iu@g4E4& z`bRloH`6>?g$gMmq{$<6maQ%|Es!@588$6^YH`Tz4a;szG&Gvon}&!vg}(Ck2>zs@LJ>i^x#?t9hOhZlt*k&P(akYixW^8qq2H?*@8+E=g(_XuNiD2| zG-77TJ*AThYWPp=x<3wGyVQJUzOclY0vc7o43BIyhoIdjQR`oQo9zD}GkpfdSzVeu{k)Y01_&rh4r4~}-k&mA*-ea^EofR<_!-HjTjrTY=Fr`-od&A*Gh zfSo18%xo?o;z;FuNqjER_bBne`@}Kxm};&9lcexxg_pg&=W!C>y#3mOFEuPI3>;cV zrRpENl;53GFHp4!>gqPOzh;H&c9cL9{$ZW;Uyqkp)eJtx|hmswSb$A3OOpAtU_JehuSHobWO*9rwj zY}-IL+u)!pawh2sa98pIh1s{A21(kDaoK;5<~9{Lp!{$y2h;Za&j@y}Hx z5bN8g%V%OcL7p$`aN6wsd}sRJ?EP@mvUSMtAF(87&En_x^hX#0t9beRlvhi4#BjwP zE&Kj_hRny`=(L~mq;yhOWY_%=D()8JySdSvc)p65oTc1BNzRBnSjBA^SoS|1y{GFu zm3lsF>9g&7a(|^UeFzUvZ)ei`)s|878=}H=<<8^^1k*ZK>DfTO`$?vlDU~lV|M95! z?xdLH!f&iZ0D7R=ZQQ)p@o?vvrpwXt+T;1!-s2`$2Y_e^w3+V zk8MVFK8sEF&W2S)+I_d`C#O78l|(3gPR+%>1=1!>@07wfBhOF=vOH8@4FCXF`Rnyr z?8Z#N0o4qDvrn+Et8x0C*7HWPzxl1A5b2PU(Khare7|731ueakk@I;^ukH7w=MbB; zxbzVsIPabS6fKrd>qI~c!4<9mF*^Jr!561sd#pAuOiTgj+Q z3@c13AUUdR{_V4#&b%Xjwxr{;aP(19`~dB9DAvn4bhPA2aqJ-b`uIK3i59z44xPhnn@*P0BC@Hl zmkGMl=FkI7Vp})Q=Iwk#$x59FMAwfu;M>CD2dZZy3kyfSXG@fUo#%eO8~4tB1g%?dtyjE;Ta zo>vIj~K8ve}4vd4vqP^jPG! z&v`igs#Cf}UJy4*K=Q-k#z0#v(GQ1Bkw~pCVbgk_A9XM)64E|1bl?y{n>I`%MhW&$ z-My5qWj_sCm-@FC50pDCVs5FRf! zbA^F9W=5VRJlZw;{XUC8M&FkI1izc>R|&>45A*QK{A-bWzpLtYs^hkP2QBpc^6in8 z3cN}wyfQ142Fl^hY3|JQ%`@Yn(KOUDjDc#)cUW98hokO{e0=hWpC7nBi}+-W0o5+9 zHk-w*r`AR@^5G+q!j+y*Fv7K#6xCuVqIJg)D}LRP6A^BVi0CJxS{t%s+}qukEeOfP zzbQ+%T06)7vpD!w!C$w7^*!d+^P2hfTm#LH2oX8kc?)CQQQ zP%jy#=pe+Oov1vhlh=tR&6r=T7ZR~)+IF&OzIrYdp27gZd%!H zE~t4N%y`CF<~K5m>_{B**fjDC^V}vr9Ak%%4`%v?ho_hKqRXpx)@F7lL=NI}ul-drz|^hXu-<5gN-`KWA`x#?Rg94$gS(r_opOW#66wk6a4?G@4V(fevEH&|Vs z2i%Pl4XXE-OCP<$;J;?3R;LHv=G;D^tm~H6l6X1k>3cEyVaMtxlp}o^hgJ)o(`a8f zePMzuzuA9KdSdBRVvY5&Av5ArgK->Ae@e7Ek7Y1IN6KUqS6aq{#?&VCj{9oQ@lRKD*lJ$P4CeqMHX_<5`JUs?qMU>6;0s{TA#^p0&Lm0fo zQX9gHv|w6zPAtw4iT6@KCgKc|Mb*BE_2(bKt^rAa@Y;f)?Yytt7|FOY-G9$dmKhQ_ z@%tTmbxn2z>0gHf+Q?g^ReG1i+{SQRp&jP-x2`1o9$FA`2{s*n{^3F-vrx}XdH;0T zO^<`gClOUS%H6b${vMq7 z>~YDc*_awp+E8s3F*|gMT7p9 z{T{}=L5fslTYSGI!_}Z*Y;l|{&_Z#!mW6Bgs?h1i*SyXC?s^Grkrj33ly#Lk*U9$H z^G>Q)Y=m5Frq#t#U8+Ua`w3>W^GKcI`oo;)9Q1JL%Ek|tVGxawV7h27PF!*SaaVb> z)?UAg?nRVBp_sygsq>)s2KUgswC~AT9}}``33jpJ?p3E9_sghip{TIB?RU?VAjnU$ zo4I$Pt~W!fy}rnvV*h$ic7bEblXUBK%gQ0YLtkV{RV8>&|404Vr6<$xQa()~^2nG~ zAOs<+6VFt0Jbml5cO%jN=s)ZBO7p92te6MTN}L@JeLk=2(U{GWmGet2q$|ysRr+ce z&WwHUI13_RBGTfkO5^wyZ0K9mpum*ImT;|&g}?q{^GU`V%r9`=M||$D3o^GA-1YqAi?zXAP*b@+?-?C$KC$yHPr3 ziijfKJn$qe((2}@k0#e4ty~V0|C(s*tf@0;3{%w*2drA^bk(mccb5Bgw!L)aZjC|~*lxg@G>5n^h9KWu)xrRFwf>nnCNiwp^J7SG2 zv8r1CaiGKp8kXs9fgUZ!#%?DLhv+NILo?Gt}Q$&d~XRjnhq8%QXwQ+(n zA5MfDth>;uV}Uj?CFbE+(4&)JIE;$OIFZ%o&r7HDvO`U?oX}V40{HbN3MW5fCHE4Hf94Z`+*YYF2{psx<-m^T=Ik-3Q+HbCfe-t7m z9lm_o8b_z`VR?_y$?I~10+Kbh+YN>G)7{NBl~$s{$(AL-(JGAM;-Rrr)nG=3-t5Q+ z{OVlDA1>cMs**iAg9=%o7WLE>!kkcArGn#BlB0Kx&~wX0sWIm|^I|kpzH8|n1J6V* zJ3_NtBnen)UxFoCU3TR>J}!A=a-T@z-{SK!a6ewBkb zg|=_*#x1n6BveMa7xfUA)Fq#FDQc z&M)YY98J$>T2_@((Q=}*z_Fhr$jysQcwN`ycY|4z-CUYV-A;FDP`yDxzS@iJgw_de ze&kLTT2?xJRFBHW&qD1P!hnzd?=4>G5JV^cbN8N~0%+2l>fl3};Xut-R@4X?9tq6A;$jLGfC`5B(7UxyiEb<;tbN9nCjMcSBuWb}o30(19 zXyWwz6WQm|)m72(vrPBa572+PODo1WM~!U`=tdcZORt#+#Ezu|3tAQ-m87DiB&8rDGZx148@IInjCenF@ zw5BM3Cx7OB{N=qEIqK)Ee)~=DqZXCGF}pOk9Ys0Sclx z<1pdtwI)>t5qa0yFr@IFKqp#|UFntV=E_hfMW#|NQvCuL0fMc(rROd`I**1*Fg4j*2OVLGiVAA`*bKApb&Ih%jw)LvMRj z)T<>GnG1TA^X_xWlCtTT{2rdTUDX>hfowJekC5Gkp47l=Ae1DiY7S0Bjkj=WXQ?ex z#Sl}l8SssFc9QZIqm1_;Cuh6+lh{I8={r2svcobI(2gpVgPt=pqIb=CX4mGzhM_*?fb4C{O-?X&c>E6?XL?Mwn#FczP>BK040Y$C8Q(QGP*(98#u;u3Vd}VCkh>Zb zrL%4JR|*ju)bIDrJ%CpbwY$kTJUDxwL%qzhy>a=4~vn10se8_n{6R@t{4T8IrSBrI%YlB!>zOtH=8Vafso6+AqC}Vcb1vUpy5o!jwp6^b z-3?}NkFGQ*=+^BxT*t#Tmao^eraSU-X>s`v%`VWf ztZ`jj780%;L>@+pn(@F!{1;Y1m483^DV($dhVYIxqtlYBicegHR<@Xx9cZE+d-i2-?YSpYQ{hsMaWZ#Yh zKSR#)h5UQsvJ!9OLjIKpS8Ls73&ayCm}>TvgZ|NI#!)2h`s+iL$?0I6d#0z~D>-(w z7vvwULbrE=FZgy{GkK9pahaS96!|JawdG+BmvpeSR)>WKD5Q}dHKQdBL7kvwKYQ}0 zI{JnM0S5VVjn)UF4^f_LzBDgNp?++N21o(M>09 z6EdjG#_zBt;lz+m9{!sTW1;@TB+57(Bkp96 zR5LQhQwGfqPyH|{+hQx=1Eg^`h=fk(-q&oo)yc>>s_|Yjc&B}9?&$~@*RmZB z^z@l;WfM;EO2j&$bTQtZ1E)vzmm`Ea0M3zZj_no9Scs&*-;g2NrDRS~tvrFuRDYKt{GTBydrapOZUaU_L7rr;&X90mB9;Q=Ax;@c6N|fGegj zk!TC=s(-dJMfU3GzTk+6%D^#5a7m;tFjQFCBGN8p_rAcx{3S8`6PlTT+#)_?k? z5P=n*75aihCftDckH6&Rkw6TED>=K^u74XMm}QKh{h<><0$2T)>n;5op9!xJNt!Lu zWF8ykM-qL`(7#NPn69U0LL2y+Yl*q3$58J9FE zSh08K(8|@H%d>SsDa=)bth2Pco$+&5Y~CmH=kBg>#&hLrm%n@hd!_sx0i_Gpz0Tj$ zm7?H5jCbp=s@q)sn{|RU3&c8Lr}0zBeG`6uo{Hg)Fa%V^%e8q5kqH%MOA4ijVXcqx z%k7vU8~Vkew5PlHfWkxCjQ`D6#Z!~*b)tOXKW|J=*ZuCr-+5PWX!lQ}_S>=|IHe;r z<~1GpDGfRy(c^#6&HJmEo2J0?b;O4&>W{v^x%oV4&jQdacETVrKgM{mmj^o znXqpEl;+5xGuR-VVF+NBx;)jCEkDIlBgMx&(!VJK^yBCO;Wxu(arr{OG*z!FOM=8J zT4g9Ot-K0}J66E0$tE}6_xs1f8F13m$JKF`f20>bQN?WcFxG$|g`Mm=nJD2|%|Z70 zx6KpkKBuh+&NdQZ^=Ynd;cMiB$j`JA%taT8WmTO2tf)bW^JTQ&%PHjN^YeYCe!jVk95SA~gHGeCI%`2% zex><+$`@*CHo64|6(^*Os8Z+Ct)1S*F1D4*mYY@B^9rlSTlEHp*Rj&D-7&L|#6-G7fcGgFpO5b#yEh?)(A6okD_>VRD5HwiV)X(`~Hh zPra8%`_ z2BlYhnkbHb*+PIAe!Gi;T_ZCP)n!^Ld^eBq!&IBHZ1Txq`|<#?ob zD$UHIVp1-Wyh^M&_7p&T5h^`U)5Hf|4l~{U)Znr6-e`F>gTnf+;s0(A%Sqhiw~MBf zJDUlAVroC6wpNKfq)8F|6&*S`{dc= zrLWPO*SBlm3D3uCtc~XiL7d_8?*|U!f$EbCeDpU1Wx?lM&{#_1$8&V-W9ZAn{&#>d zpmKe!(k+@--r3Sp=L5xqP$up0%(Wlc=+$c=cO7{L{2qtz;KJFi^p_!>%ZIG4{3#(5t1g90u%YDCta zMHwWIZEe$9rsye8ax1OOK0(eit^(G}7KJ^p4|u0j$y`kZ5D$2S#-2u5uQBL3#(BYE z2CSt5#9w1m?jgA8~5wMctYlC(@8%8otmtb9%KkuOFX%p#A%EKP~n z3;`4O_yyFVfj98+wyy3>9*&$?!lbd^H?|&FisX80=@@rgX8OuFa)k;TC^wRAvfi|+ zp;AYM`ym67csM?!T(VhyQaS&{G1)jFx>`SNjW zmmi1(auYO@>X57W0$w34eM|!NUHQmCnS&$s9 z&=y1ra!Uu1vSgBMM442({jBI&-1xzX?;fEF)>L=O;%-RKEX`+U$MAM!C)ve;dRL>y5tS%_+3XVi8hZJ z`5XKioH9T>+66XfxK^qcN-~8j&~U66eDDB{t5S;HLaV@C$kesVud;UNRySU@a!yCE zSjeG%mo>Nngcwy_Pqp-kKJ3+{R+Q zr6%6Gcu?N0HdsnBMG^VdBKTddMF4n9z-d2I>7s0>@=ty6MeO+6PkrpFHa;QTm|`R0 zFXzSO=-6+@I>eP;d}{K#^bgl!wYWn_1_>RY12qn~7R4-Y4L6vsI^`n)|D^lz_O?K?gVJQMY|+MB#`XG$)q+ zG&UF}uZiH)I9nocmxcx2yZ`dT)4ehDauUE>u^bCA&LlJG()#%4=k>D6ilNJ&8kFu> z#Bo##xFkjE7?dMH0cpK=ZXe!)Uhb^=IJ+brtAkxX-GwVm2Cly2}@)}h7;w9`u0Ri@R)AE0bG7k(nweBuk zhAOO^gMY>u!VO8Rqp?on3FSyN4wICoB`*9Sj4gF5)TQK6XC|-lFe*DPlE3={yb{PPl^aJtB}Aaq*iewjlYzv&Zjek z^ccLr*Ga2|c(wR!?g3w*P#D6h^&pig7cJO@AEpYior+3JRBX$Q(Fy7t<$Xh+1UOK) zWwLh6`YVx`PoFg=6-7`!yNRax3-Aa_EJwtTM<-*P&GB!4bWZzO2;!dnI&d5&&sn^1 zM=y@#$`fSg*c$Hux4>z9V38MqL1G@>wcOk;3+^NI5;V$#miJH%KgD8Nd+}&La4*xj z=A$q5;K8PM@%!*RK8HF!7=_{8;q;jjv+A9SRLPSIbq5^o#i&|q0S9?Wqh#2gE1UOA zBXT>=F*$K}a((7)F9>{OlErFmfiZ2bgp5r6IG7Lsk#{9QJd{D2D~zCJ)D~IZQ=P1r zK-#uYD>h?F{s~b;rs^}1M~F(aw^Sfzv?Tp7*6@=_9*pK4k1G`kQqx~{a^P{^zNJ#x zFVih^ldg|~Cw9Pk5djk|@-$mfD2Y^-5O?@gNE3Vk=f)F)9Td4g!cQH`^2?LDk>n^>DEtGLsEJPpdB(qmNLy8>->+Xs za=KC53)G;=$}j~Hb$CSIumt3AeyWXV>aa1oe8Icy<}n;-XbG%Qe*Z$co7^}SQ)A_lQZYrUMaJkgTfL941speZbdXep~13LH-J}2=8 zMg}O^t3Pb|di$FXqkV3jqcheweeHh9d?Uot`%T?$+{Ny31!9bx{77m?^W2xN8@mBo zl;<@E0KeRg638E(M$B|4Z(oF_l)o~0W8Sl5{0G3t7A(13?y4Y%8(k{S9uDfr=R7Ja z4pkYD_YX@XMxSJeSkf_bxjnonk;s!ew)Sm+*%CQce6 z6lf&&@|BKh^iHld?Ne@%zB;8h?YU|aVvZo4p1{SxK^3353T&LveMzDt{bpG zmU2%c)~#J)D{XGmiYqWQQ0J9)MylJf=DFU3-P30pMm;aetZr1p9x>)tu;7?SAlVt9 zKpoEM>du93wAi@v$0s`DXiJItQ(HSd929TY$C6x!HQn8=!tUi;cE`GIe2gWaBTtE` zs-uaa;*MZ3-vXc>T9z~F5|7r#ui9TR3?Xg`tvqZNfXH?cp&nMHVRJ6XXohC$NXJpl zF+Y<|zNA3aD3#)#+KTgGJxbH@&^R@<=|#BG8QCYvA1Gu4YGTk*an--IPdGxRyMH~GrUI;y0kh`_hA zP<+a-){!faAlZkhy{~Q}^q;CRa8~MV&w$>XCN7t{yQ(kDd%6Fr+vx$Y2C7*rK+W}C+`P0fXLp`6*CZU;!so+jjwSI-)TG?O|(zh={bApUk`FsnP%FoD> zmU5DLtD}p!a-A9q1LR8Wj^D^2W-f@Gd7)6LyiPgij=lBeCleeK29Z%+);5(aPowHs zEw{uk@_EE!d8r3?dgX1O1!J!`ava_GoIS-6r9aPX4mJ^5Hr{Q>@7QN?QgGTszv{k8X?)Z9NWTO~~ z3t@KIBtx}@X@Uj!hD8DuyO61aelL~uOLM}@&BHj7i7*1Rwlv4vtZe9HWDTFo(JP21 zS2aKXnpY}1|MXCvq)AJ9?hV!=FH|M);g$F`u$neEn2W$2HqA&KaYMUUN*`jV!5w@a zyQcQiMrrMhZ~AYfzT-Y%WF26NgshV$(@ z=a_gZplTf5sJ2_{c-LyJLb3C-Y(=A}e8aVtbU>i-af2e}Y0%hm(Fc#)M4v&Lcu@1{ z?(bStjAiKi#B+7og$3u;~HJ=siNPsw2^Q{nAj2#^2Ky!wy5r=NU+6$4tEid3e-TRwyYrp}E;{wsXv-%CzDu zMFK>Q1~sQgW7-$~OiGseD)XmC)r)-Wi06LyNoeT?>lj5#H4nNGcU#7EI~WORVLAhQ z8VS)A-h0UIhnPC8{@D({oD+Geo`1}b5e>0V19vP!{Z+Gr_$9=ur;H8Ri-gE#Szea6 z8m8+zOM20=;iG-r6NW+0%_tGY^229Iv^BpGTc!Q8Jz!P)jAlS&xP|_db()|b7b{ca zsQPVdXVI!@O`li>+i@-sW(oon5BOrh6foNlS6!@j<$f+j4IW`6e11^hKoor_Zy7nI z_&aQ#>cEP)O5~tQrO>FP$m*Q-(tpG3yOr+Q{e#)(kc&AHIQ%>LFASkMKqGhevR}jS z301NJ?w_ugKf9KF7uiYP>Hr70z)g*zGb7m$p;hLwgmyncfr^7pa=l`Jl+cRJ$4c;G z!IJQT{eh8)+j7h{D0=X|^Qx#3b;OrZemrs{i8=%mh>t_4c7(!#5Qd5ZLxD`%)ffv7 z#f@KL^)asO@IGJF3gGREKYg{1kIYGy%+V&TWG&c*i0t>*UB+Wh#zmF+Z21?3W_%M7 zQ1V*yq0YQymBe%p^YA)7GiV<@txi@I^r^439k+A2^l85|&17=V)KyNuE+I8i%t1J4 zGR+I$iLY)pbmDMzyf(Fi?REFAsFP4NzQ)c33hci$@Z>pH}hP}Qp`YaIAt!`HZU}SJ?jf)wL$Y6&Qe+MdID{(-|;2~h!DsF9F`(-ptE3ME_ zCRKquL(*)T+M4v)`Q*#b&Z|E^PzY!Kbah+V;K~zdAMUXtGC7B091qCMT;UP6@eiKK z>Z>0{GzDJWq%I!K=|0y^E~(9(eb;kQ_T%)gt(GM-^XP$DU_rlntTR(?V;Sw5;nLFD z^pkggLP<@E9?pWW4?G@P$y>&o<3i3EVr+Wxlk(P!V?yCcKww(<;T(n$^3M|uozq1X zEvr6}v^CGIRt%z^0Ixay$k%IHyYB8FL+xBpaxc{7-e`sl62r>R^wkbskfCc0foa-{ ztDfd*?B?Y43{o2S>_ML-$=^X_da8!-Gk##v{csjmKE%!Y`0hf13B<{}psM{>^0u}> zuU*zbE6G`AhC&wA%6VE(M=H$$ykc&D!M1yMkY{Sib>(2SkIQ3cq^t$W`29p^_o-~W z+Jr0*TkaYsisDPZDbe+tp+ui=S1-`zxDAh8*zk|J3vdQH=I!CeKpzY+$=o*vPH`#9 zb`m(G2Udzl(pn3XL=EUY1QGwkC+)V@Q~`8K=7h|mtz#t1(Nx2<=DzoU@QQ~WTr3qQ zN>U4T2l5i6uenv>Da+*czm$Rs%1W*!^m6YaoG-o@*{0RFIjj_Oehil%x#TBM-pvIe z`%H0Odu!ryzj@x{;Kv@_R|qhR=KD_=#e0{$INx|ZHEs{2ktZsb{F1%4CFjR^8Qi zTrDIWO2elV2O%;#;=antC~wN3282w~Nviw2K0VBwbGSBF>cndz!z>i_8V(h4PF3a% zt|&@GPVX5X#ovD|M=;0$#KwL(JS(m}hop6Q&N z_VT0H=RzE}5z_2sZPE0{hnq$_sq0HUmIHY=m={ZXhxhx5F6bXu-*;;5Sp}H_Ol?`> zd(oC|p~16=J7hWvrOx2PfmW*L_7FWFQOYbPwqYC%U`8Rv^n=+OyXU^IcEznx zuzD1nIb3a>=H(K~G1@Q=X7X5UomMs3d}hiUb+JvAERE9@@00bBD2@AZelT($NOyH& z8YD#BxiWv}rMwzIYrY)(6`fG5ViZmn072*APKI_Wr$T?RdNK_|RSytC(>*FnN$4}o zH)h4^v&?V{0#V^i?HB(7lo`cgmJKdg3O9O%UVs2qW(GV7X!kLS7nE2i$J;s=H~KEo zaCo?JjodoZtS6IXeioG~K_p3yp+&Jhq{dHBGOFtR%N@YA2kbaxl ze?G2$_$gC5Gz{r``Z{~R;)Wfm5NIlhMU2AJww(f_wH}jg&7l9t`_CAJjIWv)!{Zi> zN=(a-({1mUZmzSXjB&HJ;e|WAy)i?peoe{6sJwD?LedD8W#+FTf{dS3U@f9c9^dOf zV7A|9PBH_2p?nS9Xjgfi)KJmfOf(2?f`c*B^|S|vf7k})Q((r~s{2-8XHc`Y08~Q@ z`Yv>8Fnuv_3gQdG46ru}wOZH}7W5_b1w^FnoF3Mp#?QyPb=T6N&?@IvmAKdS_j4z1 zEsd+h9Fou6(ci=KbL?-` zo<1u9H8w+&<+=7{7IRyN1kqq5Pn|`;*t9YM9dneHh z$~dA1O)EL?svtRpPe4YMpWMdoNR`;v8sjI}a(}Ndi!;=%%3zY#(xX_)?T6Mj zQ+tz@qw`2T3RcJ_jwkAEv`(GuQKc|G8-dWooKELhb0FqIShJml|Sz)}iB z#onS7YpI9rxNnYe0JVeyvYHtI6H#D-UuU#lvD=*{Qv|?iF-%<`tAKtS=kt;Zw9P;) zMM9O?WV)qtR9XK830&f+dew$+i6ufMGbLm08PZq1@mHdAJudOcTOdfGA~t(Yp0pkK6r$BZ)AJ z#nZhuX5gBO;$}P1!D9w_*i_a(DCH_EjSF}G+{hb9B>$5=zF=x5_b^IAUiWCiQhQL& z1{r!-_I}P}-;?j-4pzLT>USS(Hip#TYZFjV%^BxVUxoAaT0Wi+OwFfUtj{nG#%A6q z7=Q6^&iIG?S4LB$zJ{Qn21SNagHC{A!sfdG-!vy=D#;S;XHuAS!~%1Td<)S_Wf;de z`k>Pc4KV0&F6-U!OA}4YlJS$EXnHi55!mriW3wq^Z51XPSj26^Kd7U~>s@s->Q698 z5**{^ANx9!L5SD3!t9B%?LXvY`tk^8r$DKwJKgH;Wb;D8E5m9>VZ}hyeE(6olG5+BO z49MG7z1-t7PxKIF!7Hph36r_5bq~Z#wg;q*39%(`l`<743YB+L%c3wE%fT1?N3YWaT9DFaw&U=OnE%=8?X2Ojpwl`sD&{Je+Trm(WSQp>FR z;-sot%M#!n4-ZJ{d^2l`DXbb|noSY$*OEeoVAh$p5SmBQq*4{eIxrV;qdjtxj@_HB zi@MHL?6;#l<=h6_7e7$UH3nV}?$w21{Nep*0jUcp5s1u!6d@mIYr1DmvZ%7e!vs!ChS@JzoLSaeQ zV-uN*?1ztIIgJ4%!>$A+%V(0rPfNjNMqy^*B41=Q)c2$YAl<(3`bZuLZFHNKkFJ(xV$8gPzB-97d>MCmd5oo8c(M7=@gN?LvD zO;f^rZ$X$hA-^v76sxk!_F+)46PV@qyFwN%m5vHMe8LI_MRSVFH6X9gu&{MWd2KcT zr5)wkY_&aVPAij5-a={0b=Rjr-5OY-Lk7A6=c+SRWy&=E?c?J#>zeGdk@7= z$>ckOByil43&pDo9WN9s6HVAC8ah)jR9lL+p46-2ofSn+%(%!)CWH^!l@GV^)V-Fx zCzY4U(_G~2i`qeDx_thyuf0593X?)nW_;!x50;=DXjs^OG*2(V#nY*jPYbb%l^Yh( zR4jstBQw{y&rDox1u5tahJxH%Zxzd2Jl=fX7Z2KHM7ZsZsh!Js97?^{p9rkc-z&aG zJF7eP{10Du_&>SF;($HYlWo1ovYgl6q8)cG#=iO1@(^196sV|Lg~_YWOI_{Lt@u^6R%+i`Eyk+ZYQ=S=4CvCuEj42+ zB)6+-F`#LAl5AdTE&_%g7rgTS|sh~?si!~^tUn2 z@V@q2WPNnL=FP!eQKzavxp@Nl6#GP7`}y{eH^0;d^^jJLGwH}!wUa~09%P0#6*px8 zg9?o%b_t*CK#LD|&}IXn=lh8A-jG;1pI#iU9zcWdVl8PzV{Bl}zF%Itd21W`$RJu+ zf3=cWKZ2n@jBz*4lf;d7TnyIDmrtMVI7=cicNX4Y22WOeeqM*n9Pm?TEehQO@Ni$i z*(*3Rn>T0+jlOd~$6GW$yNHmN3~O>R-#!kC4Z26~!-q!iqZ>C!sFMwSYNDL{2 zqGoq)C>s~%d7GJZYk*yqAIvVgr4$Ox1-Yk-YuA1uXQNG0KfZ2s;dv70ryv@-EMkpt)y~ZimiVpj}o&*R4hku0Luae)Ij(J?B_-;@)eX zRK(rNFk6EvXF4r|Qsih#yiSyVk8lN$)2k+ydR)Zfk1tNe&c4R6A5#!U-ez*SWk~gzh16;O7 zUmwJ|wMJGu{3CbbDS@2`N&z0pcQFF^Qo$!E67048lE7c1G5SEn^Fa)};RTK6=H9mZ4dFXF=-&buA`>9RitBn(X$Ag+^&lcqD-oY`tJkzKG-HmR7kaRNYHb@7D(9aAEE2d=Z;%w%x9 z(<$?AT9Y7j)3O&9E^k#vW89p_S)~;y8!L0T)HS?R=!Y%wXs*MhL#Jqvh5f4gl|?%W z4GT6_%M}`#g&-c8gXvhNsq-_+Y8F0}6n49R4$wiF!}~&JYTYrFPv6JKK-Pzok2jc^#-G3FRkjz>TL zS9m-)h`n*lA(9I;Yk%{cBYu$-^?p2$c{jj?ftV)DYpyyf#$C#KoH9D6t3EMIYj9y) zm5f6vs9CmYDfc6hw2~0zz&HRxL-eP{WHQYpK2A@nI&c&#SifV)gUNxn35Y)u=Ln3l zsVe71+Uv0o8R`}{RyrIO&Eyme>FX9tu}QwY;@-R_{@h`>v|`?nk-gY|_7pQfY+*`* z_8Nm*?5JdEBZh(s^m*_9W+^<<*HI`@MVNPy1BnY zTP1$tuk*$73=z|>2@>Wtj-Y-9LZk9}#zE+M9LqKJl_`fHs9x z+%029w)^S1`zwBzh-eA4w(kEpxz`kul(D-}OoqRqybAi|&+WBJE1@hfyzQq@MM-aK z2>p4FcB~R)HcLem%c2KQh@EQ9D)i^=jRjYz<>op-*)d4sr9R zb4Ys5hRi#pJa)he>ZI;{J<;rS zy)xnade@+!A4l)j7yP^R=PzO%&x$3fG!+dpt(dBGF;a#32Q7QhLISgP6q8%)*HPqr zP4~d@4E?q7N6`=hwfjq@`AJW=L@0^J#+lm@FSR7g2Z5-d2$>?&nNSC?9$f<{$ciEf>eT{Io$2Hsb%soGU zm%jDpJHjTW`lW}H`c z4)MN0!B%83UD*D@TF6Wzqa^j)3RT_XF(EZAU|H`A+Tt`^%1=5hmD=bTdSQ@VqLrnl z7BF@3w{qZ@CK5V1t$sRLg>He%c#V9$c~_k+m9U44iyXYsKUn3ufkavBe^>ua_Hnkm zOETS*)CdJ@?2=?UX>vcc(j9N=Q=J!m>-_f`uZ3Cusyr4URmGt)=QiHN0#1PINmX8v z{VQe%ICfc+Eq$1QLd9m|fx}ucriZ@X@vHnjGP|oX_r$OAk<#%)dF8ex6*+LC{b zaUHG(^xaCJV0N!pr@#`KpshX{0EuNvXEm#vKocV{f_jSW1A4=dvt zl&1^|Bcd&<>k=EFJeG<92+8Y?$Yx7HyUEP$D-lc?78{@>*cT@n{FzhICj9u^`xAfU z$==6=-z7Lt`P^n8GIEiG@)t_4s3~82@w!lF9-;TdEw+ZvU4hRH6@_PrRPtS_ z+`^EDf)oZtu101o+ulv`!1z6G?B|cJ5b5Sv0XLBCpC|tC`t_is!^Byru zCvV+yduoHstE_Z!+>Rl5hf_EQAsG9V?-J^My0w0@Z`0Q3lfr1j zqELe(c%gGVZ5H9C(?t7&hU z-#-{cDbxEaZ+iecN+e11Gg`0onO)(`LaPJadc*x80A8Fu$ax_`?hF)z!5ENI>#5*9 zaGI1E92_@o#b2xOv%Ik{zsyAlW|I`0g|CGQJo&?K8q z@-(ChF8Z2JysvO|@?7k6&Y)#CH#_Zq(g^J4p@orWs-I=G(Z})C@OxgFmf`fbQ!|xJ z;D+|;RZwtzX1bFSIU#E-KWy^^+O}ua6g|LyqVD2*|6_m2LM1WinDmJ5LmUw~%(Agb z4n74mqKFtDv%!TEmHXc@#AJR_%eeTor07uy-yzaGZTvb??^kv7 zEs}QZDdi5WBoP!Yp^4-9^%iSZHE;Jn^V7tmC$XsQU&1;jZvwP;BM28Mq6XEs_gSy* z+`>9G{jout`1zQ;onXk}hKAOz7EG}?wL3A&}4)Vl3-O)SW`lRnQws5K5Rb_^#4X zqCNOS&@1VYuiF~GzI03S*yaT)^Co*dZx423Uq1O}TFW%-xYLEYSN6WM@<^VaM1$3u z*y3&Sl6Gebv*x6e!sA?=DUgx|glN0|pEV<-zX1ibot`hF)GoQ8WS$}Vm|QA8Qy5;- z6fq;lzcJ3SDcK|OK}&tTWR#4y>p{Zr3i%EdRL*RdURm~htt`~j?0y`Fl+%X8 zinoQoJR9e0Lt}bs#O$@j`_+U_iLB0XWTRSWUssqr?A&Izn5*}`WBEg(HWu*3ki2d?O855k9(=A z*JnZ6&dsoO#gxI+&qhaa0Ud?re(n%(`d?jhDm~ysq9DDz5U?sj?o;7$^^u^);SiWDidUCV! z-z6gROs8EBOaqn9w>rrTV%Yc!UXpsaJk;b!zecfUlSIV^tlAci8Grh~uE@H)Nb{rX z>dI=DpQvyte)&QcOrptun}}c?=zK@P8==X(E<4eB#*f%<;j*aS7&8-y#8IO}9(Z83Wm3CW6R^z&2;5laRg7s8ztiBi zfgWkEm-G_{nK*I&_*>=YFK-=seOvTX+m>(_PnZeSLPkjNN3H!}6N|HoCv16H8S-f1 z!yp}q@YNf*$<772WJ%M%sHLCj?@&q+<`;?r8|WG(k_KaL%MbrAlLb5pkjbLGdtBGp z-!m#;IlFP!+H<(_rV5x5o>{rGqRdT5FD(j=fgLVCS{A8dT^=Z+B=+`aUn`Jjk z!xT#TNBqggbrcFMSw?B%V(s?#ilEiuJvWGTh(bs(&6y;}L`_xt1WUdkXP zt(lF@m5u!s|JC)Pa=sTSuJtnuxgkj!ulk}LXn3cfOzzKdggtGe*AFQXIV`m`#Es6b zAduhQWb4c$P3>w<`F^;RRqhkj4vq9fQ9Z_i>MPPN`(Jk|O!WSox#^7VK`e2Zf zFq5Q`h%6MYG!Uee{ueAcSdK{HoE*6- z<+c}gbPV~h?s+%mq5^cMDJ&Yizk2EKVCuyp86{tR%=)!jH0mzwX!@AxUNl{t6?6y( z);H7{)$PWx3?Z)a?{ktSu{wGr*A!D%Gx3LbQ~R$;*{knJRS3aU!HH$oizqYCVNT-v zY6BrWEWJCGwYYuYah)^gfxTlma5naT0wT(WUg6H0F~Do3#Vr+zk_onF|Fgw}#8@)p62? z!sxS1TL!If<}V5?R#?oMcVWrspiWjIVP56Awk2Fcg|Z>+)ix%>{<$4>y*M(?H^3$- zrfX}T)IUa%bii%kNrL5vEdHcdC3mx^DI6rN%3DON%=w?U28TIGnpOA4u4g_a&~jBi z<|}M+rc-*Tsb`_WIED@Wk-Gur1X^!@OonEQiFZ<{8RaJ5Z_m$Vl zl?DhYUW%NcYVaodei(}?MSgjPTo>`ODGVB8CZou&q&UjFl|^VwoaC`Lvtito+9J;I zEra4YEz?^dhaOI601(HDY|f7``49ZE0z9f9-UYkpU-3yn<-2ktfha2m`aV%7;n?XfXJ;BDjd^YQw0&&Hjw53>Sy(2gfP?l}T{8q1@jPRqaDAE&Dfk`lDm zS5EK=Vckp|{!;YJcA*0>O1h`mb@3t6Dt_ou71?W$OKS%hn%O`BYv)oIxGgQ}p&ty^ zc|bh?G)n2tDfLMFVMD;L8UJKkdsCr7aBeCzHCu+wxAw>7pp?%$z)A6Z8BQSVT;Vkt zGe(SrTsWiaT2Ev66r*rc#@MVjC{tW*GrGkYXr%}f3p9nPCWk`^@ASGcEY6F^Eeyx# z9nUX?QJSYvpTpml85QD}jXV?(j9w+Z4D6McOt&I=&2i#800^Fv8EJHJv0pSK4ERH( zoLXWiRP85gUb5yMH`@(&cy9e%qSrK! zS{%DApZr(v_M8&;QRXua)>1`-;c^T7d>)tF6& zW%hjO$T*slUE=O0`1~MdL^h^n;Xe7xhxl@?X^r%g0wkA+3~Ug7wJT#VQQkSuovp$YIT^TFz4( zxDe6L%U>Rwi%(d;F0ggm%8VrXtzz@f#^I)R`&UqC@P%J&t8|ET`n4$dI>^gX)$Qnd zyIm;*ATWN2s(WIeDfQ(S;W8(|M?r!idY+^ujO90kH^;)HaZkLJtxenU&3DW&xSlmj5j+25;IWe`<-1RG^W`eCQ_JDE$iU^* zzKr-8+8fw5pPfd$Fs1VDe|gKO>psn;Ec{=yTL3tGMy=_|+Zk61Nb%-F#EZ5J$kJ_X$74h&2`oOU%2+rhBl(31$gv8HHLHfMt`Bx)(J)hh@ zeRvXwtn&8IDn$|+LiXDFLOZpX*)1v}H93=lw)RK|0s^-4^;!ltc|g&&{b2(#wO2GR zKjB;15}*G?WJrZu`|#M|$P(mLfTLwV6>;lj$hI~nfyFUhpci}SL6DFdy|6vqi}1b? zlQUmMoERTkY2H#L$pk`0M_;IbT&K*0bZSdh7#jdiz8R0?!M4V-jJ{K@6j>iWvR2f{ z{=qS-gP=|sH`8=)jvJ2!Xsu767o@PgET1*3b-BMaJGAL zHvnEeO5xBf-S@i6+42=A!sYv*kD?vakWHJcQ!^%HHa8p1l*rV0>%b$Bm8-ZXj2l7d zY&kFN;Lx)Y54Wl}R3!(%?&)$q;4YvAs@gGPwnLJSKiL2^mj-L>Wl)Sp4{^RlX38VD zl~;P}2h@T&d+|KPN3*lVUTeOo8fJb-ndZ4OP;zVG#38{xUt>6G{h_eLFGe|NrX-Vq z=;u<-n`t}sKnXk5<>V>Iy(}&?gxCG2BZy79txV{xHaOAu=wZK(=|<;Aa!U4+k}*Aa z0wIU?3QBt^dTaxK z=j{K&VWual$H%?Z+mNq-Sby{o-AyX1_Kkbo&;#f8PY?o+B*I7$3u?xVijtA;#9DI74m;wn7^d!IQ&ZIpb`J!IrbIJxFlPOiS^>{%sM z&=3e99#R?P+vwO^A}=o$7X2AI{X|}IQXVMiQ;^Y#z6cmAR=_P(fhh)&{bD` z{Z7ds?|Sw0%Fzp!1WOZStp=BM=?t0R>^mF>DnU*ucKM*A+`gOMPZtljV$FJT7 zBV@^AMG)MdoLG$o@$0!xN<#FSr zK=aM-y;dEixqBtx#6o1{-27nb=7`{o2jRC(g%1Hen^S1|v0#}2KE{Z%2Mh%#6QYoc z7C)!2D@J;MyK@O|YOOst4((#c3_rZo_&eeeW)NN&O+q|c)r#DjwM_2&MLvL>?ldvT zD}b;MxeTh|2%d0)o)PRRZxeTe2`hmw09I%c1ZCcSM9N|}dlBekMC&AfI?|eP?iWxH z_HaR-iKTrnLG_CNnu!lFdGKsFrg`TD2&(Xm;gE8j{S;%B85q+X9Tm(DAA5MRX|1~~ zv6a;3NOyBE(E?#M>Vxsj&^ISr>jdwtTh)Yv2^XxiH_H5~(nWBTxDNfLN*()vM| zYi81~^<{*NEL6A%c}|=AZq*WF##HuXr)uk%N4z zc=0^UBqQv3n;ADGo5pWYZu;3BBLTMK0uG;aB z_lZTlo`3)ERHeAxCL1d<@U)f5B%akBXh0Ry1-N3T)9~h}9!@^`2bv5(+?ivXCkqwn zW8*y?ijD)d7+F0Zc)acU27Dn*(xzY!7N{DUpHRiC=-*Om2(tI8XfcCHBpdzQx6MU|EuJja#oHhG6>9QUV#NBt6X(;up#3^$e_E)L1o^zR9Ov+CO zC?tll^g4oR7UtC>p&-wt#xk(Q00i6s6aMA(3tnwJQyYN?=c-oTqugeMST%s~l?0y`2T=F8qNAnKV&zu$*X+AEqI#;VM zeuA4o(LySHqB8!gFUW5f7dnQP!?#e~M)>%t^;!u2g2iq}jA~Ec(v)<-$N-8B>A5B{ zEPkd?Z=BdB&Y}76eF{r&Ut5gEkJ{?abDRhFEg)By>9o9wub$B{0aOe0LoIMgO*|z& z+1$ID#VJLFsGA)Hz+rU>2WzSkM(p!gA#$nkvNk-TBp&x?;8*uJ%=!#sU_~F_=QmGf ztL|$^yAR;CWBmob?!pda#@m9EnI$1Kyt;FknE$k|O|HQiE-xk@us%qucrg|o2c%pG z1{nYz6+yuZxCAgh`s&Cqs>y2vU?jadJ?gIBRr$M3qW$2lbiBxyD#tOJzP+Pnp3N^# zvu@KC-h#;2Rd+np<^y}~0U}0FS0Z=1%0gg)qCVX5eGlYBAn1ah|CD4IM;woeB4@Ch zlpDmVf`-X)N{?Y_9X>ptV&3c6**i}6YDssQ>UzPuCnG|%i@5RRW2(#iqrNn;{;8>{ z1~G0vzII@}AK=|kT775sCfY{#Y$(p(n~eb5`l9p8mh{bLSGZ#9QPXqi7SU_1ENR2rBy!soNtS2Pv2Ao92 zgKCzRn<&&{pF}IkgnfVi8D?JefPE95|3&-^Q)Kll2P~TKE$Qivy5f<$lr;!RAz7P5 z?IzjdE;I8*^98%>c}5KQ4!llx2M1^_9L0h8X*Tzt|?cG9wW}SkvZ6+ zpoPOL&{EY)eokv9koR{*8e5OA=I^55l=ENdPG_4TD9`9d!TvF=K=?mrE{Zo|oa=0x z3``_Mqh#w3v~rW+gPN?dNxyLxgkO`epPqz|BOL`1;DZ*{%(Bq3_V5%OaTAab-RmW+ z)wqPCR*{alXtg4)w)!>Y)DqKX$56tVw6xhSFHx|Yj`)U>VCqG+5q0-|MbgVV#r1C; zBdgqiz7Jp2&(oF7*EDB}(vaX)1QTRf954|U1qrl_)e8=$4u$F&rzv9u2XJvd z{;-PQ1K;S^<^&cw6Q`fIAVTfXIrXgEC`9)k4YnNafl(X=k&$ywd^(u%=eB;n969q` zVa(UQqFWfX-r&u?Vkes?{B!o&PZL&sCGG9nsRTpxFvq%DJYImuq;<6)udx>A z`_1r1e152IdQZ#xKtNF0uyhb}j$A9Kx;qb?b?ELR-2K3$%b6{qXMcx6l*3qC9ai-j^;5L?q_pSlE5?^PJDwUB`oP8pQ|GGdz z{^CDV2sHhR{NY6ut*m%QLv)koVJVkyz){8NDc-S!a+d4-pZ5;U4lCFiuLZ!EIi98x z0ky_KPM&zhLx3(s)(WwlgTxB4MUd`7d;(&O@cxNiA+F=SFN?2v8&8uOJJDB@-tOqM zXYXuIcILiNR()a&9Z{c2n38fI07qIXVLqvP5Jm9>bkACD+19Oaaq29-M=&@OPQEUv z2r!_kv3=KO@A}OvxnIQ2Md5Shn8vQMTMLZm8utFkM$6)8HH$t(@yj?Z)r8M62FQ!O~=dpM~aEk>8re6*O zRlTVw`t)2jhS1FptdONc>L=6Mej_6u5k4$IR$7vqzgMKpyodspldwUv4m3FdL>07& zgDKSEnNq2a#!&;EjDPJGu~qmGiqfbLwyrRlbb=zNY^-pNVwrhM4i#``=sa|LCno*O zw-a0QJ%3N)X1F}TD&BmF7j$4I=O3%$04_`p-T8y1%RHartf~WUQa05FE*E^NwHU}@ zQwcWY^73)jC4*$SB7!L*&e9-Ilnyhi^Lm)yHWVJYT840JX&>%&B2v~xkzbP9Yj<*Y z&pEYhjI;Phlc`R;q&grMKaAco`^Jm2t9-M0)H8Or7e&=8{3sv^-w*;$WZT+B_IBCQ zAb6w(l|ep7ZM+sP9c?EuQHOx%+#*mjp}wACh}=Vk)QWp=SPbU7AM8|4#6GXB&* zHc^#25*%L>FZXdlUj2nel@4t^yiz^SP{OV?HUoW99S^j(C{W+`Z11@ld{-=t>{nb9mPD;L;Ni`7oz zdstcXl1fCd^KXp;(`*Lhs#i`TCRQW>_{J3K$PPOGJ-e~bG9PptUu$C>b$=h%>_KA- zf3X3vasjP>qauKKng%3IU9~09q2a6Q%+dX&ZTf-&d`7T%n~WCY!WA4oYhf^R%0|Qd zX}oS}>Lpu#Fq2E?LRMWgelS%kH2uj`$kFad=Y8h8Z$d2#dvHhY$UI)IbDlwzBVygC z^gV=!CC@tGk-z8N_L}6>IY9s~T_!Lm!AWFe9+zjhWJ2tqCKHO4imBGj1ywXYjCvJ> zAZ76wMcK>%YXJH6|1&^EjtLd#&vog$W|V?G%gKcWIS3})806(g z1ul&vCby_V`3_AM5+VJ!u_1q*VZF4-XBvMZhaUcOyceXzQ!~gx%$euPB~8ffOaJyY zRIy0z@kjIk&THhUfB!>WY_GKpL|8f8D&6d;F8MFf4$f<|U5Y8L8H_CbNqvW%HiDyi z>jTreHf%j*Jv@|Hg7L)~n`M}l%Jga1MCqImjrp#JtyzQ<11v=~^T3MI@ zc9RXX8hlia$tCJ^_qqLo(fN0H(N_WXng1q}iYF{PQVSWPeSUn>=iJ~6Qy7#b@%NiM zy3;sncKa!U)7HbDA@IVzYN&3~m8Ezv2vktlI$O#_rX`G1Mr`+zrKfOTD2dsf(% zO*t|*0UJOpfEUrJsWKT;uXy2s)P<-e~$vka$1@XHqkwNGa5jYC(0Xm_`KgM#{UMY>Z`4J5In7ArIj=sx8yDD&WA#ibkBRu_ zU}<;T2D)*O4-zL1`G5^GfA#T5XZt~9WCPiU6Zs~|eC3$w==76VKmek(?fH`@F&e-D z|2Y#wp6AwTYt(i=N*rh6bQc6oR+o=vk%4s~0KnC3mWQVkD7tVFr(nkLN9p$@SjY<{ z30gSmih62vd<9-k*iv2g+#N39snyalw{iGh?`98Ch{>^u-YkHzFYPJs2dTCYuBTNbn zHC^5(e=-1M$hAx+q8kxPP{7wEt zQIBX<{hK-X^TOvv){gOMthV}P9sQzi{TyRcCWc$>+YrsAo1R?jx82vC?cRx|opX z26cMM@}z=(z!Uptx7f~N`ybpEc6N-$AEsj~?Ld7U z8d`3iB5F%c<7gHO8)D+sC0#<%d&rRke?z1GGg;%r?Pd^3KA~4NoNp zUMceEY^Lz8G%!Y5Xcw{AS;-xK@rT`|rhOiHHb$S6H_=Bt3&56-rLQVxwOp3!@rd zyDw~4-Ib8={KkPA`%bBWMV=~f8CYz9Ge?jYJx6eYGr|gwUJrhPc}$m`>+>Cv$S^0_ z=S7y4FOGZk(`?z@vnc=#X_DOX7wG?Y9J(3t=tYsilkCW?mrJc+%J-jJl?#zL!_3wfFg? z$Hf8_mDi>9Wnp7mRm0)yRIjtuNJQX5{4rRrE=CkC2^#lU8q128=i5T2+_&pJF4uKI zh~w2k>h^Vg3QAl?~W&w503%7bovCCmGIT-4jg~djpXiAb@ zRjb9<1%Q^^V35{0)&V!8>c3B`&urFF=<`*(&+~y2^*=(8D~k(_L1pdOODiLz2MAkr zZSCp9!_m>t3#Uh^nB68kuU{ZCEXhnhO|-YC=gH&8kIx@?Tz7i!rR{V#UUavJRcXGy zsZ>RE=psPD^|>+TEk#fqfoI z3jz%RK^uJ;jkmYb`KaNjqIg$Vm}NDGzv^M^orawpO8v48kloJSkG3QEaqFt~dLQd# zyBO9wfgwS zWEqHv8Hn=o^+_AmGDt(+-Ya~3IEQ?!w9i7Nc!BAcd{^O_;=9UbT8(@>co`E=cDDM+HQvo>mcmp{ekmKOnhYF&68)-mGeDq0%KSyk5-ZWV5`- zS}Eaf*n{+F*h6|l(H9FL7cIq&PRiO|VXEfGb8xonLp2==*Nw)@R`-*Hh_w09Q9f_X zvCcQWLb<$uF?WnPnqMlCN;D_HIj{1?_BmL3MZNcRFTPWEZd5rp5bt{@fZShm?<>!X zpyM8#MrVKzB6W3^ma_hrGA!)k5ZW*7Vxo3@+6HREjn({-+CfTwcxP~bzp$IfU$GSo z$<~$o@U&08e1>a1l5xAHZW8_ljH3GLUXWkyQjat(ox$*5nf%y|s zk*WulW9y5-{EK6B4bNV+_o;-uB3t#v8B(X^S%QquJ3Ipp!JT)KycZSyGYHTQO1xg~ zX5Y`sDGC!l!iYJA8W;1NG}*al9(hWbT^xBIDBe8l&7hA*E%yO$!~1Akq^ZSwn+5A6 zsP=fAKLj-sXwaxQg@b5FS$7!NZy?jbY*L;Fcpv5;==1K8$`RcYJDbV4u#2#LVKnfJ&oRg(b~|35{q2TDR_McBvrS1c1*ZIn!QmS+0A^Zhq%xb z4R01?Y~Q!0_2^fu=ob~wWefBtQF-Z6NK}heQBIcr61{OCIFHk1yK zmJi5{q+h_E?zIKVcK0KG9IlP|3ics1{cx+Ccy>>ixJOlH&8(x76Lan{xzQ~z5 z-@AaNUB67M_iNm3Y6L<{_3=XB~?^zjAEYIcLX-2EFZu`WNz0{2kqk z+yIc&a?;%B_5vLVTn^qQ<5qm^*Gr!V$q$X^3{;EJ$GzcoMArBI&l>8&-)doV+-k{Z zRBK| z63@j>286x0uMarH_OD%|Fmd7$bl3j|nTrd`!|Z9SG31DK!K1=G3Fm#+MigS^1R%HK|E#k6wi#&@F%hJ92bo z!jP%yV4F$(8Fc{fG}A*~t!#eXp35jjc7)b48P%FUp7%gwTBxo#&?oKuC&S)n3U?Fe z*7+NDalCeky$4rFOcVF!L)iDWug|Zq^y#}NcUyJR zO(kyYG5?LlE^x-5S9xmsBV#GG5i%Am`N(epw^;5McC*8IJVf3weq>8Kgma>!?*tv8akZ z5~)_pByFByP<%`Xa&DPj{H6zgnq>JPP=v63(c0&;u9U`c?nY-zlta(NCmM!aQYHS( zzF74{8|c+rXV#Y_q&Ro(yExV>h!MFwpNDFbagZxlX}o!ExxEMgEUx>`2U(1)RdbOHs#tz)W`MRw8Uy%<i_cx7xzkVrgPfOx@NKjY06XeUu}ALQ=1;PSsv9}v~TL8;uPdO9^*7E(8$9W|B;SP!ueR9l46D*@o5mBM9Bp{`5N~#P)77Z|WOA-hsB+M;rq`fRXDi!)YEg*d zVBC3lU3jIG5cf})=!dEracnF-66MDd;J(GY`w^xi&2y5FB9{Au`F^mi2pbdJn5u>2P!q?grK;coYH+TuH-L@pJ!*_?@6@hdmKwoufSmw z-Fsh@D|{kBuF33qT(6z9+WNCpOzF5}81_0b8B=&GWB+pC#^q>e*)y|@K;;#NAPp}T zDKLuU%dg>6k_#qh+v;FxWAV0t)-(@Q?ALdjT;j=oXTAC`wmwgk&o=dk*d&>9BUsX`ke%Ah zX>apPi-bXOb~FV zivGSkUf6;wWaB{A0`^dmORYL5Uk*n7IrF4b(a6WG) zVo#6~?Ns*x8XQT_4_lxU?q9gdi1t|f5r}r%<6>v!_5WGOV9b1xfQ4&+Jt#FC=OnWs z;=yx7nqUi-PG`%vO_x=~Yy+}g^at;sPi?!Z#H)^KY(ylKsw@*-Mmm13;I($_3 z^7E~$EA;ib$A$sbLQeuW4=IkgP0OO~wDF4Sk><9yuvIUp_IzqnYS zrD{>r)m%D|b*#35{0|nV;item69fv4s(>&QYsN37oz|8B&``ViY~=1Mz$>B30-R$2 z9f9Vdi3?R4BjFLx?WsVLmF0HNd%vAT?Z*{cxm=Et1)*)98w`$;k10AYCGs!6++~=? zBPZh*G787MF`*J6>b3+O1V1Ao*KSBBAAD=xD8NO+IkMwAr)pbDF%K93%|#mEzZsj_ zT_RQkq;n~L`M)k~5j_$6a0%RPv#}EO8MB)n&zzNpg!%7TIJC}>Lw=QhGMXf~D05Np zWX7pU2Q=;AfggU*R89NXBNUkKHN7T>TYalZCcG_)Wc7j;WmZOz?RhQM1eIy98K-Xy zuOw*iYvsr?k3FcFpSewRK9A#L(eggydsemvE;}-7Vq+y&)gqj4_SRQeQoV9zjSPmC@j!KEHdz@?_x#e*`oY4R`f@b>k5e!HRj1nbwG@PXune7kDZ9=pa; z{q#kg;P<>r4~1U>LW)`V;vxmBNrgIVF%?;rhIr}t%J2%p<6x1tyZ4tHJMdDjRTH?_x(D)@cV+m#VnTCY?b$Ul_?J?xriGSLFJvS zdm5vQs_Jgq+X5_G0_^}D=qHvfx$j{9+@yNJA_lpUKzl~|zzdS5eVT0nWlV*uVnCh4 z33!c(#r1VvMj+pA&tJ8D(<^jnXJyrND}gmSTO+-lVvcQA$Om|Kjv9G?Q05c`3_H&m!}}SXpnpSHra~o!t!C0%g_LapjqBz=U@G{ zl$t2(Sesr)?UwXrtK?ZSdLjF1Gj8&R;_?UeEs3A-yguL6cI;ai@H3sbb^F#WsSj^e z#x9?f?Bkb>uh{E}u!Ik2!bVnxLzDpv7fc?|Q(-M|JYt=a6uJd8&;4w8tIu#`yl!9L`ZSaq##!-8R44pqgr9J zKB!CzALq2Q-ZADqSy&1ySa8-W>?LlzBE_g_`ayzu*{mD{{-+;GlM~n6BK^O!?05lM z#x4b=S4{Mw3Hb3fohN(<>M7+dVI|IG6QGe;>?>(QQ-S#~h;8u;cE9a4nCJsGz z5rX|%q|=ho>y(0=L8PU_#ZV(p8(cgpQkoaGo6$VOmJc`$=s?f_fX|P3^dU-0EN<_s z(#Wp+YEipm`mX$Xpq0Q?nPUY<}Gi~0+~9* z=w2TJpC9i_q_tatQf{kSgPrlR#+Mn_9tDuPUfG4px=BT4a4ng7;sUybr$GeA}*tWht0=k|u&6N?3yRdrF2F=9#OB6HAVdlJ_uSUc{X96=-qjRE|P*p>gV&$r4_A!I#`N-u$vIA9iNyov+J;fVY^lZ9XZ)%=CQiLX zxN!Nv%}Ho=)9DxUU#Aa6BMY0nFuD1{_HcPzd=+j*+ORgb1 zcwADQk*#$>1E>9yo;2hKtL_Nc2q?NVqlkf|jQw&3)+?&L!?@IRuQ zS2%>ohyN{q6?*Ftf-{rSTB;8>jqUDqL{{~%_5lnPZ?Wsa*Lb0B2P~V0>fv~+Nx;Z| zhv&lp<1C`D+153uTp91z;WnrBI?_xzUFFK1&kh$tol{mmxNm#iNL&=*)xRctyt4X& zzMFC#;7s@bREj|~A7Y1pE!)^+roX?h^(FjuDolM#n9m9}6-<^y(k@+VuYAb?-=y~k zCA0GD*;*eC)e(2j+%bW796Gz8m9JN@qP#n8v8}W*{kSXg$ymRyhgSE%M)QB242#3w zS36ocz~_gwoD39XWjm`b><@w(gyWqYnE8W z6Pj2bP&YCs&94u7lJ%030GEQa+d>W~azOO)6e6x4S4$}!TDHB@a2n)^kCP!pf`30h z>{biY*Z11}C6?vH*#iE#RSq23u&>qpT07K%Rzz&u^xJOIIQTYTxp24(L!xk?b2gv- zYkWiV)yP=xME^hm*jx27_xN45!B)|(}-b^hI+;UH?bk5kR_uM%+=*=q-}$%l_$DU z;nubYmp{}8&=9oV-y6i~PxWZw`J8z4JJD;Z#Kp31W4F=MdrN^nykAlF114ktjA zYkQ23Ph422)QyRtkW>#pIBgh<4FXB&l4G4dfKy%ftEU|g$Wr2l-#`LQkMNZWoex#~ za_LtYRIocaj`CxKv5S6FZ1i@UQp774sM%Et~C97wvMT2f6h2d{W7RDSv{P1s$&4aWS(glxBGNFrHg zkOq9k24~mDXppoAY@9;>S^}D`#SsVJ zjRGHE?md5;mfFr@ho?mrw>G~t$Z@uCdf%+B_`2qQ9&!`6|5K4wzgCk360Oi1i588z zy7@LEs|@4$|B6hqcI(ZNB-V-jK^?eL1>q+f3d#g3%x-{_xtN{Db0#aD?^&HSis0G~ zxqA&%%;JyUM`t3Oi!E$H=;k}YlUghxw9VA7ZR~~KNfVngWx6z(Pkpxy9>(c{&GhSjo@vdvGY`WA#B=C;Y0ee6j_w!?Z^*d?-A$9+^yoVv4pHS1B z-P~3?8`=3h-_z8RLLOcmv{>Y{Vj;*PhxTNZAfBa zgs7W-qB|xpS=SP88^RH&fOW)tOqsVgh(CN$`*4^M;4pLKQ%uxFzRND!+F<%YU&uNk@`9L1|tLW5kQx_?>l~to#sMLvtc>*?t9*D zTKPJ4d_U%{jwFKP_NvYP@hV_6ryD!5eN=e$okI#3z)G*CEKdQMtYTuRlF-FjU&TZM z%Hl#5SouPtxM49O3srmba3BpTykYQ4#>}_1wKufcLo^DGAE}^)x~Of%z|!<}yW5#Aa!xcBaKv`ojv9^`wM_)p z_>q=Q;*ghXKehl63%KKMdd*Ynw(+{`)wo_C%O<*ne7k09|3cdJIsXy0YRnw5{vUe8 zXbfL&pNz@9xUpKWQSQs6!L1drCf^Fp+{o)JmCEV4kojLe>vnov_4O4??fPrP>7dta zzcpKkx@N)xHf2Y##GNzxR6JF`7*UiqM2lEtkQpaWZ)icY%>{ILk%Im-xU!B_At*xB zn4rHop2YXL#j!tDS%%AJl@nV@5pH2+nbrh3?&3^Sl4A0K^U!pbAc=CG*4*qBqs}_x z;<4Q0%HqYo587T(H~vLbzT;K`GpLWhOl@ws+9m)O5zlz`kURk%T2yhT!OiNYS=0L`$r9FeRS4|oStKkqz5+Pq zT$8dx($CwB@MM7mP2bhv;gjh3w|P#y+Ec+=n3|}@tCP!%3V@lb{@O@@^8-TndRjdd zGRC5k=6M#=`E%Qay-(lQvE3r|hX+nkpb51l^uUxa<uvYM9gN3^Jkdf;R(+viQO9$RHZ3}zGTyG$#K1kcnhFAISOpQJW>56WF0{G8TcoXY_%oFnc9hB=ZDTdX`B;ZB0HukoicP`&1me;CxBqUk z(kt{GavPwp<*)j+%1ex_4JFeFIHP9LuPLM*&{F4TspcNtY;}-1=^YmmHR)TE*GoL= zcBJ2;1czgY`djz@lJjz6I={}|5Po~R9RBZC7UPoSEFih3o_LelfAZ9s378F;;9!eX zA*?@wz{ZM|IYRAu71#`}$$idY!ZhGAH@>oeY3>MQ3_QLhS=83@#m6-5At2-;rk3$YjFKTeEuEFsjFVu>b0#QmA-CCF>X5zjW_ zeU?J~N7Esp=!B+Mjy2YqtdhEKuX5R~9-&OkZ+j2ulfYIGs7(GczKBTO^8Wu*W%E1K zjcSV;EdI4 zIN<1-@pCDxEfo)rBriMZ|H=2?j?PcgzSBZGZO1KhRq3-CzDqrfUC-F$xM=e_J~NmA$c+~d zEDrf}vOtT!j(2f=1*}%jv#RS*lXFB%n|9xY{yyI6tDAzUk%Cp|d6rGqx4e!2kE^#1 zi>iy>zb#Tkkd#JRKF(~7ZiW=48|e;7siC{OySqC^8U*y+p#y6?~J=o*Nn(jF%|?BXwoWFa7{KtOr7i?{WWl(N8HaH+!qt8eL(jGd187Rlqq zcUTca$&bVg3Oy>B*lJj3mczA~hy1sHMp4-;HUx+C1_@FiKgNo)I%d;iO+jYSq8~#y z^r7S>M469$mKI+0$?WhunZl>tPJnY8?@#pxW-*tr)mJw-8PlpkGf7YowNdOmcND+{ zO#ehg180##T<~{rv4;T;gsG5gALgW38yPj$w`OPFxR^pJ+2i#2y zaP>~NQ`=-!3@;Rgf7N^Nb-bU1X@B^2$;Gafdz9o=?5Hz3=1_-6{fvSm#nAyA`aTXS zU(2p#rWHXB<|clfWE`rde2e;0{TlSz${d!HKA95wnW3vB{Ri;^M=Uet(3#|I)3&5~ zX(S|i&;^FO$L3tT7QLf%&WJ(c7a(ZfKgdFQvi|#0A1S@ z_ier;+5!GjQ5#JTbuKP3n!Kcx^uJide>isr_gXMJmK&fn)Jiz5TunB+g zSR-VzD-;Hv2uqqBvR9erCWTvl0Pc6-HOpP&_6yFM2bxHV6yD4xMPSKHxA*#L>XJS@RV6!6z)9tG0y7tiziH3x9H>27TVOvmUhm#T zL^y)owq;B5o0I&rgoERyA2Vp@+qbm5-$Y-cF1jlS;ph8Sr;woUT3j1}(ZOeMID!&! zxl2WrJa?|)uz1~euDOGeaG^92k2s2 zhHGEnd$=CK#NhPCdL z!5hG9I`^1a;|wHEyfZ84G!h{adu673+PSqj!Zqeh2?%P!3IpDEpdGv1Rak_V52ypK zaT)i&n7bZVsEeq9#80^$?OlA__uPsYuOsf*rZra7(Uq;t)cq3CoyrXYIAn1K?8ro+ zcfam)qW*NA$B5IpZmfS|V83gsiN|RG0`4!d6-#J|g*Wh#t%2IUpxDJfrBmvE`}Xl2 zI?yNtth)U^faZrF#tuXqMy4gTUsukJ_-U)1>ZD?7u#1^4I{_c|zD40+{bY7Fc%*&U zp?Vz5F}c$KCx{gOhzY?q{QMYNHNp{7ZCHRwmb+GdXL|Fyo*lSO?8R{WCgvY@u*^)0 zH-ka>tTm2q1hu&YF`G`)tDCsh^TBmB)7iv5Q>ZIr{Kjy#bFe}FbGvy*aK66i@T)K1 zh%n;4!QrMAA8|@+vr0=pETqB{Lym26%h^U2%-u88bjLz((A5fP)Gr}3sW=+544;vU zuQcmPOZ=*DG|U;`o5%T*MYLv8MqKp%V-_oM+j*!=wvj;V92n>z+pPFy_s=Nh3NB5A zDw!4{#Qzh_^DD{ay(O8Pegb5^gw}H6^DhN)pE@JC?E$S%CoV6Z+UL?>jC7B|wJv5#>MMSZICIchi@CsZHaCE|6IpRM&>YK;-Lx2boY?C_#P05bu~;DMeK{O^ar#|#G7HXFe1 z#-@Ue#`r*EdsxxaLb1Jmfz-XG)b0jxPF_1CU1a` zMWDy3q))iptVVS!>Xtb|E{?l(Vuh2V>NFetWO}ChYbPH{EqV_Jz5Gib8W2dFM)tZP z(DSZ?x|D%a1Lnu(!F-tZT`fKZytOmN|Ln|5rQGQGrD#`MDC)feG1^lHoql_9(IqLY zTsrO@do2@;&D)6iyl5D5azMA^f1ejk_3IWHyJvimW}BR0XMsA?yua<$zwLPXX&rRB zA*V=gr=Cr3c?e%e_AQ}!shNh$3dx^QK`DTUJb1t%S(I zRNAkP4Q8d&DA8I-X@bSBE*Q^AC|m!ys~2Bew+x&`wDW)iKD=G4>I9_kf?0?Wwn+~* zv9v@eMhIqe5_Tq)NJ2_iX)DAH(>0400IJIEY&x4)UV@ESB1wk$UcNeMj)h7f>ON_*`)F?i?$ZKkcPkd5=;8 zM{rE+r3>4UYDUSeE3~s$POkOc^L77f4miva7&io?6`hDr(n`+2OnIejZ4!RO7DYe! zjkt3SGlSaLf2n@)8CCW}m)Tu?ti^DB9LK2k@PjGbfyTx$U1afhx_ zfU6C71aOj)B7K8Xho65nI=D8yc{MPs=a$wW$k87U4+KT{Rlv@G_9esPrYxM45qFTd z)9F}~u`ZS`kV&=xcS%RY{+6q|0w&LBY`!hZnKd6Np%{*lWF9m^EsaIZJiK!C`SwdH zi_#_L6Y$WS&I*OI2SE;2p-94hh@61zOKptnqv?{UTy_H2KkjLCl~O(Hr%xVLvPS~& z7w6yM89rPzr$@`5t9s6^vi2mB5xK{+Xx#o3YJAgz9ujaAx^zA(=Xv3f#DjlX3;DcOB)e}qoB#E#5l1hg3Jc8zN$_1vM>RiO7=z1*R=Ek zCf%z53gv7rDtQanBh&Y$SzGoCc1?+J?d_EV%@xgAKQC}H!+D?v%~HIQKX2awddrxQ zom)0Y8AE=N|9rb4NfT35^zL$GDx|4qrMcw1R((ah=Xsfl{4R&?SD2m+h^U?Qx}M03 zvit>kZ+&*^VfN_!{`aw+J^!HZ-yTxNF`24mSXC26*}v{UGndJi3O@0iZeiZSp9prY z#ckukXVCGSmRRKh^kydFx^8nKI?(8WgNfVwiewYVB9$yeuBnO3(T~Y~u!@UU{bt?| z3REp*UFP-;S7}pE02=h%y=4Ah4my)%%jK_Wr9<1qbdUzMB4I*S-=zk_C*#Gq2!Kb~ zkc9gKqFm(62M15IwfIeG7sJBE;8-7|h^d=pGidqr3wu9&YQTMdJQ?>y;5s;_mYDV( zXuJV?HykJV`n}?n6j(IC{T-kDz*$An`EOaDL95=ka?u_IVGX1Y-krSO4Nk#!5vOy( z2{`I4DzXOV5{fp*ZK#mVi#@Jf(p-Sc$}`==Pz z>bfuKO#8#I>naT5KaM&>59P0jc?=rNj2&g?A$B@ubrSMdQpn`^^v5Jfs%ONiT921M z^ZtUX#=1*edy43-Cx(0wFtjyc4mP>N@4a?D5DI_}E@!H5u?`4m+MF~2$MQSelKP0P zIprkH@l8#@9iL4>Cbvr~)_+IJ&6x8Mx&3@LS-a?(i&^K#M&pq3bGSn-Xj+}FiI_r_ zoKVLbB>SkxAEvi9nB;(Ml_!JcFdx5x{eq%Wy_9tSY4~teQzb^gasCrQjFe{hZp})M z!RQvPHY>(^`FU;nk|U$eHhvpK+{XZmJy0=QFsIaD zMxj_*#oTdYitW4d4hWot8)6hQ?+#1vXCdX~AD-3Id{QxL`Lm`}sXfl~ck|>Dt2tp9 ze5ZD)Q@X>t-AZ$$ml-LoDu8SnJiY)^*K1NJv+4!d$jnTO?$_(Xqk8#RKPxvY)pLLY zm_Y+4l+DU{m}tXcIeLAnme85{_R_baY-T5e-zzRs9DwzR-rl&hPM$@yMMzgSmGono z!y3(e?p{tOGTcptyo)i(xO+M4y2_6QKC({xAU8G5>;&hZfC>!cDq<+Zy23_cYMRx1 zfY34|Xq>^UZ%|wjG1pFg^b*P$K5~mRn}W|FjeqEH@Zi@k*)E=PD9TliE`d!^G!>{x zn7?vK#3o3X#GdtvD)U8k{YiRoR@9e#(CZl%_??aLXVCkSv6{0t|UvZ1~Nzwfx2Ixjl4};Ab2Jg5D&+VhPAd={Arx4iNBe202AQ=J+ z9d4Vqq_G0sDq`fCIMm=z_41wZa6J-Q17KJbqbS zq3OtZJRa3%4uyeg!3EQ_yvZ$$AOn(pvgP!8G^&=U=!iEuW^#L-S`bFv?jRsZS2tqE zUl_XsNpBf=K1+}zsX*T#t%3?Z$O6UxX%$ZQM1qU?Vms4v_CNn^KPW7$sy|}T6Zm3k zfXHdkcKG1r84dmtkZX&ppK6OSDL541^1byxnhlN)JwygQWjsXLr}d$C?leM0#jaL2 z856~jH$bh!iU*mL8T)o}7C&z~G2NiSfLt~+P_^7wEHS2R=4R&bJz#V`nG+xhbgK6V z_lra_OggV!p@*US~eVYMT zO<+Evl*B1e6fQ8##W~yRz=JH#(bM@ZBgX|zL;vpcaX~ob?z!?>N{SrI|JVXjg|LoDAR`ldTKLxjv zSg#b=lHg$pm~||UkN1T`zPvhb@u03Vs{kUT(bEDJP&it-P@qN#i;un4T5E)E%^3%4 zl1oWjU7{7Wc#tD>%B2I(uSy7OrHU>`8R1AHGrHny6U_`WV!0K9XQqEseS8t@9+|w9 zmfjd3fzzqOA|BrBsc+Db@&~gK`9>cGKnaShCy3i;|Fr@kjTT_{fgd&zX4mJ8%}3_~ zt6jPv?`&Q)PQMiT@aC}3)m{&;pJKDyOUxKPh~W)ROZy3$;vkpwy`-yoLAL{I-SJ4d z$L`xYMU32JrupLu%05y1dPO^!w*RoKA9k(F&$uTczA}lI@ft%lE2#4a$^1+*&fNQ- z;in< zT}zj!l*!OGJIGYI7=mRSw=4Sx7>ta<*X{&UYR5P-c3$MEHVsVNz1MZlAcI64 z;R(nw{)r1Y{NGDeUeeK~S|-+b6md0jYfNqYe$-12W+BBpE{qXYPF(x z#vL^y%=brJ5kuPS=>yvAo@zj1H(7PJVLj&VqlWszBtm;= zW79m9V(lMkF-c&MA1p{Zu;c%|pjm?nqP~7B3^=gPRgyHc-{fUESd) zWn}PY1rTQRD2kz&tZql$+JAt=luv;ZvI9kJr3;*u0Jr){d3y#wKTI;31O zQRm&L^t4!rHO)#IWkGucV> zB>H)#JDKb{?30hXe0v46ZC&1hV;OIZuT{LRCMV&3`l07+nQI%4)19ftk}FfP@&8Lx zBaD#HwL}1I%-bX1K(H&m;FN-;6e%*+!4q)3f8yxy7*tqRI)Pe05^qKWdcDpShQmK# zeA~>Vz+iKE3n?u*&tLJLvVnr0)ZpX#Ev04-v11 zhi=aoX<4~+M7h0tVdYXGbktvwBvtqi#rN~Z6t<|%sd{F&U6Nm4&oa3zQ3Ip-a5Sl9 zaLvnTYX)Z~%b1vDs(AXEilikKodV^^|A_K|u$Z_uC`yI?=N_G8}UyyYG3nE zlvYVNe^8dUGjATOk6Rw;gD*r@8?)mEP;p(iwDw6BWpJPKydu}HpWlVQ20}M*`=lmA z*Cc}p*pRq<48F(AR@N&zSd@Jj-RzxD9tE)U=(iinMP={sZ`QkC_ z33;SNqZ6f0AsR3)o?vsr8gfQ5|NMc?bOxj8h7SWsEfSsOR;`Pkg`iv7LECZp{~~P*g-dw$;})1hWKRZOIQLd7g0iT+_?_I zVR^AoU*idwpRu$SB1ofA!oi~E;n+`Bak>h!h;!hmT&(2qu+;++&u4|^vO_x~43OvZ zE!p)Wn9=1~VwI#Y-iNLzjZfbwRx-0fQp&sp<^>L_?$Y9GS+8^~-6rdp#|rCwM?QI3JM_hZ?r3QV=ksdNq$PC1Dmk z(*CCos+8p4z7z*MuZ^YwM^ud~Zhl852p88)5S;q!mTynPtB?WE?}lYVNfeQ@XL|fe z-G-y@Il%ZRXK#7oec>LrGGgW4C{bbi;30+HYSJh6KduH(V=Ah@xc{0;fvZVYh;%hb znokxACXH=kY6+4G5ntdn_Fab|wXVW;<%X3LX>ZxwnFD*a(r*AT>h=5E)Z_x=kv_SX zsZq9emgd*2W?P`s`u6X9+iSQGz@}%U+Oiw6=eIvLUZ81rRjlJ^c4hX?7IQ^k1vLFe zwO0suDlMaAY`?#;6dGe{dc0$FLQFU2yQut6eFR1@HSXl*$=1*-|4b|@KqLZm?mbZy zJ#V++y-Tl$ZT3H<8SXE=K6yaN6!lf#`w<=S&YLO@63XmSr-XA(S`*-6f?Dg#O$!Re zalyQm_Pt@YTsEoWsBu(6!h%z_G1u?9jYdA#D$!;*{TueS1x)@Pvj3$-f`W)YB{!jl z=K=(g2+bVD=7gx5cbCgSYvdM(f7i;8Rwr&CI)heUOVS6VSN$KLi-X7=XVX z1uaB%Y_$ubF8u*j3>r$wml-b%-h5Xi6V59l{E)pt85+wWEsFWVDKF;a-vhqqd`QyP zVHrU8z!^vuKYL>NFxazUS$X^Fis_}$7Xdeuf)NVN3mte(`rm_IY3}_PY6mjgePw>> z86K&lo|@Smr>@2_YtOp3+i!x5zgu)49#%em(g8QLaCRSuA_Or=(b6yu!9=34P8W7M z)jeE{k-s*Mj-?o#fVk@TVc&Vuc>3m!&GKk)zuvdLAS`Z)mm^~O z?4)N3fm0GVaFPUC=I{&nnbVqE5t2d|OEBC$yqP7iLmxgo&=T9IqE>Xd(}~l3O-WQZ*6#{2l22=O>rg_CKUv{`>B~_}5P@S*I41dWc2CH(7ed?~ zH%yXmS_oQX|B!GW3l*zyY1v+V!$>Am{G7SPU0gLpO}5qW&{K0FMk5~fe8V9Dang0D z#~N3u;fKaj)Zq*PkQ!@d3lJ&rg=o))!@2wQWh+#&IMrE!6cyLr`1z??`=HRXiT#yc zPXJm`x1Ekf;BW`fG0O11(EIwK=@4+-4-81j6*3mVy8XQA@*N{b1Jj?r(#EIwX9w6* z!Lc!u$kW@$1P+{dAP z`4IwVUGq{(<0xc}@f>~?$Fa&qU5%rB`@d+{_M^05HsSV1vs1iri7(OLu3&GDGHp9T zpQDd_vZQKg3ZS#7DMFu2d^>r1EscTp>KE_0ad3ld;s$biKXFEHf3#f58fF*s18r_T zyP^KE&IKR!U@h~mO`DzY%zS%LF>US z?%xX&8|PO?^YAd?1lP?4Twr<5DSIZoOwSSz=OVFa+IO}t5^y%k{ z*BXfcnEAZQO?F(~%J9fzmj-KeQI9?@G@`uv!deS~G&%YpoqF@ABQ z4F=1b7yce+`f;>u?%gboPCvMB3{qKi9fFktCh@@<3;)sqXaXW?Z*ujEV{v5vi#WQA z1`$WqpTJrdcxb;hi14n_%-oagaJ@s|Wzm{M00SB*E)h6_R6YmKDu#HStvf8Y^ZoxT zN5mQ?w`Ft~8HRVQqet@kJ$mm9Y06titE?g5N*Vr=!eyd9hvs{c3i296B4lC}XxLlm zQ8rRwJhV(TTOgfBXR?gwjPscO96b$jR-NG7W3&hP#iL}r8IyZ*2 zYp0H|dgu^F1rLY#Q~2bzB>cY8$^!Ek%=Kg!oM|%LF1U7EAV~nvGaGT$oB=eSoc}HU zqL0tle$AbHJR}2?Ski~_Cm_(lhaPNY5g0kX=yzaZ=KXgV;mcNwhPE0AZ=fev_?}0= zZ5KSrQ&bUeoQ7UL&|uQ2AQWps2`rLgDm7Vnxs<+8&9A{B2Gfvk!n(Au9_0i_=Mtl) zb_-5JMo36_godCtwCH*WRp780IhRe);Sgf`J?Ez&ui}TR^(pD#1Uw@jF2}f-C)(?F z7I|z$cXnfUqwk!qGDiMzI+6c7(XrG{2D{tTSGUG|G=uoUlahpxCxl;c>N-@Ied}dhYnO*Nw}QS_+a*D+`aI3ZsqGpN{-=NyxZx7rytbYo?H=;CgZ?jEBu$;1kZ zq6qK)So@z+3bd&t3JY*`_A&DF2OilUX7A9gX1R(_$gN<{Z7Co_ST zgBLS0J=w77Xne05`LQDM_xaM~Ar1YCCjO1x2~$qO-nvn@9X-(9O5kWDBDmII$1iaH z%-85`TQlr{sTIKe95hG`Ett{{t2jJPEE(&{R+uMt8UQXmkro>yTBX+Oz5H+i9U_SJ zQ7@lBtuxCS0&c@@!Z7U<5H^xymjh@zSd{;aTykC)Tu}Pkw)>Z@#GF(~OwyuA|&{_}34zb#MD zdb~*$nMIHCs(a)ZoxH;EpggPBfxa!qp^ns%Rk7q0l#g({R}7vQq=etyA-dX~FlKqE z@CSWDw*&9R3&PjG`>*Qm6t)^d33Ytb?Lnbs^L=b-T%S$XsQ_E2!Qgiu`=|8u5(o5~ zA_4b+kL9q3Eg`!r?e951dEx^(K!@gwdxe*uaw$7y1hoMaywR-{KIn1B`zYRvx36x_9Y zhsC|r(f767{MH1x`PFD>xD83cRCN-$9l z)+PKPtq%L115Y-T5QGQSC#rs5Ym64S{F4pr_gKOqlI>I~m>_1D=o=+rL0q1OB1j@a zdBg66|5^lEgflE@ZXpslRkjAt>{4IBR~(9dO()Ng=(Xdx>@+PVDPLPQ70)tR{VxVh zF&9W5x(cX+SbH}>&jvU!7F2EbT4M2#@+Hsf1JTFfboTX^9C2U>-?_2&U!Y64?$8hB z`dm-HG17&3@7f`r)6mm%YKKj7K@t4Fl zl!0yq0MRs#{Ypy}rs3CSTb$0ujkM(EoyhDDJSq=@@<%|u@lWh0*+|?4(f|QZvtXvm z7dsbtOf9+@;+Fu>&o|KqA1gO|vvFE=$4=#JIAm6`rI%59*Tn#|jco#ryY4*lPskRC z7%N7_>BW(eY*vE5;;uE=4)d+u_PN%XG#7$6gGo zkaEMTN{Pa8V-ZVmuHX-J`TlFcA`rg7DSGokgv&O_hKTdwOpH!8xvUCclBfr*)JUR? zjn#L>n>^9Nxfe*|%IS}W>~o21pe|233t?m?#l|<9+wIzUXmag__1PD1DzB}fTDB?S zUh1|;*!&RV3Hhf|zHb_R=s}g3OGpitb?lZkRFba2priZpo&O^8TU!qF2Gxt7xD}_E zrDjA`@Y+O&X|!1O6|Is9X>1-bwXg)qCS0P7 z0H4=Zuc4=4iAEiw1_amoz?L1BI%Pq)7MT0DvsJwM*eI}|6GYq)vdc1Xr1sM3UpV|t zgns?&vB+t=n9MB+RA>%ft`nkB8l)j#itaW2afBcwyda6;yj)4i^Egh0qY)ECL;af& zqrZxs@w~sl?xjB70l2_=b`VkxH%yd!vzl{?tApm((jH(&bu?G1P!D{N3jdRSXAmZe z%*CUyu`*vA>{zk2$s6qwJ0Vw-GOUfluE(OW6488+*7sRP4<^iKSJ%TiVjbq`^^%B$ z?MD(%wU!uUP^V3h#&Zho`Mo6q(kPSsfHO!kqFwo;O*^Mljz^sw9NlZmnMImg^;G2h z&mZqplEZC;$K&c0E9QrjYZ?_gK-g@Q(PkULG8eh{Gog>UYiHj)sDI)vFWM*rKQnIV z>vP|^<0Hiwi}vM7yXyaKY#b-kJDic6*A8qd0bcR7$z#7{5)YwP zuit&GagRkcjVuYbQ8lieK;H95ku>ABWv}|(CrWNvv9%;gu{JeiBh~{@aUU;jHIF=s z?8k(HmI;$<2EonW)cJZk*d2`E1te)*N7C;KVl`Mw@Tjy`_RfBdqkvr5{lZa2R{V&D z5iw`F7lMUJg*Q_nE8o%}dO9|*_rVwPT;F~dl{{YHu~^iaL;}w6WuhE1n@a1Qth7TO z1r~>}B*i3~FD#*$v%Hw_uunS^T!>3Ytm=0rmD2)rf;x1TJW+Hpz=b_y!(Zg5z&kEny8|)`u!6O)^#RMCY)W7K%j;_MZYla;xsq5ZW0{a%q$9 zD#7S*180BZTpYV0##PnqCb-67DC+-^4Hy?EX>ZXVXie&0gWuBa{>P`zOB47=mKg3C z`)DA>S~!!;q#ElLXfbY5WK^>=;{3zlRC7nzq6TIGw$DdH70pTLpo0)Te3*USPm^a! zL8HCB)j(1GreJ`2%A|$(>9tN2NS;QtX%e##$=(Dl(&o9ifbE(&Zt7qEuh9@jfaO~G zk)Ft@Uv35CGqE3>-oD3O^?QB}X*MdT9Z@)z_Eqld_in)dxAn^m-VOo$^ZS>7uijW5 z>(5PtvE$jffMovwBn!G^}NM62qNRwANyz16Da(~;;qUT{gE#7F%CCSo@g|Q&2 zHnrc|0O^v7gPYhPFYzWX%mHo-GmEhW~S_= z;NFoKe}b!bR*sRMDI!-Xem*{02%9FTQq-X6%pBV8Q;(um5SEZEys&c=jiFk}q9kN> zH7@R}R0A{ZADng!`#q-D+cv30KlgUX5~+3DICufgex27eyT=phcR+uic5T@Lhr@eK zb?fu=Pwd(t$xNnDX>5_1<_S@hHTG^w6B4l!oP-8fGPK-ppuT^{@qe4=10mgc|2oHc zNEGrh%0HHy?bV}cwdp`k=pzP>yDHzCyi=K-mL%f_CXio+uGy(PPc@B}#zOo!P5jv5 zF-N)|8M{!5h`P{j>rT;wg1eTumD`=Y5yei4)AE>IGwYbO(;Lz0Lh84Z{H{)D2)=o_ z#qHWf#TYI(yTl@HfJyIHZfGR`Z2W}kLeb7Ib4#kDWoJx1io(bxW)^&ECv5){_V_6~ z1`Lbao#BS>Uebl;YXy2&z>b3}^He#r8ae^&owDw~!D_ov;RfNuL;cBC)x7RO|2|9J zaXyl*Qgu^`y`M(qH&*0UQ%loHQBzBjL7B>6_4)s%pF(h?;ER+hg0(NMhT=ladPhOk{!cz0*b6tyNY9U`UEm#V|Xu%jq;sP=5Rb zT@Jh6%#gQDQ{B=L$VZ+A7Nw?_VC18Yg0z#hCCL;Z@B+V3kf7P(@Y3U{wL7;BMiz#H zU_}`kHlk9CpP(BHBtiiqHX?Yd>{5?*8hj`!Jsv-WkT<81B)s`cWX98X@)FK(^Az@> z0AePfVG9in=kIReQsOHfn zry+^NR;fTtTU_1A-)*;OpKjU=h_^?TCVPKk52>X-FfF7xRcvJ&vX({_Ldqiik}8a= z&7_tY;ul47$N)h0Gn8GJmIVNl4s= zqyuadVAL(s{vf5QljV5Bv%p;6p72EM#O1LryVbpR$#oKKQc3RO!%+({VZ-P@+yILC z6zcbVV8|<%28B<9I1$bAl(V>x48GdKc;#bXC%JU`Ne zpeQllG-vMdbQKuZEOPemK1jjBH zK+7xp^#uO>p}0>;m=XQ64FC2KpPg}-f;E~$ChuO5eQ5Wy&JP4!%}BLD$FYmL z4FXXbZTSS+&uha8Vui>@)KVlsZO|#=tUCm8uH;19I71pXp3iQbC&WG1Svq>vQ;VMM z!?nF(nh;Z|veCt`6%sSGaId*Ce)Co0bNuxSnS@~ykx7$;Q=j>{K<(W-!^EJGk*Aaohw{RC@ z7(XQbty3i-0j(;q=qX-pmWHic?jERve%nj3e2#S>W-eZmK{8?lFU{849LAX0xwCr| z;dwbF@ZddQJ=lJ!t4SWB^xGgrlmeqJB2&}pcFMz)nqlw&I#{Vz3(&CzK+`2TZXj!UvSw8YxV%6w~@=*qfP#r)Zq1~wZ{6qTC35>Hd1_&uf z^F7RpV)@(#m(<5&K%pk`I&Tz|+0PSO^&FNh78ztUtb6%XIYK+B5gYm|Kzde(@VfXn zn(nLEB0*V+{o(*PDxC!Qw;c3!M-$u9zNr%RHvK|OmC6QS^Kg0u_uecmWWg-9a9uXO z1W1( zrNTc9856^PJi(Z{!`u{!+=UJpl$ZV|Eo|P!15qNt8h08kCNO|%()&-taXdffN&j3C zu3riCuf7^{;}oAriGZ}|JP?K-N`5&hkGVf+BQ+^o^O}k2Bf?k1o=rpU8VU_#oyOiHr28DynsfNIBXwxBxx-sK!8d|8G zfd3^uMtKtb?48@U35=p+NengAoUgLqj~2H0`w|J@`z-~~FHMs2j`)Y8o8f6u@(|b6 zne(kX{QdD(;BxQu*xCFGA-JWNt{Pq2T?M8f8>a%n9{zBjwclK*#-jouPhgB(Zh7nu;?RZb+eFR0 zdleo_tD>gjhe@hPVnzNG4~Y|^3*WB^Ue*Oib?wUbr**Fg0^D{128qr%rdUy?J)w~X z1$j>d_1KsP{KFn|0O0*?o}0Q%bxAAg-ZTP*p&^<+g+E%ES?MxJNxZrT^U3HpQGs;; zY}{BgpZ;Gi3FU4IS$4r~!q^-97tt~P?5!zUyJIyAWj;2YQY3{kSL7y#l>6bT|v!QXiIWBL+&vUhQmwZ^J zrBVq2*}ns*(53PIBJpZ6g%F#nM%qy)>2Ub}20X_B5Gaz#c}$bSFLSMrzrHz1lbkR( z(PD!#rI1Y6^gcF6!&0Li2ViuERGv4AF0G1xIQRlhwq9c(;89?-aZy-c&>wKlgUEa2 zS2qy{zaX^OcsBFm+^XINYO!O?qIRia9hl>bkc3UvUBe5V;aMD0NuGA;+pi~BrX>$k zN^M6P#YFQiMHHztNIh9pw}p4iYe{0NizuFn$eCV4qUtTSBiaElB!3T_Dt?SkCe-3H zr-pJ3JGH>{Sum>C%%~PjEgaLf)A|L)PFGk@9GA&5JV)!~x;YoShMd(1y+G9^q1Yk3 z$%D3xAEUe}Nn00P6#gOqYm~2qG>{iQ64mGfC-VXT-_DV8VxfUnE5KyZqS@ ziDvysf~mWnBr5c2nC_k#a1W-1@2mR(6FRji%BlACuOG}=m`3|q!l&RnU2StP|FT0Y zxR(V(vZTcv7_wqX0fb`V)^uOr^TI2z5OhP1$;c&fS||$slh$}%EGvG87q2#=_2N65 zX&@s6j*_!iFWFOItZS;7nP*?Q&HT*^XAglxi_n|TV$AHTo4`{ZsFTHgOpJ~^FHYj} zpaC26kJ2EZn8neqoYk=F7O!0+QqqZ7xP1e*JmTDC&PD7I=jA>Ij$_f&vX7L6cX5q0 zCI#N)&xDw@Ggg9#eZk;zh2hMVNhNud-!oA*5q%a4lAJr-A!>ZCrZofW?J570o z%fv&Q{|4k4|* z&hK1`G5egabt+5s7gLf%?7o$+-}c|pl?*YBc%94oz1kTYIZ`iUW8+oj_(G)u$=qmV zmRCRNNL;n~q>Z%jo;LXYF%TfPS~B>EpW^XC)SU#+_ch=5a7HaWy_8UEd2*arnb4_N z<-(Q<+iaMuw@d8`>D>_)=Ibc?nf~ITkRi=g{2$7q_lCU@N^UdhmQZf*^BpGf%65lO zrG4JnBM`;`?v!m&ao(_CLw}5Y;g+GLUVSEQfjqJiCMH6&-i*{z@Br$s#|7CTrX|DT z?Z?9rtqQ*pOzDR)=oIP4<>{=X^arc#a*3(MAE#Hhw7+-fP(;Q(c&wPCsg)GGXl!Tv_9hG?PAfg*#5;ji*|ifb~pxd zTy>abIZI59qL6yBl64Y^6S2qbX+=cJ=$DzgxTMl*?|ETEFV2jQ)`&%n*I$eeDcrEN zko;PO4^B_EZ+nQ9y(_(2iz>Q|7z9Rx*XGSK#hpY zhV>%p zwrB5-maKG{E!XH@&nwAQ%$#7Kgxw;~MgEw*cYzTI5mQ*#P7N=Ro?6w*^qJNXMA@4S7>MI6LJ{?pLTtwrMEUc z&r;lJvWR=QTr80CV-L8yP{{2V1bM?e5bVw3e{=E~^T2CX`?&Xo_S5l~`=`xMk*Ix&nLSHnao_342IVhF>6jMuB*YC+Auo2)JZVsU_u#vI# zQ^{*=S~{}yCW1IaWa1pm|pR%c)0dA|D`p{DcG`KuFO0y_LA zaWP@Ab##%CLn_NZvebdd&F@Bi>g0;gSy*ZCR{qE;{qu$+l869NziMk;J(^PD+ByD_ zmQ(K_IAF}e6-oo;bi?72qQQSQZl7Nkg-IfX>+i-6y>eOgv;No5?c}o zyL0!Eh2WoE5Ksm*UkX_f4@Jx}AycgyKxh80TK7XPbcz}q9>B_WclDEN=IRBm^sPl~ z{uCxzb(;W6$e^zDjRyYM^6Ep}ljh5t&oK_6ijahCWUCh}vyI-{Z(Y-9UI}wG}T!?l(74 zkm;AjyOSRC+&zLU2|79ce1j(~=p*ZGUeTbPHL~rATTT0~LRO_o`pwh=|1Agi{;NUD z0-Kt={EU+7dhfp&3aLC&x}mhP?t!`UH+%2XG~P(QQcX4}bu{9F=}Yx5Mntgi$8N^m z5**X!5oW&UjNs}l)$ zHS)V0)n-2Cj_U-F@kjB4m*Cw*4a@Vte5{k#BrTUGD35%EOO@V>V;dnPgcdzK-{?Vg zHws{p-Wb-eW9~ua2qoBT1An-!8Wt??7ZKCtT5kF6d^-~E&t98X*ZAdH&8l!csnIz- zEv(QniKnJ+@hl8in`A*C%zAYJdX=({4lc6`=`7((4j$%XTJnh5UV&N>q3p^p1KDhw zh0=Ie_I9Jlo5CL6srw93xD?l&EZ-8>(er=qN5|}6pQe^jBc7Y#YL(S>vBf}bG&mf5ZTvf~bv7F1VxBhMAlr>bJU1(rO zgd?5v(=D^hoT+A}Dy4#NqRoklEb$G)M9_SHG4_gbSKCQQB`i|^tt7q+m|Tj9^|@}n zd~|+^UOF`W)A}<{S#=$ZrXc~ zbUXN;54~ex503V8lp2;1p$?Z_dOpOX(9u3ll#fTCyvPitDyQrMP!B9mF$aB0vHU}1 zd6;mQBsn(aTR~^u@rmPBp|=vTv4FiIUS8*w)Z8_%K6IYch*#&)$%x`dcT)2?8PSW|E)sT+}Mb-gS7 zl_DxCR0e~}^Z1^{K8yA@dW0=jPl&%Jc*+JoP~4{Iem4XcipDpLeK^EEqp?DCyt1}# zd88Pu(uNMFYk4F2hv7Gl)Z>h3HP-!dUk;f++^_2C7mV+BTg-pF9rx*#YdOTPVZ6QK zJZi6Ok)Ub0V(qAWw)!W4{}IE?g<(^-W?3uPeyLVBzvaw*~yB_c8qEX7tHkqb1MbE)i zJJ%MS#d&t3ImLsi*IYNW7#Ts4qhGg{wSgamnYGADHnE{BrHO{84FZdre0k;wdbNDp z_2-fV9U^^Y%jkY{v=}K^LqgXv%#Xx*>}e!ldG_Y+<(rY(a0qFcl%NLMPZ z_bvR?oJLGbWIJ2Sc9VclD>z>J1A#tVUum~}dm2}-wXVanL%P`|6D1a=8UQ zr)Q+j_M;nS#zFL5A2IyStg47g(rOz`Z^KQ75Mqb zeIN43p5MP+L!l4m^@jmG(fp!1$`N{dq*6jecL<3cpd$Is$G%CamdvYrc5SuXjXAqd zJY5Q8`)3()#;0DR1*iepV6jPc-CWQ-=fRWV7R_D>tUW!R5@w^~B3>>{VdOquT>EG% z&Fg2Vv$C@Rj#4rJ&GM}Z|3vN2R<7#q(6 z-&VeQ@l;xdAD{g}&{;vJSS`w>V?J(u+0w_)C*!Qk?F!BOuyzGfD#lE2f33n#=du^h zh@HohT9d)dlU{$OeB%F{=i{muL-uBil4)HJhF;kU@W|4KC6NqZieO@3Q0dV0+C1^j z*<<35&9442=pm1!wdraJ9r8rth4x@sur8A@qogI@VFDiVME$=&)v z`qjb@T|sSnrgU3GFDoaP*M}l(quOJZQ*Jv#ah%d|)m59@!;>gLl6BK>JDo9L#)N;t zj9?#-G9sIX^vGi%h4-aJ+V|&!GMZ_L!c+{LLWa3zeq=C7rJNa*dXI`B`IYte zx&@QL)9wkc$AYnBN2c96r`!`PSE@hzqX_1d`G1@{B)*pv#Gqd=5L&6OtIOJ59-pL> z@!-Ir5G*1aVJjg(OVKDiY<|z0W_gGZ3S}(IvczMxO8pvlNWEBDeS9Mv)nsJvUM|~= zrEp;t5rJbKU~g;v^jGTCwnOe~#S3d9saHKHmo8oMBkk2xtkYL*#Oh#eU73wBtM>kX zT)lNvRPFZ%st73Eh&0lY(jg+IDNHfyXNQ;z6*8oxi(lPYVFmw;ieR#jW zyY5=oKNOBGnK`r1v-keQ-b{+Vi`F932F_!vs;)Y9pNPCq_yq`40nUBJ^Ik5ea z6ii+lhlf->m{1<$S-wUaQS!{{snxbmfz1|`t_zipdKZ9e^$v$*UofL1Y9@iJ_C*C?BU=y*@;miSQXBK*97EK1JUqdmzzLnDR;n@;85?+an)YYoClz}!%)r(9 z^#q9lsE>ZQ%gtj=x*#!rO=4rL8VjQks^yVwb=V`FIvQSkkN)j3zfRv7rx*WZdG~0 ziEU{+IYjdXw?dTs1CUB}?PORA9N7aIQ7bh7t5rkd8Q(fI<(KqN>3*^U1q-JnqGguHP@(Em?W!*2Gd9{UCWSK+v83%ElbIue zF7(i)4O5xB3bk*DmKW)|EUK-{jct$!z*iI=IXo@EF~PKs0Aiq zSy@5b%1lYJ_-vy9iFqniGd#6wVngYGgB~oAz1=IeHHvB89my&Ari94!eXfV98Qotm zfjqRj4Rn##LY;82*2$dm)Q*x=$m5O&t5hxMoys1b$`$gv2fA4uD`=SIH7l*XL15`! z^LIBDP;ITG1l5aX%$q!0Xg#K#9`}m%-~cle@`z4xAJb;?SD4A*Gs@HbZ6e+HM)As} zIFbXcmRMTBdy(}E?M8k;z`91#aX${o_f6*1qldV&1ry8CIa-3B*%~tRY)@})x*Jtd zg0;dautT?{1Ot)~f8JE^vS6bC!4vBxu4$tG+l+jg>C=$U@f(gGUQv0xbF|YYf5h!*U~?mrwu*mU`*B(4~9ui zG2(o30xe=8jgaA`kK*e}#qcCa7I|;MEb6{E4?7?@I@bC5ue3(cuxV%3FRDAfoO5G~ zis@tH4|r)8r+V(D>xm-F^*#?p+e^hfNDExJVjuInYVkQAkGkn8^ao$*+H7~doAy3B zDIob-_TyVof}}~Wt40(f;|m2{8<|&rR$mY~uRtzdrR>!is^B)>{;zfe>nijqZDUr- zK>N4p($XMDg;_qJJ3=2##K|FOg}QCoga%vBiX74%+1};i7_ck+*zv34sSRXRBa?n~ zJ;r}?3)_P!4N4(4FXnUF{e7XTPPx~G#Z%x^wb^cm>2tHCCYYdS2D0x!`v<{&6Zfc( z=l8j)YC-_1jE5A#BhL({g+#o&G?B+rM^$7cOqz*CS69v>I$Tzc@n-JyU~tNn*9y{z z{f-X?(*@~?u7crPLa(%ydvaxG#Y1RS*j;n0l>(Z-Bf0xr5t|ja3POgNpx9GfNaD-8 z-Ou(Foc8x_2vD~v1Vf&Y%1NF}N0_nYMALc%Y=5WYK}!8`Zbh*3VPvJxI$aij<-J)# zM;PPxXAIz@NM-k)s@*9I?qQBhblKkSk8w8vm5FF@y4d821^3^F(%QcFU0v}7dA4u4 z=nPx<-zEX%Tb=VWoV*r;fy$s%&{e`BMD(|ThU5w>uz7H&8z;qa7<6&2$CH>pY}`Rk z>S{E4Ib$ZaNbyYv!|V%Vt(Q`iYpDr78`Q}wsg9ERBg@7xrdh6ZoJ*rK;kp2s&qEm{QAkrVS=PVX^oKe1n}#t~5pzV^=&v zkMKhoKuQ<-EVjia-v&OCDxCoM0`*k7(ebK5CW|`ug#bPgb0n>5`ZSeNtc#tV#Gl>< z5h<^4UEX1AB^=2V5=al#Ob;FMhsQOzV^R%9L`hD~`~bOVuYcdrgUF%8>=NXvh;!{R z!IId2b(a1OmhyAe`>J1}@TCFdH0!ge&NmN2nr^Z5Hn1gMu#*;DO( z5~S&*Jwi<5-6I7=2zI&W1SiH9rZ^V~~n8{gK zZ={kXE-?C2{=)-m!`*EEgfDVQU@NiE{HsO~cn_d7-r%yskwz<4TGQ&*_rxZRHUV;GNp13 zE7w1+G|QRHq3T?<#gH71h&Kuju~brvbSJAC=IET?)GSvE$1(C~sVE+3Om81>eSDAF z^bEL)%y`;;wq~0fPjNi08Di(FF88s>kr)|^(&FS4d`QN2#SPynflYuAF2fcvT>58b zs1#sPIau`+R$ZMfCOnk>HG0{D;=#CgN)=-0L&xShDB`?oxb%>#*E@M#rAz0|Z_^3tpu^{U;&*S>doj|JSQ+4&_=7pG9Xey>E_%qTr(9sVby}WtqsV{@>5QqjgC0!4 zupGUE>A4Eqin8Flv+5JTMKP#n7+XJY!cv&7LUew{|G~hd5rox0u+VLnvyem8?V0>V zlE7V5eDsl8;G4q7-%n2-oVdFN+?OI*IzFWc*~=JeszeD~T67MmJYiQ)c4M2)5XTq- z()?CU9#tb`94rVA*aCxNGLgUX5gM@w-+^F#ctWYQhzw$jhZ2iVrNrL(eRR8{&$7Pv zJ`P;b(8uksYo6EBP2-T4X&yeAEfB`W$Bl?LRknDX1+>xcD%$MINa9@VW=!YY*7KCB1RHMicw&Y1W0 zNx_>j7YT}p%+7>b5(W!0>-dU zqy;;*B)OsrL!L9|6vuJ?O;w#R{JICF%Uj%3x%}%|lGd;>;r&@sln7d;bVYjQ0am5a_?lVdJ>&)z;i| z7fPIr&=66l_4 z^AVa$)milNk=avF4g_B**NqN~t{Pf}RP!OZQ|;kuS;dh<(_c;o<{}714nxm89{Pm( zp5d%r%pqh@7n?}IR`gni-0fnDE(~G8`JPODYv&)Lr``W`O&vBvl4VjYnX02s>KfvJNK(fwe15cbF@%r&XR!#fqFx7QkO=b+JD}|Ow(2J5iRl+ALA(cTx;4uC|Tw|@%e+!^J^^OM9Zj=SpzvE z1A)5({~cGMyF&cNE6CRYkTuyhtuE&M^-t&oLx%5H`t+jkUb$~JMlSz;6#mq*$YA3d30jvB*qvw+QnI0bPqCKI=)i#iEXXBgVJc;^h(7gBsGjFM7G zzv8AF!Jc+?dzQ?T`5C<<#$;NOjm>Tv1vV*)I^dch<&8s^fciGhX1vz4)9e*KPe$wf z;I}_am1M22<;yJg_<^l{d>upoDQ-#TcOA7j5B3*c-&hu!4|yPU=m370$y1Y7kPLbg zpHJV=lw(U=5nyEZ=>mH>lgLUU(Z6MJ%k4FBQ)8_~j;83O!Pqpkp(Ylo8HHnQJM5i$voWxm%?Li!`_$b zXDMYh;Y3qH4O$P9wUo7A6|xDd4!|}~Qgc#fDvIzpjH_e@Js4C5Aa%;$>Z(iyMe|B{ z$*}bg#afKMYCWbJAb6ii3&^Qq2%-Eae^)$8k?2ohh0#Hrp*U<0(OD&^)O6jCI{F}a zJ9*ll<0$W+C_-BbSS~EeE5TcKMsCw{!QGu}$wfI0I04>uv69GLny1ffdZ4{63#gBF;y z&bODdci4bD-D#tpZ>BFdx(1@mD3y07-PS7aoLSmxIBZ!l5<+mg+nzkEO%$q~&?hV) zrljmW9<`0p4P--uB!&QdA626*C$2dH2PYIp2itaat-*3^CvENsNr0 z6BrwgPT^q#ni5u*MtK4Ygj1C>szwfO`8cc=TGG^n!`qHyIGLyOb_=5%e6(t3P@C z9zv=e*?X01R9c8eDq=+yzb_0xVo0b|InO+z$=O6Qj7KR}ViC#u-p~H8-5Q)^v))DU zMNz9^5TSjQF4!i|pQqW?rImj)p&M9Yk{j#ZfC&nwo*-@oLGNkRw|(RDqcv-VCf63x z?0le&$gFRkSw4{@$BHazoDRWPe&-9qwxM~3e2R{Rtu~6NYXzxl|18zpI;XN=O4WmE zC)1DR6IySmHp&+Ul^+rI^M-kOhzD~MG7$@bVAf$s0dj6+;$vs2C@r$(?2V29nGsF3 z2xf6ytF0Tc*T5f$vIk81y;1;7I#m{*fbEO9k^x%sM>}UwPH?JBr@U-R8 z18m%~jAT@iIGH$_)Nn72Jr^HV!vye&*=&hSNUh65dk++~1DdSHHoVssz(Lyydh22A z=lP%Wecq&=ay@Ay9Dec~>h1qUYDETm166=}S`_Tx_+R-YTwkyq>$T2ixAF`b2Y8C7 z6=qJMSf}BTiabsQX=ElN&EeB_Uz+)R$!_(toCOHL@8}!sSK8Ge+8K=n#9~ph_?k9y zW=Zr$1ie zI6O(vs&n`YdlBBBv2e^e&W9awZ13$r6(gKp=Q*6VL<$f>Pb+8uPMhaTF|1d7dTm?0 zKiUY3_l~Ti0G9*meZ@d!EeH4)V(H4|uGFnsFBv+e?0z=kF6O--N}pin`aM!uLda zb7J#lTq`xe&mdV{D2@99&ZA#MF|@fSLKiLizBVz|&Kr(y{@eM`sI9_`JtvKj?`A z+9&QZl=(T+!dbx`B!@1E;k>ozb5&v@#&4=W0HuIYtm#O%zcdZ9PiCm8p9<9H?H9ov zR^F<~!e`y9R8hr|Z&5PzZ4F>)w%lZU*sht7@--BL6T46Ciu9ZOOne>TEC>M-*H-cV zs*eF*31xVdVOb6hHiUA}>J|T)xZ=H5ao)UBA44ORbWJy@!iQ39;N*S8&VO?DN+~Ax zCeIs}HEFLpB-b(lfCgFi(3!$%w{SL3Qk1_w0y0DEqlyV%UcbYRs`VuuA@PYXBRz|Kh!gbj5_IwC*ImadUIDdOsAsI_jJd$^2|&Si4D;zi>z^!L-GW5~k=b__*_PJUkp`SSJ`2axs#&kRssdtQ(dI;q{>z4P7YO7+7u*Z! z8`yO8ZJ_t^l4!J19!moX;CBA&L* zpEZ7sVyl7C(@$$lgTrKx!e2AzXvpKntQK37LOwJ~nRmTb^cFE5>jpVfooDbIy#q)6 z>~z89qw%lF(Wu9~^BY6#rySDn3=Q4?MgMz%^*+lgXfNU|@eVYMT_*uaXeOyJM|9XW>~U z49Z+Vai6rWzFQ=>rwPm#e~XNkzyb1r-EM#Jr~Ctf_^u~U~Fe^>n-dq4Srb$UoI}n%2i`I zIA8fXX1~qhUq>&PCg0?pG5P%qRWQinVkt3%GWcB~5t8B6+^SEWG-ZP`ge_cHq|ow9 z7J_GX&Og7g{kLmUhEYL!`Jf56?Z@JrZ~1+$wS|n~9B9dCnVGM?Dzw_W!T-p>yW@i< zv_-rNcSON6(gzJD{xuWn-PIagTB&1B=oUKr5Jav~VVE-*3d~bAxkqwh!BPOUEFcU1 zJ&83MYm-H1t?i#|&!E4Uxp)T>UqsO$=V2GG5|BK+5SFvod%Uro38f$znV_PEH6fLC zMqbsIoeK=S;Zi6n>5om0c#IQDv9wulWV#JnrCl{Hzf1&Yg>6hv?aGm2RQ$f93E$h& z#Z})J@L^kM&w@|h*%>NZYH}x^rBV0m!%A8P1IC2*U$Yjedpx4|zevVqvS@PIgs0H@ z#9)NUMNVmNS#wI0KVpiIWSyXp*w+o}phwJjyEhCfW=CMN4a8RUyU8kfCy?=Ej=m}# zy>G%Os}@O$YobdQS8w9pom%Q3jRhJkyF(zSzC-> zYmHZpJGb+MwrTmi+T(0`6l{(4X&1Z|C2Th2nTcYL3%vg2mhd*aV_Pr7ASY1zG5+8b zT}DyT-JTZ;#~m-+;J8HL2`BKkX9UcM>Yps?Vwy7lC1~IK@T<7HtT?6@Kce?td_=RD z<+Ha`=f7R|cjNeaZ~u0Wzg6x@dzP4wH%&r9LQ4f}!TBceBMjZl4ILW7PYqukv^~1M z3b@;Ea9+aqTPD{pO#J4|@Ar zyeENc;P7b$`@yP`i|^5eFgt6xkBR`9EBDLUOsTu>kbGFmaHN?cG?;@{+lrvCTiouU z3_NE-?BJrpxJfzN=%rcGmchUqMxaO95W1(k9apfI@dfpU*@Jes%1dj6TF2`xa`Y41 zfbCCbQZL#ai{W=&>(oKz;c+TwB;mb!2jGy8LtW~V8Nvw-l$=e3z&ObJ<Ma73#&ZWB2pV8+^AeG}N021a=9;lMp&zc;{Ft(soIn7f(IT~=@Tf#cJ!Bqbr6jLz zXWuk_W+2YU#yg0Dl#pzps^8KUtSa6l6wwJg>OL~+H!P`QCejn7Tl21 zaIr#00MmUbkabv%vcY(zzo>_}=YymAV>sZ(HgfEOBJ7hQ?Bg@{zYB_t^I_e9dki z_h5mb>Qn`ad$9e_QXTwn2&2@J-*c9Cz|8OUv0SltHlsm@;x!Md+SXo67PS6PLjk(X zkeNkUM^_T*H*Gxw1FM%+lR2C3GYoAHPP#}|pl0>E+)n9BH5ReYGe>fxY!qyj7G05l z6bk}GlG|!gvlxBQ29T=XD*4Xlz#qbV3jtbn4T13!kC^RnW7^s``3) z%ARx)vIk7e%w7mE6z?XBh*|ZZsr9Pq{+KH*D?7AlJ+o=P*>%{s*vPhoL;d~@4xW`e zo$^;z7^)PF<&3?5yQfuB%&SHg8nRR)=rRp+AKhVM!W8J~c5dd@ELbHKKoe4AU5BO3 zHP!u-Znt2HWSI(bXWnG&7Z^oIui6E2jlu8qV5Bd^_;h~=H2Cb}6QQMZWB1O+)}j8~ z&WIaaQ>6jpZmkBKYs;Q=LIDv|q zMng<9%Q@+<1Xp`?0;H%zb0+saMGZuK{OnKM8WW5XN*Wemn>EmV3b4m?da}{KX1Z|o z$t$H(zf464Ew+?(8E(1OJo3lP2~?ZqkJ^&_j~Wq53NGu4N>j3UhRD0?E|+FcFEm&@ z5IsN`pP0*lgL`?6{J%XLf7+hz;g=XJ9#do_!)#(A@AHS-)VDGZF~&b%+`d>yAY z!e~U>{^?Kwq?FGB!cQUa#V3&J>mqbGrqbof>}S&He@8iu(w zlTAEy*ir^c2m}Y3duhSI^x>PA={A85tgg2c!gC8lW<*tn@S2JZH}VsxN5{Tb3ycZ# z)F_XI!BRABf5lad{e66MCZw*Ov^*r9QJA;2J4$DgWy(ZJVvZ`9PI`-&lJQ_UiGT24 zg_C1-Y`3SeNYC^IKPBO>v0xOsHoB#qYx27brH%8e3bSaWx7Xl2OGQ}y0C?zdEJ?Ro zgo>%U&TG4tDpB_RJ5c3npWXRduNodq=J=-Co;Z>5z(?<86?+%W9HKHMDWG zfc9nm&Q>+qgyfQQOf_G1vN%yLDXBSyGfWH6Fsd;a8j^+Xur=vzuS0+LE4CCAs4V|@ z8it7f_{hyQ_>~8`U-!b`P(MY(nQFzDJ#=5+Z+GXkVSdkNrN%C&){vsSoAjV($Y8wj zo4Eh_bG*HhgHsnJq2B@JyW1Pdo*fIAXkkX?rEFA6J)e~?2fm9t4cUL`8(L190q0dAzVZ2c4z<*a$eY3`iEgI~Lyn75kP?44?u!C>Gk_m-+!w0cS(E&y3Ii zJoVhE?5PKJl%}Sp*gVn?j-(4&B+5STOt!gR=DK}Ob9)e0=X<+Cb0>7+dn*zk3UsW1 z?hVbf5=d{pyVrzwx@4M~HSvrg0d7}UC zicNdTv#MRau=>i%m+bv!_V)H;8yoBEQ&pB^8!x3o)3q;9>4Ob(ffFJd(*t{w?BK>h1U`L)^AI*8QHSm<%E8+<%=^t z)i4vG5%!gS1r0pN1DPct@~_i}vew6a{SuPu?+IcV|06@WI@fX|zujgI&-8%Q6}*@{Dt3f8x9%*u7&XY z&M{D8emm&2iC;nl50>sO%-}G@Q|K{{?>_zG^P_11Lm*pa^NEFLpKDtu(95$$Ru(J@ zw%(a8IC~Ng8=H%JI0xe0eSJ#CR_{6M=~35_0=SoJ8Je{>sp!Z#s}vQHQ}#KV{{s%2*g zgSuL8gYT+CbKDKR*X?qW*KK>i1(Rt8erK_iV<-ca(xzVg-Hi|RB32RU1)ec<3W>bD zt=rk4@$V4>4K=iv=9So(&Rq+h%3;lMNyhsvagD3LpCETvJ@7)RsupCqdY13U2r9`b zYQpn%PH$59W{t|fLXX{TuT1oo{rLkQqx~BA;ZXK>5@bM3C}q9n9k;Pi)hM#jL7eBG z!(E&HdCU;>kAwf2t?|v<=56jguWVzV<&OsX!?;AxYhFurkfOljP~(>O#r%U>FOnZ! zcd;E`--w?xWeRmm(iZ5_RK&5E5odioEP-D=fIGuFO}PH?a}NoN8R0plM@-vuDCC~s z`R%cD{nHW_fle@9pGXG#Ad@fP)S}UeK@95GTg=AmZ;dk;!)s-q0BPZMme_1#h(mOT zFUFAH8kb;;YQXtv|Mm6V@f^e{4Amdew6{{xVwDEJTYh%?m09)dhU%_;rN`^=2s7Yh z&dhlC&KXX2x9mery*a&zLOvT{u!wk=B^vzN++ky5Eylp72xcV+2hrtzCei|)jWw0K z>mj2F8_T&J*eb`}4n~^(KtOG5or$;5P;b|*dD7RfYZngUr#k01Tv;o3p37^{{ic9} zbD;SpJwJp8q-8SI>!J8>JBWAALZV$vi`((8_r3vu->g8uFMDEOAn6$QZtsypdwe|n z{2%KJVM~2vlDDW?8OhPz?WB1{vDDn|Nrq3Er&y=$FQ4UFnAE>By~9oqy-6 z1~Ig%@{I{ppd;}8U5)s64q!h#|78mH3DN4{aEru~!FNZsogQ{Tnn-g&fk!Aqz~y`D za((PDHU8)1no$bVG5^E98U%iBOk)Q6@VjH)iUa+Cg#ht8fX4k((wRKp>0N`)cu>(S z-CY~gEG^-QOUSL1_7Z(U@PPj9riSLSi@6$!QqVl0;j$5zOJQF7)o&3f!WM}ZpS-it>#7F<#v5FI@|EbV2)ag)Qd$#`QcVp+$*ZC>AIDZZptszRLl<$k9_)Q%&&#w-_Oa*V(k?1!Vsm_W>@=Yp{~X#}oWhpNB>@ zdTZdQUuO1SX0B}s-SF~Um`q)PtbDrZ8JpN8Ro$UlKhL7$tf=*VoCXwB9K8blwGnY4 z3L>OTRjoCI649N%cR5;-6R=_v~!ke}kQ|K(Y z<+VTaYbAw2M_>q5UzKu;Vc4g-Il(vdpCPjG=YTC|s|BSoZ$;+bWB?kg2ez|JTAyR1lVAPO1w;)aDugkm!Yy3urwe76xlicd z3u+r1yF|sZ&8plu?m#t+KD4jk^7;PIpp}?XvffL`3b)SJ>JyjKCq0!l)ev($;wp|B zGp*;~EdhI3yZR;!#DM z{y2NIc=Nvm$J5^Gef3wD44^7ij@pzTs}eKmJrWq;3*m-gGbll20K?El0eZG@L#H!a zdnIZXM;r2lk}E%Fz;m+FS1i!z`Byeh=q= z=uOP_KH$iy;BUHc^M>E}G#KD`e$43ts)G$Z(0r%X2+*TtBNytP4k?)r0|(%R=)Q0} zb9Uz1biWOtM4HWy+n|_V;dMpdXi$ZOj4YZnHZG>o6>=Tf!D22Ub@nA}mRUJ7LMyh~JeDQ5|_R3#fr+#$jm6{Ij)l|FkY=1fO zsZI?2#-@C=@I3)R)yBQ&jsx$H6rk z5rNazcOldiu2Ay=iV9R7-dO7S)+ec30;3KwXhJ;N-{U=g2uNN3u3=QKo5X(BCrtTl z)*Ii9yO}g4Wp|J^>hS+W12sjfqKR`T)k{N0X&dKRIY!YQ*3f%y#-QRe=l@Tj5)O`s zG}C{&BjyTi&h%|=rPYo?3O{PhBcTJI+Vh?jvLRg=?>P?Wq%32sZFpV2JPZaViGqtC zdSRD0-Xb}vPY8n!gBIKsfXF~+dvR)b@^7qglXs5=ce4NkZ0@1`1kTzCAxmRpOtaHI ze)2!}U-@6F*Mq=?q;sDxnNA3YS#BOJ0)MqXUT9jV~zNojAdx z&V#(Kfz)MUd;(|jL^AV2kAhVbImeD$g}O?qP-;eMZKujLUdItW8}XE%iP3hv!P!Q0 z(!E||6!+A9K2;UL0iXE~+e1w&I+J+9I{^Xs=ohC($ZiOuM&?Goq1tZ>Hp3WH{9<#a z&khR7TJG4+aVw!wY|Ptob2Tq3d0a=pC~EqeTSNmmhtl z+9E;xdpGM@+jTRRWEbW7KXVbs8UG_7UR30LgBeKpg8vnQ8nxfPYRa0IR)P4G+vP?B zVMI~MSoW0lhllyraS2WteD~Tq_(%YfGaHAn?S+i>@wmEqplC|rZfIXVCIokIiV$T0 zc2x#e_O`aZgc;8j#KW!}vJp&C)VthvAzHRE!VFeKV?c?m@;K~}Qh|A<^y&Op)C0TT zbX;7A%l80Cqx90bLw*I8l?+3_<|Dz|Zn%l5Y2bg9pu2lA=ucwb`X41ItE!?nF8x7U z4P_YU>%#;nxA>o(9rlinj#t+Q9llFg#`lOf!pi@?Ka<@qpXkCN?(2)* zx64=FkFC)ECr4-z#Z=N5v{Ow~`G55YGa4sx4Au!!bME88;o4+G-MyqyC%S=v^D$L! zxq2gC&M7_p`T1@kM?FIPRFH~nxz%@95e`38c^v9_)Nm^zPgDB<8dBTc@m>d*w`y}K zcq~Qc>-11U(k9AM_m+YY4?l@&&r1yr1lm1WEm&L%mP+%e9E2{tauDO`D>6zkFJ8z= zba4cFHfF$ACA@)O;s7Jh}&1|?`A5W13eHqaXtjYyg_nf=||)ZzGzy zBI0S|$3}!{%f`QxUqgbHlLxj6qKe@}G8v`t6nw;#7A)D<#Ukcj-Cn&}2zlE(IWza~ zy{aM^N24Cngc~~&RPj`3u$iBv)wHZ{$dUpaA`!}rv^U?z7uVl?%m?GGF1a3JHYXC$1zZty<;7#M~*5+0oiA4C*rs>nUGa$h*1?Y zkQk+D_Pe@6QDc?TO^>%FuuG%eE{`i3@8;O^_Q|&|IhWmGOvtyJ){{|>(gTFF-%}I z$|xpe#?&vA$xtk)2<8}j`KP0y%!f1c|DF~@{Kp5HpnQc@Ke*ko6mLT8(_H+OJO3;9 z`uECd2>$gb*A3x)syVTqU*3jDG#T)gQy0Cv_v4REPcfgB>qr7Fyg%k3t+ztDU4tGt zN5}RqUk{CZkP5qLr)%My36?^moDEgIQ-PY#&Wq=i#eEyUr^@uBrYxHOsEQ~l_GL*O z|NLPvqH@g2;)R=R-_?PhPuzSr@(5r&AR_Z7A%FXJ*;&0-76`!%gwF`vmpd<%|G8g{ zadki1ly>6k-qv|jSE*p;&C;VbxWu-R?8MOv&7qVmAz~!A!|Y~8p&0yWn1FcLBQ3!-BC39%z*i=V#KlQ2JunQjR@&!g z-Rg7I@jd>)-Av6=A2d;$#W`8}^RFuynSiE>oDg^Zlvp79*-il$dqek!8*oZuexY^q zBq$@dyTk*iwMsuW8!^%9F9?cx4&Mle&W5XVF9e@~({+z}j8+Gj+a1AEr z1DYfK4%#si^!WrJk2=bdaS4mVLxY+9T-Mx|w#u>zn;M7@(%>|FJIK!Gop(&gqmyHA zr0QmGPsV0>TxunbZ8ZnEDZ)r$X2X7jh#iImTR2eEkXlon z;T2RmkTL5@eh=Af{2W={@kx?c>BwGBFS+V;(9F4Zj%Rv9??WSzrVJD@B%@e^&N4s7v#;@iDkSf@pX-BLvDPdow(Ybbp z4q#@hNWM+Ssd)c2mgPsC6!_U7+(VG_RbaDjee-BOLFW&9%?~40K#_2G-s0m8695l2 zO~OZh?0?@4%YWSnmANxNK)YKi#=2fKcdx)InF-%KakAc$#+Z=pT(honX#4&-ip@%= zEy=oR-;ru$0%yZ+o#F=XMOagEF~`7j!F#h%y_3Pi!0z=n67GC2`B((GgmkI9Q3+v^ zEi3Ni8ZZ{(K{tf5eeIJixhh7m&47*T(U{aL|Ll925_ZMw8?#p?n$d!e3DSZDd0Ih) zgc2g;5^k{3nEo1b3{@_^@@WY&Mnrq4ImVf`GbJVKuTkCkvz<;tN5|^61x4>{VSTQp zq$-ZHcYO1!d~VP3WWv_Gm9|ejM~KiL}5gokt336om^MA=4fBNCYT^qIX~x3OP-6ZQn7g_ zR#c+jYuCagdXA|8Yp;HmT2gC;Mo?~UiXl--EJ2p=04(RpTj}BuFM;!ghT-8H`xw^` zBeQ5;CkmAK-N&^Xe`$0{8l9Ly@&rtW zg?@`rx@=l)pm{b|Fi_$)8fT8*`Zjf`9tAxZ6y+brI{N|&fL zPSE$$jP20b_wh}nwk#TE<_yq8<-dCaec{`*!FS+>M{Pb`c?fn5gGmk&X$$~W(6tNA zn9^KLnih#-OP4Fmn$rAG^X#m<@^wJ5qUfA30&GFbYSrqhVb7H=KsLo>hT{jZXoED5 z_@Ohv$VZ@tcM|Hhy~QJo#rf2hf)6*YrJUlBb`S@6oK&TXR_MkMwFVw;#^S9%8SgGH z-rZiNpE-T1Zeu&<$Fwg`H&IcD4=Ipsi|8f9+kG3QtO)I>?0p_S{>;yOq=Ex&Eu*6{ zVwpcG9{hK^G6Grq2}ADb8Gru2w$4&BVGI;G`^`2P_tTJ6$%v#ePMUc%1Oq)5_(AzI zAVVoKM#jlmQ@tlRhL(0r6fBQJtP>bv31T_3)&i+gSQXgi-KJ_)+U5Nj2jHSsDnSkP zbIW#ergv(u=eHR#mGU2tKl`aqyU}+_Py!@wCR0>kAvDdaxM4QaM< z`BeIOOQ2kV4lKb?rI57;mwxVcL#l-!Xc-}30@+**Q0jUW$+cXcw>Vd;62BB%mbgQo(E>H8J7bo42Y>gj zVOfdWN#rx0`Gzmus+yFa`7Ye;J3fVOV`!;t`~-*QyB*?{feLp@LbY(x_OP8N%x6{aOl`D%0FGg$S2J zI3m=Q3STbR*2LH;`EOQAUH4@-cYaAC13%2S>Isw2=yll9+*D z3_(p%=M|0EFGQP~2YE+O;gw7w+okv3QyF+}@ift*8;1j(LY1>l~e^KQmhUuv+*pz{JLfGjY`pyUeixs zqc5GF`#v~Tw0yrcF-6@|$TN_?4Wtm_kceE8&Z*?p^AB;6`_2vTAB|QP1jc*TPW_r> zV^3}D=KsT&y{Sh^FB8^vSra@S2e|b2l+>_U4@(gx-t12~^$v~s@9;g~uHHA8d*ezU!>uipyt!UI#v;vHb9+(F8BXkugnvqj6(K_T^?DDMY^G^GGC)2Cou~fw zO!}3_#~3gzh&@MRi@tUO8rOfz)S+f_RnRgPJ+c$3Jm%HIAc>^o7{y&>&^ zi1ty&E?Q{h2fvc;g5^!H?n} zfDG!jfx`Rp)DRPRV%iCDFfeKg*U5Uy?PFgqrmeq6@34z1OAW78mshHw^8RftyTXfb?kO-jdFzGlN?;Xee?O$H=20tI~(69pc_U_Lb zdfBMG5+0Eb;D5js*n3zM=Dcc{Zh?Pzo%Dj&W|zaK?OuFxp0(n81m<0Gg!eX);wj_V zS>?_M#Vk#E26{7F6g)dgdn>4FPS%GQQ0jA~ml6Bc7ndvbvUX81U{_kW<&1Xk=?rc* z0CPeQ`0|#jWo*+MxuQE72b$*7y z>2dK{&j#dsR{)FQ&jh1reXZ>pm#ZJng$lagb<0}5o%W|qh^#9QH)=^P+;k&nmAWFBCNP~2@lt>Fm zhXT^g(5cehNOwsL-6bv3-3$#w4BZ0n#^-m=TJKrs{2>l3*AkfT-uvG7eO;gH^2Jl} zVBn*hCw!?3MVg`s#7=7|6T@W;ZV5A-iOj)h0Z*dQknOkc$+wVs0U(m8b)Mej$ls{0 zO6TJm3WB4u^iNiwfDf7lX8oE^?q$Pur=9#vP+eWs%2evHlIoKaixOLv3^#}3UzQ~U zI@R)n)x7*_OD6_~b8k<_JxbJF=21Y<_Q1^;Udzp`P+lK+I_5cRc0MQ5O?w>0uvit{ z{4xxBw|aH6AlKO98;Hu0QM>bcuo>_~e9hi*2G4TG=3`yRUY51~x% z!1P$Ey2h<}=(_gHcK^eM*87JMB!rUIZ5DJaB*$mnu2(M2XEkUzS8@NV=6&_Th{e8}!0{e`X%J0u ziwMO7EeJ!O>$7gp@t6x)ydha8;lBWAMW3gcykS*)?iLFyiC{NcgP+hT)?_%S`+u2#x>=M759xD5T7Evk880lTxzRqW{OM-7 zmt8iDnsfWl)+CBKK{xe_G4;%MkfbxZ%ii}r0&jq5pE2xfLwADYTkU@vaq4?WiW;s>h1_D0Ty1`qdQ)Tm z%K4)SI)#gD6DWu|4rsX<}F3;UjyPqHBIIsuKn-S#^A@ z;70YBEpT;hg49xfnznw#DnbQ*mjV5g!P!yu!P=OKA`sgi>SrU}es71fv+C8G%9_zN zgruc$NDo2?nQ|7~h@ba!lci9h>TJOkO*Pe*oq4yZ;GxY2KW?TQ!m@i_a4XqNeVX7a~}atF@t1q@Q96Y_0 zMOS5vw6^HEGio$9=DTNo0-@Qn@AJll3fW8YpLUdpSHfb{P-K(r0LIe2usFBXy-;qX zx_o`3&02lG!jhieDS102EzIay4sP8e%Q?i}<7_$_<3+xzRRT!n*P6eHuKoDzI>CZcQhIR}J(L{?z-@ zNtfm3EXk-PVY#XUJX49?a@iu4_R(n?Es!hASDI0c$*Z5t59cwGu{1>cziZO79cv1L z9#%Zy9E~j#H4)(EPkcXDPQ(HaD;RLVASHY{cs3#8@Hs&xgsa5D#39SqC!0@!CCAlV z9o6?^fdnSKuQ8Iphh zaIW=cg8cLEB>x6ao3iyE>(6#}QLx)RShpR??Jex?nrBstP*42no_*@innRM_4};(_ zc8YO`ex(p0$iN2--r%CMOAe;Y_+?L&B43ZR9l96PpaEYDz1#Zv_t0J=;Zq_6oa{;1>G>ZgWZ90cliZ@z76 zya#dNSvcK-5WBd$lX0ZmUgt$abOkh?(4aXz@-2r%-F-*Uf$bnpqB1V*x1@X0%ZESk ziegg(_<@}6mD0YLKw%%7b?*4JyeWTug**N{fzGY@d)2P{_*3~S=Pn60d1laq27ddN zjxCa*auAIMhB}rog+EVRj=EfLYkSbo-0R&spUHg`G=F}REI`vBT`r31-~ZuN$DY5* zw?SO}Qf(|}%hx^XL+309yxdXQP&iO;GM8}vJhPK3tPumR_*k{-5O#Pz;e)J%U>4uF zHDzim6oBW$DY;G>0_u8WT7#@6J%=A$=>WK)KT5H$k&?K--}&Ig!Bu_eA;Z3wM3O7t zzb*K5t3@crR~}&{5Cy;L`badP)@eDlKn+r@c;S4zA&qf82hBmBpYfq_^KF(p?e~v75oO~1) zPE9n}$FxbMU(Ah0%jAlV{O$;7#39Dz^+r`jeEYU8Id6M`1*K3uBMzSDfARu5&)*}s zW^s&mELCru!<(;pIxD3zamv(%esdH%vMDS+TW1l`uwpUqHo32INSblitnLwDG?4IW zY~6D}D99!X@|4k;zK$FD9V&19642@a7Rb&yP`Iujge3DAE*HNvzQbhGv2`8$Mv+!u zC)SKpx}zJygCNgZo6|-eaY!0N{#j2~_fx={BarS=dx%zBG}J`9`5JV!=#%`XeGY|S z$3mgu;YZ~Wo-e+dqH>I8@9 zmHl0KLQ?WR`m}QMPMa}!B|@OW&ur?5Dt|5R8n6j1K6FnP>G^rt*09A6T`c?Ifh>y( z8UlwwuYn6z#M2AZA)o;SrA{ClEcfQEz1{qP-h+)Y8KYrngfSGQQ?$lI>J4}a?kU>V zj~-Esri4*Xir{KSzjJULHtm^evi9HIW;TOXHZ+8OH?i}`%E%pXXgD3pQ<$|C$eO{K z7~7j7NiA=UrX8{T{Kw&waIG9iU>WpKuR@}s=jNz>UEbaB{quGF9nwPGqPU{-?t5pt zLCr!3c+y%gXU06%R7wv@(*=8_gilfLzmRND7#4sxXLqXK)ty&Br(kOpw69TDLlqpO zr}D7|V?gWSIQmGmSjPKQ_A5W+tfI%$Dx;8sX_cej0&dr)|Fa(OL+M9_63`Q^tAB1r zR?fcAH1p?;|K8Z1-jM% z3pPCmQN&p1WlhN^rFk{_6J5qJUnFpRcj@z#lC|Q@zBb5S7g~TD4}BWxOBeReolK6M zj98T58ffxk!fg=mV_yJ#O;b3`%fa_BOOFC%g>gcE%n5SpW!!~RQIEmXJaqv)-i9~- z6vl4&Uw?kr;5q#hzMl44>U!(8b&$T>;hMiGs9|dbE(Oq8>UHw%i%^)Q4g{?+fM2u%{wth9dqu zd4@rV);q5>mzAL8!|WHO4|jB-b0UNgC_t3DBUx)=4?9!Y2=jJ&y7$dyO)4vmbOuppv-Nak2payj8Ri1YXgivAp2a81Kr^XlA*TQZ zcglZ*=AX)HH`QDD-F!Dc@(-U?rh0Y9`@5|mne8} z#O80Nok}DZVB}kYST_Au7J3`W|4idGsZpe-#_JowU&=yzX@ZS9`3svLa`3uSbfGH4 zB&FF!eY_3%5(upcZuKbmQ%?mjgu`*`_&e#yV%9*~%n8dF8wo+-SO9m3l$;=lYz~{o znZ6^=ww>6}4A3A~btIIgX)lME#Jg zSruZD20S&}5`dZ6{PQ`|5CZSJU|H?=EgUD5hZwsh4~9cek8}oji3$$K!Et&k7k@f$ z$DV2k-%}s~d}-TqCTYwriE^29hn(vMI<+VIp$ikDZX2v>CkcfvzIF}PgHXqWQYS#h z_!;~IAsQwdyo_&X!0n@N^0b%M*d6}U`fv^?-j24Gl@^`8#PX1n7@O18Iu0=bUMi?8 zo5h94I{41eFJG*akjS2(wjD$L7V?Y6Xs((J$1t(V!C#0mT{fT2tCi}AIbZz{X zuEXM2Mtq7U_JOQPJj!ZvHH+T#W|CGs@-+vHN}BiHC!$8BHFPmK6n{w5<58Ou2=hob#;NwBr%&dnp!^Rh4h! zM*@LkY@VpI3(PbWzpx)kXm$RetGp$&Cc&v)n0XQX<)woI>{a%!ijLs&tiD~X0MN0? z#?hDVm6$P6oO#^o|1?N&Uy!Yh+;f%P5lKHf(se{YS=oW9Wxeyswf}L7Rsp3SXzffZ zm$CU#eSHNcULhj}FERXkHx32nuxNf--<54#JdxLZhfSYWUp%Fm1b6u1acl}^aT=Ce z)ISJ_Nl}xs@4j2>AGq*2zLR+%Rc5yLkxncQ%Cu@!It4_Yet7M4ZH}YHr4sZTg-r1; zNkOaA=Hiu_Nx%Q{U=Pq83HgLp_M$WX6GNnT8}LnmW*T6;)sm=vkynzAMjQ)jJN1a> z$}5Ql>Zy#kjkM=Yn*-MhIAIrq-26^@Xi+gx+4`3I|=QN9XlDcPTLz@R|l^!XBFk@}h`*uwvrxT}k; z8_HHg;~Hs;y)}_k`-!c!XQ&?L;gMzP`65Ss7j;*ss(*4=&1~SKQXQ4imIwZ+-hu?b84?7`{6uknD{~B_N>Mr*xsds2#A{Cpg zjCnp1;T21Ml}T>k<&~!Bv4R778R=_?#{Cu|kv|77Bk}6)3ytp?Dxie8IP4B0!?d&G70|C!Ubt^A_8?SkGnKwo7MW_%Lls9fLP82UUpsG zN{&`C30z&#{DnJ-@~tGa$~IftVbh%wp+rQNX0w<-fr$mUE5v|=dWSn5sYtRa8ky6S z$AH1~sH(%-E+7^q5uXpBU1I4xdPaqp0061I)5@9Khbr-@Q6$=R_r+o6WAUF5W6T%` z(^;&C0tO_)Nby>4j+?HHQ<2P4*bYg|iH(>LONh%=T+If)*n z@2O+NHzwNfE(~;nGA2<%MrZT7nOLNf^Y7$wv$|xS%!`6QA zEdqI-xO)Q74mCg6ME=bWjxIcDMlRht{w)~pmoMx!qPQd}kR+$JbwwbJCCF?_Id1Yw z#D+xy7#|Z#oJ{@MsHGkhRki!NH%EAD z`$M9Wx^s~JYtWE9{Ps>IEQZU>JQA)q>EP_@3T?A20W9<>lI6m$3bCx(7Lbg_+P+RP z8A0t8jcDLwe*H|k!U%N$)M)>E68jo-JpOgS0C5}2-ei7%UjUHrqaa|QGWj}Vo=n-& zSg&8Q)6m40p0F+o+CVcrDfyG(ZktooFdDUBNC?_XQQx;84&GQkOGUHe&T*9j+qYZ?dgc)5CF|RHDDk5;dO zXbf>u!LiNVUhBfyaZfnus`uZByS9IZ-g(H-;Ra7@;@t)L-D(&(JeXha*jMK)1#NC# zgv31efcL-lwzL06o0i@YZJ_eQBAQOv+dS%3uwBmEKUJ@ouiY@aJZ{GgY(7qXSj>Zs zGv_KV5DdLBUx4Htb6L%L%Ci6DGZYw0WK#n(ys&Y(ZKH-n)#kw#V2T9SF1ja5Sv5}% zP#e+-NVcq%gP}l$k`=LcBJ+(BJU*eRY+HsvY)(rYBR6N~_+#dkB?(ge|IeMBr}UY4 zwMWELKOD4A*K=nWKDCzpNpC6h{Cfc=1U}iWh;(KS%`+l;7rA&(vIMBDE$2{QC0Dcr z#h0XC*sqz?dMD*2ube4H%k{I|t<)=j55(EOA}ACsa9Sb7;V15OXrK>UNV$rX?x!S3 zM_!5w8KT5#?gW`Kn~U^9n+tMN!wyvD4zI(*ckr@}8f4n^o3;!br(!j%ZpZFnC_oC&&%tilw?NPMah;4^HH1wlO4~!XKlnHxPhPN+;1$zV{aZ+F;(}`G_H2_ zcNba1$#QE743Ci0P+$RzOk&UUOPHDwzCadreUjQXIgIfyx|)t<4|h=Eq3~e zb#H#JCe?+AP=3`CSoy+p3-CDx)o~3EPRIRc7hCy?Np*i%S!s+p2%!;SmlBSu57pEjRI#O_uom;Zwl^gE zh$70j2}(D*O%h+sAkToA>^qhZm zvAv4~^2M1s&I{`RCR`gn&Ma_qV`OTcpOaxUR?1hwa%(Uf2qFS?98E});Z$RTAx>_~ zU{yHv{qHk)Lv!I>JC%MW{xFJxj+F9=rH<4niUEFO41(Q0yvso7a|zzPJ|Gse^I0m0 zwZO9|iR^NFJ6Qg7kwb5v@FP9awbapkbAJDAR1>{F2cgrFKgo*MhKZN|y>Rf}O58W4 zGqrx*vVZL|)wtNz+1VNPm$1V+Pd$xk^3Dqn_+Y^b!fs*WV~wT_#5Tx1$bB^HQnU7x zLsn>K#3|u~^fZ>vG~iifk$lNqzeBcU^GXzu90B%S;icO-tMRZnfG3wV(z)QvmfT98 zi}9%NDvfF@(#W6>yrPkIYH^CD;%r353}bC~9<|dJjkQE=$$gI@E7+5Tg^t+z;&Nkf zzka61jPhh_^u6tB{@}3mW7%w(f+!5YWUC=|O1)s)$rBJ(%GsLH=I7r@Etry@+LCxr zaY!1XkxN++Cxa1|i>o2_S$c#qLvz@{Si8V^)SRE`sVqOPZox%#wZdJ_$1X*Tm>eY2 zwXz%}_DM)^V_ewFh}OSIUdz2OV?pzS9@tI#Mf2T}KK||_aefIRj3^T=NV5!KXFOu7Cf`#4#~PfQXr#rHYUH z!>F%ydfKtSYtVmZMSI}?91))`pl$^*tCq*?qC;v)WsZGbeJY+Q@l)RY&mPKZ&L&DG z9~PGE3%xROvq=CA|F?WJzP@woEq}`}U_1)7uGlq))AljvZxBm(es5=01L!3%o+~Dx z$5@}&6Nh(;2=!#mqMALy0_LI%6#|!y6$UV#T2Dz!)&ahn{w`JF+i@f>guwm`wt6B~ zk-vpLxVS7|{XPl;*87wc#ndX0c)%E#sA*xt@F2L6Z5br`d{u0%8V633VZkl!h|r^- z1RJ(*qQZx8;T$=n-M-~3Bb3>@#0v5+&eT!0T4A>`53lQ%VpvXi99-uP?H=HBJ|Dq< zi3J#Xv&QGUTfYK_c(_Q$(L*naP4O!t*2aWDP|X(JX7k=}6mY96&OL3|wBhU7Zk)o@ zU1&k`b5$AsNVy&A{t^vA(+qS-^iZ<9NrS$qm|T&FLx@e#M;Pz7OWG z7ufdTf%C=*Cx~;mvryv~g>ANwdZ2dubi4j(qtd{aBGl2#Y*^~umhufOXo2g%+SEDr)9JJN+h)skMv7&CaN# z3za!hP{p=k=870YAIm8tvJOQ=w}@PK>Mn5o7$Z3>);n zn2V2gKZ|z()L*yRYK1_i&-sQF+BqO=3W;g&cKIZ+vNmg~ps6-m93o?;=xqD3G;)8* z^cx-2!c2An^3#MF9>(Aa`13d7u4~*~X2emCfX?wUi~#yEC{C=xbF7rg>aXjvOx$^k zesqM#71bW=LnLCA)3OK>t{ z+p*2Wb1~sU@3CJaO*lzZliCk`TyIDk8zB4$n4oszc@N0{E+M;a3cz}uz0aL-B$J&L z?rvJ|oEHznoezFfM$8YRy>ucc#yM90BOhN0J_KF9pw7Ud(b2Sm*yREqA^wjB{Jg!Q zLJ0+yt(ll~y#h9^VcAimhWC{rOv>NG^JGQy#z;3l`wQQv-DSdI3Gj_VH*|5x1iE7S zr;$H=eKo@^EOcal!6r0;yy^g5JFUJ}0 zzmOb-;ZH_m?S2zYo%ny?E&k;BOpDHZTyxr|g4uhd03rGzQ%{d8Fqy1K9Oe%Vod!E1 z2azKaooby}f$eX2fV~$=sl&a(ABgKZwT*}MT)vi$f~tpBMr$Fk2iXISlMFY~CsiQ8#!z|uqkRwx9HvYLjv$p%pA*mc&Y=z(Lp^TzQHzRmc z!bQ<1xjG8d5I;HGF3a)z181vwOWra#aTsGCk5%p5|H?-I*_syrHtcy3+n!aA%U#`WCyJH=db-8-2aOX zpfIi1&Ue=Pkh|?qH;lJepYC=%w#3O-Fm9JHtWTr}orrvBHZUUae)HjjCJErm)=-0& zPR>s|cD0_v%6aEgJ6fiP8QC>09RhKh14Q$7ILgZcpw?sOO@HpKHWu{_ytV0rBPo=t z8e;BpYX5_Hq79bDmINr*_R&{*BjE<^yz<*^ZqW$fPMcQ#a7JoL?{ZcF4ju0MTMmm4 zO`-!~&Tp&X3pU7SaO!7|Z{Um+CnKgMqJT!dG_Y>=nWmNGbbQ8AUipSOBY+uj<6-TS zPwX_zizLa0?4_jE$^kx>-R^F{=Ip{?=k1qH=5d!~Bl5w0 zN{kS^2P};UeePSy`F|n3%%A>7SIGIQ@?2gmnIi0!F~H%NX9nR~^7CG9U*Z++l?kA8 zS)gjPD(2#X`n)vllfIWc%TPRgGRZCENQ;B%YJy^nen9MhWZ4dL$_Ag6Dnamtm=+8R|?XJUJLRua+%FE@2KOks0} zbB4^nX8RzDniIFmukqURVB6A6-m|97)@0bmw|}DHI`6c>2$9STv6e1X$s1;xtZSMy zXqi;Nc!IUVSO$F6hQCD|)-dwp|F+AgN^%W&L*dA+Qr$ILvY480=ICc)0lv~b%II%CKfi6vJ zr(wqu>gt1ha9#qk4lw%=+SWw9tdsbK0Ft6@D^l_Gn|F`IbviK02 z3|K*O{{`D=Tj{TE2lOQOrfj^UI?HN*039Hbr#btNj_l}X!%KvAwlGsbp zPB5MW%<>82-(NJXgNi1B4nAehVwxv=2d&{>qpkTxH1fnq{7n^>3wXbKyn+YTb)nQm zjIQ931ai?S(l$3R)@#rIl(@LUd^7!Sh``L|*t3P{QUK;eGF45;;;xk~ z)zgS%gh5U+`Nv1t!#3fa3X3AIuFNr}%$Sq3w5c=pim)zAkaCp(eBT?k$PQ%!DRtqv zuc%Pt@FyIJu|2izVT&gzV0R6=yJ_6tjA-TS*i>LrwvdYTNOmS6UKJoqSXn9?l3hrT zsqe38PXOBgc8%O@Wl1e(Tm9S#NFov;iyI(SI}w8Rtd6$9b3n8yVSPwJ*MPq&S$f`> zfCY{q#Iir?iWk7$B?ORrCGa%E<^P>WU|tXFSZsE`oZl4gNnSk3Q{N#&YYY{|Ip&z) z29sMMy!2}0X=2z??@1ev(%FB`I#5C!FSVhjU(DvVoF9T$kfG{ogyx@d(YNMTmD1QG z4$5w<(}(#$2V5eNls(J7prN;aVD~27N5aO$)|6MiDOIxo43Q5>zr7Or9Ts!)3N$Cb z-I;SN^^1|xKe^8s6ayK9Me@i@&ri|gaRoi~yQttVXskJ!wqGc()v$TJslz{2ki(>{ zQ{&gOZEOz*hZ9(vyv-j>ptIeTOo(*o0l?+CBey4V{Br4~4#c)(bTs<&E+5}>2J-Y? z_l85G6_lZn@ZpFAc==^dzfuK#V7L($bt7EW!dJob9z(GpWiEC6ZRVwz2iUV9_9N)$ zcN4b!%*R{v-#a!gR}P8_Ip&4yw)XOMUWpA!Hxej46AIw5t^I*QHNW;WtT{0`6i=oKUA zyCw=BPp6-4vXJUUjd)R1A2ertV9FKRayE^3egh`|NkI5}cxX#L+HogCAvF5uEW5?<@SsiKxR6OpRBo_3fnjs>DU=nyCk6YT99?C~ zjI}x5c;H1a-wTwW2SZTbn+|w`@cZK*%cmjtlOlltDkab7KmNyi!O0zgJ<*3XtNdY* zk7TDISWnaHTqmVe5*G}?pdw#kP7blxd5rhs>{oJbQ)eW-&F+j%d#3zH9Q(5xo~SEt zq-|t+zRc{b(?k7me!X>yr!>h~=0o*+1 z7;RSRyVWyGiolOR5o;+62K{9}pRqe$GagK4X9Jufu$O=XuDga>zfPE%vX2^LUHQjM zR(dzCeo78=rK__F^ChtMkfhTcw#(tc6q3sy$8j5Ol1d9G-;eP#Z;~O&rB09rAej}m zE_j7l>y7!_M*jC$)86886~lG(#+x)*i-&1Q-?}L> z^Ih=`?+2+-#!7GV8p~#fM?Yy;eK;be5+Fa3`BgFIX!ny0lmD%XtiXk56;!%{WG;x)-N>^JLW*U=wd7jv*&=*x*-3{T* z+3(T&U?#Tkolvy5(o{-%$Wwv-X1l@|Q^jTn&Y|1oT(7+6y`+4oyTR#D8_crb_=7Q* z?M%ne()>|>eD?(aW7?dS5LvS$VLU>^iTaLw8V)ijYffL%^Og;N5>d7_MFK;gL@1HO zPeu}Rm39rsJ6h?{tXX4Bka>_K8fqbpjW>q6iiU27A5LxN=om>eBXXPj9BAS2rs88g zkbAIw%d;lYT|w9E4i1cZG5bx(^nOnIWy^!@0EvNogFZ02E}r2;IFygsoUnEu0mG}E zOXN!zhkyE<;sYvw)ayWTkOOf9q``oq6f2&MWGRd35TX!`_@+}q@yG5>Tjt24AziJB ztJFf>soZQsq_q0+JJ#JTjc+E*+k8#jTp_0ST_ma6D!ms4NOjII%uj+-t*;P^p5mOd z<&(lCBMan4*CQ;cy03$=)wJ|&4BFS%@tw{EUu&ns?k0grRRD-pvnTanESky(-8bTY zOQbMPCJ#kP2hmCu{}q%(KzDX}Hor#)e9PhC1g?Ku27t*tlf-6LM2=PlCHsDMpFqW{ z%&uf#ZWR)M{(?g&wj(NQpM&Y!_+{v+(gFw?4;wRLhE{D!JWFGm5lQKAEMCOTP$OKO z#m1wi>b>Gnk4$5ePHdQ{ZU}P)!x4X`u5iRBh@?T`Zx1c#>ky$J?nWjXUh_ww#L9JM7Ot&qV{H0%q$GEsK(cUnnk# zC8JPdQO#?Bv=q5G6Q8chGfD%?Gk5+&=k2EV?dIE;7ohO`v7a1FczF_2@)^hkno$;NjuOQ_o_Sh9+KobQTjKB~)WRs6klW^!$>fO+ z44~tSCr?r5*>zDnPccEb2H?L5XhZXkgM&7)^Hl7pK2YAA+XJj_u0 zp+$R^NgcDTt_T1dnqt#9BAwKNpKC6_@`<`X+V7D1xXWBI+l5oZP1Ouc_!TR6Mj=#^ z7?Yf+QQW+jFivctV zEQ&Y>U$lQ^<47{yj0C*~absGu|FwLu@AilR`$`-f zDsd^|0CHV9p0O(cT#(y)QW3yUu;d2X^0 zX?^F@-Br;cmzoRI0a-P%OAU9{eQO95vv5W*tBB z7&v17G$Izq+)X_z$6OCnZ;{w5h?%x7(YOBf_$9{# zbMgf$3pO#Gjmz5r@OwQ)zOvz_*ETC77Q)M)MuUnGhL33uIka@DD||1)^0Cmu56&A1 zYS5GMcq(05IgmLj33DiUseBJN;p$DIx*}!xk{W&wzDet4qEu02;&e+5_vx;Rk&Iw0 z0+E|9=w^2|AR3Rvo^V)L(KJ4blNlVbCo5PZc_|tjt{-Q{VyG1wqo)&z--Dzyx<@$9 z64>b6&>6R$6tCvA?^K2oQd&)8ZjSyn4<2IDU0O$`8Ws*4wukTm0M-S*ZiuJ5@ z{tf17m_0kpHSmULJz=F_iEqJpvZtJ6K${4)`i4?lx`ekh3l}acgv%tu-vvYCy>hl* zbLoPc^Sw}VY-D#H(ODLzIa~83UOb2BhdQJPouvbZ}A-7&izbtGh;cl|d95bCv$15)8tFs~qM z{$Iu`rusic0|rT=z9!m&Wj2+X{n2@evUx?-r}+;^$rwMJk-XgFu3@s1Op>+BeLw-a zb-fT?!AYwMVwSVP_+TiN8oWLV)9f}2j|L@bd(q>wFEFFrSHHX8ES|YRro*=EU=o|6jbZD=;NksWWVPK`nJMeM@qE?TVMhQ4vGw~x1uUCB6KshIio@?*<*LqKlIzV5_$SoSXEbOMGQ=V-KOx0dBH6#&W z=frX{y7QohhhOSwz->K?ybFluMLqVf@aIJ33him}=qkDGV2o6b*g zwS|P9`+=(KsGPr1o2A%EwPi(D`cd!Zhc<9bx9X58ETG>m zAz7-dx|^tkH9X}~4DTlG{4wbLl_lLh3FA%kuk{~av5!j3rSV#nZZTlnn(fG84s?fPDf32*UFzfe~+mS}Wi4C#|Urttw3707f z>bcWWBdFoKFZ-x*1727!ULPtoOrY7I$qk-uL>mROcr+5aTRwY{Jm^d9w z9lPRrU4=caInuwae{{(h!n<@-6qnSxn``nmM^9$8BCIoh3~hA-aEm*!ZfOrY;^boq zX6GV*BlhcvzT`-Bm;k{q0mbmg0v7#={(WI3uWVkc3Jm0Mpq>BX+F(UKidLdoOGp{8 z<)AU)AVhdN?W>9*x|`;xch%hE_>I}p^4=DP&Iuu*yb4uOj(gsvqm4*>baG(nb6D6B zwkO=eR8Wr|Ib6W&kR3{=DmPBD(Gz?VW0ziNg5f3HQ-P_Rfh%Fw(x(Ek3J<-Wu32Nb zoz@gSFHJWo!Fh#+64hf&XS|K)h3GIrepEK&ul_~{-Ft9|TQFSlqw7j1FHg;nw`H64 zrLkhKTvj@t^w1tzG;3c7t2oc>c3GYqTGI1z=yt>lw4X1u_W2}XM1UttXV1QPTBc#| zC+*s*3e4S2X6M`jB=(?%>h^nfr)ud?OLv!g-LUVy+E|k?V*Q@CENc$!iW?AaJqzpe z*qZNO63u7qZ)};^^y|VGO^G&M?@r4|$sp^dXL(ceRJtp{_#sOKvAq9=yBmuutTKqR z%c;Q*?5c~#AC)X}erALycX3Q{n*{_AJebw*2QOV=iDoU=v-mRfI*HE@WY|a|=cGgC zsh1i{tqyzA`3D6Q<;rG4G-lAx_%SZfS5*V@6%=-NjM-8F?qE6Wv$Hk7h+gLQ>`9g{ z`J!og9q9}EG3!`NDtgsg`z1RDXqP=BVI5sqyNo~vF%3$bP2QK?P(p}=a6<+GjSrS# zcHPy6^Oer9yL&f9G^L zD+qR{Q>_col2OWrpMlet(F=uDo$*~;pBr>DqMPJd)J~LGgSX_( z6t}y_&I*70=T?ZgZpA$6#aWjl)avX=Y!C`RNMk}?sV^YZuDWhvCJl*T-!6fbM_&`GQA@a~X7H>mq(PEL2J9`x&XnKj+8}QjpptpGMSEYJ z5?ECsHWp!;S(I+9e93@xGM^sn9w%yf*uFxO+#EoTJklI-wgJTqs08Rlr>Bl^4`NPg*rWb-BwxY zD16*D<{k=REjEk%ocU5bp=8^!rg!+!~}bD~@uDKic&6 z0zB&Zh#BN?E+(W9{_8=Dl4gq(CEtDUkll8ptRN^6Yb)D{MaepP`|PR^EU{gcbj1lB z<`PHOjcuBJAtA14*3yX(SJ!&+Xk#CA*J=y>VcWsm4_Lz!4m}SKxE8*Ge7>$O{Ipf>&jYE&n!*ONHgcmUb`3rJ{O^@%3en@=Jb9%gR%C-#oGmMN zkF#*0B&6mkspoF78VSLEiQGQ}m!eOzLhJSqYj>li>cg#}wk;ORP-`f9V23JQ!(s47 zAvXT_Z3^9$oy&YT=7L40cIw#4^fLp#g)ArYQO#0!}6LPM{tYvARR#CrXSR&F}5 zahwNn%zwTa2Nx5YxUdpQ%AtOMJkef0Adnxxn%&Q2XMSnitc{tgIl?4FGV}-1NH-$r z6g_f4s-U1+UpBftF=1`@X@;n1zL+;9tr#8Q-a}j1wBL{W$;&J8RH1H2mqF#=B#|EM zc-8zVHdC5o;7KDRm};;*H^_U5pfHS}WQICoiIsuh{!sf9**Oa0=0NL&&(gi~8h(`W z5hZ$pE*LCwQ>GW_sjTme7zlj7tRbE~^2Oy84Dd5J8PVc-EmJ8fOlf_k9R+(l)qo{a znOGF6ZEnVIQR6RQjvih@1ndR~D@)l8?sq<9AlQ%B&$xZ0!nN|m?NOn~pFiEGZtFTzg z+BPLT8V|$P(LVYXkXKhVX;g&s;31CckD!L3c89P%FG0+s2^~;&aCH}8Fo@#;q=OZs9b z@HrO`+k_}Qwx3%Flq8l2E%H75`ezhpp2X>?|{4yF&; z6cn~nuX}?SVop(6J*pJQkf&<6ddjWO`S>&qSKZt%T;(RK!p-jAgK<{JP6Y2#!p3x> zq5O~By|;`tq3$lwa0}U$k0S?GSrTZ7UMQ0(GH5lqxbANIyXD0FwEllSjX0COj@M|A03X9YX4JZfnCIzU5zETOC=QAIE z9t9I&qE9GZr|c$6Dq$<$Z;N-;=_;SzU8h89hEo*q$9nFktHp0RY)rO4&Shetvl#tnmiUE;db z(!FAp?U=&38NbkhX$JECG8=4txt@QBr6w@u#V45@-#0!~eIR8Q0&(pAE6DO*MN%1M znhF`V8vSwIPDU}DJ5VJ_(LGM7IPj^4 zS4aG_Cy@M)^ab_!&2*G9>~AOtOQ)Ym`x{D!b9;i*qs3}j0DoUIA!jb)D?Yi4X_8h~ zE)LBTJ8sOnIQI%zL)Bn88@VqbZwaY|n{Uv{uB9g|t$5IM7~UX2=*h1N2~v^FW6z1? zjR!@cN&{oStplx4oa7WAFR;-fWX<=U4(EMLy0^ z3{Xee>q&jNi6gXXVn5W`8heTqt99Z-o|-G4I;G(BNRhR%HBi@a-Zx=tt8w)U8 z?j&VZ@634$pVUZ~OtV`T74c;27ZD$~1awy!IIe=eZ?n82WT-W?kCXZ#5m9Ddh&0hT zG$tk`xdbPdXeTvL4Rh?-v3$#^0^*6S6LhdqLBZa$Xoy^IAqR)1uBPko5cT<(YIuaY ztyPFZ!a;xBK%0>3xO?6GF&?aBuR@QM?%@&Mo7Bh1ND8LH(MDB13F>P6a+5m3htu;` z&+Imnga>3=X0UP#3Ay6$NOS8OjmK&e8M(^_2giT%pQR~{e^2#`dQb=*m`UVkP_cBP zT%qcSe>4>JktAsIy(N8MOz42M@2DdMv#AUEK+>YW7SRtg<^}e(G_1z~O5J=(MPduQ zJ`Xci;LV>I($?lJb-`LEF5L?H(8G9HH>y8^|Dro7Ev1-!SB*-N4EgJ$o@hBWA@FX8 zhh39cU4hpm7T#EAyOut!SLKku*NSATyOybjtEz*8lb0|NzM)Sy)AiqE_Yngy9~Ys) zByi53@e1i0Hmy`lgedU@_5UgF0cFD2SaqBGMYmeSeoIX+WJ{>Zs6`maJpa0HL7&L`+SRw3H7fbM(H^YW=m1~z%w9;-h) zijaLsn}0-7j6O3WTMw`e4^z>LR6A&2kT>3O1s*1GL;(o@w{2Ak=>tIulr_p?R}Lc7HTqJ zNHLLRwmQ+6ML&}#99;)HYNdSo3zQYyKJ1Hdz<2o0Oa0h5Nf={bHIOcpQ6BL76(90Qbw@HEDMQFN|XUQu=+5==M( zwPbH0>(_&6;Wt)oB20QsTSqH5T)3PK*^c})VpVBfr$SyP(*p=9Y@)2izl7-}WerCn z?GU_`?7dTrL&|ig#zMx!!PHbVoJmdBC$rlniKA7n?LfRC>#3m-JRNY+Q8OQn904nx zeQpGy^5dL{CT+Lx`hpptr;aK|#$uGka<@8k-0(}ExP=2gbJRbZoH;PsrA{#MYg>glJY}fS!`_@$gQ>< zOjl=;DY!mMU-RZtp2A>J4*C>Q))S&1h3+DQnIF=SUrWLOCrPvU?HmXd7?|i3$6DT)R28fKm3u3X9%t9?cBB|R_i+ItC5xv4u&)drfj=BmS>WX0)&1J^=XNd% zi9UTV&(sE!euNBocF1sPN% zr7xPej%-H0F!Q~{6PokrOw-b0a25su(DIy2Lr9_vw(bT^$|B9Zi0B%ApRp=amw%yt zzT;7o$B8S*FN%7qqnZ_DVB#>!Y$M49Pn_PHSK#JfM9fw5SK&Uti1^GTqrUygP(uFPa-&BafcaBZqtAbiOIa#BG9hfp-=^s)Qykfg(< z@OP&ExU;{%GnS!D}_$e)xw*FG30cDPrmr)6pncEyxqOj zBeP_Anlm_U4M6O{HWj5Ite=@A5DsxwW^P7WJ^T}JH2us(@<6L3W2wVeNI^5SpmwEQ z!c9&MEgEaF=BsJm02S$?*#^u1Me~jrixpqb+dErMZ(!M?q5zPWS)Dxk46C-av^a1N zjftgJ)?(C>$i-434y~3Ei>4(>E_j_EqC`Xg)|S3ag4eJaQ^E1bWXAe%a&;W%qI^CQ z&5~z9P_IWwOio>(!t~rPQ(iPs0(^F(RO)7dfaIg3)jG>T2a&Wxl)$|~jr6hm(IGd8 z&xg6|3FmlIY6=GjS_X^9c4KQ>-~xb8DXpOd)Y9h7c>IGO^VE7-Ye#KWqkL{wDJ7m# zt#U!K<%9g{on*9p z74Efc8k21x5Wx_HYEMvc45<45aW|y~@68ZF2j#|$*%i*qwpylAd#ftZ`Kkgg9KBQ$ zYB5B3Y@r28_qU{fphN`HSii~qx@Xtcys&R`lXjl@t&{?JeN2jtCcTs@H+%K*t-EC9 z2vSAvZ)bAx!WSv*5fniqVdG9eZ7zj-s1Y`3;+$5< zKGfM;n}}eng0B5d&c3+HjO%h1%ibIB6CuEil1Oo|Rev{{Q_+=0uN{w^+S{~}wmi4v zJS<2~Cxa`&K4POr;?%#Xc3@&^EM|@K(!s7R46)D?_qIZg{oSIY-NME`e?;XYNlcMs z#92H~w-XR!Vrz-bcIbSxr+1Dm7VG{54#0pa@0^ip=$X|n*>9EeNOMIb(K?EeTms@+ z+1@BCV`nBU`*%(468Cbyn^>PP8VIx@E;eYipQ!`hI$B4s{vR6APg zaK<>HHUn?H8pa5*ySVd+HEgPxUah!%-}1mdx2>YIlas;5O5Np#TAJE$TRi-AZ-PY; zwkMJ4tOV{)`z;;F02Wr7M{1^CswbSCo7y{`Mq}K;ph@`;<8wMqiVwgh&WqP|ZPHc% zUsU|do-7&k6vDNrDgA!PLk=z5BB5%(&mD zs9s76I>pC~UW;Z#@aUN;z1Yt7erll;>8kJP9{J53tqbj)oJ-2k+sJ#~VJ$0WyakPi z`2WD(#t~iuij-A$LTwIpql;#|9lw+?*YZ@~yp%tY^KRSAHZI&csM^9|%#Qa<;o4ym z8vQF05zK1$yIL$-QYOdI^Z0lBp=m!?d%FXSmkhH><;RPA;~@Q-u3c@bC3kYpk&OiL#t3aLXUwzY;|=LMkSaS z-J9tUZSlOR4T?G^#sP5WL!C&KU#K;^Q!yO=bDv;#6cGbBtMn^*(BJSs@AKy!&7 zq+5aaFL(mDazfYcBcVOHot`;wMky?$heQ|{V)C>+yRaTxVhDL;t}7x_kqAMWqKLSe z$fX){cxy8<=Gj-X&t-C@4|G;ATlFiW)HS6qK6om;u5Cthq6-}T;9P7DsnHzOQNs>) znq1z{(PpeRvMFBPyVZ0_kugni(4nRS8p3>WhW+XCr}ulv$=K_qYy^ogT|k5b9OB!0 zVG!8LBV zXkpSkZ*I|1HO8;aa*@^9>>Sf>b{mFKy8Ns3=W2f))j$Mowp>=kJjBS|mMfo{BT$4i zqnwK;L&O%%NV1RWEK>Meu11hb-U!hs-}LTF3%_h9Uv<{iSeik=0dRw`_&sOC>viL8 zU!t-l-ZB0Z0QuY|62A));&}e*W>w_`ToPcU(s|y$x1|Nl4?v+^X~i*s8eV2Is8Mgj zxO51vobIZoC{WN^+^JfConKu+`W)szzeFuQ9P>yiNR|{_(EJjw0F<4j>)$t>ZP(AT zW$r_Z$Y}M-*_4Mpjj2%8%@wM%>z|Xfa7qsk zU@J!%`tPJqH>9@%vdK}}X6H|lg;hEaf3O15B+fI0or(II4+V3XFORORsicBquq4;A z?fRmF6fV_9+4|vYP`ak$&S!ejQRMh3w~7CVNvV#G8gkjR)G5x&0~k&@*nEf($f;Qj z0RX+I=(0P`NZsv7?HkA^xGFqP5#nJwVFrlk(QkUeh$e<-1wLs?+XyN)NQd!R2L~*P9z2GCjh5B!9l{|I!Xlr-4JDzKL??}fZ z#C>)7xOrS0Yfo!&%myN_`I?!# zPIm=js~@6W)z``|2Y|I8dv05Y5~ z7F#RCSA%GC!ssKvGIOIw{%LoO{ou-ot6sv?%rmd|J?m0#z8>rvXN)8zWzw>>mZmX$ zTGv$Sywks}os6B3tMVbWaPH7~Qf-SI*7L1P<+uMhDpkHYILipZ2-Z3V?QNeg_O)i3 zs(B+GR!=TC>?x%g7OpL;RibBcU+Taauk?HjdfSdG*Jh+9`SZ5-1e`ag+qDTgt?CCO zdGubMhy*PDDL)(2T7reVV6Y|E9_ znuS%(1P(AD1`ZdPrzY!Vv7{-ej~sSRXC?G&t)N5F(7(wcBLKNt0)uzEO za(jB7RbyOHMobQ9onu}mG~CX#6j&%ByQU4BGOXr1BYjPvbCa~vacxxT0BmCkD4a34 z@h8u$jpm$m%Pc$_Nfqr&yimE>x`AiyHEz!9xA_0g=`Nc3qZu$)=;RTGvt$0yDR{*fuKGH_&t~+h>uH zkS{(&W%QGHydJrdExZP$1xG(#qbTL(N-q13+EtHCPj%fcWGc zw)I9Gr^DLv^tHdeABEj{kag@3qJcYGMPHt1G8OuNLCYXTj+|n!}2? z&@J#rRfu{5xZyalkkW7!+DyU+34pP|O~hzUvftIsiix4tWpJ}Mb30o~C>M`Rbr|cp zl2*#8j98+f*l!4ZY@Y?@6K?~_EPdgR(?12b2<&4I3m>Ml*VWcxI!5QqNR=}y!&l=t z*e7RLt*HBtC=-tDQ9xLIyra$AbUk+Ay=PXtEwFfy7Df4LzQAPWCpcY05U1N+TvaZP zqo{}D_3d>h{)-Lk6xbp2E% z3j%t#O+5STV1M0*Q3|Rc#jVnhS*Xqg;&E9zbNB7!A0@mcu#+BHB;YYV_v_=tm8AN1 zba&eYHtU{UaWqr!Z@K7u-Z(n$J|v3U-_{864JP}9;uC;tL8Wix%#|S;nu9pf;aN&( zt8M?Ci9XLrT3(h2+@5_5NsiP^BR%J4RWxZN#Z6)FGBt->B$CqnSetGt=W620`Iex< z>;88MpG1(O+qvvlfF}$N?Y`KOl+>6k#awxwQAqcLldok9$R(ONfOsU@naZfbhpaXd(jfcC%(Y#<97C7!G;r2ARN5vutZRPisP zB9m1=`z!zc{rb~mTE)%+{R(Vb{mMQ%x?S&>xe_3o(9u~f+z+vR`FG$vML<%w^CTLq zncDd*rIOYLwR-!#=1X=0phR52{oi&yJI#4lRIcX9eXE^%oCFEN7>Pvioei6WEsQQa zr=kEjo$W}=dep9eOJtS|+j;Nd6A2tn@suciFigE()$ZBcFW1dllqY7V&;B5lSwl7Y-;cArCn^S zM8x_m9CeR^PWhl)JTeZ;5>NS;Dwq6~L~+U3q`tz>JX8BIB&imraxbngl>15^-1s&1WgzdGDa93-Ua5ps5h>sIj#4)KAEA!ai z8oHp8l|E?oaQ;g4TZ77(SDKx|m?S#{f4RPw5=J+AC7Bu92X`{~cj91S%WvxE5V<+_s^%k2pVMID z5`i(^fG7eZGC&Q{pY|OyMpTr^zkw(%42%7Yyi~2|O^C5?{Py)!K zwDLrp_YOLIWL^IboPuPBfSszA?r41jsfp$3NrZNHxbo@QYIh+=IK6WR;_|CZEQLKb zmR$98(JRoNm_A7%0=aBT`!CLYJ-FPMU3+vfUZ%TtZR1yN>+}V3eGB3SC ziPQpNA;$9D9^Qg)rnrKdTx^hQTgeU$SI(tTF?eE%{VCFieP zr~@d|Cnwm7>A!`)VTw16j0|CINY2)*Wz#}?s9y(vGDfmGs?vGp?H%o$T9s6w4eBhe z`K}xPtiy?q<%)j?8%rzWlyg^Op>sJ!df)BK1O&n&=KW0F%ON< zm6A1&@9sqw@AJvZA6sgcX2ns3GIz;w!m{7q`mdZQY1275Yqi=EZsp_0Qy`%Ff;?)* zOB9yX`fE6ol;Ud*IbAX;i(R1o+h^$%8=nyqIC%J++{0K$tN9o0&l_FNE%w*AK!)QA z0>t?Lj~0BXH$@OZX@HiVwl-}sYk6vLmDC>XQ_#>4IM^4EN0YTDXC0s{G*vmJd>;$x zE$^}riZ1Yuxn%BhP2PXWL$GWPQ}cv@**h zMOhN4Gkq30U3czYc+?YM1lxSqO4zk}EEDk!pjD8AV4{m0P(UlZ(ngM*qdC7!>2hkO zZmVKQ=W0>4bf(HMTfN(Dy;yJrGtZS^M#a&Mf3>ytfgCbGYBo19Sh&4o4r;|@JfYO3 z8u`MTNW-DJf=UlUJylM(rnwXOeEb|!h-fFT=rd;GdE zqAO{WXHZK61i(|L7I`(uNeBzJC`RX#k);%yc%$M0lmLXs$j#x+ELIWh^OO2<$o_%j zh|h))kNrPYEz1E@A3Rpd+oZqEw2TY3UxhN5r4IRH3c~xr?---4q3|E{ite{@>{)Cb zRpjFFp~3cah>}ZFHA#y_Sb> z2xAu|usKp!iJQNo&biyPj&D>(v-K;ksl#3i8fj(gvyL9rH@H|(#ZL!_X6r|4r3&z< zJPwF7;O9|klVN`jsh-o;t6Zxhd8OJQJ>g#C^I==vQY5bhVrov(gEi((IMcz&Z{gVj zW7ZsE#17A$gZ zjQX_r;|PYNpABwvwhn2oBKT$Cyu1piC8=R>+25quz2IFHC?l(Bj2Zkzuh>*KwPreM zlDAhm9Xh=Sol>wfZU|tYU}C67xUS9q0pGdmtl-%|*#>_B4UZC;GwctrFGW!NbmI_8 zU0V**N2Ea?<42yw0EVOrX6^M6jf85M4@?r9(CHr=3NqxoqBQb2wq_;$09gpH?uiBh zx=!w3o~{Ggxg1kmCq(c?#t#6JlseKzA-nYm09Sga_hKT98e z^$1X}vBq`rIZLy~Y!5|m8TZein;|I=+1Hm_#*sGKGatYXpiRH}#3_u+*2gU_5Q8Ci zh*cG|ma)_T5$OBZ9OChsj~83&2C88s!Y^xF-vjCX%l~6YVfTm#y9BHj2pHTWJ)9u{ z^ZTq{N(hfi{e!({=Sl$i+=xT@0_q4x8jH1a%^rI^`^$|19q96K#1#&|k~4Ek&UJmh zP7mwJS-_|aD{^%`sxG7|;2s+J+B9(zX8np_Dn9-1?;7&--A5g|YA!^--Zf7u)Ac2q z*J;3>Du&;DZX7{HXfw-HX7K-E#FMW?!l`Tz25A^wUQ;%USJTD{YeW}lcBnGNtD~ZoQGsqQl_d8BU0z7MqjZxNdD}Z_wBZ?R9g0y*_7|b{U*jJqv?h zK8pTGWZ)b_9ul%vRTnnOcJWD!>%F$Y@ytQrNN~HO8P?kx@X4Ort{lAh!Gii`EOi2- z8^6?e)CJ#J%0A~oGC6V9E|KV^ z>1gu)7cks^X0c`Oa>}sLHvWlf3IpZ9Q<=`LYDUp+cOP=2CI#y9zA;6)xlo3hYX~HA zT-7XBy)W^>=cjJ%j}Y?h*$VvW%?)3pyl^y)mgKU8P~IEG%PCQsM{mVgfz*OmK1fY5aOy;!H-u zJJMM}(abe(aG|!hZM>pCN`~TfaH^5^s+MK~@ADh`#vP}OW0>9em#>O=AP|r`8n%Ztn>B`pUh_-vO1#Wp6o3ebSYhJ9Pg#nEPsUZOCSa~?{Az&;E}HFxSF>^djLaGO9?OoUJ`J=x{Fp$A@znV>xt-u zg|c)3P^31xE;W3+IUNngk!wV^QU2ZYxco`2@}#)t$@1H@Qu!=3tLJ=dit84*90BRa zA6e^rR#yC=MHU^Rf~lzoV8}teVDIw!u*WAt@eqJ_Mh+}F*t8Z2bnZ6zShWGoiSIeb zI;z}qb<{Ay?S8uINW#q{!z7bb>h|)nQ0z!C&H$yv>n@rWi}%XMfIDZOq?BL*MvoU} zc|Wg#jsgVfai`z^?0Vy2#^9ZvV`pPUvF2_B(C9_$OD6Fm;u_>hdaFgNgK_!VbWx4y zmJaV4mLlGiuBj_Er(GMlM0%|CQHmFuUT{QE1djsQrbmRcp~P*ctC}Q>tA*hsDvM0H z5u-3|Z6c45a6GU@8CKz9=9)9FL93r(DhIMDI{5gJ!Dw+O1CW;^*pAy}^4N%%mAV^o z^DZWGVVM>CjH$cJN;Wa{GS9I!N83bLtvON9CfK!(`+C#PL$2+|pAbubsQ!vLFu}lR zgLdyT?W(iGJ8@Fiz^;YvT)YV}lq!2#7nWjiwGp#?dg!3=#t~Af8KR)uP@J(%UgdRVZG7agV zDr6KYrV*oArerTsqq0CPW84m>pQAmST2_brA132DWRP1~K%LU$ka%-45t0XG;HQWRpt6F$)&=(V%^%p?EzoF?&}N;MLab)(rk zg&Q;{w*pD}fO#C!(L+R7^p_h)uR?xJ4MP(t)~61=r9J{yk%eyO$cp;|F)C8Ln*6D1 z_z}Dj*t?@t-WxXK9`5r)Vs)?A;xgB7z)h@gF)`9#EKF~DdnxIN`5%X_H7tM#3MWs7 zFZb02nxtqPq78D?FKnTO6e4VT>}J)?ARXm2{f}*A{LjQnEnSggXkFYMm51=syc9N^ zCyNJ=n1PIp(sveI#IH5K3wX4qcUTh)iLAC9X9yn9%x~(?E5K)-gI{RtPut<&qusZR z6-}S55Tq(2JNc6fxPz{8Xg`+Q-{_=%aWsgCxK2$kMcJ!JX-?U%z>!hjsfTXyxl}YR`*-DpArkQ9sB!Q5A&~kULc?(j;C`z-w0zRkC zIGuZ>DzWFu&a3;|)(RFT`WP6Rmn%qBJ@> z-~T2ib@cjvt%WY~<8OxNHIm@9&@7fAN&x4hv$aP5`lEGq@O&NXZl->bD=y!?O(gvswqNCe$zh#Z^NTw@7=}JFyhKXB)O=m|L z?9P3X0I=_CB>vU)@G{$QX)3aXq?Bx1alj_%Zub0@OQsf^%lq6&lk?WL8MrN4V9%u! zlE$qWNq)`@jh34f%?wRwa=co0klwKFD7GedIDNF*FU*>T-)Xg__4^&;Fp-OLcZt&p z<>1l!?lUz&;a$XD0w@1TA>uXzVMX2w3(*D+5y%zpv z65Mu9E4arkaN16+faJ|Uv4x|m`?x0dX};|cCiM57{CPAk?yTj>yJ-53_~_nA?yWnO zJ$uK+00B#8l@GO_8)<>Kt1+G&}d#S;ziWi=J+PO7Om!Uj1RE>5~)?XdvDo?_(mV zqVXETmRP*-C;;v4Gi=fChUGI6FEA~waTWdkNrJxZgtt= zR9m~u1GquK?=X3dz#a`?(|-OQ6lUNxLaa+8_SO6wqo%07#=Iltw6|t-#z?es)#&;@ zod@lzEksD|^2F0zqc&@jYj6Se*D@BHL2sJ{ z&&a*XmMX@OUMICz6nm?Y$tWs37fm6_aGibqWqqTTNJDuA2?9efXXjHRV#jI@9NV=$^H~t_H(Th|JC%kk1^J~=oL^|3iHV$3A?z78T z#Mf2V;khMs9Q=@CbQ-#6@f5b-pUHOvt?ZTy$e<6B=HD60{t{cj{${P&-kD-P?&9YV zl+`2=SRRQ#s5q|Dn%>HeZLcA(*8gPSiE~*8wN4ez+rW-clhk~C`__pDRPknXUp%#J zIts&%wVT@`_a$2F#RosvhmA7Oy42)kvl3#xfMBbRNCqVQafE*{xiO;}3Y`p}g;5)* zFu*zzAf?6>6#ziswMQSokO?&^7Msf320ifN*-{eXYd)?e3q+sY;a?$i<*USZ40bj&PAZYClqQGml3O+`i9slLavDHd{WJp70fX}yjf zzVeBYoWCco1eb!(*}yH5>&025-T)y!(EAK>iOcVJMCM7?iVO`;%BB2H@P@S!$+Jy%s>oZ=&U?pndU<^CKOjMn(~Mtrh0|yL-0dEfa|Q%#z&RKjh=hR||C~=jsQ!j;WZ;Pvt8kKy zMf0U{4V@xHs=ynsl#m?Up{zu?;9(aHhhyt#So=PK;)p$q_`}(;tORk*dvLKlu{Ey@ zVR(M{_Sl<N|gn7QpBCx8SSpBRmz*xNaomHsAS{w8nzh}Cb-pJY?$wsK+@ zEpRj#QIe%p>6TVzm~iVrK2%f=-POsX5T^5rNyg+0RwHLqeJ zU2TzUS`*hDlVYMsZ@VfW840R^xTKNc*IJ7snr;l%>yXT~rb%W+P$J3O6EBl{HSgT@ z9nI_76U*T4!|4^ZW;fd2+Zyd{Wh(8VnqX%|(GhBcDq;*(j1|n=eR;H;-*==YiezaP zg#$rmbyVSbtMHOO30l{vO^RFWAdHi@jnGiZ?j8t?pM4T0k#w`v28p6Zbya!f zmZEv$U^No4*5cN2HF8l?!^m41Z0yN)nzJ$v*Y_pNZPnz0mk|cQ>aL}}56~FcENr+Z zV+IE4Y5Ixt)XDDRG;VU#46wUfCWSiK_%j^WnUq?iI%@TQ13!-kdI;Jn}8e#m4&PV;N zH~sYV^nb4fWCd^8TJNu0%T68dZ!+%f{m^g5WN*jPBfZvGGlX7NtPkc3oEGrfuGuhh zMoOApfT>?>?t%7IjvOHnnk3^WeNJpnroR;UzpfDHsWWj`4YW0G{XVVAK;nd_-sb*| z%0|)Bd`JFMD#~#B$HAILB_36x;7&I!Bc}3t{GRC(yfW@EWi1(VrtGwZ9xlr%wF#x+T&$5C7E^b(Rv`k%8?;JX*3}W)I@NgoIR4glAfj)_(LpG_ z8OyD14=kgw@Dh^#5&_N{SI{uC0FQNX&*}sHetP0yQ732%PE9PfGn@k;Fg}*g!#D(v z$?K9W_m?~RGME-wQCUWM)eA@x2We>(Bg1)v#+>>E*xw794(1PtX{{N5X_`N`Jk8=? zjsv`W-qv1=mdYbV$ArLj0#MQe6rM*&690`229mL6v->CWWMj1_##;*?dL|Ju7@QMi zzS|mA9zCDEtgH~^2>qr`i9={cjw{~`J#55wV!C{ff9SoXYUAzpD=^fZN+@sc*~2+ z#R!JuNKGG@Lg#cS@S8Q5kmZuoiC~x@<;0FPH{kGyYIDuRx%+~n2qLl?w| z`<#9>;9Sqc^ho072a*wnBP+eD@|H@%d#9~4fI8dXUyoP1Ia~j<1nX-}&gLw6!E)Rx z>g;V0xNs^*P`NqQKyQ7t(rb_cQ8%ZF2#*0t1YVlG?M-FH>GbyOl)})-zsadr92xgl zMvTQfY({B#MSJ!=P58M-brjN*xhw;tbG3c*PN&px5#nG|;4NV2_Gsp-37eg8__lzm zm{*vtVu?Q)saRMF+I5N@-d)M>9Zf_Yc{#WH71DvzrO1vui}A_KleFbhHr8+|{!3wA z(p0NV-}S9MXUzlWom9%IvID;zwb7lnZ{=*Ne(wT0bibn0Kr007a(aV%3tx8tnUA-R zzZvstyY+7Srk&~LN$U|^Yx}6IAdKmDgz2zX)-yUm$2E9*dRo(Sezia0(!y)E>`?Ts zhm`x^IOA$8|Kes{Q1GI5eUqVPkDLdNE}|D3ekl*lWurr7A2hDU%u*5{5RS$rU1t0E zvQ5oMG%U*I4mq9gefKe^hC@5n=e>|;2WN2U53dGt_omrsQ8jNjKA60io!P9jxsthS zM&s5+WD6CR&7yfE#p18vI@uc5*p#_0;OvskIaZO~nezysFtQ=6x;O|jP&mhJmDHyk zBR%dvf^MUaElzrAPUxct#GWfVSo>b4=8KcsYG%ih_h;BTI_5F7{Blw53W1IE(3 zE$9HmsiwlDX^W2T(xY`*<0Lz_Yxhf}Y3G+Z#ilrLt26R=1q!7(LQOL<@Lz<@(o1S2d#BGWn{yezAkIjf1!-PY%jLWivBAuG+za= z;_f*o_N|=C#wQyCC zYPYu9q-KYf+CIeLkMA}?>$UM+V@BatTEEhGE^huGS*4)S*f=M#c$&`AVd$vigW<;& z((*xT*Y6i{^^fr1_MKl!&Ei+L>s187FF+Dj3i}KN<=T&U1dWVgjrd}ztjyPvS~*+FP|))?hEqw-e3JW&5YU?Op{G2;K50m z2d(c%r^&Rf8NV^U=iqD32NfDXj4R`LpnK{jZpu;y_XQ!F+W}!!5~cJ zh0%b@xz$F8v7Vva!ajB~{CE7{}vL63;V>*hrR3kwU~uyq$AZo3tk^eeHAh>v*w z@|GPm@Fk9aOo$8a$%?7kqN6Re&kDlHleL=EiZQ9c5WNxM5bN;M|=%{)& zrh)fFPo6xlKL3aPVgLqVCz#FB4S@VM$-nHA-2Mn(bao<`+Pu@+|3oh}{#^k~4_U|M zrLSe$$2UlO7!PudwAk9nSf56`*JyUUw3{Pd9kIP>8>+djOGPgx!EqX%y6&1(ZZg>CJ73h9g zum8s(R>6@WJ&|-VK`|l1?xE?t+UeW+j93(|Fc`t9_=;%N^E^)3huWxNuW~rt>=fRn zCbC!oT0oyc`nsz3KA_`L;_tr6TjTx7Oo8q4R2)`iitv886cPmYCsU#Nvmq*8uns7j z5HkEl3hF|O2A*;4lu!?TA+4fv>`?agv@Z3$T_^g`IwH*Mvfe})t=-!&27ZW`4zmA zVI84|gMKyeEqwKa5DsGa(v^Lq@1NSr=X0_Q%a>WnF6g^RP@PFl{fVA${ze~C>|VTi zS^q*dE%8eQ_A9Mv0))EV(`*M&z7G6!>vgk!za`KFlRvLDkAB&4bIYQaO#Uh{b@%k0 z-vav;ER%IIsW=f3EwTSx9#w-nI)nB9SL#fJ}|s*;#Ig8-2~a_@I0 zpLOiHdsSWnZ#<+x;g=7V|Cc{8IsQduSoLp8v5kL)bO&@feWN%o;4mxvUh^BHo{L*L zv@FV}%jtJPLGqgV{^#0m`^2cnE8AJK>@3WDYKct`CXa_g_SAkbLMl8fXy5a^(S65& zl+ayDq8BP~_P*s3X0vd#eHVJa-1^1IDPHh={ceuIz;oT%GjMuZeIP?{aPW3+u%bmk zYsfaAtB1s`Y3pDv{PrPjUev{&)If7rkf)odm&ClSyeaJ0IYie;Rd=umfQ>>)YD>@X(8i2{pvT_``zH)e$wfk!3LB!Rff*n<$^p|`m)bxng)Z3%~ zZsdNw%rnX1tff6Lz;RKJCfMn9au|5oPs$JdcLSN!wI^ulm2+yX#DH;KQ>5ObRHc5I>mAnJYq_J53;s1w{3iLl*=r<;Uha8@VR3xkG0!{Y1@5SNmU@o96CNo4jfYLt9jxoY+Y*^kh<4MQK6I zGU6j)%reJbRP|yez{Cga)^Xt^o>5Oh_b6%4b7xf!&^j9mcTCVrW(2K3wNeo_c|oJv zm@8Qn%?1e&WmVY^s*cAHJDylbfw8xsH0!d`;6PSb%8&yz>1UXybaHxWK2d7YFkMet z8Vp{;_W703T>CGbC@Z~&ko-&gc!Kc;TMsdox(| z>!*Udw@*Wq^U#Im?5%)NFBrNOq}b)kBogE*&wFG6H!nMfc;->t$QA{WBM^0^ZY3XcNYTuOJ z`+{9qO$Q7Sz0*2^td5ZlCcZtQrxgCojJ;U5T+gE#+Xlv(z3ZHs38Uu8`35V)POUpP zH)lSC&7$f97t+QHM4{BmU)Z*e+0YS{59s+P?S4gs{4+v#=_<)?aKHC&nmb(e>=b?EJSt6Z6laaw4NKY{s-r4Ku6#gY$no5o9Chy7)D#xOuggF1v70 zYHRXm#b~`5ilf$4CeUssRgdw$Nmc`c^rE%)PDQeV#_NkecaWG9*ekyiR; zHZ_we7lx!5ebj!rzdU0=f3zQ0gxTp6ALdVmVE^Ql0?n0>SP`zABLgi?AkLsWGOg2H zV`Aad*NFqG>VgnhR701F*M;zn*!;T)14@ssn(ka8`=Jmz8ZW_gBF_Z{Z%&^QEh4DK zB;2WP7Rp!_Ip9ceI%R`pb5>zMz0bS?3@Ii{_a?3F^;LtYBil8zK}-TXz;Qcp1gy<0{7v%g#)t0zaj zeQ^#`qFE+?j5XUFrkYTT5b=pZlmK;Au7*u|sQ5lIY`}i6WMI2l(KyPQfKpC)j3F!+ZMx? zAr!Lsj^StoZonAvjanMNXv)p*h~9VC(`S2%h}0fo(m0#=Z^$bet$;P#f+dT`J zyGF0APOkgC-0{pq*)+WM6x_*Q5zP~On9%no`5q+~Rigrv96UcT=vl7xB)Y0?bI1p< zZkfAl$Y~|(YKHYZvwW2BG2`Z(H4B~<(EIfe;$pH<#-53Q-BU?M`r?LE@N0C}?%eBzgo8Qf zQak-Q*1?94U+Gq?C{5gMn{LI@YGLD`Gd0`>*@v90|A7Tnx5~J*V;JLW*SxTAcZf6uKPfHOo>dr(T@-i!y3uYHp;v@Be6P+vm)A!-6 z=bex^Xyhbn6LjGw)#K)Cc!{;@@$~oC(D!JAD!-OV(@PHiP&7Avcp0~!#vM}H-O)%n z972b0WTQ9M9Chs?yK+i&UB2zWlyN>U;N;@5S9{ztZ!oBov(S+FE*OrN@@i1wm9+#`2Dwdq+{gnC^v-LEpV4t9m&x@=?yUew;7 zEgpg0wGNBx;MU!&`<{Kq?D-*+`x3HJQFrCczk;YEEpu}Fa8uSRd3V<;8Mc<wip#p+)m###LTctb@5`iSHri+tl-1Y&Rn`Vq!b+%vH z&ol1w?`c{OkXxBAoQuYnJA*O7qTLLxlVvF6PeSXBk-*(yB%BK&vh#s$D|0_pmXRGt zb@(P(6$Vn!O@`nJI@;hau~oE@`Ou*@n8g=yi9iBhHV-UoDsKmQ2&~Q$=Vw)fgCP}m z#v(TE8?dIjv1P%#d(Vt;nIMYi@f0-8Oe1WhCOqor7YO%(VD(iL<)Vj`@BNN0U*JQl z3@I5{rd9P9mjvYkio5NAc~N$^0dLwKBiFq+GrHSebO)m44UAN9Fv{4!^=NyMkl_0M zVw38!XLjuZLDw~E(CfH5^Dx8Xo(6}r(fzP%sT4iK)iC+~Otv}n{;$`~i^WC(_s(4~ zs-BU)cGI*jebNf-G+ZHbzwFmtyT3w+X6Buv8G1)bSJZFsbsfWZSKG?gt~%EUJw1b`H=h+yMI5vWRI#1#+y>`I9Ms<5Iv>ck zIwrNAcP*V4wjLH7^V#LJ>0V~E1}cO!?0+{#@)v$np7R5C_Q>O+L{S0dTRscuEbu4VGmjxJ^PW#HJmxum!- zY(r|xMo+;6!kc|YW);Yp11td;VRk+L=w4M+T@x)Y^cXm2`*|H`GF8-#n^e`d(wSv# z**Y|}d))*dr>37=9woH?S-kg_Ocer+F-9X{3YXMx{QvIX2iL~Xba|a@FH-elJ^9|4 zCu!_Ylg{w`{yf7IfmA>c8Y;9)Yx-(y0JKDcztGmi9l~7TNFL3B)Xl=@cDYTSEqS3cz1RpxgvJ)E%JCT z)cS@beDUwyeu?(2z3*|_&Aji4@ZIi35mxx!=z&NJ9l21e?>Sp~=Kl1Ua43Jz35C3$ ziF~b*9G$`w>rQ6Xn?m0!Z_%a2rKa2T@aIBU5anc0cF&CLKQg=>ThY_n!8AP1*$&~2(|_mwI-a_V0e{+#Di$D9x!jz^S`fP4mS=i| z(!&pTVD15xpA4S^Sy5*nS3@t{tebNtCIEUdOChHa;0yH}ef#-9&tQYicNzO>46Zz? z4FfcltqkY}y=D$_v+g*!v|<<0pz?+E{)R~Oq|sE`QNSGE(1>P5&FiqL~QcZF8Yz#288L>J_y^go3;!eI?ai?oBq2U-SXBOFXpEY zKS^Lpi}8u1++E$BibjO1U#i}%RJpllg{#yA=*eckMs;(mY!SOVIcTd~Ls~qWm{SVh z08^LmpFJiZA^2qCK=?|y(=@$D>3A!Lz^=~q?2&+L9h>YjM39vxUqh$CvG zJrZ|*1=lFGaZJ9A^kguvGY5HFJI63+LuirL8qQY!!9wO*ZT_}Q6D1i6UE(uT-j+ey7Q1(Z}~CjqLZ zSGK(}g_Wi?%>SJbD6DN}dsbY@R$Ap!*hH%O^YhbMq~|5MTtu%fNzKhK?3Oabcw1^{ zRzNEZn|EfTi>b&u)4O2%8>4L0Q&K8Ow3b8^h%J{!+%?d~NO#7^ep^Ox}U&_kZ-9J{FMa`i>mG#Y2&Wg+FtvBqyaPj{wv z2q~?{1`ATw;~zneg=QR=^TA1k9$q9vL$??X;HOWu59ZsM5}e#}jr{9TqZuKx%~Pv6 zaP1lqKIB<6PUhxb)3l*y=aOb%uusrcc{-r4bvk+@%=uWHk4ha)-KJVw!Vl-|_Y5@B zE~9!4B+HU{d8ALc7@xb69=`AAX703(;}cmP@g{GKtC_cUZql3dd}$sqnNXE9SxOGw z5ll<1)K0WKo(s1fxU%DLeI>)tai-A@EEN0#^MnFLn5ClgQXCsK^d)!JBJYN*Wgcs% z7e!7ohE00mS3QiMrIL*YP#?X~mCZ!#FCtg9)%}AGo@XyNPNi60l1HpiGB=o)6f+|f z4(d&)Af&pSKS4y#2#h_@$CY27S4Gr3-GR=CuyMpJjfmN)zjj*$DVI z^wFD83Jii-ks5aJNt@Fbg(mi=FOtUlygAcd56=ay4pRAMw3J6}0;U#ZjZ5IK~b+YRHMlyV}`DO7Un%lDv z=}sQP-S=A+taUIp?*^-i0IGmraGh)89ye=FAf#vi#_K!){rY@H^!!qo!e^C!P;dTY z0||$^llyji`zPwJ0q2J>8>#E_!&WsM(}$k}pZojNmYJ1jA=4ue(_8#lNl~Y&Erp#v zpOYx%kdvaqG?{cRR*tM18|NnGgl4fgaXqflzuweWJ^WE&AD0dF@s)?#ulg*!aHomz z9&)Lr7?>r!9w4p5+gj@`q=!2x&Qi_spxkO4)Cm(fRYc4e)bdBP#T7=`J%msdhnAHl zIByWnKZe-^PDQjyi@hA6wXD1wu#|0)7BkIC0MHTMQ_}PF!A+j@lde~n)7Ucs8%IVNSXozj9#V9{V-x@80#b?E0ASuyCI z-q#i~rNc6@>$3Xm`GfU_18=sbQ~4&Ts@b)&jK9nee9s4OwbwT`uIhX*4iML( zkz%)(=|vP26exsV^`l#d_jT<1ST}x|2-4+oO~bXKyR)W&=`!=HRXQj&JBD9Na;}Q#$*}zIj%aV z37DFln3Ed=9)P2U3XuwG9xPA=A7+cmyGESe28@e$n%(uD>ogElW`O~54Xg2aA;VPV2#aYcUHPtK%C)eiiil`1J z;L&>2_5FDGy^oM~?c-lx^GwJtMS$!B9*|xJz}zZm_tWFQh^ghx#CIJPfU*QEz~6Wh z-U;(Ubrs2Z_y*s2Dof0l0js@o^0H1$ko{<+qvl#^^soNOMIiN{Q$Q(k8AP;NL8FRt zEYoL|#=T1Iyh4SEI`dg`a;yu=p^ghFzF$R>jE{QaG+rk&2-6Wvzf2;oCaH$es(ZPB3++32Tn-8`?@(ikg4+M;RN_K%sb)bWBg`Nj04#|c+j?>tfkhWUS-@>FkwtK4zMusd{`QY?K^b@Z zMfPXYSjLCTb9!kcvmB84<+nXHR2uWU9bh5h5;FiGxx=-M1PF_GCSpnJo>V%w?F6j& zpu{#?w$DpQuBI?hnE(t^TQ#P<|57o$Yl05mU)UIEZyoB2>8J_6o_iy?jQI7k_0usks<9Q;*QrnvNHXi6AsLg*QAS?J3q(j$y*zdz`D?&jKP zrgI?mI=Il_v$Z&N`;vj~g0AgTP!kT#Pm4x|RH?4?_(nW27uBO6B)WXwcn8n#BpP7< zzXKUYQHG}u&c&$M-_ZgX?6~T7V$s;rGK4O}D~8SID6}6AM{-!}jf?*JG~VTDHv#ZgoK*k@aIA@f7VmL94>|iA$6A;+EgJ#=13E8YSXKO>E<{*V zxWiNQu>*Tm%j2rnjfgOg}MU9#E794Nw8Dp*|0poDBmMO7iyLr| z8Ry*poKJVjl2L^BPIYKkTdE{IQkTg5kzk$qzar+JNj}&JV!Vb5$xOuYY6#?>m72E< zLXard9xl&U9dWCk(gbd3De&k`%qlNv6*)dj-Pjf0DK(B{RoA9UCkdY%?XQ^ari?IY z6g!6U33va$ot}5-hzCCRX-}`wKlm+Pr7a4aT7#pQughQ)QyiM%pOJ)x?_8cHgjqvS zI=*c==gyJ|y_BumF6Vhuh!F5@MANQq(r3^pV&ja>-K=U6l;nVx zzo=rZ|n#r>$tsxPh?!BOClKiufH7#45;v}udTVVVlb+3^*yg& znc^2aIhFl|tLBY9Sn?hs=Q_&uHn;xEssO&a*r4Hmy8X!Fv6y-?SvWujuox{BVw|^L zI`i~|S`Z@@ySIso4c}C*WC4y2^cRZIX4;NPJ^46DCjav|>rR4ro%(XJsE^wFUs6m9pe6$pM;8S|@;Nfy zldbUHg~D*3M2uAO`vqmYs~&`&7W?dd?nyth-gvAszrb?j?SHC62PC8zub+5fym>v zvDO>N!`zdyPZHH($^~j2k@jToDbqPMb$ffyylsegU8G6Kr_ot){`jRot{KpWIXPDM zDa}E;G5VO2S6wy?{37Z!OvH+13d=$h3ud%{V1Ubj{Niku1n!)ZT!ZoCf9(;`eRuIW zU8H%5#k9HKkNzrS)!8;Lx;TPK<}L8a3W6Fgc@gaFeA+J~%@&lho)~(XhL5|x&cjtl z_i=nqo?dvMjq9_!EMNuu7TH{b>@v7)f<1Vo%f>>}VK5n*68-Qeb+gl1Wsk7tbCl%m z#1VIzai)H=+@~-m1Er%LEmS=(&_z% z^?)(!cTIsSHG+S>%qW8aq)EBKvovwZ9ft${%bxidn5hS^IIgi9$LZ0GhTM0K+huim&K}h^mfIF33=pWYWCE_GB;D%pSXk7~phmnmmVG-MLqe?ei zljYf)RM+vEFS>IhxX!k3NXMPOvaW15roYbL*G)|x6LKXYu*x1cLQ_q)b2Lr0-HH_U zHFdA9BX5=utr^vwAJ;`BKmZifU_vW_leP<6$< znX~JiOn&_X2c@FIPlRLt7Ot6lV!paGOMT<56YD~r8 zU*SrhM{FdRRv7V8_RbHl3++fZFDk)5JNd3HPUqS@+!(ttW3wUhTGk)up*$)=a^EH% z$5X0P= zBc31H3OMK|7g*Kes-2Vwv(G_{e>y;f3fRk2_*Luc^EP~bkZAto2n6b&A|eg7c`_9C z>BH&?V%9GyHf}bS5vdS#^J>~*&q2D7p9n4BYppdOJ!Gy`u3Xt(k;C;jh*f4FRhJuX z19wCz?3$LShAS0k>N(5~IW@!ja4e*bNsa>;!Fhw%0x+wdAl;mYGNlS}`WV`8Cq%FS z$H|z8X9j=vi&rSMtdWfUFI3(iF~`zNe^^|_0!Zf@!AG-y0sFZ}&0q-VB+bT`cNNlt zG{5||>7gS}S-GC9-2D7ZeKLFdZL3ttMEId?Xr!26u&un3;@Ero7>S!oPim|9wG}Ng z+?-d(CD!1GVIh=Q3+v_gQ44f>}d#`}0WsO#8FEzoy6)eyexKAz;ZQT^cg(n25a#d)z1{zaiAL@Ro zCz352Uel-_hU@*?QTa!OVx+frK+_vu3sj0r>+e!b3Pz>zY^-!><^Z>M57$&sVRoxiZoQETq>G4L*73)Et7h=siKPWN z0{BIhe~`TF=N9f{#By0|Epz(uh2>aLY;mAVhKFh3yM@Nl>0=1q;9BkrkCn7u{>foa zp_+(~5Y-~L91>0A6lnP}QqE899OjkQ_x3M9{6${+LQ7xu<@%Lt73Dx_Yq=Eo@BV+v zWeD@9*O>i^|DuV84#~ivcc*HPm$K{}FZ9bkI4q;kYUZ`~0FH|%oXixDtE*?`Gq4xT zcR@;K$L}}hOYH!xiO>NefLS|b0!^X&L;uxsI6lCqEI_>c?*Z-g!-x~ZrvAXVxhzv) zY5|c#pk+S7{W6T}CqGRXR}44Q&}VzKow90>^G$w+gB@(ZW}fDrh4vDTTZS1~<^+f! ztjyb;vis?;4PYwT3wl3GZx;Ra>c_%QGKQU2-%lqqA}VV=-W&s)hV$O*;G+32)OHG^ zSLI_~vD;5Ar_ z8bAa%l-E}5g(S+1P4HkOYZUUY%ZyJ#WHz3x+yKgJI?K^6*+#^3hUSWs_3YeQq3S!3 zJ90aHV7P2eFmZW1&H}Wr;lAhBnp4|vt|v0h%^c}!Wg>Z}|CN7$n3U_Aspfgob692> zbLM!Y_Ri<>KOEZe4KSB-fD~wAAQ7drW-Tgk20AtXw8t_A$KBm$lM%gpyUX_y+F3T( z`wKEawR5E@I}LraF77uAZ&K}d3d6l;J1b8oewn7) z(d1ZOaue>8XA-`?PWCi6)suHhmSuYTH1p%{G1f<|`qmHX99&f8qCdK0QuQ2P+rTTF zf~}8V72U^Bph4{NaJ7&4nzcHXcWwT@Mk@P`5NBp@n(38tsw5f%Q*rRC`-0Gr*qbONr#p)?10JPZ=v?;0#C)v`YFS_{Mjg$r|Y zE9cf&IH(rLf^3HKwI29acm-TkJO=!dr057-fBxkevy32nY{zRA_S1-!m9c>-=E^@n z0{zt*Ql7*Is4+hbVvS{^Bd3(q_HQ)Q;91=%3N{Rzc;o9kDc&sNbD%euZnj((Cd8#a z=~yhlrEV@eD!{@(o}l>d9rMH~v$3N2EI5lxz^$OFY>qWDfaILyI~xK#$NewBF5)$)=@QWF=rD`$|)+x&;n`UwY?T#T;Bc z4wFGY76`VBtI4Rl4WU^l&}4=Yj7}0(bF*#d%+Cq&y7fSet$Nk1CNGf;N?n%$eI&wO zzucGpZVdkIw$!NYVUbbYbLGDqIqB2E+5pPFLg3_llJR%xp`nLelBOn5qWy*%js`KA-CL z;6>NZqoX{`z`=gwC9I3#6MtW6lLXNgpg9Hz^bU@ty-t%=M=auI)2mFRpQNH0I(mBY zETjI_3xh2YIr}{xbw$Z`EL??fZjYQg>zDSlF7E8!D<}ZhdGGAS-DiR0)mI-nTi>3yLJ_zseOsL*z(+8jiHs_G#8Iu9ST%yD6De-;Mo^2qy2Ev zvOWkYB*EN0^XZ}@?R~yip<;(_56`|+0PR>9cDV0#$kWE3&rmGn++8=f z6s4RR`EiXiOF;--*tgUKLWXu4u&sZ9Jnz%fgL#`Q+{vBo*BBdny^vI!1m_ zmTS4WTrh9he}d2O7+@My0$;W~dyntMiH!EiR`%mj*-pfoo@HRzGYh(xSfobK&;2jlk_v^SmDc84Y#<|mVzT7jTFEhjW{)sT1NDX6g@E;MV3HRA+S@HbppF^ILSsXvX1tJ&k{rl4doOWdrU^WFr@RTg zLLA}+&|OZYi%M&|LEz1hteR&)O6Ol#o!)6XIiQQ!cmZS=eATrL9Nf33&H+4d9$6x= zUHF#gb(+i4691g)HRF56mp!;iz5FxusTrZ!p*r(}BT19sjUOLNLJo>oM zWKtyA>|&M{iDEK`}9h;3yx*BMetL+t_jDy ze17+Z`7u(+#2CsO57TuIS^Y0%#*kC^7&whv7B6}FgSy* zU8>p5fPB8*^kyl$KG5s3D?14Yt^>wl=%hGne|gq-Z5P6#TIR}!>AEwolvI9wrtd*p zHWOIjyL<7HVUWev$;__&##}Af2}}trkXlnO4N#LpN{aT%DZCNW8Ufp5}Y+AD0FoRn_LYxG` zB5N!c_*|p2^zFhK3nwzqAoUlOR(`V8NQu>pG?0@e)5Qoz+(H?93&OSAjE!3MxHGGU z15^Ve;ReDuWF-F?$M<Y1ZGTzuBd^>Tw$TwCWrH zncH&@1F57j{0hjC6AXu(Vy}X^(7`zF?*UcLG5W zy%$B;O){}C?g$eORj9Vzn<{5Dz{%n7*sSjx%k@B-qy7`E11aZ#*y(IB96XQ8 zK;3U(oqhk_g&Bl}04B~?YpT!9PUmLkc$3DNB$#@!P;`82SjD@svbs-eKzDA|0my$- zDobBfDq}-So_!5Ez#v6LDE`rrC^z{gD$~WJW(z=jjAwbaka8R)7?c`pPdw;|QQ3ka zE@dcwMblA;I$pp`JiO;8qQa{{fnc@ins(eXjV`wtde+$;4}r0~4Jts6K_s)-1xj{l z$u9jdV-0fy=+?=2+Nw)`+CDNwdMX9V@w1X6qivsV!<>i?D68!d7UE|&{oAs+Bwbt@ z^*~@cNCbfC4@QC%0oyY%*uvcKj&Y@Z*H}}26%cRo?!zzD~e=kAqq7S88~c@Z6ex6xPlKn6{(i&#Pa3xa!)>MQ?;cMHYWAucDQefJH_ z%(Z46G`OMmp4DHyq5{{XjNc9}o|g^oKGcKg%%{>^{}5y+2aB)U_N&2(bWG5Uh%al} zjcfc6M6b#=9$vSRXaQ->lMls8c>?$i?DH!THYGIe`Uld$$0r^GOx^=vbOGc>K^AeN zVjgb7WbLEjlKiZ(aIrlI>Gm9d3f2O867k#&ILGw0i~hlkHRRCfxJg z2F=&l2a6>{`Q6@jMB*{SEOU4O-*z<0I&D=<3dg1kmD?iR7EJ;3C`@>{b8>_L96ka}so`m$B(9%J&{h@^ouzso*$`V(5xuvki#YvI+1>1z~7S`7d}rWL2o*q}#5q z*tRKf_C-d!e)-%ydHhu`m|0UIHT;Y~ipH&e95GH9}F;A=sAaj|T&_JEDCk`l76iBB{mie0hP zk*Z06ZdaXPt)%saKCxhj=Z7Lbt8#qS#tq0`01$aGtnZ_aOAjV1|LAlvuPpf3C@|gb zb#+>Ju*NS92~R&CIz2uc25bHoRUPpdKFeZjd&3qvx}RIK3gdI$n75#E@2M%KaL#@C z|IW7GmPyXPs}hpB^pAP)wZ{8{piGdI4Wf+c1B;Kx_rSWGBF?+HE%@IsxFl;2&su{x z6_7Uyoa3M|4j{a2Y|t;GVW8KSyw*V|kJ`z|tJ{zW_C)u5UQk{LKY(aWHE3(aoa=0G@%DN$Uw?a-lnya3OLY4xLCa?=GMH1H;7RC^W28z zxsW3ZRhQt$Ez*39(%I_~-_t067~p;cxeXwvObcvckL6N;rD#owGs)E5&dUeZ0^UFO z#zv;K6xC2c3oO5=?Hku4nT&tS@S9&_fAvlJwGJoL#?@AU{!&k8&l0bft?-<%s9KAY zfZO)sn}{KuUywab)~^?|0g+pzx=}(~Tkkv5GDacZ-|kDDC`Go@=x z={6%{C86;K?XTpRaU;#u<(0tgIJTWdS`{N!#mod$0MHvJe}&Z*k7VP~2CVzdn;ZHR z;L+-7Svpzeb@s`7P73oCMfNrs8dza3FeUYdMz3x3B23)f%}Hu3Y@sycHPe66TUX%W zYDTe?&wkO>o6`> z!n!t+FB?Tv0syP*KRaPJcEVxb-b0P=0Id9vvwQm!D^Zqb_y7Dp{}g-(!NImQokKP2 zI?!649Jq)9njVtX2l1TvwN?V-o-F=<5bI!>`KY;#3o~z@^%I#V9|lq$tOLBv-uBpk zWI9LFm8^3VNosAZ>roe43wg=2IDc|NCQX#1d(N>&)s`l4q0ahYk-tV)xs%08kdM_a z_$|EQoD;@;46CI16$_%iI!X@7(5a9?a1#i225}l=dMWfhm;2Tv1+Efax+4Wsmz5tY zUL5yZr+}yw`gT`;TDAc}$H7-*@59Ewo&I#D1h>tkU>rkAs4;MTO_uB1k=}3jL zW+y_hUp{eiF(VcgPXz(4sE9C-_I6bxIO-CaYz=|{2fZ9V1syn;W)4d8{lb&7ah8PH zoc_mWwcE;BO`6j%ADNUVsHNinKwd68&t3ec%BNZ(o&g-!!8}Qk19*iir_SN3fYb19 z66~y`#gsx~!ZP7rpQC9`;{zk2K*|cc()9MmAf>Ej3Kln-tGhBv`@Lzr`EObv6k zmkjF#G9l zlUi@MdpnkPMy6#V*MrW0g8ECSWL7>8}Jepn=^TWQW9Ci;sX}U$x z)IJFE+_&Co_>!C41w4U%;D=EFQPghnA4CSaV|)3oNo5lmflTXlB2X?dM!X@+L2-oz zfqd@@*Y+p(zdB(OI@4Z@#T2D1=nVy%ZG*_Q8WA{IrlUt~XIUuOg11$wQX-bL)PzVV zh~p6%ctqhn3xsEXZkl{AsQ&>9LIu;UJ#MBiG7y>eDI}y-;GvkodaLrLtaL@RY9jnR zZ1l+?X^-1Is!#R8DY$?iK6Rf$st-~~r_lI0v`vM^UPRdkQ#HP{3>MnAe`F#QE#%Jd zos9PK&9DLLCmd2inA#U%7|E7MRbTa*(%UvD&g?RaKJ9j6nn@ie3wpU`oiy^w^d!yNH<2WMo(fO*Oz}{SdU{{7{ZO#2j1zFlAb*W2sJV96g>VX;# zDw6G0Pnf~-s+{*EPGR!7C#jQ+=|AVq4{lr_OEwds#cT(bNkKQChv1lR#k9IvJ-D?+ zHhgp=wJ+yWOkjQM&VU@99jZ$NEznB9TG1Mnp>OasuYpedc58NkIAtP+PapE~kS|to zDBc5jUky_Y^rLj}fc=_?Oj7U4eLXN2)HSHLVQ<)aK}c90lQL>&{{E7vn+a35(}HpT zHvIY~zS{{wqI)H>aZj+gxtqQ|pzncQHxm3!^)_D1gAItxkB*K85c#3fI#M$DKYrR% znn5e3U1`BIRQWL^X5yzQTf>GmvMSc`*;%P+Q_hD)CV5Ty>@4U(>Bs5Px6$9}IsB0% zIv*sG3U>9X(=~_<2#k-9is;upA^eWCJE)@-uzx$AtD2)UbzRlebZ{_6-*mQyUSIsa z2ZN~1j4V(wDncwvG|ncDlcltb;sas%L&+n*Ui2f z8kS5%)*p4PF?`J}{pl_g@AO|P#h|vmWkE@Z^d===T~hmRCOOHID41AD2OM(D`z#w&du&D zfMoTY;4zhWAqSp)#le~aJwR^c*Z=eKiEp2p*XIg0~s zi@n~|M~M+_<`6FDXF|GqzMokTG(752FJ6*{RC)JlMZ{)}I(qAgHRJpgT0ivnd+=6U zu&TXK#-3=9Be_gFuY5WyVRO17Iu*{cqFisgjY4ieJH<4W!0=0uH}ywi>F+9${lwm~ z>C@WK*sRzVEBH$jl6mAIaU!Y295CkWpQr}nR#I79i~9erR<+PMEjW{$@mZx5RsXVo zkrpvXA=-e07i=YDo9~%XcK0_4*=PIFN$f}rat1_?{;D4%u=BL|5!*#%8o835PxepkF6WreEcZ(%bR4;di8vLhbM0=A|k~+ z4qJOH7N~5A+&+c=u)Y+Za^YrQaTT?k{lE>ggKIr$(tki= zs{^f%%qEoP3=d|boq~$V#AQ@AUXe`BS3ZSTGU27PC;9a=DNr6X*GeV)ES;-OlR(0F z)vG|__^_DPE($+iM$R#GT6QiD{>1nEnDMMKINMS=zxwk0mnHF8WmiU1X>VLG2^e^x zkhMJ4a(-C?>7vnQ?4Pds;~LI9N_eXE=Cx9@=!f-w@ND^py&vc;ZwESukfDRIYSwIE z+Nef~naCtL!=jTe(>Kx{;OLooQUn{j1X)-~Bm)cYmAmKOYRI|0cubY?XXa&kO?{v# zs`N2~f_~eXWFAX`IjjAVVS0VL*zLe9jzs3fIhYOvx~i3gY}2gzz{^DXUk(^#UAS|6 zx<6-*Yn5CCy1s)C)d>~WlI{GV&e`{DhcJmmnCiUCSA)5GKTmMQuu;WnhuI}hoXlL_ z*{VjlVhj}YvLwEQY-sL`&9K(`#ZsZRcFXd(H@epQdCaceSf%y+)DxPZg{}QLnxozw zVDS)xc44Eo(eJwnjJjyokxK+@NeC|75gSnCW3U+vd!CNb->si)Sad{8N$hMNWDd%& z3STTk-`M$I3}8SUnY&KV@hHO<>D=Fp8DEUKMR=MAJ>XZ7I~h9S^gZ1*UhQ?ojE5Z^ z9vMZ%j_A$&R<-sV7H$6_q#F?duJ5y5liY-Iqek-4EN3W^bJ@m#Pu4A+n3WdK|JwUARl8Xkfz=j;gQ-uDC`DZzxc7={4a3*bBV4*1RHfq67X1_ zcg5qjPYbRpq?!I%q;Z6Z?qB6Q2F?x|&M%DftgmH(aWn}(nGG7S{Z?Z)N$6LX6Fd|+ zLDqJ@Fdu;Puz7-KKb?Gr2c_PWxz1XYhdijr9qaeM3k-O0u;}D)ayB`?sCFjBF*e=Q zXu6x`64y|7$WwuPlxmO%;0sF5CL(N0ns=ud6_p_LambjCPxk@Pf{{0!2XcAMhD7VL zLWX>of9)ZYvgGjB5f8a~D^TH3TTQMaBU#Fuo6)}!s)QvnX47XYHafb7YjlOC5*bs; z7p@)OjHCH(MLf;^%CK!)^Z3Jas8IzKp081bIIk)7C^dBoasS_~BqqE{9mk|*TD#JZ z5J;IXnp5e=;jQj0!Iw^jXvhz0sb2pK47Eem$b0@(VY5>phUE>}?9xCk^ufkx*;Uj%GEA_B_#hUU!-h{#Zf}E*0Z{_I9W0g{!QEc;b$-yiONHf+ytqcW3 zJzLOQusN(aAwgBlOfB&sUF0qZ>i`qJ=Af;Eds)k{V^D!fR4H{;X#v^(sFD!zwOQI` zLqz09cORpa7n$0}A|}1;VNz2Kg}Mjn&sCHD&x%`cb(M6`l%&pK^XLb-}>9Tq(lj&R~hZLyn;e|B0RS5 zJl}sw?@0;Af-2$us!VH#N16=}ZMq@#*w9fys<<#)ZY<)ncTBd4_a5oIO{$e<`Vz5Q z#cC&45%DmQsP}N;iqqG_15a!Y@<48g$L(Wdzm0%nJ}*WK@CR&syZifQ!rE4%^*46j zljK)~15-DbDCi0%>V%tT%xz*%fp#;uiXYsB`$GL0FB1Qcuc_RC6()a(_ zx&3%gD!R&Ch->c&bLs6CcvU+DzJOWTW=!a&2fgpHIAM*pFj0;6rTFUs4#M84RnkXd zsBY`W_!%C@Do~EylmuQkm#iQv?vYCInGsoC>8j%~9O5G8$;I?b zV=ueUmFBtkI4v?nRidTXH*QmTm6kk8;HU4vs&9E$M$VwPi-PZho>h%j!ePZ8^d^A58gA9sf&LJzbefu0o;p?d zT=-RCYwT~zqdtD^Mxwr&e(qq*EW=>}xt1ay{W51AHWepL5N**jB=NAB^KsR?)w*jD zvE;18h;t?gHhL=#75CTN%>#kik3T7=J-8#}lb!^TSHzy&6z?R)mnXbP4*FsJOCdms zP)=k+=;&4vmsCNL25^^k-j;V;Y!4%}SLa-d-^;fThzRLMNuq`yG~Ll>g>_Wuu>WXz z--)xXyM zPBB-}%-`MwgRhG&ldCX)Ca{axlu{>%{lINReJ*cC_s3LtK`M6$$uALzaw)RYbH3E*zP^```%VA3 zCfnh$9Ie@TKvew3$+2Ac;_deS^@U0n^2`}Qb&L|0eB6X}@}qOzjQ?BCaDxfrxZXbq z5HS60)IB*+m}&ifV8*%LFMcP}ns}`M?wHl_ZDXRQboxVf>hky+F&P`>0pV_y(#I6R zilD*#J|6N^lKoqQ>|{QO*L7zgzNBTq^4tKe(4jZXrn1__xa%+C*et*tX0w8fq(3b? zNIHT3Fuk!Jz6O_G2G&=8! zT?%Q~^y^QjKdIphu1CfTsesob3lgWK-A=xn_-cpRB~$9PBX@@!vO=S6pcAiK?GU!9 zz>vL0?$lA<(gF7<|6R1#bRb&npVunQag9{Tn#h_} ztPqfpkSFZnSnlbQrk(5Pk=vUaLVA$g3ng2;pY=S)cHcNL8Rqd){x z)n*%YBKrDBFu`=;IMIsZPl?(+B?!Y7C#2;5lq=b=XM!p&PzU{?R%yHZ&uJpBQxq)_ z(OENnze<5?fUAnHiTJcEVo^90`d8BGZK%PO*;9I^NX+<)j2gGTZebbq*I687|kn|$LR zjjdZ(jP=j@G}n-G1OsXLLD^= z;waQ*?pAijUBeWndhC3As+i)?CwCZ#vIO1T%35*l-2G%lS&lzi$zOF?*zfM$H|_0txvE1W)pH z(wTp;S46?heAh1Z^%@WI_!#-aY2LNXBLgu$q*I7j*G!u3Z8j$THz0`C3s z_-l&1z0h!h?XIPWhpo^si8x4xx8s+jvQ@FH=6ClV^s(X7`^r#uZ8J5mR0oe%*-mzy zIZt<;Imr|-Tg+I_?Mo?`6pH1-hrUa2t>~+FogEFton=XgCs-o%_c!58h1SjvXgzW7 zY9B&2D2CoxZxXwAO|1;gIX`k%q%lwNdpE$FTmC57Zpg)gyiaHnFYe{04las=Gkx3j zdf&|vx_o)V{D?%xZ>?4D6VnJRQ@8zXUZWe2@ZV<^W4l~`^hfY{AlBY4g>oAYmLI&H z#dHVXE^rKEO&v%@#q)Cw#;#^ugwC=Iz$W-P;$K>mc&=MkR959Ts21U@uDbaQg3sgp z`uA8!SA*~I8Lz~mY3BHMg~+;0Y1q0Aer1XcZ^P6X?{VKKVnq4e= z19bcGO1IH0ZftTAL>U`PnZbeHx5Z=B)~Mk1pu~ucT7lX2T}wPv&%ZJ(`cY+YJDY32 z&k?!kW+oTs`6P}4`S~Q6*} zQ?z$*C=bhVKWU5>SbDwl0_;Nm-Nqr_|9lKV`_RQ;VwB%9;+hgJjlzb?{`mvFEeE(i z>asQB%~m{CwU$H=^g1Y{vB;u7^vt7?mx%zDVnvRrGMOZ>Wo5{!k&JwP44os#M}B zYr#g$t{U;G*Iic$Iljsz9d=HDkHjqB`4UzC!}hBo!!X>Amj3t29adTPH~sI42aC#P zHrZsqiQs>&!oqvnRYl8c89awg2R0~W7647n8RZxlP=}ep7o>ji1g~E z#gmHLN~e$tZ4DZD%bVv2pL$Z6`=T9vLnQDDvQyrT#AQOFfUh!@9YONh!l?Xp#+;$B zSUaW!v%L9nvIZpYxjMLN2EHC0hD9(b^mPXLoarO&IlDbeIzjpk4eOipZ<>EtQ%M=J z+#O*3=7xG^4HK^tIHCBBDXikC*!^(=Dl`8dU0)p)W!t?gDxrWNA}QU{&5+WKlt>Lq z=Kwa8eZTMg&ROUD!(u&uu^yg#?`vPN zZ;Q7d$M>p+w%?QI$t6)AG<^7cHjwOv`RS7?sTQeiYP>A?Hvlu^` zs~GY;F&}rbtyHIrigzSu$m`DPqhxT^wXeL%)KzmB6a;3kAIl7pX)zknw8EXw+0ur& z*%*Wc#~NBDS?%dd1oMKivjJq)*KfLV`ckn;eAunlKKu3ZUiPL9+@^o@NH@TMJtC^w z)x7D|24OO#0e1VN_Dt_EVX*u`LxathtX{O52<>KzP&Cv|xEj-F|7HSH(0H(w9jz94 zM$lI2AUkH&P~w`r2o-LP)D>x<cyp~4arcYlG zqyq=VQtvI1(W}I4Wz2bTtt;z{H7_!eHO7fPS0gVXW~C1nr;fkdDw8B6Day3zRQ2)q z-g{G(cRCW;2^~@Y@aI|9<|(X{N+FJdokZ2_wxEWX6l`mb=Ux{n$s+N{m|&yz=vb9h zz+KuyuK}Th1O-WEl(E;wZp%zkI-}vsx6#(_fJsx?wgkgX>wp4#OdV&OWokoA*a%OG zCr(<}!`RiIB>ZQ#-9F_&QfC)H-{2aJo|<`qx@EHTY7O~J#KVMiV<=}e6(yi1< zAE!CUTtZXA*CuxUb3XU{XvInsaYf5?84^Y1d5&k*=`nXdIeJ6I6aY1VydP% zVo+j6PU)MTwV-S_yFtpTK$*Z7Z|B0>M;Iyp+xqo6t1S&f>z??jHY{EP4lnLe6V;y) zeT{6v3w19uT@pvD_Ug(SEsxMF=UTt@unyZIrc2qlozj5hu$Ww-BhjXnpOopadR`TU zv-@n;X76IY*`goejY_mmZyw)Muy>3mKKWhBcS#=F;`Soq|ZCH`zkh&(drB zENwms+Cw(;6Wf~`(|Wvd+)W!qQ0J_rt4RIN-seZ5u?cWUgcD7PESI0s)OU{z60WKY zA}&>XN<$d#FIVcAf|u72L^f>TXP6J{Y{BzO#T4J(8^d+XZ;qKzXu75mnC^=eYJfsbXhf@&!1g7SBs@IN(T=bX4CM|n;#7O%)7SyU6!DK+7V zkojolEa99QpqI_`UK&&fv6)m1n@^CxMvf&2CU8T4Kju!fP&A6VRn#B%3)KD_B&0z~| zc(SeU=TY>B1=+FnO65f^%(&mY#k^wf$jCOlm=wqAP&aS48pfeoF)>L2s0Wp)k`0Z8 zK30Wc`M&6P2L2~_2mcfgN8o9IL2`5Bm#=djikJ}kpaPN z+!&0ZT60RGVOQ%}mlw;d{{yQEH2n0{@mn3I4?Q0l0H)y|lcF7GXrLOX@Uq4^cnUmc z`|-^w`h{+ekEf3|PVsx~G1X;axz5eld%-f13zFA$zQfx@9=48uBw<|bY+cbZx_zdg z8EZY|ws6E2N*6P$W*kGMadFn*LNML1UoqTcMzp7t%q_3IF|gcTl};m)u`!VOa(Ews zS3At~ChGQoPSNwEwv5vtVjmZ7UA6{gEx=bs2=%z741N;Z%j@9RkE3~mdzwz$ehogP zV$?-Cs6Lv)mL+htaC=*G#o}E+;F()wI(~#qHFu)%hk|C@oAA^mH9qLxhKRv2tPffp(lYB zspMLU)Ilvgwx05mLzRDzdIx9qaLNtrJxgY$nAm%-7@gOe(ng9a@N`jg&snmTA3XWZ z^-8^e2(F?`7bP*Js7jy15*&!eIte-F=uzJqcVqHXP$O-tW@R0fAY;qqm09vgt*eyG zt{(Vh7#oZ&p4nccp)|rbBCAZi9sx4J7nvK>M)Tq(K<|0+Z{K?u_P+zm-3^*ZX9v1S zXPF9+rM@es+n*Zmd<3^r`GQd0r2*20_cmKiN*Tu7dx`aUh|h*^`S|{iLjt}L2l*{; zC)7*=K-eygieS1N59EkubS4@SZ`k<#785|zD=++T40a>xg|4-=zA|cY#G3=oq_$ak z+IhVxTFvi5hSb{Q?J-FSK;&JIP}}HRgnR>tLDzY_0co@{ZK5ug{uwdC<>+!q0OgTT zy@RCy9RF7S?Tg-9Lu`7`Vz4+~?eP`1hd&q&n3)!ao$`J%6k2=TQu9sXw@TP_7Fj^l zw=UFkUMsTWh{lN#xo(Z}U!Hu|v4&E45z`XRb~%dDK`FPz2;;qf4KtzVzL7%5ppr@qU(7}RTBvtiR{#E8`G2 zSLaQ8F=?Nrz+)79nJx3;phTDmCz*1)Hk-*)ygIzKqY%S!*~X^gqGA8~O{z^zh<&ZG zZ>b#yZ)DA8Klo;UfPh+z2rs!c*Yj9!=O$iFaOAi!n1PqNSyb;5r?oiw$g8R3=I^Nu zb@-IXD!ji&twDf5uFUmI+mBV-lD2$1OiiO1sg`>ztM6j>T!RQ~)>m`I2+^sr{^#^1V0pE;Ffm!;3$URdMTM zoZqCWj65u!ndCAYdb-`x=OC(H*M)r?D$zA?x{N(67!cYi6?ZqaVlGX)Fn*NPb$8=; zd^p(fw8S*!`N^^>!JY)2Z4+SID=J~B55~hbHN{$IB}l#|Z8HAGAoSA@by_2wA75WZ zjQ}kMFH^?K$w{Uvp|7giwyO$eTQR2k%M5*xG%*@?V$-iL#b}Bl<;|bQl8Q^?O|7Lv zd3#B#1S`x1^H+~kRLa}w4T;V>7ID{bMZ>8{Z(^zas!#1V&gvH_x@cNs?$R`zJ%3E| z!78O$OJ;}yF-v`8_FDiJyt^sI0 zdkj2p@|`~Rd}RLE|D~nUO8;zOhr4o&CZ8q6pGC+%#DY8TD^QK}zEMKY<;C|U|#$kh*jIBKHw2||64jfGSWK+8Mvj_Ze$b1#& z((+-_-$%pej7chDv5R9O7^ry^r|z5nZz%2K(J$@PJfJAcqpYYEGVsRzk1&whH}Y$W&B4V zGbwgs)7q`}p*=kj1(R?SEtoo;{Ei-)KBMZdFrGgneZ;+R2({XUU zg|e$sy;NZh6=C|QO*Rv+to1O5=l6bqZkG2&Z^*7{=1)^DpJiZ*`k*!rkY*K!_cPpY z2|5oFMi2xlM^_IqJw1loHVd)BG;7Dp@Z!0sK?xUx{AGqhnxaSs0ye(hSGhHaDx;@3 z1q5Zi(Y;YHA^y|VZrP-hPG@|U8{aT>%Q~S*asgupofTYVIuXk4NZ>KD3j`sDh zjG?`JsN8Kff`?a0*3yX--{dd8`b(ctTU;&eoWwU0ANaHa)^+-1%AMRT@3Y5de#VjNdj6Zvr0$1%CMU zzWJ8>xEfIK(b($GUJZum7*=0jBVvkLeB z7#iYAdoJ#Hk9Y1~+HrNq6nRTI`qREx0Tk3Q_sgibR7}mI%_p{WwbR~wWqRN3x_XrP zjX<|kfd@7uOTpgNiwM(WkCpF0+yhqV(S`Pom+>e>fCt4dk~~=ntdOO=qTlJ$ADd6j)A-q?ZB2Tg)bYdMuWaRzSMcTo{}&ZhkGV zPjdzlNwTSX@6oj0p{@Pv-s$Q1F2Q8>nwPY+-Y%A$yyCxH?t}W=x@h#(TwYA+Tity$ zpdFER_2WLB3yB<&n>82A!4YKXGv4wT@j0CcN!hGReNOsQX)P*I%?rv;OLgMr-}X@`i8c4;VZ|;3UA^J`_`~9%&j%csEl{gHAbp6D z(wS|o99egiR06uoCA8i}2}z#LFG#}1l;oQd*&bO%q>F_~G2~U7%o|SGwLF~l#(n`+ z4uFa*ANK9VYTxDTg=ZCZYlGjKfqcx^*5{FMrolQg6C|->sFh`!%`{b0$HNe4JFtrp zrSF4$OK>Wkkv^ZoZ~{;f_8;8R>2dkbYDwNc9pL~3CZ`4o1sE+^^Ki4FqA%^Ecg(}}UcVJ_shy!N8` z^^G$O>Pkd##(U~j|DiuR=GCt(%&1)(aj5v$3UG(y`u()chdIg3DpebBH~HB-${A^^ zHMD81pYr%Pq|S17By{1M&dUd9xXPAV(~czC?rcHYuRkjv$n@S-K-A{E(4&Ee{`pa9 zy4X<Yc5kZbgm=u`Vf02jKsLCU!zqO#U!|Ik=~#5 za*D0)2!^3A<4GY8nR|yDTZZOJJFYSbTVB9(krXZ-wII!Zgev9JzMpd6 zMpC$=uI1A{Wblb0nrw(jqeL$l&hmJPhD??6U(3bEraoe?XUVyjRJ#5jmJ7TP z>#VO|^sc)fP%%u9Tz8LQN zbrdrDOUpuIRB9~gGE^n5v&)7Oh4ItNt8zkaMB&Bn>CFc#R&JZqy&Cr0z8>!&2y}Xe z>VaTM%XTVuH`g~cyEu)wsaL_upMoW+V)N*F?N%Aa(w|crHTwu6%<+dn3~CqkH;8v^ z9xx-xx?MInc+SZ)L%P)M7xM_~)b1RBaWKENr6;&`M3C;bv&Uwp(5nvk0ShDhN~USH z=jgS2m?qL>Wy%FYw#c-e(=K*`P%Np8r2!lv2_}?BxHaSShfPZtl8XmGaRigBN~cty zOEu2_@*AYQ;*;RW;$^=8p_`Z4p8WcD(W=koj6*_DHc_pprmC#>&tt?h&AW;03*#G! zg^QW82mR^$4Gm*c%!1Oi^-)U_yAMfHnP^gi{03Ga{q8LU6p4@=k6uO^%F7(f1 zJ3Uu}wPJ~@H390i%|1uH(up}^3<}B`NCZbs?MB{Kz7QNAm|rdg8(u$b=$XEsbSCNl z8FnLRGhe6%DR>`TNNAPfEYMh1M6bJ2>ez^g*0!en%H;wsH85K#`{jML!&5J%HuemD z;bu>Zb?FarvlrCu9q?KIE>7UQ@C{k~h)>iWPE_WD4X++X*gl;#aVTH#yb|bIqf$Emh4N&x zUTDaN!eAYRdpdhMUYau={A=AUeEzNVGL(u(qS4{~poE`qSH%Krkqn*A=QnCI{=9^E z{YFkF_UB^$FB&Br7CqBy$??Q^)@FFPSoAB(hh?vPU7P>#m+i{>-_?RCL?;E#BGA=iO%6wI~~JOQka7XLzIfLxQ5l)8*jku1%h<5!r@HjlqI!3>4Hqz$Or zL#9KYDiTlgnaSi1?o2Q_12wHBa6fk11uWEL-=Y)nKj}VgeC{G==uHNmd=Y6Ef{z=H zuf>ksuY^^5q7X54DJzdfVLQ`XS$6Q|G3dh_UYSujMJw`peviOkOC(QDPN-}sKf?9y zNDLf)>bdR|B{mHkAaevBATUMNO#A)d^z^rgv+Ar(yLD+|V)=GxuQ>t}0AY@LgzNi< zxc4Wqm9eLausoo<&lMu|~*}=%v zX4%VuUmr=o4WY*LL+s)<8C$6kmlKaitmM7Lt?F-6$F}wLxg=cMDMB&Eyo7Ce(1isI zP#;Yl`Kx>yy>nyeBV}XRtR%Eu!{M<&54%Ax zWhPOBSP;w0X)|7gEkg=q=qd$0< z$>-d3^8|QK9ANejlC_OL7l@KuE0rt~QX4zr@_F5)9o!hO`n0MfV%ua&7KRKxkduw) zy17>Fh8uxP0^yDG5-a05(}bnIc*!?{TTL{(Y=*F)T&s86)f|Kd!uN^?+E5842updw zPd`d;7Y9L%1`sA?`Ci1(2%r4J_4T=t40Oqtf)B`>f-hhPv*iwKRk<}5u>JdSFU6%` z_4?}U7O4rs#P@42n@d$^APLB0LbMr^OaBBn{}D}wUH9JDuS_{65V7!XKu#;sE93_R z{&rJ!V|i24+^se3=%RBxKdO~@| z8-OiDZG2ps3DA7J6Wr$yEGo`vi4#lE=AIXtp9DBos`nucx2kg38U%oy^Nix>o5*%iKfn%At!4J!D!}5@+hFu8D@6ufu zG;=*Roe}~{U#6gQpkwJ*L3{eOyjNHvar-MmUMLwz`ts%vD#`@%DbG72dl1ExXP=0t zfPGGR)q2Wfc>5yv&b9mX4CYa9N4gVB0vJnBO%Guhr-x_db0p5*_-%EZ2X-H}nmX<8{M6L^z@o7`B{SXXcOi zu@d&rT?>`R2OCedo`DrtAK(2vZQjhD!1UR9a$dS;j`Jj6^4teP^5~SOKsPPiRdq); z0eKTOdip(5Ke2;dc2cx!6K(o`N?3&$$1UJT0nIg}uGEvU(h?ho^V_|)7?jf&^+>hf z!=!^6$l``^A1Dxcb&s&-({INC)?CQzVl6@`+dU#26x+xHKEofnRwaVrA|wbL)E=rk zC3fzL%BK}cLG?_^+EA`zZA>w&&iHtTV(WV*V#&jP;n3Z=aIFRIIKBqcAB;*Cdhnn+ z1Jy5+iUqOXe{#?1tjFP)`Ki62x2(!TpQd_x-TDM8zUGYiy>jBo=Ldtz=-&$D{)$}W~zVS-6b*4;{VASwY-ks z%IUVv7SR9KpPN8~1m!uP#*Wk3p5*hicq#Ol9UHoUv&`Fw(uFv0ShPRmqV^F!+=^1;;m`>gkMtVX#~iEH6k?n^Pe9b3vJPiZJCxuH_GXq4_(z~7$uAV;wA zbk^fYFWuObbA5^1e%q9n&yO_xbKbadN?1c0L7C9xnVDF1MtX_1I@Q5&ZLazH%a`9j zVaK^D)%~H~!8KrmUArI*U9ylNWp#;EF;zVhxX;YcRvz^&)vDH?Ma{kZn&Pfr0GQh> zNfBB0jIBr?Kq+!e*J|U(>1Y=iAji76u=`}}@@8Pp@0efc^BftMLkENujJY{$Hl)>w z{+hNwCUy6>tY$$eCe$Z4@VZ+96LzB_?f4o_(PHVG_suvvl*p*J1p4`r=@LyyP^J2e z=uzQwXHh%i%nlt=EH$+WcMf@m@oi=km-mxk))f>`eQzFPBM0hE1qwtTE@SqjMv}~Q*m9TzXs_Ke5jIioqwfDVW6{U zvA=qlrsO#EhOU;Y;eE-E_7z;OK@IAk!t5~1uCS4m9^CU6AgfB zVAjZQYUyb%k2Q}npln#3>Ti_`>L+G1kLm}{E(|#@&i$yT>C*oWJNucn{Gn^JIuP5X zS$F5p;bO7H2Y=g3SssbkD=&ykd1%WV&faM)QrS-b(l9RDc-LAkt@j9}`ngoH5ob?T zkL1eQ#m08lrL#4Jhz*Qn)K9z)XtFlPXpE}-*^Ei$%L3-v##6K~kBaU>%N-$Y zFmVKFZl))5<4FC!-IZ6lN_!0o>De2i)XzI805hM2ogr5Tg zEGhk+deve?6#h50F?Zc^-lLg>=y4)ftZyCRIjsXU!j>%9R4|sfwPm869NduxevG@p z3=Eb65;jnG+9*^{ScAV4&i5Z0x(wys8Bsw_$O^eipIJTl@F{Xn7T6}sgg}E@e9oM| zamKVN2@nm)LJ}XQg z&y@5JXK8}Tyj@CZ`O8AiQ{vBB;QaqSM%$}+j>k%tJ~DlC)eH6Ujx}V;t&7F(1U8fi z=o#7dkO4GX!*aIh7+{Jg51a$ncDTXoSdQ)$)(9#>sUByP z{KpyAzg&X9(iZACv?|W9Zljgk8QqvHQ2q?dy_0L<&U|u;EBUAEbg&jlJ_WLnaoJoB zZT*CY-_Mf^sR$}Yf&qB>!5VwzUk!Irs3#y{5Kgh?V!dyKVh9+tj33H)UMq7t;O?P;{ zmSbcUg#}DAS^748I1D!HW}A>V8)=UT%04XG;2ssUX1)F&c+tD)`<|B=z>9txA0%Xl zE_UQ;#=diXkVx*#TPA>J5V8-d;c+#04W>3W8{HuydNcR2g?{0ft(xUt+!X~k3x*5I z7phrK6|#5_VmDII3K(wARQ0SxVV;LN3m%2`Yl9Hh=MUG6a6L7*njX%Y-MkX@G}S(w z$#*0ojDyEoXQ51&ufOWxu9IGdu>%w2nGKb6dVoy*&`0?Ifvxv88FDk))}3Na{ZELK zYslp9dSYX)OtGpUbxed@k%IJ?xYF=%y>AcsF@(luflbl3%duiFN2WJF)b>V9eTu0! z(-itJcEy{MRxh4B z$wX9Q!*^yxow~cU?q7Shm*#IsdFvQ`$)05xw}f7Mb-_C>YFo^eP70NX3)dgjsb8~~ zgI{53@{jkD6ZLuZ^eUorHjxipoU7J4Nq}y6f{51pT6CU!Q9d{h9`K7n)6NBBWU&@> zQ6G9IJzt>9?n^NO4oG5(x%g;WC2CO0yjslw`NKW-g6DVNvsbWY_;Q!pXZr4YC;3@y ziD||yE!2>0OO2(>4Pv&0z#=iZ{N?ki1$a0t2&;4ctlFLhT^W64px1S0*3+O=y*AE?F35m3G&)E!4-g+X~jkF;4@X)G6 zmM?~#4z1&b0avTthql5+mH>1vUMACwb?v-*4Ry(qH}U4JMCy@~=eo|NiPI(kjk_N( zE%*3Z8E@as$Epm!4&}+<$oiI?aEUVI_?6);ZV(-R=1olu>yfv?Qn+Z})=8DYr1G~T zT7d-F=G59Yj6f=;pnr9LmW@Z(Tf2(pqB6VXE=-4I0Q(_h0^%`D^DHB$?^@-URBFd4 zv-Coaq_gS&q%BpiELcn$G7FR$rYyO^6RNYXOBZ9N-zOctZLIG3H&oOa#V{CPOafAWHxsIK!h=0XHsJiFM zLQ0sHHi!JJOHxZJ&7K~Fq-eR*MN*nue2|v+xCd`#q;GMBY1DDANFVdGXw-67-Eme` zxt^h`8Qbt{=JCmg5`7mP?&g#Rdk)tRf#^TU@=_^IjqLEBuNVVDi#1v|s9wzzu{F_5 zYp8r8SGg$R2FuuGl>DwyyQ(PrhB z&&#{=h_Is}YfR)~yGuGSZNjnDs8*=ZEw40=;E(o!|L_3;G~vEo7lazr9b1=^WS)gB-C#Z3A{(bCpWN?jHdj&I^!{dC>D0xctIvjk?i2eQo? zm5U}Izcjz;Q_mXF7wn8#0pZlJGPuIlW2QSJ<`bT^tdmf-n9BO4P1IgGM!GBgMSGS? z_3Ob~cb1$wYCzmv$zc(gQM4hj8taV$7J>5Ou$c` zUj1umRDm}b`g=Z)aH#bI>^)RIuz5X>l7S_}JF2-XZdIjtY6qaQ*Bxuc*z&87|6CHE zKKM~J$I=G@iJLx+=jn_h=>eb)j#kZmd_Qw%gcU|lr@~>+xO6K#9`=f~$_nzxwpEi8 zU0i0b8ARKuv~}`*$sGNTC!MB?pry&W_(7MBa5QKUu8NQGbfw5hdzaO1yW;9+_AWrq zW@&_Z)N2`DR9zjlZj863I%wU>N{{_BbD+0NOUrLuqm5fgk07+TCG8S9pB%<<^GV6v zuTvYU6q&-FX@*Gd60ag{Tu4`}@%8}|e~Rwp>7_zOXPtdE5wh^)T->(qf|N3&#-CjqwPX&Z6icsPgslQ# z{B@YV2NF-~al%@HzI#!LLtYMIDEfJv3s1&)=_O*$Kkh$MmG=ts;%9!M1Ny2z_~M(KL9k8aZ$Q{ONj%ErPQE)o}yYMzc)qU3ppNS|X5#UfIGT%$#Pu zXj(6(pY9)9Vz|x`Dszkr4A6#xEqYpN?f^Bu?iTyK;a@T?_e3{;6{9FzDM%|!@*0f` zDaZiIN_TUo_vs5%@N-tO8uF^<2On5=0R1jP_E}F>*mUXvE;xB3k}!eb*FcdbCC^RakFFhZw={Pg zv=^4dU`9AoBO%!sejNlOpDegtgdm7&h0bR?vCucP%3x#8OhzQ^<2oSp7xrh(=l56xIcZuP;hU4R#@2*(HZG$PY zAaGp`BU(5gyrfTHdU!~jxMfK~j|`io4l}kapSkAJ6uRzInC!1Noc?NNMtdF@QfkMd z+Yx`IMI%(T(77@Mn3XDXj{soK3(|CM_CNhv-(v3v6`jhrj?2Giquo zohWX&g*IdTTlMvPxo~Cct%=@><)CN`CYvN`1MQ1z+M2;V;7+&ga)Zp z6VVyL%F}9fIIL&CzSPuoy83#|Tv58$(`crJFRvYI2HCGaBXWRoR5K(9H38Ps>{X#V zLpq!JJCwGSti_{)#sfqEr!hEyZT+mEF)bq`!_lscoKko?GDjHM{P1cZvgLxXr)a*| zW!K(UFQiJl9$-?UixhWH#Awa<=RP6CsnkQ3ppObN!kf$nlD=n#Jo)};6j3z+-yRS%7W@|v~H}DUCjrlSH5s3`fzoqeU0FxvA=I;=H zEFQh<*tSRCKlRq#FA`HG1bDo2Mw>28Tq=Q?4YAX*-j`RZ9}W(G;K}~9XR$J+v1@QH zU2kpev|aPE5sa{8(dsA8CCaUrgG43WU9d$_@VbK1!^UwtPXW!Yy$XNCe&vB@o*ven zsUQ)*``N1Va1=xPo4J`{MvUmrR63(>2`t>(O2{ZJ8oE^Lvje{{*)UKFkst7 zhZ*enoO^*x9);L)+)lfj6;{UhkiG~{iP^qrT*I^!nLs4I{7ufT|9?l45yh9`v5ZcJ z*Sr4)YntjP7eF?$G7gZf0Uglh!IZljHXg3%)=iaOoOcw^k%#s(1!Ny_f9-uq1IQYj zHxZqlM?kMjB1Im<;uHCLEoYX}#8P*81fEy(c@Yeoa??v27s~z_&n3(D##4?&6~nvY zF{5Czl=Q&-M>ES-KHtSbzt-wItHCao)Y93gK*z?J0BrFjZ%lIPdR>-oPG*#~Yl(-o zaFhcxZ%nHH!PT%AF=1^^l}{F2*bzwnlBGm#Hb-{XsPTkU|GU0=pW9#H!X8kqXfxjs zCTYY2#48oU_}9agv)BKjNCp~i+-WDV^4=`fmr1Wfd*5EwLJY0kx`CiA3l~vyu{>CL z3-k8i)$JF};w!h9i5-BG1GDtrC8;$gGN_0`+6?MKu4#tns2up%hRtF%x)wnn0$~iV z%-xvtyjLncXiZhP4^D=n##GG@+aebGH2G0-caWpz=1J)Z9i>n90vFuVDn9Vqrf zwA73;#^1>Aj`g0j7w>)}Td8iIlhA4|JpIl!EAz3@-Da3Sw&}nHJ}Xs=i7j#{*bR^V z3Z`FU?Ad4HMBJcg#wQ@;;ID63F5Y1yL znvg`F@$bUZkV&WvpLXoW;Kk~jSD2U5S&^^5Y)#32TyidS{gytQ`yjP0Kzf1Gfz5H> z-w#nSc83A@=xF5+x4@IV>FFv);ArgFxyLtuko%eNZu92jP?YF z<*E8a2bgRq>$2=b4FBkVMDceX!)t0VYbrg0#8O|ZT0St$3*5If_ViiSLw-C$_6XWr z5}Du!N`YzXkQI$cGj7G zG$7ZJtOZ)`HMwxv^45Fwe({eVbM}HD=wB-s?Eu9BA;%3>5@uPO%}(xtPiV&Vc4Dwr zI?YEaYT}fv#VBGB@Ku3CnYUXNui4fXp=^vsv&LirQEKn;!u z)W$%8jqMImVpl>#p(|SiG4hvgAU|oZ1EByQ;@HCDcOAD*5Azu*?Lht!s2bpC0+Blo zTLo=I&uk}AGMIGmZk0wVN)(4RB2cOzK(u}sqW+LAxq*3N%ypi14OUQ>B1rTA8oLmi zvhcfzN#Vx*wbKJGIGn}c$~dQ~hNC7c{>FWGO>8QY`b@V=UFMiY_5N&uotg7Jb`aZk zkg=~Z+z^gt>^FZa{kx06bOF(pSYkLfBpJcYQ?Iwckk2!=S27>;Zz$)_V^45L$Qx_? zT~|g~K!ETJJn@iG6?HW7dZb6~VXd@I^EIcbQwOEW<_JtCyHS1gj?F**n;!fd>M$YG zt9|P0+WL(4vbDL_y5+;l`cn+&MS8!&<^P5iUV`?dv*^02;*D`gOzN!Cw0%!l#7Y8b zHFpe^=p8bSjodJk4uV+tiIC_0Lu*j8NksWdMIpTRUKf7$_N;%eH7=-3%b-HqIR2WS zs!jdLgNk}c^VIBTK!H2zsooaN7A5c8F(~Mcu6dkhZH`O1@kG!Q_5PqTcIG)}b-ij8 z$>U9{z$=?d9U&PH=J*%usYqHGG3DY~8JyK@Stkwos=c9{@bZkMh$rP4x8;M~atHEk z@Qjao&C@8oe*44>In6Ep_9+mJk%Q!~j0jinCjbYpGqko=B1W9-v*wIs=L72*c9LQ| zXHzU22^*QD;$tjb6k8_0GXO1Pm#BWZS~*wWxc+MPjzGbWKR}@l5d>-E*tDw|6n@)~p+utcIdw^5Q|k z2OZQh$V5=vZDSfyvXHK&rNcxyt1UDJh=pm!t19>)qN(S`s}iqeLMV+!SqFk%(7x>P zJjS`@X*U)g2oWjVt@dANK!o~L-RQEiFyD6qU{~&q$Urr@)D)@=x zR;aR5F19;iH8*dBSyPa9h}knin0@~;RPM6Sj&2~SwhYzh}K z3Qqv-Ru?80GZJ~{*U;dV^G1FU=`DiBWe%`&|OcdBlj@j@jKOOAK49(U?0l1Ut3ydY+jeBo*kDUE56+0)W(&D ztiHRDep|oduv8~C3a<-!lK0@9Z|rabU#~6Z+X$;;bHHCdD{HLr1(Jp zvz0%)AAjcjIpDF76nng*s`S;_Kv7T8@x@*Gw`0eopHg59+163xgA!(LK3&2wRxka~ zR#nKs2c{&^M(l70TQWiA?yB_1(?GN=!))Xe@=IMl4~A0ZqZE6hnfat#c|%!&> z^ehW<>t2iE&X{G;*4+IQyM${F?*6_i**Hp%N~CIP&EsWw&j!Cuv-r!*W*92!mD4OM zd`pc=Iz^Y@w4;ink(%P$HQOHyd6z7u&6_$e)v4YY<>PAMei9&POV`2Wn^~;t%1sJ3 zxLot3e0cS<3$C#+;2K9nrzT6TZRz;;m&+xFiYl}W0s6E@XAOpDP6PCg(8|9e&$(f` zgE5Y(osXz&3ekuh`gEZB)uK}F8Iqiw-@XQHuL&wvMhV`B1t}0&xSVf%*e0-Zq)O>g zxz~F$*XC{Q(5j!6rl1EplgVIY|D<|?D?^OFXA&HOK$|<=iM=m1mck@+>w2IgW%tH) zT5o#o1`C>4+1wFz+|&-UN#fkZ(@K>rdZ%ocj8~lN@TzU_z7{BZ9>o4fgH}1bu zetR|dTaNtM&izA_(jo1I!-~9!jzIr}2gl)0J|{gn`19pw$dj7^6Z5)zXZO;|ql(+t z{XW}P4b8fGHO(1%^>P`fHYAkgcEgJ4eGnGI8^Vb>jJ-M?1Bp&_eBE4uPG601r<%Rr zu9ZTX5vTj_!8(cq7Qx+EhsXwdjh)Wk9P$r{P{2!xSs9pYU7mIqw7&w_p9c!{pO^bq zTYVF?A&i6TfkXb+qg=A1>`9E%mHS1TSAKwqhn0TDv6HTVXZ_@QW8!l$n!g5yX7|F! zo}9g|b3Dv>j@jH17S|#A0@I0^Hhp`Jp!Q*oU-W1UFrJxcN!hrVyi|P0!awX59 zvs-S_KQDtux_IR=rg3UY+~)2JK<@117Thi)qI$`NwV7~xkDQ*79H7&&0u+cK${j50uO8*wz8JW@B zt#%LH1e2V)cvjY{?u<#0W2r$(1~u;fuHlwLq2mkltO$orF|e2DE_AAWSG5+9^^6Un zpL9?i!L5D244e27J(ECTw2*jMH`KYu#`jEouiF)W=#p-ISACY%Y%Q5mPnFW5C%{UF zXzo%dB~=7L`U@+0-36&NpAA9jHCSR&_myg-dE)45H`hZ3CKlC>D4|Pt8fx*Hwzs(r-v}!~Zi2 z!Tg{+1ydo{Xouh1xC3gbKk&1yjC-N$;2NDvST(B<*{2%6uk>+cjCt34ioW2y(>Y3i z)>xI^+<=;5Boa;}3F(O&Gnt7B zQ`hMr^zWX4C?BxJ<1b>VBM86&_plbXVTqVod3^2#INhXUcgHv9?}o>I1^!+@Uk-d| zh%a@oc`B6cEbx!l^{|RVdOV5%($dWC%m_*QrFi%TypQl&J^$LCs|dUrb2v1OR(Eco!{!LA(C zd*~1^`55*Xy}v-uAwAi^=xDg|PMHoFS#BpBjvRlfa5tr4*WHJSr~e&FL{D{%sYoW! z+cWyXpWWS%MV4H~g+IZ+#XJXB&L|^J9^8HK9f;P8>y}J~OgOK893jx=o@G9k5-rroDJUiE5 z(huwA#Y}YA)Y5ip$eF~e;I4H&nY1FwN!A_UmCcAl?dq5zCLU7OkBbmQU>^{#J^Vng zfv-q&C`vaYF&!80&??N2`{{)>vl~{m)Q!>x zq{U`s$922M@s1+7DEfX&Q0~ktknnIy6PNh!8x4-x<5129gwedE@}0Vk>GyG1xxRnr zs^>k^>wVv=*6n1w&p)nrW3n<)o$0hx5o{`PmeutwFKSvwnBGyS?BqUit@z?>W8JxB zaR|ccg7%Hjfum>Yjy>P2{R0wd$qwY)9rH@PB7pL9UgWla`xX=4|36n{-1@vjnvsR) zb9w7;tx_bfJ>192_QQ>`9ex2-rdgL%^yUZAXg0HzAjD$8P4e~<)}z}$6{JU&Jo0p! zpBV5tYpVMbqXIY7rLM7R-y?S>Bt@MGrzPOI+`Ahi9m!p^#+hfIGJC$dXwY%its}V1 zl_hui)MGMu!6!YJRfu+gFul?Tv+aXwEA@wzH*xlh`v2A?RJ~;~yIh3Z*cn_rlfT}~ zyCwaczJzjVFaQ58c-LmHMlTGe`sz7-bp?J*psd)fAYXGCRxR7EhW#k~^&!s7iwmqm z^)NBi%kq%IDHPOYqTiE!wkz%UWyruL@vp&Qcw3b__F7c+{1MyBvMxmL;!@x>HsrIn zqc_Odw5%9l!tJDAcrTTz-)lhw)HX*aixvv7;DOJ=yXc-AezTiB+-k6o&!AbhwB^3i z3!*Rg`K>}0ou7;Q?bk73pXc7#IB?OgX2QF`Qg=gc=iHEm}^V zMyeqDK{>b7i`xJ698BeOCD2%d4MF?SH3~cFa~wf3^_GiE4ohFnwhn9Rf^pgJpTBth zNsLT&t)}-+Wu@emBOU61U?b17KOOhYj%FS?4XQwfVrblOQt1nBr5_Df&^0ddiQ-7i-MNKGV(}1h%9VLIAkeU=&aikj9S^LO=>z?^OiI z3#fVzfX&M9#sUOQ6aFr~1u2aBCVmnX17Wi)UYU3Y0jV6Jd=`)~z-bYw(t zUE{#Tpvx*ku)KChPOMrP`H^2B+l>{J!$(WRKH+k>DGd}p}ppAMXnDZ<`%2?x0n^StGl|RPw z7`?TnKz}eyKG~gbO(=sek0+%+^SkMvMjrE_;vuZNN?=u|pQ1GGM+Vw&gf>D^dWHIe znRE}m9YDLH<3@Rcw=xBT2Vk8QU160ZZl~RYZL#@$C&`GvKMp%WCBlMpgOJ|G|AFN@ z@xO{WYU~$}X;M-jKjHz;qU-Wb#-Ex1GXb!h0s+TK41B9u}n3#+1%4#Y^c-VOZ(~mN#koICrLZMpY4UTR)@<<+TEh98% zG)fhQ4Q3$Cq*St}tyz2JjTT)kNlf_ZKTK1eR-mw|q&WK^rpxH%O{A^T+b?w%T(SRk zL7d3H12rFCcMZB#qnAvZ6H zm)~_e+-MX$^xtf%m)yMeaY_U546_iFte9F1>rCe36NzXVvGw#A2iaPZ!`1=$NHciI z5A1V&>6DmqdBB>saT#BC0WL?NkPW25H&L?f*$RWp^EIvvFv$ z-uLSv-tp~&dSq7;`sbdwQySQt%rHYNQt4RMCN> zZjsHche_C@IXd2t;z@N&OD2?;=aea%<@cVef!f&S)AG33Ww#Q7KChdSwcDZQ;Z^6R zJp^dlDXM64Kg<)nxVStFW@R5y@@rcJSG_@U76;q&k9IekHp4vJ`-u-39IcJPPcTen z{cRlNq!`?PYe3kPBu|c=LMOMduK#t#cu93U~&E8{AM4)f-3?zObp?bLy z@yQA_A~tFlPehHJETyz1l&ly)fBN*tnqay@hmz09gzeiN_Z+I4gM-}kCS8t%T5X8{ zT6TbuwYYNt_v;os+QnU?wI!_n7w;*OUkn}>22xtPGd4QMeh&4X4VKSlbFqH4ibW9_ zFdzJkXE^AlIfDyRa(@@R~V6DbZaAsAvDDV-cC(QkaDf?k@jY7AA$sofp|s_Y0DVnKwgq zr+old6Nyf$(=p}+Ea(!^`uQ8kvIOK7kY}UII`GBt!KGY^j%Gas_ACjipHQt(9J9tx zL_0affC>JM{ry?M*97VC$?!)jn{^Ep(-%ue#vHc9qPrmD9QBX2ihIXX10h!@NB4S{ zk4IvfrIA*)jo_=tYjZT+Gr7r<9IbYtggx}79Ohq~P@Qmdi)ump(C@S(JnPJYa-!u* zNk!YTtM;|&v+R~y%^rncAlsMkzt|1;y{gU^T;OtAdZU7*?@b%P&a*(dFlq7XY7U#^ zjE0z1W~)z_bM)bQC#j$hp_i7P*5cvDkRrLS@-O`vj~tEhPGI0qRxbsuSTWY5TE{@_ z3ZdWfJD&fAI5;FxVm)!OYigYPiO=(_#r54|0Tfn;4r;~0IeOq94o{H&)NZiD-v}&k zyrk^G?EKvE)TToX1Q*=-{5IG|o5U2aUk&cqq_-Ay{<|hIdWRhk$Q)t7SOWNdg94V( z`XrQ@+!}?A=~_iqihJ6?>2`6~#W;$fFS*HvA<7x+^z(BZzn0R5Nt$3>>;ZCIee6%T z*6n_wZk1HUR=Q(abg?&?360uTxTbL23U-KJr`Vj<{NEiSSK2lGl}K_Zii`9RqP$^3 z{9QXhmg(bGVzUp4Q*5o9j~6N{l+(MukLw=BH1(TqJ#pyLxWAPJrS;|6OUvemDIyK6 zL-(P1cbD6i@@aj$reTxp$>AiuMGG#)a+k=qXK8V#S|$HqO~^o*wBq{wDnaiG-^A3^ zjx6Nq3s>JVpSwM!vYW-_I~^XmwWhY4CYQUn7^2?yTRz`HLs69q@S@*<9IMvrUAfsa zmnWg^>r<}ZzM0_fMHsvPJv+7q8=z5Rlv_=SXiFd$*R$=wP1}C-1IVX0AcCY ztX2pI^g0YHCcr2SdDeR>2sIBs7@+~r*IlhgPtt+L`8;~$Y_x3)>%K>?CBWzYjmt53 z_iYbF_R+fPu9&%gUM5aM)dhSZe3G)(%au0gjtyOOwuDMNXV0BIkf(rf--;VVM;-YZl;!rxU>Jb~qu@CoOgm8SoeHCji!9P;mx+ zPv-u?nU znU-6YbG%|A#Wk8uEdBE~u&gKZH7Z6owjZ0O4r^EWePfEX*-dFJW1N1qx}jvf=Osvb zma`$YD{3CMmTiCNAf?U3aM8>m9d-%VdFk=Cg<6BMQK|3iuSj~kjbiOX2{1C)X!I0m zu3nc`XkNPSocc!UsW5d&$WQ!2EA7cRmQ;v4yRvwL!|PCwQQ1e_)=TmE*wryw`3Xua z;fUU4U=!hEx2jZvtRxHOL_ zSLAbEc6sq|zkIgWcE9)fYCX<~oA`y#t(|5`2V@tYFZ#WhWq>VYLw$tH5GQ#cbet9V z_Iyq|PfJyCffRDTbhC9ydZBQZbdUNSAQx#=2`%bxt-8nA6;d5Feai`YBggD@D{h zFu^IUPB1~wBon=A)ga}Gdx7|DRI=v*WSOB1psmx6?BQ%7i)@ij9wGb&57gK~Ok5oL z-z~&^k38O4gD4w6V!>Fj@gM4}*?(?wi6kUSloesHbJ)Ph75icA%-H2z)McO3(&twa z{$wbD7glln@i_o8cAWq5X?y~}j09~D&pFu6deoqtn1H#&AN*kuFS+q|cv*&>dKA1KRTkspo8IrM&7^n5!uNh_w|CE$I~BaP zk$fJy>W&SUojswZ>5Tk*D*vu)4RBps8uryV_~6(-GRf~T8=UE3U_9-SeW*5Ca<+cu z)aq`XVWT_ybK|vvs^UTJZ5d50DvJ|>b<4d*~NO>x{F9S+Ap{$ ztf88}LW1dQi^@HF1jTgQsWVQQ9Hv$UkffKqlXMLrMZ?A7H3z=WP_pM(;J#1mBX6 z9xZLTA35`#eJlP*_T>Lt3Jzc?JZvuCl6tR8cn3y%?HevQ!yvcUWe5C%gHa~)qu&sr8V-=@&-5^fDb{-Xi zjnFq`hk>aqR-z&Y4_dOxFZP$6G>Ls;^IZn>OmAq z6%$@ac$&aBZ`f-TFc&O~Uw`N8Q%W=bK?7eqG1+~<1w&L(OyEp=InyIIuRFH*7vRhS`ho%L_uM_C zcI$aJ0b(3e5!)FXKCbW+N#wDOWzipBs1@t%A;m{xe} zE25sK3j4Fv?uJ-Z%TkKd4rP0&2;fPK-9*qi;h6P$*}+{{_l$(E|cW5Sd>Jb1%+#rgmO3hWACaKFBJe75RqN(BZ;4q@oCkJu#Bv~E|;79GMQ8Wu_?8xr?#xFq@y zYLRX$`QJ1;BCF`w2_id$cR+|<_|GwGFcrVji2k2}uf!x|OcE--B4!Ih9_5@nOLJ6# zV~q$cz&qn2JEU^I#Fb%MM5X4G(haFwU#-((2iTqIVW|a;0bWv5wcT``BpEygyEII~ zzA-6{&&##B1^k9J(|=|QolyL@FGS3?-#pNv7ruwnsxgDrBuZch0!KRdUu(ckJ{C4QNepEbQAnfs9+V!D11}Gp{{xyvN;5VB) zd4d2j)xJJ-kq-`7VDERskm~EujrAD4d<&UgDpo~D>(PS$&y6Ic!fWh%e>JHzK?j-g z*3#TWDRrDjbfT^7-760Nfv_`cdYeE_1z@qfQ#7oFjtpDny@_!FtbsHzhCClQ3!i~4 zZ4L(FW%|$?A?-n9m)ij^7hdUz5rR^y54iG6@Hb>1wS&87zbFHHZzU76B7$-c@P<$! z5=c4biWk0D^*R>-nI*9~1a(@*C3&>JfTv&;aW;FesbZptMxNIn@6UykD)p^_$8@bE z7Dm}sd5)={t9m-ILql*pYu=g0QqVg4d7~n_q-D@_^FosXF>4)?x`zwWz!U!^ZaR_9 z?mZ(z7U&|3GKu0cFa*U%Hz_J1Vo|Ya9loxxiVG*TUpuBPZ3`h?tf$H0nS0y!+H!}C z>41M=p!)3-#-DP7a{&%n8^v-|ttLQ&JN(AvM9x_A?cv9P#e!FLx2yp0wN5me^NZQnGUM*3i(f$y=D0w|8eU z@4{<1sr3(?_ZpvfKwhS|`*Irx8=F&|-2rc0n~qG=V(#Knimn@vpf{wyx3zIy!ojFsW8ze}X)<@VjnW*=`9 zsFT|t*A&AIJTPatpQQY}{m;i#iRdIdog@}g%u?&A{*;)K`xk?r0!Th8Bw_&N-ihHxVnPJ!BBq}Lm9hS=Eksj=-``?# z?bihFg)HHd))z~{!rh|}Ia-$)WjbKg5GcHyPN3Zo+;-JIet0FwIMBiX=1>hr@3v|d zJeH#Jx3qn9_qg1P$Y5RECIO_Rbp;L@SWfBJ4#`pD!(<9=s=A|VQ$mNskw%RC{y#Ta zFuYW2FQPnb;!o01#rg&>-gq|D9FlI%uQ^t)AG=Vb7}zz5x2%ErR1ha9VivNR?(vde z7P?^Yft*2L33ZM4m5GO!>;9*doCCovRc65bQAz}4BK5**q7ik^ZKJE;Z_m~E(u`yo z=lzFBYwF33QOwK`!lI<+eOX9fj)@27dpi(*q_D`hHn!xBSVaI~SuQ)qLE^>5JylXKe-CP{e(-j?qD zK(@arMP^Sm=_ikC?{m_re4=!sfw)_O#vrohz=XaPl)o4g3H_cCVW0oD#8O+g~cOUjIghw9;z0%a_)5nl7~8{Jhu7 z*0mR6v%v*3kO1H9l-+K$;0OEsHQEqC`8&lv$*3+KlgUoYAyX_=baZrCIk}UBGS8rp z7w-8tH0}L)bYDFrC&1dr7=W0F)N0(7YaKA%*E<@(#=XdAtyf;|% zR$?Sx7#JA%g@%S6TDBeCv_6xYylh#%X?b&VqHsSTyb_mryZ&w2XID9sIz#^Gs^x#G zguVCK3kwRn1ZS_;2>ddhv|ebIEW813^X`W{F4Zc=#hu0g4Q^Ua%KiMOXQh|gO0 z8a@A3Wo~p)+;ip@qzC?8bMIqB5%FG=*>bb1=sYQXsU=1f3})HSN(Wy1H1(xGut!Q} zF2R|tLgQ$^fQ-eM^?nBNB^c~*Gj13xdzjORN_ctG8cl(ut!;CB(R#oS0-EZpb+?{A zOhV18-<&czKrQ_#jhc1%rxEpIp+58wH(}xQ8`lo_5|pmKI;L4z2>*Ic_&x6s6N{*N@&VUbH;4`K&E^{+=Rw zxNLjd<>TR;XFotd_3&rOH}fX$^cPG z^LG~Syh|>=)sgNBKr^B45wV3sT_Xm>RUMI$u&D;t$8{wj+qZ2Jou`M+x5j_o$XNG= z0ydUHI&j>foXzKTYg@%HyESPbPEG@sW9(YS^z-@@9w2`5FNdcI3X{B&0(p9fbv-6Lx(p7Nn^2I=#g+Eu4#O*l4Pl@z7P zd2c9;0>iE zZP#Rbk@tzl8`V+lNGvt?38$c6Hu})@?DSap;W@MQgXU#3@y7W`>5-##z3#UISAia% zn}Q36BL-nnnIFHF#wj!X@k6odv&}DWM_-RLJq(y0UxygN^~CF!%(e0D+e#k?JwQX; z_Vt82lu90E`l_DL2&8QhJhQGyBg=c{bJ_L!ug!z(b<=C5!Q)@k_ge!x%Ag2|e%*a> zKbXYdGT*j%R1kyFc60G!)3EK_37jP=9C2KNz7&%NaQ<9-x*!;{CVV$`2hI*ax;cJ! z?=w2#?1kWb;U+oHDwI3YcHb(L!e)9E`f!UU17o}8{GR3-@i6_W!?j~Y?S69+KzN%j zG8?Eu8b*MbK2a4e5gSAfQDQV*or69_=8ethT2HBSF4dS}o)k1ZQ@F8L_^uS@b_DV# zGqpCqc^;&`o1ZXuynSPdU_%gcAmF0z#tBXEPA>ZfrOD=Hj^fxxz8fy%*o{_8Uu-jUcPE+TA*P_%3T61VjdjeNfTr;FidOi3O}O>Qd$u+b0`u^;NzI)~ zVj#VcH)%8c6C*_5pt*BAXb~6cFA8KNXHSAUEevC_x1Kk&wUEWJn~ZeU6VYfQ&&?}i z;43#%6Pg8?p2~D@PfNK#5Fy<9Bv!70l7p!IO|@Nd6MV422fN$>Wwk;p9uA^nIlp-amWr!ArlX&&gs=k*BpDqobR}U&ZNjfO zx_RUlKJJq)V^!<4xrqAp-B&~P znW-l}apZ4X+Fa4fy{uJUyIpyyR^a66>EmM6J8{)svi2)#9Y+MrM=c!4ulUCPraU~1)OC7N#SQrWYgdBhsH&=Qr#T>BP3+D_HW~&hjlz9N<-uHKK*%aSb->Azw&6q z{lfNRr3!tlRH3}q%3GCWyZq-{dPC~H_?*=1Go&m;UU*BF zjuWyq7+rGj>$Bb2tkZlS*GTvogdQs;41ah!`i#@@y?IgBzHMqS;RKq#b+NBGN%iiF z8%L9FbbUt4UOW0cdgK!yuJQtnYcJ;8oSv&=KmfGGd5oa$& zHA1FqK+TyI+jV!=)m(3HJi1)^M*d>-nPDouoI>`b%aCGWfkr@7psRHQK}M7Hcd4Eb zl3(#JwOiEpNQIO~^i%0E)z}|qZAEuHsl{$|WQABi-LO1_nTN!!xwU#1Jh<80zovi) zrTu83tvIj>O9<|>=!!m_%nHsz<-zR4Zsu$UEy@cGb63DEe@Enq5GkKe^`*5+Y&94D z#dl;96htb=8Il(zaMI?a!jw!&;)H-HreOoTCWfgd7x&81PU-N}%)Qe{S-Hwbu8X(V z7K=1ud0)p1>JUjv6|kR-dyR!5HJ;Z-=N|b`yxs=ICsn3U%ZTP8kSJTzvPXVmY?6h8 z9Lh2Qy?b}N!v<0s5FL>V^H0kQG62Lp( z-9OK~M0(iIyn891&figC*mv2Gc>|(J8JYs5dsg%xL2WNm4#H*t(b`IME2^NAeSF?> z?tbBEV|k;H8kCC@tVq`WUmWj@ zo2@m94$3X%_xaPy+a3JJDD}6dLubTQf7^^ew3|I$p?_23^g0K-jlFeEuX}dDQOII< z_lHR^Us)~(@)kDzRC=D;ndHphS!;qI(Gt-TClJa4cIb$8D=VEbRFMTrF*BjLVlix! zJ%5mTUZuvHvvjlS{s~h+IT3aNPBeev2PSo^)h&{_H*hJKl)DIlp9!!r%1HTC%TL7r zJe0_{`z6}I835N4hBfgh5GuxJ^M3F_EC6tx|}M|xyw)soDp2}zJu#02@rv69SQ0X1$EyIPS`p6kp==GoK=+5e1~VDmM8lAmARQO! zp0<<41IFfA(@;LQ&(zG)GSez8`;rC%-oDrf{O_G2Eg({XM}W$U1E8$U&`Fk?Tt%MW z9c#uWgE40yxhyp)@diB@$nM|Uuu(zp+pIZ0EF9sP^tM^*hry|WSH{i5+r5~^7`&-> zXR4yah!W5SYAR8ddBtz}$yM(~u+@Iek&(ublG598f3ByMPr|N)*HO&L5tUfw)D+x5 zl(6%Ptxq>BpWkk~5a`o)+q*_Cyx|g#SrZR+u=S>vprT{Qms>p)P+c7z0g&&uE%i`< zb^x(4wlgN#OD0V_&JJB5)GWOQ1iJtyKiD?<)dd^J#%l7DYt$~7;FO__JynFfBxWQ( zW#3O?mSgy3q26--+jy}Aqw%aYV|I^ND9$Pa$cV!Pws%mOiSD6oPiHV7>7fs8@sUH zH6TdS2KuvQE>u(0m^Huxw$T%WR#d|q7?aREMlHcT`V2rCQ3;tp!S1wJ_xr#O(ss3h zUJMmnCkJ!VxJXoBPTItvY2a~tVlM}rLt+ko@TsgmG5FDk@b0-jS|n(G0tuBPQzOp( z!Gc8^xAkHj`{6LO%4==e!~P3L^Q^D|()YdbyPsd@wa%+4g5u@orv_%9G|nv5kqF`@ z6aO5}Ki^!i&4tOef01E})8?X5498&$OY0Y6wR&ZK0Chn!bE67}$E0^1=}fNeRo7O?>!2Na&$jBQsrzG|w4j?Iix&O_=^6t3IbrH~8yoPVahqdgl( zC5!(XKswHC_(cny|IpGU)`zkd=(!5xA5h`!q->mgYA3qHlacHw&hfl&&OqQIodL2#4APi4t8vV#E}*>3+Xw%@>3@3-kMu6n}IK^vr6iGZ2nwIu+VL!dk$kr0r(d8oSB8n;{A^16Iz z-CNM$3h0o=rbO|lE(nTcl8$H83KwS^F<~%|`dm|6%xh=K1i4jlKb2YSj(VPFks3F} zP?E%7!Ny^?&*K!&GyOTFHeEB;Sf<(tvLJ<0-n#zr{3c<+2)7&R!A8aBEOv5x;-+33P>_x~>6A6ZEx0DgqjI8f)@ob) zn+{bQUNo-7F6S5*s}d=mjU)6csx66qg(lT<=p3~btmh=f-=~ltf950SL9o2;o-&R$ zEVH{nmKYZa&n;`CRm-asb`z(b8K$5Aa&}K!>!RW4#k1;rhvhd>nJuNyxW^oecM_M7 z;NB@Beq&dms~4fvs{B5P`x|8{b4TTOB*kz7TYaa@dQT@ahRTOIdxP*@ra6l<-aL1T zU}hQuRW5G5?rp098OAP;JBuTxI?a7&``o~oD{5ZnZqBh6JvDa_*Ufew*1n)Z$&YlX zwb+~xzj-m(b@#Zf8rieO@mt||38!g}!3a_k+?8I{oSd)&LSqDUa%{ukFj(pKYsk}X zO(o_Z9GUT@N4~Ca&vQBnix(kYuKJS=yF)1ci zU28k){8u$QuI@rD!?#p&Tbgy5SjyjQJIKkEJ4E6BjEXG1zoVdbB{K$T?1|@f3e9D- zN3DK63ls zw1^3lbn}HG+~p4Cn9FbYmmLpAI(UyPc`#8vauQ7NM3@Hj7zrM2#8YSK_t3s2fzI@r0opGPZ%oVR?laD;AIwIw^m(Iyz2ntz&2VuD+1{s83>eNAVrCxkppE+E zLACGwxPLQ}Ew|SbB3v1wSrYkTtDHH)kOFy-2fjeBg$tj`gw4#zZ6JJO9#OHqNVFCc zMYB&xi1VoU>fco7npgB>avVSI-79;i#gi0jSy<4{7rH%ixKf&r720H(OrOhXg2mKD zO*`9NbCD)X3C2{~J|cWC&^;BxnK{ljtYTE>UEj6T@gdR(hF+EE&s~mJXjm0HKPNMb zrY8O-(fYXy$9JdEm-f9fZ8b5PZw@LC%=u&xz}-xlx6RSBgb4gg`RF%yB~T=sj0e;w zuW>p{9N)zon@d$Jem*D1<{&J=8?Nm410OZ`uy55%A1C2(>4WhfE65%= zYm{&3WBIN+OXS}QBrvVyMv~W?8w!1M^&*qVMLV_tVS$xM+o}FF;glt(@4x6l+x{}wO6qB1KRxfq%-(dhf#*2^GzR0;I^kc zaST(?Hp6m#QrYpx$6*ATN^pMyXsS4iLc2+%5b#`4d$+I@)}q*S@@Gq-`0^<6zjCBV zb2J&%DgrVzi`8U42$qIBvaS>E27W?z|I{nnI`K7vEQ7J3C?e9U3Pb5IJ>0KP>T?LHMq5DBnaD5o$h$3@);fYYVH(sydVa}3cGOf zpIMcA^^=mmTo0c0ov1w=G1A-P^OyQk%WOwcw3js-q8v53jXikR;B?wVnVwATJ?CV5 ziiLzHIra)!%YF48WhG|rvrLcnd5?3&*T$c|rLD7v_7$p4n>hb|bV^mL;#@wdjpLwa z(c~JwR_?GG7t8uA8e{B8hw+D21ddi%frneI`&rbmNFwde>_#7s!rhGsBdN|a2~#d^ zHL(Hv+cpk5Db0x!uao7ZtIEjO9ZKtba7UzD+&#r7ZK#a&oa>Fc$7@`rYUWB5mrTH! zz-#NL)vMrAwzZpXL~{P)v8H8+Q?mmvR?x_mNhS@P&jdOlt2y@BdFGlllN)yH}1Jhm84QQ3d=sRZlD_fu_h2>JH@FLfCVY3w%+3$=~ zbW3htmp)DJsH?EZ*bO@IBo;?B^ROhm5_%d-@i(I6T*V6FiRmKFf$b+d2xz%3iaadMqCm{0h0@v=eo3Mv#&n50)_) zZ)-Ne@)LazO*%KALYDYIagn38NxR(g#lNLCK3|!d(Y*I8Os9>i;U~+@N`Xk%`wGKJ zbd{peK9XJdM zGP7T!^dDTYOlrc@l@2(KRi9a5RZHBqZM_sHO{MN|RAmpH#6wN_5xMj;>46(Uh$?zs zmL=(%HQ1jBDbv#KZxU8Xu)9!Mblq5g4Gz*+IG?k+T1)%u_XZCW!z_Y@TC6|qDJ%9L zm)7AnG|H!!&X>tUbZpwYd|C!Ld!rK&O4vR%r8eZXtRb^&$0In445>A3IQ4eHr4n|7 zU-wkwCKh|elg+}r$U15qgyqk5OO4(uYO=Jaay)JN>pAED{CLT7&l#&aTL`B!W@oi> z52^X~_lTdf=R?0^O;Z|@$_d(xg^|W7mJ*cfQ_m2ps$OnSn_?iG(VUhVsb6E(8-FJV zmF%XhdMUbG;y6Auiz$-kBTcIRjwf>M#s-{|iXR*8gYCIkEe48>mF2L#VS$gM)nTz< zH+cs8cdG{VB%Y7O{EQlRcVjh>-9)qG`W5hW*PP3r{16a(SE^PpItk(;AAqvI!Asg~LAtO_J7mOsi)JCrMyWMq!qEE?(q9*R3=EBlLOajF0Vuv)X zx*jLK7hZW4!$$LyxjwfH(?!o|6SXWH|G)RF61Jkbfu{TKvnvG%?l25m8WOPHx|D;A zpM|;6V5bpIS6^QkFN|@1jrzT=jq}pYVW2};B?i2i_uxfAJp@XFn`@*c{shrdt1HXw z#xNFW54@yzjK1JuqdCWhyldIaINje+&;biY3cR;3J+JRhvr2TW|yk zO9csbGIlO zGkn<4>a<8Ji$}nQQ0ac;TEf~(znQ_<3$h`Ta*^uFozJC2R;>G0PC5%HiGAUu%pcSk zS2c@kN3bq&!75UK;#0O~Y3rzQs-UR;R&~&SP3Wqlrd57Yc)ll+y6PgOUCdjGcTAs* zvV#AO9uv8ir30VcNGg~a-Dr?qBz0YZdu}{4kb0=x>ZyUw6Uz7Rz9%ZOr!4&mCBGX; zl;DJJI)0%uc7C;FSd&++X;=XNPV$|)GB`=e2K%q0okW{~O)%zy&AY|chl=e87U1nxnohqzHJ95>zbD!1q2LnqH8aOB=I*K#%* zQ0sLBJK{Bj1ypYE&|V`o2d=*p3=8$l*?2w#swKa_C{ePTc1DdK-w13cI1F%)nV4<&mf(@yO~|U@4{aU z#Xmwk#vRx4Si9^E$I=GH&_Hw@BI;FT0NWe8qo3KJGNr2@IW;#!t+7K|Duem&L}n2k zMyxO}yiDdu@vhL~{$XHg^Ggp(Fb*msgG#}XDUCmx%$0#r>L?JL#b_7qA1k41eV~G# zf})KOFcW1Yocx98+HFqSL>Y3c`6`95_8ElCXEjA@`gEOdTX z%(sBwH+E2w+mn}s=sZmGuaef(Qf-QJVR_mUEcnAL+^nB~jR@6PDyiOTK!m&4AfIOb zbUDdufOBakv$H@JRk>jzmTc4tIdFZR4zb{s6;54<=tCtc4S{AOlmdb+6e zOWpi*$DGc2oyE9x`k!dl)yHYR%y#Gyyo?-4u$|0x{9Y3GB zvf!Ga)Blb9mBnB{X~4*s%*$>3)Vk#QlRc#x!$(??C09eZkDtK#F4ztx-eaG|TnXip zN12U6*GL?DF`bofFM2Q3kFpuN@tr1@M(fYvY&H42M4+~u8k2H~iVGHc#4)Pcv7Yxv zF~%B@pNXR{hK|LKB&GZa0tHGW`97A! ziqNl0wk}t;xA0K{4|(zfbK%+ys1*nLUvGvb`mD0yPgi((k;0{qhiKwruc9y`c=D^B;yRW^UF# zKYEWm9!peB4FoHw&|-78@J^e8EUagsftp99_c}i59WFTHHSxbrk?`^8R`{;hzz)Cj ziQuL9^Qg6JLur+sz1mucPAA7ZB;PClP}zat4gULqo%yz)CeB?0P{Nd=n}zZ9cH0HD zsm8R}p(U=B+{{_}(I~q`n97us!4n_H8H&Kwt~sHTjk@QF-6+Qd5!%|Femp%i$*E3Y zm0=^a&@G&O75z^dFgxI<$Y>6Dfv1%j_B%I=r}eHE$>cO)_dO4BuJS=5y|0d_IjBQ# z_nzF{C?(R-b~4M4Bz~;W5p%*Xr0#G=8cYm`tD@^JqLJ+awM4T^f0Yo9CT?7)6|xB2 zip5DNt&~~xHe(8wRUd@^GVfDUR}QrxkarfwzDDiv3#f@T2qM(v>NnU1Mn-0E2|wk_ zU|TCmnRKD{u+06EqAhT|XE3jO0v!VEL|)>M6s8ncH^&!z5Uai+c(hgP`B^MDq7=-T zHxQ#*6h3{-kC2SgCo*??g=nDuQCB5ZZmi)OH=?_BlE_Q#L-gf~glo5zKq||y&}HOb z!0Ct?Ad`kyO0Vg_bFtd%j9#(;%3NP9d-E%ecJ#iN!yLMF2vNcKo#$t1!&5*AV(E`( zosII<9`2hyb&W-uje1vWWWcQVp1PO{f0`?$=(`m&8PJYyw+o#Zo<VPiZ$a&gWg&E}Oe8A-HpmdaPei0bhH!(kv%~>AuH@^rj(ru`!qc`C?_=8- zw!$u#{Fvg|o*KxN%-pI>$|5joVcl>1#*;r}zs_Uqvmz8h$sZI!BJ10`RTUCPg=;}Y z#2@Mbny$};??ESvdc3h14>8S|u_KJ#{rM9kjZWCLa=tqI42-vz8^6ugUMCG+PUTj4 z4vrHX!CA72QC8@}_QDxjj8c-uNHRFw@`~YIL()ivMjPZI-{EhaCL7S0Yxg3}r|}+~ z5^3Kl8-HSbim#4$I+mtXk~Xd^%EbLdZiz#+JwYw0aQgKu0gc@|{G+BhJvo;ux3-(1NrA&&77#bKBJ zZ4@R(82jUjTk`07_lobM@Ubn|I45g`k$|N5E7=VeTW!KZ)~hQv6nLG4m@o@Q4Xj|H z&)_O-BPzXT4}u%44VRr0vFRkWyp9$Ym~-?khCA-I%qu6?g$IWJ z9lRsQTofs+*`AU{YwqX8?`*i0d#{~o#^#rJ%RFG`h*GzUGTCxaJ>jon6;d5~a+RrF z%?6@qjjM7P>Y=5Q_2BPiVSb$LdDO0ODO0WTt+_dq->FOd-ux5Iu7|0+X7gW3_RmoZ z(5SO!?DOF1E3WqjbDNHr^!x&YD(a$G^k>N9Rg4A{u>K!kZvho$*S3KUC5?cjfYQ>9 zv>=UufOHIvAR%4SDGm(+3erk5gyhg&N=i$2m!!nm==;6@|NZBzvleR@#^r)}X7797 z_f=2b=q@b5I`);cx+)(P=b9}BkrF8!KZXHQ4H^nj<*}142q{p5hQNC<@@Jpg^|@U= zkJdXrLa_X9;?-luffxH7{h&042;fy^ZzCgU=}2BUcofW+hzowyA1(WFI>+bV2ouC1%;|!OQ z703A)Rj1Vp8aX&JZi(&EiRQLO>AzG23JW6c{^SXhOaB>t&za#@dwsA$qpg{!J&lQ# zhw&-3hHECP-r(}yLcS=YGcg8@aUF-P_8IOXn0-`)9;Wr0L3w^Uz{;OIMVt{aKq4&q zFkbP1**1HmgCTXFkN_9KV#cN~3(gNemG8@}Wb$&E-Gr3d9y5EUnW5&thc-kzR~7R_ zx;N5E(EO*0snUCv`t4HB>{a$kq8g4nhc4b#Y`&4Xv-@*wV@AK(JBB{91260c&c6c# zu1$XYDIj|u&VH?3fS3-)AekQw?xZ9(BvJbr?NWSfJNSrraFAQ$iCuU=lnw>V*5^M;!rj3$gcKrZQ<>WIVGS!atfo^eC3=_dAvlEeXzJYxFSE5GI=_4k!z$yL~zCvoP9 zORcVG=97x_1#ze&ZdYU+zAD7ZC0_F<$2|-^C;3I=9mT%3HanVbsF!N=BSQBm>de8! z9;i!|i_F&3N?w5c^%;xa0y7#m2krEiOT>wXI_tc`Jqo@_hT`?74^e7g&nZ$bABhXWa9 z^`B_6)tho?CepM^KK(?mVEFXKOjzKkaM@4m%y_#xkL}4NfcfHlZUvaOrlXXshPHz# zJeX6=owC|)w;jMQ=W!u3QaghDMx9_v%h{3Cw)j;UGL*uXxbwt)t?Kp9s@i*;57JxP zx5S$tUR{n(2u(~5lEXFg^X|~pn?I93l5NGR)}mZvps~=EWGOh$W%|lMVWJs`5A#C^ z6+JT?GCn2(8!A8dh!G&lIXi3-*D(-`0NcsXGywv*q9FS7Dr`1=9PQK68}Zp>X4?BN zsDmYXoRVA$0H{k#gJ%DosH}`GG&73q%@j_=_oM}k5}Py)stgDO;9a@jn^onuiwJf8 zY-<2F&*-f$`v8WU^NAPbSG0RR`CPOJm{SKT>i#I{^Z5Y%AH2OcpR@C6cA zwVvgmD93_vx zF7H|OX9J|5v6-8MO8RH#B+vw7A<*l|)aw0kKCLnoy>>c!{(A4{Fv{0RL{JZ)x9Hnon?%n{)6p$*!-j1WOu>oL4p=< zZk^n#Da1QlfY5*`K)cumTcdmY0VWcpv%Dh|6RocdYM+`UZfmHa)5rUK6*(&QdqONH zdWyQ9{^^))DQ!#jO90j4p;%o{{Rl>0rIjj(NUKr>G+x?c&e@F*cu+M}r%w#2E7rOK zP&F__gl!fW<>{sD$CgY0I1!48BK8h{6I&BI2N#-9W=0*dG$QkjM45=?@%zn-78lfy zaVrmJ#Y8{0xu2+jkInH&^?o^9i)+KDRq%qTlyLd7`+%w?&Tk}9?=G%hj>PYFX&XA5 zZSg|l=!R8Ppe`w=a{qKbJ`~!o-2Z1~_usuO%=5OeH-XnCGrjqy%89C_Xhh!?uSaVn zo6FJoWLl4d@_7+%k#=hN|N zttaNBhkS=ll>t@ZW|l4HIt&LIJ6|J_vn`=XuM@SEp7kEG+)MKEka*9W7b5TP5D>VL zWv*Etyq~p4zAU!#4BPQY?u*t}bJLHm$!yt8ViC4Ol2wamshfZl@X(RUERWIHR*`X- zUVSclFeRuotvl7CqUrFPICWj6^6`@oe|C9TnBEcsS*7W5z+~XN?@(@W@q4@)8K~cg zmAto(F>zem^{%JA&z+1DP&xrKi7M)^>t~-f+xi`wFn^b^E8W%TY z(`o{DgUN+q9z#Xu>5v;fE^~L{js^K#rFqsyC3x2IS}Q=S^2`1B zUFmMlG(C7&!O8iqG{$5(ah?RLK0BWGPP;*dm*-A9WtGdL{iXQt*nQv$-^^m^JD)wa(ty_Zg4P$c^SLuc<()%k5X#W;Z&el66;RLO&UkNGDPaS$_+9#NMz7N^A4~lGJQ{_)d5|aVJys~ z&yj_g+OJ!K?dnLqu93q4*EIdaUB!q6M_K>PetpiU)a-FcOM~4V+Bak}Bb_$6Jb(jR zXwknTgq3jnNv`vB-cFUDO0v>2I-J2k=V2#$cZ5Wh7;yZrjjNV4HF4d$08ZP00&n;D2A^tJIF)${&@LGp1V`Rfn3BW?#j zW68}GE9pN;bhtT|e(Lh53S59sc#?l5ziSf~O49j`V-W0n7KVAgBPfiOCXp28*fSv@YYLY*!vA~ahQv2}H>NBvB z#ZP$w-^j%$TIz*gz|vL)yW@s_R8AspY$WW!$!ZR^TpI_X$u0QHgd@Z^FxP^*?T)c1|0F##$F z1p-!nqXz0D%kWwGo{j-UtXj)98@$gf>`t;H zQg-h^W=8@`q+460yVza;8S3Rz7tnITbiFl#o&s<1v3Uf^Xc9x#JQ1#BZ%o(Y{>0+7 z_52&j0$+Z$GjzV)mY_}mX=&0Jder%qWcJBV0;`?XO|nTlD5j`ajc3bD6&!U~O-%Kv zfp7r|mom+#)qc9%;dav_Hlg90JK?9PK)n?7=P**|OgPy1X*GvowV$hJhNFqvHDTIyz zlz5>ta+aq57OR{L-KiO^2+>Z~3n(_;cE@sd&s z5KBLagMbjLU)y-9mGfd)6O(EPABe=l-q!DGyekb=8VZb6#UCa?yv3x6Vb;Tai#j)! z-mLg&HKlXM?g}&5e9tred7~+v#!mg|m{K!A8ZX0#7VAL=hb;f%1_k;y;Wz>+_45^H z17r!FEIRVB1Jf!`q+|$}E=3zlple}}LqNtx?7?M0{ zy<4j)4KtxB4cf<%2#aI9-8a$Iq{$>=21)=)Un>#hP3hQ%FM&Ue0C2XFcEE>JKOf%3q9q*#SM;^SAE&OuWQ(| zGR=hrg`pBZ2TQ*^!qZJezT8#gie*nf*h{p3;bPv3sOi(sGO7Ck$m5htHy0TMAVy8)dQnS98V8rlEtoPS~O26is@!UbWj zm@!jrg!R&l5F%v?ZMP0b7WG!|pSz3j}Obk-crvSCYo#99Yx^ZH%)FZ;M zY-a`>mpsek3(C~qbhq|9^O5s{!U=Njv^aePTy~^AVPi4=L&TUzGS~%dbOoMGuXDF# zzp%t5H6P1qV{pD&#j=NfU+AGsdsD0z{BjB$@bC?rwuW%nV5o@Mx&j$lpVmAU(m1g% zseo=`1}n1vQhG$a-#7%|Bb1Z_nkt{(xMy|qz@emFSFTiZmwQ9RT~h9-H=b5s6lwlI zJOl*%+7ymDe0J@TUzX4nbHZZ^K4~UhftGlw>U-*c^Ztn4g%Z!)u$ zEUqr*BKQ|Il;5{bucv%g$@UyW9@*pE{0<2wZ;jpc|qqx)MNRkTyl1mVqn+0Hd?Qdl$$I+Z%|v1NXu_pElV4{&_(d;oTW z;dtRiAPK|`L-+2YA>8a{LZg@*tg1FHaH-Td$KS3(f4;YV{c5h;JHu;IfG0Y0cVdGR zXOANN1M?!{ct?;=7sq8sDqg0ZUmehzsurXtJSF)oin!;cHDtbYLY0=lB z3AGC_b<#|7*Lhq}SV}oA;=o#e&{Tpk&IJxr0k9+jwlLb?+W?eK+0g!F3D=S>UDfE3yY)q8#=66DT-T*0k zQjl{<^=m2N(DD^i=rAak8RoU61sw)zP#JpqY}JG3jANwjRB7K9HpUqpyjjAlDVlQ| zy~u)6F+l_W(S85-Cbm7A;pxNI4?}b09W=-p`T*?cYbgRSiqGmThjE-Q`I#BViCaf! zU6DtTh002I_s#LrFW0051=E7)r0s~Kl!;6IMBm=so7@&304U(=>EVz^hE!4=ZiSc= zda)_NH5^E#r5qa!u*)cW-?G%8Fu1Xo(P71bKCAfM|1=iaQ(L;e;;pDjelIfIf@DZt7N! z4UnAdG_Q)tR`-;T3sxGEwC9P4p`|l&1hArpt}NTi%v`C;C$%E5=?u{`o zd8*stW^zHbA=*^oEY^8Ma+2O_%%guIGA+Z0Hh%Jm0uS@0VhfgaIRiyG8(RK=WWKN% zbpdOxkpb~&LgFq8ge5Adc6ejD_j?kX1|_=BPOQY~jP`eQ=uirV3#axk#*98J4KxQz zx!O<68o^s9OT+gJhXMFaovTMB%2o%Yd6t}~%d^vKzg3^8_)CETpxiuMPu4BXl z=DIp2jr(#$lwf6s4?O6yZIL#TL`NMY8QY)A$9Zn?42U^ec;ATeD#wK!Z<&U|q>t&# zwy@sYktRCOC=k*jkZUjYrfS|Uz?t}D0(UU-%27$Nd-!DHjO&nr%&dkLK_5_g)_%B% zs^v3Yjbf&&LHQS9r;+JQXyAr)gtiWVw%~yt3Kjkz0x2wviA*=qVPJITb_5vwEWpE6 z#G0oe=bDoxyxUmdHF{GuHh6;h^z<}7osYKM5x zwVHfgA(%_Mf-CXBNmDA7dwXgkN?WDhtjemz5e*3SNVH3B%)F$Yym}K7n;ovarc6)U zGQ49k-RIcgl69UpJcVFI1QKWBy0$|gbDm~|&*QDRr;o>Q-R_8-eJJq|`Wm@GM)V^z zghM5^-WAYEJ*81fJ*dH_Vm2KH1vnU(@-i;lKj#}%7*R-yl}T7)f=2HF@?v#k*8{+K z^`sn4o1#S7SP7fV}hrkJ2Vs&UUJti+N)qx zAOvQL#qx{iHpfj~c+Z#d1vHq-QM-u268&tJd30EZF6d*jf6meWN6L^@`3}v|Wip>L zYtxPwf2fTq`9zmg4O*lp_Fezp=Qcy5UVj5+Ls>rZC>^qee0f4(=3vA8^##XvJB*fm zjN7OJbaDIJ?z|m6ZwS0Gu|>*A5x5H)IfY?yDrH0u?tXF`&~g* zi^+|shQdSMI34^xnC(*c0hJEq+u-A$YMpAuGzWf>?sb(Ag1eqQpT9#LT^`+nU-MX; z0Ss-d5zdrIy2x(`?|^;h=mejLX)a)J1E8)LBd3BfQtsYGm8H%7-+p|EWzW(jiofUi zP=^H&a-!Rl|GMk_+`KO=kI)!$^K!h|v&Sy~zvvYJkF_EK<2HGQxV}}K}5ZTZD z46twDM(P6C1N-tN+jKw{i^p$=-1O;TBDB8KIGfMRSUEf`i`x2@R)nh7jkAOFK&Zc? zMgrSB<$aS>O91-!!bCKc&QK$Mh*BREvaEZIn>Y zQA&#KbDAc>Xh*^5NWH{9p4aIPS#!G27FRhjcENUPZ*l6SE0i<`Nc^m7?7JW?&=zHi z>4P1CM?kVmAn+sPwUq@09KXghkLrrK#G!Dkzp48BzF`-_HuiSDO0g@*cm)nLN@h2&=5YTx zwOz`{c420DyL*08cMLs!QKeG9hnM#!=nYMnfr<{OF~BqM$#f>}3O<++TNlUkNbLi} zKERSew@srQK&#*oEYaaKFOeZ)Vhq;cwZ`W!x9f53hqq&2NjX61Z2Iz0^joPIeJLg9lnw`WmEsLHq?l>^orwI)lR;+5~5^D9L z0~aT%88#*McWGYc{b3*~`N^-}2U;=dY>MB1aV6OTkW90@W4)U4~%0?8sjn+FVfi$;cZPsWC|Z`0Z}rY}w?FDx)uv1ZCoxukqi&vMLWg zovBBX@v!qMJQYD^9cmGA%mq!7=x6&-_ zM7s~QIHnBXTPgQ!Sy2C(VxaV!H`mo{*d+%3UNz480 z1MS-_7jmy8vdx83gN?MZQKy`ZCMUn<3ikY0F0JA9=j2Dig0WKY`j|O2^H&OKdH;&m zCH@+HGT(Ga*7AS?<#?Jf1NPHCmjAu4GV8G5pm?3VYXT2& z22-qeYjN@kUz6F&WiBe~IT*N4#(p4#Kx4~jR;X;fZz3rU#yQz`R+}b%+y4Z2wM7GE zAjh0Njclt!<`D0SC64qIm#W1ng+iFNn<$7laTJ!7l?*f3_$6agTON{EwV(d*c|VDo z;rkSpY2-(i6e5#Qkq_9;A<1T%KrHC|-Xrwn+kZf_ew9Pn8BX$5y=B$k$ z)QAw!Z^1FD<&^Yo1vk7|&j`&mJH2~k4b;kLb{fR>HY&9ICN6Jb)B}TP{JsZ|Z$}?( zBf)@F9&l<7QVkDmR3vtUw5(I1# zvmCx4_{F#P(PiRyWL-4`(s=n(zgwH_10J=aL`vp@kAVIDL-cx7S$& zxY3zBM!Hrh{2=%rTz*{=V3h)|mD1gmePX8r4%k?#uxU_lnb8EW7>87sSJzYwi&s_H zC-4f?kGt19XSi8wYG z6fB`Q#0VBnue*?Wj1r0oReqKCQK(x_lA?kg+Ctqfdq&W;>fLrccPGctARm|?ukI$Q zm!Z9cS=78nzU$}uu(P}`T7argYk%KpuPwgGm(^T1Fq8fJ5qsAl-+D`Oc_#Zdd%bH7 z#Q|fs;Svp6HJ%)N5}Ev(uVbC4b$bQP-x5?1zAhI8j+HHBe4x^Ym;U)UGQENt{89eSWbvjuv#RUgvW|&VhO~0;``gD5DWw%%AM7!*2S%f+D z%C4t9O1MvXJ8va!4T}-~6hVrmAiOrBmncG}^yk=Uzb!^UHoq^d5bw8-oWm&YKX#SoPT=&)<|P8W z5{jc#+d_|l)MDl6NEmA*f3eZrrU(8%0AN;S(I{>8?O=e&_H49pX$(Hk3Zb~8PBx&y zrO&69H=$}yK4WJB3{D?7^}wNzTT?%Y`?!Bijz5yI-F+ve z4q4-~4Ca>!%gduTDahq{5oM3gcnIe8mN8d_V50L18yiX3_M8fD z!D5GgBEwHt3xNlI=RaT}R_@RZS1GTJ38f61aitX&Z2pgZq8y{e@fMgs5iR&w-G2uI z1EVQaJrGqh7GQO|O#{)-SHM*n)NFPt2yrl7NaIHX7Fqy|WebqY8nGZNfF6M48{)iy z&_7KYV=In;sJJt$nY#A7)+4tcPCa6nW(um$lN1^MTz+9vj;4Z#h@xXg98k)S7_d?D zxqxCKIamWzPrB`0Eg`~=v;lJod2S`Y4c!meV)AELjh3_!Mmhi9?xC#=o2wpG6lG|5w(IzMHoKllPXXG2AkgZ+NyRTGCB z9VHF__&@1^agPLR=oyJ2`NyttLqQN^zQIZnCs~{(Yg^SgdO-b8`y*`w9i**Jran*9 z>$e8|3&1{{EGTl8B(=@kafzew1)o55;=UGW$Z3ti#x6zh_hIknsY-XkLNW>o4aR|A zE|3nDNI}v|x{G**n;vII+*oArK})wS0Rc1s2UC(TCK#0zIk_N1oLE-$Grz&_RQ)_M4f>;m|pUNQ^)D$U3h+K#5gx0v=m$YHsdS$OO8E*@Rn7j7^8e(56=DL+w7X z&l6iA5zf|D-m{N*2}C^$VR}j8RN5z%NHMoQ@O{k9fys=-oVrl|6*Df;>Z19%ygy0&n0nGFv^%wmXiv2*fJ`i@J)du!I3Pa!X+`ocNMJO}RcGTpaKr$;8n;0L zTi>7sDL7~Cw?zWb-R>e;*{=C{vtW}+fFt_V+MG4b91tn{I=I|{p?)@_X$s@`%ra=k z0~*(Q@Y)}kvt+ksc&caPkr7o}bkqQiQ5gYtevM-()v4jvZ~s$F_;(GW1r0uZeHKh{ zr1b?h6Z3Ug6V0>lsZ?~4URUwv(nssAs$1f#H1r`=dI+3(VlY!Gk-i4VqJ;#x(z<4} z-Lg41R#JfsU$Vo=q>clqy0s%ddz{N_CIV7_rKC9B-(jiK&7cim>#sNJYN7>Y^g9~Aqg6K%8yLV1heg-dQVB`uk?X=i9;U)yf)uod`&b38NYK9 zy@Fg^TpS+C_o8+v~yWN+bi(&x@V7JM1&)kk6*~gCUgT zA#5$2i$wS_1s#qsHX7oQ`?KmI=<40tpNQwwi}iTQvUleX7T-}xTn(%o(pe|UZ7a zDsqo67eWem=&Q^2pCMEC%r50$JhvEbZIUe5ept$1X!givJTKjfE0vXwcxWE0gsaaH zO?WX>e8~9VqD>v`R~5OuEZ=)2^tZWKxcBg%TLij#7Zy*);AuJ3&`<@e)c6v7%4Aht zKz1n;xtIrb5)w3myYk=Dq*XQb0dYH=D zrv#M3GyV+3Nd|Q%&gZN7LIz)%s2U9Z-MfE=V{3)GQtGA7T$SeDl8vU>wzZ^JK+gxA z)El)PHgjnt^3Zr?)SJhMp2P`r{;9W^=lIF4cz^FqgT!9I|K@6#$xt}fhUwC#GUhHM zc$qkpeeaSXe9Ne>QG*PuzoCkQ3mp=($wTs{#Q)5y=fG&trd|@c1XyKQPGlGyfH;qT zdL4fm@@X9Xlz?4QDjy3W#immSvB(jq2vZt}p|4G&)k0_sQ73OgC`#48$NsfPA7~Ij zX~d2e^P=ps#44pE1X@uR78d|E&2e=Z!`91&y_uPq~S+c9Ds9>z7+= z3f$H*&en=yW2iT8__rI*{6M2C*(3~Y)Rm$Wgezc=5L@x`{j4@?zVVhS(~(3EPU6!y zI2*Tq;bJC71h7cZW$gyn(=#V9>seuMO-z&_W)`%5R~FqoN!rA8{AaWE%>df$$@#!r z2M1AfxgRXA=qXcJZr!Xvo_ik01S?!ABEh<$ly*S_kpkB(3Vr23X-13EO7W3Jadtte zdddzPq9M}>8i`QEqOY&bpEJ8V4y7szA9soUuFC2@7_7rKvEaIMcNVbZ%TdP(&ibzv zfaWWa9Y%o=bDO&S_Fd`~@S56=2>uj(e+Pn-lZ|1+!e+UmKnCUofDK=pqXL_a-!Ch> zODlH9@@3c8(?au+4|XE9Vgf9%$E=q(5s^?#NVf9cwEo&k!<}J*ZwYK*%rp@#q(`Fp zzJ*6Bzy|^a_M=N8OlhmVNfGZpz4P<%Bog=95eDt?eWzgbM~A=y0TAIOtmWRv!(}0q z3*RY32GjYtc#I5BrXYiJFCqJ|2J3i**L7Lga=A_b-#VFl1l(MAM6$cJ9>rHA7qaO* z){r^D5-jXUY24h(X5zsbYqg4!@h<+e+!^i z-By^5oq%9H8P`|f| z%Z0NyKDKDeP0pc;450k)p^cw)iV`Fn!SsIXVyT|{)U4DZ{Zkc?wYBBAe|#NL*FQdX zaONEy=)pU!pnn$ttscdHQ5pxORWVCUx`14MVC1!c>U)}7QtyH{t!Z-|eCkKN$y!ig zFupala_gU+uYmv!A3Xq)$I*UnjK31-Rq}Q*3W@Mremc#jQ^aEwbVjF`_SW%HIE{jY(eVDB zkiMI-6&5V_mAIu9FyW&^-{G6T%ItnERF3MxP#@(DaCbln7ctAeiL_hl1X-D|e&F zxig~@<3=m?S~uV*toF60z>+gWRTcjz-5E(S()XM(|A#W;D+X=yAz}<9s{(Bz%i7Vh zCJ-cHxK2hol#meQ9mVg}G)A!*VIuDTc8^SUvLob%>gk_inS^#rL0a&OU*nTrntE>Nt`6udfktJ1*GW}B>o%=VD~YsobAtI z8E#XZyxeh%-VDF2H0m3@U#$2~RkmsS-;LIXs&GKT#?phHOUb;?V__ZV7B`N0^7Z+d z%}Ob>jUJe4{#SM9c~EbGPx0aoq@-Cff#EZ)uu|8tob@Iw!eBCx4Qa^QQH}My7zmbp zMS0%l8;~c`;lHo|fgX|=N~^5Eg7o|Ox6~n^+1MZh8|5BQkX9}-4NX_On3@USfdDf- zP~kI;P8W0DFBC(WCcb@vUO_M+KSL}l+f>K_S~94dz_4Br7?We{(ijNLmXAMY%ggX} z^Jr}oK0=AH@Ytfq+#$gIDq}O5C8&GYS?|`>F#Zyl6@Vs*eB49`xhD@#Ar1&;JKP8a z=+_G(Kr+*ukJ({Gh?~E5*y)S_qvOn*k~(N{Q2Mx7DQ*-#ph~LhDuU)xrx6FaO)l(D zZaC%kJ9YXw9qO#1ls6|-DGpl>B58t)KIs>yJr0&j1H;ea6#`dT!f$o5##Xal!!h*o zasK#(lr$Mgs>Jyww%dPX2%}qxI;FPKm75=yZL}W5*H48M15F1X`^37@--`eB7C>Yx ze%a?S-=x=xsKK8PT6Gl*HpO7lqWsYw-OeNjREVgCIcA z-=5l@+>?{(la*G#wIc4;zFBD>s;x*aSvkMo^*3iiTAH+fXaku?2Af-|CI6h~St5!y zMt2-&wx|i?xQ)skTo4YjXpXllU{JKHX<7^dk(Y6eSW)_mBE!1@iab<-)Z-;;xPvCclUt?hci}VQq>cIiD7pW4h(};S?={Bk z)Rr@#D?OY=!*h+&t;kf0I$1(#yknUgpUM^S@`oLq&a-h&_J1NHt0D$|fg~5D>$%)b5RmvcbfXOJ0lx$!Wlk4jIbEa>L6> zq!QDEM?Jt5rmd)gHwLBeU;yb%LG-zMRO zO7~S}A}ZWtVyk`)3u(kDqu@3drClmnfbkrCl)I+@pzspZRB~7C>iN&Q|R7cl$qsEvO$E<*f+o*nA+86yjH?DM%t5#ux8t0)2PEI28vxk4&jL?YEBN+Z}7qsCPx-0Be%VG5ekWLr3LKUhN9fz z049J1hr-?XVW<(7tR4sLY_IQcTD|(UK435%esjFY^jv^n6M3I^`~=y5u4TXx3eJ-o zABq>m>uTh@=e^|a`-Of!yS3$Y8(SkVFn-%_sbregmO@FLWw4360$BRipOLAqgq&`7 z8xV*KKE~FKi-AX_9H(WYiWQjA>bHOZqpO2zoBYzh%YNMe3^YSR<%x0Vmct2lm8n~; z7%+D8mR%REl@`QY2iXP!|&&Sk=9W6Egs6omG{ zwp|7K{_x|(&dUY3E$)Csaob=c#z|o9VE&9}GHs!R5jc=hVOUou8+E@cA6L>9= zNH0&Qs=rZ#ZKjL{(Ty9V5a7~hD%Qc#Hp7-kYLKB2$&wER8qdeTyb2=mfU#XOmSBV! z#HUn*@B;#U(F^^NS~(?Xs-(a#D=AfuqwgjJb_#~RmX>#v|9mLBk*PX=o702F-|BbV z?6*L54I@<&U_=y)#ivF9KVaBitD5YK(>%4s;LPIX1|J02)w z&*F~&_lycD{@XUJ5wcQ&WTMJMQJqM*t&Orz*~CFUn=#~Loaa9>4yYfN27B;@o zgVeXIs96Z)5l5O$tXX=@L1HvG{;g}<@0Xw9U6;Ez*Q~$6okusc07-S5o7Q->iuy8~ zWHI#g6I)jYfCgDnUq7&x^J58&Tam!n^XeU?t+^o2B18>tKHO_z%$C#C?A&YmZS8$V z!AYlWsMnszrQyB31`jQGv-kExCM}Sz=x~_Ql+i!bDl-5B5x3c~QMwlU6Fx7*X%Ri7 z%yh24bD-o)tJdEW-WiA}q}RIjlpYv#JEpHG7VB)cyWo|GiU)$;uv0?rGLGdEMXRZ8 zR*&r8-fd0mKj~jfKfKA~YhmIKDntk*?Ng8>gtN0MD_tgbSB5+_Kx~LI5Pc77BFV(f zV<3%?%&xJcmqb}ymgq*JgaIsGLO2kFM(I?Ad*}qQDL91qzY+pk=Bu4p3v7&(SCtUQ z9Ajk2#WWotq=}T!|F~p_Vgjp5LxHyfh%=X*J0wn3_5Z8wybl{9(rvB0QmA(yhX8jp z2*}gW4cx)9vMPFY4`Qn=Q4B}X17c(vs+On#A^`KsWG*%n`?Dc|ZhYs8**1>?o$~H0 zGOK7~^QtiLYd&NGXB-eLg2Seu_m8rp_(4(kM2?b;XbaEdRzIUq;dF`HMS-5dQ%uc7Ko-&v1RvtEyR73LhIAHmTD)7ze!u zuy2rz5W>elvVW#E$picU1G}DLT3fBC|3nhblHC=vhAnB;jwu|_x?medz=M%AV*xVg zDtiF;W6wsEFIO5E_Ze5dX|DPTYnzRm6#7`@(h+)GHn{jG(n67 z<_snZ_$P=S1-QRF&Js`=;tvsDra*)KJ1>kPeC=|)>o15&^4Cbt`yh}dJ!RaIA6q)5 z!E*fnh`3ituU4Ls7$9xme`e;x;$*n@*Fd-KZDxTtB-FZ$1dZT$`|lM@D!j<5{68p~ zCA6YS3vYUq)UR0aJ}Ze|r5vA9(W1|fE-yxVQy)+?*}$0xV3UoBk6m?cI|5x_JuYxd zg7hM36>G9YW*v5b-~tTzf`T8Vq;1$(oS~#3K1Lt01VYqW!CfrdyKXj&N4(DFi-T|< z-US}Ohp)p;f$$!k^rv5UO?7?RcO5G!R1UNh;IY%T&s^FgccE4SF$bZS1D1L zz)X4E;S8hA=A6`F(lQbqpL?MD>p}x?<%Yj5g8MIyZ=)6GrSTl4#4N{OA3yomTyHb; z8x?{HV_TYXb^K|xGh2Pu$m#Omjl!}w!(9XIQjd52`F$o89RKtLE7p}@fwh{{T`ZR5 z!KpRIdx{#*wx$~C8;>tGXZsdCNP#v(v*iTbd78t8r z+D=N}`TO?4W9fyA4e3QGwD@dm=+Ws?y8$M!1wYhC1*!tFWTQ*hCq=ULAl+nRyuRPz z)L^t>`)vB+AOlkR2ZLqOdp(nYsw4*jaBbziNr>dSye!? zaXH;(*#2%Z>!!Bn(>rm$Rg4EWJ!Fmh0jWSQ1I#d@*Gp<3i4oq+I$sz^Jzs--vwz40 z!Ve%Cny+7Bb%F2-hXaF#(F@O8$nw7(dT8Yq6kt?+hr7}3$qw_%3t6in!P2+!p#JoS z80iP2J3*>hVS*@7q<1A53BCi>YxXe;fmj5{XQ@;t2N99`^Xx%vu)jG#KpkQMUC*i< zbpv)$Nb~=PY$pu#8Exf7M{eS4!n4OqPj4HDpE^IQJw)@iur5328UxFeJSVpzEqc!) zn|#pxZU))IHd%n%D~5}&-pQ22Rb81tGhhd0XWb6_cZda?^_Hl%VG1pDH?0bLd-LXD z+U2o6fctfUHA_mHzC9A3l617ujgW{O>=zJpywq{;Yt5^?>@R;-3A-EIC|$2*(YB?X zc&04WYl8s!E#r|Q7Kyfg;eaFiWz>9t!~cvi6JS*08RUCQ{w+TWprTt~m8F zrj3>|1Mjc9tpZAqQ(~;FY3;tu&4&geE~V~y{^a|CM14jSb+K3*bWaEnhyRu(9pJ44 z;EQnLC@I?*X&Vy2AHX|(m4B-VI+$D%#ee?iZLFb!oJJ19t{iNoJpBJG^Hgw9)i|16 zNY2UjB@;tsTr0mEWEfp6aR0dTh2z;H$y?~Y8nJtCuXc=+O+;8-+K3hhBjXW4=g>z} zDecFQvtKtNlF+t%FYiScLwUzt-M<2I^TrlFwHXXxr z=~_&}b}^8?^c0EDZDQ#^9}X#)F?!TfZ2?dZC}-m{kG9(*C~R6 zzfo+v^sfki?f#!jTFj{NXII@mSlM9OQxJ4bfkh zHQiaq)^Ctl?cCEndCZK$nQG;`1HPl|sDTtc^fX@|I>`F4T&Iz&Qro z5mrao953cHw{PV&G@8-)mZO?%@?GWNZ*NCzUT9&H2tBA6`sg}tKe9T@Sr?@`KJdw;4(tP&$Zq^#qN>-Ykz(fPBsvVg!^@k~h&Hr41jAPZJi#R>RcQN_lAfKl8h(gi_9 zrM0ZL4VQhx6Qt^?#p1^gDpVc!gR;MZfOI0jl#-y0w1|*KqF~A5$0ZpP)47)xE!og8) z0WUlN8P^e=##O_bw)}7(mx6gexK`=JgHcBSjRJsg2LY_{pk@d}q}m<3Hc|d?pU}s< z8$7ZS_WLoY09jwZ=G?qF>lA1VkbB^XntruyS!OfN;e8mN-Y$0fGYAD8FQc%~rsv}1 z#Lat|?qSPVv3};3@byOeHRjzXXVeG;!U5c2>}+ed;ndLkAl&GeI9`b4+R8b8YUJO^ zYjN;%QW)kxk)5?P|L?1JQUMlB!a>HPuagp|4m>Fx#IY_?UFD6zco-S%MeNgMY&qy6 zmPY!w`D}Yv-x53yN4YQ8&nQ82bQ|!2KJB>2FJ}1@(~iFmhE{vxGWP1s;A&zL1Y7}d z6eGVkuIwx2U4%v<)kzqK>(A=jouAsk55+&V^gFRU8#TJp6g`^{g7^>ko_sxPx;edB z1h*hS_T8%X1#f%WzNukh$>`?TsO$D7z1}y!=jEq_Mk=*T0+SeA z$)iZGKUcIe+UqewrxxD4?u`ku#z6C*gk!|>R#KmN-P%=jozwTt%5%wM--8kHcGf08 zd#Ns-|AG6Lr|x7)6qAA%TxP@?df}B!8g}CL1*81vbxDAOO?@v=LmFyJ#bJHIE_7&)nLYNR7M@#%PF>Mb~n+%qFqGVlhlW-1H-A^2ao7 z+0;YvBbQ`spdG;CXZb^ut-JEAaCV=s-Pg6AgN(jH*NM6}P>R)Xk|-5YE~5&d(@GyufnatjqIY9GV1E;7LI0SW+s~aZeT`9J?4Ys<8PmRL6%Y5-%#

          ^(2baU2lIvZ|u7Gl&4SOLf7Zi37Hy-U2=W4Qam`C9thEH<$r&3p~je2vTKucKN= zi54y8TGwq&ClecE2D@b0#);wTDh4R?sY))C6j5J)Y8x7!`C3PDV}&|`FY8@fGncY< zx8m(df8Ocpg9b{Rr5}`LL^w;}>z^mzR!Z%c(sm9V@;f%xH69rGETFD};1R+*w1}vz zjrs5D&SV2b`}QC_Bae4%n15U^0+GcMD$?p<#uonJev5P?5VKQ*OuDELu8+)%1+JJb zGMbcWy=~>}?R->mI>|T@*3A`mH2Q39FdO-GFh8(Zu|hJ~&ra-wI9RrV0y z%Q2iR6Do@Thq^xjhw^>nhhZwIkV44XzFJDMFYPK@r6OyQr0lz_t#*>^TPh^kW2}Sh zdy;i9n5=^_w!w_?oHy0CzQ5n^{~Ygo9MAE*?|qcH-R54d^SZ8c`JA8gy1#Ajux;1n zP`@e`S!JQ4tuv=V=!~dzNN|4_bZd4W<1^cx`&%j;a(w+i0J!qLNy4pbybEP&Ru$)x zQXD&`N6O{X5#jqxwbeUHXw7P_ZR&aP`mtV~Aq}kEgT0f6YH$}&3_T}sGqcTAJmp4c zSqzhgG+Au2^Ct5j0$Gzxy=GU|C4C|>;pD*gB()JdzRbEw)+5p!-MKwRy>CLfLnF=aIzAh-QsJ#ZJMDWNhhJ5> zt&rUK`BxUILY=7(^~hX%0;|JiB@uOaz`J74WbumYU6GypSiBfqq>pMIbrN%5)s^|j zgkHFClT2WM+2j>)&YP5Ub)wen0LPcS?yQu~t(LsJyjR%hSXo(_Vq?R?Bqp4lZiO6| zkzu6Coy^Bi4Mmy{G%N7ySeA*4iazuA-wN+Ybm(Nlny<{8?qzm_%I%WWhdb7;?~As-&9X9= zv_4Gm`kRX^cQ;$m^=$&vyQ$cgz}}q`&j9LRk-%Tp?q;)&HLvy+-lpoT1Ho_o0t#jF zOh8dWQmeekjk*%yx{^q3k%qP3roOh%!!m^IFOHPi>d06b?sS`fL3=CYYL1QxUb#<= z&_jD8n3e{$j3V4l$epfPwmDZua-E5$R=G{7n)mU~`@J0y^0i{B5$P>@$IQPRepG97 zXQsBg0OrQHw#I0e5!qD=T=-t`gO-q8@SgCy#5?9Y0FjaAq-$RM_Y`mt9GjeI91^+bCwqMK$k}=f&b;lm z+?q>5cGEvDfr@;CLfLm#osHXeChqI2riT&iBNYt!lU9|SbY&9o?_|}l9s7ji`5FWH zH({`JPGA;vw}L+S-FIs{L)Us?6xliEu?<|eQ#{nMu4gyz8BNXaY+EiJ8d7@QbAr4R zipVofIrNrFFa1#BI2&!*k*dBa@gmFhot)vqxH{pe@(C@c?OSRb`coXE!o+C>{A#=$ zS>+|<0+@@`=xIzwl=}3rpSSBd%rAJu8Zf;go=nk@i3+`9=l+W6?$NDXjARA=dy9!@FMC4rDAh`-j+9aKKzTqB%=SA5ZQYd2Oi z>!#~un@HuMFh$3vjh~{CIh7o+sw)2!%{{^K&Nh?NJTx-X)q5TK9@D2=536)L;QSVT z9F+Gu6X#CP@4Ss>ib^WxcX4rXm~B>|1>VlmA-lD}M=sP%YlDe&%=$v8@%S+vFxYNAy`* zZ@@AxZ;khw2`Ik^RZ5Gzd0nq%bRq$vxi2Wuj(*sB{_2}UegTQ^r2LgR(#`K~h5BgX z^4XTeqFxfS@?O1T+kM6W{UH&!VA=O4p#jSMcN^#1Qv#B6%?u6#PC)~SoMesF1sl1v z)k|!7X>^-4MF3vi2hrG%BYqX;!qna#iIb6KWc1WtB@O|bb0?h#vAyoL6P9ku8Tb1M zy0hN>*Ecg&=%yaM&Co~CmGTPc&e{=JJxJmYzI*G8o3sKm%hkP;7^G2+y%CL^-Jo5< zA|k#h$S+-mS7zh#@u_8Msp4RC#nP+Ns`%9NfER_}0E?}Y<7?Xi&4vYDD5LgUfrvL8iswH-Be8Cw zg}_r%<=TeNLF$blTUx1>RzV!QzY#*2bL#0u!d?KrRa%6q=Y|MlU;)vA7v8XpyM+nO z{!gl0FWGj$dVSiR7tkici)efou7ezl&HFKPGS+Ew(-D7$of_X3l|uGc`$LYIh>)nu zoN~k%c5ZJreEic%MkO!|(Db#tPPE@Np{3NHXcBd%c&R$Ci(M!`c(d@P1W#p)s=SMk z`RXdEC92ngY_7oT$22jUoafO9rHAO4+uLJ z0@Vq55sH6Mmf^}wol@ZQ5A1cVY3mE$=6aX~MB51%3B2F)>F@`Qt=9{ld{>>P#iRC2 zmkl3BxzHaubN-zAHim3!Eb9YOR<|rUmO~M+z!9seHMg+y*38e<*O5Vf&c+czkYEKD z;_O3K36bEcbFfPJ$3BGX< zn`{~e+fH)V?GzVfe82Y!pBoQ9hAe5*MJGdKaC=(3q{mb2j}- zPTDapc$4h>b$Bg$JjaGaweied}Ean9k{J`CKPfxtSh=4-!JK1bv}h>e0S+@HPXvTqm`<_BD$29?hC> za^tI#TKn@aSs6pXYho zLVSeo3SK*7O0}UNb@aTzN0c-3!Nj2{X)Kk;J$|M1%{-CdOtzMgJlQ^-y>~m)%7fuY zkQibpvD?6-4nM{p+`$&-yUOkfY%6H`iCCmO#7Y9_VED;g ze2SaUZFK=&tmGS>WSws&i5P~yy(E*0;TY)wEQ#LUT;B+y2xQaT@%L3PmcNyfo6j0f zP1cMn!bPQOUE24yALe6B>&c%Z<;lxP;njkzwF|seY%X4!a*^0Ua4-0R6LME0ZlxqM zW9{Y4eb!DG@r4CkevdL(swg`?ZGCLV%xM~pYi#P|1y(0HPeB)>_T4|fG~x^kN&l2K z5>FX^6y8~Rqj-K7A9WF1>QI<5Vk*=7*u#x#Z!zcQyv?O%iZ1``&u3}-z_GOPpL=r^5ok)E|@M z=Wgf*Kvn-^Yu^9swGV%tVRH$%>HqQN?f*Z2=_|ssOuyknc>d_a7`qHG`(VRBZ$m2N z!x1v=+81miku~{88~rs0-}=;|10~_5WV?7UAb6Mrg% z{KE7m#Xk+sF5kEqiI255LW`rqj_y{^ zfpslF5XhQaoLo?2yXnTD+r~8=lHdKWDeI|e`@b;$5&1PF`CKT+Ujx1Q{3tAviWJy_ zS9k|%%6VI14eN@=pOYx`_`klbc*C$e_qa=(`O~$z*tUr;@SlnJYwxY%y1z8R+IKxi zUX?ugDXL%JL_YKP{Vlei-xk{ZS10{E<9}W{eTZQ|4j|Jz78cuH+_~MJslQgEmG8d6IuYj{M|~s&sR#oVL?McJ6SD(=kcOyz$>~<4lu$KrH3Q zL5HbQdSc&G=7G_~*!gw}YGocfHS9(mUKlr$_uaiAOSz(O(KA`6`GwdZ!<_)tl|pN=v-s!RItuKCxAI81Ynd1Aps^V5I1XOA zxOP@b3KL-1TWpk(ZhTPw->+?bw&<&P`m51VV+sGKlarG#n(XcE4OXbjM_qLe1fAB? z<3AF-h3$MP^4{cb+jboqcOubph07=HmXk@w<@hI;;|JWL8t&23ASlTo|P&8?;jbW0=a^c3-l^#=RIDP?s{3Cs3K0+3Ga<0V6w};sicv20RuPyab7jaQx|Za z=k_QUQxV*!afGa^^7|=&?=*^DsL#0@IMucSefizv3D+sd#-5=R!6h8zt?Q zI_>781(vuAfN0-_!_}K1t$X}&@+}GE47heD@vbUqy zTrBduo16TF3m0Bq+_w%(7<~5Mkg0voP6>sUvgG&K7z zeesZ|+;JXYjV&2!h|B=7PXt)#Kp2ke!Ve#7F#u;(@ZdMC~PdWC;31G$N78N_x5hzU}`C+Q@R$kD|}E__kJ8uH@8Ui5^$-grfeg zODwKSiEdqb)=5;e{Fk{#3@?!PEgL=bU;RLS8(KSv45$XnCU!=WNvQ?4jR*NaenSr0 zS@y*Ua!z6*aL7mJlYVpxU`bE;Rn>+=G4!N zgtGzaUYEKuX*u$)Qs3AZ zla~1Th^C)fLxw@sIX%5thbrmb-H1&WmzmdF!Mp7+H8n*t2^?vK)7}etv1Ca^DO^1g ze3KadDYezJC4S!Z!O07HlmU+Odjjt}P;odM)58VbE$oSk6Gi*Z;VnO2KcYX}7(I~a zI+j>YDqeB11cOcl49PQ8&vnr^4Y2zQzH;*!0ba?e`5*g>L{FZyMaO*mc>kozi4!N7 znpU#gby?y0gH;S#)KxTGneH@Y~6%)q^@bx#qtGPW~nE+iM3w z?*A$9)n3r9CyTL{(^=sB#JxTET{~7fEO|1_dZdV8WjCTLF}?F*#DZdS0kw)5wCt;u zDwhoDAc@W#K|4aPAayK_`rwk1cKZ%lS=j+q>JL>)Q$tge&y_>_0A8iuyAe~iXpxHB zR~}FLEh{Z8jCVWEsis9h<&5?t!v5Ww0WC&yGdquqitbZtkuhr5#^2m~0dWq?q5V#& z=5tS^Fzw4oepYCJm|HzObH-DV^#7PF{FO|g*pVLsd(bv}2=Ym=}eP{WXw%xmTuW@lXR@jIuQGVg6{3&&H z4r)&^*<|nw4 z3W!ViG;#p3=yRXV>NgZi!YfAkSBU(UGY#Uneh>Z&_V(hb=%ojg(3NSuK8ePide(wk zew?j5QZ}3LZ7F46ziy+>6;szFPL=A)tSZip z60q{PU^2hXjneBxs0b~l7$VshH%gV8FTsW20jrN+S4^oh z12(fGS1CQ%WnP}DQdU)&$5?U^wk#Gn4Pf>c%72QHwj@;t=ye7G{Yi;2Uyz~6 zBW=e>0R8Z?Zt&*Z;-`=-mmXk~@DITFEK8%*rY*!4u(^rrT>STx{AZqGDjxrPN`kZ* zz~uzR2-5zg1OE^+q8RHd(B^7Qqpj5(|H~idrI|vcLhX8(nzs>yGOq&fW(rhHU!ydk z@RYp^^@o*YAxN}Lk2b+`?$K{iAu{@@ z#PGRBT9{mOt(|LDf#)w%!3FEPKuDnyuqMY<%koR#J?weji^|xQ>II3_L*7rkyu4mC zsVXVGNlY}VNP`HgtgMX29WkKh=*0tkF0)tN%1|9JNu;EtEEcBveWpVnBwI>Z{n+Hs zFYh0_+!;G3Kb$W_bLz$opi7jjE-hB#MDdj|3)TF;F#mSF5fikWIo+j7j1N0r=$ z#*8Cgpo%6;C7c(I(M%P6eo|qn*;ql*UDqg}QdCs*Rg}s5?LsUj$CMkCz@3O8Nv~zi zOs?bKY+Y*F_XS!O%G`wg_lFLK`~r=1nq+-@9sBd%bn%y& zwq4v6boW)wtSh-FahaNHZGKNAs6PCq$O%Vz{($Y)1i%Fv?I-J(>t$nS7C&jB{0Hko zv#bU$hY0CN-HA-P?p?gHOgN!Q?!4>vspb06G~QT`Qtud3g$t0^m31u&Nyx!VDH{qE zhukK#jl#Tm4@)>K(X*F8)<#)Tk)ip%O>B{HJv-UJFX2_q-Ht-XncZ`m9~TCN-7aNl z{7^Q3)bb27j3XpGy(Fn6QQP_DYNMF!ph^EBBL)RY%hx*>}FW)~&orzs>w!oO8=px0O>}!7n|H% zE&88xsN^*)E)6m(cr_ zg@Bb!TjeQJySV%|CPv$7T3}sBHwaG6KDum$b1CL2R5BnB4(azAA|N29XJ8lD)F^@T z?K6@m-d^gL8Y(u zD?ZT>V2`qHlq`i5YFTXY zH#W~{GVh?o@@&gfxXLHZ>>~@^!*U$Csoakut((!h?-+y&kKH#m-u$-t{@1Q9E^Xk- zoCeqHu~gLZJs1I&xJsH$W(5;Dhf(5sZsNR3t799H>F8l(Y$Jm`Au$Suv5EE5>3NW@;}h? zpVzN0eDg%&*Teqv8P0Ki+rd4V{GU-M1I~@052ZT_R_{>|7o`kWy*sbgh-48($cK$s z13RH6ch4TD{sAB1%45D`?O&cVIF2gn)fxoIZY-G|tQ(!29D2s8B2n#h1kSMYMUl1u^6gWjeXdPm{&aR05Q zwVg=g?#U0DAkUQ*YbCZlTygcGL&5t}3>7jQ{T45SztuDVI^_^>mS#yL)dvjYj(k8G zJbY9=bzk5`3m{a?G?=?uf0;)Vyo&UM=z|9j?wgqW0R4Fvj2L}?HFB3B=0EPTeS2W1 zs$`^R{r)3OJGOVygS#hBB?jEey2r%8A+#^DK_wSUatRUCsuXrxRAd*@t_G56nKX7$ zMN?BVx9({n6Y5 z8h_dOj`h~7NwJwQ5ZbTiczRZkCqmy2vG^%LvlNYDUBsZ@4SMozyWLinKj{>Ngcgk( z7MKnKh}~{AmXw(3K-7Qm@L?XXzB)Qie%8xNBwd{*+Qq3oTG9Cgt6kn*09W36{5Gk(eP4;kGpa-ax`uJ#S z?voRZ5>F$|^1X)TNO@%2;?*Iz|G#xp!}r}P=k5yc@HzkJ(W8;k(K}@?m?%g@SAAEc za5^|Gip>ci-f4jOt-!cU&$g(})Tp|?qUUpX^JoPixV!=Hqq(GBr%v#oP(60s;Cu~$ zgD(4jY|m8>Wa`+|38KD!`?l_sjt*}Xk2Pa4Wl&fW|0(Ofxq0k1a;kli573{VfwtUM zcFduSySKzJRHu@kIz>+d84qr8vmfBK-nFoJ84|+YI}<~if-~@^_(N7Z@9lrBFjP#w4)w49q`~#BPf+Ce9aEmorTx+uCjlp%?U}q@|hXCzbmg`4F$! zDB6}CW_P*%@tdDCO819qe*wr@;xH8evp#SfS;5nUzipKsKh_I0`)Re!Z29<3IvLcAr%g952!lM_;h}L-pFbMX;>|$a=fl^LcDm9336P!lW(T%30Ja0 z6m#0jQX0VVGC^e=prp>$YuB{E?H}LaEc~%wIDDFlM9-}ToUvItwm@Ke@z^-R#>PhJ zk@k_`J%JZ*b8bZbZcnBF`&r$Vyng-qph?2`_>U(HLT@rM0+*H^=`N3{XBpOoT(ZPc z=TVY?dq{%w0T1URjFu>GUZYl2pSZ(6&bw`UCwJ^(y^%(q)&A#a9+M{v0=Ug`k+9xp z4&TliPzAyYY#Mf)c&G=Hu=@+J>(3x?SM&Gp=bW6Rix(<{bBUGQouDS`LIl^>9u&t; zy%7KU{d+m0)M|r|8k?IBgM?^{ms-;nAWc^(zuY3P{3xbYYWzV%#K}0)9HP=e*<&Ta zQc28r7~Ddc_2}}WV1`wvzD5O4_!Le=6Pyov@Y->LD<3HVO>v|Us}`G9D5_@Y#e00N z3wKz&%6o;8U8HtVxS;n{nR|FIQqN~I}r$X zURb~;wJl2N=p6}tSn32ecQ8aNcPQfFLJ7Uxv3~T?w8B>a0wgREKvT~Qi5G|8NWMu# z6)*c$_;9EboFEg@#GpI1u9q?-J_E`#<3a1k%^0rYtxotGX^(d7-MjaDYbz04{~N3B zQ>N-+^P?CJM@*XQ+|foU{HM*RXz<|?CwLH2pqmkXa%}TF==>jFMKCj>?kAdLf|s-pW$Dn%q1BVh7QSKEqY zn}a4-+EC~U05Wn{sAR`R>zMVg+h@R2>O&aY$mNqW014Jh?&$|ZYh*)N(*&9Jq9QlW z4L#>5?4vuixX-ZSmQnP{(Pz6$Dme7&y>}c<=(%TPbkN)hgVD%@RfRNsAw-M;Meorf zXIACU>r5)Z4gwc6+UD90@T=q~{mkkGzDTZncW50_D5NZrv?cw1^By$0hw!T5-Xdgu zWhSf%ehCQ&#>U3x>v9nDXBS^+N>I+e5Nu|{EoRao+;kWo&cna+b>fY3oTV4&qj?MT3u zsbAqe=HXxPsGmWv8sxYDeu(@i8oZ~C8#f;4zQjn7*OJNGl(%7Id~9vfCfnb0gi zsHb9TDhPgJojo}h36=zO@?RqWlQTri(Kf{dvJ6c1!UHUN`ijt{3IHM$SbS*-HXv5Eb{@aBRJ4S@@BSHkA= zRvn)WgQkY$qvm9A)t?#ODuf0)UBJMk4m{gr(%4ez1Yvglw|K=xs6DAYC`a53!=nWH zd;w-^4fw@&WC?IUU|2V)x-GRlINgn?9b~|;_*5h~*MqZDX5_d2SFQZ+K3APsJ{yxDYa+Xl)~d+`ux z`(2x!Y>t*`OVz1^>ZcQk8f=uAsXxpgdpVxwj1FCdO5)jyo0F>X*I4z_ism)_rN%yN z&L|+KBO%m}+gEyT=EzUyAif_zrH@|Qb#ai#@ke0OeJ$t#tC8>q$1aBuL(5V+j_V8q z(1Ee(&Wl#MQ%^X?Gj?sQ?HNRaLZ60&O#1E8b$kwev~nwpO$0G2m?nNjEA zj^go{2^=1ee;j>Kne^W3l}&y}Pqe%2#OD?V7)G)at1ryr5vaw~&fE6d4M*EsjmC#& z+D&M}{AilUn(zi25@#SbY+R5(^44d8qO$On+1_@`j-EF1FpHJlMnT)7;Y|Ys?*t0sklcEBWBs%p}Lio#Y6V zY|0csPdyj5nC~Zb@so@x<)|)k3&cSL%XS@mA}C9@Z_5C@90W~Qh}R)R5YdQ_U4Nh!6O)HnLnM42 z8oCFQXK1YE0U{71{hUE#HAlqZZ&lZ8$f)9zo~U5N>DV-%cOFxVeOpiv$-g|JP~e9j z8R<)iG#h~b5jNPviBVr_4#w8Q#66}Q1Sy0-s70{2){R}E+TTpkJej1Gj@%i12@N&9 zE&KO~R7Kgg-9qfVGmabk!T*3p(W8?PRlF}QF6Kh|!-~{nPq5SqF(iUZ(uB;;7^`z% z7ABMp7pDhTgW(*E8BU&xlRwZyAj|22Lg>gapud7%5)HhF1S3ABrKOuQz)BQ?T{;l1 zG>w!LIXUaD_WCJDOfP$YlH0-d<&o zp5gVEr#gW7;X}<;2)hO%0a}#n(&%dAb8-F#py?nn8HV&eBfQRpNL&>{q2mbx*suiv zD$0=2z%HOsGCzS?1mv~`*vXEdNtsKavZ}^Uytf)!bOGK*dk!&lH&eAQ!Jw62C}rm4 z^PJT@c0G9zznV)7omWF!KQ%R%Uk zEFoa>?!7`4&BhCZ&n$>2LWEj{{BI?P2;BOTHyp$LKpGkS1t%h>KkM)UCa4Xbxs$Cn z!EJ?{=;zq*Q1`@W4uGGugNJ(BKJ*AQz~QKsEa(Hsld+beTY%g$+g&x zpeRU!SEBzJYl3qO!hTTebzPoo_mInwl98zg|FUK?>PG5k*#XbJNGta2AxEuA`i9DT zSMVESY_Nz!y^7scpAZAdc794t^_QN^eah@Q^;Fwsu5|(31Rh`o_}(XydC#>v zrd@bF>tKY+|md!)@G zsQCE+Ustcw2~|jX$@$Sj3F{$5ziURN70sIuic+5$IAX z*CBnZeF3cs*gQB6!2U_MM-;+P(ymPql0@t4g zgby)`=jkj@K(tT+C?@l~8FFYhrNR@q6%vf1Y^h=ZOH#p17{A zPXC&92+;kWN=g4R1iW$_j#k*mB6+1iJn_EYmu9Kw?`)s&o|Q~pR^(=?*<_nh^YEo0 zo21kG^If($Zpcb_s~D3YkJRSL-4&1R_g% zFLaS43J+g3-Oj)M)k!&w$IQ0FRbBIOt#Z2Z*8TUR6HsYw7Y*Lc>xLC7rw#t`w7(nh z8pW$!+d0ph(lYz`0-UiXy@;5$Ljc_)qfdktQ1U>@loa8H6ugr$L6u06&?bk9-4sYQ zn%JzU(c*kxXVfra<3m-AGwt_d5}i(buP_y8DVbUSjV`nzyZM2({l`-R`rpDlk40I3 z@FR?G3q71Gdf?qT)1b-gj|V+80A~Ap3oqE3k|V!IB<=HDd>(buuFc->+si|G+uL4x zB9g!p%o05Uh^u`AmCmNp0Obs4u;=Yh^wPTK;IwHf~0?%qS7 z$9ue3<`JHnAi=!v=S(%ZS%WUTS#m7_aqO%Ok;u$rXXT&1!i|y?;WJdzdx41=F>HO? zHD++M=Z6@{=uj@7B}RX4pi9;+h#^bZiM2q!?Y)(+TW^Pga{WMFazwfkYZK`bhc-3e z*xe`~_;mX@(}A4xrIwr5ZMyx%&BtG%KIenim?@X6D`#^K%it!YncmF6lVxRBkw35`t#?9*l#AiXPb0jgAZbV90_}X1N+v;z6|u zYz&kc=0!bgt1Lg!Wxu&;Muw+KvZG*o1WuwOM;YjWGlfr!q_eJto%BApMMdrycS*BMq6QeJ^seR7$0ESO*-=>$f(ywJ= zKNw!)K;6>h_n^sFVBkR?TDMUmMm1rC1{W*7>z>xQS=cyr{F(isEl=DbUIx#9>wIec z#cdmqP|@Gte{)4>rdr3z2PP(WA>pB^06O-Tk|c)0elHr*D&QIlS)Y`T^oBg_>aU*F zN=U$T?|C?T%8d)ILzjhYiPi5X1{I|hTvf&nh&NvE`Ef5(m;fpa7XC()=`@F)dO*=o?RdUSNsw&sBVm?mWR{35gR^&u5^JGM13n>7ln+DPy^p7|o0^PT7&}0S^)3&N=tH(vv zXR?x3)6}cWg4I7mV&a=&#?6`!4W6|6JiLWHdD*l+rUNUmX@pPELjU3V6u-?elZqab z2gF-kXdT`ggb6P1+-SXDrm2d#MD&fY+TA-Mmj(1y4hdj7=TgosYqX1FnH>tP^+|a! zq5^CfTSA5U7HPAIn*wwFaCEbYJ{k$7Wf+fSOsZGcYwcK%9H#z9v@bSq>syj@Nm@6m z{doA(vxpDM`F-gw#}rB}L5sgF$lBFNv&CPr>WaV3o#EWaMLVUBIt@AM&OI%7&cMMp z-V?qZOFA5U8L$+WD=6+eZHEF6t>}*7@$d5TZW-{xIK8(Uq=2=-ujWTo!FTCrMb?e_~Y%#Ha2D z3$D$^`#88>5v-qCXW zRZL9#3UT)SQ&HcQ&9vK5It4Wo`NG-9BW+4k{7)mnEx?cTj{b)VXHwgPk@3?A7eDg}X{b z7$4}fAII!dpRQr6J^!#LX{~qc@-Pv89er}vw7yc5 z@zJ&OGFWV$>H2AZAHxWNRG+KdM^}!h4)WMB4j=cOu5Nq9@mi~ucDv65Qoc>^9n5{& zCSi`!Je^>k))*~&R2Tjv}5@gn6J+6*tot&<)%K!gm(JE;&*e+_y28= z1DC%<$^GcdpYM8jD?^`-=nw_OmuN_=x&;s+YA=KgVO)Ita}9yYs|vgoKnBw;T7lfi zmt(%0^&neTPnBcb9)2PIeoE4T+5|M?=#!^-@_UA@kxL>$-fc&^mcBWY%(WKg&PLNv zmf}>o~sl5AaPUjsQ zBflpE@I*ki2tf3S(q5)cg*DruSBv?X`<{6^eFBknploC-ouxdWSc_jhU!B>-F)NJsa|3=yUw(~2fvcg z=9y*p$VqIaMdNNx?!%gkTh?(lN>XO26AP{--VfAdm}IGt_2%iM6KCmBp33|Qyxj5A^e-Rd;Cw5_?jHXUieeI#ovemo?vF8Sfx zNkTL4UJ9v>zX4cXr-_G%=Y z){*%F`;3N)-Sg*!sWuF|v)TZY_cgo)ptL&-J;?OrQKst-vu&X_baREk-5LU==C5B* z0SbID+J*&zg*mynK32jy4hU2MVB{fSGeE37K$&S8hJ0ICdPw(5t}+$xBt(hjBB8+9X@7}%p#RYgx^odbcTL628Og`ij#g%eb0J7vxgT#U)U}f+m03DH< zX1^jB@{euDlNkok)VZ`7fBV9xib8qMARPB6I1ft$OAsjwP}#Xs#!r127q{D$jKNv~ z{}|x;ExNOBIV`7Z4yt-)nMTGdhTbe@7u2-bwN>HV8ARHVJx%kFy`3q zcE~F&A%?l&WkOm^0<>su^+re8qh9kA0Wcwc0#pOc~ZNpf=ja+ERG_k$*2 zQ%1Q2uUW|OU=#ZsZ2Z_eJE9YW%nTwnM(=eLBZVrotb0Gbb$$4rq{8*56wgNGpc$k0 zE?%mdAP*8Vxt*@rFb-Z9<@i>rfdY^z6A1fVU0th5GU(Vkn3s9jSbKE@56_$W!hqzK zK%7(bZE1QvR$7=hlk+XsQ1FbrIZ$n*vs zRb=s`oRl`eHU)EYq5Ea30UO+98_O{qaCVK!G#!#&BxA3=Fw2aK#V zkg#x1M~ep!53p=J_#Sxznd9xFNaF}3hujZ2)#&Nt#Q-M)v+aaKlT&XQK$9!!0LcpF zkL;0~4h*<`>*h(bmIP%4D*#^%C~%CcfbK%ShiYB}b=EdIr0u-BRl9hTHL=i(WWRM7V$!SJj}=hNfiSF9a0=K zFqu%yfS4M(IkpGW_@eR7+mK6VzZ}rt3FbDTFEh?MEEe0|=+VySXUs(ztub4NeJ7;9 zE#tQSVJ;1KoD*^=f_tF+({0o{g*a`EoH(b~!3;q>H#v6SQ(lRyy<@w5qne{{$=*zl zZ-#rPIF$x1c|5MgeXerx3LkX3{G4U4*(pD!cvh9?*324z4CbW4YZ(60H6bIWfcH0FvzTPm*+9b{Jklf+1^lRvb>spm79F6 zrqYk3uAZ@`;{u8RpF!3@?1qY+u!I_fOo}G@nWsZ`?=T5RB@>3>kW9O_H4_4>enj!R zE+CmjN#Gjvk>!x%z`qe@mYuya_oD}Hy9%`KG>R%ka`k{fzPQ7=;k3IcMpRr}^%43Q z_MJFfo`yB`MT&EPeHFrw*D}SWJt( zi9qdqar)uIWY|qjHT&Y#2HJB9klk>2AP-y(88kU2?s_vgiOimB12S4bk?!H3*0Y*&XdS&Q~YFz#mNM zpF|U^Wmj2Mfi6aE?Bz_1j6f4n3=s&oAOqDC!IfVJbi#WYpbR6{5pn_5;A|;rX>kL& zYNtQ$`pQLw%b5pYssxlOBGf=6XDRGZ%Air~Dhn`OP|hOMJv~N}gF$A+6FHcR5Cia4 zO`x!RLl(@&n(qJ{3X&}rNwMkv{td-(_ZLTOnmOyL)|29?)HqmukOyk3DwgZr>4-vDGIX#4gX#B#_wP3I+LYTkGH;FF_cW=5x3r5e{zQb{i+GH1TLj6X%G zzae!P>I5&xfAi%pHr!RE%xri3l|2MG26y(H=_P8QOx@?vSA`zU-}$5|y6n`d6zsE4 zhvwU;sH)uJKBS_%E>t)zrheKb_DtNBWpQ^1mwYNVqXuUjuO+ehTv{p20CCA8>!JA z9Rvx8Xh{3ZMmY?4vH6^rX^OORIuTfN_v4Cubc_tzvG7{bIl0(j7#Ui&I&s~3cZI?P zCAnp?3Y7_22tb#3a*G0f6#%r}ZS?eMB&xL0`J5wWGXC0O#FBwn;@15 zh?Pm#A5;=)5N=vl?6Lp~>naVT%=NX7NyZ^*G{sQo0Ha3tSbvx<@Z}6h>muG3MBw%X!u~i5sGhe5FPFvZoE^9QAwX8GKcuL22;Gr> zVddO6jIR#WW^b+V45Ljm_ydl)W6*GfQT2)W|BDi<}nI{(b`WTaRnBl)tO<-!0$9H({M7>lJ7cC`|1? zJa5DMcC+)Wp@Mbu=+WH83?ZSF23$*OS*V`Vo~NBGdiirn#s>14^Y?q5E4NSy87gv1 zk#hxpKH;>nE;#{i9h-TIKY6vg;Q73rMz(RBU~;wXoB>@O5=$wHhU+I8OZU4VSMN{q zuEc3rl)1RX|9*WyF3!}>2#bI z98F(szW-4%GfB9t2$L1{S-(b34+XrU6jX0*rePgWXZ15YjU%9VilQ)A)GVqzKwNl6 zx?Gp(S)tErrnrygdwcr~@YXpG#R{bG)CIWC?v03uZ~$v937Pf-6IGCN)yRIZ1DLwq zII3B1A);rEYDp7nDw1^Wjg2b64NwA)8=0Aq<%--!f;Aih5oLKNgxYJ zM1#-7o!S%F2a2lyS$ip3Do>hwA|Q%sUdUYfd#@2G1Yq)2MTJZpadj)PE4>@Dq|KjB z*ZhDANN>=pb3r-k83j>HL*~5+QKplBf$?O6=ph5wc`yTcOFO?I3O!cmq?p)rf_RY^ zQiX|7Y?05xQDyVD85tQ|>Uw(exCQ-;>Vn=mAvB~Ft%3U0g2ghwmOq%xQ&v(!11cug zLP>$ga>J-i#KnDQfcjy@M4G*Yi3>weLeJ{&_e@WBzdi2*etK_j?`9Nfem>J?^xI+n zmT%wA>|+W4x^WSxRPl+49@mmY2X7n$h7OPI_p6_?C%O_p2(bHX_o+D0!{>GG%rcQ( zZ1PIN$t}ZIG!k>rqAPPGUKrkh>fU0>t_jxWBQ$;uKVk`}E_m$dFWsL_qe|Y7L`t9^ z<3bd_S;f;R1-&w7*{r05sZ2NFX?nxPsZsi4@tsPa+B6em9g-l-#Az*l6I8YSw%)D3 zR$f;@@zEPDj1J0EwfIN03^gjtv6Gl$GNN*II<^vXHa^U>Br8OC4~tj2t%PcGB=zj; zlrqO9wTdelk@QyQ_H4J(-F8H7n2vEs#!4u+bP`uYv(cJQ;ryQ21f4Crb9y4}c2+xS zB@_N2VD8;~{57th_i+BT{W9`z#Q1je9S!(Ap&|*8 z;91_ox`DR0dOy#6RQem0C(o|`xSn`o81TNcLM>60uI`}5Kpw57ES|Qouvv|=V-lZ^ zmkv<{dXfg7*xn$wByv2P>4b&2i?*JY-;asep-PVq#() zfWmmFhVQ{GJ<};j8aRTwF<*9!(O+)q{wk%%GZ~UP&7}Lz9<-;L z)O7ZR51M*>A&;Zq*sf+(*3v=^^HEG&&3ZQir=`#xDcVG0)4UY9uH(B0}PK; z+4RWS*-LWQ`xPonV&cyKPTPD|=^wANji_4;zr%^J1)U+BI}q7m1$A<_Z?UI6YE3@y zLys&i&mF6!^Jp|)2G*s-A*&N3R7ivgo!rxU1aVmc+$cC6sM#qT6f_T?b#_|nHnF#K z()7>?cqlZyn*Yfp)Ki3?uiwYzhtSiffq0hmD3U;?01s)v_e5jZ^l`{69)M!!1!|+N zva0;DC_u_;t{3SCbG|~APeOdWA(qeGv)+?H-<^*RjWhAu8~HHFMG)7PGc>5jYV=Hp~&Fdow;eAO%&Ozf=}YNYv+*;~K9^nF=YK;dwUn!Q(UA&N( zYN~op&^uLKXV@hLzyu&)A|d$<60UlSc!5O0_T+#9T90SzM{U0M2&Zr zHew(T|FG>71ekPHmPjE5Qgr}~jg_LROElKes~AS~Ry)_5YHBBT%NGEna_gf9*4SH2PjB6x|tSxVpG3 zoBdy;{RLE&Yu7dm14<|$AV^6lNGKtpbc%q|2udxaMVdu}l%RwlNJ=9hB@MDzbazQ8 z4bsvjC8*zAy6^kh&-?!4AKw_?8be%ru{ZnTy3TW+a~|_Jj#>TJbLz!yEAU4IyAYB; zgar_IMu3oc`{wW6o2F$t+?5L#v8H!pD=M)jz-C$!`l>27Yfu-T@&CafRgQJ4}SyAqlbUm)Y31}JKqv~c%`JQz??Mnu9 zvM!#}64QE}_(bx9pRZ@<)clc#FIGpm*SC4}ENTOd4gb4Y>tJ~lN!0aNLTrwiRHcFW z*^Ooh^24ECU!$+17Ze#vf`k_jB`A42W5oDg?$-UQKN=TWY^l!mx|0BKNa&d!$Yik> z!Y@_97E@H`c7dIjRo98UoE+94mLXsu@&I=XoI5&Fn3k?r*D z09cAe$;9ga>DrHpFWQvx+vQO-+rST;u&oBFYnE5()R+>cnSXE0y1QQjSR=cYAPx3i zGOzZSn3!&(cb#km&j6Iy#oucNzZ2vcy*}zD9RdfF(H8{CWeJK&$Tk}CSNqstgL5!N zx%P)o-qVuL9aIf~%%3biTVnru%6`5%#)ZJPa*+~fG&mS)58J6ahDL~CF=04^7&_)O zP;quZ9-ay*O~&UqdQlf3kk>rV2$x78xU6t*kvdTo_Y@0vLNd;`39ByZ+PxWA6{?VO#32?`%Nu^2Au|U`YUZ%3<6hdj|@J zNCQBftY_+yG30MB&hmMJ5%)l}i&G0-sp1A5D|wwut*)~x@MJKCv6v(h3j{pIprHci zp%)&fh)j%*#`G|{qPMQ57fJW{uxbQj`31bu)3g11-!?W1!f=v{{)D{f-Y=*54m%By z{<-X9KvLj+P6Iu0E9&TTo|a?NIX2CDV0fL2ZZFaj`GMhTKlz83Wj%?Gu=85egAB3$ zt3TtZp|fbbQkJeJela+GVVL=_#AG(IF+>`=s)OH)T>YQmt~{PTnLbo;pMiDFyMn^h zV<2;|tC#@!l{c!$MfvVQ+K$$u@}buR_7l(XPnu2q=p_=!Kj-Y}U%7if zM)T@qXN+cA%f&1P>9RcE-J^u(O6W~T|1q2hZM4Df$_JH~eE2TfKC$F8-q{W_3UFw> zF8b-A?d7gZ?r!Zo{rcrWa6C6tv0AKke}W?A)Lbn9dw++3BQX+CdH&UF+Q)VMT3Hsw z2QOHhUN4OeYdwy-JIrLT3*F#Pn&iMee5*+)ekeGBa);H?jd5rI2Z3KNF}kk;y^7se zS~Y$F0eBK{BQ|#wzL@fL0!vg70}gJFkJQCFi6~oHaR4;c#~`oe1&pz|VGY&AajT+5 z(EMGf+bRRq-Jjd{W4$2P@&74@frYpI^Te4w>;F+zr8WP%=ZWA2R7Lw;Dn)|a=~PG*xUK$;#N&w zKqxm50_oSm(NX1}7}l}g(~ns^doe|xFT1&`*L@ewt2dh=-+%J4pFcPiqd_@_*wv4b z>0qp7FxY+_9Oh*%8{?KeAouBjOVs~)2(SWD0{Dr0@Y}?I2401$o-hqkOq%z=-snh{WhxKOW~}@vfvpk<{6d&9$}q(~MB_jGNH{5<=p~JgH@LUoG*Wh)@^+twJAyrPcpu2*w!gub zNF+_KrI4-t2Ac?nOD&Eo5Hvn-Ug5{E#X;RdwayDHRtGQ|aD+cwyqnOD^pJaLMP=a0 zi}@qv{2I^(-d>%lXe|scrOZF3Lf_}-eiWvfL;;$4uKhiR9=Gtxkw;Q1u?zF)plQ@) z$z58%SEj$0rY{a`=>+@VO7pH5LY}hwZwyV4Ib7`GD)MjF+>{l=zbk7x%G*uZ>{X+x zC{a2CjaYH6{A9O>k25n6V#d2kmk2wS6dMS#3!bL4lCfwwT^Esn3;>uAuI2lCnyLYQ z^N%K?-Oql19}-F-mLA*5p(+u&sC?f;)k8qvIYc{wAYJUL>H2^7`Q_bgb)59dVi9n{+G-fdL@#3w)tYs) zn-d#9qhS7n zPXgXz%mhKQM6WVe=1n4YFNMV4L3?#l(m%LLxF^@%hO+%eLwu<|%{;o9D&Pdm!Z2S3 z0c*luoR(Z2(E6P&{n_HKg5M@&c_P0k4b4x4{Uhh$UM=c2?B;ydFPgDlQ*`_}wec6l z_&>R6OS0-o>pqytIv7bFG|w?@^7w#VjI{dCD?%pm4mi zys`Yp9G*WKx#uqStw3Hfd?H*ddB{af+VM$T-8k-K{kogy(1*5|BztBx4y4O4&Pbxb zbeOKmOM{_yxqJtbYNtlx@|!Duirk0|IyhSGxi2|PyGHxkYxv1Q^ zx@O6)H`lSGOO$ac0+n;l>oM!qZY2->;B^(I2t%mq@Sh1n#G*+kG8vXNW&5*^{`BaW z0tJBL+>!rDIC426%;?7;?q4+JVg<6s_m>k{_boTK6Z`T{oz7mEEt$TCTptwK7Jt`4 zMi^zNYt7i_I4{0Y^R1)RDf|*zIs4*>fWS0GgCN(Y=;{0G^AjFrPGJF;#dU-A2BHml z1b@1vTv9$KZ~!Y#gPNl_kD^GK&0zQX@vO>^*cu0xG@BP86~z7n572X!3J687Bq(WwO@flq0PlCI~%KVK=e}=D0+y(RG$p zO3En8(D`akr!5@c<%$9#;GagW(!R5E@!6}Q_+6*(x9WjE%sn?0Wd6Vw1c*Y9fdMT^8=R!sN-g29kS$)E4J8=Pl=F zy*IwJ*_2+bMn9aZSxM}SnfGLW8CuXHTVTJVP8g>DpgRjG`?A_`JyI8|N^TFs5i@CZ z4VWe85x}~QMet4a5|A{bLbZuZUxh9x#05y#ef^4$on`bUD2}3(h2RR!^(}idI;+N# z(NE$%_Jy|!_Y9*ig+x;5+bs)yIm3A|7z@m%z(WMzjB(*>_o72X-w1dHuQSqSa6eNN zPW1g#*N@#jj$aSMy!|iLDc(=9Zh@?v7^tJ~2_Kh#%H_6=2-00pkcclCNCx~nY?(j$ z`run`vXZV=O?qZ`6cOdq!Vo_ro;WUET8Bw<7TXCa5zSN7^IOvBEbGr`wrY*Ex#l)y zw=kNP-fNUDF0T?*ItkrQ2p{cMw|iv2_JVgfnEdkEvLW@?qbOHy<5)uai68t>Eh!G{ z+`lAdO>W)YBG5(BNuiHmyhv7G72GBC1;~KP1MbBQYN(FgtZTOi{P$d*>QDlD`h9;N z`;8K7o{7G>=pU*d#d%z%p`>5ff$vtnuoK`oRMNrB4=~6v*15`|Dtp(o?UtN=$~g?_ z@4wVX{jf5A{gH8v{trYVmGlYs-$Rl{-lh%_33$IlWgfOeDiWjwo}z#uJE zo|t6hYop`V*cXxehZfj>Z+dncH+U7Fg?HjgWN5LMQ2#|tQOaPMdKd`A4jfI%hC~j( zD`3nMb?@5Jcl@xEzbx1Mx(iT2{ic?b^BS4y3^3|R;9cc=cHKO2rYRpXBjB-&nH4UX zYp7#vbN;NC_;Y_Ei`wO~?hLN%oL9Rz+mpamd`LJKW>v^6D$6_RHWt~A>~+4&JS%ZG zr)BX@A9-(#7*3P}?({9cGxkOXqZdU|?OW|bL%IXOs!olWz=gSoR+foOzvKp!1D0l6 z4qJvsxQ4=AE)R{D{sMCP82^*KiT{v5590IwZxX13)c+;vC#Q|Kpvl;72(Kck;@^thRbU`F7svtdH7b36Ha({|L|3mEAls z^`i8+6ecS6ypY(SiuhUhm+Sw3vIBvjg}wdhi;=?P%9h**b(HJ7 zzZD-h$mj*?)S|;)Pvxrh*OrLBBr8qoX5>I!CU%#e&1rt0o zaPrVW!|oOT7tZvrRiB+14OXeuuD^1;Pt`Tkl91DDk7^0nq$p%mqY5{qSuFI2V-px- zbR!RnqGsTN_YnV!ea!QijQ|HImryQ9Se*L?yM==DI0ePB zwnp<8ZpUzY8_lD>o6EG?t@ID_MmN(}9Qy_rQDKb)g7g3jz!<036u`7~<|XXr*~Td* z@~?`MZQOxMxcI#Qr6nU=lBq49vVS=nXWIWog#3pwOfEwG&)5mfgXoxiA1lOEIs@!G zOj#rm-Rum+@G^8=xJ?4*y}Pgo{>g4~Ril0AHwruQ9iFiimh&R8HLOfR+fjj+JICHm z?{z#n$F|)ZbNA9r6ir@DYZhDmWdhleW&vWnQkEKIt5fVb-ih~L-SXGy zWGRG3k75?+;vB9WAeq!ie%=FFQ zvkB3UrEDfyjmLm(?~@f|Mk`k16$e#KHbV&(`GL^n@L3gcV{EL9N_$z&4B@v3UPK_e z7+Gq*Vt?D}GkS-)`v44NC`aV8H+rbBLe?@cj7`}5>GSiOyHX?gbg4Ouym1eC-@`3R z!%&j*`aS^3?7y{04*$QTOdVqBpwAk!1LStYUs!C$+{h+h_lTklhTXIJ$1{OI2)@%y zdvR1C`ao@&vShY6;4D@~ygjZ`M*PLxJLvNTm@6~tKFiqVosym`ij*;mOHw4l5I!g(C;42fpPKk`-h4%0=9 zONwbdoMyXW^7@l0!?-;>M8;$xPK{6mt|&emmSYY@_eJZ^DZOK*H9ApCc^I#3V0_{K|ZNDP)c0*sqXB_^zHo0!V<& z+4a&hud47RT+wpCXc0hq1Rw(PUQybAmL~j&LQElkqO8x^G^>0cgH%|{Q;u*@DbV=Z zG|p8CaZrtDP=%1%@xkF;Q!<4d z)Hh33WMBdh?4@}J74%UO%w^|KGZu6fUarU-$vzB{zd+(Z@^vCR7$591%?Wn^)&O39fJYX z%k*W@Plw0lWNUM(C(%g~ivc|0`@!Qijt2sQ3p$qn$|lQL-P|3!2PUhQB=p#Qwu zFoKkW#4l}Uoso&tPT1ye18h_9Ygcfx3lR4ph@On&*|)t$-MaCce4R7N;nX)}7AKE# zMEx?!;aZ-6Er0Ymt#q?+ag9+X!As2>m-%(J@GD4OzVfm^A$?n#Q00aupLIqO&XAy2 z>NfJX=oVY$V+=&&C;@5U77`ohZBqSRmmFSyie5cu?u@Y~87tE#tWxsqcspYr9x8u$ zUwR~b(`Na^)izU7zkv{kv-vBBv+CXfRsKS+dHyI{J84!2MskMX2fHn^>$Fdqyd7I{ z2&zb`Bf^yCi6{I}lIOMBU;0-gCk2WnbI*LtHv8wb_x#Up11d$kh@5?`gN@!I2la`A zxSMr5PaWg7T04()aTz~C?Pn^o0vGd-{i2q<0Y(Ai_{}``mz!b`u-p8zpIw`D`>Zhe zR045QIZz|hZXb4nx?mKRY#lbvYHLVZMx1_I-9tlmbBgaSe2c9VVw{~+z{;L1>CYN>Bp;W?(Li`w8=tGyjYVB zIrN{1OI}$P{+=Z!CfUG8ygEl2V5IVmPp|Xp`LND_LW>t)V-YD_wOlB7i2L>LhalMHo$AJmO-^; zWn$b_@&;RN*YCbyRkf3w=tj`X;Z|!r2MyQn=Y6Z9EyKleoZGQm)L zFJ9?Oz@cv-l{@Y29F^}U0=UCN{Ed#=)oIUjyM5{834Q9MTFRFIA>avMiK=cd|CQm{ zEGedlpx`t}A{S^U%q!=WHsNdP4R_UW5?e1}`VLaUX{X=gGg+F-seu54{9MIC=OlM51ayd&ipi1 zOAQAvh#wtK`{GF@BRK|=Z`dpCp?6ARvPs%5Ms+QoH92Ni7r5HyF|pS`Hdn zGcS^G*RV*A%4-<{Y$$>4LGoCYZ{x_-UEI&)5qL_}?z+Os=Cq4KBm13|<>OT*VP1 z?I`8RD~My=QP}HEG3c22fW6st4&=%m^p;Q6*Rqe?DvkR&!*)MHIU?z*xwbqw3pm0B zt!$KvA!&dfbMEUga+O$oX{p1f&&l;J|5>{Sm0tQE9}Pgd{bj$_db3~6UVIMKy4qR} zLb=Wtbaq*Cr7UuL7YZ3k`Mb9Y-P<$2B~l<#2N1a)2!qpRJcbqOM#e)*hO=r;p74G) z#Amd@+0OeymIX95nn`dx>k&lDZlZ+Wl$sm%y6!)9^s4M$!yF=t6=Jf5+MCm~SParw7P)VdY*8;&=205`SBI_awRnLqI7hZ_VL)8> z9aJ6AP8kR`g@ZWzKx;tv|6dZtYjI+9K1U?LQEXgTfrrw7=Gx|uMIZdE#wz*@C!*zT z&(!L1yd9UQI(Lc5DS>+@h5?YH3e6UKSa-kscJ|0yt&hL`qOu^t_L+O5cx-f!RC5=0 zHbloeDA>aIiWV~C)4N?apUyXFyd{6FOD!0-R_?J0)+HG0UesMM1Kqo;zd0rzh>3jEf0i|iOpnl+YV`xbEJmuc`Jhuv&vMFV!PnFxGA@1@U&%yOQwG!~$jaYqrG%52E6*a}8HWIK16&9T`pp)=$D zAq5qGb8T;{QdIV{K??fR+|?1KjMIlsUMZXRwd@Q)KEq;O`1M6IEi9ssB&IZ-!ceU8 zn9ce^K;l=wuB!*RE5xG@vgNl}ne(@37ok)I#*nH<=oUVRQAS6j(oNX4dWT$IS2}y$ zlo`92N5yh~ksd{4dT){b(M<)uXfEUgc`Z4^1gtbY*N@2kt<(j_dY{NVpWoMJsxoW_ zC9G*WKJn`|6og9BSJytMS*nr{&%lKrfZh*&e0~Vg^TyTF)+?RL*KbWjQUEnc(m>cX zrC)1k9ykXbV81oT?f{0W_SY)OkYh*a34F&Am9PD^vEu#3IrP)*1alsZ_g1(1tHQ{B z9XLq>0R?2hUtF_42-`}zGq(M%a5(v~Nr44m=>mQD54RVdohCwCJV~xJeWJi;*+(We zX)iDAFpv9V4ax>aAcCC+t`Z#d1|8J8|NGhXJOMKpzVMB;5_vdcCM(QHyD@Yt3}P$B z*$k^&!Jw*Rrh=%{M5uk1(8|{VAFbVT&0v>}qL~J~2aLlXc0ZIe0|1)}h2O@%7IU?% zcdm-vN!38C63u;H%8Lnst?vb_@_m9fm3Lb=2-<$2&MubZ&KFn|ntawNr{#qv*2(9i z^m3r9D}2!MzYBS?e8=FyCQlgrQ5KhU)Qy!+|qfGsT36h^~%Jb6*gnajn~`Mo9yl4 z1Hyb}J#N_Bcb5r@L@F=&0uCLp$34y6`Fssus18KV!fc%sQ&XGGM_x2D$%SgW_o(Px z3Vw4OFW%OR1mW2pkGe7?i_x|9?1MTKlFYnVyz7ulE zvK!HOD%;Lxi=VF@XL^mX(22`BsYlg6w<&b)$I!FQvl;`b+zzWC(=DKC~%Jsy7yaA~6FXDs$lnq>*Gp z4LfJ>%2*i21)5e{Z<{J^z6fhn?|#QkcGWl@5C@ShO;J3bxyAMv!kjj_w@nLvC0+GD zu?TP?uU02LoV$pU&H7qgo#G(z=DHB5g_XtQ)g}sCY%X{0emaP_55+_Z@be~k>A<)NYPyC!ls?8f&w_7ZxOGO3#jg!0vlcF3{eK+-l+I0NE6(9 z%XHZ;<@J7~=38I;XC^1+)|zsE>d=gEf9ew^e&blep9VVf%*HWMw-`kFhqj*9w%bPg)N_%$F=DSv056A~^QA9!&>rqC4BSvoL;`8U%xs>#yRwkn_;$NY5YF3+B~Wg)kr6sEmp|? zBrz^ax<{aUUX(r@;~;<%PBYnV8mH!+Xu=Q|Tj6b%bh!ynbjVZ_MaVHWryey)Ib{s` zAdQp7u3zt_JNAZ*j!0m$b823T_^3q7J==cw7W=;0#)GS0IO7qVk}-gHfAC$~bgxe? znRn1nosk#}o_8OO4K_=_RA6u}lD2Q}0k!#5o6EjIpF*uz85;{;9M9Y^9*FA9ND(8c)qBn91wdAA|u zsd)Qq(FU5WiXO(7Z}#8BpfwvO9IuGZgKWNKd~d?Ig)fhuhI*lvvTul~UO6mZu({zUB<$$zS6c)E6j00$@?&y^xHr>}zZ zUJ=KC(hPuXD(|FPhV<~qkiQEK>Xey~15LfX7vsb&APVV>lTJX)j5ShYtmvem4{+r6 zF5bJ9WEODd!(o(dg3ph zZaGpkngv-a%r;^N-o45{L*~RR`npwcxy(NTlaEjz?NH0 zrljHk44@p1%MxCBg}O`e!2KU4SkEVSHPaiZEtBNKbyp)63eRv zuQlpp{~i9AG2xGYEV5fFtHTg=Z(t|)^~7Dy%k6tBid58G(c0SN6L}@_!tEx~$}dth zQ)<>!*;V*Leebrs=cQp;j;?mNBz{xV{B`;=1iXOpK+FbyDei>`UZcApXk6|nqzbav zvyHZ*sH14Y3m4Tn79J~U(ijLta}9uj0FCk+j!Mi;h4U1W1~qlSGS_4OI+_FYC;kWO0%e z^KcHYY<9P)(K-UR97&x}r#R_1zAN;_nio-+#8qV)GAlCpXpZU85zYzP#)umHJ5V(6 z1$(hnru!DyJv6hoH@4K{o>!@i<9+hhF=_hxFG?O|e-qu+qb=uTZ~}lUzIBZWQUN`@ zvf*}Sy4sHyhCH88;r>tF7DRUss>gWqNU{)E|A>LiO7G>k{5Tu30^SwnOIO(2H+oTl zj&Rya@gUE}@(M^e3u%3@eb%mqHhvFT+uRfM7XzdDyI67#SKBid72p61V_ZkZqUZ6i znehJ}qmiszhcLO?Zw7U&P0y468u;iY+f$N7OzHm3;Bs6pZzx|18l!|&Za=*vTK&53 zeIi}M^=_(S;IF72X6k$)HMwT@VAm@>>%K{oar@JVjJLzcu3g+koDZ4hr@wY==>+56 zkUR+?Eg?>+{t&!K*p(a<{!}4M{P(7#&=8MM`t{C)rGz(YYGKblh|=HqmAiS%rK4g? z0nu{dFx#O8rK4#zB*5dfo<6=SU>>P>+Po_VNeFmh4Di~Y{_z0`()r~o!_-t3t__x3 zqcb?n!uUhJ5lI?c+DdnO9JFeYK7`OuXxqF6y+XF0D>>!F3*lw0PE zQ~7lN!Vs5;{%nUujn{bC)uKiZ>+C*gM1t#*a3q_a1H?)oeX%AT?fUxysXv`c$)koO zy2f|bI#)!&`6Fpz>d4c^#!_p;ADd8mM%cf~v@dEj?o9K#60(dR_bex9@6`7INGavq zaRc6(ZEwqOwXjjJU{ME1E6R8l$^Qv7W`7a>DU&{dC|d_Cl#RnqJjYRs-N>GsR>GCh zv6uPHJldL<=L`Dvp4%isNAAYf*B?>UAMm1YzPT6PjeWw`Do&Zme<0=+&!o6IpZ4Y5 z#bxwW(XLAGqn!^g9S|mBh`urE3Yu54GOeubbGo!m^&>Z}6dVS3@is?CRR@yeW~t5< z6A4-9FbCe`q&kNuHL!pG5}ox>gMhO2&=rC!8cxWczITTUmv&?57CTtVhuf?NaoTi(P;YPnan1LZ%+I#WdU&M^3Y#y~bLVlT-IazQLF1tO9LW{HA=gDoZ%Ix@ zo#MUz(8hRo^ro=WT>?RY^4%LdL?JvcV^fTHqq%2QhkQSg7_y63u1z|%zW+ydK(1jc zNLKz$`O<-9H1u^kG@D$aCLT&1{|v*zIiqA^Y*%3;qr)&2(Ujj3R^3l`;^8F!3O;$n z{lSb!uZgfr)=s0gm)4i6!4TE*B}FO6B(Lq|hV~O$qQ$1yw+mW`mz!Uk(DzXVZ{#L; zCn-$s;s#F@%C{adTLsDUD4(%=74kr7=$$uW=P^o?+k+4XdY;$}F{^TCGDMz~M>?{D z@zQ@@5y$s{5VfbIJp4r6CRDauy-GfWXj#GZ6*tOa5W#3};YGxg6TEr4WA|Si)ybW1 zH4cy+frG5$2E{N_SWVy@#Nyh2Nrpx6-OYzs4Tnw68{6Wk<8SnZn%X)~O)r0a5tm>U zo-CVEMKx!Nhb_Kh&+P5`+6tN`A;f=m*R|-_a<+9&fxnOu1K;Z`XcI+PjLfjF=;BqLl`k_s&3~Ch$bv z$;-ATI~iQc;_xQ|X*#KP+Fs?ik^ClNr>Y=cekC?4(bFYc?&j^gc3kZxe*tS`Z|Bsv zUTliWlK9uI6C;po-NXbD5wXivK=<=QgX4(^LV8lID(KR=!(SVr1<<5YNlXjf`g$OB zLi)@0!-1FN*XIXDP~y{-6bC3ZW`1*v!*jzUrKXNaZ!5uR_nVKPS$mRHv)QvY*iE*K8RyGFQY{Wm389FxBldEMi4Q{s4>te#ISphHh>I9;Cu zQR^Sb7EIWnunaQ$>b8i~3U>+J9)faw{-z{YQIoGOOxYJsHs?uR-n?e!^Tq5wAHw{# zY_L5Xq>Ig;D<00fjP%-TNn??5Oj=oaBL0Cfpa$i()nE+&dMp7z7*wUpk^EZ4S(Sx9 z9NobH4l!dcv>YlrM%O5y+^1bz{KFA!wfSPYPWsePcY!-(dP}-+p|sA*sp+Ke=tw_g znPF5!EZ1!l9-qK|=8k7-jR|SF5>fT(uQ*q5+xiL!J&7w(6qhjCq}(iq8yU0n0dFx3 zS%^PYQnH8~xy@ti7p{=CtL=``B6Hv+1Um>z!LIkhi|LH7;VzuW~F<8kp5WX>ov zZFk1w36G()Ic(H{8Gy4&V`fEz`bFlq`j@7O{s4og@?CQg9 zP#YzbFx5eG2kOfTyKhs+6;d@duj`ziV`zw?wt%*ovC78(t1E!-e?#%^63x&pZLs-C zuuT8BZ_Z2fR7sA9=;>Pj;6HqAQ6YeL&~|I2Sw_XcU+EFxCH9ZADJ^DwWkEezZ59+Z zOBej@dp#dfPTTF4=AW-Df)e55Yns-hLS()_-V`)Qr&izq$MiidX7G0|V@#;L8_0ZRyKJ~)->SR=1vaHU} zc&7Mty^SUCl6y~R>wdbVeTY&T$duH$M&Lr(=pGH-{tOLqmuao*3Nw7vg-2H1h6w?0 zs3bJ!@6@@@A75jhoi^b>G6UGWD0iO0tI~dI;Re#?=a||KmW@A6Qc3eW^`@q4Yyn90{svE3wVZlcsk~jFF8yU$wH#CUe1ent7hylcVmT7!!G8W~59sD;=v zAjzXE{}_v^Q`+}h#vs9rU9(jZ0A3(w+69y;uQ8b_a#x5CbOYoC#VF}n^kZMfBPb4y zsN+mb1n9vo4o9i^8UYSa|5%-GOvGSw7IG~6iv~1Zy0<~CKwj2di~nfu{MG8ZOP-AF z#3NpX7quLkoZ)_PUlxUufCHIfG8Nt25jYvHfUuba+pP12lDYh;R8oz57Cc0j^NZm) zz-|j&pbOK{ZPyUDa4`j=bgg#I0+VaYN}l?}OCYyCXq7f=%z1X`!*$P%~C?!n0szEC2o=0N$ zAB@Dd{Ao4xSod)(=LN{R+jcyE@XJCmyItql;zvuAA+|bvt${74Px|)t`ouOHA!BJ` z=9hyEA+zsJKLy-9>)Y<~f+OgewR}RI6I#V;BA^SYaveb>n7t5jLHKd`ML<6WwY{ejkvS7}Ooch@YhXqfWoT{BMP)O!>6 zCIf^cI^TZ4-G|;$3Zt5+ZH=Xm$L_zulLbR?r|r0E3ppxnB-sPuK)2f4X^IHav!P3L zwB%%uxIUykyT$n73b){wG$vb}w1ca*IxUYx<`+s3aL@@Q~U^P@@Fpq&aScF8^sQWyH$tob=0pbqT0C9Irb?by8c-mTMiXw_pgQCBxS?tM>Frc#KMy3Z`^P`nH^%x;eg#N^ zKZbI?r#X5j;UD3ntxxIOMzGq%(A?+TBvxwt85>seC`+xSBT>JIVl6I~oq?+6)3ffg zOeg?%J{!MFagrFWJ9xj>B175I`jC{3|ILk;qO!?1aK8t5);^kxR3~gFWUrLiM^=xQ z_wseg66X4am{DKLpo~vfoZiU^na~Jh4U^@BBw7i%JoW>U;gOlC|KpgB2G%fG5#Eu7 z@o0f>QZ%1~>mN<`Tcvk=)x$K;s=Fx=9uIJpny+lR-L>)Wo26Uv)8cmEBZ9`}PL6Eh z!owNYNM6GJy~EL)qkEo_ynkT86TRS&QA!@K=bA0tt^$P3Gz~;dHj0diZxW(WN#Q*3f?Mcepn{H#g(ag(7 zpTjCTgU$s=`$|h4@5kJX*`x7IFWYmzRIY4HR+iNNqCkS;fA0O5DrTbH5XNBX|DDm^ zX(;MC--zaUi+}gW|51MevCYNh0P5@z70INiw}Qs;i&5G#V@xY>uM?7LY9iosx}jS< z#2I1<-9mt*m^6kITV{m9w2XJ&m9Efw>;~`&OiI(<~xb~n|>0Q@S&FqaHB;l zj!oz%L2xgZ4vcC@m#yAI(=oznfJF}gZ+)l&fP7c1l<}i3s!Nn2N!%bFngS2p@i`U@ z0Q#Gc4Y-`_J~_DH-HYG6A4$k~sPw*BFlau)hB<8x+WUB42k0}><~WeodC#x@RZ#w>V8DcUWg( z1c-lM7jVmdM6H4vZ5iWoGKW#CWv6gV+OLM zmzT$YXl-D06g@IQ5pU(f^*+}r18|+cTz`A$@PN!+Z{uk>R2D!Yx@W61gDDY#2Hcs` zdcWW`xkwj%36G8hwy4W5*E<<`hRYlBoSdmg>(u9j3mx9`WL#imI%y7jQ#1mHVo#O? z!&PINv)BvtjBMLr7o3pu(nyNWQsZ)2Zip;K$F)>Pl!#v%%~l(;JQ>e=tA&}(viX9^k1XZ=W2KvsKh@W5`+v8eh^kQEvD`@#`(bEqU4G%TB)wWL^ zCgBo+#^=XhvZl9)gbv7^a#r16j>RVIf&9u5@$+xz9|?}U7@tu<%sfS}7S#Xg{&?l-s}fl4rFIgt3B$)+KD#nS?S}gb3^RQ?1fwWkz5g>+Ax-; zX`KCX6(Iy*NM`r|YJ_#igz7BKx(0^4L}6-oFM!MKe-3nqoVd^Q{~zq~w)O>NmlEPB z2179tw(dUNX12%Pbc{a7C7#fN*tuz5kYXP>0^WipjO&mTC7>PC6%)yUe(O^ zeki2p^SO2>){D)Wx-(#nR4X_yL|(|#C=xu$dr-jpFp^e|#=T7jrZ4tD2*()+%X?k2>QfoBcs?%Sloo5mBiQJR zBk>n1Hu{`+O|Mg>%`f>YT}7}pIn~isluJUljHQnd=K(Is3_de~eJxf${sCt{ zV%)x^1)^b0--n9$EO5@-y$HhL>FbPpF!&)1Bb$Yh3gX}*cS;gMbra)tFb8gm1hHlt zp9Ml%nOf)iqJ(la&ttVC?USacR5dpzGzy8ykb;9-)4Z87rc5k9FYv(&J$BZH<^R-%y&V$!}aJo4Y8xvaJnCr!)hkN2u$9$0@UnK-yDgjR#ktV@_cd_-Y)u zQDuzb$a59aRF5`fOFVf{A%rnHsVLeqK91+usd0$d{iVx%CYAQG!ZYg6w6}?gJU3^? z!=J16j1L{)z}x;^T%Yh0Lv=Yd zeTz)czr?!&yAFsSSGVU`UcP4MQ~E?tz6$ z48}JjiUIs7+CPD9DrSfWXmt57j*jc4-EK1{)9n~XN3Dq(7~ORAJzG+I_bGNYuXv)^hxd1^!PhuKxI~N;LU_3M<=^;!kgPLt)z%J1 zBRD$pW2{&~P!FCdgJWZzFuU^-Mn+mYzH~_o(HIDp7pwIexfI|av<%Z#CQO>vg)U&M zxG;x8M8^U*BK`JxtE{z!6KqMe6^E)zwzmF;=>stDOFSu~^U)T!6Lnk+t>&AoclK4Z z^L$z{U-3?idmrCUJZ9(-_ndobb&O_ENZ~5;i&uHtKA&|}(5qk0RY0EJFEOzkMUp`A zvvx~>_cQ7+#=mx>RzJhPcBbESA{*h%kx5#j{`EH48;1mnWb0=Ws@N=Q6p3NakO1z= zxC|%ub&p>!QVGul>99fr;zgc;Ba_Wfn!3G_-h70%zY!QKs{aAOZ6=#Ya8SfcZX+R& z9ET%!Q6g%3_$ zap4E@eR$8_R;-lM^`%v*fI&-MeSLOUqS#E)uV0VHC}!4fLx)jbRGzv^7#M^}ljA`) ziR8v20S*YypFcrT1ucBJ?_w@i{f*TT4lB(}`V3+778!WQ^{ zSEm?=4GY_x;%1`;A22Q^`izO#te^Bh?i79OH2nT>ZmPCl?&|O}msUidYLoRdyIs`2 zR>30I$W&{y{+NY{s&Ib5Z;$1@%HxLJ%0 z;&z+Q3 zJ6qZ)fs@-)#*XdwY`puz*wQ@0h2QW`S8}DNqqx;mL&-~+O_O}b<6hgH`W*ZcyI06x z3t8aSm_w15bO{z|OH<~3RMnVfMb&jZE)Ax|V)ONL1_t__hYG!wkiyph2Fvn2H{o+F@ z>|@FfrVqZ$XCoRJT3Jo8n{a^2U+wtt}2Mz6sGl zY7?P-lYuDCEh>81cokS}>e^`e&f3&oyoVPA`({4AaF8s;z{@323vXqnA z0x$>q=`>NYSk=2Sb5Px#_VCx#BI(TGaTiPV?^J`zkDcaWs)MhHry5^!3f6J2|E}kt zkr8}&R2TjwUI>34o^DCA5zm+ja3r7`yMvk3 zE|Fcn1oMTa1OklmAiRZ@nfIrcGk9+PJe)DNwGF#Mu(>MmQYc8JZ`f_6(nM_k6Z^hO zPwQs^_&T(gQS*JWWP)<=sSUbxdUk4!xG>-KlgG20=owF|fz^{`;SmRuZUMHI$0A;} zm3fnl`r77YSkyx&TrZ271fos-2AmvT~j~#{?Ye1#+&LK9`JsF%4bjivDdQP^TyWw3kuR- zZ-jP=G%xym>;yB&FjcMXDbb=LPc5Wp6^>MK=BHT|oRLL6t@Xm3e#ew4WxZvFTPVBH zJw#ddR$TXDBW%Hh6J6isInz{!zN<*jn^}j}h9hZpew+ZVTW{xiVH2)BI zi8e?|$^}I8A?2$6xcVKI?Knn`Dbz{R*y7SV@`rKnDa7BB4?TSBxhlu@K{1a$Z!38@ z%Sxhmf3~^E+VReM=1b>p;#qH7qq62=F7v5=;jp=#O4{G;j5j|KnXqzTXRxH&Mmu;H z^xhj-E|DpxPfZQW5aLsxUQ}gnkyrd;J?FhB^olAqVR8J)TmJ3>dXX)>n(YP7u#9`I z15-q$yt(y1#$^+XdIokbhDF8P`uyrbOvB=?+*^Z_F4?-};qQi?mXWkg+EJ65jM3Bt zCdyyUev`^245YWqv9V62#dbX8(fv-4@rxtAgd@G_X;sM-Ny2hMtfJV&q<`D)@185> zdLpsQSsX4gK|`0`%DFDL4?W6#E?55&A*w(S744wbL@mRw6!bv(tH|&xhRg=DT(ZHi z$i|V08aA>!lj1sM=P=vl&m#)LZ>{4FI%#A)m45W-(NSgUiEyDoeILfAsSeDXc|{Xn zU#Rjt-Zh*j_}US{40!~{X;1$t5ypr*J~eeY+vi92@r2Kbo!(3qDM@-+xAJ4}4JNAs zhVu0Gdjo8r69lPN5fkeds=6|Br(zK)d1qZNTcd=p9y~BTKI(H+OiX*|ZNY!ns<}Eu zc}eb-lGYgk5#Gcp>VBk<#KT5My6Niag=dV3$5PDAFVI@1y{wz&?#oj(_snz29&960 zQW$?qG3U>qOB*4wMa5ucQq&5u+{V+oj?-^cdePpfy!Wz}z|nW+D7tv|fnbe`QN$md zDn4FNbbdrJ@>(NIDf(M$f%{ubhm(X=g=LJ z(nHsvbT@ow^nLI3zQ6B}dl^Rk%{=Gqv-jF-t^GU}Ob!niC+uF;mW53lQf<>ZF^&Bs zyT|2hZu=xmaj_bAarr~_;0?6?419x-mUDqFCq6xkve!J|v+-qg5L1UqBDbuMz*YQr z`ENZYCp@cpggckz_A~1^JNY!5>}tc_{m9<(WXeeBObzw8$(aKPmUTnXMnOvXeB^g2 zP3^TiS#(BG>aE%B_GFo6*Eh7gqi59@juj(McJM8=Eb%U8_7*1$C&aiOgc+!ymU?b- zV;flw+u{^O=Q253XzDCdC{@Zq+ls=a%h!HR{D69TuJt9A8K<=n0)o^cG28I1(lKz& zCm#w@C}ZW8l-t!3lO(s!Q8P2j{~pEV{3ToLdT_V@f=zIDdnUDdY3;;f>JI+e#%e{I z99_|<|JQx&1!Z-Zs2oE+ZiP_EussD1{DB7_k7=ctnz6yOEwV#0Fw(_sEs^TR*h`*k z)XoW

        2. N zJ&?eDZryvK)k|N*bPxwPr&46$|Pu}t2{+LrAi&$8hXVKH?9Ci7m6f`ZEIGp%om5W&4s~Bzg-9N zxS|d(r@?&;-*S2;4BK@`%r2RvlZ#@voV5Bf5?nqq@76`(=uH+?~6e*qc zLLi+dZWv;Y<9sB-F*^+li6j)5ApycQH(sTi^*?Gl$N1Z>L2dEPE@D2A61;Loe9@xS zJ5Ny*v#j9S?*NrC^mjeNRsCxIOJ)Veaag3K&b_8Wa-ASTRXXU19Dq_Xhi@xsUFJwa zSz8gd_*JCS9zD1N4W#T$g4dGMr4!rQqk<>P9>VzA@iS0J!t!7{T$%dG!A<9h+;)} z0;lWDOE{*F(FBi6rKq9YefYbE((w1Ehp|s<*$I0gsXRDuryuzdkxoxbukURI`Ydmz zbbTIcC5`vY#dvaQMs0ijv6N18GAsfiAXPkJ7fN*-`PK}}@~$+^keMGqJ>`J$_BO}L z;7NrPGJi$#TX>B##x1-#y~Z=d#C0-eGpgCILW9Q?>_(5*uYR^$^*5eEZe({s>3xe7 zxJ>k#H~Exl@xzd+3dxS-bFQg|x|^_!$6cDa-|rTL(l8x8^;iY$cA25%ZCc#=PKqRB zMh$OKs;6c~3KQ`C!f7cfy1i?_J^X$L8SBR?Kd2K4f82Ffc;KXh_)wVYN{r6<6Rl(a z#{ID_#tihqbLVM@h?c_hT#Z+QDm1*iF`T?x;t(ReWJz2G(JuKZ*U`>dWiDxZ^zAzH zD&G`jY};;n>?MOHq}JzH2A)%Uc3`$^I^x#<&_eeSeI0Z`z_x5=)Z~DHbm{#+7mghy zK$8s9>UT486`yZVhC=^bD98YUT!Y%SVQd8d~;1;$Anz1v`@iZ|sYp4GgxdN#&za$tA&gLHqZ zwC_X9F;E3?Hq2cJbF zj3tQe3@FFCPH&7HwBRH}Mcr|AbwJ~YcPyp~Srjn6d$*IGaB(DE)LV%9^gAdoqnQ)c z1>|_1hX;<8VGU)*lBJCYeq>o-B#m@K7AlYM#x&RhA}@ zfT^iVoTJ0kh^5>CNR*P&=3u01l_V3 zM*9G`-RZo+WGNeZ6RHa5V@-^^|WTQpSGi? z3JVL1J19qlE{Sn)FN@cV~Pf? zV>9I-w9oiYTN{Z}|89b|UJ7v}Kz3ReA-$%>5KTB5>3}g9MnyU)l}`Mi&p6}kfXl95 z@^Ja`9sH}?u0ii-=)=B7wB-LHyd}^DK)^#MPLFwlKu(%GshRI_gc2H$mg4gAav-`qzXc?u5EjO7mdRsw!;!g=8|-o%N;ozMVR zk`vA;T%6B@l=yXiSLN=U+s3|*rzPDw{v3TbDBrP!QN%_D@I;F*AdfE)R?CYIc#|jk z_2{ABg>RHx4~AYsm$axMqCa9 z-w>Jil)f>=3k})VE~8f=l4FLy=7*-4L{#Y4s^&{rpZ)dzT6$L%rJ! zjM+eJSdA^I)?Bk}8OgAr-GOv|_B2i*zuE?*zGKR;1Q*j)6sfZ^J8JkIAk>(57#g*2 z-Tmp@_WR}ZVBla()AVcPzS|P?WQx4KiJQ0fp>L#>rCR(00uQz|_yZmQl#*)j^Ha2>q=t5b~tWtPqj) zp@@=TKmi!&t|jXsEN9!SBn#mqz-^gK-&4RH@w9)yT=|? z0^%IPKkaU~Fo!MpX!ZvJ*^sce-aq3g8&kUG-_6nf&0c_BCU|`Z$AX0RzdIr_hth^_ zGlYuu8)jCf#b+97^rz3B^`{U0$jHu^D)+EadvYF6J6d4(&m6Ce26UNd)}nlfohfOQ z_pO_WNk1y&=&MmvrI``ZeJ%48NkM}LXm>C(>jR4fm>!_?)LJtz>*_axa@~)v#&75fxJm*%H}v=g!&Kq#CI%VLGNujiFv7&JSbX(@~Huo1RP(xx_@IF#tIJ zQKLNj>c+FdG4&70#uTMvE?aH|hmRpO;az$p|3F{=87h?M!JoYmgiK(vG#xO6I?KU> z*X&f5Fx|dj!}t-}=TCYwNH#B9kkQwcmviMWeW2=;OBbsk-*0R4d+@+4?X@KxBf3>R=6pt}+EvFsR zveYz=D{}+VpI!lBVC}DbKh6|oR3j)ZG5#|g{G+jvhSlmTUK(ohDr%<09?xL=M(4L~ zYyDNQGDIvDwJY5Q0MmM_@1r82s-e+E*r_=qI1162DAF>l^Y8aBSU$CVm);livCW;n z$U!^4Ur@h+T5DXGfr>I|xy{{y3_LJ@S7<^^SKS3fw{XFetUCRwGj8G8SMjS~^a>Z= z5%}i?gCl)1&nSU32m08Q(*Q0}ehPpJ;S+rg0`oWAQO+-8^LRhoY)h92@KEm5@m$B5 zw;+$Pm+iV*{CXfk=nqQmI60Jx1vhQ_hZw5{nSucTWt=&K!`CN0=14h^l4zKgDMuWg zeO7i?t~?(vdy(OQv;}+vLV*2KO;0-%P$#{X*K=D0Z%`fQD3{9S$B1X$5wDMTJXWRZ zZbqNq?m;0{Eh091rXlN6Stw6JMmhO8t)dRUZP6jDNxwEn*-{Rv(0Y#=+OMbSD>)3z zjv=OWjseVXj?|JF81kC`q^{ldnAR4kaod+m5xG4tF2?=@Qx)-kAiZFd!!XW&rkz*1<8}sI<}L zTc_RSp!)c%wEkQkIT9iUHj%2 z-Bqj4e&yRZ%U5$?Rjh^Rxx=Vo2nq`Nv?DbOo+z|qe4u~*)LC&pRngPD=9Y)VpB=UP zc>jxfry_sN)#&(I1FRjIdhEpNU1{vk_CDxA>!;W(2nqiM|kAqzSzhZ zLAwwQJH5rPGGEP4i_(pkwMfiS^EUBPDouXkn5<;?H*=BKi;A1iYMSo9zED+jJ|U~} z)#zw-$5g!8RGT`8z$3NIKgv&(<_M{no(6r)J z<$}IQ1v5K^L-?nH&6Sqjs70H{3RWGhyjxrxR8m|?+w@Friri4gbJZyygQ@ptgQ6!l zS4}4R+#jFk(KtJPQhD?KEeg#?Im2(MCMMRR!L}3aif^u0rrZ5mGEbLqz6{kO>qL4| z_<1!a)_t-mj6LT!mGD_1U?E{>K7gjJpAhEOgBTlSYXP@9uyW z8UQO`Iy>fNZwkca|Kqnf#+F8{m>R9l29kW%?AeeI&7v1vR9&<$kw2-MDcB!5dC= zzG{;Mj{S)&tj_n=4Shp4GD%dbJG$YWu#zx&@o&3H-ZiUNyMZq?R~@G_*aamghnv)R zyMG0KaYpv7#`JTRgWW!gFjKWHX0JJ9JR2l#oB(m7ArycKm}|lGQsP}g3lqT{`pfmf zI0GmwO7V)62id2=yjSFTpRgjPNX{-z)aTrR4)1C>-~=^Z8wfy{U-c0*hJxK99mRK2 zqQg-aZ(O~IduU_RN1a9q?^c&PcTQP(58nT_)|o4k@#;=qUO@4UpbHHrv01wxQ3v5Q zA6qkIBiDVneem78BbMtyF7OYn6x1*IMkAmy(@le}3-})p?<8iP0I&}d5g-X@+-@wv z>J>Eh9AJK6Q$V0r-JOIe8q$$#w5$)NszF^f{9ch|f~ z7qh58_~fqXnfJjC!f44w6a06;t=z~Q);X8c@aXs&rI;w({GZ{L`toVUl%!5gj+r3p z?daxrs*{8=9-Qr}sqDJEd{9TV=VCZiMS1r|-_orFZg$kMoS{h-aJFnbnx&1P=-)CRcZM>@T&+ zitMo&+TSQS7#Q|sqr{5V=v}wac?$@h5vCms7X@~aWB$#o-Kb*%l2SIsJ@o0*C$N?v zSlVYr3e*S|ecQB#__qtXRG$C7IOma|hKi!104i=jyAWZ2|JAWeD(HMT^9udfSOth} zswyj2u31y+FW81?{=9T>#>g9Aft;v|^&C&zWw-N9*oGDa3Ks2!%mf40dbCm2a^5b&Xf|_FKXWu9aa8=~?9F0fBQC zZv~asX!jB(8!vm0%O)luZ9e%h#?Z(p&xO?-3$wfW-IPxC=g$xGIEExo3M{_ZiYBt0 zGwURiC_S5WZ)-;7oN-?ijJAT3hr2gtwaKy{ix%uU#GdQ;@H{w#(6neC@Ce}~7;|<{ z4?#1-VNB>UFDOyGvYBT)JhgK2u0vr_S-FZO1gHTqR1bQ(E@Xpu;CbW1rk{v~!ufz~U-pga~$P2b-RZPtv|h z_2E?UtKtO}e`=rgv0;5t{*C>bGc9rHxK=jJ6yL&n8@d$cPNWeecgL^{?kMf;~E z5GL5+dxeB>N~RBYJp-fp=zqKN*9VKnf-PTz`XM*zjInWm(nVUOH`_C8J}MZMR6 z`GcS4lrt75aNK-5ciIE8#Azq^riY699Xbon=iI&}J_#IMlNYA-yunINIM60Aqvvh^ zt{sG@vMc;uo20|25;)zJl=fKs`1rgxAv&7%=IqPQ@)nDBzNENMWe1>*;pVlpmoEht z|Km{E?)bEtH6|yJL$D6^+x}ow3J|yrspj0(D(tzoK~F@APxhUq7#N&|oaMG;1b|kP zyxt*uIWL#%yoO&S!?mIYkOeQo&G6w{?gSKR*#74p9S-%ue7 z?iLpQPb%bv)+;P0^Gs_Fsn;l~UGhnsd&K*?qRN4HnyU_ar19h_zKUOU>ii;Q)9uc8 z&R8DoJ*2Vh-Nl2dYnG`VP(8BJJ^SxFK1>|zrCL1LBCdb*4I6Q)z4m3}LW7z;{*5vX z3HlttslR0Vq<9Y|F?WY4vh<)E(d(RJ` z)VG~Gj`(8lOE>~Z4_xYs2gkM0* zdS+mOUMFpv79Zjg?M`v(eZS@AoE`}^kM#zbxK7C%-n>WaI^yPZwU}T z`qQ^g5$U1EBlnjeO<)YhXwb}nIC6|49>3Xr>-Hjty$+!l0+A^3>DxXcmURIJ$3 zH|%EjtU{XYcHqxJ z7X0i3JWg2|8GERc*O{mD8+G6=z@`fCQ^RZwuuGjuK;mOcZGJp))@f5rEaHfHRGXO* zDaWbiIkZY_(5u%}*RLQZS$ycTcDwex9!_6D&sGOCHSVF*oq1%1aMM@)j zim+ixM+;gQA-r)q^zlwx&^QnH5E$P`A)uL+pn&_CzuA2p%xSh@UlWr!KC;?(bnD`L zbANEk02|xv=QjDef%8P{bGR+D=PmZ&HmfyGDQHG#%RtcB%haOI4a=1NCN!zYm+ZIc z-Re|W6zb4J@CJQ%lbxNEKQiyKby~SF3jU+)$&)rnb+_<(y|G8dD0q8{oqb+?XMe-I ze%UR@PriM5_olvoponFMOAd?SFF zcF;YS{Q#G)rJb-X`I!3E@kw@rZOKSu1PlTmL8P3(*P^^P#m+`PNFr%d507;*O(MQa z;A~ZL+sjmbC)NzH4}zXU3KBlMckd>2SmPb&5Dd+bRa;}>9YE3gd5HQkPebMzZ@T#fywV$y0 z5}9Wi<6VnDPi3T|F54+PtN%6|B?<%t==)1L$qG#PK+8g@aK959z8nY`M;j_qwsDg2 zL-WgbWVHCI_eV^O4Vi$dRieG9l`rAOCWtbn)mK2sk9BS8=qq{C9Kr+OV|F9MDn;HnB5QD zu>GyjNAXMO zLXD~5=Gfw-2=M6nC%^29K~>Loo#YA|k-qPBXu`|&f6)9YFRuSu(%-6aY7r)Ym?`;( zWv-NH~k!Le~dx|RNFr5P^sn4MoC80tqSu}>c;&`Im^58q%+^t^lllR0U(Awiaf_WB} zcQ8)1S}4@_+N~$m0evX1O1|RdN|oS!CR!F2N%kRyEBq#Y8?5SX$gGXXN2ADa7WVO#=KN(gHm|}eMn_@K%Y4(?{_b)A-aAnq^7y!ZA~Z->=WOQFO$Exm4&QD0=& zk-17a?Rs8acT-_^UTtjUpi98mu;1IFivAOy{4BvW@|Da*R5^>La!6ROfl5NlSl^z% zmMd!-J_|;}=m;BQtf6tS4yYlXt0)xyln6x$OxOR@cVpON2Uq9cV=k8M?q@fMm*-Cp&BuoSH|K}) z)PCYeNaAicb!+k4t%%GN3Q!dy-?J+Ve zEeeB;D*PKRAT>3(81bu7)w=#3rz(vJrsLR?Hkd>ntojIIxg zoN9?aR>Tc_*NzDGbq}_M$`)3ihD*~TeLQ=91?qEY$hhG+!9$d~Zq~E-aj&(OA(;9n z_d+I{GIGIk|Jbv2sn}EP0wm_9+f=0G#agNQ@86Cfw}%tC=JkA<&SCxcR#vE2nkrzQ zV8=JVct{9#v`VB0CJ*>H9#^$AFME7&_7|xT`~I@yy6obr#W)7J*qNP8SM<0mo^Fd+ zM@}CxiXyF!4}qCE`aC-ISCWHC`}DoDS43?3y}ehmmPxEcdf=JvYezfyX2>Ie0{6mD zA8`a26CpnIOEI?J?`_@z^>&-+?kV%OmZnp#rG7;=(aOdnxgSu{&VZ57T`%6RsTiOR3tlI7|!B ztS{BS)Pmrd)N{cRJ=JZMEqWS8Qu?mWgA_<^?}zK{%;_kMj5wB%`Y*UlFL_4zAac=x zU&AR^U2q!(sGE5g0F_I+f2hdZGtU@m%(k|+yg8N|GR00sD1^rZi1H}jYc@1?ShyBR zCBaF_Ni@~#0Oq*ZMjz81t3AKGC@f!oV*zdXDX7OHZ?vVS`kKY4Z*6AEU+w|JUbULm z1vITs7HwKrGbnwr#^9dq6QIHk$ki-ahqQMj$@!C+QF;F%cv97I`DM1IDip_OgVUbosH<)h0pV%F7=IR@Os zz|pD_+6AQlkqYoz>Cj-)M&Qg1J?TkED*!rvcL;eH&x8S_B~BcvUJZ$8ss4_SPi|06 zRKN@WJ+$YxZ|H(XCF{#e9#ASU!-EyPp9% zkcAs_JGV-m^8UP(gQL4C_S>`96(5hT(cB{cynKvrze5pCF2VRs6PIs3jZlCd^jLH1 zpEH>Dmb`>9W~0>TJvO#Z@>K;im=}(o^yV?`d5xkTm(dK>M+F53wP%+>NA4J3>eSZW zzUhg|lEy?e1Ns{RU=Ou3F6EKttx%ZB+B8d}#8?u929o?Qa;Vh_+C9&HJpS&eu{(UN z$@`bED_A*oC_8d}BC=RNp33-_gXS|%I@OW;(MKFtVL*M3fu=kF?KLY5h zA0TbgBXR?z8vdF=9o7RNW^_-I&O45Lc3vJ5{9{Oj3#4y4Q;epQ9}PX4hxJ>fdOMJq z*dUA^-FlP$u>BR8wojU>{+k%r8@(iT@xpAqHQ=FPI#cS;_c*e5IWk+p8Ry>4YUDie zp^lgsRI{9O6e8j#L3m3zMsV06exx8554e;i1or$ap-EDSJQHFP?4?FD0+8f4pU(i$ zCy%iESFA99ze@GBwrFMP2Mq0;;FQ4Yj+odjYHV#}@yM`2^pSbpp8TQtih?Ob2}H39 zMfcbwWn|O%Uw^%h(_Ug~{1>8UFwHcB0K_E2xEqNjpi5u|C&5`(Z<@yr!~uG6M$2)) zTVRK1y+IYq2?h|XVu;BE8)A#5f87M&q~#YJH1>O&rxzt!!;{kCe(-Hz|APp`b&ol> zgzP$hz4<4h2JnJ6>NP-EEoD({+6Nv(9-i2zLWB%DGqrh;gmidv*eUm2TrO8U{czD; z93kFQUbA+&u(`vSC$tu6d;(sX5p*GPI__ZN(>e%RErJv?0B^pS#&momB`y8xD4~bX z1m`nEhK6t=PJ-4T)?}-vIu#Kf!4koNaRAy(Rm1ewl>aQ>XJ2%=u zbVnkK0^EkTam%Z6u9g=%eTa$5R1s)67mq;HG+q|)UV`LCPu)jVK#JHn$UnljBs(X zEJKzAcr!z`(Fe7a~RN z_Ift;@i2>l7ZJ9QaYQViYuVgZ3iL%%FPXshioDnTFe4ta_^WNI6>I#t_(cjym%GR# zo1!fOzN5Rnr1edxy+JmH3!JI^kI}OIcwX&zAlDS9vf!`7W8ZmCg z9g{RUVf4S6$e&t&<`|Y3T&zjZTNrt9j1?&DO=-04j3bT$%db2RI~k$IWa9wSARMp| zKu~7$^Xtab-_7R$1~?rr01Ah*_hWRIOCQz(HNthaACdp4BCj(cTdE27o1`K6T8~yL zgr`8&_aE-pGE3j`6Af5+!M08vI}zO|7XpdEaZ!BMpIpzk&GF#sMIVG= zQ&ndpr6008g&g4Hh%GI1`-Xy4-s>7T>DZ+rmzw$(kt9KG1Y%+@*`&^2!>Kc4LgKj| zbO=r5p`n}3f?wehBBtI!Y)T=BN9^1w)3aLwZED8Resx*!J zE={d@JYY7oH6;XyfZPueU9c6GnjBjPr^d3U?z_49Ru@_a9dm=D!?fY?crlF-=~!D2 z!ytmRDBGgF9Q{t&@GnP2{wk!wK{hR*k#4v#n`m4tys}csxGtnF3o$zU0MIdjGdW*4 zWD-q2ObfR4Oz04>d>8kMHEY@))Z!dV;H1+*znrgaW~V$>fFt*44|n3FvQ4b}8iddoz^oy78S%N6!!3vrpVe*eFaa_ms;nm9FAD+w|;8)^2=j-#^SF>yVAqqWszpK( zxd3|*Zn&&DS1mWk!!Lzlnpn-#!@t8|No%YZy8M~YsV}RyW z`jp)3Vu$t?K=~;AoxBP(g1`HOPT;CFCMHDTg#E-95=i?!H_l+zL0+DaOvsrK?b6&G~hFe9Z4 ziOPXh4X~Qq;Ta^@cS8dVNwkrZ0_a0>h@N8>y&tWKP}}mTRw+bTp#g%+hKA;Nl%E5N z9Q?3K`ypl#chZXsp2Ys4I&;?{&E?Bi@~3ybM5?J{e$`ez7FK~R=nLJXOMH{Lck?7# zsV`9aJUNLLN31~qj`E_Xr!!~ zni?GE0cJtiYqj9~*{s#52wWR~=MmF9RD`@3kK|GpX>wRW@Lt)mI-j5U%f}YUb>ofe zG2s8(e^KpV4npFTf5(o|Rao{nPp*G(D!jgv^^`}Fy!*awI3gDuT<%&dr+-zyuR_r% z^xDK+yRUB&IzRca2;iuG%t1T%^vLGK3f8awNs0!ceJ1BPTT>bXp(-%_e(;7{n;xg- zlT9FJChC10usWbXYM+RiiQ?$;s$*{PL{|q>U^8`_dmU(_zivr6Yy-cBiHSRvy>OA@ z3f}FeZfg}J@)zLaw)wPE>t$Esd^ox7dfz293NXnXTIRhboJ&omwJtry-UISTOamUZ zPlQX*1@M3LLsvymL#D3F5C5`i<4y8S4D7(N2j#!|xR$K*PGAu@X>t7H@7Dp<^nMoX zl}N3O3KGb_BU31o2o1~)DThrD8isD&T5|A4;e6J=nBJ`5O_9D(T546eVRJKe&Wcp_ zdtrBHF|9mEaZX)ulztD77nq3_AKiBS`}N8rMTLcS$weDBGcj2o!YA@+QOT8+m1>b} zyD!`%UDv*zX!d*u$7JoUb1;CTT=025Ak%^W0ON;j2>A3>+QY7Bftp}hGxg#9Iyb{w zRA=K)lSO23g03-#CR>Asj1iE>AWXoPsfknHXFLI)4n@8!_{Gf57s2oXmliK2^ed1@ zcGRQxJfE4U;XBmoO82(~f@TJ%F1*KL(D4PJThi9x9LZgo7IeVl8U04uu53hHPAS(m>E7$|_j;iKQv@Nk(R5#?iCa)Crt!@&{Fa?et2 z2MmYU32C)$A-vfFjAGUFD8`9uGMKbU7u7IaO_1&zXw;y%2yd@2A7Pdq0`F2NhCENo z#95u*0}l7bh&C~dC99h5)7{5F=TClbZ zT}d;859#~$3l#L>+GPr&`~zsv{m6xz`D&)sfjoH9QRHOrxx4dk-`<-wwP7#%H`?A@ zYq{ZqmAo*Oy>(Mc4kwJ&iIXQ;q0Vfo2gSu=LSqJe3t#l(57qIrzrece#o=}KcM2181|{q7j@e zV(3JwvALJ?Ex&M`NikZ!nsi#_W}j{BdT?I-=B90KTz@m|x_|R$M#jk-^ID7!>$OHD zB{`<1-cqBKeyIN#uX#+bb*;l(Rvm{>(OEZ7&3SK%HT7nvTHeFJz*k|%Xx|gw5@S&An?; zD!bH1>=hEXoW*DV#=h8${?_n#1R$N@<}k9+ z4@C8~{Ns+*eyfi8eHqaI2Tw;Z(~v|dVpl?Lxv*YI;WT5fE#2eTO7#h!G;d`aVHiL~q8?VQ5=tC$X*acv$Hj62X{HGCJp zWGc?ebl`yU82RZrtc)9&l^3!|@{<+S_lC2^Kk}OJn{IuI)pnU^pdjiAf0eY0S8(H=NDX&-0!v zpqs{V+^zA_dymQ8{(b}IU)=t)|06YG{@;ABGx3n3I4>bzCwCO};Boy1pE|b@@|n1pl3_!<6wRspJ|_D!z)K4JeNgGT^VaK4wgR1$ERgNfjo2i&=(wyN(R%|1d=XRAw;+UZYuHb1He{_6Ai2k z@h*fEtGuB`2cr~^Lq@OWG*2^~Qc)Zm1+zidN=Qd|B@mV+p+`Bjv0v-e|mp|}cO zq*CDJprC+SmB18O9{i5!ju(0P``eI=RX!47h?_3f-PIvVX0N;UOG;*cYX1SrfuGCh zkLmcUs_4^g@aM|735!4cPZ6U{DFIh9f;tPBu4>{?P;I6vsRLRD8Os=Xsc}kq_}xS< zSZ`BI{Q;ku52&d4_GVP#CZ$EkXI=uBQ`*n(1N%h98r1Zx zRWOE29HW^&h#{hqIffGIUM{Xy1fylEW&H)VZrpetgiOdAcGjjO6j^QnCG0Sss{P;> zeYkD$JF2g3L0fyHZeA#m722`4EJ&e-Tact4Z;UAV^TE(ic7S*U%(mLLAC;H z4htvs=~G`8jrq%&p5;Dcrd1WuBnBPl*Ad%Ab|aqap*f6gnz1=$^O2ctI`anEre^QH zM4u*hi%EJTJ~FdMf4bGVEyc8wEyo1wu>kG~{Ve$3zHtRiLrK3@I_G%$>B|p<&XQure%WxUZh2lhtJ&E&BiZ9*c^>j)rV-=7 zxDySJ+GURz=fl_Qb#5PzO#5R0T41JEp7;p)dNsPfUT;X*yoX`V-^@*Ae?kreVm$e9 zSF((|x^j?m{L;+iFT%VL&ySpN^k2iJG=7@d$;gZxfZ2!RJAHLBxS0VEpLR_%^(Gg? z*3*A=*}ccF>8^$Tv19Zp{?CCuH=>jlu4}s@ObrGVmChi~l21e%+lMbs|Fh^KwwLv~sX zTP6-z{B{)vi)a>B&KM>AL4Fj;#TTmFj_T_>JwC*k@e{JL4qva$2dl9mbz?AQX~P^= zyZ75_ci*O)>!t$kkS=&^Al^Zl3u#bwMa2u$qmdg^W*>+$ZC@33Id83*=yjJm<_`qF zkjHMd1&B;>5*g<;DxQLkCDqCrf{d^ zY(BIsYqTR4yEPMWKP)6jr4YJTuW>*L5oDKKpIR5It>EROGOs^FKckeIsb->LIFH4| zGC*{K%El-HQO(uB%$gto7mC=y-WGuYZA>vr1ut4)&bN>JF*%v14^r}waxUh3%ZBjd z<~pL8Zfc1623&0oocG zVt`8j9|Z~?cp#M?wF7kDZIz{&*{5>jd02I~ZUIf0Cw%+?6%B|HY*G}H>iGKj)9}M1 zKm6D5VG_l9M2}E1lXuQ}Vcq*3OqX~`b#xm{)q=gv)U*$8Hk;XPQ&&1@Hiqm~#t&~0 zDGTn~mjX<`4+Yg$9C3VtEu|-b{6LZ=K^8>*TI)XFTg9WJ@zNG-VUEKNsN}!|f~>WH z6RsZ9liPK2DXi8S)U zDd0-R(Y*=~1hwG7RzD51yUoAwFv-f`bGR&m?me7|tgMhCM+as92(U@M$=sr*jfv8w zHso=x1TLsvFQ2yYPMzC2QyjHOmjSZ;osz&W;#G$b7pq=wjI%t z_jtN@_gAtiSvq5G(va6Q3J-Bv24it(Nor6Xv-^Uh8)MP?SJT3&Zv7p{kSmfB2obg! zXfwi;R)7rNwqz(x)a?BuNYRH$#{v^gW#?FS@02kXG(piIWj~B$HX6(Xw{JH<#-ik2 z=K%z0_5gUG5zkNQRkc4cVvZ>Sdt>$#PV|1+f1?-CpX#|y0I;2%fQ8r44U|}PjQWlbef{3(DgCZeP1|hA42nd`pH|XQ@e&_qn z?{{72_{V!aFR=GoYpyx(827lx4LgnZtAOV=cyweNf(bBcUiTPCZY1`B4KL{vLIhOY ziAYh7V>c$E)*|*&VD)go4=ovoWoC9C?I_CY9XPNPENH}6dv@=3=x=W7u~TLL`7ne370tIx^A-?>7Ro=^@)Cl5;x{9%s4r%*__! zXOQi=hH@rp^U+_z`??IS55 z_6LKL|8av@*u`=hMOcluFee!+e9HvBapFb3kM{Zjlg_X^gH708+rXfpu~Ck^+Pz-4 z{UE^e7}DZ4FO7?g)$ZMWDRy`_EwA`kMYGt!JNe|De$2OQJ7g!Jy%!#uFJmC=#jSN4IN+jGs=4wviD5kJ6Tv#9K+sXtddOYSTPLBQ%Pd_ zPQd{p(1aM^b$fIa1%`zk(UpRSq#Sgg`8B--qDyNzu+uSUvpe9o`NH9W}ZX{*^`1%Cu1_J#2B01S)?f-mbA(~;8SLOd?L+W|l zm+V5pqTT};)-@1)y>4#~4834`5(^^`8Xnc1r++=9WsfIjF0ugtWHe?qo~$^HsuG5S zgyBia(z0abt(&pY?_HHqmaezunC+wPg??a_fAfNggrA1GkI)0@FjN z!ne*e`mCou`Gk9~JAD@vcUkVNWt^0aM~ZqUog>&XFU_`-AT?Lik!w;-r>-tqxNsrD z^k#(fWhvcc|NePXpSIB7FCcvcFE4`-;wqRoRE0f+oq782HKavoe^&I83&2G3m*{D< ztxwy-4O&|^(2?|O;s|>vkKtzTn!b2L3vPMHdEAh-0d0#I5r_tCO>kA5b`^o^VS4h_ zYRfuD2E3OZh3PnA-No?mJ5^Oe=W%X+(7 zv9p8Zs0wJ8$!P9zqfQmdOuj`?H@#c@3Sf{Q#KYfNw_p$9nWAnnhV<*z>(`_(g5vpy z%j5=-ZI2Usqp{SB{W7#2V?ld^(|J+w?fGI$y&)NFsn}SasrHful#Ne`CD5kJ+K>(9 zVN%fO;WHxW$$NSn86WGJy!ZhtIiEGM)Iy-*w%MKcu)-K1WNjdk5crs=My-Kf-O<_EC{o z(C4gg@d+YtxjcP zbpN^5@hgaQ-1fVmp;!kZ&*j+bjR}6cjvwzqtqhd4`>ALTs)hCvfwg#epgcK-iedA} zzJI+5xbNeQPrieiJn{1BNI4i{H88y(KdM*uqV9_0Y5MrMK6)8J@qvH1SB~j_F2rB_ z=;=JM6Ye}RC}=x=)Gt8~fSKP>dhE!*?;ORq+epL#Y95-G-{RbfSQV*VAF1NvU>wWJ zL*j-C59vYDJ%DMnkG8q4VhT+baId8=K<|gJv~+&;G41wTZSp>+-?svSQXygC0yuK0 z8LVRZ`Gj!3PGJ^A@#W|S$aipGSN?G?6+?i9z;$B^2W?R@Qn~=z*tHG?i!79sic{l` zx8%e6QbebBZc*>$D_6)QkEBfKFxVpwLk!rnz4Zr4ScQbDo{$M3sD5weK#^3N3i_g&v7Jsxk z;?jLho~$N-L-D+?8&jH`c|j%x9sl&yBvEVD3pAYrGE)LvIl@U3lW4vXV{y;M(YFdT zH*UR-c*rUL1~wuoMluJ53le=#M%r-%+tsfg30Tais(!WN}oDF(K*3&3iN_#+tPO1tpj;p$fv6 zE+ft^5`s@N-_q)|{a9@e$mTmL!oeg2wo{&1hzyo;{0#AxQ$@Xy(43EIE{Grlr&qIJ znZi$@&Rss^NGLN8q@k-TifR{3uJwp?iWyBw+ESlEX3t+3 z3eC;XBbUHj`$5#X+N7sIVh!2zEVb|s;wZDi$f*fiT6SEZbfmI0g0oX&y^yd%Z0vAp zIsYREmdDCbtxh@YxE)kyq4btr85*9p>F2NuG4h*dVxlFyBqkCqdZC*T*htm$x~&dP ze?4{ekJ6@=CAUA;eIfC8a#75(-jeo1N!3c!%*}Edn{s}Bz6Q$FXX&Y1mskRR-_ad~ zsC27PQU&|Ao*bBU3dmSUAP#{Y1e@1|QJ3cr=e<^zSTYwm;hEL`4dvwouxDOYsCpjt z?ez6?f9;{tpFBNUY6^Bcc+d^0&k>}vvaonURR<1Zio{)4i+Z_L+uNx}>I681?Y%us z9xMSsbh%Ggfm(Y^;}hzhfm$io*5w>9+hV#!F%8$;Gv<&hj>{u zEE>N`5)N1Mbu+Fp;^>*zGXs`h)Tuv(I z=sLtsC~`p`TYcLvda{z28&fJcvzkN~?0FB#G`xH~=kpgYQ0duXe{l(ukahK@nG>PA zo2q9O&`4eH#cpn8g(8?c>^U5q0o63k9DNEmh`W|yqDVNrY+W`nb(zTS6Fbw= zUI#YlgjIKZbyjctk+5bDRRKCCXt_4A+CvpYYv0MwyP;k|^rmM%8nW@0l%Q>Z=gu8} zV)OMK*fpKfm-_nf`9c)vJ!jG?)Mf;haw@rK8}^;R(xkVXF;4$PTGw0bX7u`wT4 zPH)Whtxh{PFAG2)4zI9qI;4~#e5&4cejnbgO8m2By}HGJ{*H#xlq^!eo?0H zi=*7+w#%Wpqj}Sq-5EfCG&8Wi^@m?@SlAQvqBALBBH7T(p4n=|JpKI#BIqfG&?FP- zdSzDQYkGk=O#pl`x78@MW<&nb#uG>`W@1APa{2o866gds%N&IrvNSiZMkN-b9FXP| zo_gYfBH7ICvDjm9$4&q%gF!TNu!>KCs*sU~CI~eARKO0CK3D+ucwZgBhA{urF}TDk^#XqKf+=4&E`;N%M)P zWXWn<8L&yXXXScK1B~8W2;!u(Y zO~S<;6TSC=xP?$=>>uDpf(VGwfSY%_XUXm&kE7qY$iX>t5gdhkq8!*e0P$nQ_Xs(m zT8$1fkNOvgEYS^xIU8MdsZ$ja{Y8<8mvm<5(l}A1kiHjenh!`wJtmRC$M$ySeZGzo z@UbXTJ56Mp*{6OD^7_{nVa^MJP1}>o*j${(sYY2_zizwY z47g*79EpHCd4dzu@leJw4Yyq|0FFhht`j9^X96|jiJ3Ev@EYzN#4NN2En(jIplT^< zLVZwkYlZ&05vohxmoOy9IJ;W^+ELCW#AN3Wo1Y`5&Z zRX8`RRy_Kb^@HO5C`de8D~c;Cr<(dbt){^Ul=gG>bR+V_Q73&oAlCq4Y8P9Lh9nES zXXob5B(30UWFDEZ62C?Yrh38N1HK3<3kB!qXs3OfgvaqKXR9oRmNk0kS%$80gRd=av6F2`ZCog)O~j(r8>kZU24|e1HHu ze?19@wDcsvxD#-7fSkeSm;nqnool4No!%`9V3l;$Bt>0pL{CK(qU7-D)?_lD1Y4>y*>;Pe1D)n#1EJyUEcKA(em4? z8#4_bA@GMYlGjDEhtnEpO#K89RW8usO~YH%CXWUpEcxdRxfgZSr+3U{G}?;had-&; zE{86!PhTuaJkp=qmyVk%#<0{%p)O0U2pzs4{i_8D;;OeO1)^F}K0+8UHfZ&(puVVt&%J3N)@KN#hPAP#~Kw82v2~P2g$hl>l<6Ty^ zZD7(`9#x~;Ip>OcZxLQ*C5hG8qEIf2R&;si`%IixbZT`ft?B$SR$pJ*Rvyg8W5wTO zS-pGHA`9Hn8AgT=pkQ?t9u)o^#A^#X-H=XDv!*V)-(#Z|fR?>;I4M35%qyLwsg zU)bKV^Qq_^mA#OPOMM${SPJ&q5_38f# zY2@nTr<}|$VAG6e~@I^BYu~o zLw6`K+&Jkc=H|fj*R6mRcZTxzuq&yN9{sTK%j>6mshJ8<=xCzl9hVBHE}XqW=x3K$ z+~U!ahnI$;7s7|82Zzq*$3tQpAR_Qgh=gv~dhjWZ#qb{F!P8u{l;a|pw+fcN>*-Y_ znZB&D#aZT!GP!_`vCN+sLvm7Z$v&X_8E6m(AX87KmjIpQyc&1+?k^|4A!uf9w{1QJ zZvYpHk_(J(geVb_@1+UX#QnNzn(J~Beic8;lOYJeY_CQZc1K;?K_I9sQ;hSt*)#9# zMZ=@sx+*ezJNfHYec+dv?sn`NX)M2{n|y%nOF#{<{^1w>7{B5T{uV#~aGDjl>jha- zySs+$?Xz=|&Le62J~7gwB0q*=h6TALAx|_JcpL@k06~|9IY=Sk!M^E$I#0RbaQYEpGGRtU zY(D0Ne`tlbHL6f)O1JWTd}LZJjLYPX5Yo8WFQqb%o!wvHr%00L%TY7iHPHqnZuBlp zfpOs+1#0gK8x2)esFat${TxtNKcO_&Cf{j85l-QKuzpcm!(K}yGz7WIaJ!sNv3Go~ z@28`Dbua6rHcM=l5A40PNEC<+!qQO1RND;TbPzQqF*Gn9Ol}Jv7r^Ask>jD@8$Hbj z6=o>nV77y)9*>p5U-`<;6fjLh_DqA)++hMubv4D||Cu+5?4dzRwPquZj&}ESX5gxs zLod7kyQh>B`T3&s->C#)K7G3c@*5k2M8dnNMrv+ifge;9bCzk$l*?<{^W@zxzf>h# zEHr7XbmR4_U#W|xv+pz3gUz?3b|2<(tSxFDN*YtKzun+XcyfeOmssw8>4)Fds9Q!> z<$c$w!r0_A(&?*L6=&&aW*8~EmeuwC-@ijh5ie>d;W+O|heO1+xzn@Nc%TT}$MsaXId92(yFO2x|^})lFwr=aGXmY=-Ht>Uj9IkA->WQFK0! zFV(yf#inVsmGxR*->eyC)yEt@(6Zh$vH!MW*uhVob+UKyJrv&k+h__)WfJuiFhYF+ zz8+i*BAYtcdoL@N6W|3Q!={R%MoeT1CAv#!X%NasECjmK+{X-*Z**BvI8>sfXa&c9 z?OGHQ6Vi;x6d0@lTSyv+Ciqg$uqS%3|Lcl*S4`~7MF69HegE)|s4D^ebrw>d40i0+ zK5TWFwrAhTulN|%xqk>aZvmQupw>)^0!vvWpCHn))R|3LH$vA_BeCN5)4do{pX0*V z$~}e(VRj{y2cm#nfR8PK7y(6q`Ej_}_<8gXR!aOnzPFxyj0#=1l0zPdH>y)oDQRHd zKCOjZ`?n5d->$n7?yD?k(r`T7DXDNCR@b{g+WJ;_z(^(}B%HlJi*o8?d){NnG|tL0u2*sdXiL!6tBXCUGEkgF zV>A%q3@%iET@VBJqwnkK8VV(!EpxL39BnJX%j8eqYjj4dIr5T=u$8$`vBtC%^j0yx zSC~(U@oxx@(vD-G0j{^6Z0z`9IDhGlZDy}g!AF^5`HB^9fkA-_Hvh-1SvUELdP`Ij zwHDIARdpjj`*Dj#|!87KY~d@)GeB`h{ATYF{S6OIM`&p%Fop2tmS>b8@;Q5 z3&2_Z{q?a2H_i4w=WJrFsX6-b#b_Li08Zz>me8o632Z6K%6}~vp_+q>^Vb6IoNG@) zk*zEK_0U>02wv9jUufv&o&UU{MeRTE&>PUa{9u^!l$RDcDXpoxSXQQS^yq}0{bK&8 zz8;ORKj?-QXQqlStB|?k!DATmG@W8`ttj?Gg>7k7l+<7L3_e4_XQzZCAFKJxK+u%E zE?t_B?Zj60e&ybxyZM`d>ktb-5*!jXkbKhj^e;0oFk%<-A9x^3n2DlLDo1!t_^JFC@V=n!du}ebTK?j(iVi61^9vUpJck_jJm%cB00@?*^!gYe_$b zCyiH}Z`_Tk zqPdDdoPh&pYeLCzCUmL9dFKK}MiqDL7mhE83b~le+xHK?G5^jL7U`aS`-4BJF)@+0 zLQ^yvts4zq@qQh}i!Zb>`cLeAHvh~LVriGOn`J#R2~{=y1`^t&aQhD;@56n4YFEgA zQZTmye8SkiK8do*%2dbfo5pJGQ=p!M(J=hzS0;?Z&Iclt1v)J5&&{m_>4)Z;UnWNX z8>@kBoz-C^<|HpPsWyMUhG6Sm~A;93@wCT+n7*Y2{QK7))NZGE{UjdRFbs6WpiIhBg zz?L4LMUh*JeCL8bDfS@e)35>hXQ%DQy`5Cg>a!h_NYw}HiIzqv7Z{@-(HLZV^a`Nc z`!hgc2{i4j&R*7<(3sy9sD_#IFec)tMLt|@eizXQg4{Q$UUU?ZYe>|dC;!>ua92fb zJsMY@RA`~>1LuVKnlL^Op*ZOgh;6N(=4J$4u~WYw0l6x>zbc{8^JGT_5QD(DgGQSI zg@}GLtdnd!0MAEQpBbotu%v%J5a!>15d+Hbs5ye9Izd}@B*$z1@(GQ*4IdpL)Ql_? zFyIiLCE&||O8xz1t=!`9K&Vkl^yk`xtGanJT2)9NB3dvPsxBoAqQ907K556>IurL^ z;I24EP6y^P`4=NgpL?G|$X0(nK1}v_W~i_BPCRi1YF6(r&09V&^Db{h{7D{>?uSpD zP2Y;B#%jzX)F_1?>*zE6MR8Z?qyB8ws^=MOgxZ$(0YOe=XI36+s!)zHKFGR3_6W!H zGaYr~LVg(QS~^XPm?U+HT@}5jb0&TiLB1Sye9d1iJZ}&ah0WS$M;7;=xaxo#P7KVe4t0 z>=LWXO$3){LVOom4NM!gyrn&N=oV~a&>lc$D&_enGv#d3Pr|!|LGEj6>ilj3&$&t9 z=R^Z3OarFP&6Vs`7J^q0QJpSTb`M3s)Gi8Fj&iUHp1$;vKsRS+w_H7%cW!pvsHIhU z2^1_Aafh#Xzy;pD9%1OxIX+eP2PbznO7w;h?+n4Y|cKFrwIRK!^&}xihWX&cQgU+Wf!#c~O?f%Qv@x2Z2%q(R>K*PBFiqKldQ7 zNy^$U-zBy3N>fVTIy!0wI=+j#0T+L`>3LCaGoIneN7I5l==Fl8UPgp zYe!gmP|e&7%l79J6)zj}vB2|LXnP3>6;~!5TZ*#Odz+QFSA`>TqAeS=M5r%XQIowY z{4i!8kWFYjv_LiqhJMbEx3e~-{^tj<&Ng8nW6Pg>RtoJ>p(O>qk1<~y6o?ZTWCxqM zxaa)r2R`d^UnGbpTzM{cSJjd4`@^l&7Y^LyF^cwY2Pz{XLJ+(ODPj^J#PxS5Aq-jWU_w3Hb?)ykoIdCr z7necLYoD6hX>cOJiSKwSy@{gbS}->ee6;C1O4v*7u%Ud1vc=OW#f%14KI2p*n$3HD>hF(ZerXHQ(I7!rK6X8170o;I>5~FgzcH@ z-3z8k)vZp8(ho;6r_Io= zqF!kewvyYVcj@oeF1~H^hRHk!&+)w1Q}cJ2l-0);WKZ(5ddYwFihnbGTSy|viNqV1 zoxL@xkfl@pV)B5?HmlGVon2mm%NJ^}9YDaV9T%{!vbS%;rwWIASyHN6T)3T9r;XK5 zOb24!q^fEb@~|=7mU}RLJ0gZ*BR(hkMhr5Z9ZdwUyakh4w6wI~;nCARfEEuI)9}V+ zUP0?}t+T~Hc|Gqjn7)GSs`fmN$k2%G`rmK+<8$@s<5|PRG+GHpA)E#fq9by0&(STI zo2*8ipIkJ~c)PR;r9a(HiiG}!=hcxg1B>iq96Ck6OqerSn4x8HS1pu4p;Th?3;ns6 zYC?q8^2nzX%VX{+=`_`jq$?PQlVSHMyDs(!+RQ>qeElQhAsJ8!R!5ei#A;Qf!GHHzuKhw zPY*Rt?JPxC*Es9f)U{XS8LqDS|p%L5N%yuZ7UAr_*D z)n)kUCf3)U{*e0d%v2pkdk@`$liSZMR{;3-;mk|6`YA{doLk?rJR3X34(yI&U#h+V zKIodr)m}UrY+`lm`n=_zk5Jfr=21RSdO9-dOfVSm2J>2+>XY0Gt$vQA8MPmw%*N zKmCW~?{6-B8WIhjCkk??ilU00j1psyo%Isd_qg`VEl_MI4>05~02Tewx*oZM%ht(W zzB9{f=Q_#}C>i|k{vBjPIRMq6>sPO0aBC@gmp)mPqm#B4l0aw%9wUvuL{q_fXsWl# z^hmh}^ZXNPLOI)1L{Gndy(++yGD)ubm@VJ!Bh5jAJV0yJS#n|l3LvIQY!kL^IL|E-A~K3^xJkgSA>T} zL>Ovle1}@}GgiTRMjkrE;$0J~YhaPr|N0(aQLywWQarb*VENKAt*cMBF6W`};eRa_ z0$_Xr3;cW^x)XReZ_Ys@-c;8z^F7AK#$o572x4nvb3Y*g#Xr)~R`3`K&}eiwcyi)U zzm%bkO)sd0V04e6fjTiUk;v;hIW4PsU+fdcv>@pRbcCkH+Tft%MNXt~C{vz4<`)zc z9MtQZxNdhCmd)BF1R<}O|nDd8*-^tCJ+6=Bv-RpUS;I$uC};bLhoq>ky!i;6>bGAT|N zWw^5j?9`aO{ISg;`{sgF_N_}^E|gWCtC+uO)=vBOeZa-^^y;2w)9J5Bxe1{tR|qMT zg`-ZTtD`e)>k2_+055Tq`nMsWz1Mr~TZnfbeT=3CFkF`n#24QSV^Ui+9h)(Zlm@(y!ill6~GybbVsJ zR`}*LGF%f9-{kpj=RU8gs$#HgD>9w@$t#JLmkXgqm(GSUeVw8sZ3Mumcd_o!7kUty zRhO)jFGh4qGOtnfgtyTV%?E;o&XQ7mo6tWVJ zW{s-)`cW%E#32TtHn}XfJT}IElr)iN{u=5G%)HB`5xHb&RAa-24Tn@rO-*HX%k!-F zTz^J7J0}P7{OCH08XL~n-m~%T=Q-p_uH2q;5CJtBs6N#XeFC!*A|9*qB>eat9UTuv z<>3in3@|Y?025^=&!ocd_Morv^tkkhVs&lpMS;$U^)FmmXNB%QDfA7Z;V1`!Y#NuB zm-q1DNwjuaSXdypUSDN;#^v^$k2sGzFl6i4v7FOWp11&&NgKy9mm}=UvmJ|K#;1pLB7cbN+$Aj#TF+!>5ee|$xqg6}v zWJxel&prxMvBGj_`O+K7>rTvr$}CK7)wy%$AnhF-6ok@9{ClOL21?I|jLl6O_x*r= zIofW`$M|NyczTBJ=IkZ(8X;$}KT!_4bkqdIu~EtJsjpC;_<#M+&*(Irt2En=|BZb1 z&VS^y_Z~g&U}3jWaPRR$4i>vD%xujq776aNpjtT`*|=@%HnG38t!oab_*QRSl3$rx z#B?3_ z)zp2kt?s7p`}LHUxBCVkd@iZ|e(89gObpd@?u+(c`m2_*ocnIhOSkuYb7VnOv^e90 zu>GW)^1!cOZ-XxE+~Q?1D`&$esv2jjr^325xAT`jXnC0G(B{_PDZZv_4dvq8f}RsE zW(!&>_=k4b?7lO&hE0o(_hrS>uN#c}Z+bp+^t|slq<`R=m#2cu_Elxi%s=hDevY-J zETz8Zl}t5ybjkIC zb)VK>?kTZ;pSr_g9&?uD8l&&CdGdCAWH5NUZ;QwlR=Q2GYvyO}KB;3r&JyVQ-Arwb zl)1_Z0j{F~lFX{X8@`3ud}26Zby!tWTu#(Q(t!YUWho~SNq2239SRObQ8|n2cOuK zxRd#W-k`Eo@VfchOQHmgT1@C|YT{L!b_BC_%ASlrY8`dG=-8XUjj#I7XfbXH((Wy+ zlU*BGy8m!L_rjyD%K7%`rV8r8M>d}^l+HY3Ua-z+a_PqJROvbK)o0``{MvC~BBp+m z)LDj}hIp;k?DG=~zuJ^&-BIDWqWds=I7uhrR<~$%O3LRH%Pwot_*q?j*00TK*VaAG zYYjTzw_KOa`oIQpaRJ%mahFBU4-0I+{?Y2-PTakD zUC}{KthrO`!ZYWQrVTU4@xaGduh5P`?X@_P1hvl zeP^}!idE)UZTB}lP`qt0|N7|NB@bUd+%}L>wJjz{(?n=*O3Ey$ghVY()7h&<%&gje za>NalJl4ytS)s8lS6t1Sc`7I?@%!lGat(tMM$JoW#w8mL41|WxAN0u2)!m=FPE^#p z(zd(g+U=Gn=X~$~R}&(<^&bFx!`2pN4vPe}91lCtexhV^$O^_p@2EM= zmTcX+NKnz@sMQgNjUwc~u%?Vqo z1=V5W&P9U%laUhIDkO^jhmH0Qb{2*y#Sa}z38X&pZNnLo2J;KmK>4TZNF$slV! zoy1%SQjrlzpf1_O6vPzueg@bSy8l#bk^kp1TvN<-z?}CkX?6q=3FtOo#ks3rkf{RD zc>E|`?!qEyy@5ZL5BAh)45RAa38jJ@!0AakN!%RTkex!LS5+u}uFk~FAlu>SCzYwz zKsE5p3{ZhXk^%WzDGV2SWz_L_!9FS)XP#_1^6B}73tO`1xByYi%fEmwOiIsfX)Pos zM;BHy#GAN$xFOMlKZm z5>fbx9A%8rHU)dZAarec$ez$oQ@w)cV5mxC|LzkVKZP;5?zsT5N`@x1PtTk##bz9u2?HZc}oK^F>VMwUhfk zWi_d6v(M4xG+>-sTe1U-e2}qa4m+y}Mgk%?+%bMY#s-poX!k3?I|_y{2uRcjCp!W3vX|+R=F81#&45#>7c6YNBz@Kt$0^(&gW>r3XP-{?ui`U#t`8ibtc?6Nsy^v$I=Q$8W>x zcbY8=4&@N!gSMZ+rp=#Fv)gjyl`_Qz!ur_6(Aj(kc*^wjM9t<$iZQ@G$Sz5{iS~48 zKGk$zAdSViT7pSlcJe;`_1Kdc6{k_WL!j=@znY23b+CMgpnlrRW5ehOpG5DK|7u6b z=_^&D2&oteZjw*geLPg!S2Qkjw3Ht*79(c{^cs$aY@7k2ii?XT+k{EF669u!JW6x} zsA#QT^~s!SG8oDj@1}e(WEH>gLV9{rsFis~hJ-kwV_exKB)Ac4fH2r4F9qb@7AV{e zJYUJcK(=5T-~E7XvBz5-^H8jtYqLVBozdvTGn>pN-8Tz96ScTKMaRB(k;W9|(@crc z(azM70kHgwPqCoKn!PZHyEtDL6E<~1P)3RuIaCr7d@kr}7x)McMK_or<;UzBf2%!F zw?U=-4fynE%zhgw*)nL3WQwCuKXE5m!YcMh*m8WCU6(@6bJ5<%KF4>}`+z}pJ!7e^ zwdps5N6h(BsCOp%4?NyD9_rX1C=K@UIP^(lo9}wZhP6E{tkmHT-lA1p!S4QY|Bj|1 z42aP05Q8298LH5p;M3Xa@x@<(#eaB9xnJfvBx8mJv;0Krp%3eNI^Q36s`-HGX% zvzkXF!wGS^Hc@Fwc8x~7(}0d%CJ(J2i|s!TNm#Y`+;Z9m=7wVJ*H@&iunRK*F@`8ks9PH z*>XYoVo;?*_zfE>iUm%FB{$H4ta2MzTmA~Q3egXtWE=2KcMH=Dq*uy$zsGGhm)i{5A|CMf`K=fIttjqm+`&yazHj9!~;dfDtgJyYJvH}kDF`UcPkQ=Jf)I4eQCWl!m1|G0swyGL+AfhIC)ul&}4F2`Wd9bwm)@a;zf%qa8pY0fZL&`SLda@sdzvo0=p0fXkk)(v|_W0}>%8sv2E zt-6&fT*P3pxMWt2caP(<6_lqLr&1pTR-*6PwNTtgM8Fft zxLL0teUt0djW~89V2RXs$N7iW9Z-=w;(6_>$}8h5OtpKXq4w=-AZDqb>+(=6?bM0V zqL$NBc@9Zt*V!u%t&y4fWuK6HY-_nRX`*rzQ638LGTZM)nhP-V#X8H4jZBbn?Yiu> zv~v)x?k)q9YU)Q?Y)_AaVy{6_RSm|@_RRZHQCYiz6-3IfmJ7r z6MJ^fEzjD>cUHws&~9I9IZxr;f#+?C3Q{^J^_G>Ct*G7=)1{kaaPBMmE_7l5s)eK( zz4#o_V4>CsDA|qAaMze(k+$06dJpq!2h^Mb%GsC4tetrjJ^CHK>10BDGl5;q&NIMYWveY zd~V7?dCFC7RRTumm}4|~MJV?%RDuYz(w@0R%}}j*e#lGJ(Jel{zB}j=Pkl9Vc)Mq^ zb$Kex(NA=3;w5DG+{qs$9RcM|YbI?^u672e-lo@8HOn|H+#IbH@m=fR0$C4RsTwX6 zTlB7-tFa`kcKBvMuEF&HCi7UO$wvZ;FLC+4T2{ zeu+;709UdAV@qWQHxOm5k~bs-_>x|?$uf879VBZ%j=NoR=y|`*HLoi-3jN#K!`fL* zZgYmfOV^86-{qL319jok_VIIEIyvT_?@F+xV$Abn0qtd}t?>$ue(Teo>$jSk=L>()&ZEZOqWNz%26~#25#7rW#r%xzFbM)wFH1&bj$TBs`9J(5+mn zneM(t0Tji<&*$!N+rK$U7F|9*+ zmWfan^T`9Y&p8xW+pRHR=5)TwimrQHT^BIz;N3CDgsJmIc8hNqdE81gNvq5H8gQpo z#|Xhy?e}ss=9Wf*qns^!6m49*Q@h_)RV82Zb2yoj)ik#H;aJP{Vad~Mm%OU9qB8H8 zpw5ylrX9ulIb&5q-l_EmOGkQZ?-YHGY!L|F!XJ8vL8iZ&jBjv#$nffZ!*faRVPpE* zG`*w`-PJ;!!syFv@vpgw2+u%4*SS=?31K$xTeR?|LB`mUqg>m_oT^vY+0MjqH8&>A zYL1dHr-tFBlG}vobx!vNd+Hub!#6sWLTcTaZS2qzXekNh&=+|Q)}Ip*hdY!err5ls zym)bCFPLP3)WL$QSD8Ox1k?Ldd!R=b?igQo|E7H=g+dLqosDS<3d&4p>+PMW{Y}t- zT_BD0g-lA4IXy|-b%G{WcSlg`3la#ysfW-v!g(<|qMQl5^L&wisC51OP>6bN^#X=!#w`anE>!0_HTtr0Bsc20eU95hvb{YRIsK(u7;o!_ zCeQKp54WfpRZS7{Es-M@s{Iy z)XeBjZC2FGd;v!(OE#52qfCZPvtu~|`4wEJ0Li`%#IUXu}O8g+ubzeV6vZDZkLnet@qW~R=x0G+m? zWrs~1A>TM6?)SZ<*Cg)KsQr!zcKe(X=9n=0?LW3Q!6iL8%MkDj~{*~3UtJ zM|+Pw9iCcWamqeNT)5G#aGsd>rcEwrtyeiek^3%9oN2H0lf~<_-?$1597c_!-*M9Q zlib;87W`r7h9sG|DsD=E0C#m5l!xb z2vQyANVPpyUhFY=f9!FKq@dhTe@n{;7ROZjV~_n^czN}Nu83Sz%KY$BlM`&2R|Nt! zoA;G0K?-@C#k_dzd!E2>u6+(qzoL3OQJgn)FBuDZvBq)ANi5P|o4dH&pg655)|XlD zM#t+IXKD*9EoTG96h^(fKTwxqY*?~Wr6e$Ob#vx9RoE62FQoRfp#$YDegJ>RmNDQIaG>pLj?#L*rudJb$8dA?M9WH0+lJ-N9>@=bv zi)9RyQ~h+VELp}3_vSc?o$_;4mJFoaGdZ|xYOsCqe zO$RM}HH6)#$8$aCUP);s5R}YqT_&g6JvMUr8w92^2NzjAJoPzAM2y==5JDnR(URrkp@rKa3EmRb)0#>#zFYe9{>XJC++KcK;3}%vu zt7=TWL!Oq!9HsOibUD}j#qHc$aZyP1mol7Zb?kYnz%=OQpT|^81gWrzj zybJ5s)RyrkW#inXDJWh~IA4nufqgD zhprgK4U^rbQvqqAO4VID7a$!RG-^-gy*O_!@X0S`UMslo-Z-M;VueI3~XSngBq27 z^c{D%)fgz_D9`i7)S>Y{AfMCH#n{5KWQPjM>zeJn_90$4rz(ykX2&EdIWpY`Dm1eC zvb#Cml-@*PB+4hoTBY+`pGp2DF_s76^(^R`zw%6m$)1;1W!X>(F*&RR*%4fA#-35%7A z)!QmXE8#H&dXWhozwzYBPO-h}Jh2DV3|x@xwkqysNOo*fJdlU3oI8U>^MdCYRz~{E zQye2EQ21mV$Wdu`6A;S0hB|Z6!!y-t$B!QeAfWn9+H=H{t3iC~#+`)cKZAI655*QqEeX^dD_^JkVu zyhh>N!kl-Z*z*aPuRNi+p0{c8#eG_dA6twAn)Y8+uFdUPH#*rDkZ}mY%WBQrE^Jro ztroiC>K4&2DdpPnv-mc?bo2h;)hV+JMs>Lr?CmI<(*vaBYA@EQ_+{=E+pEi%xn?Lw zCE&eV7h1@21)j(&IpSn_jPefjZR?O?lXPYL)t+>-R1F{42OS?WF_cd`UL8%+ zn7+FEaBfV&gY$m(JmZ@6{4)n6`WJrU{rLPW?65J^>M6QVJ^waQ%z}C9441gQc=}a$ zj~XDeeh@Jazy1BsXn)g9lgW8GZ1{ofSKhCmrDOfVCeSNV5iVRfHMcXofvCf`Qhwqd z#rBihWu|N8=f@4yz*W}0fzi<>Z@eH*+2QbInUwuFg6!5x+h{lc?`U{iFM8YsFj`wg z1Bgvvfnj(Ec;>d!LvQ4T>`=!ozcsBP5W0FNa6XJT5CJ9n)aXEM%P0O*cDT@!Ms$)V z7c`sf+|ls^qD4*C`^3kzF- z3VEuMTMiv8=|$b!9n;H>RmTIg*1+tu;&|vNXq+F&Gy4G)2B8>_S;#*~=e!T>_Txw< z(Vd?Ps!GXc%zC(uAk@;zDrpyh)zB=Rcy(w~4PZ*lICf@v0;iojmsRTAj3aM9U)`Jn zsip}4?(BhjNxHpo2I)RWV`u*Y$i>CUD(Ui|NF>CT8fu|b30$kDhfueaVyvQF_e%95 zVg$Fs-p;OU1+w0it5>7LtgW&YPjN!*7&Y{=C%nqV3l}C}!-xPHj+@1sJHFD17m3a@ zFxfoVvg*$5MDckjQskH}CbWQ%@tv&vaJ3c#A%*iZ9oVnwLJd8_cf}wrY0GCo1Zy!k z6~fV;=$vB;0tCgIi8p~YhY>orgyv`4m^feRI?kvVt2W1dj) z2Q800K_wGzRPP^l5nT)LmPy{*HExZ&&0xZ?J7mwJ&||w5-R>T}53qMv7PKagRl=Zy z!8M#{sA~*nPO^N#&(Dj)&B5%L+(+9p>Fqzz>=z_pY!LP8emwIeu)g@X3z03J=p+LY z`~}l$pcUG#H*}%ZN$De^EQESx&QxFn7`~Q}Q3+JlT$hL~6c#kHtXydp{fPq%>l2t} zo76WbQP31*OVw-n)ZbFj@?j7|2yq7dyFxgEKz7l;bT2lxn6qnAa?kYk#jW7T!kWJm z-wv$fB1!wC%16e30KJ$l2$e~i<-+w?A7RS^x5Iee(hcIb z%mV1XniRVNS zy`o}Rz>jvgCL)VkW;ZC9>8Gj$w{`|U!be>oeG#DsNX>O{jeqoE)6hh!{+Hq$i8g@n z$4x>LHTytlta*c=#uOO+WXBKCl}d`HFa-BL$ErbTzt3r<0x$>u+xJRs5Ir82oDCp8 zJ`O~=N6iJs#tSwk)m2VkzqU~z;Rzm(fpL7Oa}e!5%DXe0=W8P406S<3F(C%Iy#_5; z(zPBETUF$AKnjHGDPGNs%0Y8U*B!R0nz2{2>F@57MmoE&p>|vrdX5BFpZ!Be&zS4J z5JDHw3f;mnO4C1}IYQ)^6DHh@#WbizOY(+8{$z|C7sfQR!ezd!BZ0+5MK0WGsApM} zq1>aKIU2LzJH&jHIG`|53#GR~i~tRh55NpEpc{5a?f2~~LvUl!q&!#>Dp-K9M23e< z^D1?n=pzD+B&0(;hOn$1plJr2sb3^1iYV;ed&4wQrK}IUD>=DyoK@I_MGF{wC(3#c z1OE;9wQ}W3@aEhx#7D&}*V9>Pwo{f}8-g9{i6$`6sETDW*A=a}^yp1D z>(c3?fX(*b|C5tbRjoiRQ&>o7at`d}Hp02A7L=e{7ce$7!OwtCItLtC)#EU)Rc#r+ z&XsxNYZ)=%rO=<_bc%7rxZko%34+30>*h*C%^D5l3uXu|ct$0&V0_IAC1aJ_r0>2s zC`6iPUJr=@X0U- z$jIadP9cY^`H3JMiY$i^)}ZNwi%o`&jaCw~;|Q+g~$TAay;xHvDqJ9?YhUa0QFAp+F7dmAzv zhnL;gNvZ{ech?LoNQ@>B8b>>t{A;5uyV(9E>1k=X0#WzKSNIUsbvT&oK0Y9jIv5!> zBDZGqAmV%rztx_EzZ$?CCPf8hWo3xA)RRtoP4{;F@4ARKhO%{d$&xsrU;i@nM?i7x z#yUcp3pn5d2ml${NwlC+dFG8@a9d}K%m~|tWgM9=1W;w}dKc%*-%)%(gG}jRkz3L8 z4u=r~7vsA%VW`b&?9m8_6u7UYz;x*i45!9p>uSu8Bg=K>lDgO7wL<1afNXNmAdm1= z*%_*`sA)>Mj+{-#bK^Xvqx@;w>g z)`AYqcr(Gb_*}m1H>WvKXY=Y0Qm^|3NU*@iM@A3BVGHxrXB^W*tO!j$RQu*FV=n3! z!1BF$?U-=p?9BF}o2QKFLtn2oE?c`v1JjQL?IaG~+?^5Z&+{J5QXAuodhw?(t2`ch$zi9r`kZo&+inn}qWE3w z)|^E*^UayHe2}>ii`^@zH2;rL>lm z4LS5hl0yjHbTMUZFzzAr{MS{NAEX_=8rqd8==-t%{n5|a+JBz#|L`ai=v^CMW3Q_p&t zrG4cBN80ky{``!(0_}bOmtRm6m?hek6pK7g81otVGR%DU2^l7=@BiVVc&>TM)oaL# zFymJ7Uiry;-HBWM^HlK1(XX%DvsQhY-ea_{l#QQ$m$X0k5|>+1(SV!}xC`^jl@N8t ze;1SbRPReM2|L;xLs0IGxcSo<;A1{yrjlSi6 z+RMj7_x?DReDoarX;j^n*Pt2-ARKBCIk~ya-7wHMXNJDp73&#rROEvnTz8wSs5Rno( zM*jdXg4#Z~Fky~uxlaP5f7w2`f$LFs=qcTUUL;W)SFDIYt`2!J)iaQhT!+d%aGiiO>INIz)sd1iSY9ptJH+{r(Dl2X3syTD<;`GMpq{{813s2;VVXN8X3?9(R40Kh!$82P1 z*l+wk#ZHh*(~;a|(kxV#tP;54Pz+Jb+@s_gUjC|?1dbw&50NXoqJ8P`q|TnE#(g1+jFN3e7@WLZ*6XZcJ<(RG6J%De_GAhSD(~= zT|{Ve!21~;QsGTQdAx%enqPr-vRGBXExdai-y+zGptYyP^nM{V;O zv{@Yg7{3f@UADpVxBoW0v!z+CP5)&M*o%i8yPsR$YuJfb`P?E`c6yYBn|@bu%DBG6 zzch${@`!SBTbn9^{`J9yHZ!l|9f~l9+{~Yz%#hdn)5rSflR4tK=Y9uP6;SCQDbNR+{VT!>R@6U2_Nz}yu)ju0&!2h$?86wr(-TM5elk_iK zUrlC(?S+5aV;#QHdunn8=#=O`9Ge^X?5rQ7Gd6MCs;B~v@Y16=t`e}TXV<{Utl?l zQ2;t`@D9|4lTP%uhTa5Rc&mCARi27y&#dwr3r@ zKbMj?!=vxp#}HS)jli0;qu;AFIYs5ylYXSh7e>neyngfGWg~OU3SD)yFePdL0Ak>A zLA5~rez}ZG*{}zdB(QkGUVzl(iHbPB;K`eZtm%YFQzws^LpQgI1k(U(Tr;74IltljiV=ym12!hO7ZOr&H5Faq6A@&Y@Ut5OyBT<;~DJ z77vt${OTn$re7fsF0mSL5+wnzeF+3Cj#fap%pegA?fu%qczh3-)#(vO-rwJn-G|PL z#czcMOPud>(}nx3~`v90FD}R0yYT)Roz4K4%cQe z@P7+YG)J=0;O0Y>>schi&Rh_^%U)_wqVqsVV$Cv2N zQXnX;%$VHc95%Z;v7B^Cg?E>jQh_@F#dQ(lZMB6vX680~Cvy!JhHfm;*A7TNm^E|# zXVA?)CKsP1JC`^!$_25qq&uCPWe$P*|q! ze|(yBDFU$gA}>$X2YiYSAgH?Oj@@WV5V@)I)NJ%$BSEWuk?;}CVYBrFcM<{|7FJeW zWV&*zkd<=>uzdM4RD-QK4rN>6Owi^YbHaRTJd>7^OD~{X- zlL6Qfnq5GjmsfP4@X*P_^&&%;fHAml{HhUWkUMFfgfb2=N=a*Jq)`-@QH)LRsA=1{ z9)QZXoi)pCD8@%bD@%twf_$ZD9gtM$I@NX8BSdv`b)9AMhC)rubnaFIqlP3WT zo-EMHy9hmT+|jXLzkj#h)WY+LHy|M9QL9Gz`3ZFMl~K6wN$WtCD#kpw88UIol{8zH z!%IC9j-WsQ;&!rh@`Q`_)wlliECF=7QLQZUsbIA(%ho@#bShfHLNR-DCnMkcJ5~-Z zCLej=J;KOOlV!3^5p(eWAx6ey*9na%KrCfx%~3CF8E&G zM*miX)wFyKaF(&v8caILx(M^UT@|vVS zW?|CQKc6_WX7tws6wubaKI(xcjQ+J4A0Ej!H--$Pz&x2(;Ufd#y{XN5>FTDDuU1y2 zN-WyqJbGy4!3XTed+?J4Df&0Y!3$@{a%7sYGJj6-|1t^U*wV(T;|=6rSb>J`#)VJL z5t|hN#``X7Fhyq{0h2@_MN49~l`k3XK9`hzz za??N{@x1<8C)_~)2lveXHVJVLC0EGSk;r+>7{}jI*EXc1ks`XOL?APwDs5F)u(mf` z%*qG=IPAd6y?3=yG!4r7!SSy;>Y~vzDkc_Y(?}t(7ba|xtcghjy8Iwr*X&o0LTqYqJ|>H^i<)P88;V@UQO z9u>bqJ0rj!F9X+ZO@`J3yFMZCnY=<`mzjY9u~^1pDXY-~1Gu!v)Et*tii8d-Q^dX_ zO-%CWQTiAMvYSSOK&<@)bdHm|c;t=}{lk`#uRsM@OYP0|CvCtlcTQ_!^ZQZqHQrF`coL$E;AY?D%U-pHmRwuK|BGr1VK1QkiY zqPAoKo2*NVOLm2GHYC z^Fzb6R4e5<@*UXh!iSZA9@(=WHIgi^mAs9B-1#@Aj1+Zbw=lbpOx~Ix5mU#B zdN8*4Zk;-hbs0P|_{(rfO5=FPoZ!jDrPMUshR}N`YDI4lgo*(2sPGQaAu-NSWz5-` z9)pC!-~f!nw_`|VppJeui;_g^Gk66&EO5XS<>c=F{h{lSkHVF%@Ep0%^-ew3U*11D zq6KdJYGJ!EGcg~YUh@^xyIE`xWJ zd2#~0$S(MAZ@(=-Q5myvw!h5ZR%jmQA9L-eM=BA!fUJ~gydQUd`k~$c`QQ&yX8U}{ zn&yV4iYnk0q@P}N_=!vI?&$Y7fU+)l+D`2OftPZ}+`JQPY|W7y&VvF-R0Jp&$p2x> zDsA^pUF}L4GZ~vhL(94Dwp38n#9@;XfVh4EI4)~o5IO#P;h#tVy8UvvI=vqY(upLj zRO_>aI7Sb~`GBFJ{qgTPh&Z3OLy!@O`%ZCaZ+Lln&W9HUU~cF_rv63tdKrhhktvlFYA%_@cGRB`Pau>=<}8BOQNb&Zxws#Ir|+-q(vj~ z{)m69$1=gDqu*fJ*h6-bk3F#^SHI=&@5B*+B?D~54@_FZ!y2`s-;tvq?~B3hhWht8 zM%}J#$cE;wV1aS<3LF2O9+xjege76_AoL6)qsN(5EE((rO!0me0VM!s<7^o|;Wuxn zRxmjdVTfM|X$duuCReR1ux&uz8RyWY?qY!XQj(K9>?bRZ1|w0?s}+xq*(^1cdW*FD zKmKWj=#H#LoukCLI*FvQPSeZUPF0x144m|K-BH`RvGhLjVL>i^tLq%;=)RRuX&r%q z@YogB;2sHU)hIkKuML%dw*uJ#`pOA(6QqY-q&dV3ReRV_C3#uRoR01kxOBvQ9Qx-^ z>h^S-=ObZ7e3+-i!9>7wk{t-ykl(R}xS$9L*r#`;4>^_V-QZfIK{MU-(*-+}D3s9- z)yQjikwL!>1B9+_Rp?As+75jXgp2Wp1HWw6$WQg41+zkc0I9J-&$r8nLLHDx**!Si zCrFFo!_R3O`S$Cvcau#Z!G5b3M$rw&8e*^)D&~qFg?GqA{B{KY^Cv@({`z$q#}+4$ z&5T-*!r(?DY2c=4?<@)XzJ&Pi+Yzo!K6P|c(5>CK_|XJK+yE+s^p&_v6wEIu!iOID z(TOV(?NUFv!*(5;qYWh?YwLAX7J(0N0Y>J?ts?z%z94?Dabq9kwy3y>kBpe5k@vl< zwF`hvvje|m)cTHkohuP&OIWp{%#6A}e&8h+k-39TWiYwG<6`tO(#NGa$h;(X_5l(P z0CwCwKV-uP zBw=+0dV~1T()A{^x56X%u@abmyb1L-(Q10Xb`xoNzE0Ns!gp2BuQJD?1q^hZZ&DA2}((eNxg8)Z~k zgB343o4JQ}KKZfJnMvUV7h2MTLqqTM$REc=qEboJe9+CxY#&^m38Wks3BoStFgL$H z4#*mc0|;6`_jhk|H9FNrzE$e(&qgQdm=L2pun3aS#^`KNaZw zj30l0YKtYw^d7ONEt3T7Py+dJP+#l{)IbVEOOh0@vEg8kGXEpTJ-gq4+l>t+7+Hl< zy#?Zya59UAitDp_Remq^<0a&(d*(t)IuBw3#v_;C$Y}P{I#6tm40pL*7q*kZ z@EQ;Khktz8D)pHAkY%p^0KfLKhezUwn>AwRuwy8}A~tMuUTKr`mARw>ou63?qX_)>P{S2moecyo2j z*H2xo;EC~Ya-P*vzoq^KM8Zd=DjZ8L)v#XExK3Y!e9($7Dgz9{$)>+&(E53MQLmLf zsX13V5@OGLetD7tuYb%;&&rhOQa_pX1@TLU4gdA{_;}QtR;+peU=JDp8py{#G+c0v z=~4|JzWvc5l{vz9&d(V-Uom)I)M9^Y-UKmlNF=m8;$OaK>jG`AMT))^tiD6$Wy}7M zYTa0)7jOu==2j;i)raE!k$vhv2f#~}sWZa%de_*A3mC6BW((O3r1I>ci5If^qRCoxh*Brt7Fua~XA> zmh+PJdSkzWw^VxVqQ|?XA8gBQ-eOGdJmt8tBf4rZD@%Fu-Wgf+T#3`7M(%=&4J6e0 z`?anLrEIaWKQtXZr}s}E{S|N*w(|OqtPC+HqsB3RGEj^8m$($n=P3-k6G+gU|6>t; zr?weKz0G^|*cIT?8oLV=9{shVk3nQ%SWP00`+vPQq0?u=Y;4MrdH*+_B{1#Y+7(J` z4^5=w?FPEU@pI3XZdfJXL}*9TUSrNDkNUzTcX8R~^8C(^pF4=Fi9NTue(fswP@7l% zn%N~&vwjDUpEExO#BOGoDTkAJIhr$2(G*07`k0PB%5fm@;5m2-;!HQ`km zXJr^Bj{4b4+s$Qj*8^Qassd2F10?z(bPVJHV!eU}eJA~5dTz3~m}Ctmu#EW??^qCg zCQY5KTnQ!+E+a%c+8m#z-QKoay|GI2&bE=~wxadauY>@@VVtEwUq3fP3`?U*jQBi zAj_4}qAXs%$1E>G{I>I~mX$tsUxbujG{8!=Tea!6AN!&Hu+5~%eqBKs=lWR3=ii-Q zK3cb9Ag`y@B+x3hUt2G<_>6>2@;5>z?5yV6F_a;rzreX@@u0LsCfkX+4&r;E;N;{y z`Ib|cEi6}VLLK^vYS8t)05a!ai+c0?K8FI!@o6=K3#K!O9CdllEztV@8JBLR$b)Ab z`xHPw-T!H61(`B9G*=t^pTr`_|4 zxu+yA?}A)nhI2;A2ITibkXe8|2Z5>s5E4Piz{xUsg=m58{v;0==o)`pwRF%FlIgXW(re2m8Apy1?zu z&c0Iqy2sSJDeI(S&e48U!>HR~B@;~E!js?I#Yvj_p;wB8{j@HM^&kpkVg{I*nJHbH z^s{HnqFv$ckeyArz0VS-(jCqz-06sN5;)pQa7mMQmbz}0J}UCyLfVE!UF5eEH*|*j zlZOV04HthQs)m~0q&e7$sS6%_lj}L?3vpS22qZ?dv+xQn7 zc(N*p@RT{^Y(9!8M5PjRyp$YCj!R4nXg3C_C7v z9Ba*DL~9lX0qxHp(v~k;gpaFKH}GrR&wR}AX&DxeL=Gsi;9b9dw#>H!?s=f{!i0}^!Jd-Mt_~BFS)ND>nnX0=aY9= zvuwVf@t^oYrzdO<1f$ zcoK>1gf%2OZWyc&cc!d%JAdh+OB!if_9PSfn#~qmm#*dP3<(PAc9p@IAYCfIc*bYy zE~6*!Gs@Dv9c|?lfm#@ASZCAo1q(Qy_X0mxlSCH_j+VY#4yY9ap6Hi&5gZt#(sxwp78t*^kW{~` zy|2m=l&1tR1lUvQ7S*PTwxZ?;xkU8p$VUky{43N_G_stz=CNG#f!|*9LxOW>)Tg=N z6v=o6ccG+p_llgVD^L}{HT%E)Z(MH&C+V(G?HNbWZ|(nI6#dqUiL6`u zr=s7qV~c*24GwZ{mX?-#z3uqoXQwC5oIYJ-{`@I(XHE>8HeX^tox^?hi45w>^JF8J zsocL>KVja?wwUP(YU-Q4xOYZfVwYiG!ajquX>eDaXgixot`T=>s3TAN2_1){FLrhB zO5y1ZGBkQu{}1}r|H-Ol4lZP15CI45s%S4jcVgVZzbG2Oc{o#*E>lvw@(wkC>r^5Q zHw-H@B~amU{=x-dSCzR_R+Uek&7>T?i{%b_&s0*@k!I89F7r=|bK9TlH^Z>)YC-bt zwsLGR-|LB0$5$0_iivf@*ytfqVIMNTwgU`4RE5~U$dIPHC|Ep=U!>W#BA(9?kUG(K zOn%9XR4&k;17hP0WeAqY9&+(%kS_~D{Bft>JM)e6%j<&3K z0Qn^-A2;>sa#90N?E*n6pG|(RugXuWMkjRes3SoQm_#1+R;3_86)=*mfhD% zT0>eh-sS{FCKO3A8^)mW+Rgq?OOKgKCOQMLD~ju*@|wLf%!GT?<}CXmF^i6lS4Pu3 zV4h(_A$a4cvbC%awL5Q}j>(*}Y|X@t=$!8LDJS{}u2HWDzwQciLoG4Sa*L!7Q^mOW z&0-=WZr{G`T~ImG2>s}Fc`2A7!@KU(0;f+d~u_%8l=<(Pz zz-wt2DEbm6+W}TOFMZdJ9k_=&QHx}vdmfG)XpVa4p&R}YoD)9&MAHLBJNCSi3mohz z$%ymc25d7>^UKqcPAzE%`1qYA@Bk{}%<0)bm?%s6tmihaBJrsLla zo0ynjwhYq@^z*!u4m_ROE)-}yp{hlkS!^p&BCL(^>dy1`%333GQ?R8l2Pief;{{j6 zzU_k~%^uo~_Sz|JaHwS%cD&QEP4-P|?Nl&rhu)yiJCLdFRdO$^$?>*&icCSilwXh6 z5+4P4x6{Jo1q-`AkLkRPUG6S z_gsqpNRZL++sHSi17+ac7S#So%u?aJaZ#iTXF1B*`dxU!JU8&L?dDMmD?YElCZ7-J z_5?QN0D4U*m@nIO!f_x7B6;!LFY=~)&rVR%3QCwfHCF^k*zFxrTsuCM=^qiRRnw4u zi8RYBvptH8LhhVzajTO4LS<88-&v(_o<(^<-n5=G^Q3rl>ydQwTeH7n+e*clDc9il zr-2rQq@8D`_WSc`aK#J+;C%$6H@kKIc43Qbj7A~#=I&U3gOfz9jeetHjM>8WOSsmX zZpGg94x{jKx)wuOA>!za#5hjx)rKqbr|;E1dM*`t_RAvbT85=_<7n8WK2toy=ntbz zfajqPOD8}wIVs<%2^w4}TW!xiqAOd^S+@5({USpP1?_p3$^7f0fViO8;8 zqpxJ#$hC2={~iYUiQcJxES0DP5exQ_qK}R$M81CC`(5}xSDX|rZr}dcG{4$qB4+R5 zi$oqRRS^2@qa?L*`y8f$j>HW4IdblPPL=2)Z>-F{?tI>MpW6ai?7cGYqz_Wv_E+eu z8my%iHVegtY*g$Dc)?q)yhnCd%!~3@sapUY9njdd7g^P#Hyv*-6qEI|@4fsQ|+iGuG<2L-}@Rsv!bfJddev(Z${tXH9~oiGP==oW zibclxrN}k6Gy0u~KfA&{Gu87ECB;!AUo0O7<+2x7aBdD!xU@E{U()tkk5<+Xt*{f< zWb#?FjeM{2c0XRG2_wE@t-KcHhzzGEQ-Hgig0B>63?l>u+1I1D26Bwq0YO53A$1kF z^y_x}Tbk-}X0V7lbeJ*M!=@Eg)n)85g3=jDIRWu^lM=F<@m7;9cgW^$JFGvW)_Sw% zbjwh;jyrL!dsdw!f*e}wjw_rgYQm9ENTd%juwxqh5pgGAn{4wP_0t{JOFnV#dbyJ3 z$eDSL?Od(xkwO8D`|N{{yw@M8NP57j+8(&aB(uQcQ~u2d+xC2N&@2_IJ0mAz48Q~- zmTmKqnuFgK`^Yw|!93M3bd{6aWZghyYI6@0SvqR8O1F?4p8>q@?5mlw{>5(H z6#kV=x$oiW7gaGF3w5)1B~;Ah+Go$0`0DkFo_7`LrnHuBxE=Y(a494Ors~Sl(eW2a zL!VJCBZnlUZN66Q`&bIW#KUergAWS=0uIrhsz`mIr>A#2$u}bsQc`#XE3ft+`OR(i zeDZbR_pR}WaB3$Z&ysxRu1%o{XWK!B33e#UYess=$ISlOws%=_E6UCa8x`=j#o5nD z6uM!*@vyvZxtq7RL4^FkxTzW6G$iEyJ$~nfem#Xh&MCut6 zy^Cy{eeX=KZbs2rz&c)G@9l1}$_DvJHeC^1=_PLV?sm{SmLw*}DYYGFqZ+gqLWad9 zRhsr;Zp+-tt~r4@!KB9xM=C0;cAL_kS4_7;i-R+kLS@s{o+4(ts?EIy@Ps1El4#0_ z$QR%-JU*sH^D^|T(a*7+WJN=hvQFSQB8e8J;^%_(rtb%|Y$l<+^mJsAm zm8W z{ygxx=*y#R^|mu&r@WLlc^d7klVSZuwVj{Sr0hj=b_rEVvM%V}b_R+9uVg}_ZTt^t zKwn*}PSJ;}++Vjm0Slwim);LI7fhnqT8SJD)0?(OJbx@%H$g=$KYQ8v?X#+Fm!-d)`?$)!45ddbbCoC<+M8h}EC=IvBe zoF%NYfU^=wTb!^ceODEl~~>_ye- z<$j#>S#E`MD;QhGx4ro9+s8Cj5aP!-@riW%RR$^qSdZ15TJxqh{Xo5L4M(^(AeL|V zUc%wP&GZoqE9z{>)BO$cLKDiW9Yf^lkRcbH8Dh~&NvWpvyry@r);a5~@#N);=CX68 zQ|dZE%g#O2!`N+BovyQVOWX_4dRdQu=2-oKq}HeCCNA8NXu7I*(_s6i?n9i9BQh7i z776gb5?{a{EHFsZy#C7je09PypqL)+?ySN_Zj+fxhl>N>^-*<}Upl*+`Go~T*^4KS z^P1~sMe*0!wjY-tqTpp}_f1Yu*GZ|6emTc5D~e^GH(0@Wd<3+tqmR>=bRKz={I$zJ zC^zhTIX&_*>E}^f8KU)GD7f7cR&U?26DjtxSOwy-Fq|>07tl@B@K^KCdw*?9E>T+) z_1Ir)EFx29YZWZRx)0HmxklCEFBIE*Zyz;D=`Y4eGA?}VskP0RxT@VFb|T$|o0$^) zZ0CyJB=HpY?PFkLvq*o$0o(Az{uEm}bO7jSGkXgXD4{zP6fRZU2xa9omt|$v=`Hep zc;*Sk0r*ux;o=!PQkb?&^~_qT{@z9?E)FEAj+6n3Z47?OfWHcO3VbJ-2L=rnwfkGlR>vwNYV)WkT~ur?_SZ0+-ZD^L;sVfpjIt0I$m@!h=DS(B7o1r zaMsd91{1f9>n6!2goK0;Y1t01$uB4J6oy+QSoB_Y<$4C3v>-o1QvPY5X&|5}PbO}! zx63GzTIE@)oXEj*WeC0%JfLs}T%WbO;tYCe8G`GRsFm0wN9VS|3CLd=*?N(4-!6Mo zPSM8o`-dbO?x)HInphaR=9=&YBDdS7(7u?3R8zdzXpM~cfg95v(!vvL^=@%$=^usz z*#A{=^>%Z?wsiFjkx6X(5-V+kX||t=xWyiNa;@95rFZQHv7^FD!Gr1QpI#p3hz>eX zUlp)~JuzQpMX<_CrAhaM=;+R^9n`(m1;G(}2rJ2lW9BQEp7&7&ITSvIIL6B-`FZ3Z zp1*R>hgx%b*4Ly@?%4FHD6J?v$ADN*?^OE>wl(qfo8QH#d;*))hk^EK{h$@Qt5fJ1PVZ=VKq8FHd>lj;xo$)qYvs(e^$ zn|7Q|+qOt--x}K>{ztRZ>aLjTLKF`$0dJ-i`{iaxftG|#vIjb==zLRNY`y1^IAq74 zyo+U`R(7SS?_2SyQ}u;XpGLCv&F{t~cSGI2!6Q(V*E^cEcsu3c?nz6;-n?cF;G0&0 zoo7fn@+sE8{J9(RiZisU{+GO0uQ0Tzx>hzAz0RcgFnSoPa+K{_Td3(Cic4~fJBv$# zYCBkp^YS~FI1l#O?bu<4bYCbZeSq{BUnEqNjx`=*Tg%?e9=_pfltYMG|y zR@e{IhVlgEgO-r8KraInYMKvxV?hQC9#`#~HR9r$MFEqSW;i6xo-)-90gHTaQJiCw z!qhHsfcyO)VmbosF6W^ZiiMeZ<(9pt)rgwf6#uh=;dPXE>};L%ZCt6wgFo0^b`{B? zfIezvH!2|0CxnGq0sN6)M1R7-hUU|cV>okT=lRFbiOQW$Fnr}}r?;IW`2k%%Gnu~Y zS0I9wHknDx*t^zOhkeVFq_Wh^iUF{Ye|&zu)pn<&V=53>~V2*Z3JawpjwCTfO$!S z_Q$ArLH)U`67P?FO*;Tm0p;RqVPN^ghYzDx zmNLe@s8!!JF?HGNa|vH&9W%&nlfVrsq*qF%O#Fcc1zmSe_r37is%x}pPgjdTF5Bdl z4#wI>Dm5(vL5$}~1$(1h!Q54!<%n_oAK(C{Jq1LnGW-3&W5zr6m#(pcJ=F_`Nr!AD5pf*YA3V@&&^yckory9rS*h| z)AoG_wZ&R49HL{8PiaWm-0ggW8Q;(A0?0*t(4zk$e!{=w`b`0FtTK1<*uu*$Qyksh zdYf^WWSTdt6}$y@q` z6P8iq{aNTw#r^PcH>vAr$r!9^VKlnq*$URt641Z^7EZM4eR6IVq~?I%ohO(D!419C zR8`%Gv>a*gFsG|nO=)M4P%Xf$J17qBp0-FUdq@r@{Qx^G64Uf%|l+`;#GSjT2kAIYc@Atrmh1j!AH>I z6tS33>DxP6qNqk*wMubmyjA@!WAt7n72GJ58bJM^8`R}`xejG8>yRj0$F>w@0YiFG zslWgUB;{dzV@el#b12A3p_Po6*6qv+fp+gO#G~tbnotPVBZ2*d zNm+M2+(uNh2|?xk7hV*o1K>J0vyAhURmwIs`C@u0Lxy_*a**Q@q|&^JLw1z_H#@Kv zZ2*M15h^`I=08x>B246(UxmQxl3TkQA@LE2Yv8u;Y#pH5@7jRGMf7jK^JsaQPi6wc z?Y=8Yr>Ok|5eq|>b#15bn{YJE+1Y3gWhr>AW~|~!e+C%<+ZlN<61o;iLKap3FoJKc zY$9Le5IiUzgb50&2F|LW8MxlmzXMJW1lckoTgi5-Q0qOe=bgGE2}zwhhmIdVj-*<{ zyF0N?AI!KCgBe#q+5$EYv0X~Xqs&GFg~0NJFpwEzsU+uys3*!M|He|NRM>xpq2%-7 z*Nl&$`5?`3wLrMO0}MZ8s&}Pa(u%14hL(+{7L&BAPXJvY(sF2rf_C!Rd%sVhq;P%% zvvJ}zcN7ORv)f0{d3*-&5AY-Y>qnhxbKW(Hrqv(V z#I18G2+bem?yr+;XB#4Rth+`;pycE0+kGvEj+}j61q4K*G2Eab)wx$-n;y29)tBys zN($h|v**ndy~_lK?^Tg?o6R>N4w?D`Z=LSKXZZ`>-* ztXK849Om_wIVxVl9kDmr=-$Zp63+(UIQlEp7F zQaCwzbsd@$kk8K!XrO-xZeXCVFQ-==o?YnlGksU84oOdYJ5wkWb#-+BzlI0;hV(^7VITSy4vdtN`7Fdvf{x4=F56>Y~OTpiD1{>#C;4_XH zGG!K$lV*DNpsg?`K3T>2Iwt-Nv+^3TgkpvG_`;)5Fl-Y$(O0-Ln4(v-;9yxm5dCEZ zD9lY6QkZjAbl8GVwTT^l!pPv?>+L?DG_)tmWXcfDdPNk?HtW!AH_N)<_iVt7W+57B z#h_nV|I?ccje5?{$#;^My$HR94MapN6KYRwL_~~^?b`Ib2%^-M{4(qZi&V&;KiC;H zQJlO#2BKr1heXGqrge4r{UD>c)7zklWf>F)Y1Ku#^KoB8p~%`d<|*gh=o{`!*X+OD zr)WKm?&|cR@rpO0OoqO!w^NUAP{Gbv5O<{s_?hAg#RoLa*@S4*NY$@Qe!=%SOrF1o z5kt6pbTKZ1U!U=?6=yvyIH|HQ6*bB8wu=i3C_TXNHjDtCN?x#k63FW~$b~-;- zwh{g`|Jyc5-zwN?YHGrBMtNE6oH9ty&c<)~Su5`GxOj0*`ia5Lj6oJg#sEJ*u1bKm zpCNm0v<^Bk7Gi?aC7{(ph^}56KFM`flDqaRyq=|7@i3CeJ%3@6JZ_D9 z!)*YR67RJT!{w>OV>#5En&!3zT&f$}disR(3JUtv;9p896w42PtN8^PIJC$}=Yty) zk=BoH?+clkjajeBxH1p~*?KmsL=v3v?SsSxyu4aFNjVt`JzYTamY$L7|E|Vt%~w6R z>N3klktS{582#ZxRx#IARaF&*o)7U`%}3;{psyIPoNQ+i6mKXh>{y@FTy12U|o6?!RxKakCPRfUq$%9iwE1ct_EZh&j> zK|)ygO#sjxWJWJ<@9AjHce;6t6y)!pL}kfiLf3jn$37H;oG4)qNC3=Gd{@T-1Vqf* zkx<#jdy>`QJE+{9rEQQr*n@W%}2T6X>q``|vo~G>kgW_r2?Fa~p2n{A56} zmmgyJ`nO6j!|sdUrcrfFIk*fXQj^|KrBluxx&#{T@2~B+z$V2GSxCC8Za)nx*)3)u zJ`*GRKmHA|1-ma%RKc)GGk)2G%{$L7=lx~2)(>4B#RAQV3a1Bgi6e?9jBE%z}A683$2C80WuUppy+1uQjcb=;UJIfCeHNH`((W zF4gDKVR9JACU*zz`9J>KJ1NZ9w|9Bs)ApZV?Ynzu`V!7zCvM&+GxD3GUpR?Ulu^d# z*T^jw75Ys0kLPIgoN^tN_F~9I{&X%D;SF&~PZ=d1k1bws@!bLXpNGBtPF0%jn z?|+<{KVI0tH|F*oT42jXLk`OSfz=zm^5PC6q7U+a-}8TMC9=oPE_Xtv1$--0pj?sa zb%2$>vq9-AP##y7+ZJT6)7oEd1o3zooNlPtL-Rxb71%Gpv6e1gyc=;DfY?Q1cE5IB zUV*Qi@37NzO%810W#}COMtNI(2h#0>cY#j_u9fRS^k4v|A75(*lmKpL!hotV0P61E z>cMp2VPFA4e;PGZlHV#;{@UQZs@Ed>sDS9dcFU58!>t>>x~at`g#V~!LUv!V6UYg8 zjgak)-{K+Jp#ju&VxjNIGApYNRIswKg@=SVzLsH(ii|`(8Jp%HxN6*-oJ? zcrQL*p-UYUF@Tcz$erzsKdyj#w8;iuLBzH@#C5Ad1m{Z&D90U<1{D~@A@YS_zDDBG z0(4b0NFZoVi!kN5evByc6Ex752pL>_?FG!Qvt}_tV&Jx9O3T^q# zM&P{qUQ_hvZ=JFN(v=Pme!n==vs?ypkwk7_R<@0h(TLT#;60Jnfx4h`7cK~br5jxx zK)TQ#d4+D3faN8fdg4V6gG*l#umlpeLw4$d0?@ybdM{OUY`ktwqLJh1jBpTG4Jd26 zP>w*_pq6Ru<3K ze>7?i-DcyVh@?!_pR#dp&Llc*6c54s{rhpr@a?Vst>HJl|5t|pA6rE#_TFi^-+$nUAXf8fmb zeF-MJA+9*~3-xh=0G9z^f}&D!kJ~b_I3h%rqJHY9XJDyr`)Km*;mOM}jeGdegJq*p zY9)*$U|EHu_LsJ~44sLqw}->HAzvkrPui=bAar9Q)V{#+vJv(v(vA5&K&bOn`>v!8 zMWSBOJFcu-DI(GVn#yGaH{jEO{yCqGZ4hGTz8#b)(8c_9h(-W_ zh9sunSJf%oe?7(UVH$oSC|QwW6tpXecc19jF>&heXFc??ORAf*GfJ;$zWCYYg45^C z+k~E;@32Y>P6&KaE1Sji^Kr=qOPhjc6?5pg{Z8d-k#6R%X(qmtQa5N8@$NwPZGcE3 zmh2)880@@$En22Zv{Ema(8I1?+eKV6MBs1v^6QY#K~VtIH58B~)7HkNRg0TjuS}8g z_eA4BoW6q+99->N*b*`vJ27R@>WI*LXX5RY5lT_1i=Qj{CzP-u&S z;7xN7Cj{KufQIXfPmNro(?vdc2`v{9u?4|Yvl9sq`>-AReotC3tpgMT(@O7h^x2NG z@hQ(ARzZV$*n7@IJ5;L4hJoq}Ra2El|1erd+*uOgzzLiFC}kpFbJVP}Bfm7_qd|kS zzcXWaR}$1@++F?qg-jLgAr#=J9qd&lCiT|_{HMRKd6N|JJ1vVld+uEE%>%G@c>otY z3*uVbjp)kp9-MO$3^G|`xd011L^U(&`M~^AfE4Xi!b&63Mk*=*mqXCv%F8Nx#5kzO zS$=qebpy;$D46I0>u|6e?dLgFQiqki^K)`uO$8N<3W6x`L|t(D@WqHHV}ArFfMlEp z5^yK^aG2yqaq;5-Nl(@98riqJxgq6vNefw40!&03uo|fcXuZqdkql<1bVeM zl_!g~sk@liCpZsAMTHH8yfN8o*QT4(Zqo1O!O2FP%(<~V(b1mx6$N8nIg3*l8m*un z`ZIP0?9i_6a?58VbPnTFu~8KzQ=^Cw?4=sltz8Y=1UZ=jeAxchwzu*S4+L2fj-R-a zUyS(8U}7n_V5I9u4PaG%=SSBe!=Q9-d6L)fU);PtY^IFmijfbRNG!fovwhT$#yxbZ zb_yWDO1nDm>7}E7@k6@$=-+^a`Yf^gdPAf+iLU+Oq5b<0CNSw2Ov0Ou+{h4iFf^9L za;p@BAH~H-h3=$Al5Q8%{ovxfe=z2enma1)CU|pI`S}fa22&V=F#yg zj{Mv3tWqeB!J_rVRT}$BlHlThd4~Usr;m$sT(Nx!3K}zjx5xMvJ-$3Lr?*2bw_(?l_}o572iA9wTxtL$!B;@tf_9;h~|GkgI`O?`^bo`0(T$LIWt@ z@KXdv7Le>>jwH@RLaMlTXar%bw{1Jy`lFY~bs*i1BCO0&!_j!+ zbklNDZZqf#@G)@jSD~1NiZJ{O6|CKxF$7_cK%KY)7=uM?k@U2BSq;HrH!7G`e|(R$ z`GuwY+DYHY&%kSCT&-E0Y-5@`)auN6pglY%N3Q+wYR&j#pbJFlBTbBOd|gktguSYX z(vsY2ijh%WcrsuF`{+?-_vsNtF|3S?qWalxS828x8+FsvMp?lR(zxW%diePnN+@)9 z1CIZ;-sWhZ7#0|~!MKRCIlUNl`I{Rdzh#@zt2&QGJaWzzDW~Jw+9BJ%XRdY_ZRVfO z0fLR9um`wrNy-2qJ7ygrLjf;-Fs$N$hWL#v~<|quu&J+SpwLO+)iVzwg2&e z)BodLsuMW^CDhD_-qn3KMSz44b)#+8AGpHRV*631cr>&yW%LPrxwwsv?oX?Yi+g{r z%fj@?$O^{Js3+~etONP?83gwIc~FQuaX<1~g}@g>)QQ5|o%8PY=<8tUby`J56}CUp zTD=sudG@!ku8aB9dG*r!(C&V|@4nH4+&J{hRB9SzZ%Y)~vKJM5hd!TvB`><{F{exRR)7#3*0m(W*1N}sZnTJOZ1#~?q zg!zEf)4aTKo}hT8UV9y^?ziq6yFxXg0*zvK00!`D<-&=c0g>GL`*XZuU~{|-78OKq zLx*1Q>m1RXaEo#2Xm5%n8~&PmWeMPss2Xb^NP?%lvS!C$kMJuK^R!+o&Ojb5+K{6H zg8;JeZ!os5t}gI9ImUhVa2~W-as{hRPS(t<3D7Mxxl(KzL5q&RT97w(Y>Hsa)0dDw z6)Zq2h|nWBub{eY3Gy3#c!9jnl`=!x~fIYlcV;!@?;B&3jEoi-G?7H54ooI1=g-@MI4cy`aFk|fs@zjs0#0C zQEJS#x48v;@iiSoj<7~27-olzj7(Uj%*@l)UUaEurvUt5p@%b9CrJ+Z)VId{n0HH0 z2NWzo)RXe5M<$XKAm29{cNnya`dl-RgMeYg}y6=>)d3)qSk zDD6^S77(3G@&7-+opd9D^$)%Pt$2?jVcv(7@t&1pZk~abvA9}ISOqMwD9e2JQF#|V z4%Sw`-e6#~SkuyB=+5BJ&2OgPGazBP`C}d!Wyebm16}|@(qsLSgyoAm^bh0U6imEu z;hfCpC+%G}(+v0gS~~GDi}v>B!|Muui(MJ+@M@3$P1BPBm$5>?<-JeJIKw-A7qKp) zVg3%pI{~ID-LI^Z?O0^z2ZN z4wc}ByD491=G`81`AT_-D36J{Qhg8p<7_KB3kv z2H4e@wb*j5ps9m_j_xj6qoF4$!ZBT%{MJ=Kh|UL)brPrMwIB zU>j{3z844=qVx0zkQRNU5Z9AFlFCc${@j&h`swION&(WMgE0jaW9Z4dwXq$<-YQg~ zY%#8oxi-Cub{*lZaO|to<-$0XbadJ^#Vf0AN@__UHRg%&u8ElBnf50fpeq;74cj#C zATz1delYI=jG^4!eZ$@{kN&usY*{)w0ZVgpHWb6cG`4}83XVwzlKX&d%)lKvy%7zC<7N9DAx0+*kVI zs88TgqDbN(h;L}a33E>W*B%@mTWmA@GB8~#pkH@?iS>AkXb1m32+dW=I>KD6$Nd0K z1-Lpdkvu%}HhtV>xJa{-Z-TG@kkn=r9HDdt+MP4)A*k88|HYGWXOl~3|^b`_=mJoZ6~Y3Jzotf0%}IBtHA@^}g`x57=NC=)5s8F|nvv#dgSH0Uho znf(?t*=C*@6D@CV<6@7x;qK$eHOL^y4{3GWLvMqq#ag`f>nGAJyI$V`Eto}J(I)`+ zfex}IXfc&#ZZMjesJ9R`RaCSRsyZj>a>9@XSqzB+5{r{q5kIGf$~H=bmYaXj)oe70-FM zV3Uzgv$9q}*?_fMPKmOyf)~_cl4Gqe6z%yALNeUJ3EUisDe+S}jc}g9@HlDunc9DM zusb|uCZq2@2#!XQ)NUG4wA~&q%W5Bqk)Mb#G%^~vNu(JJz2Oq{GarObf?9RDN9UJz z=d|OJ@gO$ar{ER3!Mc`}YCjtM8bTRnE{#lBbNH2LThWqhQ&LtlIczae?Kzv=HGwY6 zuIA*~FGJ2g;XPJ#PClej&`g3&uyi*|c~^yAw)n>DT9O->VL>Fc;Skjp7X?{qOiO<+ zD}O&&`&1=uW)t_`{i4*<`YG}sJqrjCy|im;iwROaAauvtD1LyV*NSgWH{H8^OtULa z{{Fzkl-$Mdck;#pQN{B9fOlYll?PiEuGF-7to+UA^0Kzn|NQphH{Z=Pmu41$w+j#x zos6N?Pa&l&X&VOTO$%N1$8aX5%&^oza0fZxSv!{HBp&b(&-$?nc`Fuk;z(+-MWDPIURt>IQIWL6Mjp(Cyk`t$0)BDs7I zR%r0Q1q&*VwGT-K7Hvz5mAU304^wt{rR1(b33(|a3XDX1EZ2!eaQ0r@n!8r!>kVWs z@>2y3cIeN)K(9O-LV7N4ZfFW7nrK!kgnB&rI)hO-@g6)r&TH)ewLy~*NHvNGcRfa=!=q2Bu0b}NxO4T^R;9<%1d7Hu0W7{sA*RF zJ$VZ6ge>;@92okNWTcLOa}PkhY%&v}^}&9?KDl?m(YZ3HxqMsGSMJwPtB1>96wn#E z9RPsd@h@C=oBS(Tj5jc7n53^sH7i4TV<+vPjFJhtYp z++*uQvz<}j9bKzD@e;?M$4hUQ!=xQ;aHDtM)@Vht>0MP`xU3kbkB^UF^5^T|AHpYG z5wF-JZ)@k%C#gLYBov^mT)+bTZO~WY5t=&hAa% zT79C?(EW1GsbxFo@_vwN!(=@9h{+Hjh(!u;aUpAPDKwqua$RNWXsH&Q_7az~>37iE zWNEX-GdU67-+|_GYxq8jZR#+MBKNUFE>}SO;n&MIZrm6@t6B1$of@VC9t7#Pw0JS} z6nEUICrJb!5ce~gNK0bm5oBW+%S{!Mf*qIbbibbzya%#ZU=aYW>3aF%?4P4sfOY{a zx%Ifjl776?g47u{bNwewU6#4I^M`Yc00>Zmqfw*W{M|m+o9nTjvc<#nV6e4GuhZ^X z-O${B{`|S1UV6pzaM@^IOVRERhi5KWmGT8ifLmILU%}W+NTk_b@Uvv={-8Y5>!4!` zk;fs0n<+w`TW9c2)f#*_h;khH>@G~|q;;T&e=jq=H^qLXk>4Qwo0 z$yKql`{=rJ*t(q4T$c&eT7R&Q#A__WkCa!^`*vj$tzUVJnc0_&m%t%2&_SPa^O z36wAZ;W3`X!LxGmwmxj`H(srzh#DFg^c^n39l6vZRYjaLX84rm+*>&}>eYi@MnP?qy-v&zzhbfI^waeASL0 zPyQa@EbGR^ao_}0p}>8iw&krtR38`=wC_rz+V*{=JBfq?Hf1`BhnQstnEcT??Xqaq ztEsuHzVh+2q-rO*KRl)asvU86B!WzZB$H}%+qzN}tU zGGQ&$5W7Im=kS>gz9&Bhp=&lyG*?hQwHUK5R5!;_CgX%7tg&6{L;ySBp zOt9eXAm&aL=B_|6(F$hnJu!3gFmu2+l$UOqO9YBz`%qRkSGH zJUhL9Zvpd7wet3F8q#uFhaChoXMEkfieqtc+aOoS4*$>{?_MlFdqtbxW78(7avzsy z_BXYgTV_?K`d`#lj!Y8tc=~3|T{Zq1>4`@RtIsQ0RLt{}_1L$Ys;QB_a(?A8=Tw^? zAG!}DrOx^Kp~S$0Ys0qduPgdFPpKqG#WcJv#gw#7FAkrsnK4V$_h7@5OsQ81Q#&Vq{-|00Irjel!`yqvMU`e4hl^wW{S z&6I6Z(Vfam&Wt-2$CU><$%|-vRT<@3MrFNus>iI`n6%u^^P*<)#r-S%9z8~)vLf;&?;Zq6#WqU6}sG$iQ!_W7E}#|(~dw%PfxwCdUlLpjB#mrm|os&B)- zWUT%Co#h>ICz&nnwo9!`uq2fqlQ{Hiosrl1=^IDQxYw>us+ejrm2bL~GW$DSTjLBv zU|f*wS}oi8s+f1{zi_s1$vy6H(SEJ`Nf|qDrw^B7cg8-vUF8&giY?1IGTy80ZELRf z+pFuE1~={97Uy?Ws+0HDv3KW5m%R0Uk&_qjTrDGS+)6FJ-Lqb4B6OclLW9HghJbUX z?AMY>gK<53zf>)j@!+`rgnmo(-O8;Qn#a6C$Ky80Yq}0?RLQl>3A7(PJJ+1m_WW5} zW^Bn=?ntgw?ugB%!PO@g7hkAW>=<8{{$iiw{yk%_I!k*|#UH2gp+gqR6g|5w+QICL*HZYi$m!)7?QHb}~KvVxG2yY58-X zSlS~aU;2ivX(rzGZ3;May6f%TcONfzMLsSk|BKzf@6X+@>S$rGgHKcWjETWnn^k-# zY|q#%ydrnuv=PpMhA|n(;J3Yd_paiTH83_hXR||)`1`QAskzk&i_>TE;Ufli#%B#k zM-Q#yJ7jEQecZt6u=xcGb29@on;i#M@%_8=1%<)=0zaQHY6lbso95=fu*n`;%;w<} z@;o8=mIrC+LDf{*0*8Z3=RIy6yn0o2bp!pbi(Dl7jjE%1$LYJ1tQH-7aA+MQ6Z+RJ zqrVcuCKdG6J=n2VEcjTq+-qH{1CC`euESB$5=LcJZiWH^gI4GR`fvT~7G1Px5jcV4 zQ)ecqZLfeqe*SEsH3u@IYw0YL$xV)|X0!G6;*Q`&0U-|M(H7df_b%cH4eRnu4#}_C zlaB%9kViV*=UoSl;T6F^9XjpQS6ZnvtQz(vSS?b%PlK7}6wM%2)932dLhzY@O$|g< zD4WX=6I9ev8__jJ3`=*RiHt&Dax?N$8|Mllil%{!4Y z7i+!Pn1<$XwLYt%U)QZu0iO)6fDm7|*eJqDL7V;jNbG#^-1Ojf^$Q+EYx4Wm86#}H8Dz#&XZ5TQJLb!7kuD5PV-7*{YgY|xdtUqV8!ng7h=U%Gh5K>)o}{IS#J zrpcG~V04W5`1_9=PIU&i>!ID^dc(7uf`chZF+n?zwtRsK-;~M5xk-aBp^)}$DUOe4 z8#KOO&{4owP)(&1`|M$p=dHFCv(Ohcu$V2ebsJkmv;1zS|NaZD@s}YbTZl*u5%9>M z({(0c*1^zx2ZNkgNq31h<8JYN=+$Ve@~x)|_ot-=w0$a>&=Y2RW|AHs4aCJMXFMuk z@2QREMlwvqlU}J9(MD zMd?CqJQp}PIQ$s}2QU(64J|E{y@$YkC0}9OQ?yf*P+HaIivA49->B){`d?z522vn7 zQz{$CikN{A>gkyC<~@w&S=;ip`zx=S74(DwlgOu5BB!mz@{v1)>3}7&e!A?Tlm)fc(l8X8kzXd{upqIE?HibP}+41Sq=+>~X%O4MG-L~UAYlfl}+43pP)Z?6f_4elUhId5vxibLvad*6_iDc6(nPww+=P6IBX z1Vsr0m$g!gACqzc63-*$6E}@HfXU1OEQd{+(|0Z7aAqr`MJ{>bY!1(we)pC`j{OEZ z6ZVqJiGs=aq5Nphowl!UA6{WB>t3B2&FtfRK)Dy-(K)m}gFt5Rs=LRzKOwx)H+wCE zdyzm4XE1d&&kXeK&-UcGp~A_hlmDh*kQ>aq{`P{Lp=-rsGKqovd(gwIbYt&9A#RNVU4BhM218u6^A3B61Y}BxV72fH>HhJ~hiH5iMR^7( z7NG{b{zlHgYp93FHWPt681C}gBDF1kP}B@(+Yu$dRnTrY+A|vy@PC5ko2bj$m`ELH~-DVMqZ~Ew7YXnTzJ@z^1Cz zoTo{LqPd^Trw&_Hu0DOi!J=eW<$ zK?E(}k^)~t zq`ADeo6XyQ4rpU1%d6Ea@_)u9tR+*G^}C?_oK59jo>N-1$q7pg!mvn91&S2?RrMQrpLST8@GV;fQE=iv7S$0 ztn#e$d!}X+A_iH}IpXl09*pIGaN6BymW^_x`Z z^Cr$tLOvqQ%kV-$-cCa5L&WxoKRvk;TmGH=jJGU64{#O}B$&er*fz=rSbWU(((dCZ zD6s%S7;X${2GK#|iV-r=%Xsh|8WU6wlc_;@=`0YHDtvo+D_cwoPe}P9t&83xX*Q7T)q=B@LMuRMK+%e`!2HSJ06W)qP6ee@CNx zB7Y3$`}+e?#m}ww-8O_!!=3mqrq0T9I+e_8g=tg|H-3_>AeK7Dl9?0JhMy#Eis^Uc zuiIWz#heRy`!pUVNG_NvgYSF4XeCW0C7p5|2iq;U7t4V9US6@IE0j`9ZhAa33)Nkjy!;d}x~TJkkGbT^ zL&qKODDtfkG;vB<;geEOO9i!_beQcmc~(=6RvE(=Gw$c<1K$m1JRg1YqgYUo)N7O- z((kjRwaOn2qW)sM_5<`NBk@11B!=U?1PL^h`XRftSNNf$Z94 z`h-0jN)&u69tgJo(jrJ!T#bki#@3PWUlIpH@uq<0n&fkD0oDoCeEA!5I~)MgH7< z^7A#USs|t|s)w+^1=8KNa%{!EtB6|bvxJk z3}u8IwV~*1_EK_mTMvcg&ymije_VCg407!0q(H1lY$!?3f}(UqRjD?ox-U?OG*%dRk`oZA$x_x5kd_KJ=U6vn>>g z#^B>2MQcLD0`mo$&H2$foh9h`c(;!U2;AB0=g?~q-tQoWe%bx$tvn2E)9l|oHUqqXTu_WNw6mLSwys(I}Pn`^ZWp@gvJ zE}u-mW)Vm*IrdmdO}i@*$5X(lZU|#MG&OH{ktyafl^@V3PAe-aeZ#FeO;VZ4gC6wzAt+zB{)HqnhlITjQ7E;~LZ!&1a+Z(J(l; z{i9A|->UGgLBvE=>!wll?8#TWT=Ot6XTk;Va(|w_S!0ZahK9l5rgsK~ZA|O9)bt6v z=sqFfgt7c?QROi_+^Eo{<`|~ z;M3h}#nV)@5HE^i7J>?8q+a~f6@l?tsGl{U(ZfzX$H$t9j%`Qpkl@73+focM6(YIVUD5=bCl2Qb$+D_Sp@(@nhTO=-Cg(=^D}7*HGgS z7hxtu5>t59{eq3|QihzN1r2jmtO-C*?G5rSgrTWEMfnvEf4EtJ>z8*=7WLN)-^(;R z9+88lfC6#lijmdP!R;}@*v&PgI&TRcl&t%i7$&NS^C!@LMgy>&=`hcSCLqJtoO%6& zRP_u-CZ_Z{4%<>!g-3)>ZF=179D9|wZZ*#(+r#%2Uq$xYrm(QE3}j4UI18$pX5p5) z2hHZuM6#GENh(Ux9UP=#tsc9t9^R(k6cU^a{o!@Dg1Sk+iBJMJSdT*aAviZ>yMp-67Z8$S?d=D&T zyc<1=E$W`NBq(gAh~^m<^9pM4+0cI49!s@NsWWiO{0vIt(gR9TL2sMCUTfqfWTDKM zf63?93BQ>pc@B=x-wcX-XTPpkOG9&QWQKHUX%L2BAHGbqAea!LQ8A@DvI91OJy&*; zTl;?ch*$(M?e@0!b`-N3kg=Wrx^)^^cC}3j!`VpNw%iXNJ`j55VGv;M@ueIqy4cQZ z?y|nI=kviZVdPKRW(7}LAEtj?(t@6`mLa5j4nUvHi@(T#fzfmP$;qrCTl7NexqOjs z5p9ueQEmB}{&D_PhnjN7iiTA}yM=2a^W%4|^io$Q;(ve3Mt0AZ3W11QXrav3A1;(V z6&4$`0(uVT{c1{e*h_5<32)>nuUn}R}%3(yDP*o3VOx?n(SKdbA`0ktV(_?l})5YsO1ryef4>A z$7WTxvg}qNVpal~f2uY}i#$S}s?%#?qbOwOnb9EGb_P12E}Zhrcw3!<+AK6FLIYwg zn+jZSTi<9yWlud`cHN*vK(n8TL3#Gc#G130YHD^LeL8G^*zIMHvL}vxfDickLKN5@lR1dlWV9nIm+*Lp%#HYG5^MgD?564 zy)3t?QKS*03enR;$jmEjAm+jR(p<2rPC!HtlBrc&4jw#MS4WIs0Od;OfM4;g?1yzD ztGa)EP`Jky*p9f%r=Wp8Q|qEVRC#6LO##y@>FCTs{iw)#|An8TZOfaY9maQ};_>6; zna({Zyavv4%&-@6yT*KJFg&e$dlm^o(OQiXCs;Y4aB{D6O6`s^3Qx&5KYn~f_zIV9 zVeY6$`WdtcFD&pisIY%Ql{UAuRqowKw0=cLobaCkXk(}w7t=Js+cR*fZi)h(vik!% zb0KP3db-i4WBU0n5lhS=Xx^#g=H62u-B^V}U35_Z#FSR3TRp~Q#NKAUUBWe8}}@jQ4wKx_!QByvwjJh>GINKRLfgwT1SRE?vN3EUBLdp;v@4cYRkI9ha=hq4Da(~48~({oA% zLSIEL$CuwBy2u&I_ST$n?cfo64Vf18lJIZ;iTG{e-!NY(1#K=g`De6ro5QIIfv7!K zKjqN^x6Q)t$V1RjP$8`~ujZ;UYzOJe~3nO?eOKj-K(D!P`eX5Q6B z1@!-Z@ghJNEdYm#)-zDzTC!vbwsa?)TOWZT`XEzCtKi_|+;7q-D`J5shYUKuCrtb5 zCZ2)WY+XJhh@W}1V3cUXs{m)-)kH9G~+4h*AmN>1G|A-57d%;%tCwk@F6n7VBecTL1+A|M58NK zef|av#wuzhAHThxUEXG(v5MhbPA#=;e$E*L9t6ESX=xx8!KOBCrrUPFLMluh5E(GG z$w4te0E-gdc?VQ{-rw@hy@*3s!wn3JNN45Z!vB+Q_7$$8W_N>J zKn%Xcx@Mo?C*}b*2N7(7!J_jS+X9y?&GUlDzERuRh~9C+JT3<|`9khm;$Z7rV_!` zM#BbnjSdRez)-C5Owx>JL)s)K-z=eYV=`B@@2dn6qwr&dOl{NnQM0~T^v%&shW3q+ z!6tkorkn`G+N?mFmGzKoAulEikXK^UASg8iF>gRD0{Dk)+td>|*!n6*v#w&toOgf$;;4nCsBzF8K;YT*8c@uEEJ9r{ELS0f>&u5b z*He>#wWStH$JY!Fk}|ZL^BX=YX`!RlRyQ@&iWo)ccT8U11a7m=dIko9{Eq0>7xoOF z@TA}0VRHhDMLwIJL;%t@9T14jNP^btFBTw875*w!_(~%OtgHv7b?v+( z88cJ~BAu=<=INquv&NVhzjK0?f&WPBfaJP&*l8ht#jp*;Q3tj8B&{6r5H(kJXV*$! zrN=C}^wA7cJ)C1=8eiJN#uB1@(iH&#=hngB(bIn7?kPgQR|JuT>~R83K79CalQ*OV zv9mTp<2W!Ic{;!6`(cKrC{1|;AspF zAJI7Ro>BN+0FTYg(cdSC#rXIC#0fH7MMcGvCtva2fa`KhLC49iuLN$fq}2O%DM9`( zKvHgB^`OmivJx#%#`@a9vpVoFYwDt=jGp>8dheTkHof;moQhtOzz%Ct0x51-AZ!0p z$Y=gO(x$B*X1rZZ4?#m4ZC&w|*H7%`}v7gb2yM50LzOy&(AqL8()J_oh9+ zy=W?PA2`hD22rKn1x3Nlw|{9R-cFVHz3xr1bOck?}h8(lha}5C+pP5-09)O z>od6O7EU zbLWzu3EF&kj+UA<6)*-fQK+%7_zZ3m!R#_BTJ+O~3}zPfrSJ+qrWmysDGWJ4i^hV-Q99 zTZAPDV8U(=0y5)&MfB-+fG%Lv7zS*b6m(eL zpmBh77;}P35bYshcR}z>sCJ0j+JAP>e2v1~k~S z$ur_7lky-}J&zFtt;os|m4tC?kq|rpS7^KWq>zpnDTF-%GH-TrG8a-+TCm_yN(E5Y zEfJuxh}iuCzg~T#CAGXcoE@qZsu!Jn*0UcvbO`M|tSaqV(ukBx5dy(KV9C7KFuWTt zQGg$#rKJr^uAku5T}GVyzuo!Q>tgMtWfCRwc{fgNXCI*7yqU8_+pX7SL2Ahjn~P>E zd#Ws9w4xrHPeqJ;P$IOJzMW0A^rfA5o~G)sTM)+QyK%5GSQ+(w^H z_3_i9n?lE2Wy|Xq+|~DOfx+_dKUQPb&N?^S&39qxmoMy;YPC9Q&}-~vPC95{(P%AL zf7OEOf{vSkIp=9;KBG?-KI7Y(FSrRc!sVU&=3~FT%$DhWDM6x=`oCMk_3L#&h>?hY zYxK7s0dX`&x#@$e0@5#H@!yG($Q^$sVPbe5z@v!sD8yq%y!st=fEv)#d-LWED6|l= z>8iI|^5d$pQ*&QHUqU67Ck(kTM0Q3S<-pr>LGLB)2=Npr6Z+Z>nRhaj4G3n34 zlsgKZuUsCQ^!OU|kRIhCRlQRIhAx2#G;F~z!pW(c!L!fRQXa|K@l+BW5(B7xP z>RPdpor7cUEc)jXjx0!1;e>d*1qBB)W0Vu2QtmVzJ3q^L;J|C)g8+yx(=qePHi|iFEX3#^MC1Dv&#t8aBZf1F^#?DR8}lWo5&>vFZUd?U9HM}ZoJpM3h413t zv1H6Zu6crYBcGm5oC7!s>U~R2Po^&woEx zIun;>R8Iu_e_9e6s)g?E|M#Z+XTvY|*C>9$GX#8#=>O^OThWh?Xw1+3nPYtO9d8R& z{|iR_Cl?SLHH1E_F_yLekyYQ!S9qEBpN#0MgvI}7e(vXo^OLiT?k2ygi~fgO|2v=D zTHx?P(8=ci`hH?#FL0aQ^}l#fdaiQjUo%P7@zpKeh`Cn!p11ZQW11a^)^?1cB#e>x%vv)y!EUFh%_%tptn- z=*WX7D%w^6a;XSvGEk^6ct(Y}o_lEro`RtKWefv3|4m)M6|Dk@Ax+kX%Y*UPz4N+Q zHtL@kL4&hwNTd)yqJ_z$C`|O#Mslw8X@O-17~$*d%LD~1TBG_KZK6=1v&=>lRZR$h zUQk$ot*r*p5qhh+MzuH9fQVijUwMjXB}JiHJS*h86@a6h=Yq5uz_x_nKp%sPkt0+G zaaGlChZwA#j~qFIc1`#oNRiDz15CTT5B(i`NWr?LE(KDaivc$W*&!u~R+)z@2sIFq zOr~HY);}6`cY0o(NdROG=U!!Yz-%S}st80k1*nabb_w^nSwK)j7+tcw6D?l2LIwGm z3QwZA7F294Q#DS=G|J$o0KMM1{HZlhA*{f8!i=)fZ@ak24sm&6Y5W-ns##=}>)z$)Qeeju>$IfP=9Ptp4UTzV5deIvRV z&sP$|&4J4^)qP~4TtmAGGNQJgYpC7+aN9vaY^M?=8tOzo?>VI6790}N{j3VK4G~D8 z)Aj-HJA3vlaP@F*t#{d33LQYy1WoW*&0ZzwL5`S_{pebhC9R2|a2Pp!HX;0$VH~dt z<%r!x-%{lRBnX-MWqLvLs0U%5={O)DVE!j_P@ygaH5P@PSrDtp`A8f<2tub4oIW~a z7Fv5QU9x1Zj3R_;39~jFiKGqVj|xD|uw@df&&I$JO4<>SBQZ#$3vLHp-3SDT9EyXZ z7l@uo7!p}Ibv{zOtb>C?mRwnxnudY??jlk)<%AB8>52=*$UufM| z)u1dfMMeS)X5b#4R0R-AZASMO>MZ~GMwGr0t=(@$If9rqLhMA)ntQ40 zj{iD-pKL^Gh+eu3nZ#kICE~ZgryB(>EvP!A(9MJ_pJ$=(S>fsFN#u@A{jtM=Cu2LfVbGmpkz7mMkKeJW z8k?K>W}dlX(cpO$IN!yK7twP_fCs2n5C{e+*2F2@%vU#()DM#0o`*d$Yr9V+ zM%MteoPy$h+A%Q34N#Ge`WyT=g`ow!#vJ;xZJiEuwFZ-S;zCC~4Ddex0^hcPYQ#v#~`tq+)!{6s0 z7BPP&hW~XhZrvX=_;unR(ky?*{X*Lo^@FfHp(tn7PoW}5;8^Pkh0zsYX? z=a>5$*kAcF{HJbQPTnd*FZvI-?0edrsjv+B*$-FrUkH5=!TghB{+7`uhMj{pRQG8> z3|ilU*2K%KTgoffhvrL=D-ZZQ9v0|ZkSO%93kuSa{2D@BD+9yTQ|ossG+uoy?v!4* z>O1gYiO5kP`$(4I;sxD9fSDi2r~(sVHfq!%Lj3 zNTzJ$Ik^vVtFRT&lsRz+GvGR*2^J6#0IR74W!$#Bty*z}5nprA%vG5h>5o!omc zcvGORYFz=JLoikDAT$CoSEU?UvFxi`N}MTeS5XV!77%lqU7o;~ekI_@)E+wt^ZJp3 z1qE}fckiTMeRu);y6@CH3uR|tW~(E=l1vyEVJf=A0&oA~7WAdCao34NP2~iy_RN2F zzGEOpSnKXyc)u6kU;2;U7v-uYT96_87L(io0&F(nnGTXXp@lN})*HS!bw&#Hj8JZ^ zY@~un+;#4rI;g3+Wx|sUw$5U$f|4DzeW6f*o%u!^;ILhhd@j^vd1su%*}T2Iy!M@M z9wHjEbI`mlpY0ULD*dRu93`F5{s~^`qem5n>+PuDZ|X3S0bw5#GEiGC0`TzVRw3ZA z%do3LI~76*6UqWRP+Pg49lw6+7l2&<)7yFVY}RhO`P0!MzJ_g1Y*t-<)4Z|O2V}lZ( zT+YvXK~~nncHn1Q_&+SDM?3#dPxt@E7W)%H`)MEj^=B83>)$MDUwzS|M!N?2@o+GbSmX}Y3nS%-f zRG15G`Wui*piM%eE${moTN5Zjf&TXxEJ#QNDgn+Q(xF;Pbd94B9;~cxK<0YX#8Oa# zywq$7SO%*$apy1aXizqfe}Do5--W6HM3w{Z?S&cF($SSUe2MG(`P-33LfGmEBjmJ* z8RYvAPwrmgn!OuaHj}oBdiwNfq`;Y~DI{EB`fh^apxTI9dLtQHLZF7H?!)k@{%2F5 z5r^zTvt5v7m5-0l{OdDk&(`kwW`(d21o4>=Z&s(Hqtl0I`x?NL*2qclJ658ZufZ`Q z913_Ae4tgHF25X9kHW^x4`@&8UqO4V!I#K7*=-Rcy`c-1{qP^aanH$o3qpn&G^Ufe z=T7@EOS-v$SF`Y2F7JSsS?NrH7BIy|8F6%usqY~QnHJJ>F!})3Ampd541tGyAfB<@ z5$&}4DG+UdL{A?<%>DU5XA;>IKsFbMZZzAbAgPQHbOGTADO}6}%SViYh<`D61eCXW z1)*=&@CGJ$9Yb0_h#Nk-B9^;lVJkw)1<0Q;3WX>FzeZw&O@K08A>m}OW#LHeutCT3BxGS1{$cGdW4-ZZNOjr#kdqNfJ0qeGUbWPJ z@kS)x8ToF58I(DK&{=`1D!kmc-S>x`CJr0QRA2-jW8^CtB|-ZH4J~@N4=u}7kd`?8 z-J0WF1f~o|mfTKZVaG>aD-p?U6>}gMK>z%OA2oimIj62nI%sqh&V$3!DqF)7F!pYOF9*`2kx7Ea}ucF|hU zHjt$Eq^bSI88mb$8{(>g-T>Dhypf3F@389fZ!7nwqa7_EW>!GC589{Avc_mgKKifT zgJ_jNq5Z>?_@8s8{l%Ea*HdAdP6E}kE*8TaUeAAA!5V5?&%M*-NMAv3JdRC>tjs-D zh7laC5KjrM&_C{#;YmVO6F1_jlHB&~TYf#|`h=7?*~#9$f$+*5ery=_T2V!aR_9ls z<+89RtXwUXsWYd~qSPHq{E1k(GSmAq};oh=1nV5hCuY4>3kXb zMN;x7ov)ZDiBAy z#ec*<5)rFuJc=>OaUuNZ;Iv*u6EI;F+=e<0Az;5p@6Q|k_SSF-iaR_6#5zL-4Iv;0 z&>lEjw{v)a@`Azs{*$q7ICoIN+ieWR4qnt;z$?eP4x*#$rzgE|e>*Q9C+*S8ZnCTnG#TT_2ZW8BRGDtqgKiKwhzQ(S zg@s%C(i+6*7u^g`p8K8+Ce%}bAi{>6ICt(G5-8N6@{M0|FlWk-9AA1)FK(LiTlJdF zQkOe^<*N1Li!Bs39xP~x_u z&p_qM1q*`K_hXFkZ$)4x zV5k4_uXd{Y;{69G3Jd&$ zXY7(bA91o-EXBFGiIpPa57=tiI|#N8UtSYf0TLiv`OHsCwKb|OqrhoY^T|pf8k%E@ z(IRRW3-_VTD-swq_?SzVEi1u%aGbC|Zl_W>A~Xj&||u=j8^ z1f*bLi+BQK9{MoY8+2Y70zSw)KLKDiF+P6MWa=-A{rQg9QjJKVVOgK+;g7d(*`kS! zgPxFlEaXCuHTC)J-?RR4;j%w*3QS~BK)s$u!=%VjVxaeOH{_uI^xP}!s5~Ew%;6Xr zo|ZvF3Bk^{hqt%EmqB1RYM<-Zlgiv&2b&YO|Fql5ed9s<+wTG}^nH)`jsy*`*mUAV zjBsn--ErW61At>(=v5z|T__U()euw6`o4P@zFas)Llb+?+8GgvfUAHAiVbYc-#^`$ zrSA@j33XAZCZT*9F?T}l#rGY(-$i=^&4civc7m7$&baUU1#;}St+~b;!OG%gtGM-w zHP`lo6O6Kp_%ka(h0#?Kmlw{QK=dAsuI9&mBQze|Ed}Bb0D+w2Hh}=oZabZ8Xo%n# zyKmMZB1ne)#$*!vNN%X|GPmKI48mT&e(gT1s6N^q%x6cPZr`B123*$>KpF_aUzHfA zL&EbNILn{f9V^S}=JosPevgl~yr|gs6>X;bB5KNun=_61H4;ZeMD^`nDqG9_h5^kv zq%EZFB(}NC!!!>Bd#_8fDb~CXMCU!*c`Om3Cg|etmA2EnfS5WCG9gW+RKrY@pLu1H zl|zj0$jCVOJ>YFi(ek)j-5OXsxMO0s%Wy2+3yRyJr_*$e$J%Hj8VKx`GY3$5%1Em4I;!xr1m3Bgb52H=#9(c{^`rW#r#+Q*4Ezm z?G6qfn5wv!E(m>AtRy(Hgm}He%XBS)zJ0rP?SegkD2wXtLzl>nNU<{CT^_89^oKfV z(nw@9m=U%c_s=p0Ta3iodWY-e1LjTKn!hqJiGhXzQI02%AIo}(S-$gX+Xq-I z60#n^?k0v>Mi6XQYmY;i!_4m{Cg_QM1;|GrgSb8jlC!h1>5N4`4-DV7$DI8~$*(`H zbj5VFTvsOM$pS?~xZGLhK2ON0-IDS|m#5YpuGVyi7F_BI;ePEJfcP;hsozv;dYtM*T+hBb+x%1`R`PQ3bb zS9O;s>VW74aIUM1KPNttXs+9Mq1me8UQio*lu=Z8+_KrXz)nG`#vrtNj18DYE6h8- zw+2iIy=N&8U#;R3Z4R|t-;1&d`X5-_g@`6#qCJeAeaik$);i%&Z6M5m=%a7n zVT(q;&T9(FHLf-`qe$m_$8uJVo_>f(E)VwuUZtYv<)5OIKT!pG8gk@ZdLtiECIj}-bZ2a|E z_zoMDT&)rO=eTpBQKK1+@v4T4v`;Y-p=fN}*n^tV+I*>jW-9~tU(r%Eiv3nJsjzy| zk4Zujsw9Nb7Zwo_dAY|4dM@O7ub4`4zvljX_wEhz=8&t_ zmzm;TyhF%XGEIL2(hrd-AvS0+aYn&5HNYc>}(;P*~~oe8H4UQ-iBWfiwGM|a1YBX=l6 zn+7tL%6-F~mL0aQO2El)=DI4hr_+X8dQeMgy19y~LwmJ(iTQL`;n)sNa9f9715K%6 z_QLeADeMGZ)#T^k2&JoF3vd!#UKB2u$_nRqVicg@T>vS=PisvyP>P9vJ!Mw^7G5q!9+X*DDQx|94 z%lr0^Fx#I#Xt=`8F6R1q-pm$Z=FXg%n+Ar>J!qr&Z~e2#y>;sr8rG&R zcD!fLhpRF?t{Vhe+9vx!g7l&K=FooLpA)mDN$H@pu< z;(f;NU1{e47~00=xHD1*g{aw1dHrh;|r6 z4nPF0w<@j$vNw@$%Z&cDfiW0ShN3LZdqh1C1-_NQzjl7W^cR9FbDnxLB=L;Z3@(7& z4w_HczCjv`;chvtqb*M={E>x8B^)pKia!02&)lB!6775i-Rt`ifW>|&@9yozgJ`9U z)K*mm7Wgttc2a_QR#+7UeB~`Vyf`Mp$Du0-64vIxVIuk?IUTbRYk%4p0XhPRpnOLD z+3yJHRLi~nB*ZO+IflJh6r7cm^2!zGfg`89HQSFVkzWP``KE&;NPB$GOv~{-B zyX?_O0bW$q{!ycQ+XM0gULj;p$9IWY&j4%2=E9XE+yCZfO6@9hN8FA zZ7Gk54~MrdMs5e>tYIQGE%W4k(}+IBCie*2Y4;`=xaWvJ0eTSB66kj57ujXBS-F9P z!9Rf^CtzjOS7mD6J9Ie$FgrF8&6QptLAfJKhuJ0M-iU#a)R+2&YqpC`f}$JD zpzHGG38-Xt+JOYK0@|}?Sa?Dhne!Isn5mxIue9!dc{2ExjA;5wN_+9N6;#vz&# z^v9Fvq^batP_`aAzRt)wKUUK*+l-Ocq_pg415)a>X9jRB2pJ2(T^)M} zKCT;N*isFiThCnDtjF~pR}rgccyhh)E?JCv*2s#X_b~P3gcP2nr2eNp+9V}wGH3Of zO5QLhB48gYO;DG;_o^!SD|^m)Fj2s`OhL+tE{M$>6K% zVPB*qqqLRTZSu5m2)Wd%vhvJ_Hm$Bk7^aX=wH1$0TG0#3;PjkDlSR<7VB2u{fU^hP zH=KA$aAOTj@O^3%bq>Pq-CmYRlSzFfRgweA4PZus=z~tI|pulE}MY(9v_@ z;bh|NRHC3`b)&MO`nO3OnGl0*7}kB~&=3gP>{pq9wCZb$YVGyl_WxyV#HFW)>U0M^5l3s@9A5Ju7_K` zLPJcxvH(GLx3zwm4=L=pK@3`!r%;w+7I(^B+8ZR4encXoM%TV$jF>N5WV-LYA?BHf zu)TyJ{Zzg?HSZOhoxFYvN5w{j9<>`abXd0asLF1_1ppS`)5plg-%Mw5B%G1lXHZV2_WLsUO(DDKSYe!N(fdyuy)8*{@!t9cycq)vXH+SZI3!% z8vW&N&0QYQc&Unyj~gw`W@k@RxKvpeq!z5nyX3?En2?h!F$KEI!#0?#oX@^sP+nd7 zeE#Sgc8bE5Fl%tHo>srz@nmP;FIEz^AD**lsH|1k%wP%nzX=70?dgSP(y8ojk~DzV zF7&GMa^5{CJ#pZ}NKm-dx#T-~R{8Y5r(bcC>3`B;-^KI3)8V}ze^}%Fkiue~4=;;9 z#9br1%dM3AQZsdHqWsu+BDY7Bjx1lx0g}?~+qVa}N%9&Z)eoRvp+3m9;#%LPU^Vr5 zyTBH7gCGA|R*^4maMOyk%lvxwy6&Y1g|6tCVt#6Ln`_FUhG96w3rrPT4nU~hw}j{k zz&y+e-7%8H#cQ?FF=F%fe6cp`C7Ovda4+Dz|_4v&y4omMrzV zC^dcAQ90=VrkEiLx2D*zmeE+FkI`&`ZPOr9JNp{W-G(0`RW8OIS$0-}m>R&wn%8Y2 z&F1_e+`ls7q74xd>qu)QJC5`sNPksE3Axw3ukZ3!v%Q%RgL}_fK+Q+tO{TzjT_C~tr@km!yG{w0I&cDzo+#qdFLO_qh%z0f~{A{wd!Sl;o3z>6EA}F{1~ZcoTxJ$ zl$VnY2V+*zkge_UjWz>^v$LWaX3j_I!r8M2x?WcI@^9D5j)n;!sGR>+kN7{J(VF(TBLYG|w$Cr^Z0?9sLYCNq#Q8tRu` z79!58JGxYl7(+~2?)=7ch3_`MdEUV67Bq!)*37)+xI`|NQAm~LzwaiZK4i;Z!E+z@ zwQ=}{4JBDo?sA*IDmdHj&vi?edsrjHgu2~??NXWt!K?0}7kgl{G&FI)5*_+t0usNL zkDRSh3u*7RJ}%LSO757)?$dX0E)neQwk?HHj)Vw%?iM};i;e6IQ?p-DjT`M5otrn< zXc*)0Zspmh*40#u(+V-2iu9aTQd>qR_zq(X&6))I@WVak&ov2GpvFg8fi0y}spX(97Wb`~yvy z%{305-i7-*95~pk=5LIn?$RkyC(Oci7*(0ZYGcxi3fCVFB7^gZSfxB@ak1A@ z;rDwbypGmMjMh4!PIab_6$$mNtV-ad?Ly(xl2@Kl;$JjvPBjVb$dnG3Vm)sO)Q-XX zRlOyGIVk5|jlR@)Sz)G7f`_N}z-qZrtksygneNFr0X+xq?vUdmse^WnP8i=Z;L6Ub zo~B-VftTdW&QmVz+QrM0y&8lJIv6hKdfFBQ(v_KqKMJEscPo=hioH;ERmb7&rHZ!( z20ihbdCpnCYFHL@P#gIBhru#Sv*Rn!-K|si22Gh9U$pgQ#W#lEZ0pHQ11eups->lM z@baFE@#2DlO$R)D35J_%01qJ^fq_`s|=TG9!Y*Wt9Ns8i<3-qg@NKzAUDj3UC4{kI1(SP!!QF zk6^6AypN5!6rEI%jto%dol1Ad_>ybU=2KQhZB~UUr)4%hd#&$8Q!^+i zCb+n`zda2g%Y??~H}LM<0Z*wuf-=eAwGy+Z&Sn~WX58l|++zfSd{u_7Cf6n`4yt~Z z-7j`juRz+V9r9iUu zy_4Kqxwvuu&HFpE%wJ`tKesN5N|Bb9mU|3fF7;-XB?D34xizfUg??yDVGA}U`9K15 z&OS}R7`Ng??G#R~JG*^ck0p~|tgIt{qNIDA2wyVp41K|MR9jV(`kh-i3v@3GoaxgG zB3Tz%-b~nTHZad&Ma!NvoBF0Fzggq9FV;}5zzi~(1B>Sv)FI79AL-q5LRn;B!i!Pz zK7w!GS3*d!ZyTSP9Q$>&@#eo-+;Y^+QiZugpexlJiqWh((#nGSc&|I1yZptQ52-Yd&mdyseZ36E z8bz8{*`NzE>zZPAn#7@*q_piTo5KC;eXc2`wbbd6Hov|d6>lKk#}Sbgl|)~(26e&U zaO5%ekb?qN*%{k4ht>eT^xY=6kGoX|aIiM(R7sD3^7?U*Gkkm~@AqK3XZxN$@{0MCB-9@jx# zC1&zX?5%fCHtVOW-;M8+f`m}b8M-ZdPk~oN&|OSSQlnCnr>allx%3j+8hOE&LZm~R z>Z_}F+nsKt8~sr4shXmwTxX@u8rutZvtX zy|NC9Zt2sToTGi$?8w=QaaAb)v85D>hm%~r`34EaRPYWoqLV5~%QlMltJFafPJuBn zc$sT>)ft7Zw9LW*uyh?^cZ$VUkhKngmpPu0Vq;wK24H z=UiA@Q`W=kKwblmNCp38@AcH@$;MzmA(V(WZH(csJ4u_23$0nieovj&3x$(qj$$ja znF@3(0~6-xhS70a~p;ZT~;6y;T|# zMItjwi>!te%1TKY6+-Ex)5@kL8QD@sgV0c@WNRoZO1jW_ipt0q+3WW_PAPR=_jTX* z=W~4?-(UY^oX+$8KHkUi8qe4B^?dbAwX=Qev(dLE*h=GLW?9{)yh9?-Vyu(uHsRSH zZ4LP97RSWIT-ODb(`gn{p5n)Y>n{w=bsp&X3N06j=RZi zAAJ3gg-|1(2{fMRfT=XN4yjyMQxN(Tl=mEoCGYJV1%Kh_rt!Hm``*=N*LGn?VrcY- zgkvz5JP%?#)IEm>NefH$PKatge|%!7zjBx;UcU3lVGf+MURPpyG*iRseh}e1+f$YL ztVPx(c@Ts;*`-7UB@E2e`_!ANw8A3wmW6_!m?N7QFYh+zmh_fTYO0dZObL@fe`bkN zpX@(|Ge2j;;l58YyXUl9q0pTSQ*cX`78O-dJ_<~pFJGYF5KsxlUh5By!8A41X_=`3 zVPPwytrEP|>l)IEI&6YHXY74J508it_4m6Ra9ZtA^2C!81xlB1<~M#^kq=zDD90hn zuV!Kcv~;ZwOtM|>*F7#oO*J<&m8X@3DxCA&aAEdPi{FVuq*b72jeGg#b9}Q16xue0 zl6h;5@$0KTK68?c){q~?XoG;)gPRjW9*r$t16?=EREt^4=IBM!^VnT{TJ>svQIV+i zTX(8dIz-O0JW!j{v3j=$*w)Nhv(l?h&ER>FDovd@P9-z+!>l4E;lPxJ)P3QZ6*KYn zm*UY_RaDtGx4ynUFx_}aWW$D}vR!=O2JJ3a!n^(Wr#iDU^2A_#HTgkaT;!FZ`J$`s zQ3nT%A>8jduqKIfqopzCbfU*gDmoq^BasQWMp`K)Mek|UAboHk8hXuq4axxu@+lRb zz_Pxgj{yZLa0>w$)ypo>ctNVoRcl+>=;qI6`EBvi5nHoHX)&&`q3#>adnkmK332VD z%7~RS*kpKkA_0z|S_xcER5wjrT>LS}k7!kAK$H_O>9N6a#`NjP*ZJAokiJAf1_%aC z`-c3i&nhi;oS>L6F++WF>gS7(?CYxOP6$F}hX;1=*G0sJOkD0OXp)0U?Wj5{F{7`} z&5k5}dHc|5r74Or6D;iPjA+{-FO8WE4K>yh zUenv4L53-rmu6}KAVdwZ6O%#~86*70M|L2kCp$0k7#8s8(FVv*YTScm$SFb7Jk*^| z)C6iefnD3Tk0rUnFOlX6J(3h9kz@lPaKN?v-T)lLyA-jztyLd4RGsV3;^&O&n0nH_ z_+*`0-X)-h?MWvE+Q|IfD$-H9U3fhfeA1*zeN5;R@bdI5$j=wb|APB47uTl*pCIM8SaxT!YS?|;=|ptxT{p1286fOp$Z1K@0zf0FLV@y* z9X>Pf$bSu|@m^NE9@He5coJ_2d2sVL+gO*#I%$(oS~2e~26zJ51e7kAICa`IBJ{jC zUN~9jCLMbO9W$_R+b{kQ@Z5CQhrb#qJ)me$5?)M@X z3YUQbM5(GFs+%r@Ne~L3fh&Z?-{`Z`^Gox54C36o)fgH^G;}VnRjbqt=1pQ}{S0Cj zkn!~9N3@ds!}t7GhtT%CM4Q-R$wzoYe9kSM^%Z!!o{qBpO>5W;5!)KFF*cr2K{J;A zu6opklnV#cBnV-*Au70$hFJ~w0G$p3SA@dAyUgp|s9(EoN242dNLehj^tc5Ca?5H^ z3Jg>rHS@THnl5Os3{K~K0|Xaz#h9*koys_&^+~r|+n|_Z+H~^Ox>9tv-m;e1%7z^n zZ?=E`WzXy3MY|hDpEwx8_Lx2A>6n<15ZU_W&5d{Yhcij4wgtrC)2B~&3cVn?Yajej zNJvQWF`V3Nkv%6*_5hzVY`Q+gdNqzJszf3BTwXWw4{tCjmV0=>m)4s>ZZ$|Ogw~o| z7Y;fHQIiF43-!N#@DIQgygOT8jY9Tng1Q#0X{xg-`~w?)~+OCi%Pbc z%16Lvc+qHZ{rYt})qdwr&!Og&oL8>`1p;`JA{wp42r}suRsi;UWJS+21+0UJJw-)D zr5n0%7;qLp`;0AefOq*|JETaftRRjdd}r(pqR93UQJG_Hh|#wUgmfD|1PkWAU1@@D zr$&Svf9NTPh;4J0i_HJ#7~9~xF7A5t?r_9WeU7n$H5t&4xMk+#G=#uItBanY|B{)l zM{l?<_ym)Gk?VZakf1zwUD(sE7Z7#sO+@>P+^^EBOtu&M~nlQV>b7W=dPBsFPlKqe(hLD>RNPvi(z2F0R zjCAdrA0p%H3x*;bHWmkDd)yxYG!S!n{uxQ$3G`tq3_%kEr4zv88N!~lRuP4)I8;{< z(|olF)~E!)lDChg^`#ekH*9)(LKm1fk!%}+0*En@bF0ck6V18*;zvTF zMe7_+9$LO~;qv)Uiin;YlgO62151h4TNU^GCs4h?o_7wD_`H!CdEa-T$J`55bt9kj zSaiW_RmN{20WypH!2mSj#{TH2?q1(KUHoD^)YkBe6$*zr*EN`!oNqxCvvlM~g9vd? zPu}GxzhBT^i-~Efc(wJWt?ri@GG$wAZR0kd{&}bCh(g<@gItU&T|tCLrb5ZAM?$fL zhjfZ9+-PyLEzjBnD>wG1pE5LlzT?<;|KEI_oE(?oIOE4N_%~PP3I#aX?W1=^51x*P zuXnLTK5y>?xEMB5;Eg3cwmX zv;m;08(`#d!Iyz;BO^nC83Ni{i3G$b5I*jB2*%ZPAyI8jEJ7>Ku~LMU;z+JR??wov z*j-Xm0{T=G{zXSCg_AiSi)CbGGZA5-=um-4I%ftDsbQeggOX%C`X5hA5%f`LH3S9* z@{S{%+*_Z)W<-+@5$o}Lw{^>wZ}%$oaNHp~jvBFTgfQ<>qKW5{1u;9@-rin>Y_n#} zKp=AfUP+?_!B%GmO4;E^xE_EWwrurkwbl%b`(~rU6@B1S9$j^u8t&yY*jvz?Ps4O+ zR3rhfV-9Ku9HT-oc!Qh9r=7S2JWCp2Yq6i7U-8`o8`4Q9cU0H6+n>DJ+uMg;8yFa< zUO$5NKBoI~iu_%7k(s<8eJQG_a6+R3%9!YCf&M@2=6uWbiVx_c&zQZTI4U3J+L0PI zvofiF4xua0@TDEv3Tn<$^r5GScHX!sqrL=oz1~`{0h$1N?xAKZj}}R}ZW*o74bGkP zj2TkoWX3K+1)|mc9?lk0pS6N^%m$znXTryP`}U1_TS;4kgb#cm4IE*Ry)doVmf2tu zX;DA8j4Ii5aAfi_`l9@@QZ4JRZ%I|^uZTjD17V%6mWqD#Y`)uG4)z{o{uaUTva&)Z zncvAKcKpb_kDOidOz*2IdpD*u{>O*(*Q0=kf^IMJP(G`T>=ClA_t;C#jJ!&p5z&{XLBO7E6Jw1bj((w+F?B54)t_`s5cTe}pR_uNtR4}ek zQtC;4C$#`E9&!b!j}h5-NL##4wK02#>4Q-ypZ6W~tBV={{itdEleDxn*|ltJYymNB z#LDA@x!sMtd2gF`K@Top(QF^o5R|i&kF;)f9o(N)s1= ztvkF{Y9&11Q`>0JlTm>&k|PdHQXEO_nJ%PR(6GtRKM1m8&|(_IVU$uuJK=?Hm7;wS zJ#)NK_H1DzyUOKkPV@cKcx&*HiJEy|$5M+6Es@AFy8TsTLc+r{pe_K&Eeydl7WVGq zZPHT`aA#<4-48CmgM(C&>jN@Ygke>uY+g#nGgm&2q`Y#q=<#n5aK*yPCp_7|?*6YDO=zWnWpt^%DWBH|< ztm+WwKXp{b1QP$DjSINa*g#AAla1?F|7l^FdAJM3Yi9-tdq8&vfZpUIT9 ze2jiaAlKOfyA-&LXrZrv_*Z5QoqBYP+|tys3bgA5u@W3OwkbrZ3vy)KE0La(+f4;| zTs_YWCZ94dbghZ{>vH}#R3b7(;wDqxb?erF7QcM?*7UUzfGd6)z5Ye356dCqglD;J zv)Vb#bMB~@MwmAR?e)H|buqXNu`yff?S6Gk-(B8GMFo`79ko=(VPEHE35z3^mX^A@ z;lZP>>OR6m>s6*@_aO#J*bSPyl$E_30xw^Fj~fSlLQGmZee2wJI{(rXE|~xL5oP7b zZVfo#rB)S zeeSg3aXj^Zp4!M(b~Y#d=Vufh$(O~V{*7Hz`^dah>XNVTwf7juD+}oZ}W6T6ib8|sVR5Tji)$^ju7Z9rsl6qBIB5fAs^+6`C)s0dp7}rdd}gVmx#ev zYB}Qk6_e@$2*)u^HP_`{kzkeVML{~ow}94yj0sbx?xYarCXQ_!Jqp)$b0jo(%7~2l z9-N8D$_|6U)t8UNVTp{xW0v6U*Zv~%C81sl7=GQ2rL7>Xnd+;S&)DXEnJCC*Z9&h+ zWtsGmmA#sVR0Bv3NCtZQ_LTwVB{?E?DgfQFH`E<<{pmx~@^J&YA3T5g@^;;(miG^V%u1ILQ2xgZorAYz?u znM95B)o&|Z0YWs=)yEIWh*?M*0a`^526`rAe_cZD&6}T~n|)6|x;;^p9wOxu1Z;t+ z8hCJPzdyLKVg8NlrXSLhuU_5saQ^KCRv(si4C&Rg$`RI%eI|!)=p-Fnvc>n=q$yLN zRJ!jWdQm4v>`Kw-8m~UGTS$=aMnhVK-KL=wFK9nbKrNAkO~lIt0L9gLh*4DLplu>- zCG$CjY<%aB#(bE`TN)}cat_V_s7BEX9{??JDiS}`deBdO!P^@{Nb&$+3E9{4t0kh! zVq|ETJHPr~F7T$Sekb$<1yupmQ9#iIk)2Gu#J*Z2X0T(kFLF*j+nT_@bW3j$wTLqZ zP?S!PzacNZa-MIdoDGvpx-U)5l_0R;?EYb4&|D1-506WM3s?>|x;pD!AAO|~&5wV~ zwn)8PnB{7sZ8m}FK6=yzeTH_h&0Vm7i0{4&4++WbFc9>;_w;UMt#zFL6sC#e$xEuc zfKtX-=QhKF?`f{?%B!LI>?B)`rP^8p>JZ>ErF&?g4uX*Hmd-{$nh*dbCMI^Sq#NTa zn)eurhFOdV1kFNv>ZSkv>rk2Iz9MJhLNDoWo!j&@o+04FB=0?I+x;0YN2HV%Nvxm$ zM1C`iGy#tI!U4*L_c+7fh%jcO zHdV4RDV1#Cvhm4F9)03X@<1K~!&PA=0urFaBZit&8Pmw`j0_AWPMIRQ|3OYvMet?p z9y1@x<@Ghm4c#Ja4BCf0>KleDI$Ca-OgXNXqhN)YFLys?yI3_KutqPz^kM;Ry zzW!-v$L`L9)n%#^Q_V+qjEnD>EuA&Fy+cQ6@BH<}hgZKm$6a=I^aPme30@tu#r~16 zU3W)o@4or_XEAwluwOXH>b;VomhrgS{)+@xW(89&eR<>e(~tJ#s>XIz7|K^WM}#NXJzHYUz=+Eaby=UE&t^S z&Y%AnrAHFN{l4wWo)FE{k@ii6X)CoKtF}5J>zy`lMG5d(g#J1ymgNtR1%GHnc@Fb^ zjF9VsIB{+!n_pO%PJ{Ljn@4AsM1$*B6jmXVQWZoa!@%8Z&@%BA9XXKyDMutjr)$5v zje~+FXjm|`B=3RKZGj@Gdflg=yT9zhYBD|bCRCtA)7nnig#-p-5{C?Q<4h3uq|WRG z@jF%*G!9$nr=q%?ra~XF$yt+;{x8s{kmw){fXj^!-N*wRK@N^I#09{2+jXOZP%~ED z5KZ_W_*#Db%zIji^16$k?L&M`#%h{`NZC?BAMjlM;^oVtORJw*oU*mGbvDK*xzG`@ zHd7a3Lv1M$i~yfw-*@Xze%Naz=1|$f2(o6N{P6J^BPU8;QfvDmxDPeRTfyr45wqWn zj=rr68Y0MKqQw3&o?)$_k&&4&H}6`j1`QJlNDbcpBH@FJ$F)G|LY}VaDA3ztjmj^>-*1q-QKQ!dh&wb49(vi{;ZHSXEh%w{eHYQ z<#tCY+JQ~@5iL57>x6#U^r2xiQ1H+kw$=om-{eD@Eoy;?lS$GPQII$0v>cpZRM!Oz z-W0vQ`(-ek03AbNc=|6q*>DKDa_{`IBIeeVdwcJ`2l*+g28@Wlm$F04h;NC(vrsuw zGse8$cZDD&s*i*(44exgX>?SSLNLI>cX2v2zQkXBLwWKbW`o1AA2l^K#TkPHt|dY# zO?@VwMbQSvzY^g)&UbEM zA!(HYf6hVd#IMi6QSa9CPP8j1DVds*(y-39BG;V|r}=GNtG?RDLN_Eh$U`KB4C{-# zPA_Z~d9rNO#8frWKL7*-&tmI-B$)3&wLsCN57`po&i#4i$+Wcf7>QZZ`y6?NJ({n& zpcw=DwoFLiFK$l?&U)i7D>v3s^XE0MJAKMYC}q)#_3IxUIpHAo>o%*dP4V-u%xFqT zyCZDdX+7=N-~YO)tpg$=WFg?q=iz`E#VC|@y$e_}#^XIASTcmiWW~f1cKM>V1WH3S z*b8mB&&R%Oz4@mzLShN`1?<9if>UCK);hqwvEjwVpdg?Dspq$iAl@(GgN;vvVrl#^ zI_xBYpQKWWO8NoS2uc|3mj`>w=#>M3;e*69Tn{OJUgCfNgcxlf44^j}ZMrqTM4 zz%FA!pP9VG_0^~iQw}xH&R($I@Udth z-8-vx)CbhHOR-TU2VRp{btZZyV^ivCYoRxthV&6d1^mzuy*@xc~Lci(jV1KqGXGw5~Z9s`pFOI8OPq{o?qHzuvjUqY zMj{bV-35?7$y+@IQ6+=v1q5K(!z6%Ots@_q&wcxR2!_2Jybwg&-I8ICp3Cq-PTOkV zk`j%PhZW>UU&_X&1(yKdK;%If@h)ICbyH*#rBjZfJb|<{U4?N$qJcbJYB$1z&OwkY zX6=58*_*UpkbfG>Wq}6)BOf^=!Ve*dOX$8(YSaZpj!u7`2xt;SKr;Xuu9r^SN2xPc zA*SxjSl`$srtIc%oQWw=A-|dIJLKa=&h@AOe)QJ@j`i^K%Zp$Z5y9OiFxnsOH42L1 zJa>SE%Pmx@_Hmlx?z*&&;^Jbde$wp^%9u>Z0stge!NJ6euIy(x*YLShl1q;Uh7*=@ibceN640s%k?2O{hz762{-Mu7~% z(9X`zjhpe98{9qy5rJ7&B4&kd?enf_+7FC<@7-*LQ&8%J#30H{sFosI_UVE_yxlSu zMr#Ex=3$8f(w)IobRrCEZu7l<81(dZg#}tmR$)*!h$&8(hs@`(vG2lnD>nMEsTRHI z8vdicN_J)v0Y&I0$%A3Anb8J6&EDuANUp>&ol=T>gu{zp8hPWV5$!wlnCRnHDd#t{ z>YY3U=m>Y6Y};|fjOdg%1rosM#V*hsF$rby za^Q>cDCFs_nfLYko2Qa+5VTO#XW$|}K*Anen~%@jX{+ZyQ8U%N&QiMF%WnVE$boh9 zD!#8Se=ZDb8InFU7auT7w}Qt3FF+>ZZ1a}6p)ag?Z#}IB0O86yvRQb*^IW#<5TZ&^ z)|Y&V_jUMBy)BEAn;=e~+;(dmldAIj&gN+#5D07r)CTKHJIgKZ)vUPI<=JtjdyAQv zYN}CYZ7dU+|HK5BGme8Y;p96eCVsxH6j6TuOCVihtf^%#Z!o%&Zb74jtPRi|hjo8` zqsW@BHRa`qXfXd5(aBQG1AtG1^%k=&$2bNor}ed|%KE7+v#QM5vu;B^KmuFfZmBNX zdtRVHz@#Yzoa!Z&wslKjH~#9i=Nj)hcaE1kR!tXDTkv5r z^UjXjstvLq|ETk*mc32p5C(7}HaLdd06UW?_DnBq9$Kh4$VcyU z@EtIEhaAnNeR5}{ zgNGFE$AfY>MWJ;8du5fXVVd%b9>;!ArQm3nM+fbVc=nX1lXugk0i%fv&N(hVSa!|T z4gV=tTw`&IG=o4!_KOYTn(FGsj@=c}@1xoluQje31h$#Yscp$>UKTy>+>*s78UIap zUSswl4Z@CyKFUoE>9>O1J|a65Yz4+2IoE`fDQ z#*@@tRfi%bFS0fs`H$b_f^TpzB50o81LZTuNBr`;KNBsCP(Mm@Qc_X^0w#zo z!Y2%%Cnx>W1tDZ)a9Z=`%_GH}^io*o6+17fLJ1lc8x2{8rExk79#`>)hb-A>{F>{t zC>El^Bcm=H@8fpu}gd`#Iplipl1559$`r1H5E`x8Fn`EMYT zKYR8pcHsdK)0Cho?Bylx&~u-*3K{)Aj5bD+i#HuCRubI<3+*v!?* zTP1c3s%mw`R(C-N+3_Wt^CiF2^Ea{m#U7VY#QPIEtL7WciAYr(Kb~dP=teAyM~A-i z{V7>(g$2x33$~5d-{K<6|5@f$Q4z5H&q&ogC4Enq%nm8PCc>X3lcItdi@b?Z8zIFjUW?c<*E?t1hF;7IQ+El>77T~c|8PCj~g_Y3mTlMxJ` zK>QcgilA?g4YN9vAvC9#*{1eDJq72 zn~4*dk)1mWP_WZZqxEp&@4fmK8bgeIp~z~*-9e6hhz-}96dR!G+`yY$5fMVaMiJjJ zxVgOYq!kfuoW!bqRYbL#Ym%ybot@TMD(LGF#eJ3S+&yqHcS(Z)MlYj8*C0yzUps(<@0L)59~#Tm&pfu-0YX>8h#%b2_bV zrjPPdn^mb!U2)4z+ppQId%8gpKb>kK7#6amVFk+G#ZSSRcgPG7XN_tBDoE#?iB-13 zB`SG5pEhzpQg&T9U7`}&$PTW%6PWv)c3+mUMnp0dW}~~hdgUjqJW&xuOaXnkch6#5 zFbfCL61NV8+t!9)&p`KZ`#In4An>n%ZeAHVDK}y~R@OW_8?Cu#;~L4el9KkIt0Jba zz}*1%Kry@>U}arR&7Ru6tET-WIn4>vnbn>3M~-Vk(_6mqlZVlJ+5Vy*DFXTuuL7*W zQQe(Ro>c`9&cz!j919l)1q5L9)W&yTaZUcSXS|a^Q!paz+$%c~pQ8TDWv1HqxS^CA z(A;t}Eg-DDu*12$aA{Yd*>-EbTuKz!3kyU99$!YEuDP8Z#2NHMZB=328>Oh$&w!jfuu==k)Lp=WpRQkt-Oep;PoTH@<(j@9$z z?#D=LF8mgEd~-~3-|&-QQ^V3b%`1Wp#MYSkRTybem$+Q0Cq>z0j^B$qUPzH8U?wI)BNdB941s%;1*T z+l9gr90p&kk7~?g+3{fYT>FErEe9!c)9IVL51k6PX;o#?8@GXpzKT8=`aCLVu3(ku z1n&bc(&~Bau2|XymodpL@Nsorkh8U1x4mp|`1;apu_$pn_4ZvekDgX$i=T8qcU`A( z=2MMN`_HA?El_6m8)C0Ja3{`xjdu?J@#7SiHJ=l7mX>COI^5_mK7VSKq4?GIZ%q%A zE~U+CSp6-yto>dv%ivL-1FJm5g>Hp6ua)QWywtZ>sI#}!X7i%5TNVZH(>J>8yK?7p z_{yMrpQ=6{Q+~N6_l5iy`;RXMnA}e_ocW7~BmVQ@XxN$?a*6I!IegSm-*UR>ZmYwV zjGrhRKV*c*q-kP+r?h(2s#ViPcNm%&8C!C#BVTVdGc}{`Hb10~KbAAJHqkd!-@awK z=oS-83spnvRq`YkN0e3wkr z((aipCOGxF_bC@o7xBl1v*#|dUcjn7hr4Przu0NvQ`~}ITt2yY=5d{hiOD)I%zVYz z#fAT>aGu}9shu(kI(y9CysNkLQ&g|3?oZwy_x53Tee`adhkM?gBPz82&_7jOD6V=g zUYFOAO{vTv>J=D-8c>6&9IrcS-0Ck&89uZQJJXU2zPdC3V^WLv^dxwx31!h1bElN3 zWh&07R}QSetUD*5JOy3w1O|tDOa1pW=9TL+G0lGqk*tLueJ)?_i(Fu7Ys}*NS?MJHpWr+Q{7G-wdGEx)|L9x#EG}ywT4g<30em3M27UP zBS&fxG^gpbqFvKq<#Kt?HtYCpn<%X98Tqt$(DpwG^H{2Uu%;a+)#k!>50zVS0EOBW z!BJm>q#s3bh3XdQdt$&FCLrpoteCgsQiR1Lw549s=OxV0OA~5hc6(bG+Syu7iqqlN z2F?wLo#*9@pja+(lNb(@Yr#y1w z*k~DpK~GrwzhY<#{*>dqsCVD;r8 zIIxZ2yB7PD5Bk%>rWZ6TXBRbRuoS-JS*s!=$Ha7|s<4@5CHQNtDUBlb=R2H@l)4tJ zHC9Csk7NcC{7_DxUFXz*E=@ol6yREDXY)))19mX_kac6(W}Bj%w88Bjf@y3(qKJ9W z0$ga6BLojhVn6KGvOjwCD3zLEAAiK>5_-eV&s~nlcL5ulZBN@F3!Ro=Q#0#L?+ehy z^~s&D5bdRCy}-IkVJjEz=BlpA@xUxDzm);Xi)0*5IxVqB>n4aJ-JuqR3OjauL1P1` zHjB*ny3DMvNbN@7o{$h?C=b$!?ZVm)AqKK1@yLS;13r+69AWu-5IzAXq9*KuhX)~9 z5utaN7L1SVSYkt8w!{i(N=_Ca8O6P(P?ZzDix4BB0T|o5FSL(M2)t_tu=)YrDYy%Q z0fMd^Mq7o*56qyvG7<~`h%XXN$}b)tBr5uvgI}!<+J~vaJc5Epkr;@P$f;)s4Pgye3geV>)4n4GsaH$Z)TdkV4zpGrw?|2;9Po2LtBPBT55*L)cI zePa2DCbg>kcHw)fxIeI&)>CN)^$Y7mRb+afFFj^+qgQvw%G}M*i6EBC-N3^ronBcR z`F5$@mumo}CG||RY{k?~#Dc$N-uX)6FsFgX(kIS$7(_A^B)SyLE<~sz$~n%Sef;#S z^rOo?FJ{i~C9QO#oBKZAyh6d0&rRY>`0o*ZC(cN~EJ*~+t$(8P$207^VnuvKVLL|2D#(I0)rJb24``>#>#|gT)HBP+tQ^c*k_# zHL5+JA^_C}!7F38o_dXryWR1JxAk)?mTy_ZiY8hUm<7K-cvjVw#uG8KJ5j*fu;l|E zSzbRVC4Mjmde}d`#65jy9iFdK|dYq$1^^ zWx~!jH`#&B;qUpVmqfMtHa{XwwY3{^S&Z+cGze;irJX=J8(79QV{PV8VA9qPQ!OSG zyp=6zUCJw)lPYjRXQ9}Uf5W=c$?wV#` zfe|RLvIN)#EOJu?ZWrd{^gzrf>RFA;7aW&0rTmkQWbUqQ^xL5MXz%*^BIlt*slW{> zXdGrqH#pA$sY1we34f719DZ;ZNltBdP`N<@EYA>ieZTXR#}*(>RTu^VVqfssVD~j@ z>Ye>E^U=?AwZz@hBdrWfppcj1=K^U_8r27F(TFSNYI*rvq9f(pogK_~hyYVA6v#3M zYDC4-zXf(=Pp-DsdJl08;kN_LX3qZ67p2zJe$H=HFD+ zbkLMygySBjw_x%r8wbA$VeDElbP@Xl<^FNn$;ILOx;ncwV{7B(#f|1-{KJO1wxtK( zZ*9rwrxT$DcJZxH9aPSQRI;7YVncxhrB*R|W^a8O#9TKrxALPH=#N$*}XEp}Kn20{vd9IL^-G>$y-Iu@2 zU6}5)m^*38{7W3`l#+7dFZHhdVk=g-$F1WlYBuRQ9qklFM@--1(WqoQH~(UQPscFd zV%rF=Cfuhgx;Fb=kz3*}k`SFZ;g-Rg@>$36!C9Tys^wPT zcua9{J>t|sCNr1QdLeglX5Y=^&!pSK;vj4a;2qur8#4_9OS$I}SJdT+VFbc$4{WC; ziA5!H7Vwx^-*`T`er;|<;ev9b@nxdbIFyM-j0s=9JB}np356yOlcO*}#Nt^&aA;*| zA$VhA>E**+As9nkDx#fS)1vPurvv%vn&W59}=zFq3AcfM^k5k<%H^e3M+ylkIyDp%98vry=(bzkxV)| ztamrB-Pf(f3EV7xf|2+IYp2w-WUAb9(Y?%GuPh>F-e$)hF;!VHPWRl7Y75HUj;b$k zWVb;wWE^Fq*-C6Vb2`=-pRth*L9~@Cuh^SghN5~A$D)l%ZoOZf>%wfB;=xDoSw=Nr zO?g?JwJP(9cgk?&rTl?vf0fX6l_2V%G&-q(z1A&9JoP2aFiYEDGDk&OuGF{arA$oA z%X*s=68oQV4yi)^(qnjwC3Rx2? zTrT0&G{^9&ty64rSeNF3%^{L9{rS$sfK?Y?t$e6hvRW_IcEvfKT*&P<12iZU%~Dzs zobxeF^W5{0W+e z(K#!Y9a;M$yG~JDlKJbpoBfWw+9^^l%$4LOlc}@!Xd(Y3tuqHMEnJ_J-#;`wR5^@h zQolhF^j&3f7+ULRndpld0HP?oYvnzwM^5fBH8s)g)$DvUlodoTquR^MpY!xvKHlhI zS**AvWp>ABvxxQj_oTng+E#N`uG;ynV0T0S;Mys7ZKn;_PCPp}XVSMz99lqc-%9ND zK4!46L%5r9VmuEf>&#rTvE+mPVx!h_qEg}h4V?{;*cd_}&6|Q4O`>oPcj_Yq*A-6v z%`8rb#SF}t$@nr zBD2~1lwFgh4@RBc6GNB5$dK}Ibhs%n?|7B8^;Tg<0IkC7MLFlb?mre@qJ>FwnEPDO zqXesLMyOnUa<4ZRk4K)o;`;|ef3)!@Ny-j=q`z7bN^jA=+1s3Cd2-V$+A)D9w;X;4 zN>S_X*-S3JDofYfBy=SmD0D>EpI-<4TtUIkX?2^o=0J{~H>buXzr`F%$KvJ(vxfOa zw@@||&9xd@bm95w0jfRN{)VTUEsVFWQ90*ZVdr$CT~b9}*A(;Q#}~@Z9^4XY-!=>f zQ5?QnU*0J(^=+_i%bAXu+#Lg){l~+glCi1!BxL%z+bJJdEEjAp^7mc-@Kbfy)w*2E zh7y4)sSxhEE^u~Z-?393KatKWN=`>H55+pmKMWAd4Fu89w7_|yOM;K(SXf9$xP8ks zUz$f7W}_szS%iC9gdh;~p4p4i`6*?+GqZiwUfYUMFU>pAWlNOSHcf2_3!Zo%C_Law z8sEc>-MdigPlb|6v->Mcqt;8ItljPhD9PE(I^$012BS2r-`a^plCPicGUM$9ADS$9 zR#RU}Tt^6xlC7>&a>an(DlV1?%nKaID9z9<{s!5b_mzQ@F#G4YTu!5UP3$-GtOZ70 z3OU!htNi4VVmR1dtj^*8($wPjfjMGUsa5RRz8*K*?w;}Yl&rk{F1p{*P~@)) z_A5}?J6A?d{ywhzQmKQW^PcLkS&v25$x(v44H3Z?(x~H^^4RNIqb@+Q<0C@Nz-1V| zeo5NPqLQb7v%3X}8O?=0CW8G?*kMqJD3%nd5qRB8YrkN7JsXrJcFXjZv_l`J#sO(2 z0fF%5F5?#VCkvJ(<%{e)mBJyDBlcbVCPZ{qX8$H4sJXr$sZ_9K_eJLceFC+|9FEh} zwF0#eqbmjODX&*wzem@}$>zZ-v&Tl2Q`A{vEuux^<*dJe?|ejslo7m7G~J#wgMK=H zA}ERNDbsi!_n%A59 z46sjn)8k-hbEQCS->|_R2tE-I2?j#4!QGmO=SyqJ-LF)7*y_2znofl3`(vf3IV;W@ zJld+KC19}J&^`sCtxH5A6zh#_UGYfU1^o3DdINIno({~?O3Z4yur4z%=;E_0W*H`x zAup2~o;nRYD`*CGtq;yolVob%6ji$-Th1I8SpgIlg640<=Z8ZyFho~Iv_1FX>`xck zmQgFGh=CKna%D3kThtmVnMj`^_B{H7gU!={YeGyeLE~E{2$-mLtzan*txUkNNyu-k zNKI5LdIyB=c`w;e$qSm!sc~aJV0fwo5EVw-lThVFgrla zlTN7)yHO0n)-)v+OFoS2=(7nnIL*60r%>nc=`-@vdXdns9xi=`WR>?b4ye*X-r)}? zUM^YI61se@nsv8dZ%s{($PmV)D*n8n%r)y&aleqPX6UU7T<^xm(thfDXb5fekfKt$`IHkmrg}JS@M+R@1Jw)V}bT*I2+(adS`7`^k9q9InjU zy*rm3?n2LdBBmp@X;v4}A#d>keVCI51RY&b_O?dHH>#N%SFBi(Da47kj*{!!W`tZt z_z0ODxvb6{x7nO6@EAaG92^EBhQ38(KfIuo;{&gTNHC*aBRx{J&Ie4XnhpBU6%Ugg zr^V%5+jTEYQEyMrw66EZND~HtAk7s^#m%ouuSa_Y z__4*Vi21`Ys%aamjz*N?g1UPx3oXEAV)}9%niF03idbW$>bjtKg*lF`#U~+NV&HtD$OHLX^U3eWTl52@Dg$p5H$O7)_`u(wzal-+~TMV!<0j*QWGlFnut{8T6+MvS7aW_fcDvTP`nLZsPj_syNCPkDHzV1nSQc+6b_)jql5*6o6~CZMqiv5A9xiV~OX z*XQ#{wF`A)k=3bCSM+mzrM0Eb+Wn?q46j3;AV!*nV+I277}8ZL4|@yfANx`st@}t+ zw6|GwGdCPNM^%~hIL0vdh+##4$I5}g?6Y!TclRH&0Djn+L29yrxr} z+%lbqo$9h6E_w@ufFlRIRVU9{T+NY+iQOUDX|gJ-jffCbS7>rNGBMa{D{pCP^?A=F z&{#uG-Q5hv=Sc0~LD8aCcovEEazvFX!gDcti(lWxbi#U!N3l5HJ3PK1k&Y)w&?O7& z@}`bLNz7lDqtx}2GZGMUxV8)Uko>l7(g@W+O4Y+uZVbV2K(=4@Hb9j^YRVJ*I$*@< zrBNG=f_Fi0E2CV*onF`rekBvX+O;Bo%&UIbAr*oaLl=5@K!AaBst9x~45xjp?s^)| zw}wI&$I}FCpg`+=rhxY3qdm!vARC6)b-@ZuN?%q0AkIXl8TK@5)*<*HqsloqFC{`j zZIgXVqdEbS?3<1!Rn(@5?76PLsTf*a@6jG|T-FhRank|0#n~Am@6rstd~IymsDO?5X7bmZJ| z0))yOPjm|Uefxle1`u-X0Nn}GcBZ9cg~HG$ljZ~9Xwf0MN-ai8sMOSBbo0*M*IQ>R z(1v8^eggU%?3D&*rwcoa=v;+afh^<2z)d2wP#>RFz#i)ll&1;qxn)Xw^y)UloF}X05qZ7mwIM?6!aX zuPquSbp)W8K~lW|Cx^Q8lg}CMj->E$oPK?l!yBhzGxhSkiMjKZZB8i1{>!}k|9JTr zZztk5d$_APDS5U@z^V?Sp=JmTwW>(PD7l)-gbzeREm;4h=lSz=x3!AUP?Op24#zx< z>efQV`4H@YirIaJuo)3kJIfGLL;tgI06+9rMKN{xn%p=h7iV->&tQn22?^ydk`nJ; z=EVZ}j}ZyA$=9Z4Fy3?#WFi<^Y6Fc0Y@f4SfBnQyDH>T@{`RvwQAqTJx0WAT**I$) zQow-ay&ehgr zej!3AF7yjD{MHcI?;}4AVsDTXk|m9os? zBvmR>?dh18Onhk-i&gpl62>Yt+`T^Nz!2%G8o54IUuPLcxMj|`GP{@@*$5)y!6nXE zK532Wo?Te-~XU6qyb z-0T=HPZ_zqt>h-9UW{BGLt^XV$mKEqdMQL47AlsEya)tB;eZ&1V$DfU#ws!1wQUjO z(Jv*1&Z^ZT*E(`>AtCa0g^Ud~vOtWtw}KcRB%>H_6XT&e5duik1W%oBNahM@t@Le!dxJ_e}%qCNe}4OEHea&itsD42o~ekdX>5Y*U* z=7uk`u8ypH7IsljF+#h@{g4k|V?sokQ0s*Y+_3$4Mamv|R7DlvGrH)SATtMzJTzrD zHJO^oLiCMQ&mlfN3uxmm?-^U}1+a9E?xBxL1m4xi2c#owg2o2z_lT$;z5L_0rWx{t z;vGs#;GrfuqemY=eq{g(_U~`V476=!vwGSoISI2K zGPO`f+3Ie0mT_Xp8{@vgnblK&(EC8nq94rx+=cS)cBe*vAA){$gs4Wi%q|}mX_a%W zG^MGekN#qq_#tg;t(Iq<(vfvJ%~P9EuV#6VX!xOHzjd8?M@k8js#1p(l$cx^)e%RT zd0&PL8S@?DQWad%$B)J=z-|Y?gyp} zsXyArixTv-*#@}L^=KP1$n}GqpiBQI+~6|=UeG8O>~c8l>`k*HX(LZ_ zi7ch$Uc_(brEO8S|G59oAdIzEBS!DX`)gaOwVdwXbe;ZJ=HOo%v6teR#O?e%GBDl$ z#wh)(YZzKk|6tq-tL|Z*^U(J8P zPNeETBa-je_*i7Y&uuu?1^(@BTdaYS#`A-{NvamaJ%4wk6qZtb{m)Scsw=l_vmq}0 zyRUmS{n_$C&P>wG^$J18m9m;2(Gz8Qwi$V)?lOk6-*EQR24bS_K?D)5_R5y8S76Rw zYwrzub6c}z>tbGLs=@76%)d|xW8qRea`oTeWRnHsno|Vkk9^d~xwxr1umWab?RJV= zgaf)|&|;+z6BebhP(<5!b}PdEGh1OIo7GTQLo<&gsq6#tjB!Cl`72cF#re5CE~Ew3fuaEeb*cQGUbVBpQl=m#2dxgo0WHu)JFH z*at+kx$~Yg;h+L&{ru_Ek%CKe?V5kyD@XE@jOxN>h*MdpJc3|HNITNi^$|mLvcrfD z=@4Ol0N`aWoHQJnMG167iT2QIp{Sp$0_VVMLs0<$v}@P#;>cX|Gav=jwCK5gFXJ+X z$*5r7Pweysg2MamZ+ee_+fsfIEDE`x`hn{o0-#@f#SjGb0Ar?+hjBG|jgjYsDU9%} z+WL$rS5gr&Clu2N&^|K_Repj{AWh3}BNLze(k$e2yU<+a{{kdsjJ|ZX?*Wow7y_}v zY5U%McT*d`Kctgq>E3OVs;#5HeY0dsH7yr==0Pv)ZoW45*ANTj=H)d+qJNIHE>~Rb z=kjZ5y{LNfJxqJb%AM3&p2#OAM#Z(Av(jl`z=E8P-_)|KV)<0U*KVK1DHGbL?y>0_ zBOEpMZdCushlEZiV!I+i0E>am__%^>j;88&7?S~^)h_gm$D`t}^@r~f1U~y87{`Mj z45)C+Ia;@?6t#K>oE(^X$zX3F^8^{#f-{F(mEXx9r{ePRq-QE<2$*XgXpDWJ94h_> zX%Rdh^0aq|bifWo%#&y&fq|C>oyfcqoInC`%3wtlF8w0=hPdDM8Z67d+}tF<9X&4C zLO9c7HtEf4`Od!u987hw z0Vp*HG&WB^%ks+`LPFJy_Gs5)Agp8($66UEi~-OJ=(Ilj%f3?+Lw1m6QKxJIDBKXm z9dd5YdwH$=^IJl#s{PG&&OvZucyF5_6F7&7inma$Fih9E_R9_p@C2$rL|nIR>ujl@ zafm_B5JbP==Dla-e{T9PnU&*&MpADf%e9{-Q#pL?&7HX;`#UcXV*`14c)-??Mur1woH3Z62yOv`=>9=l zF#YG|!E@nfLzXiL>nt!!p_S0>kRPx^VoS?RlmC|^$-7)cgaUR-F%+EEwN6L|zCwx! ze_md6{oDt>Z$dP^VOBS^JBh*|-TI3)1M26!RC@nnpvmsQvvHLm0%KY7>{7?xTuw7T z8#;Pnz{F_a2NID5Jq+}P!iA$yhyzT98Znt4 zap}^&Yg^8qoxvK^`N!BzdqPJr?GKQZ*)g8LLo@?(sx~13?f+Kq?{Cyr^@MO|8}H8e zQ2U*ZUn@!qwfo^M&i`} z$Z+HG{Xu4I0!a&WdLFynCBO|pq!sUg#MM*AW5vQRUEf<1TlualId zadd*6fqMGdZ;Aq=t4xC2IWk6M4oPq{deo9$5)L&479-Y@FRH5z?0c|h1vO&OQ8?a& zh$bLc?usFy+CnOtwC9YC`Ea&ndbmbx*x&Vf%#P*lwu+s%V&|#|#c7kYgHg)gZ&8B50Q1dt8WbAk70}2~ms0XekOU)^ zB6Bey4~>9PAaNY3u9$+UJGLV+=5fGND8-ipa00#pyTuBw_@mYdwis}QXd3HcfoK!K zw#UVbbuvENuKqk+5qI{*b61&mpeo1q2S$W2UvzgjK^qzH4WlAzTh->=1}MX!^adqO z=Dt)VLR+uat9t+A8U1|-gZ+0&jJNxcPKG9R1e5$}@fbMfp92+ENHkUpG-(5S4SyT$ zwLs`sXD^~m34Xqmon3S`>DA8sk>0d^s+@BSO1T~!h}RGwHv>#AIbE73tfM+gRc<(URnSD zDl9B7e{uiNe{HJ~|At9g{Dj9xL)Sk=g})o-Zz6AiJWPvfH@jA={=*?nSm>ps!GIpp zHX?(6qcfThA$VUaq9zpV{muCTS;;vhkucW2K0V5qQ6RwX@_4~}OLgRzNXl2AG$$^3 z=V#T4(m!8ksQmZeqtKwwA?`yq+gtJZn`bW$j@cq`8F~IDbK-_@31`*U0tIj(<%MmZ zS@!U6Bk9ysl3e^Fzf4H*L|RVPbFmxum(4#uf#2fqzn|Jt5JF!=Bk0A=6a1%^j=30e zQh%<%lV4ZrZJx(Lm)Y4-H*YetuWy3WofJ3r2{fu-8;?3PqQ{~jl;E>D zFbVCyfb>}(ldX4c{%AEwgDW{5Y4f-V7?-CWs~!a<;wvgJ_kxoip$1{1v=GKF5S0-6|Cqb(c&zuot-Z9ImZMPFvs5ChfsB+~?eC%60l-k3Z|+aqOQ1Vu!TZx;QzT-p z&|A3)2g9eH8ijDrr;H4dL;DH$jvY0^)o6*Cz-(@rTgctPq)2fk%H)OzRyApx-4E)` z_Wyp6o2_D7G5Y|n1?=-amW*CUku84`$cnD0Q}KmTLR=97r|tQdi39FK1W4i94Q=y8a<2NphS)WTe5Lr5^;i?`TR zgc5az?R97OXljOBa=1D^*5$)BZ5o7rOFE?+JoiKK&Mx)rwLQ!G!cDJoQ6dSzcW;`J1oUvs@$dtB?|!}B^Sj<`-Y70U=xwd_5z)7guP>NSc7t6;*CFR@ zg9j2*_rsIhy~vbYDff~TCoY)R&+CC^3F;WBPf`7@$miU<`P5ps@OeKS>#oLM%#>!9 zBgP(O)S1bnLVrZaCY9^g2cB(hH6={Bd-p?dNB@8-?a}+^2>+IqRSfgmLKEbEwWbel z-mFF03{uAvDu4Pkp!MZiZlgPsfZmmPyJWaeWS`1r@@BC^n zmepPT6+bF{vP>uf82!ZtFG&MDm z_xSqyBBy#^{BYYZ)@j*wl)%8=3hG1|u>lk^qK{x@b&q{f)vxA1=y!MU^g2B!CxfrA zxznUps8Olw-@l>lpzl==2#Fte6$Pci1De>P!L(oW$d&oYu+Qh?&**l$B4pkdD_ZNf z^l#tg?elzR`>VJJzpP$TT|RCNs%V-4d;jdIj6d|-PG{aV9|a#%GA%yO6vt!oU9kLT>8l*eR(fEJ~9=s{B~;90vok3 zSfCmpjeG9zM_Mhgj-=zEq1w$qt;IL1fAr;#3q_L2pY9F-!+-h9%=b^Px${vSFPSpQ zn2Geoe82K58VTc?$0NC=_tvjxG_o3t28}UMb;_?7+06hu0X@u6p5JemdRvBxW}e;g zO%MPP%v$&JVuV;q1Qiv@6t{Vw*y4(U(f*$tzIxVph~X=ew`uXA3v2yvf9Y2%l6HEq zQsqF_Q@~*B1q8}}J|xo%!=1rD)Fy#BMeiA%Vfu-z_TOHV`EX3z@OO)o`LKBaw4l%S zaW4Y@Ve3|~tY3e=ZppP%-`&Dv)Iu751TRe+GxnJL2*SR2*G6pru_u{-uzQs75$Km0 z(ODj+QY3~+&@FFi-2E*2TO_F4#a=kr`677oYg~CIYD^>cL(_oE2`@b6B1R0K&7EP5p&r2CFdOp~s__tRZ-`aeSf<`7N`2Gp?j^kgAg{Mx3B3RU&I;<@?aw)Xjds1Sz_{!Z`C|NSz#+< ztb^MxEe{$kdKmVM#<73@N{2XTxwqaTlD!;KW;wP>cYK8hqJzv z)=RSCfo|?`7zlXU9=$_>czPTJCeCkSTMiR`wz0UZV zkdOHp8k);~K|#Yf`l|T} zTQuw+N4rpK3Wc&FXBiF<0D~pado5{`g z+}a%HcsvLO=+;(OwMezzaO-c(6Uz8*rx6@%EVL|F{$6sI{I0pFF8}<6;vv zDdWATYETlbtc4_#{!-hacdjTi(r;2%Ref#Z58_A(55no;#7mB-{MrU}S`Bw2gxAh8 zi>6)hCAr?~YOjHVP$_+9^`Ri832-zGILkh~sVNWJY<-$c$M}4L;*5#nIX-+!H0PMm zUwo;ZppAi#)>rRY2dB*lZ1Al8k&A~upVKQnY5y|q4-)(>1 z!^LZ1c`7nP{*SyLf6kD713i$?m_lth9|7;g_$WI&`|9CV8Hasxi+}%|s|_ws*banh zq6i7C2YgBr6tIg*-W^vq{P6Lo=egRzr_d*;7!I8P4`g!X|ZpHud!Q{FBnZc2f-8JSeYL949({Z^vMVx0L&Xw0WAkMUfx7h!(k@`3=uI#XTFo;+HXPz zVGO@7!O7rxyjV^7eBL;u89w2nD#*#Xd3r)}ZW!oir&6Vr?#kO4ah(sjQZkHC$?)Ur zgvNr{r5Zj;lf|~nT8HNh41kQ*+Myg&&M2jOOEeIxWMR>VYzhL?b$Ga9H_Sg;8rX`K z05Z%Iw+HE_9d1R5@gSJ4TlXUM+aH>b3JF+P9Vo-Xtdbe?<5C>A0`qut&Y{g~{EV>0 z2gSI8nSPflYQHMJVNsoM_&}9qnkK1T6?Vf@9UBl#*W!5BckdKz0&NWr6@5Lt?$G*@KP%%BcLjQ;hzl0MowVqzGta||7L18+bj7(wSTch+LnBb)7Oi)!Z-HO8a1&8BdJcCFB7 zL@&J6ysGMWn2AP0}bayOkZEO3B~2|v8VW>2ZW$rs@ui{F^+ZYOAW zwev_jyL|_y(VKlr%f zFf>qo#87Noy#2HDl~xfe?q)1D%-Qs?qtlOD4FtAP{L$v;OMEM>hTN)O&AqI(Mt9)e zzR##@$cRs3WIP#rjp{wP6l?ITt`FIY!L}snI%f5>s)(~)RxWK=a?~j!1q_Go?FSdV z8^jJjhlmfq{ds8dKt&Ra%7@|i7R3eTtvgqLHJb_K>bGsvjfg zpJ2TTTTSXq)1T2PZRENPTi-4>LoG$J)%yv=#&;UICI@PDYBOJ6xBKOU2U5HDXhGaQ zbnBYgo+SpD(9U@GCd6`Zlfzfng9#&!s0^9)^Yg9x%u{gx1YWK=m+pwEoydJaD|+22 zSa-T=Mczx*wfnJs`K>oj(;DV{cB`nJ5!*R)<(pbG)=!#$c%4`a4LbJ4SEb3y-;STP zN=kQiY>KlqD!hazGmp{c{##E$>NP+`vPK2y-++y82eSkn9JXrF_$YCpDXm+v*6!D@ zJK-{Sitw)^Z#UNM|Mf1U)*`p8g>Xp}cXB zF8Q>ww~C2r#du2$;Yc_@)xQ*02Tw(;&cfRnH)rl|2)|dT7LpW`vWPpRfe{D|Y8x!h z(nP!tk_3odtWb++cAv$>obVmd#N~Qv6oW$`sO3^1KOEqb)k?2{B&?|kZ4-HIf)vLi= zme98W0ZQQR*f#x&{n6cSi^|8G;T{GbgIO7N)9AS?q1kg4r+kK`aNu*+vmTa6Wf&+sMw|hC1$PfSs7_l$_Q2 zC#OxdE#;oRzW%A+A$odIn-qaV#{vaYHM7jn5zz~HuHT)3bj4s!%CoXG8wGytJt_7`H>>`$6d~{j$`p5&NlfNmI#1YBt}pI`x-Zt*XU@ohNby9Hg=w5nBq}byW~K_s(6Wk!Z^K`qZLv zG2xmprqKim=mW>>tmuSJi{w4-FbgS-F+Aku=Nsdg5p2GwUK>`M*B&45RSO{5xSEyc zTAEGJf_(G_-S~Rvm$^ z3OE_^VXmytwZJdLSt)3G`c@v#nb*{2CI6*WzbS~5AClCfMPar4TG=a>FMpX~qGRMS z(O3;eJ>w3GlYo}df`AhDi#&Vl@wQ470MH4q2&T&0w?~8QKr$y4+(~Ian{W_ZRGyeX z#|a1*(rsT&3&^5^O#UG8CQgcX;#16JkdkWANu*;T3jFBTL~&zebQE-$Bh{)Ct_j;} zd5z@4?T`q-)UI2xg5@tmobZu7%+2qLF1mSmP*%yYdw_Hoe*IZdkqu-65ZbN5KpudW zq}0(FOGCc}&@5?o5VXKZ;r#J|TH~e7AYk4QGCc-{PSlp@?F3#QAK4DlXuhMpZOraH zdx%0jf{)jU_5dd8A^hGRi*me_bl01|_RKs1@|M048a90tCLt~Aa=-R{L8pb^1RTp$D#0_h+X;FK%u%F=q>de6!B998D(4k9&>z{1RY6qiJx7vCFm zG3ZyVV!K&~X+j7}GR2YzxQ{WDuA-lj0uY`i_0SPkbGhoG_cz2H?RJ%2DP6T@4aXeS z7qmCHp?8MS0I5a99eudb4?o2!kI+IV^n`DH5QLFzS2eGf&yZ;&8rC%j6B+#4b{ooC zZOEUTu+Mlc_m^d7&7rwb71ExJj$fLj#xGim?3d?cA~GqP>tgSPJDc#F!$cO_#Qh^LRP}J0f~_E?U<0 zmOwI<29_~K@Mw2INn5ys%wk5-!@DWsCZ8mvwBiVZ-n!~hiUZ$Nr5274XOV-Gi zz@DKmi%hBD$ugxR@%6gLcW&Pv|9Nmgi);?z6vtTKNp& zwoCjW@gY4%**gdo0!3|8w|2NqDWC1$eZfIb{-YOjA1X?k=Fhg($WqF8v#!n~I$P+) zj@q`MbdF^Qdi$6)5U-Zu0_z{%q0o2@2#b#qOS33|0Fnc};Z%t}(6^KbQ$Zdt*n^_A z{*D{HVXyD>Dl=os`a z)7kmm-V-`MdIt3!6V=+&hpD-mlF7$yiyloDNUXhF(&z}AM47c;+rD#KJKt3?ABM%| zISC4{;~er55_A~z>4c)aQz@dssqL8XNG5xizf0W%=$W5WgEF%sl(WUO*q1xej}0Br z&b~Q4l5in9kpUjwT3qyZ!4oMwAt`)+f&e%lI4g?IEJanSJD_4>otH$0HDY{R?iwP&u$*j!n5HDKOet^@4^GxDQ_s<*32Lma2QI6G{=_QJyT$n+YM?bPI^wC;DYEr3QXIWI4sSTETYP28Dcfsb<+E2lsl(-@6Ni!w zB?l34yuB2 z)XBE(sNwOE!S3X4=>>vxN@@I`9$j22zJ{JYE=|*xnQl{B0*C!VfmU2ii{QIHov zce&cki`?C^-XR-b%1nB(N__~%I2>NE$XgNonox3vCm%aQWb&#sDm;;b()aixj?i!X z>obJF{pKg8EBbgOJSa335Ri2a@ld8&zI^$JiGu#+)EYEpb6K-4Dz1na|FqW@6UP=S zcgeAGsNH^P)x_c{OX2#k^*(7VZGxJ0)f1Wb>4%e?`NlkCJULbT>XLXY-`<}gd#8ME zwI$bw^9&=%j#>AY7;8nCQwuAZcCmOWrG{B;%`XSpMpe}EBSpXfiKtU{uL`9*o7K?p zw4zVM)L|Hpm`Ii1z+Kg4SJY`dht2+3Id3X|Ox-ro{n7=eOtdFZ3wmX!9jXvl22kgK zW1E@m7nud^lVKmI_H(j48kBLTHgbw>-mDa?;&U&TD}A%t$Obd5hT}ah%v(;H@TUsf zR#TJCn+b)r!4A>z^%tH-;GokojLjfY(_cE!CFUvU8TL}2i6u+6()+`PFpDEQ{m!s4 z?Lnl*Z;@l1r6s?Z? z1*^U00?}5FaD4_HMB)DNa2DHW23A3t+p-gtCNd&)JMEeI^ZI=54MCkn-$PQs=y3M# zf+2DRMKt9KDXy9?s;2bM3d$#Iyc>o$KE>cL7HiquN)xHwm-X1y8n(v@6m(Rc?3EXj zd6-pRCw}xkjgg1swhR;N%N?PTd-rk|Qs0*|LH?}F=zyG$Gm;is2If&Yfx9e5Mx{Qi z@@a>YCKqaT0r2XNFOj{Z64NU2@fLaukG$=B0@oXL6WU#a4l=n6wr2XC(u@fme{w$+ z&#E+Di(F1Hc(x7wM(+cSN5-GOJnkvR7W`V`a7JBHw=U-_`dhhkwHmYzw8Czd%Wz5r z5d{vejbd$9{5lipY5q&l5}KI;(gPi$gMl4uR$07!IcCC1-GSS5+VL5B{y~0tYNXDu zBbiiUp8y7#abs9X!!`d>v4W2n`9r_1k&np=X4M?tJ1yCJE5V^66P${1HYlGvL}zJD zily`vFpQf{@bz=cwRp{HF+DY09nCnq>E6mXvBJ3=@#W5qe5X{4n|+?undP*-uhqXr zy`b!+X1744IF^L83m2Mw5?k7ATL1(H4)K=QBCzugvT@dbuzC~d5wuD7LVo&4oN@B} z0*5TE#zLxl3-}OJt)*Gx=zbTF9hl$uDl+<5Syp{XK!Md8k9(G7t5^8VYf}3x72i`3 zz3=9ZS1GNmW87Ob+ue&2pX!y>bV~4~>TGo9*qdeV^a?aD0fZ^=TQ%%4pLz}qxH8(w z(6ytxWEJMz9(%m-Dj%+UB~uVHlM&iMoj*UA$9jL>+_@x6cd6w)Vr+f-HUsSBpD|3F zGoJ8n;+SW^&^iD(P=4nK7gOg8{RJPPN`X%FD4)*+`Y3#FCE8}y@&M9r<2nnC zD7F3k&L&9)?-h)zl2wKWG>e)B3NXhO6 zfK=pL?Wa>=CR9s05%l)vj0OI2HGQOX7_pR1QKyv6u)S|>o-j=Jb11;{)TJ;=}Ew&SMu z16_YWROZF*0EWU|<%<_DrXR?I@WXJarO4*Q`B~$z!h;p-Hrm0Kzj^cKf>}-vYlH?1 zG+!0-yI(yII7ljVHP-sZP}XZ|`;vPwi(9P2>Pe8*vedQ%XJt3ytN6Fc40zD4E(^=2 zn2e?$XMdEUTiDkb1aXSGS4qknmaG+G=FC9uF!G3_kgCEX1tyfrSg&&Z%-abmz=mq} z`}ZA~=v8(Psg(kfoS=)4)A+sqA8Obuet*)B>*h~XW>_;$@6{`ANGm8Pcx5&UFsOg8 zh0IM3wb7RXZP4y$zc<=JwbuT)GH)y|*UllLE&3ySafzfL7i;r?yeySFem?((fS0y$ zsb%qXe%32(4eFoE_j}d0Kr+KRc_KB0=3Ke-q?eIlP{h~u;OTjYD zgTDqA-6|tF5NO?mBqRuh@8pYC6g6ot;yg!q5z)5MYU>CLiRNjbRyJy zFZ(r047HH|gWD?VoWZnDJLNXKa{eICq|%pp9#kqq!VKG z6@^ky>fLZLeX9P-ZcNIB@Rt!Fc*dkzasB2IIJ--lkwNjlk7m=a+BwpUVL@}mlDMCB z`qnH^g6U~U;N>g_%pV`4k$>}_}TUa=a&Z*1Z0t6 zC~;uDTj{IW&XDVFPoC92;NOEni@aL|`lkUnQifalHzaEsu_w*vj~uHy4?@j8IXOFk zpnA`GRNq^zlUbT<*HZnZ$2EzD=6W;!U-n|psSWED5N%A{l@;$HqK`~3Fsl!tB2luL zxF{>$(e(a3>yb+?E^;G2o^LNWy|3M5at6KmuQ^ZqFMUe*Go#0-hdk=Ks3OwQ$ki~8 zh|c0fY2dqI>wu^SbPUafUj@>T?uYawyP{+(`-BLdCdf?;pl(#?XU?*L`ZQ0^$yTUm z`6TkTVJ)YLw~*7+cR_YZ;Z%{1Bsv2u=U4ab?3sK@SaSg03p%#SinMTgY0c_9XtBG{-yB&5x+8rzd&4HjZUg+#?=AX+Yw>F);f?K5SK9fs{EPbb1iw%2APpEF&(|?50$Aovu9^&1uw@x z?JT|l{Yq4sup?g($Jc|t<&@1da%m&#wUeqe88?OQuDZnCoqcFdf2eDtDxl>TfNYwe z;Kc!%2LMrqRY|;?wVj2ng*?q1QrDLS^l6}i!{FFpmQtl`Fwn6{)xz-cS*Cn)WBq^Xy6+=Qtzs55^031Sh{}oMi{g8o;C8H13iRRO`7;#6KjY zV<5ioat$~?({q-3-@bi&;kkomw#6v`{Zq$56v7wAZ5sg!?LfhO$BrF5JRM{VdhPsP(RL#-; z;oW|%L?@^ifv5ajl)DT9Ygy&D8&=AU`Z%D}?o$XRVtgH$jM-P9?~I5(HWm|%?Sj&U z@VFt*crzf{Xa(Q`_}kKj3-6#4O0N?3fz!8c$!(>XV^GonU6IS&<1>^ZwhdVv|^=4vzX=qMS&3>qiz7z< z?AfzO9VmsTAbG*RaT=<*bppClWYH1Yvl@W5EIU_q)t8W3)*Et>{+~I6ZGcZqx?{IEK>F3CjN%E}5~g@lRR)(Dz74UE;Kp`mtA zA{7WB#S9h%hb7h-)=sN=}$9f&GNgIxl(Qk8R2eLRrsZ| ztt@O37sm;N=h#?|PHwxUSz2^9n1zBO!Qv`aum^^QY{mnNec4OyU@*Ym0P8FiI$E!J4Mc5NNz zzmBhIah^d{>S|~n01ZOBAam;|<~XUiIC|F(=R-t*M*L7|-2?=-V9qek#Sra8fOLm| zu5qa*#6Ej}t8N12hiuk1)OcGZ_z&R?Fj{Lr{eYBl+Yn46%@C#Sy&ePrVkP#oiHg?o zX6%)gHf&6ChsLG)#qC++a-P00aBfy1rBGkiKRj6|3!wMjV3s2ePfXhYc(?T0%UXd) zsC8KZ`|Z522{2;K99_38a&_18Puj-8hm^-4c2sfJz9YFeBZ}1DfxDl!hFA@2C!KfF zv9N$UnyF9xtSzaCc~7-Pb8!wr+Urn^Hl$);RvOv{P+Fyy5(wDI<(M{f(SXH+ujBKC z!#d2imA*Y205FI3YGjMIb7*qRHk`9aR(FTFzhB*#rKS7@MMqv!Q_KUyNNWEpNd-%y zpxtvERu7tv%2@wgu!)CfZfA%I@1&86(FWAn5Aq zDgoG|Jfl1pC49sjWeJa=a{2a*aY2p+!eC%VfXvhP1qt91y_)Ru@d~$rzMzYXi=oaP z`BE~G)xsi8l8Q4}LQChFSK8Tx+|+06__1RbE?$Hn4(m13Q6h_m*but9BaK?hF`$E~ z`uo_BqCX)cG_+Z%HFyic2EE@_rFm=JCY6)M5*8o4bi_w2-B{)Qi}+m9x{m7 z*NX#U=s(=ERE%YGTk6yGycVN-_e|YMoQ8k%-)jn1@5YTAp`jD(@W`BOrZT&|do;?< z&5?C%owTHbFDaLeRFb{D<$hqt5iZsv<)cIvZ8$`H9F99{JN@U)EkqWL_2zS$ zkv$nv43I$cDyzQBCs9xrOgjWwv{h3IW}l!!!bN1!4nr1AQ7IC~BpY2gZbTOCHS|Xg z5?QnqK1^7RB(i9hXmnXgWYH2Ji?;2|;Vy-_4v^?@zlC4YXkOZIcuEcJEtI@^IFv9G zTPuJsYkx>lUhz54^6Y(q)Q_r&PCdT{pbm|cdv&m3qodUhA;+?V?c-UYti@D?~El7;B&)2WzV-^1(+bnTtwmnvgjKMEy zj_$?ttz|XbL3*34B!BwF4fy~w&ocqv*X0H}k7&-F65?Np6`B6qKc`ke0UdTU_qR4% z?UcIu^+nSUxQ>XJRDe0T^6UG@tpDk8_87bB@4K-z4sGU$l@W))Qed=Qm|z^vsnZTr z;9j#4dKqLR;e}Hxfg$l}W`-*q!5|$3G8ZpgKu|Rf3e$=jn(tpRsQqJu*w?Rk0(T+6 zA`f*g{2;#qv~scduKjYxm}51j5Pj$+I3?)cAi5?1H6i%Nvtx%H8u_VF_-L2Qmtj2& zAuRv^fR>h4Gv6Vr4dPzk*UY9HZJNrwc=JPDa>mebm7J(%iJv!nHsU2tYn(WS<;%Tq z-sCMLayq1XkD;ZbT`JK+alE8FDtY_fk_+ zCk~?ZNjb8W=vp29^SS)xep-3~7I+2aw0D&x^*}s#_P)Nf@qzvO2Xb(FHjvYU-7P%k zvXlv7SwEI=)z-r5yCI@cjrg)GE4d_T$zbl>7aLep) z33R|hohOE|kC=6J60R8Uo(&}%KPk$motR8`2D$)P5u7vQs`Hq=LzE*>*nMWnEI<4E zb2$xjNcdY|7}$c3Ah69}vINtmu1lIau3RVXFodR!#fukTyN*6xyR_PFzIqsUlBe|# z*GJP4iu1p|19}G8JFH5-U-;N|LhydGe9GQTUm2VRSb~4}#i{3^mX|NLG~nJvGk&{A z@9YF%jkf)K!Lp&H4@h2JZek=-7jM3F%5ueUn;8dWire)`sw++qfu*7;^A+3f7Ewo=U{bK8hvh2uP<|ZKlZpxnD9{H>o{r}cj!01k|PN2(_HJm#5n-rv7;$?k*81MgP zF@Ij=z}7lpHBHSQ#`>!r(>yTuKV#s`yFxxaVK6t*oJaS4=YFxU|I+mSdEMlvuluQ( z=DQ8wL!8e)ti$5z-JY`O|I#WyziIyXaZ5wy5*9g#GEO;#|KT3e(v#Mc4-#s%8A&3114LX55#o{=&>*@{zO3fg#>eXdSOM7= zKxgWQ4YaQZG`6kW4wl^{f=5rdY72yfZ6=`1W!D8tTg?lLo!mWRy$o$@DspiB2b zOPuFOnoLldb+>j<8j>S={{+Tm%fcPU#i7h_<;oRgsq{`5T?d(z@Wd1tvQ(Y7wzqyd z8uFwB7=47KDD<$jezb%F68t9vgUInGwDdA^a(EtZ!3i?2yNy)6GGW&NP`+S$7AB#y zA+PP4@((AU09tjMiSuYJM%6{sjaL;+tOQOR7J(cK?(GsS6!BqUPripF7W+1QbpiS$ zjSNyfPLoBG?B#vbB5TpZAft!f0q04sQgbRCf&c&ER?MnyXNiG&-)%;Ty-Ms4x#jNk z=s-jUw3Jaa_S%qm9<3gD(O@qp_EN)fakz* zS!y?*AHR-vqz!o0Eaj)=|Bd^An`*KSkel*BA_x(iIDYtap6lNX=5G$<UDLrSOy@*QOa$#=^zzj|kE$ z`qiFJX~goNMGBGTzx`Q`VfS+KV1zRko(9D_Jn_^Y{QQgibOKwn>T`Z_8Bu*P9D?JCJfohx^l@}X0|NV$~2Qw3oJlB)bz z;`?;d5%<@}oZh(&pnoIe;k%V%D?TT;$YE zg`l&ia)JN*&zC~h0%`ee5&q3NOTDXAT>RV1|LvNorlQJD5W6^KDLFEhzGetu?{Iq> zIE%p+fFKbV25_tK!61NY1*w~tY=l*XaQVT52T1zEc32ulXx#qswG;G!69DPa$+a<^ zsB1uA+ISG$y>hnVAq4N30&j{a8!0cQZUhKub0q@)n;d#7fu~46`ryKg7cUU(+BWQ9 zHJn~luUcK%VRJIUt+(vni896@bC@w|Js3OA6B827a-5Yv*#jhjEvZ?HQTFT3Z&hW$#=xifqRe z3ZpT!!|LBezGGUe2zGj73pAC8+2+~xuxzlgt)WNR>wtIdJ27w+0(^WnsHi1rwhL^8 zI)HryIoK4zW-FVrJ;tjcJ4PsAB_8kf`hK!8xozt+ZpXxc)d)IeWprpjHUuK|%Td^A zhv5f#(oYuo;rramNTi!EGdQ~e+SI(bfcnqtb}wIO2~5PuHtHaFXzOQ@+Nw8{;Hpt> z#KwUWNBE{BS>ooFSC0bA60I~bZ*8h zT4(Dxgc49M&%%%f`b-pnwVlT;)f&2^!GXyC{mlrk59DmUqv%=38zW}C z=H~V%Ca?YehQQki@Ii}P_!c^Xj-BaMsdw+n-#ZkF({LuB7UBo`%ZKfy3{0#9~ z<*Dl-2{Q$9lw7vu_dSN6es~6=BOjnKi#sU-!8E|@i`NQmVlTrT#;g|A^2FXt-#)0Q zbCU)L^M0S6pm_bHvC$b3J9P+HF|Y&wlNAeh{fI>Z6>_3H<}Y1(Kvq`C1u%PNsK>f* zMzEAEYaH=8HKmzM@!=|LwhI0h!UQUq*~2L3v}B>Jg^rGnqDwDpoUw7r9^e*NkJuml z^?^t{HoXdbnr9uyO#jE>!R+h4Gm!jEM=>xpKi+5>ZkvA7|I5!mZwrAh|GRi)(Q3^w z=TLj!8BCb1@GT7FIp3>H5WjEU>_78!h(z~|ZQMV=%PD6^5u8p($w%!xwPy;voc4kb zAG;^LiZ}m}vHr&cmIOWcZ#3uKQI2+_PziDHYzNOfSz(85k6w2} z9tc6J>FJ5~KLEv(zPO9Te4{jrj^YD1cci~aRQYPfc3a*16dmw2)>>isJ+}Bu!#E6e zmPb9LkQQl!4}+ya?^xWvk1*Qk-bRfk6SYay;E?9X)AReOLQIJCViHf4a&*_plOLe^ zCu(x@r`X+oq>gkXQvJ9O1Pdx;1&4+*u3gKcr0D|6{YG=+hFtZaJ~9BPv2l{rFhvm# zfscP8UL*Bg>ueOcqEFZO+u7@*4ELWd2t2)#4Jro)ou^OZj zlQb(RG*lZ~gvKAzV~d_|U0q$xd8sGAMfa+ycKwDKcO^&rKeZ`4Tg#f+p#F<5kKy^Hjx%azW?c&7>avahB7gfO;O1G+ z{uG3q-wajC?5UE)_kd*{=$tQsKweGl8FcgiW*&F8bkO-t0g$qH@$Zo$1Z$Ni3D${# zSh|xyAT77~Zu$zq&hWb{pC;+^^Z!yv7Mq8i!mp-()<2Q+#G{yCslp;F9?S^QiX^e+ zTh?rqb)5*Sq5y zto-*q`FVf-FF)%WWM^BK{V(?Rx21dnuSos2e(;3dxXtCEvF zz^DQn{P5+4E2;jx_Mk7^Cdq~jt98d4r90c%*pTmRh5_cV;QoH_1`@b=cn1AJcvRS4 z-v>&7oGPrz;R2^T54at9D5dPHrr=CE$eG!rhUKI}Bvz)rrqm{lG%Y+r|*rQA3p93|ECf`~NlnaZE)h8I{9M|FSzp+HGTgZYU+OFN)eUXlWXv8?@Ef!rW@Zx zq!)k_(?OC%WImTc@}rU_cc{{xp-$Zc6?kTJZeCl_2DWw;5-xz?;8bSzB+a7#1yXfF z0tMAs^s;~;XS;77ZPj@eZ0B1RoGO*35po_e32 zv>21QlRg;}Zvdw22M}4{g7Jaidqv=Sb%QSb;)UXZVY<=bdUV)sCj&1zfr>7gNpsc@ zkn$%Gzx>aGV<^tX)(YC&b$9poxd$n9xtc)?;sXWwmv8Go2OI_n5vE(?(fbYZVPmSV>9e>9H}s z=9`z&V`!#N`1FU5TBu|4SyxY^Ru9?XU*6auYaEXX#D*d81cpbD5fG=ugpuO+;hX4@HkmEJ|0m?<4X9daan%aS*oUnvD&;ahe+WNaE zCYydPo@d*(el(1aY(~vrC&wz0ll#|K(1fXYnoRcJKM&I6+}X2d&z(EaUa?oc8~u@3 zbcG*2d;0O>s(jmPbF6{>KnrFJ5J|mNt&zfwt!S90aPw!3juPAQ+ZhtxmZ6rYtdBE9 z&4elrE&$;*;UqPWT2UB(e5ba`I&D;cP}4ts3k~CE(Z5#@&j#3#CF2%lDjIXl<^dz^ zcI!a!pIe787OPK%@&Ups^2U2P-~Cw9{m(iNc&rWb@_H+%6lsr42YOtr9mr(mwue?p4w>=T+Kt$&z@2E;EYnF)xL)VhP()S-qJK%2?g`YRbH2Uqn$_`&DwKy zOHSOCx>~b&L2Z0GLe6ti`g)l+wjvVUsY^CfgA%*WHzn_gJc75w6g#n?y7Lc#ErmQ= z#cKGJ?%%(G^_z|V`0sw->$C=c|D$N_0|p-#@$1FD97kmE%1Ngk zS>~TREMjp={%Jk!ckVoAB^CtwTy#_vM6xPCnjd>I9pshr#jmnVw`Il_aL!I{_n<U zW8a6XsgyC+>{&DpMwqz(2t(NgUn>~HuGK;T1Q6xhm@^N5IUu|}(u6BA16&a%YN>@~ z2S=g2_Wq+LPIPF`2p!C^UT1FMpOtWq=LV_}H(+O zNq9kxOB*N#zg~rH8LpQub)eEZ*$0?z?!0-hM|hb~Ddek~nwp|qFi{!<3Yu*VeqG@k zwVx`J#(_*XhfM$_eT8{@6oqOORAq@1S+Qa(=AHl)U}s~)h~QHado*ekLPb!@`01flOiVB{XZ3}k909-)$@jpf$wS;Pn>3vs zeYX+h4xQrU1e5mqwQG*hYZiaD1%)4w1%PO>^71~TD0tVJZbQ=mn(&~lEXhy-nmz(F zo5Rg_{7#zk{rWUk^g=eDkHUk_nmKcyGn<3ABwun zWhj>9Ki@d3)mV;NAyAOi~#o(UCvyrwyik- z%KXpl^NRdtXXi=2=w!WM%+J~9a5cR4-N8kx`Dm9cA$muEthPW43#{$C`%_&8ZCp8* zTiD|@86f;bdiZY!9W3c$|rG2Vabk;uNUulo8h^Rw5T>(}FK4#d`fPnbnDhMsz4%pZTGjU@IvNWm zxdiJ5+$wrkIC!tD>AV3-vP>f?h=&;VJXo!6ntjudKXrG`I8-C*O+>Ym>-nz#G*6&YWeQkR^Ult_Pc7M_sPnK2gq!GR1=?SsvOo0$6 zYk>~|ZoPfrBc~7Ak0TLqHsgY(hdd z$d$y6QjV{<-KMp|LCLndvuB_jAtq$Y!=d)r-pq320P7xnJ~j=S zWxKm#qN0X|hq0mx!S6sxb?Er(sY8vy2@Zp@9FCz4U-E15Zq?9GEVHydHoXvCku~m* zN{j>Q`0hS_@&tVaS}|SFk)c13KI`*a#H2l|;Ir+FO7SBso*0h+>?h&APu|nOBovfg zzysnmQTb7h{ZK1i8#Y)U3Q!S2*y*G!HX)%Q)O=N?$>m5Lf(yL!>??A5zv`LQxnl#l z?icv!_;ValpGMj>ile6$Fi!@1=T_axcPCFKx5Fyv9a1S@hkP7u1P-v;Q86*uu~syU zTBnS|L~YHGd*J}+3LP4bJc{jV-Cn7l+dTmNOTuhzs6`;bNKc;y9CNiv$799PQ0qMp z?2ChqC()~bjw4iV{W-0RJ0Gi+8e8v4w~w3O=yFrSIUgsR`oQL(2+h)@4=LwylVs0T z=i1(NT`9eHFOfcD%P2Q>J8R=(^C7|&H5bjXjp=LLs(Xi(J~w=hsf`YezBB941TqH9 z{9EDha>d=+-efPsLFtzbdJx8)z$o2p8~b^RfkQ(>dl_vd>7N%D$EhaXcz0DEf*IGY zTmg;iqU#}WV5#;KSZT*{#S>prYx~jI_X1L50d`I0=)v^+0=g+XJD+W`kXX0Ng+c9z z`cP=F-r5gThjhEqd##Y1x|{VzhYscpCiN+_5`~LTRYYvhJ;R#jvU=v(h+N)W91GOS z=`lL?;6aMnt~EBG+Bte($;IR7=`NQAPfODxD-NopRr2lmI6&yBS;cw@(jx65Ulhm zCH@!PARcI6OwV=YE;KbYbqau%mj4$>A|t*500PLu+ZG+V{i`D`pSWx_3QF&%%D9c) zZBQ|QjAfR?s*@#L5~WITio+HsD`K9JlE%!X_wTvY!N8fWsOhvb&boPlKXrpO9&Ih& z0rxJcl=)CS1O*Ys8kWFn{6G9JIgA6MU0_o*acfS`M;r&TzPimEN-u-M)t+W2PdyB+)+YlYL=6|v8HnF%`L|k9rZok^)mmV zW|M}Cg#C*Bj6M_B-mMsHE2d}Hv*>K7qnY(SO)Ip^amVnH(S~Jn8030)DkadRiqp8O zuJL^nzW=zNu!fUEbu5#@qeZK}R4=(~m*24F{H9|c7bQi#m1vx!do=#}=F^K$&pO7t zE$**Mn-ul@?Ac2j1JXJ;syQ4IO7qN&oMxn)?0ESPyCm>qmk!#V)o12EeBhX&{&9nrcwy^w$RDGPH&eX~6#MrTco^^GlzRc>@u%Uyy-YzNjSg*FN=5egm_nuhKlYy@ z4+{$m;@-Yj@NFPNn|Qdn`ScUoPGA4%hZ}U~YqD>y8Eght4n-9e$U6e6#pJ`B4GaeM zg!+?vbpUOjq7c9x8Eu@@t|>+Lqfbyva*qW}yFh_@FviI-&Z1#fq=@S81b! znH2W)Kvo`1Ibv^HMBxocO~99h*xp8n?O{M!3#&NtBU{yDb-qM9YPTJPG0=mRh-fF^ z#GV$Vg9rP7%EPBu0?o%GDStNm%wbegR#w&OZAE4`j6|bDgOgquY$tV1fjhJkh_+WY z3@9HuY#iWpR^-t=9pkWVr~Nx9PP70MjxMJ@?Lu15Dk>lDv$Y&9guWMPwqb8`OUq4h z$C|p%*49?4>Jv{UlP<%uSy@^|pR_0X^y_?~WTkOkMR@BYjWd`K`R%M z8OWE#fcJ|agc0h0g25Wb0YD9#H5PRCR9?u+OG!~|hyv296#8eIRrR7E_3G7C!mR_y zMT*Ae2H%@8Jnu!KN4*^_&AFXQW~1N{C0`S^>pMx}0F)c6I*C_d9}5vOjV!fw7>iAJ zG#-pj=3>s!f$W&i6}e!pc`kG2%xS64=7%m8WA!s&sSQSBST95h(PFRKfI{6ashBZq z?#Xn$2X$RfgfenCPZ($1K<4CczBrVWmfSy2jgo^dyH9xJwU=S+cfltDdaHBx!5nNw zG9pLF*hVh32b<0g;5tIgRnT)&A*B}#)GIZ=l`1%1EPUk5n@rQ=VA`S{&iUmn_E!g^ zJ2XU~A;_zN!8jOq_C+(Xr?Gm`DxNhGP7Wx^U{C;2-`3X%&6!ffYi(BQI|R3HA4CZx8GE6pr-!K6dAMbDM#VL~QuLBe z3}h4(yC6o}hW@~eb?VR`20#xt82w!m4*+#7mWax|l9AB~jdOS-Na7(9w}Qx@%-(dg z)kzy;j2@jD!d!hLc+=E&JXqnUl8EjQlv+l8Q>qL@7>jvA~ z9X6VpbwoO-g)7lVIQooU0eba<%C(mVB_an=J{tWj{H59G-7<0R!pTAB$=eb%q6Kxv zFD7e}isgBFi>{Y6)T4WPWd5D4r@$ug;qtqHQ8@?F;gg4LqrhUKZL8iA4btRa`HSu3&JBtlkiLE{%C@`+AeaQF*al98GSZQS@C-Iw0WqRVPW?sJB{FD@?b2^ykuCyQb}EL~f(@BT$=1fPeHd_PKV~TvZ~Cr}=b;XLywc(m;~-R+sLRO;P3hx_GKWPG?Ww9)TujLV zo-D60j|dlB>QAfv7>%wD@RMaL5ksVt>jwJ)2lwP^CAmc{7qtZnp|eM{#Zjv`azXOc zI(wp&sR}VO{>{=Z(G`95;70Ab`UghY1PYlp5%CTy>cRFu#;=1U(FHX+KW{S*mZ|#N zlt><3v08btK;h%nIy?uUNSD0tkd^w#t|NRwlEZB3GZSYsREOlAh2-A5qJ@4H49zWG zt9PHeU&~5K{?HP;OIzXUr&J&IFb8Ei8BkHu)?QXEK+uy<+>s$iCy{CW7jthOPv!c)4Qtp9yFqD?C=Fx^MUgU9$`~@1 zv0a8JOO_!+Xf9D$EE1s*8Yp44j7?;Ul9DNvDI_6eevWHNwZGr}{XOsVdwjIh00sRet*ZKb{Y8QNcOJiecNB2_Iw;^${2jb31 zw190Ft3l(`d`C;+Eb{&ST)N(sVpJ6fTSd2^q8jD7!HsXX&TXM5>MTct@^jpD3+bkV zdR8u(SMo)wE_~hwt_C?L60KW#-K=feZ$nIW`iP81Na%Ms8m;rpcgji3n*%yUv+o8*%|P47z-E3#`-!}z0$OUOrOi#%IOJ+9mQ zZUkb&mHd_P%;OXIl-UL0c*yJSuuYnirQVc?tqE8p=mr0JRqoZsp~EqLfqV$4 zBfD0mzS-szQ{5kACRFcht3{s-HY+V=hh6M#Z37SV#hVg&v6iYE9~lgBJrEmWB=D&53Bmd2droT2j8)aPGs4{jec1 z7v#-E-)1oDDGbqHfuihVO-SKsZrifzw06qp^0leFhqV6X4xO#RM3iPfn6JlWYfVzB|cV(bwU>FgEihd_i z*R48>IyB!?K~UAKb*B$cxeZOBms`gmDdNlZ&jl!f)ACRW3LYT-#&gsSKXHzsAI@K; zVRJd9IL@cuWBS2WtZ1)U)6>7#_jqGJZg}&7F59WC|`7~s$7A?GiGxi z95rkXG^#xBP`5Hvy>S6Hw`b`igIHjxiPYOIE`0ojV>fRlbyu^=7|_DfKD7%EQ1!Q% z(3Ngp42>sgTP~)ZCA7E~xp`$)j`r7XZ1v`fS(sZMi)6CBa`ib`D&O_l9?g9?-CM15 z5R{q}6}kGlyd;$Um(yM5!h^(H^NIrtj%(-}Ve&cJ#D|o`O~VY^Ue0?(TQv9I*?N?z zHtH`P`^`A7Xmeb5FQ@X7T;JZt^NKfMM8Ee&(Orr1O$-rwXWz&Gj6M?h9r+pU{yTYH z-=9D?wZU^L+e6OC7KVCXkk$YWI9uK`lzN8N<#k&JB6W*pjRtAA1*5tp(8H5L2mKw$ z7dAD{vlK`}Tb91Dy=Awip7yA>xlMfEqU(l5&u;bEMShH+W;T}3vu_MCtUB7HF42m)fkaw8EzI+r1YopScfid7GUI+6|r(hT<}UI2a!l8e?At8(@b*qiV6ttG-^? zL{+{}4%-h7q#fWXs}(!(ynRiqlu27<9-Iv-?6*yR%WQTTsiYN+)qN`K;iRevuBP|6 z1dnWX{TeN$FC*~CPDIDUj63?a+L&kNX_2NQX&}DAsPPgP0XB4~%P-ZqkMFgXBq99_ zOy0SpN``7&4y446UPSquZG%Dq{pC0?xx*+qv95SNcW;+CbeN% zM{dbND&K2(3g6-4aOl;ww4=t_*E%E7pCcqQP~Wb%H-5B+YPh#^|4QX&1Q>&WiA$iZe{phNzNj(5=l^w}A0O9RbqyR$-WiZg|&seQ?RER-0 zpq+BM+VZi;=c$_Jku6cmC)HeC5d;*(&Q0rnENY%(GM3`r>@qWn=RnrZ;A6K`NuO`6SDpv zH;I({VCy(-8LM?w{z3Wt07g|v`UC43vZzoBs;uV;SG)ShiHj+-~Pjd$)#!a*PN{uPMvT>*h)n{$ou!4$>sJL#} zh<#vflF7PTxxE*RDgJ(bvXwm+jpnmQShrd%tCdgQ!Tu)UMIANHhJ~-c4Zb@Bz=|0u zuv)omu*ZUMH5Ix_o^U)QvuH5qdW4x~^e{pHR!CoNkJ!dK8{Vct-ytQ4&(mHs<+nR0 zg5y~o-vTd0Fk)+y)aCr~+c(~b;QAuWWROjvUfcn9x3kuKrO%)1!#ytv?s@S4S(%Y( z_sI@Z)1H3K&~p=(yKQ29^JS?I@|7Jsb|7ldD^)J}Wr=;^noPGJB7^npN}w5mgC1D1 zvie`1CcMq|U^MFc*bNS^eo~|k13g||^U-#ly7J`P>p)oAQa~H+$`b3%a?D&JVWD#V z3sv*t;m3z4N9o^eLE4IyKr;N-3+e&OzT6$uq3v+*I0rMzYZhmU3i+zt8(+Vyzns_9 zk)bD3QEt1l+peIhGA>e?68bKvp%#jcU>DPyHJdNi=fQ<%|M@RdV*wB&3buJ9Lq>^Q zdeBlXSv?zJIW2};MsudjP=;PZZBFLtE-_Go=%f8Qd8j=+P|6owCV*|YGVeOR4=NGd zKvIvbRr^j9P@}S314@}V<>GgR_Yrp+0i#;)u@N&yJC|4RkRlYS@&Hv+&O$rv`fhr+ zEDZHZ)wDyOz)%nC=oMNNmebWS=aa0+DwJB8v6(1oy#NJM6RsaN?8`vS=P%cH`SaBc zI#+}68YM{ds z3QEdo6Lw=p9qU%*k8YEU*E{d@U|3}3j_X;{*_e5XxDKjwaDPsV=Zdn`jLZthn(9;= z(4s7C!m~uuVr0skm*)DC*2Hv9PE)7ARBc$+x_I}> zgfjLYq(P+zU%wtvHRqtD`5%@xJ5U2ow&m3ns{z3*OzjEgR%)+tTh6T0r(U{ntf1&z z+SED}R!d-ivtbWM4&Njh+kh8>E6peSb(^zyuN31VRD~4b0T0ySOKN45S6!bfsyZuW z3+)vlTURBFruRUZMC0O{N4#{<2_fEud|%65o{BPjvHb|oh5CZ8BREuX?wnLdN_KM} zoP**Z6YDOA{crL5lT@7xqf%Qr^cq!^IBw@SjsnkeLHm8@Ot-CZj|L^J`A!Nms(^oF zKk5{-88NY&=&1ouxQci`_@`z^`^pF*p3mge09Xqt5|*Yvl%*tJeM(d4vb?lyxLm+qZ64?{pa6C66s1V$$Pd-kg(Xw2wK3cQ@mw)I6UzhL} z`w_v(b*U@vLI9C$%7BrGqVybcLqGn!AM43_w2}M|FWn_9_VEfU1;hxf@m|mEZ%R7Q z@>Ee*uL15LBbo;61d|)@BH2I$r{oI863hMW`&+P`ToIq^k~RTTe2e-YB!yM0RuOkk zUa#+uYKa%qK1uubS~%Yo*}L1q4Pa08N#y4*ynJ7A;kcO{}l9BQY&l4_HLGu**jsVhqm1{S<}>mfos!TyY@G=VgC1zL zx%U?nXTEG^Qy-|CvY3gCrWM96RR6(gvVx0{(TeyOuWW+Za>wDi;)vhDx>QTn(znE5 zZKxdR&q*bMAPTIoD3(};86Q4;7~(E47!(FSt+o^LsihQF*=?^haoh!R5`n^?Z!7u; zjwY(-D_)v%{14G*)ERfxv+{R)-jO28C3EP_TDuZhzF3qHFr~=`=j#Fvjtdtqq;j2| zyKE`EccP-qM_KO!5*M-gBR~a{^%BboUl&Ir@fuqr2UMk~f{4gKX+?3NqZv;O+$|c> zri0fMq5B#l>Vix{zkD?~n2&4E-lv-w>Ko`vq91gnx`4bOf4_#vO4t~xaPJDfOjMOf zdPub+HGk>S42wbz%dO_r%-c-VH%K;#8{p?)4G?z>-^eP@#iVJw zHbAAT)_dXjD$*_Mv7kCS_G-cNUf_@`8CDRV&-8>2la`N}G9Du;P3@kl-6`)eE-=nd z7II6Vjoce;V~>6KtWK$vjsa@`A&&UT(&GW)0k<{W`K3PBT%kLqSS%ADBmJ+|45Tpa z@vxV8mQnyoP;u@i+|psKs2apcBPP|dX)Wap?Flh(Yf5}H&;c}T5cw>z)q{ExwtC1u zXUYl--vkB0tkUJtADqPTOu-5cuqik3>R&dovayQNuk(Rc!s+R%#4)cH#-S{huO90B zR%J6_e#jk)?($rljRH==8U1JY>Ul>}S-yHT@EiozDs}LMq5@%t-+*tAky~5uP#lA;Q+3`Mav58bBWty zABZi|KxB>d;kWzTF;ThTtNZrLJ_`hdwTKBPgZnXDnv^nEYRIr04m;e;LW%gyuFZ~7 zcOzF!|9XsZc@i*nQgO+l?~vi*t76DZR@bNOZ4hQ|vBbHW+O9(n9(p`WTu^t`tXVKg z`s6{Whc8pfFtFrSYeAg)d8lqLM?|c>xI2;z94mJQh1)O^0@Za&N2j4{ z9W!G;60^pSA3+$$kQe^>rrx|NFG1@<7lL?@0{;09=*X16Dibg>*&pzGp86dItOv6nzj!X$y_oK1tX9%A&h4c&+i-Z)#9 zyS|?!!^edw;!^sPnW-`o62M2If^+E2n8J$#;Hs4<`QAJnhw9=$e*_KuCejATuI$j% z9z7a*dTJg>^_yV_IizE{zYjeD90q(kgr{Q_;QILhg>&!Ty|iI;&@sT^$_ATNKb-Xt zKRY3Vz!icM!TU)GemVr?@f&f~mSbe9m8RMt$PB~Q)RH-E z?%JQvIqqLGReapSgM8%pd)zAw_tvmPaVe747s?KY{=CU6ENN=t12N*OH~tX`)@$0u z67*WIUdxXU{r+n~G>6KT<-E3L+~!Y-<&CqGWf3)QqO(@K%(+-JkDcqQv*Lcwc*=t#k20SIYqgJ2{9 zrp@x@%f-|$E|-Ju;8k@jJ_3UksxyiB|ViY7_%iTX+ z!=2`0<_;hmGkEtoOcC6@fTgP8VlE4D!g!X%5TFbNM=)X(dkfx8w>5|XorV!whqKiU zkcz#|@rshP)`W$@)~zRI6F**@yl)I#!PYBuIMD^~y>$e7ayACo~&!$$ahC1LGu>F*< zL1DvD%6}nKElC|2?ZtH3mM;%Zwd;s*Ozehx$TneCfvRgzn(ks$j5}K@b@)4)PsB|^ zcP1>Ccnd&`J&fJ~C}xD=+JAxvZxaG6G%oTySBNb6d98Wu)&BfKxtR;OxkYwoq2}Uf zO^XBD^(auEGw0615*bvkjFB%o#9IIdV65r_ucL`4uPRf@3JU{4Cot!p#-@08v%}*> z^LG!w&(PZhqrK~n&pS9ONgx>R4ke+0vzBEHw`Ox?ZBmKCzK3d>cMu7-jBiyZFQ(_G z7cA#ISJ+`frvLN%grCySh4RlkoXJc&lqBSppm3x?VO-G8+SQMI$Nlw47+B#t?hnYi z>hH0IE$Hf|4;OqzypEU(^T1zkJR~_Nu>AGL_woN}(7+n}dCz+(Nw++QennJP98&x` z?o-8jtQlti;g%m-2xw){Xcu@T-dq3nku?ooEbqec8~uM0#D2dY>|VS>%OZSl+M?dY z5wQ2h;?<0FO0(4;elH(zL{_ch^3&dm3RT*zCi^g!3D(5z9#Bh#*=?No%PXWl{qYP3 zS{B|RB9Mu9is;F``@h9|ZS}__K%9c)to$@b-eH65|xQ3cn^j^aJ2*6xs=HC$8QGuaz0q)RKjhHI6Qj@Ge?*$kv$Q1NNd2z zBbC)F@Z!=BzI;pq$$BCxKA}W8$4?Kbfj9%^=5*30=U&Z}!?1T0&!DLy{Tl>9gWd(P zPUz|6=Y80D1)I@HZcBeWJUpzR4~=DT!ld6X1zZh^$?(w7_=|238W^GoN9_Y;D@Ojp zSXzzC8{Wjg`t-taeY=!W1mMg&>p=eLC~;Fug*_}A+hm{Gx$45AERdXxO}0x!LJJ=z zeg%d4CP!%UUFu1Up20`mvbOLLWeg>j4t~wNFbd0}n)Z zrVt&NP=O-p5U2_ZV5l>uR}Bv2q6%z@^q}AvLbH^k8tEF#eH)8TRYm0!M()B}>G7Fa zmV3WU+578~cppU_!Y^?X!a;n_5Ra)Ztt=bE3@O4i*}OReJ_TTc!~7?OO3mDc3=;1R z32O+`S*?P^GPZLoSSA|dk0vBtiAD#>uEw2&FOI*MF9K7rH^)DMm-*lRZ`F_PCMI2{ zYUe(SQDR;C$c*s>fh@U)E5~z!f4nQ_=No^^C&pLkgDB!Y_v02>0r9{2-#+d0=jX9g zw~$EoU)~A6L}E}f{%c~hWDWbj{NKB)Ur+R3y`^g!n84ZkGDaD#_c*-}G1HqDp-|m- zp74RwRLOh_uquGmpvVJOfT0EscID`tZa(^jXYpbKoVI|p=o5?KxMESUV;xm}d;y%6 zh>MT+haC^x$|9NBMCqD{YWC(XS{Djn(1JQp$)iNMk7IT_j6XsG0*=7q+seXX?Vh_U zWMz-xJkEz@*^h4}N&O7JTXP@O)gGnk7>FI#1D156885FlD)-skQlBwjNISnQTv{CZn(z)nk4EB^V&O9z z?u_QVy-+{RLU+#BeTSFVXw*%x@zg5V$N{dnit&V2OC37-$1J>zbYh%@Vz(GD!)-9w z@(CVCYwVq+mX7%j>9YxlhT8vizCD=sZ!`=G)(X9 zKU3^iTiV}|L;OVMsUQcUZKZI6u}nbIV!z))35iS+1sw=`cm)_78m68t=8SesQ7o{t zijIs50DnR(-w)@+Cf11@Kzu(?1=!3zyp?9F1!V3f&h7i0K*zz6bk57t4IFxK0TToWY}WK*(kwI( z)vK^nR&Iu#;N==SSegRLKmi4iF$&_)u!+Dxf?E-aDS1o{Cc11#4-`jgYDJ(FkWK}x zg>br?;DD`O#mZj3hqs+}&kz0Ir7wT}X<}pZ=A1l3S@1 zdRLemHaYDspj1#8W;MXhFn=w*rs<%jRZy<{Mx2h^$jiy@1-w=UV~yBFw8lQ{9#oTH zO}e1Mgw(_!AJHZkh+?%4QJmf;LxU-Yz}p?urC+_e%V+6bO$coxuWVLr9@qBk60^m) zroODKEOjwvta+|i^<~m$KuKtf7=ZFmL!$(e_~0%w+W;t5S`~1oHSM*8J^AO43MwRj zGt)H8?cs5Hgx(akBlE_S7X`H65JhWXoMW_z4E_e1KQJ&L7Uj4F)l{i1^J>tCNo=Js zWL)gF{D{Rfpcby%y${?!7mWtRkyQ82zCa*vP#a~q zzzh?*CMPfN1)R9(Cb}>X)__bHg{%}pvh(L>Ok_K(3-5)caE<5z|h- z0OgzQlbq6ebi0 zoWRyR%d%%c5J47*efA^!*_ql?SZfKZt7t|l;b`@ z>J6Y#C`HelJ&VF`KiY;Miw6b@E*ii&`py3y*wD;u!eGUjz?oO*~74e205yHi0CI z`uevsaM8%~cNh{SiIoV3xn8o_$XRa6+q6TWQmsgkKtFAhp?%0N`p@Dw>o;@i;%5LwF#2y1qsIM{fX%o`+%WAlvn+opcgQ>MG+xUo9jJ> z9Q9BTPMleL3rW=?6&w{c7B9SIOO4I1RkKz#s)o!0cDw0s4Sg&GhsKug6XPQ@-k+TH zZC3uXXE@@Fr%@nthSb-#0qxs0B30yYJX=oS#pZ;cOX_aypT!-=>dCHHv56eJi(Df8 zB7a*+G}&Zz&*m`e;CP*Fl*%~D+q+xCaH>aTn1;F|N?VpA7(Nht%}S4>w^Gj0u{i%$ z!{2I@55RK*lc|Bk2Ab!(FH@=zZ%FqVR6alr)t)QR<@on=trbTl8*4eMApkeI&_5w* zGHvS=Q=Q8`YgXomv)tpBd+1Q97!dp$My(qT27v6KrlAqsXx=>WwUSk@E%W0Wx%gwl zYHLmDcQOYREOq?X&A{eUY?|2Vzk)wP%0J%{ z+u!bX#?muq&_n$H>i&>BzKUm|(ukw;OnyAud$M^R<&6gfw#eWA>EzD8uC-@&{@=a7 zsi#0-4!D02B9(k|$LAXd1L3*spRQtHV1SqgFAX3@;1zq~=$2sojHw%ON4nF3njnYQ)S@@dc9lsf$z_ zFkATRW*anlboK$|bh)Zdut2izADyVZ^!^@rCa_6I=zZ8;0ZNL>2{2-7oyA%TKTYg4 ztnib{Mn*<(Gf~ToX+VV?_Yf-hk2=Y}IubYqX0tw11WbtJFgS>p?kfJ;0=&-Fg7*I2xPk!W^ZekQh z46AbA_a5__*#-*(%yk4BRE3#U-(IKT_QNR|Lb9^5a5>(%kq(6%*6_DwY5W*`fT2v}|L+8a+}UqM_j7dY*V#a6#bCv$g6Nv+g?pQd^H4JUA*$7 z`K$l7A15xg>BkLD{Ob1)wNJmtc1hDTO4n4!fVBikYm;;Af7|{)Zz~Ul_TPTbcv$=S zvx4Ix&qzSjIR1a)F@H6AC*JFSy6xl0N>2Lz{z_oCCx72`Ir<%54qVfOW zZLeN}31nwJL43H4D=IWp8pAwMBfn1A-GD+*o?u1)F;4w{7bj0Nk}7lT#vrI?^e!M_ zhh9WKg6ROrCr5}~h(q3@qVJC%KSl!<(eQ9}st{Z_#Ka(zbg-l#Hvd`yZf;4&6c!Hv zukO)WS`Elmbvv6I8};rOId^@`D|!WWjLHdw4$ZUtx4@>cHP6L70agf$e&|Z#-o*RD zk|7sZy=oQGt{Nl+u(g8mO<@6YUbP*#j7IpK-@2}!97hq%EK1?w@17*1pfIMT@8XjF zN^N4b!sIK00iqokbN1Np#i8Pza9V8aAr=#u2nj9d6|Zzak)Ki7hMa)yB}RPi;P&or zRE4#pPs^3M(uku*J`-yU24T7wEVfoyxD7gFNtT!6j)`sJU@Cl48v-X@sJV1YgI+rB z`}uQZ3qEQ_p9swy5PDBiP1}ISCi~T+-BIJ52tJk0n&(%yNDB)Kqfg@c{I~ak-H7k| z#*HMc;;HME>)ubT4rpFlJ91E=}1dw3_B{J{hCAw{5vmZ(4Rs1U}s$OoA1 z{cVRldJkFYEdZ5RFwm`9x)L^-Ytzxt{Ra-X}8}^5~z)=1=;{scncq?JsHkJ&`f2x_xje&^ANrSKNr zl6Qx-uRjVO4_y0BX;1aIztv}&{Y3OwAYeke2|&9Ws-l%nNl!$Ae%Po>3BG*4>$eE^ zKl%Uk@b--6E38MFvu*z8=hOI?W{pQjHYqe#q`89+e!YQcs?-Q+SV?!~vjKP%b8(+u z^)`Ht+6LEG2&}6dDt?(k2UcDu1+DckWh@M}op*VQCc zxRo?0LBx_iq&x8|?#4GoA3^|M)be?#@LNYse_W^;b&+|}l^U3U!;}Z+;7!=t(v}lH zk+6Mytt#fpY+(psU>?lBrx7+0`k=7Dq@vr1#@@z%{yenSo`7B?UZAc(FR}>htS!; z%nhu_poj<)Jw3hy#P|D9a`qcIeEnDkbAOyyc-&esSjOJ9C?w##h!$9;F`%8m`}D^f zu2?z#Wki2$Y|f}=h?BGOU#~JL`077AOXce=pZ|ENKVMNarh9{Davek#c>LO+ z-w88J6qXP{TNf4CVcd|tl;G}j<7eh^MJC~Hcn>>pfp}k1QbHJ)s35J%BJKYD!xtR8 zV?~4#fsFAxcw+xa%)?^`27VA`vRlwJHlF&o_bKZo?u@`9@d9lVG-Q!UZpqD@dhYI4 zpWol12MG^uO^dixcI~o5W&&lp7_*VaO?mL>pI;)pY?!zl?WF+p{gJ+68J}=|yu%a` zcJ99mrHws*SF@J35&-bQ=5^`%iH=tBmjdgiWyi zmEvpcrv?252ZjCF>&Msa$tUO7)mPrZ)JQjBre|Y8VB~#OLiUlv!PxDD_Ain|G}NaZ zO8@PqB7y`=?-*t8PBt5T8PomwqRwU3V%qZvdd9V9zJb;%ti{g&%><@%nIJv;%XSwO z(zaZ=04#?O#2@vJs{6_z)ejtEYO1??ddBpK0i4Irujeh`#wJ5}PQXrY1d{TK{1PC) zV7(v^d!mhpbq{rFj34h0;!hP{nfd@4f~@YkXyf6nrq?G{|0KOVdmaGk^WlF7)JsCV zsb?9kjU)Rm&S*5q`!HIXYk(4dL?Y1^U#vS*0bYjFuFW{X@$m!fz(Tt)>?JhX4E7^;@7_f~#88u+ z=ERyWv-L(ee3lzNe$>&`#URk~X7-GUNT){4JWW^d9?}0;1mRpQ1Wy<_YaJSJ0=r3N z=RZZH;Kn{Ra5QeJ@zf&f}>b}5C+5k{Jc*AxI0yi$>Ji@+1?M+={5e#w)8>gEBpjGW`lgd zuiyOR5ENn^f@8uW3|L2n)vKS`{&sw6yrE5+VnEfI!}hR~6dia^38_3zC_<_{XVqpdI;o;0>O5CWpR+VLI2gt^ zlPrsXW+ERW*xmh~C+3fP)woeiB!MWuZK_h5z@%S~L66`REfO)f{NP`&n{pq+r=p`* zfYKx{FAo!P@EE0!{>%s_p2(I`>2=fw=3?j?V)K@d4buMMc^o}rVq?p_oDzXojPIU4 zWNvAiJL6D*UDlv_C@FQtG|F=2PMjY<-h>w|G_)TXw(t`YI0av$Xtu!h?~+qyZ@Ll? zJH7=)^%57V)__5LtG{H&pGDgV>=Wvjo8?-v>k^Ym6YJoHlUhATF)DN8J%EA zAy8I%0L4ch_FQ`^H%0_L0TuMtY))vjwbzI)C<(bhX_Up%;n5J9~IEH)qEgshH z+AF#6QPNzVO)Gl)pnN%qxoljou5F*rsA8R(9Z;YwE-Wn_eKqEV3KW2g4N#{@@484L z%Jv+(0iUO_!MA|%e|2E8%hd=R~zfjMK{&AI)rlR12K#~NfjJN2Vq00naR!N48 zPV`qw@2_9++fO~pC%iY{SOz$t@O7gXVHX{)YnEl~`L8#|`YFY`1!ZLzj~kSGf^t6Y z<*(oU^9c|M|LMkjLsH`e6Yd*N=SbH^N3}pfwqT7$0{R|Md0CQ)8NzozEV?P1z2V4vMNd&@ z^qwYjn_VmV97krdg_^nBI5{~fDJh}NVr-usx9fVyhH2SKqHY*!bi!!|65F)(6*Pe| zGyFX<4a*U+(6pmD+RmKu;LI#eyb`<7;Q^%R+|YHzCgSxlpZB1;2QS@dbZgMjIBSZ1 zT}H3{O(MjbTw~^NtThg>0+?D5dhfzMegF*%pC%%Ocu_0}dquARMD7DzfJkVI#M8{o z>`dqBdiwp)#-4jf*^ES&VLtfd{^(WT%hmCH7^PSg5;AhVX&P z6|``uVb-i!L$pkTN@}9au4??{PO1m2Am1z+G!Jr85uIePLir65^+}-iK~pPRNcTpt z)O{X5_*r1K(U{cB$)$;*N{G$4XJWEsSjah_n$?3?B@%=_K0unr6$SNnNv=(;{Dy@s zF{2ITNu_C_N*KYh90tdnX%;H&{G4e{Qf@J(fOV3y`>x~|C-6&~c@*vtZB?O!9{Iw& z&3d00qz4EH{%v~PlKURA$?Orc^GYUOuGhg1p&qM)stP0n1u1DoT>mMOc+v}pnWXkv zNlD4=+qMy~XjeAUG5BIk8r!&OMNyS{60J;mKpPgYx#%fj4fi2e`p(EZaU?05kM}$g z!7|>0lhJ%VMD4>Hburu4!^i-?6EmC2s`>1W3EISMmV&59zkE3%;!%QDYz58CCcE)^h?B)x+@Wsw0A_)CeET$i z(IT)_Iv}u}WS~7-n*^cedbicNu*O)!ka&R?3j;XJCl+}oQKWlrINYGrj2d(7#Qptw zfA(-M)z0bHLGznbCcJ@VvOT0KMYWGNG(9=HF~2bFTcx=-G?{{Oa;9!-l%rPtVUmC13IAs2^VxJSNK}4F)eUVJWD^*mHQCYpn|qmu|6MaF-Rz`@~LK&LVvYBm`isMaG3 z9$deW6U65>EcnV5!tcdi_JXbj5-v1tFe!5G+tTkB#j`gcKLP0>8+m!PT}q?k&Tu|o zK>^jGb0pdKq`lfB}`d<4qX4ciMc^g zLY#z$k5PF)EwYAdMTJfn;$f>tD;dm*ZQr!4AG~AY$Uc^wovG|F@BC!8tc&{&t#nDu zQo6bD?~+Gk%eSvo=F_kAqV*P@$I`qi+lJ&9_q>!&Z`tiNaG*=>^G=~U z^|Xzb4%}2bs-vgBXv%?C8_HUG?B9LpAK9cCxQ!%A99~$S41A z|9O81} z3(A*}C zpUFZ2cgO6zJ**=CTChf4D*S4gCkz2yy|#E-=LC(ENJzF*p=$r1`V&1B)Ew-YCixm{ zpwU(>?+bo@!2>vDQfpf}ug%>toaQ93zMh6;k6X^&30W#!@QBp$g30>nml0lh)}T$= zW(gHV6g11e7qf6MbL}0~7e{?A(hypCeOaNMFNUM;YTLe-lbf6P9elg6nkJz zfRDho$%6C(h!Zs`_gq28M_9)NnjQntZ*R3fhaVZs>NDRy#rT&-DU9K>->kO26BHD5 z1vo=^COAiNM=Fns3uA5@Qz%LDm%KI=2<-&J%W`V2Kn8dZU|u?G@o_Pu5S3};F0P>f z$Q;t6<%6SO4>z-nBLR#YCM>&m4ic}I!A%gV;%Ptvcq!wW81(WU)z}qb_U`%c{U9Cg2t7BgPO&?-nBE}cG9KuszGaBC+aFs z&Z;Rq{0AtJp-;Y|N@$C7ql7vxV7)DIAu{r&`1=}P7q)=~Ed~h`IE$qQK(kU`_UsA!{%0*NTIu?KH1^d{GIw>C=bbI``3p*B zY4!f6;M+9W<$QfSi!wq;KS&2ZiCaeCv~CqAj1f@ryLHDJ8FVpjC#M@%mpp%d6(qMsh9^89shM>!<6O*RN<2%a)7HqKx$E8)pw***sZyx*it~f- zpw%tkFbtspnm^W6y6EULYN^F2uIi*Z(WJ)dCCc4Ktl1)wY0_oiBpSmf0M)R3@LS92<*ORD`emAE(Wq~D++o6lTbw>=H#F(%u%(RZc);WTmfj7Xvq*US23%f2?x)6I+_fqbka!3&{B($f zzXEcs`z4OZ?vlzcy&_WqN*6S-pP5b4QFC~9dIlW+v%y1ek@4{6Fz>OU`kUQN^FrK% zV)S|W!gtK|ZhaM_%xfi~O|#!NQFutfGI0EXxmCWG%m3`w!l`IWeO($^m; zia)l0|Mg@0bMUWPvR$X2$_(&SG@Sbum?{e+6hbG45npKSCIB^9qo-Hf?6MMBts-OCD-efgboR=SLDd^70=m(3LT)XYRQAQXR{$~vJisbZ|-Rxo8q04 zlzgNXGr0kn9&1aCH}mM&=yO#q6xf5h|SHnVBM8_Sna z*Jlc&yUhqmYmUDC-t<$qnS6_Tccn}<@{vo~ROLWB#y3_l`*j|B$`%XdghhL_l{|Nd zThB?6=1(ftfCUrZKqKm@%I(#)Ovl%M2oM9*!(uX91HPN?r-U*KWg(Cib}P0W?e5d3 zgwlf(E$oY~v-8Ri6Peny&;{2~5EzK={!^n~x6QM#l%7V{r@a>zw^W8#hDK>~tbc@# zYE*L0;LWFU*TwF7!`n?fz1RsUCtR30zM~dABu_6~{Kn9%uN7_x{I>@Ey@$7(UE-3= zf1oYIp+832u!k2{wYqnUN7gi%7FV6%ae%c4?X-}GTAS{ijb$AvoP39i^-@|b=2(`1 zqNg;6X1aR%)vQ@*;W@}_Kl&Qj$D+QaE-9L{%6Mn#vc}VK#|PyJp(Cn{AI<7O6bHjy&q{e9}`~9tp&rI zuk#s0un0Xu?1%Fm{7y)MJQH;!% zi8980ok6=Bl(b>TlH=r$@qb-n*iD0Z)}>;ZVwA|=0$~zbfU5Ii>TBlNi1)#RUx12c zMql?>*DFt3UIe`L?2Zh2gvxVld0qUGS+~h?ua?YV5YH3MuC%x`xEFZ^C#-EX z>eL70pITwOXBC6bxMx==tm>wFK-Z3<{ad8F z+by@Ezyx*)1x?euzB4>)yREl+?K4RmC28J! zUcZ`+?VT=f5pfOT+(G)c2)8P-Ll`s@{hX91vkNFdkcvRwPy&dLK&92O9aLc zKUNm*x^vmRm~*IlZ~1w@aM2B{wpXqfK}Ch(K_b_IhZrerzw$^5Beba@OI$T4RcgMd68@ls{0QdNJZqf=gE|4noI< z0x~?iNl7tH?pS0An$;F^=Vo*5&uS}?WsG5SQHMrNXw2L3ktLSm%1TO0?Dx|TsO`T~ z*i2nCB5w8~k9V3#PjI!=yU~4K5laiXPRzzReRDQFz0D@FM&B;e)7$H{zF}*jNs~*% zK=W#US)Kb$BD?uWrhF5&Yh!sdt)L~vy|YaX zMxn?GI+1sH-&-pXW>UJzkNrcS>ka#S&|8BaEW8KPqLGVhjZzEj923W;2R4}{iH7fkGMZhrVh%}9cc|DsNEHu)9@x_4^waz5&pYzPMPHBAElGw` zsG6YMYv(O(o|aZtZQEZjnnh6$tQK+jqvEz-JwyGQPW&x&aVgAfoSx<0;~o!R8}rQ! zZHym$FS@l^7G?rDFMx41%;rC=0K2CAz>Cbfj%}W94dleP4R7fK7W4pJcx)?r@PWO& zwvjc^DX*~`QOH{;V~FADaXCvl94>CRq)^4|b6Rg;9F3k+m$%P$%gB8DV$--~@!Lwh zf$=R_yx5Az9c1;56|#)bJvG#`2~i4*lQTYgTOfR%`N%Yd#gMGZtdgWzjzh;MP2me9 z<~OkXF@wg?A{+@Cx56j>>@4u3ao9vn{f_LLxc~5rF%H8 zw#T1296fNLjD9_*aBO!8z>(K8I4byy38j?(95^=FPupEe95dZPC>*Ny6<1m1>0_^C zC)WGIhAv|9YEhJlsnu1-a90y?VE}(IFMf|js28^bq)ZRhHOwy3j!h;lFZRuH| zh7@Tt!KS|`(mCSJ=b{UB{3_xW@|)Fvk&24m-yi4x_}DB?b2o;d*|BRJ>AkCORkSd; zi{J7wio=pW8*u5SJKEab{QLrX@g?l@Ivq1>`uZDfq~e-g7;ZS7NL%zi?demcss`Zk ziQf!ERa%Y9hHAeUI70=Xm?yZNUEM1na!~GC{&(P7mRad5Va4>=&Bt&d`1EQgYx9;@ zbrd>FK*ma`EDT=BxFz!BqJLJv{Zqb8#J#ELPmk{jw$AJQVo&MAV;@Iy5ZE%lHO>;2r5!+NLX5H-E^WEM-Yw4v%{T)e#Mg7~=PM^aXzDwE{=9m& z=FZVIOOk_xwo}A=H*>L`x=nuJ2;4wlj&$eWsl@qBK2-YZVr3yI>%4Z$va7R!JE{s6 zm7n3ewyqd}z=LCTnW;|k-Y>ZAzbwE>$XK3H8|-RstDkP1MILnstHD&3!`j;VR;Ner5I-Gy)C~n+*UpVWi(htfits4{B_V0I%NOqMRaXz4drr! z%sm(Qq@>;q4e8V^e=jacT*|#@{5A34JrnVQ_G8k<*0bSq&M7m*9X%3_->zbg5WArT z79*3iCAK@S_mStV8qJ@6|AAVDxW49%Z#M&uaXWp$&lYr~^fqch())%pQ~b4EWb?CD z$a@xAJYW;TXiMN{czGzwuy`6$^E%Z>8hFPNqUs9V)LxwFkGs;+H?pIoUV@Fya^G;a zUKgPA`Xf)~lv_igP1$?4RxIiVw4B|pZO*N*8Ch+d=iPG zGIrG)WS+gWw?i>&dm4al@eplf)rq~M^aT;H?be+m+O?UBYwKcSS2NRydZDq;M6GvO zPF6pPT+B?>ZsK*`t%Sp`>9fYk5p+TuEweq*G z zO0)peH*vXD>t+4yYwBKQRZClsN{NAro7=YR=8%6InacoO&{1qsqbH0P(J!BbBF)Jyp*KT_mzZZL|YJ9}0sU`BtgT z4qCg?URkG>kVUWMKP$zAE~TBswGcW`FgqY>6r4G{-=27VqHwPV%Zpmh*DjQ)s5$4G z2vxnL0}Y7-P{LSND(%=&D04DHFz@^26+Y{!YgWyC^T1&gX8pBJuXcUdVR5eLPwwQ1 zz~eWU->--GC1`9H&bG7)Ei}`h9=`yaQfYXXIt9`W=ac>Kaxr4H3V(43 z5y5wbze{Oy=@C5~SSyCX@w;TkXxVGF=vfhG&+{P*=2eYuSdp{Y07vlGBKgk4j5$$sXnk)b_mRmZ9OVyHP}jH!#!dj=!OZ1h^v{K2=*IM?R5BkH`OP=qnZn_B3biTo(^16%TekHq@8IcOWJD!({;1hT?oIG<_6aZTaIq(sNC!^CZJ%`y zoD`rFWW)_$J~wa6+$}l^!FyMECtsO^DMG;yS~b4-kn0!i1J;q}-LBl#f3xZ#j$ZXz zCzSWNF8S9Ve~znb56^r{{zum7-jLv;pv!WYN(K_Yd(MhO&3!nmgrKkh6E<|iYaG9D zTYHJEf9CY*2P2IE7{OxMcGL}yM4SG4Je3iC3GPZVsM^s?2mJ><$X?Rvh%E#NI`81( zCBuL$X$x&X2Ze>X-J1#hM=x*tx6>OPhXCBwd0D?%AmMf7$Pu_G6H`ze{I<5X@MNK6 zcBG>hGeWq#u-nFh4(ifH@7b4a-e6HMkLx~?WgKFNVxj9_gj}fs zy7dfp1+bMgTznKQcmV+cIE^Q6C0#Zq{3j$gY)C~i2J>JadAbsX(fBz%nrOzMks*Cl zBuAFrxTG9nbpHB_ddC$UoBd8V;vJ+_h#H{qw^S{IfL&GK4Qfu zM-1Z=a`vTPu0j9bw3YeSlW7OEWJZ`cPV@*6nuXNEZ#w~dgAUiEKM!K9srP=&5j1du z`w;$muc3uXTLNCKS8vL9X9=jA^Fx7u1<90P%uV)&vJQ6Hug7D%z;R#daWlD}zp(f; z@U-1>umS+Ous7vty9Kb;n=R)skkacA$zTxfmz;xNoZ6b*Wi3L^RP2GNn+{Mqff<1-c5yrA##ns9BUTi1 z<=A*@Al7{SyJT~PjTL+hYb&dwXq@=;2L_nvNkFfA{)4$}&h$(H<_IibB{aou zd14{oN*AX>mOllyg7J7OQ>M+vm+XZhp4dQHh)!SzUPpKs+$3Mrfl&bI##A%Bi>@J^ zi$TT05PBw%pRXMM`I6+Iy_n1kpc)lJ6tr$sjIWFf^`WHY;Q0x> zoI_dS`n33QQ%?+(Nyt4$3TYx zHQqu}t9Wd@Yg7ywi-QtF=bWRM8jS+h*7r+m*FrXk=fTpa`^<;iF+eMG);Y5}01p^E z%3dpCp1SfxT{qjjP-4aZ^?$~}AoZbU!pqwrN-X{wGuds|`wa|J&V@)`8Ce1rr1T-r zV^uAuXL#>cT({Sye_%Nig>vVH7nc*3{;}7kYvBSLI9d9{ZcpL#;_+edaT-cog-gCi z^Y!f6JdGjW^{4_evniB^5b!+4tuiX$xqVD&lSLjHod=lWR(w>3MrX<^FfuPuH9FBx zChX0P?yjg(t)h>?7jFyO(-f}YOttW#tep7J3JA=#(>}B|H~uQ?y2)1@P@OW5{MtWW zJ4PKst5QtYFC`aE$K!7&*9_a7QNLP7vAINa=a%Dtlue<8DWf-KyUWc10P&npxVTJx z6j|Ey%1=y#dfUoaIu`l-fXpUfMbA!?hISrJNa2~5zfok7r0K)d5K*0Jqq14h{G+f- zgZFQS>yXC9;nTzR-+h|$xwShJg84`~qBnO?j zp9ASUCQTA5qOox!Tm$4j_SdU&t5}d%IEXfHF;XQ#$L430nwyKC)j~}oO!Ij?3~#6t zY&84|fGi(h-!(R<=5!lD3y-w9p03Y7j#!bQ9ZWn@<5Tt9_Uk2nQ3me{9{d*I+bND{ zXp5)?auJdOaE|L_M*Zv8ultKyK&sM&UqnH)&v@;x+c}t#o2&cs)L}$fM4H2>fG0c* z6B6sUqlFlf5o_HM=wbYH{Sbuwxb;lF#$?#njO{Q;{Ov)^uufbYnxmP3)~N`L4eDJS zDa+Cz8BCb8A%cio!6;1}0dp^;yEF2KJ2<0GpK&kBch`_DOy2v(>wbRF97qDBfR>lk zckgg7_q5FI&`kF6BKM~&I1ZEwrQ+hK`75aV3{3^0@cYEy`ZehHCY4dwcj`2JzZxxM z4JEPBuLQc_lawV8b~ah**2A~w-+@@*j$OOtcZde9<21TTT40^o7YApfdO@@k(9%F; zy}l9wE}&|Wb(=k)`$-@k2E0wSU{T!(8*&R#Vjh zM>le91_kzsW>cUl{BM7~#UiyJ!RBz91^dF*(MyumTp~l;-hcd)73p1sXlMMYKWv0x z-9?BIObMb|`hWB5oB%UUj>T5u^bAuVdh{2g`cF&dEM;IAula&++)Ge5m$OuxIP-tU z+A2nzCC?8G??_wy`)9o4ZHrW!BU z)%t3LW=oiv{r&t5g$yVD5$q<{#ZKg!k@zDRM+o&hd=M#eLr(`72N5GE7(mXbD;!fV zxYZDPW}GyMi;GJ>4t*=g;*J^RgKN3DdjXQzLqW9O0octm&@$0%n26*Lz+Fr6vj_E3 zG&|-XoYA4`7#<#OvSGKJ+^koBaM}t|KL(1H2M!#TF}b_~m>t>|Vc@(sod$rTst1tT z+9sf+Z-SZ9L2iEl<_q_A=E*|EAjx$iFYNow{nCmumQHY#nT_DcFnnz&h>W#v(ee6J z7^TfCLPQGvCYvs8`h)@$Xh}jgsqbvWm=MSEPtwcGgf&^Ol6i$47$h0<>X^quS1h6^tcb=jc z`q30w(u;#<&aa^T4rRe+vBj^a1ZY#0dK%ZExhd9^SYQh)?sIhbaB`t9%X&hmvW)(@ z9U`v(%GY8}-z+K?f-bMhfL9J6uf;7g1;Njwl7?sQcTtEN%=;WdHhxp*!?%Y zKDhNPuS6o*j}sTDVx{5bRhyijQ8l3`;#G~x)96oGQMGLz$0mpug{hDjKYPLgA2KcV zn|*9-ecch10azwl%IIlAr#UFlWCW*!vZ7)R{59F?n3i0mZB2@Z=P?wh6vcNWWd3Mu zQi18)pzBJzxN{YT2#Ku+E)C}LxNKZd?infHJ=3>U7ckWc6e&0c6r|Kl3dJD6* z;p#_#HlSX~>Y+jdyxw+%2($MQsq+u((a=@5O>rGnwWWKP$>m4mMlsCqTdh@+sleOi z)Zh==_9q6qslmF*Wk1mG3qg-SEur2aAz3jso%SFURYrQ1?YI@In>3}rvj7~QNe zRB?Vmeir&HSnLIxARM!}4>2b?bltZ=PRgHS2veD{O&QkwIWY&^SJS{yZUS^owJz zI_3y;wrIu$j9zn{l&-4!=sLXNL)-Psc?7|GsUh1L@XEqr{R8>97GqaqB+GCnSc-SeV zcLQXy?L4^_f^?@MsJT3ESq=5E`$c0d_KJgYvnux98;J2?+NvxIaubvskzhW;9LV36 z5vmAiW$+RAx8fzGGr_rRAvH!u%_M`Q3N+q924T3J#f@UjN$wioa zgfJ5(KR!Qnf)RS5DjwSdecj$;V%E*xf~aSQ={N#^M)r>4K~T0~^8_C%-$rn7#%0UM zFg?hg06PdD2GS2P#u!OpskJqSL-ME5`*;QZ*0Mj*gz5?4la{De+}SQMp@(S#O*txV=d zqmjw4ooFtWVCY%06G;&uW^F(7+jGlf{SMD3uQC9^NsE7#m0TGCC5S3`ynqO{(!72k z-Ejgwh_Go956CR_`8BIlx4{Q{r^0H7)&hM30^}DMm;`hN?8PJi%5aQEp5WsVYAr-H z55!wN>a5-DLESY?rJIYmf)HYFi5e6)P(%Ou7NW47ZOdcPI$l@b?c_ zG6%0QqaF-%cwFGpmDYa5qyO$t{!4+WT_G&d@4joYgF7=Zh(2Tr;jejZK+gMJVwnD`*dXeiR^F(F`|e6L>+X^%!_ zH50>W(f=orj9)G0nEjuk`g2qF+uHuV8UEGAdpjTTb0qjL&k$p%ZX+Gx13^+w5T|ZK zryLo7_T@<>n5A7?QF(0va|K=!&47@fc7l3{>ZEvltC3MXO0mAwp(?O#{7(i+vl}Eo z(W`(dhTdLY_hwi^BwtX_495bs&^Yvjz!_`Tt4_!{4uU?`QJV|Z7LbN4>J1=Rga&4e z^$1Nw13$9`N;yU!3C%oQH59-qaMxcU63*`?VW2e3b$^0Iqs2P9KqO6P^J@vYf^}$F}i=Qr+TkdySeeCQNa3*8@qwR ztdo2TxraM*Hb1BR*+G-26LlX)1NELviP#PYJLVc`5+WBv8d)b!mrJi|LIN9nWO1^9 zB|7NqL%n@V9KyknF#3pz#yJk*G;=d(Q}pTH*a47)`3nEAGvorPaJvI=igyj9V_vZ$ zk!F0m>OQ>%TL(E<8A%bMv`f(45lBZ3&`GLk^%yNzvGFn>E;Zy~wh}67sJB9ot@N4U zHOUNs*qo85`vUy!ZYa7|u1y_;W;!t~{}*5D4KaMk%CjDoTnj2Qxodb~PO&F(4nSE9Ht`nBNqLe!z0; zw<%9MkU(AEJ4X(PFP?%AB^Q{|G}!lsw)Pd9g**hB@1>szgG}mZxOHGb$vBg)`dJdGN?{^`r|X)Q*qt1{v`!f85svd zD}|O(q@^oSZ^D)4Rh8ycw^1md@7yL2KvZ~t-4XB%XJ@O!CQbuQu~L0ii$wH0>pr2L zfIfWEWfRAjNxK=(lCj@3{TlNV*=I-_s;rkTUi^UOA{09j=JWaO9A7c4{U0CsvzySw zL|B%os75p=k2oGjCL*zB&3&yU24l;Q4Jj=hzdjaySSWGGu@s>V1;AVA6VU4+U1F}` z{eJtxLuA3oTb{CxE3M%93D_UMNbpz)hX#yXbh)EJY7JqSTLFRe&bmu`+1zor2@ci_ zDg}x=4c`(6aH#M1@4m7AFtndqzdwA_8?de+wW!U4^ckdepHvKD-M)Q$mVpXwZ;Za(m^l`9fK>bhbg7A5 z8R$Y_sa4`70C?2mzw(r}U#f`AD*GMn8zrF2tjDa9J0=PrRQ)@BUo);7XDyo7uwZr;8_k;3>2$27+iK z;tE1kNv6TtiGMcXSW>r>VvyDQcZ;oy|uVWuaq*5B>kP#2A{BNscJlEMz4l0A!1Z z6l@vaVqfMTV7Zx}@E8GC0EGk;yneP)o34rrCXmwjUG&G3K8ap&fH-*DdWFw*F9pT~b*yKF{ zo1Tn5i)Se-W((nuu&26yey#;mDbIpn;>Ptq@5_Trh-@s2te8@LnL z8YUooe)6Xk`}$Hj&kfQA`%0!OtTm;oguVvzqiWV zy#Lmk)vMoTjxCm^)r&}jEcz2gj;$?DPOU#O4OFVEdcS6PaaHfOfWHi^wTdm#e53_f zf|y`dO~l5Iv-U81l&DNW|Y zWGZk7XR~iTTb~RJu~~tDzJF{&PKi|KCW?>*F#*{E-ggg@YAC}2Kd_UZZ~#IxltDESTZATpl~tgN`4-4up(1bF-Pi|e zl=l{1;u(nDnR$#!l0FZ0x}2lqi#+ZjXeUqJq&7)?)2;Cf3MZM4dK2o7pBv|ZHV||W zzC%JGIncO4_cwEVzqnhR_JJVV*IB5S< z6doV_TfPI6?IeWikv;|)f!Bw@Y}Ei{s^e!)Jg)3$b=IF-uk-Dk=BkO`ui(ifZO%3- zYT&EE;Wr3m87!Q5l&1+d^><(B1$XQ&dJ+F(RYJv+%M>R6{<_%O>-8++qp6>b=PrR-KrLelMVGzgyxxSxtys%h3RBGz_Tf7TV3P0fEB|q2SYb?62r30pEdk z0UMt`e}0tu4wiORr^jwRW8N+?+l%mDu3{o9rQ3J3TD|K!nQq0s%6)>JwXhL~w>XZO z;Ksc-COPHFyP5zVzjpLk=)-Gn9>_Y2@)#F=`WACu^X6Y_IQ_IVsd5*FO91ofI zK)Rza#|}C&FrT|qW668dFbu-FI2T~FjTUfW){VwDjL>?L4~;M!zcrQn^<8|wZ!NB} zDlC2gP~s4pfi|h@=;#260fZOPV}rRAAS9az$zAk0R?O!+vqrZ=4m zL&_yr-vsV^!2sIqfo&C<+@qF8`oNdg_k@2hw>JjmKGE)4VoTDskobY-g`|yK62ZuAnI&7yZJW1!>WF`jMdJ z=kp{wKYE#04D@@@JGZxWd$VG|_;2AC2pE$I1;cVp5@X`3^* z-P#7aLDym3bV^!rorA;t6KeJO@l%JTrg9z`7+4XX((+}xV;X;J{OpqH443uS0(fOy zR{qCJ%~+G6kJ}f7zgVmTFY=*9;bL6*%lr?~UxvwVi&>p5e==wAsy5|;X3Q}aWTjXJ zB&9i9&(GK?BLhxrzg?)YTQcMD`|h6cU#_rjoVw`?yw7qrHeJvc@oJ&Q^sPKn&vfun ztH6t7+GmnqOV(qewC*r5F_D*d9c*Y}oTY5+gzxo^-|#<>3(p)We5e7u7O5Rx`nSi2 zx3?|SftCOf3wR|93+-MBq2Z$5Tj{VfQ7MepS5>WFqihufmD!b0ujb?9Lr#v4CGXFUT0buiNpf+59ASvJp3sIBI&;BNKgD$zB!)7KA4y6&F5 zCSxUtf}5k+em^FtKcYNZiP^6z0@bF^+mu8zD^#t|zHENg5NO{nxBrthA0pFSiJpM^ zARiwT{GXx~Iwal>#TWa$_wwHxpKnN#<;kc=51j31=kG>q7@0`AV%u)dJ-GJ&KBCdbMfM z7c+iKru6b!{3TMnM+cs4)4@Jx=jJ{JCR{(5&E{DEJ$`()v|1`)efG+|loNq1=RmC= ztQK%G)4st#TZ>a>i_fIJZ4!vn-gV{LHPerG&d!BSLVSHLmgG-z$me&1P`$5Z13E%B zH;DQ}vT!A+?1dwAiaB*eVhb{cedjHJ^2UN32jPWS-X=a=2)tiphKNOA$PzHaETR_R z%W5w&9j^Zv`s;dt>QpuqSTT&=8*B49#E1FOx+BOJEw#s9)!6N=27oT+nVSriH=tA- z5Y;1geUE!|Lq98M>=+zWgA=8&JVLP#5^fs9y!BeR3;c(GK0~(=;$i^UAL%51eIL}& zUQx||>aB|M3~VkE9i!-}v}ey=fsCf=tSs${OZO^NeZGsuAotKguU@^8#QZ7j(pq_p zQ^}jw_rc@e%wE4{%~2$Q)d{{=_gzx(d4~)aDk)lnJ;!WX&6yUbshkQIFP^SirCRSJ z;^Qhy=AJE|{;dN)3R)@insaT5ZZITFAam!yFF6yl#SA+aNOXEojWo={JG<+F2pka9 zz_9vflj*v{ZUP5iWOL!USevKbLumyBq}QQkSB3Rb=N62h$)eIKM5y&B)64JN+_zM% zx1u=TGXrxwUP4nKbmiI0_wHz6SC$@qkLUL5-_H%s5qelK8vazOO8A=8Lr2wr$(Ti@@SToF-!O1_8hVS=hMdLr=FKM`HOI8mfH{HEb^ zL{JIj4zCV=AUG$w%m!O$G)8B~JKwvL;QeZjTdBF2%+@&W4(i>8nvBS>IjFm{hm!gd zPUO$e<}?4nBLDyT?NbpW^z$U61ph`NOZb;W)~@5mrwz>61$G%9K5ekWK+ja)V79<+ z0~5p3$JjRrZ=NV$bx|!#o=$LaSuJm~<}q6~n{zW=zgikd_k3M)f#=c4f^Yf}pO2ni zQ_R6t8xSBKWsvcFijnS@XUEO;H&h2ySenki|L~c@%pZbp&GZ7JE4G^%uH_c#p6|DT zk->X7=A7fHQvYiCLp^(kjx1q6!f#dLdMLP?F7%t_(Y`wN?Xi3B-Sm*Y>+bS}Zq8{t z3-`L}8LzAtoldknKec!E%PAF?zMIr?@IQA`o-!g;@zNms*44YQa%qMx^Q6_MFfToD zR@}Hmf%R3gY5u(f_ZR0zdD|~K|MiaEF5@Z2=I#<-_b*k@$~xsG^L>X$r)hwqplVi( z=1Aq8UB};^qN|9x&8~E*Pa;!u;PoHVm&sd5e>%vi@3632(|q^08I~-WipFctK2?$0 zvPfXld*xmsU1vAxrGj0I2UJ_HwVYf3cyH~E=V8yMJShx}ev;p-|IFTOZcmVf<`Vgh zwn^&p(OS1m@2qLv`Zw=rIG#-`?Krw;4kk9QbY9oI8ZmDx61VB7K27Rm~A0*)OdzO+|g* z=1eQ;X}Z$Ncbr{kM*Znb&!}v+b?f5%N^|MWPZMM|g<<>#yM*!6#rn~WQ{PWL8Qe73 z(!DuDDm&)$wl%`XlY&k}>G_+I@YlUBms6f)z^k@w~n!~_)QT!QETJ_R2L zLS~r3T+tyAQW)oI^z*&TNMHiyX)aO{R{`l83b~{ln8EngV0}`9fpjygl%seueOg)? z(e9cTjkZu$J}0`Tbw4t{=us$(^U%|L;0-%U1Tdv!E?t}85(hU-0KAJCaqv?E=o<0# z@}iR**|sY73h}QxKTrYp_s3-+n|yz9o*p_H5D5`YoTE!l7jy7sY(Y&n^~4~MjR*Bk zz#5F)CDqrHSsg?rXSEaE$C5uD~r1R zo|#RyS_`?90{OIGoeq+8;L~nK!<<1}yNi{L651JepS^Zn$;m}^y5z$zwcT$z3mDUz zKsdkL$WSA?*IW}7YX4BCOB_|8E1(#X1ZcQF9r_k>?M{&Eaj-y@s*KZhSuNOQVqLQ3 zrIKh(M{AZ5z*C)t`+vN01A3*KUq-sb_%z!64Ff;1JqB$b%KpqA*``6IChCVwM1_J% zPKK^GWgD5=UNe=F;Nxg=ve?IO+8$dlbgE^F4{;VX;0z)65f;dA3Tska7LILvu1^(;{pd@rCw)v z-tyxRwe@}&eEOWAgUx1Wjgd;)R(_ClP!;O~vp8{hKtK;2P^SZjGago zq{@TPXbioi)Au`55kwvh7=g=$)G~WC#vpt-8C%wkS8Qw9g1`+6yKY6OXD##wI2Iv` zQLEYasjqO8M>0g!O2N?m5^U4#jjuK;}O(7R^`Y<>oqPv|*xwm_}f?iiosI1fWNFca-j3#XV8s+go{kWQ3R0Lfsi%f>vJGh=$+POVO_MS14EAG z;xaWeR)-pgXhW9D$T9j)F45Q#M9L%+#$DgP765gEgx&SZ%+aO8;QFZz%jfM|4aqCM z>jQ{JIzKcaWAX4OVQSLC*yH?_=Rph*m|hca>*rl!AWCEr+UsTa%Ua7lAfb9tgmtv7 zdr0a{;p2B(#Aa%E@F}`JM%h(}{q|-+yO8`EngStB+3A_jsw}T_%CjLTDg5%JZw1%t zi@{f?s+xwSvD)qa#?rs#4CAGiyAl__@X5AaTfSNKCi~DwyhJ=5<9)i&CIGN#U4Q!U z0BRPPtC%0C=XmQThDV2GdRw2ykprvwZf?EMH!YpCjK*(?2W{oP8MIrOd`swq5N@av zrji2CV5r}Y_6P${;i?WrNjLPXuUeUTBi5bm9ukccUmgc@9L(4Zt+%>tg|+7* zwd+HK2%uPVs)geU*vXzu)qY4zYA9X`{p?nD2F%Bd^$bUWL0&{2Alv92p2wAXN!X;c z7d$=B>rZ((BK6&FGME_bK|a6oHs1nJzm`>zKBWTn0{x%#8XXW(%$l7pJ1d6B+VCmr zyoAt$thfhrM6^wHwFlF-M=4x!`POcpi>eB|U-ED8Uw`;q)hZX!{==_`O2dN~DgPc@J;`aYj6k^~4JK05uf@eeuQeG1-F zKkKe7;I}a|IBDR+aW+faCKyb2u7wJz>HI!!eK7JJb}H&7eqVhr!W2jI5E*&?Z5ZPpHeCK+X1LH2prs?}D-c0S$%P#DNqR{xrw&3gsgtT3ZIC?A)?dfK#d zv6Sy*I{J*Aca6%vjdPwhtnBcMJ$N?J8bq$*=lfeu+X!SS*kk`he9f^?>%fg=*=@CA z(|7B9kgzbMqAN4OP1Ns6T2&MKab2t3sH3m$;wzb5JT*5+s{BikA$+fxYQz zKM=0#+q<>tsgFeM)=0E{zT0Pkh~<7sGY%%kqjCK`XZvq}EG*xfuT+e3s)xPD&({YY z8KPd|raQ}4h3%9lojb3MT%5M#-s(l9IMaW=dV@AAsVHSU{#wMH{b}k*U#^pURp9yX zYs6f*m2pqmb@$IU_FA+@C-i=jVw_0tFJde9%h z#q1)Tx<)~BeUxX>98trZvJbc@m|Y2 zxn|GwDz5&BQhud}pv6^5Ge1NA&e+wF-PEp`_04~WuE#xVQ z>F!;wx{8j|JeN%{>QbXzMmjpyq6=^=`5&!k)!;bk*T}U}t88zX9Tc-Li%Qj91Hjm< zw>G@>@g|k7;re0aT_2kIvv;D>rC-ypEfrT5*{W}G{OuQ&QRDES*H+=lQyySdi-42F`T;G?M6(@i#FSy5-VWao|$yTwz#UH;s=*f_Kks#!XgVz_s>)cqYge%2mUYo4eb zak0PqbIRVQ{`RGfkTXfCwyn16`*ZGs1wH+DcRO@AVL*q21QEC&@PE+nd<#d~tctU` z8?-%z7vd)DC$G~(&q&4T2ZmqG7B|*;^GH1J%L1N^NE7cf?6=qSeSXP~g0Ag$h=Jdg zasZ4dwCk>)B%k(S`~K|F z4$}LS7*s%DArUB*{-Nv}g4nWN`#F+Jqihc@;n7}6*UsA3TV-|pE5L`Qt{s*=;NY1T zHB=SCZD+|2#haB?uPEmic-8nbogwsi|EJyvJFsc*OYNST;C4OzL32c@N$GJptF3y~8o*LVfj6ZTB{lC1eVULp|sM25yaVeJz5; zhqGIbge2W!5y{2OlcnWz5G@s1*PXs-Z(+mV`~*<4t%DQ4ov5u)PcjrkUb?olHMIv@ zy`3kj4q#`*HmzZx8%>ZAEt|Wd>$*BQ*)lz44R)hfXxBB?rrOV+d1Kko@!ecc&%xdP znrn4|S%{HDSM=ld5Xp*8fe{~t%qC9-g{qya+>PS5Fl_hKhdM2xT@Ox8&^LEkl6vBZ zZ1%_aHn0Y4_;-dmU5&hiX-`Fw@%bZL_2c>^v>oCiZZ=x-z1ksm{5@zuC+!oGu2n8u zcWM5Lo3*P#Hi~~0bw%k_l>aVj+YrNZFYk$f*4nj>o@2T@Beu^`kH5Nn^IfIA^mb>~ z?KBcdw)|)@fcQdxA2>#MA6{4t6(N zIhXCj!6a>2iNV~F!E1clPL?5?jXdjhqTgodyTxpqH(+(UNG$Y%l8I<{LVXkvu<&?C zsNo?H_H10ZG*VXS{ji1IO3^v}hd1=+4e1_JXHi`>az&%h#3aJE&k%=29XF(76d(qfAmV4$7y^CaEVyjr`(h1WXgoX~_dmW&gkVy%t zk5{rCMv?b5CoI?gS2;aD>+7n; zqlZ5sYJ~0x>WMm5^QtZ$1diHf(B-}aJq_2jH`v@LT9vPH_H1TTDqZMo{}T5mRj&R0 z8m>$du~*>Y;c%NcV_Fi22#fUTGSFnSZFIxJQ%iLaGeT9Zu^_A`2RvIe_|`pX@9jn; zy5ndbn99W}dj-7I?>V~0n)cZ8JFXtE(moqk_N7BdEE&Gf##%Nx!!fFHtLzdVAMcp( z{ZF~1NU*cg}<6c8KTnFLvn} z45`t-4Wr{~5AZHG6UzGndaKO}r{?69sY>;v%k~mZsek!r2Q}X$B`VxbKy*J?YXqvm#jX&D$m|EXbj+IXx>p@a4avxrKn3EtGYjO-@0<*AijkvF!{SY*>~`T@$uMF{(&8w{E{_0 zZZCdln1fXLi;_vQ+lOt3&Fv0f^%BhKfck=mVEy294D_mLUwk^it+B@YW$z|tRK`-g ziY|Lkdkh{g5al}hXcnpSJnCVsDRc|!7VP_}I6@H$Jhm1E{_xBE0ycquEG#S$POk__ zUh-g~qIA4l=`c>K&-&$aY|+06FtOIJq`>d2&h=j4o%I7cL-uk8=o{*{KB9wpZVJ5; z0(+a~7uem_xX)(XIO3(LDuWQKTEtW0o_J96t*801L;Zpbfu#*WON$Hlny4zf^H^*r6ErX*2K%_C4dzSKCa70(*bJm^3yn!|Tq~DY z$zS=QI-?;$y_jjAwZVzi(GQDk!X3@y6Zny>i0b$*q9|)II|=Mfz%UEZveRB}HsFeP zr7e{@kI-K=?azg)IZEYwA8J02XxrqEbiE%!mGJlN$fTm@$DF}1igv9i(uGO z#Frin&0SwPqpwUm+Q%!mCRuGYqm4742|OT?TH~v-)Fw)9G1^mWfwbg1x^5A_1NrHv z)@zC@iE!NQ=|h}e1-{{=Z~_S_5%VfpsiL#_192&(QBian$&L=p0wQbUXXJ4~tvMrF z`>1(5(@0#If=hy<_1a{vVW?C*4dOJN_cIk0j6|q5p{+qM@Q;3Cx}35&$D4oc9inr8`?U*wz5yc!NZ>rB0%Ca69; z*ZPy+D-CXa6V!ytdG|(y=(g?sb|cR&wL#kUq!A&VWc1Br5x%j>?5?=ZH<|XUg(oVI z(dPSM%UXClhciYuM!W>YGT;osiE+(9f1d2Z!Tah|H~orD;0 z`_|+SM4}(;6{i*U)YD1*o2O3M!*ezHkkp{+gq=SHGfQY zZoiS<6j-XKepA$xKUnr$GoXbbh@?Gy{En{g55F_)!7AH^FU(q$pUeskOkxveX$$f8 zmBd?{O6||tY}ftJ{-HvRUroA9AHW`YE&IRCZ$D|Pd7bw@bYurGs3UGzBjEmyu2@EyK6I(TA`T6eyz3Vh>DAf;lYuGc zxuu|^tZ}&V`UX$c{H~Z=!pDEqTKjc6@~@A*f^CqIQ6dlB;xkcHEz6#d6*|X*Tu9~%x zD^1yoWixZqF)j>a!NS&Pr{3btE!XzkoStp4s2(>(c)?LiE$_4t<*j^P)Ve7ZBOU!~ zec{>Z>FMpXZ!N^Pq(89$D8h4W0D}nmDiKEHIounpbZ0%vX7g*`o{0V<34wG+gM?Ia z93}{8)gglho^%i`On@LjmOSawmYNkuH(ix}W39^x$`aWXUAMWS6@#h!XVdMWP4>At7eeYa_^5TAoOq#o@?|k zfjivKy6K_Big@!n5oUsv8nbE2i^B4nAi2Xp4TvW(!3Yltp#Ny)$JYVLgAfPH_0CL zX}T^DS}2Q6b>fCV?1MD!89X7TAz-Q-FSCf4*ug#RTLN}X??uEmZ^agMRt+Q%vl)57 z_In}V%bPJ^()l0646XwQ4giu#Ml0-)218t;=d+@7 zpfZqoI%I+t5NW>$D8!K&u&FZrIxC1|6N4w}{5prORr{A1Xb82V)cq-Kx%e67)ImTq zYSu7y8c&YA$Iz&uDd;+d&Bbgc(Glun*rk^8FC0RYHh1=HTd3M&yjv5-WXP-ndzLH7D<~!@sU!5*)^&uY?{+~+;~k29 z;Iw>!q(L{#h|o{GR0g#yOg6{h3^Lzq6}sL4heih;xB(<33S~+7B`62;yL*N!`0}Y( zID#XPzu;@crS$pdBrhWlXZ)gPQ`1dM=`LjYg_~5ZoWO30x)dE(a}#)F)+S3pj_uyi zj=beW-BJ>ICQy9|o=Y;kpsyG#;L-*LnX0wJH7`J*0d36)APnXcA*)vnQn5V^MM`L9=Bd*_+O#G&?GBX#0L?K>Fn5F1lWKK&!-CQUVMC<~!m!+%=7Y4I^ zUyZROn2x3=VsDcc+t8lfR4+D&nJp|buo#a>H23!DWi;+7SLRn|`DLl)ciHTg1X-W* zK2R{$y6$5z99(KRTDF8Nu|4Ze0?T7DeD4J~Nf;K>zpxSzg0k9BRX0NU^bkPKRdM^k zGsngjxvDZUM_DG0X-zB{qtSa>qX~6@u*1A#0&l8oEC%2rmo8sEh$qXvCE7v&K5Skx zb6`ktNp<%%$^LZS&7>UOgZSpNfe)rs7d&Q+yIl$X7Uj^|k+ck?QmJPGcJJ76VZX^W zSJ%8`Z6+{@gf72iTKty2|+=@iZ};wvTbz!sJY0b zqil^%_wSZlZ-CeHlj(wBA8pqogd^s^KOgmb=3E7zx;md2-qA?Z`T??i-Bo#d{R!%p z87xZ81#8hB9~$Hrq1ue62)}>y=uwQ)PH2t8N;I`sAW|snrFa#cU5rLPFuj5wy1g18 zVNVgL$a~5_(=nO#cKVkB7fN2@SzGGX6xB2FQ@2lBVJ)kLbJ_|v#Oj4*XI995!qI?g zMG_)6%$`7L-4#+z?UQumuK*F%Epk(}78gUwj$3TV6i1 z+}yJ9iwY~SYi{Pkkwq&>%_u|u8wwHRq(jk(C!PZ-dfo$hc0Wr9$b#K}uJh4DsPt8X zHZgU~E+)rgQr8yqs&pI^Zxr5u027TjhQ*Myd-3@3daA}7w$`7}c#|y#erDtRu5w$A z6&ev7<%SV&V~^o6J$>5x%Q$C!K{j(7MDaFjzx;go=FDdt-v}v_j9>h25zo~ldkfAn z3e}MQDI2EObVG8=xAkzqg9Dgb*mxveGh;XlQu|zDGgHF>fD(qNLGrHdP5Sc^hd&*n z9!#8vfBr8e@afa1DE6tTswzUc@Z}A{RjZE;oU+WbzjMfvjBvE}Jf@!ib8h;rM$HI@ zb@dKf_#PY5xNixYYuC^%QPVvtFU(VadPdcr2z7b&;U!(J_=Vn07O84?cjWAu!3U+Y z4=O~zEon@@t$SR*4T^_%f_F@zI6HvsNtI)39G8OAMS}}f3T{ANsb}soUkk4(S0H_4 zL4@C&FDp+gxraZbh-2hERqm~kSFFUM@xbIOZlX$){i|!=Ud72-t<2BNU2i#sQXx;% zY+J|?d5uK`FU-u`Ysy{Zb?d0NZg~OmgxnD&*)JTT%pUPO6L%pnSxCLjE$1NfCgmt= zg80YzO2`Ad{+`^p4CnU{P}?k@zmPOl9&lHlcI)1b6=z8+Nx_64_+{qgY<{Y3B6J8M zC&pJ9ET@rFGL&}jS4nr)%f%puD&PIjzgE}0`9S7cz^%ClpqKZzH}lVT`6GeI&TW|r zN@#^D?V?F&4lLRg}kL#}^!&R#?T?TRXrweVqj6GOg?`%P{OHBsg@AY&U}riv!YJYE$W zX|smI*wZFccYg8|%9l@Z7J+N_OkC6k3~D-6x@p1X4|Ei1>T#rQr4%C^p5?UVqCBLX zQ`#QOFMbx-+xy!-Ikh&5iw-i4)c2z0O1nCFN9600Ge1N9P$^_UFELuQ;o6a!IjCxC zensmFKoDhA@eqX*RqUV`v}D0*VoXTJGXSCv-``Ak$U_i|e0n(pgDRpJR2CkmFk(bE zIV`6@IySzCqvsg~HI}DlmAhPifNv>v&j;h$w!xGlT|=kK8Hn`a=c?|x+1bWmhk=t% zhSnpFhUBtgpv|s5U!NIb$G~ArCBb!}hTsF&0~!C}{mx^D4jmpuluqtBnJE)kT7Cx; zFd@wIPhXE)%7jtaAz4(1j@8)p<$w zR?xY0Ce4voQj&Tkr>J;;N7FU3AmPspC5p8DEGoBnJa$JykPN;gAb~5d28s=XE?&5> zlpEKFwyLu3b&{g-*dC7 zG=|MPc7E{8jsK1n`Im0P`(4+K8v)DWR*V@a^6KDOX;$HMO!zLO!5Ur;pl+g&cdA3*hlpc)X*c$ zk|PWbUZwrPe5_H zrAe>B4D*?(KJ;+MhG~?S=%KbEV)mrn6hvTORSiVXl1XqwoO8kTxudkj?8go;vEYL+ zrCtOof%*CB4tXfqAcJINVZr|vpvjQwXI) zYPx|BvK9h^QVrs$L^tkB+E4;*NZ2EM-&Yx$$FuL@88{eI)RCZe1tWy)r!#r<(~SbL z1NASp`{`k_!BMD?C?v%t0`y8+0GD=4+#K|}dNe@~wE!Oi-jUhbiMfLJ?tyTg9|F(!vw8BK@l`f9qv!ot3M`9d&A4h}H(*^CB(t-v8gOEp5W0C{@= zQ*<^e21K?2#!Rd$OeFIZaD_DW}nNb1@j{L;Lpm8n%3+ z8kN$kZ#puYcANX+K9yX2g z8Ao$F=ra;&JhctC^nl9jZFTv8kQMsZ)1)=x{{V_?waqFf7YV7w0a zFAy~e6$ubhznWserj;6)g}zEi$Q(Gg&2Y0S)b>Nm(~dy|-FO8sd~tJ8*v)3i5H;G-vuB z{pex#?p%T7s^2d=!Lky+|H}YVH`uOAhMC@fdAeVwmM9tA*lBWEWd8C^9svOlFJYjs z7)0EmcD$sChw)Da7#h-uyB@jei5SeXKm_S~7EzGQu3ezbu0or|n+vmcCh80;--Q_( zeJh9EG5dgvlQSa)s0t3c0&_34}eChycEGjytA9{;~p1HOQfqVmM(mSjZT@ItG!pHH25QWhTT=QMz_%R3~91+C~1eHrL> z;yP_Jr8mtK&S=6DslD|q>1iy!cPXREWEXAwu8Lj#kt5a`G_`|KpsqhRE!UZsC2Jl( z;csK;2YKqBcZ{zTIl_oN$F?fJRxA9~FU)B4^!^Ik$XTBJucKxGb7_GPbu*5~Yoo84 z2z(=QA;;wRUGVSx$Z|NL_U!_Tae!ph65)jtr08$|wZ7ra^xXZr)xX=wL-0ZW!Zg2C zOhV-buQwiC3{@T!!9J#8U>pI=v9<)I{Cxidh-F=JAQ9K0S`Anf@=8QV?B>k~C2(TZ zP*H$*F#Z=KudAl|DNeLUxB1W>i842uHhVIgFbLH1KoY3>ERWrbELWziv{3 zDHicre+al@>ATTC@Y67O;x72&DHuC~X=dg{H*CQEAnN*=DWH*%e*4NrNMDHp6&<)6 z%fN$_bc8g7kQV?7n|0ifvy54@d9y#m^O-ac)G%n1TVhHL&a12ze`CyQ0{qQuCMcgj zo91!1rZ;gX@LC1TEsxb@{`D>K@(xu(pRwF8pWcv=kKs5XKM7|NIe9|&wcq2S4WFNx z8_-V0wzDY1idK25`jf$<@Jr=hb}Q21*#y8th6zCnL))wQ`nU@?%>g*ZLJWvcp0AJf zhe3h4ibvrZ;(V7bU$$70zG?^UxB&UR`O>nXQao{sKk}}XgbANZnq>PMYhFfV^?P%OG z`CtDKkNgj3ji}!LXJL@r+-vq>>Er17|Hf_^7}&fp{_E56h>L^}Gf*hOSQV5<#(sP%@VAthhkx!9eq$j@iVZEz9sfmEY7WlGbm;)o z#_?7C_1n}3+pD$oi1rtKigO3`vBxi3OD%J#n;rhs^03zwN)Bzd&BS~Eob2?=D~?_B zf4=v|fYl|{>w^ z%-DKSq^O7bpMG2+9sqT5Zk6$SQW}nv*sy_&3`3P|ZvNfLf1P7tX2OQ?->B${#|01h z9yFPS2}cO(VdChXa&KG6UqS%ZrO>uea#vDNAhMkoXETN6ktCBTTs&V{b0iaBBlx#3<&Ni+&GZXjRw7SNSszp`ra_os3u3l=Ou%c40EOz!-N*~N~` zaS&1nNAI)Z&jnsn1BoAUTOn3>qr;#_jWy13$aX{_c*od_tq^CbwUU#8@*Dzxzd>Z{ z{CY=o107Htpx0NquuAI%fDR(@1i(V`)#>BFFhU5~BNxpkC_dLIMzK_iz}V5!qm z5>c`_fnE|W;qTHC5SpWO0=3e$D%W^vhxt@sjIh!JMOdM9GH4Oi?TC8@@6gH-gYHac zKG)K#&YOVogR+I4G1apqG3QL^4v8q*iKaMulq}>%LptFv(wP&FJzze1BHyQw+*3eD z9KCy@^QH80sSFU({2ZswlJ{6Y7xXXCU1}lut#z{cPfQmPy_&BN*8bN=X{p(`yi@YEJ zkFBRlhx_$93)Wv<@}A=iR8KK!4+GRElEP;}#YLB8zSqFPjo-h2r``u}#!0`5xC{06 zT>T0NdSld2F;?R%s`kt?)Bom_>yjLrkypP0XVmix2tU>sH-c_mL9%;E(Q@K}EmNIr z>wh=97F0Mrb>Tv;1+3n7=zcQ_@WZZ|WT+~X!GDkf`H&@DP1=_RCXboM-|VsTkHatz zY_;;cch9Xbo<%CplwQ_sB&tia8diq~(4u`E<$RP6}L}E4(ZVJ>{{%#=>QSF1wpopShJZawi z+l9pdD`e|vvwW~7Gv$M5c>=85U#}MzmuT<8@aZOWhk$H&XcZN7zg!lQJ8q0Ke zCogxTqrBgZ#0Nqy4#i4bv^V~IrSFur7oH0T zZqB7VzK5b+TN`Wz_sqBz@0W2#{Bh(s{Q6b?B*%Cs1oNieVcY%;MMxk zUZE{-l8p0^ZTyAyMn}KR=v@LI@fZ;H_#$oNgRlLfvNg^D(Kzz@@!d|l{%TslK>Mvv zDDXB!c^#}oc2gS)rH(4Am(#{>DF;~`9Fo+xG>?_rA*3`*e)MK;mtg`iQoo)R$(TWE zE~a&kVeiZ*!pxLIhTuEZf#PPLhN+MZAVMujUq$ngqxX9}Ew*-yb-*}!521t2o^rHz zH?|fzP1q+6I8%W+oOI@*&ZBREww_iY)!p~(x`Dv)aC37@N+xOWgN7m0j;XMNm5S3_7XAa&ZT71EA)hy6PHPFv(fje0A8Z3 z>`c%&=g;T&QkYTI3=Mn(Rp}+P7;y9>l^C*MVTP|O%$U0D(8M)-hM5=iR+lC%7>c*R z3oX3PUh(1AwuMogq6Je+Ox);8Z?Y9y&E|Nf>OCMOGE3po_*tjDI2lco1+!53-w2Z!&n9||)3$tKuwUX@PBtyYQLJ!KkicteO_KM@QXAo&bR2Z(Z zh>&h7gl?sm$F_(J#-;ZlnZ#XKqfu%QQ2*-bLxl-EgQMOAD1C5eOHY7 zinMZEf@enkc*n5!C-2I`UZsrzb)!*nijQDQv@_qE(Vtt&-?bQZzx#Iqu!23tlN5>w zOwqWoX!}B~_b#0E-aBeX1N?{7TIh+mdCSB%0Z|0e6+u=F+8Q4o@c#X`?dBTF(YNk6 zPDycMj^aW{GJMTx@E!s&xFlexS_nfR1w&z~ey2Qbzu6I&Eu5d?sOdrKvk35;@)%K`;BqO9slFlV<3yQ_u6}|x#o)b%x6kE;?gD; zsbgh={e?|>Mr@U=Il&j~d}yfqBrW@gd{+R`{*b^9A0MQ(^5(6U$V__peyf^GO<1TK zEf7)-A`%Kf!Y}{^81C;!TFl8Hh*+doVpPSa;ZNHM0ZM+9y>|8iT?mJS#255i3vhz~ zg6&4*zc-GIO`_;74(y%hh_g2koR5zWI16ZAqlQE}8`A}rf=2aIH!W+3fEDZwT0J{( zY&r!fVfZ7kq~v46`Kp=zCbZ3xB32yFTBH{sDV%^&(mJMtHsQmLRk zp2W5RiX1po%)fo~pY2Aa1a9yjKrI5cfFiJ{0aM_18kk1^-mOMCxqW+9&SLE}6_3%O z?hOG1N}U$;8#~os_1lbubi!_}*Ym-#2%5(MD{F4IXMiUPEQ0~sk5fQEAmH!cCF{!B z)T{L^!V~NoA?TjB2EYDGCmnkiJJtc(BLE;425GIqxfZZ)r}r;ulj*?6;a~pJVN;HD zZuYBSC~SV@nAhU`KnPBwkg5V^LXhFsSs=p(kO2Uyw1+q~Ff~5pPX=fD00MjE*@7*f z2;MW&=d>)f5Lb~qYrB7|0t$qsu9$+v24kQOz~_QwL$Hp&JE{(N4p7O2^-$&69(ayG zG|$=@^tA5_RW-BHa0RYAqn2oDPjI3__DR=uvlqZ&HUv%HglX*hrW0c!0#2;vAw zLBj9KP>{9p{RCJpKFf;F$ncr*0@`tnrU>GSCZ8=ygXGO67T;7s8ak@REFtOsxpqNc z--;X3>~Ag?2PECo2Hil6-v(@saCJXZSUHbYWTmHPq^9zk_NssO7AdzE4-tH7qA;u; zr`U-*g#qoDDjrIuFi`#tU_Rfs1u)7j#|BfhMt@0C?foeXR&o!J#{=@M+x~8zj~e7L z32c4~4`fnv&94S3%$~Vx45P=<4D4UL0SCa3Djbk6JLCRXZFhweK4}#30M5jr1~m>w5Sun((EoUE zLDz?viGTBNssoS)l8}*+5faXT4GdViT?sD&B8ir*f^=~73!)srM)m@DlD89TYHPt6 zy)NLn2g^Z#Ju(NdqN_Y`iU)ktga0v9Y#Lmj|{z;D_VZ zA96O6tz@AF4wqu<)r*c?J`a@VM&Mr{b^Hdm1SVikZfVkDWqNKRm@mTX!_HI5K17t-vkC$2F|&?^*? z=Y9n!Yub$f$+<;^We4+{KDpQ!E6=XeOyl@g7a(NkhyJv18_0qET3G#QdO*U}n>wZUZQE(4TdEowQ5V=zB>N{%!?C7}k8kS%=1E#e+vPZ3V&_=D;s~qy& za{ze_rgKFZnFj#ixJRLe7}UTbaJmDW`4!mzov?LPqGSQ42{3heF-Kec%XfTXr#mBp z>DxW30@E)@@T*y1KV2gk#X<_S>$&Oq^ZDl>)TUN=9b^NJy|r18?$2@tM>A$Cl-C1C z(dv}`S6j56S0H5VB=mG=`WOTyCcOrkq*S>lyZL(Id;m>kGG_;ILgvfF>#Sd67(P_FjYSU!n~S$ zH+$#L2iG%<}=zk3rzl?&vVTCtwx&aRK&4-kELyY+6L~5Y6N+ zyxpll>rwY@6Zl!~K;VL3))B~Q1P2dKR9X6xfkxmf9Uq^L!5$zr^d#0qgx-1$h8s~O z+48`aS!{ChS?O#3B_+63%6TCo7?I3Hry;nn{@~>%|Mqe%rsn1#5?7hzQr(stA)p*U zPPFFb$b3)YT4LbPNg12J{Gw0-{#IXby7a@uz-ucXEKsG+GS}FSNEtOt#vj6AX~5}| zY*tRRNn&~Oq-GZA!xoSR?jd9dY}nmf`xD+N#eUm-$bSto7J^OX)tjnu_iGTt{&3J} z)*>j+Jq$(_7{Uzg=2sR4*kE-JR+4~U>lXkKFoW~Y2RbAzz58#Kz`(6~e@(dlibF~Y z2&qt3Y$FYy5O|UhEduKuSN&kUS=rqKy}1#j0Hx4J(;!x(b{NF@?->sL%kdl@LX&J@ld#_x6 zRMKmdX{*l9{OMg1-s%j;K2m!7H}6uwkiX_qjew|ds*k^+ILR?1Q8nOvm6nw3tE~VT zx5ItT1jAHcO=miSwHSz*8-P~3T7yrl3RgUJ#boTPyy41WUS%i6 zB3WPFV=1w#(j?qY12sp z1c6aFXjtQ|bY1h>-r`Rl#|VQ9Oy?VXwm7{*=j{gF&b3UN9o}k%^%7sHl)G3AuzbnwA8V{=B>$86_;TWN zl{hIEcH=qg2nnZtry5UjkC9S##R+JNR|A4_V))RFu;^$DoWirBTxSNedoQW8wQGvJ)9VMJ6#D1$qU!0ag;O@VapNl_GuQ?Ln4(_wBkXkh~3nK=%LHJ=CbN=3S>-F)>u>T zanMaymiX5}%Kncr`Uf?q%5NS{H8U3nH)j(w7l@!Bi;A;@iMp99M3+THLJGp7Vdmiq zVfjtiDfZ`2@jrjc>Lam8dbmofy8;H*hg+pNARM3tHDO_-zma}E6l?Q99*o29Vkrl} z+X>2~I3W*Qu4;h6lMBN2=l{4N58R=k-opbF%}lL~#2h>zx~!m(i;t6;kBg6w8^X)U z#>~gY$Hxm=7Y9!RM4&DZ-anq8?&|Dj;;Lfg{JRh^iT?3l2rXOG|5XHRe<=dCho1UR$bb{V_Giy) zvvEPd^?xXX-|F+;I`9@Iu)B)L3mcJ_xw}?_|LKr-J=gJ>d9D8L&Sn z;eS96*x4cA`mM6s>>Lnq{U6HUPX+t0GT{7c89XTAe?kV_5cWS+R-2s%04r} z9RHUVljGl7OrF1%!GFkNa_~aH^`}PgK{);|Ehgu`wU~fg{BMhgzcu#f;(_x&WHC9} zA>jH$2AmuaaQ(%o_+N|#&VOq$`Tkl4{~?RX$qfP5UwrpJtmOYj0>6##e_uPW{nHxq zzpKH6KK{$3;qtI3b^C*xUf#;o1)}@A%OJmRhWuW1sX^F&w*~n<^{PSGe-CH~`yW+) zTNyR5w*6E4xPEKrKbEeX57qv z^5H0{KHchjD$YTn?${3qCqK=N@9mmRzvOs#%82ZA*!r0d!@arjm4Dm0-~RcT`R=Wu zjjv6)gTc0K0Cd1RQi?B`uL|b%FMidRLJdAEk8XBQCb=tXUSKcjfhvMq;9wpWI(A^O zgdQI&5@E7&Hy0*YR4RF&=XG8Ndz`^4R44L-$O`4#(0hJw`+Zmrs5*^MUv&=TV^Kw( z&8)mnM!(7=n@;z&)ZhCF1#IP7@x7atn$NhwJ>fDsybs4?=Y)WSkIm8G>J4H?5Z>en#eyIL3S&v%C%R1v7pE(Ap? z9SsJMQlT&=7|%EGS69(B?w_&#gogC7_ss;7Ir^&5I5E-Z>q3dpd#Nw z*(YL>jtg^2*~Y^?6P&Imkb8+L2uJjRxZw-;6g2!ILPp4|CCUppKl4W%)h{RBHBGWN`A3(*Dw1m?P*nS!FX?k}Nntzi+?*E?^dkZru}HT% zaDx-vo^F!+$oSGbChp`+f{Luq3OX_K86!BhOgwkVcF-TrvsnxjJxaU-7ws zSsH(Ct5D#!Z@2c9H^MOueL?X;n2c1BS3iZKMKmd z=mu8SW(RED{B8NR4icip#eraZf{%yr61QN1Ud^v##%=tqQ&(A zRy&_?OQK^1It!)Xk5DoS!J*Jd1m*LkwP0{N($Mj14pebmJq3?sqf`uK-2Nx+fM3t& z3?+^^t!J|Z35{BCBD5oae{jW>g`PKhX8*YUoFZed0~@jM$`NkK+xG&RFumX{wIq>Y zvahZH*%uECV+0|j!3!+%k>qPZvM8=y&d^yawA<))OM#&{_p}#p%snH+lp>+_ISA&D2+DHO;?}JvH)tg~G5D^)cswI5j5~bn9MhdrYuP<{|FZj& zNa|s|uEqH63^(P6XpS7G6m}ERDB<$A28x!2>|W1jEx$jy`G5x#PjaW?zVwP8#Wv~lJmL%y55dmnp&^nE8v59$jrKZOP@av~67KO~GK|Y9W(bCO z5&2IHi%qjs%U;%AZj+qwa`|j~AP2 z(;uVkRKJ*NU#$e%2hL>!|GGeUHh$FPbpLygtzVM}?+NE<2vjL0wO9CBIhY?Zp zGv^;2->R_G-%zN@2FA+Yy#LTdXnBK2hhz2LoPSY_$C`4_s{Cm`2adN4e&RJf&S-ye zmAqzdO>wRzu8xWKluemxJz|R^+I~;d1+*@;RJeE7lFCF0bOwqU=Q*C|Tly3xis?1) zaKYv(m5f39B^#$2FQlQ{PmGx5o+Kg~O*}Y+8w&*)8%M0qJO^41^dW#9p z4Z`EJB50dIzQdQX-qaGso+qekBd^c&x#bDn*|&j-mCcwHiP58&8(Q+w(>VZ9UB7Fg?sP zWVXCZ7lR7!+ar_L^vM&$<|)AxM$|(_d@#6yz0Wue1xrz)&SR>iO_9lYMDU;Q#b4e8 zkirKH)P)-5e+h)BaPo}tJ4GG(V(+MuWeD^%F)GW)t0>ay2a^In=Gdh&g47o(BY`rE zrz9qN`uBHro%P)w>>pvM9L&}}!*M14u8ui|rIM43R66LAsM-c2H- zI4pfcyzdMal$Yv^8%*3ao?7|Zye;M)V{hcr0&+G5wY8t4QLi98$zf1L zP^5SSiMNqM81-XzJt_%fvQ2?h>a#s!++sCaG;>7zQG4}b&1Xa%r9-(gQHbweiRd1E zX@bXpuY4ad9ioV`JW0>MfM0|9*j$9o*vRuciG_Dl8^7EA-i^u~ldPfW88g+E31ndm zd*|*GmYqlV*n$m@SADt$TBVEnINT5Z>)|P=P?2n=-qC3*_iQG;(ukxajMy2Pw&!v0 zaU9Fz@)9%450B~xqSjd|Qj^l_u)Yb->{JaNC|I}$BRpYzJ8fqyVY6Gny zgT14gP_l(u);333*Nq^h4a3ruy@Xr-^s<&nA2}$>vV&lDNmXj3hR-5nqF9gMF{4xumU1Q6{B`>yIz+!*-|`xIRwvr65d`H*nY3@+5~1$P$Bfq z$(RDkmrtS=6R6i!qdTM>LfxEKu-xyNx-|!73dU;?6slC9baNOn!;6+5t%TpSzu|FE ziq{)@ZzS&0Zm?&TU`UB2t|QooGDvxTd`b;xEoH37#JMrEaUMCUI_P?nFP0@umsMj7Jn5 z&QJCf8PncxEGT=~%>*ZKy!YQO-{=ucpw};2CAz)2NOJI76yeJ}{k)8>sX-jEr!d1z zxi^sHgN3@4W$BMgAdj+$s^Uok-8^K_@v9d#+KpK}Zvqo%eg8|?0R}!bfpgA)Ttw4P zpG%(e!>P^SPQqX~Ta4{|FWf$T5*pJg6ujb^*+(xt&CaqI>D9h)i{@lF^G7(sBQ%pv zx87pXD+pL`7x4^VqLyV{A|_n?P`*_3dy`)ktE%g?7)SDrSm8(Vc)4D>;?nW;^;$PPKCIa!TA&s(UE@XLju?Hzo4B-^a7F<(V$upLt6rtjVjPngrpzcY#^!er(k zx8#ROez?B=soTaaD#CcyShM)F5VD)Cprzc;HHx?g#n(r-M2Pz&bE-MUp9tDBq{{tv zZ*F^Xe|qQ@zC%EA4D%r>1NYu4V1?Y6e1*DDRpT*Mu$)8`JlU9-Y(M=%?GyEo&gYx_ zSM#1$p7k6@uG0_XyMEJF$$XU`JxFnnQgNwNpUUDCc_<|E3x*{J!$_H;8^J? z{)InfW-06dJ*ZbERMm;VxXn)aD)4@Modw!Wv@lRPB*QfWMF{sfenmwcX|11~I3_t8 z)pmSqX4YRx7Vj6>FZJP9fL~Vj;tSSkYw96>byV+10^!-1do|jp9b!rPQ@hDLX#+LX z+ZCN;X~YeJgG3=X=*ckh8aa$acEiusO-Od$2v}RgwS25=g?;fWrPbqju$G7igxWf- z)OyIIp4hC+?Y z^5O~J?9Eg4NrYyyX*C-x8bw~Gf>-;G^_y$`6nbu^Np3nm(V~$~6>O#zhGWan2<`e& z3aN^QsFc@tieyiq+XzViaOEo~KNTP)p5Y7g)1J?-d6C&+ob=I3(|d01dDk&=jl`|& zwSLO0Q}?9$g>{imC)(NrU7F8PmkMGV`2kAdCy#Bw%oU9ur)HSIDfE>j)?zlL z@+Yo_1tVq+)0c9Oplf`vZvMbI9?nJH6F6vHbz#L>f)m-z(uG-s*vb)My8^QO+S>}1 zq7b@Xrqz7a5s0(9S;g0^>k)AN^CAFCHK z+8tkAMo{y|QQv6RKQH1M?=4g+T_C8N3BBDL-wG$hs)I=`iWrwnqp*vskZJ2wF=b@O zy~KSN$tYhopIs`Ntb6`O7p?G3`uV=M&)D5-$cEIt)DW@s{;1$=?o8$|qo3Pf*wi zVG{iGJW{0?iriKJE;HWss>*Q`joP-}lA*d1t*kz*zJhSzQz~nwu%HC0i8v=seK#H- zqtyB@pA|DczpLw-V4dN45&bw4)oFIcg;6WDa={+y=i>O??1Hr<{Gszko3i0K&8^Kw z+3wl)*?!rg`!KYTc*d@5R~2_o4ZPly0jX7~2ig|460Rv&`r)meD#msFZTB#u`RZGv z0aBbF$kNylg4ke4jEfrN^>$*X;Ef}VQ+g_5PP+}FQ1ehd?6*INajSlGw$_w%6C~|o z^Gx3n|I|^Rd#+vCuX12|WBPox$6l9tV3M3r2`6SlDqL{iHbH<$o!XWGRCLd__z3GWDoKk&3 zZ?{s|Z||iQGhcJ7Z{+-h2&KF&@<**FT|l^@f2Gx1tCs!rpAK4|rm}rftZ(^R&dwJ) z?ryMzgKP=UU#p-(+yd3;->W<=R1>96@8_mB(>PPpkvHpVYwHJeRATZg`?FL;gSbRV z`zc6wxlX^l_?}zcY_O(S;=H9?3Y$VbVvVq6u@NLu|3IYh`0*MEhak28Ym8knsLyK- zjx@X@_9?W}?qufK7U{EXA0ljhXH%BZc8%c~U%wXG>7XB}?mEJkQX0Eb$AJ3m zt9`dTHWykg-aG{@?`mFqStWN@1uIStZ~lxX@2d}i^gf@83@<#=rVzx0E29Z|GL{TgHmpV&$NRk`Qad zU1;BCd)8Po(f&lM-E?oCI%`5odV%)YY#wifBc0CeK1%btt};!IfhoJ*oX%NM^8zq3 z-_J)h%DtDYd)IHv*B_=JNkKbAVZ;31vS6fTEPPmY<=FC6Azzt?(?ZI8=Emur3(}Y~ z5>nyDkkcn`niIwTf%NH_mBi+~-T^}mR^MNBp2MkS+Jyj%|CP@yj>GDzrQH)29Gf)@ zNDub?+G_EgVBFAtS2DuKUC3JaQdG%Zc}@gnml9oZNRQQ9YCfZQIB(GE-Zb0cvdrq8 zOTju0KL@gN#@Gh$@rLp{E}?;UnLGk6SH$|I3-nq8;{EsH_e&+1$=)yQ9c^otDw%J( zq9z9pEwJx84+(qjU6*2LZaxrKemc13YLs7aX;F(_NHQ_O_L~h}aJ=z?@=FRfbiQei zdT&Td>uV655`J*Rd$TjfyH!hb!-*!cbivjmZ-3JpLYBND8BL~rD3ZK%Eq%C8yg+$$ zp1kzt_?0Yv^3rAV!Ov#$?|jkwA&Z85tsRFf#0%?FD$y3(9eK6H+Z_i?Jgt3)C-jl7 zGp{S*Uy}4p@@6ex(Dx(|8!mYSt~f>a@RF{1bOzQ_GZ!bD3@zoVq4soyvgdV3A09X# zjtnqwse}~5qI-6x=zGMj$ggP+9ZE)P5*sdhK#1P+EZzAsTlsVEmDb5!>uFncZG>%Y zq&c$mSn%yFeVmPG=H2^g6z~4YDHQR2pA<`+$AFVSkDW4+Wy+UARPAamnUdb_a^1o2 z6Ofmao=~ zr%jlP86OV_E}Jm>B(8j_7s_`do;>U1qFPUzbvmW=vZ_ZV`;d#wm1u5)XjRhrrj+r5 zwI`_y&x*Ro7`bBcV}=Q)wDN%XK(Z{llU@T#iup>sMsr=~n@B$9<%?`Yd_u?9Xd5mW zlfiEkwMT+o(ple|koNEqTSzV{L~}68et+x4o4HbF#+yXnMC`(A?lQQ{`^ID)D&uEx z0!r#vCyE|K;-13oyhFv*ijM0?fqBothta$4fCz7sa~bNIBniIP6UPJX)M@p8O}^_=16l3(WQZ@; zsTvsv&9CZL1T+MrbMh=rd}rTHd@>9oc#Jbhz0XGEgodWXBj@I(%1h;cB}eI-l&fjs zcfVjOh?I|LB5D3uRV&Zpb|#)en#(8U^!B6!A)cc>V%QeNp`8_roRLU8Y7>IW&l|#N zSzq(f7GY2xY`fRHf92Ljxl$M2f^wAy9q2qtC`e zpvGOs->D9$iklKfTN9PksOBlf34Vzlk06FEK^BUAhsj$*nEd&d>csAS2kiYM%FO`7 zNgLF75+c;U;-a|z#kKo@Q<5-qF>$tXbaikBP6_b4l9Ao-gv8cH&)w9G?18HXvy)F|l)SG4pcp@q$|Fu4Z=6fiH%c7yQZrTpi*@ zj(_Go=HTLGey9X$$pXKLm5Hdmg{>I`xSt+c7W<8ZVq#-uXJzJM<>6(6FmZCTgU7IP za{zA=9|toh7Y~Guor9g3lbwzC0UGsi8^B?ju|s})S{}exfBG-E9(;ZO#nw15cfa+074PC z0c4Dml^ayyg8&o+Hz;7|VCCci36CMVAm_9`goh10n1hpKx>VjGsYs zKAC$KMc$3P&?+m%$oX>7Wj#YyDW{~Eh?+@)%zT~c1wkGbT#6?b@rNE&`s6$aRinV0 zOyx}TIPAt*V<+oz*4iAXFkyYSYV)8m#X%wA>diR>PPHhvoHFAZMad)}uK?tl7L z0-ivEj9}f`}JG|&%{Ug*f@WJ>o@47pzQD^ z$XpcTIL`2kUrgKU=$&8a+3*YQ(lXIgT5=M5CQMj-;2|PpQ+c$&vgsQq_^+e;FZBKI zD*T|kV4(ebMVGV(ndKk!^6%=*B=fh?ZE6I@7*KxT<^4UV9^AGX4x08>56S2uT)%y; z|1|C%^!2}aJlQ$ri)bs6nV1r?bRzEwZ0SUnAKkx>^xc*c@iRL_g-aT|Z4Z z>~nbBn>!144c}RMccx#q5W2fz+wti1>3~jvn+zEe*de}pd0-*;*uWq9x^DlMe){#b zU9(@*$v2~07lAAE9quQ2@1gX_m+Bj8{d*Rb{VXdwwy|~$r}y;5uTNC9(W;DaOBX)B za(rd7joj95<3s9;5A!MdC#=+6|_wD zW=gCBidhwe{-tD{V_hKXD4e^5Kv5VyF9yk?gsZdbYu$V7k6(i}p;>ZLa?x+D`~%;c zKs~x5BkyH{A@3B7HtH3B`;34M2~z@<^VTFx6ou`*3GopoayC>o1`=i@FP?bZ9cJP) zHshy>6v?9R?#QWlhXY}Z`3A+x0-QVLik_7P%5_>7i7ANH-$Cc`4u?<~qvm03e6hXt zEqcQj=JElr8f~3oIEcUVl2zFs9q)@z=bI|1>MWDTV_Lyr2 zPdyq6D<8?ZhsJZU4eAQpB^Jm=bwaG$-fvgie6|xz9X5cmAo_VzVrO{@bpTWA8UC_d zbZItGHT?6tS6rQO4xZiQhJY85l|oYL_72&^aQ1SFvE${W)N!F zEiunmsm`I1P+q9pD+i<46}+k7kGR~F_CZWxvwQ}Kx~B_YG^5quBs-(t&DA)z@9)C<>#Q)H=6ACVgLc|W?lwzjR%_f=D|nV0 z$py~M&W;Su&go80vyLv_2aZwa&P?Y{c4sbgsE&%L&bug1OoJ=@`0IptOIJ8+Ub#;C z;ZB*o8-y4eN6d@gnO18Um*W}MvFMkM=+=I+th6XO4i7K;Fm7a&EdDHBZ7Eu&tPH_F zZIf0$5x;dikzm>O56#-74dXiCxaB&L@UOhb5gKK|*k~8o@{i2gWa{)h*uPR9!M;Uv zf^I2oi^$sa?ew~kxo7jrk-r*ilqz@FEPqItk`2ur(~TGW*6`sPBAnQ7LYzP1t`g?pS-r~UU5!vNeo@q4r~ zs?4y`UZmUE5%K4g6*M-d8!u7&HWva7zE_GM+w?(}`JMCq&?XW{t~eZFr-M?-uQ7RI zgRa!8;`Cysq|qqP5_BqrloXTmN#KWU2~y&7}BMf(`aJmwI}GJ<<$ zcOdzR@X+9s64{&UO}NhMEt*af*GS<<=p&^kx{LCzw96@57|U9lez)cq^q=t#MZJRj z2uO2y$o-<`OZ@R#m0~tK4zy0_mOD=DI~_)@Ply&Vuc&V^1m(yi1eMw<4B=@vDZ^;D z5N}`bO1>XK|H8BNq_bypEG%Zs;`H_a<~G_7_3bD=hVs}xrLe4j-u@eo6Wq?i%>_tS ze&v?;qScj4r^P1G6*I5&z0LyS#+Gi_x9|Rwl_3tJ3zWjr_W>7nSFinWeM0XFTS>AC z`Ili||C(KF4n#bJ6`g2oKZi+gg=I!!_Qf#3@d;x=6!qosF$~*GUxXJEUM^%C{rh$A zr_hNOQ5aB|zVBQ+9xxx2R7*JG=66(XUzeM#y!Zb8UU163r8V`A!>jYvDWVZu(o}tG zAiM+(r}M1*cgb;q$Y{}DU5r}?gUko z;&`i3RLo%_hW~qXLj#IgLx%Rqb(xr94Yu7Gg;#>`35H4U8=k5)yBZEwwq?wyU02t5QzJjb*IF+Hdaa)H_SQnmjVgluvQ3Yh<#wvoaVTPqi;H{P^;& znH&Xf}*_eW&hqU3E??o49IAd3lC@&vkXS zzm(`gYKUZcO5>BUD-Vv{qhu@FrZsG)vFYTk;$(>*cwYjKbY95o5qUT9Rb*0bfAVJY zmv-?f=jI+h&J=V2ru=zJSl0nsc~@Jx4iTmAivjKJJ3HwYS7~wcR+0udhMaUMCREG} zshX@j&#@MK(-OzAvp!HW9V@BFmhDuVh#AS>f6>-@(_=|i+Qh1}vSq}@qcou~H;*5~rdofpcDK8* zPS)&{@LU+V>DxW-vPjuvcW_RtVtQkBo&SMMOB3HfqvmImE%U*=YZntcK7Gyb-Ro;d zjM*ndpS*kMSDJf%9v0X>W*kXHX{g*;Yh1M_a$zA1Y8`57?xxpG(`l6XiaASOLDcPp(WI*OXLJmL{$DH#q~tDH~b{~ z)2<)Y-+2z5*zP3!@S}IJ%V~*f<09Y0Psoe6zo21a9C?ActcYACCh2r2PcvEo`+^1W zt0{+%Tm|faz7#x5aJ!^kncT}pW^3fGiSC*n!%a21Nm`SoRL-E}2v~LBe&LO_-4_j9 z+bYEq>{EidK`EGA>-?#?XB*eDPgtDMy9KCdh8z0mKVUH7575OgNh(D6*`a)@o4pH}_+pyW3-Et=ZJfNA~=a0rPG~a@nUHdR>uMCCn*AxsfW+y4W9N-yLmt-FW?~ z*~R{`oA6@>^J%N;8m1Iq7A3+=+!@=mB*k2(VYlJoX$OW+jUG1sdg}EPAVK*F5f2Gp zrV`oo-1kO1(p+o@GF~jh>1If0b7Ri=)kyu0laihZi_Q-XVdPBZu`S*wyTX|?xeSx1 zSz6F_qne)!pIW^bs9R`5g%2C9kR*CJ$XDk+8`oN|Q2#aZZKuEK+sDq6;DE%enzNXw8M;56DYNWNS3?oModZfN@1&;y!fXqo^?n==Up!ZNb3bRmgQ zVD^|RQUVJW`%QlegCWf?B9@i5UnPl@>vY{5vU_q$H;EvzDTi!~-b@TnhuAIYQ5M9g z?$GJ#>vVpny4+i8Q$_MaocL=y({!;3daArwiKl!Ou_nUH+s9ZA)h3;5a&HsUqhQl? z7zo(Y=A>L+tCq6krKD)hv0yA6{mT&!L72=frH1PX+Cy(zIKn-dpL$a$ysF9D&6jdk$=GI-2M^SSs6{s(DNhm zooT@*q=V$aRn^oCb&lphJS_yS+KusvJVDH5Yz7&@g;gi%A{GjdpERS`mBo;*dQ35e z%+n7?m!rKm5su2|{W|iWnf+%oV52Gmf5|x6L^XKL^-mZ$Kx(W_+*A!@J1glvEYHMu zZ8M2C7puQ8ch^k3tP9Yswplx^#j8{m_I`}2lRR~!KuDn6j(COHKb6kiQAPE%=4%TY zp#cpV@tB8OQluNTfhb-)Hl9oQw3vw8b3;va7tI>NeS-oP8e~|3ij(Ux#gJ@08ueO* z=)SgOk>oeCrWBEn=vGPI2eD z3?^8b3A+5IaXk}W5?l=2rs;PEcTQ>ODM#OS`QdKeel(tmye;8Hr@0-flUAEifDkuC z)Y#VYXs75FYjTR3m9Tff9w3$Iv8(E9Zo6%esszP&$KzPrK_|t2j@P&TXkWon|GE8_ z))e;oa{r>h$7M~({o9bqjT2<6$gVLsnn-gRb0dxjcXW=iPSU(z++D|!vAM;0=K`>! zme2wl!E$n99?mwC3;BtyVdFUmk+nuY&@x}UTnSjPx*4T$n{*G$t-0_L5Sde;fL>e?&_zMu z9sFZtBtS0qiLzPEuPX9mB(Ge4jZa=`>CT-b+@gcy`ug*U)t&MKfV*v${rWo=zwV*; z9EEV1s(;E2oVN-}Ox_PD6F#Fwi$!zB^q40^*e~yrHccHGkyT&Ii9PLHX|y75#6z;; zwviRQFM^X6*Ly}TE9u8EACf9a`P|)16hU^zI(j#7!ER{a z$S6r~{5*Oi8U1o>Sd(VdG~0BV+L)D~S9a`mIqtx^b$plcW^&-(&C#>b8!YA1U$}E? z1G~jD)4bm06ZbOBn=Xr?YN^PS7Ly(_Kl}>Dl$S>I=)WyuXw%qni5I@8T1ZbGG%Y^Q zxKo`mQa5_)lA1YBk7zV6Xl~(Y{{2a+fT^GXPvd&*GQEKI3nZF+Y62nC;OCYy6qIU% z#S>1^tFA|d;S%x1rro{WyG8hFeF$b}!*fW79=;sfs)9)aJmH;7#T6CK&7~!! zg2)Z8hSStrt9GY?E2hew40Buz1hwb%+;5WuUCrn!KNVM14I1UZCBzAvO1Sf3mluC> zFLaq+wwsl`_TG_yM$Mv=X!y=ThX#J2PR8ns*i-9K!IMV}qsTZNx?3JrGt0KKG_hf; z!NYMQzT|Q`(Qu3Zp1I^u=f67|ybRZAr^pEJ3gojpD`AiV1a3_^{W&Ee%n3v0%+|AM z6${@D;tO4$>~g=m)GB!MDhICwBcx-iO4qEzskB$HG5D=ZX_4OEZ7jEo$i?UriwX1s z@iG$D+aT=G#aLHCtP@#}l>ON0c$2Dp>eZJ%)yCB;v8JYF9PCng-PnDM>?9f@GNzuf zUvxqo#~8#=scbicC7((v3=w0B?PoNvSt?JzwAy;9^KF#Lg;py1Z8YgqCZ6{G2ZXtWuNn}bX)O?h*_v-nh$!{Vf zsCpv)&d;B#9w@y2UaK-Y=m+z@(IYI6`g?eQ+p3aS-{JS~oa}j=K&V zgd@Tu&Y_TlbS1{{NfDRu51%@!Av_uHLdWPflykPDLW~z9BWu$m>r?QhO1WZMJJv<6 zq4%uHukm#s#6dl$203U4(Z3mTwAr>MohS%e#F|zAiqI|8sF}r0)sU%$c6R<0F;L7+ zf}2P#5S3#!w(>mJQ%2A}4xJE%rg(H*A{~nQ#}|u&j651{Q)c~Vr$!uVD9SiblCH05 zNw@cD8Mdb78<9|;K@4)ks8v~R#Hk$v|S?Ov>J2;#QZoEzb@rmocO-Ny19m%wR5 z=EqfZYLJaEe5wi~`-DB+%mK2Ac%;Zf2}5n`OfKUW9M_EbRy-?vb_Fq6j6?-dNC5U7 zVm=n4R-eA}d&XW*(opYSPeB~pmTaukPsmcnH`Sq2LY*s49|=hmkKTSYI~(79vM}}~ zG_`Y)<#qK!SQbCSb`50NJ0RB==J;pvG zHOa;YjJX=h(kR9#wt9E3M|Qf#F`b*Cgr1xV4Z(;ZRt_RjKWrX#emiMFJ2ppuQtxY; zJ8QQp&Jjn|CLxlnqTnEZlIkj!lZ!RY9LMztbKgyHIhzt~nLrJjmpV(bCy5tx4KqD~ zF$zs`N>B%)J4PgziFxN)he8YE|>LrG&F;Rs8{F(jsNuiE? zkf*f$En6@1hP;dFI9X;ACkd=wIoC}fM>ziz_N3f`AC%C)2yUWJiHMqOG26uON z4^D7Na0%{CVB_wt!I_+H5m}6k3XMrRxBfMmjvagS9ukj6Doylg^knNSiSGG9zLMV?e@}pc zpI-&_X2WcxT%KKwV8HOn{krw=d(`#nl7Q>;W3o21L%a1{AW&CvT6p$rXvpf9tqdZD*WCt{$OWx^Sm>fit=f9Gdn zhlTY@2qfx31KC8D#KX8YMAISr%ln^t%$HaM(GA-!6Qnv!SRq{G*9PDhECPw2 zKdcY01Q-z8%DDfQB>Rq)eCeRq-Ckm~yyH!r<(ZM6JebF)14wc)-VxgGRMWmbiwyH3 z#vGpZjfA_<@B-_s!IAD}qDn$seY3B+rP;LuY+-e*N5qCizfj&X#c{ekjiG zd}iGlj`iO8ad>xDDTh4wt{&^nb;3EdzZLTH7_Kff_Lc<&M+xdAaUIvqB-V@n$|x`r zNB@N|u1s*fXsXchs}GNl)|8}-CM;7h=SyG_)!ffAaY-12C#SDCNXD8+-#(eKm z<9KsSl-VKzGbNLJO)fm^b43<{WG9nFWI?PtRR-&U5-O!O$`qipk-&^0I?Ed!<59i`kVEZA^nT!|EVELp6S9@wQH)7g($m zFW&)rYYAjs>K)v~S1yj4M{u^(7@ZIC+)P?(DKoIa#pZ@x3d6)k&ZOzC-%vs}#_QT8 zH(B$aR_QHsudw54Eb#()9i}KWiCllAPU|<3=m6JRzBvnz163sC7QaKfQA$`tdud*0 z{6J)|!m(p?$v&?8Eq4y(eEXcdsK#w2)**9zndDd;KDd>2yVZ}oK9&|;Zo-6_X)v;u z=wwnKp0%YO)51vL7|EP4@40eezdL5p3%KZ)tW}eASIuR_nv;KtEx)lxvWP%x9`lIR zX|k=a<-eG((JpxB(14WeS3Rw9*pp|&-fs-u%M9**{R!b6GLWk7B5^$he96@_p~MFO zY_7kSF>O?O@&BAPr`In%j_!j*s=}a^)skHSFl({Q7}zv0WiaLdQh!p30j#rT8Ss>` zaU7WnnShCW2@1~8<&8_O$5LNtt)wKWl$g_jO0bVWbwRUxGd&Y|BhsF)+`nwWQaZl) z!Zoq^?bw5t-x#Y%3FDYQCj%@o%f`!`-izmGi;+B9+7Sr(4Sk(Uv$D6e#)>Q*)Km`! z9s{3E$ggqj$dGyFBq-e=PueLZXmus=t@LJ=^lPuXgvHJ~Y#T?lq){=7o7gfTHxXj7$=W}{ z9IJ&1ah&XaHjQ<3u8uq??mwqn0ut_<7yn{6!j7a6-Vc{wtYfRo&WjL~mUmFq+ar3I z8#J4WGvfDeOX7Yca&Z6Sq!{OvWl8!+M~9A1a}j%w%OP_UNX++D>>h72X-UA=oUcJW zo#FTavs^Unerj2TWUjuj!NF9nK`y(3*Xd{FSNixefJ=|a+Jb&Qlk4s$R~O66MzH!@ z{>)j_9ixnjfeDI<62|K|m;>Jk%qhw+S2Z47Jft^4@r;OkWaSg$@RVNRh|>N`JoATp zj_i!@F>D^a4~k9gNz47=d2v>36iK3+i8*?i?q<9Cv$JWiQ^-qo74DYRNoIxm@Gr4< z9{R@d5eW2|Qh0tfZ(5K;UMki% zfuuZdH0u;ggB!Q2SbwR}J_uvVJ$W5N35Jk!wLpFBH^; z!bsilgM6y5iX?z|Yql{(a`C~wjgq#ku8}gyt+8(`H*O5xU|Ri(8`w8+ppjLb^kjjB zAV=rpVKl~AnW@JOX&N8QDz%c>QER4(&d!)Fvs5(xo&Q+;BW-v?9`$z#Vnn)Bq=0CN zv`Oo$*-uECe5zLDG#)u13eJ6;s zfOat)>4-^eb5U1dJXV)(di6*ub2!w*=)%cej;IJpj=-)ApQZ z_@WB^1MTq<7MKalj<@ zWe)`7yR*^(61S%c9Kzn|9Vv5#$-N1C3(Z#Fe$Rc-3;k^8YQqU}lSt~j* z+nHlTE_mDF1Fb3Sdah5)a=S_Zeu!8f1ZTyz;-sJz!1N8Lq-kTdxy%NK3?uEB>7mw* zLg5*XFwWYgnaeHS-wv)GXi>GKlZ(p0>lP&eLagV#o4s9SGSYj-uw7HIyg%{m1@`@z zH~ZSaGZd8)J<4yxWnwSJ78NtHR>m~MZDuo0Y(5k!t|rHU#`0aZk|HyitwCXd5-0A* z>NlFNCa_N-gCSpNd$m3Uf0VhfC7i!>`wvZ!HxrlWPaJAwxn8nO$ls#H2Dqy=lL@Wr z)0i=gPcOr7){Z#n`VJUA3{!Az@*Ld6?i<{(9!_bhX}n_wPIU6P?)mea+RQ010p|H| z>nmtp$P(#)n8iwzNZSEv+Tv6ua9E+jwxRV0)SW6D3zH!t(i)>-;IYUioU;BT0JQ?9 zJw1DbWIG!8U~w4fFWg@w^#K;_%`#G9mSo%2Ri;?)L$(v<`V+ByCrlsGhtu9yXKVW7 zh5_b1vswPPY`gGzdYMoC?JGR@Nh@d{=?0h8MfH32<>N7j+G3PmVYjkfn)VLb7OoXF zF=P#|$$^xKhM11Wfav5IN}eKCshQnW`@&!~W8H}91@oQFy{|`?Dfq{*4@;ibJ{(H8 zRxmJ3aWe5bPq_~FE!yDY;Nn+^K8nwb3~TbxnI}0?HI)Mo1nSMDmF_P`Fh7cmeX<;t zDX6$Gol)~e)u&sXoLRe$rX*+MSELMmXLp#dGD^+LYkqc?l};oT&NX^Os~X3Q&(L~{ zx~5N4)m5elyb-4T0@pvz98J*IGbgPz?w~#?Og=2R^de4*C`~c&=xAFv-;EBpJuC&} zYN(aLivHPyA04;EjCGqvNiN+gf0rIN(2uJ(E)WDdK>n^JU2Q}$JR6WJiHRhW@{5krf7Vb>1WJ& zI8tE<-5p@MWKoB3LdMuEE6LwaE(*5L+QVoP+3W?kim z0l!fcCKeBYL>Mc4+C{$S6ztUvp}z-Eu>WU&g+;ulZvMQt z-z0>b*5=Hfo_lR>IC?0$=`qK|p=SyUmt3#Ka53$7odRgWMm&q|5oANp7u>)3H3w$# zCSS>rlAcs|493!ZPhhzHA?YL?3f#4v{8+0kow0WuR3(ylq1n)hs9M559L9&ESOLl|yO*yDev#^XG-lM|?H$O50x%LRL zelZG*S$Rd?NEk_@P@Y8|NtH$WI+4LUi%a6e7rM4dAH;~ulQT;oK6!RYr^lRikcuoM zMvyUOhMUhaju+7mvtE3il%C!z(BtsxZ(ru?q%|ZK}8tkpOu&L8|{^ z`Wj_WOz%6Tvhph#T{uHPXbY&{K#? zxK=aOm3?>A3_F%Cv#Q<8y9aI+RjfAZtELGep?vb?rH-?CLHDzDK2r@N$f!{;i+bO* z2=k~>3;+8;Yc!vC1XzBm@p5a(g@WxG<~U!_;1OVWc+`TVZBEJ}GG-GI5)quTg@HP~ zZKwB+f!^!1>Rv~U3Efk4WkGWVn(E}QX|Czcy89b#`L1e^5mtd*{Bp|s4^_?S8ID~x zKIXIOd3^K<3cf$w=6vFd|6KJ(eHE$7Y1MB$aplJRz2ra+C^vy_k^{7x@tJK-@_Jbf zZO-vx9@fhZ;p+*SKs&UlSBvf=irjzicXwJn-+~98%c>P7@BDFVUCBGQ>FClwPAuO~ zMW2*Ak!#Di82O6-Va720J(RHS+$>?eyS$w)oZcpfWaw1J-g!(jr*AMlA(lo*Ici*8 zrGnP)`n}T8LFnt-!LE9U^JQ*(Tad8+I>DD)!eitD|L66g>6We5?;G;|QM-#eo1u&Ad~F<&NqDAEnsp2whvS=GNN-XrO z&qcV$z#5fwK`L&VhuYa+d~kE}&yCfYpUDMSif^>FD52O?C;Ep?q2(=_J|*|s4E2Zl zVzByuPMhVrs(UU!Zi)|n0v&2jGqF3jlsQB@i)fAdXq^3s@9coV?<_uOG;KCxA5_Ic zEe19)i-|LKdtp*7iy5h8?t;M6>1W989{z52yz3Mv?}+0UL#fN+2ds97H~JRzoL=mhC1cn?0?y+n zkt<@D)O*f^5jO%LCM7HeP+u|M*Be0#s9Lt+43hY&YY)JO z8=&J;vhc5?w5W4kBA_0hWkl7>n4 zSQ!#QflJRqg>{vR_}@$={2qd1Ah$E-TXfF=Udi3-4jDXtRgj|oy6J*98XT_E!IGBK zSn|Y35#vaT6le8M&R!v>ZaKC(kAZ8d=Z!YQwNd_<$QUg)*Fc6u?2%bb%Nfnzp!VMW z+N%Cb7&iCelPBxv7Y;vs*`dnH=t`5NlE4!q-I-{cdlKTl&pwO4U(KJH%7RF{%cQhk0RV9aI5{hI z!&J3?;u5N~y`yZI-pwafpzy`PquJ>B$_w1#*Aaf_6iq10=Y#;AwqH@RwW|m2IlZ(} z>qH5|Wh-m7EH{NL2V?CfX60E=kdm9bqoDTmH=F_geAYUR8OB1j1uIXF%{IP$59BAh z%W#?4z4x|9>KG0q4=Q^7!1W6lffqSz-ONKqmH&mGizV3FrC2w7aX+@D!9j8Plkd#H z0|T>`Vl%Ha;Vd<4Q^XQR&=6EH7^pr$7-Mmit35Fc^s7S!_4XufrkXDQ@*~C1yTlm=S%>vNi7wwHCzNz08aYP+p`5fR0y3lj5k7_-JP<1L> z$Pi$axDf*LI(62fsPj$YAO7Q+Zk#9rrd3)xFl#FED9 zbI(r-9JsJtBFh=Wtv@1-{E2@zgm2P?f4{kDgq)ASVuTU%Cm_LNh%k{S$rVz^4KxB` zPq~KmYrw3aZA){X-L&@??ihVKPz!Iob3W6s(A0R9AX^STCMTkg7ZpJj_BWtRH3pmQ zvpx{X$C@F_w_1SnY96a7vu^E<375SUWnspgQluPF!*8O;Upk2M2qlD`*1T1p}~Q`}&{BMw$eR z>wdE@zPNtS58Ne@UN-c&P7wCAcP3AThpA#;isD;`n|mrk2N3V^K7XE={P|@k>j@%G z@-cw_NTEL40P*$+nKf^^TXvu^;_A6$nZKtS>Qr2d(azlPeTUmTldCDdob%fp>(P4w zf6A-I2YQcGIK+7<(+#?`aduH!B3VRX48Yi5@M|ySJ5|=tQ!*qikaVP$2*_u**d4Rp zzmjq(4BLj!TVEUE`>8VUBH`#;vPX~$tr?7jy*CbHcF_X8F=IGe_OWTKrB)3hQ9-gg zpUnOZgnS8qMmb4xk)A=IugS@U08RJbvjFbD2 zR+5_qllT@tSZ{DibGWW==qiMt%Ip1v^blW+u+IiKO@!W?$$t8=1SZdZg9h|+YBeD% zhhVZq{#-J8@dw5%rEoAY7kEvRm2}`EnH;;@H6V_2EUeL03>Ad`d;`V{c=6dCyv?{w z*BX7Oq8(^Ikt`yUA{oIJ^96c6-1$j6UiI8Hq|L8-EU)Kyb=Z{X{PcFZoO#ga`&k*? z_Wj_!>d*Pg^73Yn+i`c0m(FyVt@}lXq%LdgeRkE$pBt<;-)4*1+I8qZ4x8=v1?kn5 zwToEymuo*=UqG93c6Nx)r#o!&x4K$633pf={@OCI-)!!ciLU8zzZlnWBwDDXuO#X4 z?-T0@dow)!xaa-?AzDBXSsACH#*H{l#}BEd1n1|e@&>jz{oPg|0@h7py6J=BZB(jg zrKtkIAg4DgNu0FBL?(*NYHTyK5c&P{le!FWb3-8E$#CcUF6|Na)KPD;Mzas`f_lIy z^YrU`tiPn^&gfx5$#Fx+5D^}FzGrUz2{myFL(K^n@iUb|!3png57{F=86sX8B0sHY z!QewKq6cx}GLyTy3Y52JO@-MyKlLcV(BqI$$sXC***X-lyYXRvl(#w7FLyyNbqPfM z&41p0tJttvY*JR~1LZ z%Z<_%pDtB5IBd_~dP*W7oi_{q0yaCX=PLH~V@CK6&&BU6aeR%V)gKh~h#!UUVtpuR zK%f5Fd;zYri{)m2zv;z$e4pm(={tmK!=)y#H%x(?#k%uj{U7a?lSTRYX&!D5)vdNN zU;gM53g~=tNmr4?Z)?odG+4i`1)Bwpyo8kTW68$;mn4jN+X}#X-F=1kD$$V zlxJI$K0Q`O|8#idNNZa*{P@Dnv}~63NV}!`4+p8#(uT`0;S7cW8Zazgm=2X^)%6&g#bG(~v$`*>BE-_jKV#e)LYUahvOfy|@1Nu>T>Gq~|VOy%0| znQlL^$4?J1?>LgM+^|@m|DZYlO$+ z7!vdvWVz)8F}NUL7xa#c>u+QIbLrnhagqQ)?D9XDTn?VUeppVBBAye}@*JR5f1f!y zL05qr0NOG4KX%Uc4@miMDK;*45^ey9xa9&>g$K0d-_n1t8K^YJUu!T6XitCFfu6az zxImR)1xakV{tFuSKlye4J1i5#_x@)nQ$Jb3Ap}I@{>kkd|BCt=S9L$rkeQfMuiT0{c|Hg)Ch^DprrkY@2A-pB(Jvy8+Z=6EdV>dgi}|NHKYJEZ zvcxek!e$npQ#SBkHtr}y)9vZcZ`U~-yAG7E1$5DpdBX8It?=xNM>r2;MTnl%BVYG4 zQ4?oBZhR`3YM!kLG^x9Jqs`P<&V^}@An3AoaPHt%*eP*U$+G6qX-vl`RHOBvglrEx z5+csQGbAY6&t@Pmb}%N5RCYXJp=sNtNA^)gM!J^NhkMD_wn6{F;MQgriA7&bvj!(x z+FrF9d`iy<=;#c3*;<(75n}hJ;jcEA&ntY2Z(H@THGSKb%?I;POt>f6(v%cxS`KMUw@}sij zS=~cZQ+)|vM)=dO=x<gzuyR)Fz^+I*nEDmE97#s z!B|Kb<@Dgv@nW<25cpWQ`l*Qg({o4;^z-x2H=$?J8)YIjhasp_^r7L;2fp$5os+AQ z52+v0ZbHBGvZk$1AL9H3_>%o-K5%Xl>`zzOs|$DJKHb(1xAQNw*c+LTW+6AcLrgi| zUp?rPpOKt>u0ZDr@I3r=h3Ih%uEi|wl@TOdS5g;<_tGsoTt9q&%=h%E;0Zw&u}F4C zDX6HnEWPZx^qz#BA$SB!_~#W#XS8akBPLyX_VKMR2TI^KJI-y1npu>eBs3h@iRIq1 zn)crF%@7+XJ>X>Bb6CMhX-8GUol6J#6`%jk^Up16Tx-^b^}7fNP8quB!M)$EAN=WDB=@gC??Xq z{3BurVmPeCf9c&wKe#ZZ34de>I4m((6WG+oFW=O9VZ>3!zY#PL(4iE=X$T{*LODOM z4q)a&HlbLGQN9qW(P=^cj{L0@q6O}Xa!A9CeLy-DqVs?{p;?c00_+hcq(DK3TND#8 z0p}nC&;cP7A}41i{9`oMgIhmgku;0a?}%y*_=Cq7vF?~?1-C+^lQF3~;WC(78u83o zenU(rZ>DbrTS4LbM(9krV|^5gdA3v!r$Of4OE=&E>GKWVne!`ot+EqiwWNF>-otb~ z(jr-H1jP&H9oakDvk~DA)RDv*%qi+iA+qx)00~l`X>SD0^xO!mC?3C1b`&8!dRca0&Wt`_uzM8;*6U;5!1WNwBYiN| z;5$&IwoO1VFZ4AUFs7AQa(T1A6wUxDgM=vXEi!}N6H+hQlTvTUA4;?L^FY6l>LMHfR=@-jVPYw29~dgUOr0}^@vmlBQMj&iVK-;4oly; zJ_y8$_m~94CmkWYFi93A06kdH{QA1%l8)Hj(a2Fv9mRrC+`&$w@EU?}fVwl%@@EQG zWN1F%*-OW)G=8a0hcM=k4qk*S2XW{LyH>q7@nGLmK85z>=*BF9I4 zAHaSjK@GUi_2oxknxXn2@s6-PFjP~}1KDR}G#ZNQqpK}wkH}7!=VufE_2u6p>_qhx zn2f&k;Wfqye6}4$df=uQb$Gz3CNDly*80L^o*>NJ7A%0^w}z`gm%Of+Ar-7ucv9aVt-%{gx_tpAqL+C5=jXMjm z2C6FZ^uaY%u{-c;3k}>c_2j_MWVxkXmoc3PCoMDjaTq1}#m9l>P6BbH8^TqM_fw*3aw<{dKSo_f7<9R!9evtxmzbgvA zr29VAJM(6u{Ia?xx5OgH1`2{w>SZ0zaDU`$?Pnxi@ab9N1|rY=?ubV)zXG@Zn7i_7 z`1sj^2K6hnH=fhbjANmuv@6RygdO@j@@6oD(gLz>Ng+%7D_%k=ekK?@o=#G$Wj0S$ zmip4GbR%QAtxzM&m~H#seym=Z-f679mN0@vxJ^{i$ip6L-U9Tz>8Png@sAfCRAvn3 z&&&}wj9ficEZ$e{Q@y4JZK;m^K>@@LgX0X5aF;Efegn*lv9Da+uj|hNK0Lt%;H?pX ze2`YUfmjf&mnpu#@}PgH{PO>_^uI}* zk(hoUB>g79L&hXk2i88dXF7lkWd@Amq@7RGz1qrAx7+SGc`yd6naRr9!N#uQ%fj!e z0xl0l1vmBmvzta~Yh!3b>s75M@@kQtwt_HKxQFpx(2XKA_@}@ZLXA8^4$|o$OMexvUV`#IYfmkzzq# z!cXKNNuxtRB&H1eDNbr-e4AU0A&yQApbX7#Ji4w015ke$z*qift_ z^qq2&7S!?fJ$p9Q0M6)|oFU);sX14K^?RJjoZ$z!+so3)V1{L@NECl;^-?02$ciaU zeosb$)9u_j`$SQSq$_p~iCHlc->KZn_Da92@-f2p310U|D#^z%3^=#uzh7d?1 zC9C{0_5~*(k-0qdbpsKf>(*!UmsZ7h+M1TM_3z^7Xi?o0IyniF;|&3Z%uFWmnqod4 zmHZsJE}?jHg!Li^KJ}%=x?U8wT4S@B!5eW|-obhr6aAvYfBAYqzZ5Rfmh&7&)U697X(0*4J0R_kUM*F7iU&-jbVLzTwQtj85#?r+ zLDP%2Hl#H{yjz)82?5dNGwL#vh1jXxK=F9;@n}TL!&IU}pXuZQNq}2^+9e4KBVW+HuX%#wGE7|MC@~&-GZiG%Zv?crmF<{hL)V!I{?jTQa7wU~A(G4JD$$+Ot58 za}ds1_P&2@uADa@;r_vC9txWdEkHUt)aJUBPR%D(DUP)i8Ihv|p%7}rV0iU(?i_EU zcF>-b32mD?BJh$AW77%70*!xZBoh1@9B1tFy^F zslV~U6)LF2|Lw7Jm|CXbs^u!{D$7@4CUteuJ#`=K2=XgZZ(;iP>UQ%zh;sFOTrs-k z)|imaGxp^GH8Z9P0xeZo`8PL9ES=7E6461i;>d7~%6T+pdMldL0y-gyYU2Dxe=V0v zGQ5mnmCpvOF5G~3CV|^9M#N}=%V+rO7LzvQqfp6(j>A` z3|1N4XtMaCNHsOH_V3YZ>iefJMZQ0*;!3HMn!2IL%f%?w#-mVRDWl~dpAX5q!42dz z^sy#Y7?;rO`&48G#=x7Li^oh^H@~~dY<@SZ=Eoh@UDHtQx8+_1`jn?|Z_leJcr}&{ zJrDh?M57m3a}@Y|nj%9s=tp$=J@a0?noLJs60XuknqPy*M+29U2Hj%1vQ)ikcZy(V zF+EACcIbGd@PeTCm_@aQ{jRrZwpW&YECI;`N%P;wX&p((gn656{TThxnxDvE?u`6X~#*} zzbf5Z$Jz2!aVf8PyZy@&%IRefcQ;ekkNAvSe=hfSvdXDR=0qFk?>q~~GY2T;V&vTH za?{9|W*2REjNdDlS%uo0ii~}9OKM2HH|t78zl>Kd4k60v*rNZ8XUkEvE&6l%^`UW4 zolyC*a?D<=j~O6>NT%3=?RJ0ED1Gy(c5oNNCW_Nd0&yH6Z} zswe71p^VaE)Hr#4M0IauVq@Sq2NYgI_%zA(_I@Su|8UjJF zvm8H44>MC_sS5?3jCg2dgMg2rd?})otBgafMC8s$o?=4bj|z4ZQYCC5!hU+(-DXsw zFatLKXK}XXc->)aZX0e5ZO)vW4qW?w^Fu1KtOgy)HlYDiCXXQioDHOjGbWy!7nUXW zxK951jKC`8rCox@L`wfpd&*^0S8auNvYvG{C9F;PW28!z9D(M<0{#rubq&_{L!FMA z3R0c)k&Fd8SN|-L9;wp#O6MBJGmjqxK{>ckH52#L2v<@W%bd8% z z?lOv?V@Lm>CBwBJsfF>FgIbq9-)536i_{u+qWf@lcH8@NZ+bm{T@|m=wty(YB>gqv zP!W6l&IcC;}8yZE7CIK*+*BHsj)((2FWx!7j8K4^p#CmcGgJAZUb9LPn}*w zDWFI@Bcs=nzC9eyI2~hn7hbWVYG-{wh5++8m3i2?)j6XlfZVyvnp>j=37u4vcvnX&#!Eb;^@GEWb|AeG#-cqI&DUI^ zS9sc~nJUJzcv4y`({RXt5;UZCpyfFqCOJ)@vdwRL3u>N7nT6hO9I7cjIOXOfA-YQs^KURf9ge&7u`&8Pl4@58{hv zLth-esA2j8Bpfx*W?}yO^Zhy0IEt710nH69d3*uG&izDv3vZ1OD{A)&#l4eNiCRJD z1#4%t81}7_q8dU;LO_=yb5@7&2*hRkS6^Un!fkYgU-pzJ*|<8DN<_9Y8lKww^=bgK~A1l*6DDY)Hn`9C_4S42*w{kr z!o%xA+va32J32TxYMOk2>C}40Bfz7ZcOWj|(0s*t+AD(!h)aPEh|RlT*x@jxaFZXH ziH*rs@S16smgHO`opToI`6SS;AszA7^!e@~m#3-{JZ*#Aa+d}*n@`ESXCBuvYjab_ ziX*pV`j%U#-iQU=`l8GrktDZ%S!AyHRMH*~rJW)#$qG|-c$5ZuHlfWNWl+F5hK)Kt zNAI`-Art;i3a*6{&(+m6&P?8334T{>kGx4!Y1cWj7^6O6guYdC(1~XD0DzW50h+yp zLYD$7>Fy9k7b%E*bQ^Y^lFN2Vc63ER1hTk{1f=1lh6N0?DMN;$O~vkUHHEiZsXK8!Fi z#(uh_C}&u0;f7Vq^kGiHW>EtqKW0?@ei6KGGQiP)H7xV_nNn3l#QeQTJ=tH}l4&MO z0V|JD4FjIZ_BPUo5zVGB-%tLcG{NLYR!ZW%J6U$DWRW$UM$a7)~ zR3u>43USpOA{7w)Z4zDfNS9Bh*Yx1(tDfLKbX)~Jq^m<<{gdDrCVIY4;SgMZ4_9`tB9B@Mgp7fM{>g+-_BSMt2zC3I`27F+t-_N{N= z0FpngI78G#$+T-WzTm+a=|tWxPjH7uMRsczq#flRp40%J34J_B6^?qY*fP84#y40~ z)W6S)E1=lnnNh{BVuF8N^uf^PCUZUF=D{$2s@GN4`qlo6l!1ZN^vc{0XBFRV`nvPF z^flVMf)AEK7gQJ3n=bgIroU-*9?1Z1Cf>{y@y~E#BDxZeN3f!Ua-2_8MAlC$xJ0?2 z5n&STTZ0v_pi>h)zGQ+pJa-dd^C?9nCtYYhBt?QNF0+xFu^T$dMpxGJ=_z`NDGckB&6H%x>b0B8n$&TqwrIlr3e}~ZblG6JH_g#7YLX`@ zpXT^EM%%GDaxIe~vvr$DizO1=^Sn$*vYR80yFBw(>UE- zCVu@0{0#*drICsD9kl>2UZ$bFab3fGVyAU)%*8y-RqhVGvA4)k7|vS`zfr(yLR=e3 z>011HmMhbcGRO(4i`M6P-i~#;}4)k24rupw9ps<)xI)maBIrCXdx#_KZbRNTo z^#IQx5)yW+Uh=s4-qe;$n^V6%lZ3y&qU8JE_1)G37*C2^t@_D)Opj-L3oaKlT$ToMc1I=2zSTMn8ka*|+*34`)o21dwh`09~vTo_%p6;eg z&{xw5*o7i)pqbm#E5Q8!ZyC1O=oZS zjwbVgn!uBk9@?cbk7pU{0%4hlr-H=;P*(IQjq?5LS%I}l3Z-K(%=E82F-4T%M&0z9 zHQYTTlr_OR1j>;d^ijp(gDuT5=1dYeOCyUAf?%auE-uZTp;Uah!am=&Uje)GT3I>q z_D_biLTnLvkl2PY%*WVao^q@wzn@R= zm?J)Aer!;x`tzm9RFU4LvA+=0-TA-Ay#>r2MtyWn7pN#9TenG|6xlxcaL(D1it3Vz z5(Q(mgB_R7hz5^&2pn4;m_Hly=_kBSxONIXNzsth2@Bkuc;y&Ld^uP#6r)*LxYsIf z{j)z4LYrLu1b!fsYa3oZbula2$SQ_DlV}!R_Ki#cS10gOR!X6|5y?KT4x%L5*i7av zD)L7aC1ye>S3f6i_BYFT3#({lf6H*JZ&()QR+v}98D+nL!)b+_vf}5Vh)$>oy)Y&a zc#oSiB0}P`@>QgQVe|$201@I1sd@l}T+&5|LOsOk8w<40F>_ zWR*k`7u)`EoNNzVD&F~;)9lQML{j*C{a8_=e?os>?ZF4JU{@ysFB!_Se1LE*S7DUowd@w9 zF!K(JK`Nn?zq!J=+-pF4ffo%*&7W^ksAPS{MPZ6Xy&XuGHl0;UmTo}VU%?zf9w-4~ zYEk${`x!i79TCxBwA?>Wefn;Lndg(Cxf0 z;CaBcpt}e6x%f%B>}aqUofq&L;M&{*v6U^E0&q=<8Is{X==sK5gab1s@5E%~d(q%$ zIo7Xu(f4^PCJNLdIuZPzz3BPkQ9TzW7WQy>Iv+FBYqWCFRu@Y~devG(OpE;7WL;Sx zAImoVQWNogYP+|gtVRrS$1aW(*9+F0xZOU%jtHIvhvz4w(PYt_x+f(kqm~BAchI-! zlXrNAwZ!SE?Px=PAcZzXdH?%Ob5IWAUw5qk@4_>TqKuz&okjKui&z$aR zEnjM8LE2TWQ6vF`6`F|KAKXz+Loom{84>H_I&nju2MuwNwVI~k2F`wpF*FiybD`(xCkvZOd0~w(!-7JJ91I+M!%}Qj)zl0t9Ld* zjhI9<>b1CBjH%{~BX3s`<)LjgCBU{CSlsg;gZdNxk-81#2fvZ{U5?sFxUyK9$*9KE z2p3S4cTJhS7Ou{Xt&-}2-$UhKYJx99IyFCV9G>3Mf#7yc!@ zZR0~@R#06#zo)MJ^zT3UE7NAt{FSNF&3<|u)|(D}C7n5p9{d#_`b~epEC^b4^mltq zBv~jWC=5Srz39GIP z@!>Xo95u?;BuR|HU#x=V?K?~gmE)(ek|4UEG3(4E3(?xbUjd&?*TTNpS?Qpa< z8w&&^^gIzHi~YqCz+2P)iZ_Mo=4>dOEBKSj=&R$mZm!B!P%I8vHk4Brk!X4^{3Twm zgQiAc+bo7-@y3^WZnd$%Ux8YN!l2F(xo+r;z`f=LavM~00ecX9MeR={aPEB+XDA0g zi=FkZlwjCjhCf;_6h=&>nhQ9J^Yuc#g#2M%s@zJQ7wFwneFYp%&@1&kMCbXvU^=?F zEjH%N*3WHYoW+7q*eqs*d<09vu_Rn8!fQ*;@cxkGpl(C)C3Fm98B!{|wrsKC$TnMX zjqNzBpolYc5TLo;KCSDKcy@DtKY|U4vl{;;CV86a8T7x0aW#z7;fd{7yzdr^%j@Mg D!=B6n diff --git a/automata/plots_of_ke_bias_gini/bias_COE_2_annihilation_creation_from_parent_rule_ke.png b/automata/plots_of_ke_bias_gini/bias_COE_2_annihilation_creation_from_parent_rule_ke.png new file mode 100644 index 0000000000000000000000000000000000000000..8870f733d50b1f4459fe08a7a9b6b542cab5ee66 GIT binary patch literal 24548 zcmbV!1z6VE_BFPHisJ|>76zy^2B;`tBOr~Ggs8N1H)DVT7F_}gNC~KPqYNq_At@cw zDJ}i2^NMrl<}?3~=iWyKUVd?6@3q%j``nih6I@5Vm70o*YMs!sBHiziv4g+IN&Lhh&CgUQ%7+zE`p`u!^M*hDfQXoQ`ib_>d=-g=;%fNv~D|tGz zg@xgoCF++?tx#~MO;R!`U}sxb^ao#paa4nTg|JpaV!c6HbBecKO1O5DS90xhc5go$ z|9u?V?cOh%^ut3U9od$?o1Jg@@Of{DqoIap*Vpt;XSz%CcKL^q;KAQDJ_tb z`l(JVm3QO5OOJ~+Sf%Q9W5wT1QP-_+AAf!4&Yf#HDQpw0{V^^>iuD@#Q7Msg8^gO4 z`@|jnR(BsbIx=sPY8k1LmCkG09m3!+`?-I_)5|M-6@#rrgm`dufI)WDBY}B&Zr$o5 z8En2ve15l&9)8B{HO0en~aD{-m$rjk@de(9o(# z$-P!KHhu568OQ|l+l_SvJE&Am`)F!7XvT5Z%uJ*=)x?LzMGU;TS$nAVCXd}n!G4+w zX(_47EE|io^z`1?l%_*bydgJOe3hwMZhGt!m6DhDU7IIiYn$0w91wwr>75zMk((TB zWD;7oa;-#;{apLt;9z1p&Gusb^*h-F1Oy@+ z=99kcclh4Aitl^NZDR|In%v))RpIH?H8gbQrpLE(>v)HJdfFgIS)+nkdV zEgKvC?5r~j8`~vknjPi1dHmfqn|nt~1#0Xj8-0dMMke<9L|;kKf1+#G;Uza##F^9m zb`^sR9-Vgc<_P-38r{`b465Eg*oHfOb=OFbS~Fam`}}3HZuu{2Jj?_&){}d7@2|k6!B);(FfKO{o1ltr|$n+COK%@Q+^&R zDKTd!uW97cWy{8EHG^xHrN_j?C@CvHRjj$caX({}%tFE?QBkjy6brv3!C@uc`jlgK z< z8fWi4BWuPzBceH=Tl^)$XW!v$)tWk@T6o&n+uM(fjmg}l-aM~zxhzS_c|Ak*y$yS1;#K&p ztgWLJlXR@Vy2UPr81IJ0#>-jOW{oDLe09lsSDtaN-FZ^pqRA?P zu?G|6iLH0;+#S1lgPge+9Lnh*KYS4MV!2%2Xwm$1NTx1Rx7U2ADb{(X^~KB4GM{%? zG)Q)9s>IE;yuE!nMmF|Lvk8;K!d%My@FRxgYFYl~bZ{_EVq3kPKdgr5GrR)7x9Nze73mlSqnz56RJxKU)bsV%O#Bm3}OJ29ha9m!+`$yqGltyq!>6xf+@uU>KS z4gayR@Y5&L@0stiRnJcist!!JQ_t7Zs@o_R^VDM{-Q)?#o*6tblNfs?r4V5f8^%nl zK3rsTl6J-W`RQ`&_(c11uNh6Xk!pj|Aimy;h(~xynOH?`zPYgqUW>uNEM>_YpUs@3 zI`)I-Ywe@{`=QQwmDbZt@>YoFwI+c zRIAXF*}69>qB8n2>xz{tg$uLzla({fM}~(#cYhAO{QBDYteL?KmwWfhu;X^vpMGMT zS1Ee5F^pOI#YZkTR{ck9$vN)dzgsq%*XzBhz3KAsA=#4lv%`YxcJRs+6cku@`e`zH z-8>YIsJsIoqx(c!xO=Y?mssv@!MSn&ye2A7pj6Lw0Z{1B^7PN7M7wn}+&_|)QBT*0ib%KpIYxOu;?Vv2t3 zAAg)%$H1?Icvpiv#UgsMu(KDpuIE`{m*X*T}F1W{dB?O8*K8ga@DNkRkGG1pngSao6!F7aK~X5xwxB&2F*?Udb8h$ zoft!L@AK1{MM(@tv>r<)XcV7m_J{}>IAYo@vG>@qFBdOfG_*88R$Z&AsybuN)??oL zIn=qeqeGqS>j`bl$YBR(<1-9A@*LH6j&i${;R&Dax?)^U=pj+MCDa zCZ}r0-8{iAwj;}W{LsmhC*6>s>+AcQvg!@Z%!*TDsiowDGnJZ|^&NKb+osypO^tRv zKoZ`<6Hsh9)!{QxQ5tysx}~-C*4r!Bu_RW9g)yFWH^Q=2G0Iw-#{~rATA8g`8sx;d z_xSNzF1L4+d#z^NW5%&1x4FAbHap}{mIsTDDyLZet%+rFqfIfj3!5gMGHdze55%0W z)sQ=6*m5c_KR^G=8+DOvtK-Ly(*(Xp<*BKu z#K>EGd6ycXS35`cKDjz z1*3Y^hiY4

      QAupQP!nWwpav16tftwa2Lr&yYZDf{IV>~2 zfLKjzY|_avAvwP=fmknp3Cx&RIHsj*eI-u;CeJQRwP86lT`G(#N@Q{VL2GI3*E)Vl zNj)&YJ^%|GRATxBzo8lgGl%jcuuMNau{`G^_$iUodya-OAN@6$z~gh{hIOjEqN1jq z-IJ0@Xt7)p60L19{2)VUh*w8P$JyV_AxYC@X7Y3hX#jAOh=)PL3BC!GYNnEZx?=X< zo|c~Xrzvrqqmf#+FfZg2;~JqP-|)u2APc*aRpK~UfLd8Lwx?E#*If|pcl3=5X z1L7d2MP-OpG;1H3Xw7x_l0fEL2&oCFDsuJqBj;csz@WOIRY_SHe^h~Mbb;&G=lgpw zm0)#|d(klM7+!=n2Q#hv^(V7I?vs5x_273Rhnlfd(fibsF%p~sc+{8GW7?VwUy`{8 zL_##N%l@2uusVYir-(0BMu;S6{F-UIYEGLYTdzr5Vy8v*cdB{1&6+Hzx za=QN_J!>^EBQKSRcVnIRl=?BvT`O26amMBfP>RQdtYww7sq6X2&Hi*U6{u-ik9CrD z9-q8OK0F8vg1>`t9tE-Kz}Oa|2Z$?tVD@f{9*utCH{Ev(-Cp0GJLwfhYJjjenCO^* zM(W!9@5cq;v@l{@!bu>>xKC|lLAN0c?=7P^KJ`#!a z!Ud1*=JH=xb?~CC}l*GP3?^tsVWyaD7NPz+T~Q zjH!Vh>W)Y3WbH9dO3;`_V(Y}%fGtgr@=u8~j#${b>8dW2nWVC1798 zb_9&cu=JF~e6=%kUSS9M$DVBOjHe z9p^C$#HR)Z!gz)HGL#|GHgfDax*0Mmx0SLeb;SyLivDFhWrbjIjaAa$4&5CfZb6(V z&=1D`4m&(V3V7K5gzapQo8AABeGmU;4Cw;e_Jyu%kr)sLt+u83Ijp}P(s zy7t5?gB9M1DPE$OWgfYYBd0!iU=pYMadVU;j^x=ZFCK9B!3nDZ4cN`1$!SW1Vi-xN zfo?!fHC8L9wdFUDU<(kpksVY#GJrP;*+Ll2D(Pp@{&u?KT>G;9?a$7ySWZs^-l^Zv zgAS1L4c}t}PA_-E-XmHf0cW1O_~xFSpP;|OKtm!j?m)K~`_1iUp{hna73F##X$3;{ zrnh%Jd_}$Ad_fMXo8Ca+*-yAutePMCooB31DT}H*|HK;X|Es!ljfXnlot?a_AK z=(3F6Z4_oBw~f}IHVI`BgAI{}Xj92$)@FNs-}F4SfymsshdT+&5qC?!;KA3|gj zmZ_NY`RZ(^2YX(x^YnP42jky={{P?Qd-;6cKj_V<9_TuK>!0r(C-6YBG(aOu`SFZR z3BF@>W;!0^w+dYb(g$CGuwB+&8Ik+^<9YVMkC`li$hUjy%g$GxmX&s@s@MXpgrpCIB8jT= z^%u|~p`}ZMH|t2Rzkt87pIegmf@(&LyO=j+2hiQ~)$$OxvZEAp>rS?==BU!4wUNdd$xlk~5FBB6N>3hnf{ zNkLQi;{1W{;pshI%AXvu7=uDtEB-=23d{HTfzPiDie^d31{;ZS#jq_&H1Sx!bt_za zd2T>}?hfK}#x5zSf%{#>Yt_68nL6EeH-K4YuNceLf_RBhU~ z?dV%Aw6{Nj)NPN+m@%*Be-g+~q}M7f=!+t#OG!xyfe#52i8P4OqQ@U^*d0L-RAYABAFdYF)k^jDOTwMRZ}Pct~Pe zya|zQ-nf0O9v+5Oe3^VBm}GT7=--j=W4|BNgLJ7jui!Ce6=B2R3VT6(>_R3-!o-2} zmf)rYDbIZjKWGYin8hv5=VIWJ*G$tb7PQHe9Z^D4_^cbSzNV>8XN4V0_jMMzU!`*q zA|Spoaf8+X3U@|?hJql~C_ZbPn$N`*nud8vxc)9xkC>g60-|UQ19gJg5h~DKyNzu}!_Mul< zY3D?jRF-srQ&vq8BN;>xw#0(Lh;E|;IF10L9AB%ASoF(qX?^FowPV!Rnb&7DV6cL3 z=D{%HkH-sM0oVh{QV9D^0DFQ|6=EMG%^ZonIo^DDwF^Y1COO_@ZO z$vj_|F@>NG_hL}7i`R9I$nFRN+weUiQ23PdKFbvHj|LU z!Kh>)(mKF&fsyvckdA5HMLq?u{%{*w`B1hiuX?VAMqxn6Og!4~Pu7m?WLD^Z%Cb%R zw8OESPO+eP7}Dz)7Lhq=Z*15x=*E$?{yN`jA_QjzzdLpIH%MUumdRv_3EJrvnJkWE zbFFboaq)#^f`UT|&mw0|c2JRJ`{(?)tIo?D2@d~VRCH^OmRvgfKts?8sF@Unn5M`t zHzMNc;gRVVi7)1+*Log8+m3$slmhp5a7!%Pu-nJw$U`b-n$(Oe*U|Ln?t%()#WzHjrm_M-Gf_O;3l7i(FTUwx%jzau1^a6;sXP_lfTU^?7>`ZOj z412=r(GH1?>CLxa6Jja;t-k07EvHN8&sPH45x^_+Z|u^Mw)^BgODxJtz1VmASV3Xp z;+k7N%}?()N1s2R1rQ6sG{Nm}Rkr!Lacj~Vb;gXz5tm=s)L69T0 z@e2fHjdLN7ScK*V`N;75FlXH9iG@}NA|qqb@D~K$r7RP^!iD_?A4=5uu3ALp!Z9Dr z!dcapD4S!pp22#YubsO)M3UgRP&qq&pBHyvYk9g-lvDLhoigadfOX5t%QMWizAm5k zAY&T(5y=z*kpHn8#VLnrPF52uul$e=9(+# zrtgtB(q)-ZF4Z@B(?botb%%8Y{I5?r=}_VZnLr?;$h^QO9cJ>EeFmg^Z#3MkK z54jW6Tfx_x^tZ4-j0NH!zURFM#$A$rGIUp(qL6B=`IcM?*M&C}PvaOWjG{I(tC zpY4)5o3mf)9EX$gAri)UY<5N+o;>c;Ah_FELdsRC{Z2hpFWuQ}wl(##Fc9m@2q=hm z3={M7$ZT*$FmoPY%LoD!l%M$)wKr@Y=Sc2};@=}^3dDsY$IfP!{saLnw8Aye5>3i{ zhTboBHO{3u?<;Dt9mZz8nk@-!%>wR-IJAIDF%aftAb+DeA01FLxTMHSG2`nf7bbou ze^dGssOUtBLc0Y%pg{Bp*{CjpS;%XcZ@Qnz?9T69eeO=ReGIiV(@R&i2)K6QfC6+1Gbu1446Mme6JSVMZa=rh zq40H$g;%jraa%bH-ze>y(ryGTRiIQtDU^(PUgOxRnpqy1)2JtnL9GqKyuk`OmjK$SbmF|j{I)1ZcV-H! zG*X%nvh9j1y{>$ z`(Nc%CsHbzxlp9i?4z7eaI~yV$U;lg8U?qIYZND8EgpE{jna;$hqm8un72@@hV6XZ z%VDeXh6@wmk~~SXj&S=9phV0FotML>kqw5Ntr)GQ~V-Kba z2yyG03?NUu+Hv~O!C~guww)l%U8FK2;_6W!dwE*`sg9VONj@zBS6Ty?Kva&rrxTr4 zrd-GTY3!c~aN{ojV6h>oHI}uFC`F=qn?wd@v{R34PDRRyZ8K%bRNK7K`x9_Y#FD}F zHa1bvPPUjR{Zgt)+tZC#Dr{4pkvHjAf_v&ZM|P#Kh9P$%e?9K2?4?{^{Ve8)Crvaw zwqBL*OY{V>OHLVLSm+U<5w3zcRIoxh%X{~pJ#+At_j=C0jS}tPtNM!gX*gZsOJk24CS1PJ`t`6Jb< zeUCitRQTfP5VR|cu**hb3e-J;e{UPaxpNTN>Fet1Y6dv@MZPxi{-r{b>wDxeRT&}s zxJ3qv9O!wyP%2yD;c+Sli$us5v`7?S%;p?)s`bJeY(mEu%?3##2Z|6cn0r>BoZgF; z$#4AQ>iGu^-O2IMi(xgF{2O6I%@dQciIJ&z8y#iUXj=6R$YR;S(13S9g-+fPMfJhCJ)EX{3}XD##i=f4130u=TD diff --git a/automata/plots/ke_COE_1_annihilation_creation.png b/automata/plots/ke_COE_1_annihilation_creation.png deleted file mode 100644 index 5635f0648dcf6940356543ffd05f5490bdbcea88..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 29489 zcmb@u2RzmN|2KY`nwr{aQ6f}QlGTuqk(qs!5Hd5ewTns_*-~P3l$vD}Y z@PEFK>$<+z_xrnlzyE#T|G&pIl;fPwc)wq-=X!k}%1Vo^T()Hyg+f^=e(sDMg|eWN zLYX(bWHJ6Gj*Wp6|2u9WdeK7OMAyRllDQ5=>XL=&H4}?#`j>ZF>6l;FH!xgPhCh3As+CQD7vsa&T}R$U_h&WjX|(5Fz$Ux=SMsc<8p zr@_WvUU6o2z&dST7^j7aj`EdtXP$+*EOXiU>cP%}N2e6mi+;GU&C>MDQBIe(-~+9B z&Rh8xXsIujOSrH{BRkm}I;{M^q)6*a0pFMs5zHB(Whcqi2faAK0p2c^KLpbl5a#PJA)UHZ&p*5;9B5o;omQD z{{QPG!L=8&9W%MIf18V*JzH@3?bV8KDP3=iv)6wXJ^Vs zAICnKVvVlq%4U!ljsNxQ*D`K3RW+UJ2k!=K=Jju!&+jaec;)L_l>-|xr+U+wdu(iM z(gyOjGHu)TI!Zo5=|-k>g#3cVE6Towi1F$atj`=OIbl#4c|phPvBA}mZt9j}#sN>Z zpU_oZNwv(bPc-!I&7O7SHL6uuvu2IUlP6V7%IYt@wH#F@CMGo7l8qapPxNKTcLZ9$ z_>`05<>wcDqBrHVTC(xT7PYnN5_a}O#mCy?c(}P`wDX@(N2;~rzkk1oLo4>>=}8(waoEq(^*lLpT(ylKvxx8C+B++)n;PDP&P3s0r@9wHtLy47CvuySESD!6ju_?H} z-*hFjz{QOk7SEO~U!G_{WfvU%u3ejE8KdbmZ8Pe7^=xCwH z_bfrX(W`iS+_7gfW7)I&Sy^)%j@gf!PX8V%RmB;n8&$_?Y&mlEsoznfXzuLaa!Z#k z?aj*m-OimhSir%1wQQ$RV}^>9|Iv{f@tT>oUGECHPDI$s%gI^vH=ktPw~tn5lC5~3 zaeIlrgYHsBMkP~IQ!nnV5Bl1;6{m+38-%$jH(llH=P5+@WzTAIswF90y&AcJTk|!S zMp`7^Z}O+VNeO>IlV!C=+GKYOt2kEL)7;A!a8M1?O%7v$wjUe8}KX|Yt&}nAE zwkNULzDoIps>JiDiH@KKv1gYrU$z))ur4%C4x)~FjZE~`CCjW58V~k6X2KOijZR77 zTe<1rhc?wxv$njhxB1K-ELa?$9VUmPvmH8M8QX4t zt6$$=k}YxQ&>@L)=gNEzX^z+*E>qyT|BVm z(B(U8*RCDziU>0J@^n{0aWOS#mGCd-sSgWQU7h(oL4K~9Xb`qX?8#MXwBqDI{tnBo zFz@G+%w&1RWzX1#g@#`JJwCwB#Z`4@>AH;hN}>kOLhFpvrKJ3hdq zzr^|Tl|!Y%PF1wwk%>61Y|R+u_^J;#7bs>sI`lN8EA!};C}7Q~uRUv~U{`EWKNAx-!Cx{HncN!My#F$>zV?b>y+E$^}Xg$vK}o@}QzW*5j+IjYo- zDq1*sgiNgEPOT+IV={hUUvI*i4ZX&zkBzaoYV`@W}R1%HaYzo%3^M5X=%4L z(W;8qGC6lxxAcXBQlYnXHhUj^-&Q!S3MhP+Rm%N|<&fM2Q8xyl}8Z8~+S?*c7T%e=mi-7`=owP{63dAkm=6=g_jH15FS4 zb8~Z5(=4JUM|)^y(}offE;GM7gblG-u$e|K{=CV+99d?kU}3MaBByM2x@op6+~3&! z(x!rv5-VZb(O*#k0o&Xvs%cfRF^PuN-PjTBj&7~3mpQev)E%Zq6%7oc)2DAO=aNMO zDM{P#bt)kRt;O=kmo;O0>YHhvEHTt>$6gD5@;4f$9~VUf4x~!=ahq%>2lnpDLmXJl zy_H+jyiID}h2aBj^2YYN$tU++8&wu(_9$J%z(7M=^0>5V3)Vz>rg1}>L1RX$RbQiq z0VgZ%iHi%na!QTKMt3C$Ez@RBB(>SGNF#yST!^3eE-le6b zW5?x3ql}nhMcu_7c!i=rin}|`PFstLi3L&l9UQU%wET|fyJOkJHaSiex0T<*{RyH8 zD%#Na?8n~>4h;dT@WjvHxC{qcbM@@wd5&97mFPNoWeAV?_-qnAb0$S5Suk<>%d{D~qfoBcr7RCO@(2Z0Y(kv^Ae0jWHyoe)x%eV$lK$A$)g_ew-l(o>`gc;DafO$%W)wQPtfV&=bvbuN za7U1n=JE{(`uVmv9%WZ`4VBY7z%_B%?kK6%PqrPGOVBH=LSK0O{{4~M&!4{lGXoX% zjsg zew$%c6;{V^cT9ZuU?F#P@X6ctZR%X!nzmi6nLt0-P*ugpnqF6HIcdCn`I5;t`_7$( zXeDT^4KaNYL5^~=vQL54Or`67NM_oOSfDD$k7A2?rK+Dgb?eouR|@LtuX`KPy=j?p za&p7Xw^wz4WY|&p^7MTRw7l*by&z8B;C*}dvhUt~N_h5nf^t)ok)C{^uR;}nM`=*} z@UVrO%Gc$~mSqSHmCwk^HS)W-y6PmVCSLE5ju+CJs!Tm>=p;yee5^5&93txE1yxnm z)Vyra1+-YN(sX9~5vp=+x^+Au0ZyK3Q3dH*ieep;JZ-LNx4%>>pYgtlPZBg5tHChesYja**#7zh$?AhWS@k+vb}L?{x|{SWi{R2*=)CzR{q) zz^gXdBxv+kP213@vff&76tvRLHaFqX6snYx((|7sfiZxV`zI{9M$xa~QV%mzk?sm*UGk4Q6EYSvH^h#e$c80jUcbavyo&}7F zWR-mG8B^tQkX$VsTill~=NiC03JMAayPH6fG#w{&#%TG>cITC16v1G!tGkB8+?c5g zRtfC%FaDXuq_~r#&rxxEAPumL_PTqTmyPWl?laYCc1p`(swY``lq!S&P_vz!$ZztSwca5g50X^j;M8_= z0fRx#y_I?+S)~F)k5CrFarHW}XcW$!dqCjE@okLR4gNOREViu=_gNHjCKGVy-e6pf zt!vqGcjF5)^Ou0y(m_r$skm{W;E*!0s)^;Gi-`bEqzT~EyetOO8Yf3+v??_dYVJm@ z*LdmGiNSW&Y{%)%eb$1Ys+<~W3d-tccTwrX(LJPsgfs{TI|?e!d3R?8E#?{~sFZmP$C|3K=K4l7gB&NL94EW>#g7(p zXJ-`Itd~CKFln*1&Su4>fvYD$< zV_n=2UZ3R6!)m1l9KTL(8=Ih@#`NTf{K=Cy!TVa6<<-^gs}jP%$W^r*M!e3tF~6f+z&2eayPdf}~)P*_-z8^9?-sYCxr=1Si&9itoG?XP)Em?Zq-t%R*7A+^B zpN)%48hRdfF31XnW?QtPSbx8y=oPE3{3dcre5HK6IPlRL zA-mCE%N7kg{chXA?Co~o;u{e(pQjdss%?XdhX;F=sTXv97mZ)eo3U-Q>Co?~P29qx z`v{0#u>I%HZo-3rg)({-`y}TO+7Rn%$E(J)^Gp*X@1UT*0o#s}K-G*JZ_})L z45Uv&f8yKo1YO9yRCqQcTqY>4$!S&t%*z%!#R!U)pN7(7cX#(!>Ah)^WVHa_9=ZPW zJhr_9E`?Cv)Jg@f*49=Y=}i|Sq_=~HM@UpJnr)d~NAcV-Z#%^xIK3}RjqLryJUmRy z%yHN;rXQ&^hghNLu~({Kn|$Nax9rz7`ghC-&l8yd44{a3?Z<6JKP=c* z@m{~eT#7~6mv(Eme|9OQ!0j)k><@Q7x`;NPf)B%&Gety%fqb)*f@MyLJOk413CXL# zivyAug`&W-(1Ie8sQ30_!3dko)sin?%EWd!{223F(122R1ZBpk_I+1CRl*-1=QlV` z^%&H?kGgi$9}GSYuTuck89F}WAtUrH%v&=WLI6=~fYBAf(yCMNjecj@OVD)LD_26( zENS77w;off;h#t8zrQ+RIfc@!PSi2xc;GH0(6^$POr65#dg{txuEv=oN+Zx~4okka zV%)|TJkXXO1DU{}I<7$_UXQ%1loS=kEehq&pzt}TpO8Zu(Mj+L1qO*}`KTum-F3Ek7~KYjHqI?Hwy2OO^uEWyUL?rWR`*%7m2Wc$c#lE{Rifpvijz*yY~Ozp z#ZMi55^!+K!9ScwdmHSkc&DN85VQ}RMpoTkDL+zL*bf}AaI49*OC~xVghOB_%iekw z*A1M57fVqGue`mOVK87RXb+lh`Au}AeqE9g^gn;BfRYn^0#Hk8v{MtVBvQ3=yIvL^VP$;K7#%*0K>h8v=?Hk0)Q9L>!L>c+x;)DZYrQLqdA~@cB`|yg> z=(*O(#X-Va*l6H_LFt?z`^gPf{z5b3+N7h#uA@+#c0(vO5Xd=L86mSn%J;A+FjeNv zM5$9Wu8ZxjxA{j5D%r+TaI3_?2Z~srL5r3PXWamwbNU8!6RjkxGje zE$Xg_a1;97pOY{nKsbel)AR_@R!5-4M57)O2tb4u34WXXAE1@61PX{|{zypaj*ejw z2mh1DYT||7m0&wtRCHck&fY#Fy$1!tgGIxtMu%BjUS6JvCDu+~ze{pwDx5s|LQ5M0 z7#mm;j&$58kU|+>7m}^=1r7 z3-*6lK(=vp*FdJ-m{riEdMo&;oT{qdOyBH`%_#MG9p^R-J@6gDG(c zR3sO+m!n995>bQJ8D}x5Fy)>GiK&yZ!(9QzncxMYL}NX&4`)ThwN;jFhinYSW-!*< z(5{*VRSk<1qEk%2U1{J6Wt>ZSh?`LNp#fD#$1Ilp0s{4hz9@R+{*>nhrg1sF{(GHf z0DkTVM!s<20&@>*LRw#4a^EA`m(tQ|VDp}=dx9u9kdARTeay|x*%kgl13MpC9y4jI zkICF^IVFeNKel6@L}iS!Og5AemDu=J;Kw&9_iU<^ew3y?ODaT*v0pLRoCvdNf%aAq%^rz>;n+1=4#pT5qw6@;*y*c+cepW)QZxMztLx zB2!Yn8&(ZKW(2W~RF2o|O#zr_4_w!}-sC zZ8c6giG5q)$7@*cuunRmj253A2Ot>(4Z}SYVyBk-aJ#owT0YapjWlw&rbev0_v~S{ zx$hWtIa#H!s7S$$S#bUO^`W3VP&7Ywq*TSK#gI}lJyI2`2Y>3uc{XcWY%)7` z8(@-YGT^ddV}?x{grxdv_o=x%n?T?9Slr@77-*WEu_mG_u}YqEX+#sKMwI&#%@T5e zkBRmZ=F>w#vkDNGfYM$`2l96j{RK)v2s8}1HWHwx-v-+YapcxYyuc(^(ZGnuz-!Sd zOXL{B3Nvhm-oxOb#;PehP1Q9GqkBTs)wBi2S-*8_47!mdfZjJEdZp@_nlz*(@>}=5 z2DPDeehYDV{Fq9LD|mOpOi_vOtUY-jf=cl>>o;$X!a+p=Q$z3xBwzs@@rBu|6kKA> zbnCtIYG1+o|#}SYRLLYl+yoc9#BsyGt|HaIGkqPXME@W{jF$|c>rDd2MA_*9uuEcdli?udJvk=*^sl3 z1!_s(48g@Z3s$=8tB;^vQvOlYwb4g)Y*Cf@RAsFm-Wkx8BejW!dgKiO`;Wb_?cN{q z=1rMlJ?_`zU8nDD0)n_#tjj~Vl{To5kYRs5!EOw$m&VP`ZX&3XBFhDEO}_a*^KnlV zaZwZt+s(VMaltU%b1xrC-$veM@1Yf^Aw4Q%nclj^XSH?7lFq~;bnHq%poBv5iq$)b z*+Y%jYWj6}=X~4PbxcgGT|ZV`f(Z4MN}(7m@|K)z_x32=dgLje!~)8^UB`|ouiSFP zRBxe=o3m!2XFwJ6_U%#x)jeLfFEq(WMyRyVWA~ooSO!Y-O-Zc<3{Ibj8~-O@#y3kS zs2k+#zrob>m(=U7L@!o8_W&Z2lK>F6&_Fy3h0-72Z>pcSA|VFv*KFo;g8n}9ocF-# z{*b-mbU}&Ggn*FdyNgBmbZ3evf$B3l$&wEr?hEQ@7k~EbXVn6Vh;!?DYx*z#FAl(T zCG2$Pp!Od>z8EJ@{Yt30=JN1iRI3Yxa`OS<1kGZ{k01BrGfR7y5GXX&)^?g#w`j>J zehS@MZs;nh7KYYNk<*LZ($Z2Ma9mgU0;gFIKc$k3Tq$SD=S0xzDO3MM_VN@nZMf0# z`4Ep-#Q~VM2-&BA9+CDt($}P=qN2h~`=0HTZ3~muzc?J#otVe$@C3AxUtkl?c?y&} zaS&H9>Zo+4l^|EIquYIItxQc#iJV*90!sA0C&9|kuzX`s(x)fUL&{){Mu3l=b7!{s zu?7arIfxSSkU-8p+Vs+Kda?`k7CjdRM;o2E}e{&Lvf`)W!Yd8IGukONGjD&;|iL$1ep!>M?y?zLa;h4`0K|2FL zdg8ltrT$nO)Yopx_rsL0KK}ak>(j{yf>cuUP8?FxFVxY|8OTQ`OkG_j)ei{O_5H0j zOx<)AabI6wc$V^LCxUsbtgQQacq#;cR+?&-Yn3bep)l*i_485|K#bsfjdYPxmATcF znNdTU+S|8_TwDevYbefJZaEv@0(Xi+Qvg95nX-G#EU1c-WS(78T&xIe`Fkb{tWzvP zx=8n*OD=Q1tx934dfgAx^BxsnKgUs=->oT&`3`pd9-WKx;+qc*&jSKpLuMkfP#c>q zv`cpnj|OeD&yKfo?kbIvdE;xrZ2J5ACFZIq1a4uR``glT$<~I{Rc>6sSF6Q|^@^Vyj4l z#o3qt`0C;1>l+pE!d4>Z{;G~8$0iP4LgW$PVh{MZ23<>9=#~|obw4HNSxm8iGTWXUR{vrv z)j-AB{P`5;RB}N+WJ?D;UAs<3NZ8_>%cCR7FJ?=1B@a$Bw@T|}En9YqX^oj{YwH%f zVZ{-A0_Eo(`Y{ffWgeUPBQei^hP=;2O7WJtbNt_lJ*m{sqc}S)S|qNlHT~zx!4(_# zrn1MX>sv7)MI|uv2rcQqH0HS@T`Mgl9dIxmA2@$QHT_@;OOB?`|LuhJLR9w}y@Z(n%5aEbou=M^OW$1tx&fb$e>R%iqEF`3$o%d*G=mKYP`jSYzQ{fwb>z1tO znfg~LDS6BeR#TUB^thik81D=I`!$cKTjJ;X$nSD*)X--Q#$z@4Q3Dj&smyqqx542=Yo@DJ&E`tuYnf!PIc<5t|VWqn|#~6;CJM}=oi6TV>JJ|g4$8F zQ+H(^Gt4P%a~DI)xzpSFn+C1Fkj4L39r7R}b(Erl8snO|yZS!K@yb(cz((J*1 zpp+bWxtkKHK|jo=|6B<_zv(6KsIH1lXWFV39LeUfY@xI2+$}sFIKj@gMDfgLP8V0h zU*9^+jXZJ=NlEKHJDxjFgp+<^&i>RbeU|a)GJO?|GK#fP1MXMmF1`N9JQ1n0|uIW`i095uEyT*J)30Z)K`KcGk|WVfnVcu^Sg-r#%CEJOgW{ z<^`)S=~VmytEHOg$Z!Z8pr=9e^+&Wulp3R4DyTd7@*_6zblZ+uSpx$Ds_}Y!@TCNCwPZgH+~|33XyZSKY)SG<01IsB z3f}7G4;yc^t+bv+EA>Q?hB264hYS-*)x@eKoOOS%Tf7C7rFwe_YZQb7oN74$v_n>W zPKzwU2>Ek4#v8bDS0Eq|e-=D3988aBZGQFxzRnZt5KFm{*Z`d0Sxv?W40UBL4r zw5ccPw5WEy`ADU;R*x;9d~j{xN;GyD{CEZ3-_r%Z50kSpT9Lyo3C5Md?98-#=#L*) z#0S&vUqw4j=Z42j48=}vc6MS%HE2t3L`OxM%nhqhvEX2+QJu8Vikx2t0L2#<4zru* zGAUn0>tr^9sv?Un&k`7LkPGj^q4e5xtmEfT10Wp zA|+p7X1tB~e8{6jLz0MsM?U#0p>+M4H7(3TFd_6mKUkACT5HGz-aa!uWrzc(FJ-i- zwP>eh#Nb6-@@=J~Ywjz&JMm`1o;(EItxvr^eSw+Wzz=8sCQ8jq2)5>S6`h>*cvW!u zQ1S+!-N%k4R|)|D`}p{zQ;;nf(Xc|BIM-1#xRwQonX+Iqp}9b##)13W+lPTB$E2iL3hP z@og19EH+GJ;+nJHBGlt|VY_?Q^r%~h;+N_Rbr~72*<(?z2V0LC(iimqR?Jt|j4+~& zJ4~#wYZnU8NlE;db6x$H{*zLXPbAH*nQ*0Mt%(V!j{Aa~CZnz-D%D0`H#Y~b$*fIy z_fFyB#f$oVpjC?W;PI?^YAB+iZ8ofEN8dg_tndo#8SYM~b2Fq>HMl(HlvPj&%VdQ} zKqqHZh}+6mN%BgD!Zp{HGCTZz-o6UB6HIjML-m^@OKwRS83#O~=TVw}9TKOLTgtru z+S=!OPEfJ#f1KgxrT^U-&K)*8+f&;yp$Rs&f9vAxT+cUf&$J!K`g%x6CcggX>#TFN zKIQG+^FG1TQ)B)bB$!SKzPBgXy9GK*6^zQt_xkcgXqiMd0&Jp)3-AR9YQdVa!v6l8 zRfZ5Rh+LzZbS(<58apei=$^BW%Akl9bFHE{ckenZcleQq+m~|*G4m)p|G;mxppsKj zQ7xN4%zM23gc3ZJaFWPFu&qmLcG7!A&cXCEAdv=9bKRF8;&AmIq`-a+Qi3J!`e=w) zHe2wI;P4EPYQX3E5`_uiyA%7Lijp1$)6)<}imvxk9B3@xw$$1T8`r~!)!)@z)0`d{ zcnN3m4yyY3NJdID^SsOz2>n$eBR2vqivzI%;%IyBm#=&!x_rz>%{WyQ8PtPsC4iLF zPu@Iowd`w0U&bEMGdEWL313oEigot{Q)T}H>DBby_X^Auu}Tk|ouwG8oNv3CoF!@V(#;!=I1?LPEmatqGKeqz7Pis-qfTu(eHtF%H?UktO z5xDUP5nV+YCGJkv%%q{X95gtP{#Z015*#4nV)Mt_xG2$&9zDALom}tR#m{A5hD6R) zwbw4?f6SM5Vvya6MfAqHPZJE@F7d=RM&fKSX=*{}0w2t*#ZEthfI%_j`fBy-k6H9_ zO(1oLWlj9tO4u05KY@o6R*CK#1z8R1$g3AOT9?8(l)iN75>t~1xz{RU7kd6#73FUB zrz7rpq&TY-@Vj*X6G&2Izb@$%8b%Xzhh69S;zjSbjkt=~f;5sFDdRtZ zkje4uKO^Cik;Mu8_279Qk5n(>(;XQlFn3ael8x$=0{JcF00oAFW`Bz* z#f$`0Yxx077=jx2R;Q+>8k7a!Y-$9>q)<$)ZWVFue2OeWgxsf8Zh}gQ5ejo$1$zsK zyAlepKpvvYsqrc@($b@TJ0pH1#?xvgAz30OUE4-X@pm<$85tg{b|jdAwR!N}a`c1e zPSB>yg9l|OG=8V^hxd-3fl)IDz&lEnt)R)z=0LijYm zi@-*bfjEq%5GsFAHRzUI^Kk>v&1QXtylumqX;0f#JEF+!Y zPLn(ktj8k=ueGlqB1b+G3ipeIq&3nk zzCm&dfvqCGZ}#BoInYwrVj79XWsC55eIWw_gJH`jA|?4i@*vVXqHIz=2Va&OETnwk z-p1H9GbJPB)WiEw_`m|XDzPF)DOS##OM_iUV+Sl|-)Urf{SXY*E%Le0?enK};3bFq zsu&)5&XyMIQL0x&I+g6Qy$?BZNVXlNrSt2)ph_q<#aw9XsLr>smrc6qs+nd@!!bc7Rxf^x87m}Yxo?Oz|-VansBblu~qr0?Mu3Y7)Q-5{0+Xr3k zHWQ?X0F($4-E>Kj%;XT46W(`C7+nf7*o3N{^?Oi~NS0|mNpA__5=t0M7z2GA#gqREBxEgqPJxB;Z-y_PzvvM z++vuBir9~9*R7)_n>5MgLk~pVQ`VqwL&p1XyuWtL{*GABY-}uuR?jwnQXf0Bv;z?6 z027mVe1`ep#E-8;^pN;yR8`QAT8V{lBXQ$~4c#D%M?q=vB_bt?PSRlA6pQ>{{3sj{ zT5o#aKYw`p(k1|K&7SO;$ryU?Tta?NR^Du7+A6}EkVe2iahap4cklcjID}&~EPWxE zHZw_+dc7Jr08*lSp8nXW(t-lHOP5}XLsnSLhqC2a)R?7Tv3KNGjXWBV*%+ix@bSFv zrtEBS(h?m6r-u(P-MeS=zNRN1ksjmRybWyZ1)-njWceMK1mF-i0E8hqHd9^yMU-H< zi?I&tnJT`76t~yzy|3*TP_o-2dOl_6LDQACn@J1~sU4fdcraFyI-zb{ND;BTlGt5V zn>cAWo6UA44PjL|0cIt`fEuRxl+~-3bn0w^XiZFq_)+|d6m+{|}v2Y zeoLK;%x|C=_Xm>PMsFvJ`IKLi0$xI==v#jFmA&41=-6H*Yu$muF7M+!04gw znC?W&$G0@jFJ! zVbQ^A9fl7{Pb}mcQMuB89X6_Ym;1SZycLCaCGZ)_oLOn3V>ITEFtPRNjth42z1K?H zXMSH7tkLrc*tG^i0yflT_msm&FkA*9gft+5T47|}U|g1mVnZ!a|C=OP(hN+lXoOwl zJBpRBPi`*`^xmo+akp;G-+b>SVVxwJh~77hVJklk(6@OQ+!9;2Pa4p_BBs<>I4)Mr zn&W7a$b}1g*Wcd~F^5!zrcfHNIigc`Q~0d0?d#z|zEh30Mg0c(80iq6Rf&pd997$&Zdij%qjM2(ItxMAxI^iDr zEN*u~!Ksz4|1R798!wFBKHv5@J|xKLCCHZZ@z+&1+=LfE0&4d^mEM1rkZ!lpS5KGd3_B>(scZ$O>8>#TVX@$#=GG)MFfvID2vxt+|iWsm}8b{M`urWOC8!xR0+yY9b5(aQ5F z>@q51UsrA8d+FnI6EIp}Qa#SdoG<)q*KkI4>YDYh9UjIevc7t;_IAqhWfV%-E~?iq zn9AHV4TP0QoEWY(;tl_oIC@2Pu(wT9)hCg^ z#bntos4;F?WG3npt+24Lf~=}zjWLK`7YIxKdath4CW%1V$W$JE7Plo^9yQb{ezmRkt zqPZ_g0uU~JcYSICM*Tt%8M+ZL*a)Hnh?eT7KF3tleZTuj?U1x$>7q%>CPfm5FyD7s@JagmDi@sgYm}sY^tTA4Eso9awT0x>+|44yDMG1(DA4-@bh_phin3hFdT^X2B{kx54YTLnOK5d8z<-QPm)lP-?q z(1!wDP*hYYFC!R+00oDDz;E?q8_CD~u^aag#7{n~@Bi39doNAiL8Kib$V=P~M~zuz zWd$|G&YZc5$_C7P)|VFvr0?;Ts6W0gr*;pwJ~p}9mUrA`+0RGZXx}+3W_oXcP#@#6 z!nIX~6g&b3Lb!*n_acOCFD+bTDAui`YWUcD&HB0Gb^yow{D8_UkPLm;uLgBVu_Ry( zpc_s2G*ph7_PGYWTH1^|r)g&NnBd@-Jp|xp)CPgP5{+iB;$lF|H448Js$*xBBub2R zQUi3oNo#CfV!PS#_kb8uW1nNDU)c420|h=Gxdat&UrLIs)8ypw$Ayiro?a#b8`+4v zz$4H{2MwCu>w8QI{UDcwqOh2JHjqLD(wihAmxj4XR&gz->BJXKGd73;7X0X@zmj(; z`ZnC53knLJ#4sQxu)8NHF|b`1#vu-;;&TY@1O&K^H1ZxdfmdS8HfNCh@MaMe74=nz zgGHdk?%=7XK|%3I1xH~c_ljr^Hr3aw$Ev5wA^b*S=)O8=F~PSWW}?M9jG}#kT`8D} zBBcU~9-lpvCN%M59Ww0sG2B>5B-06b{1ujqzbwd{SIGNdcSJj}W7e_HXBUIa`tIGk zj9Pf+$YrMUI|_X7FrU+m7Vg^a474DWfqXqAr1MeJBwhvSjChd>YJeAWF^fzSJKcZz zK?N!AV)$6pE8>Ep`;KKslr_J(uC+^c@xOU#A@Nt5dMmrcVXMr(&&nw%(cGEdAT7f1 z#}=Fd%$rK^cy$9OKuHW1m9W3YZ7a}8u7gnNi6jJF-z`j(V$45sJW$kYP%|!g^>kUk zL~MQPsp`c8)CDu`|K9YqzGiLTqN;r1!hX%dpB>5NOMwB)|iuQ}ZM%cj;8+AHivFRoiNk=P8^xsk?FY14w_dklVa#v(W@FB9gX@ zV?HH#av8f7yV2CXZtrxhlU#lBfW{xhp&4MYGLt!kRb` zEuvJ;-*%EtP3PkBc-cSFKXjuso1JlKwPC|P+I`O13l~g%YT6M=dc${1laUOFkv;tT zx4k%~J@+buS&XzSTlOt4yt=D`zvC;@=eO9y1m5R>@K*AxtrE}kw7?_SMtO`GifUlgy< zVbXyT9*&&yFiG-=3KEhE$%I=%lHuZtxW<_aHy*c`9n5DH-{ZPmDsC~w`9m%`Kmc%c z+ZUUMNd2-S)Jh;WzId6iiB7xvAygZLrZP;DKCn-07mPVYAWAGv0?Pk* zZO}=Cc4jdBVrNrm;>4CbyA>GCj~VxeG>oGP&kNfrY5mc%0jbgi)t!mcm6 zZy+@!q`JC6HjeI_km8s_R4U9P7-ISX`N(*S@%~GMK#}T>ugH@=EO7x)IU-W8cXT6{ znQV?~^2Y}Xfy2S7OU#+NUQKI7jh_j>r7k*GpLc^X;mvHp$VjA;&Yck=8b-g5(aLs= zmXCNsE{rTEZr_o?g!?T2x_w~or_q}+v&gV=hmbn#Pz9i{8rHdP!G^O;GHHrKG|BhR ztGMA0@TAox^q(uK0Wxklec2J@xOgo{BC*E2D-I~u>e z$gYzK_*6~i^l?mI53ZmOiQ!=ZBiOZ3=ykR~o{7E3jU)pS@IcAa2*~DO-)IFv^uyC&K_n_fb;L9_CaZ%+Y+YSlN1!fsVtNDSX9eKt4-0-Ow)>b5=08Yg zhXl7+^nqCoD#9PPoEORa5>g+TY3k?Yb-w&AeRI2`_7 zbvxtzDNAEx;^}5 zwd7u+0N1O(I(0(OkrL0LVHppmF( z*o{Qcw24hUJ9ddKvbAV&05i#b!h;N3@F?m;3qr*4?=1o7f2fD86i@18VPnOqK;JP8_Q@y-l8J;Xem6 z&Rw|q;&-RCc=?yh_mQyKF$!Kuikuza?cndQSw8)}lr5a8g9g z%pMCOq3|zUO#iiEjHQxcS_E!)h$BD#4Z(~NLQt{)_9`<_B01+c!C#*L)l;G(#X5<3 zb`4A?-3N!H*cOY#5+wH5NXo;94+}7ygD6cba0AJ!V9)ZV3s6KjpL%$NJX{xnG+-C? zA5ky)a0#qm>Ux|w8Wq{q#MmTbGX>C4$UG$Oh`+`bO7QbHbv?)$78vyG^DiD6WcN1o z-}Xe`oZt0)Gzz=IUa0mkf)ase$$$c(X9T`*#HE}f^WDU4FgWDT`H}X%E<>OxK?)10 zdp{zP^Q9oA+g(l}Qy0jH&H>J!%NVIn+?iVPG+t%1)%ie9Y%6CaUhIXvM9c&fDxFRA zCkjFJ4bq++iFZ;ov!potMemhasJv}k_+4+oV5Z}~X-D~rewokZd@3?9KH+y*#|0ie zqV^m2K6$kO^F9xoq2Zko8FPo?KnB{~D-qTr^PC8z@uaeY-6>V$7isc4@Yv`;m7K63WS8dwdSOC*Df7 zG)1?0$)vsy3$7N({bF1%=|Gl}%Wn_Ptf`GX1dK2+-w*-%@M771-24o|ydcQBm%Z>7k<0$OU+R5FRrTu=O6!7I+;>SxsiUGVayqbi!^-N6cUB4jsY^%`U8IQD88(c*Gj_uP&!4k>yjkFesiGI%35Z;TQ!he7?-vq%NG_PV z;eix)=^2~=*4}4~!H3DjGQ~OJvtao=EO0{iO`oKQ@jDlMFsi~I2(hA5Eys2+qynYn zE(E>6kd(pABy!fkuxeJ$-PK~7U3m4eWXeTR`uRi2pr?DmxabcHBqJ1-gKq3e-*;`k zS3@O4jAZX%xI==vjiDm++ek#n4RAY{wSkn5;6ZM%BFLZ-X;T0_0(rlhvb9i-pF=vn zeEAi#-LFGTOiYUH;W({bFQwBp?K@Os>!y4^x%iZCK?Pr37V`!D=_M2d8c{3Z4ij{T zh&M4O1b-5#mOOQW;8!jCfxBdO8B+(TQ$U5(bZZlU6$3m45Dsbb5lqX%->M*4GP;C8 zXkfe;Ff~&6be8J#C`uvb3s~~c0o#&*03f=DqL+x5|G(i_OvTr0leQ0q2I0@dWiil2Jpay1<>of@4Lo>|a+2}>t_Tmw z=h#`re7B6}gHvK^<07eaWYkccD5;-5eNsp^)^K}^lq3{B3%BFE0p7#j!xOFlnrYxL zzdESb;Dzc4%}q^9S;R!c6?c3{o! zm&^+=9`5``JT8K!VImXdD-rYSD>ns$9RxoF^F!d@tfTqK758KF?ct5njKKV{-Z|; z3*3VFQHZ-Ft0FE3c1%K~#0Ua3BvZm^6##41}V3-C4*)_kV?tf=BuIEd~+$s z^ZD~|jA>%p-Vgyx#YDPgL=oNE01Siq!=7;!GfmTxf4yj4MR6^hEF6n}Ke1ur#_?k~4Q`NF3|Ds1J z@rUqW2sQFk_MQJ=F~VcKDAjtdsC*)e{>djyRd>w&h&-9$gUXwlwe+`$RG`1bg}-#h zxjZ7U3G|*cdR#*M-wZ!Dq4en#(8Ad7-{(UXRR|V;6#R$L)pCvdj7A=XYyT3DQC_`1 zcNHn0JQ=xrw=temr|l;6H^?a3Uvfrt*BaaDw2kjC=kjT6U2FWO0z!VR$l&o6+Ar3PAaku9IK%*krwA^zWloS;H&^!sf;tn~r^Ip$KmACT` z2QFLor1SocnOHaBEVY3FPLfD*X3uxPXNY*+i1i%x@wq1<-t~H~R2=xEFdJ+8VL1H_ zimF>duj%2^=+7bUw%Z$DrQF+SH==UjB>(L1t%xs$eEIS@nwyd0O!$y7lT8^Hv zObMy1^Rp8&PGJ#FalygDS@#0?o<$+UlHkWn)43dm^CEj9((7Lx=3lwxVF}sw22^1a zTX_zpM-^0MnabAO+jzdsDm;)wnMK_HST-QICG0H*%L=IqskjYGR{S-VlD}j1O~1K! z{`Y~9zCRbs5NnG2-8*MGlj=5fK0e0Jwm&MCaohJ`PPIlwIXOF6dRj$XtClSJcStAf zB(l(e3m_#}DWPWVdM2+{>I+h=cp zXfUrn7*Jx*wEhnJ?$!;txxAyDZL1!L6w}8x9GO&aoSMCn?(fL<#$me~zuB{pe-K;1lnZIV;G}Up=nc31 z7jy9cV^bczytkh$Y@Y_1Y#U%Ss57_?Dg2i z>?Lm&>YJS6Fk+17$oVt}D$((NK$0WR=it@OTM;x(gbf4)Mxr;?vNu0jdvB zEzuO+L&_6S~|=A{rkU$2;x5t-WY{J5YlZ1Ml%fAwES_PFi(Gf+5l){AA@uBh7nL>o`$NsfMV5WRSLbufc78B~!2G?tT_ z;q&7Df6BY|cc|0;k8CUzX+r9m&iWj5MA!b;}7eJp3I*%>W2e^B$rKofGPfPdLPSUHNa5|sShPn=+UZ;x9 z@p(9(x=66Sd#tV9Sd-WElHdj(vJzPiXO)z0c-Ut$x48AIE9$9R$sOz zu`gf*_RI`Mbjnri2!DGPa9s+U&o<<|KGoyHtz6VACUvMTMz$?rfE~=Ml;S7ZEu^{` ze(7HW_TdyXBJ#2~NW_S0g`)YvO%5#!3$4V1aVaPnv6PS*cR>l(1Odo*NR5D1*OI7F zNuJz^6O=wV{{L;JaV%dhwBvlj$yRGRqm%!gjcD>nf?oV57w-!8E=_KiQDi-~NB0UT zHBI&Cdd|_F)37ojd}&(;W6u9)xS@?E{w61*v!aM%bn9$gJtgejJbga4A!&5$o#gt~wHJnglP6|w!{n~q(R&8RRQbG+% zH$9O)P{O#Vn@*2YrnFX7M_#zvJ~V2toLS2eUc8d*Y4GcZ;sos_$x--OEC}9;^oTO* zRWQ!2Slcp1iJH&-jJ=V%DKcWgak~i4a`OV8g$C$;*`)iGPW{#ko4F~SY^sq$>}Nsv zizF2aZ5cw7R&lvXdIUgZ%_6xtru5=<3F-aC{9%@3?bX!QM1J79yYDaHBKd)qmNNhj zIq!`6d?pLA{*W@9In=_KZ4FE z!zRMHDn87^|Hr>saVC?+l$rD&&#o_~D+mdxkyB6W*MGol&NBCm14Hf5D35mem)v;x zXX3KVLMF>1D&?B%$79cPFUyC&0ZmJC@H?!&xcsQJ`ze=M3 z`2E8@Cq)BNV|0%y65X#*q=jSh_N%^>!B?F}Ho7T&YnX8;uvRC~vMf|iOGl?rB1^$9b)_j*5zD>0g;yC+eb~zsW(|+G)`9c_vPt_S6M*} zl@3r<_2I63jipQ7!^cZA6BB1Hb4KYNg8wVEh90Eqsx|TErln|fOrHD-0}7tjp+gQV z*ktXwol`mKX2BK-5|V?%!%gHX=sSI{-VKqjM*!nsC%vrA+3;DNBu% zG$&0yki4@H-)rmO=Hfrf4%?QLGa9(1+7`XJ9#aw%{gvAtouwo7{S5tzLI&r1?kR?W z*<{?JL$UjBO^cDwjvP|1fKSaG_6tzzk41N2Aey;g=~GX02??!x@hY3rpViQ^xiy^q_4j zH|;848rsx7<3v3F`1_FZn(<$e6}9%)8Id2aJs*>JyxPtwuTw@VH2|GBb5r%L(Xpd5 z)W4ah|CG1w11Ex$T}!D2xsl#bKQFvRCfg*_z)#!Y979EQ{hAoX@!I>&0p_n(qQf{c zbla6ZKJt41t^Ruptyt2LlrdZ!gDU(x`dL#0+vKqLVBUQ0pm6 zzH%=#oF+$0u4Jkw^Zf2~uV23uh2#`?xnGNRvG*-FzJ#!|1>4#hGi&)Q`>HTKO(6rD z{S2!4ql-VkB40Mm=f=DnmuqbOQjJc;7}*3j=evCTSb+<}e4 zK^RY-V9i(r;XUS^v~!B$8$m`Y40LavZBk%AcuFxrHLEE3iE-{Ps@<)3t(G~7rLyp7 zQ;qPLIOzRb=_z|5ueZHGQO)e}ZeQ7~$2thTlRUi((6Y2fqUoG|Y?hIFmukw`2X7pc zuzIn~_Z(c3sjE~{ok=3aQxZ6e^41Nr9EhKrBq0TDHI4Ppuy3s8DwNd4Dfr+G)Ytf6 zZ+($agFz^YwnO+`hdd+}3NfNJw?jc+6wVLA;0g%2cd-1E60@%qX1wl=hX2r&q@V&} zbguy@o6L1WmlAe)zeq_zhwoYOe&(cjSK}iJnp`Lo!byUZnmNg;0)_uu#01Y{{55CN z%P)`_TP?vxJ`4Cq**@coD=#C;yStv#IM8-?EknCkd8pvLHZQclpxpG_w{n7jfD|sO z0_ExprhS%!#hX3Fj@&b5&A|2BxwtSP?c4`gvF}D|>SAKuC(-)(1%<&Ynns=E=;02d zuIIC=sjeRXFSujxp;ngM<) z83@#Tk<{V4+CEZ8yVRMxE=qrSG**RsEQSG);2d7SD?FKiqHWePd<_+$aPDhD<(yzW zQ>hRZgnb{{n*!TUyqBJ*)LRFkONNGW^y1l-m^(61;_5g`Z;Sv1T{dvvgxfLhe&hPV zp(;P?y+>)2AI;o+)*XmC9vc0&aO+;$r0>L7o4Z@UvzC|`qls_&*BFHcoO(ABBq3$9 zBA7GKCU!ljw_=EwTT-xX&6MwQ-h_nYs0L+9{bld!f|n*!cVWtXaEKuxsbjxqk6#Hx z`&*MGj2eXLhfB;hFd6sr8$qBHE3f~UVqBZ7`x9qQ(s*}zZoxQfd`)G{JFSn->gvH2 zr+++fhqh|S@sJ0NcH@$D^lv-xMON`fJr_4xcno(B4j;~S7^xWb46o4O87EN6Ddu*r zt|t~n{KV{DQl>gj{`hFcyp_@H)~QWJzA!E!Trvbad=bFW=3c}Q6qk>^l|+~D{6G@4 zA|x-zaqBYN?nv);_=ju}qE%}mO{4FKqJ?nlxP9Q%_sPgE<6qKN5CP4EA}Lp~O!PkrpT zhw|=KQC8DhXq6kl-i*p4ivo{{HjK`QSVec;1jSI+E_-UM;|T3R@E<+Vk#ijKK>%?G zH2`~37Q|{j5W_fOCxX;I&5m&rL!O{QXo&|OJAG+u?w3NFIN3a_K}fbmPEt}buqCi* z|NA#(7mzYb*g+OsVbM#?JD24_>JKv&VCa!SrlS}&%3f@3ApX-4llP{#e-5+qp zMoo9q^3L<0Xd#2IRJ63JAJo+7!_f^-+SyB&ek|?3C)uZq*Xm=IRV>MI_d8`4Yx|O) zwzFR;-v~kM)F{*-MLR2JPJOMRYsU>0JunnD$aVGU)T~ZD(0_1%4(o(N3rWJfxPB!8pq6+rsRzcB?R{^`wv!lo+zk?Gth@Vu7hchzUu)w3oVT&JBYuLKK%(PGyG>9d zB+D0p@pcR0(v4`Jialv0>sHAD7Yw{ zA?_hN4e`Yh(=XngB!YPB@9D>(?Kw}9%dn*Y zb@$G%8`)5<;zR)>%%UO$_vc@JA%2Bt$&hBl!Q+>$0)CA63~{D(+ErogIly)78Mm%C zXcd1KT%0RP``1H!cl$K~K~OZ{KzFL1jD5vc=BNE-EPn8Q<5<9oirXYM8OF{#JSmD= z%>ZAT%Z;CSDp#&Db1h(vC{T|AeVI%Cy_OEY5-=tb@#*cJnizJ3F9?$@?0OO*YIQV= zQ`GdI<$bg8rCe_DTM1&#Kqy$>4PYJ`*c@Oarx!$|2Mtuwy0*BxCu2`!fBt;9^3|g& z(~!JbpI!!T5@NLxm%Zqe0n*jH-!RrbeK}4uylU;l8dee4$=pSY4&f$Oy?`uH7r;t7 zK$lHelRM>)>tfJn(HKcpP`b3z?*e1+mOUTDNriI2D`|F)?}w%-i`RMrpVd`=p&sOx$NO z_(-4YuI^)m)ld8)`F>oB-PqRdV^JRr018R+FQJ8W;J%LTNxQ<|c@nb`weo$w;)!L_nh zWN!8EOZiuJ%HM~&H5NtTg1-_sfk{2rK+fQ(k+26ox)j3dSh&_yFrvv2hRM^=Otp+* z;b(dKQ>`2WD4(D>pJjd@%Iff(TCU#$$i{TR@SMhR)`sW80NZq5t(EC)Y7&15XKt4I zDcqZvW&?sli`gqk`9K-)@AFIm3jODKMh>|D(UyJgCIdgK#?Fhhc>n-phN=*3P=V4$x#te zker%~B9bI1Ip5l^wr$Th-+%vmd1jt*;N@`6*?X^5tE$$zB`+(nl8%XvqNtTpl1CLO zYC#u8%^P027~hHGSh5TMBWQW-l%m zkZ1SK-!E8NUbYb840a;@xztnhaZJ@%-BD+yB}bo|5^CK ziFXJ1EIi)rUU39>LQ#3)^BtLK|Dt|Bw1oB@-n+pI$UoYaNS4nd{}^1rh8Kaa@p)@3 zY5$m}mI=}R;q1Eb`)`XMyt0aX$CdT(%h3PdUB;D3w>iTqWBlW7hSjULc)tsE-*jM7 zC{)S5FS+jg-UlxX%2;%6UXi{pVD|LH4yEf2wXe&zXZ3!{U7!~f9}o~A&3jr~U8Qho znQbnm%!u1lF?{E>eeZ)4_Pw#G0YyVYLsrdJb)36*%kvqO#thr{S!XU@wK-y&gvW(9 zcQ)D&l^m#fel|afZqxqqD3$1aW*?7seEvMS^Txx;^rqxX{{1;qCi^c|9zA>Ztecx# z<#vC~r=5=-WEU-3#M75*RR8p}X|@W!5qJ2=5nnH_r(2HPxKQl3i^sTljsLf2`!Cfh z3zS;*)?OU$sxWNMNZz`2YjyCU1uL2MNj9dMiigaIpPtAURH_<$JZ~`Ncbz3vu=PZD zco3Tuqvqv5LcVy4&z4)&X@xTjTX$uTwN$M<&?MhI(%+CQ<1p4=<1#zM+HBVusIs2d zFis^}^aa9)ia*vcB zp}&axw4dnkXYOO<)s8uBl74K@o;^%rj%iE>OkzYGMlbX?rE9#naBuz2Q^C$Nlj%kV z-#)!FY)VUznV9Gd()n;I$i9cuX{_0XN#JsDL-M8Yn3$cSbJIf^T~BYn&@W+1zF75n zxMd-4W?xFSj!Wz+W}$#udwLcT4k?v~f8srySiO36O)ZPB(%RP6B1fK?vvbx1 zEwL}JE{Q&ye`E6FZC;;%fG-g;a&mR0fx;v2*nqq>?4WTsms2G{;ySo1kHkl&IqJrZ zDK#%HR%!NEe^vYAk3Z;EtQek5oJ|Yt`PerU{VZ39nr2K*TM(frJ~QmCkzy3t)^^5e zvO7FuxKhTdRIu|x$;18OfdTZJ_)lQ7d$XIWzU?)2GVe zvdmg`9lkuN6@H>a4<0;-%$?~o73vJIuXMk}00E+HX}uV241i92Vl$S*g|oq4v&G)no^5@EoLV=duOKxY_gp3HuaJo8s z7ewqmcI;R~it!_p^p5q}gRhon4CG8%7BHw?sCaq|VM3^Hqy;BKXspS?_ujoHQ~jB8 zfkIY_=gvJ1tu)Z(&HO@szx%^YR@KXwpKIH9Z?_s~(b935NzSnB{`eve?>FjV)w80v zZ||Pn5Z+|1*BB&iZJm-~-N%LSSP>$@EheTN@z-zf zvmd^YY*-_Glb*Gfob+PeTpUOqE}Ko_v*RIg>7SXlv$J19sNmw^sr~fMTWd{B(d(^J zR~N5TY=7gv->OI1_^;=O;NoWwJ0 zx-;!J&*;&9b1osx@{0c62kSO%I{n1hzi{^oJp+Si#AIKMxUE6aYgIlCX+N;;4|td8 z+nlNt$k(qtI;6ocmE?WK+vBO4 zua74_&dirzzLAnY<~;pX;)s_*uCvn-FSE`-8z$?_Z0XvW4u2gcuRGV5GYa{R^)=Ql zUAAlwLQ)4uW3Ef?>Wv#OYC2DJcqA@cyJLgb9faYq!;M4LV!L*gT=?tx+4SOo3oTi8 zH`sK?`kQZ@-SB4cL%#c`Pv^I>vlm7-x4pdTj^mndm@HKEG$h1*czBquz~O0cd~VC` zMwaC4YO1qs=g#+kW!l7toYdEUwtB;cF7utuoC6l>Ewd`a zL-rqqj^EkvfkW7NI!z&7TQvXt-iJ@@`Rxwh21n~;@OsW_l0dt!u+DUI-{Nj zjTHqjvd=LKc`W33QIMG7|0bWu5*tlVzjPPXh;9KnioPt@U+BG9^2 z;l%j*`**&0FFMww6ltuSlFfeOY}efEz?|jGNL}&n6&;^G2|UxzwtsgnL7+KDJJm!h zRx49=YHT2Wke^)Aal#yzRO962^!PSZCa#0%Db{z2t#0gNVlhwEhy0t&17<2QN?r)1 z%tO|hTI87GUB%-ORJ%rJ-QFl@YQ}7r@ry8R%`q$w{zG@dZ`bK4wRr9DCfQ>FX)fVI zcD|pgCp6ET2^O;c!jZpwpX2yt2|FZ}nk+kunaSSxjyH-a{cqpCr7Lg->Yz*JjTRRi ztxqzzRG+9PTV)XBq>5u;fb%RZC#Pm;7*$zW$(3xRC$1JgnWdHzC~T1Uuk63tsCm0&p*`Y}4rS@||Z_Kvs6q^vbB7vG$({sxlKMOdQq$r|L|{4>atgoYl?of&;p75lv3-gh)Ku}@Ucvg@w7g#|6J zk9avfO_VJRt?ayBRavQwlVsIZeyC2{A@;^9=AO!pb?=H9*R4zIaFka^D(yFI5t%`Xl=WPHYUldYUQvZ(?E?5?baZsp zFD@$iPkt_W)LSJdF4~bI+wpovIIt}G(`1f>gakLXyjf=7tqv>>&jG*0!V^Vn29!8u zvgB%VvX16hbe0-4Nj2R{OiZi}mt#F9A#n+T*S9}7Ix#3($*G0Au{4lRee|e-eQBD7 zP*5FTbI_5St2lXi<6mVD1x=5I>~*;sH7Pn&FtsSydh4Mj@_Gb-god(>bX6R&`21c$ zL*rq8?woVU1HQt#CxQXCHJ>aS{p(h1nwcdOTKW3;NP3xMkJOsS&n920E8Qc0q5O9( z>v}!=f$Xst*wN(l+V@0;zp(v!Etg#5g{c`m#sD{Viik%*$!7dc&M72 zC$^W~|7HZt2Hm@5 z!`bV4v&pm?;XS6UtxejP7kN-WNxd<}*dnqq!zz0I{Q1~3Gkgu~Ho#n)0pv4$2AVVL z+RXtv-0s{_#v8OB{i6QFnB+i!8m9e*KC4(nB5w0!NXm&#oKIh7fB5i~SFc{Z02cDk zSX(U1?xz$PWyPcMLh|Cpi?Z2XjO*8DWOa7T$m3Pvyfd({!~vD2Ri{s#2;|gp(w4JC zwb6}`U)xg??fdYd#*@*xi82>*9#TVC9H;tH8QC0N!ELBtNPRN~|>`iu>vfibW zqZzA_EEGGUJZzytURk>buUI^}Z#TE7K~Kqkzxb}!;3(&^=?~M3<%I`V2)T0I^Ysn8 zx`bXxYfGS@#WS9)!NbiKWugsPc1a-w8`c5U!~hXWlWL*AIkS0{ixn5ZYsO?x^vKI4 ztO6^oyaNMcCx$wEfdXUwqV18i9`9U#yUMp8v>`>ygW zg^qZM#m0WimMsHXx>uq%K6yQl=BX#F3`I&6Why5vpLL$F>m45L-2eOU2c4!yYb02mLRp>1Uxv*ptNC#c z9f*i(P3p1FjZuwGF=_7EyLG;6!)@*^D(YzcP$&D2ECJi1W0SS(^r9^H>*FRclh%oQ-Z~@<0`RFN!IfJkd6oZU23vZd@d5V$t@so z3Kdv37J_SYVW^b%Fw#^nNn#NSA(lXKsAyzjPp67?#5RZLGX~YI4YX;odnoRbquZ78 zOSK8m_~P=1!z(xOzpuyvsO|2SSy*#7r5kCq%;2oeu;jHnyWQ>`JcFR>GS3`1w7XotcV${#<^S#*51@IC*%) z`dTVar<%k9psM0os*re86cwNHXk~Q8rnZ<1KeJT%)7`xWK{p(mrU#(k`i^dp`ZcQS$?zj7PewTLEDc-EXE9Z1|N$nDzU|OP|ggP%QOvc~v>&F685EGohsBL=) zOFNwAj?%b`yrb5+SsQm&aqW@bx;o%_0{8{CpI~qg+Z%N*uuOC;VE%#yBcqL`K z&2Rbf>hxD8*@w#p?$aw;mkr)!a(bwY+%u|C?yXy&zA}4psZLhLZ)e3{3A!UFPNRW$ z9`3v7wF*V+u4NerOYE6IZzzX%kYqF2c9njgLFr}`_)%J!*7lzt7+BV6*$5`Hf*2sc zIZ`QH$m<*MCV9)AVv`rrne9bq$J7zW(ee!Pr&BmNn@I+Mbg#aUr#Y2!Z3i)$m5B&>R>zxHIvI|;~A@@62_ z6Ldy-VDh~+5a!=63k+P3Woqn72p_#^r1CS{LB3FlJC&(QZU$T>Qn?0roB-WjwhWJo0@O$;gJsl^9~l=`lG~s=Y6FlJcmu*gPK$E)T#SS`z{2dwCNiE+RoDln79Aj>!k&Sh1h3@MeT>n zZ>-#ul_E<~QAh5^gL7;19 z7_-rV)_DBgNUVWjYtGEYc!Sq}u0}Shz=?}myprj{(B~4`Qh`e|MD(Pir?+`A^ChXQ z8U+ohwUhKqDuMn+UaytwLJ{?l&%h%@OG@h2zs|?tP$J0kP6Nqw5DMef=^BN2y)vCqx!x6=C-YzOE!J&8ld>4+s8VbtIy_(5}zQ|Y+k4!S8y!HXlfjB%t!qN1^ zP_$Jb1!B|0YzY;>;K3~XYzeEQJkGircnZL{IG34ToxLmaE8d*n+l})|!YgxX0U?^a zUf2w1lN40)=ztn(F@%==m)j2Z)hBhn(4B1e6ep!aSZFB6zJ1E>n-0_>o2n=)f4VS) z_-fde_lMi9TleaXRFQmXJX&lgf}r=i^X9h-nui7vE7U-o`GBHg5w(A7#NSKKDVUf* zzuxLdZ?5{`mT=O_s0h!OBephbf> z^67UyycAcFJ2ztr;IBzm@Qnv^?}agv>hOew8EA1FI!QKI1{j&`Qom3dB>{p;h#8)$ zF{hpYC>0wfs|r1vnHq}**4KD`<`0vc34QVz!WQPtPF^aUOiW6$0`YJOTr&ZYj~%~B zF|1$Tb7PZ9IYPZn!$2VrbL6GC^y7reeQfu6WAcTH!=57F{uG<~!Y38xIse3C5p~7x zT|IgO1%Qh@QX~`9AXO0#H9UC+Y^s!^re;9M7oa#FHc)mIk;c-}Zb;Xi5xkciDvmL7 z{+>5+=>!lLcrjqeQNz>h6jej&F)F!*BuZq?!*U{DugwC1N_$mSRgv{4!I4SS{za+q zfJie)a)O|$L#5XGH?~g=cekgFq`x1j(}_oE0MIuRWCH$Hx?rD4lYpL{-o?I#WZ7k( zkYow_+3g`R@VArP(VNomO(gq*Hl8=Cu_Z_ zx)kF^Lv`9?0-(8S44{5fK`jhGC>H*W9E}@i1>!b4n4dGy|BvcABYeQiYfbjt>{JFY zw^m%gbXaPGe?fD)g@J@Qj}#(v1;7H48^CC(8fLP`wZ9G(W@9@VC~Q+3pF6AZq$AU2 zfCm+~*~iz?rVg{y6Ay)L;z-mB_ozcr$tDE~gQxh~_3MH?#SMOS{jaT53WerT5wawt zYM2hRWD|bz{P|ENJN5W}#1+vFA^hGj@`Ui?v!1taD>*u5Ax7#YoZ@0A1BUYP_YX&H z7_he=!79^7ZHI{sS^n|W!S4k-146{HQ(n}nDYQCI#S$tIX}TMXw`COf)V$ZtNiEl} zUzZiXd+p{;|Hgma3#FU~XdlfUH>_V5@Ton}+1Mt+cULnR- zG5?%TC=wA^!rrcm5ZMj@C97(GPTqPg;As#K!|(aZx(Jq4QPT>O;muYC-RA4Tj~ERm{cW1hxQ9<;C1|UoYN~4d~f~v=iN^ahh=;>>F?s^mQmAj zN=D`S;{3Zc$c&lBb-;flSdc4KIS2tvAVG((>L3{q+~p;pL65|MfX%x!)8q+4Z&&}; zbBcB(v}q@woLVmWr~IKF)S&hoGAg>qA(_|+k0fO7&#NwI$P z=r!=+Px0B_sexQIPZrUAXJ1`YvR-FXvcIkiPhOKxFCGH`WY|&U>yh#L^-(RW8WoQ^ zIq{hnCTSlQ6V{nY#P+%K?1TYLm>Mb-W-e=%343RWoMwfv#f{_xqT2q$bw*_@4wER@+Ze}{#P?G8ScAS`C3v=?tl^hqmYs~t;{bT|odR~BeZ@JZpqQ?N`cbnXcdW(XI8KW@aA*jE$s1iyQT=rc4Cya~%|HFQ z2WVj%KYuNl<>UDH9V}(K`xDyRvf91z`2NwQG|`yix@PeIM>Ssh&59a~Lxk>Y&DFVg z?;aG~oK--%l&j~48&9BUac$pzY~DQ0%#kH*T?P+Ga)v6Ivx@vt*PwB{Yh@77IydLt z3l6f{x^3Hb-^bSwM8rH63)}`}hU!d6CpYJHd^G@l;kR$!2)QWXLA7o>Bwp;(T+711 zaO}z|+o}Xz#Z2q4p@|8_qt{H^p?;6EvN(;fYQCZg;d%d6)7GwxP}qhu>dz@Es^z5& zR6aaxS@7mflx(07)9y2_zzTu237|Sgx~n9>S0Q5AcRjgDifElLG<+WHb}!iB9XMdi zw!C?T1W`&=Lb%;7MK3bwN}>%p>qHvV^R+igpR-G6$&LO8p5i_CrvM$ zk1$AC#`TE>y;D@M*Oe>4g3{r?A5U9|_2tglKADFg5Z}~9K*R|zA5=?s@BUU3d%7-C z3%VM(*v-bWCrXQZihGK5lj=dYY>prL_ATlRJ*BL1A!46HN_+^-ozPB~LH{0P17R$2 zev?fv^;Ac?d3ac#0H}^1HAcZlQCyx2n~O*Lo1;65{d*C_Eq%6c-yRteA&LAXYn+sn z1Qzzw1q<`|e!ckOhBQ8)BlVr@3x^v`b5$xHQxWU(@2+Cz3hbIBD`9ds*r7hlZpa5Z zteDfJKoKF5pby8MN_eG!?8c9(MlLck(km30%eW;=eF;5_N}w%p3@Ql0xQHdF zVXpoARZyM#vXQW8SQF(7U_8e!Go@gS8VwGQ3;Viy00^8U#?!VcySME2~s@($VL76=hCpSu#2z?v^1fd zq^N`Y&u$)0TA|B4U+k3tTqJpAcQ=i*LPVvgfV^`FZ#86fR^v=mR8(ktETt}|(A*>A zthWoEaw*{>GE_q!-}+dYTbsPB&S@*IO4wjmv|Quk1CIGjrJwKX|ye!>;4gUs^pewIL0O9cl%y*KzHwT=H@r zRcc5ctS#o;uMZ|`wSD`8#CrXACgS}e_^|;W?MkY9AGI@VeDFotFDR%lNQpoy!T?KxcNB@&J z`04x^{)p$5KXmNa^`cU1an%e|gqD^s{I|`gs&~*9gW*h42Y9`bqPH9<7p)^bZ!fPM z{~97yIgbi=C+48w`CmroGpt|Cy)!20obD#U8ui$lKHf>ERHJ?I~nvix!E&a3vp>ZgQ!o|{c+EaBRxVg(~@brT>p6~AVmUCn#duw__ehe)vw=E$n zM`gXjelkqXh}HdbFGb<9dBPsd-fPxKcha-?Y~AX(iM~w_T7}Xxk@$eknT_^0I2KT3 z9kap%xNqjw=NTq*u@}Y-4$k5Q%SF*H!baYB+cA9$$FQ3m(VVGo7#SD{Cv6-kUa*WB z)FE#m&$Pzpbh~ki2y86s8#itT9l|p*yM~?0%cZ@}Took~_teJa%BMEOJb&)&=5G8+ zxl_(;J~h3Gn5YIFRO~J}Lf$Ect^OLRH zoPOI(Q61km`O>=?R#TT)4kmxIyyPe)^~@+mJ+aYqiUU_|A{3G7QhNWK$)Y+1%7ED> z^-X7I=DmGV>c@^L^pJwHq;#Nu+p(kLdzmP0Rb}OfFGgdjwU0{l zZ|E$bBq3K(1Ml8_wOU9y=IIwh>wV;VPho3P{TD@6M#h-0?GoOh_!t2IQQpnk!LMGO zxqf{_$;fD1xKQ-SU32sGsI9$l_-z+AKLQ0vPbyGSb%39Mp(2{F@(QLKZm_san?a-D z77@{e6{#A$M?kIFr?;zDZrpnmSv?9^h*Ufg}}-B`g-Vq->ht9 zU*)&2!ztMpD6()f)%N8LgC*|-_&%$5+x;UXJXt0|2d!gejVInJlon<$9*8+*=$8gW z0$6GhIs}Xr@)IwLL9U%UPk8MEXH8gSxTd_DP3nL*;#O}vegRcrPQ!kRa(q=4+pgNH zU|jz#`rJ7>hK=1J6iPqrA6`3%aRhB3M3*VlrkUv$W}V$&KU!}v@|Uh>HwtARw(PHO zHc6j2QB6`Dkq7_|D?l^G0b@lXjC+NuC+T;iOsUD89pMFKV`~$Rjk85A)x+QCe3Aa6 z?U^%ardJkFZTl|Y&h&R2|8NsFrV!$DyLN4%mhFe@lVvWm?Gf9DEzyb@+7O4!lY(}try-)^~ zH8eDmjcuCJ%$S6&W7@5>wOOQu+LnL#P?=%%cf2bW(Dnj(fGS4NH`%CO5wO;q4M|+e zi=eTF^9BaOJzid3mV<4F!YA7cJ$rHcxUJ=pcZw6dNvl8d?a zyxP^T{S9SA7hGzpU^D@PLP_aJ>O5`d3B0g(=PU2;(H#aW8G(rEakdsUHK8n}!ql4L z;oO0=sAZ2U>!mjChs_6~(|wkvc`gRY(t0)(=k=x8S1w!B_CKln zVn@yI0B2Lc4!OrMq^PPl2&%ce<;Z4Z7U%J^q;%bO{Ej?CT%ue#f#~+wQ@*_$`@9yV zyH$s;8W+?vA_l&Hz~_`8LviKr4$XF$d$@$MV=311`uOn*DEbRtmXv@D!4AZ?*c+D_ z*JKaR(mQYVOMnC&DNsBr2&uUZ5xq_C@f-704SG&?gM=7WZp6ZX?X<|@7-O_^%$tFh zuwBc_r4aD&^-r++=`N*Du&T z4QMs%rJ=8o6<456YTU4&4Yi7v;7YAI%SuaC6%_8#Z=Fx&O_3b3X~mJE_tTeHT(6e+ zf%4+#-WGE7v$u0rqK2nov7ZjZTBV4$lB|oCQm+0q!)s9DzeBy6q8H~QW4|w>?K#U3 zc6mt%rJR4HJ6XMniMZ74pp!+JBRXF1^^%AD;OY301r8mBps|_u7FMsWd~yWAAwre^^kZ;pF?a5)c~GKHvQk8f z(S*vLJ=fjt3@f+-?+MZp@Am%yEx!K>w84vMccQ}e9ku*eM%=xD<(ef_i@f~rRs-5X z*up--K{ZHk@e8}@L@)ezfibl51U4b{P#qi-Ht>JM~8#pRx0lS*=cP%_4y0= z*fdt2|KCtr@C~wcOwES2Gf}cP{|`C);L0Q9Z2h)+3$yU&UJj~y?}ra&JT?a<6%YME ze`OvOu;+$4S-)RT8g0YTEe{iOk`8}$SVw~VT>R*j{_ShoWqqI}JVZVCA%b`3PGx)h z4Dd{Z#ap>ycb;CC4+!l@IDvttq$MTcR~8LzFWfkPNyKWm+hKCzy8_*AJ29`s<)(iN zd~K%yGM}i}g}uSSxh=CxSZogxCm|74Pz|}Wh-!c^sIzHxVkf>wQaSq|gp#Bokw}@1f2oi&g=tl4gt_LSF)yMt6L}h% zmlfCpTv&=|9fb8FX%_@GP=uAn4oH?L^}IqMEQEi`iphzI6XAb!lK)Z3SM({wyNxa- zODFFuSuT13zTy6~_En_PhUy{^Vl~p=+_IOD;=LB5sAnlNP6K!1!f zo*@@-je5DOpXJU*zT>wUc~yx$vqnYj;>#_Mi5ZUid43Og6iOh zYC&_AUTB_}n1BZ1@8#`X^W?~qMN5`kDsW@)m;}vmu{Fm@`s7JpHe_oo6K*oVik*lhNcB83fZ3G2?%oB!(7K8I1GlE`)G{La1CK%TA8=MT0Bx=O>UHQmxZ(%&tsfX{R(^L|D!y*E!O`ZYQ^46UuXncpxI1RtI&`H`tEH6T@+9@5 zvbjqvR1|8QCjhF=wIoLsj#1R?)rB)`=wPXaMzwDJ`e)dO_C^lC+jg8>)c(is*if+n z?-aoR-hs=@nr<-UG-YVHEp+^vVk&VZ38nxGT& zV%LVYaWfPJGMxrxI}R;rTiZ0dikfxDYv+zjJ4{+<$k`xu9n3_dR+4yK;qHyC^YU^R zjSEpODez&7j<;PUXR0Q}_%!$^Z9?!n&&}BA+{D|x+)!lVB5sC~-HCZU6)=MM_2=!| zRluwx%{HwU!Spl1hC+0R{qTpYX_{S+&!=tU>aA>D4Am&dXu1W=EY-NY6Xf%pRm;et z$=|*ktd@tA5e`wB6EVhRs+fW$4~6X`eR9R32Ho+#+J+ZE4AHF00-OeIW7ce z3l@r;7{vJPY;43s+>yff-~>|MsP-Ak5b>T#IK^_dbVX#9BghwFSs+49v%cOS7#UyHz?m#fq-EsP zPM!{w)-@;^`mg?d`cl&z&TP1GVu!cP1gag`C7b~11_`I&3U00?R(v#B6t6~tl*1WG zLzSnu_W|0zEJ?w^(G{N>nU;16=c9Iioo0Lf(s|V2`+rc;Y13qu8oyn+Tsxl0-@B*1 z3h+9O97pwmKKR|B2V|3m8VM~)$v=rC2lL)I;YMUjer0;JdSs;c>LrzUH9I#gslbic z;70BvzOxa32@#MEcN@dre*{#c$<6mgWo4s>fW`9GVy%cn4}mEP@|tYNrMfsGMZ=ce z74nv<7C=4P-;CAuZR=JyPpUtW%Yk>b2Jb2~JiM3qz@*C2`a@5AMH-pbv7TEO$hR+C zD2dP_L|1(<+}=-whvyVZ(;ZUi3tRvDp|RhAGKeuqW&+G>#QXOrSdT8G1R8Da{hAC# zLjwW|(6d9pd-Z($k!v?@fT%i+SZBs14tZ9ote?6pee77J_?)`X+$V2E$v;io54kI~ zBz>YWZU$jbpB~mT$Q;OYmDoiE8{XBkzYJ5*B~;nO;I(i4=yF`%GUy&5z_yH*Z%e_$$$i8{}bjy3!M&z5Wt92RVwUAJWK#R zB?nrE%`Aax1H(ganUyN|{zoMG8nK8{X2!cN6&=$gjbg-CgJvLh;sb@rq;6Mg(^DJ> zotsN2fnq!9hZ{OK*Py!cAWy-Bn0FZIfHW!e?xrXX|4i~nK+M>o>(MpW0b-{W+?hmM zf*$Y7Mp{>h$;5Np_ZR_+lLhsz1mV)53KQ>F6gH%nCH%!*D4<7-FVl{=#&rZVLehxO zO?VQ!h0x0A+5}w*(E0T@@6q6&;U-Y^XVAvs(b6cl4un3gIq~~eYQL&&+VD`>kJ{%0 zUB(iU>QJC-6+z&)0C`b4HE&)-`uzE!wXrhc)a)=$T^@s4x#$KU2}qPGr%s^{U>FA6 zURW?Ika|aoxZ}r#2x&?k-1SOtGd=Mk(fn&5`f>0^Qgdfc!f9Rsw{ST4rl5)pRJJ=% zs1tp-h;I3EU#I~v?A5@shLT_2I%R0LASe_i0B5*uNk1rvz{mrL6pONQZAxbWfCb;vJ- zWT?q?aUl(bUZHUE60Hn~5GTwRzC!{qxZp_LxN)PwW=2=T^Qki4JA6yUhwrXi^Rdyk z%?7Sz*mq^@2#-3humt;Q{xbVT$es^MKJ#hIIXmazZl2CfcZ%D8yv4q`13WOiJvBrJ zL*JI97XU*z(ZS$qB{~>!(c*v+AO*?-CbR5kCmuYNV6i)j!bN$h&iK6G;|O>EJE2d- ze^_rrPh3Kc#;KgxUhn}EcgsUr3E(;6GlOYb$TuD!&^og@G7E+Z((VBwZkH6n{)7yL zqAl?VLJL|4QpI_2T+L+jA7qASd z#)G?yWd+bXmaGaqrf)#NPVaY?$9qr1%fxT=S1{3TX{6kb>VQk`#0h0pRlksuTkq`D zozw$`X{bK2(QqE+Tw>&*cK&>#lDf0AwP5T#K%OHw&v4R?AkIgjOf$%e157_je1dp| zxRvL8^l?{+#t$cukalNBM?gBolC zax)T-P~CBIaY++He)|U6>CMSUSa$;<@+kRYYtu%NFuv-#cI^eq1X`2UbTFA)tCCD{digC{udFL z#bD<(bf-a^Ht;~<@^A&i{?r5D4K~v(Did}Er*#ajOyLodfH{>DQv?2o4?|eNjZUuu zlD$+LQ_(s*dY}(o7hwl%5K(ZHS&uCaev{A`c9WGSkafS?cR+!~N+ZrQ1W5v@VE6KS zcm5j<|G_LpU^yyf(oZP_my;7SQR=8*Ki$oi^n|s>O-%}|Am7VVcg1FJ!W*`S!-2SH zA*p8Ex!Qti6@Qp~B*GYfYy*UNwr&sM{>wf9y&G>FVmG5)rIVo6X~h1EFv<%;3G&=w z%mg5eir9|8^6Z42wxFQ3|G&ASLx}u&Xq9&;e}47|4X`a;?v27O-Y&rE=i%f{5^RZ# z3uRN{Z`@hmSLn2k`Le#78=Y@pU|&k95kI$(Py@iv!IGm_oar*H`zm4Rj@EIWIOYZ2 zm%G_zZiehN$ITmEnYQni?`dhSQ^=#gUxHqi6V_bCWi~;7QTzY+hnCb&st*(U2^w7K zfEmufpqK%(c6E-EgBG}KuTZqA$^vTFk|qeW1s4^rMm`z$`#%vsi|~|#NF zAq;v8&GrKcU}xm;#$nPIiX=J$_<%3h269qhB_fBhOl0T|0uZ|taRq~hA zj;Q@}#Xo+<-)@_SeT&+SJR6H`+dO7bdu6Y68#i{hN1*HiFZYv!OZv(9a?ElgD)iqC z&Qy?>4@R_z1nl*=mi46-;hA`;Vbk+R(eAWy2L$g^v8qsg8CY6$^ewWK;4}VJsB0VO zVk>or;G<5w`i;>YDE%Iyn}@Iqqy&E{#V#5#GL+CQPs+u z1<=3=-?FmF3=*y7v_RQ!w09qcGrfsy7B~TlV|6ktBhhKnSMVoQZ42<%a4F2YIr*k3 zdHD;Q-HF>n>Dh@2cu>A5jsYnWGh#KfP1A>~fWxN%J^NDqW$#=kq}>7Nf9_;G(OX|Z z{JVtq0hZri4mDyUc?W)7Cg}I+6Gt!a)qf zr12B+z=A?g#1+tJ6TburvPu5y1Pl0;@-`hl5@ypngW4MuIQ%(_zJQ}5ClcOVNWzyl z-oR*zPY}PV*$y3oH|KAi>2#B*faCacbd^QIR!Gz6(7w$kh1Qlj(j5SxOumwrVUv*^ zcICwU263flr5+DjPw9k>?sDYx%M= zOePsFK}dFGky%iP8qk;P`E9@5b@jpeTXuFKLw z&AoZ9b00Q6T>@3jBEww!Gej@CFmHCOpOTPsQ(XSd1q_=SX}dJ=S9Rea{&mZH~|p;4(XrF;aV)G!{XRtgib&ej@Zk(>ZOx|EODJRh~Kl=}5C=umjSg>djTm zmgpYpfkT`?i})i8p%c^~Q(UmxL3mc-BV;3dFv-e9o`vP{5^RPH+7j9JBm0aS z_7UwC{msNZhR*K@pa=zW+85A^1fw1DC_1K;L3FkPCPdW}?Qw`3BFPafx*y0A$O*mN}PNiX_ zsS6)p-=h2Ar=FL~EY7n_T~Vkt+JD{apw@>)KUn}CU4g%K^uWwV*v=hhw=B6IkI*n0=3Vl+_k#SQ|BUq2XEa}Z4aT)#QS&DDeN0~n|1@rC1d|xxBzy_Vm@6@i zj^0Q}84YP>A%_niCKlT8QB*AemR>}NPdCc_Vx_*x25wR#cD4n0#|AG5V1p!03Uk1v zC`;R9U|*7bkse8}Bk^WqSE$ubHa~z;j}|!P*hca@RDd8MI|LxhCzTi8!C7Gjo2UGa6)Pi0HV^JB&CC85bcU8gxZ8F0R18N z*aFecjm8sB8zCjA^@;UH#HtK&h5&YnX51@@o;X%Cxjh-PC74BQ%PaJWciqiR5wN6dO-G*uT*9 z|DVyjs?;6YBeiZhBrb(EZe3^0a8OBUL6fc_4jzf<5O`~liFc_d9#zw_@(rzIUGP6K zz3v2j=T7L2U=lPB#ooeXq$e+4>^u2bB)#a|LTb9;hgxXxoj(JfB1Ipf8-9(LRNyd` zCEe?)fKljD=FW;sx9GHwq5lQ%H|{g~OCFZ~i`P?^<#{6PArsY!Oh5cZ_xpNZmn+fo-b(vt2%@M_JhG9k>M+I~*dt|`)Nw{2M zO^tuGKz=O)qfD#wX(5+-y~<@SYGeU!Eo_cOhmwq!{czWlg4>L}aQJ*RJBqfgSBC-B zDkr8LA?-kMIJokMa%vNM|EF>qp^cQ{h|x$ns{lUQV*Xd@w3-VaT(M#ILDC|!%~Rx~ zGW?yEh@i5FoWly|L4D=P8@kT@ha&**^&i7xG98dXtK*RS4%vV%#TK;2hz`ByYoT9C z$?I*9UKz0wF;i3MlFtuOzvd2B8H`G5ek8OlZeHFpviMPSM1)$52^h0_W&>NtH z5TTJ}n*f{;PH;%wmiZB!(1KTPlJ4Zqkfd8NY)lxhL1BoZXTJQEKt^F%fBEal^XI!I zCPY9UUF%KH$@}(2-9w zbwVIGP2Nua$^#c*ZAonG^I}7}3p%8mNWZT07C3H(*A6d{f6Jk@OA!BGB`!3K5<7aF;b{L{Vh&C0f7YJ7wbckojeED`?nDD2OeG|jh<*hxA z8@&AHz-#Z9nmM z^ZsE8%45V2%+Il#?eM-O`;qoz?L$|b*9hIBk+1LQJhnh}6 z8!FjJ>_m?`5+;#19Df6j#mi0EddNl>MKe;5M;+)!A+$cUj{umVVVz&++T!46bgTR@ ziRe2x!*Ar#11xO1an{yxCFQ$*%~sKw7eB4$5F7C242Htw{)ru=MPM%_V7z^MWsXzW z&`KuBdDCKq*f2npLz4q0m~o<0k=8+gT_}MLB(G1yjzW~OB;H7xS+}Ee&Twun;5yA6 zdH_i}K)V$NN*-e}9wnAWMMDBac}Von-rp$7_skEa1t9Z>FNAU}BHqyI3%^)lC)3i- zpojb+8+PotC=|hi?)twvk$<&V2NP;c89ZyFP=CNYc_m_0GFdba_}XLP~(F_nCi^bV3X#cpEQj9|l`3 zT4csCFL(VqHg~3xIuWjdDvQtma%^gLc5^)n@1Uwzz}V6xxFA^d!|A8~j);F`R1O;E zNymmLnrz4b4S>z=4LUP_EMX}}Bi&PscOnB7fF)F645gUB#4L_X#ezy@f6!-6n(x(La+`f94}HMc8`$u4!AjqZGiNV z0Y!Z-4U8tkJKVVA?kWp4orWJG8H4w%`WjS7t1;#^ksdFw$V4(_3rVx!BlV zGiENPwA=dyho&9J0*?m1ZB|Kf+lf=$c5+_Msx~9Ecd$tz;Ch9^&RA@c8jUt14}SFJ z%0s_=VLxIhMdn5jK{ot!i^D&?8-3P5ndq(w*g=V%*#OH`nD^PgJy2`V7=kGVa5!2L z4=${9G&2fLeFWm6tnu2lYeC<2T(CH2uC1!0+F1%E1D$An_j~H%bqX971Rsu3<=pbb z(!8pI9MywY`WJL}catu`?M|=8k{NCsiuLaGzj_1RESNkVLkZdy`N^OvyWtHyE3!QQ&|eiO6h-q_PIBpKx6g z8zmVuNTlQNNz&{MU4mOR=CTj?h?7Jlfop<|6YUm{4w%+LU12sRtT?JcjAbhl{$br& zj|+PJs6~n3gpMWVvO8q>5cWBmA;=&`a5vHS?{6Tp;sEhga9J_}PKxY4>?iJK>qg^; zD6-+`9fp$_%}0UJpUB4GtZT&z8!{F5#E+|hz zzT10nmAqv%bHA$w3Too+GwJ=uCaJuFm=Gz$mA|+i^pj-%=@`l5rTHj>YoGtyl=&|R z=6s7rNhizN+6HXh=B-t^3|)*>&u;( zueTCDIb$Qc*e~55c@D(X>iqJ*5{bk*x{w^ZMMSvGJ@aeO{m=FfDvDSxZS&Eh7AW+y zMeVCDNX6oENkC>XH$dh*2jYk%U*dTTgcuFjPa~ZBX5%)a_Z8@ZS7IUMLOg%U>EG;i z{m198$g?r}clUys*-Ol5+~*QPjgvPVEN$20uI06L+ilp6V^L_Ca~W{#r)o+}c;(NY zeg5jzBqx8$J*9tfM*sZcOqsY#jlYgQhj8O(^AWcv)s(Fa-n5K?j~7z>)iYGvLOi^y zp@O#QmkzD$bGUNOo1t#Xk#vt_ZP_iKG1`#(xy-yjPJ53J6Q%QU!jhV$^=)j~d1CU@ zT3A^rjwNN`3kJ~{hzHJ_8${03A?`=;V?K8=RIZj0S9x2m>04=WnGxjrLi4Q}MQYcH>35<(aDdj}DoB!R`6J z#WyDA4UeU+u?mjPGcf7HxPl z(bG$Oex%2N6cv_eY9wkaw_02^OcGrqw%>)}Mj<%nh>z?WqCEoxgNhA7mIe%e?||d( zY*NAx57fQ7zT9fKO9A73QK&{DMQNm)hoQ73u1>VJ#a}~W#Mqo6kZqaOxDKf5U7(|5 z!Mg%fUGL zpo_rOl_EnxFdCzV1rsNK_4_gl`9wA~#nRDbXeT7N2lPn)u&?wty&1o_k(gx?g~TLWL}us0RCI`p1`YWF0apzZCg#tNir10*rxXuUb3+YU6uZDR z>5rc(k;TNz%3n<UG_0G%aupKugOkGOppW@)A(uEm|53#TtDd{RpBl8d z0c=3hv@IkUe`u=*$YchLQQnF|3OCal*|K{D859I@P!$ykA=x1c3M2~xlM^`~ITc$_ zjf{~(ZN)f7(=6n*B+IiuVH65sq=@k_bp%v(9b6nE$l8W5ACLq`yg{c5fdw!`!NHtgEyaG=VTe6VFZ7E z9hy(Ec}{fyqmnzGtAbzQDGq{5$DG?k-rjSQ-vTgT4i&p_!)EYw7t{alwCQNx2qusW zXt52%kPEl~)Xol5T(1p%HIlgk%ib&h@s1!*ZVU*BEh?G|2iAvf83+8#B^8iFwH5yN zge4{9N{4ED0UR`h(T7#@gXG&EJvs#4ctPrqLJu(k(dcNt%jWb?pH7jM4TwYHv~^;o z0)xAJnmS_=9fwRfhGoal!O64qK8`#fgpzQzn3tqaky<&^={8Qtnuh&AQS0G;|}pglhJQF zP9weu?`^$<@KVAGRobyOl~%A>C(SP73!DyA=@txZ|@FG5&(|v!hF{8%Fud`l_*7(H-2X96UU-7^8r~$a9}z zH3u0+NhVr>wEWQf+dN98OgK6m(Xs~&SFL7hAlu`^FM2G_dJWp=t} zDZMKr!@Bjv`zM|YS(ez8h&KqSrqlv68Je`Tel)n`#gkC#pM0VAg!uH}RSezhR-Q%r zlkpU{s>rWtL6CS@v1?v&~ll_j!-DWOs*PAO557Te%hLNd#hrZ`Hp z3aspas9SsC@Ds9ML%YT7%!5rCw{Zx$nzn}Ud6=u5HMCfai_(8HTLv(j zT|8&(A((*#3?TFHzP=Z?uh#K@PiQPXAqoSMV*HaQCEb*Txk`_UhEkK|ed*x}2aN+A zpudq7NCK%kp&1v=cwUC_ON_eT#RxfqKMYskb+@-R+(7&_!>`%}GH3ckzH!RR!i zyD2GECvEr?o3@G2Au8bq+M@fLaAd747}QL4r?d!>kN}aF-`RwbO11-{--Iq+yf~g< zlj4Gg2C`IZrPTak03F)NyJMMRm~B^)cJb%6=EskZ49eo=jTcbF+8EkZVMm616=h|j zThW@0tD$sHt4fj7Gzd2J}{RI@;Mor1`I3k%(cTs1e2{MyH1Pt}Y(C*Ja#RtbG8 z5m&XaqklU&P>w3^MA9!b$ZsN&6ST<3BL|Wkw+9;@$5Sb+i6K`lwjhL=mmd`!?RWmS z&xHzq)-n7(a|vC^PmKzKMl(&>uS{?0@5uVBqaR{8?NN=;f4Y$q11QF+Ku}im?6jR7 zV#G&|o&x6f(D^ebf;9S8H>!x}!3JoC#X>F#>k{29h~x?TuqVRvgZefa3$y6mKKY(P zp%NI-yoA|pAXaQO;6_UtA43U0-3|Ij%HRjst*&=o6M)U=Q- z;0F6XzWtNB(6<7!8GBFtlz#d7x-VQt5xjq2V{*zcO2=v{3QL`Rwaxc7wh_BR#bn!3u>tDd z+>I=%zlE!7a8braA))qp3qouy_6Uh#qPfg2mzq^(<9aUj+41akz5YYGjvoxRZtVm= z{Rra5*c!J2Ptlr!L9u5aMl$OXs|)!ebe1`H9=C{dqo8NLUcbK2d;gIF&*@m}qMls2 zp3viJWjK6H9=%{@MzfxCHT90Wu`{^%rsNmg}-;f$0Qfg{kx$#hDw??DjJ-^{? zF{eos>dlv@&)hQ$UNP(bG<|_uer!hzP!Ht?(x<$yjiHSmt@&I zREJJsC(tQC&!^6xJNE!vGgTXMcT;Zb8^_;ITjpdee>3aq-dF?Ql529pn+D<%6K6{* zzfzG{Jejo8&~rzqjZNhN=K-A*3#ID7E3=S_i!zyGuZE|c40xyMd$n*nU{%Rq3dyOza4i*-66NHf6u#fftqDTj`-jka@r8T-+gmo z34sbc;W?-k!TmoQs~I(K<9F;&{y@$!nkASXy)iY(EQpVC?t_K@y8K5>`gzX&bL?m1 zqOH9+C;z_kpT}M|KZ9oH9C`JI5kAw}Itpmj^)lL$ulN0_PIl!=YO{P=Su@AD|I&|7 zm4n3ff8n7o1Cw9dD<&))ppmU{uFw<#B4ba)XiA1)mXPWB&PJhWgCE82_ifQ$G}RMb z!mrq<62^97<_V`E;ejIb-pmtDu#vev*EG8NW`ou8I*p!M<{!(W>vfAQt?#@z4~muh zzgbv*X84AfbVK5!RnyOI>FMHZa)RIDorMW%6zb-75Bk=VjKhxg0ZUk0GDQ(D$8fQj zbf^qO&8w=a+A#KYp(=^$+VEAKzy0RXnwq&K%K80JSVQ#BF)@l5ZT|R3 z?id}$=a21J=Qmo2So-GfPFOHF?x>!B8tRjw1(t8h#hpw%>e7q&UoG=aJumVeDOi8h zeAuBP4o;cVy9om5);aUx`` zrq5lY5~blOF>}gm*F8_pPtf$28Wll3;Gn+dZb9|RjORrqLp)tmZ@Jg1&me~!K~75^ zQ8I!1D1JvHkqJ!&bEWS>7FoBY@e-Poee`_}r(JBrmE6CX#1b>BdR68h>J|BP$1{f; zbXF&e7XhouEl2Qb+Cz~QAPanbXPtf9?i<>{z3bU+{`OH*al^xXnqFalk>fh zv2poeoKRX@lc(BN6EZDcmCfrn_|dv_a-x0u1*zb`n6U~S#!-e(?Ok9zbVWOZ1n zqa46;5uJRYXr+sVL2dy5tCYM*{zjV7cbloB;`J>0w*9$zdb5djeV(3}0XJ3pP(`#tj zWPJ*Aj2*wC-L9ps>y@MYm@nhlE&Yj6za(%U3jDH$kWp#M88i`|?FnwH`|WG0B48s; z3|>eu^WqG$)6=*5jCU^7F?n9$HmlU-qyMbpW6J81s$2+fJYXn78J7WxvPT#~-O?F@ zA+Q72?NBsM1h&juWjE%Xkm@5u>%U^OvGc#-K!fFQ8RbD?K)Br>T){aEi20m~AgRs9 zNLP6jZa^*`O-`sU#=yoO)>Kqf5Q||1!z<5^D_LBc{`Na*+3APrZ;wbzO>^JQ{OGDG z<0^`fLJ~3$@M5R+ezgASZ%E(+aDOP>CIH?e`J_#q*7z&V3A9*L{tAJ?4sv z)*-WU*f~6K(A9BLs;tZ(KbDknOI**=5B$q?*$nE264`VAM+Wq0VM>L=3b+=05UYIm zYNRZVI5(qP!5&yCkn{VJS=%h|)PDD9C7F21NC}WWIVDjcGVVJKk6?ulPJR2GCM?Vt zUFlcikx-6@szs%dwlb&*$jq!1LhlJ!lE5c9vKr`(hH`mNziH z2uT_gFbt*WH&4=C$D)4Oy_%~2)fgiGA#0NoIOuRv>GSL+SmlBs;ow1nt_mu%O$$&F z2CexX!AQ;J2!Mn>xm{m>*&H!xm)$Tdvp(RwPLw+?V1-9);q&Gq6%vd^Sqdk3mqR9q z#e?Ba)k;}IH)t&TS6rU$((?r3JIs8lYU~7V`pa6})KsMnxgE1?;qc%hqw7GLK`zWg z`BT0QI(gE_PUMyTt8|@rH zX5QCVh&vU842BenK#J$aJLkl~3C4v;`LJNZ@~U}RdN0Jl1l;4{P_2fO|Ea^if@}j6 z(jqG_q4KqixT!VXw&@leKYxc``06@9|0u0cNK91WND*&`!JsR91?5Qn^B>uoP(#HMlIK zoyLnjM^|i3>(cZZaD*F8%X-O@B~qBuT$J2e?@_&Ip^S`Gk`tB0&db>%|HaBc1qmRz zC+h6WRg!hCj;N^yAqSS;@&P^>z0h>$R!u|X#{5p;<{=q9m1sVh&E8ze#$&2;UtW}t zELZn3PRS@k@<77?zHs7_)mWcI+G3%!w4=h|+-KF@$kZ#zEyI4JQ)9(ZA2Mj^y!nX#*spENKyTVbC`mLGkKurncA0Nc%S|kuskm!o8 zo~m74=j}*{ZE|Bms!Vb&Sh4#PEn)GYd5vMESx$LP?6qhlbMNA4YWEN~kJ>Vj02AM= zR}!yfZF{eD1iB)aqB=*@8F@T{u!6`bv1G}CGwe@*Jumwj)CZ7Ky3afL(s7?m8CM3$ zgq@V+Tj!75IUY+i*;Cltp@3)HJ&}^9T%OdMcB=@vi?y@q3)aVkVqTnDFb^ zPR1#GFVwDYCPjb(WaNuwV1@!kp#I|VSazl*Xx`tBU^Utc!!%)l%2C|SMvI%AicNqs zlduGd{WXBR5x$yw{~>emHR+mf`yD%Wi-3czZWZgP(iGMX3oiAPTfAsd95TwMarsnA zpZYlHe?VaT!nDrAk-A!q47ML3;~a3Aq%0!1F!`tezo(2U3g-zUvxSA%BB6*yr7km5 z^)d!0v7WH}Q60ieqla}ef$4be{B{x?-4x#TAtQTzjvK*~zKA z8sv71Mw=XnoK6Ne?Bc!DT>-`ZJC7disASK7!_6DQkd}vI9cvtOT~Eu~es|W>pQ&E~ zm3fFh9CxRmIq1x`^Ei7%3rGCYohTAR%_EZrahwftk2V$!hr+t{vi5~@j>EHfv5<9b_8I&O)aKXWAXgERxb5tqczcCiYq~UX2ffH&IPj$A5nN5~^T{7z6bJnQe)Z z;o4p#dq56Ve$}dnNs-J1A8H+eD`fzL?I$ze{wrtKw1BQz=u$nP}*5EjR$p zUD}&z4e=i1n=0>hT>2Z7)?3`Y-xbKo=rSJh7i+JtgmN+40#!&tOcJ1~9EeM#1?DHn z`$d5|-~eC*fwjZJSM{L9;WOAe(9qAfd;~k$USxMS>`!qC*V2@h9K;9fgY&iY@X0u*>n}JBW1?Ji5EOh*-|@c;_cj=;^cOn-)PW zbQIQTNdnVfxq0(+&{Czp6Is`GJc0TRjhE?8b)M3NZk{w?Tw?FyI3$IaQo_ZUAkA8qJw&Z)W(6toF3x07S@y{Ci+4#twl`*}@N;u}rTICo@t zL?xFVIr}!?EqoYDv5y#Fr5N)poSn$BRl%rU2`Ab(6wr}VRq2OPsM8!GEQ+h7D7Q|R z$%CCm5mg`?>Q~p+`d%_dlU0S^ojQx9fs2fOFe)^auYr$)cA z4n=Q@h6tYwxbAawM|0UFzL&EuB)HCAHMRJI{Yo93wz*Rg`kX#fB zg3x1UDNI>2IA>{q^P9%9S98jFX5HvdsEj^t!3ZU;Ya$9xev+;f^juaK21OehV^~6z zNZ!fA${}H$aBL}3oj)j{Lc)U_SqUnZ>a-)eJOrI}_d-+|4B3cxQ&nrF%+4SZ=fZ5@ z3~l66AmzDGIDNMToi>BI4zm!AgCvo8B{I?x=dPv1&u~TIREjD~hvv|5C~MCKIR?E1 zu_op@hAAy0K~+d z1T@8;|HEFtGq3j_KyH7ome6DVq_{!Wj{f|AbRM30;s52;+@Jn@)2nyOtsG2`(aY`B MH{PDQ?dXsH0Ah*9ZU6uP diff --git a/automata/plots/ke_DMC_annihilation_creation.png b/automata/plots/ke_DMC_annihilation_creation.png deleted file mode 100644 index c44fde66d7d73362f20b9517a6fc678ba064a735..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 31267 zcmbrm2{@J8`#%0E%|(+&Q$-mnQIwfVLS|A5Q3z$8Wk`e4pf*y5DAPufDVdujROV!A zlFTF|^Z#DEPM>qmcesB4-)~>nIbrYp4(na(dG6=F?`K`qP*Yqmchy{qq82Fa-K|AY z)7vSEX>j&T{3V%h)+YQT?x=9UQQOAM(Z$%_lu|Wzv^`t^xI zTQ+hZcXYIMkPs3&`R4_zz1pZ{PaBw<$(k-PhDC ze{|Q2+}bxfRA+RCV{WPO)3bB%tEuH7jue%kfE4dy-nzYNYHHb8DT(DXWNb?PCZ{dj zh^v}r_UY+4eA2xw!bPfdU|_(hR#%T-O6qWRyt>e^SA<%;^`lQSIb=>9sE$*uZnP=9 zzg{&|Xa76;`Tfa<6Xq;g&$oU1_T$1jSzT#7Yxob|jgAh!eLLAO-`!$#utUQB%Y_do z_uo74N!Mn@`BkEpJb@)KNy#~-NnUMlB67xhb8GY5926841!ZImmmju0ZRq-G2HVo5 zIwfvzkKM6t*4sX~(nn*LFAMh(uhEVTN>%mdkv*HoS^{JpD;1Vo)Tfz_etX91^ucpD z*rQO=rMKp`w8vn@E>?@5-#+CGy*;E`=ry5yX?1ORX|SNE-RI{~ULDEFb*(WuS}|b%*pHq}<7YD?8+R)zTD=JuH*75n5vuDeoJywC`BHMqWybdP zG-lP!;yM+Tlv1F-)$CP85WjZKBfF#0?o@xPPL}NL z!ma|50PVn_x8{S(eU2n7>87X}&edWkG>#pM(a*Bpl(56NuQ4m-@aB*kLPp7I5fZw` z3um#gU*oAw(o0F(Sz8&c$hLa*A=4gBnc7tEG6#e6RU<>a&4(f+U7V++oVyQr4%O=A zbS5S_z80-(4>9u6+_&#?v6$!RU}aObgQ(}IV{O7fo!%vJhp%+)cs0WS_rCY}ho;YB z(Ft6yI#{b`lwkbqd~eRHSNnS2rS6LK{Be*i!nk!VE32NXt82wW*31^2b4SL<=x-)w zM7g)HNci}Sbi_y2#Hp@U*uA@bpj@`@+;T(u=ulVJSYKg^t-Z{#mkSN-OL%E9tF0f& zuMbpe&UJCAo9gqP(#DC|xVTbsoVq&G$~IRIfAH>04WJDxY`1xT?~rx2!cbQoIoN?t z;fYKxkz*G^#ZKyXiftGu=JIa8D%q={uOE8%?p?>X2hBUKY=8gF(&fv`MOQeb^;N^f zbaixsw6wLIMp{Fxnsb~sNWVxkEvw0PFvryDy1eyG1)f;v)`GO>T4~K!IV88?A~C+| zbLPxhCE-XvA$I88n{uP6-uiUKb&6MYlJ?(Ux@1XoObk!6?Xv}jeN!@cz_b{%*P+>5 zPh<*I501GN`LlIa#a>c03O-lZRrO&cxYb?Si>vYB$?E%A?-S3SWsZ%BIo|ZhPGtVB z!igVY$@xF@i;9br4>@6B#2UFu@7Ie$>=%IfWE9zVMK-4zsQ)&(PG91@OuFD(~x z4iRT(c^$T0J*&z7lHQp4ZMQumBO~q;Lv_-$fyMaMEW0-h9rbd0mHB*5#+P1hoyM-kW-%{xv{$vf_d9vmmTUOk%{1ee3pIzV__Xw;hHSk;SGX zS%+?S-N}#y|C^$G4OIY0?$59gxhsOdDBB%ZCC44GHk<)GWqD70`F*|GXJzO>!6&yCm zbslDB7828ENONoH@t6MCC-tp>in772UZ`Ju4z;mO80gbQ`trnbF(8c%k4 z>OH#?O^-D74%?l>nYI}}W#*7{-q%tb;9_Jn`7?L3ie%w;!xWlhwd(c+Ow&*ar$m{t z?yb@zUjmi)?W@78OjHrd*HM?9$iSc)NF#QUX|=iF=jXr|hM|qtxvBxuKW<{YVsd+P z%A%7o#HBA^R(SN~$G^|_P@&<2^A6tMzkq#5h1H3RIF1hHP2EUaq|qnWt9m!OKD(M` z8wyrE6v^7uHxkjEBdh6_l2y7R#B=ONN8Z32ZENe~^Q>ISZ|@)KB69_g_*i=V(v>Sa zth>5CcpseVxiREUXYrgFwM>NKrY46Ar&iJ~@42!H|Cj8`tG1Ph2u|xuDV%J$cI;Jz zWLc*OqcljP!#w*SXpLn+=8Zl{)n%Y&x+|$!%t->lj|JuwUgqMeB#jRVnO#O#l z^^80-jm5&Q$WH!zX7JE+%sCp7le0fq^agDpr{$`oRD*#_v(p|eEt=v%x8aT??|{BD zi?OUlcvjlv58cS^MjjbzZ}fj&nPMcnPC}yLUAlQd?(46w!>)Y$W}7k09hyAN)e|7;6x*<`S%u?{~!(7%74r=`IvWoWg! zThLGrU-^*!+lLz_B{%oksWrW?n-pltk+myqojA3zEIa&FPu2(Pv**r@hg_~P>W=QGl*Sfg47gtud^(R}J3JM5R-Bq|$ zgWDCgdEaF49?PWJzHF0zs>!+U-@i*e%x=5wQR;O0`@`YlE%PVvoNJLAHa*)C6d2fI z=swiRn^fD`|IkUjv*0k z1b*pCDSSWi##ncU>$j*AVqyB3maV#VNQl{oH%|anaJC|t2-XRgHolL3kWEel$0ndDQRLA-`k(`VL(WoeHJUH z4hBI#pXdo>&#GsZNVTgp@>jl%uM$H%pnbOi-19qO*v zcKG_La(rX}iIj1FNd_f?n__uK*)-pGeLhxarO>$l>%(Hn+OEmnY}xPCh7PlEO40N3 zq%y7QlK1tfj}IH&F27dVn?h@um4j)hmUjlzQ0&CJsF@2^(G>$YL&Y89X0meL14uC1 zYW`-v^Kt79SN9oQ{}H=@Sx-mji;L0b5EYtZ*ZnNZZy%q?G&;6dJjwTJxw5_U?xoFD zeq3I3g-gpiuxe`&p6`zgw0SfwNV)L+#oC0L%BxqVyj?QZjt$lpB08raO~(Q?39ehW z3y}lJcGV8ssIe83L84dFy1R6OhusH?^a>-prxX+>Cdc~H^zX||J=XqwOcIG$hwrgiBr?-8j!^x$JlmoJaM zdv`4!Ui!Xb%Xbg%?77OGaDAO(=i}4UC5D?EhHA9cgF~a@YKj-K3!F*X>GEgNJhH$!bH$Gh33gFtq@B z^nS8##d6{=A6i(7MB@B;kqf1}SyJ*4VD7g^yCeWnBOKm{=O6%O*tP6&86op~#=K?6 zf$ke{v(A0*dmKiS0_U)@*0JdwzJomV?r13crJ}pQwCzvl2}#9Pwx~F~SZV&!GBf8x zc1X;`*l-tul$1r@^qKQ3yr;&DB8`r)a!R!u3JC~&ci*>FR8+U4qa&@c$19*R-CW&s zuu_q;FS!o@*yvQh!Z{QEq|yd+SJy{%&G9R@nz>5f(GW5Je$nV90v7&?Xc!wHGrHGf zxYwy}>U)`x{v%uCTPB+Vju@nv0`C}EeE(8H&<5tdj%6O< z%GMjSem`|SsLg%0S!DeQv6J;_3gY78tqm-4uU`PU=_Y@f7-(5C*xr7epvMRarz#(& z>4T`2I@>Fw-9MdMP9Cl3@d`QGHrtPK_YHC%?kx8FUa}$6wco_R_0zdk;`T9}H3`v3 zue#2;2IW!%uM#3}vZ7k3L5NK3O3qaqZgz=8&?DgJ#->BJ9c}L>XvcRVB<`}4J+S$zLs`q!8N1NEC* z}iOy)P1ZcEBM;ADBv*5+C*Lb zv||@(G@4X{Q)i75Z4f!jfYdd+cb~;LTNb@|aYOv-#U&d$%Y+JR6qXyrkhSqH^=PQ@ z(erO4x;6&LKGwN$`+=ssjQ)Lyv@@UiafoF%3C z(mtUVnK|Tw1(nRyP8C0L8~7S3?eQ=-RO*Y8w#6;^Ck9RcPtE|ijrNT#Fv|m@`v@1WI3mh1@zTLvYLO{FgX3sNyw&ID7aIz_y@Pq$pFA@3 zbifT)IuP zE=Sfhe{*6|>7!otrI))<(5O|j%8o|?h;$&%>7w{hlkC|>vVm2yyHV+=O_o&ME(_1E zD)jNyGc?j~&EJzqEnG_|i<2k#NbV(6ylSvV2_*Y)e`>;3)xwf5{epO%(JN~oEV+a5o|JBdi2BPX9x zhn^HqZJ_8<2IZ3hY?#?HFkeHH>FN#xcwox<}YS&U;h&cM&Dg_ zV-uk+0U?E;%Mpt#ul>Yhg4Djtx{bZoJOeK(O5+a_cb<+W|a#D{L=QXr`{b~sch+rd-WbT9Q zcQ70?PDE0a&N+!EVC#Iehme~+#>d|tva#s@Tx8gaM<(7;Kt=;mDhXvw@Jf@+bej({ zq?#lY0}24ayvR?_`~;AfgbFkexNA`N zzP>5EYxQ>P8eC`sg41y%f?j7p9jv=rRBJInHU|LWNS#f}WQ64XoAfj2Ri4u*4PC|n zy$7Mt**^fbB&F!ma*yD3-%zE*V~KbKk+=th`Iamyf|3m;L475lHU|2;-dV#x>Ax72 z_`Q1@o4uzdESqyOJt775l54;Vkw~mUv(D?^lX;?Eiws-1xI>~N86P%IyIEAtTwu0Z zOgQ>)pm|?Evr2ZdpLON=Pu538ZaEINYvzx94eKrb>^FbqS|yUFNs!ooUmruTM@dO3 z=hOMsgCs5Nh(nRKixl(j?m6IZYVIA}dS!+1P8Pps&1T3M{&Fs*y4VKxY9r zHX9`3DVCX~2TR8NF2}10hZbg?qXh1iV8u94kh#O=sRtY#;M` zD!GzOpHGuNLBlz<2J3Yqx4uPaiznrLr6O1Da-&mg5`OCXC_7^!R$x_B^yN+6Ge7)ZDxa_x5cs_XgF_F9k`m zPMtajH!dT&EeDx|R|$_bgk%Sj%18yR%vWZDn$#TyM3XS!ihva&gm&&$oJB)mhv86yn5BSE+k{q{pS9$M1K-Bf=Sd6 zeGej>uzp})0>0BUn}@sW9jZK+E?wGwal>uf!e_U`!|wr}BTklDX5J9IO$t>ZA@!by zOi7C-EcWjLLh4Ng;UL|6Wv2zvjS34Uky+>Vq}(f*_;CnBwGT`{mA1NctES%fSqqK& z+?Ov~=01L!XZ`xP8t3A^B!M4uC^_A=5JaNp_vQ~9N~0Xf>3^|$=*cXu!(kjWXb}#wxpzC?y2W|4YjJl(nrE6KUyKyk)l|l!l@$r zesW?A8bfd8!whFy)5#Ana`xOJeljVy5J$&<0{?X#AKx7ehTzkBJewuabwHX3z zTIrv`sBr}|uL;(pj@|+q5eZQXw0N^=YHF%XU@zgGBws;U;2YYUDQj$O+*y|rDKjys zo$^IzrJ%~_yYk50!`-T;dbZAar6w`6zuHmP><;% z8Py^=-8anFN200t+25irq0vO1Iu>LH0COc^dxlBTTo(hd-J1)??T5>u3f)W2{J~=(uj}+NW46=lT)XS8Wa{i*82Abs6a5-Gz%6g?UyI3Kf(hR;Kz< zVBS68q&2gw4Wji@3}28>0?$8cTyfs`6dop+MnoGKi*V=-!q$Zo&g*!2i!S*4i-c~s zu|8&Iw#qrTx!DY&+zSYZHZ@6llnpj# ze_5RJgUjpZoyydsisXnpu-vZzqc_>^U^nbx;gUHqA2c886_HnF>2@W&AuEtU`&aJL z?Izjyh{$CD_C-Wzrl_Dfeg8LFtHy?ROxzDZq!O%&AbD$F+z~&b*>dkimPe&Xg6D%R zz0K#(a+g0dwAyA-_59kG%**WJRbX!U`1rN}?pPq&t-{LPGc`GJ1&b@d6S$?gy*fT% z(UK)cV`5@fuu2bJ`{XE5##Rg#%-oa>uz+tdW z5$TB*GmFzz4x-#GQek4DfC^H^La4)p-=KtIMhiKwHcEc_{lnQ>W5a!Q;E0ni zT$pWYY8otl6}P2Sh4aS!{P|N^Y8NGXzKj>ayWc%}&th*)1m-=ZWo6pYd#*HzPxCE5 zw&MJvZf?tHP-j+n;td6!xgds#7(-~5(XNyb9>O;OCRc*(skwh>JE{7J@|XdT92*;} zL^E`2Ws@FlkCp&2x^~^VGRGz`gkbH#%g~~xf9q-2Ot5bLJT!iaUrg*#KR~#Ey!Ar& zN1GNiv-s@-wz%5+sD&0Bj{dTQ_OH5)JS&77r{p&_M}nHw4$0 z0WhW&V4Bq!91_x&%9s&5S?9PfJOxSzB|`1BHM@9}NU?MIvJNtqR0A%QUsAHM`RmUw zc`*es$=kH!_GyB%_pqp;Yqmy^3XF=Xx)wF-$zSL}S~|ZpKop<^I?M3)LnR)uvY8H08d~S7Xu4q?4@jM zx);sK0Vw+1CVAEeSQ`AGqmV(ILI|FRW~QIxn2>t{q;^BDONxky2#?arl`9(_*+sLk z@4x}U)etEWAnddx!(1R2{E@|-0{aZ!Sp_j+e}sg$lPB&8g<>245}&ZJCb&$ZbO&F* zeg`O9iI)86^IQ^jvznd5Zo7S5NdQ-WF_)g1*?O0kwRa;+h+27Hh>%-@(rm;AhAz#n@d@qk#GX>GNnHY z{s_4(tnQnh9rh!4&trc^<2hgzd7Y(h8!%I@BJ=q-#Jft19~8OeyP6fB-y{#%{q0z~ zQbIye*T{(0i4(RhxHdYk>+@gEi~q(l@r?zxipO@K!%+*AOQ5Pad-g1)$V|~UF-q0R z$Xd(VFC{_(8;U#9WyHmIw!FBqR%sTcGlv*6e5TCP>w^MYboTA@zV(`aLk)+H+M83L z+6cM`CiV{3L~X@YQa@9ipooQOFI`?&k(3w3J^KkoSuQAWW1^%K6qM4j%;J1Ko-7rNo=Hmcg&h1_ZJWYy_Jne_=MY(Eryv*Zwn7y5{K|m2s-MK{pT3A3fq` zo<+^(C#O}n)HE`RANi#YcUHGy6lgrT((3SD={lCWCnaUIs})#ld#jkDLf4Q%^uKyTW^Cg-O=?YX$3_if z$sIz1uV`BOaS2J;EFwR&bLOyhdf8#sGRHdk1T!)W7 zVs`1*qg!@gDq8FJY|+^Zn2b1fIN!#7IbUdnZ%?m!VVP<9{mb&;z?Q+p^!lsEtK$rm z_ifZUe0ZVnbgIVk)WF;*Quq_11UR4gDG<54kmDWeR-eDK;kN5eR1sKbm)(DKCjhg1 zbhn@+Ld?AOxur!H`W`7VV0$<%!$yf7+;=(S#KHc>OO|vWrx1t1qkd>J$?Yv8^EmdI05{epcVR82v2fvo{(RW@=v?43XSzv`KaV_u$ zdAfuVa|Nlk33deaWdY9yNiAaVq<~aXs)~|7li@w(waGB=08$dT6;il~n!gD@60r&u z@QV-4)*Ur*Gq#3l=gm|uD<77Y-9b^O<$O80iKq|1LJT5&b{RnLSHtb|cOkv!ae9y2 z833KrVlX%=;9ik30|+5M0aA4o|7DuJUggx=bda{~=!^M79o33cKZ|7nNI2gGPNSmy zIlQwPPpFCCxoUx^BRVhO(X5xG0*5@>b$+$AhNWd9^k?>oE~6>?I%4)g`s=JukI&t> zW{o_MEEu#T9woqSErjqUa3n3c`JtcUx{ zF3ypps9KIW?mpcOnJQ55bimkW*nZkcs2rjRygxOds-(rB5;kpmeKZ$zii-h$h08*^ zvkRKS^XI!=!j{zcIJdU8x^1LvwZz4X<{=JEJFnO@{duc>0(kM#(oz}^5ranY$Ot2R z9AcoZa}&RI+;Q-}x(~ha1xl_J`OatCiFX>vfkS*&)p1vT^fn7BSyn`yj`=*I7XZSf z$!Wo=Z5412NOcBqNXCKl$!!cj-u*5Wa$j$2)(5YopaINx(ST=~e3y!}EY^LUPL=ve zwlmp3nX&vhaxbST;Hx%>Y#uh&6?K4En+$SvVD1Rw!S#25o2a<3XdNRn6PN+5q82>3 zQWa_>-e0WysFXEKNl5vL?e`Fw4fZGLiiN#SYBEWE`N@`f&D{#KtTu~h=dYBO+LxRV z^Qet1y)Z)gq^*%>y+%ME2t@`N2?^A4sI%6+C$nx4M28X$jz3sp?&FDTfhn|APrm`A z3TaSDprFNzkU-D}ssvN=*2Y&SXh!d``1ttr<&P{#iQ}r}X8(-h%kPH2nZ~wk51+)S z1TU}X5dG-$Qy{Dt4^ka4p}_RC>k5Y?(LuD*&0Z79(yAg#zE>idPOoYIMe3Wd16 z+|cz-!T5KTVfJ>~Ah;1r0I8hrw6dkkmc=nmpLrZMz$ZI+DQf49!jAgG$*AH1*JIS*Nc|2`8ndoyC2PyEdl7Oz8(DB|I2blF-llL_PVPn_VI zRv#0mdTBYAwhlfOWl12z<3QuR9zVu22{r8VkzfeC{$tI2ysj6YY_Q)k*EH3&+{!xj zz!%#cz6%#o6q_Q6u8F+=%q(xrB=4$*Ir9srYS`Jy&s|9Q*b^#*s-;yQjC%TXwt}Kj zd`wInr_<&-v-+N`UmQ8-so8?XAg0jAfh9bdC&%g}7JfD{p|JsBL~oS+FqZ0qA>?4Z zU%&BW!_sa(T%je$9#FGxZ*=|5;L76yH8;l~S9 z)K`)_DIX(ekK3>T(C=*wK_#c>X>WfPmJ|gV3l&c?8bx`DN6Zk|cv-`7&`DX@vQra4 z<3EsVhXMm+%$QMCw0wDr_rMjTktSE_?B$y`j};Y(4hjhI&EC0%(wI&%nN;@SDrm#M z9^sKtQF43K|B=mhi@zlG_>jH*gLU}EFI;rntou0*6VIJujm+jCdfb4==QVX^45C|D18uXU+QQ#(76s11VqKKlqWP=(*U?z^9ztx%#l~h!;85t1;=Q?qr1fc}M zE6vs+&DJhc;UOV|vpwu)i2AWi8^(Xf4+_}?d-87$y-M*YW z$Q;_x-7=3Bvlw`dv;yE0-R#jN1hA&Qd)x77;4=R4PO*fqui(9vkT9y;D=W9Ym~a5H z26oZ8Xg-aSs}H&ng928Z{VMnFvvS|Im*?~FZcv1~Rg3ry(*wom}3AY4))58>-98z0_>u zB*O>2*p`xeIS>+)eK^cCtNdEE+s3_>YZfYh&6d@amtW}1TGWRdbEDY$p#&lCOg0L^H<(QBAT2U2s`n5()he+QP;mBuhjDts!b&CXIdSjU ziXxR0Cmux0i|Tw&?(hE-A--IX3VA~0*pBM>+*vMTaAe$vLPrND?hYJtY{i}jyBMoT z$06^G;Y{FZ!T}P$7G^@yp)6~h>!#P#gp2f#cSngm0BY%y?kz~t$eb&1d5C7!_YS5H zzW3U{sO1$+~mL3*f!$L(Z zZ1YD7)G%flI)Ce zT(HNtw-{31;KwtpmLuO=Ek6|G6FUa-)_$yFj|aOLsiI~JRvXWT4OW1!qkyp)aAgq= z)_vgh_F5zW11vYP0LZnTxfT_oNicC%;e;w8o-XMfIW_YAh~KY=FTb~<>?2h9>X+Bo z5koq0+FI5nN5K1?e#8%$0x(1VrrGNNXb}ue0+;7VL@A<|LWvPfuV?SBARnVd=VRUz zQHRs(r!ldyE32uoIPahqt}sh?{P@_Y3!j-i8xOGnLh}(n)Sl)dO8op!u1>?8f4fFr z_6eyCi3*Cu8+q#c#Sahb4m+s&+{ODCRYyFOc8E-A>FL3tp^2y?f*al(6G=d~fbD4} zxu|zNRX2r;x~9hC!CV4*0p`qEJhqX#>^0US??0dN`3PHdsMLr; z>z5t*ohKfyL-Gw-yks8R^5thgYV^G8acg*B9G#YSSjN0W=?_&?vkDJyK8J)3+XlwNuxa6i5gVg@QS z6N~5DoP0;|pjSa(anR|&ix-uC_;6ECpOQi;WQ&(7j>$at zL*Dp1psqLY1EhRMm97}J-G*i7ZgN7OP=BmI%$kE6-)q0<20e51mM)VYU{C`^o4XP9BWZ9zdiu`2XC|flvLk4+Kj3pw$9(5)IBe$3tkV-9KPK-$ z^*TT_eet&NbqTJWnSg!7ULk*#QO0NlVp`cXSj3~EUf>QsVhA>2;zS{Y4M77JE?hX` z$EcL(Se)ua6$K~2>bwH?74)}xyG0DyM%R~lf`?(?80}0#X&*v#2k2VIF&9ZPg=4pY z98E4Z{ja&|8X$kJ}dme1b8>VDD@; z{Vy=zRdwK@OP}FTPoth$`awW0_n)8qoVr&S(I_go{5J`UX~6%^n2FLjipiAfF>F2D z-cx+Z-@l4@sPjIMUPFkyx^Op0m2$a$Wb%XwFI3VcnY60`awT|AP4&m-F74Ok$3$b5IX;yaNE#}^lNH@@PZj7Y;Mn1Sy`hqGZ$19P7VpxrWk!N zu+G#Ug7DN8iSR?(rHDR)s9Oam4Z&I}G}0FXb3hjij+(G%)j|tay)AW6D1UJA^dB&< z85>s}G-nes9uLJ_n!U8ZZA94Y)e2M0b$E9IAoPLiBQ|LZ5JT=?t}6;;lmh^gJAw8z z$Y+%6d_P<*UeOJ>qZWOB(A|}38K@F6Z9W)+x9b%HgQf+jEOxTt%YZ9H5flrYgw&$A z2epiH6o=mfdg9!7{Y*N$)Z%r%`{ny_ zttVCc?1h|mLeVtMYC%gFLL|_YK$biRE=4?n%I~dZzuF456)^_CONw`IOj7A6u4pkx z@2*!m4Zk}mg)Ko77Qc+l`=bm5cNPvr*^SFC5y%}IAD@I`4_JNpKxqr<2E=sE^qO!V zu7djr)ZNQ`&P9vv#HxhkWYzzxgb=fCqQgq}sBt4WS?F4T@h4luNwlE2`COkj2f&F- zL@TI<;Q*9;fh9VhJd28oh>Fiij26nu%Jw0|BlQ2jHoy((j_+pNj=UmZ1@ZPnb4>)o zWfFh?-^2bPm|FB7967z`@(S3G=EIjvS{z90liX(@kJ)T2ig)Ugym?WFFJ8QO8v7zD zTmmD7@{8x$mc$cNsNV*Dio?Q>X-zW(3en24sEWBLgZLqEX%23>rv6V-g!W-LR8q1C z_r6p~!pG7NK^Z~E(0i=$!(eApN+RUaCoCim(*8yLrPs3v{K-U&?-3uGSePm?O5oDg zu3anD$;u_e9`lllnya9wlB72Us%4G9`t=9x>=xvg&YSDIa6Y9o4VQk~dvb&UMV51J zcIsICo2kMZ=m22{(4^>Fl4=FQUhlV*o^HWJE!4;CecEbofh9~P8&rA4W|%73W9T@Q zID6GRp`|GwybIBm*5ssVt6n$%f-rlp zGs&^pOT;R2@*8rA)0p!^|3RH_4b6|4LCMkA$Pc&N_UP4w`(X%XVbT$cwvi_+b3oe( zhiRW;xyvhjZ5c(~IgjClRAGhg31WgqpEUw$sdafEiq&P8ijuGh804-1VA6KnZ;o?M zA~<8hmRSZp-I-J{<@M0s!9_sO>MDj*G5;Sm?ouA)yM;h|r0U{4^-Ug{Y!V`@;Xss2 zd&L^u3#DPF7Oy&EhQeIdLj9pGqkCvAaIeYzPo265{x3;{ap5D6DWxh7m!?mfx8B+( zGXD&L1+|6|5<@y!*3*k3Y{R5}Gm08RNH6HTb9u0fEFi#aQgd2V@w{6@$$i9QHu9dR zBWx(7v=amv%Fs8RATY`n+9IFV~qBP42*#^Ge-m7k@t zRXn1~DupeDm1}dvmNPSU`u&Y6E7rlL06Ma`c2svlqd@w3rF}3HkR*GWbv8Ba$){_3 zt_T=%iJWDYK8v#fU9v5yHZpVYSLD!+#mG(oKwO8}0cBwltnQqxNKSf|mX_B5lphEF z=E6+(1<$19hIV1TkyarP;Anp`kibcJ*$U50!m?%stNPzDi7*`Th&>&siir=2R|&pK z(g}hBqkvoS7a&o>BiMole7JrFA5Uj(N6|ow*|DdA5oUCl7CUmGDJ%mK9L)jGBCdsu zZ%5=tRL}-W1S)5HMJnWvXBb#}c*lICdh|UpU7bypV!ry-8G5J^+)rFeDLFrXx)K8_ z=}Cs+=*&V=dnq6NXK}dU54p2*@tho1JhWs)XFbaapbSw=4bbeO+B!iQN1mYi(73YW ze<5(!T*MV%#gML#&6x#2WAK%DP@tzM=;)n|+aaqy<|oKG)Jp>@CJ7-yngPgf3{`*T}HZ8c&>oqtYGBp zY6FMYqQo?f{yttM(jP+Fe~B}g07v^EaxFfgXC>QXU9oe*AUesCOv`S-i5K?Jx;YVu zu_J%@eKi_&mv@89!Ao?$OU1+^SRkFih0K(kPyQyi=`s3t$m_o$svi@3gu13?)hw>x z!UVUx&>6&&<7Dpy;@w@cWZknZ$6%M>SVrl2h!P+W9=kep!0=v$ju2kLd%!A>E~LwF@Gts; z(a1dgw?+S7JPDKl8^R~~{N~(lkqMwKpc8`YkeJt#9W2067(93ed3qWWo4B}I(euHO z`tZ-1ZT2T`G|TK#+i(=MxyBM)NF{NcH$GG)jY#O>4T_9R0f8;Jb*nZ=#re*zpd6kP z03F`ecl)=Cfzmy#*`&S}G&ou@J`kTPV|xTR{}0~zatc&dXT_Z};33H#2*3eEiS8Xm zFAU(Q06#y&6O3-HW2vrQ{lxe)`lAOlz&#jF$@UTwFJ_mK2d1%(j1n3|Ey3_(EsgQ_ zbzxGYS5G_BxksPea}GE`C&-1Cs0nHQ@s4A7U(}`dFloUDPoWKhzPWKZ8(V_ShXRZb z>0ct^?d#jpht#F|pYsqDih7FaK2l;)$|Kee)syI80=^dZY~DJwei}BOERb13 zO$qlwI+)cAjD&cE8s>g=a~!huq)<8Jp||Qi(cv6RatKM}xi_#!|3D8kP z@Ie#c{u{?1w@E!v1GQU83zb;j9w(uZ?3gP;fVU8)oP>}z4rRB@)F=Zjq^rj!r{8LIY$>wPr48Vc=$of zlP($1uuUhI2^ro)ngVz6u;%D)1%>Q*XTgJH?o)UC+LlecLpcD4u_pf*ArZ**L2~Ls z&J2Y|93LviB(&U_;fqxlFm>J zdVRhp+5|`+I@%feaBnC&NVhF01RV=u2JzzX$e3`@(p#fo%?MpuK4X&z-2bB3s?x^t5t{JfJ{1%dt&JWB>#eM+s*3@;wian(=}Lb1o(Uj$_WU`IAc!$Nw_kEe z3%&{RtlSDh zabX#mv1ToKLrxW}z9MN<1gTM+G!7a=53%D6u@WE$#+h8(A&dDOk7Q#-vOHoruM*Zv zE!pt{D(gS;HZk9m9uw%P&^B*_X{fogYZmdNh8(t6LZb6YT(oEnJ z$O0Ny-uWMx2>Zm~z?a@QkYW66kEv-kb_J0BCm;TDFB2sfbv-JQ8wOvD0ojv= zIH*Z4Iq|zWA_p)_!WOuo)o~g9!Iqtsm39352?>f3Wtj(^$L5Pi6#FiLMlyQ^82ugW zESRNe13PF_FcNp$Yt*91u56mz$;FG-T;ZCklbE)C{rdW@UU#no-o2Gn<}csWaH052 zd*+3+AtJm)a3wvDa6zG~j_e8~EG#V3SOC1s1detZH}d+HHGunaaw8tKyG^(isnhbl zUcR8n6aiGKp&#?I1>_t$aA3t3I;NUN@OZwZ$=}T&y8Z~67)-K>4o?Cg1*07tO-%Sa zH%Nny5F`J(#*FJvpAz>l^R*N`Rh|TfHJ9%6^R1IF3}~%izU-xuZctn;BMj`<;Lfzt z%lmc(pqcv!Xb26Fz2Q8hvr+0jgIJzDo6}B~>CAH`O6}a=XyRW+SxRR)?tF*WwH<*a z&$;a=ACW(N@ISPRqV5QIl9ywYx9nx7qVE209$D%vA%A`=a#Sr`7@tMwI{q4UOmAQL z&!br!0HLD>)d}}*26Q9ZqvwG~ws(+`#@f*S3F!N7VgOnbwsm@Y zK?b_eGywvC3GsY{tyl48X+9aao{-gd+c%DvasO^izffJ{p@B$=X zA6Sw!pR$}0qSBC?<(hAIl>c(povXzO*Q}uo(zm7Z?M+*|h5L;c$pW;F@KD zMrxyx$?pL21_uSjkWCvN`!E@LlZK*yV{zxpPe=|(^#8kblq-GX=FLeGJ;L1=QKgrd zrR4}k4nCQnV$$vgDw){sIi%fdn!gg~43>T(Vmc8efl4Dshx_`Hu|oxE>S)CtT=uQX zWG0fH|J$ygFCGbBjQnwb@shxM#FtZcFWY{LMnO9BvHsFYh8CpxgvaVQTS`pFJaN)!Z4 z)ywO@En`2wvhjd?qmgc1CH-IAI1)jJb#;!D6=}aFo>Bm;e>3D&a7vO2j2Jr&i&GnW zI0qiKwYKWk@-xx-@7|3GF`SDWq;YbK54%t4PG3%D6n(^qK=y-h?rBh>0iUt0TuB-$ z-7-{vd1`WB_m{XSc`8K+p?{gvlUuuYW?o^X~#rn00PW5zCHaVOpyOzLPg+7d_e3E@NJBK4YMIz z5agDv-gcbZ@7bNEro#cb?Fj84tZlOnVh4rdNoCG>0SgB*`w3V4{UAlJJRwF*+tRW| z(8aB#D2)X{^SNE_`ucJ+PmgLaSvpJ!&))^-6k}@!viSs(-T=L?CLs`g&|a~ZM(P`ElL8aX<7P87VEG3G5Ck#Zfq^f41fFmVQYEim)u5q!5FH(Yn>W9i zc;gD(3V0BN%`-r5T7aY?`z4_3k+f#wuymL&XfcAxk9Goe*OJa-;){lt$sLVc!MARe z7}#TUDf-vF@Rp&JrNuBB(92=V0)D*yKfvH-F>E6_Z`np-mBscjciz1_KnfbTI_K7a zufr>GHXOw(&f8Uq{pDw&MRr^vZXRNk7J)MV^GK$?X?lHLDH>|nSriwp1$+ht1omRX z{~{D)p6z3Tn+2!b#u0${D;b?zhz(mudB9Q1R?Crk zJiCvQVmt>aw61i`vxTldEQ2!2_Z;cH_|rx5w_cjTdh;h&pQ>1#$yd7UjQC?Ylbq${ z!1i}x&yN=)ADWRze^$!-Oule~FlH1#84GgLTH2TDSlO?c96htT-0swZAM1a;zmmNF zUfHcqQb(L5w>(AD|McZhQRC$8+R*0P@nE3@1j~5S>${0#_HV5@Gf;nM>>)G7^7X$= zJpb{DZa|NMk3G4zn%QVaG3<+PYx9u(fl0P7@u@GvkAqlBq(J<`LuTz`?E^O*OL%{0 z0>)jKn8c8+JiutcA$y-uzxdXhlZ7#mH6Zr;#lgJ){Xg7xf1wD zQ8wb@UWxX^;!YR>Y^h*Notfs-@Wi^j8f|RB!L6`1{z&|T%TKSmKu*wVPe3`?GXUos zJY*LZqICJLUP{$)|Gk>+{c(VFh-@h44|`2ybsZ+spOktZLWBAYisRYg?TPv;ElWBT&pE%|92mqP~JCRcyd>t-8xO<5c04EQa_}p z-Zb!n!#V%qIvqSXUo-poxAeP2nXN;I0Ma94vj@U%qg3>$m4zG?D&v_$m^`x0Cnzc+ z4`hI8gYK(BBc?0TL5+lAFA+gDJtf;df_`Eib);%cNVFxO4Z13Wk0L}4gy{wYn|~~r z#)iKrf!A#z#Z|p|hZwfdQrVT*&P9sL+on^~C9V7bbteGmhfp){9gW@F`v2PY^1y*f zLo!dG!>fyn6;k$sG15Ve3{p-b#TiOYx#HG&b5C)Ve~54i>$w0;KKA+Zokc~# z1G~}9DA3bCTqSdqNr#oEea#W&884bIvX;9UG!tYKaq{4hy*Vw9ufmY zB>>Ix$MoGAES#8$E$I`f|1ks)8wxvRv#l_ z;i^zk_wU(l+m2LllT2@(PO3!c42H2>1z+BbF+7*CTv(voHP@o*Z2#WG`e4^I4b{uo z7Z)VJMM7U3Etcv#>TOscie)VUS#MU8=LQGPy{7kg=Sjw_*F8jvoRl-vVEctP>s zeDc)FUoIVw5lGwu;_j4aJz;2C+uFKdHggCe+bMKnTU1if1IFI)h-6XhACv=4Hhf?O zBV#$|o#C8D{FOM(arBfhHpN5Du1+01PF5%Q4r)9V zQQ!**B$k#l$t^HRS323KOfwO)c?%u~cd^{5y+R)HTP*=PkkdL}thU)WoIIh*`drQy zq4yzKC*$L%u&wd4i2*ztVlTi*Ct`c2RnqPmw@-an$~<2ARQk0(JQ*IzgP1VwWLp=a z?2%moU{58e47=&Ae8M5uDl*@qoU@rfq1q~?Biy=q5LTQ+bw=L#Rn^r1nR5xaWoyVR z>^S}V)_K~QzLP0}jdXe=i!ZNSr$i_~v+~>b$=0}JdmY#(gTum-<_YC#Ky8WjU~yC; z)+KD9#b@ALZ%VdlfFQ698%Fp<&hu$7&W*`#DJD#3qIUdMc+toPX>5Y~Uz(*8_>LV6 z?pG9esA-~;ddi(b6gR+Ff6_CRPKmA}OMfp7D zyH#4X{7<`XloTV!>{~y)&5E=G&!eJVjjNjSEB!GyEPTrN#49sc8VEMy+u*Hz@K1aK zWjWjU7dTn)*-Ah~Nr2HQQp(F{bF`efBmgoH6}}kx+Gj(Uszlel&qZc}17?g}tZXd_ z`uJF~1?HkDeIZi#_dH^rL`TAYY;6k*3xKGuBCHo0;5MgIr$&{l(7G@<(OC;HK1^>! z#rQ@#>r#$mM|4KUdQK;?#zkmeP`P;Vod2bHM;>E%YS}S7kK@~Tn?)Vzde{*LPGs!g z;gD%s#+i9Cto4r~)t360872dbUB6DGR8=kQaYH}y_W#%0c}GQgu3MbMoWvM0i3WuM zh8REv4T6!b5EB6rrN~fJN{}Wq2m%g>()1#Uw2>-ED1rzK3Zl{(NF)r^f`AAH5Qh#9 z(xk)PFM3XL*S%-0`_H}p<9ovxTdF*^k zR^=YLfMG}C2>;waL)>2rth^8g097$2bE;+8#N0g4-NQe|Mwo3~5g#trmJzc(9#LcZ zdTXy%>38x`{#UqJ&F(9io!7Y+FMcRJHJbZThB5c3ubuuul4MT5aoOqOLD37Xf8Xr`bf=$iL+0AIS&tgUs)UY7du!D3PxsXJy4Q5y zG3D#x!D>E%hu(12OvwhnvZ%1%7)lvMUFxBy#bTtwu1vCr^JS3NPK;3i4lSt`g$kIaewsG01!HLupwxR>sxm#l9 z#YlYwQk%f)FPAzccjjnj{_PRXobcNE=fBxKFH_PxL`1S3B{VXNJzSe(zm0)@8i^yWR!HaQSVgFJSBJpk(C+G2K5aWHt>l`Np~g%VlITL_ za7Sy>-ue#arAwybduE`@)HT2SJ*3Xf6Jp=Z`>i*mY6s8Af&=4dsbyXNA^kh@XlvTrV3YB932lkvydwR!c@lFG>GuV9WlOmDl(L9K*S zaJznYiNx7vI7{7tfw-|M9kxJM%O}=jRX74%hA(=qNR~eV_NC zzz?hn&2Y*UL!^_KVp2kfYFi0eoFU_g<_ASYR zk$i6In#^8K$lA))?l%Miz8{;ewy|a&smhr7Xyqpa7zEwe8>`qpIlPJfp23+_uL25MH#RfY1z`M&nm@;Oi=0#41TctoxnAkkfrsV{X6Kla_PYraj@FQOHJn zS+$ZJodo#L)=_)L(7Ys|4r@gUH*?@O=cNJfj*Z#bgw)VN^7^!Z{QjME)QwGzS9>q%aF3FoSCZ5YAnVe>h zY8dHV)i<2x8zVaL8LMP*zO@u72bG9_jrv~2zF^wis6E-^ePSp%BO3ScUxI^`^+yY* zyxzQY=npD&)I1e8K|?rd15xnn`zo_e%)mOwc1PGa|QYwg8az@o#Nt=YKy$K zbx4M&wu3_d^y$;Gf?mGb%A=|noO_`Sg@lxa7co-p<(->y`MO1#Tg)Pkxhz{me${!) z^$L73G{x4KWAJ9Jf^qk@=h}Sq6BRu}h62POI zI7g9V)xOYMuh=I#huAYIlU{qW#z((Nc1{+GPdLtgPP1KF@8F;ID>&zJzKhJ*9UISQ z>E>0))cJ&kTZu7dM+4{Q89s;O*9*dP#kXTsAixA(-JwrEUBz*57@Ow&(IxnEaA)Y1 z10zNXQUfjMbQ6v=VcEwGU{y8272xAyTlfN)pbpLBw@r1cE?eAz>kySu1_=X3+*0236I4|MFa`MQ?9>U4EjJNYLh}+G)@97J#|-gW#GIF7~N$qFSfKU46&v zo+C3_IFZJF^G%s%(RO$0(%Zq@oRpWpU~guY&rqhhxg}M^t@#WfpJ@ifiN;~(F9ZTQ z+Nmi-^}CEcfd5eyu~HMmJ6cK!CJqyqnL54hs=ZjPJN*72BAQgfVRsd^?Memvil?3O z`9}K#yN#|U%x8nK$h@YK_q~EbQiX-yBaTP^w^n)Px6kW^HFb?0EclGp(U|rLB44`g zxs^YA)wr+(5AKPmc9xwD+_om7{CbXq6{ERjq2%I4G1Wv*-R`=F9hO7=9^3vnXgSc@ z+vEK0RH>HDbraL!A9TBeFV}*3cwdK8fpzPJi?~Lak4O z^z`2@%FAShQ@!oZK8c!){Pj2a(5UY>}?{{&Y10Hh+tM)F4ah~PNM8V zm=k3M@i0WfX(L=Ck40I4CQ00hXtgjIrMy1|01w4TzzPW(uloFZs**q@2teeA(PsZNk#XIXCHsN^kbY#p6>0JhqO68K?b8b&w75 zS%UBWx#zYSfAYv+YfrpNI3Hsx=ocBhfsenEVu42CWuS5abI^grKea&Js-aQN^;>;u z&0NvYU!RcbpH20(AfI5?G_UfU)mFIyLjf#5VWN4H#0Eh-689|5eoWTTN_jCeiHuX? zw*$AonE)y=O^`SC?>HgJ|plcW)Z_!T)M*UFOq0x6Dq@Bnw< zANl71l+cmzrNPcgI#1!;OZ+_yC|1;YCqM{W{ch?f9<%QkJ`~ed5lLF?0%w9w_#W>7E!!s9XFLME04_1nMb;Nc%bBv1=)|_nqm4P zbX}_)UrZ&ku;_r-NZeOYHogYAW3YdttZXSO1C3n}HQgpBr;nTq!6w3mIh4mDWeUq` z2o(k~zgpih@m$uAlm9(?6o=f`d7tNW8xPxBC*MO+6XhblQvM(%wyw3he2xqIINWi3 zB|Ievu^7Tj1g~WpnaA)XQ|G(YwW{XhMypl}uTtcK+3LDqTbn}W)jX8Bc+iS=Az0#Q zzGGwZYsZJz?Ek2)7KJL}wG#yu{u~b0X^5S3F*{4x!m7nZ;ye^4ipK*e`BeL%_;KRU zwcWM0nlJ^JoXh#$ux*inwkY6N@*q!4p7el=lC^SW-Jn2<;>gVzgFr(e(wG}`NwYTZ zkBvM%ZA8u@4Q4tnA`GDr2}JQtzQZXF zp`K14WVIoEgyQ+9fZ>zY2-q7B_>bK23Be%t01wVN5#(@o5!j(EAkErvmy%8+=Pfdb z=HvznythR)6x6!M%1_v-{?#lA*I${>j#7QGFz;h6o)%0#CLsY?E6sn?PAlgFyRdO& zcqO#E3yNyb&d)V+M{%WpW^{>~$}$r`Ibw3-^xl zHo$fE@E7>Jw)%kzc@o3~LWnGR(bLyQfgg(tuaKkg$6Ye|`7Gb8hg~5?%(H)Rg7DQy z(Uw$f_*Tq}J`lu_nR$xnT^b3^ zLLgL6pZHYKq^$xEjWKvb@KvV6>IMeokNgstMYHgP4Ek{r4Qek?G}A zOq!7I2nm}?LC!lDT>$|fp;%M&f+6VOHs^waD%nqrVip0n_as3hAf8Ds3K)Xn93Ca- zPsa1^(*uZ%H9|ed;@)Fq)|6|L^{Qetd>Vcx27o!x(qg2DcLxKOI)4a_Q(*J&nD0@q z%9_gCnLl-2fo+=j(q+j-u{X)?3lo!N>uhY_Ev5f;HZLT2N1Dn8zdhRZT!J3GdkJXf1Pqku1&h$xzAH&@ei+WEINR zx@Z+bNQ2l&EKZ=tpG%Zmc;SHci`v_+mZ(o+(rCN}O4VehD7Mq*IS3wr0ND&K$!)Nt zwn0>;8+;QOlkSfmBm+5^>N&*KN%}kB4mKgMyYWq2cEY$tWh4=yFv9j(t*Uhsy!xou zozNOdKc5Gcl?3^;h#EVo1o`@nY0t(Kvc7|58rPHoT0XTG3!hhRA;N;VM9p~Dm0O2) zbeZE5t4-_&yHFk}eSvTf!E%}4YEHs5KI8N1vU2#x-A7BDz zSbdnC-u?ejkERUU`8G_Sph;8RayP?4DnzC76;p3joiKuNx9&a*u0tY8x98dZtm9q# z^AoIHBtpWfSU>j^mM5eL4&f6R#g8^eo7gW?b1_ITh&&6OFq;t0WMdyZ6X@e{I-Ygh zlE#$q$6DVG>n$H$!=m^ZTdXRNRLvE^OaOHu9oM469ulV!3LMZzo_+!3p9Ne8pYEpX*4!NF2ErM<#vVdY_%zCX)MdHxn}`ZU-n`&6a)c#l$zk zQV(51KE?^PFw!2U^j6Q0#C7<-ZHRtJGO|9~ckE~wR$vd^V$V(Q$245JPF$_WB?@K* zEYskSKI`a1leWnEUUz@DEE#qQ3wbCe$)RE*e5*Tcya6-E311%q4a2mE<{13Da8Qs0 z8J@QtO&aRhQQ}sxlwh!E!R@YJSS~2Z4AzJZ&M?51E}B5LNC!u7CE9dtk5>3`q-GZz zvRv3~e*+Raz*sMt4`&pO&z;2r2E*-C9QD?2#W6~({_E)uko<9`VZw5GE?OB?Klo7I zJakQ=)OC~IKm&S@7XtGc$wtv32iqHPN6(h25r$IL7PC}n)Ew7U!3B0 zExlFtng^Mf^4TW2-3WU*-NF?R2G;mXaq&~m=xG7=EtU~3DEPL74bDZ)bMMWNJ1<@b z*$8tH%MHU~DuU#cGI=qc6m{)`2ZP;+ovVBm+uVM76lC2{KwE0e;lw9lW82zDX)eN1 z4B(z0pxM!x(SB@lb`yXd50Eu^v<|hwf2C?0Ts{)-Yw>`dPXW0x4&9_$6&OwLmP4@J zDL^=Lfhh^aNtpu2i9C!@VOUk}Hq7r1eI>(29@5zdmzj%F#YsCmJ7Ex2FQ|{f!lgk4 zjV0pBm7jJTFKFQ1d+u;g1iuB{lH^e@v0H#GoQpkV7+&`r4G4?fklOgl?2p%rrMN1)Tk} zACAc|obg3SzkxjTA6;n(r}~i6C4-q7Pj?FHd-6C&$dlhd_L-;xCXK;2TsllR%C^|E z@RM<*czf3QnmX)b=2$WWCz5bQH-HG1^u(P}s<8Cn%i?gz`*a&N*R-k~jCJm&C zAjt68E34UJc`)$||J}6B*P`9gt#+Xd-dsh}sX$Uep^-4EAMKeq#KTcBC(q-6ndfpR z`YCE-PacN21rJ?YzH=!V+=3FAICcIdMPusmWmNGgk>pu8C!SkiSs7%sq|u207xr90 zlRsWWfzcM6M{R^Oz7!I&w?MJY%J-pHaPYK3SIC#!wp7Z826WzCaX$!Ho&9eNuYVdN x{!hF7k`vm0<&BYl`HM*Rzibx#|MWI*{9PZaDh&EMZzCV5tEIm`=ZBvz{wL^6MO^>@ diff --git a/automata/plots/ke_Das_annihilation_creation.png b/automata/plots/ke_Das_annihilation_creation.png deleted file mode 100644 index 80bdb367b5bbd6083391d3eeb2128ab4cc862d97..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 28382 zcmb@u1zeR`+dX`+P*fZh3?vLtLP|shB-B9#3>rbg0^}e_OGucEqM%1YLO`YCFp6}k zh$t-*(kLPgN=kogAIBNzeV_OJegFUW`FkGcc;b$I?|ohCT5DbVhU$?6OIbKrC=|+4 zrGvk#Qz&ygDHNvRg$wWwou644|Be^B$%TAL2GsVb9n^7p1 zDoVfa(R2*yYjV=p9GNNnHs*2eipSG^L8k(i1x_a$!)C_0xC>~gYB zxOjW~ah>94{nh5hlD3JxrgXC?rJ#&}ZOX6Lvo2ZKF~%$|^>iUi2$NxXVcTwQ)7%aj zQ#px?Yh7*2#<{&tuDOm&p-?Vp1}=Rm6B9j2Bi{;ndOmvchzz-n^*6;|VP4jacWVDUnQu4NbRpid zDYIRBXI!X#PmNh+gi_RuXLg)-@!NY_%$u{Ff@ED%xt%*VC{=d8dt4o-C1lZ(+w{4+ zMEq>UdSerl&@rB4BE#dRf|ln3I?Oe9UNoWX))h`(Oi{JP7Y%ZAbE);uVk4%WH$OhG zti8S6tTafH+K}4k)Hn9w$!S`Iw0*a)PAvI*&fK{|3Gzizf^NCSYXd@uXEHAg&>i~f zGq`=YWVDUk#v?6rMzot88Z0KdqQlsJ`|ZT3YkuVz%;x6iDA^Vb!^ax~zsaap%S%wI z=N`b|fAQpTQ%yE0{oK~}I8r4bP9yqA-0?K}j&mQZnm=Cr+WI1MW}=5rX?k)jpx~5R zN7(~|hP>Gs7yE%`gBLGe#2I9zT4sOSZ}H*J7ZyD8YiXOeZ0R}gJ{jCylNf*Gfi(MM z5Z?&TZpS}4cAPubYg^Wy*5dX)XRJ9sCWe1}d^}dsYt=+;-i%gE3kFisdHAg4xeuyt zZf-Yk-Ksjgvne9+cv|R?WbVv_d5U@Mk(rs9%+EBH;hN*;*>#P~r~;17qIpw~UR+@& z=VDp3=-r(S`#xLkD(ji{8y@H0?WnqG|1H&fn-60g!vFkJY-FG%uOj8e(cRy!@(PHE zl-U=J2D&OwN+lU&Y4L_c=BR@Np+@CvXdF|>|{*4>=w!OZ6 z@8lZki{Jlr9_fy3Z9SoQ;6P7%fRTt+Q$fbZ>+7~#Htyou?O4&b!mn~_cf{g#Nye^; zPj9`g92M@;Yk&6anQiV7GrE0l#S?=@bKiEEKcD3lb__P0&ok?+czE;nZNIRvuuq>p zZNK>4%GlI2E632fB_nctdTX&`3`^Krk07s2os>g&A3R8G%DT`)&+4yScRu?ep5C#Y zjaFAy3F}3)wzdv656oS*JKReo^PrNFlJobEp4GXoE{ckZN;HT5##r;D9Bn)`=fSsI z+VQ;8nw?c1$Xuuik~FV+xQ{u_6$4~+d)-cLb#>a3{9PU90V%T?AI|Nt@BN^LW&U{o zZS~)Oznc5~)8eIE(wbdeT^zE`&*BHJER&1DgEXs(QKL3zXSmHyUr5A=%1;m9qh}8m zoib{h9LTFJ-Pw|G|Nff8LEDuwGBSd8J3ZaFabsE5Dy7UeZyC1LtD|EzqNzPKiOwAl zF0id#8@t-*;D*KtWF4 zQ*Rxm%%L)w>I7YhoUbnzPfQJ!k2Knr3vA!6c|K>v-!lEebrM%MH zGwy33Q_ROD6tNd$E$-(JZtJd1!r%Q_19F?TY>Cz%ovzj~T1&fiZSm^N6a=e=uOlOp zqy0@iR2iGke=KKXJEMQ0$)28yyIn)OmDQgaubHHyKKts`?~nIfSx_L?ame;di8$}t z$+3Z*OY+68vvN^iy?V7KHa6CBdcl%4C$3(-x`x#=zk1b*6{l`-NuM;zw*dMZ8?xBe{}H`%i!P z^CUeL@qXP%ceMnP%D0z`MbqnNzqc*hw0`~bgNF`nebRjSTe{QGms6AEYIXFjuk~1) zxpQ~O7?x|+*9sQj-)hm4?5{=1a&my2m+k8G4YqV+SPMvt|MD>B@9QJkVdZ>BBl`7RZ!w_9ja7tI7 zd+e-9o5cq=sUCKI-YwsHAy4dJ7~MvBiG4M1FKTphC^^^ z&NF$Rp|we-LOta(`k2gS5{UIV=@VC-1yRB?Y1+2MC5Jex)*^3(^bght~ot1 zVqdMLWA^FQjgBQJ3ca~BOiZFga)vASHk6$cG8d*b?oHsWJ=g9&^{vopAUURdr-Xz? zTcM8*e%Rj85smPm`1|kt!or6gvT|OH8Tm_l^T^XnN)Aa{Hl|m|-Q>{dXe$}JAlIfP zIF;df_3E3JmKJ-Cfxy1`@?MMY-o5)UJbZm^Tjk7d3~6X$g8ZcI?YBdH$3x3y-(U0Y zOMXy(KeJ-YX6n0jWOQ`Aaj}17xBKXTqi*h&qRAma$LXS(5{id8GViI$(Y~AB-r4~o z2HRam&+%>E+fR7c;~i!l8|he>#C7) zx#5a^K@z6k`+c|*zkhc`UVC%u$=T-~O!QiQC9@v>(p(Wur;@9NRUK~hu!8Z4ky<0; zw1%dc`x^CO2b^xzKAq_;9+c95W2$W!Himm0R8>12y~}i#)wkW{)q4H$$DL|wb$?UVVvB|p^MLH^Y|T8k>BY`R6=RR5S>7FMmUH}i;zl{Xr>d%Y z2jf$XS*xC-edy4w{kPUUT)t_4Cs0%7V3E)W0{ZH8jvF^^Y9AO#BIu|hRidFR+TT_n z$yG$}*})q(ZdfMMOpT4%CrZ2~_hAs;l$L5?!H@RVX`DT-cDj3Sprm2(DL_2hXNQ~a z2r%k(g*|megL+!;$kPrKk3t$_!FhtH%ldKiyHWAw( zYr2Noz2uZB(gz_xJz-tzpT{xvrDld9%~!@6Kk(VgZ@U z?%bJHArOMuN`S@tuC3oBGadTkux4NN>9t}Y6p>vEoT}CJ+Eb2_@OvQ2(0zJjuPHxU zpR$K-jFK_3)qjK*a?(@`daG&VfB5ahKt(oF~O}8!OS?<)J%HhCmiq_WF z9J{Q-<8!tnXdrkC^_AzwWdh|?%?P?2a&mHty)e)`(K0&|J&-#|uNbxE(h?~i`(5|- zmB6sT{EroMgDhXv1yLPLF;crOvxZl)>$|&|D2$Db)jm@6s!FvuKGN5q)8abzfW*35 zLzlxYqrGZ&cF%atFm>yn8W%g|^xKxpM*9ir5ctX=e(EZj zm1*vR&e-VCO5|KRK~1cl`;tw|Ym5U79LjEZ89IKP?~011yW-)M{=8W?$@9(nTaJWO z)Fd8Hp;il$>O*}-HnOKWKH6=1qHC~NRHv^#g?wbuoIM^gmK6$sp`CE-p*cNcf4=83 z9ZO5PNm)p&zwmJYc?)BD&+!ky;}G{&Q&idZzfak+1Zby%=ZUR zy>=8X0$O@#kmb-d-1Yux-MI-|Uy4n;vgFwcg)rCAz^UnJ16P%yq4Yc7oTDmddgJ33 zb2TW6pFYIL$7eBx0s}P&7lK6+|@6yElzRh)2jv~d({yzI+nb(?L|rXISgfY zWu({UL-)f`-1(1>Q{v?3NP8&j{AN;?`#N3i@qSVQTINkVAehA+4U;P>DpJRf3|z5D z%Ux23fl@nXX9i}sJM;%?u!$QYA{yVgl8l* z*I8537tthwR9oLZ6*#xu-ibkr!r{`JG-|0S)K`Bj*L!m6+A2}Q1f&!L=dMWd9YE=? zD~ujvWG6m(i4K2n^D%Esw~jN)%iVl5Gy&^N33*V^R@hjLd-5V8>F2(_#POjHAt51^ zT7BEw+KGBvXH7;%`x?xPdVQ z2(a=Vxy^34^Bv2gPLo@;k8a^z+UK60_=*Zu%ob%5^{y{j`)S9X5Y5c6!fObsx!PI| z4^LexP9GD%c^wiw(agS7m+}E9(jqV1K}-hiqGXI5T)4h>u~uJg;Epo`zdog zJe_gb&j53C0Ao!8)Z2#pn~uv|=-)aRWRBura|wM9bL*4(XJ(I)h%&rC&&*5?u-oLE zKO7Jk*fr`{9xAJsX%{Pfq5s^GJ@~#P8%jdQXP8WC5~gKU2x$*dsNG&8zSl=~^nRVO zmJr|$2Px+ysSzlUsR)xc(hnwZRIluTovL@qbCyy%fu*5^p;eAssQ9sC9)wbJ^hhls7*OPwipDv%hB+$f_b^)hUXAC8)o20gGfLcs=@ALcyPZxG6-Ep@<~^Bv|=)t@K#rI@|{ zl07DY1zPa>bvIBz4bpr9(#qK{C4uAt;tX*f9u%Dx(cJG0Xo@<01b1r=bmWW-Y}fli z95qt|Bk{^Q4_7Rcp9bUpg$B$&8RAtzjTGTyNMD0hfaGgU@Ra@9e@emxqsT^Fg zPv$R3)X#XTDkIoJ0y4gvmYQnOASf=bHq=pGOF$)+fUW9Gdvk(~Q>g8;tNC{AIz~#+ z&vy@0Ju}m&m8(rW9*uehtIv%VA=96}4}mw3jN1Igt28_1m?$y)A)i<&G0RDmC&N6_ zQyYMin2fsnR2$E>CHd8br=E0H#cDVYiDx1f}iu0f{VU0@Q$)dmEHX2>Q1Ez=@4?7N;W=Y^jr(>Pf@!NNpV zRaM#M7AEIs@HU}PqD3Iaysh>R2}$_;`OMOFJ4)Ci_{o z?GrDI33H**+EZ?NSVQVT8B4&$ji$UA}eU;`B0K!n7JJlXwUwsoGXAnhC#4V5u&;qGm<%34+NT{ z`uKyM*)8Zg{O$m$gC)V30iPW-uSu}(D>q5*>W)uhgg0az+1aTfg!4*rAwKdm-?Qb( z-}`p9Tuc_po3hE78Z0IpR;Y8gfa|w{)wDs;`S(%dM@(r{Etc~FUvY%?%&MdQTl*RSIYbDZgY^Iek=7@V9kW_Nyxi>K3o6Uyah z^-nUEk@Za(N_hPwR^TxBm+p*?(D#5B7nCYdVprqo=O9xeLivhhd|uIn>FNCS1#@+b z+T*>^g=3xX^6k5AFQI@Hl#??=x^+jA4Bu8wQc`3@1S!fanQR6>zokE(5Y7I28So1U zYv$+!X?q%Pll$y6wJ9^@^{us!ahdEazLD0S-z?9;N~Q;SvU0^OSjy4abfHBH5u2Tz zJrWq!eCqo*ggVhNmHCDjzbQJoxMaD8BFFmi7QA}J*3GkW<>O5UywgX7zn^|lH_g&) zghEj8Oc;U`uXp%dN?Z;|IYNeF#r}DG^0bfa=6o^z1Kuh&U(T5Pmpafmv`YrSI_%=$ z4d>Bb-Of(BuX~*9o+cdwdq1HN6?H^qlH{>A6yCmlYwX-4F=lPjIXW_eYRVuIGup3v z9IT4}$u(e0P6Zmdytq8y8Pw;2T-29_Td@Gye_+Yw?4QS)YSKyEJZbB z3w?NWoSifEQqMV+Wd?6IQ;*5nYQH*?OaS>gY%!oAXOOdp>W$2%TV|)jP_D*Zy*iJ~ zM9T)28H##UO0%x6uBH3>MGF`5r?v!6#{EHp*IfiJito#P%VZ<4s13=Yni&e4B~%UK zZ6rd3Z$N-4)xy-XZw{y^#Z(s;m(_J{U#>c}_W>C))*8WW?;a^y-b+<-f1qq=r8g1i z%`F@E;lr^s-1fcC-N%HJRodyqH8VP0Q2|e;w&t2^;4%F8M=)d zBbFWA*<^PQWq$;iz-_fFmoI+^3UM0u*OB0Y>2j^UoSp@anWh=zKP3B7gnd>j#0MNe zH&(p%nKKdoA_j5wDdwxYHLQ|G0Hn(jr!m_}iPqF#&>VGmodxD)1<(E+mW}-J)p5ll zSqU#k7f}=xH!^0?amx%v-0L+Ht}r>*Ob{yIjr*yK0b;hrJKEg_KPJg>NWB0)CN;&)W5o0 zSEVg#pBU-c5?mTp;I%rdUR^^Y#p>hUk>0xZ_QFnzy(=jmH(zb-r+844K&g<-I)jVs zd46ebCZbQusR9;Pklq~NB!ya))q%PRJkLQHh#E*sUq3|Jt~31j`5djGFQpm>5B`Br zNyl?B2VKvyc(F`U5RFEAhJzTO5CUC&pYRip5BN|&zPzTF<&fB275g|k%uSE5jD&P2 zHN?Y*4@oY1=058-jp4E{ZEePV5xVqrp?5VfG8+d+oR8eZ!DxWtf%0COiijEl$uOR& zAV2>>f)4gKidYCL#@hDVPc*}Xr!GlQGZ zLz#W44ONN9cP?Ecrhqv7nA94R{aNMqO*y_iQ8Es_F-T7Q$XtJAc;DdQc+?RYIc|(` zWI0WtsFs4-tK2mimVR%`Q4U;X%<^^X%)fvCz6LO0hoN&9-zHJf^28R@XSWc)%N8zN zD8{=M74!9zYhD8yo?Nna+pC4kmhGh0(k*y-dDkFR5k4JkOydQu?R5Jz#2T7=yKY#w)Q%~+2 zu#zL*TXX#(o`K+w9omM5oLM9D<_&Xv!RjWJN}VzJ#@F9Gm+@%hic3W1ZVa#8wP(*B z+MxTQD_5?R3h{~_mA<&kJ;%-UM&1Xa2Ks@BG{DThU_9@>kB4DCTSyHzC+9g!1$ldA zYLm3P?52GzOSUJi!dJr=v{mYqzc{HvPD1%V5)YqS)SU3vONm&%X-1DIjUF7{XXe>{ zA6H5?2{Zu626kU^#QHA{(rO;p7qKM*l9KMSyY-(QD@kO$e`vpgC%A8cZQK63rZjHy zJF&IV>2t}8Rwfe3@yC(yiR2GAVa_mh6YKgM@XNFv2z4l??+MQFctk=mMb!eIfR)gQ zjg_+O`}k3gW2YtC1}={S8xRHo8f|SFExyd-`uuPy5ytP!4&fjQPZZ;dE__Ljep+<$RUgw%Zapx_FX-P_QY2gB{osm zyny$RyCkxj=mHuhf|8PjiL$#J4*-;GjF`($k}QS7Zwl%Hx5u)ub5p$Jr}ES`<--PB zJ@fY{Fst%1j<32Wp=ROy`333RrY1qhmQZ{Od9BImF^=Bh`JBzo>UnPNiR3C3mL9-e zPfbT&TgA!O8M898b3M4A`C#|%WG_GZ1(xhU4&K*0FUal^G0>&cBHv-O4}Vo1ppOB~QtQCV3H)ZpP}mjSc>#taU5w`_p{#vD`4UD)Zz3vB)F-8;JRTN)ox z5baP97F(wE0IF3JG`-F;eGf{$>JTa0XO>OUP&4;1QUM>-OsHF`!8A`9mr(IQ_ra#IpPhzt-Jd@N*@C-ZF+fbIlN{d zpg~OeA&~34LZJ2y4W$Ebt(w#WO$9a0axr;E&xd}iIQ;ePmN3FlqsI2<1uT72TdQN= zU1i;~8mJQKR3}U#-|5BZWs8D9Y5Tand-v+A;NZmrx5*JGMN65Q<`J@u)5!s`nr>m zn$ld^O9l-qqWKXw2?8vS(zJ2>v|KzkM2+%Lx$)Kp_Gc(5{&iailDDuk78y@c%$A9Xo z$!&Oa?YeAu0|9fpX&EPBl(ZA`A9UV<}# zN@^j`ZMUf3j-l(UGYzXoFqIuzC`FDMeh3rdEN+=xQa_Zdy$uizML%# zM(7(cE0pe2Ncz1g(;kwsqU8{{%mm%!?I^5Hg|&q5nJWy%=220+e)JKgyLZQX3cZys zU1G$IxZVFO{pv4PAys7$CfPWGBE!RPIxSUVSvK}A-TLvuE{e!PCay11J)-5fqt!1z zTJcLt9$;c}J(IHkAZ>7v)^3+e4+(kCKFYybXdM|P;-CL=E}PKnO-}J7OxD7!q>G*m(R+%dEq-Ym(bjR#CLpG2)a~O<;78PE}WLB>Qi_^^2!a zVuBb)RSdWwI^Hzigg2R(Dr=2`NfJ?b^4FUrc)u1X zj_uJu&KmxdVQEo)Y}GAIIjV>NcH{w#V@HXRyp;kHTQUdIz?Gk$IjL)u(lJO?Cqgn= zpT8G#-9aV+5(y*HQaqSj*)HJUju>|l&-{yQ<7C@{9Fic@D@ zGJS50H{%Yzp8Yif?_EJY2}Nx53<#*AHyQQdcpWEF_KWpMdr&b{w)5s44BpAOACeSV z4H(PsU&)Omilytmh?+KTW28>1AbpRg)RKMDj$f1PaX3oMMnH`)b`;?TNp6VsiN55L} z0QB9w!-`?KcPz28?1706$);vDHrxFC+Bdn+Hn6X%QKfyh;`}FL{>U|fbLPBcXJcz~ zK9^=&FXM5MF~y$qhK#bd9-3!&KmX&M`m}PRmTak6UktPd$MyHkOd;SkkTHEjrfQMb z6_z@TnhgX7ZeBI_`SwO;Mns|ful}W+71PiMGXZ$nK?8&NBGf8T2+Xrit|7r6DjD&7 z06bE`aavC9vi@{+0V`(=N-mJv2ljcgYVF^@-#Cw*jGKbgrf?k^VKWHp3+jCs^cum= zFqb@qk)@|w0->bzzW6>OVxho_dH!4h(g?qhP;s?s>+?(X8Me{dbp2SM*3RJbx$j^Z zDsfa<{rc2hh+RfoS0%?|EGd-t*1;*tgJ7cLAR!PPE?yWWloZP~*9~1qv}D0&bXUg* z@ODAk)dAd<8~?nL0q^0XKsg$Puoe%BpB4dZYLM1w<2Ccm$DM!2j#QhLs%wAhMb2d| zA;{!@iDg>xN2~M{-9+vF*`?w8H{#~Xgp(_ z&2?&RkxGaaB+)3(5Ppjalw(@JjBAy|vf-(`b+0yg8WGho`EJ7$09=7j@(T!Fja+F4Kc<<`~S5g1>_v z+p1CUe%z`6b&*kD*rek?HZw8h&_1`fcNGaGX%dz>{SyoLw?lAKSWpQo#H6wQR z`01HMRpq+Q&;rdIBoW+y|AGG4*w}!vUiR8ho^J;{?a|p|QaC(0JhiQlWt( zI?jUySHFsjD-o4nhK0QA#IqwIyFPZ??f@}|9G4}`y+QQoM1R&4pJ;h6l}v}{b~vI< zsbuY0bU?AfQBe57asluv{G{Wi~GgjQQs1ABTmLnhVm7tvoUvk6TY95U2GZ6OeSP)^n0 zC9zg;4)#yIR@CG=-v1gh<-*trAQRd3Bv{YU7&fEFgm;aTde0ilf3;lvJ zp#egf&^*luS&p|Jy)-j4d>T?#>vzw#zVVZwu7W~3qXNkIwp4X`dBw@luU5%II0JWg ziB-_ulQIX+Q)0Lg_Ya&1x0_0@)51p-kHXd+WPbjuXhF0)W1{>(rbD#EkrDj$udv?x z+^%F^GeuG#gcnW-FXYAlpkd&XUyPh3pIC>EC7S4vA5ge)3%2tXC`TV*lwC3F9kLAI z-AOEEV3Ai5H-RXBlt%P_vRT?c5uZ}PNGRd@D1)$k_}7Q~B-H#N-{37IY5#_rE_%)01o&E6VL-H&UmIDolmzNSAv?)B`1STuNr9^BBw#-!GaUH&kh*M|G z7^%1obDS3uCj)>xIQhfWnuI`N!33>JW^a9_eSBTJmc^w@w3DAjFI_UxVPwrH9QUQ4 zj$!Ot36oBs!XUAemz$kBxQMk26xX}FnGw;o*H1d!U|gjj-M?&9f;=4r-YsZ{ zMR&I?oDT7r`kS?N6^)IRt}JLzDi7W=J{f#`89C|wTONj&LH_ha1zT3a3{stS;r#gb z?`+*G;gN%geP7jpJs?;}SkE_4?gBkFl5wG1)?>I@a$Ttv;d^el!X%1o4T1bdK2$Xj zSJGdUY1j3r#eFtM)kRM)2qSuCuOj1@-8XT%xy-Ema15wsz3-|*s4)5aGmS>CufWe4 zH36bVbP|Bui2unjM-Rbt`@?PI2nzO!3Zi>S1W`iqLktxSM7@S=MKpoUn#74siJ>p- zRD4rhe9u>Y-y|X^J2$tb&0iPbjSGOiG}vJ8h;fSY+O_{wrt-yz4%Ai#_v1)`(J28P z0{ttu93jS~#(JViArULlo<4m#3~sy&)hX?Lm*(ERmzy2imcnhBF~Nf}7qwQcj*)95 z*gNQ^YOp3~K~er%*lDM{Z1$7&xERaSo6gh9j6+)0dc+hHO#;W@K7sWJA*rHZ35Pan(NGX z2Pu@1%ePaj_(!_lA82u#OpKUn$QtQdQmQ00KlVp?xtv}v|wt5a;FhdsJW7||k`2EoyI5=uy19%2)c$;h<6axAPyeRPqkyzuGh@Qc}etmd$u{{U?>ch8P z!tZ8}C|XMu}-b9roDq`F+W_j?CVt#lyv-dHny>`aP$U>-1|A z4&Z@hChmXH_K0pSDh4?W^=+-q_pcup$E_m=R~28_$+t$vApw_Ym%nr;u*W`PKkx-y zLj~UjQad-?)%47nvj_$_xf&RF;xev|*U3u7TgL&I)PEuwFw_-5VEV2EHv^T!4wL<% z_S?{qhLzQy4U8Q5b$7@o!^?o&`-x$@KfR3=YN1gD!-)$`Km$r;1(EAdzMKbD4fC&G z9jrbPiNsI8<_97mPUp^to@_ikNuV2)X&{KA5PQrKBN2#$fO&@@AyPq74aVP0<4@L$ zyez*X#99=379v(G?v_8D*~#fU$Yy)ke!Bo3b>M#{8VyZdzKJ|5n{cAM-th0NcRxD<3*k_4)0+;>6d=#!n8q=aQNejVd{J2r`GE zJHW@sM-COhipgep_amDJ4)C~YesX}&hE@O-kWPZBN1-x3v+Jr<&)ZCX8{WM>JS-B{ zDrF@lHBf29H*ikgtKd;%V`Gs}LZ-EJr1kB>5>wZ43|N6BSK*WAB^% zK05NU#`oyMn;6w(%(wdmIrE55H{^)v!%@UhqG@i{WMniFy!qC^huQ1k@^BPHHTBJ% z4ZnUSwq)NbuSnHNxRMA;Un$6VewsS^R}8NT(bM-LFW`SWn;joht0#I+7nPP)LwmP} zp(gm)2FAT)ZU|rf@WkjSa=8FJvc!dIF*Guw1xArDhxg(b$y@Wlyy1<9?u+fAk@P}p zBexPU27Zb;fpc9Z4;Pc}TK!JcXoUY7TpV{~&YXzp$)Nxb%Filnd4-A?#0U6J(^V&t z?V>P=f>hNcKeh8op1YstD82+Gm~0uUg-AI#B1y<^D?=CwP(QK#R&f9o2(N&ssP2)Do}#x>7B==2)f6jB>qTT5 z|5d!y6Q?XxkxpQRZBL$3*Kav6Q7Atc5E5cL2KJM?lzJN$$y)%isD@1(q$sL<)@#z| z&3-SGw`;PmjfELJ^V3Zs-u4z}VL?GHzN9H<8M}bOj(Ej)AH6fshm+uD?17Z80p}cVER;}Z*zpiMMDGb<7RKyuR9{LF zTy>yAc_UUAyC6Jd;QF6@ZfT^j(;bhY@G2%#Bjd z1ws%sQP--z3YO>5H3r((G^?xAeOlKzd+^lXREx+wrkr_TC*J{G`uX|s<%ip#u^y02;jS*etwm1(*{ zmr70EgJES`w=N!P+uMeQ1`G1wcOQQ7%9>1WVVK-|pHh71;Bkq;tVNwXZ=4z#D2xQDI@B#UvEn zLvaZlU&jJ=SWFP=+mRRSfIaVyP5CA^lDmxNuPl53j?|_|ru8IZCOLDd$is=jQUCh1 zomr@CJg7c5+C1XO>_Rg}GO2q(<&t}2W}4;%)lE_}aWA7hwrz008V%IclDzXkIA>IE zW@3}i!Q5O1O{`ifZq3;`j&oquU6~n8%j<&I;+lzV+Oe$&uadEhSO5>@)X4HpKSVU@ zZooC}i(g4_Jpw$C0gmjYyfA!}5Nb4!9lH;SI1voc zs!XGHc!{gfG2kra<{K%jZViNf0iHHE&zt6*ckn8;aLI>;|{ z1vaarL8z(ze*w9?0OaEQOE6Dq0LqE9J-Jpl&q4`C0%+&;V z1*>ABLw+_E5_MU%Wm>}sd~Z~kUoz3v#jAumP7Mk88EkMw*%#7IP(=~|V2p$}5_5LH zM%1Bq8b@U#F*}L^0vUCDc+n@eu@&3lEPB;`5i&awMO0x7X{t{Tqy3 zxWF1vY<$F7K{`O#K!0`L`v-((cZ=VKC{nHSZ&AdJ6?m{ZJ}Ebjcvxw$6WYoSzS%^S zt)lEC;x~X#z8dj&v4sj;R!K=oAY|HVxc`fGq-ZVu0H}pt2<^$3p0(G}1>InO)70Kr zndm1W9bJS)BH$C^NTJ z8IQCQOS~0rAT>n81IgTt>iZoL-SC=9=&0`4=%Qyy;D~;@_EF0SL!VKBTJjDBpe89M z6cq(zWR8RXvMf)oJBPLje?q;j4yw*+wcZn!d>hS=h&d^oNa}~|b?%37n$;vs@og#m zhiY3fg&4pgZFlzJC=u$21FF9E_Ri)Q;-ds=phqH)kl<+ER9JW*UMI;x*7W~{aHW__ zhe;7KRMRRStkc^ZetBn1gAJCFd%y2(j^Y7MAEc33>$caHeK?QCnKNesN5Pm!VAW)% zz~U{qb!$nr9DItm*GlY%rG$l*wT7%Nv}lkCM4MCW5?LQ@WYR#F;|{(^%!vWwtEJkAW*DZfZLg#+6k`z^FvtCvc!)9FaZu)TjTHkH(LGKWJzdAOA z{bSF!OoLZE5EcXL6e-RvDYhMQ*RGq~kg{P4x4};<;0{XEOHsyr5Vn~_&rTH#waWCk zpto=Dekm_E;@PD-_)VMuL8_Q%{zJ%4^XCoUt>)OER8*|u|9(8v#%32k6UFbEIW7an zBPx99dQZC{kXfH8}*MAc}*h^dOD6SV=P_VUO_z6B|Fq?CQR{sj~n!{bhJ^JY7$V zMc%`XnSjEDxQZsgaL*#^o_3!6}$XO5tK=U|w zRDxxW17r}&@#b@Ze!gR9GVli#h7RD26jT|V4eBG2I7iClZCxJ;5tmU>2a2n%J5r>m}Y={QUQbM=L_4?Th-}I9r_D@BR#~ZvGlvU4tJ`NS+gVfFdPsj0rM%6+_j*J(H;~<`ft$jPdKaV%XsLd1OlWG z&)SYhwN0RVruN?yq5>u61*R`S{ldroRG3AT;s>V(D&AlN^=gNSXU{G=%{cG9tm*Y| zAw|L13ckU8O6tEV58&Q5vHP{cyjn9gK15a)6&)u8jSLg@5XKkMcTd>uBhlC_ftYa! zwJBH^IF?uT=FdR=r4$9!5HX;|sV%uV`@K11K^*f73KsR!$QV(o5lH7{T^P^?C@&RZ z1Vq)jVqPwb7Iu)2J&Il~A5Ok{{dzYpLEF(W9U`cZSAqJu7R*u2Q^xp;LV;lV{FXp; zMSx{I6t^%&cVVY#ASmw3Gue4>z`d$0A=WJgd$lUz@4Nzkdzkz@Jly<|U1}$QS4&A{ zM~V4evFUR8$6fTQsshZxd3NC|z`3=e7YE^6aND-ZM97rxI-oevU2>Sf?-4(fvMGl1 zg!^O3@vlnijQJ4l zTxMP+;N^<%-`dcwdqGKETic)8rB|Hz>HndFNDED^93XTA=%5~;Hu$Gf{O;e6L3b4_ zErQ=qmz4U!V?J1m?tJMs2|}2A1jVpy&bpZfW2url8bqI=6Qw%w_}Jw!-6TU<(yLBw zOn-vD0A#ml_@%qhVXp(f@o?v3AF@zt(ZL1j{}JehSWK4*sO1p&G6vo~_I&jCaSA+6 zWU`Mn+WLU2hsb94Vni!5VQZ{Pz|_dCB?4j^KZBfo5miikY7!jtnX+!6mL6W^>vnacuNB%4uGwCkF-(s=0&>Anw7_Msl~2ZSS~kt@1b2;c=ZNP4!w^resZ{CCRJy;d&DQY1BN*BrA<>&*jS*x8?bt6QM4vlym3i-nCr=yt=$>Bs&{68jeMbmd^e4kK0 zy8EO9J2_P=Nb!z4X!#-=U_gL##tdSI=^KrKf?(8E8`!DEjt!xn^iOX>rx@zUN+hG3 zeV|VmCa|g`M)@5hO-lJ(*DTVdi^NEJG@zS=?cKL81xug66++I|@o5`mWK`B57B9|660fCji{*IBVacBD#!KIw;5 zrui&6NjQM_r{{O?;U7k)X&>2J^5Lg&%U_|I#G}Cs+sA04>x7;+;|y;JKPY&h)oemo zdT@ltm>2W?Oh~*B_ewqJs?T-xq|pY?r05y+{dJ_@5Ij-ib`!~mG|Sz(wZy=w-LJbo zCB80_9Oe-Y!}X6Ew)YyMlcu)6&(!pJony!LDd9L9!MLr!Tp)l5HvCLTMkDp+NnJta z^mmfA`llVtz~V2E8LGEYdfL!*ROX96HRd1_(?`oTQHl4jPI*voAyY3rT)CNH9#BqHD@#`hBcM3XAl#9ad^TFEmIS%ui zMP}%iZ=qMs`Qx?Kyh>=LBb{bwr8z{8<0vY==QbhWo}(-Awz&9b=7@Mi5CkmDTC}Q2 zmDP~Jg7noS{Q?D2&IRU)6*Hvi-zv(r#gsyL;R13AY5u|FvxR(eTebNHBdFfLgb|R~ zas%4!p%p(+JR5FOOo@}Mz2{4ioqAjHT6$NIe^Mmp-FwCU5wrYmljQ|jH(V(8TKVEU zh1^IiroT$j#}IKC<|TN8h)>7)B8s}c=A4FGm2t~>c)Gq74z1?l`KcIK-*j2NB%lAA zc+sV#Bn0EXF$H$yA%BRidi9G_Pq3Q;8+D%)hJ%%>$SCjoskdHvWQ|Z_P@F45B_VcR zL}p$AFk{#!BpgCL-`l_DPkH|ME8@+YU%26dZpWBB zH&{dLT5(@qL6$|7?L@dmhQfw=ys}+4CBs()&E%?iF(6%HwvJhL2b$@d8xYy6nEtuMaAg zihqz&8=Fh~f8alBYin<%0l_NYsHq=7CD9LOW{=8RM5m|H5Z8L1c+}JZ)R( z%(o6br9{>xqzTZkZ3-mwpD66WyB{#jz!hxi=hVE*y3LCxLQ2tg49|S~lt|H~lLzOg z1wGN@^D6imB02XY@m@bk+)Bh=G=g4MK^Q_UT>imfS@jMB&54*|#QjGjN;cR^!jsbF z&uRz=LJ40vU>sWS_jeJXjtg;SphPh=x9i_I5KTe};+Zr#Ei(RvDRM$xGHuKY_rU zIBtd)*<gm&qSO{4!Uvi*t`=1oftV~?VAi<|6rim-hLr`@6 zdi_0n#OZ|$Z?fhdVrOnK(o3)SId>2&$Z$|7KRwyYe{{&u3TSyD(#C{GqEJpqGcFE+ z^l#7kiB-f3ZDaD^LoPcbtQ8@H)%prZ_yq;EQEh+qGTta)qU=WeL;~mh)v&klR|es8 zH-gVCVsKYw`q2q=khX2xxy`V^#h`0Q%rh;`u2}f*Jn*9fs9c_*P=WVc(`dqAZ2#rK zKIyFy9r676RC|@c-)V8FbV-}leFFwZ?D%6l1`ihOPzUq*^o}d&s|VWNtToSZ$B(CD z)A2t&oxgUkY!}(GMMGCtZg4Em;N;1rd`iDIFDNp`*p~*d+m;}uxyxWR|KA2pMvK;0 zs~`TZKYwu{U%6}}Nv&!EqwdcOlNk2Z3s&1m3BO6Y4E}CC_%D1LEkb_gLv&KEGOhHB zox$mzUz#x1O9(BXXi8!pY+A1{F=5UCQY9GT+OEvCYg6~ue)!VPSKM{cKuRk5aKZ|T zDm%k@DN+$w`@!VQhq8C;C?1cjEyc;SU`z+w5NSTe-#?2I^Cn}=?|W-Bo(!$hWcW-e z6dyEoflqu{H@3TD)C~Qv*uauP*`=cPzy6#5HNFoA*G6$Ku#t>YZTeSt0!1|+c2;i> zirLVY67VDw%4(oZBf$^*erZCD29-ig z>S=ulVx-L-o*x7kQo`U1=_6AA(R9z3>s3^pWF&v>+BMRuMT;O24f@cIG=7{mWM{O5 zK||Vrs(R&|+gy|W=7BJj69%@O3D!*=8ccL#^BvMnbF)$I|Jar<*dwf&Nse)enfnfO zG2U1dr=VaN&I&wY7(IKs4&!NzlF4&Dv%QkvH4VUU1)q* z_CRL!#9Sn=_7|3Et20NdO_DJM8zOFc1bGHFT|!^UvfsG4gau~h=ZcHF8+gIAMmQy% zFk-lu9RTGhjrrCyuDBNJ6jUMDlEJz{T@5%rvbsM56djC2q)GnGZ!@TiVzB3!G`xZB ztC=Y=HUAh1(j5L}-_hh$-8Utf>=K$_TB5?n-T&CSZU6F0wZ~RBvzY(z^3s6Jtes@o zM^%AT1(u(kheuS2q&S#tQ_t0X>K-CVomj3mmCr{VjE%y2QyqiefzAdaq65Of9)(95 zL%tzSd4SI52t@B{Y>cG}^c&TG%Mt~&@Qc%b81`MWLT|22h}*=k0s2RUMq1kmmr2?o09PWQsgd0b zD?OOz#x*bLS9F9d;)|W`U|;@FJxYpdkcb=-CbvKrojqkw@#rr5QN5c(0+7h!MQhgm zI$3`H{lM^b?UbliwlU>FG*^O86rmT+kAARa^JXd*JK59;ZHxk>6$4r>RB6)LvYBir zVf&>#EQy#bp-5tThJcCDzIgDpniDPpt5+2prRgRgg9sFkjRA;vns7K6-$&pc&%&KV zwh%2zWDqifkoIYI{f)Z&#nV>anpA_OBrA{-k5%-eLxpDuVsJ3yQ>JY+ut2b^?BHe}q1wb$~l8`e+pc zFpKuU?OBJgf+#Vn$PbnvLTQ6nCWte_zDFDLP7A&Ls+bno&d#pRI6y#3s_wHgNuA-J z;G0K7nc)3E*CCU)R4ovO)mXN~=TmI~G8A1S1H<6Jv0d@>hz{Azrr1l0mHbqbhd>gs zh|8Nk@#zQiz#tCK5;k#dsjh)10OaFgY?>6;DTqBPZlNa5vba}jLiC&)>`eS#$?l$f z#H^BJr@3yPou(Au;Z$adg7rU3;lFum6gDvIPUjeofgq`&xes=C_0@>}B=;ZdkreI0 z@#1erNPp~D*-zo}NU%Pahs3|w7QX2b<`h=0P_?Gak(qNce+vMbi%BL|eS9o&ISb3p zyS&DX)akMI-}a_TBX`xIZ?SC?T>cRyhwj~+C&(yvHJ$VWSTv7OUt|9 zlz7%W^c)CugKA-6DZ*Yb7lg1s(TbHXfu?wVw8kx1I-@5#mk1voe)&o z5u98x5`SnRGv%u$8EmQ_E2outQAvsK$u;!ZgJj1O(g{O0lR&AKF@ct0A@pQzi=R)? zWHL26ZrJ$q*M=smDQunS@M?CSbyZTwR3LF1gsv|7`iaxuU>f^BiDEatPYxJHl@}xN z0G}*mfr0K&{$0Vd@B^9}=&%AQRYEsLaE=6_(2bc<3!B6tI)gtET!q_tQ{qdS?q;%g zUPm0M2wOd$4l*9>?_I1c;=9K0f^>z+Y}MQ~N4n&0z!ujrgBe=D79~P96Arf%0?r@vL{pUR#t!=$ACLrN{U zFh7oSj`VJ21YZ!}P4#3CqkC~o6kpGwrFFkbud1r_{kJn4?8kr1dx!B=OT(4lynVaX zPDRnPEnQt>H9F;ft59qIt>U9K%$%g3YVT|v*<1sf7R4&}=Hj|YsZ8)9*rD(-pukhT zO}t8Y+((UE{dj{*yQKAg>Cu(%;FzzP&(^5^6s5KT*7FK`XTin(fKfm@URVZSIJ85 z(7dTG><_AjjZBcbH>37J?|3(&xEl7|AbUs#>ujO4US_}A3yMKUHSf3i2a10fKebue z=TJ__k=Fl9mny%tSso@E58?sDVk=a*mqFU8K(HmPT8y4Nz?hw}#~@Aan$)wW3o}!y zw$HP3yoF1iKkfAG1oS|{J-{sxgZivK$0d!BIz<{UEbg*IL`R!{DOqMW7?Bo#+q{^G zBDoZUKsKLa7)TMIpo5)-Iz5Q24{kMa|80&yxCX*Q*zAu-To!A7m@k3t$3uA;r`=6} zwuDA^v#k5HmuQ3sh4e@Q-}v$pJ+>Q;4YC*jB)hQvQ`(J!Ik*b7G)2LMZE|w=*t%@PXmW|%?`4GLHukENacw4|P+J#_OS>t@*{&h&gyejGyJ^k* zan3(yt+Uqo*RuD1-}iam=lNZ}-_H|UWPdc@Ye*s)Y2y>6^FMZaRaj!bYr&3R40YIj zU72Z893j*qEFqyc2iIZIwicJu=Y@iN^@rRuV8iS!7MsSQtNIhjz!Lms>2$ra{!mX6^e<>$!rppy5xg_$cws-Ko~ndp6oz%diPc68l4?dT*^V2hHVz-@H&Co<#hoRj4Iq ztZDEUKbeI2V`a|Z69?B-_dR?Tm)~ZKWSUJyieg>z!fkc=Bf9X6|5HLH{zIjJU0hlU zaL+l7K&bi=)+I2N#4=@&WR*JQ$oq4~(w9}&&q^K`OnD~#a70o%!a$HeV(gA__C*>3 zU_Ai}PQuAl^p9|qxq_$C=8SAGeK7b?Y5Rx?p4M7Dz0vfu$zRHfX?-52J}b{FJheSz z{h8mx$jE1(__UO(=J}8_qYXnAYk`;@L$LIE$_7bezdC&0mnP&UhkfO5pi?m}E4y^b zxhvb;EJ~*t-F@e{z;#=<2KDz39&K6mP-SNiAxEt5W}GeQ0!r;(%w8!;CF_It62oV# z1SxU1y@%9;QnT`gw}#!gV9l23Wi}(H!Q#uHI+m!-$C>tX2I-i@2)a9L%o?Td_#~~} zvFiM{`M%?81Ra)Q`ldF|{ksC^CxivL+%0wZF$#WP2im+S%bW2{6jt}JDkL*=4aTPSXic^rwa5z#H#X)TbYb_%6Y7jo1GPR( zOM>GSbEXGe0|D8w#71MiBxl0P*&E;HUpv(_^)6BFGEcUBnbN$V>)MSh<+<#5@mW<; z_W{O007PgthcxUwlo=w#O8Z7hETH=Fhk1QFKd3UF`rw2IoIda|UQbzX)OAR z#Xsa~=F+Ol&$%1pEvC`l{zZMlsp9CD)njG3%kQqtbXWh&8w*j(K{{LyYI7?`i81_WaRmt6aIx;ilpDMLHEx z%N&8kvhRJ)ZLq&22`;~xmEGcqU#+e-7=Yimw!Bw`==dO16u%YmqM({YCL+D<5CGY* zs@b|HQj0NDYBNqQfWiFGDWwHw&4ux__5=J?&bW%0(AU>DhWBUU1iUwvM-3gF!F0|w zq&9@k_Io#SpiMK$*jtgIAzdfk5Ih=u{a{n3&XLz}OnkN4>M~UX+H-!ln)^np7J3Op zpDp+~vM-uXe0LfP8(fEWF+6yD;?M(ea>AC=@TMFl9sO60Qi5oF-Tul<9elfXolHYk zZj?fC$T&2ES{|Um!ajqF`;ae4b$uX95tx>Bqg>PtDNvssDDQ)Wr5`d3^8Qn1jKmO` zcTsb#NH`c&5E|qnPNDE`dpjEG*TJ2%?v-O_YD6l;i+78={~EBvQP0DAail`PB9Bkd zqJLN2qmb#ZIHDkzkR}*(kkG`Va!Jt;a)E??HhEQ%Bfyk1)Cz+?`5SQff%x3Hg|sAY;$=RmCtXOJWeqq ziFxo%s zq$XTLS>51@-WNz{H?ELfVc2^sV>r3LP^B)S*5AU9**c2e>`&BUpC`Kvvd4%LG*G7D zT6+ppi7$W3q{U`ow`r`1VLW{u`*B0S*1Ry8rxFA!BsQ4HX{x$$V{0<}ZP$34VW{`U zinesPax5w)Ir;FL{+7m@YXB&_5EUhYl{q-!>AVmK4xNG3LjLs%Yc`&V;(43DFD;0^ z9+d*)p(4tWcV9*0GJmS9k2o;0d~ZgAUu6@xs01WK-O}0X<8`^;`ChUP&&q|LGu!l~ zMBw~OxEIVPk#}$-{Jd0LK@7!s%Z3|@=zMUU?K|9wO&}pQ_T?=eI`|Yy)}FmH#;gs{ z96@x3HP{x6(nkb7z@DCTbV#>;A}R%aWr8$gRYX0as>DaIr)^`kTLCv*ks*#zKL^JA z8Pu0hQfPypgqV_8P_>}1fILP}Wo0*CUe84exq}(fR>IU0kKo`( zj+l)wotKQLE9`@i%jtV!Wz<5%BOnNzLCq!#;i^$QPTXt^uDTdkJqQUhX+YrSA#@?s z&wY5JtuR9S)9BN$#nS5ndMXJpQ(*#nJN%qWCzN0l;z3U=2X`LyiDHcr<$9#%_h2`x~X4J0a+T!*|CQz5~G29-0d}F~$>G zS#|r*tn5-p@A%6|0S*D~m@TP^E32wVUPDL`$PbgqP50Mf;cj z3rrL;&(ub^s)&1SaMPRoLrojqK0~We-lNfjw zM<+3xgb)BoBlcgDq$k0%TiBhW0m)QHg+JptBTvzTXZu6LDD=fjXqnYv6}*T}Eu93i z3tL4bZn8#K#tr7pI!r(3!Lf+c<>R3WF1n~9xt+nzTnE$qMQGua5U%g?@bECLmbVLj zy@G-1w1G}O1?@CF6}70K~$p$f3+J%w+V0GyM7aI0=9_vE<|gYODm5 z@iw(3sE)=aIkfM|3;0h}vzhP!={ytc517FqG@T+D1szy|jhIY=uu|XS@wi$1&$MiC zdqnfbn7P6=MkhR>WJrdNd?+J|X`gZZw9jmDL9)ZegBZY2FzNMrWU4@^Cz)KB{b#fK zG09#N{D2N2f-I>RSVv4Zb9Ak(O-xL3ZX4Ng7Gtb#M2L3F%-rt(2AB9hJim-C>rZ9G f|G^LaGBZb`{XkP+@#l!r#l*}__m~v#+#mcewq9T9 diff --git a/automata/plots/ke_Davis_annihilation_creation.png b/automata/plots/ke_Davis_annihilation_creation.png deleted file mode 100644 index e13f6ee535bc0b519902cf1f41e882b39a94cf6d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 28992 zcmbSz2Rzn&-}c$QXk8_xLQ5HClvK8cIFXe-LzEF^ZyIt%QDj6$Mm9+@GTMslm4qZ& z*+k}h{LZe?{XF;myzle+e6IUWo#%i2#`k-CkK_3Mt|`h(t)$;XPoYp&Ql*b6Qz(nN zDU=0czb(bzq;o9e#{UW0N^01iv@)@EFt9eJoG`FGZ((I?VQRS5-q_m4)XI{dN05ha z&(^cHw&!hxczMtL{Q({;>odIj7fV0JMd;2;YuZpKs}0D13lhZ>OevJ}Y1CtfRUGg3 zw>asjjL($}Pk8R(|BXX9m@_ypUNcxm)AWw4$sLm>?iUaDyvR36nYE@aFI!)>KTTU* z+ak~T9KQ{Bzt;WxckY`8n{&pVUGe%*(?B^1lSgu3Nu;m+z~X@xI1z zmKtjLUBQ#@9OOw{6TbKIv&&-QV$ag8T&a3_>B_o77l#v( zBAVW-w;T{Yc6X`Aq@2n@9e#?*4su8LsUCJ}&5y3ALGJ0%N^!d;;}FxPhsINr9sc7_ z7p=ZMom)IV_r$*cL%jDEca5W0S5%+NX}Lc&-lwkdG10wfdO%ooyzbx*D_2DCpW&OSbmk+9B1Ol2KHX-Kdw+ zm;OY)cxJ>mRn0uUz~R)XXpHOb&i5vQ5jM%meM&7EE~*~x$XuZmWl9jjF^ ztB&!ybm`K5k2zPn-a0Dgw{fD)!=v==kLbgfZC^2}O9xC%4Dw>eDk6kkCgw3{y-isO z+qZ95$+6VcwX0X1nwuVU^HbWt%Xai@`BaJc+&v6k%E<(IcGt?9-qoA-OW)XhP^{ft z{%fW9d|iY?YtrPTqt}%yiK;1TQxnDWx~Z)gLjl*x^8%J1HMVWr=Hu&ITd%I4hEa_e z6Ak9pzVFMEFMaRcJ)!AuS>scE86iyinueUtEmp;|_YYrQnxt3g>~sBk9gD-qZ3(qb zGF|E)##^$@Lk6A2MR##W|wiOpwYE)$!mGs_{V!g$-bLUPct0u9>@|qc= zK8(9Hmgfi+PC7U%lB{9`J`sa>y1o89pEBwgr6wL{A+a*6H*7;*rv!QJP`)F5`huP4l zXJ%E=7mpk{a{Kn}xO+#vOZ)Ao3)-%^>xXn^x#c&$i%Q?%8Fqu!mJ;;3-`>2hAuYc% zSbOY)c}CC0Wvo>}>Uv3nHeWfmZ~uJT-=$J?qWe03g`$>L7^~x_1-h=ouYCOdL)gxJ zctj1+wZDUD9qW$u=i=ay&M2PC7jhU##S5ey^qR~@Gc$qNm#xLN_JoX# zOwAQKhDVkyLWMuRhLh!CQz`0DTC%5SDqS<{c$?cq#L^W^(fpMnClQhA9+}qG<=LD$ z*IJ-?ApC^e^!IwaOY&;5Nr}K+CzR#nuCqB+W~N@S_?WBIl5cm?!XovxA4|#(DZjJt zLie_QR}HKA(0Q#Qqo7|kz_RFvN%q<5Bb8#)sYR2Ymy2S{`1ttLU_R4#XA~%7Jnx#6 zhtUGZ27T8|9&EqB*Y4XFEn8K`pdfNj(sz9imLbn*WvqIJUb1#h`rK&LyyLv7(wA6& zG36AsG}~6Eu81Kwh3vE~DSIxkrtHC*7?-gY%HST%i}=Q`6fp9*#OF{{q02-v-lX*1 zySkg(j@A`8*~}uKh4G*9yDOh?>GI`5JK3pO#fD0IV;z2eEC{Wq6i=BE4DF_X>zEq+ z?~{T2vLQziM(b}FjSn|Zzl#)YPAE`_5<7nW{Da}?!D5%P?*lF7SG>J9hv>WK*im$R8lQn$5eVBhKI$f31NHC=A6P#KQXr{CPaeQ z>AFt}><(D9S}b0=bp5nu@Rwu#BgeYb8@@Y#+k17z#?Rcs)?fa(@b%7_P3wJMIeu?C zQ`qS-J04EY$FI`Sg@7kIX*S6Yt)*@;^U^Jv}N%Yr_^$wJv`)93_-o2C4OjAQ@ldUw+Fffe!d(0fgR#8+_3$8RDD4b}uE|hZW3wh1AVir+T zb+EP2nCU8VY=P{=KuhQOL#~!RY3dn~YH3>WSS`UnL`OzPvroTWJKj?(wQ|$`q2MT+ z3PHr~F3ytejK%B8c3;IR(p~tP@q!#x%qU8f)gQkn;zLs7z4g0mxhsut><|~%U%r7y zB}&ZAwn6iZlYU!_g*4enhlj}<&+marsQ}dB_3i>WyyqMn|<9nLv>eAJ$-?%gI zBw+&P_xqc3qU_%xl8@ghFH9Bp54S4PoSqnLd}v%&V2rq+bolT^Y_hM)ZKEn5riM$K zE#(^`%d|7t5=K85MGTyYVPhPg&MN3Ssi+vOAok-J-t7CGMfcteA3g8qQ9Lr^m(*=; z@){XU7=R{mza)RI$5c>0N8qx25adFYIFSbJUshU}a(-`A>mo6>rZ^|l3 z5aHxZ(iv20or)Jc|H%`mV*K@HD~evb=~80+7T`TdGSSENsq=mf^u5! zrizB-=uzdnvP*yDbANw|L^+{FH@UT4Ie{J1Ihu-|yZ#f$5VfK;RdET8lr zz{hTDB%BC8&^jJ&nNLd~Vsn#5+**&MvC|78T?PcpBZM0h4$i3DKDeIBez*Glq>Dv& z5_48upUeF0g!$|18#jr$<^}`?GH%?+i3GV|(Nf2@*!{*gV)v8?=`!wRaHclSo)-5# zIbO2G<4ybd$r=6xtfHGYeB!J6^_%>(~pgm@tR{_mcDsYMbiGkR>z}<4LV^j0<=7?o_>9_3lQ#J&|B zaXC2~IIXnB^_)JZTFOuGE3M`KV1&m*)-T|niYo0ZnT;f32>|zu1C}4VxwnWqKl)l8o?u)SY}%Nv`ytav>Y9JC(4D7GC9vO5 zM7d8TRmPtGX8)wsW8MwevgeVBzxb`JN-^zK-YIHo7Z%*(RpPP&u{@&N9Fh4u! zAv<%)`P0({gU;^m?wQSe9iKnfMIT<2r<1PS7Hi&^KJ_I~!S(g%9L8q~Z=}E({4hDu zXely4pMmpuy}ED9J;gD(FCE3_Lj?TDV+^+HM!Ak$vmb2jZ<#OSEk4`++{@S}TjZTt zhA}>`Z#pwMOwdJIPHQhWZ(rrnfPDM@7{({9EVXGTOG%G}h%!s7)eEV#kiyj~Po8`Dti- z-3@W^1BX|yTv>lt(55b3R~T4ZL40QDvbDAKSn2MJvsj1NgE!e$GVw{^ZAIfJ+z`vM z9fu7GGDp!7)mxVo3s9=d6C%sNE-y06u=|2%++VEA~1$J`GB zQiAtr#sE3r9dl|lD)Fn2k@U6gi4QUBuDVxRS=o4-^CUqnrdZ{je(@q)pF>Fv*XlN* zD|!5QGM0l@o^?FAM0fYuDChnU*@0}cZS%8H1fxYqZyg_K(KawJF!t+6N{Fnvv}Cz0 z3NqSmK-wKcF_VnKKy2PKiNoYkV}L6F<%fsHzJAPt+n=j0tm#Y? z=l=b5+BvD>tEt$k%56n%nr7p9tkUykyCe-l}_-TY-w#Msez{iHVIJA1>Kq{_>AC&RBAVm3b}L(Nu;plt^iM zg<2i2Z`6Lwvl$1P=M)msO4G_7aXOG*Zc>YCI04|&bl_tiz1|Togq} z0syu$7UqNFH#Wrs0Ggq0o$3tHe}w6=E>UJ>yzow4&q)$l8(BJdWMqUk!EXb0zA{lO zp8V`9;6CGcB1%km`T9MINYO}q_Z~cWu&<>0{)x@pI=PBFj$g0pu8y?>!s;c{h<(Df z^YFpg!r;?m-PHkcsBI-BC6f>coH2oRB`gk;a=)_&&2}k$`5JE302n~RJ+ekmT;^SQ zZSjahDSP*cfl9Mo>^{Q7mu!m9c4iP5e~^{$GDa=PE}@mJWcPi+abzb|(urg&~jc6fL= zf3RqJtm^3MJ1lB90zyL*N!>{e+(qg=WXWA2W$`2%z3g&dG{+$>J|7pjya5al-ajqo z55=|a@|5$vSUJ(_a{(^KkVtlmit3`)m64ZMLovovFmxpA=%P{!JOq2hlE}B&?@B7^ zDDo_X$w^#~`FUjc%160xziG`eth%IMuStlVp+$0QY5dTCVt5iI%7VEAUl~>dc)eS- zghEl_2W{kOR%w`d+mutb=5BECec-FO8l&$HE)xUwV05zGXQyg~DzNX=tl{~$cZW~%}vx2dtDH@~Mu z0Pd0HrHp-m>1#eIRza#C4Spp9t zgdG|{jU=O-?CnX2YCs+%w2f6EARrK~toZC$Agj}tHLqU2>;`>u5@Vlj->-$wJW}?j zqevKoucD~96K z$4_`*NYD2U{~4J86r+zVnqsbBzaALbG5j`yfSl>u@3?mu2>KXw{5AvHM&w&7hh z0k*(EZ~0b~-{CLOK5(Xj`Bh0tid9=t>q9IWQuR-Poa(gBPe?FKFpq9BD6O&{+hF1QSZAcXo*H_wnk;tnkuPsI9XcN!%&R{j8rfpmxHCj2 z#%uY8UV_;`GsG4Yi0C@B*bxd*;fM1K_H%D_tapX@ylWwXr&()39;?f@y@U)2p!Z&Q z9ejpzJ9n>S<7dE@5H=Fok%p>}NacHGYinzFQuprN+xid@L@5BQ-i9A_=Ro;Xh>Xe& z&c)qk~?dh!V;5s}Q}X?y7<_W;Fn(;(S~>iTZ+2~qA^^AjHP>{OW( zCsaWpjuTk%{(%7@&g`1c<@6x&sDcFXX<=;xZGj-$Ag`}eox3|}lkW_sTcCC3$0#EcQ{pmK$EOK1_qMK z)49#a|AIvg3o~;nK4FeJ&)C@ws~*)gcp>e933qJG@djTR(NN-SJ2oH*oJ$k0*Ku>qt7s;IXE#`ns@L<3CqIAI$KjW#jJIz;B0fJeO6_RP zw=>Ti>F7w;FD_zZ^zBq}c^}W9?|qUGR4JtT1^I`CpqgXZVrb_RnLYPnwfN-i!ImfL z9y7z7vIP!E>6A7?tAO4w}!7%f5B~o8#mav})V*?6_6m@Yfd;a{n zj9mVrMT>mL`HH7{Q`o=7^PG^7@FYlr6tfy594!5Bi@t`LKXM*7OVi1#dBO{vX;mAQmKpR(E00p+ZuKAaFcH&zVY+fU1Y~Cbj9fv|Aj+9lC?cPGx zU*2%)XOTJ(Nw{{brxxr+`hy32q(-4qsal23+4;6TF?)?(-?fd&WfgTki!Djeakk+r z`ZSHq=TCUW#PksFvK^+ufi~JT>LysW-1&mAAwczhsFH9&K>}x?)+H#?U z#fir)}B&P!R>>%*>K6%tYnB@Ls(cOmTEIFvboJjyGpN zJW3j#8Liw5pMovyn@Sm^sJ!XwR;ugojEGq%##3GEn#(KDp zz2MXbiqv&>yb(+)IAbx>yU>~TSr*UQ?*P;E8y(%=u>Gcnarf_U;t46!?gGd-Nb0ay zM6u&%&n8wExw#m%7C61~8^`+Jtoy`X06M^R1k{de?2&xydG&Pm1n*AIeNOOlW@AEJ z91}Rj5zcAk&Kr1yO(-1qvVpFBHzZg>26T*hXTWPwb1DI+PQ0Qw!5>t^M zUjnZ-_w%R?R^2=L`qQ(^Hvl7Em}G4v)lw!B?OLNmT3Fe*=c>{*{^taDQatw=toZ*C z8|~h$qNpPJNMNv39UXJA=9}8d1^KQSFp=o7Y5&=1Ps)_#>;gJx?ktBvJpqgNRp0o? zM<%a{x_s|OaNIAv;*Z6J4Rotlhp0?$yZ*-?e7rX=Ei|o+d_I14<<2=Hf{0a;P(P6G zhVOXl%GRANSADJ@sO;;mZb3oi@B?0bO-;%gp-!3P!r4qm^=Fs01d~7iujN$rTd!|y zE;Gzrrw!73C)LTxi6miL+ef_(X(@oxZ!L4CnT~J?&~C^%rlzL%@79{q(cQW)FCa{$bjr|XA~a`R zPP}n-^_Fy}(XXZmp2$PWpo9o#)8g21BOneuMj}E1sp*C6za^5ol9c<<3R18RsWsTZ z-f`S$e=47n|qV6t8EM=OM(7(W8s zb`oK=>;F)%oqz|RA$sdh8EQ>w(C&Jq0xN4CYReM`b#UMZ&V8_bK4G1wgC`u(oVjEm zy=>Jwo*92qu~DR}%7@;vM{$5*rQzZDgoNFP4rw63j3#Z^vLyp?*DAs&a5QFCa$5fM z^DA^k&BFWQHA zApRwdO)Mt2yuBsxrD`U&q$#TAFky%EoITsN9k$HTMphRq?6!ZROGii7DwLw0@m)}@ zde5Mwoy=NL!8dQ-q!*#xM#4CHS)osP=-#7{9LS=`NyXK`W7O2d%N81I=UCPw$p_uN zyN8M@u>q?q+hg9{Dgsr=ZsbeMOKLs?c@l~Wy>nFxDbr2fh2Fb;dtJTY*QT~xw{8(3 z?)Y`4dx*S}$BuPFr&YJMeu!D*pkh&m6EXAcp6VGF1bd)G49lr_^e%CJP*yAgAP?ss14>6Bv zy|#+93k}>+pQfD~8Nu!4b!WqJd}F_H&&IYKtEl6CuDWXG`b`#@0ni6Lt!=u@o?mgf z9U7_;zjsl#SKF7RLov%(z9ycOlA#Lb!|`BtcjWu^W{XVv)#72-yS}PXLn)sQzPWzN z@8<8OU*)o5@i;+mdThCNyf~S9Mr4Ok`dxYUob*LcFVMUdib>rYmw7(icGz2R#Zj(J z{w7(}^}cz-2zp!{_FdS|E;;@7Pd-{Ycoi+ndcG*pPrAxrRYD;3GalJXCw)5$39 z5LDha`0Tv{rJj*y=SaR=zo~;IBr@WhIJN)e3-S*qJmDpv{SbsqIZq#YWhI4+mG<#c zFY0?rv^CA<5v@b}hh=m^@76GJU|Uz)Q7DT2p?m2z=QJ!ze2eGyt5P)mZb2K7`rpW3 z_WT?I?(^oNo?(8pC#|QiJh)8pwz2{Xe-cHq z=p(r;PADo`&pm13$!R`kc#NW0cr*G1^Tmrb0*%bN2;TK!WkK=Sq+Hx-5>RpjzSy!h z+&|IG$QYC`G&Hg$@X8j6b4M?&vbl0qM&H%IejP4)oq3fviqNx8~y`TE;$H`8-JchkOAXU*2l=Uvamt!+YH9}{q}JD(Pwp8o3aG4Q*~%z5DP z`L}QP3U4AG<6|+ZGKjpsB5McvjZ%F0uZQ^CG4vFrCG19fe~zcZ9q^vT^lq!h@m(0~k-ZC1}km?of!(z3GAhCI}3s84rs>lJ9A#;XM;kKK0k zYUl+S+)==5E)`Tn9%HCdPz!VGwm!5N`}~aP%tD8AN`N>DmUomcm}DTs z2+&O42GztaYW}B7%g0ci5HSsMR??#h78C|ZPwg!grKQ`c*zehXzwY;PZB_<`IHlOD zdyfiJiX~P%Gg9T`R6t|8l@c8nX-GBz8I_G{|D+|suf=j=Kvr71iilO;w+LDv^IpX= z(jce@#tZTmhT)T~%#F<(c;s>yQYc(^N&-^~3buM(ZGHO1iZZjF&Y3X}%PiZjPc7;p z0KF<;bb!hs1DzvBE`ccOZHWpBiU%XYDJZBJaQp7vR0#NKx=$LkyFf51BlDu5Qe1LI z>Eeo`AF@-C#R(?u$tR>zK& zg^;WRNI{Catq+8yTJ8N4LGb)2#U4)r4C$>+@Q-`WI)RF)8(bDy_MO9y`z_w{K`@GT zF8_pt_le!-b^Hdna;%@U>^iB^)M9`8$d8^|6`_E7ZF^M{yU zSq?vLvdA`+v!`~{L{z*0^Z6tuW@H_!rL`x;jAiW@mu-J`V=qcB(RO#d7K{|8kRjMp z85kMkQR)=$dyb@$ef>py)#UKW+qc?>IWxE!5`Or}TJ527alGFX(x>VqBK2~%cG;8b$=+>fkfNTCT2=9GVVJArkbziQjH`VMhC-o zi2LvS89N=q-?m}5(=u`0!hgVz_G>J?Px`dGnJs{BcYTF_YD3Y(Cc~Y3e{7~qZYKBk z)Ou;+Ydmt0GIVl*2`);0x(|D6?pdFt6dT(|epM{Hg{*lX{E(6Ph0lSi{S|(aM0QRs=v8 z7%0p8{r86uB{tco)SswB%ouIrrCnbi_yHpLUkk zKspNwR@>UV*QWdB%f+U3i3V&v6s{GR@LN&5>+ zbCOyBDc}*TKZEuWLQ=f*msg7=@)k`V0ez!}Bu=b)h||5GYl7HNV3Hd^c&-9no&XZO z2lBeQqTP zxCi3Te$358p_4#rzBj{QC+;s@xhWCSQ$7-UVF|Kdnh2{uMEc&eW_aL;==66MG=mcZ z_bRl@cNk1Z(GMA?=gMG@b>8iupw2A32lm5iI%iH&?B>~YC6lXy=p%}8X{U8WO(r45 zpkkOkyR-zpoG_w!mhn81gQ-}}**PC3J5}&rQH?K4N{DzDa62+`An@*ne%=ob+ZlGr zDPm+DOy56f=X|xA+$&Lstvj9x?v{oO{R|Z4DHxLc`MGIeqeMhiBEfeGsZ~ab)+5&w zE*Fv&Yh(BnJ)35b#C_{h?lmXcMJjFq0&1Yq^S{ln#oI6BlMq4UiRtva^AWx zZv(SIkr18Qs_4gko}x*^Y#2l4=O&7cnU3fAYvRF)O=t@F9rL#}r#TG?EJ_HOQ`kgw z+qQe}QwJoQciu4PB_%4Htx<@Eb$bx2K)sD>hEfsaw(PpLdy#)hEF2peAe5>;zw)gI zxki*FLcK;hex~Ere0XfIc-}qF?@mNS8kT}Ce2^+&yw(A}#mj~y>leER#HDHHn1KdC zO&iR%lbxNg*wx6|j2kwvQ?&{lGm)<06fN@+H9%}TcZhivR*vMxjjT~4Lqo1BH`|9# zM2(`lw#;e1{`&%o@v%#KK7gO5@DdR|avh8rSlGHyIYyk^f2=(CF&cnzGOolK+#?}S zp-jAKX4nEHLEAD<^8dF=hRme$K_GFzlT*#pi(Y+$MZ3MOhHb{g*WdmdT#`C94qnUj zjAHq~mH|j?(@$Cruq<_zl$_{SALKWrJiT@^I^;8G@diSP!?=+ILnbHyE;V*ePAc4# zhk7zWw61QkF5?z*9Et{GT%UB3-3^L_&kgRGqe7-NY)cj|PQ<{18R=~;d_w$CgMHw! z!6}QZWD!z%`}QsU^5rLGWPGr()Gx5>1dWWw3);{(o~hU`fSSQ+-Pc7uus{8Qh=68cpd{qjkbA23@fnhr>Y1FA; zkG#*bNdRx<8}vknhnQM-9itU6iAlMy3KvJYeZS-22HOrHY%IIFy3BiO;$ddUq`O5@ zEyav$?buo%A*q1VnHskP0zPN)g6x9gOUi_^M^2N^c!v2bE?f*O8bE*MtbUfs4G_U{ zezb(4h{83*5W=U4x1vpxg|hv3QW_KNAYJ9p?=*6H<;H!-pz?%?I9VszZE^f`k;^A} z=|hdU2Yj?znUqeK-0vck^gtj|1!W8SrtNd*^}b#|t2spjT*&6zx&Duz^{(mg^hCPQ z69W%D-QI(&cryA=e-a7j4un@ST%<(r$AD;L8hT+&PunvI)ZW?wR((UdLWB&-BFUm5 zyJcZnQ_<48XyH+r37aSZ$hYDaaRgGb77d+&rz0Na%GgT=g|k49Cf+2ii+>&d!o|xA z2mL_~p($3)G`FBz?YC-s_6zT))Gx*i6E4r2)mgeMgjXG^8;RDUP-CWGAAYxr6shi| zW;c`^9b*8fvW_lLEXShVzH8TUP>;3n&83i?K07_pNcev&vOcJe`-MfwI7+NMa!Kzv zSbgW2;ga!hS(T(x)GBh#Yufg6`hH(Kwr>&%hdAOmApy=$mWUH`Q4gk%Pk7JIYdqgG z5YL2S0n6@aKcpVQ{p&e(GU~$8+o~x@yHX+tMs5<`5*n#`KirZSy_?$W_5c`p%>Og1 zvcrghVJt_=jWeY)-&xRzP)W?uDBMIzXDTBJ|8^$IP0g$Yw$^l?n4jy^maV%4&OrZ~ z+FHb^1USF$K8S=24;`s~iCS&0PR$={y!v z-?iGOUS9jzs$(X~nx*FB(CQ?`6Oy8l*WBL#8-&pj6or2-)^!daFL*PrlFA%`9?=JV zop0NA@{bZHULi^HtvI^gH(uihhLrkmXURA`#eBp|pEywuhSn!&9zg?KyTG=XO>A2w5FF0aMQ^0dTTX6> zAy7#E(DUWKLHZa9A_LK_!Gehvy6|N5bk6juqYs)aMArN!aZS2PcFo$g#AAjn3`wy$ zr}B)6!`+2B+Ec~zyLCLiZsa`lo(2rLLjP@U}>0Htq+CPm6vDLz#zb$p=xA0~Eu zn4#i``%<|*wht&^|_l;Yz^hx`?Xjv`7_!Sf6uNc^o? zb}!aY6?e|Z82In9ULYt4+y$N8W19U}rASk*+1IRJf1l7KEI{Uo#wcHaD`Dn{J^JkK zujQTLc{CS1V;T!|gy)3hBZ0G35=ip_Y{Z&DjGu22ojt?e{Y{lQ%vhi87O>7+LF&0x zt0{_f81B6wAZ{@2Jpy!7hnkyoeo&Q()(w+H_-1B2!ecxFn2N3}W?|0$Ohg}4(p(}U zN^0h|j8gQJL>WX?AB?T){8VFcU4p_EQ5Y3kM@YL6vEp1KPtltkr`@=dwQvbq=y>b> zScD6*a<=SdV>eZj25-^u56@ocsIW!$qZULU$+BQW0}eHac@6 zq&{+=btcdu!4>e3G)+;J>VIFb04*FQQn-t$kEJf}^Vl2;1uK(jui+JlKtUlP>@WC; zT_A}D)iJc7XeOLmAS)1+2<~OVF%kRBtsV74O1rT->rVc?Iw^`TkQ|kij_9m`!HMQO z1$G(c^uWuEW6PO;|JFo8ImsRVbG|#t_xbVITK)vl2&f>5%>*F zd+93XM1t#K0ia*8VoXzB(%$|t;Rk2?^ykS6DC`9EB=!+K=boLqPMtwS!Y1Mdu}_f_ zgUu8s2C|u9Xb~k)m#m@5;SK?`Q{=S_&r|q85?4OqWvZ&G=mkwQum6lQPhbv6C~e(L zozMHa9)-5+wbP*ukEt? zDO&}^UAc0_Fe`t1{7ls~$TmRk!&5L=OPRujzFMp zX#ncfKCCBKz@#t#NIOwU_@LasNscL>?YNQO99lh&9-or-*FOJ8@GroaR z7Vs|_1B9R_*I}e42;p##q2DD%Zc{!PfzCmoAlC=jjEN*u4Ds3HIHq ziwoBY+kfK|##<=*YNYK2ZGM~0_)N2c@@9%+EzoETI8p-Py`ThnxDiqYZzZ^PEO2sm zqK)K}K1{$ZwrqgachDk}sS z8eYOe;R~=O+#;_e1bV_Mz<4}$J43%%4+8QoNrYIE?4)`HBbMF1wO3s}A#gDZDP&|X zAWfUUxw-8_k=qlVyf161H3YSHMY_ntzsDy?lq41P5;5Gznou#GZOD|b5|v`t!I%T` zSc$0LY$V5%W&ku9oC2!Dk7w8wObptPEJQh{Zi`}Q6opOZLo6abMl)?^fn$XqMzgl_-^*F%ym8Mgn- zmM9c=hQg^1^2Yu7EKo5iHgxS4)F0cnt){@qOIG@izeo|p{7cA;J#g)ax6eU!C5;uT zOiC+N68!2?LjEEKA-*q`@?)-s0xq9B5BCC$Nz#nRe{K|LB(ha7W`WW8a%Fl0w^kg? zOsWRQ1a6k>D8H+j>nQS%SAh2!>1iJBC^08ao$qdQKf0V@i?@ZDFYI^Cm7ncp9X=}M z=C=Ix4Wkv#bi{uMrsg9uBtH2I2#T*0+C-;uY302FJm|i7_x$ zy=d&9wX=dnNroqwP#$B@6QG!p4@Y0Ux2$j-xd1WyWxXJON2yy#D?5T9tU>H{ris?? ziWh?JCVO3C=Y_xIPd~BDmpvk>C&C}^=HgOlZ{M|a8D&WL=a*mpjpYEt{uSX5vHy$~ zzlelma?@^Me=GGg-`}&jta1 z`lF>SaRUSK?K-Zu2puTpk-E9e1}kV|ecsoF6AdJB#1~AQnw(bfis2LiV`UYAD`h(w zMUBLSpU`9i1b|oF*tRfjD^xn&f^^4u(EE+_CC(igF8&Y}}BY@e|Y z={y4$2YkjQAfSqDVB(E^Fl<7UfRf<_UI!dO633>m?r489ILLt*6up1*V)5#@E1^VWn6g2}`U-S(uF zfH0M$cLV;DgTkp{+YV`j?TtN8x9R{rUJ6CxdcI2pq#9_`q?9gF+AK=?5<= z&Vr6eRM}E_exwW`VIEP(=Z`-Wfk%qaKrlE5k9Yk2`&?+d0eDk|$>nrTvzuS0%Y-Fq z9)Ns+sO$XYmXz(6-*Vm&4npFD1jr6R;D(|07o;hu8#g01?6UDG(wk12vCuM*vc-M! zFd=Hvi|3qysHw^ZRCJ!q;X!IRF&D)GT*@&|OIH_TKjjj@X6-2HcXaZP2eILQOPq*L8^z( z(1tHj8W}w%Cd#cfRg*srDHRF729P!=ARq?njC!{Vv(>M*vAPM`*Y0jwJJxYbQj&AW zj-vr8#qMrsdWtyDnepkT;uUe!K%~_H-5iZQLErVjDuL`J*T%sekI>#p zAgXeE|M(M!K{)ImvJsV<7`_SmgmO=<`2|%EiNZlj-0P-YWOGmwnLurUpc_udNgavL z{m?frP2BotBJ6@!Z4pa_POA^iy%y7l9^E9^>`Aj4+`h`kj$Ii5*$)ao1uG#S4tOvL z-DRY2f&?%?L{T_OLCox2fRF=MyeC2(ykQ^UF|UQ3JUhaa`xbVi@|*ao08Wv?>TYD`X3Ca%yd=B zFt4nWYr>|a4Vw4AC$4!Lr>D}Qw{i;9f8!wILZrlyQ|JSsDe~}-)OO`{p-q1Z6eBr) z0fsN~u{sF?O!k`wK$!;(ov@pauj&aetcQex#$S}vXPCUH41o~ye7uY&&@b;b`Ih2l zfaz19odev57J1{+cotPPEN`pJb#)}iPa3__7;J57(SSA7FvZ89sC=gFvSD- zPh1p1?Nuo|1{?ZG`0s1T$D{9W2Y4fX7xVPI`x;IVn8wQwwuO>^9oq1xqQmo3Kl%0m z9265svhBjcPhOTJVPSFZ-d%R(58PE80{@?;sMdYIy4S*)m?_a8VgNG$K^oABu97+f z6FxC!ocQB6_+}UVEoJ-o6-iZBPjKuX+mxqs6`BG`K8g1c90_aI=!LFVFx@+O2lV26w}$PWTdT z4(YH%!+#0MNNLp|IuNhRzVVqwemVuR7&;cKAh!U`E6%79m^d0CL6%O@ol4 z?Y=}Rc~!0xXO~RPe0Wi0~;{yg1+1}^I4S{Xju>$Ir@~8*ne4)fg zj~1fhuyT@lNqz5Uw5 zrrgU6i9LkQfZ|3}zM|Rh+T{EpT%>`t5CW-%u^{Oa47=^HxIBzTB%P7oJm8r+q_Pizpt8-olP>h=xKX zFqCMYBj?^|rZueXn*&3W{<+)i=BHDp-!y)eb6`+bfPPqm6v#t`IdCk7w%55>=%y|Z z@)bIU3@E{XG0bVy=+(0K9lbOqQWG=F+GZ6m)@ z%;+HdKEs-YNYLKmj=Gs-uNEm0F6h>!0<=4|aJC+Z-B zn_N+|S-gb0T3jc0@sc|%G}B|KpY})DQ%uK`niDC{p4E(2(m*|e$4Z*%#R#e|tUiN} zTP#DG`w#5h{)yw~4ltVgX9q|k&|L(HfHp<7tMn?0Tl-sebKM&>l_{~@6v|hd{~W)} zewEPCh|s;@j_J*eTg77J1ON!vA~*T%nH~TF;3K4AsD&@)emFF}r`m4-W|2eEawO za3(LxuZb4*+&Y7FTHU@C-ZCN?!n9H}Kj%WcmaP6#@HL!7p_5ZVs1bBd>5!(Ok9zkqC~rRVH(DP>ywj`%_0|g&Ac#={6-TO|Gs5 zAJ7(t61^|8gtZpS8`#j|brNmtxG19CyHElLkOn1c4H~-Psw45F^BNtEs6;M!fF1AQYdQ`%7HFzCz&q-D_0hyW`w_QsxGIwA6}oK20{0q zptEH2FQ9WtBz9-LFARCa$0=KVlRsL>hUjF?rp*#7VF^}!$+v@8(S*~~(f%Bgv(9^7hS#lnE%N`UKCbM=G++v6R zG8_g0j{M{07}<3|zUvn&hv2E`75~$2HzA%|oJ+<=Mc3(f&M4Ga5J1?d=>7`88B=ut zbC`c}UP(sb_plsGoZUx`R>5g+Tu5GsK5)!d=U(VY?nOzP`29~MOt@KZPbTMI1vZS5 zYdP3c1db!$w)TJ2VYs~Dd@1hxhtgH4YdBHpzj-w>-c;dY^?oNTXspai3NcQ43-;FC zQda)k5NNX4=E@am{xe~Obs+(oHH!v~Jhw!n)q-!u+nzl-IZbT7ul~V2FPP;Ma5!MQ z^6f;DHzl}_(;RUB+tVj2@hl4$#c#F}A*~#UcFcrR+Qd~JdG0U9mgb%G-1M5}J)Ypq zf=dpEj&W|M7$2tHvTp0YT{eJ1lY7_Fx){(5d|p&on|?Vz&5yC^`M)+}1k^f7Y}{zm zX)8pnS|I-OJ?bP7k)OX{C~T$~OQYo+-_dXj#oZH!@S(3lke0ln_U(EJ5&j^d&!V;d z$wp$Ga(^tLBwCVZm&pEVD@4o~^&iv^Xn$)nUiQdga2hA+cmrnagt3{poZcy-iI>&` zlDGyFKX^rBr>IHkuY8Qjae9gb$^-*HNEu<~WbPC%$~eDM`MZ_G(DFQma+kPWF@SEv zUW5cS%Qf1<9~5!!pdcP!ro^a$3^GoVpz(b_```XcH^ZN1%@R0AXr&18eBvt-+%y-< zM8uwIlPt7;)x`ZlVfLr_UlQB@r4OccBs6p@tku`qScVvWes^WpFXoi|Ot!Z@BGK2c z=RsX!>-LQLd0eR(-M_4AMc6NAw2mLYN=(zJS%`wU7wiy9Os@+)o*rZoFI*V6JN;0; z`$E!2Ynj)%p0xe@i;Vn%ql?H{3O%rUq{T=e1DNf49lvPKy9>rqwUkE|n(c;Yq1HkM zL*Fnfj1IB^IJ+VZB%j)e>l8{YCKsKsm1mGKOuU!W{Z`abGpJ-cCi+lo8f`>7*!^ED zkwZ7dj24m(lu<~rpSjD*%J}zgr%0&&&9sV$b&d@zVD!b~&Tl>Jt?vTz9|ZeWs9^eA z+{SLL-=jeSKsd{KN;LhiF=*OhW0pJ`t$8djcnexv$Gw05d?&jUPV{rWRu3|c8C-<| zZ{b*gJ82n2BLdnH)EJj7r|<>-&80arz~W@K-I>+^GT2Mx926&{q2N_A-nWlla(!uD7E6pQf8lmwhd zIq3x-J2^g+(X=es*h87NQJ!wOJ*L6&F9jy^R$SmBE^q^7?8&C4 zCg)EVmlYU8&Wa&S)|ws1&q8|MbsXgMvYn#qx&EcRd}_K4u%yj(^aiOF5oF&OW_F`% zW4OtR>FRNR*0h%|(T$^qmP1v@0;5Sb-BsI&6P_d`QE%5&;Xwxrio9MN z-r;{=Au1gWmD)JN09tq!WO9W&VBDYjufzRmhJ;6?eN}NA;;l5+4mk@c6oS5_WC)XQYvv+Bs&lsp0=)!w0L>Vv<1&LS*dQlCAuoa@k5}I`*dz5Po zJU87Cz^ZZB(j%0ZWMKrv5#L0kj?E1{$Mz*yd(ov8@kbUfmiCD9UbyfP5eXwjwTbr? zo?m$DXeU0s@?pfrBpe{x<=@?)(bHUOM7!MymjMn}9UNYvF)BQA$PvzO#z_h zil*I%Cl(<`2gITGG-?F@Ggve>HfC5!$-s${P=5>TWIkKxp&hZH8Ry+GGTO(J4sLR6 zDaOFDjCgtp{fbk^VspNMEL23h=(^vZ&WD0H0po$UYdyyrwUm;0PP)oG7YIvbnyvw* z9yxmzB#TSgpY|kj9L}!e_#DTthW?IPq^XrH{_a~r?I{~5Jj)~^sy>=XK*bGa&7;?s z9BrH~BQTV=|LhM{Gcmaja=9;U6i(74$j{(24z*_<1=+V|O?%elk{37a z`?++aA1|PIWHlK&xo)CFH+)_{!4*KPy6)5EPYR7nRuSe?NlA(H;S%&pjypBO_+bDb zKXMQW5QQ{!R5-oK2`o5nE)AqtS;sIrWn>fIDT(p$XDpDR_qH+*>03JJWeN+!+4z&P zNE9U?2)>+Xa9)l%QrDTbQ3^!&PlS z>}$l^3jx^_temPl4-(p{*Wrui%KnpCH9$_w6Ss_C#3PMxm4@#Wt1dlW(FFl|>~L74lYs z6iWOKq%pL47?;KNc{~9rR1dz49H)yjU{%oEL_F0vbF~m{OPhpj6WNkrDmOW{l5$8= zGAm1VEO=4<8itYus+ZBV@}Md1M7R%QhIWoTXpI0iBL9QSpMrorjw4;v5!Jr$BAGmK zlN|Fh6_&NOlZ+tohKdsgb;+ru2)dr06uWQl35Bwc=*6BNysve5CNrF}r##IhdB+W) z`9szjf1K{!&EimmMrHK+g%To9qF;6Y1s$TW$8Hcf zGg(2uIIM>+PmSJ~d2^es@Cuu&A@lpRO2|5 zR4?eay)g9BIyPyZIdCXhFBXEUH4Hd3$qnZ|34BD>zy+bISlLTcJc|Km{f#s?X`<4j$|Uymz)MRg%s3F2ARsix z5o5RpurN}^CHQTDO4SkiGnU(LNUbN{`s z`?_Ae+8pP3&hz}9-|xG8KJTA3Sx7J$Uxt;`CG;DH`qckas|074*Gj$q0AJMA7a--i zgrc;j|EE+y5V$e)iLcE+)*P^Au~N$`wu*hb9(04whzD~&`!oqT@8!oo>5|_dQVlz7 zAo*CD(SW+XD*^ZVA%a`RvbMhlt-ntfZwF;m*Q#R_W-!Yx;qi57g5cs{VXN=~pr)ad zIPGW{iwQ>_1d><$0nERefjiyY3a;2;o?vz~HGPukVQ>Y~b>Bcm#vX|e0xO#6l)wRy z4G@yO9%$$Z3I-7=lREzO#!I4BynX7G?!CuwhB=IDj;V=>PWot_)nj$P2<$A(0R$$+ z8cqo959IO0w6l7#IfHwvdS%-Yqc-DPUb5VmbWkx$iIhw<52xFBqC;0cAxQ9mh??|$ z&?mreW&q)q2R&+P)r0qsfywZ*iLY6xxX4(&*5k;Us%SbDhGo;~Jei;s#dj|}3zkGE z?x2D42gy)@OEJQtRC_l}l3H`5_kdhf6+&@tzA1($>?{{~pg?p?zl86w^pNaqz(TeNx&vF|_5rd%Qdn?w58KQN|&{B(>5}1owA6 zBEm>6ihKFA4@4uaP2WJ^h;^gwlD|~^jZw-vcfL`mEKS8z z#(X6PKnTo8-5@1C#sDD3Pg;OOz{hw35|MNqbu*sP>~DgD6y1i_hKVLJMwm;ZCqHCh zD`Kcx;KwbLU<#%tFan)I+(OK8jG;bNlz^IfYd6QlOeu~lRTYwC1l_yqSr&$;g^AM9 z1|o~L3ZSfZr*#(6uMtk0KR?37roV1UGLFMqfkomw`ecU@JNLi$-Xa0Q2B2h@r$co< z!5(j`GhJOVHrS@+dk*WE0GZ%B4HrJN^0&L|H9U{boH?^TMozm$gc1Ioj&g3+yr+|| zYmlVubneo(?Z?)_MUH8Wx|B{{2{l$$F+#A1{lXVwZLWGXT9NY`Hwx2$6m)l{J3>XV z`W`=aP9wNGGfOKdu|f9cYz&g}$a$;yVnU4Zy1_^4u1XrgNu48Kzl%(oACs^QyE_yL zUQHNhWW2jKg%QZja!p=!PG;P0wiDVb20oA8zsob=qRv2al1|@uhOt zypG5vBIb57x=Za91^$*!IhyX1bO1$jqp;yYhlN|Z=lSs7f9SbNc)whXcBM=0U*G?L zd0is1Gc)5ztIZD}W|)O6!HW1&a29wWHR?h1W(CvL1F;zl_sARaO-mXm&^x=lziXg% zeVSiYkgvAD_FXLdb(xE^%R!42&64xJvg>oL>z*hWkLldE@v4V~q=ApVToxrt7%dcw zli!!BO9(Zr(6VW26$)Nnon)Ty(WYwn;Fij`-nx6CKAi)nx}WL3hy1yjHyqH{czqLs zgxF})4|8Q@?Q&d`&p#7-&5aFQw$N^=k(fw9`Gt3=0K1Sx_a!FTBBEv+J>i%=L!~(b zn6g*o`PdpQ#>j37lj#1Vs#omnJX*fpvj0<9Y_DXLxcKz!jxR$tbqA76J_s}BoV07T zfTGV@4kQ&M3=IgGOPs0y3tu%6;hpv}_}gQ2ezo!{j*WfWR#R=s$T7fleh2h z($o79D7>X1i=OCvOsbU3O4@3uZ65T+BOmVj9;^02?Nn`awwan8$=gvBR=%F2Ba^i=8=Rn$?BgJGHLF=_bSvdoB4At&`t7(8~TY(x$2Nk#%KwIKXz|p<(5O@VSqN z-iCGSZ+`ap!Wl7D9V2G7=*$WgH8B}y)e$$=0uUA&XzeCN3JSa}L(~B#F)?zH@Di8a z#_P~8bFx>OP{7jgE2a@PXD!hAy0CA?hE5ygwBpf6s(L3L!-Jm^Hj$|oF%$|K`k@p_ z`*e9uvoinogN3(|sGP^sLr`BSdv**I3s;do+rlx>V*7HkYk=9xPwgngVLea|LgJo> z=l6HOY>5#Q)6rQ$dbiGU@6zH-J;$3T@mu^XF${<=TfH_p%(Vqwh@6*GpT1%!w22C`~6u zn)jPK8qm;yC^Gkk*_1gsna?XRy@oe*K}zJDCah@V+Z-Z~?!fO7vFSL|TOFyFN3s9N zQ`OcW#Ugub_K@G$AAypT^(VLV6Y(5-Hbe`Jk6t)k=R)$|qItZOI}fiL_>wt>nqBp4 z>}~-|l-z0;zBCehQ(E{)x&fD1+JG7&M-qYfG|^@$0*JC{rAb;BP(*td5D5-575G{4 z0h-+J;~y)_Q;@jMYu(7}lhxX@Sl5Q~XP`g;t?drl?E^4vYB-Q}pbi7mv%2ck#HC2@ z#YO~69u2q-Zf>@^EbFJC{0J=9W8=j{)0!$QoQ*ox&k+`nxx~4Y9z8UrjU&)MPfr7GGWQ zNVV00Zb?W%8r87KH9$KF{NQkVCsn#WU6c`Yv6?H1U;=C`{OcZq@lnc~b{!wor-}vV zxXDOD^**WC`ixB?v{MyvSx`>P!=@O&@W+Eenz{$UW3E4DNJrL&nVWz5ckTQ zsOE5ZY{t!5vx3cvDQNNAg2!k3WI!-A5SyHwz^RGobe0+21wvFs#hlnDFD9jA875WJ z;9Z<5wKE;%oUOQ$S}A+VcjERLgVQAmA;sApB7!znv%Zs4=0ly~op=WPYDnn^r51T+ z+&omQo%14M>n~fIK^v}I%FGUXGP=K`y}c9q9;Hubq;EU0g6RFqhi6P6mQ2>e&N0Lq zhqc?U25TE>(b8IK>%bEAAX%P?$ywTFY5C&CcRCVLj@xn5-Rk@q(W6!dJcaw@Uc~1- z_w}SIFDC5Drt`){YnddlK&y&=>6M@Ig(qKc1d9+rtUiGbEJ@D$CS10BEYO4?N;~qW z^U`(sq~x{UYXDN|Nw6V`OHrtaFF<8U6?I70EDmP@ppEdQuU;55?s@17C)Kao2E|nZ zj4r?DJhyFfOy;ArNA*VI3+#JaN}f*>7helKk<0#$eoY7s4Y!OhV?xYO7F nVwbzgH~#N8%lrSo&5siz;^Bgte9^e=bTUTzrg~R4?mqEPn)+`f diff --git a/automata/plots/ke_GEP_1_annihilation_creation.png b/automata/plots/ke_GEP_1_annihilation_creation.png deleted file mode 100644 index 10f5b7c59436f83b2fc80ab7f4d18b778c8d19a4..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 29480 zcmbTe2|U&7+djIQXPPv~uq(<;p)zZbRx)HBLMk$pDMQFm?P^EJGBt^cOreaKYb!F( zY;%Q7A(;v1dY0YZ{m%P)&-tI@^X|{jo3*~&r^ zrBD`iQz#2YmM_J>#B(j<$Nz}g$!XiES((^58rd3C6piexFId@KFgx>`gR$);Gb>AB z0Wkp~zTZsk?5r<|3kqKR=K}&(w&w*!79UH+K~`8F)44>UFdC8n7DUNJno%gWfz%@h z)h|ElZ*j8QsL@z3WVriW4+B-mWygo77Y?qK3*zG8y5_O!+76#pT%HOQ3s^R@_$eN= zVL2sRbMoz)`&TyyA3Vnzd~oerxwYrkEsWw=v!ME_T~$wb-^@<`eTtjbA5#tKm==p< zs7pKElC+5a8-)Y+jGu`m>+R^j{GhB5r~l&Sv6z+q zi;V0w2J(vs`)>!Akzd|0-VLLF`{S}>6${9}d|UMMFbn?A4x`bbP|FlRdc!G0?PeWPa#x|t4fyA&UUzj(n{eI_cltvESZ#G6e@_hMtR zU#W?Isfn7cZKA50T8eS;rqGP{g~yzV_qSb9vuvrTP)RYXKKe}FH>kxj!R|_dFMIvF z+Z*g_HMF>Sc#h*@hQE}?#^+hx{qe~;T45rKa_@;>!vac_yW7O4Wz;ICu8=PN>Hf4f zJ6x*8_(03lw>(Ds{*-#n^cE?XG1Ix(nW+Mq*(aF;8L^F@$B*`n@6-Cq#JjrSkZf)i|H zVR_-u-$>;-{?{@F7B1g{XM(vuRP{6L#3CFRS;aZ1wGaO2?C9X)<9m_c`^>!ebC+J= zV1x`y+hZvgkqdtbiCVRuiq%TcJagu0`PlhTSIva1@16@69&bBWpX=_ffBDmmK<7}J z{a{9)fSkO1-=O*!(6?^(5>}{*3UHsaZqL9|= z9J^!ZPNr?!VpnX~^+9O$%=co!jDd{4jkxdMe_t#$_hWdsw^RO|twn`}mCfmw6gazR zHBl#bN=kx-7cNLNX@5JRB|JP3V5RjJ>8a*f3tsYZLd5 z9iIc5vb!F;*nPQw-n=o{%=z2fWwj|5TJH-A6lkdzo1QBOq#s$gZk=<7pZvy+8^h}j zTokjNN2`Jj-J%CtGN+U6+r9V4*!R^v*mv>4>bwIzE?OzGg@5%sjCNNZMz|vrXkNJR zLVEhEus4gCYC}TvGC*+_TgaV4cXzn${QCZ)_XBh|_oAFr({a`hd| zoiotVw+~#uVS}jC_j62}HklU%aC>@tOLb~gqWc&;28kG!R1l{It|>tp0= zQu$-shsLfs+xA=5G^SXHlHj@6s6IW`UyYcqiPaLk*p{Qe@1f%LWsG$Qg%Laq(=R3W zJ#XLk;~3ndxz8s~FD=HZEe9v64X666tEhzC-mu#_*N`c?+eN2!NMm%Ghq}MT&c89u zD&hQNr=y{6Q_+u|d%5N0kB(UHg)>`8<7mqRKGvyq|qDLWjCHs^eW`5v)DL^?Rfq@YxpB;_X&vckVqD(fe+#wdCv}D;bm%gCUOV1MND`4nW`6^i{ zV~VWk6xRG2>d_>V($&;_ea9B#*DV9)X4AvvGW$8UuG%ax!p$yXdUqWQ%Z0BENdYR6TjW9xFO=NWszt^2RA}ABQOjgwTQ;kn)XpwhSx2LZuWy)ta_dIDG|Q0fg_pZR9J7qerN$qXpLgN0 zSvB6@T|hNF=d(hgq~pPg6zZw8+KAnwQ#q z`NHLr?fi2y<85nVYt2`)OJ_A}vohS;UbscXR3-Xi?%Zsq&BQmOLDlap8{Kae>mE9E z=t?7Ze5QFVPy4q|dHKlKXZW;VzWKw)XWt9W*rC3J+@NiSPWvpIO^@yUQWm1u>AL3G z_qNC)xAIt9sYjP*w2bEx$E04pNGvef(rGAYj1YE@*Zh)n;C_=;Zp-rJ%Z2b=ZS#i( z?L$tviEftaV-FI1LIrobnV4KLp!Dvxv{|MS=Xu_}tf+`qYhL^NiVesjr7bViw6&v{ zcr{Hc!Va3(#ssEGBD=d!Rfm%3F+P8O`s*cBd(9rH7~R|*H;uaIW(Vi&N=56DsfjnQDnNclGbnHnE-FM4$>LdJ`v z0C^vlA-DY6%I6$9ahih}P5mTf?aIWuqNx760yDC66K%*rCck%*gOrK)@eR(B5|ZmS zqckNQc=G#%Qs*>J;rZ|BZ{Em~inVw3VJw@Gp#5f5M=my{*0yH56njU!?nm(mZmdI~ zzR%Bh4sJ*~9~>j>GIk;ERC?9}+mDXx9{G)o_dR=+gLt9fm6)^+03E%D(J z;bQNE=jx-=c8Q3fJ`zE}N^`p03idxv#r3|rEXn3NQYoMD<$*=fqppwdo`~(vG1PDy zQy)KXlHau?Z1(deM@ntX<)!1kGPBxRhOQ}=uRkq~(@Dzjs(aUKhvk7dOTo3)q@tu1 zw-0qA36gS^)oEOMNZ&7}F5$zcyjy{Y&w4|5{e;|E=lk}ayIK7`^H(vlOP|8^ss#(^ zi=2K#X>ptGm(E=rl;Un_X?b7RBA74MoR4;ercD)Zzaz{+CF^m=jvY$TrHRsQ&CRD2 zL#6dEb(PhkRDKaoe)GvXpuv(F=uMVpQE910UtOHSMXRRNI8(qk+i=FQ#!8`y&5Z@_qXBiRQ^>ZATg;TJc*A&B%xKZ2jA?~P_qc#g^_<8^7rtAJ?3xY^sbx~* z&Bxzg{#@=I^W$suKzYd>WS|*2z);O`p zC@ZD7Ic<206tDSLP(iyNM~ib`9JBP5%lGZY?Rz`)*~RUm1kyX!leet<>dcMDE(2mx z(_fQxvo60%ZuQ8Jo81bTf=3LiPK0iOd<0nqkkhgBGH?*a}a~DUfXAH-%Xj}}5=+sDC zhL}t4JtGN$y{fDQs!Y2Lv@|9g+8IN2F1jOD8G!C<&5MKhdz;gfIC@Z_>mP_(jP%AP z^gi_xsJfWe@+Gco=<>*)s|34iwG1^(OrFPQ4v1&ZPW7!^xiY3|8Y{iXB*_dlIwH0I zuUChGRcocUrKs05`2_}Q#9Se;YG5-U$G30Rct|nIq0)iQ3Gdz=X>p&M$(Wm+w(qXk zu5bNziStxXWU*pJ`{&Oa0gFQ2XVYs^X~vQ3iwo7Y9(rx!uflq9HQ_8TF6JG*A3T1G zR+N8ITbnDkHl`)hF}P8)&av0-{-`Uz*~d3mol)15jq;YFw8tH7D>hUgn^xbf(fJq8 z@b4=M9}SwJsAGi|{b)aFJf85i{BiZnq-veZLs$JpQ8HTqI~vcOJBKQLSXwF^?FOw( zX6{Oh%V2gR7FpVl!rh@YG){$)_nQp~q(82pz&kvowR^*sEm1kH)4lD!GGjfHNlpC^ zWZZKIWZapy>apusgY5y9);;62fX9#H8D)Na3m;Le3Vnj&(8Mrpg|n$?)Fyu2Z~^@c(+_vIPhl|y`ujiIYZ3OAg8>LD%sXN8J?jKp!?Kp6Kqa z-HH$Q)vnp!97g&c?``|*Vl-ltZQAqwr3am>!l@)41#%|NwBQIle0()8bdu}_(!0#j z=4tpu@WebTjZMhWCA}puLExiDFR-4>P--IBDr+MYHdCt%=ccqs3w7||L6VtKL^OL2 z>{5RG!nio7ho&G4 zpjAAHt`k^&9(9SG#GBo=?}Ex;YqqG(=Oc;_M0x@mDJtWj2BP-8FD$uz_KsePc?25z zo~gcsdW56s z=qdsRsYA~ag_qFdC(kw{UG9KJc{k#|y*&jHt9XB}oY!W-I^Kk=r`_GANDgniw!Q}D z9dC2b)qJ7-*?PDje(B->9J$sZ@)%9fLPl*gk|FThYkKDA4B_ z{#`fcN;)cg8l5x zMsMNt&FX}P%_DoHI zO9N#hg~S`MXDvEJBL}WEWnl-eC!-MVEjR^==gp}*2bZbzi8~IEHR|MIOA71GcGqng zsMMkLh|{{N2!&cem`e*6QYf-Fx(_Zp?MZq9fbc5x1@RLTmr3e&?tXHsgdx^|isFN& zx+X@0x4$jd@Y0tOzv9j+@{GS+%DvjCqOE@ssizfkYZqR>*mr6;Ed2G8Q-wy5$4vkPr3f!z0*REnC*nJO4&6} zc0|8aiq(u$67M?K&ju!KUX*#pkQL%jUV zD|Pee6IGJ97Lt8M*^+W4E`JLnoKoq-{h^u?w6YI(*o^PUpPY=XbYxxVX491bKNCo*ng8Md<-SR+H&yMRHY2-7X46l+Gei ztTS3&$Mr+&2eXEKG~-X{#ALZnkL|u_fsC2)>E<>Oz~0sm923;#6Bq1vL!|*$;7OuDq?CNbMRb>ZnnJ)f@2M{$T8CW77OOSK%>|j z9r?KG$>Ccf=gU~Eq(JMC)r!!p$YYdwaqr%i?C(Xqy|uBy`z|(y*Tw18n?A%7+KBfi z8{*g(mo}9(i{zDT+gYUA8Rd%lteRkueWfVFuIDMiNJxD3h>TADxnjfFr%EB>X74?j z%xj{$wF3V5V>zNo(S3F}v^HK}!s;QK%-TP1tg_Erv;P?FCIf2>PHBqgh63v5ow|Y| ztN01vR`&W`6q8$Q&c_HA#d2v(y%?K2({HtRb)H_qnO9u9cgq7}rjDmhtlN3?7!4g( z0(c!myq&;Wa}D%ngz^Eb9}GB4dQTDCj$@phoZK87NBH$pYw$KAfBd*&6_V{T-kZP8 zN?lz&;KII#&LiDVlx1dWB17hh%mB}b7en93V@&UQ9E+pHIu5piW+MPz^lbj>&>4^~ zJk*SKABn8c_gPNE9Mt)0sbXUCh3Y%>uHzIf9^jf?ei4uZR>L69AX^vr zMyu|5VSD25mOc6O+l4K5)r!tN5y5s%7t?yMenwKyr#0DE%55g#f?V_{xDQ^0Byf40 z^p9_OYO|7Vb2E!uMa%V#oPYz?R95D0qh}(7U`q@ zp;b=w?94Q;w6p1af+IXllcG>AMxLKR)ZCzO?gIXHLi3W^E6cP|QT&r}Wn z?Af=sM?HNL&KCHHR*|G}n+>6uod%|N$AZsALrE#kHv zf1u4}5jCp{FA{cj`L~HYK00t*F0FBMK}($8ek)r6DnUm`B*|87(qNggj}Pi4def+m z*48gG?E9W0C^XII46>aIg;oO?L>CQ8xzAq71}jH0-<4ek#igZz95;UdJ)m*7h)7Ll z_G?S0(c`Ha8!j%SsQ432VYC%D9f&lAJ|Oh_XPuVu!8Z4*eYTe_jdu7eI~Tkxc=wJp z#yUDWK*}1PU8FrME2~48xm3LdM$(JP;;{*iFspvvDzk8-1X|4zgmZ5on3TH=WO=y_wQF`WzVGO7RPBN#yv3IK=F8R1k#5rr{uRci%7#EYS*nY z(`PtW<;ld0Ty`7`G|_Z9oy8J-hQm{3~*RHdK~q znL95)ngB}yLr1^b2jPNB3ZApo8;=EmzkH&76D9YBjbCZkfS9+^(bm?!Pjx(f`gAng z7mx+%%?7=mix)2@?9CKOGdxZKv)zSkLZ?0UUHB^u(AX&rIzabmy`dJ$LBOL&d{l8X zx|~!)*U`W<10$m+1|Z3J3N&%56RJJohB1w2>-O&5Ta#vGxCF;VDgklHpJV_CiEx%6 zJ*ISM52#PbNmq6SWa2rUOKVEGJaooN2Yu)!fm2Zy@#*;zL0P-#32~2?1Ri)MfH*0y zGouOawP?ufTAjK`@tJ}iLYiu;YrIsb7nNuQ=-Cpz7GYyE90%k7JK85KXT&{#@#o;K zx)X~9su3qOIj$}dk&zak{=A_J#{Gea+0z0xmlNz)zFh@8OIXH!Mdjqllg?0s0)v8{ z&rRpf4VQgveR6mip_U0Yu6!oX#KaV_WYwmqu&|E-GD$=TKxkDG5Q-Q9oQ`%GA0U@T z9xoUs3zWp&AzTA7vGG;-e@D^FnW7Yu(>v;2xsny1_5Ju@AHqe6WZ|i?{#c{Dn>_{W z?)1I})!3<^MM196&X-Nfu7K6i6udGLEFDGv`R5@BQ4L))^DFnx0*b7Z|APnSk0uP8 zU!5(uga4TEoQ^_Msm!pqXh%>AOS1VYXR}H;Y$4g(C`ES-H6J0nCQs;2oBLeLYZSmc zKoQTdERP~C?~qR-{f*b{S)Dh5a)6I_g}S>{9Y7wiY6hir6g6($`t@g$&1;K}DJqJd z5(rK!gL-pko8{}brd8p$*D*7j+x69zYA2qfMyHN_Z8(emqG0)o6?;%7y>Xw-+Ud5& z(b@u;U-v#ce2XDsj9vQ5>&h&rOQDGfrN53TDeXfKbdJt>_FcLIeps?+&v72d^skA< z$7|;x)_IqONNj_yakTomqWA8{m;d}wUM{FH*j@Q7|AXI7Z!{!%CP`a^^&RfN!hP*M z8+DsR(TYuZQE#_G3&xLZgwWFeA0q43qbAEd8qqA-fx^CV>sIlZSNB-y8m<49n@^BC zxVgEh3l@yDOf6bJvh)jz3iO!!4fJz<+mQR?yBF%Bxx<#VE1a)yU}F=A?%r|dk3WP2 z*ZRs&bp}5jH7VtoJwv44nwYO&FNj*yl|0<}<_bsmniE48`=OA0+0`v3rW&av*H_@H zU}W^=J+MDTlHNutr0H0?EK?yjt$t$9U_TT{zwWzpQ&D=cZ>9c3G;78YhCvnJZiS%ByjKLJ- z4$zjTmsd4GIB2bf8M;Qc-n5&rt~|5FM4m2UKi_#UffF5vy0deJqfWYQ1V;}5T>ytS ztAys^IgR4V{g02z^rBM$QKs8FUS<%p=eUWOO zUc9=Gl#-s&rSWQ=)z=3UgzrGzQwZX#gpd>%5)${*Kftn;x2CzAj zP0G2OwD2I$;!w$XQ1)qbdJVKrEs!!33(KkK@zSy~O=x~B47b2bnSY&7;@K^4-u&8h zX2OP>uOv$wkI7@{2P@k}mn*MZUIR`g4K-07kgd_;?@Dj697QnbMFM1r_q|9;wrmln zR-tm&ygDmS$~$n28i-DaVw!yg^v51$Q1aRGny>WKF_c{9J!gLB;NH3O@Y}a<%@J$L z*=X~CcP{q@oG9~3+ib<_Tii)2?);upR#p~&b0_@>>igH*ZO8%!=xxi*1@&(JBb#Vi zh5oziC#LaPcC(8{|MuV24DAT%@q zd`75&U1m!>bV#cZVA6?X4as5`n~=mi>@o)J`QF3i%%lm8X;;CqRTS~8o-2h!l$=OQ zWv%bLjlzqiL zrhM5(bUTJFi#QIPS_6LEn|WraQvT>s^NtUG%=;}LJ$?F=sH)4@F3aLXy_L^yaYRFz zBXS`))#qD}}%z^RjIa10C}zfR&2w3eZ`OAu1evBoSQ zKBhP=uicIK+h6`O{_cj=KSh0v$tozjb@Qe<66ymf7l-ue{SfRGf(7EDztP|Ft{n$& ziLE}&!=`4OMBU_-K7@ar*kf{e8S~QhcK7mn0+{y;=*qaATDeMiKO6og^M3W9Y~De- z!(`$WO*pIR!Yf;GMqc4duO2DwULmehKJPWLrwC^)8f7p4KX9Pzx_w=2;i8CbmJ>gd z3C_GzL|ylF#m}4hH<9mq@zrdby|{2(McAf>3$JM5&CO~}xgCpb z_dWD}d^wDb&V*2U@6tAW(1|k=zigdTRaLc-on7!Yn|+wTPP{fev;~W1$%2v%)Q;P; za`ni>$a94|7nk+!oqvK;BWg*{aDu4n<73a|< zCvorHo2c8kR3(Y-#PX)tza?`S{ymrQBA)b#Y)MiCF@ zcW3KxasT1`vb4bxT8Q5J$IrOi`%HHP{Y4KvE`(8mnk??{H43y#U1p2WYN^Q%e~3{5 zpj#kZBts_;-3KN+(oiW3IGk_~O&8UCsiw;5-GkqvX*02hYq(mR9nKy&Vc z)~ZU%G9*yqG`Mebj2zp;{2l*5N(ZP14U`a)w5@a?dS&-PX1=l6pkjlvaDymBQ1DLfYRIttY#Yh(!x}5D8z@Lmc5EQ> zFma|ap)G??!EkP(KqjlHx~eL`&+iGu-^;~F6SbhkLBT1}NS#J={_f!;1ywwnNg~Dg1 zy*A|uNidUB2(h9@4_%fdUKYZ~hPcm86766hXWBA*sy9}2DhF>cIPcRp0RT@0?;LjW zt&cURCp74KoV#~V2c%fF8GuZ=%fZRPag2rlS7yy@8E6T*dp8WoeDZ=I7gq&3plo|3 z;sgRC7z+Ls2XQ}EVNnQS?L~-$<5WODOiSn)g4IQgP8~XQO*6ruzvVHo79J5VC#M`O zfJS=?;DC0vP_Ij7ZqgS$3HmsLRV28P)VNDN8z|)au*P}`WE=yeuZE;YLiJqsRE zPh(0f*sjCgfGBX-oy0;JB|>SCp5;)T6HG?|U@Wl+xxxLy00^5_F|^IzxM7g_7BCNG zeD>reuYCLAo81w?27BA@;;NZBZsl$7ntOccY+6%bXsDI#5lZi>^&`5(RM-byR=_dy z{h3NIP$I@f0k(Zd)X`&3aAofH7{!XXw?fY>mQ zlk2?Cvejb>KF}{O8^SL(mG~f8haLYl3kDV>=?l~s+h(pRVOS$8^@hU+2a{z&{ULRr zmieLs7o~R{J=>swl0xvw?l`OXM*g{n=jiW{d2c?F?9J^L+hz;szEctF|JPEm`;+y7 z4m)w<`8#$vKGKaCj`{CgsKQ2Yi;4eOzpw;T2p^fdHH^^9h5Z-aQhoJoOM`?zefCmF=*9JCz?|GHPqD~7y2!T8a!5ELt{(hv?-bUNuhkEG;DO^f7)Clu4)esKf~ z$y>(5hgL~@XyG7&k5W#Hlb6lrJJK2K{(@Ym>>_!3dHi2x7kuWI+r9Um^~ghi znwH|0)@|C=*>R7RzLX}`%&&s0U<84SetCz?`{w_$0DpNPZXbjqP7A+x?>EJJLJv4t zh1U7Md&}bFRQ2YnoPxpQhDsb<&7VznkLVinjSK|VHv^Y-?&j#6+yrJ zHyiiqz2M;9U*921nMbK>wg2_lqn3{G z-@jkm$n2c`^qJm=_6C9ZHA}maCKhrl@P4|sQl$T4)+o6X>$Mc1J#l!w|D2R;QD2rR z1)@DVIvTu`CK@Brb05}*>fPb!d2@9U^8xEH08!#51e*~X78aJuh$k6lz%8buYd0db zat-Tm!Nn7XpLOR59Ha-d{y^$yn;we!<`vFMbdyb=aH~D<#-VDf2oDFh!hk-UpY1LC z9KLGLfa$J-QZovlU@tfbX35Jh9bG`|EoESdLQ@(CdoGb+zLY*BVrio887v9Y?hC1Z z*>2FHM6KcIX4(P+CGjz%|LcLDv*y~8RUNkJO6l20y_vbUZ-1Nl?%lg%JQ;DlrTg1z z!0S5dyG?fXLf(aL8k=HK-wXQOkAvu}O=(v3VD2M9*~Gff&0-bAn3O-(7c4kNlE3WX z!`BS1!b)I@PQLM_(RHGHlWy$x?c2;!&dDg5nLKG}fGE&_qBUYQGk_nmq=sQ0qBZqv zq84Y_H>FraCY6aRz(nHDLCQ5aEOiiVX-Xip0#Jv5NkhK)J@}39#NInkIr&QdEzyC{ zFgKH&UiJ3+GNPtu0}}M2ToB3TQ(h zkd*UC1t_agc>Q{Z3fSwxc8a*q{#e=6jb7a`8>)71Yj!3PsolYUC+fzDZkh(22DfSl zvjx4Nt4JNI;Qa<`gxNrI`qankjHFTl`{@gxFB`ep$9gsw!$XILwdLM~CTswLpD*NV zm$bp=bTvQ_mE*@fIkHJHcb&d6SVVDLT36HGp=4;gQfZcrG;385szvR4ng9K zyjjG^h123i+~pYUZ_+9(EW{l)i2%cbSn0mK`>_f*E_gL#Ixo}V%9kh0vKK;VA?C#6 zf#;2l$+FZi?}NXimYf1P#T=$2gnb=Mt

    sJ!*()1+P=HV6_HLH!**ko`08(yD}RzdNhWl;Irv@U@6ij0#?g5 zd!t_mDJg*^RYLM{ZO-Lmq1W_v16UVR{I3ya@ab`69)Fvxu=!cBSFT(krgkdL#Y@UE zbZU_U0?1?!4-X%V>zMVKd2&=oDM%tZa3|+Xo@^ZIX4D6HMTp!{D=5Q|FjTZ6=HuHa zoQQc5YjHC+j^CPJGuiF%$lna*{Xe{BZK5+y-4nc^=`3gKE*+kzZ1^*K_-U@&U z0h>Mz(vzfylU@*${!ebR=m$$K$=&039RDLjoL+PEc^gQl_mvOWgv<|<##`JCsG|_9 z7$bl=a=HiEOrt|X3UGe4nx|F4pFxf_X&jxHm@qt9U8_7~waz8$U_oqpds247TJA{UkuxeWm;p}{GU>B1kAL=%eC54VT8q1*HFI$%@&u!;SKiJbV{UdGH)0YXHU_CgX|ea_xzVdv4ksOxl_e*pq}cRpi2}E{y1Nr`kaR@B;|V?q z;}p#g)s@{Nzh{>m-ESKeOq@R%a4*Z*6a$U13yvr3DAEu>n$pPCNDm+OGcg0{-8^O0 z_El=#zOQlGPHCaYb(9C^daV1kqOqRSr<+877TGLTCSFh{W$G8NIE)E_-#E*3qXcw22`Rl$P{J7QuMzspuwfcJ#;cL%uFM21Q7C{ ze3UL2mjLuxbho=j19lDaM?5k9*3<;B(AM-oj>o8(VWynk|l%$*x+vHVT<( zJK74cw1WuwM;d2I6Eyr;WNFLYDbJhYM}TO&{Fx}zx_k>x_BI}ddj<>yYS7wPoC1W2G6aI2)!GTZ$X2{~Wm_L=aG4J4CN&gH?K*baWsJUDy6 zn*+q86&)Sj9-$|O+qtEonq+Q)?-hO(;tWU1(77i_Uc0RA_~OJeTZF?CO9ZGzw^5oe zT{&AlGXDA2|18Uwu2gXc&@23GdP$q`njnrwv!_Yp7TA?vs#`LO9E52azxC6E1Syn< zDr`F#hT{-)$MUOS?>_p15&{-#CP8M;iXi8W*_`H6fZq$fm(crxHq;oOpm6(6JDxy+M+K zIs>}vj2j|!0+ItxHX2GcZj?qH(ckgaSZ(iZcwjK~%zoQH}!-hN~20 z4N&TkwcY|Bpw2M^1KaNMa<9BIBoGE4M6?H|4@lldfn z?pWE0=7CH6@RrbG4))R(DncwCN*?kQef1qTHwCntrOLc+-S2Ea{o+d|I(ACGGYJYQ1i5>1-sB{M1s2f+r_II=QvYq^tXZaDGA?0^mbd;37LmM)Q?1uhYXlBoZ@V? zOazo3=8ugy^#D@6VV)~fW8(k7IiXl`o3?kh&*$mz6ToIV(9c(#=ifQ7eC_o*w|QV#^hsP?Tsb>rYD4d(oMsa4%Th(rKWfD{g7WnPj z?w<_s_R_NVEB@NBjKz}FxqFEY5zs@N@T2I9LBG#{R}8jQ)Dd zzM2Y$tECLypFB+H0j0-(AdZv-w2L%eo;SzGon{r6NJF`D;*&fB*gd?ovuLJ8|A|9DcB` zl$iHl*@A-p*=^y`9{G<4j+vrJrMdJ4O=hJWxFRKd-)=CYtsioHCNb{+(d$6dglWmS zdETXkQnTg1hVze<bYo;|xn zl~=xB@R}m#{;vj?-)#>x_2H%vw3~$NJ- zOo3`~fMz;6dXhJyzYZJJ`kOD~#N|)leGiirzexeyjqp#%UAdwVbN$+|Pm%7fIF=IX zYlB*JZOlxR=ObLeNxFdT>t~PMSSeDCneFUJxe@}WQ;rtt#pL-Iy)yVk6aG(DN9fC3 zRwt*5l-geoO>}BJQwulA`DL}?*Q7~O&3~SWx=T{;DdQ^d)N^_d{?XC(%XA(m^CxY_ z({C{qWW^%+U8Evq#VW3Z14$w{>4sj+$h>+zLsXM#L_aN zd0?A~7ag71AX8mfF8{WY+HDyF*;WPD))o#9cp^H`vdNv?uxlw$t_=KQh*2ahp^{gM zECJ(44Aevt1FEb+;Icv$E481v>nRdPHUbF*1O%k_Bo>hts57auFmw@55-Q7N>s~bg zm1tzJ!V)ooHAO_T2Hj~`m#C}u(lmq=w8+4*i83J$V`J3b`gR_tPdCVQU!gA}4E@wy zXlQ?44-Fj{{3#j_lu3ItM<+xH6%CC*v56i&$mDW_{UV3^K-nY5x_O0xdXCaBeLOzV zG!u_lCMDu$u0y&a9+DtkM(2>eC(=(1lO&JZty^-iwv)yJa$VHg zCy@lR3eq?T|BKUqh+boy(fi`eC`@9g_cIgt_Uzf-cNin#t7Q7mWrIzgFF$tTgf9oU zET-)qZf--y(m18%!i5VVy^uapMh(|+l|U#WhllmcgK{&!i^Q$C2)otI)$U$YwH()M zUlh3JCq6!m=%GkDH23%sdOHCkg#Keo%-!c@8KGcUzRAR~es6&uAIbh3xJ=YiuooW* z>g*F?RJ8bG+rzwn`qZiTqjxja!MeZ{Kp1=>sbF)@;0YIEL@czgfupoh9m%sAtpFyE zNOOT*6Z%H2(8}9C;r7#*IJkV=VeJi^QcHt_Rh-5)_Y;%mF|9Oz_~Z!-Y#5_m4^6yu zQ!|KT{2y<4=+O|jjOFLy&LVC{CT`_RMJUk83i*c``q^l3se7_%W-18cHf~9=b2kZj zZLbaQp!~|5JMU1|l8jjcc7O17i4#y@wg{odvhHu}b^P4J%bW0{W$+pj z<13`|OQQo2!=gwZ>gOBls!#yqC^98-ir;aeph8pdSlrvUOIdt<@5uob`v_42(+nV-W_TfQJdnM8bAZyoK#Fb8GqD4brh!!7R%Pf>{;uQF_D(ywV@nera; z3R)QgALzwN%+;dpM)Z$%gUBP4N_d{z>KHtb?-~wxHLm`aU|PzdynMKT6I$_~-O$zL zu5lG0Aqg5GN3IYM7>NxF_TFQ=kQ~|gk*qM(TY89o_lHYRp~un;{kEiegq)}YhZzy} zg6+)E%NG^1W(@;PeelwYg0=^5Uzt*xHzOH;-L=%9{zYcqu3=bHJ1`q|t)7yZN?JGq zhn(O_4z@zIa(pQ>sD_xAo*(DUGy11n4|)oS12(bOhAD<%&brD%uBt&u#JV|;BL~RH z%*tVS?!vQS)`|i^@JJMmwJ4+jC$}D*uecvrp>H~jBc;2FN){kIMxn4eX=1U%LE;NB z7(5gi+jD;egS`)bV*tq%q}$5gk6G$NVpEFw9_wLbaY2d7n>9@AK~k_7VPBm*e?GEK z2e~cS>rd~s;RbX&R#Y(K;9{@fP_@kmZgwj3s&2Y|gB;37jRLGoR&~dBr)`v*%gt4!qz)ao+O7hr}p4@4h2}GCMVal zfa;-0i~zq_oZ2BjH6Bq@N;FGD#2ECD_4640B@)e`lEGMgiwJqunjWbXvIM~ z8mRbYdmfaI9g|JdxPe~H*>|epn>{3<#VB;^p61e#6QWQ|U9nYU*UmgzK=HrHY^f+T z%Y6h3KUu)0RDxm;2ce#Zlu7yFGkM@M$L?LM6h-v2?s^2Bk9%iMERnxa@sK#ej{|X4 z<7&jmB;@A*n2QCFtJ>_QIoA)Z3?%u+yR zG0?4M8rd-WZmfl@nSp#_FCixtkpoP}As3M|)OJULkJA5aDhU4iOK*koEDEG`oz9_@ z%+dU$^SI+Ywc_=mntt&ri|-{PQ`LT6_^(_dxk%0_>z@C{huDf=`*tij-tUiTX8wHtc;D;2uKsXcPLJm~&;8ub{rmpD z-_PCgpm_V{ojX6}O$uK?D|z+JEv4&1mo*BLVzsx#PliV0G1Tj@XHUAKZue27?X?BE zod!}je~28IJI!(yVq>+G0x}LwzHXvn` zU1tmajK$*`qMwx9friDZyW(!)fbmipC1X$qxUTm%;Mv6`z-*E%PO`+r+Xlyu05Lts z{g+_{ojas4^fj)H6ksb zQluPP^gHH2RJw($ybY3Gh>k<$WVd=m&o3NhZ~F6O+B3b8#8K}M0`-P+)zcQ7kgezi z@Bb0sOW-rpLM*A!hzVNd_n|sN6AA-Kh4yR zk&=jh^+y;_k{dd1giz3uwv@)}Pafhvx^iR?^g>&5pTbWRGiUNu%I@dNLAum zOZhL{E1^4}LL*skcZ*<&(}=-nh@qhxEwzaJ{qrd-P{f!-4&2Kf&!{VwL`cfN3tZVI)6(?>0~CR}apFdK3RiMz@a5{)F-+07f?sLTF+T{D zlrTGQGAiSpJ<7kSALQvZMOgsh!qrJIUf#G}(J6%C?IA z2AuDxs7!{?5%SvecQfHCvn!ikCS3L(5!zD!bbs;HSmGt2FJunyNeUc@&`qzBHAX*a zS>@|#^J_zcM@qb^?$s-^;_j^1Ge2Y_UMey0Q$S^P>{!TMU?YEr%4~bD6_?RC3m(ij z5OXL{3~Eq_8nnaBfbLxq1Dn(WtkMcv^3KCohOC$0=H* z;>zMvq)&D%d^2L>`YK0CADu@Abn;S+jAbY@oUY(qO`Kaa9WTRA61^(nOm>*@)fVpk z8SMbkMwlGai?rbCd1XJ{-7RbUWSWPb%+!KT57V?=>%jE3CWaHtvqqm5EqNmsq5J$) zi|Qj$Q8UA@ahkZ`_>eF(^-`~@%ITN2Tkthq#F879d#0vlqM0XFqOfwXTfN}|!#`09 zAQ$0+06X6EiT+cyzf*XI{6IJ~+xllt%@+(zQWggWd1EOrDGTOwju!HR58pGg^j{C5 zIo#L(z9&3n&!Xf<0q;MwA8xA}NkFPUK5T)_P@iA~-HEx#SZwu3T{lI>F9r?iO`+1t zpUuT$0aH!Q(4(YKbY ziJX^EeuvNhNXK=o_RCNc%}l$#+S6M3!fxsO2_0gk^OB6|%j%t#77LD)JIr~y!_A%_ z+<4_iR`u|8nW>#U;@Nl!GJB7+x}#in+u2X8u978oaBVzJ)$6N%r^3|;r8i!Bv* z4|ynjrO{+*3`!snc$t+)x*<@b3`1u!p=n})n~ zU{K!6$=>Ol$(xaARi2%~+jXC9IZcq@SnGBD${vMPNL|1Ph%o2qx&U_IB!KYH=_5WO zW;4}AOKREp5i0A>R&P*c97gFLOV9^<;l|m*$j2kVSfwU{E@4L1G9xv@k^FlKYqpJ2XYZ=?rc#!CE!H za~^lkIMNf3Q}E2wY%35}ASW`QVl!NOZTvb~YIc43qbbgrW|t7Dr6Wt|KmLz)#R)38 z2IDNnLGW%PBrkjvdV4Fu)1@+pa1q3CKxsWjENz(%)fRBfm#(jWSZUeoP^Pdioh?QF z9oY0yrkZkGv0?$$IyXPR$T5WnY!_@*R#NNP+LuIqb;Fjw6}o1^WMp2y3nGUsFGrMM z|K%4$BCR!RY{=q&;er)HAhhI$L-o2qf2&u6Zzi_SF{>XYjV4(CA7ihB-@i;#l;6a1 zy(PIwlcp({kVEW+8v$K&@*loNjR_=Y4;5UTOSJij#XGlgtB6+#k)op;J|nBVW()6q zne0IjLz4($3S{rGkR#Y#qypRqOeBlpk=)MVa7doUB22wynd8~u`|Pi)lY(6}1=z#m z;mZ^q*pfMIK986tM%GJy?yxdiB<#bZRtkg<7aMsTf(Zt#rXX_j6F{`_p=mf9pJb7) z#OV;gFv0xje)7rm$3f67N;erBqghg1JceQ;4_n#rLBJTgV7&ISl~G()a37U^k@l9) zCF#~lI8j9_YnQ+-6mqiZE6^tAB1PC$sGfA92ps%#=)rwNn=$dC8<$l$>@{;T&fB6w zxEvZhKu2|FhdS96}+K2d?z?D$c}x8>X%DL8RgQ zio+OW99U9WJADEcL(iL_FX@sOH4$bv4klnYz4mHaPQB{i__Uj z5E$q;@abzLAAy?-Y$}c4OQ0`d7{*(OBwp}U60P*JY#TbPlLYv%1^gnII7~@ULu;v} zGEbCHXYsVJFkh7L`Fc?wnQ{ql4>v7TEONM8LXsjNvFFW&*Kx-N@!-aSElN>n%2uGM zzJt>^Q5NBFeRY5aK@0;eME#G%L78?|Nv$&#AJkcb;zhI&@-$bq5$J&;U3Yi3(CkZl{ZGSlB*fMa1Admb|N7`57}LO@%)(XBPC+CH5o7g+zj)BCYJqW_N@AoMJ+%;DNWEdbj(21V@dQeXpuPTyPDhDW(U4~=`^xSD)@bLFhKP^Y|r zcE(;(YTu}?b1`aZHri4@8qVfpy+TAZ18 z5ruFtZKGuxUbN<9o#oR$3>aqj4a|HASR2ptn{q06t^Dx;KFT|CIpF!|q;tXOxn-uF z^A@sx%@~jrgBDjD21gt9`gmBH1@>P7 zJQYWcXjWdkRn8?d7*ncGcz$&b-~hD8fVTz)R1^kOZtbw8{)+}L>Y2XF^iC568MDYX z4OozztgOY+(V*|g{=eIJ2s@}lo_X_aOxc8afRLCHDRD2hGs{DTe-?tpO#Ha2U^G?7YV^KnL&IF8HfwL8V>_iR8dy z+pG`wv8B&BfNh=@ym+yqK`9|DnVs}nZlz%t34di^c}95a!bRqtA=j>v^H`HlM}5T?$AjY0rV&kg0Iv@h>TX|vbB*o7ch3ZD6^(auP{j#9414wt z#9icE7|V@4ZI@)($|djxLY#dWVTmygZJe{EC_cYEiG3Hz_!Gj;5uOfSpcn^ye7Epy zIly7!1?P7;!ddh-8ViBIUBoLJewvieU<9Uw< wNm&RxxC6dHKm2dE*rUJjU)ZVd|8|%G|FkvjbG9ii;?pUxj7-)i8rlW?8&<`7x&QzG literal 0 HcmV?d00001 diff --git a/automata/plots/ke_MM401_annihilation_creation.png b/automata/plots/ke_MM401_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..4f2cddd3a3c666c9eb1572433d717f818151637b GIT binary patch literal 29472 zcmbrm1z1&S`#pRdTTw>^EW$wPP(W!g5Dp+9DNz#QS*=L`Q5`_N-&;l~h!MijTj&x~Ijt zu8XNFyDKsf|0%!DP^!N^+Ic}{*@Osy(jXWY*{-4-Bg-w~|a`%18| zW-+^av=6&yR(U;cVVvPKWF$Q|*|t&2`Tk%|pFo7&8}Sb2J&BQL3#JaXm0T4bmwll< zp3SgwW!<@j%YB2=^wJL&ew)iZckW!-cwU?5w^^q{;bMnx-@aYU#xC@mw~^>n#>evhXWrf4yL_EMO$;?~?316M#pe%CzYckQOZqzA*Y}b$YAo^AwQJF1WA+2h zxw?V{lgG`i8aSt>r+LN1vTBOB%lZtA-J^Vumkb$de=Da)Tjb>ToYMw#Q#`u#()zpH(t)L|Qpf_O~Y#(NmQlg1W-ruzSti zb{opqwXv~TwrrV(A2a`0=dH8M2~O=VR!e{FzH3n#{X3?Nanq)xzSLaRTYJvR47j;Z zb%a_pK2AAz{=CE7R99cEt}*}af~x1XGkM0IQ}Xi{F{npKI54hWef#(Mi_3cKBj3&j zk4@nbb@%(M)DGNnh;hxDJMr;c<5-+8#F{xHo%hjd?jPH)Hqp1XFX)S%QLbak`wYvj zalPP!)Cv>ogzn9*@#mJ<4*Q*&9YVKm-O9Lj?cKw7555#)nEldtHfO5y784s=>g1$z z{#ccAtgk-Js&LkkRl@#7(zLUYQ6#gVQL^M<*4?Ixz?igxuS$OF1naN>{GwWFiMCBHSHpi6l)LY=Kuw%Ehe zWHw(gt%5?Tp91%JFPN?|#^X}0K+4|_c=YxWS zV-?svYBVRFE@rR!RO}~;-;17YF~HSTn2+&lHQAmjWkKl zWo3=qN&|FNRLVD$Zl%tC9oHlSU|z*>rX^1=t#B^q_=ywa&z1{@4~zOuyYI1TiYH-W zc6y>7TRu+O?aQez{S9O_S5;M=%s5(`>vVPivprP!t>B(Y*q!d~Q`C{B6XtF29-q0D z<2aCbeWZ< zc&~4Bap9bwR4QIoRMhWZB^`qhq{grRnD6l$vhkJ+=G}kcRBRGzxP$usp^4v`wQJSf z&YEc7>>4-_J0&d^nA726r8hKWU#P~(+h=FMHu2Ewo2Q{;g9$==&4;JwNt~J;E@eNO z=lmdCH4c$W+QDzyh=gCUG51x+ zdt>+Ei(6hEd35T!u1lIx{*@8jwbSt82M-*$@X=mE z+GO?W)d!W7loCEkAFha$UXfI5F@r~rd>A3=v@ye?cEmUB(F2ykG(?j6q!#|nrsD_X zz7a+S9LB7=m3^BTRolkF@mx_=RbXdJ zTLlu%rmGu-P1hegb}X{u4x;11t~U`YiiEBp9&eI%9TV#t^}n_A#3j7QF%~iFCqfKG zSy&HO5$m06&EMX+X!BaMo>6>{sA%oAljUK;aqryTXW87{^76)>vqqOEJb7Y0TFOS; z)ZgcDddY?lWETfV3=C=7)bsUCSeeVDS0e+vG04iwp1_mH`!g{zI_DePwDQKzs&WMk zMFq;H3s2<>29Ry9u+E8MW`ZC?Tb65j>B5CmHSvcNwUa(cbhUSNSr+>;_0}eZZWOg> z=T=ixtYmd+x{aXD!^``sFB}>8zRJ+yy06=JGVK30RpC{WZl<>3(iTit1JeBtpQ4Yo z9{H*f5=RR?^S=zW8uw1Tz@o+7Ym#&YYg6>=H9em$T<3gLs)B<#q1()cr1r|&`y(r| zq*A%5TefV8^Z+D5knTCRT!6%IrP}<$M>gcarbar*gW;bp@j|_H)84w2M)TG<5!Jjx zVHa$=g6YB0{^{xIBxJ{34EwQ?MuO@SG!+ir6nUF!n5)F9j|CSL7B#DpY*Jit)d@Qe-DDK6OV$%6vvpNJcvfCZOd4}BBox|8t6~0YJV9xj-bJ_bLZhuL&vZZe^$5m3;Lh@KELec%eM>H8K}3v zyKG`|Ri381hWDkg{#2CLoJ&bP-{9zL{2s3ueB(xZbo6F<1qI$6I}V10h1rU+Y;W<> z`y}T4Ioj6NwkFG_ZEHQ(V3@>O&X(3NsWgqZ71CR`?tA+5X{1#KX9)W@y`Y0CDpxRc zcNQ*ZKJ}8ey$th<_c}V*B|Ta$?0e-(4MLRGCx`v}_O;t)`v!G&cDnw@VKf_Ii5kdf zk#bho)6**!c&!^ASg2bz(%im0Dpbo;){COO=|ttc@L=p*9vK-UZ1lSRhVN4>vaz zJC-1w*22OrX(f&KVoG)?>Dp{m6Pu{%9#7_2hf-Fj?z!n9-Gc`&e@_Ao51tJh@ba%xT#Z%Q~Mc9w^2%WY1*b+$myuIr7qoSa-(iy)?5CrP_8 z^Q@q4e^-=ONK};ZMHL>0H{xB4xnBla^4*lB$Tf&!m{{FV0Yjy6qoqriZj`W(zqFDy z5zw_83Aom-LfWZpf%NX(I#?QCJ3@_pStK9ys~i`P7|H2G;>I-fi}JcySy^4Ln9=g$ z;y%MNH8r(t>C(3t7(W(XtT263>9pS!Y% zR=+HF_CIm_I3vIqkmc}|3c&#WyY zRWbxnyOb#eu%(dLKuQe^L>gv+>uq=MzIA9hGoLyVe}%=D zNlkGif(~mjsS|^-&vXh_$xMEDH2kHfT7d*d-`Rl9r{@<-Pvh0)b2LjzN)iFiiXG?6 z3`>(81f*4&R6G)D?D-Z`;d$^ukdBLCb!%&(BJbO=o@&1_^(8A-1jlUsW+QNhWo~W` z5$~4F%;)_8trd1NaZ#RCBOR}lnJo2gjOT^K07%@Fc6*GNkc5~NGVQX?(Ed7}=loWE zfNHHYBWaJ%PZvi%7|U#NO&S>;CCjs7N+48uwDYwlY7}0+%iMpCBGO7yf7iQ;3blOK z@hZ+J_d7!c)2T0pt21~)J8}~e-HlY^G-bcdr1v|zg;gw6cc?_5yTZ!u<$3%Z8w*Qv zvERC+L$`MKR>uV(Doe6TyK1H7jrckaHudP0W+AP=NAIcDzPYttUj^>TS^~Sw2L~hIF$&04S*ej(ruf-|`A3KP}HV z+iC*OC~SWc8M7}~#;2b59{JHhQYlGTYKH{PkmMFD}pq9rdIOOQks zZXTYpB%@oq&u~z`&2-7u7J7LtT(BVCtRiyRiWU40EXc#v4^3W?>eZsV^0tIy|BZWU zQK=-~&(6D-cVjp&@=Zd{Oh~EA+qZ9#)pW0qv{~Mca!v+rCaC$KKT87HZb*cc`e*ZF zfl<5hBwV%xW^f4$SC9I{tI13qAT@2wGpjN@U2IN3mCRY~+J-q9rqU~2&YzxNKKkJJ z#nghY7Ax4KjsV?jy1M3&>Jk|}($V>#dEwf!w&|{uOv5guoFp+8KurX2M>uB@rB#7G zt!k#KY$uxH4{v)NC2O47Wa~!@3?%rtqq8#+n|;W7-2ym>%%XkOxb^lfqPgQ3+XOafdOJh*1@YA zW1l}iK<*Z6^)!NGCriT6B!qU&D1F{Ncb`6ToOQ>$UF@=)6fsf4mZ|f%cXnFfX4~t`@ufhZTGZ9I z#b&}OA8LN^YbtB#)Z2gK;J6e}|HlHQ7tD+(r|-v$YBS)8qRY~c@WsAY3KUTT<-?B5 zaSifCx{(6nLcGrtI|Hs8-GE7f_Lel z?Xj%ue^h@{%;t_&{^jzc8}GYU zO=|eUox68Ym-CU!5wt%k>k2g}Co4n?r#d(BAAO`q z;x0#maiM3<=V!}BP0QEwAGsgBFKsDBPX4x^BqjQwnCn+$Al9Pj@XZNAI=}I(~q1B z#!&3Llz~AA3JJM~b>X(goJtZKLs2C#k+caJP!K1s6N3ZXewQzk3V7_T0{hDjTkUtE z^Cwzgq$d#UGvMYQ2y7thX<`@ENuE+);<7=X{&nJ15&|DVpA0a$&-pSEJ0}#LL_h` zAdnehs#22h3V<`t&18dldbWJKn%)2KRlB`J2DaF;+#M7O(`A7{jLQ%zpE|E^)5g-% z{pnx3WWRA!m8jIitpy(A!1t%#-9IJ)Fy??|+ynYZ3;WpDK49qWU7xtVQ5$4WEs!g7 zqfy_w2Xlu6G*ytMv;f)b(u{|K<^0)YTdEWB@rqX%27E~r@--JV=iA&giRu{leS2En z?XF*VC_=VsW~*o8+EFl8T7{k-`NJifdRy{y5kG74-JGtnNgt(BsU0#}A1i_N zSl<;E87V+jQdH#9kOlIeo*0@)bejoS$XPGx=>;Yy`I_Y~6!q(f$P_KND332;;3398 z7p-y&mPH8K#ZXjjYd~AeDQuV9EMeb$jikWZ1kJc|VUKl;jNQORTHr+d9t|p8G#m&h z^=L2&b)nf&6Ag18FIvTxj92I4=TA`?a{DBzs**E*{(J{qVU8^kD^aK!r;1`3Bh5eR zM%d=FdBc~;c1*imk9v@Ux_9qh`8P{fuKdCxYc!!Xu9~MKZ?Kl)?Rx-PNc#uK9$SXtkG^-eHQw{DH0BQR2a2M9Wn-^dZL-SHqSclw!DDX(wsSvOVm0yu)itB)7g>HHK(hAwTgQup-qyslRorxLc+ulNqY zgOo$yi$|8v% z-T5XWY0-*}@!;!dF+e-Uv@y``F1;P#W(J$GP5cM4Dl65g@`0WSr(Y$ToIDwCS)U3( zU5$VO8bkARJ|JB@0OL(br__2g3AZn&A!wy7?I3xu;q-2Py@$^=O*0!aPQBea-rrCy z9Fn&+mE?)z%uW=!jCwFl4ueg41Z!uQRj?Vl4;Pd9mHFDejpziC3v_8DPXU?tpdQu1 zyw!ryC#3;2s=Gwml0R^OJpIv3s|cNxqp|Vv@xs35{}Ur8g35A5rWi+kpM=HjI{DFu zX~TvDWHsenr=dEpxl#5ChCw7cb&yCRw(W|nGVVvNU%!4d%lbCd4#$$H2C%qkpu|tT z2^U|se7Po6z4w`C(=M&pWC4bnKn9=*yZ4trkysD#qYO+R1C=caImgw%xVX3nYiKmj zbGUe&L-nCO2^dsDMRNc2N`p4zV zJ0aj)0X*M;FTeDvW29yZ`rTC&HMQ}YasI1WSWX*&jxMQ+RrWLJ!`c@`b$oom!i5_k z3YEyt4X--UQ5GzJJo`_+lu=w(T)ZLPxUfLC0dm1fk+UsL@!CltbgneAUfO?yaOa~5 zuAZPqEKtLkIk1+$J+f+kzhv36U2i0Zq}syFB6p6AjQG|_x=-HUd8%^rHq>(WkEWF1 z`ZK3767SaYd?Ltbf!{H$4_AcfN^Z0k@HP4AzhO`O>Obhea{TG@_6eIUhIllgqKa2Ps1kkdIfXDjAa_5YS`dbT)FJHcF>O=J8CkiuwV-iDoqvb2- zZ{3?_^X%C(4yL&^mwbF~tyA3l`&i@Ii_@1cukm_7WN033kRo9JrNw_KSHP`UhU(bZ z*sQG1d5*=`Bx-;3bbQRX(ZYxim&&ausnl)Vo4y@CQz$b3M`@Z|`*|K;`XalU#O*6s zzfQ=Izp1f4c~D3}{hEl~y@tc&FT5+Ff$Yd18EaN`s;|8stxJO`fJa)o zIX%T7TZ2}UdDfU(1<`&S@%q%;JMu@V^#)mN77BK_STNMUdp)wyj9B>v{XkTudde`nkM=d8{l6YPi5M3Or1Ogy$<^ z1fht_KDD(4V<^kZRnm0qZ@s<;jaMyV#irfPhJBNKL#2I;oG4oWlRBKgSEjyl%U!oa zrjA4cuf40VN=*;N7E#nus=1XtKHHiKf`^pEw4k7%7@*)D)N7Fvyt=7c&dyn&u#8;x zs2k19#_FHtZLS(!W3B9l>!6N(;~IpHRM`_rdYcjQeKNSL9>oL`W?Cgo^`5@^6` zRC)UC?}E5BA-crLczk`)VVi)70gw;r$^x1t>xI-+cmveDN~)@L7<1lHX55G8V$sKI z)jeZ*j~h-G3-I3x4ei_T#c69&ZQ>t){ITrnYD(FyV(4D|o7G(&K70syev41hZ7|~L zMR*LZXFqmuoN1U zZ{G7+`cZTdi$Z`>hUL0JGc)Dew>wL)YTPeX_XIT$>L@Cn)l1n)i#c~rB-^06!;yWo z#xB<`=+>s_4~CxnJMwi*GyN`^k~@!-6N7b(j8aeU9_q_#wgR^pK31Spr?mKk zF#WdbDOm=3?{ge(?NH@I5DC`0aewID^~B|ZrxT#Tsx^0aQ?70ly~4rjtww)Lxr|Sa zU0i$i$US|U$;FfSJ4erlry?e%b685Qu4UnG&OdAnebHl2i=O{^DMzD#*`K+pX? zU*lAK_Ati8f|G+IM=^71?JEv$&eEVtO7sz2SF!X}0)Bb(_wBWR@igk(NAN~Ui1PS_ z(o>oRMSU0D4yBbiVuar$E|*QGZ)*zWFT2!&oU9@iPtU4a-EaByFe=KjRHA(KnynsF zu|Kj(&l<8=DeQ8~i8G7m!rzOn?A0sbom(lN&;0q|=NDa^cKf1u`?l#pd{J3g(Z|XQ zONCEn=1QBWcCC)RH>h#)Wa_hLDhw+r?u_`N6PdSI$r9u&&IlQ5_0n3sde$VPM3J^^ zSyj93q0mN;@?;_9j&`@}9Q3ukByj65>Y8-(*N5bwnxie*b~m0qTf;$ZXxN>;k1ylX zpgbzw`63oILNt2{lP^6(nHB$)gPejb`DOKNCO+A-1vM8OP>l;*z$$lfD_MAQ+4qm0 zNYt`)p{nMsqn5qgxpO^5bkVD1`ZoQ^W@c}LH8d0R_zXR1QM@<$FJSFlvh@0HE0Mp_ zl!)OkWVHU}L*c3kE~C$8ABnuQ5Z%Lu>|(LfXTNG(_2_%kbZ$^3&;OuAyONa1u>XDT z#E=KB*e=Gh^3V;T{f@bfnw|D+hb?*qT+`4GT&zGVqsGP zKUoEvQd@$s%g9OS7l-UR%ip53V%oTo2sg;%^v;6U)$cDr`QF!5fTy z^kGkgE`m}c>e1lWhUDkI(4C z#iaY-!GoN3n)29t%QP4Np_Y7oB*@;XSid+v$hQ!T>VYyjs3_(%kus%TW^*|7RLP?@ zgi!DCV5rYF8{V6a4Ei#2U$xYAdqak0sA)xH3Um^pyc2PR2y%prqs1VTP&Ghg)w=+o zN1nh}`Ch#`E@70U!w+%OwKx3q&k5MW(yXK>=;$M^rf}8tyY#Q9ep{SRV`O9`!W*GN zIp|6pSjBj8yG|}~@$6?U@PA$3xbyghE(f66vm8B_w#3HH{uLYeyMsAEqyU>t@PNDu zgU-N7^$iFJ41M zP=DdOlr@g|O`|AE1HW#JWp}-Cpzi*$q8f-wrq+lHOh}F|T%Nh_g#1X5)G|pz*MJa-kqBC5C9Dmio-@v{PN{?3sl|@yNf?Dai&zbbS8|uIaP5N=3ZR`- zh^#LGQ6v)8=snA{d>t$ZBHH04O-uOaA>_aLx17wqYnSe^V>=euOljR~a^TbT(M>RqZLnMKq{%CJk9C*)UB`$8NK+i?@ zPB2K6A6DNC1-*5ed{DjU?SF_$^lLxN|DNWlw0}!M@p|;+ycxh|=~~klR!(k6t=p6i zHOIbqVQ}$c*m@R9&9BH(YW9yBRwLpSiv5qkc@x!3=aLn{E7|B#-FnUU+JqLDeV0n7S#X4tNoB#{>sf1QyU+b zWS#VFUe=*7MpUO5N1*_DWy9yseZdp2tkjs9PC;>{FnyNC3 zqHp65MOeV_#pacvdV--+#dnFE17Q^@l%OXaWmRzZh}azeJ()9k-`XE&k82P8p+v9! z>$tae{1e-}?2+Qi^|&0a$_c*&pg(S_Ui9DdnEMe$#Yb38QfYR!Dh!L{GUyM2PyDaR z@mr9;01Ra%0CUp3`HSL>@?A}Rus+mHIh{;G=LX-fF)_87uYU99F_RM{s5RH4LqCA+ zubr71B^#8GS;$dUFst2xCntSBJ}Q>-Dd(ZGz1d=laj``Ac4w#q878loNgRRZSxwA; z7cMM7=ukm{v0E}PkzYh>*Oh1dA~pS|D3tgR)&4Rzrg3kxQ4d+_(Wf ziEn`9Fp~3NKR#6%z4zt1%6Oz@8~Eq9gUoAvB==ry7gJi9~3PIj_&R6kivTF z(~OTtfR{w7NTY29BJvir&VKmFp>Ox0@FSa(YJ0f@{8v`SA1+d?nisx$$7SBV(0))p z-QL;(dlbaa!(pkSj{QdnRXOlHbtF4Gn}`ltT0s`|sVOLr7^nRDVWG!bU!|9#Q(RKg zdzmw`^1+Gn0?-BO4NZeA9i5A~#3q?5`X{$+$v4T&^-GpqMTwPP?z)s1f@WrBwsyer zK4ZUWgkgPsd@^ z=aQB-gklr$%P+r(*nD~}oJAOz@D$W77cXviHj-qqcUx@TsaWYZ4BMpJmrz0D!SRbX zqoUFsxWAuW$CiqoWO)^AQXafJ^2O zMtuGJ$RZ*ffHZs>8zmi+VIO_vc^6;KwTFD=V|?XXOd=Kjx5MBO>mPV~6Ysa2VE&j! zSXwT0Y1jgFk%{2$1ZoH*MwOr00{r|JTaWRh$`VtH03b4daczszp+mLX zLk%?g-Es^BvJC_(`jV5AcaX1!`B{&5HQ~`JB5Gd^@wgDFBCcRQr zF5Xq**^O?h{+FLp;x!a2mG6T!w#_9(iS#rESOXQdHekkV>$lk`px3ei57phEjft=~ zD#6RE47kYj#WU74L#d&`YX~6$T%E!>Pa1f0b4bF=(9Hm4PbqmC@=(<9G(6-AK$*8a zr#jXd!kUgkNYm8xo-S|BYtzvydI13e^~mjcsW$Gv&_0!9utP73iH?pI_D_Fygb#(? zU$xcdy|OQ{N9`dc@`#BY(Y&W3ZX)ehY^$@>)zR^>=j^yHv6fj>-@A$h_Q-YIVjLbP z+9Qu?M_?c|U?W-#Xa}MhN?3pJ2J^9<`ZuBBS@JzgxzAtvm8#lbXB27J1ap=RSboj% zzWRC)qeK~o4ZaU_r!FkN&>3P@Z#&3^HW66RUAu4l5UvEVN0CO%*I1B!5b^3@hYY@c z{kB=8%Rvw-1r7T=B?LktgvGz^bFq05BL z-bk55pt$IR2}-gJ)I9zayh8JldjrN}{N0HFbA)`0hKI3O@+mM=941DehTC-foVa1l z*qQ?h3YHK(Ni-PmODjx-qJ(G3tO56EX!lyw)CWKdN#P(?VFDrtUB`gHnPl=Rgz$w8 zTfX0F^_nq_N!){ozS}uCx=FJJ`gmg0WM^yo?~_|lYL^5)5B?2+oX8r4XC$2%#L;C{ zFlCCUN6%eET)@juq9hu7zE%zNyr-|f|8B|f-eOp>SmtnUs$RwM2V8K8j{K5jWguYw{Eug|p~fNS&Jj}Do9E46#W?`! zGb4+I3(ak_@4Xt3F}1bFp2qedO6Y@WF0)d9YPu=YpjxB~K!u$6gC9K6<1m&LlxV&q zrYQ?ZRc9aoLswp&R6Z={I}RYbVk%NG6+&!^1Gj&5`PME?8 zYurI*nn0qzezkK^{`yb@+sp8^;D4$4Uyjx$j!%>ZA$)_)?8D^k*}0E=gPgbet1U>lXR*L5tseGAWcKaISlCWQag(-<^ zLV1-zHC8{ryzt@Cl*o}kDXie%Db8E=3hssH;q>lXVD{U!BXK*?bjdezMv-F`Ud)5C z6XA^OPtkP*rY8e$4qI7ypF4jRX?i}q8ZPRN(`!IbfP*sX);Bl@H@F2BvytI7)IxL= z1J6Ljtun{byqK)4G8^9Fd9>ocr%ys!pxS8oNcntNWPa!e<8NO>Nmm2WfXTGP zJd3R-MLej18!U7RJX!+J`;^$Zz>@cpRu6bRqpw~2l~}n+^g$FYUr8sr)URHPjyecc z5K{eVM|vFawg6y{8^-P85wnO32s%42l^8;Z+8MYFX+ad6*5{*-;Z`854cVt=zcY`m zDUX!a2RBj&!+D}vl!p#L0xbp#vjQmv0TWK!UO?@%1Gev*LdP!ke<|cV>L3xoC5oP= zZFWq|rpK)*-ogg~O^8*o-pK6`kz4aav@OwW1$&X{@ss4^b`lZLS(YvBNr{hN%m~1V zvA*`o#ISw4JdhZi3!8SIu0+k8 zMh)E2gZg=oBwb396WxakNuLZ_3S2wG%n)3NPdgrnf%Ny0x;nim>HWw^%;mMqC%z4@ z;uflGa;7iqlN{Y~Hpqj$82_N^9xdcQci90yCf)lE+Hj&?7n~Vvc4^9wyADoc2K-Cn8r9`#JG+lP(I@+}^~b zH{CaZ>uNyFB|^n<30}o6V}Slml7?e2ex!WLcblj~6~s>^E_aA!0KRENEbHm%$w4Cx zk!#Sg7TK`k=5|3fte9uB3T)SZng4T@Lc*R?lZ_AdrvAy@PHZ(u8)NyHVa^HKvz_UcR#Oe z&zbienT-S5EhxT#^wj{?13B;&s@P{^y(29t`g=@FOwh=e@ovH{+W_j@$Y1OjX1%{D zTa$DulFkx=dVM5+*c+39jhV$mfV&_wfM_jElKKvcBPBR@bd?6M%j$$J4fx z_b=gwQpSYE{dKHo8#M<;NNE!gdY6s`xzMr*a|VCrD9*$-i&m_i0x+($4FI%#t z5<;i+Q11T`C+ke0W^@nyFS?bmxCBMcWh)X3Y&@?9j-p3{IH~f8p@)fyse_wco>D&+-6H}=K7$a)-PikIH zelzkdx+rBRk(60{q0oDfI6yri8m~blLuzmekS|zCh zJrYOJ5KvF_?Uk< zj>JqE%HaX1>k40%$nob(poNetwKxHs){9yM!Oem7DrgQYLW==EZ-M1v32 z#5F*|;}1?ve*U--Rvmanwo+js5*Ftnw~=#rzJBa@dwV-U#$Px(G>#o-V`jdWoXqEe z)<{$^I}Xy3WxN$i@SSM($R8==Eq)y01FJ5$AXhxtp+6Y#I8IQ25ceWq14{%jslk&A z-e)KFrZn`!-k?%6z8of|dX!kf>$OGKGIH=6(!C#G;r@fHw%&X(rFIkWCE7g_(5f>T zRH_fFFnSAgjvuI1PdTa)z(%IiTg~P#7{L!-lcuG9ZAYkOPSfCt9SVyn@u%!<1WVw~ zwnx>g$tH{bG=J7Mb}A-nCn#f(8U&SX*>adrZt*Bvis6H}h;Z*v*2b%otd3>`o}G6r zUJStdAlTG2SY1nUp0`DSz+iC}wy!AW15UGjgsiTAK>8@qN)=Ad00_L3v;(-{_xZ~w zroRLOrx9lA$w?QN?1v4f<;zmOvz31=ku%x0SFi-y&p2E|J@;-|X;j}kL~P^KDtH)^ zVdfwu5MkV3l6)1N^H1K%floq0?(V@A+o+2zC~L+vo#Esn1~2oc=N7(yaKeY7NF4@A z5vwLKVDO6m&v<(Et69zBWv^GLTYu*F^|koG?IiKHa$N&0b$fSx8v9FPF5)@#ozToH zv$a)Own#4a1daSPqRYRZNAYAmlxHr*uZ7>Hi6H&GM$?!?RvklGiF}%>p{V!=L(#S3 z<2xmj6H{RL9BJjj2fUGIe%YH!bf9x5nPP2L5H~*l1QnJPw9OiJG_P%>?msIDZ_lkfW1g11Z z!B(=6Dp&B7opB8jk|Uc9q~g<>s%Rh9MO+;V$j zt0vkfx&~ga#H?x^zOrXAC1{ahlkznh?G8Yr7QFk1(NHr6H#QgiIQ{n%eV)jfx8yzJ z7pkQ5)9Rf5djfo2KI`{gsD=Az{m%4HrIDfnd`YjwyOSjQL=p}(rv1ldBDaRvZ z>3LgR*x4QX2>nH9JdlH_xG)%p41ln`$*NI{maIqaE+0KJtu*-AzdP~}J@DjY@;(CZL8vHwsASuNk{&z9PWplbD6*=9^3k6DtV>4{} zY6xt37;C;Fp|Lvsvpvub=nD(Lnk1>O=zk#YUHEK?8^549-KpFAeaLAbK-(I| zNocn-N{ezE6n~8oAw(Y5s1$MJLu>q<9AiNxt-Lj8vi1PFM6daIo#Z38!9NhY6Vz*T z+hpuexe-ku8;Wi1-+ueh&}wb6j3LOh{5xe8`!BYcpQR=Bi#sus3`Jazn>uVGwD*OB zk-4~h9g$iIoedqe-7&Wo4h6Lc{G14di161O=0H(|+0zZ3Aie_7z6l8laqfbluVRtD z(_V8fSfI$w{nuKjXo+vx@^;yBWpz}{$bE22sjobR+yf$*gUHIH9Smy3fH=B&)5z%} zK*Ri_4w+{f?}3yhZF*2tzM>hVCeOw0449$cfB!uZ##`N4u;^g76=~>-^-V7FoEaaM zC=L@br$P1C?L6{*eM0714?g(1*1K~uW^Y(XIqSc0(V|3%253804NGf8&LejPj35mz zSTg8o*R--(X9i&NL&AqKm3K^9dAqFf*Vb>#CerdWBt8n$bMnnU@C|TNhj0){jI;n^ z4`>S1uV7%PLFKWTN@!;i97r1X3rO4Eydg@40Y%Ns?~b7nVl&0Z^>O zVeF^`K%>aI2ivoAZ!)}>prg?P>T`@GH=Tj8;Yl zxNy|Ms$C8wB;+z~2ur#zwD$ab%A^SR0(SrvC^V<9kKh6NV0PiD®J77dfO0`MOa zB!Sb9fUb#>KwDOt|Nn&zH**L;WOM)F1Nu^)Z1@jE_t^w-{>7U&0*>Mt-rnB31a-fZ zY&sj{ECsy*Y>+x@7ig(R=^atf)tep*WR=s^sBx_+$s z1#BSzN~vBmZR`>-lyi^#Y#T>2C{cpN=pjNG!&WFV3p+joF|w_ab205~~R`aBv1CrVeMKj#LW zeFZ`#wIykVfrs|hfTJ=EWHZ?aBsO|{9otDz4XHZ_w-##T3b$JWd_UT%s{W+I*wFgv zLR2TDS;vfE6?*PPx%MlBOEh`+VuKc_$6Yn{S@Z&R>3s*?D4FrZ?q>vj}1tb}sSMKsvmBY(2eaW6c_k z)6MAMN~hgTI{3@{*as(G`x6q0;=Tx}l^l+CC~TK};oR3Gj+Y;;D}Ct&SiChPh|7L{ z)c{U{REu}_Z_~R-!34KIr+(sNULN?I9(;Kg;_3c$$^Etn zd$_+Pzp?*U@@*8+1%c0*+R);IGVF7nCu(VQ8TGh$bXRUcb=-7;KnL$nh)ZRt>qwM} znDjbIDF|R5JI)7IL?HCls4JRZP-;h^L2w(DG^oR!Y^7medqB>6Y_g3mKYqB9{j3vK-u&lslJ3$J zMFsM+KO+nhZqe}vFOEN828qTOKC0U8w@@Pc^)t$0<;CeU&vtQsO5|tZ0+oVQ30UI zjvTIlK*2q7G3RWn%s7H3*l{=$T|Zssv?pf?<}snVT<~Xy#lZ8Etntf!)M^57uBEv? zCa$TE);Cz$ypI!C8yc1g*-wxi>?hnf90=+S!B>$IgxDcxQ^@-<6RDJ#TS#ZEcqC8| zo3tw$f9Z`2Ev|k1o{$aoh0ZOV|BmyRYH29}CrZtgpAX37mP1i>d89-0`X zb)jqG-Mb^iji77j5d3Fz1gRtH4eYLRpt5nXfccPgMi9e2p&ihCMH&Zyt4JUI+8rvD zYQ(wv-yLXZ^YvouHd4lXna5c!9kazKs%;XrT1{=X1k^LNDO z+#7x)oL!dCpM+9J-B%HE%RiXXdhHJYBh5i?J78z9g~dL)%>B>RdT2A>!Zo+jiVenMcuP zg9Y?Cb}_z+-Tm|LbVnvcZllsh^Z=r=NHNNPule|2cvrYh4-rpjjb64bIkm19r9oNt z^^rB$ZBfQqQ=ixoTE(a~!p9dcZUrp7*7%wh2XRWF+GIOO&bM&HkbZ4$w7UwMO2JqQ zb%`W&Gy)TT58hWE9D%q>dJGjYtp;7@R1I|5;#=&9d*Y^)%R>O|v2x)GEa~Ds`Y+M) zeMvQZwd9{7SnmZmQb}b;gRO%zZ3Hx_IchIj47cXJ7dVUsTkHDY8i|^rmzNigo6tg4 zcNj1gEHF773AtOh?o1GS(KY|HLh}qIWEcnpqlCeXit!y5}6edlMOUJ?=t6E#% zCxv#Huvz3oRj|FJ-!$0l6p0e=GnP-Jr^i;R+qKO@j{>m$+8yQBng_oG?M!8%{Kibe zm->kxXzwT2cZ5v`T>m&a1m7x^Bzg(|NvXaLQ?&QS^TVCqXiMtTOPmnuw46j^NL>M5RX`Fk|}t-x`$)$V$xWK zZ)GgGHJ>Dmt_e9B%gUVm`2}cj>-;&>5kGm!X=9G{6lM(aaY z-Z)RxK`rHf_0@YP`q=cybHtU zi`K7bJSl25&iQ!h+3VKAcRV1+YUi(#iiWyF)d1GcaGx3}yRwF&E)V}?Y+Rh%?j0BA zQ?%qs3j&5uO_u+G61?EBg$Vi;f8u`i`gKY-u!lCoT4cq<GF*#Qm5=2291nnuj0C)l+Q9Ppyw*Bs{9W+L6;)X8YYDHMRw#AlBt_ZmDn{?Uhq zUU^~3JW9cxn7WZS5k)tCMOKf!{=En2!2?=MDIYV5z93u#HTdD&BBw#(91F&2T@QF> zi$}~U-o00-pMGPD)3lWs@9%y~JkO|v)K6!SqcU)^n%?%siz%N?N<-C_qwH2x41)Gg zQ5S%m+ zO9QTa!a9SkdGWlPtd{6cI~TFaY{411%*@j4kILVL{Lt(6F(!g>O!z>LJ z1Tkiqw;B=8fsxm&Lo@6?#2rAog_Q-epVLWVuuIpXi|i%6rsVx_+74VMhe37VtW6wk zvCbTR5XiWM^gy_H{oS<5LpoqSc5xcwSXcAcT~W$gw!F`_i$h5q1J@)uOlhOA=@nQd z&`%tPlhf4A&CPc#rk7nzKHu9;3TCR3;&Fb71$t-UCK=*x%y-KqM?ZPsn9j(D#B+si zzu+i#I~D?n;$;*oKUNdDALcaTTZ()LOP3`U8#!&}@^yly2MKq)$+Z}-Q>?EDoJP3gjfxmj3sTh&x?*-?T+li#F$XV%HJ*I6BSkSc%XH9yBKOk0#5SL2@?G4 zdVD;*$-$8J-45+rlkvB+NL$GrLF;#92U5ekq7^&?KmmKP4y1Ho_z?a5SsHt9rYI!8c{rU7gjwok%?Cwk_+2x$x<6%uhV z5KfDq{}2jQS`1FV(FD106bTn6;DMKo$GIq$&^UrUBs&0ajBvExcGbC(@&SsvNBBF3 zW{ay+N&V6NU$$eN0xWxP1ph>{A8Ij#(@F5ljbrP{(RM_;Y<3@gO^bn(XY!zv$vSfN5GAPCi8^ zTTGlP9mZh;2HQRFcp?;&@3x()RvwXbcj3agWLKQH*^NnyPexeYVg1iS?7QkFA^dp0 z%$=-O%}a5lp*sI2QRE>de{_ieTaFdJb{kJ`8E@*fef!m1q(nrt0PP&MA6!5YQdU$H zAs-%m-m3Y%UoHCPF;;u_UkNWKUo!gc^zMoWAbweKyddT581SSAQVn{}?pe@tSfq6R(t)_}VQ#3Gs3E(wdcBo8~Q?4Pl;An@I*j8m1x9;K6T6BNoz_Pd(u3eXob(52lNnZe7Ka7!H zcWOzYzpV;6cTMOr9DDU2I&gHS_?RnpS<0Snyf<~W(2zr1Fxm7i#4v}K+e5V+zYkdg zXot@GM`LTWxJ9*xhyP!9R~}Av+J=udGfiouMbr#QC`OVc+bHUgQ0E*&Ls~dPIz>qm zp~Zxlv9!n**$xttLS@PlC2bfAMG_K`q%7b49MeoQ-+b5gegA&_SJ%&RdVlZxyw7t# z_kBNaVCHjEE|rHPerq(>F{?+kefY_Noo)*>uc|`>k>4Zvw#vBrE`n5RrzK?Q6|ffL z0wZb)%;2@lopeQEWj)C6RRJ2PMuKtpq7K5mtve3Pq6Z^sB*^yhH_?VY( z0tNZreCrTVNy&7i_%jZTL(Fdzu>Z5&!@)zPvRHJQnJeW2qk6HClXwt^evo~jo!N&^ zw$=G(j^P5yMbeb2K#4JgSVDDO?O8k@JDcYgHh_}NWMWiM2ZTx9VQtZQm>aIa-(?$Uh%yx zHEUo1H2L3dDAvWMk_6*G6JfxYl8I;3_oltL8W* zIJ7ii%G)Wo`)}kv`J$B1KFZ@mX6c?C{qPt&pHEJ{Xy6^IeJm6kvFkr~=3}Kq)fBC_ zIBA-RBUAG$ma59=s@(}#fObF_5|kZ}Ip9vrtFIF(Tpjtuz*^ozjh(7mqN1a^BLBx+ z3r1CCS@Q##vS+r;<+147f9qEz-&xztrt63<5uzBAIVLv8?k!^(`$TIDtmDqeduMHB zE`RzKdBbj^t5R_b2@GebIsFxbu>lVavFcd?+a0+2>WtFN1#@@pU+}V<2@(zl6;MC3 zaMQY1af)Kr`faQwool}ke!6XO*#vT{BefKY`vq+c_7&%>k`9W(?4ZJ*E(If5rL)^$ z+<$Py++fw){)-ol@pBA4OQcs4gr|Za~H$LGIqVA z4RU%z;>(t{hdJBIrc-txj%Z8`G_+jE|7CIR1cq3wmOWS3Swe0J%Bx8HhWCfDb?aee zkcS$bW+M>hf!;i{ex+d%5qv@8Qi{P+NQ#K^92p*8hYSs*)dk95K`9b`Y@DP{DK0Jn zr|H5>c=%nI!R0DBIB8^G7@NFE)>Kn2oOgM$nIw*u?ByR6O=tCklGhFZ{}Ej2C{n_l zoLCC6hPF-`-sPMp^Cu)^P0khK&%l3PR?{kE8EKiibw|v%Y>A`9=_;(X{D(V`_Vg%U zlF+l0dp+gQy4LS%JB`8BWZpAxre!{R_Q9`*Le6P;c@Yu<<}Vq`{|KL{5W7;w@U-T}S`HA8Sj8o%VMzYl?uxT;p_6#A0nJRtw zN{~#u;OpjtTtS2f{OBCMdVTgCDWMKmcpLs zk&%pt6c0eQmikCAB7HwE{0@d^YEARzce1v}`yFWk;XfbVwy))+9ae+uEfO;otuE+t z1d;}F<3b$W{=3`g`VAY{I8-Fw>>w;fm_U z5_=&P1EUskj5sw_H_EnF{Yl3++S^q3vbOe;6my04(f?u_7%A}5^8VI_@?NU0>~Qj> z^5J$W8wOH69^8W*?#9UAYMfKz)RE1Sf~IEO^QVkh7g4pZ@>zqI%O70wjnTRiQeppa zcxbiQwEK-JoU4Bzy5$`lMxpG5yzzV>1gE5zu{8IyLY9?QngahPCr6sPkv_0}ASV>| zQs6a`o7#s~^^*hjHhTNUWhe zZ|1ujJ%<1-3VcBUo-q@4j#uKj$XMMLdL)|0^Wmc`NjwAL5HMf8D+*&gr^)Wg}K8_3oi%K{FH`q0E-MW(OtSpce^EF+H8dDp}w!e>d zoTQQd6rF^%h>NSeuEFgQK$xBw`@wJB?>a}$g2-*U{tcevEp)Z|RVa2_v5CKBM45`r z!k|Mt30R1oSGQ$@}A>3}1qLNKXQ7L>{`Js-7SA z&@=$zSXS9E(^~>33wxKd>z?TqSFNZja$bCYLN**|l!-e*^(%R$qO`67Mul8SZAarZ zYe2lDHqlACI8rNrKKgMd2des3)sAChy}RT(=j)iJ$udR!+;aOL+?_A=%fk5Dbnfz4UZc=CU>B9vS+rkxN}`-fFSm+c6{_6KFslfAq&>W+*H1l4IOpKV z7#L$yl_6{0|8}H-d9kn=hNP)eVXjT;y-nk&00EUTK)bZX1!j)!klTqckBt1HT6I7E zU>Da;Idp~NGSrl1p{?!rzUexrq*b8T-`HrnS$1vLj@d`iW^3((ksPYGfUxjBx6_ZK zQek7tob|&!eIX&Aq$Rooo<<%Ok&)6^A#HFzeI|YtFwpU2$m;sA$eVx&d~S=*x77LPuh=>YJN6pGqFVGQoh zfkKeT1*bO)Z~%SWS87m5f#55I#(4rHO}F8HeM>wDyk8`p#nCFC#Bq60?12))f%4Kq z;Rn}{(Yl22XoI|>G1m@r#n|I3<@pn%*({lB-38)D&tex4-#@WH*B{19Rb4n0{z%q zuGqQgRkg1Dol{cQAB8sE%=YK|{{CyHM_Y*cSw0a!7~Mi%_5v;)gYikA4VM=BsK1K8 z4>X{UPHG>FFGz)^5o!C%l)FUT#xBFWixxI-_EGvykQy90d^i~=1Yi$${HmacA$1vB`gyo4V#o<%LfMK;ElC^3$@2BB~5K&tuIu{;(R6OK?Mi(G)2G}@?@kH1^ z&_*FTF{A)6Yu;#{>mwc~6>Y&3OnV^}5p=~v{$I>jy>(hE6)(!B@)>Net_Jni`}><%!XJ;8*8HFAoFaqcDjyL#H>l-Tho4c?2``t4+_rDK|>vF`IGxhp6-!v za@T$h!+I8&Q6ybOwT#<;WsCR<#}g`^ob2puQk%kCw;fz94tz^mXE&xNeU7O3X~EuhGK8{YDPB)2*$@7qK!{t36e--;3en<)o4BS#_nZGw(U={YR zZhP@OT`wEU^IwJ;8en3?X0@r?y4FTlfkh3acQK8afS4%}^Ogi2El^B);1%|nVSbT! zj|&DxQF~>7XHE?&!yS9o^^O^REC3$enB52w8!!?hXd|wXBeb;2fIbWGHbW@1{pjUmJD0rbww0oC z5eBCK|DeKh4?s{{bETS1>oMe3dvYr+YYe}F)ycPQ)w`$-zh|BBIf#~ zGrT+|=&IF#!on~a1mOsiHX1r2Mtx5_Gi$~frQ#bl4dUgH@vO!4abX5HT1_;M1;H=6 z_2(`Q>#+YmPQcB6`McHFO@urOP?q_vGQ>lr*kEgGdqry`Iqpt$g2yCug{fG~tUa&H78^p;g-I7xmNeV~U)B-}&7Q#c43U|A$XfGdY7 zY*IWS)iv(A8Q?a;#w(SeV01{yX^7MsL`uXT|GdeM7X3P!1++J1?! zWR9X=TM(8PeG1DusmP|St{u2?6a-Qqr*2v-j3 rS$u92^-tFdJ@P;LME*a0%%cTvx9YsUt?$18D2_Z2 literal 0 HcmV?d00001 diff --git a/automata/plots/ke_and_bias_of_dct_rules.pdf b/automata/plots/ke_and_bias_of_dct_rules.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f48804db3682579cdffbcb6f7969f8a9e57f697b GIT binary patch literal 483331 zcmbq*XH=Bg(sj=m7*Rn*P((mcK|w%4f@CF0Mih{&l2aqlG#Lz|NR})aK{5i88fbzM zkQ_up)1Z<=lXLv)X>h#vzW06qe6Cq*X6z@NQ>RYVu3h^)=TxO+I4^Tup*+_%KKg_5 z@~KOwZ0=i7iimJa+8N)&*w~#qFKK3HV{PtWeSwl&)y~Gq!O$4~@|LCfJ#M)7l(pa` z_)08c_|^DOFUOD30%H(S%61?kDuexB{uj6u2Zrx`oAv`6QeXn8zDpB z{XG=Jd#5f_a$i?E#jR{(XMNA=_eBD~FS_mg!1xsR9hLhQ#)cS5?pqG`G339Iv%Y6) zOv$ZjZiF#Ab@|ezOO)IrIfLujS)Oo(HLzC59Z+!6yy;TJ7tdnvsqI* z#Y_4rLNzMDbq*)647qf;Q#a(yd3lF=lJf-#DNmJ}@86?~^CF*5z;n-q=l?x7$( z4IN7pbL`774fGJLcjsySfgm5*Yf*nv)^F_(6k8MIJ+Q03evV;i&ZD8OgSUyddWxRu zCvV%Fh~Zn*|Noz4ew$vmc6H6CfB&tEX_2O ziXX9v&z$&T!TZgFt~!9xerU0Mi+1{{0gJ&MS(Jo-fkiv}3eDn_=ax>q{p`S(Xmsh9 zzP_!J;W+!D!;LXlX=rHLvi0y!_aCe6Utc8Hpc$<8EZbkKSQ%otP~OwiGbZx9AFVme z#x>Ls%_d3eEyt5stX-R>Wn~RKHx@WFvkOY!7Vq}cyM@sI z7LCKFe=Rd$A+%>XkN<_5KAdmT5G;O=P-NYfy*XRQ9V_feb?~6x+xt&L0(0Hhu+D!+ z=(~KeHpI|*27Kmi61lZ;?7b~6bB^YisOzFtS6;H8X-Br6hHnAs#}~HvP=RAMWi!vp zco>DTp;wtbmS4^6b-`_Iu1&RW9U)Z}EtMrECa$lq2L~S^Sv)18%iNPa_DrDJHJbEy zb!MA1=*XfT1}@LVZ=F1T+-azuKC-ve!Lltyi9rAz6BjqRekMx~ud#WNORu!RV%Kti zpt!CbgD*7(&ztjvqO|-&d~t|)&RAVzV|dU-ouZ3ELaQ^?%s6d}HQQC2$_))XmV}=y zty|p7rW`ZUlH|3{0U8%JLj!ajjb8gs;}>E@kIuZ%*W1k-P&D%;xH^31>kyq-S& z((b;tc-3?1-p6P3j?yFTnGyV+b>W=5_8v&n!J*B}Mh*(};mH1rlCpFlSV7gc%hNwT zs>BKzyG>J0p%;WEi1;Niwhb)jg9i^bRu{ae7%d7_o(6^FRCO455(_OmW;L2?CRKVS z1sSb&t?FSXI!{lX95nX!@rmLwmY0+JvbnKlQ@)^4qWSUJ!Fcz@u2~P3sLHL4si2^s zr%#{GJ}xkCtFlP9#?|%L*%RHDh#CTd&a*~MaiW7^E#f|o_3s1U{rp5toH;l#$=3h9 z<>Un0t*1(##}2cvOJmEdBV>!Jg3ieDqkHb?&xLd9u(Gk$QMagVdY(LKRo=LMF-xOu zk?0?-L4!ga3$6@<@rL_F3fSmNNWAkG=v`i$s?;1i{4K{|Ya}VKwy%(a*=@RSYjepo z-kp`#bNL6w${d?#=($Xj#+a@Qb&h=>{22r+99uT2YMJ}4J=xn3FK!Umy?Bq*o1#XH z3khk<(#nTDB)&2bvY+nai=&~^TkFH(3k-b@9eS;({wjZ0SS{0rD2F;uT-nM{G`8dB zW=h?1GMABFib{O%YdIR{)FknoezsPb&SZs%(~{3>e0p4`%Iy|@crkxt?uo?flv620 zaE1LLve;?JU9p^4wtOUeHqY#IP-NtV_er83D(lSR?+AH>TN8@f!RMrX>3B`*Uoc1R zo*RrX(AUQiHoOS|Z8Q7{ebOHk_g-`?8BK{E7@O$IClp$;(X-lTSFBn@=3`0P_>av6 zHhr6Mu9HFDV310?{)T7)h6oG7$FcUzK-iA+BRA<=4YpP_Jv}|G>sJp}td3<`W|zo# z9FFM|Kvpf1xwN05lZ2%R97-T$=B6KKejjOIM6rvb>HQOm!HDx`&knruVhR@UhOI$r ze)XhitAu#4cjnvpvgtiXzBl^k1m3WsP}yNYL8m>R3{WSob9e?e#);}YrC5Qu!d?0x z#~U7`aAc}0Ul#8&()_B_VO-yl=+LcBno3x|>@fWjYjZ0d9T5{E{;4{Uxg(<2c{p}q ztXUkLK5C64eoMHvYa@f#5$D1< zuik9cnR^XASH)msrb(Kl{l2UTwHt~n{~k7F=f#&m|dJd-cV7AkX>G%YvMF!eqBd|h;CW-sNFXGy30gi zhkkzPBdgm-NK=(t9?mL8bu)npAO2TM5*_i_oCcN|Y*L*eGw!D$ zj@(m)LiR&`pZt2HnUGa&HR;yy={IfBP`zHWTr)E>qdtOlkD*2H!Wz(jN%iIG3BubC zH+JZ|T04JSCiHE7%e^P*%tf-Wu*jIn7+hbxWYb&LREKO42#GJ2bf?Of;%4^F#z}kZ zIXQ7|@F9`;Q9rZGQ-NFpiHfNqa_);@3F2R05dX^0EG`xl5pioyxQ31BMo%}ca|z#( z#b=tk?U=&ncYk9LUMfDi#UYG>;CG^rHGw&g43AxnJ>u49S_p zjm7%!t5>gTJn6wZ=FA~3q#Q5C$(^$}THvt;5!+0`n&b0Ke&>esD2JJ*Gch|b|AY0r zNscq(1}omjr&=>LbChF+x)`4fXh7f?Bvob4fdex-zf%$4_&S!%?~%>X;soKOj;Yi>}4@qjRRctu#Ls(X%@^ zDs-WD&0-~c?Y~%VcA3V1@joZLupwuK%)dC7uwX0HN2*c}QUB}ULB3w;(sIaM*y>Xp zXx!kup)%)Ush%IBumAvzcWq%jRVnZU-&o@QrTv^-T$|P6n=L6y(KR(U z%uPtTK}9iLDl)x??`(Juvt#g|jLKaW{Op5+gD0?fzgK8tX@KJ^fnbzbcfn}8rhzs7 z29tbnMcIZCyBkZj=X~Y^m}uNeRUpmW+}y4||D0EKUhFb`llTE<`9Pe0+y6D+s1dmY z!rwTKJ~d)AR$5?;BVk?T<$dbE1_)j0y$kW_+O=z>?m}Ugc{68@Z2R>ys;LAHeEJ=( z^>Y~$+@r z9@^+6uiD3Z_77Od$UK|j3W)!#UY&fRden&_*Y(&iUawYHyU{5vVJO@tn@t<9+|_8y0>nLvqHbk2vA`wqGm$sR$m2f8T(6$&?) zt*MIitH;e8`K$vK-ppFW2{~A-Es~Vu^q5f(*>wsn!rCb&To)(2A*$sDp<6QUbnEM! z^<0zjKViINYsH}~oTCkJFjXa9%<@~70$0hW#WD-^kwvg$-N)LbhDhGw^wcd~Je=b!O@!BSA&s%Z21bI^ub;4G{y{dp)6D%1krz~P(!G>&IGkC_eTYghR(m(58@~3$$={Zov~=D3^5@T=BO@a^ z=#tONYL;uEDpJ_E~Vq}?|KRN9(lt9w+v9Q=s{obl@+-kUw$L=wVD=j}QVNOD5 z%Xh*Ew*^Vn{{&xaTWa9h(xSB7+y@{2 z-UqU{-X>21T<9GZp zE$un(oU$4%EiE;^D%F*>zAdi9Kc}Xq1~TtmSfjjcuC4W+veNO(PhFhONk~gmKizN& zk#*xXOL&{tJw|&9?e}WOQm9R`*c1;irfu$7!aBZg!Dbf2U>RfR+W&FKwQ_~VEf(R* zU0*8P*IwfWmBJU*4f2dnz@rzB^}YY5^FydRJB2umzw(*JKzvPh2rm zg<7hCX%Cc0k3<3q*QCh|?Fs}*6@Tn2(<^`Qj#62jJzV_=|9lkS*Lu}6TNon1&bAcRdNN>r$Q zX6z3XD&H(MfSQt$lA3y|uhO%DY!@?V5$& zh||J=nhF_<}24gK$`cLJpDgBSR=jBF3bS12gO9SKSM-xw53BdEr$kXwDsKi^J$Pj0!0@)yYfx_6$TfRWc+=6 zd?@$rE7@Efw^pIlZouzCp%R|0;NAmnKW}aw6A}_~tCvwyQqt=n!_YcSdKanBW9^Nf z1(eTWrJ7In9^}GLKdh|uw6n{r zC@3y2Hf@TV{ZnjnxgWxzzrX(*9bEQ|LUD$(Bh2%w6*%aTx5~Yp5qP2nr@rTggYzMC zC-;B?jIM6X=INDzFCobvaW;L~dU|(7I46|G8@ym}9M;w<$C<)XX;vo7(cH$5e0mQlDpK53n1>9viC=k2h9^;}>Kz za|xc1@ptN-xNPIP@GoD!K&Cd0{H})RKf7w6bz5&$zBY zSg4IOTLW>ESr|J35yCjxXtXwrqfpjk_6yr!1}3M7rTdtzMc|9@@S%b6BKu+Gl8sv` zqRD#ha}5H6W03s)a6ve6$!7;zQXrg(KKL%t-x^`yp*5KYMbuayBP<$U+*<-3zZ`;Q+#V0+}PnZf)Jvd6a3kDhnnRmIk(DsI=YmpA7{|z z3*P`mn6;@BDv2X+aJ|8@PRl>M7Or-iF3Sd-yxcp{ZJFcm>)Vzx$XL6v)MukxYSM6` z#24!U>GGG&VDx=u&i4JSWo05-LLTc*qzqycAyqlHJ4*|xirfQd$ViwG6_YWh9Rh; z9%Ncz*F=|k`lqJE(LKdbI(q=}0uId?COS_jPA3?+lK3*w2IVe=B-`{VeBF!t_wN^s zj$zh-&N{=wQi>(H%nr!)yDi#KfJ5tC?Nu=W)Lpe<^x?yYtkQDWLaV9cEaKt@Oz$Jn zITIc{yrzv`mqN6F*HUDt6dVoH)VHl5w6(Qmej|ZrpueUC`H_GV((v^F76H%pw=;NS zVJ2+lLZQ?3X*ZMRX+GSZBL{>Tt3ZYJrXZHd;(n@r+w|Z7jbyz_kBuK6y~Z`6ur%K| z8We899FY;5SEYu<)&fY866aFS>=}-8Ro2nIeH$|vrU?L=fU}8U*aE8SN^io4ISD2) zw>wqMz$o+&ugk!Xfxf;W@69w*6(d==iBLkk)^i8c<5_{SmRm-jqJfgXu;~k}P$Jp|*C^*EMxb zJqLg(f_)^@#+aZH>yB(<9e3qLj^Nl>Yulf0JV)BQ-=OvcH_bD+fdlf?FrbTn ze1@yg=0ifpR<>@+X2W^c$JO)V7$_FYtwGm7eh9@-UI=sQY$VbBy|4# zNU#D|(EB^?Q^C8jz=SPL68-z|uQ|c6IXw!qn-IY^pq`JNg7h874>Vk%MSH8`%k*3V zcb;rqjZ^esT|}ME0s62q&qy9)pR#M0xHd?*zR8kdCTD{)Q-T8l8e2)PR*^;czyDaU zb8(45h|<^Zoq{XH6zy&#-dM{vO;7`e&Z@X#G(Xb913Sxrb*v+Y`NRn!qnZ~nF()^; zAouwO2IfHe#bD+kBp|i>kNlcN^QHar@F2GruY(xosQA7jixY3U?(%+MU;wDB9Ibp- zQPFbQKqkmAU(p7)Z+}H{s{5LWkx`az2@gBFMeA!hS~1_U!ms={mnxn#G;FvNiduaY z;h|}=YnN`d)|5Z>ib79xz6IjfTu#p0N&z6AekmrM-xCIv_sAN8XG(JW#>U1%VBfKe zcMdTzWqa;-b~fS&lYQYy6!NHJ_PoPYnl{e@RUB$;M)l|`nUFS16K;ii)7(&WO@lIPaOQeh@nm&&sy_yv{KOiD{BC@6r6 zW7HJ$H9!FAFoAjXVQENpVVbLLgL*&d*uSH%dmE$;pkzk?ex@0h%)j z8wuYZc%6~gL>@R30IK(Yo-HkBMcxyjum|<7hQH-pO`*Jsa^uO%_w}j+X7=r)IdY`x za}|}c+?N!B<$+R0A7ql3T2+oFv6bq!b8J+s@o<%6RMlEnU%zhWvF&pg9$h@~1nu<` zF^}IoW57o)s>T|0t}mxg7)2%}Ik7<|)? z$xvrXiKbwt7+8ySx4Pz6A=$vFsbjqJ!!ZTPb^MSxc;HIv-ACh3tbp|&d#E*tb{KwlVeK4-b}sw!NK3^ zFlwz96voQ9j=M0rYF0|rw3hN@t$rc8qv`fXIg_$IFjvGM+``vNiB2gelzI9&!3P4A zj-tNj_jHg}BQ1=m*dk}>qz)e)F6md3ye`juGJ+DN`V5cP%bvB)(El5TB^ZAI^$si! z)+77u_xuqoSe5Lj(^?o|u=dWhN*QH-nTd`_b!Nvm#Oe%p4Econt{T|*v$GkEsCzfC zd!y38ZmT{KF4a@O1iciL8~<(2={<_zS+4|PJs&pNIpfB?<6d0i;>SLamoKWga=~2G z;N5G%#J}2SAXl!hG5zNY&6vW0It2+I;5pTl|L(p?FNT7V9acLAt;|?E1`1B%y4Z{@`v6W9vO;g|B zKcR~IY+s!$BORtM$VH1vK&^~l*vOiCs*L-19hY=M2s1L>EJ=NkQRs@0P$|@INN?Sv=}3z;^MM7SLfSQXoa}K zU^~9_Ld!mdtkwmo-m*P|&wX_s@DV_NoztgJ+f=Ni6qy0*1oq<4$m%SzCL~;YlGV7Y z3jj7a1yUTtzcOMdf{{o0Y(J{ni`k(*+GWdL^1bOfB}*Q z^U#x!&xAJUQ!g)oUDv~=^n_qf6k3w^#55!aT4cW=p2M9$xOqD9FCQcgE&mBWu=phW z+YfWitS)1r=U7w7@WAOLF@O@;pTi-4Y+wItd^(&Gb12Aw1f&h{v4J2?$ z*MEhKKX!(V1mQgxVRotQ*#GXo-7s7-CsFk&R9}$#Eb85v+1XjDu%LaAdfA#`-qGh# z2}3~|kXKoQE*^_)J`soZGK3I^M94Jf0wkM-`i9pcuh>o!52IvrFrs0jU>%r?NP%~p znDuCPA=#S6^uz#mBuh22?Si|(f`4oe{vjkPSz6?MFyMdxp}Ldg?M=g5dzMu>k?;e_ z$}m}Y$<*)gcJ{2FuRmia}Fh8txa9&_4W1Ry10*I9hTmi{>^;CLM+MHDm}gJhGRQGmu;(T z|8+|8r8GZpu8^ZoPNMG`Zckz}8BID(Wf+k+tQbMrANZ4q?z#8O-Q+8R zi69v#4BadvEHIiF{XM~(M785We1V!6d{JnKWX4XamuQg0B~k9AhOaQijECEv_scZ9*gL9N)oVqr}VNvH9QE(S0PGl@+BtJA&y-(dXEF_g`EO+y8KiIk8|MBuN~7Rr{JCdHwnc0dxoZ~vB=H@tOX13SMVO~mL z?-ZX|exDCfT^6>I%zR`Aoa4HucFKGJ{XbZ{%2d?yH0kK0ZzMiY-cY-eilI7|; zAmA@WY}EJHYBXFM?ZxN;O@h0!V}x~C1Ox;`MAo5Qj+MhjPdf{Pi$9<)Wz4>g`=|~) z!D`K!z+xkD`ZJAvuvsnO4#2+(F(S?YwP!(c)3yWgSN;dYpML!K&+0%$KvHEVh*X-8 zRE*Qp(+%7g+M9r|fvRGjL;%Wm3}}P!yg7*?vzDK}+!fF)uFUYmy8b8XrxhZj{+*$n zVPzfiW{YcX+AYFcUp?ILI`vzgTF24xIz zrxH*{7#SHs1520BRcbgF5EprJr+w~XAaelyw0qB2;vMnxfPxqAyRrOY7q_}O`piGcWrq*u7U(Vr+($1C!Bu5UmCVrr{Vcq-9JC_VRn@Qm0NvL_Y zr%jx!Td!SSTU(>wy?3vC0q9J;{{8m=pt_iZvGo%-Lw$cgS<;rNTS`G*-dB&y#8dnt zu;Jt>;+tH6N0_avFdQkddnx+P9)bJ%Z&)2%fh2gv!*g$Oe9ZSbOMH8tu>xs6kdrh6 z2?Y9uOnfPX7=i9ni#Y^tq#m!3asJN_&Ck7BLs0fgAyYofo^Oj=$Y z&uL(Kd>P5J;lACh@*}Qx#y{ zfnta5;3_~Z6Y4QfB(U$S0H&*}3%Xn55VRyDB%n@hU~0Sy5%*nY`$M#fV$92%te0(% z5Ya3Ew56q`K?-(nxG@$;g9fI$?dzOfajCD3943y(zqoYz^gUgxiSMDIR;5I!L9YND z#e-@rDJcp5Yb~O3eK15t>@qlPGi2hNArdiL3E;1ay!M-h*Mx@axc(qnCiAX5k`}Z4>_ZD&R}1R|kL$yK-7jw8K%N7&U$9R{%uy`z@t<`gEjy78*(#7ok!pK; zFO)LoRBpPwf6B}Q@wQg+-yQH{U!MWto{Z!AvTZy;<=O8|jkqnScKTxgxIwua#mB@! zo(;0QN{JB;lRYJ%E!y1NjL^esMa*%5Tnsn{*0X0{ik8}wmx>qbdjIDqKfeQ!XSP_8 z1b_1a2G8wU<_ALuPKjB33c97M5Ib(&xns6C(n#JVmqt&Vnpf2 z@na0ag6GafqrK)vuw{Ux_fW>Kzd$_wjQ8T#ujWPGaiInJr2-es3-?P#k#jyMCChC4 zW%^H+tO9X{j2$+EuP>+gmaYp@&SxkQL|Gx<@VDqOwPNsr34|7yCIHnF!(~gou0*_} zfTf5Ad22`!1gZvIbAhQ{4OqRd(KVq-)I1~&;sav7X`rn#7K^=e=OyfTax$b_t+>q9 z_e3upEijqJeN4-^mB{;?gg9R2d~Iw>is0?Q8c*5-yu;5a#maDqe75~&o-3pU>Zc?6VQYD!846kXt0 z;M7}^NT}LFq{98evO71-fObh2(hZ2%dO?(;8w;EsDBx@s6UZyo`xxz|(?WVF?&$$E zAL#NPKY3C}bDc}OU4Mzl082{`!f-U(2VjvH)^ zwI=(9IEsVd5K^TWbWMQhHz&qLL}-Gx6P(9Fpc6qlhW`!e2(4$FK}r-{0^x^-)M0&> z(PU^QK?P0#)CMUN=@s$+7$8nntWA0`x!ho#M;qju_*>mBDJfaChFb2wla&;KO$Z31 z!wC2IoPX>DO)3B{Bu$wUn+PPC4G3O}6>_L;YQh~a-T1%p%@7Vcota*o=g%*1lmYGM zbf1RvVnL0k`@qlXkDe&hNo3#{VT@V}G<0k?7a>m~9Z_ChUf?e$7J;<%<@#isjzTR! zgn*S%FM{T7m(!m>;{n4Qc?a5xd`lshf6QSav#DAm14hd#D>oW!&PD(WpkTMgaNDVx zhE3Vcrn%5k)A?j%^A0wOHa0efYBa+$qjH=4Ovg|(eQ-YY2WrO$j{}!rWrei!BDf7U zE3O$c%l4^2`-7>5j#C@@+{Z>oM>WG*hAf94O?2e+0oee!kCu_~O|A2(Q7lTLaC^k} z?%e~>)9!iF5cfX;P}e^IC^juE4O9dbj{8umhTC4qD1>?7#wufvRBAgO?*;@2?D;il z#WpZKcmEfch58s|G7vc7eL;JXT?#~{v~+kwv;sm@N`!4cGbilhgl+7{e_35}W*|@b zu=JtNpFcwyK~ikTiI<{j_E3w_(P_tdl#+AtZ8a!!3M_YMN=Ec`oFQN&=%~*wEiLgr z7;=pedD5@;2g)bJ3@QFrqW)owR2(2^OF4gJ8Rg1((k1S5A^#Gee4k1d>+LY zM$@*kV)6X35VCuVazFavTSz0I8wQE^{l)XO(h!V*KCHVUTDARQ=RsQg2rAt|Ob(@LcGJKo9<=n)d+izO zuwIZ7wshztK@PnN-KBb_j;mHcdPBKd6*)07DJFGT$Z=A{_NNr2obF_WV~}J&OGb}G z@`jh#Z!fEHGYNw?Z6?7Jx=ZX+Z5yHNGD4u@2V~R0gUG*{eaq?+o+>kp$v65E3^Ysh zcG{JIa*{Ynj}eY@`U&c!=aIaoo49(U5jzIZ#QfKaBoRijO~8Susquh}3F3+Ds8a1)fZPq52kDeTzf>4FbppX%OG@e!w2Q2U>lC#H;NhQ~5cmH5`xR7FaIxIH#zDi?hQ|Q-OE9`5D&&nlk|#UI(Um-ooH9G8 zDvIXfUB)huA2$d^d_8?#qBI#QC7gt(0YoH5aOxIcx^iXyBenRI#`W({sEtxC^1$55 z+#wYhOyDqavVRlA*=s8+4v@+oL;_g_h`bN-GZ>bPOob35NnwP;FKY3aH79g--br_i ze37|>0wsVZAj45|6JRU>=1a4~469NQm2uI(*rs2PA#>ZQsY@^8ivN&}hpmD^OG+%I6`!wh3+lF-N^Wkkv^bbU>qrsQ>s@)@EYpxc2} zkSK9JLvO*slJSlln;p*ugT(4aK}gVlF)*OG7-@UDlo4`J40Jz}vk3Y5`M$os&`#N$ zPZf_8%_hT3c!@lxv4LYpB4GyTWe|pZ2KDb>2M$0#$P5l1oZz=Ac3nc}S36KaP5zIO zYwGGCd22&FgQ^0=Az5Fij{WQJNb_aKEEr)fP>mH7Tp=}om5&tn+%%5R)4(YL*`krH zo8HjW)Wj_6f`K59$chfo2Zw|t^%(S2gkjjg!jwC_Pa}z}TMjrnPVYoz*vWT<@1q~$iF=*k# zdPpJY3#5YVZghx`G~S`(WG}A)q19mS7?vb8$b!^C$~ZhkLH~j!!$8q*5EirxEr?KZ zB4vRw^J!or04y}t)rCAXKpL&~|68L~|IVF}<$GOFFpgcq;yn^)|Nh(d?b|1})bfyR z|K>T%ouDcx3-Wgt%{g9RXV)%svW1cekj9rs%R>2UxPRa$7#eOCfE!= zAtd3iouBrB{uF5p@*b$93i{Q6tkAPI(a;D7T|dC97CIy%iHMXXB)psXh$sOab{>Db z>r9|X9#qirAXkCj0S{?-cnQQSTD3s5LkswKAR=%#BTNH_uAqE z&;r0_1H#NCiwGY)$la;ME-`}JXFfbXYupqzv$O;Yv1&iu042cm_xEr#ir*DOuBR0d zEWv)t$4#q_$HT(|lwmf``iRJGVH^h)WWKCp0JKjNS?VGT$V}10{Ya(;x>gqsyH##1 zMt3EhKUSUmCu;jaJ6+nlLXb5yfv1N_;(2rW=r}@2UWxBz)*<1z{Jv;EKK9R%}5)%^{TA&^K&mD)D-REyYhYVq5ub4FhY|5!vt(`c$5eVk_ zaJ{ZgB?2MR9`Y373o{RWOc7@!qCuKKZpFNO3KI&ue)QVF&=4Z93}IDTUFa|v90S$R z5_BaI{EF;(lUIbyK5|2Vhi4$HzOIgUZFqFyIg62riHxi)^dd_&-e^Po47v*9IAwWx z9w;)M$jHvBce}2yZ6>wrMg<4AzcqBb{$aN>JrGtwlkGq{fo7YARq=&4IloncF!$xl z<4A5mmahIf4sT=*eR#+{*q7;IrHmkYgBcbbFLei(hd$#Ddb&$jN>o?qY9XE*!2+*t z1B~tu;3_!=TrLIXkFi?cBRHoOXs@9ZQ!nC>VxxtRnh zX&iz%RPMlKLBWbBc!>@j8?O{AkgX5Pg~6+hV9fwi2>`DFuX5j988!(VB-2YkSP`?2 zLZ|=Nb_PAO?axp9^1W_xAs$1Acp@ci$?KAmg-NQwfk6VZSbR_mU-m<}A* zB!e5~6cPit--UF<0S9-kZw75bzZ&;D2(=G+R>er{16)YooM>vRJGKXQlmtC8O*)vS zAlCw7mxKeb{W*NmOIoY8=}>H)jF5*cd<7Zw#ZtzT5!yZwkwTFbF#gq{KfCjYy1i5< zUq(cvDmA^ld`3V(Gg=I^h=3^S89I6p9-+$Nt?1g;*RL05DYxHr z(->HKg95V_q)X#4t|2!Ab^f}om&25JC@q?Pv2^+ z1yuIiq5`C>6hQov8>9-WKEA#-rK2gCIThOY)o(gBd-m=H6K?Xpp%^0tqoM@<)g5|+moHz2P1>BTQAto* zE-Qci$!^|^TosE+PGL7h*!Jz~zi&tZ+&D)x{#O)l4-F1(g%~$6Vdbv804&Z=1m>@e z5VIGIw&hDH6r4mVJoJ3EK(i<13K1SV*<&7)!x*s&_{TyM6qZ>53Zixc&x_1{e0U1+ zbq^Kwo@At>Y1mHk*}Zdj7lP!0$AsK6Hth^21isOoV`GEkEWdkO{073*M&P$akPaY) zjf|KfwCJV7JD#bI4e|%nVeVTnrRM|OGn@$^6%o#kF1V7QgogqLf#yCw@=8jBt`R5{ z6jx+Rll!&r+>sg%HUPO({eT(b!4k_(%elu3;$!(=J6yu~+ye|6F1Ai~3@C|%k~?co z=4ZGfpcGE?gS{!g2bt8bHox`}60}KQA0JHg6wXk)rhxm%wbMaSQ!6#a>q72SO)_7r zI?HA%FE9q%{&sUKDc2X#0)T?$yEeqU+P&LWBC8LI>4@1iYNh3QzqaQ8@BjNOIw-6< za$aC4sAxlS@L=_6@uMp(FUuXA{(ub+y`HFe8+xGvBt}1sy0KMyZUY}4dQh8r^mnhm zhFaR=%4^rB$e56}-I3J}&e6WY*H+D|H*l715W@z&K2Y&Cp4yRRD2xDD2+6|W`9ayG z{7bB%&`hf3N+!f2ngfK~d9bfkuPYgYhw!vL_1(nm3AIupWFT^ttosFa1S*_d zU2|Q-ao|JIjz@On1QvO#rRS1^!(ahpWp_IBLROV%xpbpsSpDIh_@72a$k9<_*FtI; zXLvMp{I7`j9bq;=ItCI4@8fmwYF`j?p>aoTB>|v(jC*IGux%d#xNkR*#|eAy=seo5 z;W8_cfq=Tqd9wKHix;i?0dGh^%V_)Wkv0uj znjpFkhKM7GJP9HqRVcV z!DU{0$t|hw`-w#r$&%Vd%=7Enr zi$gxpQ79enHtP*dH8|kTC|*2D?1j_7$Ml^}^Yd$@;H(M!KuazK>_(}oBWAQ+@ySiX z1FO40k9P+^Z^w7$jHH1J08UY;3V3GVJP;t!kvaH@;n1O6m|->b+v8lgbJX*uwc4Q4k-31)}+mpdNBs_q_xY67-VPebpe0 z=dglGdU$rjNO8Sv13A?it99p2F;J{1+F1yWCMyF51<~_CK1#b4iF~+HDyeIJJA~((L^D1 z2OJJ)LK+gl-NGR@D=0AG{I$mLqlwn!Iv`{K+IPTrM)oxAT4~bChqHYa(Ie2v@ej%c zBKsLy(|VhdNXr8WXR8JGJbVd6tI=~x4M_bbj~}msY}2rsiY(jAEO5DV=MH?Dh?4233}Mp|IAm?Ic{nZ)(OsIt-xnI zI>JTZ$RHd|aG7{p-2>8M3FDE}AlTZs@}Go5Eae2XwrTAW7pOf2%$o1Mf4m1er#3fk z)PO{zXKe!YP`*{=Oj5jLiV4M=K*ya{FzMpPYJMUNg}87j(}4j?yAioAIH zHaQ}%Eg#y4_A@^}Lxl)uNmY!DUK_bVEe4psM|dylVcQ7Sn4*=E2wnAQGV)!x}(=lE85YA1@`k-+s>W?vFhJEl>+gcI8)302otAB7`v_ zoet?zAuLlh1fz)|zi2OUEo*uDswA{WGv&mIa zl7txSLMI7HsZe@aF2WJh0LXnYLPQTZ&1C%;P9VJdSYUXQ#1t?_9+DjL3eb^EE_U&n zcI$ck`~(cXt3?~M{~e5UJ&DaGRJrz_WuomR+>RUX*2PrFY`X?O|<_#Muo>$cI8nIKFm zjNSq1F@FDJRg2kLWo4ue@e-{r{MmDFB9uNmVqflLcsC!9#p92^QE281bM!@* z0{%c*uyEEuxlrX7$>N@@m!*tKjF+sMG&lMSvDD5mrdiqFcz~$NTIk|ME67yc7?2B8 zR#uu;fe!OoyBs5krZ0vWi~RAtJ-ypFo%HW_!>2h!U2aE*Becx76zBk_{YeNBl6M(> zH5hCowLso&I}X(3=<4QHwn$2YI0$E?;`upwk?SuKo+$bg(YP_CDG3|hjIVb`uuD6q z4^mZhTo!`&_rWgX8c@XPaPpP!Dz{BndvX~^SlAU~IUtbMifp<*{5%vpc*q*6{Scsr zvZE9-yGT{LVygWjgTunqKmG|~+@Amzpe24$w>THh3r&EqHcVX~$HuB$f8NlcR+d(% znIVFm?>G%!uW!!c({qPy(M+zWa}WrnUJ26R-9dv1ESsa5nHj7Ut8z@S^PCCU$|v!} zxZvPqzA(}SX7!QnS%~zJx(O15kS&lm3B;A9?M3L!CdV~6U1(bW5(#HOFgw-1ybRVr z_-`VFc~!})ois90wTq#F?3e@rE_I7bO!|j6tP_YKTOGMc8i+f7Bznxfdjv%ve3=U2 z5pUiMx(I5Y1WG?P6UXtmOJYZm{jKgH;mlyRG_Zvc{w@bW=i$SL$T2)PAN(}}2u)S3 zA~utyQmXmvWch9pzhOrsH-H#xZ8c&^J2{U10?3`vtXNyLkTI0KHcLI6$3vr?(o zHxyEB*uLxXkybxL^(?o0i^3MVoVgj&k@(1vGkiS5*% znJ+t*{NK7d-90!i(H;&jThRO)P0{lSv|=6==fo<=6xlA(8h_VgomFKXwX)0;5^cz! zcCMSBg40OxiJm^_g=?j+1Bl!yp}y@A@vCI&LGHwX9vAV8sZ?kg}4>1SvoK`~kspQgjL9(C55 zdExMxZ(4gwo^YpJ@mNWx#wLs^gq`qP<+$%gVIlHWdm|s;Mw-rr&%p^_x-<>O-2gkw z`k$aZeApJYF9j|Ya?aBUkHqZwj_yTXd&3vw_Mt+vx1Um7afdB)(^J}SN@79sO`Y(j z_63ZvNEYk@I9A_{fsZ@@$6!+b^2hf@n9S7RqrfRY=C~<kB!!0XNnBw*n8{kaM;Z=?C8oN*kEk5bacqU4ucBacza;O`&`D~P)&k*b6Tw` zaH=4%FmtQJAP2+A=GV7%KH2s&t$>2l2u;=So3CtR8HF)8%&E*#2afxW9o+6IGn!w< zLYy-NYM3%zN*Ut-&|d56g|CI>G(}#zcO4FazCmlKs!p#tL;j4wpA>xX-4O?8*F0#* z2h_52p(^x8h&8ZY<=` z3?6<)<(_6gyea7wz#t-+tcQ<=2C1VLwSll%v*jD@&(tRhq~b4$<#;Gqk1{&C#Rcc} z2MBAJwH49unSgcg@wMw7UNLU*eB#HuU~o>0y|QNCKF>Aicv*WMEbOy%Hn{lt=j2w# z4Jx^#>C<1t-5!My4@R-}gN!rbne}+1VA1o&;nt@Fp4G_faE$k*kxm zWtouDZ=5BjFB$RO7_(2mYOJ3R;~h1_BTw~({phh{$ldr-$0;$B`s3Ex{AB=wg~Yhp zeb*cHO|#$C-El8_#`V5#TpP1wK`P&eJT8;12CquZx1gOY*szrtB3rw54Cp zjC+F%Ouc`UnfxK*CJsK`;{0as!4t2Wz_lacI4XS30>pGXhq0CdHE*^%(|4WVqpf)6 zOUKDmp=zh#emFWYTZsEibYf#<-w1q^5mbG38pn&i3w(xl zq4R_9DBUTj#KH~cG(kiT-vl@b=T|{)0i<;n8u{KEmrl_HsBOE;U6(-o498xf*^z+hm*`FVgOZTEI_*>Dod${Rh zPkm&%u4xf(gRQ5y3N(25vQ}o|9a=<%E?xSL5fZTK{Eq*g_2x~Obqf%`YpbiZwY6%u zZdF%ReQ00$>;7e#jF#p)Rk|2BNo}H9vBeaicKc%0jSK8TmjeO=K{**79uD2V+hQH? z`AHm3vvMWN^s=NDZWvrAd3m%gHMepXidSxN3h=&KHB+D|R3gx+S#=MAf+Fs!y$oaB z`~dzz9%sXG_`(%@F{Q7$`Fk`0PE`PEgT7f7QvlKs`E-S!|5@tr;m`7Zd)r5nLtb4J zG`3~x3|G6N<=v8SGY6Lg`W^9)JwdsLGP9dD?^S`?q<^PQp+FISz$R#+E1CCj7aEt@cjTiT%a!x%H=-~&7NMez7^vslb zIeeG|+RlK6c)2+)UKD}P(mi)&w7pnmrt05KU;FqLmx8jgK74{eWbNnY{SI-6k<3(m z^rJ4Ld&```ZPnG)VQBCbvSVDjFZ@e9=DHg0KYQj#Z}85tRAXza(oan89J8XDT$&q1|sd{+zPf56aO z)$Q~$@l%Ntu@#CP>jLzdU|?FN=l$c7ImDA*&cRca`GVH0C#tH zYGyHzGQF@Kf`$9Iv=>!>e&bO~|4fHm+oFAuA+?b|hHP6(k;QYl4|XjU02D$OI(gjzJG znG6k-X40g2PN8W@hSEeLXB(d!w#_Kjs2b8W8QXJllQrjz@ru|_A?f*qaIg3+Hw`=rF*ym^yJ zHZ?I>s(X9>4V5be?u`X5E*P~`i176BDKKw+D{s>`Ex~cLuD|5hmILj4e247DhxQ!g z;M{P2rK98)wewdZI>8s9uA;K3kwc(J|IRg24bNLPcTS&2uK8W6E>Moa+rd2IPSMJR zXZ9XEn4On*SUP|4nkAW*;((MK9nM3Hw8}4?1Ti)UlWy;_jsa0fZux&%y7AW z6AsVRP=@u7FDOryU0a#jUG8daZQWhQcjiUyXt}Foap&;qtkk#DV;!5Xj2PrG>bzuSwV#)_r@K0N2X(LO zJ+SooC5{3wg|hzPD_>utI`H|7KypgTe%tnqe0rv4X4Kx^;7bOle7wD1T>TyQjd{_j zP$5)_zyti%A{S|V@Ph}V*lyyZ&Qoi`HaU$_zA9;JbD#XYD#N0w!o`uVb5r6`8ICt0 zAt4|hDCNi_lgUw0`co65cor1}B~Q=5Ok|p&-e50FGFI4gA;!6a`?|5!otGUrC@2)T%XvA zLV>Y?K}pI^?Lmy{Fdh9ois6^QfB>+3p`@fPIF9oqxK-t3)!WYU%apXKy7wTUF>u73 zOi;!_`7m!0$>QS&LgL>4!URwE0rT9k7c=knSMjg~7GQuECgtUvDcbb1@- zGq(4q-#k)3FKoVCsNz*Pv&ZFrw%D-L@(vgOM-i8ehm8C88kZb8S>Pn%bU5%ss)CWl ztG2EP@lyqk0+TWyCRZL$e`|Pqicf2)GT?H>7e?D7=;IHH=XJd)=$O>ES?Bu9kUZSM z5%)ZA;z)W^Q$$naD3`);?}ccA+k10`iWdpWe>pk4O`(}-UE^@oWCTadhhCS6GPf(v zU-{^NeqZHcY38BOaPZf}_D=felo#es%CE+Pl)2;@Mdk^KUkN_=ZdCHcJ>8(^%8^BV!^<)8;^7%7d5E z{!ceWf8bi~yI@O@dPOFKc;ZHH{VmBRHv6{39GV|e7-F zC?z39Z(hDD-PtO-B3dT!tMSeyNA%MQgm%0%U3gj|^Q)u7)Xs`sS6lBepQFY(EqJ!sE%y^;gtyO7`Bp zYcBmT91>i7MozE(D+lDt{$F`F_U98ZZ6 zh&cX`A+2gy({dH%g8jmsZZ)eSt7@1Z|Bj2y)%+wyY_5PjoO%TM?HyL_u;OYa<7a&Ff_I)$ZQ zJUIj8DNj2VUHw>`dUxseL)YKlX$ZN#GrM}-+R;-Loc#Vek^Yr!U(`+XJC~PM)A_q? zJ(?0@qS#(qn5E3SLWAL|x~**C;_oXI7>}(}@OWn*#vXXRtSb4geYk1DtCM>VaBwWY z+m`4rd?@Zn$~&!I3wLs%XyD!b+lRlUUcYQJ7{id$nf3j>44W7|C*@$v=brB+`M;U{ zMQTO1M<#Js=6HH;&1(xu%iH?kWaIGQJClT;-FYp%@7rFaZt+dG7O~Ft_wQ->6whqL zV0lWu>zmP@K;H$GoGfM3m=$Rkm=~qZSK?fjHAG=}bi(zgpS${X#*a!#nG1v%7VWB3 z*s+@J(vkKJoRZSq87w=TVjN$sTpQvVzEZ>f^!$-5BY$~IW$+0`NK z>u>59a*tcqN`n1Jj4Si*5UtHt^*dbDV|~11=!9Qy{Bon~9)HTum9`_Fb}Ct?Z~l>G zF4Gsf@D69ufjZ{6pQ^?llJh!bd?i~-+4LGq*Bab>q5rn4mBkP`Q6cM2$hyu80KmuVg2^rh_}auEte`7v$uY-fFJlF;QsDX zLD0hx(n!l8-mpd-FdV9W^^JaLc1((TD!{dN&hY@9)ctA5>?5(%SG_?PF>W z=|ipArPWE<<{`2yA8Rh|_r5&nelf1YMDKkiXX5>aEav95f^iEX=oXoCYkxjtBWG2# zjfK9mYGvxx8s%GQM+488=?Uz8l2x&vhv`y%d17Sh3SBR2hn9%`Z!*l>c4da$txMis zRY-IZZBn{4c&;(d&DV%k>H_1neGXQIBcThGQdiz#j9f`riZco`XzafH#dCrbK4vG zw7jYI$K)Sn_F4Xs+;tt2p&L!fdBX=-_HBz;pP2By)4bIZ3@l3FmiF?hr3 zoI}CFo30&ME$z4a*3pL-c2jll+|wRS(TG;gGi0w%3tq9Xt;aio^;X)wYdOaqQr}dl zB^_XWa%r!pxaH`(5J?{W{(i-(H3d&YIjWzX)T^Yr$_*b2$yuln>b6IuG{)Tdz*CEW z(&#bgD>pgX$wHi#Dk0a@wihI&e$*J04!jXU4Ri2Z#Imf$v%LCTT-wfK1p>-Vq-RlL zbcKQI>|`^^YBtwcJ~O6XKgQGX`n725)^gEh#hJ&YmMvOzoZP~x`AI`~UDB1E#T7qg zIrnkqX_?>T-yYX}UiXxdbpMi0xxGbU20QL+Ikf3al=Vc?l?7{>c-BjD+8W)DBQbJW z)t^#&MA}vT_;%Q_z*ZS*{OyyKR?jZ)(!E)8yQRlM{BFeJs0kML8(Et-I2T&=jnt0V z)%=Pw^LmSiEx0kipiJ|+{m#^|B4+U?)g1fIzk2uK z{uz$%>Fa*yr-s`sI}*Qdzi0PAnpXGYgN}W_V;;#Z=CgOdLOuFsl)EzGRF+f5sPdVje=i*y6YXpk%ia4ZC%QuV41X#STkqYjGXZmZ-R{tudeB`5GQY`g>BGT9G;%JYCmI-q4a+qoZ4> zdPQ>LmyXJMX?5xKmw8hc{fgYKaxZzSZ2QIX>fYFebvsT}#h8WI8ch{&d?583`N@X_ ze{U8N;Nk*{)c@ljS0!Rt9dZRuii-CD=BYCs`h1Z`@3}_GOQHml$XIz7FsMF%tH-W8 z(}heErx`iZTTw&_)vO)TH)PRDzw>MB{CS@Mu@AJ{VvolE9yU;A=Ad?!pPwJ$&~wPR z=No8U0l@>Cf%fCG*K#6It*$cT)?VFo`X*9rPc0?k*d0mAuRJJhOnxqkm(bA3M^fF3-F&>*(BzzTc7I} zE$8SZ#5r16Ft5m-of`ebPL46$d915!dd*f_^3L=Tg01uA%a^}?{mM9B%&U|03(a+m zs6zzuDC@hDY`=FXuA=DmaQC$RP-OyU9mNzho5cY@ zu%E!|1|%fS!WmQIC^70k0QyyX!x{$eqlIVUFx+|iXuyTvM7t($HKs4<=vmeq7n-$q z**vo#Q)Jo6x`Kfbw?pi}px+8609AecD52jV`SVz_cH{8Ry4H#J_(n?8)2|?~R(p%; z;Ahm>Dk~Kkj%PR7C)@ikjAeHQq8FU5SVtth4Na*O!@~2Jd~M)0$~94C1^`@6PLAB2 zlw7!N*Ro~HfC9)I%Ysb7HYk(iNST{~$sK7bK@E@@{vB+G=G133W8>oo0ULopMRs-T zVY}^yCm8(o+d*8-v|)oFi2l$ROzeH$_)vRtt4(i{=*7oxrWf$i0y z6BisYQ;HdjJwKKu)j1VW)8gF@oy{%9CyLH^w-m2sWITX`dBsNF2|xxwn-rX*ik4Hv z)$b27^?U~gtjvF7O9wr3y#k^;FGGwSUrIJ_?_F)4YLW4pLi%!?CiecKgEx5k z7%tnqc<}<%ogqlkeSAJZiD3xuGuMh9=fVM0$Au2W&)>7 zfGJ1|fG96o$0X(m-GK|Ac9w?;TUsVZyaC5;(Q@LfVky^)Pq@1;?K`iee-;NNN+ZBQ zQE*66%))Ad6aB4KD_7p}@_GnPUb|B1z0=goF5Jlt)E6yTKf3HzYmivWWK$mJloFsD z-iikT@#ud?MHe22aVT^*F(oG};iU9&+@d7&6mqlc9U!ZFnD;GIs^G5rj>i&?vH%9Q z*f#C^zq}Zdt;M-yFUI>uYQx{(_0FgJp%#RKjF-9~C#MNU%vvtLOG!xqxRvu^WW(fe zi(Nl?Y=3gcp#}5KmYWKC4Kwt4@0wD79v=!M%mUkf&~e)7=2lCiASAt3J4*_U5DAFb z00R`Gqk^}vCCY95Dfx~ZMa;BzZ=X?8TKfEjOFpM)R%KR22}St&etWlW{Ruu+$yVy9wLcubFzDf(t%pwM+VwOZVo=}Zf1=QbpH)_V;=m3) zs|Ln3F1nr#o`T$$R^3F+hpwEn&j!!$$3G;;IN1KRA~mO;>U~DC*fOq>$*_TXir3US zV?ous?xxUD(XVGIWf%}rts$OX0O)L-tMZD@Q$VPTvK7TRG+81AKc7v zoY#yc+DO%$^`&%sljR4|Zo?kPd-SO#JKj%!9vnD$DCu<%e}ygCZXG>6{l=3CQ;Sq{ zfdea0-LS#7I?GI3?ryM*2y@>XCZQ{l_KE?|`*YgGusUd%gtcd3OER#P`MfTD7(Dod zkl{#RFkffRLCo1KF_U}K7tN`l7;t9{`ZWIBmDHd?9^2Kmlcny9`tvN#|AcWOxJt6P zAKUioWwe1}Mg7a>Ao4qOUb)jKm~bd0OPE=%*v`% zNLGLa4lt9}HB>bxOz%dZ13s4%HMW(zi<_03%AKbtZRv(D*fMpHCo3OGWkp2p=Am1A z6%=bgF%$}?*tN7c^F-X&JOo>xQyuLimc&Bv!3GxZ8OE7>hv|5&QZzV)U5JASmsI4V zK5A8;=?KzUi&V1A~&G>Q&XUwZA-RJal%LgH7*DpJ&2l3mC`ji`8W|i<7#4 z+ptF@xs2Nsr$@FPY8|Ox>pKc{Y+o47gGppav=RiqId4p9S zPF&R|M$**VKZ-iGbiIeTw)8%t3T<<8tF1#Wy}`J&Y4fmd-qjObF2fsLNbUu>g&!ON za@7BZxCDLlj6JK0eNICHOH%>z3X`7;m6xtwt=24U&9jB0LA_{u^BPlse zR#x_O1&G^T%RM`1j2rTs>JXoW= zkdTYn4Mm4<+`4tR>4x6P=Wbq}KRze=Q&n5iq(22e3zN^KZyUKwUT~0)i^AXBe>GAO z(}}IE=eh10hhKfWd*xPfSw<4adCdlRzkH+=Wx9 z(PI$}ztgI&=tr`(4hgJ%XQqy=S@pESlq34Z2a9QsTo|)&gfWvFeQW{@RGCcQt!kk4 z`UDL|SI40U4ygN8AZ_4}H!dE8u3AISWG#iSy1BWzzbPOhg0Jaf>QHr(M0UZi*DLg| zV1>(yFer25#*JF)kl!czj>(A$=ZU^!gQ6PVt$UiT095o@9bPjHZr4WrySH%9mB(k2 zTIqHV-)*RVxB^mGEownt(<8;=h5SLE?7(kOB=e*$<%LJ5Ef#a;YFA%C~i+Ub#2`hBc=iWxEdrza^rBa8tt4cvR*n-14m zbq%}vpVaPgPRyDPt9aFBJ9t5jYAFKTJVw<*#b1ied-)ixLBqlM;}~QGR0!;X{jkGa zsws}C@+Z2+gU2p$Rzof0kf0XGOCW|d`dL}wz{SrcL$xN1oi<8mT1Z9t9(x_Yag7cU z!OtCBO>J4VUrbD|tqy8C8+bJKB1{3H8Tz}Na>R^cW1yXFI7qZ#-(1lP7G(1`E>piF zY}CPZd+d<>Q#;-kbNG62++O0VHs8)HqL_QRF|Fx&%u{V?b?$PnwuCbUFUAUfy1+BE z?7|F0OCUkH-!61-HH*vy*UmgqUS1N~ZVZe8?Ny3;8Qn9|*~ z%VSLFp4znDRt0DE2%~DTW9<=s8t?j)m&}tGHMoE&vF=v{jfw$3&ZOLPg=!#Az8gk; z+Y|9lJ0ms6@6-8k+aF&}Hp)KN#qQM17nQn6)+IPNFbgVed*ITSpWvUrGLbKbo@ZG} z$(pNtWhbA1wC(yNvop^^)!e*Kie5C}{`~|;ZBHQqmnlcOACMmaF16mhIG@l4*`pQk z;6Y-O+ox9x53S?ir96)r@bN}(6RoDcRz~r*#zq}q_U=}8PpkDizEP>vHihVzfn@iz z{2{HrMdg!Cu~_8%!f(VXtCRC%2G&{kb;OML%ckVoaS2;@?>v&1kZ?Tz9sCWHx1{s9 z6?8(g$2zNf%(sV4Oz2FsnO)W(T|Ml)n7wOgxx4_m`9#}9@BEJJ9T0@@>7-&Pr2XOR z!a_BdUO#H@Dmwq>>Uhm(AAA9dRPo5Q>{z`;@LkoV9f`m!Knt$6>JpJQ1~@`30jr68 zNBczA5<*s^e_-=fzp-*nkWzj7@dKpDSLoB|@zJxy6gQ*^xE}_H|9&SBuE(qZjlHV~ zztK7s!byQbP@e$9U{6=zbq6FCJ!hHF)B5JUCF({5WH}PHwpaGi2tZ(t#xdwEl7I9H z8HyC|du)2!N%wTV&3puPpV)*z8UF;zGQXI|QhaK@Y%Zh+M(&j0!>N?%t0w^0=v)EKg z-7{A?h`Hgb{cSgvtpmKT7tuaO%n8mhSei0bwTD%l^9#_GhrpEwJAw&THa6s9bKJ2^|4-bCGd^t5a zUQ~j_<&h4EY|bFj!YWBJhT1gu(?Do_u zjJIP6}plnHuP! zXdi0EH894PkgogG#5boD_sZ>Ji3jWq&zn)$Fn4}?hbib1UI{lpk-C@3Acy?C#cl;U zyc>sqL34s@BeU%|xTd7<5=`selI^WdO8qUjK*V*I-wwVUp^YFC%h8v0h+Wc;0#*hT z4`#&!ylk@l&7U<8axn-h>RwM^SYyLMT%)ljzN9o zo~W}#S?EpNWCGHYuI3D*(LM4x{YHe_wa!EEq6KOd&$F*JLSc@vb-z>Q||w8oKKph5v<8)TeM zD153;mKn0Bhn0<%S&hTR;(X%NI$(x*P^bZuuJc}|ZoSO$1QVEpHvFjCs8RHu7@aJS z|8WEpm^pODd6a6ZfzgL>v$|78ps#6pKIY}G=R9iIK^EoUh}S2=pbAWTXOM2wZ_CQ- z#_7&1-}2urE;Yg~A3i6VoAsk~QT; zE)%WWf~2H_RPYb&_YSbf9*Z}HgoR;&N~{G@+iS1KZ{bZ@SJ;jtS}J@^%!b=vv+!AX z6==YW)xcY*x>TfpLDXJYD4oGyRzwuUwoy>fiPCYz?9gYrv+6dB)`&MHF@#FP)~yrZ&a*7_V+Y?DCzsjfZQCM%E7_y*SYnYQkVavR zr{ZD;zET0;EHmF;^nM%E1{oTVQQwA*-16^8%AF5bCU@rl<<(}Hf zv`_y=yB0&6ei*0%SX?H|`<^f+Z``~Y&=YOdgM?nn3r(lqPuP4!5{Bx?*w~ohg-_Cx z`Eu8n7D0@dYwzC5{zrKwKWX8FZvcGcx)tssHkl1KK|$x<51_~p0P9$H4W{H?-L=;s zE>iiz$zgDqm#YR?H`PYjwn@-r^yA3lIoM;h>w(Dt3CNqwSMs@(9z!3y?SuT~!F(HC z^xdDWbt#a4D0p(>TI7o%1Z!J?&l@2hohaHtG8x>qdH0OH!JGK+|7?#3!l@T9o5;wo zeE8VHb%%CF9Uo0ImN=sCTt9hzE%A42FSK@M!5^ zGSWg`Y2KK0_QER+N{dSO$;|IuM_K(+Mw($~@%qJ)3V_6JWcc5FL0L(uwDaReg_f1` zgsyR3Z@W*3IIv4I#NZ0^=5g-u+%6i&InOEY%A>Yl-@G`?m&^;5nEl;C=fwZZo48QW zfV5_H?HadmJwAzSch=+HT+1aQ_BTghTV7hQYw@X=hWW#|_d~e%<0Y{q zV>!D>S=!po+u7!r{e)daQ57`B8i4iJ1RnKa+4B}$Qbi9+N=ks-2FV*NpEfBIg+L%n zQQ3w}9=0k1#jM6-=R6lw#-lz*s^dM?a%ah*W~%8jdKGZZGTJ~1*)7-!7EYhl2??3L zh^VM2iiRlhqb3b{xX#*)=*$U3Imo}OL2vh@?zu&K86bZcKnob>Bwl8W*W_tP!erf` z+wH@7BoLBcjQ~tLVOkocrZZ=nK`^+x6^3!$I#ZnPmggqcC?%B__o6DPkC88P^Ndyp zBitbe=H2M9MIQA_I}r0wpulRG0M4-R4tCuA_Igy=35P8JS55>6r9Wu z?||-pX9d`$Sh=`L`JKBzbL|@jOVS00+hA%{)2!kR>+hf}fobZNz=q+BhV=J&B;N>|UUFQJ_l%IX|<&Lf7Q;x1xH1tE6O{R*|~eIsD+14>lqj4YG7_reDO z0Z*YjhhP?3=ayTK&wHz?q46oZx5!_p6{I?mhol*Hw<45b_)RdjAl7gQ2D1*v9DBg& z2u)3`G~B!`*f${K79AA@`svXo_IbYoGA$0X8)nv-@(x$-BX!$!(3>yZw1#%7Uo!vv zZguo13DRwoW1=cOkIpxKq*iQeS+aLm)Kb6mo(o)sg=)vx4_NEw-u5;>mM!e!zUAfp zxziQX$X89eD=gl5I$Jnba<%sBh0w2{8Hl$%HXR2`FoUszcAZL&^S0#QTiVdNg%-xF zLDBOVUvvk<%!Fwe@W9C5{J)F}#t2yFzB{|)XhsPci(jZ?-_8oV1(ek$t7%t@>__sj zTBo$<)u%2S2_xEVxXP~m82;dplvB(==IS85QIc(cLqMlZh% ztDe~qHZ91W$DA;4_DAFWIpnTi=M8TxIFlqSXlT2)^IbOAN28-GL5Mvt zYey9^njT3%_mI$YaN0imBe3W@cXzjVOrFM%VZ+eg##V*5T_lAQ4@?Cg((5FG^ob&V zP(pC-U#-ZNZcI$MkSiblF?`Q%dAG9B_m!WRk3zR*)(epN?}y}_N-1a$2!C<&uJKuk zKVRJgJJ-71_2km06vc$S|E}VVMe#8Qg&H9N1f>Gu6>;k!pg&kI1 zyUhg~14;p>vZc1oy%V8u`Sv`~nIoXKEnZhg{=@^!$`#N3GkD%s8X2@9w`fdnmg;VO zI{f3{jvbHG!CpmKo&V?Uaf=d*;FJJL;18kGMye8^v8H*MPMZ&AN^HMYB~|{}u@p<~ z&+fE^43S#@h#w6tTgYZ&1P(2*rx^Bvg;9UYr;~FpFpzQGI<~iDtFBBWE9EC4_vnK@ z>#bY25J*{q_6F_UD-&yI{@8)!1@4hOrXmaXuzD(7I~9}|NDG~tO4TPN+@ z@vX(9Rl;7sl_`%|3pV~WBzqm-tU6fheJ1D14$!(I=27DXlNt!a`7|@7L#Ki4FLZq3 z$TN*};-P#T`ZmIL#N|{7S~%h*sA!;p_10$_k<7x|A<4p1D>5}dyA*t1#pp?0W*a&) z`_Ym%|Bh>|M&5EKLe$|)aj`KduhoWiR8$6P43Q%ndM=P4NG^p32;Ga(;1GVpGPo5~ z^T5{r3uEQ(eMEQrMC_DPEwo)hk8~^)lqws zyg9%ZiW9DQ4x<&_lc!OlO?R9~`x!h24NcBgeH%?`a0qz&bO!Na9-rAg&uz{M?EVR1 z#$=`Fx9HUqMPm3m0SLRHYNnWmiEbNASbH*ZgM_3WoP5cx5?L3j2n|5gaLh26B(!?x zUzchHv7~8rQXl~Oh~W1W`*Y=@@`lCOpl;pu$q>#WC>gto{$n??8?eG+0EG~0`R86} zMgl}UgqQk{7KwJU3eC5Rex`zHhR$^T`t>>E?eliup?w|(iEIYKbNN#WE*cXWDW@Jh z5IAmo9CA;DZU4H~H%u*J$HVvE0|G$No!2lv_^=XZt*cAB@G3$ogK?&k*$aIYVW8r> zDPmF^?uOi}S`zLv~m-VCj+ z8I!FdL#f!c4~kH3|M7i-V(!25t~)J6IXhcsoN>pj=lMzO*-fivABmT+xgY=2KXodf zJ9omOA7)&62l3p|vthDRiyi-e`+NVxTCc;p5{GNewr%Jp_<&!uxQbhU8!btpT@dN7 zDQXfvJ_>**1oLQ~R#9o|I*_;E@6ULGo&Vc4Iu;ZdJ>A_Ahp*WvntwESugv_HbI+nE zjIJe6FBr}Shz1;mgpxA?aXXtpY~QmRL8tXE?z1XgkZ|%hIfqdBBf~a{iNX6=j}=Uh z7a;G)y$G|j7d_#Ai%f^yIkdZX=+2$SpgsOYIU}!<6lTswi7V%8&`a&bh#^9D1bmoS zCN*Tex2PuMc-O4?`pTM{$On>NzxI3KMC=)E4{4FJZ?d*@;d(ZP-#&k~)^D_sRcL_J z`^1s4watFgx3W!g{VM~0q(8?+{URbzT~+T{C4=$hU0SOM7d18p!Vi_)98i?(dxb$s zz6vk3;h~`{$B8NMJ>9x_lX2rlVVdu=h;5)cw{e#V%sBpV5z&;uSIe!)R8df*I7|Eb zrgF09O`^lEZ4ReY4sjLqDztju%Vg6nUR;e99SAd!O{%;ww?;~)e-w?dcbSCOz@%H@ zgOn5=>yD20b`SQM$-NIKq`K&4p~DS7#7z6;haqDRO!1>Lhd6u7gTw%2At#EE{YZ}! zR9rpp)zfrFQDim6@1qciDoTFmZ#2~jszJ4g>TGcGL;AAi9Z*r28slk2b$YF(LZb&& zRNL&(2O{4}vn8u^C3n$&AsW@>pp#YHP{2A5j{pyyJqMLr%bT%hhWd1vbn>#XD?shyuFW+bi;RR^ zW=G43f}GA0LYnBp<8+RMKZu&QlCXK#GS|r5s*aRg*#66B)lc*9LiZj#ct9LHA_YX5 z1^+T}Q&ga=5#$!Ltcm`}Oly%RR1#pQ^4*18{6s;x#s5#&64Lv*P zuiE~s{b<0?zH1jDRa*;*gLw6Bm%me;#{^mMzVk=Xv2}8E1i|;uuIk(yMBQR8jd+F= z;e@sif{r2l8OYO_IdF5Xx&@5_W{g<^o&|sl(YHqs=3sx9m#`djdHOf>f1po#4Fo;_ z?M%(8hlJ}zbI&}|tdXq*z7EMJ^C64EIU}o^qi8Ym3+6of2=;`8CN123sYu)$=L#hQ z4al$w0pMZrmRBMDD?0+zTXP?L!~Z~@NQEnEVf*KO)k7sE`WR73fu<2LzuQZdU zpsJ(?9f&AyaVi%t?*_MUt!>=2XqV=O?HnAqx4hHXDrz4xH)+dz-rx>W+ zs)|1DUWm~1C&Z&tC!~5^|cVx z2vt9Kczq$%hs;8zNfBp3R4uBO78jrzDY#qit0L zqLyN!4SV_wVjxGSJ5a&(lq!MY`Wm3OgYyO9=3YbZ zq9ai#4Q04ci;Vve2l3?o*V65mK2g*kOHxvNzEq#d*m){3F{1QK+EJF6hDS=M+4UmR zy99yg=Bc5Ba@q0m@tBQGgOW9xN9gh)R8V>QAxs#h)MU6k&*5jYqA?Hni~7QF-Q(q@ zK3_z`6IXtsR?UPbsb-@ilK@AqT(N?im)GXXG)&;9(?f!(wa0!`#WNN-P)0O;mqp*2-1%oo z*2qvEpOf;f+QkU2?hD`)L&&kwn1=!m)Xn=6Au(a3xeFCd%!RkeL$?^QxSVGK3(S=;LPJ%czCIi953OS=HSnFKsC>gfuV&|E5}b`b`n-l-AQ zJv3YQ&DZ#kb>B&%?rWWmy04x(cEr6kl(dhupoR?zGyYd zm+2yxS&@&{w@B_b3trBmGiU`8xmdn?E$Z@rzm*(&1 zM+i*O*hgW1B|v;S_ib|d*Y3##vhHY8EV$ml)rZYB4opP%?H}m-0&W2bJR_rBU{3%0 zTSO`Mo|<9aB)0yC#=cK4^TK+zy*No6a@zUaj;fI*h<9{lMS+oMiJCPnF{%$p#;9-V z&~!>b?TeXlm&XA@t-ZYk_JbE^kMXCdh69Ib#~4gm_C$S~!8`+Mth28CQ<8kPxES@F z%VE(_X6utQ>X>LR0b~_&Ja> z%w6-(Z;GI}0rDSc=uYJU$NQwP2uYX&&A#3PZz*kitVgF~1@gQ^_4M%me7P1P;VX)a zulYfE^$Q=Vo0)0nmB%}{e?UuvSg}9fWvas^)l)RiRd?(2yT8JSwnAzk0p{)XZ#G|pAVqSdwMC}($e4HXGke5i6PM}EQ*L=5p zaA)cJ_sjxDA)Qx~X*I(%R?j;rx@4Pej=!!^N00$ zI2cQw7eA?(N**t`RiqOvHnDNWn}b1mHs_?&pYnV9w72lQ<|*W8wNXnLCDt=(qP~Qt zlWB2LWKPoTy)kh2h#r<4aCfNCfWK6FHzhYoeg9bHlJ!Zv-olgAq!G4m9WBr4ogW^+)Ru2ch ziI)?8Zf4DWebH6kE+jO9LY4}>GqAJziaPCy&oUA1Zg)evJ0wRispfcc^5;18=GPeT zKf|ntdLkk}2L}iGO?zKf{TLJ{?k2Kfa6fG$61xTMT>0b2*9`JjxO>e8yd|!rnyT47 zPxSDZDyjCHX)m4#Lbfl=(^a5_LNlc+1BvV(7ieZ+raii{(?)a^ZQstEDaq<>1)@KG z7LcdT%Tu$u-njU3n5^Qb-2o>-%ZY9dp`H>7X{qb+>K%l?Hh4K4+dX?xA^QOnpkw5B z`J?Fs^Iv!z!m9ua&3e$k?)F|tNIlX3_|aQ8Zg5gwz&hNxv1s-H@}CuEn!7K=dB}^N z2%Yb;=_^12KO2%6ymU^Sds68%$gxICS5pywI)ROF_7MEF7WM<3`+yel`$YOsUM>uP z9vG1^q0rhjm`5ZiORUJ@v!M_qEc<}MMO~Q;&=uG+w4a(N!EghXW0r zBvHFxILw{PXZGY+Yqo;$lacSm+dN7BViU%H0^IBR2%&+eF+mj-BPr$(ASD2Y*d0XN z`uD4OoQX$9wHiCj!Cr=l)$aXykXQOB#^OIO507Qw=mV4kFPAVROe&K${F=to)stu5 z=%>kToAMHoymW8&>GN;OpFaHwWZU)tpD3h%o}PL1$k>u9f_^lH<&gbAf?P8h zEV8-mazQ8rOd=mA@Ja&RD0l>2YHevj+nTMyz|au+xz^j?{r!c0h~q6BJO1pS-w~(i zjgRU6+x{sv$m||MmxFH6A|cBLoJh#8kB^MN@B9Yxe=XZ(=#($D8{`Lg4!~tUAp!kD z_n4TS&36_&G|?^y4Go1;5Q080aDHii1k>P9-dg4L5`$}ITAup@t4|o{9XXPI=Z?tL z7Jux&qf*&hG~G_`^5+s1%z9-A=gerG56qK#Zz`B=P?ICN-6PMLUE?_$-o(UTW-yEu zi;Z(ud)7Ck@g>)|$L_*e%BjEO<&V@H;0vd)uw~5(0LKwCXlQ(Zj(xWqdIW0Yv07QB znlr8N`xf$B=y1G}{3+C03d7}}5KE|n&Zp9i<%EI`A+t*~Hh>pud0uJ&RJZksF7xep zNrVU@9u;v>Id}0jd0E+dAe#^l6rI#&3M}n_rThl4wfh@h*l#$wzw>W zUe3sf9i&^7zUt;#DMjVC^$+s`@(m4O3Th>|-=~cR;3Wc&KiIpVI$ieeT^mT-OKy=4 zzMgdvYwdAU2xbTq*H6o=6HZx?8D@ZV?jMtRMcJ`JR8AWSx3HoG20;& ziY~^pp6M4cbO$;&fHF}p?QYEd9el>QYc{Dqm_fU`?Xl-4Bh)5(tXqv`cHP-L10~79c(~BBe8d$`R~QM^_+W^k1Irw0Scd z!=jK2{V5WZzV2>5fTv_X3M?N8a=K~$;pIt@2C9!?*u%OXcl8EIc`hS@e=P73_&XN+ z&K>5^a+U5Hg1dTKT>Q_oey|Z9kKO#dLHYEqhwqJ&-!L(*UvD=Su{h@F`W@in#6DwB zA~ge~0XEKAw*@tWRl=Qpqz@$}W_A3UDX!Ju?(hp3-|M;J%6Y`fY5>`ztP16Y{a`mB z)&KlZ9_6tc3kvCoaKgqkjuN4f-4bsGnN5PG8pzg>(Xi!-^6_0p*&B|K3Hc!H=UjJx zYg6a>h>eGdhPqB>L~7fc$|1$QnT4gNwRPQ=EkAzzaHu+YFbuLzv^s)B`=Mz@xqo)e zA_6Zgi~v6#W3g2V;)5vbUE^9F*&jOX$(~19N_)xtDTwcJEZqgru0vmOc%VDLW9C!M z0TAYy-JmN`QqZVdQQgom{_ESDaJ?{oI7yZ88x+JGeRM7b)4A?OGa23CxpLAiz=LW4 zmL{ftcKKg;={o;{ph*68qI{8)#7~Y?)6Nz+PCK0j8p!KGqT17to!&V_=v`!f>tcLP z>;?9~#>IjE+y(MNHxzj6?e~-wu3!AsPqyc}mKkNLHoD`<_=^V7tlyJt7VRgF%|`qs zk8AlDU3pb4l!q?<_$##I8IoHZDQ6|@RxZY1N%2S?%>9-)3nTrj+ny7I6x#9N=vHZgUMWD9i4?bfo`#qbJqb z^k`e!jh$gMkVFKG-ULsl=_ z2Z!9OZeQo*=SQ;zsXJE(l-UB`lm`Tm#(2~E8|`)R8eg(&bq#e@d5VuVMBY5G#fLa} zT_*P=50PhTDe+U?*Jus=6;UN6i2Gs*A$kzzAC3$pQY{ozh%lEQjGa@&1Fd^A^FaLk zg9mv%h+s^)0u-4~<+x{-H$KMEO1aT&*ry~ge(hY`$tLhX9$gjN;3UAxPoMU)&_kv* zZ@(-zrNTLpsK2T+$Q%_c+%a1P<$ct^WVP!S3R|;KznmMy%5M6im~E+Ot1%0AnOP8z zbE#Isbk?^w(|Uo#2Ol>|uCgZcmq=0`&0P&za zY!cfLudru~^;>w&o6UDv2061vr0f>h}`Z2=^6D6Bo%@$d-twSsD5%*q-#Do z8Y=!jg7vmG3Lu!!3^=L(sVY06K$ic&;FH}ScG`a4hzrtOcNx-x2^8O&pq|{`0?OvD zj*fV}NF=QYt=AeuCdxM;z<^2Ix;x;$Gq-x$)4Vr-SA=wXYX7lg1n>_HL14659|w8` z_6{N7Pv?dutBq=4O1Uz8F@Meer%z5FDD}nb00!ypr%+}_Gy;_cGF2cAIX5j38Lu&`wG6PH( zHnq$GvjjA*{q->TUbgWJIE&|qTz(Pxcsi}<(ZkDX+elrfyuxy`jV_ap?Lg(W_6y>3 z$Dc^ekG7uu5sW5z_uVFCW%1;2)_yy`eaEwff5&v%P-uvZv-_*Fst;30wSVl+OA|bB z@(%Mq)-W1hdV;bg?Hmz?=guus@Sde}%^U&(wrLfGS9{G|4~Qrf?A@HFo3;IObEF=b zG9HFK|+-6`%a|YBxP^pj$O2!k<}WU31c}qwB|PQ;YUMZdT)WxH!BnE(+xz)u0Az z#aBF2Qu1J6xLY(jFpwH{_~g(?RZa7s(#qNWZ@~jn?C;@yYK`2Nr0OHNo7Pp;wFoSoT~Ja~@ald?tK=z*sGeP$uQH3v*w~goC7wHP6)7w~+pCAYYpA@3%v*Mx z2!An!m6=1=MDJ6{7U%vX+PS+yy0^+$=6y(?pUA)bR-V$#>DcsC>)m$BR3Tfu;T|8{k!HBJO1b?1%h6Dzf1$&z^#ek3Yi?%)4n z*5G}5iLjMjWqJ9)aDj2j?}5RCCJD2+lk!OirVtwJQDR%bW`NdNkG!^6yU|R1<$kSf zuU8r8e=k^giQ+u&Wmdm3U5PEyhMINyS;W+myH!*gw$sa4tEaiVauE&QI(9buEp_Uc zqm;FSiAm$CgCc^awPRD0!4Kud&YjE1ci{6)og6r55=v5EqO4pK2r}0FH0-IXSS3}> zO&~5*gk??B$MUw0EiLVaNL2@i(mv*x`*<^RRHr&fg}i^YL$t}+elu>aLCh&n7hO-{ zpqThlc@vDD9AYk0`cd1og}{LaYJg*9j_nIXt6xlxL1bh>aSP%Y)2=yYmZ;BzlY}i0SMLu zedhYTma_N&FjC~nvks3}kR#r0Ny0Y=ey?EO`&Fv0UZD!xk&=c+4RN;j7mw1vqq6*b z-NW(wZO_meG*Q#*;}xkZSt?mW_F<~xDQgWw&_B~!p;(8$vTd{s3Y zxr+9TQcwYe%?artz*27Byji9S_5lTXc>=>o^j0wS1}+$jZ8y1=AFn8t5|h>73#Zz2 z(ADt~8diwo6t8xZP_R5AFaHktNvh8J%blpw%LVZ;bhwPRZ_H@JXmGmD;2*^23(Gjp z?E)S2qnzjRP2w9ypNHW><_tZEK)>YNg~@0>!B}8-)+h(vVlfN!9~j9lYa5( z1+>?f#~i5MP6?j{hi(TmY73?3mmR;;Sjyf9&)Kie7?3WTyF{R(`XX#)MD{`p{@1(- z)s0l{=g&#K{I)M$8H1Ehe|oZS9~F@nLmnmd+r?j`?8$I_$%%!-1HGG|seP=yu7`#U z-B|QFvz`w`i^p;af%S6*DiTsFGgn+ZU`sv`D&JH#oqS4fI>_-ke8nhCwwzM^^sP%#a0wS1vBm)dv4txM<{#C3TCRg^=^pg4O#|Kh*Qqk%z}2 zl(}S86SXX|8o%IDZz{qjj__j$Jwgq$n__mqzWS9nlT~PX1=y+R&`>P=iPFGRdr*#} zS*NA78J#8*cS$VscTz!Bd9rTH@dozs0nKmihJI}`9wd8Q;9M)yDD4#ATSQ>#rnO?m z&3>B(%gZ&0*!>EgJ?dF*rXtbHXyFO!-kNap=RY375~Csu84+`Lui7_!tJ`021|$=Dcq!H4hFT*94Pr@SHks(*N@Hho5Dh+sbV{{4VTH?=(9 zITL7*{bxrTytV~YM+~+2IDMk9&E1~wu;8F6W?CkQ!05y3xVSXsXFl%77)wtc^TWSJeKTk?hf!SkZhW^oaoly6^O z9qOk=4gb99E8KaMCzPq%!RmGz&(klXh$oh*oo!r{c=dPFE`J3(yXX`CQvtL?lisG_ z6Q(Lk14>CSwj}&y++tNs*-a6vDCg#XZf<1s!oGB5gyie{K8;M8eOL#>C3TwBZnS$- zVWhk5xc|FSonhyY9bdYz|Mv#oy6EDlkOQr=_KaJ+q#}t$awY|cOuABXtS)cTP9i5F zxaOXNSca~}*O%!|juW#Vru4DJHYCrV+2hxeUdR1BjjX@3b={R3-RTV7{tDsdmCF*@ z{%r$ZOFEJ*S4(~L$lSX7=|jO(4bj?!kIeZ0%l~41Y0i`J4R3;~Q0I$cPalQlEAJ#} z3Zz}CiC?l(<72_}IJH4sG5RRl+o^r6F2S@l`p3mfEPlKqY2vR)?2D6=ItC&r2K__* z{2u;7>o(b`PESRY5g`>(+nPJ_?}wBjCwtOpqsl0m(mj5f;UcT$Io%CbmwtZ~0N!Bx(j}|>*jP8yGxa~C?Ky{M)@1)}2VS0_ z?OL9n&Yq;<$E8;I-sCC1^ey$qu)Z0sPrtu+IMF|IN95LH7suI?P@_2iR^IY^^pgL@ z+&y6`Q>)%FM(YMPqz8J%QnK^7j zj;rjQ(b5_n9)E3JG&3y`r@(oLYW*5c-B8vJGqwrYlzFSdbwG})X09g0#?|1c`=P0} z?>bBGOvgpK@kn1&GiVXVZkBp3v&`P{fq~m|nwyP1h1W5&e)0_yMLt4>^jVb~jAJm2 zz^r8ALAf%m#npk32;o-Uv#T>&Or=Q7)ys~L3QFDHAAB(Nbhh5R+cuJtdoDN4ESPha z>y`?$-1DZ&v6%Vr%dYaNV}>gJdM_8==yQmL*dIQua_bi6PE07x&h+~`_g8-2w0B|t zd7O&5V{ZaAGl zaf$mK*_0fJaMbPv5p}n*=owa9P>tWo%*x!gdv_N~_rIci zwwv+kfOiq~(~s^vsIl7Dc|Vh=e=jX@3h1=vLpG;rr9c*7@%{b%D7a37)8L@iqa7=3 z_%3xb*Z1-U%?ffp$ZbO4D%5%2)3i2ki%85DG^v!Kk9rpd*#V_KJBilAV;&nA*w~!W z-A`L0B=v2TzcsU!!O^RkO?kaj{u}M4rtiaw9j3)nZeLpRMXkDzUux-hyRc=|v8eYU ziB=3KQUw}fY|yAg=V$0<{J7ysBM4HwZ^+#yjVpoBNL2 z)`fG$h(@3$fGKONJ5V=dy}CE+Q)Q0j;G}e%-_-*DjWUDI1?MT^1-peT1O1miMJ45m z`g`NNvtyC5Trn&S_q$SDW}SC8p{8rN(XKPp^$R9Jrm89^eAMqL}LtmO|$Yg&=PieHWMNy7Z0j5F4nKdn6pJ|t% zwXy7RLt{im=F!`Z`ohCK<0szTE)sLd(d;`PA};%Qe{P&gLZV!wA@q=eo(bv6#HhAH z&7wNZBxBl!t0Vwl2nqT+ZSZ61PPr&2anFu`O?p>4KcqJM-yIv~C@)M_UZp&v9Vyh$ zY2EaNcifpU@ClIq+c7Turk%tTASP)A`eKrrghFvZhh< zL`8nBi+aYSnQFtCnd1q!XDt@cH=o_NP)ncl>)CzFRJ4t}j_Q2FeyW(|yh+2#NMLYI zTh=36^x<1(Y4b)GYnw0{(qt7&zm73koK?K^&C1n9*~2yG5Eu}Ht-vrKh&gRQf+DFZ zpWw4~pybUmTi<)vRO;}5R{zbsY0v>6C)D(&rlxTFT$CQ=6YeYg*Jal<0gnf`tJy^? zo8t;6_5JXgH@@CliZA<*|E|rN_4gflY~Mn2f3uhOYtn#ziG@)t!}h;b8E$IrOxgBx zyR6&Vzh(3!bq*g^IPCRQLGe6us8w6%i^bk+1+2Y%Khz%y=kQwVu2m`+wf)PCgyJ1aA}+ITfCeD_3+ zpO<%V{NiL~rDAv|7*|l|@$V_f&#yCigp#&Oj6MfU7zy?PL| zBhlHyZ{-aA^cz6G_sqHjBW7+-(fzf5ml_)@>)D~twY4NfeH-8VhJiEz6KBB0k)aWv zgxT7$vFsAgH>bA$MH{4MV7xTU*QE85v9S+P=?B0GNTQmE`>U1+me0OQUq#o}*7jyK z!_Z;bu)x5;x7R`WTAS*0x0KL}!bcp(s!#=v~aqyJ^_|&idKM&mTTK zWpo-J%s>BEN^0s75rZ*Vc|S3HybnlFla6Ah$!&Xmlxy|%^~J08fGkCWvp7o(Fu0TIHy(Tk+|PnDHO(4(v;w0CbfmO<9gPfVzL z1mjuIwTSNn4l~Pn`ry@%M+0dNwqUvlS3~iSuV2q221W_2suE~Eba*V@p}treza(C3 z)5eWnyQk1k+2sp5*OGlr5s#J9ta~4?8pdc8AP+&L3aXJ47$$Pg!C?~UG`*W@DAyvs zui8t);rd?kT%7WaH!o3~0CC7cmis^|JQ1~1bg;bXU%u15yu2KshfIxl%&SE^qt>gg zmX?;#%mqeY%?x{bdwnOmK7B-X* zlvr<1kI%*g??ID5fm)&<--!(K)hD8zfez69%4?N*p%yGt`AN z-8T6Kc}`%FmnTM^Oij1>M@8+3sa8LCP9)RF*47sIad3PcUd}jSB=Zx6Iu!GKcq0TE z9-Z9YTgG60Fu4b?L^IU9FsA45>J1A%G;YMAuU>j%G`XzUA?n_}d&S>zy6gn@3Vtt2 zqQ~+)KEOiveGsS$)(smXfI7W0%o7lL52}=o(PdVsOmg3wXuBi4LjZoho!ltML!8BbhL9F1C9$)INQj=AZ6&+ z-PQF(F5+rOaBwh;^^51v!J4$yWd99`4-fV8(Tn@atf}u)R!)xAV;*`5kU|fMd3wpn z`vp9{-f4|eKxt_yXm#qoO4tq@N>>HK^X%Dh7L1rV9pxDutfj6#G4?~ZZ30W^?(PmQ z9k8eA?F;O+7P*vue4k;Mm{9+g1Wbo+cSl*J-)z(P8B57cVrqVMV0V+L2g{YP^KjSM z4W=}kjEV+f0l@NuxkZj&cylwi-AJEW^x0%zUCu3j(=pDkJB9W_6aKIJ?~dc_f`ywk z_x%fJ`R@NUoaK831%>~Mv)pQ?z`U|@^64$*@>fqS)|20^*xAg>p&HJ%MKRUL_vq&n zXEofmEUa0y_<_E8+nPLyVD~$2wp+q%L$9eW|9UvR*y&l^`HL&V$7jD>@9}(o@&3M{ zz|zU#(sx4R1_pz&6XE0Ag5K%;|3O+FdydqXRKmZKo<0Hi**cRN;|&-cwr0_1G*>Av z8rY23rP=pt(zR_8=AX~Z3Y>Pnk4meR{)NfFM$wd9!MB!+X^vmQ;Irn-ooKcuDTA-h z95^PRsE7f2@h0EEOeP~E14>GQDEo7Hf9|Z7;f=TjW>Ig^uf<)d4lbtso6Upk+s5x= z4w6&e9R?IwF{Ssen_Jh%X9XBEi9umeTI~ey8O9Jo%QB(J3$`_My4`iNUl4w|Cr&N- z{rEF?dI7i>P!`QYvPX^_u}8sb*E!=^nT(?S=?xbG$D3RZO-6iosbHXa$_Z3`itXkv zm`rJ5iHD-U0WGAe8CRp+&wU2Q@-wBk!%+9?db}pcrn;xyzlxG%2iMI47YBo(qoc!S z`}I2ds>+@S4}n6Le#MGSXlSzvz&EMn4TIF=t8a?l z;&&eV%g^F>jhR$Xec0>SK0xvVq;_D_rpy4 zJ5~!Abflyf_rQSitPj78W?NdDf&p~d!APi?p(k}Oa6VJ6gRSFL_cmE(t`@M&G|B2e zswsMk=9>9cU@y41q)HtD$LCmfHxNa6Yo}pg+RtTQI*jbF?*uZv2}osw_>sXASWx3( ze%cd$V_*tE@fYihK0m!&HP@0m1>k{A(k`|CwA~8B(9M8uVb-{EeeC?hCr?n16^N-7 zbDkOli)G%@{A?7OohE*cBYz#^@R(>h1ZyC#VjZ~U$Iux1MKs=IL%`BrdAGVDiR z)}@9tP?2ZR0fEZ2$oA*QV;yCI+*(sGjX#ojE}RD(mm`tq+-d8P(>WGbXL#Tb1Mnex z^5hdRTO{QcXwMA#cUfe<3rU+k5HxztYQ0x%-nD#Q9E0pMVaNjo60+Ou6cIi)Tuag8E%Qg zvZut(=wd9qH8b<8^zVlQ>rBdgn--yD_ho?9yawy?wz z9`3FsiN_DoDoUgDc)B|qH6cs%^2P4gRBLFrdMVszK{PQ3)M`1LO8-6}Fj>wnHI;Sb z=+QVA!*M9@eAhHAWBx~Zvh$O2hu0a!=sETYgwxNV5pZ%lgR_s@ah>K*H^)Nj=?^(( zFm}6{C^sy-g_a5K5}t1a>!hFYecAQjON!pJu1%MVH5zhV<@#iHanR_=d#w5)^_m)= z+h5RLHb~y9;!J;F<2kFojPCer*JuKBA4HCJkj7`5v&I{o9_QGBod2@}8Vd94-E5yR zEGUX=(5*62e6s93M;j6yab5Z|KOVT;A*r{OIJRZSX7nqpr}H-#Bf0PY0qQ2N<<(73 zc}KBMq~faOK?H1{KrN?5z@r zes9T53^8}^iH?1}apI%+#RD#kZOh%ZJ!`Z8r8jMQ!@=@R4zIuQadMo_9QK-B>^+0hiKfj5~r=l&FN_+Wd*scifb0u(!S{+^D_v>a|%-dA1pOgPY z3)4m8N>GnAqT`vNUmObSEW2LE!9YeEG(MYKqEWm{AH)M&-HOLYeMXa@jSkekc&D#X z(MwPm&MrNBLCmWVC~WL`K0$A;BT{2lYJ!Qvhhm3e*`nQNr#d8j3*vrU_hDc|3!#B0 z(hC+&R)MwOKs(Ufh7#E;ehDxdwrNd1|2Cz-GLsc6{~;7oWA$Y3$hCJW(o>H4@{-vn zpyAQ`VAggv}R`%X(KH2H9xGkjOKvjf%2yClrxzi7jPqw|07A@&5uQ301 zCE(2s+WOWJ1mQK7KJ~u4$#xwEj4XY+e0w&;Er{(uKRHhL~qILcZXmG7u88H zOpZE{lu1g{4cd<6H6iJFmvS(|G}=} zKyGc|t;?nv^#)821mnCDgYT9sc-#%qMgEkGX5sf-|X-AHi6$l@r`{CFhaP)6%ghZ&m6Uvj zG&`&FMAD9%6B=(?Q|Amvr3xwJC;j4~BTy{zyn`UhzXO z=t16XZ05G~hK7B~pNC&%=F(~urNsAeKWjAjW9L4f$=SI{$iTzmOx6V}@JeT`R!exZ z=fc~YTG{r!O}VpB9vp|WVWjCuEdyy)pe_Z}7ExK=xwx`Kb+*=#03k!SW*Al9Kw3JM zJ02caAJy+Vt6fe@OIxq8xWJyx?8ohMN=najVo*rNnKwW1XtQbBnrPq5}WCcv2@O^f&q zzHE9Rn>s5JL^0GgeU>}<`H2ReZtl;tG#hFVs9(-GPxMfLIToQeL9EWT-rXdD%+;7% z#RoiU|5|wXmf)J(AiOkaG`74xpiE!tGejyUaoz>r`MX^#m0^V;V!>)J#;bxa1qZ;mziJy!fJuW2*3=RzOs0Ii)$*ae<^S77i}4gRCKD&t{>KQF)9MXT8r5_tS^8a z7G5x8dJMuCv#cMthr0Q}UvU7$r+E%u~sld!nES@_g(#mo&e#56=5I z3J9mw)uXitdMu>!IS2~$(t6Br7!dXRJ5t2XNZ*!D<)2G=ii23n9Qq;*K9*|4=xddD z#_gNVIW=%iHf@%B+|&@EmRaFNrlW~mk01d!`bRa-JeAPu#SaF_xMM^Vs!G6Np!xuQ zuTxCDQ4HZuW%Kf@Vm7P;xjx7_Kq&I;n=O%Gh{2A-ojg((J_W_|$^L-4apm(OGzf~~ z$I$wFOg^8^+Rl-ENsOl|4gt-LYJhhoHDi~pOaKM?z4J0&363r?+onh^zL6 zcYT(mgYGCqR=pF8iUR5}j)``6^pcfKX{pMvMf~Zl4`sZ!XaB5}r57DIgzhdF1CN&mTXISTGEoYNy?IbaxyZB&NAW`-Y)ifhv8VUWDT$ps5%p%)iSg!AajiN zvZ@;DUG}9<6TG)r0kF(~tD-*T;!sa=1-hVkZ0dUCo-H1m3#fF8fPO+Uj1G9Z%MzBmw*pdfmD@o7iuf(%eU2}?sx5Qr-f-d}}g2XpY9J9S8Qa4h1BIZ)Bd@z_mr z*IN*v6N9zjn-OEVtv5-ajr>j&+Eg-PPLOo-vkjxgq21&RGz^@7RygI;+ix2;xBjPVt#l z8~!>JkPBOiLPboD4U!N#zJzMdJ%~@73O-1Js7&fOqnW$L0mhU^X9^b2H*jRKDAHzt z2_-+yR}=>H{Xrcg2+(Dp{{Yd}VNIo+MrIkU*fis6-f)5e9iu!_P3jcK-`4q(Tb3cuyQH%Sv{;rqvE!{$A4Y;`<(*%s`U&EqWOxO7W!n9HH&%? zWuHmlzul0eFRR~JLMF%_FsR0@_JmWgbdDKFt`7wb3X9}Rfc~EsBBGy8tAN&P1 zkqVsMf>u8D+IDU01IZ}4h19eAM{8-W0z;up!02|8+2@xaa(n?z1Y*h4wRO3~yIU2H zI}2jb&-Qb#+qm(fcm3u)M(3xkHFM^L$q;CQbWer}_jx@k&Q=H}x?Kl5Ig@hEm=6y*uwCmT=9(X*# zoKk5R?od?_?$&AKodQA})Y#8=ml5N2?A?yL*A|5HM#Ls61qBTf9u1p+^m8%-Z>@Av zR@Ri6%Vc18x)Ty>I^T#CL)Q{xQTkSR_xT&(J7DUdb{w<{K3V6l;xf4VZvK6U^Us>* zpkmpz?j;}X!aM$?SIPukxXYOiYcDs4;V!P`W<;`R2;$<%m=N_mqOPtEbxSx+@L>RA ztWosMUbJY@F|@p4ejvkFqFt!jSdhYw%Rzco~J=X4y4 zdvwmL9wcF6S306aQpXci&BIXO$R{rN;iU&Y=o$y9EzG+2Jv@lqS^g!y+sy0N`=SN= zTntgH%&pU~`3?*z5vf4|f)1?;7IxUme=!3iQLlaZ@~>|HE)E0wje^_w`Q;>wVJ4M# zZfQ<*PuBz=9O?KBl4PKZB)AJUc$8WBOTMPVbjX^xz=;gm;%s<`443ZO&K7b$a2%;K zjPHPp5xfscRU)_0_tzO+(}a#Y1PwX?8fD*|7n#@LPizDIvMvV~kaGZ-dbeV4^Ey}6 zkL~oUsfQY3_&@*GdKC@3h@Y9(ub+kpoj=b(clY#jjqZ)G@$#8vzgkKP1)km*)dVJ{60I|ndQDLk!GnC~*SCUhB_EK-faukFB? zAEu?K$YFq(VFLrh?(?s&!Ah&C)PYYA!UKFH>YHeHm&0U=mS-P+-`TdO(2J9{VjK!j zlG6!3Z5YB-Ur*1M;Ox%I%7TA2+WGOQS`PjD6L~<)l^n) zcP#niV;a}hWui|E**AtEbm=g%f`r8=d;jj;=IHm=F@Qb7DXOuDWU5+#7rcDG93CDX z?&rnH$Gv+I%^_A!#y1YI>_{h)b6s*Dxgc?Q)EJU)nE5}yvCqFH%Jz-i=R+cKuKu{odeFN9 zp24^OlD@>o95YvOq`U94M9u9PnNFasy&VkydG^xB+S00Q8tsmy2cS4-snG?m$~O}+ z&SreK`ltJE@Y(t1QIrjRvl;G>%*m51Xza{*f7jUm5qXV}DlO$1Z zPU~Cy^B!E{fvravwjKMuZCixZ83#E?M>~)Vru)nw6<4t2_3rsgIs*zjgoVBPb3|$l z)=GtmY~lX>r#f&0OP;7G{sQWV1>M_B-NMpjyFV_ta*ZmyDi@>L`ZD<<9?Kc7IDWjS zmm{X5T|L%2O~#b=xfDQUMhY~MD_gA(*(?Kn|E?7@R@cdNophng9zK)Wnt&E)vHEQpwox?t=ueHoA!!1 zUA3^7?de%)A@Y=Y{)~NC?&>dHRys8m=00(6L!vLnEJ;(^sYR6EEqE>a?|;}Ta9{S8oM-)l*+X-mN2Uwf zLRvI)eg5ztJUoA!t(3>dk%PTevnYcnbw|(iz?VeYbD+rYdd$0WtY+Yj*Hm;uNW%5!~`ipSa4U1=iPnXZ2h+w*wE? z%Brgq`s%LN{43H7tW9Sfpr5*mR&{@@%7M*V9+>JpYK=dZYxH8b^TEt{6GxdyK& z$Do~Dxn7_Ue@(s&GuF>#?#cP%dS6+&RWndBauJE zNtO&}4=tVFrh)t2=?x`f##yDk8j|Zh7te1|R*SvqsKtX#0+u4o3V=n=FKs`*Ppt9T zdy{>JdLE;Kq~uTFv7Z-a+X#N-XBcf5Pgd-J&c$&D8pI)@$de*V;{wM{x1S zTQsLB*-G}O2f6QFAU^jX_o1TKA{phq8Xn6B#D2fpv0BPiImdYZ-VevurhwH3A?IIv z_M|{1OH2*iP)vx7e6;7HBHUTYY@7Z@j809B9|R*K67M{`yu>_1SOYQh=9@#VPbtEZ z)#7AIYC03n&!3nl*H3)Lz-QDsgMEDV0Beu`m4gu<@JSnToH8wlK~a)B30sLl4Yuef z2XrL*`E$wiZluFyWn|P4-67Y8*t!`d{Ej)BU|Uc^?zLNm#69jEuSQKg(Rz-YpFF?1uMu-T&PM-8gb%r6q zqzl9@6$T{;qFkONgZosS@gWE4ok(S0s+=iptE8!G!I5YWfQ(>c;DoPUz1j&>ijvbP z1+F_4K9e039PEtwHEsbr&b+|NNM|#6jRQGzIk}BYCfj%5G(Pj@-UZ)OPG{*Ac4FfT zdk0jJQGl;ykZp%$#1=IuZcY#CuV1iX!LJKIg^rp@?0%^!Q`DZq_lpMW+Z-?>>Ss7FZ&rxrhPHAfXH#I)u@A;|RxQkuAgz%j~v<>gMPB zJ%3&-Q%ch}R6;g&IbnC5FLGh(-=`Ow5pE!|ORJVIzgQa|H0&toXIZOhOioKoiy@@% zl}TdbFr@EpEF1DUtgK>4zsF}TW^Hj49JoK*X6+i`!+ZwHAWY=zA5va0ivxJ37>Yoz zW8+ihd1d`hWacrUm?AlUAAY(&j+0mYH&*Hz&1v^{B5+7dw^9|`Sq&2zx%ejs=(mX; zF{S;=L^)Lp2ULDvLgNBw>fip*nm^M!AZL{>#;N1oWa&oRms z*qY6NKabEWm;_5 z{>QI9Ym2-wmz)=l*-;BITM>__R%@)suQz`p|9+sb7k1Hq?)|*#S3e+b?0EOrk~I8( zyuklXx4F6Ry7Y!fDR}z_k=qn(FGt!PFBTA@MxtZ{yz^ zn0L`aWQ!10U_AXYMKV5XNS;kkidHgzOr|TOdgwII^;=o1u%7+Y`wbqntE@~mgxNfQ zobti4a{_Q6#N(S6vG4+O7jlp`vk~hxw)WSaWxj#e%!;wk@~y}Jl#Pbtl13Fp0kPul z&))pkpL{fRl9KjWa1?wg?j2zcTbtLx8Rt@UEo**R@7>g_yF}_7IHIIeToiEfDsA+f zGbNihJTOpvmuyPYI+DTjMdJ=H)g_RliruwUg}psLf4L7ddWTFQ`j0s&r;27HMTXkv z9^&hxT3Jc#w9B!%i{9uW|2VAl<<;ewDnuyK_gU(o+rT1%@zyM;(q$AQumB7az!U)0 zfS9p_V&24l3sDXh%InwN2Obsnf*16FZ8?y3zV^ttAytV?2O|9pD4J)-=)<+(Cj(U| z?lb}7B6#$GZ)5ad&iiAbgq_R$$E^@O?8`^vKd1_UwdC86eBsVbCPaZ*OK%uu-R|0c zkn({|hM$kma)yTzne1O{A(GDefdvY6UAma4Xclt8NF!}RUj~tTHb>86*fZ4j)^++EA+R=6$gHfwXkvjHV0!UM zZUKlHB3`^u@5VQUjpj-BkTig=D-Z@WJX~t)j`@!(>^*+sggqi}U$YW1WmVM;(73=h zs2BC_JC;=$=E<1eaGW@6hb&vIrzV?bkuqJrYE{pthzi(TSy@@JdO3mz2WT1fI{DlE z^`Z2w)|^{O-t`O0;9!rTR0O*)gIP)#lnL0L`KP#QFnw-Sc0@+Uw?(nZu7fo^_`jo^ zmV(9V;0&Wa`6fps5KG3GVTeGU<2)vPWC04Ze*OCDT~EBdhcNvKx#%HSSkQkyD4YUJ z6WJD8!QH!mfL{XK)S0nvNm>6L3oZPx^4IpP@cIm};Z-0?mMmSW1t87rsLSjq2GZ^^ zB_H7Ae3o(6G_&^=vbP|~!p3Wq0=lIc#aFB8cJJP5dU}GqoSse8NK+rxIG`a`uUxrq zt9G6h{1YY94c!!cIkUlbZ6gSpY@^X-JN4{K=t*`@c zb5e3L(%#R8JIllVc|xQOqSvljb6#;d9UW8XG^!g__E!xlIf!54bCV+l(>yWMQT;)f z`hUFRub?fD|3#Mo->TfhrlY4ogS5dAbAFz{Jw4tXBC%!35%9DFW5;!t+1)N@lREvt zPO6BA^B5R**mQdO1gvs*Lkq8MN^dX(0=2r?>XjVT z;+>wek-WQ7$xb$N%ibfp2vN^XlsqnqEjFBAFXxH2tqj`OkU@NxyxxOzI`ZXFL+MvjBT8 zO4CT)g%4l(y|UrF59=?Sgz)?N`=dtUiZifc*|HDzJAW^%;`*ZAzqTJ?U2x_5Ls4Bo(f=SQ=xP?3dq6OFd3PSWPdKJC_sRGM?~Hf&1|s@Cw6xVa%I!%N z@c_YC0!V+*>O_F~@$Ln|QtqG|OxJwN!EJ?U8*ZygFy}zrQ8gg3U|jFoV_!dY>HD$B zfK0KbYtC?pWWW1m3K8Hyjg)9_BN6{J&=r&57d(6U0*WR)#(UW|{}Q0gDJct)DYnpM z$PE?K2`R&U*Ol1#)PSOde*OBqU;wD>!{SYlF$Sn0=ErAB9FrNs%gcN4d;uk<<0h48 zP@m-y3m^l)n{>;TrL{hkJs2|NpF72cOU1-AyFUg2O#;`+W!n)4!o5je>9%7&6=0{s zi?{K(eHzs3XLkpj)P3(^*Ykv6$0C*)uU_*^#GP`$W{%gfZ|A%8Y+~^Z9g0Ku=mZLm z&$cpt^HtH>;XAg|n(~38$LL0NYel^jw~-dX`Pu1*xtPcYD{C_BCyHiq?{#nBb{Lb< zLsml);dsS2t?rT9nr)otpG~hD)YR8CEeo#$xfw z&{5r`8%ruARB$vcI7ypdVe=)nGKLbkyvCjy@=VC=R0M)i>VvP17WUrW^|1b%{4yz9 zWbc8vn5j8u28N!U8fjNhCM))+X*uZ5wB)OpMdk%UJg^=&F*UaZn9_Y`88)IZG;)x080U0@GHtbfM+g=7 zO%7EIFku&W{Cs0Q02j5;PPtQU0yX4+OD0DFDU5*>iI|d%*(#`{VxUG#!2_Edb7(p! z4K=t0aD&H!yuEe@lTBY!7j3Zs*apIIdP0yiAmF%U{>I%m{{9=F;n3K>JqG) zLmV*xa;xS#hX@(Uq1G1gsh{^EkwD<*`oYJ;ZJ2b&xa;?Ex5)emsUTKI(k%z`YJk(+ zv|+=Br_Ie>m~2~1;3ExU)13$>FN$#TO1AxW@^)aZjykxO*T}|e=QbJy{xh8*D^tfs zsE1`HH9LfcEX|Ta+P`_@OI~``Ur5xz%~7C$aA_s!6;1NS$AS#%EegqgK0c~S>C^vL zPjDI-ag_FdFy z>UThL5(;~bnsTzIgL&gsA+$!puPyUHc)3;xqfOHNQCOu|e$5lD*2Dtw9bpik{`m=+ zXlT`p%;q001ulx;E5l2`hP}hUhw23CC!*gjuthP>FfKsE#uSTx@nV$soFnd2*vkk> zQMt*1lKf&?TK5A4_gPGHpEU}3s?p_(0x*>uY!9t%ZJNqbQG6ZO8QIr?3Fal*dO)3t zxRsSpfE0U9g;0_=$a2uNE>K5&)mLmpy2$YwHZnJ7(eVfFuW?Y2*PtQy3&Fkl^5si7 zt{5QoO2 zCz@)Ae(lIIsZJmxkogMxmp|FUb$jUTjp;R>{{AEdsd>fu``3R3$qOHXLw^0SS3TEh zC8euh9l>wIsVkZuL>wX4(>FD%Kg_?+C61Ji){{(8C&j`e9>~e{g#>9HqI^Wiugr;- z>G)s?@;`@G7W40hyCt8Zb@tF$?X|Ok^IL*3_CzX zfLWVSlPU!`ELJt~2<7`0M$)ARg}D$q>2>ZWJ*UA%nvdX)86VGmvm5 zVyBRyGW4hV7SfrYv4wK|A9fsJKwAYS*G0!;d!-mtH$7NQ)iH4tQMkYZm)7WGGmM(D z3aa8ho}N#s){r?}^AbfoHmnF;2Btb&N{rd}A*6dpG`UoKzw9BO4Gi}@$0FJwV{Tsk9(*PJ<92thcbb{PA`Qv~j zJgo>hHKv`Ba1gsTPy}%cy^{x=G znZb)?AvSanc+1A59n zFPQfR*f~gN;EBy=<-{om7hgvBz_8LzcPOf5KJzxYX6~ISRadKtl(t?Hij6l8O3$sx zX%ke;0S4ig4`v*~{;Sh>5F*cHA%cZRT_@iHmJW@X=()kBxI2 zaWAR|M`84_q-t}LXd#mSrL6b+_h+9zu@@JA;c1WaPAi%b^4u7@49*B)gTr}A%#4f} zC$=4m&hMP*ypE&nM>hwl{wm{S_EC$Q98T%w zB-fP|ZQY7;xt%y34^1==BrV*+U>6&T>ge>=RyWV_)fHD!V4*mRh79aE(5m~h* z9?~~Qo;)eqr)}%z(T6_A%!bA=mxxQG{Ljb10CVH#wfD6g1tsMA1h-HBU)t}F%jc)&+ z9If&9gge)w*nRs|W|H^3Cj2YlB+yhCVRqa8*i~kzp&bZ^{`%`BN?!zED>4iD9gf#A z{@+2;hHjbsQg9UKcPzY=otCEhGuSG@Hnp;{Qlh*LGh%kFknyVTUP?LmSMHGM%*tuh zl$8;%yaEV}CH(4~`gc-49 zt^Jf!ehnx19nwu;FOGbKf#i3s@)}l;bX9kQ_*415tP^5>A021soHFw$G(RZ!J*Ie3 zDR(-{_sbF?>qy37iq>J_VBA=P+E$oeJK~Y7=HvIy*&?}sPN{CVXQp3LWJ;lK*7GU< zmtUo(B}}h}z%sxdE6QW@V zj%jQTO*g_O^m=b*Vq#)u_V@OFXXXDCH~F%qo+!;p^E|8%J%gObsHOr7h7bC7^N$l5 ztDuAW0m8`^YlQ~x-1JvPMk5p+lN^H^LVFX7Ni-CJ!I)~G2XxnJ{lgq~#2|-uGC;6x z+>$uVxh}IfAQ#0l;HSNQAd~hFJGUzaqYH2}{NR&(+P-(M6%2>^gFZr$@CuL|A!EqR zF+hKunlr>InpV}2{`fhk3kGN}<*$A17+YcvPr99^i>S!VE_!oi-cDpg|3}JvL^+-k z={{EdjH__MByGkvgf2s`*rR=yA7>0g|IxD?I6a@P2)t@ue2nk`Q0WOrh^y}O^D4?G z*1^}2Az8!BOu{Q$Ns+VAQISIRRX9kQM+G7rw_&+D51SfB*c4tP;>QngwXO7tW=`6* zksH$+SnY+|IOnbXO>B@j!S;T_)U=P73pST#DD3U~P!ivR%nE#Q!aEX2*ATiIo1mZ* zl!{7A8TVsyX&A*a5!rJQh;1991!6mwu{-@#K-V0+SCGqA#i%4C9CW}xK6&|VpA z_X2wxxg7delMcOfdef@r-cEj>9GPy70xtBE79QpRvic;pccAW;wsaitgg={XmH zBfWu+)aP?wb6?hq_V>Hp1R5Lh`Z=X^C**sPlb$z6nFuZvf~k(!5rC$!JiDUFXtQyH zgZRt1lKbc&BX)BV1OwWQju4_3ix|E`%rFIL7~s6{e_csbd4|7#!f4R#7;}L~L#1P& z#nhR{EL1R+jc5IiVt6TpgLm2yU13P!*@Np@VzNgluE2tgV(9*SO~F`X=0OnP764d2 zi-faA_ctYKlB(~I)nCQO!Er=*#ojGjz9NyLP9H&}aL+1RkL=PYeY*Yk+IwBV+jTsY z<=-f3`?5$c10I*_=a2T+5XbyuH&=CIRw{7Gn-5%hTG$KUpx5jeHCs4y{f{LiY$&V9 zuV}}x96SZ-{~;)Psx1C1Y@yQ|px=IN=0>K1@P&;K|3CIaaOZv5C0SCYHh=7-o@z~t z;-ZBM5Ad%aSd4@4`$HIre_Hd;f0_e6{kg=_HHZ^&!1W2dE+S5+zL zYvIToDm%bm{l}+!d9AiSF`w!D^Zn=i+!&(N_)=G_Aa?!lLoo+A%;u#;h6~;U@D-r}bL7WcB66SA_i2Mpn_r0{GztFTo(2?6wbn!?_sdv3U;^ifmS zQ9RKS^aw<6dNJ(3qY%bCWFLaogjVJ=xD9I5$B&KUn3XqO$hMvN}_qJ z(4PgYD6rr}e!|gFwB!2C`(FQeUED~yq8yUplj+mVpa1?nhMJU%g2OlEL ziClrHd1PH?&3AXQ+{a`c);5shPtmbf<{9MAGE!lN_toctcE2`D^;o**4g-UDrohy> zVqGc~4F^=SX7^7i(}+&BL^&LIU9WnDU)Z?+T;Mr<9ruYDI)q4YB9}o?Qz|ld^}oJG zc4`C7yogb~Go!G`$ij9F>tDIAF!nj00{2>&!%Z#vSk~Qr;!O#J4h2(Rh3Y~O>-W`x zn(wNPNG>6eI{*3i*0$V&@J)6q*1wZEMD-K?(gnB2^w)51ULt=WMlsWyUqp`6@N^yg zl`EsQ2Q>cTG&}3WFBFDrdc(}l-E>2X00!x6lG1MfwYa)bNh*dR5X+pETFW=almh75Wk#T3?$ zCC3RLK-z@z+D`4(u7~s6e_yaFJt(O0+pnAn7nfg33f8%EfkT{k{f_ov_p&eT*4Fl} zhScS*LaGCMBX}{mo^>Y3J*ZKElM0zhy@jfFMC8ebt=5wY0BNyMo)>xyHOU}B{bHdC z(P!T_^vI7FssT00Xj#FfXCd*~II0%t2y-7t%M3V+$_tKK z+7=%xUklUo$bo;WcYWxwIa?Af5poh(hP+&42o+7$4ISTq+rcg@i!ajYOTT&2)Rk>+ zDWkh9HvY?l2cL%Bmj z;WUvlTn?z<7EE0J`uh6gRriR!=tK-o@xy_F&LGM}h@uGkkm9nAV260X9g*yaRBj=l zAOCm{EmRcu7*`p=5`Z8C?670d(0f?0s{gS9V0C$kHZTnJFhDQj_3PKcJBG|j!m|QO znbr{Ll6~uw>z;V+)`~tE)*aTq=qWWTa2)1>0v2ZGe!(Y@D|+zY7d=7vLDire15RUh zyuu|1eyBumd3PTd!xu}7?d~?#!#-ZS`zmG4*6h&KWDM9wwd0}zlC@H0w1+-!N!OgR zVPem?EPmU4b}V%=aPb5cbY9p!)yl#{x)S`2qrNmuBe-Fc zaL%%@#Jz#-|1r3r?h@82QQ6I+-8$T8XrqRsoMFdC)j46bcwB#3Qc9{9?CT}8+lbY# zIib)_HkDAa5Q&`&In%xCIXO9tdM9=ni_<`k1Y8^lu=&?Sf*|GgW>a+ZM;V2Jw@tMh zSx8`O(V{A2WMqUlKw{lEyBp2RD88aBpmbyD>f3az#B@C>;tI9I9shAt0I5zr`s*9u z2+2jgXv2^B!fg}+crIHfzAxPp7pXb1MldIH8H01Zjs&>G;a*u z`xN#YLwIH#y+!79)E8ld`awEza|%6+XnqX16Ud>d+MhjG%*T#~q}>FedqG~FYBz`% zFiFP|mi~#^6Q)}(S4Pv6TqBG-ViEtkrJ^2B#8(4oE_4B;r}@Ri{*&Ne!k|=MgBK?Q zDqo!1JnV+PBh=_#HJ!hB@jH75Fd+U+x7e?YPFizE82j@oZJ?;%hxOfkq;*$s0of*>&Mr!t$=$p0w#$sJ-3{(!sp60ZK42q zL%<7HxiLxK-O3mDJf$~WSXhW?9HHx#2CmNfbh7hd$E-1*=qkxsL&{7<%*VMw?%Pj% z01TLR%Iw-;PSt4uMt|8-X{04Q?KtU_U0f>{(>2ISUA+m3OMzq z)|&J&eiYlj{eQl2^2`GmDHU0Q%17#R5hlv1$MAh0hZAg;-+5`a`i%Ae~ z7MGOx?g{oyRmgg$&TTG4flVvBED|7a)1wimL+2F!KYp5EnVxNC96ek=i1Y~(io8Qm z`TL#{T-jjxg%!S@7JT(68Yxzki`?CO+6csh9TTyKPSx+$i z(R(2wm6+U{6@(Y3biQ@|&4s~P!**to=3EO3fe}Bk)_Yk;4Hm`B!`3isxQ4}h$F)6u zwDUrgRM8vH{`)5#qNI|cSExeEDFk?U*T;ywxGiS<%Qw|Nbm%p@Pkm5N0t|F#tM%-> zFeq82H?&_&;?8oO)BPBbhM{`QH-JQSXexzkMbwy)5(Y)xave zu{H(gtvi2LRp`68!K^qWjLs-+hcBiHwML2Zg~eP%nB@i|=07{#mTMW{LewX#M~$~$ z#CiBQGhMU9Ir{A_@2Oa-pj_IS;rz#ikFR_uE}R^rWh*P(Q2Xk#Kl;7Ttlw? zAHDH62PTHo)-~1uwL|^d)XASky(oba`2(Y{j2r1ynGe{=IYb}wx!F{OXV${Pu2m}m zIW>Iq<|C^JonJ@UV-CXoB(T-Le)sl*DXGrs>e$mCCrs(%*{xgdB}DowHS!1U>t)+m zrxCpW5)7zYu_O?Z-KfMujf5`eHoTG8Cq6MST`zxg?-b|r>rq;-pB`?)@0h^Ixq8*A ze|yr{wdp8b^1;m~&!6u+wSQVgQ>m-$@wAxe)Iz()Sh$fpcmY43@$h=pQS!GBWmnuX z+6St3)5!-bH`MDWDd~KAp~)?`^GvPl>PhiEDGGu6NQFZNrzm2z3J!Jf?#dBIHBTx; zT%ndF_~83*MW3P_&SC!O>Xq)7K5PMsCc-S&={sfzH)W1i-MO><`t_|hmOAaK2;7Ts zNlIVP7Cm443_ViBw3(h$6EjtN9|)LCv~qIWY#%N)v%hE&v)MFvdI(6{a=jIiDizzd z@BS1f^&l^=acz#;nV(OoV&OD^G*lZ^f8Y+5ldV4tE1DV;tA|gR_k3;w7revnd#saz zH~UMVix_?HlKTesUWl+6r^*{!vc#9FZw{WL>Dl_;x%qh-KL_5qL^899js-q_8VL@z zGr^=Sf$Nysc(nIHm8P{i5?QRrg*RK9V@( zp+r3`6$ehX(9vfNijx9QE+93G1lY^yf5Qr3H3zen%pI;wcPZ;&uhkThS^YNO>7%B0 z!?#=BT|6Y(YI^xoLE&18YVeWbF)gFjZsm*PMEKKcO>*lI<)o(sMVk&=O@=j5!?(ag zIS!+yfo`hOJHHp-@@APStBsR=_N8?s>FGe_MCj^g-a5MVCm)>-)3WXSu=mXy1=fRl z#Uo57Ki;4oX#a@9jhuU_JIZ+_O<=-vYtxrmC*|jT7@T@I&t&qBxL#q#CV?ld17v~+S2sV`HjUs%pN~b`ocqu7bnkVGSgAgrvZl>N z&1x%uXMaN_#%uwqmauaJ@s9xgnZNlcD{s8`U|Fxc98X>4!OLgfHr10du0QH%qUv3K z`HvS&ZKfY?99T+Ob1tQB?dZ-uq;nPApCEU6qO<(J?kPt%VAD2#p?*tSx;6`wnD{gI zS5g+4=G3@cGdQf9b}aeWsW>zWj~bLe3Gne@T)Vas<^~0z#__i)k^WtsS)FVllleu< zFJuWnTM2J7XwDv+NU7i%mmX|#)t*_?ei^>Eu37f5@|7zCv(rtp({MXMEb!p&T_T$E zZd+X)mKvPM8vL0&to?w_CG%j>=lGDxaQ^a66f9J2sNWY~5Z3Kbbzo}HwV|bVBQN9O zr3gz(%FC78LH6+pSR>fPgKCWjc6GI>tdSFZRd%;bb9UJF^~a0VR*w_A!;YKom!ryZ zcVcHBmr##DsWJOxkYkYk%?2}%b#7a3AghIbHzF+HBLHpi-dpw7Yrl%@o^9*ak#XIc zp5bwsy`9zh#1urc4!zsDvnEiO8^&SjNyGNhm@pb4rLzEi6L=37Lw-vM57_Eb~16j%(50`+lG2 zeLlbU^ZxVp&%ST#TGzU+?{I$4^Ei+5IIV&nSjDc&5g?XBy6&pHiv>O6eO%=~lJs8O zI$HUYyBEQu(utYp4u!U(JiEH>OnyN7U68CNpfyq^wB_cXE9^o~DQs8~`LTTZHp|7# zhcp7jL?QnhU!|U0AM4#a*Nz07bZay?eLCZOA$wot=fD#YvZFc;;k{9gw`xjRv(0$E zD-JA8dd%ifDIHPdy}jw4Lq4MaQ87r^qsJo|tSG*Ls6L#9FRufCvv(_f&e845^gP17sh&;=NarP@6E!6#IJ_^up3|z zeuQ5=`#tfeY!IE4Bd+PmTNXvj9R%mWqfdK2SA7A`K?laFgQwpbsku<^`j z{o`QCg6lz2`GRZz)Dik?-+wQ!Fe*rt?=M<(+1@@0irA=H|GFCZ`iq%T!!sJCGhmNE z!yr!ch5A#a`=HYRNk-kwX^U;NDoRSp3E3%08}5A^pfnp+LHx_A5=ly@;VuZnpUHOU z1HN%}wD&EiRI|e2rl6s==cc8PV%D?{7_S6ji*ujZJ+yH~KHto&orrj9C(#1pbADmr zbF<1Qph+nueo~W?cjsH7Pzf?+d|C+)A#j0~&QO_1-wt4^+O!VD*(b?+j~j0#A#fc3 ze$&I_;xVPyUDq$zb+1Tyq+{G|JYiCiKsHPx(RBoiKYn}&GR^!i@89!^i1b5=N{9c; zNaPztU9J04kZyzmLjH#jK|4RDZbhwUR5}#6qX&kI-`<^H>VJkpf#8kqAg06W{wFBojl-h&^2q2wp#|9riHpHc z-kq(VuDrxAg8_^6X!eqXkn_$XF*^G|o#QJ(WEu46Q61Wf zK#Zd3jhdi{{l>+A^1UXCXQq#zI3WzBh_4obHm^SJ=`T4(bU7`PL=BHxfcnwWaJk0Z z@Zsg>cAKeFAc1Zg>IPx)Mc+Y@t0HL4G5f0BJo+f9=TnqfkVtrT?B{^7ijvY!!`w+^ z11+tEZgd~=SPUA8vLO0tKWYiPo6DWfRc5l=%t>8K*_a(7JlkU)Ky2e7U9NW{#_%aA z*q`s0i+||{Dj7RPd)KQu- z+}HQwWb_A|54mnL-4QvLM4Ar6 zq6PgQmOmCRPo8LAweZFTqJzYWSZMaVQ09wqxq20{DtyO~1|C69yO41^fYa}B6{9n( z2y-^nRjWb0C7)93Z<)eZ#DC^#=^l%e+I9PKcAbh-8mwwWJB0hT``xCqU+)7J+FlX4 zCUqpz{odu+mKi9tq)8&D9dzwgwRy@roHebxm5&}Zr@elOWE(z6_zKpY3QD6|^j?;R zpgI6+3GM1vu2|8cwtkP%&1Q0b$Xzx9=R-u5=g=4RBx9F$A|zDx?bw6&zSis?_ffLK z-;LOM?gf0?Qww*XgTZ)tb&q+`ND%_jpWWRJKp&x%g&kfpY63V-Qat#iANokR^7?y% zcX|1HnS}S-h>n=&&%xVx25h7531){VYhZ5>wfH)J;X>47R9=>9GXBu~8f6^7u8Ys@ z+-&~sRphF+p2j@NJPJ5+3!Vt-;$yW@)hWZU>I@W8hBbJBO62bYF*=n?{Npu`;G)%nq>Ws8!pEeX4b`& zKw%Ot(UXnK$8fXLryr6xUf)#*;goPWw=ns5%-ct0<(Z}jd59)YBfX{{C?X}eF$?VENNkY2PEy?Z9 zniWbFPzZl&277gPddlVuSfHxcVcE=k{K8F_emK?x$FZTI0fljX9>%Gg&2W04m5rqI z!}BS|sX4-@Gi_q1RO)nGgp-gRFnIHRq_(xnV;*HJUmy^Ybl(4oVY+$XRu`!LnIyzD zWYL2`tYAtkWkkCb>lo z=S-md@+8W86`w!o(~SZ}!@WP`(LSSt%^HdTP^eIkIeIK~zi8Xfpihqv;Cz6I-bvSc zuj-g`!}siNGqf@hFvxa5cX+bS#N=4&r#x^;(4l;*o=tD@X)5^tSQw7!ez=wdMZX6T z%9ngM%E2yOF*Gz}II$N6=~oDZc*M^)1=DuC^pRAp<)TN}tpO;OIwKkmM&Q1aeqQK< zp_{|@IsfX;2-L`^9bZo(kwoUpq9gdDS`ft`!#p$sN?`S3>|lIx2npmW7s>ER;Uz=e zXZW(fE*8ETUZsyA3_~hivRnLX%YHL;7Qpt(R%c?>BB8Pe-O?%kV#6G#ZEYbqza1SN zhoJQ7lE-=fR|X&KrJ!C$FKp4!US%PftZL)$2SgZ9^>9?)A z>_^(+4{a-a`n1OS%V5z3m5M6uy;!-a=JBrf%Hw}7I&N(IRMz%ck39U^|L6X-oS0$z z>U=Euzv-JH@=xE4!xt@WO>8y^AGSPaYocIs-rCq?v9PKM$<)?t(_Yct|L$qwp>a%w zbkZXwZti+Hv+;?sAhq_c&kK-TGwPW(hw|-|(M93v*YmRXOQDkDz4B{oW1RLmRh=v7B5`|MAV@mgKHYj-A4Ju}4fp)SpQ6 zjcs3;ez5KCw?DqMJaSGmJSTL&L^4s|BjCVix8|-j+C`i@jBTx~NGy7>FRk{zkWmrZ zF?6`??OzMHivNmee_5Bxl3K%lzF#c%%Qus$O&1Zc|h1@DG~s;rNsHS>%tS zi)F{iH?O_iUzi}1zPHSO7Cv;*_KKQ`jl8whC2Nui$##>(V&VU38HntW6cPFN zLg=C|(tBXi^yV_#1Ks%^*$4TBU%k<{D}9}yscHU2??r6yr=X`Pt4mdV%yY6-?T@7j zq@FLe+-tEnwf%G{zfHbC-=U%gPaC&aE zI$XQ!CGD-<*{Z%VbdHm$mUgdH$&#^ z$eBF29MB*FXH`N%ViW?~M3)w)wK0bwso>et(t;wi(b3VkV*r*cB}ryUI@ z(4zICo#vPT-3*%_~SpHVFDX6Cj7jO^9HgO61T*0FD8nnGA@} zcqp43rj*$VqhIg=s*hXu?X!gpAddTLSqC3`%DC(XbTo!qT@U!~2M!!S8rO3f*M)Rb zkDwckK5%N`tL0<~tCjrZCtZ>py6` z)ui1E-w_?Yc7|njzOTzZ_A*Nb3kI<|=Id(bi{~KpZdF&)8-k{1tavW6*$Rt@9yp*b zpm=wX=+QxGa4Pv(v(q)zo3Yksb8ZmA$Jgf7M<-*VWs|0MsK0&%=nJmyYQv96mGj>s zTCdyOb9l;lk zjg2M5bAwgq6G9mJ`V^W=K|JaClw?GMVoS)kvzLRhgU>7lryH)l;M%t}58m)otlB3dL&(U?OMuHI0Nq-jMya zE!|p;Z1JH75Rh&q4WLcSPWi_Z3%|Lo>2rdU9XnIj-|Q!MN3JRE7uoxzc6KMZE}XSf zAKOLN1l_=QEiN?{@p4iBdi%*rw_~^0(tnC+)-ZyKwYAcMQY>ejTSqsj)w;b|Z%CRD ze^tvM^OPQ^)R6s8)9Lp&o|EFz3WfU0#OUbh9P{FapJLCmrW`G1EUNlS=Ci!vMg{J6 z*F9c_r?%WPPj|i>bgICMWo4iO7*E)_ryTYi%lpBU;OCEjeP_z_WbT3c@^wd!tEwi*Q{ri7nm4=}3+3Rb{ysvz zQdn4M2*_8A^7c4k8^=L0Pt&gj7taWag7TMQINt6LI-wh`|yj70Mq27>t zM;80^445$r42bp=*{?e_?OUFIE31jEAr{4BY>$JJ>&LM@^LvsAx~tTquXuYRpjisO zMPg1VbYb(0@#H!}Q(}{lB&lZ)vpW*>!c`YtS^a&~KAq`!Xu0eA6oCWzst?X>1qfIONKIN#$a=u z%N+dRY;JDO&GVE*C(Z2S6tmuI)1nkl0$`%Us!LC_d=JI=fitVOEUcn=ZzoC@fKv%f zTXIajhPjN>HOiw|xJ1PnDplLWR?`IorIz2WTIF`dt7i;AP`(d=LUo@|Pe0Wq=e>lg zPd{Er)t`v*65b5Dt@GMS1^^n&<@7WIYTdprNdms5^8_cBo6WQ)_AN}$N}ihdO7^eX zY{syBc+A(9I=shXvLm*ypt_YL5?db{&fnAQ*StPx53Ut_c z|4KDuheq?t+L>xYPpa;&#uHz2U!W&o%dcPYKZ~JHXBxO>IK03E)#S5lGbZyXEwH&r z;7p1FXWfj!#o7>7o#BmYVWcF+))$xAR!qpf^PT^accRE_W9o-+-}Q!i`njqsEcFK+ zsTV<4Dps5P3jgTwsN%D*8${?&C>p??0X7p{O!R6<8Iur`3-0XcNtz~?l$Wo~OL{5G zIORz)e0BEP=@((A+Mrzn{)rfsu0HlNJ3PD*>oMu-O>}eExui*(3|ai)IIL>OBh!C= zAljXgWrNLUyv!%74QbRRI5<|1sC$-658Tc0dBhK-dWC#yZ9;6#0_~lh+&OH_$|6zlFUWfG>7xX`fZ)9b|_abxBS|9ve;4mMja)aUCl8Wi?k9=!wghEJ2;cdl=X_&15s@)?IyEmoSN98=spO z@Ey^%K&bjDWG@Kc9VNnf*`1ZuofQmdpR8EU&truc8KonD%orP|dp$d|^d}el`ueWP zA=;0jppWQy14%4tX}wGnXzDub?Bj3vi=dbN4njiey&0B|~bm8+v(`C+Lewu_(+SU}PpX-w8v_VO#e9QEz z6?C4}t3^SD%jcDmLvLf#a`eOjU6pz!c&ZK!j zVFD#%r!;LbibRv@i8lTHu9FVvru1qW%duq1TA{R5 z8FaLPU$U~?xnQ+67Wr1l%}gvhDh1KDA61>*LB-!Uh?;9EDBK(!zGH2JrW$5kR*93% z8)yFFgPc_Jcl-D1j*F`ZFRy7yLSMGZn!+r)kv-Ow3U`+NW-(nCML=$VsivV=!aZqF zO=hnebr;LqnUj_CIw1e&BCicI9Apn*}2ZRn!Kq1(cnFf-+h@ z$cDA&*rha6p>#eNvtfTjV*^JMF5W6 z>EOYG;`Nv0t9h^QceKYZRqeGlAM9x~e40)^=IZKdXAk8z9s+efvDK8~21mds9_oiW z@y@^#yW-*#A3>lF6`TDP^2>3m5&eXmMe6YxY8AP#{4i*)XxMPo#RU*{wM9vBvC~Mm zVD7aO=)MT}5?MXy9VE!G1_#&^iu+SUie}5#w_IGAw3oSe5cYVnaV$$p>s@LV{|}TWBJo z7F|D_tf5$WjDCe+G{FC=BT2xAT5pp9mwlETO)@mEyf`wW45?hI9eqt$h$b2NJ(i%BQWZ z&0Ez9Aqjd9!71ktdskT428N_|ce@hB`v?gJ7wTd};E}uYG6Txz501DZ+{jn6P3rg9 z+18}VvzeFo{o5WIku7HsX~?CGurzxh>g7Ew)>IyjV|iBzdg`@C9K4ZMBZT9!-UQjW zvPPmm!cf?28e!OyrI92Xsw3p17b!$lIZ!tavVtj}TVHF4l%TxMdHM?)d8kohDt z(A8{cSi4QQJHvI#$)puK1kqAsqP|q?GSeej`czItWH7L!zYJ&MmRfc1(4dhvqWx7; zQc{-Z7#fQ5cTYnP_@ea}A6O0$yH!3)C7ywKn4JZ#yg z*622qgHvMpqD3c1dN~NH8{&Ju5<6O+{x6(PYy5hl_aAHVV5Aqxs>GaHLSg`GU%)$0 z4UJ`78R@XaO+v+ej!&|GKh^SeyCbl<>nxTmSyGUWLtpcjSfe#kZcc~@RksIZ6%tK3 zA6PJKol%6HVGajFj8Y6Mg|48~!($W{6Jh%!SvgQ)s-t?BlAwH>(q&AUfx`-6ioY89 z8JE{PGCNq1T8$}woO_{3Z2IozBII$Ab)pjuF%r(~9TFpT4kM_g$I;{f_{W8-R5$2b zs@vM8rF5xcLULsU1PI6-XJuug=?obonh`iPWh{o?HuMwQw{FdkqdnetF)EiTgc3fl zBbT1iEYJ`G!Ee=+u~w3SU{Lyw<4$Oh!`(9sjesn>38YWqzHWZaKnn&fZOANs`8n?# z1kLzNBp@Ok&-(5zx0II5rn|GIB}aSc%8SlD>NlmjGvp^SHShas#n53N;AX|WM?Z|i zG73)%I?7{qd7>W%PiQ|vLT$O=IL&V45CScrCOI?sTu!oq0h6#o-1UdY+BEUlK8bsn z+?BM7xKsR$iAf!V2N2a-$rZg64Y;=F+F|cSi@2crJ&o1n3E=MMe*L1 zi&k2SLJe3_!nvbSO16y4n>+xQKrw*meTgI>s^ng4zNRE4^$@#G*g)WqT)1lN-8;^| zkai&Y0X%3vaEB^~KDJw4rx#vBBw7U6M)52nB=48%eyn_hoz*J!dw6-}t0qKi^acv$ zrYrkMIA*hNH=sg75ZljXGxSW?u=(!bjnWwth#Rg?fuEyc-CKENqnA&1$Fs+T;3TLp zN|VYW?BKr6A<*a^O16CMBh_va<4g9#;F&KHAfswqK9Eb@a&C*#B zd1E+R<@%omQ1p}Cy<6?7hQ9GIRwG0V6x7+#9;g05OY#l65af}(`u*_;64pH9+tM z9mm(%NZMwZEDYzHLlk)@TPzoM50d9#JF#Jw(AhgG(JX^yO&0g(fr?dvLa*;~X!4?ZMq+=k>vdQN&eIe=@HUraX~2`LC;FgBSn*`yFe|)2AIY<(CdMY;nLd z`A5^{u^1fDL^;7-4qlNe?{)s&msZf(i->1Rx`J4@vh&4@+LhZktX`YE>6TGU18qUi zVT!yB&!Z@4ZgcSN5+eF!x9y}0-I3vazeULC8p(5@ovh@`x0t1OzpYgLHSlAJM^BQc zyyw2XMX5|)BP~1IsGQ7vdI?XGrxeC%L%7NU76x}6 z8M@S)*-DY+6HaWC@iT4EO5;0r3T<9 zNTb8A-4aApWys0NG18H#c4)bOB>x@2UZC|=L%@MoU$MrUoZ7e>-iCR(BQdLr?c@wr zI(wVf`n=X4-3KPYwo*M5R+jAbbawj)+K;E`95OyS3Qc{s;)-pE!yV1gp61MomHe|y za(4Y32X_gqC=VxvBdu3npgbZ>H;wbMy+Tvc0VxC?$|by9GeXvq1gc#KS`e|CL*F9)qDVm@Z4J83+*|LJ#G-C zda3{7i9I4#X=o+@Cxiq4(5V_o6`DG)f^HuN$NjJ{p-RVK^wK+i?%a<`l}{J0*z`Zx zZ%-YLoWDmiDT?NE7kfwAesVY>;?5FcgH(kn{TdwP+!7h6qW<~j!-tzMUd*&>C&zoP zSi48_ODNVQHcWH23Jc2^pJeExM}miR^wia5^P29w9ida6v(rgKYDRBQO?-PptHhpz zZMqi_%6-0@S`O#HBI(%iFae&%`!bi*@_v7OZ;Jc8-Z#d@i;~I7UdqY=8){kEhPdYT z)uP(QJs&*iiPD-!iw_?eesge&ungF|2M&q-s=G?>{>~fiI=4qRZLT3xLuI~okYi_e z;$Xd`O1Lbn3Sxv~_=(|>v(IUfQL`5Bz#*Y7@`UrNFAOyf6bNXnV%Zc~M|KV!xfw}| z+yXUpSj7W}(mTnf!@vJhepN_xOH|XlHuZTd?6IdPQmH$Z(%DzzQ7=n#vbf&_*3iA~ zGvgLa@a!YnN=f_8*^`^?WCvJkrqNS|@CQ#$zDFT${A1Ic0TTJEGAvA1UUJi23%^C! ztOsqSwjRM+G>+(67x3s2qo1%7m;S;nun5DXOgkEKn8!ivA%E^Vrg2~z@&gNPrEHJP zS(Byh@YAS z76LK+tddlH&Sy_8S8;6@!hz5wrs4N{W>`b0q4Wz&um64*2SrLMO?8T}nq7@pV%M~7 zrKqJ<))=$GK4TUZk=`g$+s^w##M}_a%>TjLn4)TC6sS3owSpf3LJ@?jbxp21I*!3j zLT9nfU%@!EhkwzjPe>r3!CpMLPEd+ME6G8`5nXZ%h*dw2&Q7mn#HJ!UwQc`?C#0ev z2T)X63f;&PxWRKh;6EGgw?feBAelUjLOX)k2i=X-0*A>W0t#{@Czlxbi6 zd2O zp2=y2#^gBPF_QlK&W5a-w(`;=QQHb3n4DU>x!1VbxuXnQcIiP;x;|-i`b$C?Dn<752?Q zjr}E$B&5pU_Uuud$I|`mfup(k>(T(9&sfNG-~ARqVBnudvlBf}5Q3f2t7PoYZglN_ z5`$*mge$eq|5S*sqVU{UA*}?tvsn52jbO>8WEjbD3i|F~W$9hY+<+%dp+H(!9s?1+ z_r0 zTKY(msbreNp~aa9#w{VokBIK2FKaE*7+?#bC>Y)$d&&kje>f8F&a#&(kCEQuKqLWr-YM@V>r>=ds(1uQbE8Xol_d3gxy6c8rf zKemoh*S>m5QISS=JnhS88>90p1N^tw&fS)|56WM4lH=Qt9ewoI%Dr0!1-0Wu?2RA# zr&Rvru=x%vKkM4uDwR1`)qYHQOfPJeslEMq!eEx$IV&g>c;JDf`#%sSR({TLe6yGM z+T6Y@kHDqyTh8D4gGKrVEZ?j%_AfiUdn7M**z#6y%X3Du2BkQ;v6cWhPfpgitq6bg zR699~9$(3DK%58;BAl8D6aj$o)zoB^Lut1se6Qd4iX?0l4^}?9NI>W{Ep6YPDravY zBaFPB2kAL2XZ^|fFM%)+Ox4E5#=^oKkZD6YRZv*C#y)`XmbD{k9pogK(9L(QqCGNr zXM;mSXp(6`v`>a)WgJr6*c0QVb%ec`ed^m=Tu{48G_eJezJ-_f%ag_H}?75EA{sEaqd3*1|1EYrzaib#ii9* zp`;OWTPb!P>DZC&-{f)d&AkTQ7uYqCH>Ey{h&Yf?W#ODa__K3QPk9gZbx1r>x68>j zg07duNIvwh?~;t;`MpSP%|7BkG*s6Ey4+GH zH{Q;hL+Rc^_=mseD$Sy%8#s-VwPO0eCt3INs2fhnvmk>1Ju_{lk|P^bwYL z(g~FkFP~$oM;~p~y7P|{re5&c0x2;2J8Gv-$BtNB*V%MO&6JaqbJ;#%NKX@lckKcu zst2$OE&kvkKMD^|YS<<$EWBqA!7YOD0WwCw;9~pENbghh_7>zltf`m(2TMd)O6Cq# zI9JJs2|q44GLbHxHZG;8_xX$Iy>5e>q(U(8f02(cGj4@KC*|rNfrAd-E8+zJDzLjl z-E`eEhB`WcylPNX;FUL6lW=Awnl7U0`TB5=@))ehn1-IW-5=Gaq_&BQKBiyDUPAXp z@&I2rzI70+1q(aeAF!hqe?d5-X&w-w7fZ3Owr&50@FqXS%np3NA;t&}IFDPmAPSA7 z_uTAIsl=WG>wmH)Z@L=kbI4lmpA0b#lLQHX*M1e92kkW>zl}9SsJdaZ8JS$T@a*A9 z@OnB+QGt&hg#2ruqL;{+tgqL*T!J{G_V2qhw|A_9Qu)I@ykcTsYidT2c2DRVMnc{Z z`ye$n74CsEgfMT*LSteOup*|C#Jt!3> zISvx5^g45+(%D~v^A53zowBkGsIbto7udP;&t=Q>Aw;c`MekghL>Px{b2~{5=f@8$ zWuP7e4TMOt7VQYH8sOQ&2@2ND|KLrW(p4IB zcC@ON+rGXMjdj6F0jb`*6-h(BUx5Qc9-f|T3l`AHG%Mg{8a+1Pu|U}aeNFCsTw5#5 zjBgemU>aQPCq%Hw2^pMurQEYD`!*ngIoqOe|6GXbb`$L@0fOl=VRt7S5X!C9{ooUy zQI(b_!}7+t^0$%x4}(Ogi`%IML*OA<{eLko?2Kg2)kuqp)VqpchSssn4fyr|Wl7g) zb0k$Tz)n_vtN(3Dc)k7ndXTjB^D954tzXUX#}H=0e?%JF$(pYC?_=Qbu)?;0qJ1DF z?+^+>awKnNst3>UzuKm3)I=4m*f@FbUlxrUxf?pton)VNgry}O0+uR8q~sdwf7)ea zfD6$#cd%9x(XU?hwr_)IkfbAX?)jqreEaq-GO#s?aAKD&T2u)` zyc>R*-S#LMnX9*AHCp{2?AyHkf|8C-qUMw;0vH7jbXLQ=9cDa&qqiMCBW~Ul$)}@k z6e5w_w562IW*$qK2KlZsj$WT#LVSGTC4YVLUy4&np3)4G40`gMKoVL6+u<*H!aByX zeTxhwC7oy|6HYp?RlhxtN%D-@qT{BEY9|1W zpTB&8I4vYx9dVY<{Kr)U;&UJr3&8m*VmAjI7l}9sG4(vs4r&C^XyPr~#`c_(%zNwn zc;kl)6)EQ-*8yB)?}bl){`sdG`=6P%9iO>K83%h9S;Xlg;ma!bnK87E?u#@@f=>ET z0fh8B>C-qW#Vx+7{+FxJaS2@z(rM7C=hf=Oiy+Pm3OqyZP9P#R_ZlNla#jvcG_4XP z?K)Nk5JA50q!dP?Hg=JL>R)nTK1WaUnOIm#HF)P7)J!4{ZeP>+N}nf9S7WQ zykS|PCUFC>7MlDlawt(c#DU)ZxYwB>0gzVQzkF_Y}ei_Zv8CVTFAdO=$;hB z20ZI|dl>JA>y(vO8X4Vs8q-=_@y0;L*xr6oC1Vte2QU$l%^SJ(?J#U}ml|_jYBg*- z4oCP_`%5nJIgnf^D=e~1{DwYoaS?bRETzm8&|GO#UjSJZt0^V^AVF-ps*gw zJt6?A{;PK(@?X7+S2G`p31NpDL_GMjMh)2ro%r$?B&*U9(jat9uVefTIIePAf?Na9 zBe8fKCm{0d!@p|EEyW<1v>gRd#Si#~H$M5-3pJk=-H<(j5F0u!y+AM_%z30^7&8K2 z;w9w$GT-7B`5VyBDd6;)mqOE9)EZq4)1aJSX68kg7yb;lQHnT4CECdn7m=`CE;sq= zv>H`r?_LenIHbLY#L#;a`K;ATV0iqzy)|mue*V0piv(tAS+g^CV~|enWC{~?X_y-| z&sWG%vGF)WSjRw{T5TzJb~6fmknPdY)HJTNo%o+!f+WHqi@*s>w7ZHt9R{jbP?t#!J#BTbSOLCy(9Yl1f#877b^5j!!i;yLjPBBKr_L93vc9ir|HUV;CjaddK=b|S^XFF@wz0S)jATysgW%xuP$>$iEX9t& z`R@o$-q9S&FT%q=%Qm}}*sD8^I$3+bm;C!rBx4wU-5jU%Q}NzKo3!d?5@L4{Skmt$ z#EV2*15)dnc2}X3g-#UT#~8_8|5~nGgda%Y330!OnBsC^8>MhNj^QP11<*XHAm&+l z(H|^NiAWKfmFo=12teTLHV0E9W@eXX-Rc`Hf zjEHuFn8qz?^S?k_^;4uNuFnjSO?U2g5zGUC6mf~+q835Sy9anaYabg3icw)A*_-y5 z6h5q~vOMYEg#KQcOV8-`c-m5d9`fSsybSs}m@H5A$AAyr!H?#=E?!JP#b(L!uqdZ( zsc-4v9c&MHfubJyT_AISUEhY|yULk5y%83sA_@!aeH0D#I(Gn0LyhXT)7m9Qu_J4y z0C)WTF%t%eP{eTDQk(-&y}A+Y2GN8{_=^`hp;PCHrGC=vrY z`(r0>qTX?~{SV~16gq|xv3$tSZ^z-B9KMugof<&(lgpSuI`a)Hv9ti%doM_*6}TY| z8^ZB0iYBz{d}2{%#~HPv+IwAG$8pN9>RGHbwN&oecK{y>i9I+sqdJDs6z?@^CyA#Z zJW3z+p8!ImRwJ2Y*4Pn4v*Uag)0+Qb`}S?eQpO5b0b(fxB?2+hg%@4J=zs&ND$WBC z43hr70}wDq?V91G*u+JJc8p9Grs33ZQdKRcJdfjiO}5P9vw+*-T0Z26+ycUx)(6S zog0q@0fTl&H{53B=nMLjuQXA?M`Gk zrqE*09+j}5b%5+;2tm~bU0V)pjl0jxDHeVkgx2^6JSQyXJPyTIDHu95$3d`|Bi^zF z)4k5;6h)U?Qkw7LA=OX!($e%^?Eh+pb9}7=hbDkHPShzPAATL>lo`$JIpS?w{@I;G z`p(wm%87MDAAc|%)5L|dZx>0I-@bYCIkd+iI0??t(;JDs5Pfd>@6iB<30Ax8vA8fY zay?eb*I*L<8Jx`wj!mnHxm`vVnz=_J2AEjTvjdJNv!$LxxDzhzs4jqlc@J6?-~$B; zt9xYyqks8J_A)-?4mxEncgkhaUl~BM5ztWbD@L@#z(Qx=xG@~k;}$hf_S+R-0X6hN2kjG!-HCL z=P(KlAvxckE~AAbig?zVWgX;lm=;UdZMY4NXh#C-VCfz1Nhx#DreZ& zvhIr{ie9#D-@b6+!o!CTAAcgz2ft8M)*H^!#TTt5!b}Sm!JkF{b<36tv@qkxEiTXx zg7??=fz!|IQ3*!|91>6f5>7@RMs4(}Um6-31snfB(h;UKstq5$tj|qL1I&{M%pF~P zw)CSR3xw~~n^Sw?$nIYM_w6qQ0&atX2CJ@q$9|KfSyS%WioQvjiJZ~^9s3V9%$fK&JZovRkA`y@SaGI&%LL-?NGo8*%$f& z_wV<4%1uVT_WJ_x8r3`HL>@KSjkyE5?c}rQIHidO+Q89?pzc?oy1IJ)B~(kNUwr~D z;N|?=9CNM*M4pfPf>~UBMOx4xTLS&w(SvpRJ>0s#S0wP~Nzh0bureqa14gOf>IU+U zZ~ZS&Q>Mm$C87PmD=3yETZ)7LVlaIn{huC5>u~YqO$Y?gxG5LF97M{!d|A(^8#(?A zxubHdkTQ=YgNy$AsjF%cJ>%ch=w!dcu%YpTOZ=p?46D5K)q}RvB+QJKZfssl)B)!oLT&bE z29%kPfo4U7Rxn`hPA3$coyM1PxE62w$69`Vu$i8S^dKsoiON~CtSMwNzzLl@U8BZCmRVP90n>#Fa&KTq{0URZSvXR(OJQ;a%*=w@5k-CkFQDIvgnI`%@M! zC!8fCE-o%CoCL%I)~LprDg+}I;abuCR_J!5(`tG*L%y$W+l~`rXsu;v2q22RFM!ZN zef4TLvQIE5V&+xtnAw?Qk6f_TB6wca-O$$qzAu%9U;8_&Y?+%2Ac*@8mKo%lyorh? zP|%)@yq+X{kRkVKo-U(5Cv{FsC@?<^zl?;}H%bhSu9_8-LZ_ zBQdWBtZH9?n)bCr_7S>K^~4cq=eGT+Xq- zg+3+VWRy)X3SZ%xV(paBKz}?wJ24c7UA1t@WQ7q(g9^!d0fY z317Wifx>03M4>K%3+Ey(Ryad$9dCgKUzMI?5zBH&aXaG<} z5F_{4B5bcm)g<#)QBctYq=2}*nOU8OSDHc0y zyDjy8i0U&?!)UuiK?U5r`QVu~{L5+>E<&sSxi8o|hwEZSzUt#pJ|J`8_ZTt{akb^Y ze{I%(twN0@b82Q&SS&*iW-z= z_p$ZA_i?{J-cNrv8JCt_Z_}i}Jm#M~V^RwQR~(;({&#SGo=sX2KC1&S*-X5jIV(&G z*Bf0R8}jM2fPfv|k`ZNWd&CFB!iJFLCft|rs{zbK?pOVtxp+!^u4Laf=X-pP8(%0T zm9|&Y6I&~=Xw!uS)Y6Rk$l;>OM++**NMs_Jg!&*fzm7IIrKyP~)fxZEY})l3Y*4GW zn9XFoni0TO{OBeAjdOo4Z7IEbg{@SlCHV6QL+H>e0OYTD=ZK=>6q(Nn$31+H$2ji; z0|5{x;rQbJ1$HI^^|~ZOxzyTh)Fc7E=F@mKn_Fnf=Qs~42hU;3`)zPJHgBJ8M&QEs z3?2k1teS~PcLZk;yndrIX<2|~#)l_B`A0q$yzee)5f~MlrrUb}W-gDW{a67HWA(}o zKrCySOsCBM@qj-gqjULkUs5p98h)ilTE;gKquB}DaDcKG{?uLY--?TiNvKe^NXpUT z%!L*-Qdf0c|Lw7^ng{Iow9HvJPd6HonRT~pC&ONNRx&ObpnwaSO+X$VM50ayxB!d0 zP81ExfOv6bC~?B80o;44Mj|i#E@9Ce9Sg!3Oaz2IV(z-=G8D!trcunR%|VK&8~S}( zKMV*sKa^Poqt35AcV2(%7HTDSQ;WjfdmIU+yUk32J28e9Sibr;2-jNU&{h++g^GY6tt4-@xurElvUTY`iIHhuuWo}P5K@7+xz2Lu43j@|y^PN>tCX%2)9}liV4sa-R?V@`+|4V9_q$4%jlzI=EXx1< zU+gF14q0)80eW0|VW^&p7j!Bo^~|w3i95FYpZl9%gbO-4_A1#QnKQo3Z(kw+Yso$m zGX|2lJ)58JeF_LMdVQV!!4C2*Qk~T;l08AQBFx&JD0pn9vChJ`OIVkymJ}78T;E_R zwqwVMNMi9j5l0_zsJgt`A8yjEQ9)^&Tq)RgCFmaf;s2jMOKT=vQ5bk>TV^GZ-Rof&d1y+JaKoxlM>uroSj72zj= z2lI&_#V0LeVHv^mbjq&!A}r~cQfsN@X8~4l?8u2*Pi_6SI3%HfZydc6FV?2SJUoQD z7xfx+K}Ll{4syKcCJQ8jo@(mnR9!AN<5HtC%tH97(F})^arQ{7&^8Ff(3zivs)t#R=g<>azw>y`YeRk zV!E?v_coJg8?|VFXXM8(e7jHHbUHv|AYeu9h{JHLX<+22b1h`fz{@upLq+c@%H%N3 zIxt>#tYu|D5d;c2CYEMNUO}=GbF&!Z-VsZG3UZ(bX zGnGm^NO|vAMmFeX)DiveBRzRmEJ5!vb7(hZO(QhU&CLbClRL#$Gvy$HCx%*) z8+b|(2@VD0f}K+&KS%cu79Lo$2UbdyxqHswXYG7f$hi++4qRCxKA+oIlCX1GMNy!`j^7lLx$o>TmO`?txMjN$MbL`4eY8FfUPZ!|EzF#OdAVQhqYf`hZjJnTe`S{JA!9aA6 zgoZ-JTu)gw5?;j}50n$Cv|iry{@pv&m*gPE1E#6V&6a`y2AERqt8*ZCac|wv{`46Q zsPkI1ZG&7qf6eW@gQ&S21)fEcJ0qAaH2vsWL3z z!C#dpFa!+A*0!>W+o}8T(-MDtg zIg01ao1g||U$6EGN+?U&dgAdOW3%V9^yeqA$Q-|4yI4nDoS-^;#vKSf6KYn}DWKAy z#wmZRdfCh4;c=4;N%JbL^I?HrvnNCB-gxf1mv@xH#Lj=Lm{yay8du#Ic9=F1I{Wdf z^0Mw+9Qxxjz(ZdseIp_Tcj<)TvulIdcpe79{~5Rui_e|Jh|e9mCGJ&Lu3oEKcrEQ6 zJgt^<>1-1?CE~i5Cb<3;NHQgYJ*iEr^$8=}R%Wnx6zucd-giq-&HTcNfrwR8N2jxh zG0(jdN5`|Q&}%rZhAfpRtm>5}cK~9$RYoZqMIsXj%LTt}(Vu^w&bSo00~=?$<(YR^5Gbh zSDacpu(nE$c=Vb+8d~Tf@_(I@B4Uz(a!;fdGl?6ox06j>K`(pdx*YV!G&b4Q1Oz%H zLGK_d9e;<+srx|JQ-^BZuVbH%VwLeOt!52>_UuAU5B&msvEzlL8DuzMnFFfV6K{0u zq-X&nTet_X_+YI z{HkLjjX16Y>8>S$l%){&28j&$8&r5TBmT#R83U=KJcq{eW_N;my{n}}Dw`C&tO7we zcSW#4n|^Uw*_tIlUyyS%+Prt~UJ!%=Xe<#t@yWDw=RB!@UoE7u55!+_acu!Tpr3{= zeIBR3QLHz%>HqP4*D0#LvjFwUlP6e~&$`FEKk;<|?@a)!qEqLw+`UOM{aC>*AMbbPn_P5=IN{DOx1X@^UIVY)8MNfr&=jF94C_4dmeAfYCKVVs#%^bY4o1cT0Ls;}jWuQ!yRF zk$qWsJ>e5yqKM~piKN!*4UJ=wg1K9d8IIuLkhuqf|5TyVWx^O?O1otPv0Cq)v!fdf zJ^%b`IEwHm!L(Jomx2C5AAicla!cCemzNU@B!cH;!%1*dwWf2>n0VPKzlv^O4L&S1 zPOTb-mRw*%#@c1XU^v{Fg`lE3$3auL9BBG_-T|3SMI0y*z;@Q*Hu%uln3>%daUVOW z?FS#sJKDTi#~(_-%t##fC#b!+u1JIG~W?bd2d$IAXwh=XJ6(w)S-6@%i+ZKTgx>???-G{j3ha)s_Z~OWVgAHAq z+6GQeSK~tx+jm(l>sPu3WY<_;ETKt>Uhu7m4`eo-)1A;j>ZePv(!E-Xs!>TGO8bK&K z*GV@Q1zk>x@|-rW>SI}wc5pZaMf@j;IZx1~)QnzSs~;Ce^4x)*i=*S?D6&7Qzt?57 z7aCF3W%}*pH_o*)Ia=|JPFmt+B_$fciZ{JiQ4D|jhf|1wR2zvb4cK>TPb#C-wJU{QMM|BprG}M#gB33N$TtTn>hFG1aMs=BD8{3G}M|Cw3}T zG=FC7SKn@g%hqm>pFEk2bsD2J@^J8TXMUZQU&b|j$z{_0-23f2-*1-xyx%TsEXnPv zb<4-3g4QHA{f5jdGn?gkJ{vfX&<&r)FxCW1b)Tl^UTymRmj40Qa-PYobx;^Lt+Vji z`@mFXok-PHhY@;s-I$?gsYUe+qu#O2(n?-eO3k2mDKFK<+W zp_hJay*m-FFWdWuwK(OW1NaQDXELkSPZj4Hd~O!?-#ee=VZzcKwYid4#YBdZNeABL$ z=swn+a{uu-el>qqoJ8&g;>Dv$4P4jFnNLdG%HUeCGX8@X{BQn6M5E3g^zMm?36Qz2 zfaXLdWrD`NaM^mC0jKpf3=B~EKM1`oB-I9Ii%Gg04R~#SiV{-2!}+C<;%I~w-mlSRItzo|rj9u*^rJegPcTCgP{hVBB5hV(3{CoP{W9^Ahl zIVFj5?Ep6M4ZTjVh`ysCPH6H&=&vF9cFV&9l6lidf1bnkqqZWbtQC)M$S!|!{1L-$K zHMcizTYjlUbQd2Vij$m;jGB{m5=BKdO193HmI>omZ2Mc3{oEF~ zuU+XT09rO*37UAqDSag4Os;+m_59&(x-)oZP2$0IHxW-Yo#+5wuf+)|;yZb{;IVaw z2#T|t8t|%^SekiWT6x4^d*#h7W$_Kc8@H8T`YD>y8{NX;n|&Dh-7HiFLuA{KLVd4{ zH;JM(H#ODg1|GP&b$ZM2(2zdVVzVxQ4n)L&)w)EZXrwWdC#S`0(1jb&^;xmU)sOX& zYbBZ~Kc>{3e&XWuAhP`)A|uqQJbU&G0w2Y!kFEBx=VD9>2v#v_hj|fAcq8&#TPPXX{PpB!h~Iw01jct|WyYwcf{?RmQUSX=y{&-hS%i4sY#yIG zD3x;iyhn4W=NO(*`{s}{xc-hqrylR9-mn@yAYT9mlp}V(dmeN{k=$~#;v3GjURQzg zdY^g9U?3&DTp_=tRUCAqRD5{N<(NQ_uM%H~ zoSaO}r@C5gUhsv~W^mYz@En{97x3eNY93Lv~>+@SOba$-lkCccXHZgbN-Jjtd*y1Y~(B& z8ya+#L(hw`ix_r}j!G=dU$y3TNQNm>V<`eA6CY^jS$YIQX|5`+B-X~t*qX(^#h{sQ+%V} zTDiZ!zv9okCl+3Kj`;_@nTL2eZOabu#>I!HQXzH?ptjmJKv7kjwE7ah<)w}lQm-Jzuy=xl9{fBc7;|3Ca!%SLAPSj-Rq4>4Jh|KEto?i3dj`L~$tB3(_h=g;if zZ&DX5bZ0x&KaX`dIoJG@IUiq!Rf?wOee=xCA<35J)|y?(rMFMTTivSrc)KqCqq(_h zMtIh1mZwD=){WmauEn2T*q?9rv)gL5-?5`*?tuIay{&XCGi-X1C*~V3Y+u)l@J+ zV1|GO^p|sS*sOAUxT;`s^rX5ycqbw`E81uRFN9O1YW#6<(dXK_b*n$SCp`8i?*&!~ z!7{WSJBfpn!S?%G-~G%#HHT^VH1U0TQphF_>q$Gcs{wqByc)!J!#qEz4PNqegL{|S zt)TNmgI@|dDk4)G#Cl!WqwQOBe7=QS6s=<>qF&G~k;@tz8M!RW0|R5-x`F6eVge@Y z1pknBSNe;jC-wBq;(?}>ew7FNVy<&YRy$jr>z z;e%3<>e4-YS|Dt%fw-)-OjDkz@GPcwcpD5#(IsUv6xfP7!G$#}909Mi%aX7Y#EJSY z0!Z}#eXsyPU#1^>F>he&q2pdCvO&EKIVW00A-x})or{iN-kjtm;#{4gfcR(^qH_L} z?0w_MmUD27;Wkg&k_Crb3y@qHis9Ip*U$#EZhnI~Vf7*{?}a250b2mHT-{?IC3Vf= z9bhE^e~DVYUoR!)Rr~lD0f05Shlpm4iFY>@PJtsp<_`dP0u4{U#q9SePaM3rv-z$u z@gC5EsHi~J8GYs$d%rJEJLgwLbT{N28E@tB*#^up=9BXA^N)e7OGYT!C!t_ch{8{( zr@~qnst}-1_7E%X57FY5<^SR8m;DV0+PnEVwJ!GGAOmBOv@0r6zzE9}A~@HuOTIHlz9%^I;EiG&@5uD~U~6t67i)Fa6hWV5!YQ{gqn08~Q? zsw-Er>flI?Ik!M%$7${uFO8~)!_9CS{_6sk|B0mg z-ie!@!xnQ}lMl27J;8y3a1Nwj4#&tCNtta7OU?OqyVRNb!XmFvEUJ9gz}9=&MW>4o zqt$AjCV>zcP33@s zz|K?`L&;xD8)_IDg+3F6j-sb!{H177T=1BaTa>jk(P=IU=mv4TT8Y$3kdr*{RJ+uQ z_NdNowUxIo%~xkB=>#hQneU;()Si>>wCvpTyrQ{;vO&ggDOYXs@e8Eo4u4L2@J$#6-djt z?;Q|VTzPx=$Oe}t=>-cU$JU4-w+xxHO6fyE(N&#N%U!rzX%Y0+Gc0NUY8#& zTr4abZht?2(V+t=(oOyVYUhWz0R1nan|3RX+x1|p(!=k44SAK^cjhJwr7=%0pAJS{ zv3N<)^Wq4T9t*&r#npLRwzjAckX-BAlDRG8>Nl6Hybzn;cK`ln(Oe@=ix9_W&8iCb z)$#7`M_s%2ohU6eua0!`1UNP|x08=5%sKh!mY|71&j|vJ?8HelOfaqCr0;(qdytL$ z%6{f`w2=lopNH?%u^z1@NhN|SKs3sVlQdwlLcA4|N>f^(H_WFED&?d6G6eNSbkZicVY+Z44e;nn`{?INL=SZ!xS$B9`L%qa^cC zZVxN|>-O@5(lwV-kMQY&>_58() z*0vjSjcD}^f&CNcYX=*R=m_#LsK_t?Jg|AOV;dq9}S(6&d2q|t1;fA*Ne?#`;QVh z`hL_0Qu^duQsnL$QDnpU*1aBCl*=KSrIi=+s6dqmvTGw_V@Y%SARAsg_guf?!{Uh( zRrcEA^Vd@JlbxszQsFS?JV|A~+Gj0o?I)n{Ma;eF20_8{o(*f`LxcZ}Z5^-J(lOYn z!fg;IZb)l#)w%sKWa32nklx=f>zQ*&!~xXtw6u#C=^+j&E)5>#R0iF&yE>@`+SIC1 z5?dB_qA2g|Cd(`vx@Pt22LJuTJMHw1qko5 zeNKBbF?EAOSkkj(5ENWwwP4i@LM2l@Q8zu`;kujA5!cz7M{-(j9*;-8*$a^kq(HjC z-_sijv!XbS!QL0s{5^rU`iLkHLyty$r-poS;C?(`gATffC!j;HI@oU>2n{hA#o--* zdiFXkTAsKExEY9`)E6%yyGU}avWrWm!?0!A_7;0w@Yc0!YKo3)4{$HlY+dBxY)eUM zXRoL(8Ibo+x2)JV<~xq!+BV9Kn>RN{*MU}?^y-XLA5V+wh6*|<_dt>Z9l*$S^FMsk z&ytLp&1~DEkj38=%6F^ybx5z$D%If3hRCT$D9S(an6lQ%=h?&UH=L*( zm2aANEH|3+c1^2?238dgGr&ToHmcGCH^UZxf-vudu~^L4YTDaRG=)|j1;ckETW6ye zSt6-|7f~IJs+h6e zI)x2QUw|yR)hkfaB6^`wzP$v|4xEU5V@;Bd>YP1z%hjo05R9^ekdJ7#Z#$pqG1Pff zUIqhwhNk|H?7}fxFY7klYot;)CoXut!xsHSXGa5hSacaFKE6ZaZpBN*(aZVjpD8~z zm{oZB*<;;p0+YLJR+*d`1&7<%=4eP0^@L+`{VA2U(=Q^jE9eV%*rdrLk@4<`3x!Od zR&q=T;mBQ*l&VXL77(RAw_~X)Md<{G8% z;&|`5;Dg4rcaLbN&=z3g!mfG5vPogJ^umKn0HE%>K97`kC%nM~CzJOu>LS^6eh5xB zyY$9QR)y(ia4G=wQ>P}!maJWhkKVz1CZ)KWMkOY0&2wY@j^E#U__h>EZP;2dV)mwp zn2XDyk6Ur>>|e-A?0)WqiuI|V?I&KT;`?rA9omPHDgk+qSK^ITR|s10k^sV@N{_03 z%b^nv36|(;P2S3z-!kUSwJxZp(pd=#h3xu3Z%O` zc*XR%mQmQ;EB^kN*_Z>JM*ekM(=Uobr|)#oNP+@d`SSWF%iolj7d9+G=@c-5&e7R# z>IfA3>gsAhHumu3pcnzn-wrW1eLd;#t3eMO`0xf zlU2YmD&hQY@HvfbUxhXmI(J<)si_nCDQg4DThR>WfSNXjk!?&V#E2EM0oX)jQ`p8C&W^aq@NOz)3SJiw0!%{= zz+Is=CyiVab=wko7iuNXEObRD2@BFtn1|;9pvowt)3>|(5mM{_!Kd5v& z>+9=-9pO-cLUD1vyn+IXNmI>BeTU0^Cu18AZO+Oz;9gn85sp1EhKsS;xd_eE8iVEOE_EuI8 zJuZN%xqkEJ`?%^i#(OERbfF&j89~X#Tj>QX2t0_vn8}~q_7$-~GKq$xxE*0g_d;kl z_KD;>^lXd60cf}y6y)3Yh8tU#krTZQynLAj3b{q@zZG(eh%&-V2tT8c3kx!dVgl}) zm+QG{8befWiBX4(eK|ydFc0J>@JK}pmz9Y6MMJ-Exzr|Y`5``zdtUT-hoxww3QRU& z#kZu$A|EsxAfm5H0M~yoRvaG@cKd$RYy`T>YlM!T9{d1*dnv*OqXB1jnVRrD47mQpgT_{u07f2 z;{?%+n86Qd(C9XtKov!#P#inU3ktsL+&<5$xQF+sA*dxW4qZZR?Wk^OIW^?qBt(nZ zL-=!_cR=I8tbji-JY*dZ0xvv4)-i(2L3$gM0*xA~Nh%D3h_XSIwAXob;4*-sD0$*J zmUWVpty{RD0J>vfZL9P+!U(I>K}6d-WMqu>SbgtG4SzoONeP6OqQf`8^jCfVMvMcH zR=uERBU8-?C0z$468t`r@GA5M!xm7R@BRHphE}hW@yd317)z<7qg#B^}iJ^=>%z`n|T45^e}K*NF|{(W&wNDmgA{ zE&Vx4XmTT%`8t2zJVY3XR;@<-Uc=Xj7XXFGl*#O;)q z9%HlF`ar(IFEq`9V$*wxTkpUfpD2Y~X$UQQxUl(<6 zfgKw_u1rS(iJg|lg><9`C<9EVAV03xmLLEAyoOgH%>;7|}i zJsc)EhZO)nnDNTXx>YrLEuw(v zn9xw}lpOQ}OI#tdYBLm4z!h`P%q;WEt5VfpPh?F&M;3<$D(bAIs2-{8*#mcju!z*% zOphV6!l;YR5#pL1Z4s@6^a=?JS5nH|3E_xIIgq0GZboUfRlmb!cB3s|6-=ia+Fh#N zqt&{dwG?hDq*@=DX#i0IV5-Hx=$f0Gqdr=-NrEp%$s1MPkZLr{sO527n6i^&i3AnR zn_?|a*X!WfGChXmVmS5|N_tn<$r^i_V^D>dBb01`@vYHTE7J*_9Uc~zjaVPiDu!Sx zIjubaY`@(>5NcSKq*?#GblL$spaohotNJaFXMPe6={54lm^nmr^vrtHND__H5$Avv zJ_j2>Uf%4)i330Lm9VewoPF@~$`#)Ie&&hXX@_$61Ifrx@U)H!cC9K-v>ZrJkKA!Q z@KUhuvZNN}*@}yJ2SKrWvLn3`#vwCuniOIHYoYOh3UOvsj{8Q1vZ2+&&0j!4z zAZC<~NOn3&-j|;y3hbdf7=N4jUkPaYJn56JFFpv?vX_4APSu0#wi)^%-n8On<+lmAwqz zo6w|>qWoG}^+rvz{V0lbazQY=@8n9=(5pW&{%VF&@ZWz$qYE?&(*i${RU_0BH6tfU zuNn2})1CL~n}cVbLKDU!MsAw8btkvoWq4Yta28XweAWvHKU^bPwhshyIb~+Rp}6Os zwwpJ9XeVinTs)F??Z!^%QZpVfD&A84`gY!j$yMD;nGg7M+EuU0Ew1xSCkfU&hOij@bKZu$n#j#{%@(;)w4z9rr-K$ zez|mu6Uz2qIGuI01#8B&w54f*`oI72rnlyY4-ScAfw^sfB`MO$(oD#Nu34_(1419u z=cx3tTb>eCMuu_q>QwUJUoarX5U}!JOf5U`(PO67Et#Hyr|$JjvsULl{k!|jhW^hl zU=KdEI3?|Qix}uG{qZCZiGzg0!VT%zJ>`4ZTtGQ!J{h~AY5KPJ`I6R;6=T>#z|KP zP?)5YTt3W^8i{4d7`ho{@y}LKDrM1G!JYO@MZ^v&O7$;;)&Xu(qayWVsD$~Z1{9PJ}FW5eXYU}XG2&ar!?VH$k;B=!ioI5mpmP4OO@M|0`WpP+k zbMwMnPD)p8+81Or5+`0?Yj1A{{T_2K`P+JFR2^l$r0PWD{)-%xX~Ap+f+&68jrK)C z3*5(2nc-(W(L~-g=PSwx%IZvea88G%aLq-JgfK1!$;(@49YBE^Im5~}a^I#JR#UA9 zRa8joT>Km@z50xk3Hd83#?e4YqqadgP@=FH8$*oSA}itkl`Q>aW?A<`S+O{E*~zH2 z)EIjv=Z*rm2Ny}xhE*ZFw9Xrk>wljk@$s*`v_NuvGl`{Ny4n&QEQ>$s;lnOYAHWwCoxyuE0BL&A@gXGl9`p@T`*Nz-jNSH%o4gf( zTQRq=;AbPR^of@MhI7FH1!vX^W>F<)evjxDBpbM*!iF70WVO(XB~7Zu(c| zlLIL&hFRu`^!@9>IE|7;^|bC>Q?qoyVszg985SxL_9@3r(V$2jrE{LRO7S_G7GT|S#XQh)Q!UBfmzK}4T?Y=eH z2rnR(&3J^$Cu3(d>D;OvE@3l_tfTraCf5=t@b;Nk%=i}N(g7lX9X3NnJqqFgRAlx$ zjB?K3xix;g$bS7S(Cw%H4%=4<1cdi9E+Y(bGL|zM)5-yq`RT+MB@i}FvQlVYFo@f) zq27@`V<=BsRnQ>}Gp*P0>sR3S8CRKc5b^R^v++;F@Bin=N1Z)2HAjd_kk$L?i@^{+ z!!PV1%S6OA7#E&4_P=j6D!#q$X=b!EBNAIb9}hsDok-~ZKmFeS#_e^~&^K&oh1q4g z4^c{T^W+s)0^z%ThJ?s??rEF-EdA|AIxp{+WbLl&MCbde&%E_)_}H}1zHy_3#ER?Z zA942d@SqqPYB=B^=K%3h8-p46HGeT&Kdv;a6^tG;6$JRN6Ip8MLx^%<^jtJ`lZX4iQos?acVRU ze?nKcLaQA08`4Q^<$_}>y28i9qn7#+L*>A|^1lE_by89mU@AibAPwow0SGu$36xe4 zK2C!N>LiI>L!=BgCQP7F|Fh#MJVV7>fkrz7-spuItEiOWS`aeSuV{k@^nj`Q}gN?xsBg{pK z4w$ZhYHM2FojU~o@YmV786W8L@`(KUQm8KNN4WP9{e19{R;^xbnWhUcz6rbmI2vrW z^%x@$_FJCzU~mOdhOtE&BX#et^a-LZxgT49-^#HYTa-qJdhy4X=3JAH>M14*Dg#My zL_@vZqSIa#0M}0id#048 zW;hZcSOE4!6PZke$(f)dgT`FX2Mup5Df&Zj5+(+Fa|$r00eS(bi4o+tRHWRiGu!x{ zEMcGa!1+AA4-(>9c@!m4jEow*)B5Jkans}T;}Q^TIZ49s+UyP}{s1V;5NdANI4*2N zp#+r^YQvJ=>@R_Y06%9A9?ftYpzn&}CL@h;z?=diP!EPP!FnDB>qqwJv(ukHA7vTY zI5q;&Ga+$5&*u;3Z&y8R^u@US(DHg@Gl*;}J}4~xiydd&E3BT(JP_KD%L%_E?%sEQ zFp_k7;?=*T5xobn)jM3WVUlBFVn+4U%!&v%nHx~tlEAWT+4_4Eh&^_CI1&BK&o7|L#+d>gOZ3&z zzgsQsU;5AQ?RS{YW=z?*LkrijGO0O|msV3jj~@WSYL%APtM^Kw$9^&qrHo&<#IrLQ zr3!w?DAO->Fl3a8LgEW&xTAzhGVf*yr#>SV$bU~yarHb@;+9nHaep5qDJoPs7w^gX zf@gW40Cu%@aM@Npm{lPbHz7z#1Mef`gf30V$TvjaU0~usRBkTbVGUXM9tdJ2%C}ANwD}MD#7G*GiM0R35>IHFMjSHdgla_Y;AyCu-pxf!s%s;)*0P@*$9>r#IMF67K(g%x(JV4~DaB zcZS})c}e){njp;S`THriu?9SOafM7ui?3I`hfXBP7PcC--JW=pjx+G=?Gr%GtD$8z)n8;?Yb3XZOj(3+g@-5<*G_Og^-I*{Y5FsQAkm{a+x)Y$?Uctj6W3+mB zs;PhxbGR)gFZYy_WUdPx%4`~Rang3BI(M1l@gTYTER;M`gTl%Um=}ov@snd;Umx5O zxe$2;%X9O!bEUVK4CPE5z36f6J)3DLp%%!8Frsy>??+ZYr%O+>Ok^w zSJ(bK^~d;wKAN;)F<^(GIt73?I%;L@EE7xN#2Z!o1P{bvs|b^s0@w_Bw`EMO9l};M z2jSlh{Dc%t-hhc@2q9rRJAz`Zu(Xrx`+t7)IQ|I;JE$xDxp1KdM0!Dgg{)LXyFF2G zIX#~4`Mj3%mRbyXH@W0Now{r7(F-))0KMXlK`>NPp!lH>#88XGFiY+$v}1qbqnsHR zD2i%o*PeJ@`NWv+X0b*(CBW(Sy|}ncdOaghQ{!}DT>KhT4Al)7S5~i!Frp9oV#p~T zb+?Bh8=}8G4lZVtQ1G!(rP#N!8MDk!Hs+0>SH`hsO|ILI7HE?2EFw36cZ;YP6Ks~= zTksrEMQ?B{N3@nLDLneuAF+x*WnnjOERX0bk3rn3NpvmuuXB>rL@`br=g>1N3JsjF z1E_avYlG&F;$}5?e$$h!p$?u@BZYCJD3aUR*+CKnW0OFc=pB#7z>8nMn#(CdNbxWv zCXVk!th2z{$gru~iJGLOBo(MLw6N653IV7^w1Han@eF;mvY-Sma_sq>Hdhs_He@Pt zIY;l*Uyq3)rfS!zPgR&raId-L9jN~_WJqLw2@pbuve;Nzfkd<=x*n^*L*MZ2SDDkk zytBR+jh!V+mkQeFo+LpQidCqhoTDgCO-`Wo+4eU4DQU{C5ojDINJdQ4C_ej%4xu+w z4aR^etLnsRg4KEsdxAN$)&2c_eMKS|-D&C?g8{aMh7cIvi*0m*7{>RI*+mN_sk*cA z6o%(Nt0C^MJV#FO4lnYVF{X{#3;$>75+}j?+ z)ih@B_w;tGY^!UY(GTdc8AB-%h{O`>?Ji{O)M++i8u1{n2xVR01O4La{ALgzi@yFS zl-ovtyBE-jud>7B5+cg}hIrba(D_AkZ2kIYrfCoil(*J&e{m#1#XA8q(V?C_If~nO zX3C~Xt>3BK7r@)nW z=gys*H-9BVsXTr@@W=pW7xO09i;0Qx@$q4_;H_SxKbW$K8YkJ!`>d=wKt(3i5kZkF zTvhUntz7R|9ugDDrOd^o#y+!~F|_!7{9z6fS2T|f3AnEzqA0)DK}JSKTzmu~dOY}3 zC4}RJcw;??=Zr@}(WARDzrJ1F5RvWQn+7hIh%v+}+UvpX9!PPRDM={uUAizGF$Ug_ zt^WaVFB&3%CJ2Esq4;9Pe0=TBm6nzk6%gPRcaIc15{VLD(M#q-s^w%$Rv~9CY|@aq z14W!!Oaczs+{)IS9`=D^aq%fT@@%|qLMWohiN*wfUu|*SxhO2jVIoWdQ^F=tD>IeH z@S4>`6c>Aunb2#&LsIKq$WSj9@sOK(fpl$V4OSjQR~0~QG}y;Z&P`i}dXdL~HL<;r z%tTU3uAz>FIFHWW$#Rw?Vuh@wT<}|MWp(D|0;J-)#~CVCm=N|X;;fWO^rcVoS(}7} z?9gldOMU9fy@pT z4q~zf30!W%2#{#zUaM$<*x?e8ct*2xDp|;T)G2NBt#J8jSWqHlvz8`M{V|P7MZl@9 zt-TvnBOsIb(Y0blaW2#zf}WE}h%g3mpCoc=2t&L`UT@SrcutzmCnXTcMc4vjS1`z^g#)h~fPyx3wfr z{e3mL>*3%fqWhyGV-m^BxD>+$I8ikX6tl*J?!A7C+2pcs!*;~>jR0c5f~`ZA%WwMq zunKJZ^?v@oeNkIuv^9x7uXI1|aixWSz?C&2oTTCMkEPh^iq1O>2!@~7t6cz`M0eXQ zP-H9H?HSJYAD`5Ha^lUiGqYhw8E8nT# zQaAku7&Y@JEES}JT6EXp(C_5b4mKe_g zXGxq-OCd=7#D|mj^5kxPz9phV6U-X;I*RU@&20+NUx7S`<$a~250~A$Hm3$1eZp%GoURzW3T>k zcaOEa`e{If+z1YykKX_U=%Ei4$^W%8ZgFabuU^f(%6!wAJ4IWJX|;-+Cj!C&Pp{vG zE|}YFCU6=@gR=DPTTPkUd`K>t7AG*?X{=X>D$0*9>O-at+beipun=1S0iTovtPJtU z8tHpY@2$v8JA>@U3~N`oWr`WTjYdHWZ6)+tNlt^BD*DwRCXWf|r@wAzF(N~CUf?7r zf1t<9ul%bFeNd>QY-3dlsfmOhEuws*!hP5S1Wyxb0!=xDnfT1bix-J57_@ow-=H;) z$zy1qBYh&2%*G3X+-5kg%{ctp*q$5x@1ROkiBuaihH-I+SDdbz?h~-Q-{HO+Q3!z7 zig9bXjEWGVccaLdTem*KVWVo_-EC9RPa>ie%t^ZdKpw>Ev8Mj7gZ%w(3mw}R5_GR} z^hfKIoP$TgrNGp~?6A5l|v;YeT_03qT4hSIdXD7O@Fz zgL>-v^`F6*C@(2lKCL#Jj(#XsZRH~190G%abjq>YR@9IY-2Ia1(mu0;g-UXwTA{!C zhGjjF#H?%9boTZ(LE4nSc_M+Z>AiHi#yA0}oFM7JFx}PS4kt`a?|Dq3npMWJP-`LO9b_=V!cWU=;lYot|NYrY zbYd~M{k$#&-7Y!Z&vmUu5uV8Jqp;LGfz7)Ru7i(8(Z`+UBl+4GRQw#cx+ca)ftmmc z?N=9B80ZQ*#@#?Vs`Vbi+6#Vu{KxIi0zdPQXSJ)xd!7UwsRv*~>_F2x&{u$L%=G`V zCli8qzZ=UbscYx&+_A%+uqL#V{R0DUwToTDi818*bwiTry=VAUqNO@Yh6I3H@y1*x zIO==P5I85xQRyFs1W;nTc>a6?cou*KXxTpbk1q4yUiukUW_s(BB)B}K9`fgUk(Y^W|(7;7^#IoES zSO@^nOsDhoqhh~btem_&A-5qV&TsMOCz&iUA?g?;{B?O!^=;By4Lva(FYVpC7t%op zM!IW{<$l?N&2(qOJ?Txy{oAEmk+jY%{G3GPI*4H=-lJ_cE5$H8E z%TA4`Lf{`|1tO4y%>~86=g3}z7&-M|gCoO7#Vcl&<{iq4AbkVk>3yB3Z^=1gkzclO z;X-3idd8nCwvMB{V>*D84&1(L73Ub^Tt;K-&5VgT;Mu35qJoqRf^KyvceD<^5C4AbiR^VU|eSix{UgGMZiqI7n#_(n&VxFj=?@T3T zGiwtnxrlmpAI^fplB|%>`x!?uNiLLBKV9li8r`mss70Y%FdJ%ExD{Yn;Ilw0cLt{S z3Kv7HzCDN%>Ykx5s;pXmH9!fjKEWqIn^8Sb!a$cDrbXCzu$J7p(t?7$h%gX(qTrNX z@r5xghjB-__Ajcc21;}+;~0K<2+_f0dkPpnES;VL=1<-m3RndB4!)%MPhCdn^7q3=Xk#ieN^?ceA({cquh~yK0d#%-u^bWF zmX;6tcr^ox9WVwf*3VIICaD&@jikEr*DIljCIhWw2%IjewO|%gVg3AcOlOLcjJ0EU z4`qH?SzmyF0EA_s$)HfXH)ORmL$;T3>%{(D+KA@hC^Aunpq3~9Djz66eEe8#!kX*X z_IG4#e_HymVW%xARDQ$YCG7gqYN_9KDIY-Y2HS`ZL$g`>t6y=$dIHpgEv&;wyhX+84O&c^&32CBJuLfh^km6Pf1)tMi? zv{9Id6TbE8SftV6QbQ%xF1Ot31Y_E9*1k>tZC@9o&3uE%O|JEfi!K!SfTzLu168^td7#^O0g zv)BdqWku8pB@jajJMVTji2hzBi<(b_Xfaiq5hSbLsn2(vHd=_VXFXfd?$T>C?ctFS zFnynsOY{6k6fAXyGSoP|r2pgBDd-gG1LKJ*A2M#F7hw?*Nyeb={?9>8JI)q{iD6h* zi#C9+(!P^<{fZTU)UeenT;(GsTnNg{Gr!wRL?pHYZ;vV+qN`QBjmYUu1oQQx{t?J@ z!#NMNSL_!jBUyoz@2pG+swX5sh`(R^Bkh=xK8jG z4A|N&)E%poP>K+N0%V#Hu+d7eL6sWFProKn?hKT^m+peq?hv!z8o^8Azl9gKDfE)rfEQW% zlUXy#jbHE_Bm>Pv$BcyzTqoKnp@UvC4X!7*BO*>h8x=2+m(VN(rKIv|JMOZHV3;mxVF61hgmRTxd|tO|PH;y3)r<3rcZ^si4jQKk0x z`J-;Ih0J)J?lny#=T4{Isc&V!p<}~I6F|lJ#utK^+MR0@y}`ZsV+9>Yn31eDDE#Yp zNTaPdL z{rR&21H`_5wKx65lYrL8eX0}@>m}*K^b^T5s{3!*XS(zcXQXtepG1_xNu`!voCa^q z{Hi^k7YR1wdCN#ipyGYcRb{eXwheeMyJsT9756>}?~H#CvoU>aJ(O*+Q2+d*3XfUz zty{4^*VH`M%1-0zhSL6F7rE1WA6RHh1e*MA)7+So&>NC$Yl|0$@dN(`Bjou3VMUAM zdL@Y7%t4J?NJHP9#!Ulj@%j72E8rqv{I5_xk5dx^sxLY~%JSIa0@|;)K%%)N~$Pqgcb`OgD zEK_6}h<5c{ruTjaVmGb%q;Zct#mm4mG}@BQ`&Z6Vc`YOly^C+)?gE#jr$-01;mo;N zM|V%Z(O$bx`EL%AE1Rv}zZI9>dy(gl$ZN;^dw`dRo)pZOFRBz|*ax`kv**u#W`oJg zN~QM0Te-=4h8$b$MBQ-W(#B_hlC@r?R_oXR7`ztsK3 zbo!!EczyBmzrRVAXX?uvFl)j1sc6nXU;kU(F{V9RoTx*$7#k!-mMlYqQB~AY z`H9>ZGo9RARx_y`Y^Bt21*mSjPYmhdjI^Cs&QL@N{+8Wgd=TxXF7)R?y~^_-MdsD4 zth-OVURKULn~5*2%Y}OU2jH}quX5guj&9qYW|8=0fDS7&Kwj@fr!h=`#as~#Y~I`Y z9B8wm+p`%0owZd9; zqk}MS*q_arXj(w+{>QncGLO3kk+EIchB5N)K$4L8^tcN$pZ*@8+OJ-{LI?8)_Em0Y zViLMWiC!xws6@IJ#ac+y8&zN;?o8@4Rond?#-C8=zI_!(7q_H zg#v{RG9o~+(NLSx#eb%THu}$JlCGfJJc@)h?g|3p+=}XrCaGz)bw*;S|6(6Pxp@8` zAjgp?4iR}Wba=91HF%r&3h*ZKF9Rxw4078sCMH_h%aR<}WrX)tk(nf=I+>O@u^q|T zzj2PokRYKQ$=7rYBL0G*YcWFfBJb_cP=fLRu79uIs#pL8L|hIqdFcYSdR@s-_Cu^r zQS`%-k6BrPl$v!w1SSno$}wNL-{8sN3bbs2)2wM%XZn74<0sfn9zXX-AFp%eZyZ$C z$}GsAxh2EoUhd=1#^@GhwWg+kVf{51%ZkW!sX7K(DwRI$`JcZ5-VV{1ElCX1cfpYR zvNCM}GUR>>l#}DW?2&+H`yTn}(_N#oe{T{bWCr|~cz2OF4DuecNQ($PC~Y7gk;9{= z_6cgpXwi|F6%$}kHffb&zR#~iG!z9?yWa~~bcZL}czbpgtvq~?T`)dL!nt_Y?orV< zuK>-g2cLwJ#Wo7bms6nyt`CvJo;h;{NiTE?6Fh>Ug?lhP_fjLkJ|KOUj^`_tp+aPR z-Ot4`RCs1Req%SP9`eWU=;%?09R<>~A32kV=E#yk{ic~mx_zt*~wKzVs(^n zvd;a(bSAYGPLdp5{a7i+?{qZKeZAZ7n(%*^NDXa<)fSqc8+CPH1V&UE<@~QsJ%b!m z!>E+cx3=S=Q`hw{w^S`b^rt&rI$Fj&2;#eS?z{ApHOp7i7LEZ3l>B47^{&gFb zy<*pP>}X9;dUb~Am_YEyAl-6@OSdlCy>*K7kM8`}#o5K=eZk@(y71j~m8NOv2coX) zj5h7)(%Gkb@7CAp#x$Yyk2DWXn%4s(DchnwQviqnWo91p?9;Bi1ogH-yE@?SyI==R z>G^kF57=jLZzeF(ml*PPfI*f2?Q>T1n(b>#nfB!OGgK($YPNW^k ztjK6Tykz7((qrvRUV-qdB8y@1M#n#D^|)|*2L6RCce90N77-O?vuXU>1jNpG^7D-~Uv1o6o9k ztE40sGc_tx$5J+UJ|EuGot7r^)VXYENo+lBKfJJl^B5EzcEV%=at#1NGR*$hB$9xVWMt zBKTS1$WTuuzwD6Imvpm==DMVA#mo7oL01RTlBo>^Xdrqr%m?op7MANES+S-7WrgI^ z{{rwd;1G4;gueW6F?VkzSgs#0XGP$_4=@Hkm7vJ|w-rkPojj5BM=39zwyN}%l>&2UkMwKrH zz?&XJFBc@mq5gj0Kp?yR!F@H;;;&vcZ0yW*%goy2$GvU3s(ycS1`lmf4s4R$SAtC7 z=kM=c&2->ph>^(^>GW9f<3S{D%b=D3)lP!n{lI(a>yIK<0}aCf=KW9rQ!?cE>jwlw8;*KpU$+obdudN_g0btR)xoc#twgmi z?x^bF!@S~v%*n?Zgp$36kAtVb zcGAEe!lHnQkp0|d71X0UBDprd>sohFv^cpfblQp8oXC~le1H6BS1M~jE8uJ)sW)O` z1O>>0xJ3^dIZ^e$=k9;9!t+~$F8fQ2oFb&DpE36k9HG#YrM0mPA`R<4->(nR5|r31 znPyQ&-bZwg3w>&&Wp*MTSzup(X2(NWxaDhnRGN+sR-U8uW6l%nA>RVA%q#x5Ao3w= z70+ufbmOiYnhUZ0pE!r;giQ4pr~pg&zSJkF zR8ryY@RedOms!SC{&?(DCEi|b{$D9v_l>AExr_Do;XK+z^;5FO__XM@S#^Ux35<;B z^z)Rr8G;{OdLIPnjDVlZTG6S+#j0>|+Xign%(6F$w1OU&LYjF!k=>s(FOTM2v0??N z5{TQuzY#CQsHI^cZeEJ36@}6RxUYuEL%Q*!48IdPP3o?#kA-%g_>=K8T9ik$)TdU3 zdLb0QGE66?LBc?^(d`TD<~sDMG?Ve4g9Ai^ojTTgB=_ljog=H zcm_8dBUh4sI#{s&;Kgm%@B4b$XkFa#*jd8nQ616!zMBBfCPHTTfQM}jIM@)QO$v@6 zq$^6Hi4ip`W04I#F*u;R(_{F%bD7Eh3@zKCtvMXL#{Gf^ZfsE6+_7$*0p7Yz6osSf zgy5RC-j|ZTj*SDHBZ*_>smSKrI}k9L77!T|X$zZppQ*z30vHPwKcbl$l zIL?^?Yqz5x5~ZYBFQV&4zbJ7cEuviJKH zoSP@zGI|Q9T$mo0QP6pp8sbQn1N$SI13J_()>H57CsV^|vUkg-&Ln$191b-c_w4Bi zU3`82Mt`r4sr7rz1zbDhQIprXgE_w?rb&-PcDwY1=p!Aq$@hc9Q{Jab z-4sr|5Z=fU%~JRM%IkRj@=LEb*uVSmLBqR$$+v3kB|k2Y1A440QsLgqWJ4Dwo7AQq z-YK=|Ni+NPCFPfF7+?P*oJ>eSJW5hv(glX586b{d+uAs!c~bwf&6@t$uV1-nG3SOS zCXu3OxoX+6_xKTneQTuG+CKk}Pkz?|_6#x)3~>^+A6H&qw2<5V>-QJ@H=BC+G15xR zQ=T(#o(t4#fENi#eT=FbU6eE6WFlKgNXX%6sT>f<&@&?;G|G#CvxoFV+!Zb|b0+3L zfQq67bAyG}$dv_%Nn;hRE-ze!rX-?xGIux0*-=yJaP)Pkq0oB|phE1tHoH8rj~x{S zi>M~Z2WkkkI2Wz3?z{3`;*SGeXlkw!w1z=`i9}P@;p=O(Xi>YYGg8zvb#oi8P)aw^ z6FL6!3KZv%RZ4Mlw?T4(+_Sp+^#X&>C#{FCT=KOY8|qCp{@GtH+a>9>?rVuKydB~a zwjYV`(z!(52AVTCbIudr9^6_Zvx&j)sA{?nkKSG|x8P-n1#wXtzTeQV9U2;9n?mjM zhlEBKE>3PzX?#m`bacwL&|9~5pZsV8l%h)wOJQlty6Tdw?fhd?gFS-jFJ%K~4;u~# z-+sSa^6K`=Z5y`SSk4x_vF@sDfSPsb1v#FQx$?Z{4ejpQWwa{rZ%+@Py^ZPP_UBRB zCUAe;;E70K|5#>a@BP@ArlNO#$J1}5Y6Senp_<^u2LEXpedt=ug zp67W3Aj5d5m?R`{KMee;7%6w7bHNo&2<0BT>YzH&QcvBU5E3U`?|$Lovnz$K-$Cy;BLiTHgywi@U|S*PkdVNCVuR_%jEoFC z6vT*L0b&4o84P;z03*Gfc3HrD<6Z*;6xVB_QL)BN0Yq_epcmpEemzVJ%Z{q{Vb}Q$ zcBmTueWzNi!Ty+}1k?n`m0}$}5%YJfcyrBTLsEXe^w4Zhk&Rn5jvNujc6PD?U)0In z-Th~e9G-G9h(rrZ8`1A*wS6|%_A$5nkt3B52&jzcJWz(!I)_zIbg^wg(p7Nx?uL$u zcT$(aU-#lP2^i;vm2L>!$+F^43m+pRBaf%a$=eOrlAtERY8|vTn zsp6;_x4WvUsxA*e*}L-IkYjKfLb^w`{&~7g-+AX35FP?(FRkShie8x}v3}b;06D#N7p3mtStD zvERg{J8_nhw&!oB%tPq|H{qHY41=Ke#S_06c_8X(?4ZXedn|l2PRW=@5 zPOuNyDg{0hxsav?fJQ__MAm0~b=jAZsel`=aWlwN_TPo3ek)8WVptUV2HSd0Y&YKs zJJr?RzM$rSg+&|aT%clMs<4pF{3FZmZNBjYu^WO0GbbHI2LY9hxMw?v_@q91v=${F z-Mb(K3uZV%+6h0PD&6?hLN)O(;D0_o((4BX$f>Dns&v8Fi|zMPQUq?kJ|=ehY_Rjj zrb1tn3~MbQSb^+KN=!td^)QQLi|mSn%wBqK&`W6E_aG%@a-c?OGFj5T=-}qJ8p|)s zwHv6bvv3sxoVl9$&S$xUU$KutvI6C(tUW34>;8|IA3)0Q|LZ@`4h)K}=rMZtADYv< z|JIyVu(EM7b678^U~|mLOwR1M?FqAmg34wT3n$CAcmm zln{RNb+(*ZRW$!14;_PLiRqKRb~jGdoyv3$R_g0(j0o)xGz;xws>*pBd#dk*aBJje zZ;QeB$fv3cRD@nMSLQW7%W7%VP_yplEOX`C%+qf+ccSI7NNLD9y6r$f-7FTzw0g}s zi!w}j2JQ-%S}bMH1*HA_9Dz?^m*&>)%@WSK)Y5ZjZ0Fu`>QbK5n$MOpi7xh)<^J)| z?EJ#l&d(f6!$hOxY=c#Lmvfwc@CW7S(YbwUnW0k7p(dK|_2O45svi1KbZ2+_O%?;D z2*V>mgZ#={CLID#>NJ1d&{1fgCqEn$X)mWx^YPofXW^ed?T-Bv{B`oaaaRM!y`%ft zxp@4wJY&x2rN0O(n&-SG_ibI@tI&ND)|-uagmnk?zKvaFS+FU-p!v{3nGt~nvkjaB z^*nXwFFToZ@M_#k#fVl8cenBI$|tcWV(&yM#f7H4TjyTW{pmkmli1&{Nz>iVY`vha zs;RZvai@iXN1RQa7=Lr{)G-UZFdeHCcwak&goG9f9x$`Auyk54LjHTdt&Oe25xZl@ z@ntzP7pvoD8jAZC3huLVa#S;O*l&Bv&X!_Eaau37Q1E}X5q65~5XX3;^^Q&sX2(t~ zbc^h!{pq&Cd2;v%*H0PCyCKw-AxWPz$LFxx>&QLc<2+X{Q9JpMh1!WN8gp3EI?uLT z$lkc1a@6I(POv85z5P1j(KoDI z5Pm=St3e+nQu+UcIQVcn&?80;Z?*tMhs0`RWTf%a6$oj)o=3nrjh~oGU%z`7qWGbB z;XL=3-e+i!w4-k$!O4DF&{oJ&@LjTX(GUyM(Ix!akFM1`@}1~1>BJxx#T1msk!GL_ zR2F3*21AEpC|FTqFrzt9gw->UnO6OIK*tO7w{EzguGjZf!O)e;LWH}u0n;Wavxtb6 zc{hrkQ7M@)7j!q6382i(4C8ZMykP7Aprq8KL^YTL4FDStm*@_}$;E6Xi8YVvqsrEH zO{j=B9`2$kGM(0v{!z4|?{ z#$}A8RFL*rvBD8752yn`xJ^&A!EV2r+Iv(_*7O95i$RSBf^6e=??xtP)@O9pw2MCP zc$+rX!TQ-vG}(3CEGBK|%EO}2*gOm-kfwy|@>Hv$qe@r#G<(R(;BD!Z!za);Okd6I|rg zhQF>U%*GTbg5+_$LfUYqjJJQv{j`WvrWdjdqdcGN^-dyV3tgySF zP7ENc9K@~ZVd7~YJl7I3%N!4v9Oc-i9)6dsFq!6)?m?*D7MNb?ez?Ox4X?Ri!2&|& zMua`8QJ1U%5y69gKLr-G3qvo30~jSqODK$3gc4_Qu&lw<;^Jb2iQx9;KTd;SNZ~D1 z*n;YGoSwd1bJ+0+Pln0UR&O~OO36!ax%8WgRN8JLsyns)M!fYq<5SKH()Ic^v;GOjTiK>J5ODKh(8VFC-B7KlRrR;wl7 zL^p~eD8t^w9BR=%UOiY3S$x4Y&f$vNBh z33_VmcH1B5fT0!tXL~50O!We3;>P2F2vmT&TOle+crv>KHC7RV#5e8Kn6iupYF7B< zHofQ<=BJw^-OnKIxsI4QlcSnJs+>UN2?+o$=j+b@+Kt!F=I7 zUD!o*u#!hg6fBAY5x`3gM<|DlCyAxDe|gr*O!EkAYo+|b_3?^-EbNj{fUOaZ`e8@C!nx2EZ;LJpY8JzfdWDtedhPL^};Iok9U z$6xdnDDUqD2F{g`AGF;Z?i9ngQ_XrDZ>677L`g>`P&ie*UtU#}^l?(|Q0XI?k_j41 z+n5&B2h~KXN+(rI;Z*R^nlVGU+A)pxv9vSYcXov%l>Z7M_E2^1rO+}f20Pv5=($(5 zJMS~2_UX9H=i-_}AdB6LMU!{V+p(@zbsLDdMV~}FB-1;TSV}G*?9XSfm9lG=lJ#`& zjFP;a)Zk4k_Vot&-`Y=;W;eYh;tPg`lz3!uHkaG4(M9HzVw=Va1O^y*Q_|IT)I5V* zi>nR;GmW44oU@?@)gFoH@Cx@XH@LPW6CX5aQ@*tQsBWOLcvDnP6VOe7PG^PTZDOwa z^#s&sdQf7bqesw|pk~dM$;ts*h;*-+HprNQ^Bxme70guesNRNs2~>Kw43T+AbO~lQ z_VC-Qa>pA#wWiTC*122}YiNF5UUw=quUcmP>o_E%piXNaec7lm&K#_w+6#r%?P5(V zNEyDnwu$|Q(H>p5xVG}B^C>#kyK3}4K-x>vDn=_L(%1@=#Bu{T^o-KnZ=+DykfBtx zDs{LFV>n>MDI2UaMMb`RvQXIx3Obu%$vzN~#)Qsq<;4AyrTx7-7UB=QAVY zJw*gihSo70%JWDdi=QWCD?dn5JN#l=(_Z%4+}>c?Cg8L)nNh_`r1B_unKupwft)-D z5Kt#pZB^^~%AQfGp&&RZN32nOd4_3x3wb{fMKWKm`RvZKkAA9x;$m-`RBxAD{%a8= z3{BsKsJNw6XbODsNzao@>Wr$O$9YX0qfGSIz?=Mm+IP7h(*y@T>|kXvdnc{FodkKg z6LboZEgrq?Oi!6Dk0N_MPouM`vFWXmvwSB02d=9bMK7u<``ae7qtC|2zd^v>@62Lj zrhaUME)slXR~xp)7*WHIVZ-OAAC#%@ppxg=T= z5b_DK)W5QzwIFQNyixWK`gr+4UrO-JV;?deQAI%|XH6?!52$!%-B}Y&lP=WNoYBNo zG7*(up^;3B&`MV;=uPnaJBgCuu4XtqW`?5dp+k2LtR(nvWA%(N31^fDIlJ5Cfp(U$ zV)$#M<^l%F4viN+=ql2|pwYDVI1Q-o12P9vEic#QP@nd$IeeRvjMyY>SXr;4-qz*R zJ3L$(&5)Js*FN0RL(!*4_uxlh?!cW z_fUOKS(aQ1989e*a_MsT?U*Hw2ps7H2jkm?_OTK?cO}c*T5G+$dT$v~F-^I0U?t!f z*HRJ8)+Ug*CmiL(b7&`j=5UlFaMZGlNdN-$8>CP5)v{t)U^bu?>*(y<`L^SayM6{9 zBh>1$3-(z#3)kd#IL56T%Au|~nlO4WzG2+Oadn7s{q`7mXUDko+)zx=FtXiJL$_CR zb3O4wB>d3hv={y*CLM51wD#(QByT)6kO|;Z&au1fl&H|O(S}ffqe%>JYLC{cvfz#f z3z^;+zs)qvT-O>4d}boNAehR>W2#x*Hd1;kb5w!HKyix5w4w0+=+UF1TZn7|LIVuG z1F(W%lgOrBm)d|Gr7gb_C``q~v=4lPnTTq%G&H&@mU6#+IVXO-rH#9@k=~ab22$;s zk$_+ypo=}hNNb}c_DuI{j2P`u<%#x6oqO`#4G36X3!N064Mn022IQfVce z(@o3<5lHP*oTBZYtqS~wyCdHrrha9m@jRjPHN!qp!Ki9=878`xRR;uD!ywwYsKq+d ze1Ysik63SSJW8_gm$%wGjcdW54JP+SFQ5?4Yyx9wC0NU4W%Drej-jxiWc_PrQR$_> z4~Nl*7un_AF@^8oD)54#{mBv&Hy&B$a`^r>1Df7wIpF;lGBOn0T$?t5LqE{3{6--< zIWBQm(E5@Wnr&2NaK{9ID+lg`(Yh6(9!!d(BKK{RdkdLK{v|g&oWR&jh++xU=U_<* zg%o&$@^n^=HLbUx9CUBJhd|d8-R!z8cTbG^Es7!jb!nbU;b^^Wzss^3RJD7kglE0P zRBjJAQ5y$3Px=-fWO+Gdhid1!#8F+Y1LW`e68K&_I%~b1-PujEA;YNpb{Xm`AJrqE zo`OJVJ>Sj^EiMD7)2Tm&47wVmA+d64as z05bx%8lZOs*UPV7tfbTAXUzTrfL>mk0xS!SR@&m)15VJ>dw2wd&@2`ZP{k|&NNCFzq+|IlzR7bIhf7=-#z!2MM)u=J=*pU;AKi8k?Jep092>0C`^@!j^yyfPm7u<&7B{KsYohMpj@t zfT@}ZI--jEC0pjG5>-aly_7L*DJZf5WrYpukRNs0-PIX)+W$IlExOk`HEdZs?Cl@b zEdcC?0>z?!AOF>KQg=?#gIa5BIXTnrDP-!z?nJ?pa30|3g>^L7gXkvx0!i9KA2YDwr!iSG3gb(v#e%e zx=H}$K72@s%_%#zd;?fUZ{I#~z8aQx)Sn}WZ3(rh;hME;)6hCWLN^ScPo+`9V}=i! zImqfCL)XCj;NioEA)Mvrmg!KA>SN=(!$*#QdwOgjUo98B_igE-nN60)BX>xY(E7Fs zfWZvpc};DwL!OXNOtZC-nB;>j?P4P-BMfGs%)CEI>S~aKzW0sWUN9P!3oyPcB0^gB zL8&lx0BR6s!mMW~MS^3BNTlW|;gzIy7_5L641S)?%NqwR_y#N;5))a6attvg92`pa z8I{5)J~H=IP?+CZXKQ`}RY~xkV2u0?(l-+R>1wemGdIHMaY2# z_k2j{<1>gXzfG~=k0=ZqQ4OZd69s*Ig z5GI+@T2Q2^(hTAuAfcdCnLaxL(?z`=q+fr{pC6U0-Wkcb_XPPlTCHDu-Vu3ARG3)> z7%`NQCtTJwAKLp03U)Zp5wb5?SM3CoYna3wV;w-`oAu!tCM_!Gg1sC~Fl&Qhi~!%h zeLGRQ*i;;@Ag1pvjC7$M*vnlxhXtJKZ~}xZfprfdgF`F96{Kp{+eLtE2wNYVVO6TH zKskQ*AZQd(O>c?>qlDC=DrU5$n0RU6|q=O{W0`=iOvWotqrdAAn-5Z-Y8J@^>y7!) znsS)g;pDNa|9S|>OtKNtF}>|E1hHCGc26>B7%DIl!H|A!BjNzV%v`tcmWG2++^9<0&9Ywx z<}-tub3nk_)PJc)dVkv5gXveMih-1ZS_Lh4b zf0_nQbWo8e`rs%6x*KfrazH52y1Dj5TSMd8gT1&Krj=J1yhb_GJ+Co9Qzm!da6f$% z(ggEzP(!$_=9By38sRuul7IbLto{by_)$s?!iRXNY~+h6*I;R0!fbS8ei0nJZVn2y zwtMp$Q%bH~yLMHj`+~~j6gTkg5I^J0b{V0}ei_J^H`@6O8)1SE4i#}nGQt4iyRMMH z#Si1`;x#R=E?T`DSf&7nCnqPRoN9a&%9J6ewF#P^aG4G`QpK;{dvylC?*!+ z=c5nS!n$YPXdIn9N97x~8@(Rcy6SP1H8GJH-LXpdIF$KB)OOHI;TD^8X4Oaz4mXhx zp!Qc|8wPyCsPbmvihXKEwa|pH=sft)R?GkB)A1!Ow(NDvIuj_N-pB zTLc}~^x?PuPzWh-MQKwSNOe(AT(rEoi^hJN9^M9XNT`Y~6cR!!YXEcB`op^B-b$mV z=8+4DTJO8+#_fw&8c(*e&NG3UcLHKxL?&Pe1NhPacMa;r)M6E^9kN4k_Mm&Kf^rqu z0jkD$2P^i5MAnTh;ae5H<-B)&T3oj%SYQ)$>s|-0jjw-py6Q4oWXRZ1dhySMhDn-v z;XDgZ92B{ys8LE4zimTVh;ZvPzrJ|oihkbNgI8bg&73l5mqSrIv~&B_+K~}SofI%^ zD@9HVzurfwO>0H5%iIm+Rk6)U_tC?5Qd!?Dw!n;sx%-Wiyc(?%cIYFCXR4m5z33 z@?DX~z?&^iicgmp+>qQ{piX%1xVM2!2BaJmBLuN0jmSjZ3Mi@?uTikv1`R8j)*%1rmI+c9MYvBet>j~_mKgTw~zL|5h(#?e3sh)}bgVRh*b z@X_LuTj#3S11NxMJVr-txS*B;%ye?KVK4{B>) zQLd+h*1#z!sOFVloQhum_yaDkg&TRFegrxTB=wQg&Jk`-!s@+|4O{4TJ>!cay>Rgo|F_iS=+C2OhCyjZoZb7x(Vn9%}egMWrvs8{};UMa=7 z5MJ@yMlUDj{2PC^E!gwt=_Bk<=z3=?E6l6;ANS1@E0iT52y*9&U#~w0RIESmgx7AN zK5?3ORlNf?OV%giDE2r$9&;rfY)`oz9 zbLLh6#cuRkHnHdtnrFFHzEWdM9|eXC7Ea-tg<)tZCQl{zZ?6*OL}ylQzgil@_-ANh zdB8vZzyI(U`kTD2jVeE95S*dCmwxUE6_hpk`RCs&OuuM?3Hxf}Ia!Vc`HP+D4fTI) zo|@BrlDd(O~{%U!|Wxz$TJ!7Tav&oV_KKjQoZcWvtPF;ez zOv-xg>c(BJ8$shicKU81w61K2@E>j&8cy*{T(Em$8??9VF>-Znx>$BEvUza^L$#&^ zWPrRA`{A>z+_#e#v%yk}T*d16pc@@*$B+ zhg>=5;a?kq0d&UK4b^d;-vJ=KIc?(NSA=N2t-5XjQ#M9y_0TTeM=x_$8f_Mtyi$qD z6MJE~>t}RvGF$J5q9QYI@nVQAR`<47OEsXM0&i>$BjnfLUTud^tWD1w%>j_ot(KIG zhqFeIse-hzUFa#!dT6TrYo^-5$P`U2ef@tz>pjg!z)hBWQGD}*QFt&o9TtFn2%|BZ z6Nw<_D2a>J;iQ74eZcsN23-;)O*zg-k`L-#t3Z*3*a|bby{H!6ymsx=Pz)gzY+cga zAvCkRlAcn*!g6hX05O{`9iO4=4W#1;KM~>HCef6beIJGpWQ{v+5LUksyEaBQT3dIK zdO)l3;0P~B>J+@5e;7R?jMKgjd|>Iwr|JP{L>}dP^{S4BMhN6qVVHR>xy9d%a?lLD05XQ&bI3Zl?->{KX}5k z`^Y#LI9-}c!w6X(kZ=4%%iesi^|<0L9i2Q(Y?+&Z!9_sH=}p~*wd0r^V^K0e&eER> zJWL7il-uAV-f$Wtfs>XndFDXQl5~LEYCyh6N5ua)tECTG6M2p>rD84A2*SZdv_rU& z!;@*&-o!>1gfz#UF?Im{Hp*Rw*HmW5dvdm#&fceTzn`RaiL(6x6e5nQ1-oN%L((o! z3T$i`*9x)^F(xxN#l^ZZL!kc#q1J8>Cwf`z9-7ftsT;R>EUoyctpPW}y-is>4=3N` z#XvNIJY#r9bUF|{KPFC7MP&s2C-^PYCA73iG>j6!T8Kf>8#V$E$O;8c5xqsAS<38} z{Zk9BtaHOmN>1{Aht)SjGAEu8P70GrIp}19eFX3z4b^Zz*4KU+5Myb{Knb!QL2RWj zwy3;yFX(4M9}ktMZ#kM9S>>z^&qpb=Is@rP70P#(b1YkRSHokJ+7T*fCRo#qtb-S2 z3GAM*`h>S~;+S#W0Ylo8ZM;vv;lOWXFRb{fPsC>dGFbcgflA>Y(wEsEX3w9`i6K`A z_bdDDZ*Xv#R=-^j9=Br+p%?t&8+|GL{O(LJPpt+AL-M)XB?ULZ>vd!64=2F1QegFc z{rXJC`0d+@&g;IFy6!_6(b2*+HR`VltzpKce)<`&bG|vIa%-v!GTe(^kGwdlxQjN~ z`Rs%_#p4D9Na~=h*yib$?EL@oWxv+{>!}+G2WEk=j{6wyewFRzu&2PCIN|%@;wJX% z#IpR{mJ_RoJ@kLKO4W~!Jbrv!iv761trpiC7KI9Grxzn5BRO9rB_z7~=1;4f%`w$n zS=*M)VCP$0zwPbBvGfWlADt}j|1etnJJUR{r!IzqvL zYekjm1q!OiZoshX{|r)?mjaCsV?9L`s&p-z#kRGZrOtZGdWax4{YGeLdrbMGBik*q z)6$%P-b226@xp~gN=`>nm2(e*t_4zMWL97v22^tll}RKBi0L#PR8_LOx6+KJv8}uy zuCU*d*wwGq#F zr+m~U%lc*u@7;INM8TFd6@a@_r%v5q7vIng(0WLUGbw5AkO~4nItC*_U;&VT@i=i6 z5u3@$=RAj?pkN(@1#u^)Yr|#CwFW#TH4Q)1N&K@8Y~K6~^5W)ZMS&8vM3gCDo&2%) zAK9*JfR`MY9^z~8bi@?`%#3I}1IcZ48F-P1Dn0rrwg&CxQTZsNn42MMjf;zG8vt0; zyrb~4LY)JEt({hosSA~up1gFyzLf1@s0{BocI+zP^iY7#pQp}RfQ zoWJ=)ypU?5 z#yV@(tZXRGkzzQKvM5wSiwg?Ab)3Tk?&l&VHeBS=H`Gt-oU4tIcms1&R#;erE$m*7 zDm5SI&R!l*#gF-RY94=nP7gNX6(NW{`Q^fL5Q>08?<0EOgq)12PAbf(9~nH}37Hco zaASe(nDfwBw^r7!6KC0$y@VZkl+9H?TAjp1p)g&9bh0+t9Va}_NWkRhkd3W^%&xxP z2SuUUYpBViyZoO&7)-H1#}-hVDhsO|^uM8Yg_!4C-@7oxknkDJ?9c^IYT9hN0$j1C zBFMKRM^PaD{`+q{9x>L)twhtHQ`NxCOqj`oB+38gO;-&0qH7}ab|JHa`SkVcb=@BmViFTi_4L@!`|hOt`mA`j zA;4h=t*czpRbrkqmbgyU{M~?%m@4`6t2v*MQLsrILD|@f;fM<@BE~ zv->nONG^#Joji!%3=$g1;bAc`F*USMfmP}2+cr9f?W00}U2YRz5Q1uz(22(E1zM)n zj8I3s01W@{ziLO_j|}W0e}MU;(VAxc`>v-xL)1MRm>duhLwSP2nJan2Fmn2jt9^n^ z(b3YH#lw@^7LUW;=_8~}eT`r8{QIJtQ7VGW?pbVlSC1{X$>EZeJT}}zn+(;&?C6Zz_3JlhTOP6-) z==A?QIp?<0miRo}#!Tv8sSkHJabip3?uhjt2wY1A!+-y~zV{?0(vElx zd<+uvLyO3TAb*1l0VM=!!<4Pc-4Wv>F+jD|)e0)ZWHxWc<8dyAksP4Z&r?ZbO-}Bu z5#z{ti5X80won^D%D74*avB^vfKHdGjevVxx_Gf`;&w&F#~bnu!e@QoT`c9cTi=*gc*(xB}9N+_CPws-4XXdnc`L**f>4K{!_ATaU`a9Cei zETz+I6FB=KMSg4?t{*Kc43QkYud4Ca z$`!K zKs+Xkl99Or$g2P9e^Dz=vb&9oD|yxSK}%80@TB}3)=B}+=fW!_el1C&4y%oIT?Gs> z)2$c92x#z(p+^NGzN>Fp=p|v83`{J0^xwlbzJB!I!aHMci&?PdX5~MxY=SO6l)8wl z3;2=oVQwio$ESR3t|Ig%$UY4gR#GrV5u_Clv}9bnsHiBy+ARz3YlQ@$%XNis!GgkD z5ZZZ2FTt2^eOYaehdgeu`o|5NlwY8oNJZCl$l%(!2(&Ol4Fa<}QFK8iepdwx9W?h7 zCmvGMaYVGh!LbnZ_d&OA#b1F5)w*8~%{CTgy}W#N=RvJKPcC+MubKU++vmXDu^&qV z9{s)Luzrp{qkszx!eC25tf%yy8ST5b^2dc6g4;mlq`^LhkmEDTa*ERmf0AlmQ(teo zkg$u->1XTSkgXTR`0+(~`S{3yG^B+68+qQu_FV%0VN5#;l~o7jlsgkap+1yy(uNPl z4<(JE(}U(AO6lw}3*v+R^;yj53GW5gx9b4`n2yasx7lT_jk|Ii=?67zTq!E*iGl+L zl!Eu|c@@;K@&5h$L=GD`hpw(Jc-C0eEG7m-uk&yYHTpOx%Y@fodCVZnmzOVtX+N*8 z)|NE1oYTSD$g_B@xU{sijEsz!*m=;n+gzP^5a+k-%14!BXC}^NwyKnw1^ZNdb)Vzd z2^Q=hZ{OkuoncblSV>zpe~Mp~%T!z5Au*5?;HyGm8~lna?UOU-&x3omgkf~omu(f=|1lv8xU;p! ztLzG=t`SP%*!LC&trJLt7S@9|B=Rh0^**tt>D=D$(DkxkGlu*=&2;Zu|F2({H}Fbe z=ScgB6D5hTz`(RaPfulMXa6zV&aRr{qD)NooHEYyXAGk*B z{L!; zB1XFgm}=D3V?~_kvJ?K~Fiw~Y)7c;5IyCCcDfW2MPy5~o40QEKdA=OU0ioKLO3HX< zpN+|2z!7Z*SoW8G`!iK%4=U9xSjO5RmCDUmLaIPf+JC9%CL-Y>N+}HkFy&%=>qhz% z$o30UvGy1rB`2ntyjx-n#b7E4#I8!;3etO0x&|e-YqGu0iEHoH`MFxxWQW22qyU&reitEhl=<=0O7_nl zAKHW%2@+EDGLCsG2rdazmS4X7Gg6-l9-{a~I#;#{?C8@|rfSWvU*8DV3fOibnMw24Mr zKR82Ee?J{g^xrnaM6>I+&&zJxRTo}=46HS(6gD8$shKcbgn{#;cr+QlsO@Xxuqo!*yq8ajt{Vt zmc0MbatVn-27_%5F~ITLn;gYt2rgo=iA5c>16?l`iJj||-E%+p>**Z4a9qGOOom?p zt(vgeFnKHgMH$LfI#{P>iKf^fx_tp=N}6?Jc9EPO&{D>JuhMy59KmcjR#IDjMK69i5%B<6#(YL1c7*&bWB_a+sPA=tM65IRf}j;8PIw75`~Or#_I@On_`y ztX*DN$Qm&vrL64i54|OFNY%u&-vjE0?RPMeK_cKuTj%nk&Fuz+Jpdl{01!$gXLkn~ znAneJK@jLb+R;5HPJAPxB{o%(A$w5i*eeUNL4UQ`?4lmdp@;Vz7(ZJ z2)E!%koI>e0y)S4A_@Co=my3Bgpj}vAbA_Z7?ycsZ?$Rg$?BvEjKX2Srr;UwjX0vJ z3sBcW4)eT})bMB`lkT!ceUj@1iWN>DDh<26zL&`3Hvj~7Fc)z zTZ~#K_{I*xd3t)PK)Oq1GwrvFr4vXam?2RTnn4Wz&NN1;cjw+?$BtoD&|gYWeb|U5 z9u5I7&?|g=!Pl=p@0Xb*c$dN4Mq2|@@ds)LD~!ERB{GE0=M^e1CLd zIC0^q?WFI*mptErOgPA^80po+H~e;XA2~rs$9jBpyB}_*JJo!ujgF$Cu7*n`@6Vnt zSY2niCoqE8Ri)HQU48vY%4K&JURZwgYFDI!>$f|h2)?+m?~~?>9ZR(&!JrKJ6B_X+ z&ZoprVIba^22~8PwQDOUQecP-a?VG$MVa38Y13{ZopQ7)LAC~nwSh| zKVI1M#{QS}^?4{1UbF(DR(RdIUUXIaCTarU79aka3eWds#g9$=35~e%PM`7iiP#JQ z1$hya^tpaE20*Mjag@N%p+v?@3V@7Xjd{JFCBI*m;x9fv8YVee7jCNpubQ2%O8wVS z-wdP_Xt}B8Xx<{uC$!H$wxRfDKy46^%w_EWY0mg){kYrD3Jh`q*tPv!d(Mz34B}_B z4-Uo8BtcE$K!qOHPow?oVy9ejR*<#`pn?xf5J2bNz-!gjMUInF1!@O68w?R{Wo-Si zcm#uT^2?9={Amx26v@|7or5rE=xr1*?Etmqv$LxtCExI$tAcJeR7GX8zdb|##=SqKv1APVUY*FHYpJ`qeo6aCkcqr4Bh zMX7Ka#%2d!arV#1?AMA63=Dv}^!-{UCTNO~f&Z!sgg%IlHcy_+pJw#)lx6^31{D^f zJ=@xc?mQBG!03;EegEjk8b)+dTfg7F9rsp^D#o9ti2+QG!P{iQ1jUyShvx_l8KO!m zL;o6UCU+9iSoa{sz(z$XVWZ>@)xsJ-zl&tP!{uYsF#O1!mQu$qAe-2yg5xMi52f@S`*5UTjlW#va$x zw_LL3J~HZsn`vv_bLogPdDbkyv|9|GedYXClq0VUP3Gz^T2P7P|{d^I@NXau1c2Y{srKX3&#LL4|GV#)SaZ2DM~`%hlC z-BXt+wD%L`ae~zh9;6#bs)|{~GbeS3#&S@F{E{$gQnNYLJ9ds4lE(;QV+YdmGl~IN zIT?bMzx8h^XF}p@YWssAv0!csIl0LlMcTCCXTR?9fxy)!k&$f&FL%fzm5FGOKZCJi z!Pn259F~h53D8(`5gXyo3VPV-*8_k2_(eKn#XM2+8##%IMw!xi;#f4Pbh&~}mWe>G zuu;IZp#ewZRd)^>?aie3Lw(SS&1^>Fm|g5P&uN8DfF# z-t$Cd2G&23_50>_9?5v16M?|KQVqR%+Uws=%`zZim~y`@(P`53FUI*My)tqzXAwBb z-y~x~x0Q{vvxN+_Uzx?b5sdIH&-ik zJqsf#iHrz>Jh;K%69$0s?p&@KYZ~IZE0NU8v75E;@HtaGo!> zf>m^fDZkjtV!^}je(0IAUsW@PfnK-F_%02NJ*Dw8BiX^Md_9%KLB+F%4$xA+`&kf# z4KDi`K{Uv#&uZNTawz^6pw$ieMxOU5q`2cvdQep+FdmG8AWav<{0EZE_)!UB!?bCp z&Q*Fq{dQC2QPL<-_ylsRu2;yg~W6rwg^p8n;(4YOdN07C^g1 zx}YsCCNQ=8Ee29jK+Iz}hSr`%2|@Mpc@2Czk6IyK%HFF1FKM7h%WHYVip1<38qV3T(fB*$#)nq}~r4lCrHA;J(>hfhD+so8k+y{|?rCBjMsWF|e ztt`C{r@e*qP3*-!hI%#tkdC$NM5r;bk53I1H8L-K7W1D-V>fxcM2dqkKIOVYzXbvr z-@xnxy}Kfr@|URcVKEZ~;;d=c*Vb-_U3$9=M<7n6e)yWuXpCS@DuH4MJ6MRInFz~cfQoCz>QP%5BHPQbbf zy0-|^t9pR2x^Nx>l-c#AmH|VnKjsOf(J{n;z$M>K z>NwoVM;CcE*u8ysE7f#SG>#Km-Meigy!t|zCM|^JbpmTEEh-v~;tNV>dy>0xdNdNY zW5u>_$6(YcblFt)R1bGo5_CWnm z!U_mL#C+DcsMT(-%|z<+ho8S!&!Qr$#n>kS7tM-?F~vguFhU9}9?DjMJVZI=C#jyl)CDRl5IN=480xSbNLW^(f)ARNYQ>La33y^Yd#eGs= zKIn09+Vr3a@NnE81gJ?mQ0#Bb377O}<1fqXUV(2kxS;)5S@`7n^M`Hb%)S;fc(FYG ziS%hF`b*?M*w_;WU$2Ta-P>EOxv9o@d2;HObLQLC)7NTq-E{Y72ZZb$%W7Yc)C}_Z~HNe!#+oK3l>zZlZb~bZz z4+OSP*16qXx=u1iFJUGIQ%B9Bskl>-6OA^GB|ko+jraAj9oF>&-d=#78}DOFm=273XF;y zG-M}+{`(_5{$^FQ{-{%|I}MTV#J4ye8t>x$_K=6U%=m>$}=yW)NrH;*Uf*_nF3Z!;)4 zn>c;PpWCrG)q{`u@+m)Q)CSDshMv6N_p(kQUf%G)K<|oOQrj-q9!mSK_cOjscb!|= z-j~Em+H0~U{|d7vrtJBnM_;yYTW{w=eX~rq{k~u{)IK=!x|Aw#-Ki zfxK(GOD)Z{9Lib!b;IAAg4O2DuaH^(StTon5_;yRM_|Vz&-{9*hAvjg&P|OyOQzpj zi=-vC{=O*Fd#y^xiKBj55n55(?!qikvb#?2iOOA9Tb%V{Gon|{2~S=Zw92#>nY35s z`X+f+_T~Bb@Y~XUYR}L zzuWC|TUsy{revIePm+A$!qICtUGLeOyxTQ#T#~Pzuk6}2{SgFEU8sC#kW-TQ%QCu} z)sg4hF;;AGp2z3nC7X)7&))5qzopYZ;tD87S;ZwtMCCubodX~{n%%51h#rGLi z4TVk`TJ*0e`L(n>$ql*1ZeN^PZ$8Nen~t>%elb1rB-oi?H^_#{8U9$oO2<$IV)s>1 z=f3vMP|GWL=&GhR-dv)aMa{XZ8QdPaZus==*>mhDv3$1wu@P_X*#hv-=*S-`9u}V`aDyRefOVxf)^j6vDrYPYS8!2Tb9Al;5uJcONQn3m0?D-vFr9G zi9Z(h=SeeL>Rx}}2{UKtCDaN87zaG*cyq;hYED0q}<*&X>4rLE4N4MCyX0>DJOV8OH=45 z3Xh10xVE}5jBn`N>+JX~`D-<`vfp+L@3ru!BtJ)xMa!B zrP)LuecyC;gM{@3rb)X=nM!ZMp26Ho_rGVeoebSYXoOSC?HKW$t<3f}muyVag@XAu$kdp=1d4klV!FeS?E0mg(-Pm*(-5hhx0BI& zOFQo(V{~i(;pR~_OKVz(R%xmf1ZsfMD(O z&~>)@h!Rmnckla3B*wKzd@sMGGwRRO5qIk+EMoo}!-r$6w6PgJ4rh2?9b zQRPE4Me-mK(k1~*V#8<2*^26_DpNDg=P|YIQn!r-g`Ssk8Q*PpwRd|185WZG9AzUH0<`K=y1JMzl+ zMO8OJl_^S?Rg=2CnE@(~%4_ItBm?S6O#sLDsP{X7E2Rx;0RQXk)$;Zqakn)8VCRz6 zaAi916Gm$rk5%Q(sY;e;?Dz7WoWCjabHOzqO`Wnw^b)h@9nfN0b?kjc?eUdx>`uX|f+>fV}WimbvetIrnSzk89 z5E$&1&A6>Z+tvF{wfEZ7b8egYk3D>PO(ZYCN50W?p5dxe{nh*1`R2N5ICPy+@_K1+ z^)1=QxN+c8RDYKAbYbB=^$(U~2H!kwd?r_dLn;HZ-lLe6{Svc-_2IpK3$)UoDt(7Jv1$;m+r~yV)1xQYD)h3Tx($|?&Hxfq^mcYZ$Dx?{pR!;lTIz06?F5t zTtP(DiJ39yB+7^WS${a|u6T*VpkwNuq}y?EyTnrNwOG#gd2KG0Ix^|jJl>FjHJWQ3 zgYGt$ZPrq#?;l7kEA5z_eWK&#aKqrhbNe#I2$2ZB2*(Ybjy|{BJJm42flz<_*MGKX ziOjexzBcmBh0Vg;od5I3i8#y~VtlDMuYZUyv;V?o&QEq1Y~uVMtnq*Q$6!BnVbMC? zxbX?l8_OuHS;;kvKg;dC^(ik$<7} z9irrH!x4%Gx&r#o)aqtXP`m|{v=N*So>*nZw_P(>WjlGnQ3P1aMvk8D+lmUGflu5_ za{xq|_pFAlEbcHx-=UzaOx|U^u<$1Nu5@8D$Mt`ugdAwH-}3ClvKgV;7t_+#rpG^e z)P=d7fD7ON3A}Y{2pHKmeG^5mwR~rT^>|PE;>#Def*~*+i7iG+Q0-sqB3qRS)RX z7?TynXtbH`+0#{JUZA`_vz`)=9g={C>DOS`bv8EOYz2?`mbJ-$*7CR2ye~! zkle*$p5E9K-x&%zy?C*eSp&dRn||(kQ5#!ZXC5-FwKEYJ!h`NaVKaq=XZL-~ z+U~II1N596w#Mo~$RIF?a1*wKzZTT@jC#KT zWge`A>ielB4xjz~wZg&AHTov?+?h}Nc`*%!VP}X(JZ>nlaPR*9osnYUd%zh?SNx)K zI+^iHN)N4`u}0#3bROxW&AGS30|YB!V>9U&UM`KM1k1hl&b&HjIzJbzD&^R*eREW8 zcPzT1ZniS!>60fL_1tzQg9U4$tVyDN;f`t3roGRwkNT8TaXv(G#u7o}JzO$-O-*Hk zvmk4A(WD!dv!dSI63e~Og_iJd<>lom`ZE6Gj&@`PQ!jZ_wq8j=0($<;85MM|khTw@ z8F8?3W_#k7WzO`mg+yD86uszszkf?cM zC%Iqbo<05fCvn0Y19-{`jJ2q!sH|Sy1^64?@r!nGNk2HIzL$gErAJc30qy-H*3~Hs zqaG4eiAFy_0`Y=7uPt1>c<9ZRIU3i27a9RfCaL{``a4JeEaM#RWq`^9%9ORTt4Uax z9*~!t_*PTp=#E7^+s)nqWmdR#^q{V;h|f@G-ndCJii;uZkKg*SI^jlpxROK+Ivies ziK$xCvh=n@b@BSp!l{^Z2%fKr`V(fwmhkdAjg7d49&c-F11p`y%D0**rkw^M4*mtS z;1mZz&Bt^WcvRrd1B{Ebgam4h7jCCOs80FB$BpY$3(ZA?vfae?GLjFZ7rhj)Q5NI5 zNCZlNcFFr_>ssl*YU!2b!otGKmK{Qw6w(LCUgaJT64AfqgKhbJe0;uZn?HGtX|c0m zk6s<-wZtX`(8wF=l)V9vbq1)c=uxWK^K%?E<7(#@%i9&v<39q_g~PNR!2mi*z8pl6 zaCW`mJkSaU94;GKo5J}lX=pFinB;X0gN3;J8)n`rmSjVn87$lZWRWcApAFe=zBw+3_mI9{!2H?-ytmaxcU|95MW+rW+b&0wehDkw6V(SwW6B`qTNQsqQ&kVVJ z^K^O7Kf5wNjslZC3l9!3fWPf{^O%Ud(7bK!Wg(F1aEFp+&lb}p#_`BEDmjr{2V-U@ z+mNJPc+DDJwZJW3GeP?Xglli;mao7WYVlZo-zECtlCHxl5QZBgj`*}h)@kwhf|rGzJA7&@ZmYrpFa{Olmw96wXNC` zat_cFBTCYSGZ`4&NZ)BGbamjb$RKeDMcg~u34Yr_L6<%rATIVm?L~RG+GVk?;!SiI zF`_pBCcL$t4m-qw@BrrR?`(sb(er1@Z#i0`t`3}e=5oCVO=Gl&-CbF=>p}sxZ0|7> zI{Qg|!IY0m*vAfEp--i)Jr`dqAi={~CoeHkx_7I;D~KT){r2eUeh2B8g{37Gks9EL z+bV=t2ET<(!W_ao7puKx_X2~1WkH*HLsLre1-5!)*03P;ds1TKvhST_7&idkgNVap z?ib^0y_&9sw`b?h_{7A(={s(CyttfQyY%dGT^+0|BnDs8dozf0cnO||d5ac_>sA4> z2$tUplw}FhsHu5d1w$RIdW5O>diR@^{n4kdq%L|HD1p?KbwFSLz78)O3QbxK1xe7h zuJ}`t+PIen7m5wjAAj}A!<)}hn3WLTVKqlk1<;jmU@0?>7^wA!^Hgf>2KhtD#3P*T z2IXH4O1SGw_+$=>@2V7wMi_9sV{)rk#reZRXXW9(H6QGMv{^eGMSX{R2lwo`yAZ`| zX=P=j(GfHdVrK(G36W|lkYDKsOB2RZqdJ~SHGRN2wzz-eQW6-V5oDYgr$weKa>s4l z=C?@LYMz=}9$Lbfef>WA8q`hFVhl1qIAsb%VV{cRDnym+5eGs6R8~*G_Ea)c)gESa ztJ&HTiMQ)Q9z?%-n0e%t&wBZ>(SR^?-7}vQ78Llm#xdP1EfEf>?TJ-huW2l%XSid> zg|)z#mx1k)Ic~|+ckti5LQZaP?KXAw!m?)C@nNza;TvyUTec#{Eh1cj#0a}(qdYO= zwElQizf57~zO37~ZrSj>kcycT6(XLUNT`SY&-Uw>`7n|+w>TU5h} zlC=-sCD~er-mO6cER|?lDY-5Q>5dm#w)9gs!7y z9ly!PV%KKBsu};^KbcSp=JtT%l~Yj20ACCcfZ>Z@A-S>Of+Omy%W^0FBil}YKT7^=AZr;&+?$u7zZds@Qx1&E;0J+MX!@!SD|l8cq8 z$G{ruJ>~e$eW35nx@0hI)~vwLfF<;Q{qq2|ZUSA@D}ZgHQmD!lip5`k0cmZ*MhaGmra~ex}8{ zHiuZ*jEO3AP}OrkgI-`74-e1GnM=?uf);QF#%C~d0YK)fvNAgWd~2Q4B%rpTlWi}Y zV|m%Ye>;J?4f>`7@&Yup!-?wdo+5qN+G-Pz2TDv6(0`$+bKpRHnDYnLdV{2Q{n{@T zEgfx5o^sQs{+Q{twqBgF$Y}rQ~>=f|tHG`G~oV6+w92bVkn zv8=vS^&_xqDSubF`G%$E{W5ICz3K&eK26ERpmW4%ctOS(>>&~Q0@RqQA3Bfp5-n)D zT{Gs5r!<4Rmv-7i7HYKs07@5}YjdK{&Sz4h&M}j2-74GIDB6_bWggF{M zw1`w4l=23VU0kLM0oQC`l!vAwpnZ3dxXd%CHg*ZiH9FPnsZI0-@zo(HfM!~PYbrHa zq<_Ku`MO;;Lx!P!3eaZ-idr_SW%=N9(e>;503lyZ@jz^b%~&|Q=pI}jy!`+=ijp2T z0o54US72NS#$aaNqL%^AUIX=#cslj z!}6}PeoNB6_4I9v6bFwH5f-E$v0o=Gt{J_=5QsUgc*iaU!05r^J>fS%eY0K23k3Q5 z0!Rb!#slyseny)4I3>9N1fdq+5#kw8r(B-N93%XoxA5+YxfZ*e>CC6qr3b2x#W~2- zFm>*yv@5^Yc@?s$_VuGnHKt8ET>169LD#H3L3Tix8}Hkb5b^qT0J0K;#`oE;Vi^x? zNO8MKarfimdcPvC8$!J&u#`D~cEUAbFnE+8_#YVUM+PBsRb_eJUGTa716|7_XoIJ8 zV;Ice)V!PCOBM+}8{k)|O|fD(`j+hSK95llSLhBqR4=f5*WnyrMNsY_rkMH-7->>66j^3T+SE8>P;or`ZS|K8Uucj!<-#gk13aGY&!Qy12q{=HcZPf|9>e;l>B9!}Lb=Dke4i8xS!&_O`&I`h{+WK2Xj&QCb=#o`Bp^ z^<@0_$f#KF-TE#g&lqP5G#{goOBEI=fBp`Xc!!cNh;#O6?x2og_ZxbS_o}vdYDYCP z*|Vrskwyx>)`gT5O{()eMz`HvYU_jdG2;EpUcZ_1q6F#;EuDNkJmY9MDB{GRvl!48 zYPYvhvrqCUJ91{-@!+U9erE}rTM?ROiY%6mWb#iHS@_|ArC-{BO=_RHaQNXW5rZ2W zdr>4#Oh8s(S{YFWyf7^IlS^1(+~IjCCd2zabqqOnr^&fITfLA85;T~Fz3}Bp3GqSR z-rq{*+<)q?cGu`*Y4_(>Vdya!o!FPP!JI|Yc4^0G4+wZ4BE;t6( zO(NZ^=5KEA;G&t(;tTXoK?QWL3upgnF`h zE-CP5spr1*zxfJtmy7u5i~WZ!QpS?3CAE34{6E;-=G1Ec*m%B~rULJhBy~8d`1v>XHPS-H z73Jj~)d9QB{G!KUiKAOx!`gdz5{t>o4552l4Xe@*fiDwHy$m}`Y=H3)-+9|p!m=qw zO`yNVe>#6h%1DQd%Tb?RpU1tamuuH1%?a6?miE5?5{m!!4oRBfgPnJH#8v5u=PdSS zankjLCuY^EYo&BHMO(3db~bA66x3hR#1Cy^CbU*_XJI62b<_`sF(7@<3gOG&JFH00 zESjiGdg-4}1kaDH(V({6(y_}V*0J}ZrPGTfZ%SO(sF%J4ZO6ZsWP4hcjxjWUsKPNn zgH>C^G;Ong9W}Ojb0KgXttHwy!r6cnL^pLwHHac-w|D6ozq_$y4`UL!YgIxuvvyTC z8n%@M?lyiO9eh@}>GNC;J|WlSqdQ}D(&E1z<)JzH($sqYQWFX?HK%NwYIGg3mYw|W z-RcAjYSjX4u4Bwct!r`quH4b;j_sxpU`sWIx7qUp38Ej1%e=_hJSJc_>jwuE!HW zQeh3mteg0~dY&aW_?z;CH;JF2`Iy>bo7T15UhiM)lxzao)gngsPqXl&Go~u)XI7=@ z#BZ14O`@FiO>?InThDl5ebeK7O-Nc18Fn<64bEaa1;v8*3%lTY7jSSO=Oey2QvKD? zSCOi|#&dWh@s1KJ1eGKXo`x?AKOQ)Qw38?duDEj-q8yL`)}d%n%z=n2OOF_Urvq*6 z$+&omzkV3NL2oM1?m!vW$$|C?)CZvdoM`sFrKRwAVNY9tsPXnwFTcPj`YxX8z2o|s z7ZUf^sV^_s3t45u3Adp)MJmT~EpPn^-|Va?dRkJ3-qWb0P6fL}u(*CsjR7jVe;oYf z7C}0gY!iF$vUeYzT<%S|18)oc4G`9O*Fe!uCq*J;4pr=hM#^otBKoI`^{pIu1z@sXN8v_cZ@Wc##rYj(PiTZzR zt?~1Mwn9Xyna)ZHFW9r&g-J6GAJp2uBMUqt+9Wa zi`Ol7g&Z~zTJG>fM$`V)`s-+EbuHp?b_wc!;jCk**YaC}#)I=z8Cu~;C|hZdY&@+; zuboL|B#6E>kmr`6z4)fQXkJCbwVtqBq4egy^Oy_ImW0+^Ey5lQmwOxm*CNsXSO%$~ z8=Xv22Bcn(7(B^o-ip>c7nr^tYs%tbaIhj|200%OYwAVd&htkgL!F4J7cdyg9Qi(| zJPx5R661)^;Cz!)*LtXfQE}xmH|E)_iG2rpq8Ux_g53~?Uc5JP_u_!|7E&dI_5gZX z+n2n_Ol&$<+j1tRv|rfVsda` zKYrwv9v%tQ*iD}RThI3dX6U>;t-ag4b^y7UvVwvmdL&3FjxKBTZk7Bz zktV1a3kC|n?Z(T$FYL~qa=D#L#7*>J>B})Y(0=yRP)hcDwAt?2lZ=!p??Y?k*Y9}F z9~1ywOJ6DJ)%epH-%n)V#;i7!{}^3u(vDcNL)cq6K;-Z~C)khL8t@y7S(7h+-Oyr5ncr#Ll78~ zQSz9miew$sdgoyV{G31C3>~;uR#s@%rIz6anyX-%R`0oJm%BpK31g{7HN5Ms64<*V zU=RV06Ot?j&YZ5vK)sF(mF#_ZFrIZBi#fo@6BKM50baf}j7$>Qi+985ADMpHOfr z(j^c)rT_tCD5tLe0GWJ6bA;-EAxVXTcJ|dNL{n1cvc~DUlr%K-5i2c0i?;>CM4 z3CKMKll+IDH5=w&0-n4!Dw>5j0Ldm5M;zbO1W?4-!+>`~<;iulA~Z39I_&d;lF|qr zLgbU9eBVDv_Iq5+f(BueEw~#s=wC9|3Q0%*P@P>nvdJxhP#KE+&N>vGTy$r=lJX~b zgCB)I?Hk9qjOx;TpR*@`QK0CFKA=-}cBzv~Gp|tmXLG;;NZP$*Xm=v)ghY{t*>mMk z48A}Im3DCF5Wrez48FkPfO4v7OEov*z5LfqFi;#TkMk|0c#PONkM z_%#u1)~06|cXID|VpD(RC2Q;nJE`+2XkUDZ7n7%eaG|9fE#Vi8nOO~hYpbBBfzBG| zJH03`oBHo#$@`{VAn~Q#idCx~+`n(26E>mmmh4X#Ww^i`bBXz%1*UUEJN9hK6y%l{ zFIeE+T4Wb=M9+fECDH!$vaSbn5N_v+K+%7bf?u>=<|tmWNp0c_7hW;jG2Ezc8A3H=Bd8R&qpbA9P%EgFbNkc6Vt+E_Vma=zi6btRpB)xDvJsy z45C}+SyCZNTzn7`vVG761E(f2 z0D_iP_W`M2Sskj~WacX0Q3QjZZZ;JjRWs{3yxS$Y3#|l$g3+i1%(Z9OR&PVh1v2Yh znPccbex@&QVEcIt86+k9mNeh5yG<*%NJ!9=_mHhYOBktth8Yi&gK@6rWls*HWfigr z762Pt4)HtIsBQ)=*)nU+r?+9{rd0_SuvgRjM}z7O)Lo z5H^xuZJ%DsHfG>gwA|N~;V70pVHBeo*G0xuuyyR*dW%gH-KUsjkj`5ahQNg_+D78O z92p36s-3#!4yHb^y)0*{@L{q7+nHx|k0sMF(CM{&imW~V@v^rEJ3qfN+^mJ)SK(l= z=R!pW7dW)!KH6^ZdrJ>T`~~eD2Ts7o(b2*fw0aEFoJ6=g!cmM^{KkGxw&9BhVV51%xfoudIT9>wJ$N`5G~gjOH|aSZIQX+&p*#( zB!WSPX;61r9h{iLqVL*Kxi!EM0ZX(Uk)+5DNpYQWA?xi%k$Zp4vk}TTwN^1Uj==xl zOX!hn2lA&yShOYd$?(trn zBDW%FEM1#Ydr0=s=|oIS)%kI=?kJ`1a@L&k!OJ zN1x*(T*c>kTYE)SmUFQZM)J6w+gN+@WcX@r=jH-W)!JjnLQTIOPZ^ty+aSB~(K9=& z;;T=dzoX9=&7-V;JR_Eih9ueL2P~nm;U-)`HLGrPMLU!TelFVM{Nmm{!_5sCC8KgZ zOPfA9c`}^=Z2%QWUe99tDde0&rH>`n**Kp2_Ozs=q)0CaFKAHv&%Vu9!q-S$oY|H? zv_=J6sZn*Q0IwNo)=mfCzQZT+#ynHjhQkg#rJK$y&QGCMx~}$7`P14pvy3CVs7>28 zZZ>}P!Q=9;pGS949c|-OYBah!WBF%RR~i#)Fpq>B0;Nx z2#uh)Qag(8Eqq#3Qc@XbkEjFOf;sU-c^8_3ot*%ZJ9~Pjkj~W9Tb(`oHLjJ2hkI;w z=(xX||2fMsNBqTFWdGm&0wwMHfQ5pWi2jlRLS!4obcrMUzP*7`&^{ng)JzlM8@mnV zC4!zwPCf zMW{mw-i?5=URLF~h#cX`=AC{4Wz0)j=gvLpb$)@S%11+e^r5Uun0gIu;e=v%4K6OO z+QVR3z7ptxq{l3_j>lvRj@?F9M`YUn-0rga69FzC*>4j4+o8@faL$-L6Zfo1TEC zFvO#t>koj9s1W6jswj$&K+SzW=sv*}iohwAQQIymD!S7WS{jR|4U=+kd|sYk@Lu+f zY_G#u2U&hk@z!-`oi29Wy?>tvGXW3~k#p>HE7?L3C;6Q<@PgfiR_To5Kc@}%my-j| zwPqnLHgx}W)0XRX_(x{MB3P|gt`cn1|1o2s++c-HaQ!+%*C=v^zYZD9mhX&(BC`H! z*QYI%+ntZn{OVH>wdLLO>!Y(L&Z`c7I0`wDEBH`}1iOKvV$IE_{j=F54@^B!n-Eo% zs$<@~=_4X4YN*yX?^<{$caSW+7|Ygtq?yI#3IW|ZsTwaq^HM(gV2iB$@nHFML1;65 zBa^Q5AE~976(2ih21oz->=E=OEGKc?&)L7zb^U6}bhqLk;NPU2Yiq;gYRLGj9lQ)L zfxitDET8(5XlEKUa;pZ2l^!@(fPc$Pr}AKKHkzX$IetR zv)pDL$>Ld0gFX0|O>zjae+`^m@6CL?rPIdqWnny@rQ} zgP!*Itk07#!cqAF56}7(!UVUJCv_*b&3KKB6$~%9cb1#^5`#xyNH$qD^UWK>&G0;D za4|#?(=UScdoxRG7qzdN36`0AQQ>9d(0z@EW*kFGq&8!FOvuB1>ZL`;RvxAGBUHc* zCq8<;dW}9SvQRvclCH~bPW&{q5H^q%Z7O7A%TU+tqH5(R^@NbGBP*x<=_W;4G3b6k zz*bpb*JaB#n=xYJ4D@NDzubk$C|zQ3sYdd@_Jynd#*H3#Jb6(VJFioi)ot|atseL2 z>8?~bRYR#>>Fr%rw1yK-Ph;j2U*n0{nG4QgWfkZ08h zIXPh>5j1l!aPAUt4uPI)WJvI`2}W?s8Wq_atfsz_x=p4=mvV(K``Xb`d0rc%c}|t5XC1 zjjitkIajXKP*ZFEsYhPD*yFmdBI&#j5jb~48SoA=kQ+CSV$NfNI%Pcr_3C;sMc{@S zEc1D51&0V!!sYAlAFjV`-#!P(ipJmd^E2ui2PZA;4Z=oaOjM|xaX!%q~!;6;X6~p|zvvO9&i(1}%d_^a~(@f{U%5wb*a?*=)9q`3!c1N1qdn@0f8zU)crFI<~|l zcp}IE|K#GbA80#aHe$IJ37QOq;qaOSi%qJl(O(V`HE z8Beu5uBR6g9c`6UN1?~ygAjWHW`Dm0z^Z9y(g)pJklq4T-QuT>T5z<*de;q$R_}^H z46t;>d%~%EDckGnkIYM440Zy0HLf@gIiB~93Q{*%dmX+OBcW>gtjdW%_Glj|6K8_l z3UZ8{gAH^Lkkw$&q9J0=enI0`r^XjSfpKH4CMMsumjz?g$FB#!fOdC4D3VgQ&+PA`|Pl2R#(UyxR1>%~F^>>ftGydW8?AZVP6AULL3H3^WzO<&o!!^#V0v*in6qMS{$4%Bn0%?juqmhvjKfluRy07rCD{mi$niy^Tr)6lJGUo8H zrTQFlH0@A3R)6(s@2gj`s;XA-KNy4w-YW?6tE(?IWQea{|Mq0ls{>@~xFtIxn$bWk z^ZfTcjBbP>`lwo_AokK0@*`6*#_Y4l7(E!}djIa-FTXaN8`6=0zmBIkav>v`hzWwZ z#6+J-Y6DAVOBb+TPDEj?LU zgX9^3A$c$D>}E`7h{^D~_!#)jI$&2@zIUDM4+R6#-c)iA*_6Uxav32H_HGpw?N>=d zVyi4u(crP=AZkL0?LExk8V<_JlB;5G?`J&YO<>r4rV4isL7=)cxM|r^{v!QNR;-YR z&T--@kf>-~dQ~csm6*@LFe#wfyvm&qi_a+s;Pyw(i`1G6}(MlfO71W z5%jj(RgDPzf#-jQi3Mem34lL@uWX8J*1>iQiQV0OF+JR}DPbBj0g6iKtGYqfMS#sL zNay{Awvp_P$f$>67Fot0_{1fkG>wX~y@LwN%nYh`QLR;x{cg39Ak29#E^$m(dGu&4 z)9o(0hschUl8R*=G5`R9=hLir9i=_0E5n&VC|(4m%ZMr_^iZ8qn);6quBG9FOO`Kx z%H#{9k-ER(v+#UdFT^lU-;L&QOuz4kP+jqw;3;6>B#{w#b%DA)L*%8S>^nS=S_&OY zwo17aZvUDx#_=2L$s8dv#~nyET3j(M3A13-%->Wr?SsfR##a&{3(;bDMi}%(+{AX8`iQZzSr$8&$9THWz5vC*SR77h!_Vk zOu6CQ(#E$$>?P5ppWZm3)H8%s7Y8&>D}jH*hOlW}kg_UHPEHy=jH%6iVn2&~1vhNi zuvs~ziv>91`a`!gk=6?;|1o{G7Fg`Io_gtC2OQ@Iy#+07Amy>e2ob0zU@XG#jW|%Euc!A6c?c2hZ_h_$I<(C! ztV5<9q2RwA4PzRzDcOTn+HkjdQQ({OqXy-D4fT^k=k`v_)!0;Ffm+`lG3`^Qesd#-ZzXAvSlzw3>91;hL&Pj1?lKFOKX|X@ zH^(c0qU#a5#6QXuCiCMz#rg#YoA+m_O;iMvJbmR#e&6mddc6ul_UT9*WV*Azk1?AwsF7_%MVaSZ_`*rL@ zO>V8^)RvjbVEJ0LWvl~DasP~|Y$V#uu1C>Q*jP%6rEoiQTWfDY**X#q9gbomDM$#V z=UBbW+W#;L2NBf6;2Y>{Fh+#f{i65t4wG9U;^%`!!~e&3$(=d#1;)zL4ADD3%L|jj z!LLX0BC}KwSmfdM4Frx*0;oa@wWg&rqW;#Bfb)}fT?7j;^}e8dJXqj_K=|L$g4$6- z7D$~HjU5Ac$R&3WH2b@^OV-@cg?mmgj==$E<(xr}nA|==L7Pk-0%_j&LXp7Y41f4C zB8C3VL2D~#fD9jIsuaH}G$m!q5dlJ#=-{zZ(&k(9A`lpj%5K`eXimfmkC)~YXh6Lbnfawg(6!cmngJ{?l*~0DIc!;2AiCQ%m zfc5R@pwo&m6=bb~yU+oA3~;r35!%BYM>{p#p|>k9zZ!uBNK~@2vPoo=kNU-n(Qvfv zV*mrNBoYbg^77Qy(%$*=m$jsMpG2To&Oic2SoEmO6kl#&_F15JiTp~B!tZQ&Mw(01 z)2B&&hc*!`Sn>Er=3N~E(ti5LB+Uw_RZGr<1P|MWI@qtnBix|m!;SDc51cTA5?OOI zav8LLk3)s54^Euq;J?=AC$eR<7(79H0_prD!vXf$ri1u_`BQ(NfteS%4uB9+STf!o z9rIgHKHoC9m~|j#e$E10{(hSZ!kN3Iq;wt4B7t82T38zia7SuDNyfsC&_Kw7Wkfiz z{R}`X>%8bESchdHc10T1cp+9 z*J^TO{pV9D6kS*r@T$Y-S&_*9(ej%^z}U+}=g)6Cf8PD+)8>evBKgJFDRJwb{E<%T zoZMouAc4TZrZA|1;qKN5iO7zbw}!Q2+=@)-`9R?}ZE}uu5fI$HDn0W$@bBTfH*epD z%2YLAjrNl3KzT_U9k*{MgFX!JpEL;H34WkC)6cD=9f>O~AaSsMw=7e$F17DMR#8HpyGt0}M;Aj-YHWvXDqon03` zej)t~gOK?{qM(P?SCAeDoS+Dp*!fQ!f}Oc^1SNG8-(&k&D2Zy@&_hzI*jUJB&kjzA z)P!%eBjVDkC2P^Ttq0D{$e#Od`iS(C38o|R27YaGad`(aoT<(;P_9C%kM!Kj!jD+F zYZRLOj=!s6_c!m@Z7a~O2N_?}*wj=zl==}g$V~oh0!hx`2 zi*Fk`-A;9uqYc^8_)tVH&vu=HyhU{ppn1YwQCYyy>wmL~W`h)?wT$`lln}Dbow4FT zFcyZ=E8(uc=D3^nD8PBrl6*0pa!-%KryjFu6s6W|k{t=phoD!b0Vi4ZT|h3Sy6Ox8 z_9_apx=X|AzG94S1)=sWTCgC}DhD_Clh7DYYzJs>phYnTRlBOMX+Kulb*RP|RRB%D zir6^bc_QdfNBtc1MJQdUw(Y&k#*C_cIwJ?UKLK5Kn&G`iz+cVaMekD{3U>h74FuYIzFMY5xC-pm8 z*TA}a@XPbBm66ex_-uy^{oFSL;#t-(yilLUhFMizP=f%pU?%aFJZv%8)zvlD?Wl&& z|6N$L6=NO4Zpn0BKxchT1*t|j3#FKA%|jCB4gV@JE)4+MS~bY>s`UOg>Hq>{1RP?q z$CQ<)vZuymls)t35|sK6a~Wg}Lg%9#nL#1#0xndT{mVSNgqZ7Oc zX-zo^4kk2Y?Hq(SAHg9`FBe7C=R^Dy_ zzbu4L=@}O1@L`RSnstPA^D`MRNMXU>v0p4ZMmR0TOk9v*AzF16FbyCI>G;{o96xwa zS%0m_s-ryHxNK=&ejYpKg@R~6qBL?ULwy4SB~TCrjCm}D18CmS-+uvx0f`J!VDa{r z9<2KN^8kOpgVq|tcbMGNrcG6#DH3$+wR<}~$b#KO0i)XGMJ~zj!`&U`&3<>@;F&noSRFbDXhxeeT9Vx5% z2%ZCxNMC*G_WihC2?;TZpn4pTdyeQ@B-clr*ueaO_5$6;mh~SzJ7-THgsbyeIL6N% zzpe^TIzZuAym+u3F6$8wwyxl9%nHCsWU*eybd zUcB1GU%1^V8}dA+RO)S`C_h?Bn>HU<>96r1$Hk*n1VtIZ=W*R9E=2+w9%NA~ z6agfe=0ah^U_B|8#Ag`2U#(SITwEdSi4G8GYzRGl_6+d2x_+pS&xY#yL=&GY+NiIy zvC+cn)VUXprPm!!3HuJU2k18DMa8DeON^1K`ftCjiu;JJM|VDlqh!b?`T@e@WT20v zn2mB+ZT*>FG=os=%hVN&*xEB~RKN+9Isi=-6+M1SrY3)%!AOYPac-l2nk$<^zU(>_ zPtcs|>*Es^_hQ6FB%^_yZO5{|uaHXghn{4DWL}qIAr@QR;6I8MVN+wYW0>O*Hy12n zJ|S7#wQDQ(NgC`M!|AH`q-dJM5T2z_5^fT zdD@*rSVFwsWFFfWRHtX2eY#$Y{Sk=(KIQgINqPEBFescTD1+dnpin$?(Vq|%ofiGQ zDqFlrO8Tz{WpRuCU;k~Y37+R;AW-rtQDUn`PH*H_0)=FkO8}rsQpss-``8UZ>87ebouePzsb(vRzIoBJio(6Vuneu9WA^5B?)7%lJMUvPd%Y*}6leksKe2{z9|MjWxHZY{C!Q{GiGYeJM2M<AnAmO>^EH)M087@UKrXR**-HFSZ1Yu>=23dNZ2Ul3I zGx8MV15=Qx2-t%@DcfUF;W$zeK0ZPh+7as4V2cu?FwMma?`tXq{=Un+)&}_~8tN?| zmWh$0496Z|3}s8D#Kjeq9BThrT}A1T5~&>b4=5C4@kxk1JPfY>AZm{Fj@8&g70Vb8 zsQ)~V4}IccR4j-H$dAp?i-H&(1K$Qdpa=pQ)MU(CO9m;Q@rqRrs zYPR-=;!+l<|DXa4^)$*rcSEEB6Vi}|cJt0*d-QN%_({jjkY7~5L-RBK2L3uUf<=HY zh+vUgdp{^7`So;9qN`dlL{dwF?m9K;?Y(r^YaW}*iYCVs=1Zlvn#AnVL)p;wl@gc7 z6-xD#Xs+FtwdgdLwG^F!w{K z$25S&Od6WDCSq*2vopAW7|w{Pr4c_#$rrk_4D<$MY;fn zSn{Js`{`}hxhZXEMnW=_je+GDL9~gVU&CG)5nV-ijFbaln8yMzwh_PqTHgHpp4APP zUHX{`)E1mYN2rk`CSaE#xqwcbcMFV4PjF@tgxw0tuB3-s|YFeOl0`aTb{**Cd z^j`1Iqxe7aO#nzT`m9>V`u!XZ$+ZhHs8JpXL>AEm0STigb678z8#A8A2Q$EojM{S; z=!6PJ_!h&s%&J~RpFpMZUP4|^7_bO%$kkV3S5-Zho!4|7VHPl<7`rR&?d^lxpH?n! zfsuJM8|dsj@C9OD3{r+)cQV73w9cO^Qi@kuLHcM`d}L-xu1e>L(`fJ;oTcH$kN+TywPZLexYtlPaK742t#5no7*x0 zmm`s!)x;2bg2>W^T2nxa!GiY$fk7H&woQiJz|QU`8UTsW!d$Juru|f?+=C7TH4V}l zyaF>6)fqVWMyPBw?8Hr+8x~c~OjY7q#Gnv1A$CRDd%7GzJc`s*ngWcVB{V8$*nbv% z|H1xy^FjA?mR+xvBXT+vmDwaqyN#bZSdu-@V3Ah4selFBt!02ovHjQ!X07ADe>k-A zeIQi0qQAA^rC~qV@nGT^u?FHasrl|=s00MgCo^h>VFPNYe7~Vt-&wazb zN_C?o%e;_ceb=Em@<+^XS%=TCw^aPxTZ~dyXUMr5C zHR$4#&ASc9vp4G?V$XmTSqV8Fmrwk*Dj>tvvF4yU%7NHfJA6>nw}9uey!3l$Z5iOk6Xg8?!So zYmOno$L2N*UlG(!ov?cxUoLou;~1{^9gq_L5hdlP&j9A5sQ}(<-tWJI<5`|LypRn5 zZs{2w8~Ws%7kPIo28$*d;O9%5x7Gqzz$Q7NJ&B4ZI5a;msImQ6?yPT^neUXW#HDDc zxx?jBWN(vAJN2~_zw(LsgJ{BSH^zt$NNiY?>ds;F@E8;5l=_|k7tLegdp}X*AmgWH zx{bscX`k>2vciFRR*RIW*^MmMf*;a84t5-ReA}Kd4%t8gvCgmeH-_sbtu@$Tdk*#-7rnDt^joQfoLXt-c{a9H7|MgVlNi_q ze1wRrQCoKc5YGvLKe!ZwS1rQzNqbJ{lWg8kb{GGAcKPm`%A44GZX=4_LkECG8b_f9 zB_%AZtS#*_ZU-#Ao*dM#%m`Giwye0i=(*COJUbm)+(;!zrsUmhTUm?_y+m8=C5(Rc zPYwzU6y!{!EkdvzB&kMUaG>B!$GbBg`L?Jbb@0Mn%3AW%=uqcwU?SJUR(bGxL^dhv zPh6UP@ie09SKYOP?1}HTjs{PIuz_}XzBlVC<%!e{CeLlSqaiVj6?6Qs_V-wmekf(m zerEjGYPxE$7I7bVn*0FC!=9mZgYl1>w2tA&+v3M8Bjjz37?CHDqRinl?pqEq*S(?i z-`J9r8aEx0Np)x3QCE!=?PU2k-XH&ywI89Lr+aSTiX&@r<5&s6h@Hsq`FAj9`JnbN z^2w>e3^-Fz$WzIaKl7l!E6A=rk;HW2iJZBsy=~Nq{g^S*keN3%{6d?=WzCdOF|(@U zVvMIT&{@pf1tub}nImtX zg9-_6@fN1Q)J7dHE4kE;rvR}UDf*M$V)whVCROT|K=)EW9aY_qCwx0f($&Kk<@IWa zv<%SpS2M1ljYB15d%K{GoBCEunbx7k&n>t|uube>ACh>)xpXNwc5GIf^K4{nb z4V9NlY*)8*Wo4W5oS3b8B#FE>i3f!K3hnNa2bg{mD4QQ7?R;888ccZdES1iAlxmJ| zXNN!T>b0gW`&KV#&mo0)m zKoR46m(%_De5JC4aKy>ECu>%C^e3?MY7+)^N$3-CadC9_C7u#;X)!oZ+A+^>7TexO zH2TV;c~|Tz(-QkH!~A-slz$I@|H@E+@6TfhP?op8*g6V7VzFiOLjK0xY?Zp8Nd0c2 z8NO!r6-y(*CTUTC=);WRhD3+{1$l6+0JdVrH;Ks?}+zk2U><&lr)eRxz!GaQaj?Em>*WECbCCMf$q zoEJ31Czd?yD6Z=`pM;uq%RYbKvNQh3)FS!wLw1I>J6FYVDf)t~>_$*@0HTOWpt)Q7 z^6Zr+!3yNa4~wW2OBZWqi%nD6nJ&IfdBzo9Zz>sY_Es<#@NMy?xED6Kj4@F>cb(|e zC)E>hN8je;Kyv2Wmret@iZp*bvdL;CypkWCKEx{M%7^lD?h)5F&i&+o9M z?NFz*eA$1GPx1>)k`GD(f}1uS*4~a;T4hgip`yX7Lr{ke^!F;3&!{?_=B<8^8LwLK z4i~i4;&5zwv&%F!JYD!H@0AzyE0$J*6Z`K`IrfH4iC;XOQ^DME5*_c^*;CNB8Qe`n zHz;K7yUr|2=XEnNO+A0iFy;HWLVcc~8uj>ux=kim*Y!iWceeP>eu1keN4sab?C^Zp z^P*eAB>zmuw=E)_;%sx10cn*zxgKX-g8{%$(mc!y5x8UutD z+3BAi%k~Ac;2h~=F11Go`1z%ygD3m^-9f8J_VrnstQBGP?BbYzwxV|(*PgC76vkX= zRyG)EWrGBiC-^z@d3_i9Pkis*br@szOtmZD#!T7Kb+UYS72FpcYyaGvCo|E`xFt9> z-ugjRHJL%J>q|CovY<1UIloC&)rVME@0T}m8X1?HVg%@y&9u|njhu(p?RapyUOwvp zMlz^Q@$HPgZ*gqoxlfM@ZR&wHkM|Z;17k-!sm*jLDXC08bRY`cbr2J4{1O&aublVO z!BJ1I0j{xGS%EgSSX(er<|<<{dyce+@#h#j2ZpEdXNKK%#;x#bMx@jAP43O*NCd3= z7iU4tLl37uG+Ag_97tqdjsB-o#*4g+DS4t@8j_ja_=_T$L&>e^#9u1!5%KV@TJ;kx zE0ds^fQrb@!GX5^!GTAniyJM;r~mgaeZ<*Y!^_M2=bs<(ZIE_zbl978vu7`@iHj;2 zqDTG`3ptzet=$%Xy;j7lLcrS>7e4P>(#$R6FFe5XbF9LX|Cc|Cd(f?kwp6r|fHPwL z`Q@88yE(U=Rzq_<;)+f)c?AVTb*Ll41yrKq2FeuOHN#f%ct``vY1}e%95C~&dyNI- zWQ%CVrLPB@Dz;Qt3ZI)T5yt;vhjpra>G+L;;$m*Jyed}WXd$WwA=dp+Ur*5LN#Yu3c+zEeK)C>`g~d}JrOmnS+=2;|vqs)nE$PPt3Z zdbpc`vQh?;7SFTd7^Vu`3<0W;pkOB`j1<(a(Xg&{K5mZb&jI=VdJwzaKa3&YDp_q8 z{Ix_>NS$lt%I7kkc^?j)pRM`gI&SszPUDaU7uR{+@s%YOj zv_<~Oje`Yq_@aLl^c@nM&wL}#z2J7^jre!p{wm0B`B1wrTQI!GBwI9_+0dQbSfv*y zH|!ibwokW}(W*0S%dBsW*1x^9CtNvHbrvG4MO-2qJysREd%XUrd-ksk#AnS^ZS6YH z=?G<_H?gX!3Mep``B$SZnV#d)C^{S9gj}(?8%&wEw@8)8xuSp8I;D)8GS(qOberXy zzFzYD!~eRM`HD-+Ete`qe2qPHa~R^9*h=UKmNJtr$W`21QU@vwqcfA|WxDoX*er!5 zB^N0arB#1D9&?$Rt%)~OIMq*;>_@#F6#rx6!|JK8UhM=+FDpyhwiYk} zSPeDBnS49WKv$*hK7dlW$2jN3uT8>?Q#~<4{(#c#tqV7iPYEEgBx)Xc`}k} z=jt(+xOpq~0*1M3ZB_TjBE}$yy+2}KL`5m^)_|#cN;*84ij4$re{<^<=4QX7q@>3q zVA7p5jztSJg44{#-oMrvVZCS>n(FF+PIfKwK!{G*fE}g>*IT{)dKC@ISEFQ)A1Cv6 zk@kP8th}%CddWM*y^pU;tk~Ir<^!A)f_mUD%*Q}=TM8fsn9pCX&6q zPUbj^1m6z0l)pI$wMcLb9ABi&QA!bbnU*FV?En^N;J$OeUFZ8lp$V-r8&m3PYf&;S z&r<8_Z~fq!k^m+KxV6_ke_TKA@}e1J_(D-MFm@dhEv-B3GU6CTT$%{7TdhZ z=q5$OnnL( z`nHkh`9rMnV{=I7exB^)^|+#Q-%dZn4wWWLFnbe|kDU20p6LJQe|nTX!VzjUY5Kp# znMHQ|BhGxpmBoquMw zYL;ky?kZ{KKBQ6^BDm0@I(e;{$;8x`jV3j_>(UE1+1vNLSM)BssLJIgA|X|CL}A|v z`6Ug*9gq6N>u#Lk;onQC>|E?LpMr67*E@dDHXpn!sjs2JnIGJtIhQJvE4*>ep^_Sk z_Mat{>3??QJQ_7#IRARgD&Ix(6+f<9Dsg5`jvizEKI?fo;eA%pPW$KT%l9m)uFhR6;Ks#u%5B&681L|}eV+SvJ=}V|(AV3n{L!8= z@ePS=d+gs!)oMOa=xULS^?h4*@P4*s;2t#*1PiaxdR4e*(a{%_iWru16WVlxNl=3-K z!}B%^giqR@vtj+qG4r#=cu|@r26#_9ckI})K=`PkiSY%SwY$mxm$kTPVRiD-+4K12 zLxxn7^Mi-&>%Iu}}xv**|;d zF8_1ZiFLhmPn+IMZhLN&Z20`FYT$Qy?iKc1$L^@s-11lSe4k;fm7rUZc$yv?FtID4 zM4o=p-jnCmZMz)$w{4q`&pP~l>ROobotz!@*8_}=qC~Ka_CU-QZ{vH@*lw z{{QQrpZ8!6bU@t$9^tP`Mg6|F(x@a+Hy0gq>cCum z^GDEQVRrF+@f!>ER}O=w^OKitR#Iy{5JaQzYwQgQ3IYqB5Vp6Lfl>^IXl!WMPW$-$ zkO?GuwmG{)Q{H}y{pt;vcWo%z`iHPLL@k9WR%ntY%2{awRpTcu!{8*BFv1a|99|*jwKJU?3o~@pXs9JwQ z_;No*vsoew=xgEk8#iu%=8=inyr5}ui(450%vR*DfE!5~yKwRx+^2=Ue4JJjZ}SSM zd8bFf-fIF#^LL(p!b!wYV3dQlSF7F%HO^M~ ziLU!0=c#wT&*7Qm8EGi~jm^#~ z=5t)8CTRZk`QPU;^zOx7;ZD!2@3H$mTmKWHQTAgkSWe_dA5$kG7KqUu<>+cpimJU& zD5k{@LFKf&KmB(TCAuI<5(dJ!4@4nGUdYbwx8|8Z)`N#%GwPUX33cixC%7Ue&31LERCGBwIwl~zB zn_V#E2%J~YzQ~jcms9S;_gVpF3Ob8TMCv+rHDEA#8>Aj+mvoQU`;JV}7CcY+KwZn+6(|tgV)XB`U(XCdb=}`H4jCBuLLl3A zH56~7r826|B9;S!PPE~U9z6=RBQ!pqNin;6;`i*;gsuzFugKxABkb8t>?sw6JRjZB z*Q#!%nI(jZ0r(b}5#`;S1xCA}8Wi~S?7m)$&)R@dH!m0IgW0M@`>6J~4zR#^Em6aw z<*j!vw%*xPlo{yL6C9IKquQ-wl^Uw3HB5^SRXn_>oZ{tMI%ze<@nzioiI9k=`ywv% zI-L*5gP6dM!1uLlR17Eda|;vW-hQ~pD2{$y4Q*Z7KEXH?V94wRFz|R*t+MNkNtwi{ z^L4liI;!MIvriv)$1CUr;sDA_jazGtK*Y9CSY(7TS|a)ZBWN;_h%UYAaLy#VteJKJ zJY@v#+mv-j&+;~et1`&6C17wkOv(>;nE)d3zHC*23@4&-1T`XG{T4L;IAOJMm}ju%AwloR3FXrE!3_gb``q#t(t&D{M@rl(x%hj{!HGppX^eHHE z))l8``%q|E_t;w>Fv8TEr`VMAj%tw!D2>A(KYm2Esgrd8w(DYDa!m5V^qkP;trb}d zWaRSvwPfR#fQ))dXyu6c`t0iF?7qMj96EKoyHL98h*ubXh(`c)TEa$RhAYTh#Z@3V)it@Id1;QbN>dmkxtdT zqLZsMizWs|s-7)@+YbfIcSn9#2=|d)FPhgU4zz(^^`) zC|H4=o*6wR(N1mUHnHB7-^CZRern#OzJo=5ujg?5_SX4NB&E?6LU=cAH=jR;_M1aUNGc8v1wNVSw(6 z2H95wbB~@WmLg3dP4dh&2X^%x{-|LpjLEb5lW)J^$X3evvO5N>LchqC&Lsb297Z@6 z6t4C3Y;)zr#~Z{$x0PBX`Ia#a8QJSweJoS&CHJLgUS=&6&py}545wg1w*OI8F0*yT zNT{2Se|tuqS=;W}Y+tTY{|GVg7-#ROPfO@kq2Ee~N(Gy@@Dp&l)jgut-xXQ5pl18z zk%~J!HU(du1sa&B3~ry;9%Y2t@3p}gF|!K#z1hYs*NU6kdID?2?S4G+z#$Fy5G0bH zCLgrBajGv!#yv{DS36%>U~heQ=cVr@TqAv^JxZO!YoMA)HDj$5d$#`QLYs(aN_9#? zz4(_Of*Tt3N4!?K+aT@vKg_*(Jk@La_ib;@15KJ~RHi5;Wo)8Qk(tnhB10LL5YnVn z6d{BLvrwjm6)Gh|$dp(Xm1JDzd3-+SqV~Rizu$e|&+~fzxv#&vHrDzM=XspR@HyTG zQW9a}Z%mU7G+V~{kvCWH&VoJl^J(d~8nCQD0EQCf+%FDwH-u5&+f)5U4uqXJ)ch{0{KE0Ptnq@7Ro&u#mkWuhO|!-->Kju~ z9JtwY_TnjOD_y6{LOgSa{cPN%7{>z(%gVT*Z1Zz9sjsrf=nXftp3;MA-p(HC!P4PC zFZdv+l!Ck74-FIznO$@~-yBoa(P8+a=U!4;Bt7W$0ylwDX3j^U$@@ylw{tW)v4M^4 zs2(uC!*6Zy5gBcz8QKU!CkTxjUx{R(pYfL>E*)LDe(wiav)aa|r_EsqZ_|l4kgg8^ z56q1rOkcpm(|&oG!-gU0TBuXW5RBd<-6~$aM$FA>?TdF$^y%ODp5i6lbI;NlOy}vq zVP|xq)%$CMEAH{Tv*<9zS90d+%p^ry8s$kHBm&GYv{-sWfitG3b zBJt8+=RAC9A$NNw*wsT#1QSB;c5N#d`ySm^{D4_HkzM{CKE)HE>f`b_Sxe*c<71KZ z%NN-&w*66#=bAd?L*ZCFmaiep16ISlv9;(tjjv4+Xy0 z1~kxOnUOZ&EsqV)Gtp@3N7^VaJO4QZ1lDNNMRIF`04X)81@R@Rsk;xWW0OpAne7Si#)=6i7c70zjr{xynTePu^|_e6`KQiL<#o;dU%!6E z4JrpqRSns%HRo!jG+Mv;ejlr45Ou>=Bx~Tv!N)JSZG6R!ph^*DGxG2`8~B2xj>#gG#CgmdidfLht~`!x_Gx zRH`(7^NIyP5s(CxQTScH-&iJCpg`UyEsOlO1DVq3USqZ=LTEQWAP*b z*+E4Y1JCdmo?l|Sr~d1I3zNUmlRTXsPB=L1CqL>?`!dwK*QG<&Kp_^kh zA{6up`K;`7nHX?^s>%+OW2{;P4}mB#1n;`|u3ZM2H6}dW3l}aRG7Q0S3FETD(q{w{ z0(OAnxMN2zstv+UnV(HL2yoTYp3dUoC+&>OD=ge{{v>2?_$KYH&8mrXu*Mv#q9Om) zGF8WxickAR%53l%V@R8wippp5Zbu_)8VdXZ4~L@+fhX4iz0CYsvk)>2$2Jy+bfDyW z`7dxfvS1AbWn^Teq-q9-^eR>pa&H|;#4bGkR&vCeO3!e|TpTr?11k+qY}gWX|NfIK z1tNQB?nKe#oE8~4H*g~9+yhD<6iY|~0PY>PlJz0Rl}udd2>vs=W=YKlkAqAzjEp=) z%d;SaZoD9A^iijs{S#xoM3d%NNj|e5LLJT(qM_&z>9(1SbkK@deFT}`hX>Kx;tabC zKySg)^nF3eA~HT z3-!_Aa7e-lik{eCMdT8_G?wg z1`J<-*L~aqb__b9yHsLeL=CYXE7p)V7IL<&A6~tRFOUZ>>LgCSVapptF8!RA5`=6u zZ;u1(p~>?dGlEOwBs%(M@?6?uIy%ykB_3B^TkGfL=Za$}Hl-WZ8Y{yL(B%G`)^h2L z)D?JhsG++I6`V+l;Q*i8j4F#pDAd#mpBr82^Xh1J@m(@FblTCklp=H@9RbR6%Q2{n z40C~{iIydJbQ$2$Nz9Sdgc?WR@nnt(40#FDw@q*v0o~RU7YbvVn|o+%i^FDy@N}Mq z3rpaZxp{uUvcqJ;<&}pK9rCo`RV8V>pl82(*DHPbeUM#k)vGfH&C^UrsH;e<&^-%> zTuJ4*j_+$^E`Pm5g}1&9QZak2wnbWhQ+Zl~6Y^Lgf^TV>vn>A}WlK%*fWzY&H zk~#PcDW_p4(@1*VrTY0aixU`G-CVDFFWbl)C8MN<7Ml?~0!;0cv~2+mgumXQpWwdt z+_TCI`2_FbF8JIxZdBPiLgLVCS1AWXlhi)B^o)d&JY)j&>y(W#8ZE(W^jj$Ab7lNs z1pE8zBwN(sv7y7kj82NE79ebgtPWmaj09J81#r$^gBBP!eSSJT`&9I9*2|0Uy%;sT zTlM{kiD9k!i&0)4lrX}`07+rejT&3>AjNczUo_}}npTv2!MN0YvceiMHGT#T3N%ES zogiYwT%uZ5CCIgpqMEw0L#5q*EsWB6Y`F^V|j2MDv?8jSjuhDf0YE5v6$3DuAzXDDl z|EyB1mfX7a0(Kn9NL~TiS7-Ww_bZ>rucd+6m*fncH!)H-A^gf*iqjAeZxj0HToK~U ztP&WLy8n!@!nZ=#*)oRA6zO;ttYspN;?tA?atxp|V)pA$eoUG3SXus=uH@2+!KwtJ z#B_E;xR)ni3*ZEHreoWyk3W^Y;QY5x74H}9M8gNsuy-e8QVZ(-MMadUd!iNVBXTXT z8}FwA$WRVLh#SZ$)?c*9U7TT~27B2nUcsA)G{R~wE?$KyK;zP`{k#YSAsml``LYrc z61#Q{LSA+M-m8%s-q~&U@82ieM%E6`ANes+#qMz!F!JmX5yIIwM@ALIw6Kn?Y8KQJ zzivrA=#s&q_&|1>VGID>=!?!>Gb`sfY4;{5lkvC*S-T9MFl2YAyX?YS_}~67@&)Fz z;uC;LUyp(3xT;4xOuU?pjddQOpo?W!Qw|#li`o1f^=fCl%8uCeS_7)q(zA@?sT~PJOlT!{}3|10^G5S)J63k8r`vTQlB} z<-*?ir(ZPJ{gyw=`{>@c$>^2 zG!bFNFnM-w*pS^Ga-C>bzcm7lRfRDi5O-{vz?kL7#d64Fk~uGk=cglM|iBJTlVDR%Djn?cPX93m*2o6|1owagWH{Up|} z$_R0gv2i%1jNnn*FGfK{#dZaMAvO==5s>Y!wqLtU!~kns3}Y0S;Rq)V%FAN`+h7wR zmyj&UX^6-H_0tLH-W3}C9C;v|#nObdd#!ke!n|N-X>A)=;h%7zX0E} zWUsvi=`l^&aL`=@m}9mlJkTZ9rvgaLwhFpm7A=0~Z(6+BZ(96Us33_P_08;<3Wv`1 zAd>%jGGnUMXphdu^0KncoU0!_)i?CF890TnC9q``UzF|@;{pqHHXP)6ILQ^4e;Q6& zVFJU?IcJ)Gd-LNCI;+0%CRzBME6#nH2UK_+A#k8^k1Zb>b*`y4BNcGD;|bLhe|PLy z7tr4i0D5{ojnS@!>++}v_M7jBePBbNU$YKP=|)*Alz)E`z7$GTLRyCzCtoV6=x!{d>=I z?mMPZt9>j61gGxt zff@b#-cCNJ@5M_Yw~VI^47Mk^otGs{5UJ5N&U!0TujBvoe-uAb@>=S+s%n?qQXu?q zR+vg_zdQXZH1sa+82CaKecM^-nY6T1LV2p5m-oS(j|1pjF)Q-g zq}Dxym&SBF6G=D7%sBC&5^f(WQ$9Tu(v z23VtK1)CNUL?n{6+7nYdQp-Po{xSC>TIn9{B^={}KHP99KFg7I^uwWK%*vO*!e2=5 z6T&>|M>xqy%TxOaZSAiRltaV;xj2H0gK}~hOA%Ld_WNZpk+UYL)k=4lZ~Flzvygy5 zf^IBAI|D=qDb5IqK%$7#7X*m{NQq&32eKxZ+|I|xcVRpi8|jT@33DshuTG`4NJ~E! zHF6ii*DD&ABedx~e&)=Xv!5QVn~OyH;X{W$vt|KEgBsB^`j$kUb`D~rwdEAASBc(j{zyFpQ?cC3dR_gcu4%2o;)_QzJ)X{Wl zUZWTDN^g zu=KSWFtMv;wzalr|6Y^4IgFF5+Y9$mp9_I**_hcwJt)U@VwW%%n~L{c+S^?@HZJK^Ey^7 z0RshwH~DW*IU2;WseA76$I$yY&!DEl&tKm}c{pX$u83Ux%FN+BgJ-#7O&w-bVDts| zl!?21Tb~*cdN=vuA%ztYPRoJvQEZHbnb`8@=db>G6Z%mDUz;gea^MNWm`5nnfBg9U z#ZF&MOj`mJGd_~PC6=A+i4#9MZMONC_6gX~oIl5;h-942`um@IcyG>#W9}9Kh%9I< zcf;bOYX%Ko!7?!9s#8Yp@@+?y5UdSk_ZEJ8yXvPx;V+^7kS>G&{Aq3bG_kgU_KH7` z%#I@YF=iMoNGwzQ=Shtev9DNj;_`Q?`{=O)NS^hKi9zAT!3;p|B&(V{{6BAX>IYv* zm&ET^bWvsn2>YOJqy3(B+FYIuSoQNMNb~RC`rp3DncA^muJH;jRZ`5y009lshTD$w zSx>L)Mh~FddPi7>aa!WP4dXE#d>t|5mn6;WmM893O4u!CYt+{hXfdGtoBAy2Hj-4v zj1-!BbFaC9mRpMsQCQ>cXU&2nxLBT*A6n@bkq;Zf5WZRu3pb^y!>N;^XzQq$uYKpk z`ar{EUFoqKdmH}zsKv%nSC>MgDCFfmH*(~$H{3^|q);^NSJnz*S$YuUJ~BTrz_Vu0 z##nFAeq7>XMFa!_CLPun9aV{qD6RLdgK{nl9go@B*{u~Z;y|>(Jnwb^RFdr*v%HyN zj@!b^u512F#ILtEFO&wVp?Vd17FRA?CJtZ|B6*;oE+er4lH6yD01Oj096}WH2<>=q z3ZYRDMP~}FIfZVabm$O3N(^e9GaarSh66Sh6H?skAX7#h=ff+0v7&*AUz-`^`V&YE z7GNoX45VlHHf{PvW?#kS*L9%h8>!m+4H)Gm_bYHbWfXIVO-21t-u(6x`x&@ywG{ep z?FzK?Mke6?WFU6OJnLH?9_^o>X2TOq>LWQD1tS2T9Z8EKGE|R*UXKsAB3Cp#jJOKb z0%3#KU-J@Ema0BbpQ8dlX@;cXC?;f%q_g=qNaJ@MN6eNZs_Dj1D+DIYyb zNXAB|;M22Q(_1?xCOuO?7^rukI$$jqF_3jJ1ts6KGLEDmTeUE9pakJjwO$Dm`Ex&g zcd`etr}VDEqTo0p6u)-n}NU=3q<2n9AHcF3#ld#8Ml;9o5iBx4O^hhJbL-Y} zsY_c)6Hh04&TxxvWERU6Dj-B;4-jvWwN1zr4%QN6J^4vPEMkFctZDIo`^80_K# zb|Gl@^C32r^_$p^R^-rNxo}E~0-1WFdRpjG1dG3bIJ%7((s5}+M+9yvZ6!z2V?3vxi8#3s8%g9$f}Mw(0ie3%upi75kj~N8h%32-K0{0{{hOWLv9Bc= z83Mvpu`J;w&vWW;cOc)Kjp1M`xwteSS4c|Qk=D|@CH)FnVe)wV9>9%$mwL=e`7YdTT8 za73O3SxQ9(g|4=n1o~IIk7Y6`OM8F*e9+Z3R$2;Laq667*MXM${@@^w2@?O%!#Fq$ zgD}+_=nMut063f$fraL3J4A|ip4`LoR3jHn+SV3vG25`2#I`EfNFoF2Fwi~*{ZELr zAqQ+iWBS?pPee zqD79*SkD^8B%S6c<|_i+UJ}vq&);%*=h+N)o~jRk^ct*OWpht%tjH(3#vXdM{1j)j zdpA*BQj)IQj3Bs7?j@b^sHp(4ol|z)4p9Ufp)U+Pp^y1T9oVzyO5R#NzC+KPASMs4 zO`l8N5f*;xOoj*ewyUKb%FB))!{`-!d^&eKS+uO!?867)Wy&rxLTqnZ(f7=m&afmi zQtf#|w)Lv6kjijfMxcQ>RloBbcu;4G6enf)<5G`7hCKkqkpkqCCLM#Jp%hp4J0!~6 zW5oI(Zju{~5P!SE128~DH*V;Yi^MP!$itw08i4x7-r@LaLNH=|x{V|m9EWCw7|N4NBiDDJ z!F{zhP9BUBSaJR~ju5?b=!g1cRhe1Tz8=Cs2dyRkn}Ex*bFBdMRd6X4Kr@BoCie<_lP=O#xOG-72a$yzx(k6SK7 zuS_ww+78*eotH07?$mj#b^AQuSLDPvwkG6{vD&YGz?k^S$YMq&QZ}oWEHQk29EqTh zcUNqfi_-s*!-vZ&k@(mB6)bhA`Ctm&I+#Sf@ZG-ifMkZT=A%k=hQb&p=i}pWACcC9 z0|yAJTDY0Q`MT~X_NzdiX|m~N{Z~^*Livt#Zp3oc9NW`TRo3`!?T7c+i%MOpA<{ZU z?6cWa?jLY;7&c^v3g+c)sIMOh3u}nJh}oR?cNinQImUXHk7_`ugg5QmOGJoj%_wT6ZG;k<`k*z0{G!EWfS(hmjZ>9+89RHU^}GT6^<~4@hiR;)S7o z8dZ07Uw}Rkk;&LaL9_O&q9vkba8%Y&Vmd4jTI54Iv&sU}#*3Fd43KDw76ZIReSxkZIq4crNc zWk{z6OWj8zb7jkNmJM5IBPn&q;v+tUOh!=-UcG41v!Df5;56d16C-!Fpigrd-pTz{Gbdl>h55K(R_Zd3*HT8+bGD?RJ*Pz2aLj3)khMta?}=W*^F9eC66?FCqEMCVYbcXZnbphd#PhRzQ@2oV z0ZH)V96@k1a?cf~;@|kltAEq2izkD;gQKzkMD1JRb%mRoy%p@R$X>ye!v~r%ZQ7%G zgEhQtY;A+br;Y($Buv}3*W>5}Zr;n=+Xa;&ENAWcQW^To2&7PM@GLbko`!=518p%& zi}B9`2(lQ!>@!TM9zu*`?1OtWi%SwIK}&ZQ+i zrI1D5Oh{1W6g98j;eTj@{N2xSP>Ic7Bl8;NKUAqOrp*PDT%3!s1Tl!QB1&yD=J}LI z9)m5g9?vDKx^rzhMi@*60GVrBE=Q(kJ*AgGgN!h{F4Y(gGD@)VgBxHjpF-sBGMK#v zZR~-C-Lt?-1?;O0M>ay?q(12Aah7&e#Q2SV6FHG7B_LpmZBev_94nU=kU$~KhVF1_Qy(LfKFkpsV-D=L{)Gc|$&w|z>@Q<;eA{b7yNF=_Ue)6d9NRHh3UjQ_ zfu#hEOofb{!cw%J^9u^@8pVX(ORz>pdpr7}QO*mMxcK9`a|mh`_H$U(Ft{k0GMhIa zY)`vbFHigUsknH8`3w~g68m5{8WR)77}uI8O-Fqr%kNL0yEF+c*diju#!damSBOLP zc8Lm;>$zgP{8B;>eDo+XUKYT(!&yl1(xuJh<#UXXF_}VZw!pux0($|Icugx=z;uv# z(z2nJcf@9a6JnyJ4}J+@=uRVmQF1N=%KjP?eH7zK3Iwk#pF0z{KYuCLWqApChF&*7 z($lntzd)+ecm-2`1vS8U({oS7_!Fqa)u^|3lIg?eK4U}%&cPE)lj>C=B4B4)031O1 z7{()WS(|3kUXun_tf-D|hcnWysK4vu2fywjrP*wqs2VT`#4|)rULKxTL@%i7;u`%W z7#Lv2+vs}t-o3H^bs{y!iX>7MkKU%dyzU&lpFk;R9{X905@l$NQaoVkYDQ}cS+fEv zFj@yn9w<}bi`;jn{?{~WG;4-Y2iRB<%D#MJ!OtFJzgO&CGL+aFM75r3Cc;VCp_u|Ok#jpTCfofFc@K2ehCOeLv@$4CLroRWLNdxwy4;#yh!4acG(76sG{vv6gKR-e)z@hyyb8O&_ zNP`o{61F#5gtCbM?i`_Vo&MmCHI-`xfI)+3K$ z6SJ3&Bmi$QN*;D_ZQNYq)_jA%%!oti=+%nDK5<3*7#1aF9{)aC|NI;rRR67~uEw&c zw?!ecA&(!A`eluNm~wokE{EZPgi;q4U=}ll4qg|UO+Mp@CFrlOud@Hk?{b_<)`dU^ z9Z)rBAMUFEDA<>Mh`faV@lnRT?#{n^cOLVz`gCFtCZAIYlc0iNy$)~k9<{^ZG&c_J z?%t*P?~V{=I(>AAbu16^vYr)#qYzaBqF5vCR?!-*0Ao4<{DmNp6%HeME@QfHa6fq# z-ZgyiS+iz!_TJQc1E&(~L%kQfs!&4p=i@NG4_=^xjyil*O` zUud?zU9|KLFR#%g;MKzIBB%fR_wR`xh|1J~*eW93r$%!0*rcd>uKt z!m11WpyHsEr4aigM7GD`PriAYsDUE9Hb_8}PiNtUZhi z^JTfF^5tUW49=LvXs3b`>w-yVI=AlLebI3%LcEi>iz?Pwzl=NBORdO80$1#J1Lu0y z_y6{Dl8#`D+>M3OE{C&l+O*XW6s7(`<;Hm+P3fOA^Nl50Y|Aj0NYuYAeGK#4Fx!uu ztZ*6k6cVN+*uPJHfyl`H$k&$|<&eQpRX ztkO=R&FwoU3DK6dW_la6AlvV@nu*4Vk%04Yvqef!A;d{@{y)=*4G!P`A3Op? z@2t1_lpeDau=;zKOW>sR`(MOBNIWVB*Aj3dMqe0Wiz1EU)Sb5(=kXZn zbaF_nBBKOxo*Ee&D;C?eemO#Ofe-{u6Ugl$SG}>jq2mU`hdv`hQ#V$z0_=7Rs0EO+ z2016`B53_N5J7*;mpO{neFA!(mV>6qBN=@RZa&YYZ?58sq2b~A6=<$jA6*D^AtHkXm`w{k@&D^OC|NHt zRm|1TTQJ@8J)~|mVCtd?3874XQ%OB!NO9lZz*DM>Jubd=>q`W}(4pUcVUI)*@3(sc z%{6H~undN$Alx%Yo~?Mw~LAj)0QB%QCW=97MwqqYfzuk*ByPls|zQP2gb&O z5^dFo8pc5bNeA|*tGeyFZ?y%~Yg$~r)$nXVm4r~Sq7K%aV3QxoRJK#6l6{$YYK z^mJ%s_i=g*oh!5;Dw4u|*EnT9YZ{+DOXv1;Kt_=njzKr_2M!#1Ch4O6ACbqP#E^Ly z)64vowyJ6lIbyUhjR(pi@QDldX=^|F!bGtFicLYgZ@8l_g2;g*2}MbQnW#V1ch<-A z?AQKJIfSVyZ0?%5k7q7o`{ule312cCzJB+45>4wV1GZNU1?m&yLOJVJLajutpWN7dEU9ULS`g8zc-Wb#&ZJCe8g z+uG#Vn!r?baP1r%tn*3QL+=i;zDtPp{Sq6)ePiW< z1s4E2R<=Cq4~@;-IcD9m+-Z<6y@{CmrZMCwGUA|sMl9ifINY&4?d%2q;MzBHiCa)P zdDTmXVv$oO?XAnV?n%#p)@w|$t9OP0>x`PbqGz+9GKTl?h*(0zG>ye{=iw-pnk0k( z#0}gn29B@xbC^vMxLM@L`}1FLD2&edeOnjxT1Y`)(!ho_QL@6;_~9Pjumnqk#QPw{ z-Ce@T%W*n5lOr29J6Wihx>%%`5YcPLYMR@l2LtT-&%Q{Ue}N4vHm_tA8-73JF&#KL zL`u+r##v^sXo?pw>YK=KO+KpU@~lwt+nxVBSsl6I2Sb>eK}4{l>2U33CJV0D!~Q9_ z9+RC~p9dbuk{XEfzR8r^>%&L%o3~6YoVD(w{#}dxSk6t7kxN^DPop`FGWn&}`50AH zxV-$M8X1N{54=ZV{!D|aI7w`WEhmO|08^0 z-hD`lId;2o$@8u9r!xJKGU*IycH(a?t1>G(9pWGGo8*jQsU3&miGh_<-sThhhjhlw zsVXl14$uFuDc>`i%uI7)n|%6LT8N9hhI|g*KJxe9vswB3PSyd=PHO8&?oNHcRJ~b! z4Ws>+MPs7c`M)9BNdxbitIA_FKM9226e#djb8TR>7r9=hn9e6M2eNR~-8VkF{!D*c zDYJb|?%9ZRxCo?1bw#mck-k-l_FYWcn2``qn>$t6id-UHa__?-EH;@dlSQgMVasXy zvJ$G}fnK6y&_>3}Kc7HjT(U8=>dqY;bT%>Bttb{NJ1>;3Pl%l4xD0Dz#8o_}*cie= zpC0&S&5Tl}@PSFU`-y5>x_(1=pPQ=<`R2$3m=y|i!XTzfNTkEx#+f>N1l{M*8NtWh zi=-7;Cn3Ph*CqYQ-seJIB#)S_2pv!+?!Ox8GdP4;4 z8nN*MET>D>pmFklN!?fDbTW7P_i>CQHxHD3=w@#$CUfT1=K#{ZC!KNQ*80@<5Fi8l z4v#d&i}N*#D*dQeBn6UYeeqZ*)_ub&AlT`p)?r-N;)M&3si=JW`M@98X~m~>pOuHG zv<1he`Qg~29S(&Te#}=ZR+qPcY&%P^Rf4vixhZt`@h+kPXR+f4kS%!beUMVNWQ%}6 zZKA#~YCN6BHZ)Zj+hs((guGN1I*lz;zt3Q{{LaGf$4T|yvhd+`z`-ziw*IMBBXYZf z^3UW&;W*tMScoYri@sJ@wAeZRiNnKmAf7Icg`9MICS zIUA?u6)S~E5@l{G7fyH)hG>QLyihX1e2@nR95F5c5r(l|Jh$I4H09^C0G4NZC;=$+ zl2SI6Z4U}|c+dlzyt;I_21+#1hZ8Lq4^aih?pu)gI~qHYY(X}i6xH2?B}mt?ca@pP z|1pw=xqN-EwvqDhkD}=CgVIxJQTp$Mx!=YN8B=5y{(aD;3xv>cOk9Bjk#TzR=2>y% zY9Pda|NsBg0$T2&I({HaWoipwxMeZmPFDI9W&Ilv=3M0Et)Ch-zm7Il(=rSj6(_Ms zT<+vbo0L0pte{D6*+SE&h5r0mlCbGdO0DldH`SYUXQ=0&J_<;ej|&fv>-GJ!y;xzv zg-9E!qkh?N_U{YB(YWgXxzPHjGc{u>$`W&c$DjOF*7fG>=PWJT?A^|)uai)D9b%9f z_+$h&Ur&VxOlg0}XH@Q?*u={qn6WNfQdp44%R6b0=QmM0u-diOz+jMyF-Hlr7H=|M zW=bqWp5XZ>UGGI79}hR3O1+Y273Z3>xZr|?KW5N8*)_oJw{oTKWfF#UF0!GCbCk=J z`C1pKV|wogmM&<&4Q+tf-)Lg-Jncr{ND*>03Ir8xn6xNx+hU;B)y5HnUO;81p?R*I zz?v^#el3LVU3+8}#b~_P1bDl4YZ(TZECYnLMMrs*_b3$wtZEIXzu3O%knaek#}FJP zsOuyH3>7uH<|6eo&;oUyqJ)N5omfrgfvZ!|Wcxk#=KkN81YHP*Op&gTOvrG6c0ibS zqR?VC+Y_@%FKzMcO`ARMdUp8v`aU-f5XEW-=9oN9%r^UyLDMrBYLr!~Lz~r0OlE{g z{ZoKgE82@#SDs)pl7nL6B4=n^HIAwgD@&3a7QxSu=fp^}pzJ_Qwr&eHXJdO9R^wD% zq44kDK`#g4k|}K-#??WGP?IX(J}>Z5%3q9VV)O|e^85}!0^gA zWF?!*DI1z44jAFhmhD|9Y-?C?LlI1hjcgxo|!4u zanXj6Jg^eX-(H=LW?m%g&LX_xtp`1r#BqtZO+HRW`>H>0)Wsk=*3fPMiC`Dl=IRQh zK7(XkGL5O2Ie{pC6?=o^qkl!P(uuFxaj#LInG_H?Q3=yYq@$&_YGY$tx(9iDf0QJ? z9pQScO~*B*55P!u30vg3_t_)$heI{eWRaDZHANp6U;3uJT&z2G2N9TrU&UP$6g z*U$nfr;8_={>g9%9$A62>N;@KmLv|Tx%iPAx+q`%B;-<^oQ@qUd4GHHnbW6HqQb!X zG;{jSv2f7v>M%nTMNnWNR$=@S4)%PfrHFvaBFrydM3RS(6IF*RtC|=VHOnLrHHe4v z!xZ`vp%aF0lO8nC_L%9gz|CF_kdmCz)citPrXVT6cpqjs#<*`;w~iDju?fwQY6tWH z-!Q$Hbp(BzL1D!0JB1xYY9kfsE&~)1h#NEk8qm-!g;)nM?%Dz*1n$(JH6g1KDbPP% z5wfXQ8JXyAkUS;EF}coS`C~(2ZN^GK>lk7N~{JBT*y8z@6rI+0pt6 ze@B1#FIGVNke==o^I_4lWoJeGA(8nh!ZCK^=dWM+0Rarqpn;d)OkU}8xCFu-6wb`L z+71s%3%CYY)F>V4FV#&kOT+AFNdMU^u!8ci{D0th4k;M$-e%P^&h$HY5H?ZgxR$!Q zA*)c`AO~0R8+?sFkHJSqxbMa?gU@mKBtY4vBiMsZx;kiP0xCab)B_?sU8+UwXZy7xP;HQw4zK3i7n8! zt3U4A;9Jgrc*YkMYHNsF;FQjF_S$9s^FnEucq}l26hNB?5BIJMPnbU%g~d$E`F8C} z#bZXsrowHtth1i3G#t_O>rbOuA1dThQgmk`FVWlw=?dbA_Np0>#8+o-BiZq(FMI!{ zG{jBvQs)eRHqrTCU2-_E;rVyT4KV3;SFu&hUvN40#w1%zg^w(4uQk?OqTKp zSa(!C@|z1 zcuo)#tb`a8W?r!l8zuuMf*4Jj?b{uJOcdk(`9yK$5;Tiqs1eeFI0Yf7G{i$~w>N+` z(5L#}ck?(f;v9Cffqes)`4GbQS##$6cz*1!H@pJL|K$?_cgHE-qJ_PT$J-bjF@vp6 zGYV5AVzv@{H4{%Bfe|JGx0WjiLo0$@e2EsC*cyKREN@d|zvA+QzCycd%Hv8pv;Ku9 zY9lWj$+HeD-h4*XAG7P)(<5!|)v59#(= zCgK`wLiNYkgqKRtQV)nm-L_^5-fjg6$lxlFAK!a#PjoX6olwO=Kfed$fYlWTdHnA~ z67x#ia6ao&iGsVRP_2A0O(};{A4R%1yO~TIXrmViirF^!EGzydeyP*0S||0Nw3FBHcRa=?suJa@`;Ur#EYV|)^Kv4kpqD|MJR zxJhOZ#CIS~y5s9Bv^tu!24DJdJ4=5D<`w{-%6f9flYfzHM9YY6qU;f~Xz$;>{cJ7H zyy|o`V4+yn{%aAs>%eY}Brn>Myy$QmqkZqxZ_DbtjDe&U8oNDsCYiK@#^UqD)L)wI zwz(He?hv&S+9k4FKJGA0LesgqzPkFu%-8VJkfvo_!wjRK&(|!@J{iFb2JH%$qS<6% z0xkraO#o+0Nh>NZOqDV9FSggNT~f^M6Vi|KF_}nYj@%3Zv6nAqmT+qJg;?(+*!7Wg z=^g6Au_(qMHOc2R0x&N8-hA>sDvvTP@4hO&_g%gHqk#S7qbyo;VC0gB?C#BEYEzoM zyG;MrGhJO>ln4*hkng^D7)Tt$CoAhSw}p-9&5f{<)y%uI?}4l0{1>^`2J^^dl_ib8 z_%R4>6^4GUS~UXq+e!OJ)!7hpIN6Y(HEbF%!?VzA&OUl?B&YLL1S}RtcH;HQ$^laX zwI@i?Ck58cwbGD%H4hE5wCtm6Sc-Q_+DKeXmE*kLd#)Ny6t@VeZjw#;mvpygKbc+F zs+7C0P)3X`^8MhKVTjp%#_ubNv`Ehw&UrJ3LUX>AG#bY5V(BZ>@PLz;I`I(Y@JoNO zjcPZS?XGq@6t=97hu!JSNjaX--gTwdW?H_KG^m(ad!0-?!ag-U^g&i8O8(9r*LgM- z*B;6o(5-U`e^JccDGU`A>Cr{d3@HOz|8%mPGkPQeY*%q|c!uip!Q(IKetYPi886CS zmNDn`x?6~3ys)D&8aXaC?|p&4Zi9CXqTTR7*2EZc*M!Z0$+1w^9Bo&IR1w$AHI6zFry}SpnljMUF<>!zt=v&rWyC9+;RkHZxy>k?uWtd8HPW1CHY3 zdrhToRnYovBk13cLS~4*dFYf%Dgk$6x2v^}@Lq>a+oAg9l_f_Vmx$o<)wMdsmT65D zPvgtIj~7_FSw3~ty14DWYn;OZ+L@SpGheNoc$Yk~EXK;^CJ=mY zc4^oh1_L9RU1;ZUl!zMEWfDBK+X0{Ui>pI;RcG&*D`u`(_Oj~bx!K#@6>}|QYtCIy zw(&NdowJ_TG{$kRz+Ct1?sKjU?=KyI2b&|fqN1`S*L-W2d(3%MAumDOxhQu~Sw5!_ zIh})w`IN>W9i90mCLc;l@=Q!7G^w#)WI^c9(mek(A#38VmDGbZoq?}s&3AhJG;~6L zx1{q>*dgh_$I8@o#cF=$+uD|IO}*WG|IrfrB8k7B2jtR`v-_9J;Saj9LRh@U8_6q#d{;hlS{YzD~wFYM* zEIai!u}W&NQ8hzpm3Xkio@lQHFXn{`%zm3s{wX9sAGWQd1O0c}Cr*U; z`$IiGisVrTBg*oon#K%OpX(=$)@mrs(q#Q}TfonT1_&L7hlbF)i~_;sj`qt+kE2EJ zM{k@a$R4G*?b1&ThLFVz})mzu*_WpxSlA6`KF07T3l7iZcpT8O9>F$wMvEFGkld?^XvSY6a0CcR6V}H0V z@^GtzcBwkKTXA0xKFP0Tmo)G1*w|PEd5evj8ylCcTIGle+9|PtBMw&!^YShVYu)*9 z`s7FH>ibb(@CA$u@7}Fr?_R>S^(JNpo~Z_|yrreZZ0B*bMWARiLnLffNj+M;R$a-V)Oa)?8r>V9YJs1Z+`~!Z(_6sJv{QZHP1~HG!BcPbFjSW z@x*>2&V9aaWE3^8MZc zO6Y=?V1$qEK2{SOIC-QVd3pU99GRZ}>Q#xMsD_qSjN2BS1VdCqy&Rd-ZDzzsEwK(o z84*DNIG248P|dKRXPX?xbNX-!eLUz-Usw!eyub)vqs@%gCweoVZL1*FRYSwCW+^za zF!Dbo|c&RsM{Jh^}yO=XIn;l&yI2yu)Jv zxf3w!kmiFD0M$A*5eXTkGtob;+*u~#E_leqq`9Rc25%TAB=^G@M~Q2;Dsk*3kD@`f zMIPa`y|sph55ofN_#e>hCW#O1mAJ+ghYm?_FaiPsR*72(X}{bfB!}?$T#fj*2RDyf z0>}R2QXkJHd963gb&qOndjb{Lk$E=x`+qTYo92DF(f#}`rajnm_s`kzD9^^u4kaij zXkt0?E2M+ora#f+TB$~|%@VfJ>7RB(4vO(*lTS)m_xSM-bAX^ZVc?eW?n3L9?c1&U z+p1djv%aZzWlUV$(#HBn@y<;fb_Pq?zdL@Wy=h*`#N38iwTCzr4qn2z`?=(SSUdXRA9S1Db)YLGe z8EI}*AS5Lv=a0>h^72&&0R1vnOHNJ>@{(Z@5kM1{S5)vTAB$^mn(b?4dr&DF3lUg_ zB|Tv`Z{CEJxq0ITI;Rage|=ujhD;bHT*#$iE*|(dLg-dQt6m*5uxojBybhWN@Iz~p zqNX{^H-Y~yDq31xtSm$o6cBhAgvjRfrmBgPe)hEPh^1&d+gLOZ8oF`YzLn)BmRoAwIlrUj>tIT%BRYtE93qb!&k+`i8&qbbdKd7s^`!BoeBo2qM#xjBL<*{D0m5 zwwjJkFRI!p{XfvXxBp*5_ZAfw-T9w%@7b3Y+t$9hSiMg~k^i$|nyyOG)#KWKE#y4# z@{sLxooLNiy?0An+?948h}73tQK8PI&AOU?NqD`m8{hh?AMaRc?(2G@H(lst+QzG& zmn!y*S3gZW;}wpPq-8%x?7KS=Nah)KyE(7gwAh=tA^$)B$Cn5}AgGS(cI-$(6UK~d zZ`A^!Sw3BL1sn+nQ});LAaArOteV^OlWRb+`qYcp3vhrXojp|$QzVr{?Y_}Ci>*_W zh+RWYBe(7=(TJ@@d{fL9!oQe0*=W`xTg|2kIrDuw#h{|JCESbsTlT>RFom|ff(C8H zS^=ocA9r?#^PrT5LCFuWF~7v0aDiZi5=Xes2{%F9`d~yq zC*r*R4)Wn|hk{Ph=(gSNNc>3v_a!Aoj%FfLLLqU};YXj-ZO;P%hWZ14!6Ty~{Gc@P ztn%%Ckd(Fc_i$opG{ibeN=ipCf0S}c&31f_Huq-Z^F4q6xge=Y+!gpF51WyxV>X6()=rLEM-`N__(D0aTEpQ<(FP9JjEO}Zz#=|*@MKwX9h zx!@RrpaqS#p7|Q)z7X!G5I#>edJp&8+H+HAnmD|2@+>M>HO^Fxy%fO4_B9F$Zv>E{ zU6b{Kyb6?Z=`I7{MpcwFl|^`px`2%W$mKzlLpH`)0L2ZFP>kI%)t|`9qR-aj)-BBT zjA<~972e>Hrk3YP)DIbwA-Jl8T1)t9F_#=YfcKuoHE_^I8TCjKcnG z9KJao+;sfHw{PFD4iJv1JLTth>r&e9!Fj=y%Z!B0kw$%7)bya8IaeI~pcc!u^hh`k z))l0Y2D-Wed1RhiK}Nt%^I?FCH2dAbRFiMdMA{*LsY;{{apfQbEwDb3;gDQ0-7Nm& z-Ftp-)GO{7G~9nFbu_2wMq!-9)}x=k7#9nkb2QVEm#?41*=>qHgg#pwBOq`b@tL=g zzMq<|T-L1>C@}HLs%`h*Y$}OA&l;iKg$MnYU|8|5UHc8G=Lz)1MJL~cb0AF^+|QYW z!3{Pyl$D#eXN|N=4$bD1eMl&}03gQT*A`tjJsoL5C*sGco(PbcS2?pJqZRD!APS>GtucL`x-TA&5-A#+I~#G^!tsX zfN!8;Q(!64QeW-7)@UwhQ9GeJvS05h)qP7ZNXkAT-O91uB4rJFB{r?<1i=pam_rn2 zG(H(p`L;a381=W$Uwn_X%9r#_S!0Ac5X5(ccO*UV__g7pPgx_34uMumOnhnsrJ9Gm zMStTb!)pz~#3<+$=I6J3etOOD(Wf-9@{EeG7))%p|I|1KLUu)9(!+IVv^`OSUUAX# zEuQ06FX-m4r-erw^a{9LH=@$hURG($%(>m)PRYEwGbL6OCzy|)2vpZVI{BSggxoxu z&_Y*Vwb*?>di0JSBf=!*W82Wjd{-E$J@>XRpVxinkn^VeknRoGM@k$oeiDIQ5B>S3 z8Js*q3YUQnX=uSYyK=|53n2aRY5AUt$zO_XqMFf%ajBTfdE22Pm=?&K z*~ia^;V(i3gj$`i5i@hfSLY@68GsE{Oq?A8mF%ZqYJNJykjX`@IZ8jXC!+wmyoWKo zyu4m#p|~$Sn!kGX?jiGi1~vur@7D=8WOgs8_D>kio6{n!dh`0cRk!=0s@ILne`P@( zTlCerBxdy@Uxr2FJ7X>G<(sQ%^r1P`UsLj>(5;LCxyB=Uj#62awHiaq(y)rnJga&< zeb|e^CSN&_v&u48nRjS6ud8}&_L-zl0!RNoEPxVZM}=@tgzT7tv#OxwFG1Nkf{tr6 zPT8(NvTWsA%t{XE483X9icY66A)%O-+671)PVUL9mm&e4VakPJqVi6))>HU z{x%2b=ldahA!hR*?QAJ|?q+q%#MWP<21?M4T3B*P1)u!4A2cS+nQ-?tH(EB&j7>-+Td$gvlh1}%$|q7y8%sEPU8PTCgdwhG4I z>K7(uI;3wJW-Py#BeArDWGEY;c69>ezg63YHtJj*s^A?N840&IQDgV0GYz(`|Bl6o zrgyRh)%uk8hY@DQN~{ja{y72Wff@;~g|?$(=YRD?5G{LpcmPKxdUP3Vhs+;F3J&gY7t$ov-c`)iN?zL>ZrA$W5eh%E~%3AOV zA;i_BKE*+*>1pY=*`kW+)c`+s{@l5s()m=0?DepvF{f_u?9!byUB<=JR*`gbvp|i0 z8(P(#gfZ4?ceRLbx1PrKh6`f>qOV_{W`s0!iS3S$Hv;k}4vvssdo&XhxI*EJ$AYC^ z(jW73EvFez^tJ7wDjkLdMn!TnFYgCaYQauGq2Khc>(wn~gQ-k~W!qxurJ+!&MR|M} zH#yRn$xd$3KRz>v4-Nw~N#!c`uylp#@A{vYf4eB!LebnknmwNw#<_F0-7NvAc6lby-sX>dnu&4{40c#kH5c=-#!0 zKA}z2{+=qe=fNL&W~Jd=ivanEvwKwCTMS)K!jTHKENOIBRe?W~P|>G7rWZZUYxsHW zlP7zeRRf*M3tTaI)iU^#de;0NXx34+(4;Zc$A4W0g#eO^82xK2&ANN4&+Ra^#C|vk zzbe+^6Zk@|fF7`*KA*){RBW7;=!0;Xe=zr@g7z%=9s|93<%K&=Gl(F%~F5DO}M2XSzpx z=T6O1;^M&YUv5upM1cy+BUH#9KCF(<=!N3^d|hx0kx3S`8wDQH!uAY?zxpH|F0g*^ zktE=8R<@oiVmGOGjUG)q!Jq}^Cm#Hvreok92DhY|ogKQYO?C>04?onR+i`p<^Glbj!SsXdh_{9}(B1=?vG4r|o%iO*5`iC?inQ zAt&S0vnM}g4C4}gv~)nqV@jBF>dy=gujtuRJ>lt7#qi0RoA8JkF^}zv_e1e;g!55B z{9ArDHlp5ia%h_tdSz~Mg?_KF`&Fo|`8aCyaU+;8_Z{;%Yq0WAQ&Y&u`);ue9#kvr zmAVbuPsn^mdL7LM&lS{+*=Z1#DQxZqb$gM1T2yN4B>*qrz~=kK=DtTp*xalbl6JIz zZt`?26ssh&8v&`RR#vILwAQgYoY<0yQVc}91s-fwMuInLa=d0qjY<#O9&$XmoNR6R zC_n4(J|IQCH)}Tx2>Z9SQoIYdo$M2?U{chEsNsrM0Jm!zaF`4dk2^fv)GeukTIO?R zGd$Qh_|p7ywV{ZocBQ7A_&dmk#$Nxv+tDw&Z%(z#ygUeU!>H&tei%RO^&o1jmN(JW z(6LE#z(g1S9+`MWdg&x~V6{OoY40FtV+u)S|K(;*#BkqCL14pL+yd9uTtIe@5n`C& z+V#q%&eQ_9so(_-irq%Dz65}SN_-kbsFXS?aL1du3dniJn4^WGjp7?%3m73CHkqp zPV5CKS<7fmVLB^*hc@z@oSfs}{2Sq($lh`0N6%~~#Zpaa2A#WO4b0~y? z6-KFwM!>1nY5)Xu8UO}3pi#>9fv+tD)jHOHbw{>-qVc_ukQ3-;1Ejf^bZXbt$%=_- zWb`39N~rGKgWwC>V!tA@3#`*;=h=SVb_C6Bhgi@1R5ykUV39X%QsMI+!~n!oJ`piUB}-d!i%$TMc3 zv27e$4!$j0G%Q3VAIr}kgvr0hEve}XbSRpwyD&))ncB#>*nA6F%%_}+LpUq33y{?Q z@#AzuI3^$DR>K%AS+vLsp`;5&AGKs`OfyQ}$rFi;BWbB5ec%~=nrV(mbU|eitFNjw zdk{8LX=8|#eQD7crN2!lExt{#AzI2;&k56S%BKTGB47=yY!<(kx0e?}DddlhY+bjV z$w3$NQZBCDE_Qe)m!!?9O3&&jbaVKp2qJRPUo(!tBlidx-KkcskcV(BSz-g3uHgT} z+wdT_A*diP9Th%lXJ`Br23asn)2;Kn#!I<3OS%NfYOA_s22MgOt-qBVh1<@miLn< zPg>TEjgMorVRC(WBqdawW?f|s^MM}|%D;)0Y>;-qpr4TO^!Mj&*4zR~A6wHv zIz#U0GasCsR`%j+{2abQp@tvXXkS)Xc(Ue64CdRrzxaV3lOQ8ICl3tSt%qwOmS}`! z5_I$C{fGx+M|>QD=(3CkFcg>!^E6n9M=H`aOoF#q$;GvG^pHp7fd;~|_EDCsVInl` z8ybq*cI+SQI7HM#U{deIped7A`x)SkrQC5I1!qJ^J~SbhZmVT$nx5pWg5fRM8w4TO%(3A}`nfSdH5+nhkr#=q@-O4uWAr4!SFd|Wl(KGFz(*i5 ztcd+a=^5(3tMNIxaA1MT%|||O{tuY2TDS0P@nbDatmY!OwXNM`^7*FBjJC6cU~=HV z#aUGNJ?4p({kyNA?d%OVpp`KVP|06}n4@%plJENM{yux$A5&~QxAjox@ky8RZ_s?? zxk7i8@q{E>Rvt!@#K{0Le z4r8YKKbgm4-n}4iT+Mr&&`e?+M zb^IdD>WMiXUrI#i)L;{{KR~1M4wBfh$xp__(#Ki!kol#esN^%Zj(Cd$xj+qI)w54) zbIiC-Tog7HCut`F9%kDH$cQZD3T)4yPa1-#jg1Y`9tP^=-gal|o&0`@fQasdS{Q0fjmCSV57n=nRl7HM7tB zbN+{a05gDMI*#q-EGgS+|Dic_%>);IPA}QbBB|*V@}pX2qi{3FD>P0@k&7nWE_>Bc(xV=Ljq1_m_YIhdl!7C`)Tuaz)Q$X2Sjry6o9Cd z$$J4S<5`TYi*#db0kgW#mD~Rd2 zMnfili^LgFE#NC4f0yxXGkNU7=IXTmM=I{SX$8j+jseQRz+eXznCO16!rhU^FdspC zwCKY{bIxVA2+`{MKA!M@^TH-2cg0_S-7C#^>d=B15ANIB55_t=-<2-_(C4xU(3FaI z_sm1DOs>QdR{Yq=^xP5%aL%cZXgfxn^tr7K@rucCKlD+$UkI*V^kI6wKcae!U(Su~ ztHc?ZOWg!J0MA0g$Pw;rMC0*GND8f|Ql%S0sSy?n>}&x%se9pb z9Z=v$SsrbbdK3tI^f22J2NgaCboI4q{ky4OKiI*d!ovx6l50DQ>_=MrU@h2?1!&7A zLWx_qR<(MB!cW&THcqOK_UzGuQ;SE4^D{2o@xbYk?^Y}lI-&=Ri|Wlq$HnwjOmE2h zbv6rs?Lxg`V_9ALSXj7BFr|9tufIl{xU8;+*8B5MpFX#;a&w};{o7HbSI=UM1G)c%5_-8rC9qW`n*sVwJC_15>u5c-S%^(a z%+9kI@}oBY{hxcfd(_za=DGUof4RvZ8EOM z_n^GJR!%G;c}zkbv)11Hkb2afY&u#drd}K0Nu`fGQi+e31iUTmL;@wS1EDT@oRD0z7AB#C(xZdIW<9$)Q(R-`H0Q}l___Ck~b zc6{3^w6i`9DqxgeHm?V)w=}EAF+L!`d?m3pz1!8O(sQS-h=m<~$}#<^EbI6m4`cc& zScd37tj>S@dKf?m^N6WjDSRv2MTBLl^PZm+J7mkb=weGtyc2zbJS}q7$!p6aBjps_ zr3I|^8rL_ar^{rUv|U<1^+5DB*!`7M-zq5?95J|2!OY(K^QZjnS5VtQJwtvfzNM|~ z&hZn)EQ1V1pbfx}QY<|0soB}NAJ9wWNbH07UP+H@H|8&6n4(Q_YN55oTl&MeZ(giU ztA_lKYXv8#Q5y}lBL04`|IF`W7a?89D{6KS{-t{;oGN}kK4>HM?ccA8{&S>cb>&zl zvcEFzb>V)iuG`GPmKK3I=k}c0!JAAB5dya#@&AB&D>xHfEApYkXf{WXTAO-Ifl8&K zWC*q7qpe4@wD4J>WQ=L!R}=>Kfff`Yl~JTf$YrM@4LdqLn#DhYQkoSZ&Cj<T}jieO)uGKdMj=B$bz{sHz5s!GIcI4E^HP zpkcVBz_%h-Mf5_Dnh-vrkH<;6iDY&5LAA(3wCeS^u5TD}Quu>R6r#rV|-55bE9 zLQC$O)Ae=mE&A&}FpHG9pGg5R!Y2;p%AAg8<(YEytzA3ESmA z{mtaahnZeUECbn(tf%$!_wcYDz?28m-%b@lCv{tWHItYq7@;P=>AxaojP-%PE{*)d zv{Cr^53u#$|Cy~FCC73k35%6=F{HzgE&Q0+nwY4?a}*rKSqS(M~r*drvxv`g1D_ga~u%Ld*p>meoVm-W3?5ElTC6YenUbb7dAfJ<~~ z$@Pc>7b(@m$t363UBk)~wKmb&9n^8+jKWG@xDfl|#gnTl7%73a>IQ(NOIi0M;R0ny zZ~EN1YuHY;-#@*orvD-QG-MEP%2HttrWY2G<|{5xd@*+NXR>M9eXzmM2W3! z=)Z&!$nX7UVUg~G@>Luhq}45K0>x3YoOt_Uf@u5?_pxd(&0|Y8H;^py7)^xm6qp(j zXXyIP+PKly^c{&5BIt%H0ZJ7lS+&0KLi#)>`1w(dPy#3;19ZY%!CHj+ta2DFPd8ti zpaxNM+nm!Y{zg<36yR(}}hf;Jq(xb?I+UT!;3t^XMnmCkeABI`xkBT1LH- zlq51_kX39!gSYJ`B*hu03Knv`yfL1t zOr~E2&YPVlMU0Qn0#H4?y9a^r9qZ52MwfNp?$3ix<1NtD(=|fyH=$rnlpw`J{FGpZ z=1tSltV%NI&TZ6W*tip2K@Uqp%gqO~D!aODTVny**(VaEEVNZ@F}LBgkCp+B2l_XD zjE*i@wXF%MUpk`v8dU&?z9P2XLT^T?1DFp?tS&*etIbO4v%LYmX-D3K(CdYQtE?@ zw1b$+s{3V>P%F5DOBvn8dclDdZ!92vUDUYT3=MDB)U1)c1nWAzcSl9@9Z;6{S_7&7 zQbM2^{Qkj&aMm=0oanUsb>&F;vXCiT1o!{`Tb8#L6J!2TIJ79AcLke|;aRdO=w-L1 zU6LKt2C{;CfjoK6GAzVIa119QNwy`<+t$vnECQ4oHv2u;K+_Sfj@g=>NnPugVSora z4)LXrk-${9|69ltlnx(jG-xkpT*rC@oZcN1qZ-c)Ma0owk|_p1|B>+ekcI4I&}qoC zdwQY+5k}wQZ(S9zk_Z91ncFjTQ;?w4WW6!Eg+Kt^YioL zXs!SH4)&MG%ZLM>gQ7MjG|PN{rvSPC<2YLTzg~2mKhl+SU*l#%ebPpDEdn_Y_p6|< z{JP~2;BSe5^^MVjvbpO%{AY?HV>N3TvmDx~U#HoUhNbEJ?el)~e+1R-o0gMI0n3){ z3n+sU0Ws85(PMAgO8K>MBPEijZlv0Q2bu{Vk8az@uO3sEy99?7YNb$TDG+x1#q+2C z6$*vkt0RR4j`2a&FYx%nfZ*Lu0DVW7wD#VrtPBqd8c2Rf$!0XOcGs4JeWT*^b3qQ?t;@xcU7QVH2)GS+VhE!%jV?5f zce|k4aq!TgzUf7G6d3fc<;=XUl-9AaG2p3xR4*VCg~^S?rK#I9SdVM!1Fw@2fd^mn z%SU5(q|Rk@4*+2diw}KUt)zo9Qj6pQaFm6L++pY0$_gtoKw!YjzQeCXYOz)lSw?RH zAi_^BAYmMj6TN!F6%8aHQQtV(hTaA=IJ#MTlx%~a$@-2<>%}PbuCQ{ol1IG9ossB{ z%Y1$9&c&0bA6tFKfk~0Ov5;+d2HXfhmWga9PM!Bb`9ot=s;(KgVjc=xr7*taK^-|K z6I1fCarDtbFgpPptOArT+CdK_^rB}wACzz2Zo6&O&A_<#OjG2G;;=B3F-a! z6&0Aj=m*;kEaHSOdHI~ngWtceeqW%ZwCwZeIq*NG4($RE%Dl)LKOtYQhry_~eJ(4nf;^O>>ivc+%{g}rc_1R`k5hZp$2y{IQ)QA&CK<^Syk|*vjkb(&9Ui~(-m+WU zH(<23&5`IGWS8v+aNZkYJ7aWiq=S=W;{Hm z##O^c)_T1tF2Yf-|c4%^L$`aWH9N?HMmf?O`B9mS?yhY4IKXJ)4&vvAnKINWyRNkkkD;G2CCASM$-5mMLFgq818K!S4N!~VL z4wAhCeOTg$L!if_+js(J+J}QQk0vrG&pOVql3BFxP!Zq2hIA)#rLGtTjm*wBln98D z6{-MIgyKt}N8$#{e|xb^+#&qh3X=aw6qL53m!e~F4^4le=B#h1Z=s;|AthXF4C~sE zAs&vy0A>K%8Qtm7s{elptCuZ0MScG@_B!$F1G%U;KoB;Q@+|7#qPgCa zUgmlKXZR(I0>PSHr;Z|Nzc0^Bz7f_V=fd;1Ho7myGMX3eMvgFZA=ZsO`>MwCMZL5N58}M1O+4_y_r_=ojgB zMm78SkPDY(eWYvdQXoXPkRXWl#hSAsP9T$b6j+o!`~G@?gd|D}Y4FlTaDkfoPpvMk zSa~PXJCAjKAphMBkgsh+P8OUImV@BggJawM0Bsc4h~hJtTF9>!pb`Aq8uC44hixrq z%3;DAO6Vwz%j7N(CdvKOeXO^@=^BSuEc>5-3-W{i)vHE1uBVaUxc)!x`niD zkMZ7G%oC;}mFZy?i-TZM6v$i8rmijBwx$nzyrR?~+sO(Y?lKv&7QgS(YgCZ9|N3h? zR5p`ahR`+ph778F1pq7ZfOS!@bUG`r$;9+S<|98DxB#)Td zBF=~mmw9<~TVciaHGYu|@$O(fJb`owl82(CD)ViHCFt=|w+mj)T4fF8zjH)4+b|65 zoD&TR6LWaTSzyC%Z6kpiGzr~}Jc;DG(>GE!)v|)&%Gw5&(TJ_AkVmUD|!49q}*4Ao=irmL_K>5ZT6cHraic3o~!$o$Wuh`ySm-s?DgHxOG zeqks&u?Nu9^(1_h0c78^!oI@y{5g5_nb&Gt679;rrw0hE&EF?gge!gU89MY`NFrgQ zgAR_#+@T3lJ?qH=U|pzmI4o)=T<6JdmwauythjgvI^9qqE-WqW#<_>nBzPE3EBcQ+ z8uRm?A3dCAp=xH<0&8NILNMdg*P#ZN*BA$l9B60&{%vMZ#MVIJL&E?s^RtM(idWU; zxTUEmCytJeCfetV98N`BWez&2UX6gX$fkokhQS@tz-E$RwxRPg>PY?lTqguIouasW z0|Nt59OQrT@}`uQ6&D9?!bpl^C&qu@rcWz0;_4PtLMcs~(ypp&$d_ zJ>)W~)adYh*k2YUFH&F+x4t8Ti@;HR;x(%mc#YJ8J5G+hj+Q)}Ov8Uy)=U{0V?oBN2e8Es;fvUIzfN#I40bNUTBsGAP=pt~N2QOU(|o)$ zSy5K))&Ft!dBVX&mv7&tzPdd+Ivk|ja`%vvG|H<*j>PrgQ^kauyj&RlDii-Qsmx~77yq*AtgdWq!LOL6tDrkPA2J{-U}3UwaDY!R<(q!@jIa2 zV;_N!7nG-0B07V{aSlelL7rhUo=Nz%O#_U`kdV48$KzV>H@e;K=-6@41qNvF%t-mT-~oGAI0g3Ed4%?=l>w5f!);E)6>(jIO}g@NkMj8 zra8+GIV#MEmcx8&^avm+)&KpA@u%2z?j1Kf3YHWL>z-KxvjzZF!9H3uO|cNW9+?wP zmR9b-_!4q`X#j06CzgsZzz61i)bV?&-o$KawHEN>&5`)A3TTo!FK6%cQ9 zQ)uxao3X~Axnpq-IVf14ICKmNB6svot86vR`QdDX`BE&GzTzm?(s z^^yGK80M$k*CN>fw%@BKO;eF}0t2~W{NI;`;Spll$xfZOK4nuU z5BKkrr!?^n#YG^S8%rEl_`WnCQQyQlm>l1*yuAiRpSGjECLr+DX1{XG_0?QSIxY-pm=`$P=YLP6M2f{_-?j31v`Lvyt&mbpbB}77G z0(`D9hI$*DJU)J5+G%XE373(%$ntex5H2yqHR!%XXXbZi9hmgM*{&G(XZgn+!);Su zj-n*>gQ6@s6Tx?7W!-zl0okT3*PL}4HFva}nZuf)Eh!|CWZEFJB_19LVe>8mn)= zR{KK6b%dO#4c!uB|h>lizGWUIj<&ADbCuyv2aUgsV z_8y|4b&p%l^C^;au%0P>*O6x-bMHBWaIRG&IUF>M$Q}F<8-Uty()%u2t%XV34g2*X zQE*FG^@``!|I4RA0z|(V#cf)-{oaurloiS_0Jg;6nP)v4& zxDP&be@mcx5jW|m3X8gZTkvZQt6Z1)-IJWot;&ZE;oMvAZ@z8S#y+HQk=QeAeZX2D z3N**NbX_n_P#mvP7ReREA%P~3%E#iE1<($4cyQw%8=FFfjABdbA@N+4iblEO^z>}x zrbY%wF#;V>xvPmIksIL7HQ5mOEPN76B@3u4wfGKPTXh=xN=rRmEv+Y0*u0+nNiQ@k zi{8f$ebBIG*|Nak;7!Y*cqCfVF+kP~v?S9T=KRN}0iAqgm?HsJ0m%U_qc_kfn#qE# zgov0m2%;26`Gy%OCb9qRBtM}pD`=Ydv+&ow>i)}@e8Zvpg>`c$mq1-ZsLHxX8g@43 zPa^M(B>yS+TR0fK&(HSI(=s;B!C?jd4U%f>fkq)GW&owEq$H`|2!5YW51GS&H5a9; zp|Q=pCrq-pdmzI^#|`;71a5~@Y2@R=6@XSR=)YY4kk9ID!QMxW(B%3LA)2M%ILf0Xi> z&zJf0pczHuDpH2ZvEyT7aMdgY<(HVLsFXnT84?k3MnTftZR%8(X8B-t)8{gR1T~rw z+{CSI@}W`?*?#=^@!7N80=?L00_Bv19}Sy^bJyY+K`+-Z)P{W$r zS`0FA@5j6c<*rHL&yTX|j1^4898ob|!c~op`3K}eJ5hIJd$#f*#`Kik&{?(YYX(!rts#<6Yy^nZLG#twJ{w^NVA%HDB@Xeg+n_*T)9Gog26XeRkM zAPtReZ|{1{iaeik%c+l>mNCS{#4h8X z(v{U=Cy{Gx=OQkIs{}HKn%2{qLnr#;>1v(p_Nf$M%rD=Uyv_XQ6FvU>*b{Ve)@3+( zEdF`nSL1y%s*kpJ!c`tzGc7IiSxF$)qtoJurk7+LBCE#IqquGd`WlyN}kd6q0fQiFVjkdX8f6PBXms(}|{DO#EnJjV{Z5M>8>hz+m%zLJfS z3txEZ0(pyxBIMtHfh%@_7w0QG+LZ=Boy@bnas`c<8kiR4uKnL)Hwm0SQ?c8=Zt>Hf zU!WdVL!tfOj>byoB!U?H(%cW%HagLN}I(8(d`%}uCAv~KlT#`m5S~6C!in*TqF{n!7Sm%ccgGCjezrn%H0gI)D2MY zMnr{%@++gdSn%pLLG2Hb;~ix4Qw>NPL7rVorUzz?!1&LaGsk)**!r)L@ijk=ygI^< z&M_Ru#l1%8dZ=0OGcnq8eVyUqlWU~Xr*`=&Y!hj?ru|yl+HfQ`r3NRKx?q~awB9X8 z!TdXc66+)U_j+T_|uTBAOz{;YV)5S+we5fFGVS)j%lF#OCV{+ zTNL>{!wDp-RK$dr2jR05+KBX#>EO%w?c2BFqsE)^?RIA z0{~u_Xoe0Ph>eTuCt|loa&VPS>mZ)lkO3|`e(u>dFg@LircF-{84Mr|7$i$ck@DZ) zM)GCH?g?z4HnzXsLbRx+WJEv&#>%n;U{fD3Elu^QCWkG?HNKM^f+kQbz3U&cv4qL8 zWL+Ckax{sPb-()O9$QSd)EpQAlAN0U>?y6l^ruZr8JcFp66}lpbzohe)?nQo)N+u; zIKgtoIAu%dm@ZxA3=auWq)9iDMbR>}mULUmj!V%oFPm6_+*8jh_a zH0IrY+z9z2^$QfH$+;@sm|wCCYD$+GuM*2bAT3a-RaD*ulQP&M#pr&Ppry6*P4_^= zOp9q{nTB#rzkp6Q4MEpE%qRk3i5>dzb7!rqp z^?%7-K#^LFRt-Qc>#VRAz#U34n7&_?@Z}k%Y15B(`qQV)s|NIfP9ATGJ^oLbocLLa zi~7%Fk>*D%s$(^I84vG$GPnr=Bub$@@rzM*(sH76MymbZANp_sdb^#5TsdZBx_Mp# z{iY4b08AhW?0{-rHB9uSw$UGK4^7&sG}(xtAXVHSQ}1WjUO$+Z`nFji9ZKLnOX%!_ z6FVWT&MaqkdrIY3=BuQWP4Sv`DwGetXD~$$ zvr_dDGn&oAK-;|$M^GO}7K@u33g~(?!@|8!kRUTJ(Mb-G${sk+V2Zjy)g{RL@-4#@ zi5N(g51X{WX-p<0Uj0*DsZ{b%m*VpYB_AC)NO4Pi9mIbtg`^l~iSqNep|nCl0rA+e zdkz&KVIXTJax4cq8Pbf&&#ync8RSRrl1Rq={R@ltHDb;x`bTVler$sGmCe{slx}rQ za7)nsAd=Jjw?oxQu{pD6gQB%B7HwE_4IEJVEK()a>8PkiWY*AwI{um_4~Cxv!>Ix~ zg-TA$vpWYdHeBXxDkmG8=~=8&6Ud4B(-~-Bosk9aq0-1ct2KnQKJb}(Ff&keaLzk_ zdP?+6K9S)CYIg`+8;COXrK7jmg z9`+D@9)rED%9S>yXQ3@FN1f>nAF2LDYEFe~sMLRo^qs?2XBciYW*Q_6YZjs!%e=Vxv<%*w`|zxT|;wEnw6> znIo+q{5yNL4xzNGd3FVqRUl(is2n2@a;q$Fq>}_4Y`oy)T){%10vqe8&{5cN` z;#G)AQpDW%i+b=*WL8Gpq@1Li1f*7DbjmOaqTWd)W?==szx1>_l#4v4pNHKlJJb}PR@CAvQ1(FH~%5{AaEUs>TEg$ z(*Nre8L8#WmO3(%k^EkXV@5Ek2jRfU^?->>BELeg_2eM#gm|@$b9<-fVsPZ`%lYKe>ZXt6fQpIz;#xBUDLL{|xv_h`7xhas$gkVPiO<$<@1!nfPbnH@ zhj!?mqm-oD0aRoE^#X(TPRD<}02T+e{GZX>2oDLsU zjilPXP?oT>do}w>lu(FTZ=VOMq{ejYcp!moMk~JE-l6cGs7akY%%Y7$z-NjcMLU2P zZOk3-$+W31T{w}4DIdFO)q`X;bbp#yH&V1E1>K!q6T@w>eJAsw$E(e>^MDSRW``~! zeF*C(oZ6|+WMxG6p?{DYZd!*I6ip;)f(6j+>BQ!f{EnG1-f>cWt9D|U5K=d7GUEG4 zyG2irNcjY60olX%&hebicg!^_%!Rrr^{q6p?YZhSe#`L1yE#$a3WRbPgYGuf@-8pU+4R z{Qbfs+bm1LIfyAi-HVR0x4qCxZtjTS;8xaa&&}jj9Qgch;K$T~76HO=qf^0RUeDgM zqUx;aensEW3X3|CNHy%x?zvo}yAoFVCcm!!b!N(DTU8)^A=nSczp4XyQzY^_T~4xOPY{VG^tJcyIm~BgFMazqBj*eT{)Wh`u_*h@ib?h3wC(jfQ z!)oV#xotxr!fYsw4`g0k(?cDgYlDAhOwZdBOcbncmk4witv;Y*HL}(Q&X8PdgP|Iq@#s4?ww2ocXEpsT zcS@%k$i|v12}_uKH&7J!Am>|hzkd?BW_4$XbwflGzhh9CB5#DSY%EV%l5DC0<>qXt za0hP0XKZrH?dfQr)WPj%{-CJE8d3{i4M`yWc=cp#PH z*%=ZC1EyysuVQE(Q&%X-6m>7GG~~!O9dt^co4sZ7uLl!r9tJ8jc2J)hfJ#{L{(Vpf zack@w#!%l(dn|*rxm@xS2^k@I6>IgFukzY9n(gkb6_3aKR}G76c$BVQ68R$n{NLp( zR|0fMIus-N(G>Ohg(ZC>=U-wpG~OJIX5@vtDv@+2rqS{Qhw> z^W0qdolfn|CUo{yQcnLgJ-6bPsvmAT7Znr3%<9S0#k9)?m&Q0XwO#pwvPpaNIh$40 zE#KXZDe(1{Jo)ZxQMweLdHtbh%8#FpG|qan?(%wn-sG9Q$1GX?3R)R`X2-h>ec|*B ziaw)32HUi3QjYAJ=NF-IcKqn^>9_Jx_s$+XcR7L$ z4I~T~^j4XoPEJN_l-$}5KLhqIvSD**Q_tPY|NU*;qrej^2NP-4s*k8j!RK{#cQn3` zf9~f8AY_^5w0S?%AyAN?79aTv}X_;LOM^5y^IHE6i}FMnKX(aL}P z#0gv@87<=cRj+vV1i&VyaMY1!lp}UL^D~GNPfr)v91b4clL5`P z+Y`7bT5V8CTbP;cQ&c1!v{QQX0cg9VX(|6jG6$&O?CTrTe?nSueCtFyy@ux)%m%4a0cPCg~*|R<5 zoK@$ZG9|d}MBpmfjy6AbUz8{~XRhH{ajhj4LZq_eg@uLlK3^ZL;8iGm^XBr8IP?_` z2q-&W^m5pyYRR@2Q%&}+>4GTk&h6XbYL>>v^{9R4W};Cj%c1oU+!_EQz?{9YP9Y&7 zp)#&zmT~IQ=aXK;fZo14a@M>3&7P_cA1r8f7*N(MX%3KH2u7n;CyR@Tq0kr|6XWdS zGS{YY{MFHUA%b(lQotv*7WvT6n;iCF6-R;Otp_~c&%djvAccd9n{ZnT<28+pMqA!2 z8!ssM`#G0cLu6Q3{PF@Q^v_K!7~8Er4|82AO)XBGcwj8t%B30gM8~q7f3Bm`oV7YF z7H$ZFI-k@r2_6Vx$|$cWa6u&IDt7q8y|n(H&{D3Ekr9ixw{`XOz6}54J@z9YJRH2l z?E}XwEiIj#oR9-LHCXR|?fl)tNvm4cYz#fx_&8Qz&dbB>R}4D$sLz8{R#R8+VKTYv zdsB~Yn;S;M#B1>;kJU$K%HAfF41kO~JGGLkSIfA4xqB;S2irO@V>h@whc2XwOfiYQ zd$-A@PPy%LmN6pHl;mW+>caV(^_fsiq8vg&G6;V?qp^eST~q-AS9G1;A4}^`&&FY8xB$APLak=NS=w)vE2Nqlkjs0#Ih{2(Yb1MMbzr zMFujU#ewy6(ogDId&wsx2&r_FGrrZ1MTYwN`~{#CKd{R}`!2q8uGj1FH%I4Pd3j~e z&Zl6_8(*-ou>sYDgOjtap&|KJ3|S_dV;|0qSce|4gC~p;^%Dm}Q1AdEXM~pH1(RNL z9RI}G0nV(0f`Wpst}d0DS>JwUxNnoI$TQwK?qVn*iqzRejpHZ1b8WqQ>;4Y5d-o@2 zInfzFY~M(9R8qQJFHl`s`GfLcLhgC1!|YT3GZoa?9fDU&P{NJRRQi4hrwuLpd!^&b zbD<3l4ao2%^78CZ+`jpuWAD;f+~`@p1=}&b+phaGARa9(W>Xi{`@Xz<-H?m9x%t_; zPrFyOmv0pmye(>eW$@jTi0518iX5w5?W3`}zV0dRF3Jj{)p1LgE=4V^xy)qI0$IsI z*{kWH>+;9i_zg~4S#5vKd3TON@Az3h;WeMfBzP zBfA6z1T<-5W5bTOygn5koM$RuRR6LmCM88=!-f-Z+KN)_qr&d4;y5AcI=|8V-Lik6 znLxI>)nMRWiI(loI}@LdJwM7GndddWhL_hHt$9A(r`ER1-zL(VWsUuTbsxGG<&pPd z5gyvV|3bJPK%}-5im;&Im8(~^CvVoFjGEEti=Odl;K4I8bTb1oQG#?ssj}5_6qMoD zNWRzA)*1^}BZb4w{(7jVQDNA9jg{sfODjknBa- z%|S~Bk#lM)X-x)!x>NhhW?~3pB<5DYZk>lPA{fEu^5vT( z%HaiT>wjr!DNIr^X~4;Ne*UtSD_p$1Q4tYBZAsY^u+6YhU@oH?j*D`Zia6%3q&2>M zuDWSIb%59U+8Xgg*#@XE7-#;SUNNz={m&%5MJQ?OO58XX85M=0wHxe`$kB1*To^ez zG>;sCub?9N8OoeUZ^c%Zf`WhmF0($1v>LM{1|_uBd)&PUa44MGn{=b28s&e!||&e1V9HImOcH zh9SK8v3I@$s*wi^qCGH}1?_bcD@?JGEXkMAfpqF1nw7e$HA!pVg}m`-p`+ zx*7MW@2Zs8ZGnp*tJxga;B+dTC*-4=oTWIr{L4}g$=4Z)r_%pyZQRwcenMSs*SZH* zHjXo!_S#w9QDPc6cxa`VcP|g9mRqurBYcI2mAC~z_p6rlm2r=Yua$ax3hU@EJFVDt z;+*5?Z7unrQ(bC*{_!d z#|l<=E(z=J%J?sjY3J|9q~mtVe67e~_2bs&C!7|DXgeQwV*QPh-7!l%FnudCJg@EB zwryJ=a?sq$@}$#Raq`~^_O|v8+NX}4z?=7(Q>{*zYbowsAhOrW$x*}HLBZbcls(0q z;3NXg7C?G0VajVX-wejXTo%)kDH8yuHFE*Z;NUrT4@5VcJ^N8M6n6E|zDV zb}sVl{M*B+ zN6*?mBWmi58FCwdVi=6}lWuR}?~X~IsasP8A11Y}wABC9hB40V|2WQKTUCKTAG;V~2)gUE(Ll8N8E^%ueQ`1QIx#kBqBi?R_beKfu&E5K3hEZ!Ls_9ET zdm1mbR(#KGo5$wE620c1#&M#Z%ma888UWDv28V^#{}->9bZBnvqIhijTZNB}p zP-IvBGFunAn%CzodP(!(;a|G63P=(35JBWX8`O4-Kg;E!kQ*X zXbTsT=LGiT&aPIyGrzc%xs&@APj-m9}2yIeQi@9+vD z@0Kcaa9+q%KPD-1g4gO` z5j|^cObq6%z@4k8*W1c>K?H?XB_y2}PQl@z>#K@Osy|X(n)_{_`iKkuC7YnJ`6rkee z8U+ZO4gE=m76hi&H>5dXO&Y^6H-oH`P4lW=XiaDo9ce?XNqFyicEhQ9J=%#Bc~rH~ z+zT?|Fcu}D@@i>NfSnDklx}n^lU+I=3ZyVJ-r~Q905I;rILpT)T&@0jw)ri-GAlcB z5!<}k!tI=!sUK~73|+uzEZnHxa?h9NW+EZkjWi8z1(EQh8+G@xzLk|W@R-3p)lnkRMD2Z}$j05jIF~BEOOz}o>%=~)J&c}~~{Lta| zqth!%eBzxDolz=%XLs?erMlljG>LsjWV=SGKm^;bG+u^^8m)vPEk8zdp>z@A5{IUHLK?ITQy*ZH}vIpb_UFiGvnwdq5eVV_x^#dAH1zbXW zJE3egY_4J`8A_{X6F8OChU{KkMEuw^A$!nM zbir^|3h0~JaTc#Sc`~!V)$%4XjZ{BmV^Qh5c+w-ts=7XYtt9iU7TjjEgg{B3KtETb z@whF@+Ab=VDpE82^`RcQ75*A>4~Bp>D~`&9b~OI=-49m`USdAVzGSsX83T_fh+2wD zkm7po^leGZ$eTThNe!+bQkvC|feS#Ox0calPP=gpFn8@BI^(TSeydwq zPJl+MJ9SSgBV9FW4z`}>rwU^$Vy$gqF|up%z>!l{9|SY@Bb2Qf&1H2%R1#9Nj#F_rI1{l+`FV2IAgh@{Y> z!T)hjjPe>y69ev^nf2Q1fJL2!QukJuTf0slcXrvvDL6PrwpL~LCTVZ(s!oCp{|kW( z5(?rbp3SlwHWZwldm8xWsNDsfXD)&S_<>1GvE`$>V7sT7H2dN34K8&`dJ#=4IKWy18U2Wi0F7&0z`;w?$H&fBb#j~N2KLgP zmT7marI)I(JJbE_(#$MrcNQYN>y`r&#t0`+TkR;$5d#~i2n1o zguNHTx!Ry%occng!?=19WdgKF#2_dWXtDGO7uUb?c^AK`&4Zk+E zp4A`eF_JyKP9Z^M(f>8N&aUTJB4RO5tf%D>UB|s@zD1PsBW77)WNb#8V|?xF zblF|puD1b@d{mXPA?;;ZxMbRi*X+{jsgUwsB^_p6iwBXsJ8<9toW?<5yR{Pz*P3Q2 zP3*!H^7_tZz?mIBXF!F89NYlP2K3KYwro|;`Ldfv^vXPXJa&+-qm9!RKG0;(|xSEkjHljogwHU!2d#qToqDbLQ)C7`NC3hrxpfCxVO;*Wa#w{d5TE!~+ zjLmY3~ZP$lTcZ zVZF$O=(^_5p8-#lGcV$(Ydb3jPAOrB@3*dE9!J|anqweD2m3ZiM!?NP63tz!moN3} zdy(Nm&tyeqD zX8&tgJs`WyhltDZy}9D&@`!nJlxZIiA3ZpoeE_9*YH7bg4MwtR>7Le*tR%vu|zuLsn>J&h@ z)_&7mYd{NFTy+UL;l^@GDHaS{+wvGvMTMR=+o+mHq$LAvEe^`pxu^3cU2 zdrP5E9)*mMAptn5R9Jw0$JaqpWJVDSLlDpsZCjnp00UA(Q}bTE z8FiQ6(q7adc#&zW-+|$|c$!E=H_+^(Mox-TN09&|?fp2diaHH5tb+prGz|?C>eF3% zOx@Dam;xe#O>)*3{9diln=K)}8ISKnY`ck%kIX`nXmEY7wE;g2tS&VVb)ij7Fozog zJU_pf59Tx43(O2^^ow*2LXFR0Csj&wA(8)O3?YSnG6?UcUc;^U)5(n3xaZ61=a}mgQn!kF=%yf#v`l@$HYP6=`DxL3DBz^~W8mwng2JR|4^lj`TpzhlG1SfYJ>#>(X42H#N=3W#e(D?{YBjj2m;Aak17$d=) z(Qq6tf8RVZ)XSlYO2eZa*J>tFHQ;E2c|kc_e<0f2vV*iBqG<`SpMd?Yx(a6PTXado z@fk>)UVLk! zW6)5qKXCuKb@)wDK|#?f#an_M76O9+^D&Sy0h2m1Its$K1w_iA;h3VO zn1oHEPaoC+I)QrB^KU$|6=h z8qIEN{kbI9*S$+J*ufkfGemDJST#5OG?UfP2uEe$gbhwagcmtDtE*`446~sRRjh4n zhixo~YznRAGlE7k*j~wr>9%%1rni9{jk#I=sPh5CQm#|g01tG^yGfqqiBv)t27&1~ z_YHphcol7mgF0L+eaHV&F{jLHQXVad>5rG z0)~GQ)G`jnY?j5_HKQ2);vB8Ickfm!URwvh)pVFFey9a1xs0yPB{bSA#mR*g;2<4tpm2riGU z-T%)0d8Y{6!Y`Aw`QTnd7-UIy0O+dNkn^lXdfKYegY%4s3ONMJ*EGCvoF$QJGga3bLBcckG8$G~-l zVS$EsCqI82yZ{J{bh?kAbr&ZXa?S`DaKfWr?2a~g@#L4#NZsEXsoqK;BW&M&DT)!R zun2?oO%0%A(9x-cP!$Q(E&VuY*3GnqG5^IAl|xf7uqEijsPiu&jROSc-T8OA3m#;w zT7+N)Ola_5x`z)xY*@2$rNoI>i^6WnxH({GtW^HpySuxy%!^mlEm4DVlEAquFTiV? zJ!=*@Rbz>U2z_(RM>rHbpaV5O4x$mT(Vb&JlNNqNsXV52W=K%b7_}Vi7(z2Z4{>SW zntUKGf;uqV2t>Iw^_=%i0Gpd2t+qm%8Al?55bfj-Z%&KmG_tepwp)(1;u)ag;qIsb zD)}w}4045Sl6~-?FROBi+>hN^w*g8=CqG(51SH-@NK1h8A068x`I#{Otv7mmr#*>X zwEE^FV;(Qpn`86&n$AEwXc-h5`ugQdKVErL=^Yz3C|D2)B#;HwdYY_85;e639CS$N zA3uKF$%)l=-1K&1`KIa}qJ6Kf4ZD3zb-sLAAU?j??D`9tj&5{?>}p06fAF_7$2K*l z3aH9NEux^%1FAOYiVr2w&zkQ&If3{EsaX`7rA8WJ&~$xcU2y2_hDp#Oe1j;VC(BBA z`mG8;2r%<~MYZxPLgc70@QL3pg7u9h!O*X_we$;JG28W+l|u z2MFSmbo;4hR0I?hk+g#pB$PA=0a-{b8f*+wN~DyK z5>P>q){WAFlqjiE5(@l22eomA5&2aq5jiH;uy^!=l0YLot9q<$r>$h@XH?={=TGC!^`Jz!4#9QQLUOFuk@aF}>(| z$HInoY7YTwu5H9X>d+>1vll9fIkF@9a7_8N0Wj@oa)q5D% zChXh)^@m8C>ZKplGYmS@t7Q)@?bK?9>vqr=!Dd3{Pya|#Js?gY4<9~wB*M4XQs&S< zZ;Fd&rPV+GeG^58FJRw9Mmp(*6&qF23fYDWU+e=OF4!^c`5J6`RBL`f)6f`w=~u2? zL7<1)h`O%h(WCF-(V-Pi*AaCG06HT0P_)YiF_1XCb)>k;X0wQ00U3I2?3Ie8;&z`Z zUm4LY@y~6w&M%=<(!nt{GdEx~c^t6` z$nUL&f1YPEB8(CC0pm}K3m=6#4Am~Fk1uXMW7TsAEp{j!*mu3igFNQ?6)P%GsY58f z{TGt?JU4cLfg!UERB1ndgt-^K>rBYzU}cRiL3za1Jk^}@2bCeP`y8!6w2tpPN_NcR~gj67INKdEyY-htWZG zS`vPwIic>v*jc54MQHo|d<=Jo zOcrG0Coz14;}d8xf@*jc@;`;L@Y~#7Tr{%mN06ACw|MP2Dn~vvub_)$fF}=rp{gRA z4W!GHEjr|=kC{sLDYVHLgP!`uh4=S>b^$yTjfn@vLtNUw5AkUtcr^oEvI8oS(GC4r zq9E0wBGby#769Xw8IjVb$>DI=|hKF=i%l8%{o3B?C%aysbD<+V))>aEk*8MbJ6 zG31?JEU$BNhC+FV1dt#Y(r)D$+>~A-~#0wlx-oaz^cY8dH0o{NNF9s{Ct&ZHW zV;u8~(d061?j#O}KyYAgMC8!Y%cTFJTa-n|-kx#SFn>6zr|+7a**6$>ErHfeK}N^n z*O@nPd*jQa_ZnLiOrkcXX{yDrI&zfIxLKb zpV&cNiv|$uOiu&&Z>Gn>=o}3JH7zUSDE<8g$aYGD_YQO@+Ys>=4RWvlJ}Y=+GYzh| zJ@C0R1~~I6`ZN1~x?A*|T)Nak#6n&Z=ZZ`d9OpOm3o;Hd`pl3f)<54M4di@65#dT& zL}UexuJnndO9C{+gS?_`2NZtjr+_f&aUwM330!5tK6{T|IKvkmeR28nd3t)QF>JJt zPxrdY?ib?PyjlK%F#LfvM}`0OQLOh4Jf!*^n|@_I=pi)a!%(&<90z|GI@tD7>V$Xh zyo^pmIOED|_FwsW05Ri<6DL3?fgCQ-YuZhqc0`|HSgnHU4=O13fj+2EtbC<;DouR% z?%w>P$ef*O)z{Gh`J5T8<`s+vTy*4fA_cNR(urymeh!V#nyF^GP)q?{%}`?znO#Hp zhxFkF-yU1V}iT(}-ijMnMGiPgB{QP>5JW4wo zRY2=!d_TFXUOszoSyZ#6v8w^{5`cC?pjpt*v1bsch8BXA`XHpXMv$oiiwtO=JAg;= zk&pyq1u`^jASTNM2CtsOY24I*t%SX`nb}K`DHKrz2AdD=fXRH zBdm7}4`f^TXJBD1Koc`(&KwP-BA_Um9b(h!4>Ku7RGZ(Uk!SO!O;Fd?=B_Up!%T&I zgR@pw_@dhuW(_IA zwlz0vs2@$uHsi=|Zf-`GB0$UlT;Be500%usy<6I$lrR*lkU^^~L9*K0e=naka0h$A z@dXl29Pt8~a7^eVoOn3s^+c&Y581HFqs@B{As#z?=+KtFtz#n%TbZtwPA~o8k&)=U z_-)V&G#vb*h|VIkn7h*F!1c1ts`kN@23w<%qeyIm3=DbUAW%%rBId9P;p3{b`uy=2 zFolm9fWAN~i9kFn)U6Pz{N4x1E(U>Iv_f5h_up?#yU_{?XS>XzC&$i1c!G(3Z)~41 zKN=bX?1%YPb1K-Z|03rZ{f9#HpCh*%5jgq6XYXL({Bm(Rxd0fx5; zx>kEa-_`a=Y6LgTQ73`L8<6Bg@mPq$$M}dqaN!EBaU{Zm8&>oDVFpMlS9@wy6|Fg- zpg~0^7yu)qM|Me<*yksXpM52-n8*=k)Zh z4MCMg!~4FBS2qVvq!-Av;_-nRVbA5yKf!}G28txH%%h-z0rPkGdJZp7Pru+vf3{6^ z5%uvBYy3A)wR~koFDU3`<$?Cvv1`}QPwFNUrGU;r=~mvPY%Bd|6) z$zlOU_24WmyC@bY{~Yl=&#Rp^j=fNLQ#rWd%_8!&_(OxOj*2J0t3~v4xMRM8&KbZz zkc2(WwUf2mUSR9irwU;^_ywTubvUU_Q^B2g`XMr?SQgQ2R4Xq^(-$2(Sd;Y%B1{Az zHc%)dZ|sidL#D61>xT`M;OKx~5z;H`cZESdG5njG7ilS#!;4@AKs5lYa`8cl*hA0~ z`TflwRA}!|bO5*NhO{jxnv_*Ft6D-O$G@>4WPl{e0BE)84;b-)Uudmsmx(g2mFvbn zmU5p64U>jv^pOWQq|qO13XVSfTmzV;m$QeAd*CD`5h)1JE~36e61iYXBMEs1nIl#w6)HxuS#!i4gfNQ}+^Nt0}ml+g< zXEB{pw-D91N6ACRH~#had*BMIKeJUp;3W<`0?`B88r=Z!(r1nNv~JR*1mG$-b%E*0 zguEo3g>Ur)sM48!uBKmV`m6_2eGaG|?!cmSLXp>~CaE2Ev84mW6C}@C+g;NL>(b0b zp??;+6;Q{bQ&L54K`Lr!;7Tb2ts33DOkemo)(_BLJ61ppKq>`wjv+9s_4ZT$d|1nX zL|V@gMjbsidF5iJjF{pUzs=dl!7#Mi))lcRj*_TwgCEKN$2nQkJxVaZufAP1=uzk1CYsEWoQh{V%Io>&Cn2HR4w zsfUM$BTbCX85efZLDVLbIsFM*LIv%6rOM3-0pt7dkJorsJu{?XHYzv}mS$Xb!-hB7 zIg`gfXV{pdAD*bZM%4#Ek&<+`>*ktQQ#xPQHW%l_`yAr&_UWnS$Xj4>N4)$MS^=yIEOn z+S@};etH_2pvqOZwA3PfcNq=KzVyQfOY2^cnN0ywQJ6wJq6iQ5o*_^^g!b?AhJac0nHV%k0^v^ zXf||{tN;wD1!RuaJ+37{b)m z&LstaBEEDa2jo-LoQck;W)G|a(*YCg9M*a_$Xpj(c5<46KGZhXb!#+`m0uiu^}bF` zX{kIHxcUXTr%8Eqb)S9+;GtVa_UUi#i&1F0j=_#lz}Ep2T95NQ{e zCgvBeNO-yNvs(x(K60nALzC=Dd{kb+!~f}V_$LI;7udhw2Dgi~aqsTkGDNaa%0M(t zbj*-mC3=4F`6i{pl37A&)c++VYE_$!TcLXxfHfq(eAy48Wtg0{kc5oSV%xV8nqOQi z($j(}dQkhLTk&)A8LwY}C&3~)ekEiFeDymT17M(Jflu=ov0;6; z-jQYSj#dE#fN^K5c-{qV1khoicI6`ssr`3BB~tIQ?GWr~o;znk&}LN>K)*v^p$UEV z-GK(5p8e;Kp|P1x!uciDJd!SULeC^Z!Kj^zxh+HeAMUKSs6PG=ji)neD3G(Ppy9zZ zff~=v#RbTW(WzMU5AI1F1r*mBgCUHmGoJ!x=mH?GsCcPnS)Jqpa%8(8xGU-Y$jmQ2 z5mA0$p?;od@8P+EVuTfED+~+KldtWBh}FfB;`1NT2kx zygPt2HX@By*?sjo`?FD`2Ca&>IB>K{kp?93Q*^eEgDJ5U{{AD3(uFfUV+rQM zJUnS+r+~ZIFu=FMtg1rY0^BG}kLMQ})K-}%Anvgl05$ocJFZ^Q1FLcnD*!RL>4wfS{%eh$^VfzySkz zS+@ibDXg_7@U&n3^Mh#FLP1m1`sX=71IlT*CL;TvIP~9`3j8|`Q{b+VkX7cYr1(wU zhV}?n@>inVGBePPsaZzVd|pp$L6TI9-eI!u$WrGxj;9Mb(=eDbRMiBOEg^G#5HMOp z!w%vbFs#y>CU6L8vizXh!|OoDz!w~R%h#?I2CXWHd89WlHSCo?&FQ-OxGeMH)p?b^DGTef{o5 zz`s7+eeoF1K7=gI*{IctnKj>mn$B|a97_CG?~J0STH&@DgS~sk8m6D%JA3x@3A%b5 zVOaz6g^<_+fklXJ;b6m4`aySXntlwfTXRxgn}3WO39O5H8qV9U`@=1^Km!GcU@F+m z=wX_vMS9TvE6>v5E1d#3%>dp6$QDQl3T7zRp%9criC6tx3e`~+z+sB{`S>`{41?AM zu;T!)Zvn`KrRRU~Z|DV6rR3%?_Z|Gy%ggE21^Ucia`!kXCr2nuU?q%8uVY_*gVt3B z9;?kwI~ATfhMXjkEAJJecUZ|H$I_772TN6iiu*$;^&x){An`TG+)>)WN*+&QR8@q1SNWXDaBot z5X!BOpO3VguUz2+jrJ+JWO$cxMM1T1{N<-w)V*@wSXiuowuFPX=k9I<;Y_ z4wTNc`GiuUdrKVhWbgmD6cP0W((LNht8mbXDz88rpmRP~s~aK_JdmabnZ=wEV*B@> z4RS*0$7$!7Cf(Bt}JGDL(p*hqy#dY$RwwOoLDOLm}B^!~KC$S&}x>poP0rl0qo#zIT_}AnB z=>!R!u{00x=mw=jeBy|031toH>R7N`6^J4Mt`Sm(>>?juH%Qt_3kp(`@0mFP_kr>? zCPVX;p|XsOi(AQTn}3hZ#V**AmPp3-C!bB>1OX+GZMkzffndPE#M9(PM*VtKbmmep_3cQ5&EVIl;dUq|JwueT6tjMAn<&3Fx%mFB2099=Y^%?Zw-04rZRM z8$2X}$tB4)Hf1O>wRAw1b;he0g2{Y2#pBz*9*%!PXzfOc(H~)GAVXC~2+j7W(P%r4 zM8H@%AzdLYEn6z7O%mf*dru_k>&m|Pf7uONSt zC{0j5vJ8+IpbTIDPoqH^wxci*TM87Ezn9sHoj_cON1L8+mvXP(9H$!3F)>LKIk8#K#vQ0D%Y^*jW;+l9bRsLM}NG zR=aG)ibNniaJT_>M(FQm4lPS>b4fMvi7=LTg7w`Oe^ABH1q72z7^p08%)JG93gEH= zXvdoQ#?i|E{6@Y>9CjYS>GS5yL2jJb*nM?Za(dDVREbg9)RD@$Re)E1>c?!dg4d?8 z--BzG*;mMe)~!0wiHl|O`jKOnFO;LAJ9hdr_0NH?AbhMV5FJ3|z&mnZq#8LELD831 zpZ<|{d)4aIPwoE(_3{)zY{3nIh6LT?`>46vl?b|@TTJ|E@GItY)TZ>{nAwZAJ7BIz z7Wm;@NWIaY+kLVltv23U+=)OJc~`=RXkmwQc)l7D*?WUh=W9ZVXSXJF0dm1J%>`*d`DB2 zoSdBKWyh<3fr&ER>Pamw!UG5DoEYOC=q|vOW!OAJ&^PlO0Ea_V)CvD!A!9WV9SS%g zq=kcFOG)P=>Vg`CB{OpoTv?RB8}y(Dj)fEx3T^ z(tzP?PNd!&mDq^N7n?u4t{NJWD7U+jmBbCit6S>nIbOIRW!NG7CC99w@X?_(QTJ^E zkYZsvr(=;Gt4gwcR1;L|@`@`L!cHYMzTQ%gX4l6uY%gkyie$$Il}XwVk0#wt<-?0^ zq`~(I;F%!A6OE}%(3Zr>@tx8n@82dcHSOC&{X;((>gT74M_o*c2;jcOzhKY#YXCv|X* ziL`Xg6on4|*P_rk+(LuFtAIrhAX7SFCr)?xqJ84y_SJp zRGarl(nKNU_Y1BHuzV~WVo@5FS+zFMlKCpqah`Vjp1ym6h`2*$hRXM=tfX?O2uft& zLV>5K++V`U9rk_%MhNHsP-V>ikM$?PF^vS;#xjCM2Xfe;ZKk>t`@dFqq%H>w1YuuS z@{&!8l+Jn~(9RP#3^B)XJ`&-WorZ-(5(?aq0O6V&uhPx>A2pq0{B75uxA9^8QjQg$Z6Ysu--iEZss!INbVVSMfQ87L%SdGMWa&owGm z{xw%dj=_w+YL(CNCXY z_qGCkmN!$nK99AM#(U;sJh?QZw!QvXN~bv)7J(3uDxR_dn`340q(Tarzasf9yv7;h7T%m*;~8S&IvKMW)$CWH!D9+`qsQx4KijSP8&4rO zvb&)4zC{XLCVI`Ae9E-=VMtYlWJmHj*HlB@O<2a`F3sHUcMC#mn2w%$tO9dl zm$W_lcAa^ZZwfNDZ8tskl0g$%>vJpvA-Fxxd9aqE9*q5Fuw4!R&=TQ)Ola=<{m z^!}d<#||Q(Nrq|lyBWEP&o?MTp?@wEWPsMh{ku8{s4G^Le&1S9VE_G5;&6*Yx}3fU z84LgSwHR{j|M7vgtkQ^M$5pjRn#P*@k5Lf?@2kdGp3CiKmS@75KbH38=|!38_j^%V zt-`$iu^HGvr3@{O@(Rgcxr{~0SYGFDw4A3kC}X1kydb1sO{e#Ya2GJ@X+YgR5;ER# z_!2ZgJI0YkLtQ^FHy3!Uq4o+wC*2`SNEP68RUnT7<0OvWZE#e@oAMIRYF=7B8)G;* zu)F&~yT4W1_o3w&$bz;OK`O=9&(8`n(y-KN07$2{`>In;N=enAwgeVp(wCByl(eq; zJ5rH@&!Q2=62x`}v}0YTH%1Oxa1x@T?zp--pmD@I7E^^R3b@|A+euHjIFc^vEku9% z9kiFx%!%p(ay-w&1INm+hB9Nx(#8WnvMex?M!F#jl}C7E8f*cP7lZ#V&Hi-hl|K0o!0uxi?t+tE{ng@wf(lp{iyAF4vN8+Ap}Fm?0h9DiTcP4Ks^2wizhQp!hTNVP7L!@_!ND5-0;8;Gt8e$2>tGCrzHz%=b7#35`cf zad~+;knyM`BFTPMU-+#k!5?-D&e;4qu_MS?2~p}U4Lk)yT8}Y|x z2B#`;K+(Wu_}6-kXn-rp3Fj0p&SyeP{5rp@a(B*cV_(P9l5QP;j=meD?^wbpVj}~1qQw`G#}^2z z<;4fQ$rF8izAgHq{o_A=X>;4Po!houDi1FJy*+7@Lxlymol1oqwe**fWlEgeV5`$q zX7U;%E{B0{h|GIRcLMfVjomnW8#Eqv2-;BUTe4umB{18e$fl8Q2x88(`V_K$ekZ8C zONEi4-fafXY#=tQ#+FoTu35H>WZ2N|KsrBr8mEw7Z39x@F=beSi|Hzg)LEGwHGB^c zYRo$fmD;!N{&aTx{c?IRa4;t8p#cd5C8EbIO|xgsLMe|<{;L5Ex4{_pS~WMzNSr+! z?NmWvFHtC*1WwC47F|y$%309{nXbNoMs_CSWGQiIyXFF5>gQg|DCG3&phs$i{#F-A zdD3Q9h{*a-L`g8901R~3lJyXlvu#$Ah42yJKCiI17%2iDNKgJ`rIE{uxNJHg?R?l9 z-r}0wV~;8UaSq|1b~jv@!xnrr`vZY&NcdatpK+9pDP8mL=4k(BFF-F7yuO2DK|=fA z9TAyBX+yUeLdE(GGb_{LGYvKR(`V26(}#X!WM@p3d)TNwIgh6uE%5tij#owlx=d7S zQ9i`Zlr+lw*3HDE9~E-+)u^e`%n0eemU)V#puq#QJD8dEfkgsL572sQtr?hg^&3IC z?noRL{*Updrq%vE0|7jP<6_s%TPJJj8%h7!2p0V&YZ#F>ysXHq#Q^| zG)&8sBaY5KE4wRKo{yKk$Z$Z~0=@yE!2YSGryUBYlU~c~xh;Y>sE%`#OJ(z8#Ix>* z*T*{^t5S70qt9>mppdE-k()i!kaejnlqVshocx?tQHS5Q=n&SVUz?+BDTh>Oy+;l0 z*VFWs90q2`5Zmfd&#`WY-|^#a(3aUHYDvtcZYw&IJIFLA=r)~LJD_fsk%sBXTl3r;*OjjA`%2Zf7A>$e)idiY9x4Nv#Z<~!O*=Kz9YMc@u z!O~ok>U3xI%9Z_{)ukwuB;1q9R~~qW5|xi_$68H?yAS?!32hATOafCF5R-p10DDF2 z;23XI+UWAF)9!LmeSB70|Fz9%FTrSTUow5MeQQMDKYpRJt~ykfhIY`Ty))=8ld4s^ z?FCla-IESqbLe;cq0K8gkclbhbYrO4m9JM@?0gF2I$rFyT_iSre)QKfk|3Jpk5u%;|dN4gI7%E1UX& zpM+`~$0k}P@KjN;Z%i`qqKQH}>8nW1ZH3vnT{>Omk~z2I676T7wu_-^&JCtd1Z^@- znI%|ZQqt4R-mf}n_X7Ybp!#eFfoTH%B;^wHslw^w5TzF9P7r(h!1aa}N)Yp0T28XZ zWnGJ|ee;X%s?}$|@@<^ut2wYL);l=xJVa z%R}PNj@o^^|3$r1k-z3@bbPG=)(%ZQc4GCeH1_9lNl5_DoFjgAAVHfDdG;4*M|i^{ zJaTehY-Eg}U5JLA-r`r8ujZ#k>Bh@iB<84jn|LXeCO>gZRxyb89#m#3mP4{14 zsH!=ikX89=bhNr-D&B0WO&wI=6}T_mj5zIVtsta-U!$EfpgxWcE^!=f=RVsEp0MoH z%2LUq?3={RKEPXGvSWKkQWCd!k@jStwVYfDdRZfqthB=A)aCMnruzJP^@?Hy=d(CI zGjDUeG2fk4cvqssm^uzumfOq|9o^}YGO`n$)yj&e6Psg-*YEo3`YG=8yv1k2<)Q?8 z(u_W6TJfrKL1CnVnVrHR{8Pc^O3QB4qRnFktBzLQEiMi!DXye#dZso-Zm8qA>XeVc z)cdnR(UY62CKG+`kI(aHoE<-@ym|i?h32E2;kQ&16Km06+lh9?H`goE?S3tpr%O0r zhH8;@B0VYmyqXj1KG_t;p7WbZ_$wq=!h&P$}4?hZe;P#^#L>|8?sV}UTn-2g@wx@v++ zqr`=GcR&mcfE6&E9rLm`1>*Am@mm~YOQTjyjaFv^Nj_`#Y>0?v(F-neLEltwGOl}< z{fF4#lj%QZJ%17&z6FGWlb!8LdM|VxCS!ibOfG6e{{uJu-~I^|KibP9AtAACTNJEq zfRORaj2t3*N@6=;=}baW*5QC_=MzGhJ-aTNPrIP;crzuTQ| z+_-_@4JSHZwMhcU{zMj5=X>jhz9Ac#Br4S%-SAFWNtnF&x7{S~n$@e_z?hn=j?)?J zf|8TNO=`T|zXHEFBl}ik`Z>$NZXZRMsoEB^*BmmQ4H7p_fVj~R3cv)+wP1QF@h+i; ziC_-><@#Wp0TdRccty&C?9*W0EAqTgSP@esXO|}GbM8QgcQqVvf*P+41R%_>`Uo0B z!ETX`;yWqP;i!u@u3p4Fw6W=wjO?|)nC%oWLabtf+`p!h~mhK7^a ztlf{OgD{(qtr@bB>pt8*`0m{i%k>}^_=i>s>X&?@5m1@wra{>S{11qC5;IQ#*awja zkOVYtHUbn`paNkSVB&UV#QcIMckxL)@rrtWH!N$+uEw#c0EpsiM$Xt{++o8I4& zysz=N;MS3CilH9&x0{8X(m30#vfM~F!gZ0;cjx8OJNd%LdB%0bvrX*GYD{v12Za-p zt2;aPm)c}S_Sg*VZ^GHxbMNv@z6}O*Vh_Ju^>ewX}bUvJU zh5l=-0>m~|m6a>ktSR*uY(q4EUOG5qo>Y<(6Ir1rx<0Yq*s(MIE2R@Nj+T<1OffgeEa-TZLg z2G3nNNVDrFei`oZ391f66ULJfRDjJ?0hT9fAR|52k`DxOPOx*8?9#Y0IX?1S!o<)J z+=5?lih~h(ljY})y0<+=WCG8lb@!nZ;y7!B!k{e%zcmEQH`x5T#;be#Enx=N%CLs` zEOPUJz&VSzf=X+&dkK?`m%Ybj6BE!jpL`f&Xk?Vd6Isrgb&^Sxo=v*9HKTIQxGxGuTS3Xg-J7%8WZ92J3w9l1&vkrw9vnhwS~L%M zgm4m!IlHHapqb$?CUlt>lqg==%(ESyS~+>wp|Gf|T*VRs)PNYO2R&UEvcWs>ym4XE z&&I}ys*UT#97ZcA7AkZsPS1WU;_|@37abaBH8t5&<)0odT%3N|xlCSQag{Pc1iQ6^ zO;5%rX%o zlpGu;dU|xHK3%*Wg1*5>FEUqZN!!-n+$}UIan9J-*uDjnG4p9df7u0{_w!S9R(M(3 zhmHsEqyzK0%wb9^MnuNz{F;tkqc*p(0)hl|rL2V_0<1x_gx8e2heohxaSj1aeuc_QC)^Ae;X9i+6y@&2gk801dguB3)6buU?nFU zXcL&x^R|E24#HE}75=VG(qU8ytnNxmdn|r@eBPT79nE@k_T^`Ji$yzMQrxGq1JK5B z^IF==mja9baj0x}d|J&KlM~1xSO@!Ue=sTq2;7ELbM9&t_FUVbCnCis`_57f49-H( za$7P2K&we!?~uKmm&nr0q0So^(XV!l^$Nt~GHhgP}>C&Ss?*D}f zdEftUsE`GB3k&}z74kys6_%5ErZtDuYZTQk`6SLg;(c9F<-j}5RR=xNc=8lq#jiSb zevz{2cIP{1ED!b`(pdKH;z89l%Ty1j9$D$0{r4RoCXV$|EgozU*FXA(jX2d_`?7JN zLCqfjMwx~LeU9MNU$TADzY2Z^utpM!jQ@}SgouETG+!!cES>^u%Iuu;OhB(Rn0M|t zxO4PYonu3Bt53@I>_Jbf^;uU&G%lHRqquK>_DgB0(jEIPhno#%G0CJLxjK?N0_Bp3 z(*0P706l_*W)l34BQKrdNnxP}TQ%4Krukq38E5{#c#@af+ucJZQRDg-MD62W?he(( z|05coS^XW6{@xOP9v*OK_!s*LX;kgilmP{dFA=m7P7Dv%0fGcYS2s5|bYc_%2I4B+ zl4uUp<3M-4=chRF` z*p2RY?|QOam!@QYyUk`;9gqIMOCul53by*?zwT|jn$h*L6vb@9e-l)P?(JSsl#K+1 z%G#FF_;^&?1zQ>hH3s!&b4Y3r+C5@o+B?z0?{pW?V!-%a5}=4d`UKea@on4o(}5+# zzVEKR=LeAL+s++Fe6jbXo8TO?bpC|HOU>*edS1Kt_(>)W*@B!6o(24`iZ&K@k^a#8 zd{W@TFQ8>TGq6CfleSHZ4{?chr#SV#U-Od3=GLo|cMaPD&E3MS9B#qrps-nxk55F) zQLMg+r=076W_)z1K`%91}Fa~2ZXl6hhIYtqW-|W71dy&Ilhw`l##{q{we0%Z! z&S#0u&L`E>YVPxAU8);IKm!^LZ}!4+bh#mcNVNF$Z66WxVx0_7hGD4^^FyH&{6rT%DSV5&Zf+DbRld14TQlvz+L2*Hd!)&O zL@Y%rR_y5;cC&j{AVdG}ren$@tASzH-Q2~G~*(f1XC0PVN2M@PbFmrQ_ z9d9-}@aG^4e)a(#r>u;OJ@m=z%+vXeI&c?YQ-$}bVKxTXrOqTE@iC<~Kb|=2v?(SQ zal|~T&CH0D<5cq;S|v8<)oZHjR}hmdKJ;0;U3*>+r>~%As{@)E_fYE2JhDPL+RV(X znU@+olHls+et55hHlKWjpRaai>fjcJAaL@z4IhtTgF)mFK_EoaLy>!9vQ27&{K$A4X5KUM~y=Y zM|HF!r4c^=_WG+VH*iAfwE zS?xQzb#cDAKR9K8jcxXGn|$5Cc_Q{X+?Lt%7JG1;)f%T1G^4X+AZYAmYEkEgWlDb& znpEUV_S^Jsbt)_hb?6~@gTA}T&Q8i7nRnSbty~xd|55hjNgJfPTX?h%WUB_~p#_d_O3D*R8dCdiiaHhGWv~1Z z89{Kq5x`74D4)xIfJ@iXPS}=wO#SNkB)h@3WTY_y1_6&CQcmD&QQn(kXCogZk+i9Y z$GVs%5#J?nwko;pWh%cDYlhedLC+xt37_4&cN03S@eXtdhGxjBt+8+q+0eu3Y-pe5 zB43f`tL;jjm?^XK;VgmXG3iO41eS~Zvlf18aG1p)%}{Ux1b1txr;Wua8K--!)h4g`#& z4HYTdILY{-`Q}BPPa%OhDBt(O%TbmvCcpIzzU!_?&H4h(KBGeo7Vdk0 z7}x`k_EMjAS4U5e+S8zUOssWKs=6}Yu&=PIKE1l#w^nx?ii3ON$3X;MShAHT&0Dpq zu6sf}E@_pG_S=h;A;#+W``|EA^tHtxxB$y^XZAnMd-s)8+6LH-&#{>jR%-gCYyU_h zdE5}p?g#GJf%F?<6Im)-HYi8ixp+$7^J3!KK7@WT!T4V|f|Rq)yt*+`Q~k-`EzD3X zzR8Z_m(Yb8Q^C!##Yqw1(eqD!*%gDTp6xox6*eM$-|NtXm+Swa`Bh$A|FxvQRpZnm zOaL)c@(;^gDM5kD)Pbnrfw<0!F9k#(@PkF^ss_%ZcGn-MyV#ZF=SLl*RChj0T4HUl zyX9x4NM@s@t?el1Q>Yv=tmzoJu zJiuUg`+{x1Wy*9Fd2G5W8F8@%YVZ!vb_voLEu?niaSlC z$GG$TB$<_M-Et$(X8QINRm@>J2T)RM=t<15Yi%WQ03g;k7>!k(A;rnUXurVl=Oe z=TpOZ;Mr{XexDy2#jY;n z9KIL*@>GJBc#q}}*XA*(Q$8i7$gxdde2$C?4tPcPU(0Yh zu6og2|7fZG#E+1~?}j&_U}qa|jXbNSz}2DS(Qh3Erk|^PTuti4$0vvTR_d5RFR7+n zu!Y)VWLR1h1{+oQH(Wq!YH%^)SEH(T13DSmksZy0G0B-yV+GbzMPH>K4@88xn1=W` z{)ib}9~3#&5`CQX%&JWyf{d#Z`-O405qEJDaZP zaaTOu7O{?;K4KI_S{)w(GjsHLbn34p2b1>cduOkR*z|jQuVgKgSc&w&Gu_vYcJR%R zM*s!xg`qy;2rwo>eCU^AY`@>zyaVd(HqqTv=4~xar(8?@ifp2ljYo1nproAvEhWx` zcowDw?C7*N-Tx*F@hzG>@t}tQx2RHlL0!SB|30M(PeHspPyD@s>LJoUi#aD;Iq;WK zwP|sf7NA*Qs(+~k!857nf+KpW+bUc1G>oM5U7ZIh5Z&Gn*V~!XQ5YF} z1BSh7HLVM1TAwW1w611Q`eKd2J=-Thg&UBoS+Wjk??{sKCo`k+{zLGj*4vijp`txK z(ITmtF~+4$mKz+fvMy4l;OT=tI$U$U;@@74x_$Ai3A5Y#7WPe=M&-5@O^A3X8)AZA zvG_e}n%F*@>5waRy#dCXOLr3%EkYV8#GdCQSG3bT9qWnwj738$+n&8{wL!{9muJMR zt08j?xQT(IRVB0wNdF@h;J4DD!KRJCnHzf2laN*bbo}lR@-UtW14v7pI8wbDBGFR) z9Uq_Epqi{?^+!*KpDijypI%%%Zc}GovcK)t8m;`IBEjH;?Jd{r?{1=7ov@4f9viWI zAS8D`19Tt@H|BP3l{)49c_{}+cT?=QXRj+h9$llkMgDpD7~g(}BAQ%+@tY6iE0M)Hw3^QYG+)^Bh6c(Fq5@umPU!OBnS;8`CsHvs}r<)p8a_I z-BDwA_*#?qFJV`(a_UfaXPk7ZBln|^IIhBg`WypIc>vmLa4a_O z_3Wom6`nsp+N4M121qshHG?{=2SCi|o+O=j9Qo|LJS6zXkO&t@-*l!JO(#DZdNdE~ zw@USPAThB)7(Kf6CjDXiD>7}LG*$gKIj%Q)N$TQ-*?MchL&J2Y)SvHhWbblhwt_Rx zy`9y_dE!GIF)^rSIp-)u#7%T7M$%F+)Q+Bv}~f!7@|v0K#G+Q{OOVT0@=^SV9xL-Q2{ zQ-~6XVik(+u}R9vrt!c2dL5^|#MJmNM9*NFX$Ap^NrrJZ5=%grzzj};v#j1Uj~$2u z^x%w^8;BRAj&?@Ve{_wQ_t03 zVFGq;w1Mc3L>2|O4R7O?SLIwSFLe446P2kV&~Ppufvjn~Ea1Ha$&H@6kE(zmoq<#j znvtdgusq%jx}<7u8U?>5>+025sVU$qpOAMN_1X!yGCe7RRC@p+AuaKj>J1QI@d;vT z8o_@6p`RYYu#cvgEqakppGwX9B-9&RyY-P&sPE71EWP0GMcV>t#ZrsxMX6I-CQdb> z0f!jj;$&HdED7*thHRq`YIRGI>jQ;$Gg^R}PZpGe-_yv>@#ow5x{78AgGZ8TjSTI; zP(Rdb3FGbcZ0h4-76UILY$4-_SU%UXxvdoFi=Lgen{E6g@kynE`i57PnjDu@sPe~!8oe>IUmwf@X8EHSuPlc2XS^5PgPP}-Z)XxkY_90itNc^q~!LXFAB z0j5DXU?G5@%;x9Uji>uf(F|4~I=XF|4A6Ye)j zL-MsAtyBn4fvWF6+^=PpzU3zxu<(LyojP_Rx=}6!5{cuY_^ioMqezofaXvn|o^PAu z!PSdC2*akT&PGZWl!CAbMvh(v<^Dv21kc!!{hN{ z8X?lLwjPE-1Zh#WMSD5=owDIyj*9$MNP~lHT0kS+aAP*nxL9~)rIK-7NL?0Uboc?F zV*qDzzHrDSntYfRZ0niOAz=9~?iFj+v^}WBIhMdlr-ObuU)#)1d8`0O?$I9Z#7kwH zSobvuw}Yg%UpxhAaV7qgDNH8#qaV~jMx*oP59Akmtq(pVJ!W0hGh0;DBX4AJDHB2AGl|qxRJ0?m{{&9mt87d#do&p*=rG9lmPpG zDZcU^Bl0iO?oh48@*NAV#ks-HBRSISmAh(3CUY|yF2Zl461Ud<7h4eK4|nHrA*sNw zCsS36gd%bQ_8{DFS#z#hZjOgv3d1z9nx}_Goe#oR&ULI0yW8HY;0qo zyeY;yY$^09x!1)G?Ja=vQTRJ~6=(#1_X(ZARclO4h{6f`i7zCO_Iqxe!K{P4JR!;d zOB5X6G35!fx2FM$$ky7{CT*MD{6Ly7?Z>7@^D)3bw)T@OCsHEU#XLc%70FWV<#{SD z=)Pe_N*5B91FITfHMhevNU-mQ1{jiPBPRvWhvX1F$1Hk3S`(qR0AC16%k1T8V~2Yfi#g0P(PWG4fE9ie*Z@E z^u*9eSv55^IL-sig0R~Ef2|KL=3eJATFk0g2becNzEE;zW{wOCI7 zs(xREqEYCziMe)P-z0Q?@?jCcQT>>McJAqs&50GPU;UF54MO`&&T+P;GzLOdVEX;w z4YxKuPRl2oK+a6m`#4~AK!Mag5i=9T(dAXg+~SF@4yM3n>NfW}&_;jVl5*Gvehm{7 zcPe|~BE=QF+fCipDoErnz{hR#X{Xl9uEhCpa@+O3OK22ek~_4_drdf(no4V3dWyXV zW_Kn;tX_-MY2p;ElrhtbZ}RS;3nkeWA3}s&K>R zX6l?3sqFW{?#^Obd643qy5K1N9v&|+6D>Zv?fUoYl}CyS3+h07tpt^L#+21OEZW57`j#>8rGdUC{zH!LnxR z!~1n^hP9~9#-ApO$lwHBV-8KW1`Qb_Adf+qfGtxKr@qg40zMszd|B{|nVm0!;RP-& zUP|a!Adl>*N9}n&Gf~5LsMVG3Zwmy?3{G8mkHw(l3qZG|t-(2xyD}~4fX6fXjkI0o z=H-Fp$+l526$A$Kd!#r|ZL!;T`STUj(FC$Ce-SWH0E5Fvzo+5hGC?BB$GGGIiKvEy zBbw!&rP>Y{4zUx`YTH71vjrH%s_9XT6WwGmX_GFhVYr$g-8ayvL2(h@USU4MEIS0= zrBDoco|K8RI=u%R?u`*`Vi?Cc5i-|g9Iiwur!v=QONx00#+H)d=&yUyN$8wdrg5TeT=yr-2pH+P|OC- zX1hfrI9tTfiBw~AFXvl+;X0FIw0t$`w93ss+t~Hsy!y>e+uXSRX4-ZC=Fg0blQ-tI z7#-GYjY>*#OijI|Mk)PJ|1nK*sg2kxByKs2&;E^lu^Gp0F;=}IF6hWTPL5>TCJO9jpCT9rOD#p#Kk^j$o!CiBiO_gxqpry^_Ld#$H>x$FY^_CmJPn zJNrkdq@J#88zm-c8DlyYtdpdF=M_b0bc@yLTOs(8#?KOI*Sp&}h51)89XjLMJSZ4< zpvP+XE`G^WoR#Uo0p&6B({orEH!v$NWRc{9+GRS7J6*8eiQL3-56@|Xvf;{j`$xGy z|IVj9Uuq`0lGwvJ%&F|FF$2UBxUVz#eGlA@8p8Izo?i6>GJ~lTguqA80PK`XN`a4HQ_hi`V_0}GRJ-#o!!HDNMGI8 zWn7TiV3w}6HnUM-JL5)%Z`3i@5?e@~uOvpi1aH7N+cw`xJRRA0@E8-55bo2MaZ_(N zo2j4YJy}3EjpMjm2F$;>{b&D2YQ+4%`Cez@Aw_XsLcUJ!DC)uE`VBsH zZW}gF|KtImIkb7ve>|0#EtlA93TO)i7~@mIj-9{Qax~R7>rfT=#v#{zV3l0I1-M zXGk9T89y7`pb}TuPcS{lVbXOE#&`@}>Co>&I7CE1Nw+$3oy6Nuz64UT2_>j9gxbhdk&+xNeUOh&%Y*`X=JcU2I2x4LB= z1Cj$jm(d^7@mE#Rr`zDqm2ndmfB2swMw?Osu4Dvt7BF4a#G#kCO-U%S+yF}0 zVLVm)!7uu7+v0arU)zGV03U!vXkzcbUD45XRTWIp*LC&k6Z>?May%lR_A{^6B)c9F z6S5ST813v}mtU0*ekD+VJ6nn5EUL^M_o0ZOU(f*#Si)p}d$B@GmNfR&^PLN6Ha1>c z`VIfJ-7zhLb#+T}C6gP34`#-sY6cXSXm!7U zGq!_l1=t)GPU_RAzAPH^moq)fea1|yDxygYI?k^nwu|gWJl8{W7~3>sbIRr;Guw3L z4YEzm-hGKaP3#tv^hSJSW{>`Kt8-h5X(d~Z3D#o)+!Oj)@V|ZI3YdnHeyw!Q@$}gn z412=Z+*cP(-*?L&_l-@<1_QiEiy{xJhhKOs7I#rbu0*XMO+ZKA>73LlZWuSS;;10X)_ znr7-vE{3hA|LU@Pk6+VW3;koq=u`Zk1AA^nDJ@*rc14&P3@R#}L7pYAW(@c(UUNH2 z_iZXoKtM1r|8&J|ocl+t)-rD6z=`WsEJsAwyFGi>D^x_Q(V-5S*=PwgH$RK0U5pV= z`@)Cpv>LWd9I*K9Dhw9UEUcU{O8SHRD3XgWRJk41*LQk+h%w_QWMv(`UYieAV?*l3 zV9e5nIjnZ?x7F^xO*hv~1>7NB@Yq1SgEAM=pz4Z>7pO-gH>S)!5M|oFD(rIJS~Jn> zE_KWw2!0`t-D(S(*|7&(TMOZ*2OU{4_v)#pa-L&f+;&et(ql+V1c7e>WgT>uAd8@7 z-}@dYD|6}4yR&f3)Z#Fag1|avbIhgZI|+D_u&*MUHhqWO(L|f%6j9S7$tb`JTUQ?= zmp@G5PRZGPXj#^1M=W-0CgOfrNRUb)bgy3HfD$6eF1bFnE>>H?%SUBie};ZWDK%5g zM8$9(i-~1`=meFGQ3RrztAUv{K>#ikv4g!W0t4EZVw4JAw7{HiANgZ)GEX0*73CMN57SoS<~LbhCjQQ|mQX*Udd${Fq=ocU($0fQhxZ1k z?&SltH8jKkmHs~p6g==iDm`ik=)T)3OEa@i<;L@{>TcZvnlMlJ_yZ~$5F^;6C??hM z_3@|Shev++ui?WaiuH&dp=2iSob$rE_dA#_@sjH3Hkhgfdz-0gAKq*>v)iVwbkJ-J z*{h5n-XKyI+_x_Un0_A$s;xNU_yk)@PXPIWBuj!Ui2SwIeZIGfM@QqOE!e^whaFJK zfe8dzYXc`-J*FqO>*P{ct&dPxbkDEaBJIq2;<60J;?R=RpgLyv1xGi=qW7<+g;U-7JB}e& zBqb0cY%|bigek268N6-DP@1UO`$v$X50j1sCYs95vFzR{V=QQbqCv`j7|Cojms;t~oQY|cYn>d$`FJyx0C}ove`3Z= zAoPKigd&74I*J@Wwi*p-N`cqu?%npr>?xe+{j&c?F;e+{pGzJ5n3(=A+TJ@J>-T>f zze;;4mC_(Pgix}HWR*R#E343@>=7+(*^;c5%qWuVwoS=MNW;i3BO&~b^P=9pKi~WN zy?^)Pao_#%dAvWkuGi~zzRvSGj_2__o_)oz(|Es1cy6PIhlCJJfKl_R$4F`uu@9_x zNuLlRpyEzMigI1LF%h*6v6m8yw=;fdy=GW;X7|yKqJqJ`ePUoiBfe7HwadBxLvxR# zI@{mhv>VDYWdFQ<`}X&MX|bus-8(PD5ALGn6(6f<7CTIgSHbnieCxIYj*_~&;h{;c zV_y}gkbBYNTGO(ypvLd8jbTwff!Plq>RMmd3xGePykjPN&m6v!nK{+v+8c~jl5HI; zfkAm9MNHpuI6wrN5Cgp8gpQ(+Yu66xOT$A__Iu6zn%)XgCUSUiehNRHUMvyg2<{Mq zXh9K?w>@3t#hmO7Lf-#vZnku2vpFjy7$HnI5<38VeFAj@0e=4NxjAI*|9oW;nqgH} z75rpH>S-T9cA;Q#@4igiT8O@0ak2!4Ubropc?}R6ZgsH}zaG%C$D=bB*$4nK2D2KE zRh~dq3By6I;YrETGH2(no3YXFJXBGZZg60q?XT&JeghN+)^{L^fA#WZ#6N$X6!OPr zv!_LhwzlnM%V}i3xd1v{`yixwtddBJ1P1QMf*|TrQ;WW>6i#0n6}Xsk^GuUjJ~74v zw@Ly-GOkiZZk}xNUr&Af3HM%q;tnY8a$MQVI4GMA757fMMY3j{pY13~YObgw*QS|I zU0Sqo;X;Jz9}v!$r*@P5`{zx4+CqP?kn|C}xBx+^5cW_W!Oh+=fBu>l+;WrixG{Sp+7>Y)5DnPc;HtRp zEC$!Z{MgIY*7Yt7crQIl({aSQa}g1@tEh{)OE5oQs^J+?wU;iSYs3g6 z&*JEHrQ=6R3ZbSIhUwAvov)YxvoqR z5f($nhHbQsN1weBxx>KX<{sY43wURET>2Lz!t0gM7Z=6+&U4fBDL!y zRa_hlyX<@xITtRn zQc)>Mi??qnfc2$_PVd~}-U}Bml1U!PS{+{$kH2E6EBQ-f09SCciFwaqv)UQ!J)wg(#0~zg7X9(V6EtlO^ z8dTa7pOA2^T@X*AVdj&}YRhP)4q5a;E;XHKQw%pAC{*Ts?52;}8J{9AR+;kLXQ#8o~=UPF5k zepY4o!$EB_clAgny89nTg_9XxN8Y3uW`J;~rm6}ogIIjI?zJHy8TxE-OBxzj_6gA& z$EiE!B9DL2wj?QsB|p|LW8E6T{ZzN&P1sW6;BRs?qtV}%Gly_ zw8JDG@!G7wivFhXV*^;k2KZrr#_b7Cyn8&Ob# z2@|d)eCcxH?4ls}H1jR3uG{SDdO$YcQ5gXyA+Vi_q#|Un6#J9JS56i8LPB#ss<|M7 z44hcajAe>AjyiY6j3c4UJdl>Yz9_0)FuArProlnrk(8kNL30RyuJm=8{?^<@upgBB zv&hDuWY0RE4(9k4qld+u$!ZofC24EDw$o%APd{Yq4^1>>KO`OD-aa_+7(UPZ%M&>i z-ATp2Fcg}bp+_!(x%PvobG6A#fy8=M@o8GoZNyO)MNv}|4z%pJP~}inStLiN)_P$P zrMS4^vI_o(&diTgqg!2b*>F3k&O+%erz$)mee=&@cVguEW@4fxJR~L(Eq<<_7}7*F z@V%u8O@9MT&5ttX)}^;T)_)=KcS>>Wvfk461IaZi)GR)Eta)z$&GXE` zzwhX_Qgnt*IH`htTTc$mIwfQ*BoK$d4uZ`qBB;yrNAO%OPb!^@obcr8pvH;{0@!a@ zR-}Fg_3e!HbAKsP>5rWlEi(tZ9X#m9v}Xv?S(ur9psE9hF-798OU1oh>h0~+L-hje zB2IojX7`r>AiB_}uS6|E11C5^kyo#Bb(-$BtnRs_t^l9P$Cec-6A_(nBFVGw9N?j$ zs0VmiG%OmwN*0OG2yn~&?XTDzb0tDrU4P@c_y4E=4|iDPFOIS^iLg$#6!&)R32rL_2$uzutJm<6L&r#{w;&g5aldx^g z=9v?rzl&;M6Wl~y@5^RsV}l}?7wkD4oDtPL-4cBY*NMB9Wui>q-)KzVjZ*1r_(#jj2YIm@2gq@q<2br48o)A~+1dK6;+nEi z-ABdJ(_e)&>Rqep`0A$F_9Kx|k*Wk86SQ2L*(g#4(b{+H^Dd}Y5WVS{k6zt$Q(Dj= z*hg%~pV)kT2X;-T%=x}Pe7*<;dha?z8&hcRpdb#fVBh$tx4|ZM0(wv$^LI3irgV|!dDrCD z=^YDD9-Ou)A`DQYI~UlD+}=~&uc={D_F)nwy^nxIpa&A{OT@QaQ|ee0I8kc@=j%9R ze{JcVA0-|db57e@0_el=eDMa{j6!-{s_A%Aaw^#V;pM4cNt%+tb9CeTd%@Fo6)*cJ z8Lu}qH1zG;(Tv67Bp9=0%c7ZWQUVwU-3Wc94FI$u@q}>j0}?h8Vz`!%woF~6ov2ya z&Acwtd&`180@LXctEv$Xo0~B839nak<)1(BhvqWE`aO6OY#ZzP&$D3qYIaexh(RFR zx`9s)SsdjCmt!u?9nG7@>`nsuqnUyAtv>?8u3dYKUUViEOe7n6(KB0vn5V!0U^{w> zAvDQEx?VSE@HRh3oF)LinCEJgT5}-(c*F-tE@omw4RZPV^^)iWx5yfW9kRBxtU)Cf zqa2Xt6dix;jw0F2?J+xHaEBOxmBCP&IatN3L{-YnM-v1Zekx&yNgpf#d%Uj>;PFAD zf5$$jT1SC?9PS3613jrfa9g3Ws~83lU%U!nG4H$$(;)}gl59urKhb0B#+qq}a2Vhu z3Zn40U!njw8GI>F!|WtNr8wTj`2;FQ=8@Tdmw(fZC%%niPS_VXW;M0^eo^JU5C`uV z>ZJL^<8oxRZH!nYy|VMXrvXMkPK5D{jP1dVn3;@tzIU7%lYYot8l=!@yLLsVQ1vb7 zVcif!qe+B>OOoFn5VsJ@jQs=LND=`t8gTP=*DSf6$$m)@cPN!hUknsKE6v$RwFO(^mO z`gPlsXTTk6j%aAQIL4HR+dy%O*QxX*i3^FDDCGeb|dn{Q73&oAlCq4Y8PLP zh9oP;r>E!6B(30UWF4BZ62C?Yr+UHO1HK3PG^H6)Uu7^vOr2KVn^oB4*@ckh{5I@);<^HVUu;iaNcea2!b;*tJ*-||cHbvS!PD9VAPS<*`y89H9U1)#EU^3Oy1vH_br2r@s( zrKgdm!qL0`u_e5UKj+oFB{Ut~bAJ|_-Y_cMlRV`A_Ge=riO5K!!d0pBPpSsZ?5pD5 zk9jqY2)GlL{N6v)g{i-m6+tr;JOCw#PJ(+v(4_T{kvIWhq$0VS0F=`&7NpmV^jG2= z{G;Q)ey6AcWlD!G6+FkGF8~SN3J88l`8pzZAg7g^zsPOf2i4+>Ui(SDKNLAvfq#bxt3~-EMAHD=x`LeD_xiCW17X z-!;p7|HAg>&ICuqi?B$mqa?Am z>ofip(kL|SPb*LD+%d025saZf){^95S7{B5N{uV#~aJmh- z>jl};ySj#)oN{uL&md|0J~7gwrZ9$Lh84LbVIMRZcpnDo06~|PB}gIQ!M^T*I#20! z5J6lUjQ<8|PRUW}gJ$;46lmwiD$t3KxcGhRZ~od%$WCCz!h%r0_|a9X7JC9?!VmjE zfx@+c6!-4EMSyHhb!31a?8=9_iFLQVrBh0cgNh? z8OP>RT2XNX7(7^YGDTB9!o({5VJMz_{V}G|RDdJ+4;T|?!9Bh0{B8O8_(EP2PCp_{ zCd`P4E5N+)_pR`@CY5T<88!ir4o$0tahly0MjAK!g>;tPslA1P$|QNd5IwV9la7GI zjoyVRFfQDpLG4{}L`z*AD&?hcKl?N_kE+Z)QsBC=7^m9Aed$wL$Bnm_ZVQIK>nnNaVI*6K*7#bK4Cbxx+3t)2Rha3Z}_+#c5EQ>zY7weQim^f96fw6=~2?oyCZYi{o9r z8MtcZ(97-p?j!9=e!eK4nfP|9iJF&G7zh=`++|ubUi+Ak9ot) zqv(AeU#fjEnpN9oE6e4+zF9NOs*kz6pk=*dV*72yu!Ent>E-O?eIT;yx6u@l&LZk5 zV1xz$eBHkoL^e&Z_g+*kC%_9rhRu~jO_<0OPIQ;h(jZ)bSO|2dxsMnq-{`WVai~N| z(F%_J^5tkICZrirsW4ar4v;huO$?x%WJ~g9`_~ooFPb@3YzK_?_1%Npq8lW|PxpLC zbB_C(R<1Er2y?2SJP-}!0(@*q#0V$?%#X*-Cd{M1zf$t|@xA%@V|4hsmFx;YyiuK! zPE7~%_DLP&+P`(E26Ww#^jc*-lZNBrj!Q>yvv}MA($=@a8%8oQG4a&BS(M`+t5#do zsJQ*uT>d)=emQqaB5()Bm!eH)90sLxG3okv{P;1--t!(org2ubX@iOjKwE;gURvx! zm4)Ig8l!;-XL6$Y>y8+>AAMg>7%7wj)+|0rINDZ%mnj^(+vJ8;bL1uGU@P;WVvT7j z=&f4wPH8?RHmETyS~s472DsjQys6`d@%*LNg)Cm7f{!xA@)axI0D}S-Z2pg%vu^Mf z_m-+B=`5sytC}W(PUBYLX6sm3SQr_JZ~}zF&?(cwf<9au#DT^ykGWH}Zv6L+)2K!s zqiuNMV$sODz;o+^tOFcR5Nh8-G6*n%Uei`dj%wigJ0Cg!S@+N_xPC&&fZxb0f&GMj z^0OD76klP--1LwxT?8?FtL0aGJbQZYLzpB)-J-dRD6E&7QhV-5fKAq``c!kyTAp{i z(7Ot_0G!p|Umv%B^K8Gx3(O%T|`sQ<- zG19q&yv@eSYWf1m*@LT|OMz=NeT9R2WLjNacpuCpde2Y1YBKxp>6Gd1M2&^t6HpiD zl70+N8m~OlvhT(_5vS1vW+a-*DK@P!6&=ww zDS7mOEw!ITkzb2^=d2+q_8{leIs)|1Q8$ol8>yZ(cl3WV;z-13_{}f zn`{mdCi=~=PI3tVJRf3xW}pJXlKy#Lgn#cj3@F2+<_ePP1Z~-o95epq6Pk7zKRiUJ z8QCacz#%+M#Fqh;`uodTxg_9$P@|OW&vOD-m5&dtDx?n)Etm_{ml6iiUrPs{wBt>^ znO84xR~#ePeRG+DN|2?`y+Stcu?w&lM^kQ3FJosXI-l%q`dvuu<* z#6JB@hdnuwAI5ome&NgAwmp&BY>E`B{XF&7LA6z!+ z=#-rY1&dk2`70i<0DJ>@u5Ps60JqgGeb*mXJvC-}D~70fl4jqHo|jFdh5bj;zZHvrh)86|NbX z8gmn0msWf+fl<}%5;48CiLHC^5oMMcPVjK{23fc4chTc-+!fV#Wt!xO>S??-?}ert7EPk zZO!T(9I#&jql|knz_RVTsz!C|Oz(DdHjS>a{4alAobCPM^-bVGpcFwgAA-A68{W;I zyPwA_b?uk$Qabr%sbz0mT(m=6-bP=Ci$B=>tho0Bp5gIF^TK@S^@6751_r9d!GkEx zhi@^|*4Jl5SaUho6A zWG{(4h}{EZ6B-XKkWGT2pY!9*tj%fv`2no+k!v7hD;#@T2JKSeC563@Fkc)Lh@%)} z2b;OL=gjQ;{_FCdCrTtXIH5iRn@B+Y_yBZ>3Fhm=_UD}o z7Mh%6ZD>%a{0P){A>R9{-M_!P)m4_P{w8w`t}RA$~l z`k=F)TLwL^JsKJ(z=;GWzT=6^W{QqS;oKzf(WdVxaW}QYu@4NE&6O{@voI43@<#%O z>31;b@qWOvCrkRWKou!OV|kl>#vJpd74qut>L^xpK3{0Y|< zYOS))#-Y1oy?F7{41KVqXuNU1CC?pl`GthOKU*vqg_=27gtNzQP;9T44IgOAE%X%k z?Q@(L^+>mWA_nG#%}}vn`RdceL%Q%Tbf%6>EYd>N5otx!E~pit9c3JjrX}QK4dsSs zQyTr3>WSKMR_Ab$kG9_^UKe~5mT#eLWED9ludvkRRwRSP#&HH+=S#xSdwl zO*N0r2jV=Xt7{i>vohS0zdwCD+l{Y{_#f>XG0J>;I0?M+7EET*(b0j2M^F0zT0Gp% zBbt`^hOW!A&5`)z`>e-k`U-NZ+Vk0?!XvjCe!mrj&o!WrhmnbCv5fjtH4|Ft5?P$vy^-pqXwzHi%7qL2K+cirAl?L#a=tw}vD$QbzI%!f^c?f=pP$MneZ4ikgZD_c zx3_sEb8Wb-QVrd)k~J>R7M^X$oL->2Yudfy*M&P70S-lu&$IaN>5Ris;RY}?7@N&w&9pM1gEFa-&M)9YK7=U}Heg56>F zrTQD-gRY4@-NmC}W;Qpk%v=8X5QWu$9_2lyrz5l841)o$BcDc%5Z$Er!AXG_MWm^2 z#YejJ(|<_*{>IWLS7X5QL_rQ!QB<*0P-5(Hv|YmT4%eQ!1Lfzx}Kz2cSB1<pk>(9>x67eze9&x zWyH0}NMkLn?@)_=$|BgXhMNwtc-O@0T3F=uzrF`s6)t^(6wh-iOrfk?=hBm{%eg7M z_+P7q02rUc0zcb>?gSn_zFaioO?54^R5Ud;y>FKv9}NH3^`V04e6fjTKEiOB1^x-P4ISK@z-X+iQ2=m<@XwZTCtY(JXLu1b0K zh+j}paL}M{;)>%Xx$2ioPA&>`)|&kde}Scg*vf|-7rrfX_U_#a1r)yz8;h?Vbs?4a zp)WBpF&Op5BI%lPBBQUbZ|-8oC`mVg(68k&s0g!ssvZX-(fJ(83+KvuA$3e&QCxCW zj7fRIB-4u}SWIj7@<&GwIDIHgW81pq#X>pNxyl8bXNftr?*T4mU{L=ght6J11* zc|b^^JOXtpeLcNl2M-7$19*v_G`s}~?cIKB-$1$H6~@2b93`= z+}Mv63&8l^;72T95@~;N?aBK`7FR&D2dpNB7|btK8Ovh}bQYou)Sks4aF7B3oy;k^ ze*HS=I^g-TK;AhwSJKmM6CaS1)pbp1)G3d^6sL1`9WoWv4|#^VxUI-_&Y4!UKXp6YD7mdG7C3Mr@ivP2R* z+tJF*%uGp1Np*#C!L?b+iIjzFged5KM%NrZFoi$`(O=)rk6=vQw##y0N; zx;`;qD}pbb4A+FjH+jBWdCzLAs~N1@ip?i~@<^fO3(a@N1VqU7_wz&mwRH$2N$4HsdjdDV_4VD&vWGF zuAPU!!IxOP@>@7Q2JMs(IsD4)n8wQ(Re6ve2Lc53)Db1f`yLF~bf` zHZ3uerC~%p`!Gz!3hSZeORuM_J30?4voN{Ur%#`Tw0Br&C`uyq!lM{3vGORoP z7xLL+|Hxeljk9KgfuC5uF;*5$Yr-~YiyrnxhlHQG>zW6}d#OT&yeUUGzj9x2WdQbg`<+}|97jKIzY?WyUopolX!?J+4b{(frSS*vh zySa+qe9sDBLpknQuIrpLtmL!nFJx@`I{TTKMPp~6XKd#_wXQjoj3=?%nznq@dH1rl z?!W#^aN+5a-%Z{5Mbg$fHqFU7wN^)Oy*J{!YwzVI#R zxfJ@SV`=oPa1*n6sg|dbTlkKyxaY3EMPv&L-R9ej?GIlZb8(tjc-v#du8dLIGIDm5 z@!eWSH}P86SH?A8HypK*_fMSdUnXX4tiRSuY<7RR%;^lnABIof9{()tUn1*ju3RS> zBVT`(k-u7eLk=H5pHa|&z%l#lH(zOHXj{}&tlc7hZ1rKu<{XKa&*+p6r9XSWbm7xn zslyM3?I+fqZk@F)IzLTFSoPC=y1>=);upj-YqWOC*6~MO66oI_W+Y~?`26Qfhm~@S z^d*vOByJr1di>Lvm3XGkZ7!F_JwD2k=M;|UMB2+S?+iG-DtDtw^aD+!OjC0@R`Kx2 zS07Rs(+5I*I(C~YX=WbcK4~nIb<$GS#AK3ZQ@3exa7y^&`8{#tukL<8o zzpM91Tb1X_%i*aTwk&>VCVsUbeMrwb)=NIbCB54t%8x@zBStAyn{k=hrqG&~;!FBP z8dNi*Oa{%KXDU>0RQGL6^^bg3_L6VxRAfVGuWse8bsi#7mPs#5r&cXiKQ^C@?`^Be z$3PFs-QGnjl;sn@JQET*xpq~G|8Z@9+jNfpl7`;IUoWHc4F!|8q|RP8awe~so{_B|* z+4|3!*7Z1QwMlTF#z9*v3+F|GIxYvDX+Kdpa=-?s+u*Pz4!6+Oty>ofDq9`4Ipn-) zJNa(~2YUxcoudaV@Znunu7@qGw3Xx+3CbUKcG9$RRB$+Q)PZV6b>1YlNbrBM8p2zJ zMbVJ3$;sK#>cEjj?oqwX3#0Z9PZb>#5iUPyy)`5{baQ9?T*b?~&hY#iQiwD6Z7Hty z_bD}#FRK!aQw-9c*sM5N%Mr185vTDF@5Cj~LanT~_DzWldPfb4^+mS{cQlRXJDF7# zd6$1_%JAtIk9F!FZxZh?34qkk|E+&d_*KJrx1(g$Xp;;0rIDJ;FDk0vE^AY{p|PVs zp3&oU=1}mRZ`(cKu%DipU!S1G4uAnj`YHRhi@3eAdd{@#bTV($V$}c~FQVGl{?@IuctL zTip8@=ui0GOJ&AgSTFMUDk2!!F$!wmVeiy*!RLRSIk zOeZiMs#^@w0lC1pll79h*ma=;h0v?INaA$8nT1h~^WjfwQ>`HyAbuI4B!;LTda}}( z_Vd!DS$Q@UF=Vu--FB^xDbJ~YJ4cgzj!HT!i)>*w`6Na`h_5)(DLCRW!Jq@cF2 z58z}B1mjZ@nCt@R9o)bOC4Yu{oT+6i;#PHp^5}pJ!1cy-48tTFqXJyg9!R)<+y7~4 zf^K3pbP{+Ldqa_u)=1C`0ST^qj^DPA@BBe+D5{7*+u&?CcBzc#3yk-C7EzV=w3O?vX2Kr4`V*y9Y$L4W@lyn^mvFql;C&lPSrR)*qm=m9ie#slZtXxwkboos)rLyn=%mg_M>V|AN4=ijoW2T@YN)CIv`EE8x`N9WXIsGYH~vDwxn2x0X*EtZ9avkUSoP+pRGckD#R_qWoOn+fFj27)lG(!cgc7eXVN)@Vt%26N-`Iq0r zL#2O3Coy|V#Q{@sa%RAHVQHrO4*`-n%MwKOsiLYvZR^~hObHR zRNa4d6~D+rdU|unhxtWaz3Pe_~+-y(MZ&Yi44T3v5rQbwJ zwG3J!yJ0UfOcDcaSIy}VYi_^>kEPJpT(tXaWHUDPxa6^GK3Xn-b z1CKV1hr9HL$bb$!4#Cj44|n|HuC+ZWs?y^R+oDra$>#N9?~djnOl&ah5QjhknR3vc z=-=7u{Uu0=IcRuGMPSxxWJkt@vjVp_K(N*0L`Z4)8cAqJbth$L&-yST6+xKHbx9J7 zlhLbG=M-mYRcad^JpvdusIGMU9n^w5I_&09LfyMWtiW$hO0_EK-gw)wo?Sc_od%w|VPNNW-7#e&bqN0BTodtCWol@ERLfb_bD>pA5%>Hy z#m09zYZ^Y>wQO{g7xcO(XQN#L=rg%XxTT-{WY zKx`%C#u&so)~FPFpy7zKGh&UF>SDciG{1db?~o@16`qCVbML)FRjO1QM^k3h?<&>s za9!=Sm>7XXxr5j4gyLnI9*iIM+CMCxS^(j4hH9N)RV6U|wLdR8P>b?##nqKwv`VDQhfz$Y5Z3Ed3Klh%!eYQ_@s(S$p8po9k{=j%b>{ zDbqS*zxQIda0nV7)Yj#Fy>+?VPspltRm2@s#~>n}o+1DMDQlpjS9nK62QhSlh85;! z1&bW3l_OLi-QD7egc>IywcLccuQAd{r4eUL?| z(0*tG`|(&cfQ<}2Lp8r0=T&7wm+*L`!J2EU6FGCsN9po4nwd#)QLQJ9Okn44l3r_6~^U8ZnnY5J-L0jttbt@9Szbk#asJvE6T zNwX3qS`^C`2gMIm-#LT}3N(}1cNI4W^w|ePZ;N=uMr=DAY-ydSk)}pJ!08p3q<66? zeGvN4y(qF|iE9}0YgW`&#VvBy4{SVX@8jWF;eAJi0FUF6|sd@45THB&#Eu zVICcR`%20}|8DT}4TF)E!@-#A~#`1A^ybmxV&NdYhX zNKY%_~R`-q)1yQ1~x3~A@Dfu6i?)J4yarm+m?ApE!;qsp0( z`}W%WV~%@Ri`eHz$9;Qe5m3^~yStr_on2w~=C5Wuy54nx1~ahgsA*D<*xZWjO}wYn zJOv&1q*ZVi-5Ge+rmQ5bcg$c}Y59tpov~f|$wsHYq7gzb7AV)%bd%?wBO9$Wnt<(k z@*3|PQ!dukSlr-kd3m3PYj6cClkqannzzTRLLLafC)QR^VA@I92Hx|ps*8SAn+ZS4 zJQU|>8BLD{gl~FTP{T}Q6F0l>V?*tew2c8oCo;d}jVjv5U2ZGi39qo6%qYp>w^TZW zcJMoP83Fws!gbrZj$Cz#3=Opu-91pagf!CC>KI1Ux#=3l>Luw0(LH!(&Q5v4Sz}WQ zishI~40%PUzcEySnX=MpLyLy7#)tV=U#O36@ec^tL6>y=tBLa)#mUy?X)s4W(ME}v zkm-NBV3bhwD_j{T9geMb1IhhJuZMcJX?lbudL0tF*1rMNeQl+Bgm7H(+jh>T(rb0Y zH-htwt^_k##;Hs`6i}`(iSD~)R*WxkP%m(7Q|)9wR@QS>??ALkwZG-s+O5OEi^txJ zi-_pFGU%R)3pdl2_I4VF3^50jYWo8L#bulzE$}Ox`1xr*lld~+^6zoXt&hK$IC-I3 zSs~+ihs!(0{qw?ZT}Ss|h;rrBcBjXDWG(VEQ_>FpMY_t5uiwOKxLfo~LK+aU(gm0! zDm%E5NL`h_CLzF=jQY*ic|&iZA^UOM^Rjc#J0Xw!uDob8RO=4wW;c7z83Iwi2n?BE!E1C*jx5RiAr!z zXX7fr_gN0HLqZ|hmOY3u_Hj=&woG!J$_uP*6SB>{@nw5N{Dwi#3Y`yh_pAyb@f~p{ zZ-?hzzGSU)KQMgP^S#-p>m?@o)=&-^X4Ci33BG-Q`Yj)?stKzy z8Es86%1j!qji?{#1?$eB#p!y>w(Fg0pM8(}s>C8nfS$MV1fP_-S+=RSTv^n;FUm=w zF zngkAWv?wYcaraB>ep_9gayiiXSZa3j*y;ykEmwx6POzT$t=5Uox^0HSM~=8|G|T7A zRf+k>*Y7VI>8-n6{5h&cAZ!bN_-zK+{u(k*!Q%nL%X^K_r2K|W>Fd%BlHYgN2zQF0 zQL-hd_68z6BPD&eGTml`**tI1Q=1N5VQcmZT@y>HK~ZNr6Z@sS*lRX(R75zmjL(s1MBbZ51(p}D`MG@RXV`!mq+T!~uSfpl@@4@)Xa7FYFx+7&__ zEWC7S!+Xp`dUsqA0&x*83FY^0IAu{N)DVZ+7;m7Y%5fe@VfRr)44uQkqTeuHJbXSq37yWI=F=;5bhe9yb)V#DaX0OTKP zT|eI!p}<?_|Udib#@7Q?^<8Wi8cWxPKm7Dk)?JacpKYo4}N*mE%pY~teDMhHq@*F z0T*d&R<#G(I|2oN{c;sI86Nvl%h6Dh7homiG>)DatNy?QSG2aBcon`5gzuOQ{Hi}D zA<$>Vrz|Df{WPS-^IJu)*$6eAI>FZ8BJioMsc5lmMT+hRrq1+Wy|&_I2hCidr#K=J z_`S5(EdJA|(~d|sr`&oe&cGH3ofk-kOYo^Idu&-4cvkf$=Cr9!A&D@oH~a3CYcQ*< zsoZ4&_>Daoo?2gd z+$mQ=q{*{rp18#3&F<)RS35J2_cmREX}8Sd#p`rmdk7C4MA4z&Wzyr5;EU^xh>Mjv zudXtB-C8iJAHC*)^cm&oDGO>HibQYtvf%p$;|8c7g8SJ9q&0T4=^u0SD(EPIjznFz zRK#Ea+N-L{n{bwmlT(rLK>m}RK@asy?~a$CyY(Kj_~7UF;xkuKYm@ZiDrHpm z_~&ga?}Z)=p}*bB)gayJ<)i3HTNTsjT@|9Dp&{tCEcmVw9+Oz$!H+n{!?R>h!6gclppGEX?f4=l16X$D9D|M$3Xbv_H!y(?_X$hfWGpwP@tA?Pw5h*koL@$ zC1c<71%~sSa=H7JHQR{s(l@nR8?__4(8-B%2yMoq(Q z&D^%MZc43bpgpx}x^?+l zy0zO5)!08F2})N_w>FFdk*G~mnn!tjrCv~W5_)RcC^5%Xfdf~5EQRGe!!3@=lJjZ4 z#tUOHr0jkSw-YpfQ2iN(Qok26ikgdz^wL9`1!cn(3|%sTs9K#s6lArGfpWZ`&VxDI zl;Q3i7xCkP9;#9yl)Gm8caEIeqpp6{8eFkvDDIc43FdRCXe`sKact8=PhBmc+Zk|Q z3B6ldRs{qlOQ_52c)Rx|&LE?Zj16JMHV=+}PTnp~Z4wiIB_znPMJg+K1&E^DX=;xy z&#@lmn=j_pbnN`P>xegmPj8{3k`%nMb$Lm5L1>rcagSbMioL> z_rsTS&R^Wlr4t{GRDUVM85Xae2l9P%hf_OnxO3=RNpdg|$JO>)uC4@aa*I4oJFYi! zQk!w)g+q*~*@~AA0J##@;8|GW(sf$rJ0=^3@#x&eJ59e?OP{1#el^7^Upx0ki`uZn z)YEXI-gK^eI&I_Y=j&@fM>Mc~iypTX&lQ8gH_)B_8M>2*v%e4Av7BdN17lq|PjU{< zUAmI;mBcf3SW%ww%YL_W^83irHe39WBNgtT^25Li8acR18He9;b=!=A!;N}5 zZ)`m};e!h}tldqmtV?&Oq28_C&f|2|7w1&XWyHcxvWh*+YoJmqyDz7k!&BvTG-i~1 zT2rTThVxUIQv8PP%7;P&1!F6_%;^V$nj!WR_PMoRdZbCGINGW8t@*P6OCJyMU};qJ zO}cvQ=tlZm1lem)r_;XW8-aS8%51@}XWiReH9lmoB zgzT?Bek>-wTa!C(pN5e;lHFG2T?{EMZOZ%d(I#_yuy|hBJmadUAO(s`Jii*~Vbq#-3S>!8JvaKw67K%Tc zfceT7j_-Msu29malk~C0G`M;1CDppTo^_*>eZiRrpoFaPLFnu@mEIcRiyoel{Zi5% z9Y0HM;Y<1UhOJJWT{x=GrR3yD;mZh?majWkuNIiKOMJKfnk>elT(#hLRz@CIfOYj@ z5Kn)%r*<0x8 z$`g33pyGm)zRz zOQc|IrI~D+1rgO9dlQS|wEtS6XWfh1pl1QaLkt++Ye)E~ZD3^*U=4QvNT`S|ESUCSr_^=FN%s}nDKT5Dk#SxEwf4YbY-e0C%)Qb`N#}_0GBDYE*s_|=ZA5~3 zC~CW%K1Qa1A@QB8{BVs917T_NGws`}?M@9p#Cy>wJ$cJ#Km=Nu+Zw(=(&bIY?4?qa@eF?=MKpz1jUa!KN(5g~5Cr%peAxwzcc zj;-j3W2@g+kUfDG!|)iyU|ByxpT~l-t>aP;b{G=Tx|;yMgH#}>(f#MyrVwn#d13fg z`)f#*sri9{80p#N6;lqvPKrjjfGMxjH5u<5Pa}6KWE^wve8+&FlJ`2^`GP8DTqvhM z=psTBAQF?jw`<%McbmzC>2t`QMC+nA}6#Ga2na(0vywU}_Zo@?OG*Nnm{m@n@r2e9+njB=`%)$3VQZ-C*c! ztEKvo830UQFXO??=zo^a8z%~^#IVl^xA0J2(8 zA7{iJ&Q*(8jC@`k;{?d(e@R7P?-^EwAm&5(kM7#`tZp`d0PP<&sIv8gmXPLfh~XA- z>oe(mG?y)bR}rL)qEvjke!Ka;{H>N*U1cYYr?{O!RH8h49JU;#fm;+lvo z>Na>nQp_+-Ev&UO>>)nt4lRmE4M1uhgN#8j2hGEisD@ukawXdU!rPmLCu#SAVOaYb zL5(>u`pJ$T;187+Phl$UJ@!?DGJ&7d%LHH!g0}6J-Y9B+EhPs)d_p{!YY#sZnwl=y zlw4mmef_#7fyBpnJcc#nL!E=@zfs+l^j!^-J)n&0Lw^7NpZ0|mj>!tR^=%7sAi4EF8B_0 z9Tj#+KGZ>aZ4fg#uPOv%C>YQU$HPv0_LL*Iv1(QwEDaYdL|7urO~z}Lc}(;X#Y7U) zAs$0m)(+4#6V5a+iWEhZcJID!o}^aZ2O^Zb{ArGAY{KFN3;`46y$6B+2LD>QawUjt zUYM$*W|8OPrZU?#+p!J7j_pJ<=k|wSKnaJv7>|$f?1I$I4_Ol3JUooa$j~L&AG1}* zlG>8(WW&Q!=W$8gslAx>+(T7=b5i=4zo70W>SL&iWo@W0UUB~6>u#2%(?VB$(q z5c`Q#)5!6_W#8p0dK5LWn&FW3m@)mxp zI|hF>fWb)0N~)@=P*G_ht?$}i?S|j=5p4|R=<$#xaYh6E1qgzGbJ&e_gjN=C!23|- zF?N(}L8bEK>%g$K&KB7b){V>9vz`l}%G~ufK7hZYWSqUS9RBPJjwbZf&< zThuzCGY=_nUrV9+((9NOjmOs4njcS=>*RS&--By~EsFu!W1hHvq| za3OHcha^3|)$gTW^$U<-ftQ!e0*1pD;cm#ZGeE2ekvvrU<}KS$+%JITd;Q8K@#LwQ z?L{|F72|-uUT#{pcC!}75eYgUZx~W`h$`*|P=Inr5KC0O20oKV&hn4AAa6h%ujPph1M-ks6$Z#FL!ItqMP|>_VkUQ z6OVGz^mLrI;TRlR@@}C1 zYBpJo;;@KL74=GQ<@3*J>t(z6VmIA<|DbF9Cyrd~`|BPbX$s|fjcm&e79}e&bASB0 z<$Z5Ei24HBZD|Ymh)^0nUVuf>(#ob!RXf|Qb!+-(3;MX}@T!f`21PkKhqhufzo4z; z5h8)~WCd-7-xHC+lkBvW&m?+>6eWBL_fCY2DgNmGeS1r>PeEeC^lPPkegBtVP?R=EwyP)?dmlCBH3?vt`R=2#OjzIl%|-EC^HggX$%<^it>V4%llLly zTmAD?@W(N)t~jw&f12K7w6By)n0}YEKlhc8Us2hJoDaCmhLtO!vW)*OLd`Sc3?!np zN=fB=>-^pi`I1N;goU;50yHD`bdmX@nWw)AA>+Y1AgbssN32QWF@~3RwMj1JkJ%I) zy`a$`bH;H0zien2=)Qr0-@r{_ELipX8IJvW9PirOG`;hUi7Ne~PK4=t8k||O1I6qG zw^j7%>FG5zGz>IQcNm6ta!*f>eEXi?>-0EwiF^e*6XOEW?7wDM*U?K}UOrAWEcNl{ zOGMvihrb+r+y~HkoRSbZ7V9GS7`kqZ{@mDesBCE8dPyeekQeS78Wk0VOHW`J`_}P2 zF;X4~QekDi5&yszeMr>du9XD|mWQWg!`^|sP;+>q`XyjZ8+O@;9ugwEnCvIkI1u1r znLgyYITR=m+x`kXjrQ-7S%coWy)*C1|FzKmCnqt+wg*gs8!HfYacu{rAQjL;v#)

QAupQP!nWwpav16tftwa2Lr&yYZDf{IV>~2 zfLKjzY|_avAvwP=fmknp3Cx&RIHsj*eI-u;CeJQRwP86lT`G(#N@Q{VL2GI3*E)Vl zNj)&YJ^%|GRATxBzo8lgGl%jcuuMNau{`G^_$iUodya-OAN@6$z~gh{hIOjEqN1jq z-IJ0@Xt7)p60L19{2)VUh*w8P$JyV_AxYC@X7Y3hX#jAOh=)PL3BC!GYNnEZx?=X< zo|c~Xrzvrqqmf#+FfZg2;~JqP-|)u2APc*aRpK~UfLd8Lwx?E#*If|pcl3=5X z1L7d2MP-OpG;1H3Xw7x_l0fEL2&oCFDsuJqBj;csz@WOIRY_SHe^h~Mbb;&G=lgpw zm0)#|d(klM7+!=n2Q#hv^(V7I?vs5x_273Rhnlfd(fibsF%p~sc+{8GW7?VwUy`{8 zL_##N%l@2uusVYir-(0BMu;S6{F-UIYEGLYTdzr5Vy8v*cdB{1&6+Hzx za=QN_J!>^EBQKSRcVnIRl=?BvT`O26amMBfP>RQdtYww7sq6X2&Hi*U6{u-ik9CrD z9-q8OK0F8vg1>`t9tE-Kz}Oa|2Z$?tVD@f{9*utCH{Ev(-Cp0GJLwfhYJjjenCO^* zM(W!9@5cq;v@l{@!bu>>xKC|lLAN0c?=7P^KJ`#!a z!Ud1*=JH=xb?~CC}l*GP3?^tsVWyaD7NPz+T~Q zjH!Vh>W)Y3WbH9dO3;`_V(Y}%fGtgr@=u8~j#${b>8dW2nWVC1798 zb_9&cu=JF~e6=%kUSS9M$DVBOjHe z9p^C$#HR)Z!gz)HGL#|GHgfDax*0Mmx0SLeb;SyLivDFhWrbjIjaAa$4&5CfZb6(V z&=1D`4m&(V3V7K5gzapQo8AABeGmU;4Cw;e_Jyu%kr)sLt+u83Ijp}P(s zy7t5?gB9M1DPE$OWgfYYBd0!iU=pYMadVU;j^x=ZFCK9B!3nDZ4cN`1$!SW1Vi-xN zfo?!fHC8L9wdFUDU<(kpksVY#GJrP;*+Ll2D(Pp@{&u?KT>G;9?a$7ySWZs^-l^Zv zgAS1L4c}t}PA_-E-XmHf0cW1O_~xFSpP;|OKtm!j?m)K~`_1iUp{hna73F##X$3;{ zrnh%Jd_}$Ad_fMXo8Ca+*-yAutePMCooB31DT}H*|HK;X|Es!ljfXnlot?a_AK z=(3F6Z4_oBw~f}IHVI`BgAI{}Xj92$)@FNs-}F4SfymsshdT+&5qC?!;KA3|gj zmZ_NY`RZ(^2YX(x^YnP42jky={{P?Qd-;6cKj_V<9_TuK>!0r(C-6YBG(aOu`SFZR z3BF@>W;!0^w+dYb(g$CGuwB+&8Ik+^<9YVMkC`li$hUjy%g$GxmX&s@s@MXpgrpCIB8jT= z^%u|~p`}ZMH|t2Rzkt87pIegmf@(&LyO=j+2hiQ~)$$OxvZEAp>rS?==BU!4wUNdd$xlk~5FBB6N>3hnf{ zNkLQi;{1W{;pshI%AXvu7=uDtEB-=23d{HTfzPiDie^d31{;ZS#jq_&H1Sx!bt_za zd2T>}?hfK}#x5zSf%{#>Yt_68nL6EeH-K4YuNceLf_RBhU~ z?dV%Aw6{Nj)NPN+m@%*Be-g+~q}M7f=!+t#OG!xyfe#52i8P4OqQ@U^*d0L-RAYABAFdYF)k^jDOTwMRZ}Pct~Pe zya|zQ-nf0O9v+5Oe3^VBm}GT7=--j=W4|BNgLJ7jui!Ce6=B2R3VT6(>_R3-!o-2} zmf)rYDbIZjKWGYin8hv5=VIWJ*G$tb7PQHe9Z^D4_^cbSzNV>8XN4V0_jMMzU!`*q zA|Spoaf8+X3U@|?hJql~C_ZbPn$N`*nud8vxc)9xkC>g60-|UQ19gJg5h~DKyNzu}!_Mul< zY3D?jRF-srQ&vq8BN;>xw#0(Lh;E|;IF10L9AB%ASoF(qX?^FowPV!Rnb&7DV6cL3 z=D{%HkH-sM0oVh{QV9D^0DFQ|6=EMG%^ZonIo^DDwF^Y1COO_@ZO z$vj_|F@>NG_hL}7i`R9I$nFRN+weUiQ23PdKFbvHj|LU z!Kh>)(mKF&fsyvckdA5HMLq?u{%{*w`B1hiuX?VAMqxn6Og!4~Pu7m?WLD^Z%Cb%R zw8OESPO+eP7}Dz)7Lhq=Z*15x=*E$?{yN`jA_QjzzdLpIH%MUumdRv_3EJrvnJkWE zbFFboaq)#^f`UT|&mw0|c2JRJ`{(?)tIo?D2@d~VRCH^OmRvgfKts?8sF@Unn5M`t zHzMNc;gRVVi7)1+*Log8+m3$slmhp5a7!%Pu-nJw$U`b-n$(Oe*U|Ln?t%()#WzHjrm_M-Gf_O;3l7i(FTUwx%jzau1^a6;sXP_lfTU^?7>`ZOj z412=r(GH1?>CLxa6Jja;t-k07EvHN8&sPH45x^_+Z|u^Mw)^BgODxJtz1VmASV3Xp z;+k7N%}?()N1s2R1rQ6sG{Nm}Rkr!Lacj~Vb;gXz5tm=s)L69T0 z@e2fHjdLN7ScK*V`N;75FlXH9iG@}NA|qqb@D~K$r7RP^!iD_?A4=5uu3ALp!Z9Dr z!dcapD4S!pp22#YubsO)M3UgRP&qq&pBHyvYk9g-lvDLhoigadfOX5t%QMWizAm5k zAY&T(5y=z*kpHn8#VLnrPF52uul$e=9(+# zrtgtB(q)-ZF4Z@B(?botb%%8Y{I5?r=}_VZnLr?;$h^QO9cJ>EeFmg^Z#3MkK z54jW6Tfx_x^tZ4-j0NH!zURFM#$A$rGIUp(qL6B=`IcM?*M&C}PvaOWjG{I(tC zpY4)5o3mf)9EX$gAri)UY<5N+o;>c;Ah_FELdsRC{Z2hpFWuQ}wl(##Fc9m@2q=hm z3={M7$ZT*$FmoPY%LoD!l%M$)wKr@Y=Sc2};@=}^3dDsY$IfP!{saLnw8Aye5>3i{ zhTboBHO{3u?<;Dt9mZz8nk@-!%>wR-IJAIDF%aftAb+DeA01FLxTMHSG2`nf7bbou ze^dGssOUtBLc0Y%pg{Bp*{CjpS;%XcZ@Qnz?9T69eeO=ReGIiV(@R&i2)K6QfC6+1Gbu1446Mme6JSVMZa=rh zq40H$g;%jraa%bH-ze>y(ryGTRiIQtDU^(PUgOxRnpqy1)2JtnL9GqKyuk`OmjK$SbmF|j{I)1ZcV-H! zG*X%nvh9j1y{>$ z`(Nc%CsHbzxlp9i?4z7eaI~yV$U;lg8U?qIYZND8EgpE{jna;$hqm8un72@@hV6XZ z%VDeXh6@wmk~~SXj&S=9phV0FotML>kqw5Ntr)GQ~V-Kba z2yyG03?NUu+Hv~O!C~guww)l%U8FK2;_6W!dwE*`sg9VONj@zBS6Ty?Kva&rrxTr4 zrd-GTY3!c~aN{ojV6h>oHI}uFC`F=qn?wd@v{R34PDRRyZ8K%bRNK7K`x9_Y#FD}F zHa1bvPPUjR{Zgt)+tZC#Dr{4pkvHjAf_v&ZM|P#Kh9P$%e?9K2?4?{^{Ve8)Crvaw zwqBL*OY{V>OHLVLSm+U<5w3zcRIoxh%X{~pJ#+At_j=C0jS}tPtNM!gX*gZsOJk24CS1PJ`t`6Jb< zeUCitRQTfP5VR|cu**hb3e-J;e{UPaxpNTN>Fet1Y6dv@MZPxi{-r{b>wDxeRT&}s zxJ3qv9O!wyP%2yD;c+Sli$us5v`7?S%;p?)s`bJeY(mEu%?3##2Z|6cn0r>BoZgF; z$#4AQ>iGu^-O2IMi(xgF{2O6I%@dQciIJ&z8y#iUXj=6R$YR;S(13S9g-+fPMfJhCJ)EX{3}XD##i=f4130u=TD literal 0 HcmV?d00001 diff --git a/automata/plots/ke_COE_1_annihilation_creation.png b/automata/plots/ke_COE_1_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..5635f0648dcf6940356543ffd05f5490bdbcea88 GIT binary patch literal 29489 zcmb@u2RzmN|2KY`nwr{aQ6f}QlGTuqk(qs!5Hd5ewTns_*-~P3l$vD}Y z@PEFK>$<+z_xrnlzyE#T|G&pIl;fPwc)wq-=X!k}%1Vo^T()Hyg+f^=e(sDMg|eWN zLYX(bWHJ6Gj*Wp6|2u9WdeK7OMAyRllDQ5=>XL=&H4}?#`j>ZF>6l;FH!xgPhCh3As+CQD7vsa&T}R$U_h&WjX|(5Fz$Ux=SMsc<8p zr@_WvUU6o2z&dST7^j7aj`EdtXP$+*EOXiU>cP%}N2e6mi+;GU&C>MDQBIe(-~+9B z&Rh8xXsIujOSrH{BRkm}I;{M^q)6*a0pFMs5zHB(Whcqi2faAK0p2c^KLpbl5a#PJA)UHZ&p*5;9B5o;omQD z{{QPG!L=8&9W%MIf18V*JzH@3?bV8KDP3=iv)6wXJ^Vs zAICnKVvVlq%4U!ljsNxQ*D`K3RW+UJ2k!=K=Jju!&+jaec;)L_l>-|xr+U+wdu(iM z(gyOjGHu)TI!Zo5=|-k>g#3cVE6Towi1F$atj`=OIbl#4c|phPvBA}mZt9j}#sN>Z zpU_oZNwv(bPc-!I&7O7SHL6uuvu2IUlP6V7%IYt@wH#F@CMGo7l8qapPxNKTcLZ9$ z_>`05<>wcDqBrHVTC(xT7PYnN5_a}O#mCy?c(}P`wDX@(N2;~rzkk1oLo4>>=}8(waoEq(^*lLpT(ylKvxx8C+B++)n;PDP&P3s0r@9wHtLy47CvuySESD!6ju_?H} z-*hFjz{QOk7SEO~U!G_{WfvU%u3ejE8KdbmZ8Pe7^=xCwH z_bfrX(W`iS+_7gfW7)I&Sy^)%j@gf!PX8V%RmB;n8&$_?Y&mlEsoznfXzuLaa!Z#k z?aj*m-OimhSir%1wQQ$RV}^>9|Iv{f@tT>oUGECHPDI$s%gI^vH=ktPw~tn5lC5~3 zaeIlrgYHsBMkP~IQ!nnV5Bl1;6{m+38-%$jH(llH=P5+@WzTAIswF90y&AcJTk|!S zMp`7^Z}O+VNeO>IlV!C=+GKYOt2kEL)7;A!a8M1?O%7v$wjUe8}KX|Yt&}nAE zwkNULzDoIps>JiDiH@KKv1gYrU$z))ur4%C4x)~FjZE~`CCjW58V~k6X2KOijZR77 zTe<1rhc?wxv$njhxB1K-ELa?$9VUmPvmH8M8QX4t zt6$$=k}YxQ&>@L)=gNEzX^z+*E>qyT|BVm z(B(U8*RCDziU>0J@^n{0aWOS#mGCd-sSgWQU7h(oL4K~9Xb`qX?8#MXwBqDI{tnBo zFz@G+%w&1RWzX1#g@#`JJwCwB#Z`4@>AH;hN}>kOLhFpvrKJ3hdq zzr^|Tl|!Y%PF1wwk%>61Y|R+u_^J;#7bs>sI`lN8EA!};C}7Q~uRUv~U{`EWKNAx-!Cx{HncN!My#F$>zV?b>y+E$^}Xg$vK}o@}QzW*5j+IjYo- zDq1*sgiNgEPOT+IV={hUUvI*i4ZX&zkBzaoYV`@W}R1%HaYzo%3^M5X=%4L z(W;8qGC6lxxAcXBQlYnXHhUj^-&Q!S3MhP+Rm%N|<&fM2Q8xyl}8Z8~+S?*c7T%e=mi-7`=owP{63dAkm=6=g_jH15FS4 zb8~Z5(=4JUM|)^y(}offE;GM7gblG-u$e|K{=CV+99d?kU}3MaBByM2x@op6+~3&! z(x!rv5-VZb(O*#k0o&Xvs%cfRF^PuN-PjTBj&7~3mpQev)E%Zq6%7oc)2DAO=aNMO zDM{P#bt)kRt;O=kmo;O0>YHhvEHTt>$6gD5@;4f$9~VUf4x~!=ahq%>2lnpDLmXJl zy_H+jyiID}h2aBj^2YYN$tU++8&wu(_9$J%z(7M=^0>5V3)Vz>rg1}>L1RX$RbQiq z0VgZ%iHi%na!QTKMt3C$Ez@RBB(>SGNF#yST!^3eE-le6b zW5?x3ql}nhMcu_7c!i=rin}|`PFstLi3L&l9UQU%wET|fyJOkJHaSiex0T<*{RyH8 zD%#Na?8n~>4h;dT@WjvHxC{qcbM@@wd5&97mFPNoWeAV?_-qnAb0$S5Suk<>%d{D~qfoBcr7RCO@(2Z0Y(kv^Ae0jWHyoe)x%eV$lK$A$)g_ew-l(o>`gc;DafO$%W)wQPtfV&=bvbuN za7U1n=JE{(`uVmv9%WZ`4VBY7z%_B%?kK6%PqrPGOVBH=LSK0O{{4~M&!4{lGXoX% zjsg zew$%c6;{V^cT9ZuU?F#P@X6ctZR%X!nzmi6nLt0-P*ugpnqF6HIcdCn`I5;t`_7$( zXeDT^4KaNYL5^~=vQL54Or`67NM_oOSfDD$k7A2?rK+Dgb?eouR|@LtuX`KPy=j?p za&p7Xw^wz4WY|&p^7MTRw7l*by&z8B;C*}dvhUt~N_h5nf^t)ok)C{^uR;}nM`=*} z@UVrO%Gc$~mSqSHmCwk^HS)W-y6PmVCSLE5ju+CJs!Tm>=p;yee5^5&93txE1yxnm z)Vyra1+-YN(sX9~5vp=+x^+Au0ZyK3Q3dH*ieep;JZ-LNx4%>>pYgtlPZBg5tHChesYja**#7zh$?AhWS@k+vb}L?{x|{SWi{R2*=)CzR{q) zz^gXdBxv+kP213@vff&76tvRLHaFqX6snYx((|7sfiZxV`zI{9M$xa~QV%mzk?sm*UGk4Q6EYSvH^h#e$c80jUcbavyo&}7F zWR-mG8B^tQkX$VsTill~=NiC03JMAayPH6fG#w{&#%TG>cITC16v1G!tGkB8+?c5g zRtfC%FaDXuq_~r#&rxxEAPumL_PTqTmyPWl?laYCc1p`(swY``lq!S&P_vz!$ZztSwca5g50X^j;M8_= z0fRx#y_I?+S)~F)k5CrFarHW}XcW$!dqCjE@okLR4gNOREViu=_gNHjCKGVy-e6pf zt!vqGcjF5)^Ou0y(m_r$skm{W;E*!0s)^;Gi-`bEqzT~EyetOO8Yf3+v??_dYVJm@ z*LdmGiNSW&Y{%)%eb$1Ys+<~W3d-tccTwrX(LJPsgfs{TI|?e!d3R?8E#?{~sFZmP$C|3K=K4l7gB&NL94EW>#g7(p zXJ-`Itd~CKFln*1&Su4>fvYD$< zV_n=2UZ3R6!)m1l9KTL(8=Ih@#`NTf{K=Cy!TVa6<<-^gs}jP%$W^r*M!e3tF~6f+z&2eayPdf}~)P*_-z8^9?-sYCxr=1Si&9itoG?XP)Em?Zq-t%R*7A+^B zpN)%48hRdfF31XnW?QtPSbx8y=oPE3{3dcre5HK6IPlRL zA-mCE%N7kg{chXA?Co~o;u{e(pQjdss%?XdhX;F=sTXv97mZ)eo3U-Q>Co?~P29qx z`v{0#u>I%HZo-3rg)({-`y}TO+7Rn%$E(J)^Gp*X@1UT*0o#s}K-G*JZ_})L z45Uv&f8yKo1YO9yRCqQcTqY>4$!S&t%*z%!#R!U)pN7(7cX#(!>Ah)^WVHa_9=ZPW zJhr_9E`?Cv)Jg@f*49=Y=}i|Sq_=~HM@UpJnr)d~NAcV-Z#%^xIK3}RjqLryJUmRy z%yHN;rXQ&^hghNLu~({Kn|$Nax9rz7`ghC-&l8yd44{a3?Z<6JKP=c* z@m{~eT#7~6mv(Eme|9OQ!0j)k><@Q7x`;NPf)B%&Gety%fqb)*f@MyLJOk413CXL# zivyAug`&W-(1Ie8sQ30_!3dko)sin?%EWd!{223F(122R1ZBpk_I+1CRl*-1=QlV` z^%&H?kGgi$9}GSYuTuck89F}WAtUrH%v&=WLI6=~fYBAf(yCMNjecj@OVD)LD_26( zENS77w;off;h#t8zrQ+RIfc@!PSi2xc;GH0(6^$POr65#dg{txuEv=oN+Zx~4okka zV%)|TJkXXO1DU{}I<7$_UXQ%1loS=kEehq&pzt}TpO8Zu(Mj+L1qO*}`KTum-F3Ek7~KYjHqI?Hwy2OO^uEWyUL?rWR`*%7m2Wc$c#lE{Rifpvijz*yY~Ozp z#ZMi55^!+K!9ScwdmHSkc&DN85VQ}RMpoTkDL+zL*bf}AaI49*OC~xVghOB_%iekw z*A1M57fVqGue`mOVK87RXb+lh`Au}AeqE9g^gn;BfRYn^0#Hk8v{MtVBvQ3=yIvL^VP$;K7#%*0K>h8v=?Hk0)Q9L>!L>c+x;)DZYrQLqdA~@cB`|yg> z=(*O(#X-Va*l6H_LFt?z`^gPf{z5b3+N7h#uA@+#c0(vO5Xd=L86mSn%J;A+FjeNv zM5$9Wu8ZxjxA{j5D%r+TaI3_?2Z~srL5r3PXWamwbNU8!6RjkxGje zE$Xg_a1;97pOY{nKsbel)AR_@R!5-4M57)O2tb4u34WXXAE1@61PX{|{zypaj*ejw z2mh1DYT||7m0&wtRCHck&fY#Fy$1!tgGIxtMu%BjUS6JvCDu+~ze{pwDx5s|LQ5M0 z7#mm;j&$58kU|+>7m}^=1r7 z3-*6lK(=vp*FdJ-m{riEdMo&;oT{qdOyBH`%_#MG9p^R-J@6gDG(c zR3sO+m!n995>bQJ8D}x5Fy)>GiK&yZ!(9QzncxMYL}NX&4`)ThwN;jFhinYSW-!*< z(5{*VRSk<1qEk%2U1{J6Wt>ZSh?`LNp#fD#$1Ilp0s{4hz9@R+{*>nhrg1sF{(GHf z0DkTVM!s<20&@>*LRw#4a^EA`m(tQ|VDp}=dx9u9kdARTeay|x*%kgl13MpC9y4jI zkICF^IVFeNKel6@L}iS!Og5AemDu=J;Kw&9_iU<^ew3y?ODaT*v0pLRoCvdNf%aAq%^rz>;n+1=4#pT5qw6@;*y*c+cepW)QZxMztLx zB2!Yn8&(ZKW(2W~RF2o|O#zr_4_w!}-sC zZ8c6giG5q)$7@*cuunRmj253A2Ot>(4Z}SYVyBk-aJ#owT0YapjWlw&rbev0_v~S{ zx$hWtIa#H!s7S$$S#bUO^`W3VP&7Ywq*TSK#gI}lJyI2`2Y>3uc{XcWY%)7` z8(@-YGT^ddV}?x{grxdv_o=x%n?T?9Slr@77-*WEu_mG_u}YqEX+#sKMwI&#%@T5e zkBRmZ=F>w#vkDNGfYM$`2l96j{RK)v2s8}1HWHwx-v-+YapcxYyuc(^(ZGnuz-!Sd zOXL{B3Nvhm-oxOb#;PehP1Q9GqkBTs)wBi2S-*8_47!mdfZjJEdZp@_nlz*(@>}=5 z2DPDeehYDV{Fq9LD|mOpOi_vOtUY-jf=cl>>o;$X!a+p=Q$z3xBwzs@@rBu|6kKA> zbnCtIYG1+o|#}SYRLLYl+yoc9#BsyGt|HaIGkqPXME@W{jF$|c>rDd2MA_*9uuEcdli?udJvk=*^sl3 z1!_s(48g@Z3s$=8tB;^vQvOlYwb4g)Y*Cf@RAsFm-Wkx8BejW!dgKiO`;Wb_?cN{q z=1rMlJ?_`zU8nDD0)n_#tjj~Vl{To5kYRs5!EOw$m&VP`ZX&3XBFhDEO}_a*^KnlV zaZwZt+s(VMaltU%b1xrC-$veM@1Yf^Aw4Q%nclj^XSH?7lFq~;bnHq%poBv5iq$)b z*+Y%jYWj6}=X~4PbxcgGT|ZV`f(Z4MN}(7m@|K)z_x32=dgLje!~)8^UB`|ouiSFP zRBxe=o3m!2XFwJ6_U%#x)jeLfFEq(WMyRyVWA~ooSO!Y-O-Zc<3{Ibj8~-O@#y3kS zs2k+#zrob>m(=U7L@!o8_W&Z2lK>F6&_Fy3h0-72Z>pcSA|VFv*KFo;g8n}9ocF-# z{*b-mbU}&Ggn*FdyNgBmbZ3evf$B3l$&wEr?hEQ@7k~EbXVn6Vh;!?DYx*z#FAl(T zCG2$Pp!Od>z8EJ@{Yt30=JN1iRI3Yxa`OS<1kGZ{k01BrGfR7y5GXX&)^?g#w`j>J zehS@MZs;nh7KYYNk<*LZ($Z2Ma9mgU0;gFIKc$k3Tq$SD=S0xzDO3MM_VN@nZMf0# z`4Ep-#Q~VM2-&BA9+CDt($}P=qN2h~`=0HTZ3~muzc?J#otVe$@C3AxUtkl?c?y&} zaS&H9>Zo+4l^|EIquYIItxQc#iJV*90!sA0C&9|kuzX`s(x)fUL&{){Mu3l=b7!{s zu?7arIfxSSkU-8p+Vs+Kda?`k7CjdRM;o2E}e{&Lvf`)W!Yd8IGukONGjD&;|iL$1ep!>M?y?zLa;h4`0K|2FL zdg8ltrT$nO)Yopx_rsL0KK}ak>(j{yf>cuUP8?FxFVxY|8OTQ`OkG_j)ei{O_5H0j zOx<)AabI6wc$V^LCxUsbtgQQacq#;cR+?&-Yn3bep)l*i_485|K#bsfjdYPxmATcF znNdTU+S|8_TwDevYbefJZaEv@0(Xi+Qvg95nX-G#EU1c-WS(78T&xIe`Fkb{tWzvP zx=8n*OD=Q1tx934dfgAx^BxsnKgUs=->oT&`3`pd9-WKx;+qc*&jSKpLuMkfP#c>q zv`cpnj|OeD&yKfo?kbIvdE;xrZ2J5ACFZIq1a4uR``glT$<~I{Rc>6sSF6Q|^@^Vyj4l z#o3qt`0C;1>l+pE!d4>Z{;G~8$0iP4LgW$PVh{MZ23<>9=#~|obw4HNSxm8iGTWXUR{vrv z)j-AB{P`5;RB}N+WJ?D;UAs<3NZ8_>%cCR7FJ?=1B@a$Bw@T|}En9YqX^oj{YwH%f zVZ{-A0_Eo(`Y{ffWgeUPBQei^hP=;2O7WJtbNt_lJ*m{sqc}S)S|qNlHT~zx!4(_# zrn1MX>sv7)MI|uv2rcQqH0HS@T`Mgl9dIxmA2@$QHT_@;OOB?`|LuhJLR9w}y@Z(n%5aEbou=M^OW$1tx&fb$e>R%iqEF`3$o%d*G=mKYP`jSYzQ{fwb>z1tO znfg~LDS6BeR#TUB^thik81D=I`!$cKTjJ;X$nSD*)X--Q#$z@4Q3Dj&smyqqx542=Yo@DJ&E`tuYnf!PIc<5t|VWqn|#~6;CJM}=oi6TV>JJ|g4$8F zQ+H(^Gt4P%a~DI)xzpSFn+C1Fkj4L39r7R}b(Erl8snO|yZS!K@yb(cz((J*1 zpp+bWxtkKHK|jo=|6B<_zv(6KsIH1lXWFV39LeUfY@xI2+$}sFIKj@gMDfgLP8V0h zU*9^+jXZJ=NlEKHJDxjFgp+<^&i>RbeU|a)GJO?|GK#fP1MXMmF1`N9JQ1n0|uIW`i095uEyT*J)30Z)K`KcGk|WVfnVcu^Sg-r#%CEJOgW{ z<^`)S=~VmytEHOg$Z!Z8pr=9e^+&Wulp3R4DyTd7@*_6zblZ+uSpx$Ds_}Y!@TCNCwPZgH+~|33XyZSKY)SG<01IsB z3f}7G4;yc^t+bv+EA>Q?hB264hYS-*)x@eKoOOS%Tf7C7rFwe_YZQb7oN74$v_n>W zPKzwU2>Ek4#v8bDS0Eq|e-=D3988aBZGQFxzRnZt5KFm{*Z`d0Sxv?W40UBL4r zw5ccPw5WEy`ADU;R*x;9d~j{xN;GyD{CEZ3-_r%Z50kSpT9Lyo3C5Md?98-#=#L*) z#0S&vUqw4j=Z42j48=}vc6MS%HE2t3L`OxM%nhqhvEX2+QJu8Vikx2t0L2#<4zru* zGAUn0>tr^9sv?Un&k`7LkPGj^q4e5xtmEfT10Wp zA|+p7X1tB~e8{6jLz0MsM?U#0p>+M4H7(3TFd_6mKUkACT5HGz-aa!uWrzc(FJ-i- zwP>eh#Nb6-@@=J~Ywjz&JMm`1o;(EItxvr^eSw+Wzz=8sCQ8jq2)5>S6`h>*cvW!u zQ1S+!-N%k4R|)|D`}p{zQ;;nf(Xc|BIM-1#xRwQonX+Iqp}9b##)13W+lPTB$E2iL3hP z@og19EH+GJ;+nJHBGlt|VY_?Q^r%~h;+N_Rbr~72*<(?z2V0LC(iimqR?Jt|j4+~& zJ4~#wYZnU8NlE;db6x$H{*zLXPbAH*nQ*0Mt%(V!j{Aa~CZnz-D%D0`H#Y~b$*fIy z_fFyB#f$oVpjC?W;PI?^YAB+iZ8ofEN8dg_tndo#8SYM~b2Fq>HMl(HlvPj&%VdQ} zKqqHZh}+6mN%BgD!Zp{HGCTZz-o6UB6HIjML-m^@OKwRS83#O~=TVw}9TKOLTgtru z+S=!OPEfJ#f1KgxrT^U-&K)*8+f&;yp$Rs&f9vAxT+cUf&$J!K`g%x6CcggX>#TFN zKIQG+^FG1TQ)B)bB$!SKzPBgXy9GK*6^zQt_xkcgXqiMd0&Jp)3-AR9YQdVa!v6l8 zRfZ5Rh+LzZbS(<58apei=$^BW%Akl9bFHE{ckenZcleQq+m~|*G4m)p|G;mxppsKj zQ7xN4%zM23gc3ZJaFWPFu&qmLcG7!A&cXCEAdv=9bKRF8;&AmIq`-a+Qi3J!`e=w) zHe2wI;P4EPYQX3E5`_uiyA%7Lijp1$)6)<}imvxk9B3@xw$$1T8`r~!)!)@z)0`d{ zcnN3m4yyY3NJdID^SsOz2>n$eBR2vqivzI%;%IyBm#=&!x_rz>%{WyQ8PtPsC4iLF zPu@Iowd`w0U&bEMGdEWL313oEigot{Q)T}H>DBby_X^Auu}Tk|ouwG8oNv3CoF!@V(#;!=I1?LPEmatqGKeqz7Pis-qfTu(eHtF%H?UktO z5xDUP5nV+YCGJkv%%q{X95gtP{#Z015*#4nV)Mt_xG2$&9zDALom}tR#m{A5hD6R) zwbw4?f6SM5Vvya6MfAqHPZJE@F7d=RM&fKSX=*{}0w2t*#ZEthfI%_j`fBy-k6H9_ zO(1oLWlj9tO4u05KY@o6R*CK#1z8R1$g3AOT9?8(l)iN75>t~1xz{RU7kd6#73FUB zrz7rpq&TY-@Vj*X6G&2Izb@$%8b%Xzhh69S;zjSbjkt=~f;5sFDdRtZ zkje4uKO^Cik;Mu8_279Qk5n(>(;XQlFn3ael8x$=0{JcF00oAFW`Bz* z#f$`0Yxx077=jx2R;Q+>8k7a!Y-$9>q)<$)ZWVFue2OeWgxsf8Zh}gQ5ejo$1$zsK zyAlepKpvvYsqrc@($b@TJ0pH1#?xvgAz30OUE4-X@pm<$85tg{b|jdAwR!N}a`c1e zPSB>yg9l|OG=8V^hxd-3fl)IDz&lEnt)R)z=0LijYm zi@-*bfjEq%5GsFAHRzUI^Kk>v&1QXtylumqX;0f#JEF+!Y zPLn(ktj8k=ueGlqB1b+G3ipeIq&3nk zzCm&dfvqCGZ}#BoInYwrVj79XWsC55eIWw_gJH`jA|?4i@*vVXqHIz=2Va&OETnwk z-p1H9GbJPB)WiEw_`m|XDzPF)DOS##OM_iUV+Sl|-)Urf{SXY*E%Le0?enK};3bFq zsu&)5&XyMIQL0x&I+g6Qy$?BZNVXlNrSt2)ph_q<#aw9XsLr>smrc6qs+nd@!!bc7Rxf^x87m}Yxo?Oz|-VansBblu~qr0?Mu3Y7)Q-5{0+Xr3k zHWQ?X0F($4-E>Kj%;XT46W(`C7+nf7*o3N{^?Oi~NS0|mNpA__5=t0M7z2GA#gqREBxEgqPJxB;Z-y_PzvvM z++vuBir9~9*R7)_n>5MgLk~pVQ`VqwL&p1XyuWtL{*GABY-}uuR?jwnQXf0Bv;z?6 z027mVe1`ep#E-8;^pN;yR8`QAT8V{lBXQ$~4c#D%M?q=vB_bt?PSRlA6pQ>{{3sj{ zT5o#aKYw`p(k1|K&7SO;$ryU?Tta?NR^Du7+A6}EkVe2iahap4cklcjID}&~EPWxE zHZw_+dc7Jr08*lSp8nXW(t-lHOP5}XLsnSLhqC2a)R?7Tv3KNGjXWBV*%+ix@bSFv zrtEBS(h?m6r-u(P-MeS=zNRN1ksjmRybWyZ1)-njWceMK1mF-i0E8hqHd9^yMU-H< zi?I&tnJT`76t~yzy|3*TP_o-2dOl_6LDQACn@J1~sU4fdcraFyI-zb{ND;BTlGt5V zn>cAWo6UA44PjL|0cIt`fEuRxl+~-3bn0w^XiZFq_)+|d6m+{|}v2Y zeoLK;%x|C=_Xm>PMsFvJ`IKLi0$xI==v#jFmA&41=-6H*Yu$muF7M+!04gw znC?W&$G0@jFJ! zVbQ^A9fl7{Pb}mcQMuB89X6_Ym;1SZycLCaCGZ)_oLOn3V>ITEFtPRNjth42z1K?H zXMSH7tkLrc*tG^i0yflT_msm&FkA*9gft+5T47|}U|g1mVnZ!a|C=OP(hN+lXoOwl zJBpRBPi`*`^xmo+akp;G-+b>SVVxwJh~77hVJklk(6@OQ+!9;2Pa4p_BBs<>I4)Mr zn&W7a$b}1g*Wcd~F^5!zrcfHNIigc`Q~0d0?d#z|zEh30Mg0c(80iq6Rf&pd997$&Zdij%qjM2(ItxMAxI^iDr zEN*u~!Ksz4|1R798!wFBKHv5@J|xKLCCHZZ@z+&1+=LfE0&4d^mEM1rkZ!lpS5KGd3_B>(scZ$O>8>#TVX@$#=GG)MFfvID2vxt+|iWsm}8b{M`urWOC8!xR0+yY9b5(aQ5F z>@q51UsrA8d+FnI6EIp}Qa#SdoG<)q*KkI4>YDYh9UjIevc7t;_IAqhWfV%-E~?iq zn9AHV4TP0QoEWY(;tl_oIC@2Pu(wT9)hCg^ z#bntos4;F?WG3npt+24Lf~=}zjWLK`7YIxKdath4CW%1V$W$JE7Plo^9yQb{ezmRkt zqPZ_g0uU~JcYSICM*Tt%8M+ZL*a)Hnh?eT7KF3tleZTuj?U1x$>7q%>CPfm5FyD7s@JagmDi@sgYm}sY^tTA4Eso9awT0x>+|44yDMG1(DA4-@bh_phin3hFdT^X2B{kx54YTLnOK5d8z<-QPm)lP-?q z(1!wDP*hYYFC!R+00oDDz;E?q8_CD~u^aag#7{n~@Bi39doNAiL8Kib$V=P~M~zuz zWd$|G&YZc5$_C7P)|VFvr0?;Ts6W0gr*;pwJ~p}9mUrA`+0RGZXx}+3W_oXcP#@#6 z!nIX~6g&b3Lb!*n_acOCFD+bTDAui`YWUcD&HB0Gb^yow{D8_UkPLm;uLgBVu_Ry( zpc_s2G*ph7_PGYWTH1^|r)g&NnBd@-Jp|xp)CPgP5{+iB;$lF|H448Js$*xBBub2R zQUi3oNo#CfV!PS#_kb8uW1nNDU)c420|h=Gxdat&UrLIs)8ypw$Ayiro?a#b8`+4v zz$4H{2MwCu>w8QI{UDcwqOh2JHjqLD(wihAmxj4XR&gz->BJXKGd73;7X0X@zmj(; z`ZnC53knLJ#4sQxu)8NHF|b`1#vu-;;&TY@1O&K^H1ZxdfmdS8HfNCh@MaMe74=nz zgGHdk?%=7XK|%3I1xH~c_ljr^Hr3aw$Ev5wA^b*S=)O8=F~PSWW}?M9jG}#kT`8D} zBBcU~9-lpvCN%M59Ww0sG2B>5B-06b{1ujqzbwd{SIGNdcSJj}W7e_HXBUIa`tIGk zj9Pf+$YrMUI|_X7FrU+m7Vg^a474DWfqXqAr1MeJBwhvSjChd>YJeAWF^fzSJKcZz zK?N!AV)$6pE8>Ep`;KKslr_J(uC+^c@xOU#A@Nt5dMmrcVXMr(&&nw%(cGEdAT7f1 z#}=Fd%$rK^cy$9OKuHW1m9W3YZ7a}8u7gnNi6jJF-z`j(V$45sJW$kYP%|!g^>kUk zL~MQPsp`c8)CDu`|K9YqzGiLTqN;r1!hX%dpB>5NOMwB)|iuQ}ZM%cj;8+AHivFRoiNk=P8^xsk?FY14w_dklVa#v(W@FB9gX@ zV?HH#av8f7yV2CXZtrxhlU#lBfW{xhp&4MYGLt!kRb` zEuvJ;-*%EtP3PkBc-cSFKXjuso1JlKwPC|P+I`O13l~g%YT6M=dc${1laUOFkv;tT zx4k%~J@+buS&XzSTlOt4yt=D`zvC;@=eO9y1m5R>@K*AxtrE}kw7?_SMtO`GifUlgy< zVbXyT9*&&yFiG-=3KEhE$%I=%lHuZtxW<_aHy*c`9n5DH-{ZPmDsC~w`9m%`Kmc%c z+ZUUMNd2-S)Jh;WzId6iiB7xvAygZLrZP;DKCn-07mPVYAWAGv0?Pk* zZO}=Cc4jdBVrNrm;>4CbyA>GCj~VxeG>oGP&kNfrY5mc%0jbgi)t!mcm6 zZy+@!q`JC6HjeI_km8s_R4U9P7-ISX`N(*S@%~GMK#}T>ugH@=EO7x)IU-W8cXT6{ znQV?~^2Y}Xfy2S7OU#+NUQKI7jh_j>r7k*GpLc^X;mvHp$VjA;&Yck=8b-g5(aLs= zmXCNsE{rTEZr_o?g!?T2x_w~or_q}+v&gV=hmbn#Pz9i{8rHdP!G^O;GHHrKG|BhR ztGMA0@TAox^q(uK0Wxklec2J@xOgo{BC*E2D-I~u>e z$gYzK_*6~i^l?mI53ZmOiQ!=ZBiOZ3=ykR~o{7E3jU)pS@IcAa2*~DO-)IFv^uyC&K_n_fb;L9_CaZ%+Y+YSlN1!fsVtNDSX9eKt4-0-Ow)>b5=08Yg zhXl7+^nqCoD#9PPoEORa5>g+TY3k?Yb-w&AeRI2`_7 zbvxtzDNAEx;^}5 zwd7u+0N1O(I(0(OkrL0LVHppmF( z*o{Qcw24hUJ9ddKvbAV&05i#b!h;N3@F?m;3qr*4?=1o7f2fD86i@18VPnOqK;JP8_Q@y-l8J;Xem6 z&Rw|q;&-RCc=?yh_mQyKF$!Kuikuza?cndQSw8)}lr5a8g9g z%pMCOq3|zUO#iiEjHQxcS_E!)h$BD#4Z(~NLQt{)_9`<_B01+c!C#*L)l;G(#X5<3 zb`4A?-3N!H*cOY#5+wH5NXo;94+}7ygD6cba0AJ!V9)ZV3s6KjpL%$NJX{xnG+-C? zA5ky)a0#qm>Ux|w8Wq{q#MmTbGX>C4$UG$Oh`+`bO7QbHbv?)$78vyG^DiD6WcN1o z-}Xe`oZt0)Gzz=IUa0mkf)ase$$$c(X9T`*#HE}f^WDU4FgWDT`H}X%E<>OxK?)10 zdp{zP^Q9oA+g(l}Qy0jH&H>J!%NVIn+?iVPG+t%1)%ie9Y%6CaUhIXvM9c&fDxFRA zCkjFJ4bq++iFZ;ov!potMemhasJv}k_+4+oV5Z}~X-D~rewokZd@3?9KH+y*#|0ie zqV^m2K6$kO^F9xoq2Zko8FPo?KnB{~D-qTr^PC8z@uaeY-6>V$7isc4@Yv`;m7K63WS8dwdSOC*Df7 zG)1?0$)vsy3$7N({bF1%=|Gl}%Wn_Ptf`GX1dK2+-w*-%@M771-24o|ydcQBm%Z>7k<0$OU+R5FRrTu=O6!7I+;>SxsiUGVayqbi!^-N6cUB4jsY^%`U8IQD88(c*Gj_uP&!4k>yjkFesiGI%35Z;TQ!he7?-vq%NG_PV z;eix)=^2~=*4}4~!H3DjGQ~OJvtao=EO0{iO`oKQ@jDlMFsi~I2(hA5Eys2+qynYn zE(E>6kd(pABy!fkuxeJ$-PK~7U3m4eWXeTR`uRi2pr?DmxabcHBqJ1-gKq3e-*;`k zS3@O4jAZX%xI==vjiDm++ek#n4RAY{wSkn5;6ZM%BFLZ-X;T0_0(rlhvb9i-pF=vn zeEAi#-LFGTOiYUH;W({bFQwBp?K@Os>!y4^x%iZCK?Pr37V`!D=_M2d8c{3Z4ij{T zh&M4O1b-5#mOOQW;8!jCfxBdO8B+(TQ$U5(bZZlU6$3m45Dsbb5lqX%->M*4GP;C8 zXkfe;Ff~&6be8J#C`uvb3s~~c0o#&*03f=DqL+x5|G(i_OvTr0leQ0q2I0@dWiil2Jpay1<>of@4Lo>|a+2}>t_Tmw z=h#`re7B6}gHvK^<07eaWYkccD5;-5eNsp^)^K}^lq3{B3%BFE0p7#j!xOFlnrYxL zzdESb;Dzc4%}q^9S;R!c6?c3{o! zm&^+=9`5``JT8K!VImXdD-rYSD>ns$9RxoF^F!d@tfTqK758KF?ct5njKKV{-Z|; z3*3VFQHZ-Ft0FE3c1%K~#0Ua3BvZm^6##41}V3-C4*)_kV?tf=BuIEd~+$s z^ZD~|jA>%p-Vgyx#YDPgL=oNE01Siq!=7;!GfmTxf4yj4MR6^hEF6n}Ke1ur#_?k~4Q`NF3|Ds1J z@rUqW2sQFk_MQJ=F~VcKDAjtdsC*)e{>djyRd>w&h&-9$gUXwlwe+`$RG`1bg}-#h zxjZ7U3G|*cdR#*M-wZ!Dq4en#(8Ad7-{(UXRR|V;6#R$L)pCvdj7A=XYyT3DQC_`1 zcNHn0JQ=xrw=temr|l;6H^?a3Uvfrt*BaaDw2kjC=kjT6U2FWO0z!VR$l&o6+Ar3PAaku9IK%*krwA^zWloS;H&^!sf;tn~r^Ip$KmACT` z2QFLor1SocnOHaBEVY3FPLfD*X3uxPXNY*+i1i%x@wq1<-t~H~R2=xEFdJ+8VL1H_ zimF>duj%2^=+7bUw%Z$DrQF+SH==UjB>(L1t%xs$eEIS@nwyd0O!$y7lT8^Hv zObMy1^Rp8&PGJ#FalygDS@#0?o<$+UlHkWn)43dm^CEj9((7Lx=3lwxVF}sw22^1a zTX_zpM-^0MnabAO+jzdsDm;)wnMK_HST-QICG0H*%L=IqskjYGR{S-VlD}j1O~1K! z{`Y~9zCRbs5NnG2-8*MGlj=5fK0e0Jwm&MCaohJ`PPIlwIXOF6dRj$XtClSJcStAf zB(l(e3m_#}DWPWVdM2+{>I+h=cp zXfUrn7*Jx*wEhnJ?$!;txxAyDZL1!L6w}8x9GO&aoSMCn?(fL<#$me~zuB{pe-K;1lnZIV;G}Up=nc31 z7jy9cV^bczytkh$Y@Y_1Y#U%Ss57_?Dg2i z>?Lm&>YJS6Fk+17$oVt}D$((NK$0WR=it@OTM;x(gbf4)Mxr;?vNu0jdvB zEzuO+L&_6S~|=A{rkU$2;x5t-WY{J5YlZ1Ml%fAwES_PFi(Gf+5l){AA@uBh7nL>o`$NsfMV5WRSLbufc78B~!2G?tT_ z;q&7Df6BY|cc|0;k8CUzX+r9m&iWj5MA!b;}7eJp3I*%>W2e^B$rKofGPfPdLPSUHNa5|sShPn=+UZ;x9 z@p(9(x=66Sd#tV9Sd-WElHdj(vJzPiXO)z0c-Ut$x48AIE9$9R$sOz zu`gf*_RI`Mbjnri2!DGPa9s+U&o<<|KGoyHtz6VACUvMTMz$?rfE~=Ml;S7ZEu^{` ze(7HW_TdyXBJ#2~NW_S0g`)YvO%5#!3$4V1aVaPnv6PS*cR>l(1Odo*NR5D1*OI7F zNuJz^6O=wV{{L;JaV%dhwBvlj$yRGRqm%!gjcD>nf?oV57w-!8E=_KiQDi-~NB0UT zHBI&Cdd|_F)37ojd}&(;W6u9)xS@?E{w61*v!aM%bn9$gJtgejJbga4A!&5$o#gt~wHJnglP6|w!{n~q(R&8RRQbG+% zH$9O)P{O#Vn@*2YrnFX7M_#zvJ~V2toLS2eUc8d*Y4GcZ;sos_$x--OEC}9;^oTO* zRWQ!2Slcp1iJH&-jJ=V%DKcWgak~i4a`OV8g$C$;*`)iGPW{#ko4F~SY^sq$>}Nsv zizF2aZ5cw7R&lvXdIUgZ%_6xtru5=<3F-aC{9%@3?bX!QM1J79yYDaHBKd)qmNNhj zIq!`6d?pLA{*W@9In=_KZ4FE z!zRMHDn87^|Hr>saVC?+l$rD&&#o_~D+mdxkyB6W*MGol&NBCm14Hf5D35mem)v;x zXX3KVLMF>1D&?B%$79cPFUyC&0ZmJC@H?!&xcsQJ`ze=M3 z`2E8@Cq)BNV|0%y65X#*q=jSh_N%^>!B?F}Ho7T&YnX8;uvRC~vMf|iOGl?rB1^$9b)_j*5zD>0g;yC+eb~zsW(|+G)`9c_vPt_S6M*} zl@3r<_2I63jipQ7!^cZA6BB1Hb4KYNg8wVEh90Eqsx|TErln|fOrHD-0}7tjp+gQV z*ktXwol`mKX2BK-5|V?%!%gHX=sSI{-VKqjM*!nsC%vrA+3;DNBu% zG$&0yki4@H-)rmO=Hfrf4%?QLGa9(1+7`XJ9#aw%{gvAtouwo7{S5tzLI&r1?kR?W z*<{?JL$UjBO^cDwjvP|1fKSaG_6tzzk41N2Aey;g=~GX02??!x@hY3rpViQ^xiy^q_4j zH|;848rsx7<3v3F`1_FZn(<$e6}9%)8Id2aJs*>JyxPtwuTw@VH2|GBb5r%L(Xpd5 z)W4ah|CG1w11Ex$T}!D2xsl#bKQFvRCfg*_z)#!Y979EQ{hAoX@!I>&0p_n(qQf{c zbla6ZKJt41t^Ruptyt2LlrdZ!gDU(x`dL#0+vKqLVBUQ0pm6 zzH%=#oF+$0u4Jkw^Zf2~uV23uh2#`?xnGNRvG*-FzJ#!|1>4#hGi&)Q`>HTKO(6rD z{S2!4ql-VkB40Mm=f=DnmuqbOQjJc;7}*3j=evCTSb+<}e4 zK^RY-V9i(r;XUS^v~!B$8$m`Y40LavZBk%AcuFxrHLEE3iE-{Ps@<)3t(G~7rLyp7 zQ;qPLIOzRb=_z|5ueZHGQO)e}ZeQ7~$2thTlRUi((6Y2fqUoG|Y?hIFmukw`2X7pc zuzIn~_Z(c3sjE~{ok=3aQxZ6e^41Nr9EhKrBq0TDHI4Ppuy3s8DwNd4Dfr+G)Ytf6 zZ+($agFz^YwnO+`hdd+}3NfNJw?jc+6wVLA;0g%2cd-1E60@%qX1wl=hX2r&q@V&} zbguy@o6L1WmlAe)zeq_zhwoYOe&(cjSK}iJnp`Lo!byUZnmNg;0)_uu#01Y{{55CN z%P)`_TP?vxJ`4Cq**@coD=#C;yStv#IM8-?EknCkd8pvLHZQclpxpG_w{n7jfD|sO z0_ExprhS%!#hX3Fj@&b5&A|2BxwtSP?c4`gvF}D|>SAKuC(-)(1%<&Ynns=E=;02d zuIIC=sjeRXFSujxp;ngM<) z83@#Tk<{V4+CEZ8yVRMxE=qrSG**RsEQSG);2d7SD?FKiqHWePd<_+$aPDhD<(yzW zQ>hRZgnb{{n*!TUyqBJ*)LRFkONNGW^y1l-m^(61;_5g`Z;Sv1T{dvvgxfLhe&hPV zp(;P?y+>)2AI;o+)*XmC9vc0&aO+;$r0>L7o4Z@UvzC|`qls_&*BFHcoO(ABBq3$9 zBA7GKCU!ljw_=EwTT-xX&6MwQ-h_nYs0L+9{bld!f|n*!cVWtXaEKuxsbjxqk6#Hx z`&*MGj2eXLhfB;hFd6sr8$qBHE3f~UVqBZ7`x9qQ(s*}zZoxQfd`)G{JFSn->gvH2 zr+++fhqh|S@sJ0NcH@$D^lv-xMON`fJr_4xcno(B4j;~S7^xWb46o4O87EN6Ddu*r zt|t~n{KV{DQl>gj{`hFcyp_@H)~QWJzA!E!Trvbad=bFW=3c}Q6qk>^l|+~D{6G@4 zA|x-zaqBYN?nv);_=ju}qE%}mO{4FKqJ?nlxP9Q%_sPgE<6qKN5CP4EA}Lp~O!PkrpT zhw|=KQC8DhXq6kl-i*p4ivo{{HjK`QSVec;1jSI+E_-UM;|T3R@E<+Vk#ijKK>%?G zH2`~37Q|{j5W_fOCxX;I&5m&rL!O{QXo&|OJAG+u?w3NFIN3a_K}fbmPEt}buqCi* z|NA#(7mzYb*g+OsVbM#?JD24_>JKv&VCa!SrlS}&%3f@3ApX-4llP{#e-5+qp zMoo9q^3L<0Xd#2IRJ63JAJo+7!_f^-+SyB&ek|?3C)uZq*Xm=IRV>MI_d8`4Yx|O) zwzFR;-v~kM)F{*-MLR2JPJOMRYsU>0JunnD$aVGU)T~ZD(0_1%4(o(N3rWJfxPB!8pq6+rsRzcB?R{^`wv!lo+zk?Gth@Vu7hchzUu)w3oVT&JBYuLKK%(PGyG>9d zB+D0p@pcR0(v4`Jialv0>sHAD7Yw{ zA?_hN4e`Yh(=XngB!YPB@9D>(?Kw}9%dn*Y zb@$G%8`)5<;zR)>%%UO$_vc@JA%2Bt$&hBl!Q+>$0)CA63~{D(+ErogIly)78Mm%C zXcd1KT%0RP``1H!cl$K~K~OZ{KzFL1jD5vc=BNE-EPn8Q<5<9oirXYM8OF{#JSmD= z%>ZAT%Z;CSDp#&Db1h(vC{T|AeVI%Cy_OEY5-=tb@#*cJnizJ3F9?$@?0OO*YIQV= zQ`GdI<$bg8rCe_DTM1&#Kqy$>4PYJ`*c@Oarx!$|2Mtuwy0*BxCu2`!fBt;9^3|g& z(~!JbpI!!T5@NLxm%Zqe0n*jH-!RrbeK}4uylU;l8dee4$=pSY4&f$Oy?`uH7r;t7 zK$lHelRM>)>tfJn(HKcpP`b3z?*e1+mOUTDNriI2D`|F)?}w%-i`RMrpVd`=p&sOx$NO z_(-4YuI^)m)ld8)`F>oB-PqRdV^JRr018R+FQJ8W;J%LTNxQ<|c@nb`weo$w;)!L_nh zWN!8EOZiuJ%HM~&H5NtTg1-_sfk{2rK+fQ(k+26ox)j3dSh&_yFrvv2hRM^=Otp+* z;b(dKQ>`2WD4(D>pJjd@%Iff(TCU#$$i{TR@SMhR)`sW80NZq5t(EC)Y7&15XKt4I zDcqZvW&?sli`gqk`9K-)@AFIm3jODKMh>|D(UyJgCIdgK#?Fhhc>n-phN=*3P=V4$x#te zker%~B9bI1Ip5l^wr$Th-+%vmd1jt*;N@`6*?X^5tE$$zB`+(nl8%XvqNtTpl1CLO zYC#u8%^P027~hHGSh5TMBWQW-l%m zkZ1SK-!E8NUbYb840a;@xztnhaZJ@%-BD+yB}bo|5^CK ziFXJ1EIi)rUU39>LQ#3)^BtLK|Dt|Bw1oB@-n+pI$UoYaNS4nd{}^1rh8Kaa@p)@3 zY5$m}mI=}R;q1Eb`)`XMyt0aX$CdT(%h3PdUB;D3w>iTqWBlW7hSjULc)tsE-*jM7 zC{)S5FS+jg-UlxX%2;%6UXi{pVD|LH4yEf2wXe&zXZ3!{U7!~f9}o~A&3jr~U8Qho znQbnm%!u1lF?{E>eeZ)4_Pw#G0YyVYLsrdJb)36*%kvqO#thr{S!XU@wK-y&gvW(9 zcQ)D&l^m#fel|afZqxqqD3$1aW*?7seEvMS^Txx;^rqxX{{1;qCi^c|9zA>Ztecx# z<#vC~r=5=-WEU-3#M75*RR8p}X|@W!5qJ2=5nnH_r(2HPxKQl3i^sTljsLf2`!Cfh z3zS;*)?OU$sxWNMNZz`2YjyCU1uL2MNj9dMiigaIpPtAURH_<$JZ~`Ncbz3vu=PZD zco3Tuqvqv5LcVy4&z4)&X@xTjTX$uTwN$M<&?MhI(%+CQ<1p4=<1#zM+HBVusIs2d zFis^}^aa9)ia*vcB zp}&axw4dnkXYOO<)s8uBl74K@o;^%rj%iE>OkzYGMlbX?rE9#naBuz2Q^C$Nlj%kV z-#)!FY)VUznV9Gd()n;I$i9cuX{_0XN#JsDL-M8Yn3$cSbJIf^T~BYn&@W+1zF75n zxMd-4W?xFSj!Wz+W}$#udwLcT4k?v~f8srySiO36O)ZPB(%RP6B1fK?vvbx1 zEwL}JE{Q&ye`E6FZC;;%fG-g;a&mR0fx;v2*nqq>?4WTsms2G{;ySo1kHkl&IqJrZ zDK#%HR%!NEe^vYAk3Z;EtQek5oJ|Yt`PerU{VZ39nr2K*TM(frJ~QmCkzy3t)^^5e zvO7FuxKhTdRIu|x$;18OfdTZJ_)lQ7d$XIWzU?)2GVe zvdmg`9lkuN6@H>a4<0;-%$?~o73vJIuXMk}00E+HX}uV241i92Vl$S*g|oq4v&G)no^5@EoLV=duOKxY_gp3HuaJo8s z7ewqmcI;R~it!_p^p5q}gRhon4CG8%7BHw?sCaq|VM3^Hqy;BKXspS?_ujoHQ~jB8 zfkIY_=gvJ1tu)Z(&HO@szx%^YR@KXwpKIH9Z?_s~(b935NzSnB{`eve?>FjV)w80v zZ||Pn5Z+|1*BB&iZJm-~-N%LSSP>$@EheTN@z-zf zvmd^YY*-_Glb*Gfob+PeTpUOqE}Ko_v*RIg>7SXlv$J19sNmw^sr~fMTWd{B(d(^J zR~N5TY=7gv->OI1_^;=O;NoWwJ0 zx-;!J&*;&9b1osx@{0c62kSO%I{n1hzi{^oJp+Si#AIKMxUE6aYgIlCX+N;;4|td8 z+nlNt$k(qtI;6ocmE?WK+vBO4 zua74_&dirzzLAnY<~;pX;)s_*uCvn-FSE`-8z$?_Z0XvW4u2gcuRGV5GYa{R^)=Ql zUAAlwLQ)4uW3Ef?>Wv#OYC2DJcqA@cyJLgb9faYq!;M4LV!L*gT=?tx+4SOo3oTi8 zH`sK?`kQZ@-SB4cL%#c`Pv^I>vlm7-x4pdTj^mndm@HKEG$h1*czBquz~O0cd~VC` zMwaC4YO1qs=g#+kW!l7toYdEUwtB;cF7utuoC6l>Ewd`a zL-rqqj^EkvfkW7NI!z&7TQvXt-iJ@@`Rxwh21n~;@OsW_l0dt!u+DUI-{Nj zjTHqjvd=LKc`W33QIMG7|0bWu5*tlVzjPPXh;9KnioPt@U+BG9^2 z;l%j*`**&0FFMww6ltuSlFfeOY}efEz?|jGNL}&n6&;^G2|UxzwtsgnL7+KDJJm!h zRx49=YHT2Wke^)Aal#yzRO962^!PSZCa#0%Db{z2t#0gNVlhwEhy0t&17<2QN?r)1 z%tO|hTI87GUB%-ORJ%rJ-QFl@YQ}7r@ry8R%`q$w{zG@dZ`bK4wRr9DCfQ>FX)fVI zcD|pgCp6ET2^O;c!jZpwpX2yt2|FZ}nk+kunaSSxjyH-a{cqpCr7Lg->Yz*JjTRRi ztxqzzRG+9PTV)XBq>5u;fb%RZC#Pm;7*$zW$(3xRC$1JgnWdHzC~T1Uuk63tsCm0&p*`Y}4rS@||Z_Kvs6q^vbB7vG$({sxlKMOdQq$r|L|{4>atgoYl?of&;p75lv3-gh)Ku}@Ucvg@w7g#|6J zk9avfO_VJRt?ayBRavQwlVsIZeyC2{A@;^9=AO!pb?=H9*R4zIaFka^D(yFI5t%`Xl=WPHYUldYUQvZ(?E?5?baZsp zFD@$iPkt_W)LSJdF4~bI+wpovIIt}G(`1f>gakLXyjf=7tqv>>&jG*0!V^Vn29!8u zvgB%VvX16hbe0-4Nj2R{OiZi}mt#F9A#n+T*S9}7Ix#3($*G0Au{4lRee|e-eQBD7 zP*5FTbI_5St2lXi<6mVD1x=5I>~*;sH7Pn&FtsSydh4Mj@_Gb-god(>bX6R&`21c$ zL*rq8?woVU1HQt#CxQXCHJ>aS{p(h1nwcdOTKW3;NP3xMkJOsS&n920E8Qc0q5O9( z>v}!=f$Xst*wN(l+V@0;zp(v!Etg#5g{c`m#sD{Viik%*$!7dc&M72 zC$^W~|7HZt2Hm@5 z!`bV4v&pm?;XS6UtxejP7kN-WNxd<}*dnqq!zz0I{Q1~3Gkgu~Ho#n)0pv4$2AVVL z+RXtv-0s{_#v8OB{i6QFnB+i!8m9e*KC4(nB5w0!NXm&#oKIh7fB5i~SFc{Z02cDk zSX(U1?xz$PWyPcMLh|Cpi?Z2XjO*8DWOa7T$m3Pvyfd({!~vD2Ri{s#2;|gp(w4JC zwb6}`U)xg??fdYd#*@*xi82>*9#TVC9H;tH8QC0N!ELBtNPRN~|>`iu>vfibW zqZzA_EEGGUJZzytURk>buUI^}Z#TE7K~Kqkzxb}!;3(&^=?~M3<%I`V2)T0I^Ysn8 zx`bXxYfGS@#WS9)!NbiKWugsPc1a-w8`c5U!~hXWlWL*AIkS0{ixn5ZYsO?x^vKI4 ztO6^oyaNMcCx$wEfdXUwqV18i9`9U#yUMp8v>`>ygW zg^qZM#m0WimMsHXx>uq%K6yQl=BX#F3`I&6Why5vpLL$F>m45L-2eOU2c4!yYb02mLRp>1Uxv*ptNC#c z9f*i(P3p1FjZuwGF=_7EyLG;6!)@*^D(YzcP$&D2ECJi1W0SS(^r9^H>*FRclh%oQ-Z~@<0`RFN!IfJkd6oZU23vZd@d5V$t@so z3Kdv37J_SYVW^b%Fw#^nNn#NSA(lXKsAyzjPp67?#5RZLGX~YI4YX;odnoRbquZ78 zOSK8m_~P=1!z(xOzpuyvsO|2SSy*#7r5kCq%;2oeu;jHnyWQ>`JcFR>GS3`1w7XotcV${#<^S#*51@IC*%) z`dTVar<%k9psM0os*re86cwNHXk~Q8rnZ<1KeJT%)7`xWK{p(mrU#(k`i^dp`ZcQS$?zj7PewTLEDc-EXE9Z1|N$nDzU|OP|ggP%QOvc~v>&F685EGohsBL=) zOFNwAj?%b`yrb5+SsQm&aqW@bx;o%_0{8{CpI~qg+Z%N*uuOC;VE%#yBcqL`K z&2Rbf>hxD8*@w#p?$aw;mkr)!a(bwY+%u|C?yXy&zA}4psZLhLZ)e3{3A!UFPNRW$ z9`3v7wF*V+u4NerOYE6IZzzX%kYqF2c9njgLFr}`_)%J!*7lzt7+BV6*$5`Hf*2sc zIZ`QH$m<*MCV9)AVv`rrne9bq$J7zW(ee!Pr&BmNn@I+Mbg#aUr#Y2!Z3i)$m5B&>R>zxHIvI|;~A@@62_ z6Ldy-VDh~+5a!=63k+P3Woqn72p_#^r1CS{LB3FlJC&(QZU$T>Qn?0roB-WjwhWJo0@O$;gJsl^9~l=`lG~s=Y6FlJcmu*gPK$E)T#SS`z{2dwCNiE+RoDln79Aj>!k&Sh1h3@MeT>n zZ>-#ul_E<~QAh5^gL7;19 z7_-rV)_DBgNUVWjYtGEYc!Sq}u0}Shz=?}myprj{(B~4`Qh`e|MD(Pir?+`A^ChXQ z8U+ohwUhKqDuMn+UaytwLJ{?l&%h%@OG@h2zs|?tP$J0kP6Nqw5DMef=^BN2y)vCqx!x6=C-YzOE!J&8ld>4+s8VbtIy_(5}zQ|Y+k4!S8y!HXlfjB%t!qN1^ zP_$Jb1!B|0YzY;>;K3~XYzeEQJkGircnZL{IG34ToxLmaE8d*n+l})|!YgxX0U?^a zUf2w1lN40)=ztn(F@%==m)j2Z)hBhn(4B1e6ep!aSZFB6zJ1E>n-0_>o2n=)f4VS) z_-fde_lMi9TleaXRFQmXJX&lgf}r=i^X9h-nui7vE7U-o`GBHg5w(A7#NSKKDVUf* zzuxLdZ?5{`mT=O_s0h!OBephbf> z^67UyycAcFJ2ztr;IBzm@Qnv^?}agv>hOew8EA1FI!QKI1{j&`Qom3dB>{p;h#8)$ zF{hpYC>0wfs|r1vnHq}**4KD`<`0vc34QVz!WQPtPF^aUOiW6$0`YJOTr&ZYj~%~B zF|1$Tb7PZ9IYPZn!$2VrbL6GC^y7reeQfu6WAcTH!=57F{uG<~!Y38xIse3C5p~7x zT|IgO1%Qh@QX~`9AXO0#H9UC+Y^s!^re;9M7oa#FHc)mIk;c-}Zb;Xi5xkciDvmL7 z{+>5+=>!lLcrjqeQNz>h6jej&F)F!*BuZq?!*U{DugwC1N_$mSRgv{4!I4SS{za+q zfJie)a)O|$L#5XGH?~g=cekgFq`x1j(}_oE0MIuRWCH$Hx?rD4lYpL{-o?I#WZ7k( zkYow_+3g`R@VArP(VNomO(gq*Hl8=Cu_Z_ zx)kF^Lv`9?0-(8S44{5fK`jhGC>H*W9E}@i1>!b4n4dGy|BvcABYeQiYfbjt>{JFY zw^m%gbXaPGe?fD)g@J@Qj}#(v1;7H48^CC(8fLP`wZ9G(W@9@VC~Q+3pF6AZq$AU2 zfCm+~*~iz?rVg{y6Ay)L;z-mB_ozcr$tDE~gQxh~_3MH?#SMOS{jaT53WerT5wawt zYM2hRWD|bz{P|ENJN5W}#1+vFA^hGj@`Ui?v!1taD>*u5Ax7#YoZ@0A1BUYP_YX&H z7_he=!79^7ZHI{sS^n|W!S4k-146{HQ(n}nDYQCI#S$tIX}TMXw`COf)V$ZtNiEl} zUzZiXd+p{;|Hgma3#FU~XdlfUH>_V5@Ton}+1Mt+cULnR- zG5?%TC=wA^!rrcm5ZMj@C97(GPTqPg;As#K!|(aZx(Jq4QPT>O;muYC-RA4Tj~ERm{cW1hxQ9<;C1|UoYN~4d~f~v=iN^ahh=;>>F?s^mQmAj zN=D`S;{3Zc$c&lBb-;flSdc4KIS2tvAVG((>L3{q+~p;pL65|MfX%x!)8q+4Z&&}; zbBcB(v}q@woLVmWr~IKF)S&hoGAg>qA(_|+k0fO7&#NwI$P z=r!=+Px0B_sexQIPZrUAXJ1`YvR-FXvcIkiPhOKxFCGH`WY|&U>yh#L^-(RW8WoQ^ zIq{hnCTSlQ6V{nY#P+%K?1TYLm>Mb-W-e=%343RWoMwfv#f{_xqT2q$bw*_@4wER@+Ze}{#P?G8ScAS`C3v=?tl^hqmYs~t;{bT|odR~BeZ@JZpqQ?N`cbnXcdW(XI8KW@aA*jE$s1iyQT=rc4Cya~%|HFQ z2WVj%KYuNl<>UDH9V}(K`xDyRvf91z`2NwQG|`yix@PeIM>Ssh&59a~Lxk>Y&DFVg z?;aG~oK--%l&j~48&9BUac$pzY~DQ0%#kH*T?P+Ga)v6Ivx@vt*PwB{Yh@77IydLt z3l6f{x^3Hb-^bSwM8rH63)}`}hU!d6CpYJHd^G@l;kR$!2)QWXLA7o>Bwp;(T+711 zaO}z|+o}Xz#Z2q4p@|8_qt{H^p?;6EvN(;fYQCZg;d%d6)7GwxP}qhu>dz@Es^z5& zR6aaxS@7mflx(07)9y2_zzTu237|Sgx~n9>S0Q5AcRjgDifElLG<+WHb}!iB9XMdi zw!C?T1W`&=Lb%;7MK3bwN}>%p>qHvV^R+igpR-G6$&LO8p5i_CrvM$ zk1$AC#`TE>y;D@M*Oe>4g3{r?A5U9|_2tglKADFg5Z}~9K*R|zA5=?s@BUU3d%7-C z3%VM(*v-bWCrXQZihGK5lj=dYY>prL_ATlRJ*BL1A!46HN_+^-ozPB~LH{0P17R$2 zev?fv^;Ac?d3ac#0H}^1HAcZlQCyx2n~O*Lo1;65{d*C_Eq%6c-yRteA&LAXYn+sn z1Qzzw1q<`|e!ckOhBQ8)BlVr@3x^v`b5$xHQxWU(@2+Cz3hbIBD`9ds*r7hlZpa5Z zteDfJKoKF5pby8MN_eG!?8c9(MlLck(km30%eW;=eF;5_N}w%p3@Ql0xQHdF zVXpoARZyM#vXQW8SQF(7U_8e!Go@gS8VwGQ3;Viy00^8U#?!VcySME2~s@($VL76=hCpSu#2z?v^1fd zq^N`Y&u$)0TA|B4U+k3tTqJpAcQ=i*LPVvgfV^`FZ#86fR^v=mR8(ktETt}|(A*>A zthWoEaw*{>GE_q!-}+dYTbsPB&S@*IO4wjmv|Quk1CIGjrJwKX|ye!>;4gUs^pewIL0O9cl%y*KzHwT=H@r zRcc5ctS#o;uMZ|`wSD`8#CrXACgS}e_^|;W?MkY9AGI@VeDFotFDR%lNQpoy!T?KxcNB@&J z`04x^{)p$5KXmNa^`cU1an%e|gqD^s{I|`gs&~*9gW*h42Y9`bqPH9<7p)^bZ!fPM z{~97yIgbi=C+48w`CmroGpt|Cy)!20obD#U8ui$lKHf>ERHJ?I~nvix!E&a3vp>ZgQ!o|{c+EaBRxVg(~@brT>p6~AVmUCn#duw__ehe)vw=E$n zM`gXjelkqXh}HdbFGb<9dBPsd-fPxKcha-?Y~AX(iM~w_T7}Xxk@$eknT_^0I2KT3 z9kap%xNqjw=NTq*u@}Y-4$k5Q%SF*H!baYB+cA9$$FQ3m(VVGo7#SD{Cv6-kUa*WB z)FE#m&$Pzpbh~ki2y86s8#itT9l|p*yM~?0%cZ@}Took~_teJa%BMEOJb&)&=5G8+ zxl_(;J~h3Gn5YIFRO~J}Lf$Ect^OLRH zoPOI(Q61km`O>=?R#TT)4kmxIyyPe)^~@+mJ+aYqiUU_|A{3G7QhNWK$)Y+1%7ED> z^-X7I=DmGV>c@^L^pJwHq;#Nu+p(kLdzmP0Rb}OfFGgdjwU0{l zZ|E$bBq3K(1Ml8_wOU9y=IIwh>wV;VPho3P{TD@6M#h-0?GoOh_!t2IQQpnk!LMGO zxqf{_$;fD1xKQ-SU32sGsI9$l_-z+AKLQ0vPbyGSb%39Mp(2{F@(QLKZm_san?a-D z77@{e6{#A$M?kIFr?;zDZrpnmSv?9^h*Ufg}}-B`g-Vq->ht9 zU*)&2!ztMpD6()f)%N8LgC*|-_&%$5+x;UXJXt0|2d!gejVInJlon<$9*8+*=$8gW z0$6GhIs}Xr@)IwLL9U%UPk8MEXH8gSxTd_DP3nL*;#O}vegRcrPQ!kRa(q=4+pgNH zU|jz#`rJ7>hK=1J6iPqrA6`3%aRhB3M3*VlrkUv$W}V$&KU!}v@|Uh>HwtARw(PHO zHc6j2QB6`Dkq7_|D?l^G0b@lXjC+NuC+T;iOsUD89pMFKV`~$Rjk85A)x+QCe3Aa6 z?U^%ardJkFZTl|Y&h&R2|8NsFrV!$DyLN4%mhFe@lVvWm?Gf9DEzyb@+7O4!lY(}try-)^~ zH8eDmjcuCJ%$S6&W7@5>wOOQu+LnL#P?=%%cf2bW(Dnj(fGS4NH`%CO5wO;q4M|+e zi=eTF^9BaOJzid3mV<4F!YA7cJ$rHcxUJ=pcZw6dNvl8d?a zyxP^T{S9SA7hGzpU^D@PLP_aJ>O5`d3B0g(=PU2;(H#aW8G(rEakdsUHK8n}!ql4L z;oO0=sAZ2U>!mjChs_6~(|wkvc`gRY(t0)(=k=x8S1w!B_CKln zVn@yI0B2Lc4!OrMq^PPl2&%ce<;Z4Z7U%J^q;%bO{Ej?CT%ue#f#~+wQ@*_$`@9yV zyH$s;8W+?vA_l&Hz~_`8LviKr4$XF$d$@$MV=311`uOn*DEbRtmXv@D!4AZ?*c+D_ z*JKaR(mQYVOMnC&DNsBr2&uUZ5xq_C@f-704SG&?gM=7WZp6ZX?X<|@7-O_^%$tFh zuwBc_r4aD&^-r++=`N*Du&T z4QMs%rJ=8o6<456YTU4&4Yi7v;7YAI%SuaC6%_8#Z=Fx&O_3b3X~mJE_tTeHT(6e+ zf%4+#-WGE7v$u0rqK2nov7ZjZTBV4$lB|oCQm+0q!)s9DzeBy6q8H~QW4|w>?K#U3 zc6mt%rJR4HJ6XMniMZ74pp!+JBRXF1^^%AD;OY301r8mBps|_u7FMsWd~yWAAwre^^kZ;pF?a5)c~GKHvQk8f z(S*vLJ=fjt3@f+-?+MZp@Am%yEx!K>w84vMccQ}e9ku*eM%=xD<(ef_i@f~rRs-5X z*up--K{ZHk@e8}@L@)ezfibl51U4b{P#qi-Ht>JM~8#pRx0lS*=cP%_4y0= z*fdt2|KCtr@C~wcOwES2Gf}cP{|`C);L0Q9Z2h)+3$yU&UJj~y?}ra&JT?a<6%YME ze`OvOu;+$4S-)RT8g0YTEe{iOk`8}$SVw~VT>R*j{_ShoWqqI}JVZVCA%b`3PGx)h z4Dd{Z#ap>ycb;CC4+!l@IDvttq$MTcR~8LzFWfkPNyKWm+hKCzy8_*AJ29`s<)(iN zd~K%yGM}i}g}uSSxh=CxSZogxCm|74Pz|}Wh-!c^sIzHxVkf>wQaSq|gp#Bokw}@1f2oi&g=tl4gt_LSF)yMt6L}h% zmlfCpTv&=|9fb8FX%_@GP=uAn4oH?L^}IqMEQEi`iphzI6XAb!lK)Z3SM({wyNxa- zODFFuSuT13zTy6~_En_PhUy{^Vl~p=+_IOD;=LB5sAnlNP6K!1!f zo*@@-je5DOpXJU*zT>wUc~yx$vqnYj;>#_Mi5ZUid43Og6iOh zYC&_AUTB_}n1BZ1@8#`X^W?~qMN5`kDsW@)m;}vmu{Fm@`s7JpHe_oo6K*oVik*lhNcB83fZ3G2?%oB!(7K8I1GlE`)G{La1CK%TA8=MT0Bx=O>UHQmxZ(%&tsfX{R(^L|D!y*E!O`ZYQ^46UuXncpxI1RtI&`H`tEH6T@+9@5 zvbjqvR1|8QCjhF=wIoLsj#1R?)rB)`=wPXaMzwDJ`e)dO_C^lC+jg8>)c(is*if+n z?-aoR-hs=@nr<-UG-YVHEp+^vVk&VZ38nxGT& zV%LVYaWfPJGMxrxI}R;rTiZ0dikfxDYv+zjJ4{+<$k`xu9n3_dR+4yK;qHyC^YU^R zjSEpODez&7j<;PUXR0Q}_%!$^Z9?!n&&}BA+{D|x+)!lVB5sC~-HCZU6)=MM_2=!| zRluwx%{HwU!Spl1hC+0R{qTpYX_{S+&!=tU>aA>D4Am&dXu1W=EY-NY6Xf%pRm;et z$=|*ktd@tA5e`wB6EVhRs+fW$4~6X`eR9R32Ho+#+J+ZE4AHF00-OeIW7ce z3l@r;7{vJPY;43s+>yff-~>|MsP-Ak5b>T#IK^_dbVX#9BghwFSs+49v%cOS7#UyHz?m#fq-EsP zPM!{w)-@;^`mg?d`cl&z&TP1GVu!cP1gag`C7b~11_`I&3U00?R(v#B6t6~tl*1WG zLzSnu_W|0zEJ?w^(G{N>nU;16=c9Iioo0Lf(s|V2`+rc;Y13qu8oyn+Tsxl0-@B*1 z3h+9O97pwmKKR|B2V|3m8VM~)$v=rC2lL)I;YMUjer0;JdSs;c>LrzUH9I#gslbic z;70BvzOxa32@#MEcN@dre*{#c$<6mgWo4s>fW`9GVy%cn4}mEP@|tYNrMfsGMZ=ce z74nv<7C=4P-;CAuZR=JyPpUtW%Yk>b2Jb2~JiM3qz@*C2`a@5AMH-pbv7TEO$hR+C zD2dP_L|1(<+}=-whvyVZ(;ZUi3tRvDp|RhAGKeuqW&+G>#QXOrSdT8G1R8Da{hAC# zLjwW|(6d9pd-Z($k!v?@fT%i+SZBs14tZ9ote?6pee77J_?)`X+$V2E$v;io54kI~ zBz>YWZU$jbpB~mT$Q;OYmDoiE8{XBkzYJ5*B~;nO;I(i4=yF`%GUy&5z_yH*Z%e_$$$i8{}bjy3!M&z5Wt92RVwUAJWK#R zB?nrE%`Aax1H(ganUyN|{zoMG8nK8{X2!cN6&=$gjbg-CgJvLh;sb@rq;6Mg(^DJ> zotsN2fnq!9hZ{OK*Py!cAWy-Bn0FZIfHW!e?xrXX|4i~nK+M>o>(MpW0b-{W+?hmM zf*$Y7Mp{>h$;5Np_ZR_+lLhsz1mV)53KQ>F6gH%nCH%!*D4<7-FVl{=#&rZVLehxO zO?VQ!h0x0A+5}w*(E0T@@6q6&;U-Y^XVAvs(b6cl4un3gIq~~eYQL&&+VD`>kJ{%0 zUB(iU>QJC-6+z&)0C`b4HE&)-`uzE!wXrhc)a)=$T^@s4x#$KU2}qPGr%s^{U>FA6 zURW?Ika|aoxZ}r#2x&?k-1SOtGd=Mk(fn&5`f>0^Qgdfc!f9Rsw{ST4rl5)pRJJ=% zs1tp-h;I3EU#I~v?A5@shLT_2I%R0LASe_i0B5*uNk1rvz{mrL6pONQZAxbWfCb;vJ- zWT?q?aUl(bUZHUE60Hn~5GTwRzC!{qxZp_LxN)PwW=2=T^Qki4JA6yUhwrXi^Rdyk z%?7Sz*mq^@2#-3humt;Q{xbVT$es^MKJ#hIIXmazZl2CfcZ%D8yv4q`13WOiJvBrJ zL*JI97XU*z(ZS$qB{~>!(c*v+AO*?-CbR5kCmuYNV6i)j!bN$h&iK6G;|O>EJE2d- ze^_rrPh3Kc#;KgxUhn}EcgsUr3E(;6GlOYb$TuD!&^og@G7E+Z((VBwZkH6n{)7yL zqAl?VLJL|4QpI_2T+L+jA7qASd z#)G?yWd+bXmaGaqrf)#NPVaY?$9qr1%fxT=S1{3TX{6kb>VQk`#0h0pRlksuTkq`D zozw$`X{bK2(QqE+Tw>&*cK&>#lDf0AwP5T#K%OHw&v4R?AkIgjOf$%e157_je1dp| zxRvL8^l?{+#t$cukalNBM?gBolC zax)T-P~CBIaY++He)|U6>CMSUSa$;<@+kRYYtu%NFuv-#cI^eq1X`2UbTFA)tCCD{digC{udFL z#bD<(bf-a^Ht;~<@^A&i{?r5D4K~v(Did}Er*#ajOyLodfH{>DQv?2o4?|eNjZUuu zlD$+LQ_(s*dY}(o7hwl%5K(ZHS&uCaev{A`c9WGSkafS?cR+!~N+ZrQ1W5v@VE6KS zcm5j<|G_LpU^yyf(oZP_my;7SQR=8*Ki$oi^n|s>O-%}|Am7VVcg1FJ!W*`S!-2SH zA*p8Ex!Qti6@Qp~B*GYfYy*UNwr&sM{>wf9y&G>FVmG5)rIVo6X~h1EFv<%;3G&=w z%mg5eir9|8^6Z42wxFQ3|G&ASLx}u&Xq9&;e}47|4X`a;?v27O-Y&rE=i%f{5^RZ# z3uRN{Z`@hmSLn2k`Le#78=Y@pU|&k95kI$(Py@iv!IGm_oar*H`zm4Rj@EIWIOYZ2 zm%G_zZiehN$ITmEnYQni?`dhSQ^=#gUxHqi6V_bCWi~;7QTzY+hnCb&st*(U2^w7K zfEmufpqK%(c6E-EgBG}KuTZqA$^vTFk|qeW1s4^rMm`z$`#%vsi|~|#NF zAq;v8&GrKcU}xm;#$nPIiX=J$_<%3h269qhB_fBhOl0T|0uZ|taRq~hA zj;Q@}#Xo+<-)@_SeT&+SJR6H`+dO7bdu6Y68#i{hN1*HiFZYv!OZv(9a?ElgD)iqC z&Qy?>4@R_z1nl*=mi46-;hA`;Vbk+R(eAWy2L$g^v8qsg8CY6$^ewWK;4}VJsB0VO zVk>or;G<5w`i;>YDE%Iyn}@Iqqy&E{#V#5#GL+CQPs+u z1<=3=-?FmF3=*y7v_RQ!w09qcGrfsy7B~TlV|6ktBhhKnSMVoQZ42<%a4F2YIr*k3 zdHD;Q-HF>n>Dh@2cu>A5jsYnWGh#KfP1A>~fWxN%J^NDqW$#=kq}>7Nf9_;G(OX|Z z{JVtq0hZri4mDyUc?W)7Cg}I+6Gt!a)qf zr12B+z=A?g#1+tJ6TburvPu5y1Pl0;@-`hl5@ypngW4MuIQ%(_zJQ}5ClcOVNWzyl z-oR*zPY}PV*$y3oH|KAi>2#B*faCacbd^QIR!Gz6(7w$kh1Qlj(j5SxOumwrVUv*^ zcICwU263flr5+DjPw9k>?sDYx%M= zOePsFK}dFGky%iP8qk;P`E9@5b@jpeTXuFKLw z&AoZ9b00Q6T>@3jBEww!Gej@CFmHCOpOTPsQ(XSd1q_=SX}dJ=S9Rea{&mZH~|p;4(XrF;aV)G!{XRtgib&ej@Zk(>ZOx|EODJRh~Kl=}5C=umjSg>djTm zmgpYpfkT`?i})i8p%c^~Q(UmxL3mc-BV;3dFv-e9o`vP{5^RPH+7j9JBm0aS z_7UwC{msNZhR*K@pa=zW+85A^1fw1DC_1K;L3FkPCPdW}?Qw`3BFPafx*y0A$O*mN}PNiX_ zsS6)p-=h2Ar=FL~EY7n_T~Vkt+JD{apw@>)KUn}CU4g%K^uWwV*v=hhw=B6IkI*n0=3Vl+_k#SQ|BUq2XEa}Z4aT)#QS&DDeN0~n|1@rC1d|xxBzy_Vm@6@i zj^0Q}84YP>A%_niCKlT8QB*AemR>}NPdCc_Vx_*x25wR#cD4n0#|AG5V1p!03Uk1v zC`;R9U|*7bkse8}Bk^WqSE$ubHa~z;j}|!P*hca@RDd8MI|LxhCzTi8!C7Gjo2UGa6)Pi0HV^JB&CC85bcU8gxZ8F0R18N z*aFecjm8sB8zCjA^@;UH#HtK&h5&YnX51@@o;X%Cxjh-PC74BQ%PaJWciqiR5wN6dO-G*uT*9 z|DVyjs?;6YBeiZhBrb(EZe3^0a8OBUL6fc_4jzf<5O`~liFc_d9#zw_@(rzIUGP6K zz3v2j=T7L2U=lPB#ooeXq$e+4>^u2bB)#a|LTb9;hgxXxoj(JfB1Ipf8-9(LRNyd` zCEe?)fKljD=FW;sx9GHwq5lQ%H|{g~OCFZ~i`P?^<#{6PArsY!Oh5cZ_xpNZmn+fo-b(vt2%@M_JhG9k>M+I~*dt|`)Nw{2M zO^tuGKz=O)qfD#wX(5+-y~<@SYGeU!Eo_cOhmwq!{czWlg4>L}aQJ*RJBqfgSBC-B zDkr8LA?-kMIJokMa%vNM|EF>qp^cQ{h|x$ns{lUQV*Xd@w3-VaT(M#ILDC|!%~Rx~ zGW?yEh@i5FoWly|L4D=P8@kT@ha&**^&i7xG98dXtK*RS4%vV%#TK;2hz`ByYoT9C z$?I*9UKz0wF;i3MlFtuOzvd2B8H`G5ek8OlZeHFpviMPSM1)$52^h0_W&>NtH z5TTJ}n*f{;PH;%wmiZB!(1KTPlJ4Zqkfd8NY)lxhL1BoZXTJQEKt^F%fBEal^XI!I zCPY9UUF%KH$@}(2-9w zbwVIGP2Nua$^#c*ZAonG^I}7}3p%8mNWZT07C3H(*A6d{f6Jk@OA!BGB`!3K5<7aF;b{L{Vh&C0f7YJ7wbckojeED`?nDD2OeG|jh<*hxA z8@&AHz-#Z9nmM z^ZsE8%45V2%+Il#?eM-O`;qoz?L$|b*9hIBk+1LQJhnh}6 z8!FjJ>_m?`5+;#19Df6j#mi0EddNl>MKe;5M;+)!A+$cUj{umVVVz&++T!46bgTR@ ziRe2x!*Ar#11xO1an{yxCFQ$*%~sKw7eB4$5F7C242Htw{)ru=MPM%_V7z^MWsXzW z&`KuBdDCKq*f2npLz4q0m~o<0k=8+gT_}MLB(G1yjzW~OB;H7xS+}Ee&Twun;5yA6 zdH_i}K)V$NN*-e}9wnAWMMDBac}Von-rp$7_skEa1t9Z>FNAU}BHqyI3%^)lC)3i- zpojb+8+PotC=|hi?)twvk$<&V2NP;c89ZyFP=CNYc_m_0GFdba_}XLP~(F_nCi^bV3X#cpEQj9|l`3 zT4csCFL(VqHg~3xIuWjdDvQtma%^gLc5^)n@1Uwzz}V6xxFA^d!|A8~j);F`R1O;E zNymmLnrz4b4S>z=4LUP_EMX}}Bi&PscOnB7fF)F645gUB#4L_X#ezy@f6!-6n(x(La+`f94}HMc8`$u4!AjqZGiNV z0Y!Z-4U8tkJKVVA?kWp4orWJG8H4w%`WjS7t1;#^ksdFw$V4(_3rVx!BlV zGiENPwA=dyho&9J0*?m1ZB|Kf+lf=$c5+_Msx~9Ecd$tz;Ch9^&RA@c8jUt14}SFJ z%0s_=VLxIhMdn5jK{ot!i^D&?8-3P5ndq(w*g=V%*#OH`nD^PgJy2`V7=kGVa5!2L z4=${9G&2fLeFWm6tnu2lYeC<2T(CH2uC1!0+F1%E1D$An_j~H%bqX971Rsu3<=pbb z(!8pI9MywY`WJL}catu`?M|=8k{NCsiuLaGzj_1RESNkVLkZdy`N^OvyWtHyE3!QQ&|eiO6h-q_PIBpKx6g z8zmVuNTlQNNz&{MU4mOR=CTj?h?7Jlfop<|6YUm{4w%+LU12sRtT?JcjAbhl{$br& zj|+PJs6~n3gpMWVvO8q>5cWBmA;=&`a5vHS?{6Tp;sEhga9J_}PKxY4>?iJK>qg^; zD6-+`9fp$_%}0UJpUB4GtZT&z8!{F5#E+|hz zzT10nmAqv%bHA$w3Too+GwJ=uCaJuFm=Gz$mA|+i^pj-%=@`l5rTHj>YoGtyl=&|R z=6s7rNhizN+6HXh=B-t^3|)*>&u;( zueTCDIb$Qc*e~55c@D(X>iqJ*5{bk*x{w^ZMMSvGJ@aeO{m=FfDvDSxZS&Eh7AW+y zMeVCDNX6oENkC>XH$dh*2jYk%U*dTTgcuFjPa~ZBX5%)a_Z8@ZS7IUMLOg%U>EG;i z{m198$g?r}clUys*-Ol5+~*QPjgvPVEN$20uI06L+ilp6V^L_Ca~W{#r)o+}c;(NY zeg5jzBqx8$J*9tfM*sZcOqsY#jlYgQhj8O(^AWcv)s(Fa-n5K?j~7z>)iYGvLOi^y zp@O#QmkzD$bGUNOo1t#Xk#vt_ZP_iKG1`#(xy-yjPJ53J6Q%QU!jhV$^=)j~d1CU@ zT3A^rjwNN`3kJ~{hzHJ_8${03A?`=;V?K8=RIZj0S9x2m>04=WnGxjrLi4Q}MQYcH>35<(aDdj}DoB!R`6J z#WyDA4UeU+u?mjPGcf7HxPl z(bG$Oex%2N6cv_eY9wkaw_02^OcGrqw%>)}Mj<%nh>z?WqCEoxgNhA7mIe%e?||d( zY*NAx57fQ7zT9fKO9A73QK&{DMQNm)hoQ73u1>VJ#a}~W#Mqo6kZqaOxDKf5U7(|5 z!Mg%fUGL zpo_rOl_EnxFdCzV1rsNK_4_gl`9wA~#nRDbXeT7N2lPn)u&?wty&1o_k(gx?g~TLWL}us0RCI`p1`YWF0apzZCg#tNir10*rxXuUb3+YU6uZDR z>5rc(k;TNz%3n<UG_0G%aupKugOkGOppW@)A(uEm|53#TtDd{RpBl8d z0c=3hv@IkUe`u=*$YchLQQnF|3OCal*|K{D859I@P!$ykA=x1c3M2~xlM^`~ITc$_ zjf{~(ZN)f7(=6n*B+IiuVH65sq=@k_bp%v(9b6nE$l8W5ACLq`yg{c5fdw!`!NHtgEyaG=VTe6VFZ7E z9hy(Ec}{fyqmnzGtAbzQDGq{5$DG?k-rjSQ-vTgT4i&p_!)EYw7t{alwCQNx2qusW zXt52%kPEl~)Xol5T(1p%HIlgk%ib&h@s1!*ZVU*BEh?G|2iAvf83+8#B^8iFwH5yN zge4{9N{4ED0UR`h(T7#@gXG&EJvs#4ctPrqLJu(k(dcNt%jWb?pH7jM4TwYHv~^;o z0)xAJnmS_=9fwRfhGoal!O64qK8`#fgpzQzn3tqaky<&^={8Qtnuh&AQS0G;|}pglhJQF zP9weu?`^$<@KVAGRobyOl~%A>C(SP73!DyA=@txZ|@FG5&(|v!hF{8%Fud`l_*7(H-2X96UU-7^8r~$a9}z zH3u0+NhVr>wEWQf+dN98OgK6m(Xs~&SFL7hAlu`^FM2G_dJWp=t} zDZMKr!@Bjv`zM|YS(ez8h&KqSrqlv68Je`Tel)n`#gkC#pM0VAg!uH}RSezhR-Q%r zlkpU{s>rWtL6CS@v1?v&~ll_j!-DWOs*PAO557Te%hLNd#hrZ`Hp z3aspas9SsC@Ds9ML%YT7%!5rCw{Zx$nzn}Ud6=u5HMCfai_(8HTLv(j zT|8&(A((*#3?TFHzP=Z?uh#K@PiQPXAqoSMV*HaQCEb*Txk`_UhEkK|ed*x}2aN+A zpudq7NCK%kp&1v=cwUC_ON_eT#RxfqKMYskb+@-R+(7&_!>`%}GH3ckzH!RR!i zyD2GECvEr?o3@G2Au8bq+M@fLaAd747}QL4r?d!>kN}aF-`RwbO11-{--Iq+yf~g< zlj4Gg2C`IZrPTak03F)NyJMMRm~B^)cJb%6=EskZ49eo=jTcbF+8EkZVMm616=h|j zThW@0tD$sHt4fj7Gzd2J}{RI@;Mor1`I3k%(cTs1e2{MyH1Pt}Y(C*Ja#RtbG8 z5m&XaqklU&P>w3^MA9!b$ZsN&6ST<3BL|Wkw+9;@$5Sb+i6K`lwjhL=mmd`!?RWmS z&xHzq)-n7(a|vC^PmKzKMl(&>uS{?0@5uVBqaR{8?NN=;f4Y$q11QF+Ku}im?6jR7 zV#G&|o&x6f(D^ebf;9S8H>!x}!3JoC#X>F#>k{29h~x?TuqVRvgZefa3$y6mKKY(P zp%NI-yoA|pAXaQO;6_UtA43U0-3|Ij%HRjst*&=o6M)U=Q- z;0F6XzWtNB(6<7!8GBFtlz#d7x-VQt5xjq2V{*zcO2=v{3QL`Rwaxc7wh_BR#bn!3u>tDd z+>I=%zlE!7a8braA))qp3qouy_6Uh#qPfg2mzq^(<9aUj+41akz5YYGjvoxRZtVm= z{Rra5*c!J2Ptlr!L9u5aMl$OXs|)!ebe1`H9=C{dqo8NLUcbK2d;gIF&*@m}qMls2 zp3viJWjK6H9=%{@MzfxCHT90Wu`{^%rsNmg}-;f$0Qfg{kx$#hDw??DjJ-^{? zF{eos>dlv@&)hQ$UNP(bG<|_uer!hzP!Ht?(x<$yjiHSmt@&I zREJJsC(tQC&!^6xJNE!vGgTXMcT;Zb8^_;ITjpdee>3aq-dF?Ql529pn+D<%6K6{* zzfzG{Jejo8&~rzqjZNhN=K-A*3#ID7E3=S_i!zyGuZE|c40xyMd$n*nU{%Rq3dyOza4i*-66NHf6u#fftqDTj`-jka@r8T-+gmo z34sbc;W?-k!TmoQs~I(K<9F;&{y@$!nkASXy)iY(EQpVC?t_K@y8K5>`gzX&bL?m1 zqOH9+C;z_kpT}M|KZ9oH9C`JI5kAw}Itpmj^)lL$ulN0_PIl!=YO{P=Su@AD|I&|7 zm4n3ff8n7o1Cw9dD<&))ppmU{uFw<#B4ba)XiA1)mXPWB&PJhWgCE82_ifQ$G}RMb z!mrq<62^97<_V`E;ejIb-pmtDu#vev*EG8NW`ou8I*p!M<{!(W>vfAQt?#@z4~muh zzgbv*X84AfbVK5!RnyOI>FMHZa)RIDorMW%6zb-75Bk=VjKhxg0ZUk0GDQ(D$8fQj zbf^qO&8w=a+A#KYp(=^$+VEAKzy0RXnwq&K%K80JSVQ#BF)@l5ZT|R3 z?id}$=a21J=Qmo2So-GfPFOHF?x>!B8tRjw1(t8h#hpw%>e7q&UoG=aJumVeDOi8h zeAuBP4o;cVy9om5);aUx`` zrq5lY5~blOF>}gm*F8_pPtf$28Wll3;Gn+dZb9|RjORrqLp)tmZ@Jg1&me~!K~75^ zQ8I!1D1JvHkqJ!&bEWS>7FoBY@e-Poee`_}r(JBrmE6CX#1b>BdR68h>J|BP$1{f; zbXF&e7XhouEl2Qb+Cz~QAPanbXPtf9?i<>{z3bU+{`OH*al^xXnqFalk>fh zv2poeoKRX@lc(BN6EZDcmCfrn_|dv_a-x0u1*zb`n6U~S#!-e(?Ok9zbVWOZ1n zqa46;5uJRYXr+sVL2dy5tCYM*{zjV7cbloB;`J>0w*9$zdb5djeV(3}0XJ3pP(`#tj zWPJ*Aj2*wC-L9ps>y@MYm@nhlE&Yj6za(%U3jDH$kWp#M88i`|?FnwH`|WG0B48s; z3|>eu^WqG$)6=*5jCU^7F?n9$HmlU-qyMbpW6J81s$2+fJYXn78J7WxvPT#~-O?F@ zA+Q72?NBsM1h&juWjE%Xkm@5u>%U^OvGc#-K!fFQ8RbD?K)Br>T){aEi20m~AgRs9 zNLP6jZa^*`O-`sU#=yoO)>Kqf5Q||1!z<5^D_LBc{`Na*+3APrZ;wbzO>^JQ{OGDG z<0^`fLJ~3$@M5R+ezgASZ%E(+aDOP>CIH?e`J_#q*7z&V3A9*L{tAJ?4sv z)*-WU*f~6K(A9BLs;tZ(KbDknOI**=5B$q?*$nE264`VAM+Wq0VM>L=3b+=05UYIm zYNRZVI5(qP!5&yCkn{VJS=%h|)PDD9C7F21NC}WWIVDjcGVVJKk6?ulPJR2GCM?Vt zUFlcikx-6@szs%dwlb&*$jq!1LhlJ!lE5c9vKr`(hH`mNziH z2uT_gFbt*WH&4=C$D)4Oy_%~2)fgiGA#0NoIOuRv>GSL+SmlBs;ow1nt_mu%O$$&F z2CexX!AQ;J2!Mn>xm{m>*&H!xm)$Tdvp(RwPLw+?V1-9);q&Gq6%vd^Sqdk3mqR9q z#e?Ba)k;}IH)t&TS6rU$((?r3JIs8lYU~7V`pa6})KsMnxgE1?;qc%hqw7GLK`zWg z`BT0QI(gE_PUMyTt8|@rH zX5QCVh&vU842BenK#J$aJLkl~3C4v;`LJNZ@~U}RdN0Jl1l;4{P_2fO|Ea^if@}j6 z(jqG_q4KqixT!VXw&@leKYxc``06@9|0u0cNK91WND*&`!JsR91?5Qn^B>uoP(#HMlIK zoyLnjM^|i3>(cZZaD*F8%X-O@B~qBuT$J2e?@_&Ip^S`Gk`tB0&db>%|HaBc1qmRz zC+h6WRg!hCj;N^yAqSS;@&P^>z0h>$R!u|X#{5p;<{=q9m1sVh&E8ze#$&2;UtW}t zELZn3PRS@k@<77?zHs7_)mWcI+G3%!w4=h|+-KF@$kZ#zEyI4JQ)9(ZA2Mj^y!nX#*spENKyTVbC`mLGkKurncA0Nc%S|kuskm!o8 zo~m74=j}*{ZE|Bms!Vb&Sh4#PEn)GYd5vMESx$LP?6qhlbMNA4YWEN~kJ>Vj02AM= zR}!yfZF{eD1iB)aqB=*@8F@T{u!6`bv1G}CGwe@*Jumwj)CZ7Ky3afL(s7?m8CM3$ zgq@V+Tj!75IUY+i*;Cltp@3)HJ&}^9T%OdMcB=@vi?y@q3)aVkVqTnDFb^ zPR1#GFVwDYCPjb(WaNuwV1@!kp#I|VSazl*Xx`tBU^Utc!!%)l%2C|SMvI%AicNqs zlduGd{WXBR5x$yw{~>emHR+mf`yD%Wi-3czZWZgP(iGMX3oiAPTfAsd95TwMarsnA zpZYlHe?VaT!nDrAk-A!q47ML3;~a3Aq%0!1F!`tezo(2U3g-zUvxSA%BB6*yr7km5 z^)d!0v7WH}Q60ieqla}ef$4be{B{x?-4x#TAtQTzjvK*~zKA z8sv71Mw=XnoK6Ne?Bc!DT>-`ZJC7disASK7!_6DQkd}vI9cvtOT~Eu~es|W>pQ&E~ zm3fFh9CxRmIq1x`^Ei7%3rGCYohTAR%_EZrahwftk2V$!hr+t{vi5~@j>EHfv5<9b_8I&O)aKXWAXgERxb5tqczcCiYq~UX2ffH&IPj$A5nN5~^T{7z6bJnQe)Z z;o4p#dq56Ve$}dnNs-J1A8H+eD`fzL?I$ze{wrtKw1BQz=u$nP}*5EjR$p zUD}&z4e=i1n=0>hT>2Z7)?3`Y-xbKo=rSJh7i+JtgmN+40#!&tOcJ1~9EeM#1?DHn z`$d5|-~eC*fwjZJSM{L9;WOAe(9qAfd;~k$USxMS>`!qC*V2@h9K;9fgY&iY@X0u*>n}JBW1?Ji5EOh*-|@c;_cj=;^cOn-)PW zbQIQTNdnVfxq0(+&{Czp6Is`GJc0TRjhE?8b)M3NZk{w?Tw?FyI3$IaQo_ZUAkA8qJw&Z)W(6toF3x07S@y{Ci+4#twl`*}@N;u}rTICo@t zL?xFVIr}!?EqoYDv5y#Fr5N)poSn$BRl%rU2`Ab(6wr}VRq2OPsM8!GEQ+h7D7Q|R z$%CCm5mg`?>Q~p+`d%_dlU0S^ojQx9fs2fOFe)^auYr$)cA z4n=Q@h6tYwxbAawM|0UFzL&EuB)HCAHMRJI{Yo93wz*Rg`kX#fB zg3x1UDNI>2IA>{q^P9%9S98jFX5HvdsEj^t!3ZU;Ya$9xev+;f^juaK21OehV^~6z zNZ!fA${}H$aBL}3oj)j{Lc)U_SqUnZ>a-)eJOrI}_d-+|4B3cxQ&nrF%+4SZ=fZ5@ z3~l66AmzDGIDNMToi>BI4zm!AgCvo8B{I?x=dPv1&u~TIREjD~hvv|5C~MCKIR?E1 zu_op@hAAy0K~+d z1T@8;|HEFtGq3j_KyH7ome6DVq_{!Wj{f|AbRM30;s52;+@Jn@)2nyOtsG2`(aY`B MH{PDQ?dXsH0Ah*9ZU6uP literal 0 HcmV?d00001 diff --git a/automata/plots/ke_DMC_annihilation_creation.png b/automata/plots/ke_DMC_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..c44fde66d7d73362f20b9517a6fc678ba064a735 GIT binary patch literal 31267 zcmbrm2{@J8`#%0E%|(+&Q$-mnQIwfVLS|A5Q3z$8Wk`e4pf*y5DAPufDVdujROV!A zlFTF|^Z#DEPM>qmcesB4-)~>nIbrYp4(na(dG6=F?`K`qP*Yqmchy{qq82Fa-K|AY z)7vSEX>j&T{3V%h)+YQT?x=9UQQOAM(Z$%_lu|Wzv^`t^xI zTQ+hZcXYIMkPs3&`R4_zz1pZ{PaBw<$(k-PhDC ze{|Q2+}bxfRA+RCV{WPO)3bB%tEuH7jue%kfE4dy-nzYNYHHb8DT(DXWNb?PCZ{dj zh^v}r_UY+4eA2xw!bPfdU|_(hR#%T-O6qWRyt>e^SA<%;^`lQSIb=>9sE$*uZnP=9 zzg{&|Xa76;`Tfa<6Xq;g&$oU1_T$1jSzT#7Yxob|jgAh!eLLAO-`!$#utUQB%Y_do z_uo74N!Mn@`BkEpJb@)KNy#~-NnUMlB67xhb8GY5926841!ZImmmju0ZRq-G2HVo5 zIwfvzkKM6t*4sX~(nn*LFAMh(uhEVTN>%mdkv*HoS^{JpD;1Vo)Tfz_etX91^ucpD z*rQO=rMKp`w8vn@E>?@5-#+CGy*;E`=ry5yX?1ORX|SNE-RI{~ULDEFb*(WuS}|b%*pHq}<7YD?8+R)zTD=JuH*75n5vuDeoJywC`BHMqWybdP zG-lP!;yM+Tlv1F-)$CP85WjZKBfF#0?o@xPPL}NL z!ma|50PVn_x8{S(eU2n7>87X}&edWkG>#pM(a*Bpl(56NuQ4m-@aB*kLPp7I5fZw` z3um#gU*oAw(o0F(Sz8&c$hLa*A=4gBnc7tEG6#e6RU<>a&4(f+U7V++oVyQr4%O=A zbS5S_z80-(4>9u6+_&#?v6$!RU}aObgQ(}IV{O7fo!%vJhp%+)cs0WS_rCY}ho;YB z(Ft6yI#{b`lwkbqd~eRHSNnS2rS6LK{Be*i!nk!VE32NXt82wW*31^2b4SL<=x-)w zM7g)HNci}Sbi_y2#Hp@U*uA@bpj@`@+;T(u=ulVJSYKg^t-Z{#mkSN-OL%E9tF0f& zuMbpe&UJCAo9gqP(#DC|xVTbsoVq&G$~IRIfAH>04WJDxY`1xT?~rx2!cbQoIoN?t z;fYKxkz*G^#ZKyXiftGu=JIa8D%q={uOE8%?p?>X2hBUKY=8gF(&fv`MOQeb^;N^f zbaixsw6wLIMp{Fxnsb~sNWVxkEvw0PFvryDy1eyG1)f;v)`GO>T4~K!IV88?A~C+| zbLPxhCE-XvA$I88n{uP6-uiUKb&6MYlJ?(Ux@1XoObk!6?Xv}jeN!@cz_b{%*P+>5 zPh<*I501GN`LlIa#a>c03O-lZRrO&cxYb?Si>vYB$?E%A?-S3SWsZ%BIo|ZhPGtVB z!igVY$@xF@i;9br4>@6B#2UFu@7Ie$>=%IfWE9zVMK-4zsQ)&(PG91@OuFD(~x z4iRT(c^$T0J*&z7lHQp4ZMQumBO~q;Lv_-$fyMaMEW0-h9rbd0mHB*5#+P1hoyM-kW-%{xv{$vf_d9vmmTUOk%{1ee3pIzV__Xw;hHSk;SGX zS%+?S-N}#y|C^$G4OIY0?$59gxhsOdDBB%ZCC44GHk<)GWqD70`F*|GXJzO>!6&yCm zbslDB7828ENONoH@t6MCC-tp>in772UZ`Ju4z;mO80gbQ`trnbF(8c%k4 z>OH#?O^-D74%?l>nYI}}W#*7{-q%tb;9_Jn`7?L3ie%w;!xWlhwd(c+Ow&*ar$m{t z?yb@zUjmi)?W@78OjHrd*HM?9$iSc)NF#QUX|=iF=jXr|hM|qtxvBxuKW<{YVsd+P z%A%7o#HBA^R(SN~$G^|_P@&<2^A6tMzkq#5h1H3RIF1hHP2EUaq|qnWt9m!OKD(M` z8wyrE6v^7uHxkjEBdh6_l2y7R#B=ONN8Z32ZENe~^Q>ISZ|@)KB69_g_*i=V(v>Sa zth>5CcpseVxiREUXYrgFwM>NKrY46Ar&iJ~@42!H|Cj8`tG1Ph2u|xuDV%J$cI;Jz zWLc*OqcljP!#w*SXpLn+=8Zl{)n%Y&x+|$!%t->lj|JuwUgqMeB#jRVnO#O#l z^^80-jm5&Q$WH!zX7JE+%sCp7le0fq^agDpr{$`oRD*#_v(p|eEt=v%x8aT??|{BD zi?OUlcvjlv58cS^MjjbzZ}fj&nPMcnPC}yLUAlQd?(46w!>)Y$W}7k09hyAN)e|7;6x*<`S%u?{~!(7%74r=`IvWoWg! zThLGrU-^*!+lLz_B{%oksWrW?n-pltk+myqojA3zEIa&FPu2(Pv**r@hg_~P>W=QGl*Sfg47gtud^(R}J3JM5R-Bq|$ zgWDCgdEaF49?PWJzHF0zs>!+U-@i*e%x=5wQR;O0`@`YlE%PVvoNJLAHa*)C6d2fI z=swiRn^fD`|IkUjv*0k z1b*pCDSSWi##ncU>$j*AVqyB3maV#VNQl{oH%|anaJC|t2-XRgHolL3kWEel$0ndDQRLA-`k(`VL(WoeHJUH z4hBI#pXdo>&#GsZNVTgp@>jl%uM$H%pnbOi-19qO*v zcKG_La(rX}iIj1FNd_f?n__uK*)-pGeLhxarO>$l>%(Hn+OEmnY}xPCh7PlEO40N3 zq%y7QlK1tfj}IH&F27dVn?h@um4j)hmUjlzQ0&CJsF@2^(G>$YL&Y89X0meL14uC1 zYW`-v^Kt79SN9oQ{}H=@Sx-mji;L0b5EYtZ*ZnNZZy%q?G&;6dJjwTJxw5_U?xoFD zeq3I3g-gpiuxe`&p6`zgw0SfwNV)L+#oC0L%BxqVyj?QZjt$lpB08raO~(Q?39ehW z3y}lJcGV8ssIe83L84dFy1R6OhusH?^a>-prxX+>Cdc~H^zX||J=XqwOcIG$hwrgiBr?-8j!^x$JlmoJaM zdv`4!Ui!Xb%Xbg%?77OGaDAO(=i}4UC5D?EhHA9cgF~a@YKj-K3!F*X>GEgNJhH$!bH$Gh33gFtq@B z^nS8##d6{=A6i(7MB@B;kqf1}SyJ*4VD7g^yCeWnBOKm{=O6%O*tP6&86op~#=K?6 zf$ke{v(A0*dmKiS0_U)@*0JdwzJomV?r13crJ}pQwCzvl2}#9Pwx~F~SZV&!GBf8x zc1X;`*l-tul$1r@^qKQ3yr;&DB8`r)a!R!u3JC~&ci*>FR8+U4qa&@c$19*R-CW&s zuu_q;FS!o@*yvQh!Z{QEq|yd+SJy{%&G9R@nz>5f(GW5Je$nV90v7&?Xc!wHGrHGf zxYwy}>U)`x{v%uCTPB+Vju@nv0`C}EeE(8H&<5tdj%6O< z%GMjSem`|SsLg%0S!DeQv6J;_3gY78tqm-4uU`PU=_Y@f7-(5C*xr7epvMRarz#(& z>4T`2I@>Fw-9MdMP9Cl3@d`QGHrtPK_YHC%?kx8FUa}$6wco_R_0zdk;`T9}H3`v3 zue#2;2IW!%uM#3}vZ7k3L5NK3O3qaqZgz=8&?DgJ#->BJ9c}L>XvcRVB<`}4J+S$zLs`q!8N1NEC* z}iOy)P1ZcEBM;ADBv*5+C*Lb zv||@(G@4X{Q)i75Z4f!jfYdd+cb~;LTNb@|aYOv-#U&d$%Y+JR6qXyrkhSqH^=PQ@ z(erO4x;6&LKGwN$`+=ssjQ)Lyv@@UiafoF%3C z(mtUVnK|Tw1(nRyP8C0L8~7S3?eQ=-RO*Y8w#6;^Ck9RcPtE|ijrNT#Fv|m@`v@1WI3mh1@zTLvYLO{FgX3sNyw&ID7aIz_y@Pq$pFA@3 zbifT)IuP zE=Sfhe{*6|>7!otrI))<(5O|j%8o|?h;$&%>7w{hlkC|>vVm2yyHV+=O_o&ME(_1E zD)jNyGc?j~&EJzqEnG_|i<2k#NbV(6ylSvV2_*Y)e`>;3)xwf5{epO%(JN~oEV+a5o|JBdi2BPX9x zhn^HqZJ_8<2IZ3hY?#?HFkeHH>FN#xcwox<}YS&U;h&cM&Dg_ zV-uk+0U?E;%Mpt#ul>Yhg4Djtx{bZoJOeK(O5+a_cb<+W|a#D{L=QXr`{b~sch+rd-WbT9Q zcQ70?PDE0a&N+!EVC#Iehme~+#>d|tva#s@Tx8gaM<(7;Kt=;mDhXvw@Jf@+bej({ zq?#lY0}24ayvR?_`~;AfgbFkexNA`N zzP>5EYxQ>P8eC`sg41y%f?j7p9jv=rRBJInHU|LWNS#f}WQ64XoAfj2Ri4u*4PC|n zy$7Mt**^fbB&F!ma*yD3-%zE*V~KbKk+=th`Iamyf|3m;L475lHU|2;-dV#x>Ax72 z_`Q1@o4uzdESqyOJt775l54;Vkw~mUv(D?^lX;?Eiws-1xI>~N86P%IyIEAtTwu0Z zOgQ>)pm|?Evr2ZdpLON=Pu538ZaEINYvzx94eKrb>^FbqS|yUFNs!ooUmruTM@dO3 z=hOMsgCs5Nh(nRKixl(j?m6IZYVIA}dS!+1P8Pps&1T3M{&Fs*y4VKxY9r zHX9`3DVCX~2TR8NF2}10hZbg?qXh1iV8u94kh#O=sRtY#;M` zD!GzOpHGuNLBlz<2J3Yqx4uPaiznrLr6O1Da-&mg5`OCXC_7^!R$x_B^yN+6Ge7)ZDxa_x5cs_XgF_F9k`m zPMtajH!dT&EeDx|R|$_bgk%Sj%18yR%vWZDn$#TyM3XS!ihva&gm&&$oJB)mhv86yn5BSE+k{q{pS9$M1K-Bf=Sd6 zeGej>uzp})0>0BUn}@sW9jZK+E?wGwal>uf!e_U`!|wr}BTklDX5J9IO$t>ZA@!by zOi7C-EcWjLLh4Ng;UL|6Wv2zvjS34Uky+>Vq}(f*_;CnBwGT`{mA1NctES%fSqqK& z+?Ov~=01L!XZ`xP8t3A^B!M4uC^_A=5JaNp_vQ~9N~0Xf>3^|$=*cXu!(kjWXb}#wxpzC?y2W|4YjJl(nrE6KUyKyk)l|l!l@$r zesW?A8bfd8!whFy)5#Ana`xOJeljVy5J$&<0{?X#AKx7ehTzkBJewuabwHX3z zTIrv`sBr}|uL;(pj@|+q5eZQXw0N^=YHF%XU@zgGBws;U;2YYUDQj$O+*y|rDKjys zo$^IzrJ%~_yYk50!`-T;dbZAar6w`6zuHmP><;% z8Py^=-8anFN200t+25irq0vO1Iu>LH0COc^dxlBTTo(hd-J1)??T5>u3f)W2{J~=(uj}+NW46=lT)XS8Wa{i*82Abs6a5-Gz%6g?UyI3Kf(hR;Kz< zVBS68q&2gw4Wji@3}28>0?$8cTyfs`6dop+MnoGKi*V=-!q$Zo&g*!2i!S*4i-c~s zu|8&Iw#qrTx!DY&+zSYZHZ@6llnpj# ze_5RJgUjpZoyydsisXnpu-vZzqc_>^U^nbx;gUHqA2c886_HnF>2@W&AuEtU`&aJL z?Izjyh{$CD_C-Wzrl_Dfeg8LFtHy?ROxzDZq!O%&AbD$F+z~&b*>dkimPe&Xg6D%R zz0K#(a+g0dwAyA-_59kG%**WJRbX!U`1rN}?pPq&t-{LPGc`GJ1&b@d6S$?gy*fT% z(UK)cV`5@fuu2bJ`{XE5##Rg#%-oa>uz+tdW z5$TB*GmFzz4x-#GQek4DfC^H^La4)p-=KtIMhiKwHcEc_{lnQ>W5a!Q;E0ni zT$pWYY8otl6}P2Sh4aS!{P|N^Y8NGXzKj>ayWc%}&th*)1m-=ZWo6pYd#*HzPxCE5 zw&MJvZf?tHP-j+n;td6!xgds#7(-~5(XNyb9>O;OCRc*(skwh>JE{7J@|XdT92*;} zL^E`2Ws@FlkCp&2x^~^VGRGz`gkbH#%g~~xf9q-2Ot5bLJT!iaUrg*#KR~#Ey!Ar& zN1GNiv-s@-wz%5+sD&0Bj{dTQ_OH5)JS&77r{p&_M}nHw4$0 z0WhW&V4Bq!91_x&%9s&5S?9PfJOxSzB|`1BHM@9}NU?MIvJNtqR0A%QUsAHM`RmUw zc`*es$=kH!_GyB%_pqp;Yqmy^3XF=Xx)wF-$zSL}S~|ZpKop<^I?M3)LnR)uvY8H08d~S7Xu4q?4@jM zx);sK0Vw+1CVAEeSQ`AGqmV(ILI|FRW~QIxn2>t{q;^BDONxky2#?arl`9(_*+sLk z@4x}U)etEWAnddx!(1R2{E@|-0{aZ!Sp_j+e}sg$lPB&8g<>245}&ZJCb&$ZbO&F* zeg`O9iI)86^IQ^jvznd5Zo7S5NdQ-WF_)g1*?O0kwRa;+h+27Hh>%-@(rm;AhAz#n@d@qk#GX>GNnHY z{s_4(tnQnh9rh!4&trc^<2hgzd7Y(h8!%I@BJ=q-#Jft19~8OeyP6fB-y{#%{q0z~ zQbIye*T{(0i4(RhxHdYk>+@gEi~q(l@r?zxipO@K!%+*AOQ5Pad-g1)$V|~UF-q0R z$Xd(VFC{_(8;U#9WyHmIw!FBqR%sTcGlv*6e5TCP>w^MYboTA@zV(`aLk)+H+M83L z+6cM`CiV{3L~X@YQa@9ipooQOFI`?&k(3w3J^KkoSuQAWW1^%K6qM4j%;J1Ko-7rNo=Hmcg&h1_ZJWYy_Jne_=MY(Eryv*Zwn7y5{K|m2s-MK{pT3A3fq` zo<+^(C#O}n)HE`RANi#YcUHGy6lgrT((3SD={lCWCnaUIs})#ld#jkDLf4Q%^uKyTW^Cg-O=?YX$3_if z$sIz1uV`BOaS2J;EFwR&bLOyhdf8#sGRHdk1T!)W7 zVs`1*qg!@gDq8FJY|+^Zn2b1fIN!#7IbUdnZ%?m!VVP<9{mb&;z?Q+p^!lsEtK$rm z_ifZUe0ZVnbgIVk)WF;*Quq_11UR4gDG<54kmDWeR-eDK;kN5eR1sKbm)(DKCjhg1 zbhn@+Ld?AOxur!H`W`7VV0$<%!$yf7+;=(S#KHc>OO|vWrx1t1qkd>J$?Yv8^EmdI05{epcVR82v2fvo{(RW@=v?43XSzv`KaV_u$ zdAfuVa|Nlk33deaWdY9yNiAaVq<~aXs)~|7li@w(waGB=08$dT6;il~n!gD@60r&u z@QV-4)*Ur*Gq#3l=gm|uD<77Y-9b^O<$O80iKq|1LJT5&b{RnLSHtb|cOkv!ae9y2 z833KrVlX%=;9ik30|+5M0aA4o|7DuJUggx=bda{~=!^M79o33cKZ|7nNI2gGPNSmy zIlQwPPpFCCxoUx^BRVhO(X5xG0*5@>b$+$AhNWd9^k?>oE~6>?I%4)g`s=JukI&t> zW{o_MEEu#T9woqSErjqUa3n3c`JtcUx{ zF3ypps9KIW?mpcOnJQ55bimkW*nZkcs2rjRygxOds-(rB5;kpmeKZ$zii-h$h08*^ zvkRKS^XI!=!j{zcIJdU8x^1LvwZz4X<{=JEJFnO@{duc>0(kM#(oz}^5ranY$Ot2R z9AcoZa}&RI+;Q-}x(~ha1xl_J`OatCiFX>vfkS*&)p1vT^fn7BSyn`yj`=*I7XZSf z$!Wo=Z5412NOcBqNXCKl$!!cj-u*5Wa$j$2)(5YopaINx(ST=~e3y!}EY^LUPL=ve zwlmp3nX&vhaxbST;Hx%>Y#uh&6?K4En+$SvVD1Rw!S#25o2a<3XdNRn6PN+5q82>3 zQWa_>-e0WysFXEKNl5vL?e`Fw4fZGLiiN#SYBEWE`N@`f&D{#KtTu~h=dYBO+LxRV z^Qet1y)Z)gq^*%>y+%ME2t@`N2?^A4sI%6+C$nx4M28X$jz3sp?&FDTfhn|APrm`A z3TaSDprFNzkU-D}ssvN=*2Y&SXh!d``1ttr<&P{#iQ}r}X8(-h%kPH2nZ~wk51+)S z1TU}X5dG-$Qy{Dt4^ka4p}_RC>k5Y?(LuD*&0Z79(yAg#zE>idPOoYIMe3Wd16 z+|cz-!T5KTVfJ>~Ah;1r0I8hrw6dkkmc=nmpLrZMz$ZI+DQf49!jAgG$*AH1*JIS*Nc|2`8ndoyC2PyEdl7Oz8(DB|I2blF-llL_PVPn_VI zRv#0mdTBYAwhlfOWl12z<3QuR9zVu22{r8VkzfeC{$tI2ysj6YY_Q)k*EH3&+{!xj zz!%#cz6%#o6q_Q6u8F+=%q(xrB=4$*Ir9srYS`Jy&s|9Q*b^#*s-;yQjC%TXwt}Kj zd`wInr_<&-v-+N`UmQ8-so8?XAg0jAfh9bdC&%g}7JfD{p|JsBL~oS+FqZ0qA>?4Z zU%&BW!_sa(T%je$9#FGxZ*=|5;L76yH8;l~S9 z)K`)_DIX(ekK3>T(C=*wK_#c>X>WfPmJ|gV3l&c?8bx`DN6Zk|cv-`7&`DX@vQra4 z<3EsVhXMm+%$QMCw0wDr_rMjTktSE_?B$y`j};Y(4hjhI&EC0%(wI&%nN;@SDrm#M z9^sKtQF43K|B=mhi@zlG_>jH*gLU}EFI;rntou0*6VIJujm+jCdfb4==QVX^45C|D18uXU+QQ#(76s11VqKKlqWP=(*U?z^9ztx%#l~h!;85t1;=Q?qr1fc}M zE6vs+&DJhc;UOV|vpwu)i2AWi8^(Xf4+_}?d-87$y-M*YW z$Q;_x-7=3Bvlw`dv;yE0-R#jN1hA&Qd)x77;4=R4PO*fqui(9vkT9y;D=W9Ym~a5H z26oZ8Xg-aSs}H&ng928Z{VMnFvvS|Im*?~FZcv1~Rg3ry(*wom}3AY4))58>-98z0_>u zB*O>2*p`xeIS>+)eK^cCtNdEE+s3_>YZfYh&6d@amtW}1TGWRdbEDY$p#&lCOg0L^H<(QBAT2U2s`n5()he+QP;mBuhjDts!b&CXIdSjU ziXxR0Cmux0i|Tw&?(hE-A--IX3VA~0*pBM>+*vMTaAe$vLPrND?hYJtY{i}jyBMoT z$06^G;Y{FZ!T}P$7G^@yp)6~h>!#P#gp2f#cSngm0BY%y?kz~t$eb&1d5C7!_YS5H zzW3U{sO1$+~mL3*f!$L(Z zZ1YD7)G%flI)Ce zT(HNtw-{31;KwtpmLuO=Ek6|G6FUa-)_$yFj|aOLsiI~JRvXWT4OW1!qkyp)aAgq= z)_vgh_F5zW11vYP0LZnTxfT_oNicC%;e;w8o-XMfIW_YAh~KY=FTb~<>?2h9>X+Bo z5koq0+FI5nN5K1?e#8%$0x(1VrrGNNXb}ue0+;7VL@A<|LWvPfuV?SBARnVd=VRUz zQHRs(r!ldyE32uoIPahqt}sh?{P@_Y3!j-i8xOGnLh}(n)Sl)dO8op!u1>?8f4fFr z_6eyCi3*Cu8+q#c#Sahb4m+s&+{ODCRYyFOc8E-A>FL3tp^2y?f*al(6G=d~fbD4} zxu|zNRX2r;x~9hC!CV4*0p`qEJhqX#>^0US??0dN`3PHdsMLr; z>z5t*ohKfyL-Gw-yks8R^5thgYV^G8acg*B9G#YSSjN0W=?_&?vkDJyK8J)3+XlwNuxa6i5gVg@QS z6N~5DoP0;|pjSa(anR|&ix-uC_;6ECpOQi;WQ&(7j>$at zL*Dp1psqLY1EhRMm97}J-G*i7ZgN7OP=BmI%$kE6-)q0<20e51mM)VYU{C`^o4XP9BWZ9zdiu`2XC|flvLk4+Kj3pw$9(5)IBe$3tkV-9KPK-$ z^*TT_eet&NbqTJWnSg!7ULk*#QO0NlVp`cXSj3~EUf>QsVhA>2;zS{Y4M77JE?hX` z$EcL(Se)ua6$K~2>bwH?74)}xyG0DyM%R~lf`?(?80}0#X&*v#2k2VIF&9ZPg=4pY z98E4Z{ja&|8X$kJ}dme1b8>VDD@; z{Vy=zRdwK@OP}FTPoth$`awW0_n)8qoVr&S(I_go{5J`UX~6%^n2FLjipiAfF>F2D z-cx+Z-@l4@sPjIMUPFkyx^Op0m2$a$Wb%XwFI3VcnY60`awT|AP4&m-F74Ok$3$b5IX;yaNE#}^lNH@@PZj7Y;Mn1Sy`hqGZ$19P7VpxrWk!N zu+G#Ug7DN8iSR?(rHDR)s9Oam4Z&I}G}0FXb3hjij+(G%)j|tay)AW6D1UJA^dB&< z85>s}G-nes9uLJ_n!U8ZZA94Y)e2M0b$E9IAoPLiBQ|LZ5JT=?t}6;;lmh^gJAw8z z$Y+%6d_P<*UeOJ>qZWOB(A|}38K@F6Z9W)+x9b%HgQf+jEOxTt%YZ9H5flrYgw&$A z2epiH6o=mfdg9!7{Y*N$)Z%r%`{ny_ zttVCc?1h|mLeVtMYC%gFLL|_YK$biRE=4?n%I~dZzuF456)^_CONw`IOj7A6u4pkx z@2*!m4Zk}mg)Ko77Qc+l`=bm5cNPvr*^SFC5y%}IAD@I`4_JNpKxqr<2E=sE^qO!V zu7djr)ZNQ`&P9vv#HxhkWYzzxgb=fCqQgq}sBt4WS?F4T@h4luNwlE2`COkj2f&F- zL@TI<;Q*9;fh9VhJd28oh>Fiij26nu%Jw0|BlQ2jHoy((j_+pNj=UmZ1@ZPnb4>)o zWfFh?-^2bPm|FB7967z`@(S3G=EIjvS{z90liX(@kJ)T2ig)Ugym?WFFJ8QO8v7zD zTmmD7@{8x$mc$cNsNV*Dio?Q>X-zW(3en24sEWBLgZLqEX%23>rv6V-g!W-LR8q1C z_r6p~!pG7NK^Z~E(0i=$!(eApN+RUaCoCim(*8yLrPs3v{K-U&?-3uGSePm?O5oDg zu3anD$;u_e9`lllnya9wlB72Us%4G9`t=9x>=xvg&YSDIa6Y9o4VQk~dvb&UMV51J zcIsICo2kMZ=m22{(4^>Fl4=FQUhlV*o^HWJE!4;CecEbofh9~P8&rA4W|%73W9T@Q zID6GRp`|GwybIBm*5ssVt6n$%f-rlp zGs&^pOT;R2@*8rA)0p!^|3RH_4b6|4LCMkA$Pc&N_UP4w`(X%XVbT$cwvi_+b3oe( zhiRW;xyvhjZ5c(~IgjClRAGhg31WgqpEUw$sdafEiq&P8ijuGh804-1VA6KnZ;o?M zA~<8hmRSZp-I-J{<@M0s!9_sO>MDj*G5;Sm?ouA)yM;h|r0U{4^-Ug{Y!V`@;Xss2 zd&L^u3#DPF7Oy&EhQeIdLj9pGqkCvAaIeYzPo265{x3;{ap5D6DWxh7m!?mfx8B+( zGXD&L1+|6|5<@y!*3*k3Y{R5}Gm08RNH6HTb9u0fEFi#aQgd2V@w{6@$$i9QHu9dR zBWx(7v=amv%Fs8RATY`n+9IFV~qBP42*#^Ge-m7k@t zRXn1~DupeDm1}dvmNPSU`u&Y6E7rlL06Ma`c2svlqd@w3rF}3HkR*GWbv8Ba$){_3 zt_T=%iJWDYK8v#fU9v5yHZpVYSLD!+#mG(oKwO8}0cBwltnQqxNKSf|mX_B5lphEF z=E6+(1<$19hIV1TkyarP;Anp`kibcJ*$U50!m?%stNPzDi7*`Th&>&siir=2R|&pK z(g}hBqkvoS7a&o>BiMole7JrFA5Uj(N6|ow*|DdA5oUCl7CUmGDJ%mK9L)jGBCdsu zZ%5=tRL}-W1S)5HMJnWvXBb#}c*lICdh|UpU7bypV!ry-8G5J^+)rFeDLFrXx)K8_ z=}Cs+=*&V=dnq6NXK}dU54p2*@tho1JhWs)XFbaapbSw=4bbeO+B!iQN1mYi(73YW ze<5(!T*MV%#gML#&6x#2WAK%DP@tzM=;)n|+aaqy<|oKG)Jp>@CJ7-yngPgf3{`*T}HZ8c&>oqtYGBp zY6FMYqQo?f{yttM(jP+Fe~B}g07v^EaxFfgXC>QXU9oe*AUesCOv`S-i5K?Jx;YVu zu_J%@eKi_&mv@89!Ao?$OU1+^SRkFih0K(kPyQyi=`s3t$m_o$svi@3gu13?)hw>x z!UVUx&>6&&<7Dpy;@w@cWZknZ$6%M>SVrl2h!P+W9=kep!0=v$ju2kLd%!A>E~LwF@Gts; z(a1dgw?+S7JPDKl8^R~~{N~(lkqMwKpc8`YkeJt#9W2067(93ed3qWWo4B}I(euHO z`tZ-1ZT2T`G|TK#+i(=MxyBM)NF{NcH$GG)jY#O>4T_9R0f8;Jb*nZ=#re*zpd6kP z03F`ecl)=Cfzmy#*`&S}G&ou@J`kTPV|xTR{}0~zatc&dXT_Z};33H#2*3eEiS8Xm zFAU(Q06#y&6O3-HW2vrQ{lxe)`lAOlz&#jF$@UTwFJ_mK2d1%(j1n3|Ey3_(EsgQ_ zbzxGYS5G_BxksPea}GE`C&-1Cs0nHQ@s4A7U(}`dFloUDPoWKhzPWKZ8(V_ShXRZb z>0ct^?d#jpht#F|pYsqDih7FaK2l;)$|Kee)syI80=^dZY~DJwei}BOERb13 zO$qlwI+)cAjD&cE8s>g=a~!huq)<8Jp||Qi(cv6RatKM}xi_#!|3D8kP z@Ie#c{u{?1w@E!v1GQU83zb;j9w(uZ?3gP;fVU8)oP>}z4rRB@)F=Zjq^rj!r{8LIY$>wPr48Vc=$of zlP($1uuUhI2^ro)ngVz6u;%D)1%>Q*XTgJH?o)UC+LlecLpcD4u_pf*ArZ**L2~Ls z&J2Y|93LviB(&U_;fqxlFm>J zdVRhp+5|`+I@%feaBnC&NVhF01RV=u2JzzX$e3`@(p#fo%?MpuK4X&z-2bB3s?x^t5t{JfJ{1%dt&JWB>#eM+s*3@;wian(=}Lb1o(Uj$_WU`IAc!$Nw_kEe z3%&{RtlSDh zabX#mv1ToKLrxW}z9MN<1gTM+G!7a=53%D6u@WE$#+h8(A&dDOk7Q#-vOHoruM*Zv zE!pt{D(gS;HZk9m9uw%P&^B*_X{fogYZmdNh8(t6LZb6YT(oEnJ z$O0Ny-uWMx2>Zm~z?a@QkYW66kEv-kb_J0BCm;TDFB2sfbv-JQ8wOvD0ojv= zIH*Z4Iq|zWA_p)_!WOuo)o~g9!Iqtsm39352?>f3Wtj(^$L5Pi6#FiLMlyQ^82ugW zESRNe13PF_FcNp$Yt*91u56mz$;FG-T;ZCklbE)C{rdW@UU#no-o2Gn<}csWaH052 zd*+3+AtJm)a3wvDa6zG~j_e8~EG#V3SOC1s1detZH}d+HHGunaaw8tKyG^(isnhbl zUcR8n6aiGKp&#?I1>_t$aA3t3I;NUN@OZwZ$=}T&y8Z~67)-K>4o?Cg1*07tO-%Sa zH%Nny5F`J(#*FJvpAz>l^R*N`Rh|TfHJ9%6^R1IF3}~%izU-xuZctn;BMj`<;Lfzt z%lmc(pqcv!Xb26Fz2Q8hvr+0jgIJzDo6}B~>CAH`O6}a=XyRW+SxRR)?tF*WwH<*a z&$;a=ACW(N@ISPRqV5QIl9ywYx9nx7qVE209$D%vA%A`=a#Sr`7@tMwI{q4UOmAQL z&!br!0HLD>)d}}*26Q9ZqvwG~ws(+`#@f*S3F!N7VgOnbwsm@Y zK?b_eGywvC3GsY{tyl48X+9aao{-gd+c%DvasO^izffJ{p@B$=X zA6Sw!pR$}0qSBC?<(hAIl>c(povXzO*Q}uo(zm7Z?M+*|h5L;c$pW;F@KD zMrxyx$?pL21_uSjkWCvN`!E@LlZK*yV{zxpPe=|(^#8kblq-GX=FLeGJ;L1=QKgrd zrR4}k4nCQnV$$vgDw){sIi%fdn!gg~43>T(Vmc8efl4Dshx_`Hu|oxE>S)CtT=uQX zWG0fH|J$ygFCGbBjQnwb@shxM#FtZcFWY{LMnO9BvHsFYh8CpxgvaVQTS`pFJaN)!Z4 z)ywO@En`2wvhjd?qmgc1CH-IAI1)jJb#;!D6=}aFo>Bm;e>3D&a7vO2j2Jr&i&GnW zI0qiKwYKWk@-xx-@7|3GF`SDWq;YbK54%t4PG3%D6n(^qK=y-h?rBh>0iUt0TuB-$ z-7-{vd1`WB_m{XSc`8K+p?{gvlUuuYW?o^X~#rn00PW5zCHaVOpyOzLPg+7d_e3E@NJBK4YMIz z5agDv-gcbZ@7bNEro#cb?Fj84tZlOnVh4rdNoCG>0SgB*`w3V4{UAlJJRwF*+tRW| z(8aB#D2)X{^SNE_`ucJ+PmgLaSvpJ!&))^-6k}@!viSs(-T=L?CLs`g&|a~ZM(P`ElL8aX<7P87VEG3G5Ck#Zfq^f41fFmVQYEim)u5q!5FH(Yn>W9i zc;gD(3V0BN%`-r5T7aY?`z4_3k+f#wuymL&XfcAxk9Goe*OJa-;){lt$sLVc!MARe z7}#TUDf-vF@Rp&JrNuBB(92=V0)D*yKfvH-F>E6_Z`np-mBscjciz1_KnfbTI_K7a zufr>GHXOw(&f8Uq{pDw&MRr^vZXRNk7J)MV^GK$?X?lHLDH>|nSriwp1$+ht1omRX z{~{D)p6z3Tn+2!b#u0${D;b?zhz(mudB9Q1R?Crk zJiCvQVmt>aw61i`vxTldEQ2!2_Z;cH_|rx5w_cjTdh;h&pQ>1#$yd7UjQC?Ylbq${ z!1i}x&yN=)ADWRze^$!-Oule~FlH1#84GgLTH2TDSlO?c96htT-0swZAM1a;zmmNF zUfHcqQb(L5w>(AD|McZhQRC$8+R*0P@nE3@1j~5S>${0#_HV5@Gf;nM>>)G7^7X$= zJpb{DZa|NMk3G4zn%QVaG3<+PYx9u(fl0P7@u@GvkAqlBq(J<`LuTz`?E^O*OL%{0 z0>)jKn8c8+JiutcA$y-uzxdXhlZ7#mH6Zr;#lgJ){Xg7xf1wD zQ8wb@UWxX^;!YR>Y^h*Notfs-@Wi^j8f|RB!L6`1{z&|T%TKSmKu*wVPe3`?GXUos zJY*LZqICJLUP{$)|Gk>+{c(VFh-@h44|`2ybsZ+spOktZLWBAYisRYg?TPv;ElWBT&pE%|92mqP~JCRcyd>t-8xO<5c04EQa_}p z-Zb!n!#V%qIvqSXUo-poxAeP2nXN;I0Ma94vj@U%qg3>$m4zG?D&v_$m^`x0Cnzc+ z4`hI8gYK(BBc?0TL5+lAFA+gDJtf;df_`Eib);%cNVFxO4Z13Wk0L}4gy{wYn|~~r z#)iKrf!A#z#Z|p|hZwfdQrVT*&P9sL+on^~C9V7bbteGmhfp){9gW@F`v2PY^1y*f zLo!dG!>fyn6;k$sG15Ve3{p-b#TiOYx#HG&b5C)Ve~54i>$w0;KKA+Zokc~# z1G~}9DA3bCTqSdqNr#oEea#W&884bIvX;9UG!tYKaq{4hy*Vw9ufmY zB>>Ix$MoGAES#8$E$I`f|1ks)8wxvRv#l_ z;i^zk_wU(l+m2LllT2@(PO3!c42H2>1z+BbF+7*CTv(voHP@o*Z2#WG`e4^I4b{uo z7Z)VJMM7U3Etcv#>TOscie)VUS#MU8=LQGPy{7kg=Sjw_*F8jvoRl-vVEctP>s zeDc)FUoIVw5lGwu;_j4aJz;2C+uFKdHggCe+bMKnTU1if1IFI)h-6XhACv=4Hhf?O zBV#$|o#C8D{FOM(arBfhHpN5Du1+01PF5%Q4r)9V zQQ!**B$k#l$t^HRS323KOfwO)c?%u~cd^{5y+R)HTP*=PkkdL}thU)WoIIh*`drQy zq4yzKC*$L%u&wd4i2*ztVlTi*Ct`c2RnqPmw@-an$~<2ARQk0(JQ*IzgP1VwWLp=a z?2%moU{58e47=&Ae8M5uDl*@qoU@rfq1q~?Biy=q5LTQ+bw=L#Rn^r1nR5xaWoyVR z>^S}V)_K~QzLP0}jdXe=i!ZNSr$i_~v+~>b$=0}JdmY#(gTum-<_YC#Ky8WjU~yC; z)+KD9#b@ALZ%VdlfFQ698%Fp<&hu$7&W*`#DJD#3qIUdMc+toPX>5Y~Uz(*8_>LV6 z?pG9esA-~;ddi(b6gR+Ff6_CRPKmA}OMfp7D zyH#4X{7<`XloTV!>{~y)&5E=G&!eJVjjNjSEB!GyEPTrN#49sc8VEMy+u*Hz@K1aK zWjWjU7dTn)*-Ah~Nr2HQQp(F{bF`efBmgoH6}}kx+Gj(Uszlel&qZc}17?g}tZXd_ z`uJF~1?HkDeIZi#_dH^rL`TAYY;6k*3xKGuBCHo0;5MgIr$&{l(7G@<(OC;HK1^>! z#rQ@#>r#$mM|4KUdQK;?#zkmeP`P;Vod2bHM;>E%YS}S7kK@~Tn?)Vzde{*LPGs!g z;gD%s#+i9Cto4r~)t360872dbUB6DGR8=kQaYH}y_W#%0c}GQgu3MbMoWvM0i3WuM zh8REv4T6!b5EB6rrN~fJN{}Wq2m%g>()1#Uw2>-ED1rzK3Zl{(NF)r^f`AAH5Qh#9 z(xk)PFM3XL*S%-0`_H}p<9ovxTdF*^k zR^=YLfMG}C2>;waL)>2rth^8g097$2bE;+8#N0g4-NQe|Mwo3~5g#trmJzc(9#LcZ zdTXy%>38x`{#UqJ&F(9io!7Y+FMcRJHJbZThB5c3ubuuul4MT5aoOqOLD37Xf8Xr`bf=$iL+0AIS&tgUs)UY7du!D3PxsXJy4Q5y zG3D#x!D>E%hu(12OvwhnvZ%1%7)lvMUFxBy#bTtwu1vCr^JS3NPK;3i4lSt`g$kIaewsG01!HLupwxR>sxm#l9 z#YlYwQk%f)FPAzccjjnj{_PRXobcNE=fBxKFH_PxL`1S3B{VXNJzSe(zm0)@8i^yWR!HaQSVgFJSBJpk(C+G2K5aWHt>l`Np~g%VlITL_ za7Sy>-ue#arAwybduE`@)HT2SJ*3Xf6Jp=Z`>i*mY6s8Af&=4dsbyXNA^kh@XlvTrV3YB932lkvydwR!c@lFG>GuV9WlOmDl(L9K*S zaJznYiNx7vI7{7tfw-|M9kxJM%O}=jRX74%hA(=qNR~eV_NC zzz?hn&2Y*UL!^_KVp2kfYFi0eoFU_g<_ASYR zk$i6In#^8K$lA))?l%Miz8{;ewy|a&smhr7Xyqpa7zEwe8>`qpIlPJfp23+_uL25MH#RfY1z`M&nm@;Oi=0#41TctoxnAkkfrsV{X6Kla_PYraj@FQOHJn zS+$ZJodo#L)=_)L(7Ys|4r@gUH*?@O=cNJfj*Z#bgw)VN^7^!Z{QjME)QwGzS9>q%aF3FoSCZ5YAnVe>h zY8dHV)i<2x8zVaL8LMP*zO@u72bG9_jrv~2zF^wis6E-^ePSp%BO3ScUxI^`^+yY* zyxzQY=npD&)I1e8K|?rd15xnn`zo_e%)mOwc1PGa|QYwg8az@o#Nt=YKy$K zbx4M&wu3_d^y$;Gf?mGb%A=|noO_`Sg@lxa7co-p<(->y`MO1#Tg)Pkxhz{me${!) z^$L73G{x4KWAJ9Jf^qk@=h}Sq6BRu}h62POI zI7g9V)xOYMuh=I#huAYIlU{qW#z((Nc1{+GPdLtgPP1KF@8F;ID>&zJzKhJ*9UISQ z>E>0))cJ&kTZu7dM+4{Q89s;O*9*dP#kXTsAixA(-JwrEUBz*57@Ow&(IxnEaA)Y1 z10zNXQUfjMbQ6v=VcEwGU{y8272xAyTlfN)pbpLBw@r1cE?eAz>kySu1_=X3+*0236I4|MFa`MQ?9>U4EjJNYLh}+G)@97J#|-gW#GIF7~N$qFSfKU46&v zo+C3_IFZJF^G%s%(RO$0(%Zq@oRpWpU~guY&rqhhxg}M^t@#WfpJ@ifiN;~(F9ZTQ z+Nmi-^}CEcfd5eyu~HMmJ6cK!CJqyqnL54hs=ZjPJN*72BAQgfVRsd^?Memvil?3O z`9}K#yN#|U%x8nK$h@YK_q~EbQiX-yBaTP^w^n)Px6kW^HFb?0EclGp(U|rLB44`g zxs^YA)wr+(5AKPmc9xwD+_om7{CbXq6{ERjq2%I4G1Wv*-R`=F9hO7=9^3vnXgSc@ z+vEK0RH>HDbraL!A9TBeFV}*3cwdK8fpzPJi?~Lak4O z^z`2@%FAShQ@!oZK8c!){Pj2a(5UY>}?{{&Y10Hh+tM)F4ah~PNM8V zm=k3M@i0WfX(L=Ck40I4CQ00hXtgjIrMy1|01w4TzzPW(uloFZs**q@2teeA(PsZNk#XIXCHsN^kbY#p6>0JhqO68K?b8b&w75 zS%UBWx#zYSfAYv+YfrpNI3Hsx=ocBhfsenEVu42CWuS5abI^grKea&Js-aQN^;>;u z&0NvYU!RcbpH20(AfI5?G_UfU)mFIyLjf#5VWN4H#0Eh-689|5eoWTTN_jCeiHuX? zw*$AonE)y=O^`SC?>HgJ|plcW)Z_!T)M*UFOq0x6Dq@Bnw< zANl71l+cmzrNPcgI#1!;OZ+_yC|1;YCqM{W{ch?f9<%QkJ`~ed5lLF?0%w9w_#W>7E!!s9XFLME04_1nMb;Nc%bBv1=)|_nqm4P zbX}_)UrZ&ku;_r-NZeOYHogYAW3YdttZXSO1C3n}HQgpBr;nTq!6w3mIh4mDWeUq` z2o(k~zgpih@m$uAlm9(?6o=f`d7tNW8xPxBC*MO+6XhblQvM(%wyw3he2xqIINWi3 zB|Ievu^7Tj1g~WpnaA)XQ|G(YwW{XhMypl}uTtcK+3LDqTbn}W)jX8Bc+iS=Az0#Q zzGGwZYsZJz?Ek2)7KJL}wG#yu{u~b0X^5S3F*{4x!m7nZ;ye^4ipK*e`BeL%_;KRU zwcWM0nlJ^JoXh#$ux*inwkY6N@*q!4p7el=lC^SW-Jn2<;>gVzgFr(e(wG}`NwYTZ zkBvM%ZA8u@4Q4tnA`GDr2}JQtzQZXF zp`K14WVIoEgyQ+9fZ>zY2-q7B_>bK23Be%t01wVN5#(@o5!j(EAkErvmy%8+=Pfdb z=HvznythR)6x6!M%1_v-{?#lA*I${>j#7QGFz;h6o)%0#CLsY?E6sn?PAlgFyRdO& zcqO#E3yNyb&d)V+M{%WpW^{>~$}$r`Ibw3-^xl zHo$fE@E7>Jw)%kzc@o3~LWnGR(bLyQfgg(tuaKkg$6Ye|`7Gb8hg~5?%(H)Rg7DQy z(Uw$f_*Tq}J`lu_nR$xnT^b3^ zLLgL6pZHYKq^$xEjWKvb@KvV6>IMeokNgstMYHgP4Ek{r4Qek?G}A zOq!7I2nm}?LC!lDT>$|fp;%M&f+6VOHs^waD%nqrVip0n_as3hAf8Ds3K)Xn93Ca- zPsa1^(*uZ%H9|ed;@)Fq)|6|L^{Qetd>Vcx27o!x(qg2DcLxKOI)4a_Q(*J&nD0@q z%9_gCnLl-2fo+=j(q+j-u{X)?3lo!N>uhY_Ev5f;HZLT2N1Dn8zdhRZT!J3GdkJXf1Pqku1&h$xzAH&@ei+WEINR zx@Z+bNQ2l&EKZ=tpG%Zmc;SHci`v_+mZ(o+(rCN}O4VehD7Mq*IS3wr0ND&K$!)Nt zwn0>;8+;QOlkSfmBm+5^>N&*KN%}kB4mKgMyYWq2cEY$tWh4=yFv9j(t*Uhsy!xou zozNOdKc5Gcl?3^;h#EVo1o`@nY0t(Kvc7|58rPHoT0XTG3!hhRA;N;VM9p~Dm0O2) zbeZE5t4-_&yHFk}eSvTf!E%}4YEHs5KI8N1vU2#x-A7BDz zSbdnC-u?ejkERUU`8G_Sph;8RayP?4DnzC76;p3joiKuNx9&a*u0tY8x98dZtm9q# z^AoIHBtpWfSU>j^mM5eL4&f6R#g8^eo7gW?b1_ITh&&6OFq;t0WMdyZ6X@e{I-Ygh zlE#$q$6DVG>n$H$!=m^ZTdXRNRLvE^OaOHu9oM469ulV!3LMZzo_+!3p9Ne8pYEpX*4!NF2ErM<#vVdY_%zCX)MdHxn}`ZU-n`&6a)c#l$zk zQV(51KE?^PFw!2U^j6Q0#C7<-ZHRtJGO|9~ckE~wR$vd^V$V(Q$245JPF$_WB?@K* zEYskSKI`a1leWnEUUz@DEE#qQ3wbCe$)RE*e5*Tcya6-E311%q4a2mE<{13Da8Qs0 z8J@QtO&aRhQQ}sxlwh!E!R@YJSS~2Z4AzJZ&M?51E}B5LNC!u7CE9dtk5>3`q-GZz zvRv3~e*+Raz*sMt4`&pO&z;2r2E*-C9QD?2#W6~({_E)uko<9`VZw5GE?OB?Klo7I zJakQ=)OC~IKm&S@7XtGc$wtv32iqHPN6(h25r$IL7PC}n)Ew7U!3B0 zExlFtng^Mf^4TW2-3WU*-NF?R2G;mXaq&~m=xG7=EtU~3DEPL74bDZ)bMMWNJ1<@b z*$8tH%MHU~DuU#cGI=qc6m{)`2ZP;+ovVBm+uVM76lC2{KwE0e;lw9lW82zDX)eN1 z4B(z0pxM!x(SB@lb`yXd50Eu^v<|hwf2C?0Ts{)-Yw>`dPXW0x4&9_$6&OwLmP4@J zDL^=Lfhh^aNtpu2i9C!@VOUk}Hq7r1eI>(29@5zdmzj%F#YsCmJ7Ex2FQ|{f!lgk4 zjV0pBm7jJTFKFQ1d+u;g1iuB{lH^e@v0H#GoQpkV7+&`r4G4?fklOgl?2p%rrMN1)Tk} zACAc|obg3SzkxjTA6;n(r}~i6C4-q7Pj?FHd-6C&$dlhd_L-;xCXK;2TsllR%C^|E z@RM<*czf3QnmX)b=2$WWCz5bQH-HG1^u(P}s<8Cn%i?gz`*a&N*R-k~jCJm&C zAjt68E34UJc`)$||J}6B*P`9gt#+Xd-dsh}sX$Uep^-4EAMKeq#KTcBC(q-6ndfpR z`YCE-PacN21rJ?YzH=!V+=3FAICcIdMPusmWmNGgk>pu8C!SkiSs7%sq|u207xr90 zlRsWWfzcM6M{R^Oz7!I&w?MJY%J-pHaPYK3SIC#!wp7Z826WzCaX$!Ho&9eNuYVdN x{!hF7k`vm0<&BYl`HM*Rzibx#|MWI*{9PZaDh&EMZzCV5tEIm`=ZBvz{wL^6MO^>@ literal 0 HcmV?d00001 diff --git a/automata/plots/ke_Das_annihilation_creation.png b/automata/plots/ke_Das_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..80bdb367b5bbd6083391d3eeb2128ab4cc862d97 GIT binary patch literal 28382 zcmb@u1zeR`+dX`+P*fZh3?vLtLP|shB-B9#3>rbg0^}e_OGucEqM%1YLO`YCFp6}k zh$t-*(kLPgN=kogAIBNzeV_OJegFUW`FkGcc;b$I?|ohCT5DbVhU$?6OIbKrC=|+4 zrGvk#Qz&ygDHNvRg$wWwou644|Be^B$%TAL2GsVb9n^7p1 zDoVfa(R2*yYjV=p9GNNnHs*2eipSG^L8k(i1x_a$!)C_0xC>~gYB zxOjW~ah>94{nh5hlD3JxrgXC?rJ#&}ZOX6Lvo2ZKF~%$|^>iUi2$NxXVcTwQ)7%aj zQ#px?Yh7*2#<{&tuDOm&p-?Vp1}=Rm6B9j2Bi{;ndOmvchzz-n^*6;|VP4jacWVDUnQu4NbRpid zDYIRBXI!X#PmNh+gi_RuXLg)-@!NY_%$u{Ff@ED%xt%*VC{=d8dt4o-C1lZ(+w{4+ zMEq>UdSerl&@rB4BE#dRf|ln3I?Oe9UNoWX))h`(Oi{JP7Y%ZAbE);uVk4%WH$OhG zti8S6tTafH+K}4k)Hn9w$!S`Iw0*a)PAvI*&fK{|3Gzizf^NCSYXd@uXEHAg&>i~f zGq`=YWVDUk#v?6rMzot88Z0KdqQlsJ`|ZT3YkuVz%;x6iDA^Vb!^ax~zsaap%S%wI z=N`b|fAQpTQ%yE0{oK~}I8r4bP9yqA-0?K}j&mQZnm=Cr+WI1MW}=5rX?k)jpx~5R zN7(~|hP>Gs7yE%`gBLGe#2I9zT4sOSZ}H*J7ZyD8YiXOeZ0R}gJ{jCylNf*Gfi(MM z5Z?&TZpS}4cAPubYg^Wy*5dX)XRJ9sCWe1}d^}dsYt=+;-i%gE3kFisdHAg4xeuyt zZf-Yk-Ksjgvne9+cv|R?WbVv_d5U@Mk(rs9%+EBH;hN*;*>#P~r~;17qIpw~UR+@& z=VDp3=-r(S`#xLkD(ji{8y@H0?WnqG|1H&fn-60g!vFkJY-FG%uOj8e(cRy!@(PHE zl-U=J2D&OwN+lU&Y4L_c=BR@Np+@CvXdF|>|{*4>=w!OZ6 z@8lZki{Jlr9_fy3Z9SoQ;6P7%fRTt+Q$fbZ>+7~#Htyou?O4&b!mn~_cf{g#Nye^; zPj9`g92M@;Yk&6anQiV7GrE0l#S?=@bKiEEKcD3lb__P0&ok?+czE;nZNIRvuuq>p zZNK>4%GlI2E632fB_nctdTX&`3`^Krk07s2os>g&A3R8G%DT`)&+4yScRu?ep5C#Y zjaFAy3F}3)wzdv656oS*JKReo^PrNFlJobEp4GXoE{ckZN;HT5##r;D9Bn)`=fSsI z+VQ;8nw?c1$Xuuik~FV+xQ{u_6$4~+d)-cLb#>a3{9PU90V%T?AI|Nt@BN^LW&U{o zZS~)Oznc5~)8eIE(wbdeT^zE`&*BHJER&1DgEXs(QKL3zXSmHyUr5A=%1;m9qh}8m zoib{h9LTFJ-Pw|G|Nff8LEDuwGBSd8J3ZaFabsE5Dy7UeZyC1LtD|EzqNzPKiOwAl zF0id#8@t-*;D*KtWF4 zQ*Rxm%%L)w>I7YhoUbnzPfQJ!k2Knr3vA!6c|K>v-!lEebrM%MH zGwy33Q_ROD6tNd$E$-(JZtJd1!r%Q_19F?TY>Cz%ovzj~T1&fiZSm^N6a=e=uOlOp zqy0@iR2iGke=KKXJEMQ0$)28yyIn)OmDQgaubHHyKKts`?~nIfSx_L?ame;di8$}t z$+3Z*OY+68vvN^iy?V7KHa6CBdcl%4C$3(-x`x#=zk1b*6{l`-NuM;zw*dMZ8?xBe{}H`%i!P z^CUeL@qXP%ceMnP%D0z`MbqnNzqc*hw0`~bgNF`nebRjSTe{QGms6AEYIXFjuk~1) zxpQ~O7?x|+*9sQj-)hm4?5{=1a&my2m+k8G4YqV+SPMvt|MD>B@9QJkVdZ>BBl`7RZ!w_9ja7tI7 zd+e-9o5cq=sUCKI-YwsHAy4dJ7~MvBiG4M1FKTphC^^^ z&NF$Rp|we-LOta(`k2gS5{UIV=@VC-1yRB?Y1+2MC5Jex)*^3(^bght~ot1 zVqdMLWA^FQjgBQJ3ca~BOiZFga)vASHk6$cG8d*b?oHsWJ=g9&^{vopAUURdr-Xz? zTcM8*e%Rj85smPm`1|kt!or6gvT|OH8Tm_l^T^XnN)Aa{Hl|m|-Q>{dXe$}JAlIfP zIF;df_3E3JmKJ-Cfxy1`@?MMY-o5)UJbZm^Tjk7d3~6X$g8ZcI?YBdH$3x3y-(U0Y zOMXy(KeJ-YX6n0jWOQ`Aaj}17xBKXTqi*h&qRAma$LXS(5{id8GViI$(Y~AB-r4~o z2HRam&+%>E+fR7c;~i!l8|he>#C7) zx#5a^K@z6k`+c|*zkhc`UVC%u$=T-~O!QiQC9@v>(p(Wur;@9NRUK~hu!8Z4ky<0; zw1%dc`x^CO2b^xzKAq_;9+c95W2$W!Himm0R8>12y~}i#)wkW{)q4H$$DL|wb$?UVVvB|p^MLH^Y|T8k>BY`R6=RR5S>7FMmUH}i;zl{Xr>d%Y z2jf$XS*xC-edy4w{kPUUT)t_4Cs0%7V3E)W0{ZH8jvF^^Y9AO#BIu|hRidFR+TT_n z$yG$}*})q(ZdfMMOpT4%CrZ2~_hAs;l$L5?!H@RVX`DT-cDj3Sprm2(DL_2hXNQ~a z2r%k(g*|megL+!;$kPrKk3t$_!FhtH%ldKiyHWAw( zYr2Noz2uZB(gz_xJz-tzpT{xvrDld9%~!@6Kk(VgZ@U z?%bJHArOMuN`S@tuC3oBGadTkux4NN>9t}Y6p>vEoT}CJ+Eb2_@OvQ2(0zJjuPHxU zpR$K-jFK_3)qjK*a?(@`daG&VfB5ahKt(oF~O}8!OS?<)J%HhCmiq_WF z9J{Q-<8!tnXdrkC^_AzwWdh|?%?P?2a&mHty)e)`(K0&|J&-#|uNbxE(h?~i`(5|- zmB6sT{EroMgDhXv1yLPLF;crOvxZl)>$|&|D2$Db)jm@6s!FvuKGN5q)8abzfW*35 zLzlxYqrGZ&cF%atFm>yn8W%g|^xKxpM*9ir5ctX=e(EZj zm1*vR&e-VCO5|KRK~1cl`;tw|Ym5U79LjEZ89IKP?~011yW-)M{=8W?$@9(nTaJWO z)Fd8Hp;il$>O*}-HnOKWKH6=1qHC~NRHv^#g?wbuoIM^gmK6$sp`CE-p*cNcf4=83 z9ZO5PNm)p&zwmJYc?)BD&+!ky;}G{&Q&idZzfak+1Zby%=ZUR zy>=8X0$O@#kmb-d-1Yux-MI-|Uy4n;vgFwcg)rCAz^UnJ16P%yq4Yc7oTDmddgJ33 zb2TW6pFYIL$7eBx0s}P&7lK6+|@6yElzRh)2jv~d({yzI+nb(?L|rXISgfY zWu({UL-)f`-1(1>Q{v?3NP8&j{AN;?`#N3i@qSVQTINkVAehA+4U;P>DpJRf3|z5D z%Ux23fl@nXX9i}sJM;%?u!$QYA{yVgl8l* z*I8537tthwR9oLZ6*#xu-ibkr!r{`JG-|0S)K`Bj*L!m6+A2}Q1f&!L=dMWd9YE=? zD~ujvWG6m(i4K2n^D%Esw~jN)%iVl5Gy&^N33*V^R@hjLd-5V8>F2(_#POjHAt51^ zT7BEw+KGBvXH7;%`x?xPdVQ z2(a=Vxy^34^Bv2gPLo@;k8a^z+UK60_=*Zu%ob%5^{y{j`)S9X5Y5c6!fObsx!PI| z4^LexP9GD%c^wiw(agS7m+}E9(jqV1K}-hiqGXI5T)4h>u~uJg;Epo`zdog zJe_gb&j53C0Ao!8)Z2#pn~uv|=-)aRWRBura|wM9bL*4(XJ(I)h%&rC&&*5?u-oLE zKO7Jk*fr`{9xAJsX%{Pfq5s^GJ@~#P8%jdQXP8WC5~gKU2x$*dsNG&8zSl=~^nRVO zmJr|$2Px+ysSzlUsR)xc(hnwZRIluTovL@qbCyy%fu*5^p;eAssQ9sC9)wbJ^hhls7*OPwipDv%hB+$f_b^)hUXAC8)o20gGfLcs=@ALcyPZxG6-Ep@<~^Bv|=)t@K#rI@|{ zl07DY1zPa>bvIBz4bpr9(#qK{C4uAt;tX*f9u%Dx(cJG0Xo@<01b1r=bmWW-Y}fli z95qt|Bk{^Q4_7Rcp9bUpg$B$&8RAtzjTGTyNMD0hfaGgU@Ra@9e@emxqsT^Fg zPv$R3)X#XTDkIoJ0y4gvmYQnOASf=bHq=pGOF$)+fUW9Gdvk(~Q>g8;tNC{AIz~#+ z&vy@0Ju}m&m8(rW9*uehtIv%VA=96}4}mw3jN1Igt28_1m?$y)A)i<&G0RDmC&N6_ zQyYMin2fsnR2$E>CHd8br=E0H#cDVYiDx1f}iu0f{VU0@Q$)dmEHX2>Q1Ez=@4?7N;W=Y^jr(>Pf@!NNpV zRaM#M7AEIs@HU}PqD3Iaysh>R2}$_;`OMOFJ4)Ci_{o z?GrDI33H**+EZ?NSVQVT8B4&$ji$UA}eU;`B0K!n7JJlXwUwsoGXAnhC#4V5u&;qGm<%34+NT{ z`uKyM*)8Zg{O$m$gC)V30iPW-uSu}(D>q5*>W)uhgg0az+1aTfg!4*rAwKdm-?Qb( z-}`p9Tuc_po3hE78Z0IpR;Y8gfa|w{)wDs;`S(%dM@(r{Etc~FUvY%?%&MdQTl*RSIYbDZgY^Iek=7@V9kW_Nyxi>K3o6Uyah z^-nUEk@Za(N_hPwR^TxBm+p*?(D#5B7nCYdVprqo=O9xeLivhhd|uIn>FNCS1#@+b z+T*>^g=3xX^6k5AFQI@Hl#??=x^+jA4Bu8wQc`3@1S!fanQR6>zokE(5Y7I28So1U zYv$+!X?q%Pll$y6wJ9^@^{us!ahdEazLD0S-z?9;N~Q;SvU0^OSjy4abfHBH5u2Tz zJrWq!eCqo*ggVhNmHCDjzbQJoxMaD8BFFmi7QA}J*3GkW<>O5UywgX7zn^|lH_g&) zghEj8Oc;U`uXp%dN?Z;|IYNeF#r}DG^0bfa=6o^z1Kuh&U(T5Pmpafmv`YrSI_%=$ z4d>Bb-Of(BuX~*9o+cdwdq1HN6?H^qlH{>A6yCmlYwX-4F=lPjIXW_eYRVuIGup3v z9IT4}$u(e0P6Zmdytq8y8Pw;2T-29_Td@Gye_+Yw?4QS)YSKyEJZbB z3w?NWoSifEQqMV+Wd?6IQ;*5nYQH*?OaS>gY%!oAXOOdp>W$2%TV|)jP_D*Zy*iJ~ zM9T)28H##UO0%x6uBH3>MGF`5r?v!6#{EHp*IfiJito#P%VZ<4s13=Yni&e4B~%UK zZ6rd3Z$N-4)xy-XZw{y^#Z(s;m(_J{U#>c}_W>C))*8WW?;a^y-b+<-f1qq=r8g1i z%`F@E;lr^s-1fcC-N%HJRodyqH8VP0Q2|e;w&t2^;4%F8M=)d zBbFWA*<^PQWq$;iz-_fFmoI+^3UM0u*OB0Y>2j^UoSp@anWh=zKP3B7gnd>j#0MNe zH&(p%nKKdoA_j5wDdwxYHLQ|G0Hn(jr!m_}iPqF#&>VGmodxD)1<(E+mW}-J)p5ll zSqU#k7f}=xH!^0?amx%v-0L+Ht}r>*Ob{yIjr*yK0b;hrJKEg_KPJg>NWB0)CN;&)W5o0 zSEVg#pBU-c5?mTp;I%rdUR^^Y#p>hUk>0xZ_QFnzy(=jmH(zb-r+844K&g<-I)jVs zd46ebCZbQusR9;Pklq~NB!ya))q%PRJkLQHh#E*sUq3|Jt~31j`5djGFQpm>5B`Br zNyl?B2VKvyc(F`U5RFEAhJzTO5CUC&pYRip5BN|&zPzTF<&fB275g|k%uSE5jD&P2 zHN?Y*4@oY1=058-jp4E{ZEePV5xVqrp?5VfG8+d+oR8eZ!DxWtf%0COiijEl$uOR& zAV2>>f)4gKidYCL#@hDVPc*}Xr!GlQGZ zLz#W44ONN9cP?Ecrhqv7nA94R{aNMqO*y_iQ8Es_F-T7Q$XtJAc;DdQc+?RYIc|(` zWI0WtsFs4-tK2mimVR%`Q4U;X%<^^X%)fvCz6LO0hoN&9-zHJf^28R@XSWc)%N8zN zD8{=M74!9zYhD8yo?Nna+pC4kmhGh0(k*y-dDkFR5k4JkOydQu?R5Jz#2T7=yKY#w)Q%~+2 zu#zL*TXX#(o`K+w9omM5oLM9D<_&Xv!RjWJN}VzJ#@F9Gm+@%hic3W1ZVa#8wP(*B z+MxTQD_5?R3h{~_mA<&kJ;%-UM&1Xa2Ks@BG{DThU_9@>kB4DCTSyHzC+9g!1$ldA zYLm3P?52GzOSUJi!dJr=v{mYqzc{HvPD1%V5)YqS)SU3vONm&%X-1DIjUF7{XXe>{ zA6H5?2{Zu626kU^#QHA{(rO;p7qKM*l9KMSyY-(QD@kO$e`vpgC%A8cZQK63rZjHy zJF&IV>2t}8Rwfe3@yC(yiR2GAVa_mh6YKgM@XNFv2z4l??+MQFctk=mMb!eIfR)gQ zjg_+O`}k3gW2YtC1}={S8xRHo8f|SFExyd-`uuPy5ytP!4&fjQPZZ;dE__Ljep+<$RUgw%Zapx_FX-P_QY2gB{osm zyny$RyCkxj=mHuhf|8PjiL$#J4*-;GjF`($k}QS7Zwl%Hx5u)ub5p$Jr}ES`<--PB zJ@fY{Fst%1j<32Wp=ROy`333RrY1qhmQZ{Od9BImF^=Bh`JBzo>UnPNiR3C3mL9-e zPfbT&TgA!O8M898b3M4A`C#|%WG_GZ1(xhU4&K*0FUal^G0>&cBHv-O4}Vo1ppOB~QtQCV3H)ZpP}mjSc>#taU5w`_p{#vD`4UD)Zz3vB)F-8;JRTN)ox z5baP97F(wE0IF3JG`-F;eGf{$>JTa0XO>OUP&4;1QUM>-OsHF`!8A`9mr(IQ_ra#IpPhzt-Jd@N*@C-ZF+fbIlN{d zpg~OeA&~34LZJ2y4W$Ebt(w#WO$9a0axr;E&xd}iIQ;ePmN3FlqsI2<1uT72TdQN= zU1i;~8mJQKR3}U#-|5BZWs8D9Y5Tand-v+A;NZmrx5*JGMN65Q<`J@u)5!s`nr>m zn$ld^O9l-qqWKXw2?8vS(zJ2>v|KzkM2+%Lx$)Kp_Gc(5{&iailDDuk78y@c%$A9Xo z$!&Oa?YeAu0|9fpX&EPBl(ZA`A9UV<}# zN@^j`ZMUf3j-l(UGYzXoFqIuzC`FDMeh3rdEN+=xQa_Zdy$uizML%# zM(7(cE0pe2Ncz1g(;kwsqU8{{%mm%!?I^5Hg|&q5nJWy%=220+e)JKgyLZQX3cZys zU1G$IxZVFO{pv4PAys7$CfPWGBE!RPIxSUVSvK}A-TLvuE{e!PCay11J)-5fqt!1z zTJcLt9$;c}J(IHkAZ>7v)^3+e4+(kCKFYybXdM|P;-CL=E}PKnO-}J7OxD7!q>G*m(R+%dEq-Ym(bjR#CLpG2)a~O<;78PE}WLB>Qi_^^2!a zVuBb)RSdWwI^Hzigg2R(Dr=2`NfJ?b^4FUrc)u1X zj_uJu&KmxdVQEo)Y}GAIIjV>NcH{w#V@HXRyp;kHTQUdIz?Gk$IjL)u(lJO?Cqgn= zpT8G#-9aV+5(y*HQaqSj*)HJUju>|l&-{yQ<7C@{9Fic@D@ zGJS50H{%Yzp8Yif?_EJY2}Nx53<#*AHyQQdcpWEF_KWpMdr&b{w)5s44BpAOACeSV z4H(PsU&)Omilytmh?+KTW28>1AbpRg)RKMDj$f1PaX3oMMnH`)b`;?TNp6VsiN55L} z0QB9w!-`?KcPz28?1706$);vDHrxFC+Bdn+Hn6X%QKfyh;`}FL{>U|fbLPBcXJcz~ zK9^=&FXM5MF~y$qhK#bd9-3!&KmX&M`m}PRmTak6UktPd$MyHkOd;SkkTHEjrfQMb z6_z@TnhgX7ZeBI_`SwO;Mns|ful}W+71PiMGXZ$nK?8&NBGf8T2+Xrit|7r6DjD&7 z06bE`aavC9vi@{+0V`(=N-mJv2ljcgYVF^@-#Cw*jGKbgrf?k^VKWHp3+jCs^cum= zFqb@qk)@|w0->bzzW6>OVxho_dH!4h(g?qhP;s?s>+?(X8Me{dbp2SM*3RJbx$j^Z zDsfa<{rc2hh+RfoS0%?|EGd-t*1;*tgJ7cLAR!PPE?yWWloZP~*9~1qv}D0&bXUg* z@ODAk)dAd<8~?nL0q^0XKsg$Puoe%BpB4dZYLM1w<2Ccm$DM!2j#QhLs%wAhMb2d| zA;{!@iDg>xN2~M{-9+vF*`?w8H{#~Xgp(_ z&2?&RkxGaaB+)3(5Ppjalw(@JjBAy|vf-(`b+0yg8WGho`EJ7$09=7j@(T!Fja+F4Kc<<`~S5g1>_v z+p1CUe%z`6b&*kD*rek?HZw8h&_1`fcNGaGX%dz>{SyoLw?lAKSWpQo#H6wQR z`01HMRpq+Q&;rdIBoW+y|AGG4*w}!vUiR8ho^J;{?a|p|QaC(0JhiQlWt( zI?jUySHFsjD-o4nhK0QA#IqwIyFPZ??f@}|9G4}`y+QQoM1R&4pJ;h6l}v}{b~vI< zsbuY0bU?AfQBe57asluv{G{Wi~GgjQQs1ABTmLnhVm7tvoUvk6TY95U2GZ6OeSP)^n0 zC9zg;4)#yIR@CG=-v1gh<-*trAQRd3Bv{YU7&fEFgm;aTde0ilf3;lvJ zp#egf&^*luS&p|Jy)-j4d>T?#>vzw#zVVZwu7W~3qXNkIwp4X`dBw@luU5%II0JWg ziB-_ulQIX+Q)0Lg_Ya&1x0_0@)51p-kHXd+WPbjuXhF0)W1{>(rbD#EkrDj$udv?x z+^%F^GeuG#gcnW-FXYAlpkd&XUyPh3pIC>EC7S4vA5ge)3%2tXC`TV*lwC3F9kLAI z-AOEEV3Ai5H-RXBlt%P_vRT?c5uZ}PNGRd@D1)$k_}7Q~B-H#N-{37IY5#_rE_%)01o&E6VL-H&UmIDolmzNSAv?)B`1STuNr9^BBw#-!GaUH&kh*M|G z7^%1obDS3uCj)>xIQhfWnuI`N!33>JW^a9_eSBTJmc^w@w3DAjFI_UxVPwrH9QUQ4 zj$!Ot36oBs!XUAemz$kBxQMk26xX}FnGw;o*H1d!U|gjj-M?&9f;=4r-YsZ{ zMR&I?oDT7r`kS?N6^)IRt}JLzDi7W=J{f#`89C|wTONj&LH_ha1zT3a3{stS;r#gb z?`+*G;gN%geP7jpJs?;}SkE_4?gBkFl5wG1)?>I@a$Ttv;d^el!X%1o4T1bdK2$Xj zSJGdUY1j3r#eFtM)kRM)2qSuCuOj1@-8XT%xy-Ema15wsz3-|*s4)5aGmS>CufWe4 zH36bVbP|Bui2unjM-Rbt`@?PI2nzO!3Zi>S1W`iqLktxSM7@S=MKpoUn#74siJ>p- zRD4rhe9u>Y-y|X^J2$tb&0iPbjSGOiG}vJ8h;fSY+O_{wrt-yz4%Ai#_v1)`(J28P z0{ttu93jS~#(JViArULlo<4m#3~sy&)hX?Lm*(ERmzy2imcnhBF~Nf}7qwQcj*)95 z*gNQ^YOp3~K~er%*lDM{Z1$7&xERaSo6gh9j6+)0dc+hHO#;W@K7sWJA*rHZ35Pan(NGX z2Pu@1%ePaj_(!_lA82u#OpKUn$QtQdQmQ00KlVp?xtv}v|wt5a;FhdsJW7||k`2EoyI5=uy19%2)c$;h<6axAPyeRPqkyzuGh@Qc}etmd$u{{U?>ch8P z!tZ8}C|XMu}-b9roDq`F+W_j?CVt#lyv-dHny>`aP$U>-1|A z4&Z@hChmXH_K0pSDh4?W^=+-q_pcup$E_m=R~28_$+t$vApw_Ym%nr;u*W`PKkx-y zLj~UjQad-?)%47nvj_$_xf&RF;xev|*U3u7TgL&I)PEuwFw_-5VEV2EHv^T!4wL<% z_S?{qhLzQy4U8Q5b$7@o!^?o&`-x$@KfR3=YN1gD!-)$`Km$r;1(EAdzMKbD4fC&G z9jrbPiNsI8<_97mPUp^to@_ikNuV2)X&{KA5PQrKBN2#$fO&@@AyPq74aVP0<4@L$ zyez*X#99=379v(G?v_8D*~#fU$Yy)ke!Bo3b>M#{8VyZdzKJ|5n{cAM-th0NcRxD<3*k_4)0+;>6d=#!n8q=aQNejVd{J2r`GE zJHW@sM-COhipgep_amDJ4)C~YesX}&hE@O-kWPZBN1-x3v+Jr<&)ZCX8{WM>JS-B{ zDrF@lHBf29H*ikgtKd;%V`Gs}LZ-EJr1kB>5>wZ43|N6BSK*WAB^% zK05NU#`oyMn;6w(%(wdmIrE55H{^)v!%@UhqG@i{WMniFy!qC^huQ1k@^BPHHTBJ% z4ZnUSwq)NbuSnHNxRMA;Un$6VewsS^R}8NT(bM-LFW`SWn;joht0#I+7nPP)LwmP} zp(gm)2FAT)ZU|rf@WkjSa=8FJvc!dIF*Guw1xArDhxg(b$y@Wlyy1<9?u+fAk@P}p zBexPU27Zb;fpc9Z4;Pc}TK!JcXoUY7TpV{~&YXzp$)Nxb%Filnd4-A?#0U6J(^V&t z?V>P=f>hNcKeh8op1YstD82+Gm~0uUg-AI#B1y<^D?=CwP(QK#R&f9o2(N&ssP2)Do}#x>7B==2)f6jB>qTT5 z|5d!y6Q?XxkxpQRZBL$3*Kav6Q7Atc5E5cL2KJM?lzJN$$y)%isD@1(q$sL<)@#z| z&3-SGw`;PmjfELJ^V3Zs-u4z}VL?GHzN9H<8M}bOj(Ej)AH6fshm+uD?17Z80p}cVER;}Z*zpiMMDGb<7RKyuR9{LF zTy>yAc_UUAyC6Jd;QF6@ZfT^j(;bhY@G2%#Bjd z1ws%sQP--z3YO>5H3r((G^?xAeOlKzd+^lXREx+wrkr_TC*J{G`uX|s<%ip#u^y02;jS*etwm1(*{ zmr70EgJES`w=N!P+uMeQ1`G1wcOQQ7%9>1WVVK-|pHh71;Bkq;tVNwXZ=4z#D2xQDI@B#UvEn zLvaZlU&jJ=SWFP=+mRRSfIaVyP5CA^lDmxNuPl53j?|_|ru8IZCOLDd$is=jQUCh1 zomr@CJg7c5+C1XO>_Rg}GO2q(<&t}2W}4;%)lE_}aWA7hwrz008V%IclDzXkIA>IE zW@3}i!Q5O1O{`ifZq3;`j&oquU6~n8%j<&I;+lzV+Oe$&uadEhSO5>@)X4HpKSVU@ zZooC}i(g4_Jpw$C0gmjYyfA!}5Nb4!9lH;SI1voc zs!XGHc!{gfG2kra<{K%jZViNf0iHHE&zt6*ckn8;aLI>;|{ z1vaarL8z(ze*w9?0OaEQOE6Dq0LqE9J-Jpl&q4`C0%+&;V z1*>ABLw+_E5_MU%Wm>}sd~Z~kUoz3v#jAumP7Mk88EkMw*%#7IP(=~|V2p$}5_5LH zM%1Bq8b@U#F*}L^0vUCDc+n@eu@&3lEPB;`5i&awMO0x7X{t{Tqy3 zxWF1vY<$F7K{`O#K!0`L`v-((cZ=VKC{nHSZ&AdJ6?m{ZJ}Ebjcvxw$6WYoSzS%^S zt)lEC;x~X#z8dj&v4sj;R!K=oAY|HVxc`fGq-ZVu0H}pt2<^$3p0(G}1>InO)70Kr zndm1W9bJS)BH$C^NTJ z8IQCQOS~0rAT>n81IgTt>iZoL-SC=9=&0`4=%Qyy;D~;@_EF0SL!VKBTJjDBpe89M z6cq(zWR8RXvMf)oJBPLje?q;j4yw*+wcZn!d>hS=h&d^oNa}~|b?%37n$;vs@og#m zhiY3fg&4pgZFlzJC=u$21FF9E_Ri)Q;-ds=phqH)kl<+ER9JW*UMI;x*7W~{aHW__ zhe;7KRMRRStkc^ZetBn1gAJCFd%y2(j^Y7MAEc33>$caHeK?QCnKNesN5Pm!VAW)% zz~U{qb!$nr9DItm*GlY%rG$l*wT7%Nv}lkCM4MCW5?LQ@WYR#F;|{(^%!vWwtEJkAW*DZfZLg#+6k`z^FvtCvc!)9FaZu)TjTHkH(LGKWJzdAOA z{bSF!OoLZE5EcXL6e-RvDYhMQ*RGq~kg{P4x4};<;0{XEOHsyr5Vn~_&rTH#waWCk zpto=Dekm_E;@PD-_)VMuL8_Q%{zJ%4^XCoUt>)OER8*|u|9(8v#%32k6UFbEIW7an zBPx99dQZC{kXfH8}*MAc}*h^dOD6SV=P_VUO_z6B|Fq?CQR{sj~n!{bhJ^JY7$V zMc%`XnSjEDxQZsgaL*#^o_3!6}$XO5tK=U|w zRDxxW17r}&@#b@Ze!gR9GVli#h7RD26jT|V4eBG2I7iClZCxJ;5tmU>2a2n%J5r>m}Y={QUQbM=L_4?Th-}I9r_D@BR#~ZvGlvU4tJ`NS+gVfFdPsj0rM%6+_j*J(H;~<`ft$jPdKaV%XsLd1OlWG z&)SYhwN0RVruN?yq5>u61*R`S{ldroRG3AT;s>V(D&AlN^=gNSXU{G=%{cG9tm*Y| zAw|L13ckU8O6tEV58&Q5vHP{cyjn9gK15a)6&)u8jSLg@5XKkMcTd>uBhlC_ftYa! zwJBH^IF?uT=FdR=r4$9!5HX;|sV%uV`@K11K^*f73KsR!$QV(o5lH7{T^P^?C@&RZ z1Vq)jVqPwb7Iu)2J&Il~A5Ok{{dzYpLEF(W9U`cZSAqJu7R*u2Q^xp;LV;lV{FXp; zMSx{I6t^%&cVVY#ASmw3Gue4>z`d$0A=WJgd$lUz@4Nzkdzkz@Jly<|U1}$QS4&A{ zM~V4evFUR8$6fTQsshZxd3NC|z`3=e7YE^6aND-ZM97rxI-oevU2>Sf?-4(fvMGl1 zg!^O3@vlnijQJ4l zTxMP+;N^<%-`dcwdqGKETic)8rB|Hz>HndFNDED^93XTA=%5~;Hu$Gf{O;e6L3b4_ zErQ=qmz4U!V?J1m?tJMs2|}2A1jVpy&bpZfW2url8bqI=6Qw%w_}Jw!-6TU<(yLBw zOn-vD0A#ml_@%qhVXp(f@o?v3AF@zt(ZL1j{}JehSWK4*sO1p&G6vo~_I&jCaSA+6 zWU`Mn+WLU2hsb94Vni!5VQZ{Pz|_dCB?4j^KZBfo5miikY7!jtnX+!6mL6W^>vnacuNB%4uGwCkF-(s=0&>Anw7_Msl~2ZSS~kt@1b2;c=ZNP4!w^resZ{CCRJy;d&DQY1BN*BrA<>&*jS*x8?bt6QM4vlym3i-nCr=yt=$>Bs&{68jeMbmd^e4kK0 zy8EO9J2_P=Nb!z4X!#-=U_gL##tdSI=^KrKf?(8E8`!DEjt!xn^iOX>rx@zUN+hG3 zeV|VmCa|g`M)@5hO-lJ(*DTVdi^NEJG@zS=?cKL81xug66++I|@o5`mWK`B57B9|660fCji{*IBVacBD#!KIw;5 zrui&6NjQM_r{{O?;U7k)X&>2J^5Lg&%U_|I#G}Cs+sA04>x7;+;|y;JKPY&h)oemo zdT@ltm>2W?Oh~*B_ewqJs?T-xq|pY?r05y+{dJ_@5Ij-ib`!~mG|Sz(wZy=w-LJbo zCB80_9Oe-Y!}X6Ew)YyMlcu)6&(!pJony!LDd9L9!MLr!Tp)l5HvCLTMkDp+NnJta z^mmfA`llVtz~V2E8LGEYdfL!*ROX96HRd1_(?`oTQHl4jPI*voAyY3rT)CNH9#BqHD@#`hBcM3XAl#9ad^TFEmIS%ui zMP}%iZ=qMs`Qx?Kyh>=LBb{bwr8z{8<0vY==QbhWo}(-Awz&9b=7@Mi5CkmDTC}Q2 zmDP~Jg7noS{Q?D2&IRU)6*Hvi-zv(r#gsyL;R13AY5u|FvxR(eTebNHBdFfLgb|R~ zas%4!p%p(+JR5FOOo@}Mz2{4ioqAjHT6$NIe^Mmp-FwCU5wrYmljQ|jH(V(8TKVEU zh1^IiroT$j#}IKC<|TN8h)>7)B8s}c=A4FGm2t~>c)Gq74z1?l`KcIK-*j2NB%lAA zc+sV#Bn0EXF$H$yA%BRidi9G_Pq3Q;8+D%)hJ%%>$SCjoskdHvWQ|Z_P@F45B_VcR zL}p$AFk{#!BpgCL-`l_DPkH|ME8@+YU%26dZpWBB zH&{dLT5(@qL6$|7?L@dmhQfw=ys}+4CBs()&E%?iF(6%HwvJhL2b$@d8xYy6nEtuMaAg zihqz&8=Fh~f8alBYin<%0l_NYsHq=7CD9LOW{=8RM5m|H5Z8L1c+}JZ)R( z%(o6br9{>xqzTZkZ3-mwpD66WyB{#jz!hxi=hVE*y3LCxLQ2tg49|S~lt|H~lLzOg z1wGN@^D6imB02XY@m@bk+)Bh=G=g4MK^Q_UT>imfS@jMB&54*|#QjGjN;cR^!jsbF z&uRz=LJ40vU>sWS_jeJXjtg;SphPh=x9i_I5KTe};+Zr#Ei(RvDRM$xGHuKY_rU zIBtd)*<gm&qSO{4!Uvi*t`=1oftV~?VAi<|6rim-hLr`@6 zdi_0n#OZ|$Z?fhdVrOnK(o3)SId>2&$Z$|7KRwyYe{{&u3TSyD(#C{GqEJpqGcFE+ z^l#7kiB-f3ZDaD^LoPcbtQ8@H)%prZ_yq;EQEh+qGTta)qU=WeL;~mh)v&klR|es8 zH-gVCVsKYw`q2q=khX2xxy`V^#h`0Q%rh;`u2}f*Jn*9fs9c_*P=WVc(`dqAZ2#rK zKIyFy9r676RC|@c-)V8FbV-}leFFwZ?D%6l1`ihOPzUq*^o}d&s|VWNtToSZ$B(CD z)A2t&oxgUkY!}(GMMGCtZg4Em;N;1rd`iDIFDNp`*p~*d+m;}uxyxWR|KA2pMvK;0 zs~`TZKYwu{U%6}}Nv&!EqwdcOlNk2Z3s&1m3BO6Y4E}CC_%D1LEkb_gLv&KEGOhHB zox$mzUz#x1O9(BXXi8!pY+A1{F=5UCQY9GT+OEvCYg6~ue)!VPSKM{cKuRk5aKZ|T zDm%k@DN+$w`@!VQhq8C;C?1cjEyc;SU`z+w5NSTe-#?2I^Cn}=?|W-Bo(!$hWcW-e z6dyEoflqu{H@3TD)C~Qv*uauP*`=cPzy6#5HNFoA*G6$Ku#t>YZTeSt0!1|+c2;i> zirLVY67VDw%4(oZBf$^*erZCD29-ig z>S=ulVx-L-o*x7kQo`U1=_6AA(R9z3>s3^pWF&v>+BMRuMT;O24f@cIG=7{mWM{O5 zK||Vrs(R&|+gy|W=7BJj69%@O3D!*=8ccL#^BvMnbF)$I|Jar<*dwf&Nse)enfnfO zG2U1dr=VaN&I&wY7(IKs4&!NzlF4&Dv%QkvH4VUU1)q* z_CRL!#9Sn=_7|3Et20NdO_DJM8zOFc1bGHFT|!^UvfsG4gau~h=ZcHF8+gIAMmQy% zFk-lu9RTGhjrrCyuDBNJ6jUMDlEJz{T@5%rvbsM56djC2q)GnGZ!@TiVzB3!G`xZB ztC=Y=HUAh1(j5L}-_hh$-8Utf>=K$_TB5?n-T&CSZU6F0wZ~RBvzY(z^3s6Jtes@o zM^%AT1(u(kheuS2q&S#tQ_t0X>K-CVomj3mmCr{VjE%y2QyqiefzAdaq65Of9)(95 zL%tzSd4SI52t@B{Y>cG}^c&TG%Mt~&@Qc%b81`MWLT|22h}*=k0s2RUMq1kmmr2?o09PWQsgd0b zD?OOz#x*bLS9F9d;)|W`U|;@FJxYpdkcb=-CbvKrojqkw@#rr5QN5c(0+7h!MQhgm zI$3`H{lM^b?UbliwlU>FG*^O86rmT+kAARa^JXd*JK59;ZHxk>6$4r>RB6)LvYBir zVf&>#EQy#bp-5tThJcCDzIgDpniDPpt5+2prRgRgg9sFkjRA;vns7K6-$&pc&%&KV zwh%2zWDqifkoIYI{f)Z&#nV>anpA_OBrA{-k5%-eLxpDuVsJ3yQ>JY+ut2b^?BHe}q1wb$~l8`e+pc zFpKuU?OBJgf+#Vn$PbnvLTQ6nCWte_zDFDLP7A&Ls+bno&d#pRI6y#3s_wHgNuA-J z;G0K7nc)3E*CCU)R4ovO)mXN~=TmI~G8A1S1H<6Jv0d@>hz{Azrr1l0mHbqbhd>gs zh|8Nk@#zQiz#tCK5;k#dsjh)10OaFgY?>6;DTqBPZlNa5vba}jLiC&)>`eS#$?l$f z#H^BJr@3yPou(Au;Z$adg7rU3;lFum6gDvIPUjeofgq`&xes=C_0@>}B=;ZdkreI0 z@#1erNPp~D*-zo}NU%Pahs3|w7QX2b<`h=0P_?Gak(qNce+vMbi%BL|eS9o&ISb3p zyS&DX)akMI-}a_TBX`xIZ?SC?T>cRyhwj~+C&(yvHJ$VWSTv7OUt|9 zlz7%W^c)CugKA-6DZ*Yb7lg1s(TbHXfu?wVw8kx1I-@5#mk1voe)&o z5u98x5`SnRGv%u$8EmQ_E2outQAvsK$u;!ZgJj1O(g{O0lR&AKF@ct0A@pQzi=R)? zWHL26ZrJ$q*M=smDQunS@M?CSbyZTwR3LF1gsv|7`iaxuU>f^BiDEatPYxJHl@}xN z0G}*mfr0K&{$0Vd@B^9}=&%AQRYEsLaE=6_(2bc<3!B6tI)gtET!q_tQ{qdS?q;%g zUPm0M2wOd$4l*9>?_I1c;=9K0f^>z+Y}MQ~N4n&0z!ujrgBe=D79~P96Arf%0?r@vL{pUR#t!=$ACLrN{U zFh7oSj`VJ21YZ!}P4#3CqkC~o6kpGwrFFkbud1r_{kJn4?8kr1dx!B=OT(4lynVaX zPDRnPEnQt>H9F;ft59qIt>U9K%$%g3YVT|v*<1sf7R4&}=Hj|YsZ8)9*rD(-pukhT zO}t8Y+((UE{dj{*yQKAg>Cu(%;FzzP&(^5^6s5KT*7FK`XTin(fKfm@URVZSIJ85 z(7dTG><_AjjZBcbH>37J?|3(&xEl7|AbUs#>ujO4US_}A3yMKUHSf3i2a10fKebue z=TJ__k=Fl9mny%tSso@E58?sDVk=a*mqFU8K(HmPT8y4Nz?hw}#~@Aan$)wW3o}!y zw$HP3yoF1iKkfAG1oS|{J-{sxgZivK$0d!BIz<{UEbg*IL`R!{DOqMW7?Bo#+q{^G zBDoZUKsKLa7)TMIpo5)-Iz5Q24{kMa|80&yxCX*Q*zAu-To!A7m@k3t$3uA;r`=6} zwuDA^v#k5HmuQ3sh4e@Q-}v$pJ+>Q;4YC*jB)hQvQ`(J!Ik*b7G)2LMZE|w=*t%@PXmW|%?`4GLHukENacw4|P+J#_OS>t@*{&h&gyejGyJ^k* zan3(yt+Uqo*RuD1-}iam=lNZ}-_H|UWPdc@Ye*s)Y2y>6^FMZaRaj!bYr&3R40YIj zU72Z893j*qEFqyc2iIZIwicJu=Y@iN^@rRuV8iS!7MsSQtNIhjz!Lms>2$ra{!mX6^e<>$!rppy5xg_$cws-Ko~ndp6oz%diPc68l4?dT*^V2hHVz-@H&Co<#hoRj4Iq ztZDEUKbeI2V`a|Z69?B-_dR?Tm)~ZKWSUJyieg>z!fkc=Bf9X6|5HLH{zIjJU0hlU zaL+l7K&bi=)+I2N#4=@&WR*JQ$oq4~(w9}&&q^K`OnD~#a70o%!a$HeV(gA__C*>3 zU_Ai}PQuAl^p9|qxq_$C=8SAGeK7b?Y5Rx?p4M7Dz0vfu$zRHfX?-52J}b{FJheSz z{h8mx$jE1(__UO(=J}8_qYXnAYk`;@L$LIE$_7bezdC&0mnP&UhkfO5pi?m}E4y^b zxhvb;EJ~*t-F@e{z;#=<2KDz39&K6mP-SNiAxEt5W}GeQ0!r;(%w8!;CF_It62oV# z1SxU1y@%9;QnT`gw}#!gV9l23Wi}(H!Q#uHI+m!-$C>tX2I-i@2)a9L%o?Td_#~~} zvFiM{`M%?81Ra)Q`ldF|{ksC^CxivL+%0wZF$#WP2im+S%bW2{6jt}JDkL*=4aTPSXic^rwa5z#H#X)TbYb_%6Y7jo1GPR( zOM>GSbEXGe0|D8w#71MiBxl0P*&E;HUpv(_^)6BFGEcUBnbN$V>)MSh<+<#5@mW<; z_W{O007PgthcxUwlo=w#O8Z7hETH=Fhk1QFKd3UF`rw2IoIda|UQbzX)OAR z#Xsa~=F+Ol&$%1pEvC`l{zZMlsp9CD)njG3%kQqtbXWh&8w*j(K{{LyYI7?`i81_WaRmt6aIx;ilpDMLHEx z%N&8kvhRJ)ZLq&22`;~xmEGcqU#+e-7=Yimw!Bw`==dO16u%YmqM({YCL+D<5CGY* zs@b|HQj0NDYBNqQfWiFGDWwHw&4ux__5=J?&bW%0(AU>DhWBUU1iUwvM-3gF!F0|w zq&9@k_Io#SpiMK$*jtgIAzdfk5Ih=u{a{n3&XLz}OnkN4>M~UX+H-!ln)^np7J3Op zpDp+~vM-uXe0LfP8(fEWF+6yD;?M(ea>AC=@TMFl9sO60Qi5oF-Tul<9elfXolHYk zZj?fC$T&2ES{|Um!ajqF`;ae4b$uX95tx>Bqg>PtDNvssDDQ)Wr5`d3^8Qn1jKmO` zcTsb#NH`c&5E|qnPNDE`dpjEG*TJ2%?v-O_YD6l;i+78={~EBvQP0DAail`PB9Bkd zqJLN2qmb#ZIHDkzkR}*(kkG`Va!Jt;a)E??HhEQ%Bfyk1)Cz+?`5SQff%x3Hg|sAY;$=RmCtXOJWeqq ziFxo%s zq$XTLS>51@-WNz{H?ELfVc2^sV>r3LP^B)S*5AU9**c2e>`&BUpC`Kvvd4%LG*G7D zT6+ppi7$W3q{U`ow`r`1VLW{u`*B0S*1Ry8rxFA!BsQ4HX{x$$V{0<}ZP$34VW{`U zinesPax5w)Ir;FL{+7m@YXB&_5EUhYl{q-!>AVmK4xNG3LjLs%Yc`&V;(43DFD;0^ z9+d*)p(4tWcV9*0GJmS9k2o;0d~ZgAUu6@xs01WK-O}0X<8`^;`ChUP&&q|LGu!l~ zMBw~OxEIVPk#}$-{Jd0LK@7!s%Z3|@=zMUU?K|9wO&}pQ_T?=eI`|Yy)}FmH#;gs{ z96@x3HP{x6(nkb7z@DCTbV#>;A}R%aWr8$gRYX0as>DaIr)^`kTLCv*ks*#zKL^JA z8Pu0hQfPypgqV_8P_>}1fILP}Wo0*CUe84exq}(fR>IU0kKo`( zj+l)wotKQLE9`@i%jtV!Wz<5%BOnNzLCq!#;i^$QPTXt^uDTdkJqQUhX+YrSA#@?s z&wY5JtuR9S)9BN$#nS5ndMXJpQ(*#nJN%qWCzN0l;z3U=2X`LyiDHcr<$9#%_h2`x~X4J0a+T!*|CQz5~G29-0d}F~$>G zS#|r*tn5-p@A%6|0S*D~m@TP^E32wVUPDL`$PbgqP50Mf;cj z3rrL;&(ub^s)&1SaMPRoLrojqK0~We-lNfjw zM<+3xgb)BoBlcgDq$k0%TiBhW0m)QHg+JptBTvzTXZu6LDD=fjXqnYv6}*T}Eu93i z3tL4bZn8#K#tr7pI!r(3!Lf+c<>R3WF1n~9xt+nzTnE$qMQGua5U%g?@bECLmbVLj zy@G-1w1G}O1?@CF6}70K~$p$f3+J%w+V0GyM7aI0=9_vE<|gYODm5 z@iw(3sE)=aIkfM|3;0h}vzhP!={ytc517FqG@T+D1szy|jhIY=uu|XS@wi$1&$MiC zdqnfbn7P6=MkhR>WJrdNd?+J|X`gZZw9jmDL9)ZegBZY2FzNMrWU4@^Cz)KB{b#fK zG09#N{D2N2f-I>RSVv4Zb9Ak(O-xL3ZX4Ng7Gtb#M2L3F%-rt(2AB9hJim-C>rZ9G f|G^LaGBZb`{XkP+@#l!r#l*}__m~v#+#mcewq9T9 literal 0 HcmV?d00001 diff --git a/automata/plots/ke_Davis_annihilation_creation.png b/automata/plots/ke_Davis_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..e13f6ee535bc0b519902cf1f41e882b39a94cf6d GIT binary patch literal 28992 zcmbSz2Rzn&-}c$QXk8_xLQ5HClvK8cIFXe-LzEF^ZyIt%QDj6$Mm9+@GTMslm4qZ& z*+k}h{LZe?{XF;myzle+e6IUWo#%i2#`k-CkK_3Mt|`h(t)$;XPoYp&Ql*b6Qz(nN zDU=0czb(bzq;o9e#{UW0N^01iv@)@EFt9eJoG`FGZ((I?VQRS5-q_m4)XI{dN05ha z&(^cHw&!hxczMtL{Q({;>odIj7fV0JMd;2;YuZpKs}0D13lhZ>OevJ}Y1CtfRUGg3 zw>asjjL($}Pk8R(|BXX9m@_ypUNcxm)AWw4$sLm>?iUaDyvR36nYE@aFI!)>KTTU* z+ak~T9KQ{Bzt;WxckY`8n{&pVUGe%*(?B^1lSgu3Nu;m+z~X@xI1z zmKtjLUBQ#@9OOw{6TbKIv&&-QV$ag8T&a3_>B_o77l#v( zBAVW-w;T{Yc6X`Aq@2n@9e#?*4su8LsUCJ}&5y3ALGJ0%N^!d;;}FxPhsINr9sc7_ z7p=ZMom)IV_r$*cL%jDEca5W0S5%+NX}Lc&-lwkdG10wfdO%ooyzbx*D_2DCpW&OSbmk+9B1Ol2KHX-Kdw+ zm;OY)cxJ>mRn0uUz~R)XXpHOb&i5vQ5jM%meM&7EE~*~x$XuZmWl9jjF^ ztB&!ybm`K5k2zPn-a0Dgw{fD)!=v==kLbgfZC^2}O9xC%4Dw>eDk6kkCgw3{y-isO z+qZ95$+6VcwX0X1nwuVU^HbWt%Xai@`BaJc+&v6k%E<(IcGt?9-qoA-OW)XhP^{ft z{%fW9d|iY?YtrPTqt}%yiK;1TQxnDWx~Z)gLjl*x^8%J1HMVWr=Hu&ITd%I4hEa_e z6Ak9pzVFMEFMaRcJ)!AuS>scE86iyinueUtEmp;|_YYrQnxt3g>~sBk9gD-qZ3(qb zGF|E)##^$@Lk6A2MR##W|wiOpwYE)$!mGs_{V!g$-bLUPct0u9>@|qc= zK8(9Hmgfi+PC7U%lB{9`J`sa>y1o89pEBwgr6wL{A+a*6H*7;*rv!QJP`)F5`huP4l zXJ%E=7mpk{a{Kn}xO+#vOZ)Ao3)-%^>xXn^x#c&$i%Q?%8Fqu!mJ;;3-`>2hAuYc% zSbOY)c}CC0Wvo>}>Uv3nHeWfmZ~uJT-=$J?qWe03g`$>L7^~x_1-h=ouYCOdL)gxJ zctj1+wZDUD9qW$u=i=ay&M2PC7jhU##S5ey^qR~@Gc$qNm#xLN_JoX# zOwAQKhDVkyLWMuRhLh!CQz`0DTC%5SDqS<{c$?cq#L^W^(fpMnClQhA9+}qG<=LD$ z*IJ-?ApC^e^!IwaOY&;5Nr}K+CzR#nuCqB+W~N@S_?WBIl5cm?!XovxA4|#(DZjJt zLie_QR}HKA(0Q#Qqo7|kz_RFvN%q<5Bb8#)sYR2Ymy2S{`1ttLU_R4#XA~%7Jnx#6 zhtUGZ27T8|9&EqB*Y4XFEn8K`pdfNj(sz9imLbn*WvqIJUb1#h`rK&LyyLv7(wA6& zG36AsG}~6Eu81Kwh3vE~DSIxkrtHC*7?-gY%HST%i}=Q`6fp9*#OF{{q02-v-lX*1 zySkg(j@A`8*~}uKh4G*9yDOh?>GI`5JK3pO#fD0IV;z2eEC{Wq6i=BE4DF_X>zEq+ z?~{T2vLQziM(b}FjSn|Zzl#)YPAE`_5<7nW{Da}?!D5%P?*lF7SG>J9hv>WK*im$R8lQn$5eVBhKI$f31NHC=A6P#KQXr{CPaeQ z>AFt}><(D9S}b0=bp5nu@Rwu#BgeYb8@@Y#+k17z#?Rcs)?fa(@b%7_P3wJMIeu?C zQ`qS-J04EY$FI`Sg@7kIX*S6Yt)*@;^U^Jv}N%Yr_^$wJv`)93_-o2C4OjAQ@ldUw+Fffe!d(0fgR#8+_3$8RDD4b}uE|hZW3wh1AVir+T zb+EP2nCU8VY=P{=KuhQOL#~!RY3dn~YH3>WSS`UnL`OzPvroTWJKj?(wQ|$`q2MT+ z3PHr~F3ytejK%B8c3;IR(p~tP@q!#x%qU8f)gQkn;zLs7z4g0mxhsut><|~%U%r7y zB}&ZAwn6iZlYU!_g*4enhlj}<&+marsQ}dB_3i>WyyqMn|<9nLv>eAJ$-?%gI zBw+&P_xqc3qU_%xl8@ghFH9Bp54S4PoSqnLd}v%&V2rq+bolT^Y_hM)ZKEn5riM$K zE#(^`%d|7t5=K85MGTyYVPhPg&MN3Ssi+vOAok-J-t7CGMfcteA3g8qQ9Lr^m(*=; z@){XU7=R{mza)RI$5c>0N8qx25adFYIFSbJUshU}a(-`A>mo6>rZ^|l3 z5aHxZ(iv20or)Jc|H%`mV*K@HD~evb=~80+7T`TdGSSENsq=mf^u5! zrizB-=uzdnvP*yDbANw|L^+{FH@UT4Ie{J1Ihu-|yZ#f$5VfK;RdET8lr zz{hTDB%BC8&^jJ&nNLd~Vsn#5+**&MvC|78T?PcpBZM0h4$i3DKDeIBez*Glq>Dv& z5_48upUeF0g!$|18#jr$<^}`?GH%?+i3GV|(Nf2@*!{*gV)v8?=`!wRaHclSo)-5# zIbO2G<4ybd$r=6xtfHGYeB!J6^_%>(~pgm@tR{_mcDsYMbiGkR>z}<4LV^j0<=7?o_>9_3lQ#J&|B zaXC2~IIXnB^_)JZTFOuGE3M`KV1&m*)-T|niYo0ZnT;f32>|zu1C}4VxwnWqKl)l8o?u)SY}%Nv`ytav>Y9JC(4D7GC9vO5 zM7d8TRmPtGX8)wsW8MwevgeVBzxb`JN-^zK-YIHo7Z%*(RpPP&u{@&N9Fh4u! zAv<%)`P0({gU;^m?wQSe9iKnfMIT<2r<1PS7Hi&^KJ_I~!S(g%9L8q~Z=}E({4hDu zXely4pMmpuy}ED9J;gD(FCE3_Lj?TDV+^+HM!Ak$vmb2jZ<#OSEk4`++{@S}TjZTt zhA}>`Z#pwMOwdJIPHQhWZ(rrnfPDM@7{({9EVXGTOG%G}h%!s7)eEV#kiyj~Po8`Dti- z-3@W^1BX|yTv>lt(55b3R~T4ZL40QDvbDAKSn2MJvsj1NgE!e$GVw{^ZAIfJ+z`vM z9fu7GGDp!7)mxVo3s9=d6C%sNE-y06u=|2%++VEA~1$J`GB zQiAtr#sE3r9dl|lD)Fn2k@U6gi4QUBuDVxRS=o4-^CUqnrdZ{je(@q)pF>Fv*XlN* zD|!5QGM0l@o^?FAM0fYuDChnU*@0}cZS%8H1fxYqZyg_K(KawJF!t+6N{Fnvv}Cz0 z3NqSmK-wKcF_VnKKy2PKiNoYkV}L6F<%fsHzJAPt+n=j0tm#Y? z=l=b5+BvD>tEt$k%56n%nr7p9tkUykyCe-l}_-TY-w#Msez{iHVIJA1>Kq{_>AC&RBAVm3b}L(Nu;plt^iM zg<2i2Z`6Lwvl$1P=M)msO4G_7aXOG*Zc>YCI04|&bl_tiz1|Togq} z0syu$7UqNFH#Wrs0Ggq0o$3tHe}w6=E>UJ>yzow4&q)$l8(BJdWMqUk!EXb0zA{lO zp8V`9;6CGcB1%km`T9MINYO}q_Z~cWu&<>0{)x@pI=PBFj$g0pu8y?>!s;c{h<(Df z^YFpg!r;?m-PHkcsBI-BC6f>coH2oRB`gk;a=)_&&2}k$`5JE302n~RJ+ekmT;^SQ zZSjahDSP*cfl9Mo>^{Q7mu!m9c4iP5e~^{$GDa=PE}@mJWcPi+abzb|(urg&~jc6fL= zf3RqJtm^3MJ1lB90zyL*N!>{e+(qg=WXWA2W$`2%z3g&dG{+$>J|7pjya5al-ajqo z55=|a@|5$vSUJ(_a{(^KkVtlmit3`)m64ZMLovovFmxpA=%P{!JOq2hlE}B&?@B7^ zDDo_X$w^#~`FUjc%160xziG`eth%IMuStlVp+$0QY5dTCVt5iI%7VEAUl~>dc)eS- zghEl_2W{kOR%w`d+mutb=5BECec-FO8l&$HE)xUwV05zGXQyg~DzNX=tl{~$cZW~%}vx2dtDH@~Mu z0Pd0HrHp-m>1#eIRza#C4Spp9t zgdG|{jU=O-?CnX2YCs+%w2f6EARrK~toZC$Agj}tHLqU2>;`>u5@Vlj->-$wJW}?j zqevKoucD~96K z$4_`*NYD2U{~4J86r+zVnqsbBzaALbG5j`yfSl>u@3?mu2>KXw{5AvHM&w&7hh z0k*(EZ~0b~-{CLOK5(Xj`Bh0tid9=t>q9IWQuR-Poa(gBPe?FKFpq9BD6O&{+hF1QSZAcXo*H_wnk;tnkuPsI9XcN!%&R{j8rfpmxHCj2 z#%uY8UV_;`GsG4Yi0C@B*bxd*;fM1K_H%D_tapX@ylWwXr&()39;?f@y@U)2p!Z&Q z9ejpzJ9n>S<7dE@5H=Fok%p>}NacHGYinzFQuprN+xid@L@5BQ-i9A_=Ro;Xh>Xe& z&c)qk~?dh!V;5s}Q}X?y7<_W;Fn(;(S~>iTZ+2~qA^^AjHP>{OW( zCsaWpjuTk%{(%7@&g`1c<@6x&sDcFXX<=;xZGj-$Ag`}eox3|}lkW_sTcCC3$0#EcQ{pmK$EOK1_qMK z)49#a|AIvg3o~;nK4FeJ&)C@ws~*)gcp>e933qJG@djTR(NN-SJ2oH*oJ$k0*Ku>qt7s;IXE#`ns@L<3CqIAI$KjW#jJIz;B0fJeO6_RP zw=>Ti>F7w;FD_zZ^zBq}c^}W9?|qUGR4JtT1^I`CpqgXZVrb_RnLYPnwfN-i!ImfL z9y7z7vIP!E>6A7?tAO4w}!7%f5B~o8#mav})V*?6_6m@Yfd;a{n zj9mVrMT>mL`HH7{Q`o=7^PG^7@FYlr6tfy594!5Bi@t`LKXM*7OVi1#dBO{vX;mAQmKpR(E00p+ZuKAaFcH&zVY+fU1Y~Cbj9fv|Aj+9lC?cPGx zU*2%)XOTJ(Nw{{brxxr+`hy32q(-4qsal23+4;6TF?)?(-?fd&WfgTki!Djeakk+r z`ZSHq=TCUW#PksFvK^+ufi~JT>LysW-1&mAAwczhsFH9&K>}x?)+H#?U z#fir)}B&P!R>>%*>K6%tYnB@Ls(cOmTEIFvboJjyGpN zJW3j#8Liw5pMovyn@Sm^sJ!XwR;ugojEGq%##3GEn#(KDp zz2MXbiqv&>yb(+)IAbx>yU>~TSr*UQ?*P;E8y(%=u>Gcnarf_U;t46!?gGd-Nb0ay zM6u&%&n8wExw#m%7C61~8^`+Jtoy`X06M^R1k{de?2&xydG&Pm1n*AIeNOOlW@AEJ z91}Rj5zcAk&Kr1yO(-1qvVpFBHzZg>26T*hXTWPwb1DI+PQ0Qw!5>t^M zUjnZ-_w%R?R^2=L`qQ(^Hvl7Em}G4v)lw!B?OLNmT3Fe*=c>{*{^taDQatw=toZ*C z8|~h$qNpPJNMNv39UXJA=9}8d1^KQSFp=o7Y5&=1Ps)_#>;gJx?ktBvJpqgNRp0o? zM<%a{x_s|OaNIAv;*Z6J4Rotlhp0?$yZ*-?e7rX=Ei|o+d_I14<<2=Hf{0a;P(P6G zhVOXl%GRANSADJ@sO;;mZb3oi@B?0bO-;%gp-!3P!r4qm^=Fs01d~7iujN$rTd!|y zE;Gzrrw!73C)LTxi6miL+ef_(X(@oxZ!L4CnT~J?&~C^%rlzL%@79{q(cQW)FCa{$bjr|XA~a`R zPP}n-^_Fy}(XXZmp2$PWpo9o#)8g21BOneuMj}E1sp*C6za^5ol9c<<3R18RsWsTZ z-f`S$e=47n|qV6t8EM=OM(7(W8s zb`oK=>;F)%oqz|RA$sdh8EQ>w(C&Jq0xN4CYReM`b#UMZ&V8_bK4G1wgC`u(oVjEm zy=>Jwo*92qu~DR}%7@;vM{$5*rQzZDgoNFP4rw63j3#Z^vLyp?*DAs&a5QFCa$5fM z^DA^k&BFWQHA zApRwdO)Mt2yuBsxrD`U&q$#TAFky%EoITsN9k$HTMphRq?6!ZROGii7DwLw0@m)}@ zde5Mwoy=NL!8dQ-q!*#xM#4CHS)osP=-#7{9LS=`NyXK`W7O2d%N81I=UCPw$p_uN zyN8M@u>q?q+hg9{Dgsr=ZsbeMOKLs?c@l~Wy>nFxDbr2fh2Fb;dtJTY*QT~xw{8(3 z?)Y`4dx*S}$BuPFr&YJMeu!D*pkh&m6EXAcp6VGF1bd)G49lr_^e%CJP*yAgAP?ss14>6Bv zy|#+93k}>+pQfD~8Nu!4b!WqJd}F_H&&IYKtEl6CuDWXG`b`#@0ni6Lt!=u@o?mgf z9U7_;zjsl#SKF7RLov%(z9ycOlA#Lb!|`BtcjWu^W{XVv)#72-yS}PXLn)sQzPWzN z@8<8OU*)o5@i;+mdThCNyf~S9Mr4Ok`dxYUob*LcFVMUdib>rYmw7(icGz2R#Zj(J z{w7(}^}cz-2zp!{_FdS|E;;@7Pd-{Ycoi+ndcG*pPrAxrRYD;3GalJXCw)5$39 z5LDha`0Tv{rJj*y=SaR=zo~;IBr@WhIJN)e3-S*qJmDpv{SbsqIZq#YWhI4+mG<#c zFY0?rv^CA<5v@b}hh=m^@76GJU|Uz)Q7DT2p?m2z=QJ!ze2eGyt5P)mZb2K7`rpW3 z_WT?I?(^oNo?(8pC#|QiJh)8pwz2{Xe-cHq z=p(r;PADo`&pm13$!R`kc#NW0cr*G1^Tmrb0*%bN2;TK!WkK=Sq+Hx-5>RpjzSy!h z+&|IG$QYC`G&Hg$@X8j6b4M?&vbl0qM&H%IejP4)oq3fviqNx8~y`TE;$H`8-JchkOAXU*2l=Uvamt!+YH9}{q}JD(Pwp8o3aG4Q*~%z5DP z`L}QP3U4AG<6|+ZGKjpsB5McvjZ%F0uZQ^CG4vFrCG19fe~zcZ9q^vT^lq!h@m(0~k-ZC1}km?of!(z3GAhCI}3s84rs>lJ9A#;XM;kKK0k zYUl+S+)==5E)`Tn9%HCdPz!VGwm!5N`}~aP%tD8AN`N>DmUomcm}DTs z2+&O42GztaYW}B7%g0ci5HSsMR??#h78C|ZPwg!grKQ`c*zehXzwY;PZB_<`IHlOD zdyfiJiX~P%Gg9T`R6t|8l@c8nX-GBz8I_G{|D+|suf=j=Kvr71iilO;w+LDv^IpX= z(jce@#tZTmhT)T~%#F<(c;s>yQYc(^N&-^~3buM(ZGHO1iZZjF&Y3X}%PiZjPc7;p z0KF<;bb!hs1DzvBE`ccOZHWpBiU%XYDJZBJaQp7vR0#NKx=$LkyFf51BlDu5Qe1LI z>Eeo`AF@-C#R(?u$tR>zK& zg^;WRNI{Catq+8yTJ8N4LGb)2#U4)r4C$>+@Q-`WI)RF)8(bDy_MO9y`z_w{K`@GT zF8_pt_le!-b^Hdna;%@U>^iB^)M9`8$d8^|6`_E7ZF^M{yU zSq?vLvdA`+v!`~{L{z*0^Z6tuW@H_!rL`x;jAiW@mu-J`V=qcB(RO#d7K{|8kRjMp z85kMkQR)=$dyb@$ef>py)#UKW+qc?>IWxE!5`Or}TJ527alGFX(x>VqBK2~%cG;8b$=+>fkfNTCT2=9GVVJArkbziQjH`VMhC-o zi2LvS89N=q-?m}5(=u`0!hgVz_G>J?Px`dGnJs{BcYTF_YD3Y(Cc~Y3e{7~qZYKBk z)Ou;+Ydmt0GIVl*2`);0x(|D6?pdFt6dT(|epM{Hg{*lX{E(6Ph0lSi{S|(aM0QRs=v8 z7%0p8{r86uB{tco)SswB%ouIrrCnbi_yHpLUkk zKspNwR@>UV*QWdB%f+U3i3V&v6s{GR@LN&5>+ zbCOyBDc}*TKZEuWLQ=f*msg7=@)k`V0ez!}Bu=b)h||5GYl7HNV3Hd^c&-9no&XZO z2lBeQqTP zxCi3Te$358p_4#rzBj{QC+;s@xhWCSQ$7-UVF|Kdnh2{uMEc&eW_aL;==66MG=mcZ z_bRl@cNk1Z(GMA?=gMG@b>8iupw2A32lm5iI%iH&?B>~YC6lXy=p%}8X{U8WO(r45 zpkkOkyR-zpoG_w!mhn81gQ-}}**PC3J5}&rQH?K4N{DzDa62+`An@*ne%=ob+ZlGr zDPm+DOy56f=X|xA+$&Lstvj9x?v{oO{R|Z4DHxLc`MGIeqeMhiBEfeGsZ~ab)+5&w zE*Fv&Yh(BnJ)35b#C_{h?lmXcMJjFq0&1Yq^S{ln#oI6BlMq4UiRtva^AWx zZv(SIkr18Qs_4gko}x*^Y#2l4=O&7cnU3fAYvRF)O=t@F9rL#}r#TG?EJ_HOQ`kgw z+qQe}QwJoQciu4PB_%4Htx<@Eb$bx2K)sD>hEfsaw(PpLdy#)hEF2peAe5>;zw)gI zxki*FLcK;hex~Ere0XfIc-}qF?@mNS8kT}Ce2^+&yw(A}#mj~y>leER#HDHHn1KdC zO&iR%lbxNg*wx6|j2kwvQ?&{lGm)<06fN@+H9%}TcZhivR*vMxjjT~4Lqo1BH`|9# zM2(`lw#;e1{`&%o@v%#KK7gO5@DdR|avh8rSlGHyIYyk^f2=(CF&cnzGOolK+#?}S zp-jAKX4nEHLEAD<^8dF=hRme$K_GFzlT*#pi(Y+$MZ3MOhHb{g*WdmdT#`C94qnUj zjAHq~mH|j?(@$Cruq<_zl$_{SALKWrJiT@^I^;8G@diSP!?=+ILnbHyE;V*ePAc4# zhk7zWw61QkF5?z*9Et{GT%UB3-3^L_&kgRGqe7-NY)cj|PQ<{18R=~;d_w$CgMHw! z!6}QZWD!z%`}QsU^5rLGWPGr()Gx5>1dWWw3);{(o~hU`fSSQ+-Pc7uus{8Qh=68cpd{qjkbA23@fnhr>Y1FA; zkG#*bNdRx<8}vknhnQM-9itU6iAlMy3KvJYeZS-22HOrHY%IIFy3BiO;$ddUq`O5@ zEyav$?buo%A*q1VnHskP0zPN)g6x9gOUi_^M^2N^c!v2bE?f*O8bE*MtbUfs4G_U{ zezb(4h{83*5W=U4x1vpxg|hv3QW_KNAYJ9p?=*6H<;H!-pz?%?I9VszZE^f`k;^A} z=|hdU2Yj?znUqeK-0vck^gtj|1!W8SrtNd*^}b#|t2spjT*&6zx&Duz^{(mg^hCPQ z69W%D-QI(&cryA=e-a7j4un@ST%<(r$AD;L8hT+&PunvI)ZW?wR((UdLWB&-BFUm5 zyJcZnQ_<48XyH+r37aSZ$hYDaaRgGb77d+&rz0Na%GgT=g|k49Cf+2ii+>&d!o|xA z2mL_~p($3)G`FBz?YC-s_6zT))Gx*i6E4r2)mgeMgjXG^8;RDUP-CWGAAYxr6shi| zW;c`^9b*8fvW_lLEXShVzH8TUP>;3n&83i?K07_pNcev&vOcJe`-MfwI7+NMa!Kzv zSbgW2;ga!hS(T(x)GBh#Yufg6`hH(Kwr>&%hdAOmApy=$mWUH`Q4gk%Pk7JIYdqgG z5YL2S0n6@aKcpVQ{p&e(GU~$8+o~x@yHX+tMs5<`5*n#`KirZSy_?$W_5c`p%>Og1 zvcrghVJt_=jWeY)-&xRzP)W?uDBMIzXDTBJ|8^$IP0g$Yw$^l?n4jy^maV%4&OrZ~ z+FHb^1USF$K8S=24;`s~iCS&0PR$={y!v z-?iGOUS9jzs$(X~nx*FB(CQ?`6Oy8l*WBL#8-&pj6or2-)^!daFL*PrlFA%`9?=JV zop0NA@{bZHULi^HtvI^gH(uihhLrkmXURA`#eBp|pEywuhSn!&9zg?KyTG=XO>A2w5FF0aMQ^0dTTX6> zAy7#E(DUWKLHZa9A_LK_!Gehvy6|N5bk6juqYs)aMArN!aZS2PcFo$g#AAjn3`wy$ zr}B)6!`+2B+Ec~zyLCLiZsa`lo(2rLLjP@U}>0Htq+CPm6vDLz#zb$p=xA0~Eu zn4#i``%<|*wht&^|_l;Yz^hx`?Xjv`7_!Sf6uNc^o? zb}!aY6?e|Z82In9ULYt4+y$N8W19U}rASk*+1IRJf1l7KEI{Uo#wcHaD`Dn{J^JkK zujQTLc{CS1V;T!|gy)3hBZ0G35=ip_Y{Z&DjGu22ojt?e{Y{lQ%vhi87O>7+LF&0x zt0{_f81B6wAZ{@2Jpy!7hnkyoeo&Q()(w+H_-1B2!ecxFn2N3}W?|0$Ohg}4(p(}U zN^0h|j8gQJL>WX?AB?T){8VFcU4p_EQ5Y3kM@YL6vEp1KPtltkr`@=dwQvbq=y>b> zScD6*a<=SdV>eZj25-^u56@ocsIW!$qZULU$+BQW0}eHac@6 zq&{+=btcdu!4>e3G)+;J>VIFb04*FQQn-t$kEJf}^Vl2;1uK(jui+JlKtUlP>@WC; zT_A}D)iJc7XeOLmAS)1+2<~OVF%kRBtsV74O1rT->rVc?Iw^`TkQ|kij_9m`!HMQO z1$G(c^uWuEW6PO;|JFo8ImsRVbG|#t_xbVITK)vl2&f>5%>*F zd+93XM1t#K0ia*8VoXzB(%$|t;Rk2?^ykS6DC`9EB=!+K=boLqPMtwS!Y1Mdu}_f_ zgUu8s2C|u9Xb~k)m#m@5;SK?`Q{=S_&r|q85?4OqWvZ&G=mkwQum6lQPhbv6C~e(L zozMHa9)-5+wbP*ukEt? zDO&}^UAc0_Fe`t1{7ls~$TmRk!&5L=OPRujzFMp zX#ncfKCCBKz@#t#NIOwU_@LasNscL>?YNQO99lh&9-or-*FOJ8@GroaR z7Vs|_1B9R_*I}e42;p##q2DD%Zc{!PfzCmoAlC=jjEN*u4Ds3HIHq ziwoBY+kfK|##<=*YNYK2ZGM~0_)N2c@@9%+EzoETI8p-Py`ThnxDiqYZzZ^PEO2sm zqK)K}K1{$ZwrqgachDk}sS z8eYOe;R~=O+#;_e1bV_Mz<4}$J43%%4+8QoNrYIE?4)`HBbMF1wO3s}A#gDZDP&|X zAWfUUxw-8_k=qlVyf161H3YSHMY_ntzsDy?lq41P5;5Gznou#GZOD|b5|v`t!I%T` zSc$0LY$V5%W&ku9oC2!Dk7w8wObptPEJQh{Zi`}Q6opOZLo6abMl)?^fn$XqMzgl_-^*F%ym8Mgn- zmM9c=hQg^1^2Yu7EKo5iHgxS4)F0cnt){@qOIG@izeo|p{7cA;J#g)ax6eU!C5;uT zOiC+N68!2?LjEEKA-*q`@?)-s0xq9B5BCC$Nz#nRe{K|LB(ha7W`WW8a%Fl0w^kg? zOsWRQ1a6k>D8H+j>nQS%SAh2!>1iJBC^08ao$qdQKf0V@i?@ZDFYI^Cm7ncp9X=}M z=C=Ix4Wkv#bi{uMrsg9uBtH2I2#T*0+C-;uY302FJm|i7_x$ zy=d&9wX=dnNroqwP#$B@6QG!p4@Y0Ux2$j-xd1WyWxXJON2yy#D?5T9tU>H{ris?? ziWh?JCVO3C=Y_xIPd~BDmpvk>C&C}^=HgOlZ{M|a8D&WL=a*mpjpYEt{uSX5vHy$~ zzlelma?@^Me=GGg-`}&jta1 z`lF>SaRUSK?K-Zu2puTpk-E9e1}kV|ecsoF6AdJB#1~AQnw(bfis2LiV`UYAD`h(w zMUBLSpU`9i1b|oF*tRfjD^xn&f^^4u(EE+_CC(igF8&Y}}BY@e|Y z={y4$2YkjQAfSqDVB(E^Fl<7UfRf<_UI!dO633>m?r489ILLt*6up1*V)5#@E1^VWn6g2}`U-S(uF zfH0M$cLV;DgTkp{+YV`j?TtN8x9R{rUJ6CxdcI2pq#9_`q?9gF+AK=?5<= z&Vr6eRM}E_exwW`VIEP(=Z`-Wfk%qaKrlE5k9Yk2`&?+d0eDk|$>nrTvzuS0%Y-Fq z9)Ns+sO$XYmXz(6-*Vm&4npFD1jr6R;D(|07o;hu8#g01?6UDG(wk12vCuM*vc-M! zFd=Hvi|3qysHw^ZRCJ!q;X!IRF&D)GT*@&|OIH_TKjjj@X6-2HcXaZP2eILQOPq*L8^z( z(1tHj8W}w%Cd#cfRg*srDHRF729P!=ARq?njC!{Vv(>M*vAPM`*Y0jwJJxYbQj&AW zj-vr8#qMrsdWtyDnepkT;uUe!K%~_H-5iZQLErVjDuL`J*T%sekI>#p zAgXeE|M(M!K{)ImvJsV<7`_SmgmO=<`2|%EiNZlj-0P-YWOGmwnLurUpc_udNgavL z{m?frP2BotBJ6@!Z4pa_POA^iy%y7l9^E9^>`Aj4+`h`kj$Ii5*$)ao1uG#S4tOvL z-DRY2f&?%?L{T_OLCox2fRF=MyeC2(ykQ^UF|UQ3JUhaa`xbVi@|*ao08Wv?>TYD`X3Ca%yd=B zFt4nWYr>|a4Vw4AC$4!Lr>D}Qw{i;9f8!wILZrlyQ|JSsDe~}-)OO`{p-q1Z6eBr) z0fsN~u{sF?O!k`wK$!;(ov@pauj&aetcQex#$S}vXPCUH41o~ye7uY&&@b;b`Ih2l zfaz19odev57J1{+cotPPEN`pJb#)}iPa3__7;J57(SSA7FvZ89sC=gFvSD- zPh1p1?Nuo|1{?ZG`0s1T$D{9W2Y4fX7xVPI`x;IVn8wQwwuO>^9oq1xqQmo3Kl%0m z9265svhBjcPhOTJVPSFZ-d%R(58PE80{@?;sMdYIy4S*)m?_a8VgNG$K^oABu97+f z6FxC!ocQB6_+}UVEoJ-o6-iZBPjKuX+mxqs6`BG`K8g1c90_aI=!LFVFx@+O2lV26w}$PWTdT z4(YH%!+#0MNNLp|IuNhRzVVqwemVuR7&;cKAh!U`E6%79m^d0CL6%O@ol4 z?Y=}Rc~!0xXO~RPe0Wi0~;{yg1+1}^I4S{Xju>$Ir@~8*ne4)fg zj~1fhuyT@lNqz5Uw5 zrrgU6i9LkQfZ|3}zM|Rh+T{EpT%>`t5CW-%u^{Oa47=^HxIBzTB%P7oJm8r+q_Pizpt8-olP>h=xKX zFqCMYBj?^|rZueXn*&3W{<+)i=BHDp-!y)eb6`+bfPPqm6v#t`IdCk7w%55>=%y|Z z@)bIU3@E{XG0bVy=+(0K9lbOqQWG=F+GZ6m)@ z%;+HdKEs-YNYLKmj=Gs-uNEm0F6h>!0<=4|aJC+Z-B zn_N+|S-gb0T3jc0@sc|%G}B|KpY})DQ%uK`niDC{p4E(2(m*|e$4Z*%#R#e|tUiN} zTP#DG`w#5h{)yw~4ltVgX9q|k&|L(HfHp<7tMn?0Tl-sebKM&>l_{~@6v|hd{~W)} zewEPCh|s;@j_J*eTg77J1ON!vA~*T%nH~TF;3K4AsD&@)emFF}r`m4-W|2eEawO za3(LxuZb4*+&Y7FTHU@C-ZCN?!n9H}Kj%WcmaP6#@HL!7p_5ZVs1bBd>5!(Ok9zkqC~rRVH(DP>ywj`%_0|g&Ac#={6-TO|Gs5 zAJ7(t61^|8gtZpS8`#j|brNmtxG19CyHElLkOn1c4H~-Psw45F^BNtEs6;M!fF1AQYdQ`%7HFzCz&q-D_0hyW`w_QsxGIwA6}oK20{0q zptEH2FQ9WtBz9-LFARCa$0=KVlRsL>hUjF?rp*#7VF^}!$+v@8(S*~~(f%Bgv(9^7hS#lnE%N`UKCbM=G++v6R zG8_g0j{M{07}<3|zUvn&hv2E`75~$2HzA%|oJ+<=Mc3(f&M4Ga5J1?d=>7`88B=ut zbC`c}UP(sb_plsGoZUx`R>5g+Tu5GsK5)!d=U(VY?nOzP`29~MOt@KZPbTMI1vZS5 zYdP3c1db!$w)TJ2VYs~Dd@1hxhtgH4YdBHpzj-w>-c;dY^?oNTXspai3NcQ43-;FC zQda)k5NNX4=E@am{xe~Obs+(oHH!v~Jhw!n)q-!u+nzl-IZbT7ul~V2FPP;Ma5!MQ z^6f;DHzl}_(;RUB+tVj2@hl4$#c#F}A*~#UcFcrR+Qd~JdG0U9mgb%G-1M5}J)Ypq zf=dpEj&W|M7$2tHvTp0YT{eJ1lY7_Fx){(5d|p&on|?Vz&5yC^`M)+}1k^f7Y}{zm zX)8pnS|I-OJ?bP7k)OX{C~T$~OQYo+-_dXj#oZH!@S(3lke0ln_U(EJ5&j^d&!V;d z$wp$Ga(^tLBwCVZm&pEVD@4o~^&iv^Xn$)nUiQdga2hA+cmrnagt3{poZcy-iI>&` zlDGyFKX^rBr>IHkuY8Qjae9gb$^-*HNEu<~WbPC%$~eDM`MZ_G(DFQma+kPWF@SEv zUW5cS%Qf1<9~5!!pdcP!ro^a$3^GoVpz(b_```XcH^ZN1%@R0AXr&18eBvt-+%y-< zM8uwIlPt7;)x`ZlVfLr_UlQB@r4OccBs6p@tku`qScVvWes^WpFXoi|Ot!Z@BGK2c z=RsX!>-LQLd0eR(-M_4AMc6NAw2mLYN=(zJS%`wU7wiy9Os@+)o*rZoFI*V6JN;0; z`$E!2Ynj)%p0xe@i;Vn%ql?H{3O%rUq{T=e1DNf49lvPKy9>rqwUkE|n(c;Yq1HkM zL*Fnfj1IB^IJ+VZB%j)e>l8{YCKsKsm1mGKOuU!W{Z`abGpJ-cCi+lo8f`>7*!^ED zkwZ7dj24m(lu<~rpSjD*%J}zgr%0&&&9sV$b&d@zVD!b~&Tl>Jt?vTz9|ZeWs9^eA z+{SLL-=jeSKsd{KN;LhiF=*OhW0pJ`t$8djcnexv$Gw05d?&jUPV{rWRu3|c8C-<| zZ{b*gJ82n2BLdnH)EJj7r|<>-&80arz~W@K-I>+^GT2Mx926&{q2N_A-nWlla(!uD7E6pQf8lmwhd zIq3x-J2^g+(X=es*h87NQJ!wOJ*L6&F9jy^R$SmBE^q^7?8&C4 zCg)EVmlYU8&Wa&S)|ws1&q8|MbsXgMvYn#qx&EcRd}_K4u%yj(^aiOF5oF&OW_F`% zW4OtR>FRNR*0h%|(T$^qmP1v@0;5Sb-BsI&6P_d`QE%5&;Xwxrio9MN z-r;{=Au1gWmD)JN09tq!WO9W&VBDYjufzRmhJ;6?eN}NA;;l5+4mk@c6oS5_WC)XQYvv+Bs&lsp0=)!w0L>Vv<1&LS*dQlCAuoa@k5}I`*dz5Po zJU87Cz^ZZB(j%0ZWMKrv5#L0kj?E1{$Mz*yd(ov8@kbUfmiCD9UbyfP5eXwjwTbr? zo?m$DXeU0s@?pfrBpe{x<=@?)(bHUOM7!MymjMn}9UNYvF)BQA$PvzO#z_h zil*I%Cl(<`2gITGG-?F@Ggve>HfC5!$-s${P=5>TWIkKxp&hZH8Ry+GGTO(J4sLR6 zDaOFDjCgtp{fbk^VspNMEL23h=(^vZ&WD0H0po$UYdyyrwUm;0PP)oG7YIvbnyvw* z9yxmzB#TSgpY|kj9L}!e_#DTthW?IPq^XrH{_a~r?I{~5Jj)~^sy>=XK*bGa&7;?s z9BrH~BQTV=|LhM{Gcmaja=9;U6i(74$j{(24z*_<1=+V|O?%elk{37a z`?++aA1|PIWHlK&xo)CFH+)_{!4*KPy6)5EPYR7nRuSe?NlA(H;S%&pjypBO_+bDb zKXMQW5QQ{!R5-oK2`o5nE)AqtS;sIrWn>fIDT(p$XDpDR_qH+*>03JJWeN+!+4z&P zNE9U?2)>+Xa9)l%QrDTbQ3^!&PlS z>}$l^3jx^_temPl4-(p{*Wrui%KnpCH9$_w6Ss_C#3PMxm4@#Wt1dlW(FFl|>~L74lYs z6iWOKq%pL47?;KNc{~9rR1dz49H)yjU{%oEL_F0vbF~m{OPhpj6WNkrDmOW{l5$8= zGAm1VEO=4<8itYus+ZBV@}Md1M7R%QhIWoTXpI0iBL9QSpMrorjw4;v5!Jr$BAGmK zlN|Fh6_&NOlZ+tohKdsgb;+ru2)dr06uWQl35Bwc=*6BNysve5CNrF}r##IhdB+W) z`9szjf1K{!&EimmMrHK+g%To9qF;6Y1s$TW$8Hcf zGg(2uIIM>+PmSJ~d2^es@Cuu&A@lpRO2|5 zR4?eay)g9BIyPyZIdCXhFBXEUH4Hd3$qnZ|34BD>zy+bISlLTcJc|Km{f#s?X`<4j$|Uymz)MRg%s3F2ARsix z5o5RpurN}^CHQTDO4SkiGnU(LNUbN{`s z`?_Ae+8pP3&hz}9-|xG8KJTA3Sx7J$Uxt;`CG;DH`qckas|074*Gj$q0AJMA7a--i zgrc;j|EE+y5V$e)iLcE+)*P^Au~N$`wu*hb9(04whzD~&`!oqT@8!oo>5|_dQVlz7 zAo*CD(SW+XD*^ZVA%a`RvbMhlt-ntfZwF;m*Q#R_W-!Yx;qi57g5cs{VXN=~pr)ad zIPGW{iwQ>_1d><$0nERefjiyY3a;2;o?vz~HGPukVQ>Y~b>Bcm#vX|e0xO#6l)wRy z4G@yO9%$$Z3I-7=lREzO#!I4BynX7G?!CuwhB=IDj;V=>PWot_)nj$P2<$A(0R$$+ z8cqo959IO0w6l7#IfHwvdS%-Yqc-DPUb5VmbWkx$iIhw<52xFBqC;0cAxQ9mh??|$ z&?mreW&q)q2R&+P)r0qsfywZ*iLY6xxX4(&*5k;Us%SbDhGo;~Jei;s#dj|}3zkGE z?x2D42gy)@OEJQtRC_l}l3H`5_kdhf6+&@tzA1($>?{{~pg?p?zl86w^pNaqz(TeNx&vF|_5rd%Qdn?w58KQN|&{B(>5}1owA6 zBEm>6ihKFA4@4uaP2WJ^h;^gwlD|~^jZw-vcfL`mEKS8z z#(X6PKnTo8-5@1C#sDD3Pg;OOz{hw35|MNqbu*sP>~DgD6y1i_hKVLJMwm;ZCqHCh zD`Kcx;KwbLU<#%tFan)I+(OK8jG;bNlz^IfYd6QlOeu~lRTYwC1l_yqSr&$;g^AM9 z1|o~L3ZSfZr*#(6uMtk0KR?37roV1UGLFMqfkomw`ecU@JNLi$-Xa0Q2B2h@r$co< z!5(j`GhJOVHrS@+dk*WE0GZ%B4HrJN^0&L|H9U{boH?^TMozm$gc1Ioj&g3+yr+|| zYmlVubneo(?Z?)_MUH8Wx|B{{2{l$$F+#A1{lXVwZLWGXT9NY`Hwx2$6m)l{J3>XV z`W`=aP9wNGGfOKdu|f9cYz&g}$a$;yVnU4Zy1_^4u1XrgNu48Kzl%(oACs^QyE_yL zUQHNhWW2jKg%QZja!p=!PG;P0wiDVb20oA8zsob=qRv2al1|@uhOt zypG5vBIb57x=Za91^$*!IhyX1bO1$jqp;yYhlN|Z=lSs7f9SbNc)whXcBM=0U*G?L zd0is1Gc)5ztIZD}W|)O6!HW1&a29wWHR?h1W(CvL1F;zl_sARaO-mXm&^x=lziXg% zeVSiYkgvAD_FXLdb(xE^%R!42&64xJvg>oL>z*hWkLldE@v4V~q=ApVToxrt7%dcw zli!!BO9(Zr(6VW26$)Nnon)Ty(WYwn;Fij`-nx6CKAi)nx}WL3hy1yjHyqH{czqLs zgxF})4|8Q@?Q&d`&p#7-&5aFQw$N^=k(fw9`Gt3=0K1Sx_a!FTBBEv+J>i%=L!~(b zn6g*o`PdpQ#>j37lj#1Vs#omnJX*fpvj0<9Y_DXLxcKz!jxR$tbqA76J_s}BoV07T zfTGV@4kQ&M3=IgGOPs0y3tu%6;hpv}_}gQ2ezo!{j*WfWR#R=s$T7fleh2h z($o79D7>X1i=OCvOsbU3O4@3uZ65T+BOmVj9;^02?Nn`awwan8$=gvBR=%F2Ba^i=8=Rn$?BgJGHLF=_bSvdoB4At&`t7(8~TY(x$2Nk#%KwIKXz|p<(5O@VSqN z-iCGSZ+`ap!Wl7D9V2G7=*$WgH8B}y)e$$=0uUA&XzeCN3JSa}L(~B#F)?zH@Di8a z#_P~8bFx>OP{7jgE2a@PXD!hAy0CA?hE5ygwBpf6s(L3L!-Jm^Hj$|oF%$|K`k@p_ z`*e9uvoinogN3(|sGP^sLr`BSdv**I3s;do+rlx>V*7HkYk=9xPwgngVLea|LgJo> z=l6HOY>5#Q)6rQ$dbiGU@6zH-J;$3T@mu^XF${<=TfH_p%(Vqwh@6*GpT1%!w22C`~6u zn)jPK8qm;yC^Gkk*_1gsna?XRy@oe*K}zJDCah@V+Z-Z~?!fO7vFSL|TOFyFN3s9N zQ`OcW#Ugub_K@G$AAypT^(VLV6Y(5-Hbe`Jk6t)k=R)$|qItZOI}fiL_>wt>nqBp4 z>}~-|l-z0;zBCehQ(E{)x&fD1+JG7&M-qYfG|^@$0*JC{rAb;BP(*td5D5-575G{4 z0h-+J;~y)_Q;@jMYu(7}lhxX@Sl5Q~XP`g;t?drl?E^4vYB-Q}pbi7mv%2ck#HC2@ z#YO~69u2q-Zf>@^EbFJC{0J=9W8=j{)0!$QoQ*ox&k+`nxx~4Y9z8UrjU&)MPfr7GGWQ zNVV00Zb?W%8r87KH9$KF{NQkVCsn#WU6c`Yv6?H1U;=C`{OcZq@lnc~b{!wor-}vV zxXDOD^**WC`ixB?v{MyvSx`>P!=@O&@W+Eenz{$UW3E4DNJrL&nVWz5ckTQ zsOE5ZY{t!5vx3cvDQNNAg2!k3WI!-A5SyHwz^RGobe0+21wvFs#hlnDFD9jA875WJ z;9Z<5wKE;%oUOQ$S}A+VcjERLgVQAmA;sApB7!znv%Zs4=0ly~op=WPYDnn^r51T+ z+&omQo%14M>n~fIK^v}I%FGUXGP=K`y}c9q9;Hubq;EU0g6RFqhi6P6mQ2>e&N0Lq zhqc?U25TE>(b8IK>%bEAAX%P?$ywTFY5C&CcRCVLj@xn5-Rk@q(W6!dJcaw@Uc~1- z_w}SIFDC5Drt`){YnddlK&y&=>6M@Ig(qKc1d9+rtUiGbEJ@D$CS10BEYO4?N;~qW z^U`(sq~x{UYXDN|Nw6V`OHrtaFF<8U6?I70EDmP@ppEdQuU;55?s@17C)Kao2E|nZ zj4r?DJhyFfOy;ArNA*VI3+#JaN}f*>7helKk<0#$eoY7s4Y!OhV?xYO7F nVwbzgH~#N8%lrSo&5siz;^Bgte9^e=bTUTzrg~R4?mqEPn)+`f literal 0 HcmV?d00001 diff --git a/automata/plots/ke_GEP_1_annihilation_creation.png b/automata/plots/ke_GEP_1_annihilation_creation.png new file mode 100644 index 0000000000000000000000000000000000000000..10f5b7c59436f83b2fc80ab7f4d18b778c8d19a4 GIT binary patch literal 29480 zcmbTe2|U&7+djIQXPPv~uq(<;p)zZbRx)HBLMk$pDMQFm?P^EJGBt^cOreaKYb!F( zY;%Q7A(;v1dY0YZ{m%P)&-tI@^X|{jo3*~&r^ zrBD`iQz#2YmM_J>#B(j<$Nz}g$!XiES((^58rd3C6piexFId@KFgx>`gR$);Gb>AB z0Wkp~zTZsk?5r<|3kqKR=K}&(w&w*!79UH+K~`8F)44>UFdC8n7DUNJno%gWfz%@h z)h|ElZ*j8QsL@z3WVriW4+B-mWygo77Y?qK3*zG8y5_O!+76#pT%HOQ3s^R@_$eN= zVL2sRbMoz)`&TyyA3Vnzd~oerxwYrkEsWw=v!ME_T~$wb-^@<`eTtjbA5#tKm==p< zs7pKElC+5a8-)Y+jGu`m>+R^j{GhB5r~l&Sv6z+q zi;V0w2J(vs`)>!Akzd|0-VLLF`{S}>6${9}d|UMMFbn?A4x`bbP|FlRdc!G0?PeWPa#x|t4fyA&UUzj(n{eI_cltvESZ#G6e@_hMtR zU#W?Isfn7cZKA50T8eS;rqGP{g~yzV_qSb9vuvrTP)RYXKKe}FH>kxj!R|_dFMIvF z+Z*g_HMF>Sc#h*@hQE}?#^+hx{qe~;T45rKa_@;>!vac_yW7O4Wz;ICu8=PN>Hf4f zJ6x*8_(03lw>(Ds{*-#n^cE?XG1Ix(nW+Mq*(aF;8L^F@$B*`n@6-Cq#JjrSkZf)i|H zVR_-u-$>;-{?{@F7B1g{XM(vuRP{6L#3CFRS;aZ1wGaO2?C9X)<9m_c`^>!ebC+J= zV1x`y+hZvgkqdtbiCVRuiq%TcJagu0`PlhTSIva1@16@69&bBWpX=_ffBDmmK<7}J z{a{9)fSkO1-=O*!(6?^(5>}{*3UHsaZqL9|= z9J^!ZPNr?!VpnX~^+9O$%=co!jDd{4jkxdMe_t#$_hWdsw^RO|twn`}mCfmw6gazR zHBl#bN=kx-7cNLNX@5JRB|JP3V5RjJ>8a*f3tsYZLd5 z9iIc5vb!F;*nPQw-n=o{%=z2fWwj|5TJH-A6lkdzo1QBOq#s$gZk=<7pZvy+8^h}j zTokjNN2`Jj-J%CtGN+U6+r9V4*!R^v*mv>4>bwIzE?OzGg@5%sjCNNZMz|vrXkNJR zLVEhEus4gCYC}TvGC*+_TgaV4cXzn${QCZ)_XBh|_oAFr({a`hd| zoiotVw+~#uVS}jC_j62}HklU%aC>@tOLb~gqWc&;28kG!R1l{It|>tp0= zQu$-shsLfs+xA=5G^SXHlHj@6s6IW`UyYcqiPaLk*p{Qe@1f%LWsG$Qg%Laq(=R3W zJ#XLk;~3ndxz8s~FD=HZEe9v64X666tEhzC-mu#_*N`c?+eN2!NMm%Ghq}MT&c89u zD&hQNr=y{6Q_+u|d%5N0kB(UHg)>`8<7mqRKGvyq|qDLWjCHs^eW`5v)DL^?Rfq@YxpB;_X&vckVqD(fe+#wdCv}D;bm%gCUOV1MND`4nW`6^i{ zV~VWk6xRG2>d_>V($&;_ea9B#*DV9)X4AvvGW$8UuG%ax!p$yXdUqWQ%Z0BENdYR6TjW9xFO=NWszt^2RA}ABQOjgwTQ;kn)XpwhSx2LZuWy)ta_dIDG|Q0fg_pZR9J7qerN$qXpLgN0 zSvB6@T|hNF=d(hgq~pPg6zZw8+KAnwQ#q z`NHLr?fi2y<85nVYt2`)OJ_A}vohS;UbscXR3-Xi?%Zsq&BQmOLDlap8{Kae>mE9E z=t?7Ze5QFVPy4q|dHKlKXZW;VzWKw)XWt9W*rC3J+@NiSPWvpIO^@yUQWm1u>AL3G z_qNC)xAIt9sYjP*w2bEx$E04pNGvef(rGAYj1YE@*Zh)n;C_=;Zp-rJ%Z2b=ZS#i( z?L$tviEftaV-FI1LIrobnV4KLp!Dvxv{|MS=Xu_}tf+`qYhL^NiVesjr7bViw6&v{ zcr{Hc!Va3(#ssEGBD=d!Rfm%3F+P8O`s*cBd(9rH7~R|*H;uaIW(Vi&N=56DsfjnQDnNclGbnHnE-FM4$>LdJ`v z0C^vlA-DY6%I6$9ahih}P5mTf?aIWuqNx760yDC66K%*rCck%*gOrK)@eR(B5|ZmS zqckNQc=G#%Qs*>J;rZ|BZ{Em~inVw3VJw@Gp#5f5M=my{*0yH56njU!?nm(mZmdI~ zzR%Bh4sJ*~9~>j>GIk;ERC?9}+mDXx9{G)o_dR=+gLt9fm6)^+03E%D(J z;bQNE=jx-=c8Q3fJ`zE}N^`p03idxv#r3|rEXn3NQYoMD<$*=fqppwdo`~(vG1PDy zQy)KXlHau?Z1(deM@ntX<)!1kGPBxRhOQ}=uRkq~(@Dzjs(aUKhvk7dOTo3)q@tu1 zw-0qA36gS^)oEOMNZ&7}F5$zcyjy{Y&w4|5{e;|E=lk}ayIK7`^H(vlOP|8^ss#(^ zi=2K#X>ptGm(E=rl;Un_X?b7RBA74MoR4;ercD)Zzaz{+CF^m=jvY$TrHRsQ&CRD2 zL#6dEb(PhkRDKaoe)GvXpuv(F=uMVpQE910UtOHSMXRRNI8(qk+i=FQ#!8`y&5Z@_qXBiRQ^>ZATg;TJc*A&B%xKZ2jA?~P_qc#g^_<8^7rtAJ?3xY^sbx~* z&Bxzg{#@=I^W$suKzYd>WS|*2z);O`p zC@ZD7Ic<206tDSLP(iyNM~ib`9JBP5%lGZY?Rz`)*~RUm1kyX!leet<>dcMDE(2mx z(_fQxvo60%ZuQ8Jo81bTf=3LiPK0iOd<0nqkkhgBGH?*a}a~DUfXAH-%Xj}}5=+sDC zhL}t4JtGN$y{fDQs!Y2Lv@|9g+8IN2F1jOD8G!C<&5MKhdz;gfIC@Z_>mP_(jP%AP z^gi_xsJfWe@+Gco=<>*)s|34iwG1^(OrFPQ4v1&ZPW7!^xiY3|8Y{iXB*_dlIwH0I zuUChGRcocUrKs05`2_}Q#9Se;YG5-U$G30Rct|nIq0)iQ3Gdz=X>p&M$(Wm+w(qXk zu5bNziStxXWU*pJ`{&Oa0gFQ2XVYs^X~vQ3iwo7Y9(rx!uflq9HQ_8TF6JG*A3T1G zR+N8ITbnDkHl`)hF}P8)&av0-{-`Uz*~d3mol)15jq;YFw8tH7D>hUgn^xbf(fJq8 z@b4=M9}SwJsAGi|{b)aFJf85i{BiZnq-veZLs$JpQ8HTqI~vcOJBKQLSXwF^?FOw( zX6{Oh%V2gR7FpVl!rh@YG){$)_nQp~q(82pz&kvowR^*sEm1kH)4lD!GGjfHNlpC^ zWZZKIWZapy>apusgY5y9);;62fX9#H8D)Na3m;Le3Vnj&(8Mrpg|n$?)Fyu2Z~^@c(+_vIPhl|y`ujiIYZ3OAg8>LD%sXN8J?jKp!?Kp6Kqa z-HH$Q)vnp!97g&c?``|*Vl-ltZQAqwr3am>!l@)41#%|NwBQIle0()8bdu}_(!0#j z=4tpu@WebTjZMhWCA}puLExiDFR-4>P--IBDr+MYHdCt%=ccqs3w7||L6VtKL^OL2 z>{5RG!nio7ho&G4 zpjAAHt`k^&9(9SG#GBo=?}Ex;YqqG(=Oc;_M0x@mDJtWj2BP-8FD$uz_KsePc?25z zo~gcsdW56s z=qdsRsYA~ag_qFdC(kw{UG9KJc{k#|y*&jHt9XB}oY!W-I^Kk=r`_GANDgniw!Q}D z9dC2b)qJ7-*?PDje(B->9J$sZ@)%9fLPl*gk|FThYkKDA4B_ z{#`fcN;)cg8l5x zMsMNt&FX}P%_DoHI zO9N#hg~S`MXDvEJBL}WEWnl-eC!-MVEjR^==gp}*2bZbzi8~IEHR|MIOA71GcGqng zsMMkLh|{{N2!&cem`e*6QYf-Fx(_Zp?MZq9fbc5x1@RLTmr3e&?tXHsgdx^|isFN& zx+X@0x4$jd@Y0tOzv9j+@{GS+%DvjCqOE@ssizfkYZqR>*mr6;Ed2G8Q-wy5$4vkPr3f!z0*REnC*nJO4&6} zc0|8aiq(u$67M?K&ju!KUX*#pkQL%jUV zD|Pee6IGJ97Lt8M*^+W4E`JLnoKoq-{h^u?w6YI(*o^PUpPY=XbYxxVX491bKNCo*ng8Md<-SR+H&yMRHY2-7X46l+Gei ztTS3&$Mr+&2eXEKG~-X{#ALZnkL|u_fsC2)>E<>Oz~0sm923;#6Bq1vL!|*$;7OuDq?CNbMRb>ZnnJ)f@2M{$T8CW77OOSK%>|j z9r?KG$>Ccf=gU~Eq(JMC)r!!p$YYdwaqr%i?C(Xqy|uBy`z|(y*Tw18n?A%7+KBfi z8{*g(mo}9(i{zDT+gYUA8Rd%lteRkueWfVFuIDMiNJxD3h>TADxnjfFr%EB>X74?j z%xj{$wF3V5V>zNo(S3F}v^HK}!s;QK%-TP1tg_Erv;P?FCIf2>PHBqgh63v5ow|Y| ztN01vR`&W`6q8$Q&c_HA#d2v(y%?K2({HtRb)H_qnO9u9cgq7}rjDmhtlN3?7!4g( z0(c!myq&;Wa}D%ngz^Eb9}GB4dQTDCj$@phoZK87NBH$pYw$KAfBd*&6_V{T-kZP8 zN?lz&;KII#&LiDVlx1dWB17hh%mB}b7en93V@&UQ9E+pHIu5piW+MPz^lbj>&>4^~ zJk*SKABn8c_gPNE9Mt)0sbXUCh3Y%>uHzIf9^jf?ei4uZR>L69AX^vr zMyu|5VSD25mOc6O+l4K5)r!tN5y5s%7t?yMenwKyr#0DE%55g#f?V_{xDQ^0Byf40 z^p9_OYO|7Vb2E!uMa%V#oPYz?R95D0qh}(7U`q@ zp;b=w?94Q;w6p1af+IXllcG>AMxLKR)ZCzO?gIXHLi3W^E6cP|QT&r}Wn z?Af=sM?HNL&KCHHR*|G}n+>6uod%|N$AZsALrE#kHv zf1u4}5jCp{FA{cj`L~HYK00t*F0FBMK}($8ek)r6DnUm`B*|87(qNggj}Pi4def+m z*48gG?E9W0C^XII46>aIg;oO?L>CQ8xzAq71}jH0-<4ek#igZz95;UdJ)m*7h)7Ll z_G?S0(c`Ha8!j%SsQ432VYC%D9f&lAJ|Oh_XPuVu!8Z4*eYTe_jdu7eI~Tkxc=wJp z#yUDWK*}1PU8FrME2~48xm3LdM$(JP;;{*iFspvvDzk8-1X|4zgmZ5on3TH=WO=y_wQF`WzVGO7RPBN#yv3IK=F8R1k#5rr{uRci%7#EYS*nY z(`PtW<;ld0Ty`7`G|_Z9oy8J-hQm{3~*RHdK~q znL95)ngB}yLr1^b2jPNB3ZApo8;=EmzkH&76D9YBjbCZkfS9+^(bm?!Pjx(f`gAng z7mx+%%?7=mix)2@?9CKOGdxZKv)zSkLZ?0UUHB^u(AX&rIzabmy`dJ$LBOL&d{l8X zx|~!)*U`W<10$m+1|Z3J3N&%56RJJohB1w2>-O&5Ta#vGxCF;VDgklHpJV_CiEx%6 zJ*ISM52#PbNmq6SWa2rUOKVEGJaooN2Yu)!fm2Zy@#*;zL0P-#32~2?1Ri)MfH*0y zGouOawP?ufTAjK`@tJ}iLYiu;YrIsb7nNuQ=-Cpz7GYyE90%k7JK85KXT&{#@#o;K zx)X~9su3qOIj$}dk&zak{=A_J#{Gea+0z0xmlNz)zFh@8OIXH!Mdjqllg?0s0)v8{ z&rRpf4VQgveR6mip_U0Yu6!oX#KaV_WYwmqu&|E-GD$=TKxkDG5Q-Q9oQ`%GA0U@T z9xoUs3zWp&AzTA7vGG;-e@D^FnW7Yu(>v;2xsny1_5Ju@AHqe6WZ|i?{#c{Dn>_{W z?)1I})!3<^MM196&X-Nfu7K6i6udGLEFDGv`R5@BQ4L))^DFnx0*b7Z|APnSk0uP8 zU!5(uga4TEoQ^_Msm!pqXh%>AOS1VYXR}H;Y$4g(C`ES-H6J0nCQs;2oBLeLYZSmc zKoQTdERP~C?~qR-{f*b{S)Dh5a)6I_g}S>{9Y7wiY6hir6g6($`t@g$&1;K}DJqJd z5(rK!gL-pko8{}brd8p$*D*7j+x69zYA2qfMyHN_Z8(emqG0)o6?;%7y>Xw-+Ud5& z(b@u;U-v#ce2XDsj9vQ5>&h&rOQDGfrN53TDeXfKbdJt>_FcLIeps?+&v72d^skA< z$7|;x)_IqONNj_yakTomqWA8{m;d}wUM{FH*j@Q7|AXI7Z!{!%CP`a^^&RfN!hP*M z8+DsR(TYuZQE#_G3&xLZgwWFeA0q43qbAEd8qqA-fx^CV>sIlZSNB-y8m<49n@^BC zxVgEh3l@yDOf6bJvh)jz3iO!!4fJz<+mQR?yBF%Bxx<#VE1a)yU}F=A?%r|dk3WP2 z*ZRs&bp}5jH7VtoJwv44nwYO&FNj*yl|0<}<_bsmniE48`=OA0+0`v3rW&av*H_@H zU}W^=J+MDTlHNutr0H0?EK?yjt$t$9U_TT{zwWzpQ&D=cZ>9c3G;78YhCvnJZiS%ByjKLJ- z4$zjTmsd4GIB2bf8M;Qc-n5&rt~|5FM4m2UKi_#UffF5vy0deJqfWYQ1V;}5T>ytS ztAys^IgR4V{g02z^rBM$QKs8FUS<%p=eUWOO zUc9=Gl#-s&rSWQ=)z=3UgzrGzQwZX#gpd>%5)${*Kftn;x2CzAj zP0G2OwD2I$;!w$XQ1)qbdJVKrEs!!33(KkK@zSy~O=x~B47b2bnSY&7;@K^4-u&8h zX2OP>uOv$wkI7@{2P@k}mn*MZUIR`g4K-07kgd_;?@Dj697QnbMFM1r_q|9;wrmln zR-tm&ygDmS$~$n28i-DaVw!yg^v51$Q1aRGny>WKF_c{9J!gLB;NH3O@Y}a<%@J$L z*=X~CcP{q@oG9~3+ib<_Tii)2?);upR#p~&b0_@>>igH*ZO8%!=xxi*1@&(JBb#Vi zh5oziC#LaPcC(8{|MuV24DAT%@q zd`75&U1m!>bV#cZVA6?X4as5`n~=mi>@o)J`QF3i%%lm8X;;CqRTS~8o-2h!l$=OQ zWv%bLjlzqiL zrhM5(bUTJFi#QIPS_6LEn|WraQvT>s^NtUG%=;}LJ$?F=sH)4@F3aLXy_L^yaYRFz zBXS`))#qD}}%z^RjIa10C}zfR&2w3eZ`OAu1evBoSQ zKBhP=uicIK+h6`O{_cj=KSh0v$tozjb@Qe<66ymf7l-ue{SfRGf(7EDztP|Ft{n$& ziLE}&!=`4OMBU_-K7@ar*kf{e8S~QhcK7mn0+{y;=*qaATDeMiKO6og^M3W9Y~De- z!(`$WO*pIR!Yf;GMqc4duO2DwULmehKJPWLrwC^)8f7p4KX9Pzx_w=2;i8CbmJ>gd z3C_GzL|ylF#m}4hH<9mq@zrdby|{2(McAf>3$JM5&CO~}xgCpb z_dWD}d^wDb&V*2U@6tAW(1|k=zigdTRaLc-on7!Yn|+wTPP{fev;~W1$%2v%)Q;P; za`ni>$a94|7nk+!oqvK;BWg*{aDu4n<73a|< zCvorHo2c8kR3(Y-#PX)tza?`S{ymrQBA)b#Y)MiCF@ zcW3KxasT1`vb4bxT8Q5J$IrOi`%HHP{Y4KvE`(8mnk??{H43y#U1p2WYN^Q%e~3{5 zpj#kZBts_;-3KN+(oiW3IGk_~O&8UCsiw;5-GkqvX*02hYq(mR9nKy&Vc z)~ZU%G9*yqG`Mebj2zp;{2l*5N(ZP14U`a)w5@a?dS&-PX1=l6pkjlvaDymBQ1DLfYRIttY#Yh(!x}5D8z@Lmc5EQ> zFma|ap)G??!EkP(KqjlHx~eL`&+iGu-^;~F6SbhkLBT1}NS#J={_f!;1ywwnNg~Dg1 zy*A|uNidUB2(h9@4_%fdUKYZ~hPcm86766hXWBA*sy9}2DhF>cIPcRp0RT@0?;LjW zt&cURCp74KoV#~V2c%fF8GuZ=%fZRPag2rlS7yy@8E6T*dp8WoeDZ=I7gq&3plo|3 z;sgRC7z+Ls2XQ}EVNnQS?L~-$<5WODOiSn)g4IQgP8~XQO*6ruzvVHo79J5VC#M`O zfJS=?;DC0vP_Ij7ZqgS$3HmsLRV28P)VNDN8z|)au*P}`WE=yeuZE;YLiJqsRE zPh(0f*sjCgfGBX-oy0;JB|>SCp5;)T6HG?|U@Wl+xxxLy00^5_F|^IzxM7g_7BCNG zeD>reuYCLAo81w?27BA@;;NZBZsl$7ntOccY+6%bXsDI#5lZi>^&`5(RM-byR=_dy z{h3NIP$I@f0k(Zd)X`&3aAofH7{!XXw?fY>mQ zlk2?Cvejb>KF}{O8^SL(mG~f8haLYl3kDV>=?l~s+h(pRVOS$8^@hU+2a{z&{ULRr zmieLs7o~R{J=>swl0xvw?l`OXM*g{n=jiW{d2c?F?9J^L+hz;szEctF|JPEm`;+y7 z4m)w<`8#$vKGKaCj`{CgsKQ2Yi;4eOzpw;T2p^fdHH^^9h5Z-aQhoJoOM`?zefCmF=*9JCz?|GHPqD~7y2!T8a!5ELt{(hv?-bUNuhkEG;DO^f7)Clu4)esKf~ z$y>(5hgL~@XyG7&k5W#Hlb6lrJJK2K{(@Ym>>_!3dHi2x7kuWI+r9Um^~ghi znwH|0)@|C=*>R7RzLX}`%&&s0U<84SetCz?`{w_$0DpNPZXbjqP7A+x?>EJJLJv4t zh1U7Md&}bFRQ2YnoPxpQhDsb<&7VznkLVinjSK|VHv^Y-?&j#6+yrJ zHyiiqz2M;9U*921nMbK>wg2_lqn3{G z-@jkm$n2c`^qJm=_6C9ZHA}maCKhrl@P4|sQl$T4)+o6X>$Mc1J#l!w|D2R;QD2rR z1)@DVIvTu`CK@Brb05}*>fPb!d2@9U^8xEH08!#51e*~X78aJuh$k6lz%8buYd0db zat-Tm!Nn7XpLOR59Ha-d{y^$yn;we!<`vFMbdyb=aH~D<#-VDf2oDFh!hk-UpY1LC z9KLGLfa$J-QZovlU@tfbX35Jh9bG`|EoESdLQ@(CdoGb+zLY*BVrio887v9Y?hC1Z z*>2FHM6KcIX4(P+CGjz%|LcLDv*y~8RUNkJO6l20y_vbUZ-1Nl?%lg%JQ;DlrTg1z z!0S5dyG?fXLf(aL8k=HK-wXQOkAvu}O=(v3VD2M9*~Gff&0-bAn3O-(7c4kNlE3WX z!`BS1!b)I@PQLM_(RHGHlWy$x?c2;!&dDg5nLKG}fGE&_qBUYQGk_nmq=sQ0qBZqv zq84Y_H>FraCY6aRz(nHDLCQ5aEOiiVX-Xip0#Jv5NkhK)J@}39#NInkIr&QdEzyC{ zFgKH&UiJ3+GNPtu0}}M2ToB3TQ(h zkd*UC1t_agc>Q{Z3fSwxc8a*q{#e=6jb7a`8>)71Yj!3PsolYUC+fzDZkh(22DfSl zvjx4Nt4JNI;Qa<`gxNrI`qankjHFTl`{@gxFB`ep$9gsw!$XILwdLM~CTswLpD*NV zm$bp=bTvQ_mE*@fIkHJHcb&d6SVVDLT36HGp=4;gQfZcrG;385szvR4ng9K zyjjG^h123i+~pYUZ_+9(EW{l)i2%cbSn0mK`>_f*E_gL#Ixo}V%9kh0vKK;VA?C#6 zf#;2l$+FZi?}NXimYf1P#T=$2gnb=Mt