From ff9a888917d0df5127d6ef0928122c482668b399 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Javier=20S=C3=A1nchez?= Date: Fri, 9 Jun 2023 01:03:33 +0100 Subject: [PATCH] [lab-unsupervised-learning] Javier Sanchez Camacho --- your-code/main.ipynb | 1433 ++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 1396 insertions(+), 37 deletions(-) diff --git a/your-code/main.ipynb b/your-code/main.ipynb index 9a2d1ae..c077fb3 100755 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -38,12 +38,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(440, 8)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# loading the data:\n", - "customers = pd.read_csv('../Wholesale customers data.csv')" + "customers = pd.read_csv('../Wholesale customers data.csv')\n", + "customers.shape" ] }, { @@ -65,13 +77,688 @@ "Additional info: Over a century ago, an Italian economist named Vilfredo Pareto discovered that roughly 20% of the customers account for 80% of the typical retail sales. This is called the [Pareto principle](https://en.wikipedia.org/wiki/Pareto_principle). Check if this dataset displays this characteristic." ] }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChannelRegionFreshMilkGroceryFrozenDetergents_PaperDelicassen
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\n", + "
" + ], + "text/plain": [ + " Channel Region Fresh Milk Grocery Frozen Detergents_Paper \\\n", + "0 2 3 12669 9656 7561 214 2674 \n", + "1 2 3 7057 9810 9568 1762 3293 \n", + "2 2 3 6353 8808 7684 2405 3516 \n", + "3 1 3 13265 1196 4221 6404 507 \n", + "4 2 3 22615 5410 7198 3915 1777 \n", + "5 2 3 9413 8259 5126 666 1795 \n", + "6 2 3 12126 3199 6975 480 3140 \n", + "7 2 3 7579 4956 9426 1669 3321 \n", + "8 1 3 5963 3648 6192 425 1716 \n", + "9 2 3 6006 11093 18881 1159 7425 \n", + "10 2 3 3366 5403 12974 4400 5977 \n", + "11 2 3 13146 1124 4523 1420 549 \n", + "12 2 3 31714 12319 11757 287 3881 \n", + "13 2 3 21217 6208 14982 3095 6707 \n", + "14 2 3 24653 9465 12091 294 5058 \n", + "15 1 3 10253 1114 3821 397 964 \n", + "16 2 3 1020 8816 12121 134 4508 \n", + "17 1 3 5876 6157 2933 839 370 \n", + "18 2 3 18601 6327 10099 2205 2767 \n", + "19 1 3 7780 2495 9464 669 2518 \n", + "\n", + " Delicassen \n", + "0 1338 \n", + "1 1776 \n", + "2 7844 \n", + "3 1788 \n", + "4 5185 \n", + "5 1451 \n", + "6 545 \n", + "7 2566 \n", + "8 750 \n", + "9 2098 \n", + "10 1744 \n", + "11 497 \n", + "12 2931 \n", + "13 602 \n", + "14 2168 \n", + "15 412 \n", + "16 1080 \n", + "17 4478 \n", + "18 3181 \n", + "19 501 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customers.head(20)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# 1. Number of products each customer buys in different supermarkets, or maybe online/onsite + region + products themselves" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Channel int64\n", + "Region int64\n", + "Fresh int64\n", + "Milk int64\n", + "Grocery int64\n", + "Frozen int64\n", + "Detergents_Paper int64\n", + "Delicassen int64\n", + "dtype: object\n", + "(440, 8)\n" + ] + } + ], + "source": [ + "print(customers.dtypes)\n", + "print(customers.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 2. No categorical" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "\"['Detergents'] not found in axis\"", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[20], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m customers\u001b[39m.\u001b[39;49mdrop(\u001b[39m\"\u001b[39;49m\u001b[39mDetergents\u001b[39;49m\u001b[39m\"\u001b[39;49m, axis\u001b[39m=\u001b[39;49m\u001b[39m0\u001b[39;49m, inplace\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)\n", + "File \u001b[1;32mc:\\Users\\jsctr\\anaconda3\\lib\\site-packages\\pandas\\util\\_decorators.py:331\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments..decorate..wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 325\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(args) \u001b[39m>\u001b[39m num_allow_args:\n\u001b[0;32m 326\u001b[0m warnings\u001b[39m.\u001b[39mwarn(\n\u001b[0;32m 327\u001b[0m msg\u001b[39m.\u001b[39mformat(arguments\u001b[39m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[0;32m 328\u001b[0m \u001b[39mFutureWarning\u001b[39;00m,\n\u001b[0;32m 329\u001b[0m stacklevel\u001b[39m=\u001b[39mfind_stack_level(),\n\u001b[0;32m 330\u001b[0m )\n\u001b[1;32m--> 331\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n", + "File \u001b[1;32mc:\\Users\\jsctr\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:5399\u001b[0m, in \u001b[0;36mDataFrame.drop\u001b[1;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[0;32m 5251\u001b[0m \u001b[39m@deprecate_nonkeyword_arguments\u001b[39m(version\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, allowed_args\u001b[39m=\u001b[39m[\u001b[39m\"\u001b[39m\u001b[39mself\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mlabels\u001b[39m\u001b[39m\"\u001b[39m])\n\u001b[0;32m 5252\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mdrop\u001b[39m( \u001b[39m# type: ignore[override]\u001b[39;00m\n\u001b[0;32m 5253\u001b[0m \u001b[39mself\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 5260\u001b[0m errors: IgnoreRaise \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mraise\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[0;32m 5261\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m DataFrame \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m 5262\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 5263\u001b[0m \u001b[39m Drop specified labels from rows or columns.\u001b[39;00m\n\u001b[0;32m 5264\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 5397\u001b[0m \u001b[39m weight 1.0 0.8\u001b[39;00m\n\u001b[0;32m 5398\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[1;32m-> 5399\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49mdrop(\n\u001b[0;32m 5400\u001b[0m labels\u001b[39m=\u001b[39;49mlabels,\n\u001b[0;32m 5401\u001b[0m axis\u001b[39m=\u001b[39;49maxis,\n\u001b[0;32m 5402\u001b[0m index\u001b[39m=\u001b[39;49mindex,\n\u001b[0;32m 5403\u001b[0m columns\u001b[39m=\u001b[39;49mcolumns,\n\u001b[0;32m 5404\u001b[0m level\u001b[39m=\u001b[39;49mlevel,\n\u001b[0;32m 5405\u001b[0m inplace\u001b[39m=\u001b[39;49minplace,\n\u001b[0;32m 5406\u001b[0m errors\u001b[39m=\u001b[39;49merrors,\n\u001b[0;32m 5407\u001b[0m )\n", + "File \u001b[1;32mc:\\Users\\jsctr\\anaconda3\\lib\\site-packages\\pandas\\util\\_decorators.py:331\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments..decorate..wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 325\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(args) \u001b[39m>\u001b[39m num_allow_args:\n\u001b[0;32m 326\u001b[0m warnings\u001b[39m.\u001b[39mwarn(\n\u001b[0;32m 327\u001b[0m msg\u001b[39m.\u001b[39mformat(arguments\u001b[39m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[0;32m 328\u001b[0m \u001b[39mFutureWarning\u001b[39;00m,\n\u001b[0;32m 329\u001b[0m stacklevel\u001b[39m=\u001b[39mfind_stack_level(),\n\u001b[0;32m 330\u001b[0m )\n\u001b[1;32m--> 331\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n", + "File \u001b[1;32mc:\\Users\\jsctr\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py:4505\u001b[0m, in \u001b[0;36mNDFrame.drop\u001b[1;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[0;32m 4503\u001b[0m \u001b[39mfor\u001b[39;00m axis, labels \u001b[39min\u001b[39;00m axes\u001b[39m.\u001b[39mitems():\n\u001b[0;32m 4504\u001b[0m \u001b[39mif\u001b[39;00m labels \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m-> 4505\u001b[0m obj \u001b[39m=\u001b[39m obj\u001b[39m.\u001b[39;49m_drop_axis(labels, axis, level\u001b[39m=\u001b[39;49mlevel, errors\u001b[39m=\u001b[39;49merrors)\n\u001b[0;32m 4507\u001b[0m \u001b[39mif\u001b[39;00m inplace:\n\u001b[0;32m 4508\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_update_inplace(obj)\n", + "File \u001b[1;32mc:\\Users\\jsctr\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py:4546\u001b[0m, in \u001b[0;36mNDFrame._drop_axis\u001b[1;34m(self, labels, axis, level, errors, only_slice)\u001b[0m\n\u001b[0;32m 4544\u001b[0m new_axis \u001b[39m=\u001b[39m axis\u001b[39m.\u001b[39mdrop(labels, level\u001b[39m=\u001b[39mlevel, errors\u001b[39m=\u001b[39merrors)\n\u001b[0;32m 4545\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m-> 4546\u001b[0m new_axis \u001b[39m=\u001b[39m axis\u001b[39m.\u001b[39;49mdrop(labels, errors\u001b[39m=\u001b[39;49merrors)\n\u001b[0;32m 4547\u001b[0m indexer \u001b[39m=\u001b[39m axis\u001b[39m.\u001b[39mget_indexer(new_axis)\n\u001b[0;32m 4549\u001b[0m \u001b[39m# Case for non-unique axis\u001b[39;00m\n\u001b[0;32m 4550\u001b[0m \u001b[39melse\u001b[39;00m:\n", + "File \u001b[1;32mc:\\Users\\jsctr\\anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py:6934\u001b[0m, in \u001b[0;36mIndex.drop\u001b[1;34m(self, labels, errors)\u001b[0m\n\u001b[0;32m 6932\u001b[0m \u001b[39mif\u001b[39;00m mask\u001b[39m.\u001b[39many():\n\u001b[0;32m 6933\u001b[0m \u001b[39mif\u001b[39;00m errors \u001b[39m!=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[1;32m-> 6934\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m{\u001b[39;00m\u001b[39mlist\u001b[39m(labels[mask])\u001b[39m}\u001b[39;00m\u001b[39m not found in axis\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m 6935\u001b[0m indexer \u001b[39m=\u001b[39m indexer[\u001b[39m~\u001b[39mmask]\n\u001b[0;32m 6936\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdelete(indexer)\n", + "\u001b[1;31mKeyError\u001b[0m: \"['Detergents'] not found in axis\"" + ] + } + ], + "source": [ + "customers.drop(\"Detergents\", axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Channel 0\n", + "Region 0\n", + "Fresh 0\n", + "Milk 0\n", + "Grocery 0\n", + "Frozen 0\n", + "Detergents_Paper 0\n", + "Delicassen 0\n", + "dtype: int64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Damn that tiny underscore, it seemed like an empty column\n", + "\n", + "customers.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 3. So no missing values" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "\n", + "# 4. Column collinearity\n", + "correlation_matrix = customers.corr()\n", + "# Plot correlation heatmap\n", + "plt.figure(figsize=(10, 8))\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm')\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChannelRegionFreshMilkGroceryFrozenDetergents_PaperDelicassen
count440.000000440.000000440.000000440.000000440.000000440.000000440.000000440.000000
mean1.3227272.54318212000.2977275796.2659097951.2772733071.9318182881.4931821524.870455
std0.4680520.77427212647.3288657380.3771759503.1628294854.6733334767.8544482820.105937
min1.0000001.0000003.00000055.0000003.00000025.0000003.0000003.000000
25%1.0000002.0000003127.7500001533.0000002153.000000742.250000256.750000408.250000
50%1.0000003.0000008504.0000003627.0000004755.5000001526.000000816.500000965.500000
75%2.0000003.00000016933.7500007190.25000010655.7500003554.2500003922.0000001820.250000
max2.0000003.000000112151.00000073498.00000092780.00000060869.00000040827.00000047943.000000
\n", + "
" + ], + "text/plain": [ + " Channel Region Fresh Milk Grocery \\\n", + "count 440.000000 440.000000 440.000000 440.000000 440.000000 \n", + "mean 1.322727 2.543182 12000.297727 5796.265909 7951.277273 \n", + "std 0.468052 0.774272 12647.328865 7380.377175 9503.162829 \n", + "min 1.000000 1.000000 3.000000 55.000000 3.000000 \n", + "25% 1.000000 2.000000 3127.750000 1533.000000 2153.000000 \n", + "50% 1.000000 3.000000 8504.000000 3627.000000 4755.500000 \n", + "75% 2.000000 3.000000 16933.750000 7190.250000 10655.750000 \n", + "max 2.000000 3.000000 112151.000000 73498.000000 92780.000000 \n", + "\n", + " Frozen Detergents_Paper Delicassen \n", + "count 440.000000 440.000000 440.000000 \n", + "mean 3071.931818 2881.493182 1524.870455 \n", + "std 4854.673333 4767.854448 2820.105937 \n", + "min 25.000000 3.000000 3.000000 \n", + "25% 742.250000 256.750000 408.250000 \n", + "50% 1526.000000 816.500000 965.500000 \n", + "75% 3554.250000 3922.000000 1820.250000 \n", + "max 60869.000000 40827.000000 47943.000000 " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 5. Descriptive statistics and outliers\n", + "descriptive_stats = customers.describe()\n", + "descriptive_stats\n", + "\n" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# Your code here:\n" + "# From this data description there seems to be a lot of difference between the 3rd quartil and max of fresh, milk, grocery... In all of them, but less in the last two" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Select the features for the radar chart\n", + "features = ['Channel', 'Region', 'Fresh', 'Milk', 'Grocery', 'Frozen', 'Detergents_Paper', 'Delicassen']\n", + "\n", + "# Calculate the mean values for each feature\n", + "mean_values = customers[features].mean()\n", + "\n", + "# Calculate the maximum values for each feature\n", + "max_values = customers[features].max()\n", + "\n", + "# Normalize the values between 0 and 1\n", + "normalized_values = (mean_values - mean_values.min()) / (mean_values.max() - mean_values.min())\n", + "\n", + "# Calculate angles for each axis\n", + "angles = np.linspace(0, 2 * np.pi, len(features) + 1, endpoint=False).tolist()\n", + "values = np.concatenate((normalized_values.values, [normalized_values.values[0]]))\n", + "\n", + "# Create the radar chart\n", + "fig, ax = plt.subplots(figsize=(8, 8), subplot_kw={'projection': 'polar'})\n", + "ax.plot(angles, values, color='blue', linewidth=2, marker='o')\n", + "ax.fill(angles, values, color='blue', alpha=0.25)\n", + "ax.set_xticks(angles[:-1])\n", + "ax.set_xticklabels(features)\n", + "ax.set_yticklabels([])\n", + "ax.set_title('Radar Chart - Feature Comparison')\n", + "\n", + "# Show the plot\n", + "plt.show()\n", + "\n" ] }, { @@ -80,7 +767,252 @@ "metadata": {}, "outputs": [], "source": [ - "# Your observations here" + "# Yaayy, it's so stupid, but I feel happy I read that correctly, and that thanks to Pedro and Aliya I thought of using this. I can't read heatmaps at all..." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ,\n", + " ],\n", + " [,\n", + " ,\n", + " ],\n", + " [,\n", + " , ]], dtype=object)" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 6. Data distribution and skewness\n", + "customers.hist(figsize=(10, 10))" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Histogram of Customer Data')" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 6. Data distribution and skewness\n", + "customers.hist(figsize=(50, 50))\n", + "\n", + "plt.xlabel(\"Values\", fontsize=4000)\n", + "plt.ylabel(\"Frequency\", fontsize=4000)\n", + "plt.title(\"Histogram of Customer Data\", fontsize=4000)\n", + "\n", + "# I feel like I messed up with the sizes, but there is an outlier in the second plot with the region, they are not homogenously distributed,\n", + " # Maybe it's because they buy much more in that region because they have more supermarkets nearby, and the others do online shopping,\n", + " # We would have to relate those two features to exttract more conclusions" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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K9uyKbCCgt6cXKxYvA1l+plQ2klf1kqEOb9FSpJcqblSXspeW0Ozy68pboNz0HFnjqXpdQLVaxUMPPQTHcRJlsuxKQkQI3m5dfuf27Tj0s5/BLZW9/KQDIvxkr1+DwjAVBgCyor8sIS3LzPUgN/+4uD1JdoaHsQklnnhfiraopyhLqVq2yDal2RM/K6O2pelWySdxRPH0UzWSqbXXn56/zTqAQ9ZwRu0MwzAMw0wGJ1VX4Jzq2nabgYXvPBWF5QPtNqMp8FS9KUYul8Ppp5/eMv0//vGP8cADDwBLl7asDoB3/WMYhmEYhpkIc0RnbIFxz1fuwLhVAYSA8Hfag/DWxMPfPc+bowcAIkoXAvmFC1FYswbrnrsMA3N72nwn9cGO0xRj165d+NKXvtRuMxiGYRiGYVrCuuoKnFZdDUCdy1FrJksUj0vo6Vm3QZ9qPDH4CB4ffAjymZjquiwLFbeManjGFGlXCeNsKIK9ZyXsJwkP/Gor3vbZ58Luoml/7DhNMR544IF2m8AwDMMwzAS4sHwijnYXt9sMZhqSQxWlyraW1lGtbgesfjzrORd1ldMEsOM05XjOc56D0dFR7N27F27JQfXguCYhr5Kpb3mbWTpZR+M1JemL1hiJJmhM15C8KijxfsizcYS697A7hmGmHkc5c3BB9fgwnqkf3fAll7UHPns/fdZTe9LZM/YMnh56WEpJ/3ZP/k3K9rsS+/3Ri4l4Yr11bsGvsSWUMO/SVkuXeQW7ANW4TX11rZxGmtxExmQmZzwn6Q5acUfKMm8lHqSlxTPWEJSuEQ/S6qvAcas4WN5Vr1F1kysU8cZrX42Z8xe2vK5mw5tDTGFKW45g3xcfarcZ04od1kH8T+H+dpvBMAzDMEwbGNi5HcWhRs6D0h0dtXledseb0mmcBbJmoTDwOpDVCwB47UfWY+5RnbG2qhXw5hAMAKC4ahaW/sv53t75CbiOA8ep4v6996PslPzRnGBmq7RVZTDP1e8emXn7fszeNL/Vt9B1zHMH0C96MEz6SB/DTCGMoxG1U2rnBPkTGbOIp9bT5xqMaFcoeRdThmGYJJ614Lk4Ze7KluguLLP8rcQjqKcH9kB8dzuyCTMvXgl7ZqEltkxX2HGa4lDOSm00WLDxod9+BD/f/PNkIUFYOrgWlmujapXhWBV8atc7mm7rVKAHebymdH67zWCYtnGERnFL/iEM0VhL+kb1Htes05+aMTGZYZiIk6uec2DqpjBvF+DnaX9e5iM+kjo/TCFzufTjZNPtbsg2QehBHnPdfgyjRZ2n203LFkZAOGgcjdr/1C4seMvJdVfT29uLYrE4UWunJOw4TSN+u+ku/OpPt3ttgnBbSOCh3Y9hhVgFEt4XAAXzs/34Oc+8GP2lOQBcLx0u7rdHcPoMCyRGG7ZnVmEBLOquRYEMw6Tzh9yTOGSNtNsMhmFazEO5Z9ptAlOLEQDX39ZQ0be85S1Y2tJjaroTdpy6ECEEfvbpf8XGP/yu7rKzDGkX1Sz1M5S1lAMAfnW47upj9OVmYnZ+gZqor66U0wKSVlU2ttoyxgmzzsW8nqMmrIdhphunVldhq72/3WYwDMMwE8CyuGPbBDtOXcYvNv8CV93xAbz+nhWwp8AZA6PVQYxWG1lE2VqW9R3LjhPTUZRRxW/yj+EZy3NKoqkw6tSU+DSS+OQVvWyiDgGDhFwunkIA5rr9xrNVmnUuSjAlRRjj0b9B+hGr8ZFxhmGYJE6prsKJ1WUAkr/fsqy4zHr+VDb9SXsAJ+XpYcAGwfnMJmzHppr168y74gT0Hj+v7nLdAjtOXcaTh5+EawHfv3A71uyYAUHwX8K7wguDADdo+2h5YRlE4RjyYA8A283h+U+8ETZyAAQqwz9WhaYYf9z/C2weehA25TOWEDhn4UvQY0/dXWemKqZGtxwSsTR1Jnk8X001lVdlfRlSZfT8x+zt2GLvM9bVMrq/b4bpNoJtnJXE2k1Pt9Ye28y05JLyqVjuTt1GfCcy9JsdU9px4u3IuwwhBH6747d4563vnJCeV9zp4tW/zXo2BFDJ9eK3F/y/MF4e+gHc6tYJ2cC0ntKCo1CezyNnDMM0l+OrS7G+uhZA2kL+eGqWxfcMw3Qn9uwiFrz1ZOTm9rTblLqoxzdgx6lL+c6G7+ATf/hEQ2VJCHzlMw5mjtVXrmr3YHjGUeE+LmXb++jsW3Aadi9eD/OwcDOYLL1pCJSOfFmKNYsM99Lo7RJh+LjTGyzMMAyTTl7YxnT5kPJs05eSaHxbed2e+mrKVlva9Kpa919rS38RnumjH6SbduBpNrI/ewEyTkmpH+MEYlKfDwE4yp2LM6prkIP5s8V0LoVVM7HgzetAue5bG8WOUwpTxXGaKOXt27Hv09cjdox1LeTjsOv46LgQ+O/+fozwYkOGYRiGYdJIa17oZ8RO1UFL18LsQycjX8nWVn3Oa4/FSc9Z1mKjpiZ8AG6XUnbKGCxHGyWk9ZKRYee4LOcNhGUXDKD/Ex+O5el+tOlcgNg5KgYHSpeplCsY+fSXYnIMwzAMwzAKWZ2hqeo0AYDlYmjmk5h74IxM4nd8ZyPWnr0YxV5u2rcSfrodwrahbbjsh5e124yWkluZw+zS7KbrXVKej/fuekPT9daLaeJf0iTDetP0DjY9rblWmtIm18rsNH7QqXkGSvZR1OyTPBsf1M96uKvMb/MbMEqlhutkGIZhOoOzKsdg/gx12qL54F9g9qI+DH77cWlnI+m3Qg76Z3WSbWH2nx+N/IK+5ho9xeGpeh3CdHCcphoDowJ29v01YoSzHoM41Lj+9XjVvr/BiaVjzbpSGtP6GKI5PZu+tNQkfY3Yllafos90lFcdthl1Nss2Y/7k6KyQAwcuXAi4wZWisAMXAsILkyYXyITyQRkBV5J1FN2GdN7ljGEYJsZl5dNwlDu33WYAAOxZRSy56ux2m9F2eI1TCp3qOAHeVL3hyjCA5OlvT296Gj+/8eeTbRrDMAzDMAwzQU6sLsO51ePabQYAoO+0PHqOyfvr3f2eyOBiWeg56SSQPfU36uA1Tl1KwS5gru31QghXwB2uwBkuK9cdj25us5UMwzAMw2RGmV1gnlNgXqNsKtU8k5ImV8t5ST3r0WTutN0Zah226sWzHa5tyo8/G4J3aKXp0O2ko8B12bHqMEruiHoL+j2F76kwZscK+tPjrEoJWw48hC3uz6LyQhPU4wl65fvO9T4XuZ4GdtG9vQLcniZwR2rx511+PI4/b0n99XYx7Dh1IEII7P3s/ajsGonlnY7F6LcFRpQ1DPUPGk7WMGNj9TTfurRVOM2tJ751bD1rXA7SMHbYB5ttFsMwDNMutMOtA2pN3WUaZKJeZgEAWnOYvQOgMmdhCzQPA/hNXSXm7jsLttM7oVp/94Mn8axzFoOsqbxLhwo7Th2A4zr4094/wRGOnyCwqFxF3iBrwcKznKWTah8zuRyqjmCvdQSA4ftfJPc+xnvTknKT11HV6uGsp47s5Rpbb2WWzaq1OXXWvzLKnJtuS+2UbHomsPFFynql5tXZWB1Zn2M8v3Z9h2gYG3O7amhlGIbpPs6fKbBImFqaHrePuxiD95sdOkbk7cwcbOx86dvWTSunCWDHqSN4+y1vx+93/V5Jy8/PYX3POpwxfALyInqbkobzbSc+HE3CwoLhFeirDDTUAdPMY2brVdxR9jZQZm4+jxw1dmbVHDEDc5zW9HYxzFRgHBVss/ZjiMZQpirKqKLkX714BWWq+ptgmIkdq2CSmF7tAYbpetZX1hon56VNzZPDyp+8yD6N0NzpWKu8iv4dNJHNhmptCjVX9GO2SG9nvOqdJ6Nn7ZxUmekIO04dwKqZq2KOU8Wq4s6Z9+POmfc3rHftvjNx0c51EzWPaYAz+4ClhXZbwTBTj8ft7fhd/ol2m8EwTIdxUfkkrHYXtduM9mEBZFtAzgLlCGRboLzlpxEoZ3kvm3yZ4EVquZyF4qpZKK6Z1e476kh4V70uYOTuu7H1jW+qu1zV7sGjJ/wVDsybns4TATiv38b8XGMjP91AlqlQjZx0lOVLoZHzibJsct7IF1Jjz6E5tjR6TtOkvS8ZRk2y2DJ570t6mXtyT2Grvb8BaxiGiSFMXxG1U5InZieVybbJRfImGcmpSTrLzhgEAEsbOibLBmwrkz1p9aaVXzV7Lo5eNB9kqe0Poho1atlp8gLw12NFsmTZsGzLu1qe02QFYcuCZdvq1YrHvXLeNVEuQZ4sq/Y9diC8q94UY8+11zZULueM45SHvzjh+kd7e/GHc9bj4Ny5qOaT58N2Ij9utwEMwzAM06lQox0nXdDnnvOauI4xcwKHMGZg4+F9WLfnaMypMR1uomwb2YC79v6kpXU0yus/8WksPnptu81oOlO3K34KseTqj8KaJQ2ZEkUvyzK/bFt95XLmVz6vvEh+FQqgQgH3rj8bexct6jqniWEYhmEYZrJZ5SzALDGxHeuy0bmjO4MPP9RuE1oCjzh1GOXxKu77n2cwdGAsSiSCeMtXsWt4J7YPbzdOJkqaApXWSzTLKeCVY2tq2nSKdQC78ICS1iPyKIj2fHyST4NIj2fTai4pAAxb43VYyTAMwzDZmLv3ECi2ckLEw8qZUIZfeWXqnbQpgFDjFOQbjhsiPSWsWrWH5EJyjn8f5jOOzLtgeucZZWjJCE2viP9W62kU5YRC+r3oSoI6ElezpKxyIXibg99U4wykiWDlV8PuORtlMQeFmW/Uaq9FuswxT/0Ii/bVXl8v/NFKQRRdyftk9FSqWLp4WQZbug9e49Rh3P6tDXjszp11l/PexoRXmAclfWE+h/MGBppi93TgYXsr/pB/st1mMAzDMAzDdDxnn3wmLnv5i9ttRk14jVMXc8zpC42Ok3BHUToy8fVKMtsA/O/gIswueIexnTL3QhTtyRha7k7WOSuwzlnRUNm9dARDNFZbsCHqG6rXz3BvJfXU9dv8BpSp2mKLGIZhGIaZDP704P245KWXws7Z7TalabDj1GEsP2Eu3vnF58XSD+3eia+/p/n1HSrvwaHyHszIzWKnqUVssHfgzvyGdpvBMAzDMDjKmYOl7jwA9Xeepe2ml64r2250jUin5ZrsFQnTBeO5ukz6rqvpZ8Ml12leVKGVprRcWW99NtYum7wcJMv9nn/u+VPKaQLYceoa5iw+Cm/74g3Yv3ULiCyQRf7pzRbu+O+NOLhz1Jek+Iv09DgVCDwyMoiTZnTe9MVuZ6boa7cJDMMwDAB7+Ei7TWgi0UqnrC5QbugQBg/fi6GW2cR0IjMuOx1vv+Kj7TZjSsBrnKYAw4fG8bsfbEK17MDOWbByFuy8BTtnwc6Rdw3j3is/XkHxkf04tHs01BM/p0GL6+cLpMlKYeEOAmIM+rnZpDh1+r9af1NYecLZ3ZSUp8Vr6fFvVO/tMtudkKfUM3G2Wwfwy8IDTdPHMAwzHbFHSyBnYttQFwZHkRstN8miZpDdeTJNnc7mcgUllV92NU552IUToPTHpypOykwfP2osL1ku88hW6m96Y3XXl6evXXf9ER/v9fjC32HLnIdBACzX02UJgARhuLeKz15+A06Yd0JGO6cf9fgG7DhNQ4QrsOtffg93lNeTdAtVOKjCDYfGhRLyEKTnxeX08qa4NyVAiiMeD/51DXkgOR4vP0YVbLcOwIULFwIOXLjkX4M0au0ZGwzDMI0yY9NDsCqd5Dx1BlZuFQoDL2+3GUwKlkUgm2BZBMsmkGUOH3v2Ipx2yUrY9vQ4tYg3h+gytjz4J9z4iY9Map3PmrUep8x97qTWyTRODjZyqDFPuFldIC3sSimjiht6WrdFK8MwTKsZW3Z0fDvqDN+bse25TSSK1PnFHBOfyBe7MAZ1LHsexqxH0Ni2QxnGvZS6JzKroxn2+d2G5AIQfsel8DsOg7Df2Rmk+TKerKukZTFpxuDR6Btd2oDtktWuAFyRcChwxB9uehrzlvZj9SkLJlTfVIQdpw7g1zd8ddLr3HDkD9hw5A+TXq+J9fNfhFUDJ7XbDByiYfwu/0Ti4klm4vCzZRim23F7ZrTbhI7EgQPgYLvNmLKMzHwKvWOLQWJyNlsojVbx9EP7ARj8OoOjR0Sw8xaWrp0Nsjr3YN6Jwo5Tm3FHK3jB69+F//n8p1AZr7VddeM7y9Qrlaohca6veYWRudZgLRDwzMhjWNi7En259p0pJSDws8KfUKJK22xgGIZhGIYxMXD4uElzmgDg1m8+3lC5o09fiBe+tf2d4a2CHac2MvbYARy44TEAwCULrmizNd1N8raY2bfmXFddgXvzTzXdNoZhGIZhup8TDp0DSxAIFiAIFsjfFCraVKrWhhvZ90A0kPcuhxyBkQ5dCjx3ydTeSZgdp3ZiT42hzEfsrfh9/sl2m8EwDDN18Pt09HF8mfhuplnkkk/iIWOe2QJKnFEQT49pFaqUyZ5kS0y5cRtNVifak1BG1ZdQRjRmT5bn3JA9iblk0G22pGXIHkOa95Akl7axX1pYJ6ucxhnVNejv7aktOEncPljBYBudp/867aMY6jkQxt9+ytvx16f8dVN3Fe5E2HFqI73HzcXSj58PuPpfbPK3ya6P/guO3HhjytaYZAwGkeLxf47C0Rc1ZnACh2m0thDDMAyTHf/7O/n4SfPhnV3B1G5XdS8pznqa0zZddkF9Mrer3Sao1OnDFccWYeDIsSldJ/Uxd3Sx4jh98cEv4kWrX4RVs1Y1RX+nwo5TmyHbQq3N0mTmXf46DP74RogGt0Kt7nqg6Y7T+dXjcIyzCBWqtU+LzsT+eKfSb2/6OeYm+SwNqdpNruTTx5O0ZbNDkafa95SuJ8szSTuVPWssiy1ZLMiix1A+9oFWpfR3TBilzDbqW9ebaohLm+v2O9iNWpJsjN9L8qcsXm+y5lQbA32xwQ7TZ9/8biXJymlplpnuOeldqfWssj9bLZfMcmk6lLyp9EXLpJPirNf+5mQ6nVLvHmwrbFbePe2rPEwr54BqLvmPf/fA09g+e4OSdvkJl2PlzJXNMrdjYcepyyiuXYtnPfxQfYV+8P8Bj/zAj+wEcHuzzcLyDDJ/OngUbt9zdNPr1icghL1lJOfpB9UiHLVLkvFEGi+vlx2cMxtD8+Y0dpMMwzAMw0xJZrreuiB9CqXeuiHhGncvD+NuBWJ4H+BK53QKgCBwwqOPYcnu3Zlt+uBf2di8JL3nZKAwgDtfcycsmh7nPQHsOE0PXv4V4LTXA/ufBA5uBg4+7V0PaOuS/r9bgFnLtGmA8tQ/SkmT0rVphEIIwAVOA3Cqd+QB4PrpAhg6cBC3/MfXcXjvXn+OPYHIisKwQEQgQd6VrPRwIA/ypkG6AlaYFl2N9wjP4RFCz1GnQHo2JpQ3dtESHpg5Du6pYxiGYRhG5szqGqxxFzVFV+XgPRi/9ysT1uNk8IWuOvuqaeU0AQAJoZ/iNrWp53TgduNUXNz7P1uw75H9WDtSRs4FAAGCvMgVSu+DfOUZFp1FCRU8am+Da5i61g0QJub2yeXrDU+0fK2/hYmWnx6kvTsTKZ/1E5BcY9ZpRMnls91LlnomOsEp21TR5Jy0Ouq23zB9tFY9jb0XNfT6iU/n9ibqY5hu5mWlszBfNKdNOvO1y5Bf2gcEHchSp7YIGox+z2/BLvjhYKaML1oogPL5ptjTDdTjG/CIUwfz+N27cO8vtuA5/TnMSJlrynQHReRxurOm3WYw0wwhBORVSOH6BSHHBJSVDUJNV1bZiLiumjqF3DCW60qzQ4QNZtV+YbQRckkRySoahDDoU8vE78xkY7JOU5nYsxT6yiU5T3umcr7+vtQjq9Wrp6tPzFQ+eDO8EEHTJYDBGQXsXdjZHZJtwZ9e5T1n71kRhBIHBEiI8L1QZMNw9NkLdfhRmMKhnqA+QBJKLEdKf3rtcpEdpnJRmqLXGDbpNN+PbJf53sz3EJNN1J/0HMx2TbSFdivuTc3P970QdvGEbMq+8PQErWmMBSsG8Ir3nQE7P7VHoNhx6mBWnDAXdt7CE+MO1ve3960SQm6eQA0LB64ow/uxdRE0bYSIfnCDxpvwv/y9/4KdeGKrh/wQSdnmzW9jm8BqUwcTy1BavWpI15lqq1cgNnkvsQwpMaOtU31rT6a1hNNWYxmTbwtjpoIqHshtwSiVpFRppX7wXgklJwPGycZ1lBBhOGECtxLem9uR2bJpBVmxN0AYxExpWegTRbymdB4sqA3WeIeFWpOcq1eeLC80OaXChPLpOnRbkzRoFkeh0JdJu0dDzDDhKn2bGEmHsc4UeTnVUKTW+0P2AoDMO4mlzRtLysry+RMAHhlzMJpx08R9W4cwfLiEWQt6sxXoUthx6gDc0QpG7tkNKtiwZxYBf3QpL4Ar3nmyKiyS//BivSjlYeDIDmDr74FtfwBKg17uvLXA+rcD/QsNZRP0pcg9dMvN2P7Yw2oi6W5CPOalmNcDKdIGx2FCeimeVrdNcoxiKS21SdmMQnEASZFQN6cwO46qS0eS06frNOsz2WIsb9Sr259ULkmnfs/yfai2JN+Hfv96OSnfUC5+f0l642nsEDMBv8s/gU129kXbDCMzSiU4END7+eXvmJpbUPPXEWNgfo+NJ1fPjtp03k+39jvs8axzl0x5pwkAr3HqBPZ89n5Udgy32wyGYRimDTxj7cOvCnXulsowPnlhI2/oB1dHBg2ekdb6M8+NiFP7oOWkLsRaXZ6pXZR12lDLlnQ9AMLDjZP1J+vOKienJj8Pc24jz6VPFHF6dQ0KGcdNZl22GgPPXpZJtpvhNU5dRt/JC3CEHSeG6Tp2Wgfxi8L97TaDYZhpTIUcVFDvOYrgUaZpyobRB9G7Y3M24c/7L43lJ56MP//7f0Sxb0ZTbesGeMSpgxBCwB2pwDlShnO4BOdICdUjpTDsHClBVP3VRaMHAKeKxH6OnlmAlQcIGHfLuF9sRgVVkABE1YUtCBYs2N5G3bD8uJdGsGHFekzUqfZyLJDw4kLZNU7tSUn7sMk9JTG5lJ3o0nRm3y2rMf3mOddZdJilm3EvcT1tfHapP8zNfXZpOa16do/mtmXWyzAMwzDtpmfbJuSHD09YzwXL12LlrHneunXhektJXIFgYxPhupj/jnegsKzzR6x4xKlLISLY/QXY/QVgaX+6sOsCh7cAex8H9jwGPH4TsFua6vGmm4EV5wAAvvnNb+Lpp5/xKwEwfXaYZBiGYRiGmRAvLp2BxWL2hHQcHN+FW3Z+szkGQd66pfGNRWqSsBZ36cFBzHjoZhyqMfYy9D+/xLH3/BFkmze26EbYcepgdgzvwEt/9FKU3XJt4V4Aq1dE8dvfEgZXDK3AWTir+QYyDMMwDDPpWIJQQA55kUMeNmaJPpxUXQFb2iIi60y81HU+NUrqoawzNLJST4l6ZhbUqk92RmaIInpRqF+XcIMAAIE5+fl41cq/Q3wbdFNc3WUvOi5B3gEx2CxMaGE5X9cdlw/28HOHdmP8ni8DooFpnwnMfvWrp5TTBLDj1NH8bsfvsjlNNdg6sBVbB7bWFhTeF6glLFjCgi1sLwwrTAtfpjRhwYZXRmb1gVOweGiVuU7jt3IzJmeZ6soqW/80ukSJjPfXHFuk1Jq/mE16FmIMbnU7BISyw513sZQ46XEE2/PI5fQ8XR6xdEilzQnqT3o0eTQ+3VQuK5fK1gCJClEdpXSxuGUGPc1cm0CJkQbKR0TTeRudJplSZYYdCdWpxUHBJNn6J9PW2oQ4vbRZQ6NTTU16az3LJJ2Z75vXx7QVlwTGUcE4VQAABzGMEqp4buUE6PueJuxpmpjGNIfwN68Jj3Uy3hnqX4w7n/tvKKd8eeSKNl7+d6djwYqBSbCoM2HHqcMQQuCPTx9E1RVY0/Nc/PnKrXjs0J/83KjhKAD0jO3HjMGnQBDel56QJaKXJQQEWRCU81823DCcg0s5uMjDoRyGCgtRtno9ja7AGQ/twbM2HdR2JBcAHEA46o+s3BECCuOV3kMozf6zFjytyaGHgPP6cxiw+UfFiM2jmSGNdHhOq1WmTDejHqYMqO6X94Xvwo3lx0618Xu8S6ji+zPuaa3R04id9kF8276z3WYAABaWF+LEseOhNPlF/OvO3AGRMS7M+XXpSNCZvUx6R0VssGcCNippCffe8PMVwIgrUp0mAKiWHNz1w0348789LV1wCsOOU4fx8Z8/jq/e+bSUcrz/8ujDOM62NmAmRrGY+vH23MOYS83bke/37vF4TfnDAICzdj+G1/3+jiZo3Q3g5iboSWffvJPx8Lq3NV3vqqLFThPDMF1HsPeTNDHHj/vpiQ06c2Mw1qbSO8sAALZZ1qDDRhFnlY7FPcWNYYY+0hrf/ihtWlnSls3pm0PHJyOkbQ+dtN1ztrqBuCM5Zo0bdXYzewt7MWaPKjNQVEdD+P2rsdS4JEHJ1Z+gnhpsUGWW8sJrx47FUeWj4p/TsC4zemdx0JGdRtImSVmcmsR0USM/IV1AYHdFoNRghx25VSz+1gfw+BeljZFyOay56ScorlnTmNIugx2nDqK0dRAXHXJQQQEuvA98cBUAVtBuvMa6FQWqRLnOBRiGAIW9fK7/K+D6f86RlkDGBVChPKp2ERUqomoFrx4MzTobHx9YBguEwtFzYO14GFa1IlkZzEVKP3FAlTFNNVLTyvl+CCth1wqSg9q3WhAlG0dWvwgrzMViKUk/vRnuqiMZRQmjVN+0zm64LyB9cpTpR6EePWkaY7opKaf+aVtJtUxUT9o0q/Qf6SY9W8N02Hruqd4pc+kN++Y+2zRd6XoM5WN/fJP4HqXG0mpLrmein7tjq0vistrfW+PPJu1vI5DI8rlL+W7IVCqeGuSNuBYOW6MpFnYnQ3bnHrPyZN9GnGUtRB+K7TZl0qns/BPG//jF5imsVnH4Bzdi0fvf1zydHQxvR94hlHcOY++/3d9uM5guZJu1HzcXHmy3GQzDMAzTFZw4MgenjMzzO2OjMSuV+JBs3MlOcukJ8sYLen7Q8rYM63VjHRu+MCkS3hKNguP6d+DXqZQVygUQgBCo7vo93MNPqVWSZ68xnISf13vSSVhyzSeQmzs3WbbD6artyD//+c/j2muvxe7du3HKKafgs5/9LM4+++xE+euvvx5f+MIXsHXrVsyfPx+vfOUrcc0116Cnp2cSrW4+9qwiYBPgTCs/tqW4cHFz/kHssA+22xSGYRhmCrNg/5A04GpuLkcNXAl9F7R4Wz0MKc3ieCBWo74eTc0WhuSUsTThT0oTXjoF00CF8NN9G/11cEE+XHlnOe9KACDcsKmf5CjINphHRc3P0jQeqpffAWC7ybHIWleHMG/Zsfir6z5VZ6l3tsSW6UJbHafvfve7uPLKK/HFL34R69evx/XXX49LLrkETzzxBBYuXBiT//a3v40PfvCD+PrXv47zzjsPGzduxF/91V+BiPCpT9X7weks7Bl5LPv4BTXlRLWMXQ8/g7EDB4CxQ8DYYWD8cBQOXuUjACyo20SE20UkpruwULJmoJSfg2pxLtA3H7kZ81GYOR/omQfkepRNJ0CE8f+9GdVNT/m9DwQQ+bte+WH/ClC0GxaRtOOM5Sf5tvk9MESWpNNSdSXqD8pbGMxXsWMpO00MwzBM6zi7cgxO7l/ZbjOYacr2D/62psz8t6xDz9GzW2/MNKCtU/XWr1+Ps846C5/73OcAAK7rYvny5Xj3u9+ND37wgzH5d73rXXj88cdx6623hml/93d/hz/84Q+4885sO8l06lS9rPz+J0/hvv95pt1mdA3jPXsw1rfTi8TWX8T2evLlACc39eabM8xkk68KrN3nAELe8VOe+uEvnyck5FKsE1xeqRj2wxhyg/LRn328LkXOUAvJuSl1xTcGkMqTvkVA3EYdUiqro3xKXQTC6oF1sboYhpn6zH7ZMeg/Z0m7zehYumKqXrlcxn333YerrroqTLMsCxdffDHuvvtuY5nzzjsP3/rWt/DHP/4RZ599NjZv3oxf/OIXeMMb3pBYT6lUQqlUCuODg4PNu4km4roO7vnJjbj/lz+NzSmVY9WKwPhIBWb0zRmS89Ji6aTJtiJPF61PDw0S+hqob2TpfDgzerPbxTBMjEqO8NiSVv3MpG8XwJi4tbZIE+kRefyf0nkotH9VwISRt2JXr9pOcNqW7UmywYGmaTodS6CUdyEoSg3kXBJKXED4ctJ/BC0uHXYqyYe1KuWRmu6SUKz15NzYXURla6e75Eb3ItUT34xESpF20JOfsCobrNeJl9dDgpLrUkIEvOPkd6A336vojrW7yBCV2zGxfiRDXtiPQvHmS1AmaWcrIuTmFFFcNcsgwDRC277N9u/fD8dxsGjRIiV90aJF2LBhg7HM6173Ouzfvx8XXHABhBCoVqt4+9vfjn/4h39IrOeaa67B1Vdf3VTbW8HuTRtx53/f0FylKW0Ibl6kU9wziNGVxwF29//gMwzDtINxqmCUSiiI5O/RB0arOFSNXA8SbuhUeP+KaG1PbA2LvCBIhDJBKgVNXSE3eqNzplwpnaT6ZMcGUmNZXuMT1a/KyPmEyJEI1jepa3rUM69UvYY07wGlyGtlw/a0OqOCdPnYoKWQZCHlq6O2ZGj0E0UZVpgclNPLy1P35fKBk+DFA4eBQP5s/ihOJIf9stLSgMAe8qf1B2nBtP5QhwVYZAG2Dcu2ADsHsiyQbQGWBcrlorBtobenH7tHSyC7Alg2rJztlbEtkG17ssozlEZ/KXqmymi2LhOWVx0jImD+8gEMzO3utf3dSle1Cn/961/jE5/4BP793/8d69evx6ZNm/Ce97wHH/vYx/DhD3/YWOaqq67ClVdeGcYHBwexfPnyyTI5MwtXHY3Vp52Jp++/t92mdAWV/tkYX35Mu81gGIZpLyKaahhM21PDcghSmlRGyHImfaqOeLofFmreCnc+SqhiDx0xdoiPuQIHLReioNyOhFfKjWcYIQBCmCaDRtcRF3CMOQZiddYzOyNeppHSSqnMPZ7115R2PpaCYoOhjNBl4jXVS6JtTa6ndhkB79PjADjkl2jsXW0G3zv5X3Fwxq621T9RfvjSH2LtnLXtNqNu2uY4zZ8/H7ZtY8+ePUr6nj17sHjxYmOZD3/4w3jDG96AN7/5zQCAdevWYWRkBG9961vxj//4j7AsK1amWCyiWOz8ffpzhQJe/sF/bqrOslPG1x/5On6343foy/ehN9eLnlwP+nJeOHj15Hq8nhYfedlb2k4yjuti95Fx/HHLQTyy4zAc1+vJWtRvYf2KfpywsAc5UYGolgCn7L0qY8DTdwCjBz3NPbOA014PMaDOvVWmOhjs2XPbHuBQ0pRFhmGYaUI4HQtoeC5Bi9p+mXY05RnRDNMQF+49ry31PjznYWycvXHCep468hQ7TvVQKBRwxhln4NZbb8XLXvYyAN7mELfeeive9a53GcuMjo7GnCPb9k8pn17HUWWiYBfw9lPejref8vbWVnQesPvIOL5x1xZ85+7NOOW+O3HUkY0YtgjzZhQwr7+Aef1FzLbGMGPX70EjhwFYwNw1wPL1wK4xAJszVyeEwGEAt9s2giNfpZHv8Oq4jjezAdBnI4RTFZT2goi3H9R8oaYbP3MiNmvCgYXhqtQ6MGy1quoW6Lf7ML8wG5bSsxtZY4VWhHeYYLSeTJoznNxiCqYNZN2GVZ8ZXq9c1r/g7Id81l9PQ/egf4haVU8Tn1V6+dr1xNM7p54xKuOwNZJaM8MwDNMY5/Sfg5ee+dK6yugjc8fNPQ7rl6xvplmTRlun6l155ZW44oorcOaZZ+Lss8/G9ddfj5GREbzxjW8EAFx++eVYunQprrnmGgDAS17yEnzqU5/CaaedFk7V+/CHP4yXvOQloQPFtIfFs3rwwUufhcu3/Q5Hvvcjo0wVwBEAwAwvYfMe4N6bGqqPADyvoZJmBIAHTvkbHJpzXBO1etgA6l2Wua7XwhqXP9MMUy935jaw48QwrURE5zTJV1NavVclTUidnHI84ZqqP022hl5jWUNeeA+N1gN44ZyN3lNPC9dGyUvM5A7iKF12S6Tps/KaKQCoVuCOj0OMj8MdGwfGxrz42Bjc8THMftnL0H/eeUpZdd0VoVAoYM2aNcYZXtOFtjpOr371q7Fv3z585CMfwe7du3Hqqafil7/8ZbhhxNatW5U350Mf+hCICB/60IewY8cOLFiwAC95yUvw8Y9/vF23MG0pV13csXEfRstVlCouxqsOShUX+fxSdGcfAuDYhdpCDULaC4C/6NXwRUjA5pKLA1UBC8HJ4vK6A7VsPWnKl6r/j74eQB+5IymifFmb4gY59UoxuSS98jOKpRvkUvOh/gAwU5dnOUdhQ25Hu81gmKkLEUQ4I4FpCdUWLUXI5YD+fu+ls2sXcOONeOELX4hzzjmnNfVPAdp6jlM76PZznNIQVRfuWDXc1UcIeFPABPyXnuZdzWki2HIIwtXyXIGrb3oU2w6OwobXKA2uFgALBAvA8bQNr7J/gwGMowobtzln4m5xIghWuNuOWs6L2xCwCbBIwCIvrl4Byw8HjoUFEZYnCO9KWh0ikpfj5NtMAsgJK7THk4kWQ1sASPhXUJhnBQ6NIF+PfwWFU+2mEtus/XjY3prhB9Mw0arFj6OR093rK9HItMWJM5FT6ydmS9bJco1qa0xj9hITs1/A2w7ZhYAL179G4Sn4580wzDTn5JNPxstf/vJ2mzGpdMU5Tkz9jPz+9xj85S+9iPbrL9w83MqzJ80WbxVa/IQkBXEsnOqxOOxHz/ZfmQicPaajGEEJNxcebLcZDMMwDNMQ+cP7QOVghXS8oZErngKypMazsS1Sq9eEssUytXOy9NCoq4gG+lyc+CwL+f5eUE8vrN4eUG8vrGIxNv1OplgsYu3a7tuwYTJhx6lLGH9iI7b+1RsT86k4C/2XTp7jxExP+lDASmcBnrH3tdsUhmEYhqmbs15wGdafeQaiqePRXG/hCrhOFa7jhK/+ufMwY/ac9hnMdBQ8Va9LcIZHsPmlL0F1Z8qe/WSD8r0Qwj9UTwTDNvICkPiKEZJPWovJyYtMpLLyCW5hXJdLLktpZU26dJsMZUv5PLYtnotiuYpCtQrhT7ITlldGUBQXfj0C5J2uTpGMGvbncVMgR35ZhGU9PUEe1PnffhnE8qXykHXL+iDV5evR82J16GUk/YoN8XjFsuBa0rx1qQ6EuhDlm9J46hLDMAzTCRiat/bIIHp2Pg3Lqdal6tX//K9YdvxJzbKM6TB4qt4UY/fmI/jRp/4E99gPAcdOUJnih1Dkj4TpXqObhAsIB8GcOW9nGBcULYoCSfPpopPIhefLFPqBfI9SR1CndPHTIwcrSifJzsi5U30qCuNCuHhK3AYHfLbTlCb2QyiUSyw9lqfPcZU/uwk6JqAbSNAvjIqjTGOW2R7Kak+d9cbsFrFAYlUm/zlMEyY5gvedQlA6e/Ryfracm1yXejirHKKYlHaQKyHsFQjj/jpIuaNJLhldLaUcBb0LpB46G4bIKxNLD/4jKQwAsMIyQa0WLICCFEsuHZYP6xcEoqg+kKWX8PPluqXnHX6u4//qzzvpfYrpNEgpOkU9OlU5Xaep5lq21EvZLaHsjKLkjqHkjOHBg7/GYGV/w/qY9lPsm9FuE5gOgR2nLuCO7zwBt9qkgUG57SVMS87llAa3wxYAxgGMt9aJkcefBATys2bD6e3iKWThtqVAONYjN1KkRn7YeDHkR+G4TBQmT1e4+UVURi4XNixE1OggvwVLgmKyQXmvLq3hKekIrRBBwzGIqw0eoqChJumS8iE3TKX6o+1ZpYafkMrEGlmk/QutvFxOKpOgU7lPsuSmNABv05GgkiBXbzar9ak6owOrDfdBepr0L6kWyhrkLW1j+SRL6jYwXUUWf0Bo1xbhChfet7eAEMExvlHYGA/Dbnh+oxo36Muk0/VyQh1uWM4RVZScUZTcUZScMS08BhdOax8U03ZueP+7J6zjgtdegfUve1UTrGHaCU/V6wJ2PnkIP7ru/kmvt5eAM2bYKOpnAQDKyI/a65chXEfZqL7svX8OXIyhjFEq+S8/jBLGqIxxqnhXlFElN7Nehuk4hOoYyaHE3nstPy6VJJPQky/M+mvbQNrfebx+/Z4gTHWY6zON3CllU0bQSAB6t1LQYRB0OMVH5KK4AEBKx5QsK9S6/Y6SQGc0KBh5LyKlHGJlgrhQy/ppUT3CVxPlqXVFTkZU1s8VUXoU9ndt9Z0NPU12VpKfh+F5NTJym+Vwcmh600ZrE5tJps9YDX1p9STURQm2m0ehTXXpn2WmXfztf/0Ydo7HLDqNenwDdpy6CdcBqiWgOq5enZI5fYKy46Orsf/gu9p6y9HPuNJ3KIXlND9OUXqaTgCowsEYVTCOcuhUjaMMl+Sa1VJqU0RuBphkJPspuXwWvWozTH0ukHTXLpMUVppYXgr/wjIMw0xdlCagAFWr6N22EXZpPCbaU67AqrvFmL0A1a1bK59VMLGeZAMm+lNIAE7cvg9zRksN61jyLx/D7Fe+coKWMCZ4jVOX4Lou/vSnP2Hnzp1I9V+33wPsewJA0uhI/X/Sev+TCwsCMyDQDxHGAad4AwQKfhog/HQBgpvrhRhYAmEXvZ5E/+UKV4mHLwi4NdOD6RKuf2zUtPLrGYZhGGby0DZjErkcYJmn6c8eLeH0Z/ZMjl1MjF0f+jC2r18F6u0N1x9aZKlhkDFuzDOVI++kTTnPtmzkrXy7b79jYMepjdx33334+c9/nkEyB+DEVptjJs0ncwAcPjRZljCdgpD22hP6dCs/LPu7FOWqMlFa8gJu02ocfS2Svv5JXxUkpZMkL9Ra5Xrkf83pcqk4adPfdKnkqWdSjoil1NRv1GOsL/mPvNZ9DFeHsHN0K9SuGH2ak641RTZMTphqVVPGpFOeupSW510o1UbTvaXdT0rHT+pzSS+TvKGJqUw9nU+mqV81ZGskZ7I1YUpZepnW3FfypigpehOzO9jGhKl/5Log17xmq7c8jqGehO8b+e8n9hlIHk2S17XKf4MmeXVjEsVsTIcVl19+oYVbbnvjpNebs3L46HkfxUuOfsmk192JsOPURlasWNFuEximfkj62aasTZ0MDWGm+8gB6OmyKc8ZsMZG0Ld1Y2IDkmk3tb47kqZpp5Q1tNSVGQ+aR2AKRVOmU2wweRZSuiB5erfwv2MFEExBJ0nGDws9bIlQl+t7IcF0cVcq71r+lhgEX1b4x3UEaVC+6zesBgArmnYu368kq6RL8SCsTi/Pkk/xfKnOWNykL8FG1wJc8l6OJcUtP05RPMhzLGgjdVMbIQSqbn3bt09leI1TByKEwO3/uQGP35VyZlNWXdHXhHchUTuN5JLCnEaRfGIaafVIPwq17am37kg+Mc3wgzVgAbNy0pey9tSi9PhPoYDAVpu3mGWYqUj+8D7kBg8lC2T+6RQ12/nZRxCaNcKRbXRjwnY1MqoGZL4P80YMNeps5T2I4PRAVVwfxdR9NCVfIDaiEv10Ca2Mrk/LN47QiJgN8U1ThKrfkOf5dCK0V98NliCk3V8jfWE4kKkpr9cj1HSTjCYf1dGArkAmVR7Rex88B+l9T5QBQJYFWP7UOLIA24Llp4EIsC2ALJDtp1lSnAiwba+8ZQEWedMsY3ECWTZgW14dllcuqDt/wrPQ/4bXwioW/XtV52LYlo3eXC+mMrzGqctxKm5TnCZA/gOIum9Mw9zTkV4LeMHMPBo9+mkMZfyX/dvmGsUwTEdQmb0AldkL2m0Gw7QcqlYwY9NDoWPAdDbrtu3F8oNDTdM3fsvt6LGKmP/2tzVN51SGHacOJFew8ZqPnI37b34GOLAJGN7j9cAJN3yRcAG4gOunQXhhuIpc+Erxjkxz0IUQGCoPIzwzw+8hkcOBnJSDA5WVqIiCb0cw2hPUH6TpcS8sYjK+nFZGGNKie4zOBdHTEKZ58RIE/lQ5Hc+adTb2jD0DV/jTcuTDd5WVLvIz8+Jnjc/B9p6xMBUJIfM6lmR5U11hnBDOM0itx7CNfExOEEB6rVGNTxYPxOxhGIZhpg4il4ewbJDD07G6gaGeQtN1zvizC5quc6rCjlOHMu+oflx88r3AT//GS4iN/7cOIYD/fPo07Cv1N1C6OSNlk4EA8OTgfXhy8L52m9IRCMtGacFRELb0tVCc1z6DGIaZthREDudU13qRWEdRe0nbUKU5+ptLxa3gj0fuiiahS/P0BABrvIRqYXYYjyzwO0b19TzaGia9Y1ZIMhBCWVukypM0NT+er6STub4wpM1/HOw5gLJd0qTk+9DT0kbbqEZ+OgdmlrF7/nj4YF6w4vl400lvhHCj3YTh+rsKC+Gl+53h0Q7ELoQrUOzrw7IT1tV1tiXTXNhx6kRKQ4BTARY8qy3VEwFzi2MNOk7TD5vyOKrvGOQpD5C+xxv5Az9SPMhX0uF/ERr2htPlQIZ6EtKzygG4b+YBDBcaP2OCYRimWQyUgH3jWwBllkMw0yGKC3izJqLl2tqsiHCGgrRSVQQxgeBQ4EgmkJc1CDVfKhfmabMvKJitEUgJ1R6Rpg/RUR2BHjXfVQ8TzrBbZCEh3RDpGAd1Isw6kkOnNHGP3gncfto+PLNkFH25Prz2uW/Fktlr2m0W0yC8OUQbKY1Vcce3n8AzjxyAZRHIJliVYVDpMCxy4Z2m5MAiJwwTubDggvwwuQ4sf1qbBcdfbOn6PwwWhPBKwg8LUJjunclkeWnCv4b5FiDHtaua56VDkonlk5oGyrZ5qPnj2ey0BspIdh3bU8AJfcUaejufTdZu/LrwaLvNYBiGYRhmkpg7dy6uuOIKzJo1q92mtA3eHKJL2HDXLjx5j36YXAHAwsk3xrwIp+2Yh6M7wDjJhN1VYFbZhU3qjEoC/HOD5Jc3gmTJaZqMFYtPzv0e4y7GMeOLJ6WubkKeSCJi/6r5cq5Q0syTTGrpUOV9OVJl4n3NaumSM4Z79v8PhqqHYPzbqfU3JgWFXp40gRp6BcibdUXe9J9gSk+4NXBQhjy5+LbHQb5aT/KUntgCPl+f6TlEioNxDPOtkfYepNQTZsVtVOVIeVyxrhrjs4ySY+9LrJ60/LTvl/h9RROc4u+FQHCvIspXdAmlgI088uiFReYDVxmGaT0HDx7E/fffj+c+97ntNqUrYMepjRxzxkI8/OvtOLJvrLZwF2IDWNtjoUfebEH6HU69UjxNlwOihkOyHCXKGa9NlKtnDnJSwxqIts0wyery5vGy5JnoaXojeXP5aL68WT6pQV+X7ibJp943qSVq6U5+p7LJp78HDeqmZHkXDio9fXAceftIs2OUkOAnp3+eRaKjkVxn9PfihawEce2vXn7T/PuV/vLCtrnmdcWcPoqnKfdgkjek67YZy+tORlyHSLxfvf4UGeN7kM1Z1h274D1JHKOv5ZSlmCEAuDl3epxayjAdzsqVK3HmmWe224yugR2nNjJjdhF/+bFzY+nCdbH9HX+N4TvuqKmDikUgn/em3pEFl2zvBQtCvpINAQuOZUPAj/tprhXEc3Ct4Bq9BPlT88KGRhC2/F5j8nt9g6t3vsDMvtk4bvYJzX5sk0YVDr5V/C2qxIdgMl3OwjkA5rTbCqaryDqLv0mz/atVWJVxULWK4BydmH596rYUTy4jxYWaF99+26BDK+MN+ibZ1EiZNB1SuZjOZNvj51uJBsrEIrGiNRJSyjbpM1Mn5FSzuvmZec3Vn8TSZ3VvO4epn4bWOB0+fBg/+MEP8NRTT+F973sf5s6diz/96U9YtGgRli5d2go7m0YnrXGSGR+p4FsfuRulkamzHSgBWF6g2IiTdDGPIslXwwhVFFYng8hT3gIZ0tLVESFTOoXpJZTxkxl31nPLDMMwDMN0IPbwYfRt29RUnYsGZuH5x50KQJtlYhqhNuUbptCos1VMZRJmDJjKG3RRsQirtwdWby+opzcWpp5eWH29sHp6QD093kG5U5yWrnF66KGHcPHFF2PWrFnYsmUL3vKWt2Du3Ln44Q9/iK1bt+KGG25o2PDpzOD+sY5wmubYhGf1WOF6HSB96ls8P8EJSpE36kj6XkiUb3Y/EgAU8frxP8Ne64hfV311ZJMmQ6h+6rEti6Rpmt1v8o9jlHjXPYZhGKYbaVI7wR9vKFYdrPnTE9h7t7epEplGDtWCvpxJJi5vPpBYnZzcScy94gos/MD7p7yjVfeI08UXX4zTTz8dn/zkJzEwMIAHH3wQa9aswV133YXXve512LJlS4tMbQ6dOuIEANufOIQtD+33R89FOIouXIFD44eiHeaCFcdh2G84C2Ds0FbsvO+bDdtw4uwLcNKc8ydyG8wU5UH7GdyTb25vHdOhpEwdMqfpU4+0qUlBYtL0nsQpVgY9+pSljLrJoDtud0JDRUquqcdoX1x36tSolOearYFVY9qVSY/pPcuwzbXZRtP7byBT88N0LylyKUk1bUq6J6OsQYZ6kSueAmUug7LrR7AtkGcNhVMq9HkSlhYPOscCOS+fpOnz4a4rsi6SdcTmYhj0JpGla05tkyTmN6h9wgiARH5y6mJCVq2bh8v++uSOP3eqpSNO99xzD770pS/F0pcuXYrdu3fXq46RWHbcHCw7Lr4O4W9u+xvcvu32TDrOPDgHJ6Fxh/Dxw3fjQGkncpQDQCBSz/9Rzxryc+qWsWCRBYIV6lfjlq8nulqSrCdnyvOuFjRdpJaxgrIGGSvjNunTkVOclTjFWRlLD84qcZUrlDRBUlhOB6JyJCCMMppOSs9PlwnCgKB4Xkwmxfbg6pALFwIuvKsDFy5laRB2MKapInX+7jXrCXT5k5zeZDlOwvgG13aC6lt/45HJmZsweyehjk5jgs91Wv6Rd8hN12MG2SCaYf4t0PQUSwswY2gV9m8f9s5A7my/qS7qdpyKxSIGBwdj6Rs3bsSCBQuaYhSjsqhvUWbZ+489DMcSmDVifmvlzzaBMAP9mEmzMNOahZk0GzNpphen2SigCAIh71iKMxS6SIYDW6O0SCZyoKjjex0Af7QPiP1r2pZaJJaLUjJtZ01qvpKXVi5Bb7qtkn5K1pu1zvj9ZihHSXWan2Ete4J/g8+dLbwtkW1dLvz4CbjB6ezG5y38gYbkdyRuo5AOufQcMweSU0UCju9wuaGzJVCFgzF3xO8w9jdXsfyeanbkmW4my3ESk/iT0CFNVYbpWgSyTdcfy23Hmc85Hs95wTmwrM5v99VD3Y7TS1/6Unz0ox/F9773PQDeUPHWrVvxgQ98AK94xSuabuB0ZmhoCN/85jdR2V/BK1DHsy0gOCY8E2UBHADhIADCOAglEPaGbpLsMoVhYUiTHKa0Bq+5Ca81xEnNT2+26v+mN/ATG+dT62+b6Sq6/wBlhmEYhgG8Q3XXP/cU5ApT74y2uh2n6667Dq985SuxcOFCjI2N4TnPeQ52796Nc889Fx//+MdbYeO0ZcOGDdi/f3/rK6JgihOQuU+OnQymEQSgjUlq8Wi9XuSI6+Oa2ux8YZKTdGq6FDmh1y3JSAfrxDc0ITVNyPlex4FcI0n5QioTnxAXHB8q1+D/ZWryAkKLq7bIZRMRsUCSQII8meVCsSx6hTQUqMvL9USdHyT0E600eWOmlCjZpY7CCymrhu2SnP401FRf2KBXvp9YjQkLzWW9JMdElB97mkItTwbbY++JVM4so1TqhbTnSgl2y5/p+GdM73JTn506upyi1/gem2T1NGG4F+lvzfReKe+Dm6BX796rR6/hOUrPLlGmw5g7PIZzntrZbjOYJnH0LbegsKyzd9JuBXU7TrNmzcKvfvUr3HnnnXjooYcwPDyM008/HRdffHEr7JvWnHzyydi2bRs2bNgAIUT4cl0XDewizzDth/RRx4TPMTvmU5ZLyqdiuTuv3WYwDNMO1jVWbPgXV0KUh5trCzMhShufmJaOU0PnOHUznbyrXrcROHCu64YvPd4smcBp3L17N/74xz+2+9YZhpkAS4fU6RvR7mJSmoh7z8q4IakjgABio3hKGYppiMuIBL2GkrpM88rIBSihjLqDGZE6IhvfsKcPRHkvpu31EYzaKnWTmi/X6y/FM+RJo78Jz9CckiYpS9XSE8+p1f+SXWd89Di5TLb7bYltk6Sz1s50NT/XAdKzrGXb73d+BsPlXd7GOwS48p8AAW5YwF+5KhVW3rLUjXv08T7NbiFiaeposzrWRwAW9y3B81ZcmHhfJszP3JCmryEkUkeqg3w9LU1G2QXSkObTd+YZ6L/ooq5Yt56FenyDuh2nf/u3fzMrIkJPTw+OOeYYPPvZz4Ztd+a8RnacupuHH34YN954Y7vNYBiGYRiGYSQ++MEPoqenp91m1E1LtyP/9Kc/jX379mF0dBRz5swBABw6dAh9fX3o7+/H3r17sWbNGtx+++1Yvnx5Y3cwTRBC4Natt2LjoY0QkHfkEspUvFieMq88nqeXDerSZWU7ZL2munU9elmTbGCfMS/FJnlHM9P95E/KIzeS86d9aeWDRSQABMVtdoUbSy8ecXDUoxXTGxRPUwVSo6kZSk9btr4LYepzqtnZk703aHHvaizpWxOVkXroo142dVUOEXCYxvBoYUfmehiGYRiGmXqUy+WudJzqoW7H6ROf+AS+/OUv46tf/SqOPvpoAMCmTZvwtre9DW9961tx/vnn4zWveQ3e+9734gc/+EHTDZ5K3Pjkjbj67qvbbUZXsXyfwHVfdZqqc+OiOdi0eG5TdXY0QsAKXq7nuJEQOOmo52AxHV2nLmA/BvEo2HFiGIZhmG7j9a9/fV3y8vS8oOOaiLB48WL09/c31bZOpG7H6UMf+hBuvPHG0GkCgGOOOQb/7//9P7ziFa/A5s2b8clPfpK3Js/ACfNOaLcJXcfq3c1dkicAHLP3EApVByM9BWluNIVh4U/Y9+L++BCp+YL8PAIcIggiuMHLUsMiYU5wfN837xpc4vvFRfnBuoa4LoMsUbwsCPce/jXmjD7uHxTslwwPHaZIl55GwMlEcOz4/nQUKx8sflDLS6sxwnqVVKVMpFd9Tqbzw6Q8ZR2IaocXF5Ke4Lmr74N8dpnwH7myz5//uVBWnGiHyVphQfV9iDDtrgXlDKq4tBw3/40k7YzWaPm4VILdzarXsDYhu470ultue8PltXKxr4522Z30GTDrzfq8M9Ut/R04cLHZno4HzjJMczjmmGOwdu3adpvRVdTtOO3atQvVajWWXq1WsXv3bgDAUUcdhaGhoYlbN8U5Yd4JePiKhyelLrdUwtOveAXKm56K5e2Z2Yf7Vi+ZFDuyctzMs7Cy/8TYgboA4F4WX0gqOwP6lDK5kZz07zGJemQpqU5t0bZRlvR8Vc9UWVTZDQxhDHusI2FcbpLV44rXfseEdtVL6+lxjUGKvshYr8HU+DRuLk215ExNVbWMriFKNzVus8hJMmRKnWidcZfAfOCCaX9HSc5gm/kZZXwvMj7XbHIi5kgl1ZnmMCXJ1ftcjXIUl0v+JGR7ZrKcW9df79RjSXUe4pOoSf7YQv99Mna6AeEfogBwsCrgqG+esawS1jxbo2zM8zfojHvImk4yfL0aOh31D6BJTiTn6TZrLY54OPaMzHo0K406dJtjOo3PKLkEAFx0xQlYeZK3m6nc9ujt7TXqYJKp23G68MIL8ba3vQ1f/epXcdpppwEA7r//frzjHe/A8573PADeAv7Vq1c311JmQlT37TM6TQDwzPxZk2xNbZb3PwtziovabQYzBRiiMXy3eFe7zWAYhmkaljsDB6gHwu+QEYg7p96MCBGGIbw8QZGL6oYag1XFBDcnIDusqrxABS4qECjDQRkuKiRQIRcVuCihqu54BylMUU06yQ602uEkQLhg7Tysnj8j1Kd0Qir+iPCTSMkL5SMPS+vs9PLCFb5kzg+DpHWKkV5HECQp32Svd7EQvx8iUu9H8430Z6DHH6Hf45HtZnnzjobxzulzl5yLJf2d1cneDup2nL72ta/hDW94A8444wzk83kA3mjTRRddhK997WsAgP7+flx33XXNtZQxUnWrOFw6jJHKiBe//2GU3/a+unScvHUvHl02H6Wc93EIvuCCP1EA8a09KeqdUvOldKVjiAzbg5IiI3+x3rnjvzGnuAQUlgu/PfySUTpp6RGG0SfjiJL8hab1bCVJKl86KbKy7Uq+Vg8hbqsuS3KJlPusoUt9Xkk69S/nhJE8X1dyfbquGiN5xmeWIJtaL4VvUQUuUFDEGIZh6ubk6kqcWl2V8I1p+paMy9Xaynsq4MBBmSooWxWUqYqSVUaFqihRGRWrijJVUKIKKpZ/pQpKVsUr45cL5MtWFWUqo0xVlC3vuuFIGQ8NVqU6vFeFqvw932Jue9VtWNC3oN1mtJWGz3HasGEDNm7cCAA47rjjcNxxxzXVsFbRDduRbzq0CTvvvBaHDzyBQ8LBIXK8K1wcJu96CC6OGOb8X36LgxffM72nLzRC0L8Wrm+iyEH00iOH0LTuCf5VAKjaRVTyfWHcu1oQllcuKOsSAWTBJYIgy18j5eW7fhxhPMoL5EDwygGefgpsIek+ZPuldMmR1ddtQbmn4PnocXj1C4Q/VGqPovxs/VjoJAtEOxYK6aXFjTLSRCCRUjZIE4a0WLz5xDWTcomlK0HDL3/wmYulJ7USTPWZ6jLo1RzX9Pok597kGFPQySE7tOpnUemIICusRwS54d+eX9Z/FhTKSfeqd+NKa+UC+8KOH+U+1XjYWWNMI+V7IrxS9Let/v3E5Zju5OQjMzG/0gNCsGbSQrRWM1ov6a0TpVAOICUelAvWk0Ivo+izvLWTRHBy3l+FBQuWsDwtwovbsNr5aLqCLy38AX4877Z2m9G1zCnOwf++8n/Rk5t6u+a19BynbqfTHacvPPAF/PuD/95w+UJF4C/ucrHkUOM2SG3hrphBLgjhXGXDmZmZueCxbrjbxok5eUkvK+6kNfICEDX4/WvQgPQcQ/9leVfXsv00Gy5ZfgNVcijJkmyS8qHXK8lLzmcYDhu4ZsdS1xM9L9VhhpwGvbEcyUZOj9CeS/S+wJCuhCNJxNcsRY6p98drWB0S+7tQp5WYVpaEOvWSSbpiPhU7CF2PCD/C8M4djRxjy/8ghE1/AdmNgCX0MMGKxckc99MsLY0CpyF0HnwZIpCQ0pVrELZ8B8PTYgsLRF48ylWdGYvYGZlKVAby2PHq1bAIsCyCTZ6DapHlpRGFL9vy0rz8KI/8skEaKeUS5EmV5/XNnUdLz3ECgO3bt+Omm27C1q1bUS6XlbxPfepTjahkfGYWJ+bMlfOE7z6nMw8f7iTyTh7HHz4eBbcQDU7MEchLO50rPdl6WoAWTctP0hdzWEwvkxNj6Q5DLYeIGwETJzZrnzF5V81GGX2E9OjluPR+iHBsyaAjricaE7C8xg0srzEV/Ee21+gmOxwR8Hr7g/5/qOnSlcJRgXSZwHkInJO4w+DpiXTAT4VRRh2/iOsjodVvkI3cpDaQpWpKCHcA0fmBpvMK/XH4umSA/nnzYBfy3vsSjF76ni2Rnkb+gKs6IhsOwupyUNM8nVoaDGmBesv7ixscr2LfcAn7hkvYcXgMQ+VquI7KRTTWHw+LxLygbBSOZAUAC0ABhDyAPAgFIAzn/TAAfGVoCHu+eiDze9gqZGeqtqMl5/vyFmr+bfYXc3jlGcvwl+esRCHHv/3NpO4Rp1tvvRUvfelLsWbNGmzYsAEnnXQStmzZAiEETj/9dNx2W2cPg3bsiJMQwJY7gcGd8KYpudE0IyksXCf6IhUCQvhfOb6MgC+rp4fXoKzrf0kLQMg6o/RIJxLlIxm9rFDsj+v0vhIjnUKTQXgvSjpM8sJsDyIbIp2ePbccOgu7y9N7nm7X4A3J+BHyG8WUkCbJhrshqXGl31yoZQgUq49ickEPu1af35BOtyvST3JZodWn2KGnaen6PRhshdDqq2FH/FnKZfUfbd0uTUYr61S2ozryEylPCuhxpWRzmJmfh0uWvqllowmOcOCKKlzhwBWOH/dfcCAf8G1qMIeL+UWUj6wyku5oo4Do+1GVCWwgSTryL0XsXymPdDn5SjHZoL7AnY2Xif4Jy4e2yenC16vZ7P8jHyURPB9PSyAffc6FNHKr2kzKc/Gu5rRorrKk37dB+VuDKY2kDzcllgn/PqmWPsuPWpo+CqcLxvKINFlLkmemG2vPXIjnv+lEkDX93v+WjjhdddVV+Pu//3tcffXVGBgYwI033oiFCxfi9a9/PV74whc2bPS0Z8efgG++uKaY/tXJNMYICD/Cpe02g8mC5x34EaG20yXq6gFishN7sKZvH9lJSuoNldPO9uX9fuSwU0Sr2Pim6ulBk1z1u9QRpyjs2jPwI+sew3ep7lqq90BGaYOc0FP1krLTo8clZ8dLjGJKh1AgFThVUlx2kuQRDOFG2kO9rl+FGzkiwpXKm9IR1t9ZJPwqtu3HsnbF9vgIckcOdOjvucGpijlakQNG4RorS0mPHDIpj4KOH11P3OmL5C2DfG2HkOR8k/1anWTUHbddzqPEZ5PmzHplhaiCqAiy+up9g5rOk/fuxfmvWosZs4rtNqWjqXvEaWBgAA888ACOPvpozJkzB3feeSdOPPFEPPjgg/jzP/9zbNmypUWmNoeOHXEqDQG/eJ804hS8/AaFcGvEs8mXj7jY+lMHleFJuq9gvYXeuQZhXsftN4zj6ZEuc7nk/CCP5LTAHqlO1T6DPTJaD7uhozzsyQzXxwjvS9T1v2DDDR+EPiXP3+hBROtyXGgykNbjgMzXYP0OvLU+rpTn2eFvLBErY9LjlRFkedMo/HtInE4Y2hfVAUXGs0t+HmFZOx/VKb0f8hiE8qUVOlL+exG0oMNyup6o1zhMl3qrQx36+6v1wsbkhSdTLvKPDsMw2ejdtRfFI8OQx9i0cT71qjvcgTMdpkUvocVVfUwnMWvFa1Cc6R1ES+pPlp9GShr5vz9yuyYIk6RE1ZFUu5dx+gtXYvXJ8xu+h26mpSNOM2bMCNc1LVmyBE899RROPPFEAMD+/fsbMJcBABQHgL/4YsurOfR/P4nK8H+0vJ4QaRs29es6tgJhmhLus8dMEX7+osswPDDQbjMYhukCenKXITd74qMN0YilgLJKSJ7iDmkKP1wAjp/vAMKBCFYSCQcEPy6cSDYcHVbDQk4LdboQUtibmh/JeNPn9Tpk/dOrhXDJG0/B8hPWtdsMJgN1O07nnHMO7rzzThx//PG47LLL8Hd/93d4+OGH8cMf/hDnnHNOK2xkfHY/fQRbHzmAQm/Oe/XkkC/aYY85IE//8BHKBc45f4HD9+9GZdt2AHq3hjZ6Ijfn9d52valPelm5fLzHH0Y5k57urkcfudDrEcYuIFU2rqP19Qg/Hu0y54U3Lw5Gnvwd8oLRHgocYVKqFlI10SCdWp/y/GJlKTEeyCvvIenvGZTRJ90mxS7dgDDJMBUskAyUUVSJVSyzI8wwTCIztuyAXfI6oB08DW9PovioUTDFMuYQCc05ko6xZVpJHqA8iPIAclGYCgByftiXgRQmf6sKK4+/eN969PT2It/Tg3zRe+UKBRBv3tQ11O04fepTn8LwsDfP6+qrr8bw8DC++93vYu3atbyjXgs5sGMYN/7f+5qjbPaLgdnNUTVVcSpPozL8o5bpFwCq/bMhcjmEc6OlKXFKWjhuT2F6Ylo4Vi+nqbLyNtlqvdqrpXefFq+PFPeYYRims3CqoNIeCLcdzo6+FkiOR2t4CHo6ssvG1gAFvyfyGiVZTl8TFe0/mSin2U5aPao96n2TUadpjZLlT4/zHCTPMZrYr8v6l67BsuNWTUgH0374HKcuoTRWxX995G6MDVXabcq0oDz0Q7jVLS3TP754BSpzFrZMPzMNCJffaXvgyQv3pV0rvSk66tXToa+dkMPRHFsKw4a1Fooek4xvXeCsS5fAkbdHhkFuwhQd2Qbjs0j6GdOG3E15WtBYh9CE6qnfkEUJdSfWIekXJOD6I6uutx96lEYiHC12LS8NvpxreSMYbjiSLCAsf2tnAlxy4Vp+2VCPkHSqtkW70oVvDoJRksAGIEqDnEbe5y+2JQi5YVwuH8SFFo/qlexQ0nRdkv3RH1Akq4+Oa/caxbVyUr26HXJ+4mi3fDabX8Z79tF75UJ630gPR888+iz4T94Pt6tH6bXPei3+Yf0/KGnP/uTt2HpwtD0GGdC3B7eV7cCDc5vUbcPlrcHlrcRt0rYVt6JtxW1CfNtxQ76yBbllsik5n4gwqzeP+QNFLOgvYMFAEfP7vdeMYkMnEE0LWrrGac2aNbjnnnswb948Jf3w4cM4/fTTsXnz5npVMhko9ubwpmv/LIwLIVCtuCiPVVEeq6LkX8tjjhZPCjuoVoMNJKJ2QbBVbZQmwrzJQOlTkgZGaqdRupyhXLDjptxnBvL71wovgVt+CoQqghPcLf9gRIK3I0540glRmGYpaZYaDvTAwtbCIfwJOybhiTJTFqkhqTfe1Eh6i6lTes6cGTPR/8T9oOnVl9cBBJ+P1p//Jzfkg8a861+F8hLRVGBJNhhV13WEV4vwzPHA4MLoMx9+PwfdDJSep+yHKMWD7/IgDEJynlSPnheewSTH5bpS8ijKjNVtvD89T9ev5QkAruttq+66flNACFTdKkrOOMadcZSdEkpOCWW3hJIzjrJTDsMVVz3Xc25xAU6d9WLc98xBuH7/jSsEls3p7SjHSQjAEUKbMjl1ue5Vp+AVZyxrtxldS92O05YtW+A4Tiy9VCphxw5uCDbCPT9/Gn/86dNN1TnXJpzeZysOAyA5DjmAcvKXptd7wQT0AX2tW6g5H4tw+vizmqpT3YtJPuMkShcQcP3tih1/e2EXAq5wEWw87EoyLly4AuFVwIUgV9IR9DCLsLwQQXlPZ6hXRFKKLPxebaHpAQDfLgTpIsoTYY6aEp1X46eIoMEm9/6rvc1yWuxnU+mFNg4fGPXEpP208uyeuA4GIAulxSvkXhyoo0JRWHWutPdVK0dJI2nhJQqTsT5Nvy6baGdUjow6zPcQk015DibIqdZwldsHgYLBppqSjTJvF/DXX/s2evunzgYtQgj85sn92HpgBGVHoFx1UXHc6CqHqy4qjjCkuX5Zx8s3lHWb7DMMAfjrB7YB2NZcxcyE+M2T+9hxmgCZHaebbropDN98882YNWtWGHccB7feeitWrVrVVOOmC1sebv5J1uf127DZEZpWqEeZprz3pF07iPCA5igl9i+CkVG1pJSiheRpTrV0S3aYdWe1Sdcahe4ub8HWwiEwcSqz+VDqiTJrHFh70F+XIjld5r8P7XOuO3cmGb1CkfS3l1Au4e+xvr/DhHqEgCja+Nn3bgDBG6EiaYRFAOFSFuEl+pnStyZJo0mSHPm1UriWVFIGgEh49QXCUr0gTzSYlqrKkLFeSPbvGSzhZw/tBBBsA+EVVqY6UrRFhAhlRCgfHMNAAPIgr/Hn1+PaAGx/UyCpP8CyLP8WSXmehGBzIPKfK8nLbb04CMKf4ubdmAj1ePdogSxPj9dxC4hwXVEwlc2CS95UOSCa4kaWN7sD8GS8usmfReLP9aAoD0ThCqtgqltYJhx5gzeThKRpe0FeMD1PkvFmoSDMi2amBHX7slKdFghkeXK2/+xtK5iZEumyQl3BvQJkeeUtf6qMrdga3JsV3jdImjYIwnjVxcHhEnKWhctOXoLRymj6KGn0AVZlkDy6Ol3IvMbJ8nf8IKLYzm35fB6rVq3Cddddhxe/uPYhru2kE9c4VUoOHrtzJ5xq+mLRLG9VINK3fQgznzrcBOvqQ/4xijYwkOJh2M+gIBzJBD+gcli9+L2wwsX44C5Ef75SZUEqKTGzjIb6JTAR3YZQVt1RAc1C3S2q/36n25dcJyOt/kA0TianR+F4npROZrkn7F14JLd18m6IaTt9oohLyqdITR+psQpEYYGYTBBKLWeQUUMM0zqUQ52j1Ni/smyqjB+u2G64JtBrfyRJBt+1Ug7FdevfxWHbx2CH8n1Pao2mWLB+TSZmU4Ks+usR1Sm0/FiIgB35vfjsku/ApYltbHL5CZfjfWe9b0I6mk1L1ji5/g4wq1evxj333IP586fnIVmtIF+0ccpFy9ttRtfgjlfhVhyABIQ/cVq4Aq7reMdACBeu63qjF66AEC6E6/phb1oagnTH/7pxBAQcCNf/rAtPFkLAdbzPfqTDn/4lHK9+AHAFXNevF8LT78u6QnhlhQDcoKwnC98mIZcTUprrfyF6gfAeINxQDi7g+nHAKweBKD8MS+n+37NA8AwRyUIo9y+CXms36pEWftdkmCfX5yeF6VI8Ku/3ifpec/AFTX6YIJeT8vyMuJNIqqDfzAv6PgXFHclQn19aIGoq6m3AoLc66h2O9OiWhyHS8wPV2gG8AJQeb0TPhJTi5vpUHcK/Y48NNk+fnm6MUgk/Kv6x3WZk5vXjf4ZeFNptBtMl6KMd6cLZ9Ra8n08mhXVYi/9a8Avszx+akJ7dI7ubZFF7qHuN09NPP90KOxiNR++4Fb/890+nyjiFHowefdIkWcRMW4Ifn9avHWcYZpoxjjKKImqKxEcNZGnDVEFDqj5TQS9jltdKGyoy1R7XLUdMk4ob0BkTCSbdqdK16zJHRu0RjNuj0ggDlLBspTcqIwBBymiGuayQzutLkglGRXz9Bjnhn5OnjsSr+19662QhyZFUt4AIOuliNhOqFsEhS7EryWY9P7Il6sgK6tc/e9H9RAlx/WpnYrzuQK9Q8pDwnPWrqldo9XkGvXDdEqxd1B926AXVurMsXLfoei+qzVxJc2RlZzdn5XD83OMTZbuBhvYmvPXWW3Hrrbdi79694UhUwNe//vWmGDadqZRLNZ0mAHB7Jn7aOMMwTKuZP1xAsSod8Ci1HEhqAFGw4MGLxeSDMcQozzQlVZkPjGj0MfrxVhuUpFzie1dL8qTnq7Kph2FLo6BQ7kEqF7a9SNFFIGlti2SKNBIajkqGjUcd6Qw3pbGkH7ypTcc3TAsypwBQphlF/yIW9h5jvtKP3zhFAPENpyZO2nBD+lDEiY99HcXSYZDwZh+QcLynJ1w/zVXi5B9SWzPexLtrJtySaD6juSL+8pIPYyzffZsBifHZ+IvnnNluMzqWuh2nq6++Gh/96Edx5plnYsmSJbxeogXkC0U8/63vxq++/NlUudzgQfS6DpyeGVFizbdj4u+XkIfKFXV+utzwUaYYBfug6UXiTR+5p0MuEW3pbcOybFiwYJEN8q9WeLVhkRVe5fwobK5DudeUWKKs3yOn99jJ/yY1Q0QsxVQ+OV+pQ253ppTXY9lsqKO8cW63rj+5waXLmO+hxvPir6m2MtexsaiU92P+eyVEwicqytffdUVGpJVFalnPOdD+/n2nKPpMUejnRL2yBH+VvyInyNstTm4aC2kXgtBpoqB28m0AwsOqgzqVMBA4NrLDKEJnh6J6vEr9ZEvSYWm6JUeSdJ16OFj4Hy8b9O6HB2iHzzJyWAN5CtarSl8aQgSuoKNsShH2gUujNcKyIWhyhrx7x/Zh/v4HYbvVSamPmZr0VUv48zX9GJI3vNF+h2LdLLFRHD1/YuWTfgfl7qd5/QW863nHmAUZAKj/ANwlS5bgk5/8JN7whje0yqaW0ombQ0wHhsvDOPc757bbDIW8m0OvW8QMtxd9bg/6HP/q9qLP6UGf2yPl9eCcp3pQdHPSt5fsGKpO4njPPJR65iBKiUjqr9Z90KhPWOmTN4SDvme5N1to53lkqFOOky6Xrkv/wk5yhNKdrSwOpSqXNkUnVpfkwMnlg7ipma3nhekUpY+ijN8UHgPTfvpEEZeWT8Uc0d9uU5gWIUwOtbbNvAg9W4PTLHQnWnXCk3Tqjn54uLSsP7YVvTDnSeWFJq/rVstptsbkTHZENroW4JCAQ37YEnDIu1bJxSPO77HN2RQ6+Mp3dDiYqU6/A6Q4yc/Ri5P8Pki/K2mjmERqij9Tz1AGocLwt8gXqQwfB2dIO1IkWFsbUxHXG/MxDE3lhLFrAMD9C9ZiZ3/tXUL/7vnH4t0Xra0px7SWlh6AWy6Xcd555zVsHBNn//79uOmmm1Aul6O5oOGWmRRLM+VnKVdPWi2ZcGcb7WpKC64vGHkB9o/t11vBWqNcGSZJzgviIiVPjovseqoABiEwiDEAY16+Bdy/GlhwRC0ZXUwuCIWjc9LXun8xuh+K5yL0fDLISxd1IgjFTZJ7hY02a2nqW5Fgi148KYNhWs8olfBb6ymcPnaSPDYShSmKI8wP0rVXmBZuGRL+WYVp0vbKQZxpLeF21Upim4yZYswYnYXygeF2m9EkygDua7j0ofwsfHvpq+G2eKTz7s0H2HHqMup2nN785jfj29/+Nj784Q+3wp5pyfe+9z3s3bu33Wa0nAH/v26mMqO2DDNFiDn4anrcVSalTCxfKJIGOZKXiEiNe/NoX1IehdO/4nFVv3mre5DarxvMyIotAtd6haP0+Iig0rdOUY5pdG8ijeCcsHC+uwbzCryTCWPG9dcbeRsGRJ88b2BEG4OW4wl5Zl3RyFat8tl1wyyfphfCPwDcNesW0V+fK1zsHNs0ye9G5zKncgR/tqIPbs9A2EESndsEAN41PFuKIMlFeV5nC4VnO8nnSPXmbbzs1KV4cs9QrHxwRhPgnWMlp8fPkfLr8I5vipeX4mGnEHfyNEzdjtP4+Di+/OUv45ZbbsHJJ5+MfD6v5H/qU59qmnHThT/7sz/DjTfe2G4zGIaR0X5XhJYen7hhmEZiJKtcbRUmlyrNuVLT1VDiIKLZvYqlJNUiO2hJVioxYbA54X5Ndd6afzjzPcfzgqlOxuIGDILGst4oV0JWQo5IsUMYovGpT3owNtUpVi66f392lFbK9HzkaWnw71OuW8TKaq62UWfgyMRlVN1GOU1elgnuyXYrIDfalEL9DOpTsOI2ksEeMpb1ZRI7YoQxrtahzkEI5OKfYqF2jogo3fu7Mn+gArkCBAr2DJAAquStc7OFA0sIOGTh4flrMJTvC41TNjVB7ElI62xJf2egPnF5ArosJWKSYVrsVvQ5F+bPlemZqXV48X2FBRjdme04h/oWvKj8+q57zDobV1k3Fx+/CJedvARHr1mDgYHu7tyeDOpe43ThhRcmKyPCbbfdNmGjWkk3rHEaGRlBtVpVpseZrkFYfwtNb2mQdmTvKB6/axeqFTf6MRFSz5MAXOk8oKC3K0wLzkzye+2U9OAqBIDonCFdJjgjKNZL57oQzjgELC/uVP0vpGBLiaCMFJZyAKAAYCZF25bKPX7ByUUuCWN+EHflOMXzIxnVChH/JmcYhmEYhukK3v/+96Ovb/rts9jSNU633357w4Yxtfntb3+LW2+9td1mdAb6LrkZOdBcKxiGYRiGYaY0/f39KBT4MOpaNHSOEwBs2rQJTz31FJ797Gejt7cXQgieM9kEbJvn5jMM0wUIdZ1UFI6nKTmx6VbBP8L/Xw2Ho9LB2hQhhUM7gmk5aVO7pOlKhvSkeCRvkpXrBEgZ7dfKxezR5GtMS6O0ySF1zxUyTWPKIJ8hK2k6WHK5Om1v4b0abU8tl0Fpo/ZmVN9Umw3T3+qizns1T6dLrUCL6tu8BDJyPFi7KcVFlF4hoBwuT41kvFkkahygcGMlCnaPgSWtGQrSo3x5gy1lq35pqqN8Hpt8tS0Lz7nsEpz/whdq66m4rd1O6p6qd+DAAfyf//N/cPvtt4OI8OSTT2LNmjV405vehDlz5uC6665rla1NoRum6pXL5fBg4WjqmzoFT07T0015QXiy8+rW4ToQY4dxz00bMVQO3h/pI0pCStEaKdEkcSlHKOXkNEWGNHlo9cTypXooXk6RSSgb2BWzNcv9+GVjtii6VbvS71eTMjwvNT/pfsAwTBsw/Uknr1tLwHfWYvm6QyjJGmVMW2MrW2QHV6HKa2uWYk5rjXrjDXFDmZoOae06zQ5vHXVkcLAVhyjtWUvljc+rlrwimvEZK7eT4XmBaZShGQvxz1//ervNmPK0dKree9/7XuTzeWzduhXHH398mP7qV78aV155Zcc7Tt1APUOlTrUK13XCHt1gDZH3Xeb/EElfakLLAySHzOSkheuSgrToSzLqCZbkQj1qfaELEqyp0uqT8zB7FubM+zwe2rIa42ImKm4RFdGDivCuLvK+PgrrMyxJ9iFJVmhpkV2Ggohn1Aqr9yrni7QyJp1677NBZ6odSlayLpFFf+ye0u9D1ul3zoXTLklu3QUdgfKUTPJ+mOXDe72OPBFkShlB48qvM74DgWobeY+VDFvXxd8fOd/0uVJTBEF6z4IbMz0TL1/oz1D+OAf/kEDZqaDiVqSSgW7JhPAhhwW1e6BYVnzzBFLFhRyJywkgPNQ0FNe32Ce1HJEFIss7hNoPUyxMatgvF/TkEqzQwOhTpr57alxfBam+F+G3FmlxQ0n9X5Oe2KrLSWwxhtaQIS0rymcplsEwTAo7jwAHRy3IG2eEo0n+iFPwqyX870gBLT0s66X91Ssubsu9MMnU7Tj97//+L26++WYsW7ZMSV+7di2eeeaZphnG1GbbYw/je1df1W4zWsgT7TZgWiMsG26hCLfYAzdfjBrGWoM4VUfNKQUmnQn6jTK6kyDVXaux12LbYvUnPjeDcxIk5XIg9CbLalHjPRvqjTWoKRZIQHeIUuqOyZlscwF/25aadSunbnphkqffwHcIlcY/hf+aHIvI9pRqNYk0PQzDTF8WzLTwq+Lpxu/hvE2Y1ZvHzJ48Bnpy6CvY6Mnb6MnZ6MlbXjhvo5i38Mz+UVy6bjFefPJRsC3+ouk06nacRkZGjDtuHDx4EMVisSlGMdlwq05tIWZ6QgSyLP9FIMv2r15PPsJ0C7AsjPbOxFhxAI6Vy+BQMExnUHtEpe4xl+4nGmCF7t2p7npSnnkz9+TzxEw1JZVJ0qHVKuqzx1RHRYxh1Dkoq4yFVEzjzqZS+oh18oi0SVe6HV7a8oHl6LGD9lQ0nyQ8jy0U98cpiKIRb/nMNrnvR/lceAnKWhlZlxSPLPDi9pw5sOfN80VE6jVLXhbZemQmU7biuBgcq2Cs4kAIgbvcoxM77CqOwP7hMvYPl435Or98dDce2zmIl556FFbNm4EZxYa3JGCaTN1rnC677DKcccYZ+NjHPoaBgQE89NBDWLlyJV7zmtfAdV384Ac/aJWtTaEb1jjVw/jIMEojw3Bd19vOO3gJ4a2TEgKu6/jp3qJqOd8Le1dZh+s4YVoUdpR8V5YV3tVxvKmDjlOF4zhKmpfuXV0/L0gXjl+X63jrnFwXriPZ4zqe/eHVS4frr5EKwq4A/PuGOw0bTQ1QGZiD8WVHt9sMZrrgjxjFG8ZSg09PM/xLmh49pGsgACRIkQ3kgpL56ni4mac3ehWcQxVJhovAQeF0Qi9uKQvEvcaqumGGGlZt0O/AWE5ASo3LmZ+o/nT0f01OlN5An4h+adRPuBDC8b6fhffbA3jf696UVRcC3m8V4ALCG5EUbjBl3A3To+MtvDLwj88IdFcPbsLc7Zsw+8gRMM1l2Re/gIHnPrfdZnQUOw6P4ScP7MD8/iJKFQdHxio4PFrB4HgFR8YqUdwPj5Tr6/j+xhvPwnOPW9gi65mWrnH65Cc/iYsuugj33nsvyuUy3v/+9+PRRx/FwYMH8bvf/a5ho5nG6JnRj54Z/S3RvX1oOy794aWNFbb8V76WYIsRXkPMcgmWIFgCsIXlhV3vaguCFaQJC7YALEEgYcEOy1n+C7D9PAvk5YNAYVkv7pUn2MLy6hcEwPLLwlvngUg3wa8zKOvrpEBfGLfgr/gI8ygoJ4UVPbpOSdYiQpUIzzgCFTtqBtkuUHAAK+jkFFHzzQjV6NsP8806TOtBEvtjjXKmHl4/PyZv7vM19gfz4FvzifXSaz327Xzm3Kk7dVh6DLDuGDz7ttsw/8ABBIsHQwcvdEKFNsLFf/a1KKxc2W4TOgohBF72+d9h31CpZXVUHO4I7hTqHnECgCNHjuBzn/scHnzwQQwPD+P000/HO9/5TixZsqQVNjaVqTTi5I5WMHzXTrhj1bC9F27GEG7uAL/3DlG6STb4FLjRFr8Hxw7g4X0PAwga/n6DW2+g+61iC5KMlB803AHPYQj0Kf/5TgAUfUGK2uBHqC+wBwZ7Ilm70QOhGEYiaZMAOU/OUZ0y8zSdtPKxfFLzXeGGGxIA0sHVXgzBVt6hPeTlhpvGSP8FG7ZIxzlLYYSHRwcbwpTJwe9nbKv90BimzeSOHIRVSWvQCuUiQ0qAEuIURMMSRIT5R63GohXHItiaWt+eGpblF5HzCbD837RgW2uL/A1UovL+jjm6ldE9+J1dAgIkCP1zi8jl7dA2+ZoUnur5za7rc7dtwjfu2qJ9jOKbxQsA/T05LOgvYn5/EfMHejC3r4B8zsL61XMxq6+AYs5b81TMWSjmvfVQwVQ9vX7emrw51OMbNOQ4dTNTyXEauWc3Dt34ZLvNYJi2IcIGP6TGvzQvHb4LIPcdSOXiaSS5DvF+BVN62gvwZowGo20xGX9Yy43lS/YZ6gls0dt8+hWmdOHpdyqbIdwRAG60C2bklvmCkiMlBOCnV8nBzhVgGIZhOoiJOIaO4y2naDUXX3wxLrjggpbXUw8tnar3H//xH+jv78erXvUqJf373/8+RkdHccUVV9SrkmmQ3nXz4YxUohEnpYWnjSwBsZEor12kt7xUHUJOl3WIqBEWy5OSTDYFjTS1FSiVM9QVxFV74zpi9UpyAnF9ar26ToO9rgvhuAgX4BKPZrWTcC2JF2mnKV3IcRMq7Yy7KEHdKl1f+eJhHn2L4tG/ckg9M0yVUPSFo2dupEsA6nicdAQCBTHtXyHHpJBQtYjgLDmhaEY0eqfXKtUpZOul+gUivbJE9MWk1SM/C4M8xUupdsUsiNURXF0h4MJbj+TKcbhwBfw84acIf6wTYVp4WgQofAVbMUefGv9Njo2kSAeOyumkyoRPI2H7/GhHfm1CHsVl1WDSd4peVpUVIBAVJDuFLiwhYtOJk+UN6cpZgGY5ywKWrJ0d5Ro2OpDDUz2/VXV1Akn2dhKbN2/uOMepHup2nK655hp86UtfiqUvXLgQb33rW9lxmkSsnhxmPnd5u82YVEpjVdz6jcfw9IP7222Kj9o7Y5g8EU+j9HzjTz9l1J1Qj7y0O6ttRp01ytSyKbxqNxk0uBPLkpqeqb4MZWL5NctQzTKZ7MxQJvY5yPwM1MZiok4xDsBN/oyQmmKSy1H8qSilSE2LNleog0Z++1Pau3WXYSaMI6pwhANXVOG4VT8evVzhwBEVOK4jpUkySem+XkdUIv3CUfRmedOJCDbZ2uc+ygtjUh6FDp2fS1A6cvTefArKBDIkTcnzr3o4iktpcl2+PitMJ5CllyeQS8DG7b4eyy9vhfcRTguUpgxGV0sKB/VZmow0/VBOtyxvR9dcDlY+B8oFrzwon4OVy3txy6phg3Qvln+vlnTPejnAnwrpyUf3Kd07aWnw7AUQXbXnAIqnhZ8Dv557nzmE+545hLGyi7Gqg0d3DuHJfcP+J0hAPr/p068+Favm9WF2XxEDPXnYtlqv/tXXiGN377334je/+Y3pw183+XweuVwu8WXbds383t5enHrqqU2xp13U7Tht3boVq1evjqWvXLkSW7dubYpRDJPEk/fs6SCnKY7QrqlCjShumM7seVLpBhunEq3aCUEkhM1kdh5JTRciGD/wpg+SX5884ZGkv8gw3R9B9g5CFr4+b2g50BHKU5AXNHkkec8Ird4gTwQDP6G+6H5kuxCFSSgbFggEzq9fR2i39GxiNiO8z6guL1vRJeeBNHukq+9Q2GTDIhs25fyrF5bTbcuGRTklPcD204EiECVPClW34jtm1QTnS3XKjpT3Y+PgvZNrJDOlsADM8F/P8V8mHv8k8HgGfcG3BxHBCh1BCjxqVPpmQuRygGVDWBaEZQOW5YdzQO+MCd/T7MoY5o4drOnEgggOEVwilENn23OMZy5YiHPf+Hbkct29C0/d1i9cuBAPPfQQVq1apaQ/+OCDmOfv7c8wreLo0xdgw927sOfpwXab0nWIcIl/lAJAmyaiTgJS4hSXqY/knl/KpDKlfKpuglvZCre8wZeUm4ZSWJn+I+drcTKUDW2Q0g3TjuJuQqxP0RBOcEREbXl9kpy5LlFDX0Z7dHlRx70k2irf7wSelSkv8/3G9YtYvm5fLdvS6g7ejzrlE/SH/4ps8tnDso1xGQL5DlTOd7TyKNhFFKweFK0eFOweFCz/Zff66b1het7q8UY2JkjOyqPe7V23j27EaJV/Y5jOIOwcEQKutgSpPGcBSotXttyGsQP7sGfwICynOiE9Z1z255i3rLsXyNbtOL32ta/F3/zN32BgYADPfvazAQB33HEH3vOe9+A1r3lN0w1kGJne/gJe+YEz221GyF0778KWI1uURl9s7YMW19OC9PJds+E80Z+9LQfoXo/aBk4or/s/pMiRqjNsGJEvIzse3YHrHER1+EftNoOZ4gS7eoKiHT6DnmFTPC3Pi1tqXAorZ0npeTVsSC2bOc/ynCErjxzlwxElPZ6z8rD9uOfATC6ucOGICqpuxR9V8q5yvCqqcPx4VVQwWDmA0eoQzB0dMMQTZBLWWyXrTJL3wxSlURb5WvqpTvla+g33S1K4bv1kSKvHnjrvN/67liwvoiHcVPuUziCDvEmPCFQReeseyVvnF54IEoa9dLeASaG0eAVKi1fgcbodVSs6xDe0N4zLDQsgbxXw4XM/DNuyMXP+wq53moAGHKePfexj2LJlCy666KJwuM11XVx++eX4xCc+UbcBn//853Httddi9+7dOOWUU/DZz34WZ599dqL84cOH8Y//+I/44Q9/iIMHD2LlypW4/vrrcdlll9VdN8NMlPOOOg/nHXVeU3Td+It7sXukOb2c3eXatBayZoLs+RBO+6d4Nrtx3XAjuIYNzWlc14jL91hPnkFWz9PLGp9rPXkp9jVjVGS64QjhvcIw4MC/KnmIhavwJmc6QqAqSCoHTV80edJr6uQA9EpW+O6H3qDNAz1zLmntA+hivEOLgWgKajTq6DWa/UONyQ1nOYBcv+/N3zqEgtkPgWyw6Yq3yYv31rheetjb5/p9etEmMIL8tEAOAtFmGZLOoHdQ0Relh6OyflkRzplNGcnWeyD9cMzfk/INLlIsPeZfdRBlq4wnlh+BY2Xfee/N616Ldac/v4VWTT51bUcuhMC2bduwYMECbN++HQ888AB6e3uxbt06rGzgQLTvfve7uPzyy/HFL34R69evx/XXX4/vf//7eOKJJ7BwYfyE5HK5jPPPPx8LFy7EP/zDP2Dp0qV45plnMHv2bJxyyimZ6pxK25F3OqWxKg7vGYVT8bc2hjqzIxoV0Sa+KDLqEIouo3x8YzJanYqMpleZEaRPR5HKJM6ike4hJpNih5RYrbg4tGsk3FlQBGW0XQwFBKLfLhGl+4FgYy2h7TIoAO+cLuH1dZHr63aldRBCIPzdEkKKC2B8CDS8FyRcEGxQ3zygOBMkRLCkw/ud8dddePHoOQd1AL4+5bdJ+hGRO+lE/McmWgeilqegIZQkF1xJTYv6lUlZP6LLJJUNwyll+awNBoC0A6AA5DCEmqfH687z//6sWYDVq2+mKn/Fht8tsfQgLfxTFUp65KhAdXxMaXK6/DxMDVL/y0Lo1oSNYzUtisUbuzXTwy8lSTLWWJYa3jF7MqbrDfSa9tRIN9lTj50GhyFK0eLSWsBYPAzHvqiZZiAAwAIJ7wWQd/XjBAsQfpos5+eRoFA2yicsXDkbZ126xriZg55m2zZse5IXJraBlp3j5Louenp68Oijj2Lt2rUTNnT9+vU466yz8LnPfS7Uv3z5crz73e/GBz/4wZj8F7/4RVx77bXYsGED8vnGhv3ZcWo+pbEqDu0awcGdIzi4y3/tHMHI4dadot1qCN4Cz6BBHIQtMuWRkhfmG8tRos64fkrJi3R4dZGSl1TO4gZ8x2M6YyoMi4T0sGxC41cpK9R0qawx3f+nkca1XraWvbXLiuSyIsh3AX/7bM+xcMPtsyH8DbOVq+OnO0C41bYDCAcieKEaXiGqcOFAuFUlDlHx5asQqHhX/wVUEfa+Z6TaN4CxlRPbMj4k/JVX+rajtrWeniVfyNGoGSH36KsNbllOSGWZ6UN8lFtJU0bBIeVbyaPD/m9fuSpwZLwK73MrjzaS/90WdWkJIYVDGbW7Kygj/BckHUIuF5QRarpcj4jFJd1SPQDBFRaEsCT9FPs70TegFwAuOn4RjlnQH8pGP/VRjx4BIIuw9sxFmHvUxDeMmEq07Bwny7Kwdu1aHDhwYMKOU7lcxn333YerrrpK0X/xxRfj7rvvNpa56aabcO655+Kd73wnfvKTn2DBggV43etehw984AOJHnGpVEKpFDXgBwd5wWezOLJvDN/6sPm9MtFDQL8dNfDNjobBsdDiUZjCvHRnxf9qTnJWYuWm36+5K6RJFiKYbOG9ggNcg7ywaSo1al2gPY1ref2YCDRLI20QCM/nCRyDaEhOciEChyXIS5ALZAQknW5Uj4A3lUVEDXgIF65wQRD+NBe5Ue/4OpxI3m/sK09TCCkvCgtEu8WJoA7lXRChbRROcZF1e3GBYNRQRD37wf2HvdPau0DB50YaUQ7LR3LKe670bCMlX80L/1XyVU3d3AgXhrTxJSubV0H4bOSaRJhuql+mVn63U7JKGM2NInDwohE8RNPFgEz56nlcarzesrIPq2xvTkBPrgdzeuZgds9s9OX7wvTQqbD83z0rKhdtpS3lEWBRtI24kmaRUi6M+9dAxvK36rb8bcUtS40HMso018AGxRFCYp66rbvqYAXyALDryDjKFWCs4uCGu5/B1gOjiB6k940ZfqIVZ0m7CjkehMlYTiSkK2HJWYtdhUE+cLA0h061L5J/+wsW4fSVc6PnkvIMmYlR9xqnf/3Xf8X73vc+fOELX8BJJ53UcMX79++H4zhYtGiRkr5o0SJs2LDBWGbz5s247bbb8PrXvx6/+MUvsGnTJvz1X/81KpUK/umf/slY5pprrsHVV1/dsJ1MMiNHso8o5QBcPDMHu0P/cKtw4CiNw4TGmRaLN+MkGUJMTm+AGJqGcT0Ge5JkTHUFB1IGh1EGzVzv8MqomS3brdilxfXnIjen43cSNbkV+0X0e6A2r/004UKIUQjJQVDuVtlww5+iIoSkx9QwT8gLygUOgtDKBfMQNUuDOs31JX9OlH+l3/CoEWt+hlDieg4BsKPfehFJidjnUNVkahTLv8mhKqXxTcaSsbaGsc50+XgZ/4YoEk5tyCvOgNzy1Csj6WJquEDutlXyk+xOsqXhfGZSKFR7geEV2nd29K0lO+1Rnh+OTblDVM5YRsT+1vWweqit5kRJkhUI7AUAlKFOqZNtiMKx+5LyXHLx5Px7sb9/O6YMA0DfQLuNmBze+lsAv80uH3NAExyt5yx7Dq59zrUts7sbqdtxuvzyyzE6OopTTjkFhUIBvb29Sv7BgwebZpyO67pYuHAhvvzlL8O2bZxxxhnYsWMHrr322kTH6aqrrsKVV14ZxgcHB7F8+fQ6NLZVHHXMbLz+o+dg5HAJhd6c0ppRD2IDhCvg3LoV4sCY0qhTW91CapmLSEToskKpS5eP8kxyapgAbLB34He5DYbT2xlmIugfKP6AMR2C3EaP/RvPiboMgpHBlls4qSwbX4GjxlfFulYCEn+ysoRFsoyxniCcUi6uR3PZapRNsmX52FLcfsy3pefgv+vkTWE9Yg9Pufd+uiIgjGvEdTYf2ezNWOjQTu92ULfjdP311zel4vnz58O2bezZs0dJ37NnDxYvXmwss2TJEuTzeWVa3vHHH4/du3ejXC6jUIjvy1gsFlEsFptiMxNn9sI+zF7Yl014zbrWGtMg++6/H/TTjRBufWsQGIZhOgXyPRoK/w16kBELQwmrKSZHKpQOB2aTy8ulk+pLq0MvG6YL9b7isoYyNWTDcKGEI4Un4ump+tS7C1ItvUxNu83vTbINUppI1qunZHnOJ2EJLtn8d15M6DKE3w88iO/Ov9k4UiZi03DjaUmy8ohaJlktPRwl8V8WrHD6oUXeBgqOABwXqFa9TUrk/b3zlo3+njz6i3nYJJVFpEOeaqjrJxhkJB3GMFlG/eG0Sakuk0wWnbItuh4AsfTlA8uxeMZiyKNQi2csZqdJo27H6YorrmhKxYVCAWeccQZuvfVWvOxlLwPgjSjdeuuteNe73mUsc/755+Pb3/42XNf15tAC2LhxI5YsWWJ0mhgmC6eddhrWrVvn70LnfxlrV1NaM2RbVWbHxkO4+0dPQe9GkqdwRL/Uaf2eUix2Sq2pi0r+0aytO0xTpldlKCPpFmlyCfeaWibhPhOeSs3nGCtHcZnEMrFnKMJkr8Gg5QW6RRSOZLwmhzLZrdZ7FG6XWNvmSJ9ZRllbkKpPtlaX1ctFOk0jxvK6kSQNySFdTpPpsLZEbGvlVtBh98xMMmXgeTuf124rpg0CAg6yb/09UR7BI6n5yjo76bp8+XK84hWvwMDA9JgXWbfjBABPPfUU/uM//gNPPfUUPvOZz2DhwoX4n//5H6xYsQInnnhiZj1XXnklrrjiCpx55pk4++yzcf3112NkZARvfOMbAXjTApcuXYprrrkGAPCOd7wDn/vc5/Ce97wH7373u/Hkk0/iE5/4BP7mb/6mkdvoasbHx7Fx48YwLvcI6L0D9cSbpccU19E3dOy2eEvqcF1g1wPA4E7AykO4VcB1vJeoQgRh1wHcqrfZgFsFXNePR/nrlzpS3I3KI1jHQ4DfPyr8rTGUnXz8fG9mpLd/n4DlN9e9XjwRyATpRICwIHrnAmsuRLi1erhxgvD2S/A3HnjmyFYcGDug9JxGPbQU9aKLoNeUJP9AjXtltT5SSRekf+O9qabeW183RWXM2vx/A50USAlVRvv4ZGqDxoTktUXBe6WTxf1Mi2XRkVQ+2Ynxchurd0LlRR12Z6xX1atOXzOsyDNcdRdHLaOUZ2eFYZgOwNR5CwBbtmzBXXfdhUsumR7nn9XtON1xxx249NJLcf755+M3v/kNPv7xj2PhwoV48MEH8bWvfQ0/+MEPMut69atfjX379uEjH/kIdu/ejVNPPRW//OUvww0jtm7dGo4sAZ5Xe/PNN+O9730vTj75ZCxduhTvec978IEPfKDe2+hqqtUqrrvuOlQqlXabwrSU4P0NNh1vbAt+I/U0xhppuJUBbLg3o7CV0ABuUa85YL4nbqAyDOMTd9KD0d5oFzkj4UgvKfEoOyFd72jU9dTQn1VvMAUr1R6K12ssFxRtsFM16R4SOxiF/z4EnRbBjqdC6pAQoaDXCSHUfFVHqAhCABXHRaka7HTqmZWzCPkcwSZqaKbIdKCnpwdnnnlmu82YNOo6xwkAzj33XLzqVa/ClVdeiYGBATz44INYs2YN/vjHP+LlL385tm/v7B1ZpsI5TkIIfOtb38JTTz3VblMYhmHaTmHfTthjw+bMzD9xQrkkERvjS5WvoaxttiVkxJIz2pfxPijhPrwplQhH7gTcKA7423ZHI5mCZPlozC4sb5L36/D0CynPb3AHeihIE8FAshon4NnLno0ZhX5QsN22snW35W/pHW3FTWFY3vbb8rcGT5YTIDy5bxh7h8qIDh6wICDgwgLyRVSXnQDXzntHA/ij+q7wjgpww3iUJqQ8158NIGLyhvKuWl6gtoxen4Ank93G4J6iuNsmf+S/33oOzlkzrz2VMy2nZec4AcDDDz+Mb3/727H0hQsXYv/+/fWqYxqAiPCGN7zBmHf4pqcwfNfOTHrKqOKO/GN4xt7XTPMYhmEmlRU9R2OpKEa9yBLm7eejXLOMnJcgJ5qlQ7ZGn+QHtbc8sa64DuVfxbFJmCRorMckl6IjrK/JOqRRAeV5iaiMWRdi77cs16iOnbsfUnV4H7x0HU0imkTtcffc8/DArFOaXs9UwiLvfEaLyDuz0XC1wjhJ8l57a8FAEUfN6q1dETMtqNtxmj17Nnbt2oXVq1cr6ffffz+WLl3aNMOYxph58Qrkl8yAqLp+V5n8AyxfBR7Y/iieeYKdJoZhuput/RVs7a8YZk/J69DixKcjxUOm9GjvNB9hkslWZ3IdZgk9vbbN9dVbT/lo343m2yyX1J520+85i92xOoW5ztr37BVNnBksMsr5+a8iC6/ELuVedXfN00OhPqGkB3HSSpvWTwbNh+S6ksqK1LCqj6D8E2mNpZF21Jo8fTBeXhZWni0FUwT9NBGVFQBwEPjVv+8MRYVUhjRdQrJJGKY8Knb4Ns7uy2PZnD5QIB/YTnEbQ6dcjkdCcWc9sEUAdn8e+WX9MXNMUw/1cLPjixYtwsqVK2O2dAN1O06vec1r8IEPfADf//73QURwXRe/+93v8Pd///e4/PLLW2EjUwdWXx4zzjJv564zsukR7Ni2A0tHO9ThNU7/EMZgamIsKaEXMPwhrNVLKJRLzQrrrD/VhpgXXMOGejs8KRbIVqCGuJAFjLIJCkw/fnXZkFK23nutc0tWkfHZTKQOxqNM1fYawG8bw3Q+Sb+HzR8YrIutY8BDByapsj9OUj0ZeNWrXlXXhnKdQt2O0yc+8Qm8853vxPLly+E4Dk444QQ4joPXve51+NCHPtQKG5kMlEYr+OlnH8TggfFoyoUrTyEAhBtNIfF2OevBaeK13qhUKOPArewAhLf7mjZMlX5NnA6SUEZk0a2XMacLJU2vo457iNmly+h1ZbkX3S4h3Uf6VZ8ukmaX+XlleKZyXRntQma7kq5MFmo/Lb1HNaNcYnINDyDsbM/gKWR2Apt7DzVta6LD7OaLGF92dDY9DMMwTMi8ed25Zqxux6lQKOArX/kKPvKRj+Dhhx/G8PAwTjvtNKxdu7YV9jEZKY1Wse+ZIbgNrZyUJyHkYOe7c/iUmTgidDQdePuGe1fhXwHH88ghp6tpEC4EnLBskC80nZET6Xq6IPz8wAY3uopIXoQyrion1LjQ4nJdUXpnU7tpX2t0s0ZGg34sD7B4CMuuLcQwbWbMHsPW/q2IrfYiKQxDmOpMD8KUonMi9SaUDeLyWXFCKUPwli2QlEr+XFOS1s5RJB/WQYBLsECwYCMnLNiwYQs/LGw/bvlpNmx4Mnnhydl+mZwIXhZs5EJdeV8mJ3KwhY08rFDWFjZyvkzOT88HeiQ5Lz8XpgeoBx7LKcB7Fv8XHi/uRDT1UprK6PSjtPslEE62s5nee/GxeM/F08MPyOw4ua6La6+9FjfddBPK5TIuuugi/NM//RN6e3nBXCcwc34vrvjX8zFypOS1D8MtMSGdoQPI23cG7VMRpEkjVEo5XR7Ca39CljGkSXaE9QhJF+Q0yWbFjijNawzr96HqgG+HkOxQ7lF5Hua04J5Nzy2wQ76/aMBFsg/Cc2JdB67/EqIK4TgQwoXreOczucKBcL3zlYRww7Dreo6H65/DJHxZCO9spkAeQfkgLHw9gaxbBpyK72y40aG0wvGdG5PzwzQLAcDpGwCJwNmTpyxa0g85eS/yX9BfSM4L0giqvJIPrSzUPCkcnuEl6YtmTPpbxyujMHp90MpLV0Oa0HWZRoRiUzbj+kSibFqaF4j5jxTlyM02XYuAANxRwOKRVKZz6XV68eTMzSjbFUQn0fnn4BHF02AhPDcvlo4wTmRJeVpZitLkfPLP+svJjgRs5EXea/y7tp/nOQF530nJ+w5Hzs35+b4O1w+HjovlOyGWEvauNmxBUZob5dmCUEQPCijAcgFyBSwBWP61m3HJ+551LUBYBJeAUq+NV5709xjvidyAWpMEIrdTTVsyuxcvOGFRs83uWDI7Th//+Mfxz//8z7j44ovR29uLz3zmM9i7dy++/vWvt9I+pg76ZhbQN7PQbjMmjAj3H3V9Z0SKu67vyLhhmpwv3MBrMudDCAhXhPnCT/MGIHzZWL6vz5gvsGPbFvzsx99p70ObboQdj2S+Ckg/1ohytENugejQXLkBACSkUdQwiOSsMOxtIRzlH1raj7HZxVY8gQ5HaFdm2qN6tpIDSuq/4aCF3oojpUwYFnF9Zt0GHQl1kWaTuTyiQ7NJtUMv4ZKD0cJgTB+JqKMgOsxb/naK5E02RQd9y+4MpLAX70MB/7rtnbD8kQhLRJLxNArdo1ia8OSD2iwR6VDTKPwWlNMIgCUs5Ouf7DSJZJiJQABsAtkWyCbAv1LOAizy0nJ+mpyvy/o64OdFYQuUIy9sSWG5vhz5dQX5lqZDCltmj6j7Vhd1Bpk/vTfccAP+/d//HW9729sAALfccgte9KIX4atf/apySC3TPKr79uHAV78KZ3DIb7S7YQPfcyhcvxEv/JEDv1HvutgqVmAD1mGmOIQCyurITziM5CdJbZxwpAdRWniJ/tGXMynyelPJLBv08ka98JJ6pesjWmQf/SQofb9kSiO1bJgm905HP1qm8rH+Zf9cDSkBIGC8shnMJBO2r+LbCwOQejsh9agKqbkhgtaO1gQRalnp86A2ZyhWD2lpANBTIYxhOjpOLUQo74AXlhrAaoPSkCbLaQ1O/Ro41kSerFlOaiBCl/HLw/tcRHG/IUr+/nxCLkuhbNBwtbTPmdeITbYlahQrdxLesy6bfC96g95cV7y8/LzNjbZpR5v3L+l0HDhwyIVLLly4cMjxwuTCgRuGo5eAQw4ECTjkRlfLkxeWC4cEBLlwLRGW8cICwvKmh7u2HyeBpbOWYc3cNSCbICx4DocVODAAbC8My/+kk/QbEH7wo7xo5z3vbz1q1ggMzJuDgXnzJ/05MxMns+O0detWXHbZZWH84osvBhFh586dWLZsWUuMm+4M3XILDn7zhrrLCRAevuBaOLlejFNfCyxjFArnIV9dDuEOgmABZMMbhbDgfdtaINiKM5i8kYYHBRr8hpV3lc6X8NNsSOl+Ayu6+jJKWsKVKGp8StusyvYoPw5ymhIP/Fg9nTR9pPitcm5Snm6DXkY/nb5TEOMCIyjhkDWMQzSCQzSCw5Z3rRJPjawbCmfghv9CapAwHYLQv0Pkv9eEdOXtTJJH/G2PaVLl4rKQtlKXDIbfqVKjbFS/MKYHZcJVNXpPpBYMuvi87bANn2G99zG8mHpA/XStTiGiFUBht2WoQ4AE0Dc6jkKlGp2bheAqwvrkVEAosvLGScF6WUXen/LuCgcuHLjC9aard8h60/0AHpykuogs/NWnvoC5R3XorsZMIpkdp2q1ip6eHiUtn8+jUqk03SjGY+ZLXgoA3oiTMiwkTV/zk6TFPwCA84Z247fbVk+6zc3FOys9ern+CgsvbkHAtUqo5MZAIliZ4fpX73mEZQ1hK7j6Tobt/3gFE68sv/FuCQDkjUwEaV5DXfhuiwAVCUDR70VG6Dh4ToT3o+C164PT4imcHw7/9HiQt/xUUOQERO+6+mMqpJCeE/+JdZW4A6Bq+HEWgNKaSK47LpNcd2199ciqC4hbVbeQzpuQGwFhbqxk2GAQkZQqI8K3QUBgJggD6MewXcGwVVabIgRZY9TwIK32zvQTGcaD1O+H5MNg0zyU6UK8m6odHCk46Nu2pW31dx1EsCzvN53In6ZHflwJW97LlyOLMDBvAfpmzWr3HTANQEI/oSoBy7Jw6aWXoliMpp389Kc/xfOe9zzMmDEjTPvhD3/YfCubyODgIGbNmoUjR45g5syZ7TanpQghsOOJQ3jg1m3Y8/Sgtx25K/wlOl5Y+OFOppeAZQXLGyGHfwo4gBKN486Zv2+3eQzDMJ2P8DqNZCYaB4CKbfmjS2m/IwLJ2fERHmOC4l8lKNNHYTLbkTQSlD6qZFRmGl0yCWSup8F7TWnamUbVAIH8kQOwx0YSy7kgb5MBEFyy4MKCS15YKGl+OqKrIMsvZ0t5kQ6hxKWwX9bxOxVd+OXJVnRE+uU08svpeoPuVe9+wu5YUrtqBYXdsLF870FOW08/lf/8/87Gn61d0G4z6qIe3yDziNMVV1wRS/vLv/zL+q1jJg0iwrJnzcWyZ82tKes5VKoz5b08B8yVwp6M8PdL0Mr4shBSnq5HkhWuX7ccF0Jx7Hof3oeeHcMxm8eQx52teHAMM01YWJmHoyr6bkimxkBCmrFtFkwISigr4mmBNAmKlTSfyyRPe5XKS+kilCJDG5RUmbAdaa5LSFpkmSDktWFJq0OVNdojI9RRZgAQQp1+FuXF7RTS+yE/D70uOe7C1cZa5as8wimUkdAwTwiI8pMQzqAkLeDNinD8j4gbTttCWJ90vEBwbIAQfm5wnIAUDvX6mwMp6f6a31Cnny+CpxKN3UbOhjnOzeB0LP99sgF4x0p0L9HIvf93500Pkf6MKfqKIy0uyxFQtW08tWIhSsV8+PeCQE4PK19dIvq7J3VUNgg5o6tRHT5ByZPzw7D/tRvMdInWHsJfRwklTvJLqPLhbBkADxSqGK9zG4M3fO2PuOld5+PkZbPrK9glZB5xmipMlxGnbdu24Sc/+UkYl9/maKtyUTMvq/xE9NWTxjBM81jhzMcLKqe02wyGaTrecRNq81JxEqURGy0nHK1R3URJXujp8bD3f63yCTJpZUOHL7m8d2tJ95B2/0ll6ywfu4csdah3maV87Lko+Zo9prpSn0F6eb2sXTgZlFuo3YeKVCTu+NQIZy1fK27SUYXAYIIffIRcfHlmqaEZpF+74kxcdHx3bFPekhEnpntwXRff+MY34Djd3SPEMExr2YF9+E/7VwBq/y5SwqKqeKq+ZD9RY838WjUm5pPZiiRblQ0HSKtDqLJSFR5Cs5Q02wO94fQeszUkokzd9lhdkSrV1jCFYvkUbgATxeVS8V3wzM8s6enH5bK9e6b3JOkzoeekvp8pdYYxocvVtiZrnRMtb7I5/RnL72eNOmNbuKfpzfa3VOtzQU14ThN+xrH321yi9mc0qc6RWErzPxdp37gJderfQYY6nxh3saXsavmEpwoV9GibGAlNKp7msaCXMDw8DMuy0Nc3dTYq4xGnKcrdd9+Nm2++ud1mMHUSnywjpROMeUb5+JZRCiQoHJ435svpMVW1NhjWvpx5HjjDMAzDTFsuvfRSrF+/vt1mJMIjTgzOPfdcnHvuue02Y1rwvSe+h4/9/mPtNqMuztgwG+s2z8okOys/H89e/CoUrT6tN90/t6VOxyhth0BzurmcqWySu5g2PzytfJY6k3SGZUlPT6/TVPdEntFEy9e2N+HZ6UMuE6iznrKm8llsblqd1Mj9Nvr5NJeY+DOWprkZpiypOlM6e+R8ASWuapXKUjQNSuhy/tCgKwDHX+8UdBLJmmRrTZOtlDQKV1BJ+bp9JjuUpxRdjTuT6nYqT0bTqdYFMj/1xHQ/j2E6ial03is7TtOYYA54eJXDCVdXuEpZV7jRj0ktGQElHqTJ8WAAtJZM6jWwQSC1jAtVJtFOaS62Gxw0LMWJCG9Z9xaMVcdQdasQEHCEd0aF4/pXEb8K4ck5rgMXriIfypaH4Rx+Bq5T9nYM6p2Nau9sCMDLdxN0ClWPzjOLRzF7OA/bkabnCH36kYdlE4r2DNhkN+VzlzxdYIr+2id5RhJDNIbDNKKI645TcN6JK7wDIr3PsCP9bUh5cL3NXsJ4FAZB+QxHdZrS4o1bNV1tsCmSfiNXntMgIMKGalAwkI07iiarNF2KvFomssG/3xQH1uhAURAR/gLyJJcpwVGhUIGxnGxfkp40WSBYeE6RlNaJEdNHaiC5sU1qkIwGIFgwn1BJus5Y2hT9+2eYViAAwAKEv8uf8Ld8EIRRIowHux+C4PgyDqwwzQXBFUHYS3eUtChd1uH6erww4ApNZ0w3oVjIY/cGC/NWDWPNgv72PrcmwFP1phk/feqn+OjdH8W4Mz7pdc8cm485Y4sBSDNxhT6zXpuHr8kEyKfZR/OXVU2eLj0NWp1q2VBSqVNeY6CtHhByvmyTZJtQNIe2K/VrZeXnEDs6VqjaTM8w9mx822vaoT8HP9wjcuiBDQuWtyW8sPzDdy3vEF0QLEFhOMgjIIwTLNh+HVFadA31+GWCF8E/9DfQT/Dlocr4aWEeSelCindYA62MKv6r+Fs41BmHQDIM06Eo5zlCC0c9EdFeilJeTF6SU3o34nVQrI64vLrFudasNKXpeiSStkuPBzPWAxi30kfmesx1eV0XFG25DgtOuLW67HioW7Q7wrtW4W2z7sCCQxYc2KjAu1bJRlW55lCBjQrlUCEbDuXgkA2HvDwXVld0Ptx91fOwZFZvu82I0dKpet/85jcxf/58vOhFLwIAvP/978eXv/xlnHDCCfjOd76DlStXNmY1MykMlgfb4jQVqj149YNXwRY8yDlVEfAO13UAtPdYbKFd4wQupQXvtyYM+3E1LG3rSvGy+oHJgeNWW2/k3C62FmLIjrbcN42vgPSU+H0q4xsJU3nMo0zxevWRHn3ESR1ZYhim5UgbeqT93WXtDW95r7kQgNC2eZccmHDcU3dQhJQnXZIcpVyljIVPPga7UoEb9leSv8V3dC3ncjjQM4CcqCInHORFtVl32hE4sFClnOeE+c7Vxv5j8Ic5Z7fbNADAsxYPoDffnJkr7aTuEafjjjsOX/jCF/C85z0Pd999Ny6++GJ8+tOfxs9+9jPkcjk+AHcCCMeBcBzvi8V1wy8d4V+DdCUuBIQbnVmRpdxQaRAVpwLhOt5ZSXABV3hxCM8OqYwQrl+HF4brpwkB163CcR0I14Xwp5l5YTcs5woXwnHx9IbFGB3p8fUENy01zQQgnApQGkbU50SxsCcq/YAY8r20YJ5O8COjl5d1mK8mvUhKo6kzh5eZGkzUQTTJyg5i+FfgDWmGcfJbPsa/TpL/eskrF/wJkSSv6fSQ9Qb5pNQPrf6wnGSrbBOkKW5pjqPiRGrrVdKnGcadVQFgnzWIHdYB+BObIU1O9q4khbU8XZadV2ZaIwT6tjwOe3y03ZZ0HHOWLscr/uXfvO896TuR/BkYRNIsFOV7mKRwJB+mdcHoVj3U4xvU7Tj19fVhw4YNWLFiBT7wgQ9g165duOGGG/Doo4/iuc99Lvbt2zch41tNpzpO5e078NTFF7fbDKYJKE0yuYcQFB6yF6Sp+XF5Ly17mWjNgeQgKvnQ4vXJRzLmMvqJ6mGzlyR9E5QX/j0Hz8X1v/2DdBC8aRNW8KwsuJbl9zxa/ss/Bd4/8V74+fBPlvees+3pJQuwvHLwZQTZYRiWN2lQkOdKCAqmTEQ6vfsJ0klysi0QIZQj//0l4d0z+SfVk1+e5Ocj/LEtfy2N8kRlR0JojgJpDgbk8l5akKq+y4Rg4wNPb5Qm/4TquuUjWEkKkJ4Wq1P+kc8mKxRZStWJ8LkGf23kT+f0p3+S5V9JzfPfJ6Jgmqil5FkZO1C+W/gdhqzJH/1npiBBBymCK/ypaf5ojh8mEYzuyPKyrAj1KdPzlDIw5wV2yHW7LqxqJUz3TPH/UokQmuN/68idnd4okRoWQvpNCm4NBNd1IKqu/x1P/u9E9PsYxIN8AEo8Ho5+16Ky0HR7U/SCcDi6NeF6VF3Bb74rhYWmF5Iu/X73F+ehbBUn8OFqDS9atwT/95Uno7/YGbOQWjpVr7+/HwcOHMCKFSvwv//7v7jyyisBAD09PRgbG2vMYgZwptaQsUzckYj+2AFC1SK4FsHNF0G9c+D4DV7H8hu8FvlXQJDtyVpew9Yl8tL9hq1r+Y3i4EpRA1r4c4zhN5xB8Bu5USPW70pB0Lglyc4wXwi/YQuv8erLyLLKySikpfkt27BxHD4faa0RSeWDdIK6poq0NVKhFkt64tGud+F6L5LLqCuhYlcylZNsMpZCaG8kqZZVNMg9WbFQ0CtGWr4mQXE7zM8xui+9aZ21wTsRso5M6DJ675Zp2lySnlQZyRMx1VXL3jSZLPaYR3Nq31O99oiEeuM1mMaZfFJGmeR48vNW/52BHgyBHSemCYS/WxGmHvG6esmbxB/Ky/G4syhmHzO9+fnDu/DsY+fj1WetaLcpdVO34/T85z8fb37zm3Haaadh48aNuOyyywAAjz76KFatWtVs+6YNhZUrcdx996K8Ywfc4WG4Q0NwBofgDg/BGRqGOzQIZ2gI7tAwnKFBuEPDGB4jPN53Liqi4E2L8xvMQe9FeJXD0hVBjwZFPd5h7w9pumRnJy2Ngv5lKxoJydAgtQA8f2YOPdb0/XLdZu3HM9Z+rQGmNcPIC0XNO3OzLEtDW21smmpU5ZKahYJM0sl1NWZPegNZsQcIHYJa9kykMZ4kY5Scvh9rhmGmMU44As8wEaetmI0XnLC43WY0RN2O0+c//3l86EMfwrZt23DjjTdi3rx5AID77rsPr33ta5tu4HTCmjEDPccem1l+w927sPebj7fQosnDBTDkCNgUje8AUXiqzac18Yfckzhs8RxthmGYySZatCD/1mgTTUVCuixv0KOuyQ3qSqonrl/E6pV1y3r138lI3qzfpFu2VysrzDKKDVJJAcIq4WIV9miypnr0PLNONa7bkGRbkk4RyYsUPZSux2ifSLdNmPJIty/BHiF31JmeewCZ7QvVePlVAMOWiNWth7O8Hz9+5/mY1Zv3YlK7jYjQ19eHYrHzpg3WC29H3sW4joutjx1Eeayq7uopzScOvwyib774DqACkD8G8fx4GSEpF4a/cKO+8ItJJMqG8pK9ACDc6FtNuP7XgeuvxRACcCVx4QKup5dc15MX/uYWri8/PgRsuxcYPwwhLNDAEqA4G6GrFv6wkf8to075UmTkLcrlH02hThuL5OT8KO/g+F7swUHIItJ8NygB9XdNTVB+i8h7KJrjGRQRoYT/L0WrXsz6fHNjYcPIjTTlyvxFXHsURy+dPD5kTmlcXh1Ja8SWeuVTbYmbEktNkjdPiDM/cwGBqqiEZ7HFoPg9muUydHTon+lGdDAMwzBdQT6fxzvf+U7Mnj273abEaOkaJwD47W9/iy996UvYvHkzvv/972Pp0qX4z//8T6xevRoXXHBBQ0Yz9WPZFlatm99uM7qL/5+99w6046juxz9ndu99T096T7IsybItyQ0HsDG2KTYOJWAIJQQwECAOPf7lm/ClJLQv1SRAwJCQQgt8AwZTQhy+DhCSAKHHYJtqbDDENu5gNUuy9PTqvbtzfn9MOzO79757pdck3SPtm5nTZrbc3XOmnGEGrv0E8JU3AENTwOrVwO/+HfCAZ3YRsY6eddBCtELYCIMm9Q6oc+Q0R7KsnQ7Ja/k0Y+sb34hNW7fb+eo2WLWb5uDXYrm8SckGIQg8MW8kn8gGej1PvawCVAaiDFAZQBlIhXxEU3mge1xm9A6gJ9hJ+/DFoR/Nu163l5YPhAC3b5ZZB9hGCTnua2aIug6E4FrP5dpQNw7ZoeLUut4EJlRdtKinoYOykDfOe4e+04FPNoABDGAA8wp+LXKHdPXq1Wg2m0vTuHmEvh2nf/3Xf8Xzn/98PPe5z8W1116L2dlZAMC+ffvwzne+E1/60pfmvZEDOHyg3N/CxNVbwbMmFLpzQFgHJ8KPcFknQzomxgFJnJbIiUn06EDnsgAmdwOtUQD/AM6HgdZq4HME/tdr4jqc8xPC/iw4NE+6EM2TFqeuIwW0H31lhEdFhHGGcWDDICdXeNzoKkd6Er3gGFfREa9LY19vjYzA37zq7gW5LkyMssuDXevaHoCzsUg/nSMDOm3gWXuROUpqCsIP7VUv12br9ALVyWGh2KG+WlI9nvpqS6ensHqO86K3r01dE0S3a9SlzvrNXQX/QdRZuY+e1q3zYm69DMINR/0W3NpsjrirU8xCZDuIW1ed1sZIdRlZr4ccD0WPQFpv1Go3E4NM9D/fbURGj1nqLaZjkktslFQxuh6iqBo6RToA9/b1/Yvk0DaqqiuT29Bd+XezDxlOLi/5ld9Kwsk6HhfrysTMUqYfNAiimSk85n4b8IwHbcKw3YeJKASeOtKg76l6Z599Nl75ylfiBS94AUZHR3H99dfj5JNPxk9+8hM86UlPwvbt2xeqrfMCh9NUveUIe7dvw/e/8Fm0pqeNA2LfTGzn322Y2oTNU6csdTMHkIBmsweXhobmEuzLNuUSbGmSL+Bt2cvHZc0aLHRFfEKXq9PI19WvwbB7hLl/LFwUljvcHPqg8wZmjj0RemgY9msIH9wlfCEH09oOFpgB1iCtoxSazTRfrbukDOjSpgKf6CK3x56pMKm/kvFwWN5ZlmYvOjpxcsAwonN8XciTOOFP9XDCL/m4hj8d5KwJvV+nu7aNsRPTrX31euZon/ACqm3sprem/XXXpu6ae3K6Wilto+sgItMWIqyemsX68WnvfBinSNaYhvSuowftLgw3BJ93hkQdsuyvrKSLcN/wfBD1V+n+Vy3b69sm6wt8kaMmy93aLtsW6apve/Xaxdex37bvWnMM/s/H3441I4f+qFEKCzpV76abbsKjHvWoCn716tXYu3dvv+oGsEDAWqPYudP0UuQ5SIU+5Iqv7PeAQJR6PvlSr+Hza6oY+MU3voIbvvW1ju26S63AvaNnoqGGQG4/FLi9UlRt3vR9KN87Esv1pkPKo18dR4BRqiiDokNjR2/jKGnhNGnvPHHiPLEZcox5e5Sr5K3zb+Qg6CKflEN7XS+mHG1ChHd2j9dhbQzeZ/EWF+tkzJYtjBf7xRWi+jR6jlOeKs6bUa5OFcohYqalEcXi7iPscfZjTAxnDATZIBflvS7TGlMHJzJcI8NCn+NnoasGiADKwCoT574AwLZ5TCAGSNs0yhNI21Q8JMrLme0QFAd91cPpZ1FmKA2vU2mj0+izOFA4exbGPixfRENoHBOE2WpvQSzrTdWIJnlZ8AacLM/NG3ST/165/cyEHl+WvEKPoHfjJRjHmri0qa4puzzPQY/lY/P4MIYF+7ENYN7hTkBvewlwyolL3ZIlhb4dp40bN+KWW26phB7/7ne/i5NPPnm+2jWAgwDWGrc//RmYvemmRa97VBHOWLMKhXXUZI+QM2xK/BoF1fR0yB4Sn4foRQl5byT5HpFEl5QTemvlZK9SQndybiNSzhrG+SKzIsRtUhqtNwKB/LC6CpuYSrzPOyfNytU6b9K5Ew5kJ6fPppDyXeU6OZvScezmvHZzWKtySOsVcr3spWR4rZN3RFgWc8M3t12OXTNbbUl6CO7eSeepSq8c9nfrzGH3D5Sj2XwwsuzY6HfjPCH2eYTfKlTMu0Rr3LyrSRogDSY7eunLpclbnMenZZf3+LKDPlM2XpBthHcOwyTNZQVMILZrGtn+ztxGy4Jm9nZTSSrplh8EsErSqr5aGpTBswJxZo4j7QefOFVgDeesAbGzJctwDp1ZlGtTUzbOZnDkAKPT63a83lFO6vR5w+sc1EiWnMPLoU6LI7JtIikDL0Nkz4HsmId9F8Gn5LMAEI24i+lylOIINTipL+BIyPg6RX0E2Cl4FOFAdfXW8/l3rFsHpCSPpUd6Xf0qnD8pewqyLqHX5a1uStrkdQMw8/hinJEjPxVx9JSTsPYId5qAA3Cc/uiP/gh/+qd/io997GMgImzduhXXXHMNXvOa1+Diiy9eiDYO4ACAsqUZPcg1Y/Oe/XMzDgCA7HcFWps3oFy1AswMbTt+Nbk+ULYjEOydOy3kNZzTJ0Y0KPBoWwuD7W7njPAZNDiAUSLUq6Vu35Z4Dng4rFPKgkc6zTVpmpcjIp1GC+ucPumIKecoJE6kee/P4XxaXUrK+w91qk84hn2MeqLLeVTbY8oNNYSjmhs7jnzumd2GifYeMNpzPmc92+ld+LZnN+DeNfdGLFFHByA6KAKtwscQzpWbZ08+Hzl4RGAOBouvxMsKgwl+bAORwRXhDaebhuKNGecA+s4Cq9/Xl+hjISueaRJtc21XtmPAheGAwfhy9XAOL0X/4J9yt9G1iqiISrGGajkBYuMIuvtV5VhS8LF27HVmdtOUgtPOIDDbPQlZ2XtunDG2jp6RU8HRg3PaAMjrJCOqul42iCfDOniKzUH2PhMrKCbklNnRQYsDgVghsyl557EDUAambNndh0UFApQyxr9SBJV1z8uyl7P5k85chwf81qalPqMBHOLQ9xonZsY73/lOXHLJJZiaMnvODA0N4TWveQ3e/va3L0gj5xMOpTVOzAyUJVhrk5Ya0CW4LAGtwUVpywm+LIGyRLl3L7jdBrdaJpVHy+VbId9qmbLN61bIc6sNnp0V5VaU11Yv2p2NtwF0h2Pe8HqsfeELO9Kv/fK/4xdXfgPaPhNaa7Aubap9GtFKhwt8A1gcYNtLZwb/CGxX5no8wUx/s9PYnI3GHg/cJz8DDxt6DDKq7+NqcwuTmICfJkhhyqCYbGidY4fXtqwjPk12vVlUNvwuX5LG5HCBkjSYjGykh4K8CUChfd5x6SQfZE2+hLZ57fHVeli01LQrrifmT2VlPZ5C6bVI2i31yOtMNXT4uWzLF9g4AM7oV8IBUHYESJZTusM5x6AT3TsUdTw1Zc/LChlnyDmvd/LmCUqUKFSBggqUKuRdyvZe+um3Mg9EvzlJq5TdtNE6Oefw21E6YiUcsgykTRodOkfGuc0bXMY5Mp17WuZ4LC7nBjLdMHib+tkJAEKPh3AQRTk4mTEOQsNyhomM8W+bEHVCRYNPIDlAFUZlLMLhAl1cOa8npnfSDaGb5tAd6nZF6qjbtWEu3RDtnku3aAYUEc7esgbPfshmrBw6oMDcyxL68Q0OeB+nVquFW265BRMTEzjttNOwatWqA2rsYsNycpymfvxj3Pnc5y1pGwawPKDIgG8+fBT7RpWI+sNRfnT7UchbjaVu6rxCqTRKxSiVhlZs84wy05W8Vu56mBE542zYkTWbdsprZUfiFIwhrGCNYkC7fEQz+Yhm69MkZJxugsBj3ozm/7XjmXj6nsfOj7IBLDqUzhWdy0ETzljg1zUOWozXXfRJ51In+dTRdc5f7Jh2doqr9cztFHunvF+n2I19u1Eb7abuiTIc3jl9As/OEaHgxHUacRvAwUHqUHEy+uqdLgicFXW9RQjTen1q9XJCi0YfHY1hZlW42Q9kZ0yAMKWAWVul5no9SPRV6mT4vD9lL4uIH5HeWKZuA2EZxLezfomP9cu279MrMIWFDeLwjVf/Fk5Zf2jY/nPBgu/jBADNZhOnnXbagYoPAED77oUJNTyAQw/yEnj8ld2nOLaySdy7chiayByKfL4Ued0lX/bAIyMXLTRkWiHTANDD1FJmKGYozchEnjgsOjfz7w27xPtJWlxDt7qlDghdTg4VuqwjoZsqYeb1J32zzKF3UPDLq062AuL/xG0rvg8is77DzDlXVl5BkQ13K4OfyHV1fn49xevr/Nx+sntr2alLFg9SNhhD2O/LTV9zdMfj5sGz1yl57V5gUg6m7W59gWun1yHW1fkpc7Z95uII3e7K+alygS71uicg9DQ7HieSTMcTf8N4QOh5DYYKR3lJC1MUq6uZWDwjYRplyqci7U5dFq5ETRvi2mrrlHyUtr6Or6qrW53ddfXKJ3g6XMf+6kwlTDj+NpVoo0AbJdrk0oAb+FZ9gnnB2YIbcTtANZj/y3/0POtb7vDF2dOxh0cWTP/uiRZOWb9g6pct9OQ4PeMZz+hZ4ec+97kDbsyRBquf+lQ0Tz7FOFDKGDZmg1GbV5kxSixe5v0bxRqFPrqdi4bHgI8E1BOeK7o83tXTlz6ENqGmnq74OnoHfbtvA37+BWBm3FyXzeeAN54FjKz1MqyNDEe6YPH2Q8uwdPi2sDgfZuDLt38FU+1JO68dcIufQx5mTjyRnRuf4K3hJeUhej7tbHm7wsEYsyrB2hn0fj1PtL6BCA077UJxsp7GGY0cykCaBxgKv1rbxHQjjHxJU8RN9GOB46jM0ToWaXSFqSt15ibEVJZQRzT/IALq8FWl2qzRRx1YaxRRB3zX+ilK6uVTubr2dj5nt98GJ/i6bG3bIA3RTqwHaq7YHxYG00EHMIABDGCp4T2//xCMjI6ZLzxRNG0vygPV6YSiHOWt7jUjTawfHVqS81pq6MlxWr169UK344iFFQ84HSsecPpSN6MCP/iP23Hnz3YJP8Yatc42Aic+Dse83g+L5YKTYmWAWt6Mbc8qh156CF6zZ0oB6C3A2GOAMQIoB2YB3AnPCyS9V5SUu+R9ajMbVp3TnU8QqnzUud7E3p6zfT3wV/Bdzzv8naJp3D72PQxg+cKB9OAOYAADWEbAQPXta78S4kMS3tWdvyJUeaMneiv6ql+OQgETmevckx0xkjfWFXewhHIlqpyXowgX1tmQZ2E3Cp7IcaqnhzL3ze/aXNP+qGzbZJ0PN40QHcvig00k6OZaVcuSHzABT0L1zBQ13fFX6AR8+efbwbwjaX5iQIBqvimJEVNnXVjUnz3+/th01MKNai1HOOA1TocqLKc1TssRWGvoqSl88q3XYmp/0ZEvA5CROXIAGZHIAzkBGSjhAXKiRJYEv8OnP9IBLBYwGLepHRin6Qjn8xSw4a805jkpx/J1HOmoVm29HaQ71ktVnYtSb43OjvWKx1y+huMRtxocCxwJfE3bOt0HrvztnaczV12tc99/UKdr1FlHxDN4XQxgAAMYwJLAbozh7y/+M2TZ0mwzMV+wKGucBrB0wFqDZ2agp6fNMTkFnp4K5alplJNT4MkZ6KlZ6KkW9EwberYNninArRLcZnBbg0uAC8Bs96BAyIGsid9qrEQ5NApSDaisAcoaUCoHZQ2QyjuGRp7X82SG1gXA2pc9TRiQkQnMEQfEn3hUS/yt6rZ/OTblOBapmo+VNQoBXzUE4/PoRA88VKmvs04EnUS1RrnpZWKY6WuMuNdJYQwrw/mS6b3zeqUx74x429Um98MCxEJaIeN6xFwvYmi3y4f2xO2LF+C6UNbsKiCzADi+JkkYdILXS7In051Dcl3lTNX0GnbEcY98fUDaR3yoQ3gmO6Wd8u7i1l9JFpNJq2mij2Gnh3LEV+fm+emHxJF8p/aZ/Ztq6me2bXR1akSbBtihefY0lyLweh6zm63bmDmma/ub0/b9yUmdtg7L63fA5bg+TuUYAEl9EuKebM5y6LwJbjTAeQM6ayAeLo9HMbh2hCIo7EofdLYNYABLAhtGm1DqyPr9HZDjdMUVV+Czn/0s7rrrLrRarYh27bXXzkvDjiSYvv567P/Wt6CnpsDW8dFTzhGaAk9NC6fI8DR/43eQrfsNUNYE8iGTZkOgfAjIVoJUB4+5AVBjaQww1m1w2QLrFiDy5mgbfNmC5jagW2CU5tvcnjSH3ZsIeRPIh8G5nV/rP7wIZWb4kM9gePvb0lnIAYLHOhRm9bUQIuG4OJ0ga3hZPqlPGUdivLUfM3rGyzo5FzMK1rgJezJZU4WiVUPm3NiZU2wMJkcDeQPKh7j1k5GD6QMIcyc698Tso9gkkjLsPAPrkHld3qFyrXbXiwSual5WTePgzNW1gZyxm9qtNbr931rnJzGPazwZf67yOWDpyMlGyF+UvxjVxnXDdfCmKKWxwNfIkszX8dubJstSFyXtSOuv1dkBV2nLAOYdOl3XhbjeDIDzhj903gDnTZF3R46l2uh4AHOA7HTwv0/5kgx5Sl883CFfx2/rmW6WmBouLAuL76dI01DtNXy98ByzciMetOHBPiiO6+BVyqwLNut1Ak2J6YVKKZ9Pjzp8r7jDmRcw2xEtRkf6coK+Haf3ve99eNOb3oQXvehF+Ld/+ze8+MUvxq233oof/vCHeOlLX7oQbTzsYeub3oTWLbcCAO5eswo3H7vWblJqoUFAMwevHgUwCoLCU055MnJ1aIWmJtUAqQaAlUvdlEWDDUt8qsa5cS4WTCo+nDJ4A5iTDxp7HTWfuno9XPNxg3N0Uj3h4ytpoSe8RsZ+2Fn0/HMtb2h3+Li6UUMWXO4DXKX50QhGBed5qaZuFrJSv2u71MVBGtJZ5hp5X2esJ70GkeNYuXcd9IvrHsm78+KUU7Z9Lt76+1RXZ/dnNH7GKjSuOU9/bZ1EgGiqpOWR9F54KvQIL97hNZ0RndsU5HKdY3V7dVACSSfARcEkArsIhh5nArxAKd+Rwjb4kBnsUX5PMY7kIHTasrLlrI/RHWZQaQ5lU3disXMeLk59Z0C1PkppqT6Lo4pshxsG+8qhQOOE37GTGEl3mNBJJHlNeUUzR6bi0TVymsi20K6H8dFfLM0NpvkAPmKEzUWMVK6TzPK5KJeKhIy9n0qRqNfpl3XZiJ3K0YN8xWiWToir15WVdUyyHCNrNoIy5c+DlD0bJfTAblYrjXTlAhPEjg75NlkeIdvIGkEWiK6hOxd3DSUunAtE/ZKvdzpAvs8gkknaMXc7jyxn5FCCvtc43e9+98Of//mf48ILL8To6Ciuv/56nHzyyXjLW96CPXv24AMf+MBCtXVeYDmucZr4znew/+vfAJcFrt3xK9w0vntOmTXNDTiquTG8dAGI1zHkS1YutvQvS8Q0GbbXyye6Iz21+KCnQiOKsD4VH4X6ts+lp8obdFfl4zqTuju0XYYwpo76MaeeOv66a6AGPbUDGMC8gbZTz9j/C3lQPd45Nlo4xAwC8TBAYoqoTaVT5Y4ZzOJXajsaaEBBoYT2+zqVdrPh0m4u7PHQ/p/fA4ptjmK8eO0uLjChyU1xDKGhbV4PoeFx5rzTqcKiv8C7G/JaukKE8ylHOACV6bRpWpvnHvkEfwlgb9mXuTSAARwcOFstdfAA69wmzph04GgOOqTDFjuSnRzA1RtG8NgX3f+QX89UBwu6Ae7IyAj+53/+ByeccAI2bNiAr33tazjzzDPxy1/+Eg972MOwe/fcRv9SwnJ0nCSw1tj967tQFgVm2wUu/8FduO5Xe+16Hw2tTW+stmGytdZgbTcOdDTPo6FLRlmWyFhDcYlMa5OHRq5LsxcOl8iYkbHjM0cWpWzzpc8rGNlAMymxRgYGOV2w/Gz23iGYPDFDubzlMWnga3IbGQze7Zkjv3yVTeQomVxgXwCBLj+OYd2Lp9fp8DxijQ1JOlV1gOK1QFE9Ne0hhXh9kJMzPXVyDxomtx+PVaBE3u3w4nrDJJ9/I0pHFTY6UHDlWDij7s1N9g0aOdWiTTGuWnfqIEZSou463Z2d1diRD5e4Ey3VH0vUtd07tDXOtv+g1bjDqNPTZ2dDtTPjAK+B6xGu4GuuSeU+kXXkyfRGu38uX4MbOP4GLm9ehQk1syh1ZayQQRxJOY/KGTJWyDvwZpwZmRr6CA9hGI3o+T2S4MbpEjfNDsLtD+DIhRde8ptYddTwUjdj3mFBg0Ns3LgRe/bswQknnIAtW7bge9/7Hs4880zcfvvt6NMHG0ANkFI4evMJePMXbsBP7toLzcMoh49BaR2ikhllaVMNaGaUOtAKkWcGcGjN5usLchQ4isexAfuwAfdind6HddiHo3kcDV0gZw2lS+SskWnhBJLNwzhnmXPuoEHM+A11N0YxHfV+QuS9s1ZLS/CA94Q66buLHoLv5H8KTfU/R6pJ5cQQos58OCg+qtCZ3eatLPCclAFQcHLJ88D5IDXywZ3jVBcAonjiTNBBPl9/DgzhDvp63fVL+aWecI3ZamDrxEq98PgALM6TBH9ovNMfUOxb6C6c6wggmHACBLM2zjvSor1GKUetCleKxQlyXBsFXGiMOyvXjhBdM+AQ5epGA6LpkHV7dHXQ0W2Eoef6HI1iSn86pUZTqtZQI2fvQz9O05ZyHY7TRyWOT9bB8ak6O0eqI5OCX3eJzqNMtc9ANGpVTyuZMT4zgaFWSyh37wtGPH/Pvf84LrtGVHCV7rx5kg3v535lw/slyEbheSp8QH700Rh5yIPhO6FIvFlcx4548YaOmoDzHUOpbFLuypPo7ygbkFVZ8cGMZEN/VCwbvULTzqm4vmganseL6+OvU+CryEbtiK8toUY2aUvajogn/RzYaza2bsVh6TT1C307Tueffz6++MUv4uyzz8aLX/xivPKVr8QVV1yBH/3oR31tlDuAzjBbaHzu2rsx3S4jvIJGQ4QRqBqR7oYKw1MYhHX8SHCx3rhc1dFBb/xOiPTW1VOtq75tLm3oAivKFoaLFobLFobKFlYUBahsYLJcjXY5YpwgxEqOHT0eq4ZXRzjTpjA6lEHjx2jXjFQRQtACi4945HoGEbGO5NnFZx5GlghH0Z2isV0Mu66GYNXQk3ocRlck63X6VFzITjr7o9W3MzoHqpMLmFimej691BfpHNidA1hCUPv3YNO2cbi1WsFg5QinYTrFouh7zBgfJuxeaUb6WNLc084MpTWG2hpD7RIrZ0uMzrSFx2DeCsQaMvIfubqcTjYzCUL0PivrovFxaHfAO5z2+sO5aZCuyhKX1l43NBJt6JguMBCA+y94LXUVCwtZHJTiRLlCE/RaGgVj2c8CSGhydkAtTSkc9bQLsfYFZyzWlRnAAJYE+p6qZ6aLaeS5MdEvv/xyXH311Tj11FPxx3/8x2g2mwvS0PmC5T5Vz8Gv9kzh5h37zWgSA9MT47jhG1egbLfmFh7AAAYwgIMB15sse71rcGCI3nbZyy5ozqit6JL4OfK+DsS4TngWdCT5KDhIop/q3P20TteJYepxo1peDdXJw0a8FPqoATRGAd1GOfk/YJ4VHQaIpuz6PAkXgQJtbHwtRqdWoxNoaBR5gSIv0M7baOcF2rbcytvQGcf6Ka63G40FvX8daSeSoPXbjg7XJqXV1lXTdqeIlAm6oUjZyGsGZ4IVZGaKKtmpqkpB2RQIMo7m+JQvOz0KRJngJWR22w8Fy0+EjDKTB3XEyaMWJ3SmuExlvevpUbfjzSjz5+pxSX3ufOp0K6hIvpe2yTrNdOJBD9kA6mFB1zgd6nCoOE4pjI+P4x//8R8xMTGx1E0ZwAAGMIAjBojSqY3VKS/RNBiJFzpiRH0+nSbTSV9aZjBQarDWNjVlaA2UyYgMVzJmnaRKzqkOhNPhN2ioa0sFZylU4QwpIS57/tiVjSImCnr6l6MtG+IAILItqR7nPNfhAOmEsc0nPMloORL59Ow7Xbf6iaG2TJ11zWQz+NWqX1V4BoDODlivOOuANbIGGsocucp9vqEaEa1bWcrlKq/y1ch6mQSfqWypL+0hDwviOO3atQuTk5M44YQTPO7nP/853vOe92BychIXXHAB/uAP/uDgWr4IcKg6ToAZ7fMhfZN0vnALpbucmsKdz3s+eHbW4BJDQpa70bqWxdQ3V+bEmPHlfAjZ6k2g1ZuhVm+GGjkaUW+y0122wcUUdHsaXEyBW9Ngl2/P2HQaXEyDyzaQEQomlCATUl4pkxKZkKxKAZky4VOVgsrMQUohy224WNvDSQohcAORCfjgplT4Iym760BcxbkPs/ugupDZssc82rgzmB0k8oDr5XcbE2uBC9OHNEzYXqYMmt0qMgVmBR47HvrYB4NVMwQ0sYdm9oFOWLvnHrbMMX+C96nDc8LnyoDnBVcNE/ckVYCqz0gtn8TLR5CA4VUNrBhtoDmcm2fS/lbc77vfo1+5AQxgAIc3rNT3IKfZ4Iwq8o6Zc/xYOWeNvKPonU2R1+Rohl/7vQLthE6ywaksXltdJZmYlNruWqgtn08tRdvNmkNESUsjFlEkA65kjRKlmbYKbeqN2g1xPnG+a6fAYQQE8o6WPFIHTOLr8jl1l62TW9VchUdvevQh58wtSHCIl7/85TjuuOPwN3/zNwCAnTt34pGPfCSOO+44nHLKKXjRi16Esizx/Oc//+BaP4CO4DZoO1Th6H+9Au077wSXJbgogbKw+QKwOC6TfFGCS8sr6aUWuIRucZ3yKGy95QSw72fgPdeBaQhqxWbQyhOgVm0CNcbMpsIEE2CjhyAbrEtwawI8Ow6e3W/TcfDMfmibetzsfjBrMCkwZWBS0Crz+bpUu7zqQvP4TPApQa/WoVVnmtGtIn2aMrDK45QyaJX7dM7NL+8BcOs8PFQCDuS7OL1iKyZW3zK/DZkDWrPAuJ2VNXBjBjCAg4BKRwD3RueYl5JyJCcDKET4uerjKKGk3LE+RzsQOWaoog3atQ2a66P/LS//gQA4A3txDG3n2IGMUwgIR9FP3ZT5GofSXkBtOygjmdpyqLNQjJ+fPI7dqxdu2QWD0dIttPTSLO04f/P5eO/5712SuhcDenacvve97+Gyyy7z5U9+8pNYu3YtrrvuOuR5jve85z344Ac/OHCclhh2Tu3Ef9z2H5gtzchOeOeKKQ4c5x0wQo+0nA4hdWg2vf+a7cgARGh0hqdzQte+Vz3g2fED0IrBDQbnRjdKAJrMmmXTfQXWALHFabIHTNeZJpAmgJsmz4FOjs6OJ+QjGiszUKPvBvE2NHWGlZxjpW5gJTcwwg2McIYR5BjhHCPIsMIew5SBVAYaXg3IABRdoKUZswzMMqOlwxiPuG1RvvLNtn/dp6ciw/X6Ip0pnTvU3QnHc/HZJ8ktKmdtF367heIlyOaJS0CneJNCFxEfcQnSJcAllNYAO3oB0kJWlwJXLV/1wOMwgVEsBSyV09RomY8p1RiEnVKwGLuVa5WSckwPPAy2S4I6PXlxyowwMsrBUJF88jcQva/kFCzJQ6Isp1hZmuMMRg7HZTjjycoJHUyMiWFg1+q4dbHu+F0bTf/q0P4opbl5e9Fd4e2i2/NGP3aG6dNOyvb+ysHtqMyG1wRtNFTvsDCZZ43MM2f2zBLbT7hTZbemzrQgHkAXZUeP5Gy5hp/sDXV518ZoMJ/JDPozoNjwKvvtUD5vaGnZ8apUhgmkgwwxQfny8nFvDidQ3tMBsiVyIWeb5YI6TksNp687fambsKDQs+O0fft2nHjiib78zW9+E894xjN8kIinPvWpuOSSS+a9gUcKtAqNN3/hZ/jsj359UHqGjvkimmuvnqdWCWBCrnPkummPBvJS5HXD5MtmyOsm8tLlhzxfswtfxhkIy29krQSw3x5V0CBoDBEwpIAmEYYJGFKEJgHDNh0iwrACmgQoIjQVoQlgdBn1/y00+Kkc/h+ScpjqUcEBSVlM0RC4kAodJOsN+M0osZfvQouKru0+nODs4iQ8YPYYxBHPYFP2qXclOOHxuA50P2UTNXXoxAi3veJen7asdfQO9dbQ2fe2d683eh6I/DOjZW+ze5ZcP43tk3HPLrwm4FfH5mg3KK7LZ1mgOErCuVB8npJfOLHMIay+c2rNtFN5rQOvq99ExQv3xji0bMUcrw50DkFB/JXiUIpSltcioUa0mN/p9Xn/7NXoks+l0DaAZQJuarkKU8xlGmgqxhGBlORTXkckbwNsSL5ILqIbmtdn6wh4kVJchpAjKSfqqKSCrryOoFO5oB+NJl70kHMwPDoarYs0G9tSNS+WHkic3J9wEPRicaFnx2lsbAx79+71a5x+8IMf4KKLLvJ0IsKsXb8ygP7hZ3fvPWinCQDaex6GEyY3YrQ9jJztRoecIdeZLdvUlqO8zpBxntD7jli/IGDmN2swmVST9jhNZQ0+wUV8ZeBTBldSCRb6tLIzqB2vTZlKI4MYr6kAK23mdZOTMzSgBFQr4MFYwUMY5RGMlSsxpkcwWo6YVyK5HjHzilQIG8+a3lNle0DNi1KxKxkKa6Bo52i3wxiUXAblXr52f9zQkyte4N58i2ySqP84GGKCg5NU0gfmzeKBeU7kP8BtU9vgDEfl66HUUUvdzMMStgD1Dzsl6QDmHdxMitRp8/QEK6MhVt06AVTzHqP0fedfpKYs8+alm9SLGn7B53molk4SH63xJb+OCXJTH8Fj1s0CfqPzKBy5yTMhrK2NeEKZanAhPDm8Dv89IfJNcufm223rJtt2HyRF8JKUq6GFjdsDjz8/cTkAd35WNuUXdZP5IEftdbPQ/fk7nHBsjNMkxBLefbsI+3bPWB3wbSB/3UPqrpFzOhu5wjHrV2IASwc9W8UPe9jD8L73vQ8f+chH8LnPfQ779+/H+eef7+k333wzNm/evCCNPBLgzE1r8OKHn4iPX3VHLT1TBGV/PIqAjAjK/tCUMnlFhLPHt+Cse05Y3MbPM/ieXhscwcwTzuDmQLs4Ce59FmY0iP2SRAdu9IGLPmgBFzkAdTxRPTEtxSuUyFAg5wLDPIVTi5sxzDMAMbarjWhTAwwbPAJmvMqn5MoUlc3OKUqUjXzb5Z28msVQ4zZ/Pdy1SDu66696N1gcFyiME4RA1umBqOxGrQBQGAGIRqgo8KULmEPejh+Qk9ViEbTLay9v5q9rT3c1OJy26e9eO47f2N6yU4CM20nMoWztLZMGvJsSlNKV5uBEO32el33vIwUrAMKCsI/ENzHZhU6yHL7qno+J0M4ytPIM7TxDO8uhlcFr5dbZkcUplKSgsyRYiiIwlNVnQzzbOr0R4drmseQNm9BTW+WPaLX8wlgRNL8eQYk8kS/Dv4uEYSrePd7YEzq9UYbq+YR2S7o4V3k/PKbKVc/hulgkPu7DTv9GWpgqWn1njayT464cz1njvKe8ap5nFshe+nmFulfeIdcTVNfFNYBDEdoALluX4fdefg5WDS2Pju0jDXqOqvfTn/4Uj33sYzE+Po6iKPDGN74Rb3/72z39+c9/PlauXIkPf/jDC9bY+YBDOapeL3DrtTvxlX+8YambMYAlAgZjcvQ2TK+8e8naQGUDSjeguAHSNm8P0s2k7F78C2T0LBD4iX/GIgxumlgrwsRQzMjK4O512vPI4cP6DVk2vIoDTjmHCtqujTBOlzFFjfupvH6AiL3zBeeg2bY6vDmnNjRa0JgFo4CmWWhqQ6OAphZKFAC5jblT416Y2l0dltTYh3AgYAxsIrPmEGZfGGd+Kw4YZ4QrVkl9zsmyeQXsWEOYGibrCAUHRzpFDnxPMRNAXHU6EqfLSTpHQHlHE1CsvJMWa6k6FlVHpU5GVXiVlOPUcbJ6WNTFsj7p5Fg5jvWZcyPxrLh84srJuhmiBvgRdO98STrTkq01GcAADjUowfgwZvG1VcB3X3c+hhuHVvS65QoLto/Trl27cNVVV2Hjxo0499xzI9p//ud/4rTTTsNJJ510YK1eJDjcHaf5hBCqGWZuue3mZzvPnLV9dCzup/f8FLftvR1aa5S6BDNQ6tIGhCihWaPUGpq1D6FcstlzpOTSpJIOG6JZa8PHbGlcm5ehmWVIaxO8woVstgEptGmzRsiHw0Ts09oMWWmYnnZy0+KEYeHK0uiTBgocpzcqlDAknAEiTB8OZg9Ery3sND3DL2VF77QwgoIuiupzukxLgGN4JdZhBdw0RWY33ZHj6ZA2AKzPk8EcrL1DTMg5RwM5GmyOnHM0OUeDG2hwjiZcvoGGNmvgFMK1cWev2JvSxni1PdxmhFLJqx+MvSi1fymm1fFHOJqbpxt/5/ZgMHd9AAM4AHDBiOpGqWVe4nRE4w74mJ85nqEQPokc10GGV+pK8z4aG3OlfVrqEW3UCR9zWH9nx9Br9VTkElwYkY/pHdvur0l83TrNGogP7lhHqivkq9eo17q6661re291zXUdersmna+FlHddV1f8yXl4yIlrMYCDh8EGuF1g4DgZYGaUmlEy2z0STVlbXKnDoVmmCDSB3zt7L179vaeL18UAlgswZzBd65nNm4N0jn+94w1YycMHphdmH40WCrSoQBslZqmNFgrMUhuzPm1jltqYSXAuFOyiAkduZtSr37XXn6sywpWt1RNPV5Ja52gDU6KzfhRCuNiIRw5q+OylljrNtZDOGnkckKQcZMFhPMPzR1O7AE7OGRzOi8XZSce+Wmuc72YAw9ZZh9dEaFMW6QiXhJNyyAQKVbkrPDEwYKPMSem0ohqhBMi3uWY9IaPmfKppHX+dXEV2Dv4ohEPN9ejUnm5t78bfTWeaH8D8gL/Oov+mskZLrp9CTPO4mt4lBnXrMbJyAk820yPOrZdy+qhOhkLbqJYGlJtWgI9qmjeZPA0fnEGeHkUzeP2aJVkGiXyMl/1kVKvf4AvNOH7NCjz+tGPM3o8DOGhYkH2cBrC0MDlb4P/8609x973T0MwoyuDQGOdHOEGaUUiHJ3FyTDrfLWQ01z8K2dAOwK75AIl+GLJmDYk+lyhvVvX4WLIyL/RQpDvWQ0thiB8CQFTCTK9qI33FfuSYK3DW5H2xfiLHUVN2xAcN5MiRIUdGORQ1oCgHqRxEDSDLTbQgkOPCCA8ZhT3eAgajgPZOVdXRKgLNla1TFkfGswZcr98OCnJ9mVqDb9OyAW9OOCPEGx0Et2i9EnnLLAZNol0pz2t4ABAZHr9Q2/EAIMlPFVnqSBc8yuhP6cpueq0k3rYvVwqbT7wPVoysNK8964m5Pk+CcVxCCHkKNDdTABBWcPBa2L1KIWcUAES2rEWF2ipxwyeAH8V3+t0shBBJXtSl2dfpZjB4eZEPfAxdhs2udSnKNtUWz6VOyjFdl1KHrtepu9Q3/x/MQwK8Yd/VQ+3l2hy6129zcwhP/f37LXUzBrCMYOA4HSJw154p/OdPty11M7oAoXXPk5a4DdKZSh0wHZy3ilOnkSkgzxiNjJBnhEYG5BmQK0YjJ+SKkWeETAGZoGUZcPLMDXj47n/FkJ5EScCu4ROwdex0bF99Fmabq6BsW4icc+fS0DaHP3pVA0evapopjrDTFtlNayx96vBmH6wuNCcHrtW579gSv/rpd/DgT91YuZolwpSAClAGqBxQOSjLAdUAqRzw+YahZ8bhgmpYPsnbQEPlaKoco6oByhpA1gTlTSAbAmXDQDZmy01QNgTkTVDN5rppLC0ZX4trcIBZ0SMdqW4ygAs8IYNMdJYx+gHmEswFNJcmr02quQTrAjO7b0B7crsNgmKDD8AFT3DBCAwNZAMsWAOfyfEIWaL6A6mOTocN2CD4zfmSx7uuWd8O80CIbtEgC6tvPsE7vWyv9aFrk/UMe0auxuPWr4fWNnAMK2gmaLiUoJnAFl8yQWuD02wDy0R4WBpBayQpoWR4PgBgJu9vmZSiyOcVOodRKC0cspSe8tbhBnCIgx11Ma8CsuG5TVAr+LQepywvRWkHXKK/yit56nkVAbDBtqBMO0596DFLfQUHsMxgMFXvEAFmxs/u3oete6fNdDk264FKjcqIUqvQaJeMdqnRLjVapUa7YLTKEu2CA64MfEbGlF2+leKtzJH1xHSGEczgzfmn8Af5twAAv9An4FWtl+CX2AIFEwMwpJSUzeZ7KV9TET714nMw0sgAzXYDYNvjqdlPrHdl3yvsekXtRHrP73kh6FavLZfj+7Hvi/9ujVxlHJOaoxavMuMcZVnAwRnLjs8a0KCgAyR0Eoh6W+Aq3SPuUK46UKJMdXKddVV0UxfdieNUxVXr3z11F+4ev8HqDY4TnIPkHBhIB6qKNyDmfiDwuaIPJR/PB/Gpd4q8Y+SmrNg5KymPbIfgmW9H6VAF0m6DVxKD52FqopnCaK6bwbpIFfb34WOHZlgxeTwaxZolOY9lD2zjkrK2kSVDHqjDmc24CW5TbjvbgQMeFXodzurz+FBfRHdtiPLat8O3R7RN4nzb7JuD/C+ZoVibn50dOiTBpzw/7GwP+HbarpGAs/rIBrTxeDucSfa9pywuyAKwMuZVYbtR/CuBjROSvhvEO4Sid0qCj3i7yHg+4xChotPQu+rs2M7OOj2+otPWV6uzAy3Sic60XnSCUe7dh+LePSj33Ityzx4Ue/bgmDe+Aauf/OT+f2NHAAzWOHWBQ9Fxeu/Xf4m/+/rNS90MD6MAhiNHoOoApHiHcw5EKDs6JWXYyFmpfFyHAts8I4NZEeDKKpLhkFKMdx8Wp5cSHPnD6iBGBo0htAGYT5NGBreuY04jvma0oqOhXVemuRyEfurv1/nopf45zoOS0Zs+ZQdwiII3DN0npy5vhiX8yLA3BCEMWEvzhilgexgiI9iUc6DcCGL7xmD7VmH7NmL3pnFOjIJSa0GUB+cGZOUSR6fO+YkcoWUE3Aa4DeLCpubweW1oEY4LkC5AKEC6hLnepT+MI1JCcQlwCWId5YnLyGFRziHQ9Q6IcyhI8ujYkVER3r6T7WvBREFEFMIfCHlj+xNc2H/3MnFh/f3rJUrZ8Akelx/MDB/AoQinXn0V8rWDgBIpLPgap1tvvRUf//jHceutt+K9730vNmzYgC9/+cvYsmULTj/99ANq9AA6w9W37lrqJnh4Mhp4HYbFHiEHDzdnW/Gj/DaUPl5Od+NZU4gyM4ABdIVo1TqHp1b2F4m1Is5wD6kXruiSZA5cSRqmMAV3QAYx8H2/gkZJ3k7PSnCaJC1JyU7booCr1WWn2mnBq1n5fcI0K5Rw+4YplGJqGJOK6tWM+rb4810AZ4KSNIH7tTI8ZabZn86O81MPYaAGQI3KM7rQoN073e1/Zqcn+38k6WY3Oscb59nvkQYp574MkibqicpgW3ccl022KY5DZ+o3i750zC9+sWyf8JAaJ9CV7bQAr5OE4y9Hs/ybwY1MWT1SXokRLicbjYr5kTPrqDrHVDMICorhw80rJruVAdk8Gf0gT1NQJlopEzK3FQCTlyEEWYLES72i89GNrFmnVDrMEPQwQmdxgHfAPc3lIfJeTuhN8OYx0BVePyLJ9jofhnDXk56N7/xsD0D3+s6deAKCxQE4elUTv3PGsWhk87vf2uEAfTtO//3f/40nPelJePjDH44rr7wS73jHO7BhwwZcf/31uPTSS3HFFVcsRDuPaPjkRefgi9dtRbu0oyV2Dm6m4De+dWUiQkaEzM0j9nS4EVzYTjPzqmf48KewOD/HHLDhvA2RGRi9awJ8zQ6gmL8Xy26awBTNzpu+ARzBwG78II4uZ/+7kvhAhLEB8+EXPAgfkSRGnMBUcZ4iBsjieuxfYVBAyFdlA4Rw9QJn+St4ivUEfufJaTtC4nrgqzqcPIOjtqFShtfDcEYRWTn29UheWB5vhLpzYMRyzriBtWGdG2bxGkBBjFUtIPeBEYKTq5UcDTb64rcXWaPYyZIbZJCXwV8Z6QQHnB3/IMCNOvlplxzWmXk5cuPdEDQz/u02BNZig2C2015DnXKCFaIyqTGvO71FtSl350nz/YDf5HY+lA2gN4hfKgcEGqJz0jsZJbb86ms4+Y4vHZzyARwwzKoce4dGsXdolT1Cfp9N77X58eZKlKpmCvyXb+q5vpFmjt8+bbDGK4W+HafXv/71+Mu//Eu86lWvwujoqMeff/75+MAHPjCvjRuAgaE8w7MestmXy1Ljs09/MU6/+QcLVmcJQjvLUVAGJvLTGQgMN/7lpzgAZn4t2xQ2CpWbOgGIESrr0HlLVuEBBJywahV0ZifOkQrrO5SdIGfn86aL1N2ieGNU1PGgRh+JPCoyWmXQqgEAZrNMa5S4NR+pfoaKF8q7kQCLA0xIZPi6ENomDSxT9KMAAMQ6FssreABrcjo7PeVxOnyb2OcDPvSvesPP88U65H4l9Tzs21HBed5QTmnzAhSmAR6o/AAOXXjBzG+hOYh5tKDgZvf34mhFg7SdeDrwzlmH5+c5+atOcBfd3ANPV93c+RxqdB9su+fWzVXcHM5yLJ9Z3TlmN5+KXx59htUaTwtPcROtrWjpyUooc6+b4u9KR3oX/uHZRwCch2GTdM2mlQvfNhLfPwrv+2htZvg2mzZJGvw33HWHBb1CVySb6LTfd/I2g1x75b7thDLLMDUyhumVY5i0absxFDr9xOgQkVlmcDQIR8vLIE/Pdaykl0rUHfgJa0caOGewR1Qt9P2F+dnPfobPfOYzFfyGDRuwa9fymVJ2qMO/3vyv+Itr/sKXc5VjVWMVVjZWYoxG8KZbq1HQ5hMyMLKyDdh1PPMNqVk7OrNvQerpBdzmgwCwb+xkXH/mK8DWcaqDsCyQk0Pg5LBdhY+76HDynWgI+v0nqoa3Vj5pH6o6/CQx7iDXQX/FVJhTvorXmEMG7B3A6nkBYWoOInlvNlCMj/PknUjArONyYZpNZwAip4riAsg6vyRwJhXrZJIPd7RQ2adxBwNDLvhFzB/plBXHBkNMl/LSeEhlEJVZIhLnkilBkOQ3MJsD7UXY4P6G6euQGesD4crbiFqmsWETZAo87m4Q29DhFuu3VCYpK3STmb4ksUQVrXCjnqjUCH9/A5bsZY7xMa/QQakswawkjW+VSu/TAYI02OZmnpcql0MlAwCAVacDR/e2HGN/YwoXP+QfMatbaOs2WmULLd0yadlCyQc3J/Y5930OXnnum0QwhQEMYHGgb8dpzZo12LZtG0466aQI/5Of/ATHH3/8vDXsSIaZYiZymgCg0AX2zu7F3tm9uBvAS1+qcP71jEbBaJRAsw00SqBRiLQAmgUjL4FmEWg+XwDNQ2g+/43HrsW9I8O258n16DgTmELe0uVIjF9X4nARPbx4NQF634fhuOqN+AEsZ0g/o4v1We1UT6cnph5P4kjKVIOL6MHYrh4Qjll3/VUdwUCv00uRfGzYu/LUliaQLfyduPaofQteR08Q3VwSOOlyi+uR7CoauSYVWuQFQ77YKi5NZWNhId+hPW46KEjka/RTh3oprYvr6QTZ2RBPfU3bWpWsl6hOqY1x4TcCH+HQPPaxblVXB4Wn25xTkJdOrnOgXdCjDDDT54EYByAXfEq2m+U5zD0tuFe+hYQS9vtJQEmE8XwUv3v7G+PXj2sVibJoGrnocYE13DfxKBIIuAH4lxt+ZnmDXOALHV6eR7RD9kcRpe2K2xc9IxTzp/K+faLeSK/QGbVF8tZcD1LhXvu95Xx7ZBuotl0qOh/CcENhuJFVrnN0S+Q1jG9KdG7hBtbcLwBZQ2HtsSsPGye3b8fp93//9/G6170O/+///T8QEbTWuOqqq/Ca17wGL3jBCxaijUccDOfD+KtH/RX+z5X/pyPPvpWEz//mAj2EzMi0cbCa3gGzads4YyktzlfpUlbKSJ6honOTSiLcsW41tFqMhYoLM8o2gMMUhGEojR6BEWuTRFrDJ62IioGc1BF9mZjkNw1+VNAvXgrtYKqrL9bPPlfDR/VyyRc3ovGuYew7diU6AWmGKs3hnY5oSml8HeR0HST0Cs3S63yZqv4q/YAgkmeBS9dX1cOge2YA8w7+MUzfOeH9lf4YovcESzUWH/3YEt4WgHuqddXJdKo/otd0Asj3WgzifcZVXDiR2PU0ujIMTx2LTA9hAPMHD/mdE3HuU09e6mbMC/QdjrzVauGlL30pLrvsMpRliTzPUZYl/uAP/gCXXXYZsmwR5mMcBByK4cg7ATNjupjGRHsCE+0JTLYmsb+9H5PtSUy0Jjx+ojVhcDYvU4dfFsBmdKxRAMq95K1RSgyMTjWweqJhcEwixGzgITY9d2AkdMs/Jy68hBULHGCn/8DNCAv5qJ3yBSxphGBg1+DERy1aqC8/dnK2mafJj4D8wNSZ3SrS6SlEIDRsaOZExv6pe0tUeo/kB6rW8Iws+3rjMDLKKxV21pkUuU5H37otfw2Jk3Pp3p7+6uS5rl9FZd25HqDubudDNTipu89r2PP5dLunQN/3rtO5cqU9skxRGk1xlLwHTHf5mG8AAxjA4sPIxBasnDhxqZuxgGCjGAIgYYT4t5N//fj5PCZN+MLrS7jTJPJWV0YlHn7Sd3Hy0bches+BgC3nAo967UKcZF+wKPs43XXXXbjhhhswMTGBs88+G6eeeuoBNXax4XBynOYLNGtMtadix6o9gVbZMv2jDPigrqyxde80JqfamGm10Zot0GqZo90uULRKFEUJXWiUNuVSw+zUy0BpQqMqHfRWnQHU/yAdcGxXdOLrJhPVJXhTc6VbuROts4wYLehZH3WkLcb0iwEMYAADOGxAdjDB5Ql+naNkTCwj+Z3h+I/gT0Ix1JpX0dBNFZ9kKysGbT1aKbSazbhNSYM7jW+meE5ynH4863h8PXX1c5R3V3dtWeLYsgiGuOAVXQo1acjHmznYJthp9HG5Ez7WnW4OkaPE6foOrMJ00i7BR3X603aJjSaoru74GgXnJNXJyfnIa2Z6fmvbWCOzLPtjGiPA6+4E8j63jZhnWNB9nL773e/iEY94BLZs2YItW7YccCMHsLBQliVarRba7Tba7bbPHyxuaqaFsmjb+bIBmvboHzr8kivD653ofcBg/sv8QDpiVUOnbvQwhFDBUR1fp3LtNJHO2jylzsKYS67T/K9aTHp+c8tSz3UkcnbUsamAJgVnmqylUl1tZHLS8Y7pFPESIYy0OjrV6eqGk/Pg00mC4tpzyhGX67HVUqWjoqY+quXoUBfPT10H0mYAIZAM2/Apdo8g83xp36nl6WIDYG33ADJxarS147XVqS2dKzSzLYXV7esLexhpS0PEqz0vJ3jYvHY0du2V+Fh3pE87/TIVQWn8b636kl8etqL8RdgosbIMSnCyHNNd9FgMnQweOR2Q1wEcR0a1uCjwjce5kouQGjt9nPB4bRRrMnUmuKi+gBsuSxzdbiNyKtCbcyLzFX6q11fH65yNOn0ufye2wI3E0KoNwIq1/kEi+4dCRbatYm2R+0MJv5Rx+FQGZPQRRTIxP0V1mDaQbb99R4ePgGgDxfwkVhmGF74ISMR+nVWQcfpcGxh5Dhx/7DSyTJwQesxvPGPJnaZ+oW/H6fzzz8fxxx+PCy+8EM973vNw2mmnLUS7BtAnTE9P49Of/jR2796NVqsFrRdui9jUaeoGbVZoI0OLM5+2kKHNGQrYjTZh9izRHDbndDgiQp5naOY58jzDUJ5j1XADz3zwJmxeOwLAvTAQ5dO0V9xy0JXSvv3rb+Mvv/eX0XV1HzWfT2kuT51pUZm66+lmfYxOMV70NY01k4BihtJmmmNmUyVTl7flCo+TE+V+IPpsJsEUfNhYi4vpSKaa9SvjNoWFDydvQuVTXPZ4+ymnDjIAQHajWvuxcgFNQmqawZTj7Ae/Ekolr/PDpKNAs0bJbZRcoNAm1VxGhrU0trUwyKXxrpMyMxuDPTXqIwOdvVEvdUqcTo35Ct7qtI6K443rq2u723R1sUAY6SCARN7tx2TfyXPzkjWsJN7xqQqf233N4ynRq2I+VXFAOrVFtIESvhp58vKI21lTD3U45woOtHCL4g/B5bh3L3UD+oWppW7AoQEPeuIJOO+CU5a6GYsCfTtOW7duxeWXX45//ud/xrve9S488IEPxHOf+1xceOGF2LRp00K0cQA9wPT0NLZt27agDtOBQIM0GtAYoYN8wxf2AMD7ge/+17XIlAKRgiJlI8mYVJaVxyc4pHgrh6CHEOv1NMGj7Ic24rcfSlMW27HaD7fy8kAwGIQ+bxqYD3ExczQetf1ZaOs2wNYedh2tbsNOMSWEvU/lPKsOy4HZYdwUQobbcNSYDhzy2tSjOODNOi3ToNtOdLu4w64BC713cqd413gpS76HXOD8Lu+mp9Dp9LvEIy47nSaNZWVo9CjMeid8RNMRXy1d9HQuDWjQvd/C0UPHI6MMyh0QecoMDRkUqQS/vPc9Mu0dQgNDsFG2oVlDc2kOmHzJpcFbB0RXykmegoNSWqfGujfQxKLMvuxcoNLR2Iyn+BSAG2MhafR3NNiF00Did9/NsO/iqETGekfHotqewyXa1QAGsChA9uuajAoZvCM6niqfl0366uoi0oWRHanzAGV952zC4+lxRZTIRbJCV95QOOEBR+NIgQNe4wQAt99+Oz7zmc/gn//5n3HjjTfiUY96FL75zW/OZ/vmHQ7nNU4TExMYHx+H1nrZHlPjs5gcn4EfwndD/BSMUp+npTRGlw/kk22s3DaBYMTbqS+RUa9RNfQ78XWQG8ACQ31Pe30PfZ0xnPJ155FOeaf6XD44VDkUKWS2TNbJykh5HuOA2U4IkHXWCAoqScnKkSlbXJqSL8N2dNizc3iYcM6HGjjnqkSaapuHyBt6pUwaBTT+B/fiXswAkO/K5K94X/rpVSTL6ShyMp2KYumIO9ojzdUnW8BBVuA9jZKRcNG+Cp5EmwTeGXUh3LIxFN1m6n6vLpu6DjFnVJLnEfyuo8vJUdAfdYKRq0v5OokSmutkE3WTfe5duxVRQpP8qp5OiGiuDZns+FNWNwSf70hMOxEJShk9jk8RQSmnz5ynUhZPxgHPRCelUvZ37TsvCYoyX5+RtTpsPRllUHK6ijfMa5yAioFPoQ/AYSSPt/WF0yIMfOkPeFnvwMA9AcL5sQqYQT+9HPjSa0HtCaA5Cjz5PcADn5N4HwM41GFRgkM4KMsSX/7yl3HxxRfjpz/9KcpyeW8MdDg7TksBe/bswcTEBMqy9IfWumN+/73TuONn96AoymhuO3OYpoJo6k2JdlmgrUuASoA0zPxfa3ocAc5VPr4HK+6+bambMQDvdLie/MzmnXlv8jGfo/mvOKIvdoQPaWJ7ym9+EtTEDT1WecKe9G4cg6xRZA0sGANCMYJBBnheN8bhR2id8cfOsHQTpuSoKkAqh8rNQZlN8xwqM2XKc1CWmTLZjVqd8cLCuGUfBxLEMPUyIWMFpWEiaGrTHqW9+XtYwq2bduA7D7nRj5YB8Hm3DkmuHwrTAO2UwQ64NF9yGeHlIekRTpcd+c00yyDj+F1bwjt/AEcKKFK2c0U4YhTKdbSMMvsuUtHh3lspbi7+zDt5cb0VnJ0xkrUmQbdfCbV/h3mzH30K1MmPgWqMhPqcrG3PptFN+J2TfmcwmnuIwIIGh3Bw1VVX4Z/+6Z9wxRVXYGZmBk972tNwySWXHKi6ARyCcMcdd+Cyyy5b+IrcboEWFnXWPzMyZmQ6pLnWyDRD2TTTGllpUpQa42TWmBFrkNagUtupbXakRxvjhiyOmUHajvxE09rclDgGe2NdnD+5PEW49BpxJ3z0Pq+aL1Kujl7FcdSGhYJgpBunxE+LRDLd0k6V9L3DCLgqr5Cp1RN6aIMeqqc5/TW4St2eFqZ5quS8VFJX7Tl0oC07YJh1GYfQ2ox0DVNlDVVHmli7JPkr66fCGqho3ZXVW0Ljth/+DEPX7A6/42S6TLrFjSxzHT6hdeLhDvrCKBIBdqqn5/WjTqkuMS4V5WHPX4a6YHkVon/hvSfbJ8bCXBvliJh4/4VzSdvgZMN7jBGfl7xG8lzQRU96LaJzqNEj2+r11J2zOIf0OqdtTPXE9ztcu+p94+Rc42uXPj+9nDPbUVTXrkMGFIDVoyZf7ARu/pc5Re639n44Zc2Rse7nSIK+Hac3vOENuPzyy7F161b89m//Nt773vfiaU97GkZGRg64ER/84Afx13/919i+fTvOPPNMvP/978c555wzp9zll1+OCy+8EE972tPwhS984YDrH8CBwZo1a3DcccdhYmIimo5X6hK6NPmDHNBccmAiFEQoDtIGJa2to2QcLpn6vGYotjib74WnYyp5yioPsckfvXs3RvfPvZeXWnMCGpvOBVQGUGantihTBlm88geJvD88D5nRBiKrq7OcLJNa3vvEHSrgRwSi4AjBZDWGfoe8dRCAZBRD5COd3jFg4WC4keU4OILn4dAWMzIROxdREAcXGY7D+8YEjwAgnB7tHBsfWEIGlCht3YLmR0PC1Lg4TXELC/WvoEPp/Uod8kCnsxvA4Q+1TntdB0HiUCLMs/O8+08Zwa5zV8NPxxQj5YabutOSvBvFjmSm7wXd9X2gtd+M7K+/L3DcWSA76uRkjl91PE4cO3Her9cAlh76dpyuvPJKvPa1r8Wzn/1srFu37qAb8C//8i941atehQ9/+MM499xz8fd///d4whOegJtuugkbNmzoKHfHHXfgNa95DR75yEcedBuORGiXbUwVU5gupjHVnsJUMYWpti3b/Fz06WIa0+unMbXG0ospP43EA9uXDdseeLb946yilDjJW940TXnrZDy+Q52d9CpWUEwYnSLkWkxWIj9pCe6NHRZeJ2tKOvTys1LexFluk1kbrRk88uv/ZqZsMXzq8q68+rSnornhjKVu7pIDl21AF+CyBeg2uCwA3QbKtqXZtGxZPoETKXRpDHsu7eiiNjgwWEvD34w8BoeBBQ2BBvgUdn0NMxl9jk5mRNNE7jPPsInSF/IgBRfymKFsVD8FFwUQDifliKBJgUnZyIDKPPOWxirzMlplVkbwej2iPlenUqFO3w5l65fttSFNpA5k0NQAUw5NDWjkYJuCghM+H2Z76CRKnaoap4trcLV5mPvb0XlL+IXetcdvx5qNe0ywGLL3006xZFgcLA4EKIDZrHExxql911GI8uhpAk/+WYE1LsXVFHjYKZ4gAmt3u6zCdJGL1Ryugbtu8rS1OG2b0eK66XAtWAPkfjeCh3UIU806XMMQAt7mWVzbOrrVywi8Du/lwbYO+xtkFnxsJxjYWQk2z0JOvgfk+yDWIXFOnx3x0cn7QvBG+qL6Qpt0aToT5hvEwGCXmfedCDH+/pMb8bzf/vt5aVdXaE0CX30z8KOPAbuuBnbvA575UeCYQZTpIwEOeo3TwcK5556Lhz70ofjABz4AANBaY/PmzXj5y1+O17/+9bUyZVniUY96FP7wD/8Q3/nOd7B3796eR5yOlDVOn/rFp/D9bd/v6AQVuliUdhAIq5qrMNoYxWjTHGPNMaxqrsJYcwwrGyuRq9z30ky1Slx1y278fOs4SveOZsJQQ2FsuGGOFU2sXtHA2HATYytyUx5uoJlnvs60h0mG+pa9SFG5hzyXjD137EFrsmU+JCVDF9qMsNm0bJfRUbQLcLl8e4aPO/E4POAhD0B1MXU4FBTo3gK4YxpUEkiz6eIrTTS7crqEbpkPMGkCleajSxo2qh4Bmk1UPjsrUXGckia7NsdAuE/p30CTlNj0ijnq5JYamN0ON8aWE5cmLrObwnSAfByHAAllPni+pD0D6A/IOs1maq720R1NhErdgaYDzvIiwWXlLO5z6+cxtv+upT7FgwciQLlRagplZdbYuXyVbt8ClgZlO8EsPeIlAinyo+EGBzuiXq8bbOo2HQTWISUYR18RwARW1rlXdoiEDM53UiiXAq4jwG1PQL7TgD2f6UhwrqXV764Rw9ZldSHetgBwuxYx2lqj0CWKskRRFminaVGEtGijXRYLvn49bzTQaDTRaA6h0bTp0FCHdBiNoSE0h4fRGB5GY2gYzaFhrDtuE/LhYXsfAer0bNggGOHZqHkeelmbdNOXgX97GTC1C8iGgMf9BXDunxgdAzikYN7XOH3xi1/Ek570JDQaDXzxi1/syvvUpz6154a2Wi38+Mc/xhve8AaPU0rhcY97HK655pqOcm9729uwYcMGXHTRRfjOd77TtY7Z2VnMzs768vj4eM/tO1Sh1CU+8JMPYKpY+g0IGIz9rf3Y39oPTNbzZC5UMuWYaTE0K6g1Ck3KMDY8jJXNJhqZCZucqQykckxShpkyx+6pDPl0hlwZWkY5cmX05So3eJenDJkSeJUhp/o0lXe0Pdv34LarDq9ADVvv2Iqtd2xd3Er9VIslAmHl1zlh9X9jbkpoxNbpdL2n1pghl7f1dnL0ZBvqXL1eHciOdI5b3U1vNzoByDo4rqEbLr65XNnct3rzjbFY5WEAk4qhvUMf2mHtwVAmZzIaULY7O5bhOLUyxkkBFEm6C31vp77aXn0lHRfh2JCdSkjOwbEjhuTXK7oRBXdY19SNiLA2KKszjEzoaLTBWMDaXlsWox3aj3jsOH0DdmCDGeVgN9LBNus2pUWsF/AjG36kQrbD1QeHC3jD7driUG6Uw91jNleW3c1j40TYuohgHA5wWB/D4kflnAE2P6RwpxHK1llwDoVvnXQeXN0AmOzoLijUGTka7tJZ3do+NEcoEDOyUiN363t1yOeljtYB51pHvLlYF5yXMe5ArygDaNlj7gnnfcJcjpVSANaCihVmhsEVfw/k/wAMrwZlecVpozwHDQ3ZownVHAIND4e8pamhJqgp+IaGQEPDIj8Ealq+uvLwMKjR6M35G0Df0JPjdMEFF2D79u3YsGEDLrjggo58RNRXr8SuXbtQliWOOeaYCH/MMcfgxhtvrJX57ne/i0svvRTXXXddT3VccskleOtb39pzmw4HyFSGS59wKX6262cotdnfpNAFCl34fMmlp7V1OypL3lKXKLiIaWm5C69MK9P4LJR2DxagBWRh2owGsLdtjuUCuc5x/7H7Y6gcSozWJM8d8LAGdiVve0dZ5G05GKZVXKQXzlDv0i4hJY348DeVCga35Il4GWiUucB1GHuonYfB9fmFft8L/cLMc6bUwemkGlyn8gAOHjo8QosOdfd/sHZncYFrHgZOyp1wtki1DxHXPFtz66/V5ZxG//4NPJ1fF9a1E7L1/ImuGj4XbTNsYEC+A0GxjQdqfdWwoQGHshsFBfwefcExN2H4S5uP9tTjKs7gEXcu2E4Avx8gM7KyxOjUFMYmJjC6f78JxKRdsCUdHH8tOhi06KQ4UHD7YpZl5U5Wtdqpv7MlMLnnwOucR6g4ac4xazoHa8g4Ys06vmagOT7P28GBGx4OuvPlvT/gwUBPZyY3VV3KDVb379+P5z//+fjIRz7S8/qqN7zhDXjVq17ly+Pj49i8efNCNXHZwAPWPQAPWPeApW5GBC40baGrztVMu4U//MT3ceuu/SBouNDjgAaRLUMbHJUG58o2JSED0lZPjS7YstMV6XEhz3Vcn82XpHHdynsA0lDQUGD7oWFkDGTEMhg1MjJhlDMos4YKZh2VgjJhlS0+0Enw2X1yXFnIOp4sKUt6VuGnqs60TtcuVsgcngRfJ92q7ryqbau7Dv5caoxMH6Wp8rfe4YnNJq6ldXKUIjqhVrZbm3rS27G9on0Uy86b3hpZLQMupP96wEHiKKXD6rapb0/MA45lJRcAlFxgb+seaC7sOikJVOOMUpRUCv7e1nixB6g/Hfno6EVLWmVdTxgxcZRYb41HTkm59hyE/jmuSWf9AbgWT12Lc+LnC7peo95gPn3vpfTjD2egtkbWZqiWRtbSyNra5Nvmm+xGjAHYIEjG2VN21LeaxjgfXMnj3QhyoCkr5/m0RpNnsb69A01tZjlNYhXG1WrvBOZlG3nRRl600CgWvkeYZ2fBdsbVoq+tzjLvpKlVq3DM61+H0cc9brFbsSDQt0v4yU9+Es95znMwNDQU4VutFi6//HK84AUv6FnXunXrkGUZduzYEeF37NiBjRs3VvhvvfVW3HHHHXjKU57icc6Ry/McN910E045JQ79ODQ0VGnrAJYG3L4IDdWopX/t5cejNdnG1A+3g6fNPk/QCFNNRJ41+wUXJm+nnWjX2wS7ACPmdYsynIzEO/mwiCPw1+IGsOAgR8mcAQ5mhAhsMh/jwl5ggiadhDp6zzJz4OrCTffY7gPCdTkHXdMuduGAO4B3YChOTT66QVGeaxyFaNIfidFW25cd8snoq+sXZ6ABAkjZ6ZCSZsss+9ABF7xF9qsHvZnHhXozyP51tx9XaKPblysDIQMjtzxuL6886FBm/wSmIOO7U8iUj3Rwz5fEVPLUC68tdxhBrurjGkp3fZJey081bU95nQ/nAsGYjwrycgYn3PlfWDm1Pf791OUPlj7fcokOc7bV/Fz0Cm9NHe28gf2jo9g/NorW0BC4oVA0AIzEv6WsKLBqYgKj4/txzI4duM+tt2KxgQHMwtg4OWaxFjsXvQ3LAsoSPDWFcmoK5d69mP75zw8bx6nv4BBZlmHbtm2ViHe7d+/Ghg0b+l5AeO655+Kcc87B+9//fgDGEdqyZQte9rKXVYJDzMzM4JZbbolwb37zm7F//368973vxW/8xm+g2Wx2re9ICQ5xqMLEVXdj778fXmuIjkTgsg1wCWjnAJddyiEfyjFPSwEFwRv8ckQDAHzUOP8Plb8pLeRD2QegJuNIM0l+G3yB4Gla6iPAuSQMQJPVSiRGU0TK3j0xOJatAnyEKwi+VE+iI8ikOET1xldgqSE4NvEmwta5oc60aPNh61wFfekGxPXy3gmLNi+mqExRuarLbOTrIvVllbLBLfRwywKDXbNljjLJcw2uxzy66a3Pq6Qtfo2Z1QefZ4QgGkmwDZiOBbe+jckF4LBTvMjw2V8zyI6MelkrR2TXtZHR594oTg5Op4gwaKgU8mQIIW/L5FwvGeghrL1yI7AuEASQ8lNF3uO8Horr9HpJtDPmdU6NrF/yx+2yeKVQZjl0noGzHDrLobMMOsvBWWbxGXRm0vhQPu0n8ELjujuBkkOb2J13fMC3050HifOg2vNNr4O/zra8iXbiguxqHEUT0AC+o8/Af+szUVJWew+ia+xvh6RDtCu9V+kzEF//OdtMsQzEs3PsmhV4z7PPgu/4IoT1Xu6weuppBBpqYujUU5f1O3BBN8A1L4jqyf/617/G6tWr+1WHV73qVXjhC1+IhzzkITjnnHPw93//95icnMSLX/xiAMALXvACHH/88bjkkkswPDyMBzwgnn62Zs0aAKjgB1AFN++XyxIoCnBZgovC9AyUGihTnMgXpaCLfFnG9KI04ZktLs1v2zOJn9y2C0VR2H2JSihdQmkNpUs0qYlNa+6HnBp2LrXtg+bw+jIhxQXN0w0NEl/BhR+zDLcbXgoxzYbesT1jxnjyz78z0mplTEo96HMvnk6hzA9FoKwB2F63+XhV1o9RDmA+gTs6bkBwwmJXFMwxh3DKgqMXnF0kjp/BJe4tRzV6PREu0oNqvUKv5Iud03qn0rnQQNnjOSbXBOxDW8ftjY0ykAJYeYON7CQjNzrFJHF2ZAsuFHtm9RkHjlmMcMHRxWgXZYDnyYIRD2toM+Jykpq8rUvgHI/2OSkpyt6gOxA+wUuxHCMuAwxNNvCF39hVi+mvDm9bTOKeyY4ZEvfT5wN/wIfWOhn4ejlqR8C4zV8FH0HUZ3IUMF4vwzxBnIxy2x/BhgABAABJREFUBR557US9FHhDXfB1xPzmXKjm+ko8Ib1LDL8dN7vuDDdFO45zOh9QokRJGiWZtCBXLlCQxmRjCjsfuwfuHvirJO4t194rxw/P5wP8ypQAtoFMQOSj3NsdIMAAPk2bsBoTWIlZEG1Fi3diF69Gi3JTo1NEBHDY7sQod3kAdnRdz2xCuftJgLuezhSxXMavIZ93tBBlGB4ZZEjImgk1+6bDNMKTzj4eI+eeuaydnsWGnh2ns88+24cmfuxjH4tcLPwqyxK33347nvjEJ/bdgOc85zm455578Ja3vAXbt2/HWWedha985Ss+YMRdd90FNQjtOCeUExP41Z/8Cdq/vts4K0UZO0g2v9TQADD31sbf6Fuv/IgvJJSkUJBCoXIUKkNbZShUhkLlJk8Z2lmOggROpfkMJWUoSZlDKWiXpwxaZdCkoCmDVgqsclsWOFLQypSZMrDVwZaPlTWsyAdk985aeJGaQwHipUg2ElmYQhVexhS/mK1ccEjh6yJbVzwRS0zIsvUp67iG2mMeitoQT55yfMnnRpTTiVqwZikJXjYLoQHAmqxOLpQNX7gqMg0OPBAce2U/vMo59OT69pzp7M6XxTkHHkQ8osxS3vJT0MWeH4JDmkZciw+mA6K/MQe88VYnneqq1letv74eZ+CkumSZkrT+vDqdb1Su1NOLrs7n0rnNwYBNdXWux7kkZVUXUJFOz6tzm2uud5/nHxvkA0iBknR5AXXIW+j0MZ2HjyzpDMQZSOcmZZMqHfKSFuNFfple2QMFP/1aONGxA29yo81V3hZ3PpfppLXfF+UcoRo6kf9ejIw18bgXn45VRw2WsvQLPTtOLpreddddhyc84QlYtWqVpzWbTZx44ol45jOfeUCNeNnLXoaXvexltbRvf/vbXWUvu+yyA6rzcINyzx5MX/uTEAVmAPMKpkfRvIiUAhpUIiNGE6UJEcEtaDZmtNamt9gtU9WswGzxymwUqpUyUxKUgrbrIbRS4ExBK4u3e4RUU4o2GAWFoXs3amYMJ/J05zRxQo/z1jwXqdMZDDGhq4KT8pboeYRMhIu/xQFHMJ8Jlyb3QuQLBmIDD3BT2GR+AAMYwCEC7N4edYH5QwdLfbnTlgGiwye8sOJyjUxK6airRibeDmBuXT21uVIOuXtpErfnu4KcHfmoOhmiHEVppeQcqKYe2b2VnontauIMoQsqA7GZcktsR1NBICU69UDQLNc2wg7I2cBMXBhOFnXKiLMs2s6izS7Pkk+cs/D8Ja2ubI2A2vx8OHEEuy9Z3QdRQGt6fsI83Lt9Cnt3Tg0cpwOAvtc4feITn8BznvMcDA8PL1SbFhQO5zVO7R07UOzYYabjaQbYTstzea2reV3W412+1J1lbZ4Ls26l1AxdmrDjWmtMzrTx/350F8pSmxchmfTBJ6zBcCPDUEZo5GaEo9QMrW2ML2ZozSHPJiKfidvAbgKNje3ANg6ETQETv4Hgy2biBhleIlO2qbbTZDTZPJHhEXkmgh6Meg6gDlyYXQsuH+Ecn5RBZLpUeCRNKYVs7VpQFtbJ+B5Hmz8UcGbdCHn32V0iQ2Xsmd6D7237nrtIkXdMxBWDwrvhHJAk58n462pSxcFQI2vsKBZ5V7YGlsORnXZErKweFUYtbWTIoD/hYfLTlwgmCiZZXcri/PQmWz9ANpJl0E2eW0qEvMQRBazfvFr+czhS/hoouxbMbfatkBk9pMIz6Y1WB50dlLnwrtRN15EAJbRZK0lhOpnPE8IaSzL7mMHjDQ4+D7Bi3HLCvbhn3ZR5fmCinWYmPioye4/Nnokujql5XojCM2/2nyMoIuvowOMJyvxeSDgxNmiLd3oIng9Cr7vj0vmKMDbQS+CHkBMOGseavENEqOhjINIHhPcOwCFOBxCm7TKAPbeD77nZ7M1UtoGiBS5bQNE263ctnos2oNtWG8Bs4uy6KbeVMpSd3mfL930KeHiNmSKskaSufWz6w61dxJoxce8s9u+egdbypVgPRMDKo4YwdvQKjB09jNGjhzF69Aqs27QK67eM9vikHv7Qj2/Qt+N0qMPh7Dj1Ajt37sTVV1+NVqtlHBV7lGV5UOUjFsgaKopAlJleNFIgpcyHhxRIWcPEGpMur1yPm8WZDeXJT19zZYL5iEVL1zVDaQ1wCSo1yO5rQXbdGMrSpgzSpcBpwK5Lo7IElYWRK2xwhsLgSGugaAMWT3YNG8rC50lrYaByMGZ7wc3lbNTgzFeEDM7ax+ZTycZyIJua/kz70TQ8xqgObLFrEnDO7tYK5gNHrmPRb3UqRvfCSKRfAE1i8W6EcwaOqVeDwMq5DLIeUXZ6AKx6wuORHXUUtLadFbbTQtu9SiJ8qTFUNEU0SnPNzUdY+8j75kQ5DOGxu8YwPAg412sblmu4HlvR/yx7gxEMlsjocqkz2GQqDf2ufFVDn1w5qkt53gEsDMSRK7k2ryU+osGXfZAVto6BDPbCJnVhF0BNsBoxnWf2ty8fX/k4g+HlXNn/jm0eiRwiOjrqDm2bi68eN4ABzBesXN3E6NErMLbOOEZj61aY9OgVWHXUELJ88A6cCxY0OERZlvi7v/s7fPazn8Vdd92FVqsV0ffsWR4bfx0slGWJdnsZ7byawL57pnDvjin7IeD4beymJqWdtAzceMd1uGPrLRV9vQIRIcsyZNmRGVLXLeZkJviVM9K2dwa5FkYxzOhWrk00KGYz1F4aBicoDE6DinprWWJgjAVmtKfbKIvSW92egwnm500JLtHsnIjMHg1rIJM5x8BHtiHOwifvnPg6bA9jWNQqD5jrxaaHkm17CGQdDKGXnDFjezspC+1M6xO45AodEDAzWvv/BVxuPSg98w4/+nrPrI885vdw3MgpczM6kLfoCARj/OuK4a9tiooDkBj2HockLwzsCCcMfY8X0bNsqoUMXFkY9cbRp4q8SW0QB3aBKDo4A/Nu/B8OD9PiuTWVlYUiKAEQr3eJZCiVlTjBWZGXOF9rVK/Hizq8Vorl6toCIAm64OpNcWm9HdpCybkneM+dBOFAgvdtpJSrrl4Wj3FdewQufKDjNgp83f2R7eGEz8ldcJ+nY8PK9bZ99telCCtGmxhbZx2jtUPIG0emPbZU0Lfj9Na3vhUf/ehH8epXvxpvfvOb8aY3vQl33HEHvvCFL+Atb3nLQrRxUYGZsX37duzdu3epm9IRmM1Q7YG83zdv2YTNJxyLyObsXlv/lRyMfPJSW/D6DnEoyxJ33nknfvnLXy51U5YHhC885LSOgENw2CB4hePJR28A+ChnnRqlLFM5iiZSwMtQB3wIh5zqtXJu7ojEs9MndXXG30ZbMYuVyFXuxnGi0Z8QHEOW7T9GXI7ogVboFmbKKcyWk5gpJzFTTkFziWj/LBtRL9rDip0TYvGSb879pzrtZ+X2zHK0DnqFflf/cocoRLDrqHAdDQDcSCiAauhk2SnRRUcIxyx5OugU/URR+Gvfj8GizIHHTSuDMKBFBDNvPPppaonjQIjkUh3alwG2w6Wsgn5fb5onLepgIRu+QTqqN5ynBtu+IGsCi2l1LNsD9vp8dDcS17JyreJrGS+14URO8DmccIxinexlRB/aIQPsOuRcp6XvoFO2ky2l2SiUFVoIFaTYrLhaj3GcQDuRg1FwAzfpzdjDa8B1crZsaA6X0GSEvJr6uUILe8vBvq91sQbf/tkuEHYDgAgCRP6+UYq3ZX97ReAlEHDfY0bxmT96GJqDEaiDgr6n6p1yyil43/vehyc/+ckYHR3Fdddd53Hf+9738JnPfGah2jovMNdw3LZt27B3715s2LABIyMjyzYE4+S+WRSt+kWCvd3RGtekm9xcOrkDSw1S9rnMqXcRoDcnLeGpfSy6X8C5a/FWeY/AaLdb2L1nN27/xXbc8YsdSU0seuvS3jvugAsGiuOB5WHB43RH97Kml7F7/eFjLutKe93gywNYNmAdUulUeXfUT+NjzwvryIA5OEOsLU46mkGOIocwxQenMrxHDC52WgWfkKt3RE0aO6860HXMF/RYB0ykQb+2j3yob/AoD2A5gZ+VS2Ek1I9QCgeaI77gdKdTmf1IqJcXI6NeVoblR8gLfIhRylDkVwghI40MGgoaOdkUGoo0cpTIoZG5PJUel1OJBgqbGlrULUDAnbwB39EPxDSG4DoZKnsh1ba7el3G81HcPnJi8GyWAYwN5/ju68/H2PBgg48UFnSq3vbt23HGGWcAAFatWoV9+/YBAH73d38XF1988QE0d/lAWZbeaTr66KOXujld4VANztEr1PrzHCWpQCd27Ng3gz1TLWGwUJVJwFyvuV5eg/PFMydfvhIjazOsvQ/jn2/M0SqcIRpk085FifNl77NRR55afdxdf4wLXdQOr6yh6mSI7VJadjJ2txprpBKLTyolZeigx+dlP3vSx+73JKn0s8N8F63xTIhkQ4dfcCplr169w8cxXfBFjqrtGSbRQ1xxOqUTS1WHlDvweU1uv5mkXHFiuz14tn2lP9eYNjcQzMawRyCYG2bzwe10eOd8GqB4TV4a8cvKkchLetYewor9R8XPq3D+ok6ONC+dzzp6wsMpLamrVj7ikbrq2tOlrf7jUG1vRVdFT+918Rx1mVQj5wlU9zlCBcNJLi17GU75qrgDBT/2UFlPeuiBBhAWj7gVwf05Cafhf+atPQ965SVYeczxYlRI+lHdR4gMPvBA4I00hXzCSwkvLO8xY8NYNdS32T+ABPq+gps2bcK2bduwZcsWnHLKKfjqV7+KBz3oQfjhD3+IoaFDO6yhW9M0MjKyxC1ZWpDRZUzPsP00cHhhs+UL+FA23516GluGVKfkQxea11+pv7uchKNXyhcpRYZeX87MHMzUpVRTdQ866pGtFaOYnLwXFzzlJMza/S3iF61whihWIfd1MOdUx1v/Qvav+C4v/pQ3bVeFF9TxIxPjQzt9HbK9HXi7nRM6fnw6fZDm/vCl59QZH0ZkfF4bI4yZw+/GBoPwzzvbCJowgTp0aflt4AhDh8mXpmzyJqAEXDTL0k6xs3guSxMhsyhRloUJBlOU0NqUdalRapNqXZp6S0P3dWtto2GaKXLaTr8zk+S0iY5J8W/ziADpXFOdcT2fsB9rW/eB0k0fJMFEI53vepYvsB3582fNcbxVjspuhLEDPaLZiLPgqJwXk9j8q29A6ZYPCMNkA8IQBRxMqgkIAWJEQBlftjwOJ3hTWe3qsvnlNNqxnMF02PkuDNNZ5/MUyiSmLNvvhXI4H6jG0FdmOU7++AehsgywQaMMUdm9lkze0AggZcoEkFK2bO4heRqBmg2secYzMHRKH+tYBzCv0Lfj9PSnPx3f+MY3cO655+LlL385nve85+HSSy/FXXfdhVe+8pUL0cZFh+U6PS+FotS4Z2IWs22NTFHfjoacqdLN0TicYOVQjuPWrDhk7nEvMNMA9g838Jz7bznsRyLnA66//nrceeed1rFgn8p8L7RecO1WifZsARlkIKRpb/hhDofKT46DsVQ/HVGUmTrwpvw278Oc19A66O6JFyKUuuBZwyuxeXRlx1M1zqzb+kE4tj6v7VYPLm+4Sy592UuxcYc1a5Q21Sj9ejXNpTkQ+NjjXFmLcmnp2uflUXIJWLqcnikGXE26EM9IFygA/HLjIRLmmdlu0m1H+dmN9nOUVxWadTZqeFM9XhYCb2cWgN1sgphGsPiKrJiNwFyVtfWruvMQvNE5L+DlnVogveWuXTju3e9eIO0DmAv6dpze9a53+fxznvMcbNmyBddccw1OPfVUPOUpT5nXxg2gO4zPFLhn/+yi1ed6W1xPi+9pT8q+1z0pp3KmQ0z22sc0pDqlHOQwtdQfl1MdStR5pEJYY2JTP1oX8Nqu10j5wmhkwHneRG8tX1JPpX5rpPl6uvBFdUu+mvp9wIKS8c1//6aJRDiApQPfa2P/WEPG08LQNQDE65pcmuTJjQiwHVVgwI8ScKCRzROb0QRiKWd4iWXdGm4/JsXK7opj9lnKYPfLYbNPjtsjh5D5vXSIQl6l9CSvkEGR3UPJ8oc8mXLCT5W8bRWZugu0LX91aqSRs3AIvxa9c+WcOeugeccryUtnrUTszJX2380zP8XOcqvZVwnASIuRafdMAHasx7YgNtzjsnQWgpEvHQNly0qLPANKM1Y3RrFSDZvn0G0vUdrtJ+wWE1SWQKmhbEplUeOoVJ2TQ/iWLy4oBWSZ2UtPKSDPTWpx8PgMpDIgU6AsN6lKefKE19Etb54BQgdlCpA6mg2sftrTlvqKHNFw0JMdzzvvPJx33nnz0ZYB9AmrV+TYto9Q9rAJGgCcufko/N1HPo3zn/jkjjxKaVA2ZV746RQlMf3JQeqDOD7ZImcC18mDDSKJGYDX/u9XYXzfOP7xMx9FrK2mvgqy+/WoG1GrTpgROO7OV8Fzj7xz6K2V5ypetzR2TOzA6z//WuyY3WH35rE8LqYx2O/dQ27TT3dL/KacDke2JxAASPTwmV5wJGWXBxB0J3m4XnwO9UCWk3riNnWrw/AqT4vrieswso18DfJ8TPTNu/pcf72Vk3RRNsV6Xl+mkPcHBV3hNxL1Png+e6dqaDHPIQvx/FAA3cfdenvDLRPwDh18Wt3LrITdkCAEwYB8gpyu6Kmq8Ehc9UmtjkC5jW8zu/2p2R7V/M2R2TRHbsu5/ec23hW7ZfkNe6kOD4LbHDjFq6hl8wPOkZxPGNmyGZ9/6DUgIjzqsutx6g9/Pa/6e4eJ+VdZMfhTRyAx+DMFZDXOguBNnYaKwZ9Z2dRZkA6GdRp8fU5HngE7fwH66WeA9oTRf+azgN94vGl7yqtEfVkm8Mo4P1H753CGxMbjAxgA0KPj9MUvfrFnhU996lMPuDED6A8ypXD/jWO4e+80xqfbuGfnDvzj+96DK7/5Vezcvg1rj16H+55+Bp530Utw7iN+qyedrCZA2X7YT38PAj3i+oRCt1Fygcn2+MErO8xBFYyRmQxPvHIdpg6PbdQWGFoAdi11I/oG52gRQsgLwM6bd3PkQWCbTjcnzHZiBBsO2TpsFNZLuOhZxpGL6SCya5BcngCwp3lHjoRJTIDbfNbQ7UbQdqE22fn6ZJ1LPxFNbG7rnFJv8ru6EjcA9nqAgtMQ9huzNHvh0ldS2rHjOndC/006mbJTN0gNyGvTob7FB3eWyycEux/FSx0u4aS5DZEVyK8hMaNkYiNxCvSAI8+jfFlsMu7pcnPxuDyyVuEFu85D+etfY/+tP8A9G9Zj9NxzofIGlCJk1jjPVIbMOg1ZpqDsPodKZVB5BuWM+iyrjkYcoMEPpUDe0M+rMjU6nBMApQ5dR2D/S4Evvgz45VeBez8G3HM7cME/AGPHLXXLBnAEQU+O0wUXXNCTMiJCWQ6mwCwmKEXYvHYEd9xxBx7/u4/B2OrVeNe73o3TTn8AZlttfOPrX8VfveX/4Jof/xQAsGakgfWjQzBrz7mSaoyh4DD1CbCfXNd72hH6MQd812sXjgzMCqyH+9Ddr0lSw9+xTX58AM08gzUhu2iujkDV0rrJJdV3ohHVWIbzDO1MY3qoRKnY76liB3us0e3w9nmxe54ADifpHAx0wRv0Bd2uHnTgjfZLSepBhzYFfb22iUX9ybl3aL+2dSgQTmptsb32rmc+87nQk2+wxG5alpn+5fBmipgtc4ZcNzBUDqGph9HUTQwXK3HMxBZknEERsH9oN+5ZdZeZVsZZrIMVMrZjDUxRmnHCZ+tTIJMKvqyXqHg998AcGiAmjUZ5bTEuVIDPk+QztMJODStIQ1OJAhqa7JQxMkEz7MQx/1dDQ5NYa2R5zHtah7zER/tgxdNt5RmYgejQvuAshlsXaC5WHIXfEpJwzS7vnO0OI0FMJipjzxYDJ+lCw26RP//8zny6BDpsDQKI+08MTdrn5f5SvZbh3z9JOc0DgAJKVWLPUXugG8Zh9l0SfjZJ6IQInRmBlspQ0lHRVUZ2gPgB5t50dZOh4zYBK84HdvwctP+noM+cDzr2gaCh1WaKG5mOG1IZiDKfwgZniHRFMwcQ1S+dy1TG4TrJyHPrKpNc404yHfO98nWSqcFnlOE3j/tNrB9Z3/GZPtKhJ8dJ6+XTSzWAeviTl7wEhQY+/oWvYWTELAbOATz1ef8Lj37Kc7B13zQA4I67t+O5z3kWrvnvb2LDxmPx6ovfjkc//ncAmHDsb3vdn+EHV1+J3Tt3YuPxm/CcF1yE5170J76ei1/5v7F/fB/OfujD8MmPfBDtVgtPfOoz8Nq/uASNholW96TzHohn/sELcdcdt+Nr//lvGFu9Gn/0itfg9577Iq9n+9Zf42/efjGuufKbIFJ40Dnn4f+89V04fvMWw1AOAboJbq+D7RgXLxZR9nk3+4dqo5yF6YZzlKW8e4mJ8kgjw4rm8grnOTMzg9vGgWe+6e0op6cwvX8cU+P7ML1/HNM2Tcuzk5N91dEoFRpTCvnQEFaMjWF41RiGx0YxvGrUpKNjGB4dxVHHH48N9zk1XpcE1K476pSv0Bi1eElL8XKNVL8yTq5uzVSdjKeJdjr8+q8Bo79epN7dpsjzemD/8v7wlWScgdI6DtHhjH9yG9UKZwAabIMOwNNsma0pbgMNgGVeg3XpcSbcoJXTpS9DWz1ag3QZcC5faoALKK2BsgR0AfJ5DVUWfv0JdGnXnZQgmyfNaGigqRmkw7qWwxVMh4JxorRS1VQRNHXB90tXcV1FpqBJQWeEUiloSy8tbyl0aUVgpUx0OlcXKcwMEfavsF0fdgqiD97BAofqb90bxQxkvPgh+Menx3HTmpsWvd4Fh5EhADaS8975CyE+AODRmx6N9z/2/UvdjGULy8sCXIbAzJhuL80o2opGb3Nr9+zZg6/+13/hz15/cXCaMoVmZqbOrNoQ9qT6x7//K7z+z9+Ov3j7O3HZRz+MN77ij3HNT/8Ha49ai3ZR4KQTNuOP/+SfsPaoo/HDH3wPr/2zl+E+J2zCBc/8PQCEFc0M3/red3HC5uPx71/+Ku64/VZc9ILn4TfPeTBe+If/HwhArhQ+/dF/wMV//hd425+/GV/43Ofw1je+Gs/8ncfjvve7L4p2G895/LPxsHMfhm//95Vo5Dne+c534JUvfjauu+56DA01cdTKJqjdwBnHr16gq3t4ARFhbN16DA8Pg7VGe3YG7dlZtGdmbH4G7ZlZn5+dnMT47nswfs9OjN+zA+O77sHkvXPP8ytmZ7H/nnuw/557OvK84K8/gPVbTpzHszt0YfKBO7B/z6/AhQn9zZpNWkKU9XKaQbVokLFCxkCjZuTKRQB1YbOZRd6Wq3SO6ZHjC7gNd32EQxscwuRdQBINJuuQKZNnpe26wdI7YNAlChbOlnPSnGOmZb7wOPL5wjpcheVtm0X+XNhgFBrEZcgru+dZ5gLc2OjESkGRwGd2SlsGKKXsFK0Oa1Zqy+lalmRdSroAPl3bki5uT6eg9VxWtVPV4ilqmV+0D+vwkMrAuQ3jrCw+7SRJAs/4vCzX4Os6T7TWKHy4fo12u41Wu2XSWZMWrQKzs7OYnpo2x+S0z89MzaBoF/PyeyIiNIYbaA410RhqoDncxNDKITz27MdixeiK+s4qeW4dOqg65SudULKzCWEWRIrv1kFVi09pEl8W4Fu+Dmy7DtAFWBdgXYKLGXG3xGwByIFLCjSIGQQJT1zuxJfos3WVILQJaBOZAyFfENAGoT2yFu21J6Kt22iXbbR1G/tb+7G/tT965hYKMsow1hzD2NCYSZtjeNZ9n7Xg9R7K0Lfj9La3va0r/S1vecsBN2Y5wnS7xGlv+a8lqfsXb3sCRnoY3bjlllvAzDjvwQ/EikaG6XYJrRkb1gxhbEW8+dtFf/hivOJ/vRgA8ODT/hof/8cP4e6bb8AZT3wiAOBv3/1Oz3vOmffH/1z/Y/zXf3wBf/Si5wEAhhsZ1h51FD76fz+ELMvwsAc9EJ/7lyfj6u/8N17x0pcAMB/1J//O7+CVr3g5AOCM+78BH3z/e3HNVVfizDNOw6f/5Z/BWuNjH7vUO4afuOwyrFmzBlde+d94/OMff5BXbvmD22vH7cNTmzoeH+q6nrfVbmH/nl34p0s/iIntW1G0W3M3YB4gazTQGBq2xxAaw8NYs/E4rDlm46LUP9/AWoOLAtxqg9stcLsNFAW43e5+tGxaFF5OHipvA9wG6za4NDi0DD8i3gLcLsFFfKDUxvEqzV5MPiUFkDFmmXKU+TCgckDlYJXDWM85WGWAatiywYEysFIA5WF6i8qNTpUZXps3+48keTsdJqRkpsfIPEjgxRQRkVcdOobCfikO0csdXKSRvQUGLZ1GDgZa57KZ7lbrUNoD5Pb6AdywvVvjBkVR3g3BkyKwQthLRlm6ImQNwklnbcCq9SsMPgt0n2aBvyOP14meOgkB8+4sCuOsFEUR8q3ZenyXfD+8dfmFWJpARBgeHsbIyAhWrFgRHd1wzWYTSs1vgIzFBmZGySUKXYSDTdrWxqmIaLpAsfa+KHQbxdcuRnvnL1AAKIjM4fNAwcFhKWBToijfdvw1OtpeTuarOqRsbyc9Bez+xUFdt6ZqesdntDlacYQ8XuBWD63GaHMUI/nIobvmbYmgb8fp85//fFRut9u4/fbbkec5TjnllMPOcToUwPXG5Erh5PUrcefuKUzMFrhj9yRGmjnWjzYxNmwcqAc+8IFebuXKlRgbG8POnTs97oMf/CA+9rGP4a677sL09DRarRbOOuusqL7TTz8dWRZ6iY899lj87Gc/i3hkPUSEjRs3+nquv/563HLLLRgdjfe6mJmZwa233noQV+LgwG1Ayv6wvdA6Lns+neJ6cII8bv56koqyBJcarcmJitOUDw1VnBufHxruWs59PpUdRmN4CEot/rSThYByfBy3P+tZaN9511I35aCAOuT7hkYDqtkEDQ+DhppQzSHQkDlUs+nzEW14CGpoCGTLasjyNS2f5UejCWo2wcqsYTROgoLWxk3S2s2iIzDbvek02QEfBpigmYCSA2/J0IUtF2w25S0BLrTBlxooNHTJZhPgksXhRgJhRwLZDl/ZwywdsZtfWp8iKft9lqKy9UMQZCS9k8MIQct6vpEHcbeZgbL3d5EGYwYtaDDu2boT2+0qrBLaTL1MyqXd6NgH/CZBF2VD46CH2AYF55jf8i5XyLIMeZ5X0maz2ZPzs2LFCgwNDc2rA1ToAnfsuyM4HcIRqTghHPIVupMr2z3xyaOt27V4KeP0HDAQgGOW9/RkBYVc5ZWjoRomT6a8srEydnwSJyh1kobzwf6Niwl9O04/+clPKrjx8XG86EUvwtOf/vR5adRyghWNDL942xOWrO5e4NRTTwUR4cYbb8TTn/50nLhuJbbtm8GeyRamWgXu3F2gkZkX8UwBTLcKDNtpgETk17BdfvnleM1rXoO/+Zu/wXnnnYfR0VH89V//Nb7//e9H9bm1TA6kjl54JiYm8OAHPxj/9E//VDmX9evDi4+ZocsyGm0B1zgxiQNjcHG5kxOEaCRnaRYakN1JnPyiVuqQ2p77JG2129g308IFr70YI6tWeucmbzbNlJYBdAVutVDeu3epm1ELmjLsGzsJWuVgykzEPFJgMus2TN7gGQbPHkeBVnukcpkdmaiTsfrKDDytzNFDXfD5EkwzYGoD6G993VKCc3pkXjpQEa0O73EU06xT5QZ0FICMbGQ3gVMEZGBLszxRPuEH+TxB6jv4HuWt6l5cmf8CE2rmoHXNJ7j9tPwhA6mIst0BKw58UiOTe7oJhLLmMSdg5JSjkOd55AzV5Zdjz/3LvvEyXLX1qqVuxryCIoUV+QoMZ8MYzoexIl+BJmXIp3Yjn7oXjdYkcmbkpJBvOB352lOQZ8Excc6Kd1jkQTUOTQ2tQqfODpFL5ztk/gCWBuZljdPY2Bje+ta34ilPeQqe//znz4fKZQNE1NN0uaWEtWvX4glPeAI++MEP4hWveAVWrlyJ49eswIbRIeyeaOH2rTuwctSsFdo92cIvd05AEWGkmYEZ2D/Txq6JWXzj21fioec+DBe+8P/zH/ybfnkLtGbsn24BYLSLEkVZYmJy2sz+ZUa71UZZlpgcH7cjMRqz01OY2LMHDNOjq4sCM5MT2LtjG+57ysm4/PJ/Rl60MbpqVeTEzN67Czt232MCGExNYucdty3ZdfUOip1u5KarVHAer+J86ujU4Jz8QcHMDLJGA0cddzyGhwc9T/1Cvm4dTr3yv1HuGzdDGNZZN2uPnMOuwWVpRyPM9El0w+vSy3k8s+GN8I5X6BM6fnDTKtyy3axb7N9Y782Id4+fxKkO+Ji/qqen9tXiCWRcOINjBpELuh42E1WeP+Q7ttMifTvJ1SPzJILK2JYQReUjHUpo/Di/DT/N7vQ3MWMTCmFuZ0U4LCJK5FzOipRJ9SoGMnsoOyLoNziG/Q3Z1ICguSMqAwCDFKGxZTOysVEzjZAAtbKB1eedhGyVjLxyaMH9j74/frbrZ35Ep63bS92kgwbNGpPtSUy2QycMgYzDMtREY3gF8vYU8qKFxp4b0dh/F/Kx45Dnw97BaWSNjo6QdIjqnKM6eupk1TldjayBBnXmy2h5Ot8DiGHePIJ9+/Zh375986VuAH3CBz/4QTz84Q/HOeecg7e97W144AMfiKIo8LWvfQ0f+tCH8IOfmHDkww2FjAglMyZmCzAYe6fa2LZ3Gscfcwz+5Z8+hS/9v89gy+ZN+NznP49rf/gDbNm8CZNb7wQAFNOTKGamMbE9bAbYmp5E2Wph/z07AJgojLOTk5i4N8Rz1bpEMTuLmYkJPPWJT8D7P/gPeO6LXozX/tkrcNzGjfj13Vvxpa9+Ff/7j/4Ixx1bs0bGOhnGEqJK2TghiTMiHByy8/RV6tzYvLKOjIqcJfvxPMReZN7oF1MP0QknRucgDmPoA0CQY20X1Wsz9ck4As74t3pKO6rn6nLTn7SoJ5kS5UcSKzj4zXx9UAW3kMONENopVgCEHInzCGUvKxaBsCtD4OD4KPDD2VrkrwuHeMwiJVE2U80AwefzmT0oyFTHNnAaE05fc2g9f0cS+Gh9NnCEtnnNIWg4s51gxnb0HBoll3Z5u+XjEGBcswlKof0ieBdj0GtM/rLPR2VCRGMA2ofSZ/u4M5jsz4gQaD4PTDcyTObGVDhl+zgefMs9aJRl7KA4x0WkLvBGoCc0G4wjyGk/A8Dga3Ta9VwLFa7pnuc+Drue8hhEAQjuvt7e6zhYgVu430sQhVp8TZCFCG9nQHTkrQmekMq7Op944hMj3pJLH4ygpVvGqSrDOqJW2fJ5ySen6i03YLBv77RD5s7EbQHjdyxNw/qAM9adgU896VPIDpNp8Icr9O04ve9974vKzIxt27bhU5/6FJ70pCfNW8MG0B+cfPLJuPbaa/GOd7wDr371q7Ft2zasX78eD37wg/GhD30Io3aN08bVK3DacWOYLTQmZwsQzMjT6iGFFz/n93Djz3+K//2KV4CIcMHv/i5e+Nw/wLeuvLKnNjAIJWVgEAqVYyYbholKQ9BQaKkmJvJV4NFRfPKz/4a/fvdf4g9f+gpMTk7gmGM24tyHPwrF2s3Y3RzFjBpCSw3hnqH1aJZtjM1Owm37aSBMDSSutkTmXIlgFl5LoBqZ1ExtKEIzUxGPM57jahkRNuWhBigbShtbU6PA0dx8rbKNYvd+3P2Rf0G2bxZm3xTlnclw2LEEMVoW0RHKQZYiOi3JC12OVxxZ0I/P7qPHgeGjQXHar44IH+HgnMPSRHQrW1C6DVXOQhWzUOUsSLf8VNcQNLz0ZWOYmXUtsdGfGP6srRHvKLAU2P2KvJno+TSEwW+dAm/gu7wtS8M/5CnmUWR5yYSwFnkN+LDWRi7kfVmZNxIr+xtZljA/vx0qZ7Fi+4+we/JufOUYg/ObKwNiPzSRF/0FgZcq9IjX3i8vE9Hd9Y/l6nnr87ItXsbSZxvAjZu+BX31tw/6eg1gAAcC461xaOje9sgbwJIBcZ8LO0466aSorJTC+vXrcf755+MNb3hDZcH/coPx8XGsXr0a+/btw9jYWESbmZnB7bffjpNOOumInPJUtFpoz85AlyXKooAuC+iiRFkW0EXR1xoglbkd07Mob0LK5sYAt+tvgiHHYdADwRAc2rUD+cT4gpzzYoIaO95ELptnmClauHPrXRj91iTy/X39nAdQA2bqaCFGEQo7imCXqrNdps7JsnU2y9lduYx4CrvUXaNEgTKRdZudyn8aJUoy+anmKrTzYfjRA+8gOGfJGYZhA1JjMOcg5AAyENnUHmEFDNkUbt6TcVmIK/kj1H89KNDQYdNSJJugijTFz8lncZF+6oL3m0XX540zYTukFOx9NzzjK8ZR5AX83nlyaqPNVzbxFLhaXqKgr443wXXijersxFvXvjnkO+IX+rx75J2P8+50Lp3a0pV3rvt1AOcyb/egaIGu/STo558HAaDVm0CPfj2w7jcO7Lr2wtutPR2u7ZqhNcgXwEYYwNzQzTdIoe87dPvttx9wwwawvCFvNpE3m2iXGlpzcF7sjCguS+iyNA5VWZo9FMrS7JtQlmBd+Gld2vLOBWxHNdJxIFmeZYZaMZxw1CmTDKYPe047r9YWrBl9kgNHPeqJZRl5ax+yfNi/WCUn1UuKrOSJublsg7lEa/oelJOFGVFyI0twveEUpjOC/OiTW8/hR6Gi/JEJZgrn8lnTUKDEJ4a+HWb0JXDgYwpuc9nK2OkAOgHFh/v5wA3oEoW8XSiW+5Fbe59syG+iupTsLGSbtzpImQ1WXdhuP+UYlKy7DDRFCiD4NOVxOMkXT1MW+pQwDBOcnN4sdSiz+RQUqRiv7EayKq5bkTI0J4dQrshbXll2banIJAZqnREujdcBHKaw6eHA6b8PfOElwM5bgSteAjzmjcDD/8xswTCAAfQIA9d2ABHsmpjF1r3TczOCADTsgRAiCoBiDQUNxRqZyJty6csAQKznryOb0kLqkNXL9GQ0zkMDW2gD5fwvzG2XJabLSVy1+98wtWfXvOomqKQnLTU+fDDmmKe2l43m1OecPq+lRr/Xxx0MIfSAE7L+LCnkZVrRQaF9zvmsnpNyZ+Sd1fg6VM8t1CUcXZv+Jp+MXdmkfQ7Dc50sqfLT2/x6iihXVw5cTN34U1pNPRTzcUVC8lfb6EY4ljXIeY9xVpxZKjCApYL46bVA8TMO/+yKp5PkMyroko/iVI7QAcnzTDXPt/u9iBG/jqnIE8ymvs7hljzmHVqV806h4CMiMLGXce8vVuzeXGZtsJAnRRhpjOC3T/htrGquqnW05zqcvnXr1mHlypXVmzYf0JoCJrYD+7cD+7fZ1B4r1xucLoBvvA2Y2Ak86d0L044BHJbQt+M0MzOD97///fjWt76FnTt3VsJQX3vttfPWuAEsPjQUIVOEUh/4B1+Tgoaa0whyDhbVTAFMxlS60DrT/XfDfkvcdybgKPBaWjNXWNmUvU/2IxhZSHF9/mPLCTZFJQiuMtTUx8kpMlIStdvIm00cd9/7ozWxH2bxNewCbIRw62ATQAHs95eC52MRup2jUO1eh0/Z83s5bXdX0aXXD19P0JXqGMD8g3muVeKkCedUOGjmtxAcWlXr7M6hL3Espb5OfEj0QziarAIP7DoiP5VQmT8sjD1hHVpDNgwFGWM1vIvcNEa2V8oYtC5FLV9wSp3xGzuu3j20PGalFgkD2uIErxYGudMrAzuEMsQ0PzvtD0h4DiHHc5FBvOHDpal77QxeRT2DhsZ//fS/DlrPihUr8OpXvxp5Po/993d9D/hYn9vHfP/DQGsSyJrmyG2aDQFZA8htWsE14yNPy07O8g62BjlsoO8n9qKLLsJXv/pV/N7v/R7OOeecwfD2YQarR5pYPdJEoTVmWqXdB5JRstlgUjPbA9A6zpeOJvi6Qa8O1oJAh47hrCCsXz/W8bnutM5rrvVfB0vvxjMzM4Oh8f04+xkX+o+Qj7LkHJwuuLnoC6mncrhNghPHTIv9t8CwHTaprHD6wNBuLy9TWVxHiqs4jDVyNe02bUCl7J1Gp8NfAyeLwFuho5L6ex/xItLvHFEtcclzE8klfMaPT+mRq+5EIMiS0ulnFQo9fS+8uzKAAQxgMcD73FVXszvejEKpFY1oNEnmO+G2bNmCLJvnKXLjdx+Y3E8+Nb/tqAPKqs6Uc7aG1wAP/1Pgfr+z8O0YwEFD347Tf/zHf+BLX/oSHv7why9EewawRMDM2L9/P4rChBndP1NEjk83c4fAPrhyxNuDjTTX6FF33ho6JeU59VTr27bt0NmgEwCKosD+/fvxla98BRMTE0vdnAEcsTDHL3QBO0jCyFlAiFL0bqCkIXXNkuNSHjjFcephVlKOytL5tXjnqAu+sDVATRtEndFE5DreWlxcpugcBD8n5Q76qrMFDlY+bWN3fZXJ2HXtqTu/jvLVNnbS6cZLQWT3GaPwHLIbSbU8THZWQzLqijBtzsggGpk1YxRyBBcglqPGQVtODQxlKzCcrcKwGsFwttIeIxjKVoT2eZ3V38JcwEUL3BoHz+4Hz05Az+zFqt88BhtecVFfehYMHvBM4JgzgOk9xiEp20DZAspZky9sWs4afNGydHF43GyQj+ScnlYHnD10ErKdS6A9BXSarX/594AHvRB4wjuBoVULfqkGcODQt+N0/PHHL/vIeQPoH8qyjIzuBjCY9jGAASwHiDowpCFp8iSNPc+bGOw1xnvFCE8Nf6GvL7psR9TOurbV0Ov4bEKV85R8opxk5zaw63Cp3vT6J3XNh46e9fbi9NThUsdpnsCvYVF2pqSym8gqu5YGaOkWwjogAsBhXZydcck2zxFNTlkMNDNVEdFURplqEqOu4kRd9El5+KmhdrNdYhNxkjizqdmC15QzKM4MjjOPV5yLco5MZ1A6MyMNIDC7DTWSyeR2vabHcXCHhlQDQ1kDTcpNXmUYUnl8UIYhlaFxAAEOSma0GJjVjJbW5igLFGWBlt27aYZnMW2P2WwWRV6i1SzQXqUxNTyLG1b/O2avuBwZZcgogyJl8ioLOKV83tEUKeSUG34VZHOVBx0pTvL1I6sUsjxDNrwybqeVXbdiHU5Zc0rf168raF3jlM3WO3O//CpwzQeBaz8B3PEd4LQLgMYKIB82R2NY5FeYkavcpnV8WWN+z2UAEfTtOP3N3/wNXve61+HDH/4wTjjhhIVo0wCWAPI8x9q1a/2IUx3EU34AP62HA519mSPbKUxzsjRLsNjEzkqnD8UytXyJ7l4MgpRnRSNDniXjUXNMoTuYKXYHylOJVuhkywJUmvtXZ2bFJ1w3NBfWigxgGYG4Hz5OpDQEF7k5AzicgSp/Ja2KJ/8A1tIkcIyjykNcz+9dDf+gV7yg2jqj9tTJprxddEW8oq3S9UrLTID2I02xeybLGZlNAnKQyZPZLCCTI6goAJRoAWgB2C+unp9KZ7+VJZsNgksOR+FxZPIWJ3ZDNH8VTNTHyDIkACvsYcpNAE0NrJwETrkduGXdj70DW6JEAfcdYnELhP0gHppaPBAH2eiHntRXJ1Mn95eP+EucteEs06w5ph32x9ME5UOgRheeEx4BOvXxoM+/BLTnNuC7f4uDAsqEIyUdLOtwSUes4pjZdOUG4LSnmfIAIujbcXrIQx6CmZkZnHzyyRgZGUGjEXu2e/bsmbfGDWBxode9q0KIcrf+QjpNZs0TCz62fDriC3lte8QjmVo9htfrrNNzgLB6RQMb1o4c8Jo9bU6uY4exxHEdQw+dzgBQtlvYt/PuyNGisoRqt7DyjhtB8xhV76CcL5utDQhfucZVZyDFVfRQRWBOvQemo4qrOi8Hppc7Xc+O13g+dNS0DQDXXbsKGwl8bLa5trGX7WBAk5CrvX6y/UF3/ThJzbn3eN7Bjq67d2mb5tJRZa2/DwE6hZbvxD8nbd6AK3+r1AR6bdeitH8Aiw1HQeGhux661M04aPjOv3wH38F3lrgVzxZ5Tt6ybrzSvWVZ8JgtzzfiHrwAVyDjEmhPmuNg4Lt/BzzzI8DGMw5Oz2EGfTtOF154Ie6++268853vxDHHHDMIDnEYw2xR4qbt+5e6GYsChWbctiu8ZHq2BYiQF4yhWT038zwBqXWI+wpbgJpAY+XvotluIZg3InWBB1K8PxxfB3yaF9OpuJMuwNdb2yavq1oHH4iuuqlegr+is8LX6Vw78STXs5dzjdqna/lZ3K/edc3FP4B+oOKopQ5V6kTJ72Cd00hxnrs4dZFzmfInDqVrW3CgqZbHTJlzRxbyIEDQ/N5udtqdkzWpc4iVb6PcB87X7SMahvZGed+R4a4dJ0+r/UdIIg2iQ547O6IDGMAhC4T4bT73Q75zxako/vhGZIqBYtpMA2zbtJgG2jNAIQ5ZlnzFLHDrN4F7/gf4yPnAY98CPOylg8iAFvp2nK6++mpcc801OPPMMxeiPQNYRtAuYmfg3z77Gfz1W9+A7/78ziVq0cLB5GznKYpzwTATmuh3me1BAJn5974IDUIGytZB5YvnwB1KUDHNSDgaJJwq4sBLwTwLZafD/CUrH5vawp1KZHxrIplElmR7BZ3kmVRlYqlqm2MH1+Hic0XCE65Ltb3RNaW4XZzypteh5hy9PCHmFfjquaPm+nfA+fNMKD0MOg5AwuAds2ygsh7Q5n0SnvQ4EMcc/CzNdllPN1krM0c7onWRXehpvh/dQM35pvw1uurPuYfr2cP1IfvFgE/rXKH6DhWzJJCQja7FyAMeDcoykMrASgFZZhwapZANjeDT39thaGRonI2C1BoMNzOMNDOsaGRYMZJjRcOUhxsC38wwlNvOk4l7gC++HLj5y8BX3wzc/F/A0z8MrN5UafWRBn07Tve73/0wPd3LBqkDWEx40YtehE984hMAzHqlTZs24VnPehbe9ra39TwFL4VVww2cumEVptsaioA/euFz8QfPfBo2rFtpOxb7szC4tlA1bmrMnXr6HIz15PSl2V9/fP05yDZ1OZ+6itLw0HM0Kv1OAAya1cAKhezha6FasHs1abB2+zPZsNxuOqHYtwkseJycm3+p7U4ygjfsvxT0hKhgQj8SPLSQ4zgPRwdY8PlDlKujMaKejkeXCzqAIxIW0jdya2DI/0WSrwvtLHP2L1flYl1i/U9NfRUcA3H3TpAGBylPEzjz3kkmDnHg9aawxPlXLVV4mYNeV45imLg6rZFZ9dtrjM/03VsxXsnnowmXlVdEPKZl7qeGGdUze9ER3Lpc2wkiR+AZAGl7ruG9GCqxOlkHHAeae5+5oC9c4Tf1uVATnd6Xrt3+Sju855PtkTTEvD5v9AHw/BWdti4CQxVTyNsT8gmqRFGMHBVyVyyMUHIgxLcpmhoMH/AjLltcNMKZlHuVWya9Kdm9O/GIr/wXsgNYllCCzBYwRChVBg3CJCnsd2UiaChoZQ4oBZDCqLof1vEeKPof6I8+Bruax2OyuRaU56Asg8oyqExBNXKoLEOW58jyDKqRI7f5vJEjzzPkzQbyZgOrn/AEjDzo7AW4QosDfTtO73rXu/DqV78a73jHO3DGGWdU1jiNjY3NW+MG0B888YlPxMc//nG02238+Mc/xgtf+EIQEd797gPfFXtFM8eKpi2MNIGjV89PY3uAdA+gfvNd6dRZ7kDqoW6881BHt3xRFChbU9h181WDcOQHCEqZXjallD9cWe56nx4Aqji7qNtv8EoQeMcDoaOqT+r1uApPzJ+WXahkE7UL9TSGb1dsZybzqYTxSy5vLF6gNHYilRpgApUMKhnQFq+NYUaWT2k2eI7Lig1v5vLMyLjGsfA/39RZ6NEhQeKQ8AHKifqY7cRLJj8BU1ucht3XzuLY4wLdyHOMr/DGdI70uzwHfEIv5e1cRBDu2eEJdRc1xaUX4LC+IBb0LNb98o3I7N57CgCYoOy7w5TNbx1wv3kg02wPIPd5czT04jzBJRHamUIrz9DKsyjvjwRXXSfaOzSKEo2yRLPQNk3ypUajKDE60zogpwkAMrBZ+8SohkqfA1rCVRjDDoxhR1/yhT0c3Pqtq/GIr36xLx3LCfp2nJ74xCcCAB772MdGeGYGEaFMI34NYNFgaGgIGzduBABs3rwZj3vc4/C1r30N7373u6G1xjve8Q589KOXYufOHTjp5FPwZ69+DX73KU/18l/98pfx1r+4GNu2bsWDHvwQPPv3L8QrX/Ey/OKmWzC2ejU+e/k/4y/e8mb84uZbvMwnL/s4/u+H/gFbt27F5i1b8Io/fSV+71m/Z4gMbDpuI/7qr9+Db3zj6/jvb38bG489Fm95y5/j8Y9/fNL6tCdqAPMBfumoi/fr+ymDOSPLPs+hFzmicQ0OAKR+pogn6rmWNJYmFUU6vE5r1HJCJ6uLamQiHFucl7M6xXlERnHyTYpayAGXpnU8aaStWp296k109gIKLmIXkFOI3pWRCZyVWXqI5iVwPrKX1EERTwbptC08lMxRxLAicSZKCKcCVWej6sw4Xo6cFUk3jgtHjo/TKR2XASwNhA4kFgeSNB5FifB2dJxs3o932FFykjxipN089dqP/LgR8/A06DAqI0aCvFvteVnoYNHGOllXf3WEJ5wLBD/sk4pE1tTNAi9Hnzh8NUQ+jLTJep0OtmXyo/9AszWOUq1CQaYF/q74fpx0ZMlqTUaTZHCYaESoIls3miS+gUlZyro1goUitLMMZXaAa3mY0SiNw5OXJRqlNqkukZcauS6R6xKZzWdlaRyh8KkyTyDF+XZOaOXAxIoMjAzaXtNqas5DOx0gMFHQacvuqdC2A06mph3K3yPt8kRYT3uxgfZCgdGiBm7njRjHyrgeKFuXAlt5cIayHLM0Aj3yMXjEgV3hZQF9O07f+ta3FqIdyxeYzaZlSwGNERzoEPENN9yAq6++2oeM/8u//Et86lOfwiWXvBMnnXQSvve97+EV//tPcPTqUZx33nm466678L/+vxfjoosuwoUXXoif//zneNvb3maUlS2Q2NCNSrOD25e//GX8+cVvxl/8xV/gkY98JL7+9a/j1a/8Uxy3cUO0QfLf/e3f4M1vfjMufvOb8fGPfxwvf9lL8f3vfx9HHXXUgV+b2k6XTtcqwXtDtUd+ia+pty89XI8n1OMjHNfjddGCKoewZtdZGN7LSB2CASw/kE5NpkRIYumYdHBqXLjiPMKTcHqWwqnR1rFhk9emrFmj5DLQtclrh9MlNJcotOHTXFqe0siWbY/3U5gqRqUwDqXhKQ1lkkZdkvdmnzCOnb5Il8HlqPIw4KchuTY6A1IalpYx5CPjF56z3gnoxBfz1K2P44SnwllZ+9U5x7WvpESeUnr11Re1rGIsd5aVBvUABKS9M0sNTQCrVi91Kw4YNDFmGxqzjRKzTY2Zpk1t2eQ1ZpslZhsaM02NVkP3ee37ddCqv+3FhxUiv9sec8Oz7/N8vOB+L0WhGSevW7kgLVss6Ntx+q3f+q2FaMfyhfYU8M7jlqbuN24Fmr0/YP/xH/+BVatWoSgKzM7OQimFD3zgA5idncW73/1ufOELX8BZZ52NdlHihBNOxA9/+EN8+tOfxnnnnYdPf/rTOOWUU3DxxRcDAO5zn/vgxhtvxPve976O9X34wx/Gs579bLzwxRcBpPBHv3F/XHvd9fjwP34E5z368f5n/awLn4unPOu5AAivefPbcemll+LHN9yERz/2cdZ+CD1ADhgE0ozhaWcULYcvQSfo8gLjOehCvp6rW3+2kygMX7EHXLQ8jYURWOmdlHnugK+Tk3P5u/FWenfnqjvg6o3CXtpp8x17oV2ru/FW86sbY8iQI6cMmd14MVOZLZvD4Tyfcvy5peWBz27cuFhQcoFSFyi4jVK3Tco1Zd3qgG+jZFvWhc8bvCnHxvoiw3IzGI9IONALv7Q3TEbkCyMS9TjvzMmRChcUJcJZiWT0gy1/pJe89op+ls6s4Pdv3hpcRUeXdld1ACHIi6QlvHOcY6oj0OY+9251eh0pr8VF9fWqI2l3kbF1gkq0c17qxxOA7QJ107ztyJjPA4EmpmHX8guc7FSLaQDa0yDdBmkN4hKkzWF44/kqxDBrodaeUqvf4YayITz2pEfghKMPbYfJQd+O05VXXtmV/qhHPeqAGzOAg4PHPOYx+NCHPoTJyUn83d/9HfI8xzOf+Uz8/Oc/x9TUFJ7+9KdH/K1WC2eddRbWrVuHu+66Cw996EMxOjoKrTXKssRDH2r2ZujUc33LLbfguc99LohLgEsQgIc++EG49NJLQe0J34t53/udhFLfCwAYHgZGR1fh3q23I5++VxiuAWRtOq36gO0zrs0ekPxBiwZEX+9lri+wLsE8hdnZr2Fmene1wnRBblTmKInLiVw/bT1M4GHrn4ITVp221M3oCoVuoa1bKLiFtp41ed1Cm02quQRDmz3QbPAPdoGeWQscWz5HM/c/owyKFHI0wcrQPI/li1ME/QC0nebDPrXuq68HtmYgdpzd5znJUwd8ihNrv2hO3i71VeoOOOqkr4a3v7pdqwNeGoUO5LoK9nrY4u1EK284UrIBqGmjGzurMyaj0SVpOIOE4UvWWHY6EhyCLmO0UnQuWuiP66ga9jqhw8qESWqhDZrEWB9RmJzmnR2CdsY1Q7Rd6Gb2dZdU4rZVW9HK2uEC1dx3ZomTKTrIpfiExmGqWh2tiu9Gg6dxR33d2ta9HZy2o/Zc63QmdXGQZ/9LMAa5EmtIiQgKyv9iFCxdGPEKYg2qpSuCDcdvUkUw7zgiNErC2IwpBxlbtvKwZUWhPiUOsm1SpEzAOyv7kBOPwnPPPTF2cuwzK52O1LlZNNh+A/Dhh8/NJ+HUxwNbngyc9Chg7ckL065lBn07To9+9KMrOHmDD7s1To0RM/KzVHX3AStXrsR97nMfAMDHPvYxnHnmmbj00kvxgAc8AADwn//5nzj++OMjmaGhITSbTWRZhjzPMTo66mku0MfGjRsxNjaGsbExEBGOOuooaK29/PDwMMqy9DjAvgTsy3Q4G0azbAYaKWgoIIsDizhYwr7rRYf5OFcuCnDewPQJ98Xk0QscHEKO0NQ5cqnDxaaXKkJ0lIvLlOjp7hAmNEqy6Teo1gYQ45pW6Ee4BzfjOrjPWvhEuzyJdVHB1A3Gemq2p9TU/I7paSS0NGgBAFAW9IeWDcNNqSAhp0Rb3PqxtI315xHzxi2qOQ+u09fjOdu/Yf2KfRISA9LhAMR08Yix1+XKwpCXskkdUZxGFoZ8T7g+ZSs8fAB1CmdiPqHLT+xIhO8PtXHligPfumIAhzKkv7D+bd1v37gPL3jYb6BxoGuoFho23B943FuBnb8AJnYCk7uASZtyh/P95VfNAQDHPwQ441nAA58NjKxdvHYvMvTtON17771Rud1u4yc/+QkuvvhivOMd75i3hi0bIOprutxyAaUU3vjGN+JVr3oVbr75ZgwNDeGuu+7qONXyvve9L770pS9FuB/+8IeRvizLAAArVhiD7LTTTsNPfvITvOQlL/F8N9xwA+5/+v0xMzyDVmmmjc2qWRSNwvS+aPPyycsCebuF/iEYXz19x2UnW6+MKX+FNEdPENXV1UfvUb/1OatQl4BzXmMPAPO2HkD2oveo8kDtreVgp92LAvf2OId7AIcPyJDiMtfNiZzTwbUvhr5lkDrd8V/vFHOqsdpyc251vQY2z6jwxy/R7rKyHPo65Ds78HENHwu+KB85w24FmdEVhT/gKAA3TDiGeGWc5iDvAoCEBfNBLg2hXhKwq1HiWCXaUmm3aIu4RlW8HJ1Jz9fy1l2naLTF6rfvZEVxnqNRDNiNjK2scnqQjOAYnJNxNER8EDrts6cETuqybXEyRk+i33+i7EiQyAM1ekS9vv4U5/XIOtxIU1w/KtdB6nB8nc5P6BTXPm2zO78zN61evk4TAKgMeMSfVfFaA9P3ApP3WEfqHrPPkyvvuR248yrg7h+Z48q/Ap76fuB+T170U1gM6NtxWr16dQX327/922g2m3jVq16FH//4x/PSsAEcPDzrWc/Ca1/7Wvzf//t/8ZrXvAavfOUrobXGIx7xCOzbtw9XXXUVxsbG8MIXvhB//Md/jL/927/F6173Olx00UW47rrrcNlllwEIL4QUXvva1+LZz342zj77bDzucY/Dv//7v+Nzn/scvv71r+Oko07CRNuMfrRVG/tpvxGyH53xoRbuWTkJxRmIFRSbTV0Vq1AWeGLXVw5ULPakVx4JX2pISDmDqZclx70cLPhaMA3jooXMB4coUOmDFtOwqjSLExvCsoj2FG0UW3NwiiP2jpzXIzdhZR2V4168RC85GUHvsFFrkAPSxfdhs9nYNAkPgGtvSoens9PnHxV3viRoqRxCO2oepMgGReqI1pRtwunzGv0+u+uJ1xP2JhfVl8rNoYe7nEcgSJ7e2lfV69jq31X9QrT+wtY4LzA/zRvAPADBBFHpB85ZiIYsBnQYLHHTwuAdA5kHYHF+apkS/G5KmaKgi/rPz7dMs9nEYx7zGKxbt25+r+GRDEoBK482B+5XzzOxE/j554EfXgrsugm4/A+AB70QeMI7gaFVi9rchYa+HadOcMwxx+Cmm26aL3UDmAfI8xwve9nL8Fd/9Ve4/fbbsX79elxyySW47bbbsGbNGjzoQQ/CG9/4RgDASSedhCuuuAKvfvWr8d73vhfnnXce3vSmN+ElL3kJhoaGavVfcMEFeO9734v3vOc9+NM//VOcdOJJ+Mg/fhTnnfNwzEy2kdnpeUfxeqxrH2e7+8zLdlVrLdZPbl6sS7HkMJcBJhf3dpeqypdUQJPG+IpxTLZbdg6/XTFCwbnxeXIYLfIOH3hce8h7kIDptBQfTnI8Kv64Wn6lDAOp+KPneuiUCjhFCq5n0+yfZPQ6Hr+3kuV1ho/Hwc1xBzJSZk8Q3yOZ0EVeQUGBkZEywR9AyKCQKWX3EbJ93Lr0m0pCm35tYg23iTDZTYTJbeKrtclrt1Gw5dNlKOvSbFisS7AuwFqDtAZzAS4ZQAkuzUgicwkuTX2Gv7S82vDY+qELaDb1mk2Q7ebGbMpsNzbm0shq21Zmu06pU15sgKxZQ9sufmYXnttMMdPknHU3AhCeb9+zTzZ8rTXONMHsdA/rtNgQuGbdiwt1K+Rc3j6LLpyu4wcIrGx4XAX4ELm2y9pHcSNl6wvhdN0anCoubgNkXtDkqKzkS9Pg/LkfUfhtRbREtkqLZR2e6+odwAAEuHWJy7dz8MDguOOOGzhOiw2rNgDn/jHw4BcB33w7cPUHgGs/AdzxHeAZHwE2PWSpWzhvQCx30uwBfvrTn0ZlZsa2bdvwrne9C0VR4Lvf/e68NnC+YXx8HKtXr8a+ffsqm/XOzMzg9ttvx0knnYTh4eElauHSQ9EuoUvGJe96Jz7y0Y/g5l/cAl0yWLOxATVDa/a4Ph+hCpCyBrQiqEzkBY6sIQPUd2BHqEpvNeBHZ+zfbqUYZ9MkQl3HlCWuqiPW57jYDkyENMJ14wdQzBbY/uvt+MyvP4Pdrd0orOHMzFG+1KVJ2axHM8avFutRkjTF98pnLD9fXgidKd9C6HTTXFxwhAw2tWWJU1A+zSgzC5aJPJ7YOXsiNcuW439EZkNWl6ZtAwlHRjxXPZT74e1F1wAGcKRB6E+S3yL364UopXxpKt83khLzSqlYQz866+Tn1lnL1/H8zV89sR3ljl/YNrBPg19P9XmyukWnGkDRFD83FQ9+Sp0bISMT1FuZzrQGA5unppATQKRgozN0yCuQmouHDA+l+US2liflJ5PPVO/8tmzyWeBRylwLn6/jt/msBx6Xtx2U1etj8XmObFUPI0i3/TfwhZcA43cDlAG/9Trgka8Gsnkbr5lX6OYbpND3GZx11lkgosrH82EPexg+9rGP9atuAMsI/uEf/gFn3P8sDOUr8cMffR9/+7d/iz984R9h4t7ZBa2XGdAlAyWjtAGLLAUlzUaRoBwQYkcnIvRXe78CHWX6wXaD+DM8N2RFhryV45RfnoJjJo7pu74BLAwwGKX9N4AqzDX9ptdyWzMmZ0u0StuVwHJmUrLrkwgI4UbETF7iQx6Q62sk3o1Dhny9fI0+h+d6+U4yFfmIz6aMSI9DKpgdYxTbUVqY1OEztinI4tiMyFp+h888P6GJEk1dYIhLNLnAkC7RRImcEXUckO1QCJ0GcUcDQYEoMwcynwf9/+z9edxlR1Xvj7+rau9znqGH9JCJJCQhCaNhCiKCMmgY4iwg8xDgoleIwhflYn6AcL2MEgVRhqv3gih6vV5BVEDwwgWUKMoYZUpCCISMdIYenuGcs3fV+v1RVXvX3mefZ+h+uvvp7rP6VV1Vq1atqn3Oec6pT61VqwxGdLi0Wfl7zlD1uZQOKKDCw68bvExo7wIVR4LEWSCcWQ1Ra6WyUJe+7iwESzW29G2RLy05sR3toX/S1qh3ySfj+nm5xngy2HfEXqOVqAhpSoeHdjzzmZz26letLHSPR8EvXwkffhl87YPw6TfAt/4vPPEPj/noe+sGTtdff32jrrXm5JNPPqEtNMcLXXvttbzuv72OO++6kzPudia//MLLeMmLf61aoPhFyWHYba6sNLEeMmVxpvvrb7rnPaXjg5oL5kj1Anh8e0Cqbu1TWUko5fi/kvG2yiUz4auEk7pstuq1Y2fMHdFSZqI7pPa5qSxu3vXRHyCnWsj74/l+E04Rr4KMKMWPoAO68S6CCoWEK8KEhVHJXQtDRiMLSNgND3lwKVTEnW+vt5YRjIvj+Xn4nXEvZyQ8AwojMRx7tChqMokWR29hDDbGytpoEiukiVbHFr/Ox62WqqqbGmyoWl4l8oraAhrlVJiH56/3JE9Ck7BC5B/uc+5d43d8+XugEYCFeFdXv5hPgEcLAOCaPHEefDixNRBxZZBxE8HGisDCWT+XCWN6edecl6x0d9+UpnT0SfV6qwsBzO6AJ78H7nUJfOTX4MbPw7t/FJ7wJnjQszhWXYjX7ap3rNPUVW9jaezjIx2/a4mMVP+1ZZoLvlgcjoYdIe5lHL8lrmupmjZPxjsl4l39JzLW0NYpPD6HjmqnNa2DRISiLLj55pv5t3/+IkuLS7Rd+erXK10qU8m1+c1yqy2+8Mfm992UpnRoJOPuSb4GbevEmi0e0m3xaOo5OHettmQt5UFl/eecfvHUf+sS2qrvj8Z1BAlMr8BpkmjmHiDHc3LNc3/gz+KpcA5PiWPr8jL9okS5eI7QTS4nbmGr5REcb1jeGmPi+PVbEdzSwjuhkncxeFf4zUpBlPbjpG5qKnnHdXBxS4I26MQyS7TMhl0Lz/MuXuhotVW1G1ZDVjf6p+2NNhXdzrzbWDVuKpe4f3lrcdMlLJ2H/6Cqqm/n3JUKbm8pDz+Ptp7IS5+5S0/SLz5PeEFX0FPrqucTeYmeJFXvB916mv2SZ1+JRzJ+Nc9ET+ApRaKn/flI6qqpq/FsWqPXCpwiOQs3fxn+z/Ng3w2ed++f8tanTRK1+rC46v2///f/uOyyy/jc5z43pnTfvn08/OEP593vfjc/+qM/enCzntIxSWMR91T9+9BgHiRlvfXdZXWkyRYFZVm0Fhwp0PD/VT+p0iET+GMyDYCYgrwUAQoj5egbxYWnzmEHKlyIGw72x8AD8RC/c+B8Xh34j2XXKour5GM5tpV33EFxxx0IhEP3/svcX4zp3+/0UH+UqS+0rA/V15R+eFQjmxgNrt0/ZCtHgmt/Zuu6dM1hBR0q7PITrCt+gRN+9Bt5SNQ/vg25yKt8+1WDT6iFX77wUkVZKp1xjmm/+vlU4zkUdchiSeqNh269VMlSuc6r96h9qi+VqmvNclvbenTWfbrL3ToPidT482+EzhODFOuPYzeljaCxvwk19lc8ma+6/qZqILg2nd46DXZMZ9oXaP49qDXwEiyvQqh5FW9Krr4CVbMc2lTyHVeVAz/2Wd69jN1qqS/D1eG7ntrqm7TFvu1yo06rT6t/df5V6rJ24/0rnRCkvMU9/MqgCC63AOJCOVrYHdWvTyhXclFH2GjwZb9BkSnNA+fPYk7n1JbSsIkxWoSF2+DALXDg1jot3MbYPVDf/DB89YPw4GdzrNGagdPb3vY2XvjCF3Yise3bt1fhrKfAaUonCllbcvv3vnvUD8sX1jJaXuabn/00S3fefuQGnmnuOtUuRKrhajR21iHJa9ei8bYxmXZelatTEyQnKFo/asHtKcwt1aVUWm7OVwW3J5XUoyvUMUMyobxR6ttnHto/pi6cz0j41XmN6Jo05rIUowG6bpmqf3M8JzFSYB0N0Cl8MBTA4nxgGyU4ERxCcPLCisNp8MctvUxs81H/FFYbvwGAximFGB3qfiPAKY3Tut40UMrLhd1kR7MNBS60RR1VW1XHt4eNBkn5ASBL3CxIwHLFqxaEcUODWiaooMrTzYe0rV65VtYBKmg/DtqDXMURwmZBqx4GqdU3P6y+efIHuF5wd8tMbG8t+sdkkjHb1nffd0J753MkMq35SFtnx3nejaAxa+akYY7uT9mmpKW7lvjn0/75aE9jU9Ejl5Z5x2171tlL+ch7W0+DLafBrvO8C98xSGsGTldddRVvfvObJ7Y/7nGP44orrtiQSU1pShtFbVAjE34ZJoGfifKBn8/NYkdFVFLvQk/6ra9+J5OFyJglIP2/tTvW0VtTkus+5299EE4GKwCQuENlwmV/EQiYpG0cpKTAosFr5CfMtvmK5MThl+POX7wpNuy11nwR16zj6n7SlKtziwvuTLEedUsCWGKf6qwFEbSEEOcJ4PAHzuM5kHAmxHoQogKoaeQ2gpTgPuVKvyPpws6kACLhXFLNq3IHuuKl7f4sk2q01fyDpbiU38TXTZ7wJIDTOgBOE1KGzTKszho8pw3OZF5eG2zkK401ob/Rga/rpAxOK6Sqa19WnicqlpvANbWKp2HxgRrMQgWAU6BZAbZwxlBFq4tQgSOpgFIKuKY0iRyuOm/pVLhSQVXftL6to736/o1nNVXSnuroaHfK8b35723oc8Qog/VWQyiLtxCN8ZN2z+vuT6WjlunSUfNlXL82lVWrvRWiwgaHRnFxfjKceQ7ebdD4aH9KQTbjgdHW02HLqT6P9fmTN21EvfXSmp/itttuI8/zyYqyjD171otAp7RZyInjpoWbGNkR0AEYJC2uAWSsVz7pN0k+7ZOJYdbOtPc4G+FSu9o6uGGzr/5yGGuXNqeuzbIleE6N7ekdMdKMyHWfC7ZfRHYoK83DQFZKXPwnEVA0y9FC4BKwkAIJXw4gJLoXEtwIw5kJ15AdzyXRP0m2S8a3C05sIhNcFwnzSXQcF1T5bBhS1yqnJFgxQq4SnmrxoMF3SXsqG3V1tTtVLy6lWpgmLn6p1SDZ6a8vPPb/q+pbI5zrCXo8y+eKuo9SNd/3CfwIDhNd9RkWPw7iI9KJi+4x4o8GiEK54HqjlL/QOwSgUKKqsr/wu+YFBx5Aoavw9L4cv3Wqb6SkPbqP1v39G1u7cNaQUgWLWcWPZy0Cr27TiXttCip0Um7y6lTL1IAl6tosFEDMJiPlnL9XPM+qDapOl15abSS5ND8nRJ4Ep67wB6tQSPhsEt3dnALR0eya5DT0N3S3xqzKwdx59sVz7Lp3H631eFIa/ZU/QX3nM2jn0K5Ai0XjN3xUOAOnnEWJDXfp2QYwqAHCODgYBxQBZAhN2fiKHpCqL+22tp5O/U35TU1bT4df+RJs8iMSR5vWDJzOOOMMvvrVr3L++ed3tv/7v/87p59++oZNbEpHlqyz7B/uP9rTWDOdNtrFjOu+mPdYJAl2hrEdtKoV0lpcHApQuBHLesgXt36BxWw/pbI45bA4rLKUynp7hfJ1i/M85Rf/VrlKxiZ9vUzd18t4eatcKId66JvWu8LIH4YXrv5BFJVYK1SwWKjkxzTyxmUr3gRdOujy8dMURkIUtbAY9XWNjtHYxN8pooOPuq4Wxqqak0bXcySOU49bz73mxU1qb+Vp8ogL+2AB8tv5IRcB59sllCOvKq/8MvvFPlAvjGgtflVoal3uWi3C6eBPkl8jP9FdLeahIdsc+xD4KuV3jD2Bf7DgoL2MP5GC2vvFsY9+qCeUlRN0OHeRlleSUdLRJ/Crtgl6G/3XWNZZ5sGAMWhjMMZ4Xpb5epah8xydZaGcYfIeOs8xvRyd56j+DDM/cD+2//RPH7HXP97PKA6cSDgrKyGWh7/H0RuvHWXhsKWjGFpu+dZevvsfd3Drt/eNfaXsOG2Ou99vF2dfuIsz77VjZS+Fsx68zgkLtfuubeUtvitXl3Vlq81NkC079LRlywn9W7KuXGEsC8UyDA/AYL/PhwdguJ8NBfsijJ1FmtIYrRk4/cRP/ASvfvWrecITnjAWcW55eZnXvOY1/NRP/dSGT3BKR4Zyk3P+SeczcqOKt5Kbm4Td1YltvjBmPWrIHYL+0gjFsP4Dry4tTSxO1Ua0HHkr0HpJ4UMf+8f0u/wSXr/0MG31T2pg5XAY0Wy3W8hLKFVJqSyFKilVSaFsyEtKpUDZ2plMUYGgQlkKXVAm8s2+NskLLO7ob6PVm6U0f0DGLabV/nwCVJq8jrzF82BnhX5r5GkJu/0t3nrns1b5g5p3nNfU2e3wkrjwcZUqryK0JaHUV+JTWbyk0VaHYq/BcZOX6u3gBf44OHBoJ8H10qFtyktzn5QTjPN847zVwISkA9gxzmFs6BNcPn3uEyJoF/+OQWd9dObBhc77qLyHynuQ9Xy45LyHZHmo+9zXMwh8TAZ5Bib3bSYLySAmB2NAZ4gJ7kgmQ7QvS0jeTUn7uvKXiUpMQgU6nAhlAB4VCAl8D1RIAEq4bD62fQ/kD66qLp+PoCa2x4vpx/lNwOPHa44Tx3VSz2kjqDebcdZ9dnD3++7irPvuZOvOwxipWCkql7Hjgf7jr+Azb/bgaLQEo4XDB2h6W3yEuwt/wd+9ZCZ7lk3J05qB06te9So++MEPcs973pPLLruMe93rXgB885vf5B3veAfWWl75ylcetolO6fBTP+vTZ3UrzqWXXsrevXv50Ic+dPgnNYnWGcGyAmlx970qJyAtXbyEslRlkkWFL0ubv1JbUo7D0DWnhILzAxU6GHuoIOcUPcl54NK9GB4YBFcpiXar6p9LLFe1b3cFzcb6VPId+qo2HQ7a69TlyvNEJ1a0mNJxVX3Kpz2fKhfXnHM40O9d5EIerCgSFn6xXr0nG7ghN6VxSj9P1eejdcagcRfUwfLGrLGHpqv5d+AOSUf1WoQNHO3C8l6kdrtzEcCKj5DllD8z4DRGFMZqjNP+0lmn0Ra0aIxTGEdlrdShbFwYR6h4OlgijYO73SH0i9TFMnWjjM/A+LOs0VLsQhojReLh2agcZnLACChBDcEZGGlUYWDZg5vqOl8VrvJV0R3VlxVNOcKZ0LXI1XrbY4VyHLPiHcOkfNhzpf1nWGlf3nHaHGfddyd3v+8uTj1nK9oc4895tOjbn4Lbr+lu07kP4d2bh3zOu9X1tnSX8yBXledCv8ibg21nQD69fmc9tGbgdOqpp/LP//zP/PIv/zKXX355tRBVSvH4xz+ed7zjHZx66qmHbaJTWpkuvfRS3ve+943xr7322onulYeDUitSuqBot7Xb/aK3u221dmk2dPdd6xwg8USaPIfDMr7Uvta0cpWCJ6EhVwwLhr2Cf9rxZb5f3MlRoylIOSRywSUyPZhc5cniPso1eMo12tsHnBv9unSm/TvGX21OUH+WJXxAG3XqxXoqk9keF+x5CP1yzrsCqgAygutj8yxQCFAidVlV5dAnKVd5cKts89I+oFp6dXWOSI+NFa13YS6b1SK3y8OINq123sJ/RwVYJD7AiD9LGMriAi8EF2nJIRZpyRHOCK4uF+IcRr1JWVp9fbn9hRPnXSbP0/GMKzz/ESFJLODBrqsI59+inbeKBlqHnq4ikOpwmbL2dygZbdA6uALq2i0w7/U5bccZ5P0eKtOoLLoKanSWoYxB5wadmapN5Rkm06g8uBHmBp1nqCxH9zMvm+eoLKsSsaw36d/CsUaPfwPYAv79f/v6znvAk/4nnHbh1CK0CWhdIS7OPvtsPvrRj3LXXXfxrW99CxHhggsuYMeOHYdrflNaIwnCoy9+NG/8gzc2+HaH5Vt7v1X9UgxHQ3rh8rJq0b5OMLBvuI8DowN8/Y6vd7ZP6ciSE8c+OcDX1TXsYEf1UwxU+ZQ2P/mzUHoTrOqOMlXPr5p53DBA/CGv6CoqXZ/1ug9dfwvS1K2AKgyEjOup/k/0xXY1oU/VS1Sw5TT5YeuxGjN92+uQFLVMypMG35ed1H1RNOreyqQqi7dL5iCJnnY9lXPhMUViu8FhKt1Vn2BSd8Tx/ERcUCTKT0KFC2+VuOAC6DDi0M5WZeUsmZQ+OICzZC7mJcZatCvJXEHmSp8ktInFOIuREiPOl3FoKclcGE+sdydE0OEJdfIKiFI4rXw4+yS0fF0mtKtWe4e8bn0PJ67XnjrcsNobaAdJ97r5Ds7bs/fQlKyVlGoCKWMgz1AmBVkGleXMXXQRp736VUdmXscazWz3l8Ne8Dj4yMvgzm/DH/8UPOGN8ODnHPS5ySltDB1UbMAdO3bwgz/4gxs9l01JIsJyuXxUxp7NZtcc5tk5h841W3dtbfCf9TPP4oJ7X4DJDB/+qw9zwX0u4L0fei/XfuNafue1v8MXP/dFZudnefijH84r/tsr2LHLg+B/+Nt/4F1XvIsbrr+BmdkZ7nPhfXj7n7ydufm5ymrynj94D+975/soioJLfu4SXvH6V6wYeXFKB0fxcry0rFDVZ8M5R65z5BzhO2d/h0xnGG3IVMjJPE8Zcp2TqQytNJny/IxEHlOXlamSRmOUqfQYTOOyPr8srM/FQL1QVcnCNuUplLeyxeerDH5JOSz2VLowTRYSY3wBsWFhZqXy48eKv8g38JwNlwPH3CV18bkLgRPE1eXqAmFJ+kiU866FOMKFwYJ3HZT6/IHUFpemPWac12HHadTio3vrjUJiNDwNMVgWihjwqspJg47E+REsDUk5baMtF2ViW1I/5HvNqre0tXKc4LHalj4eaTUr0YlFCshDqinaoIYHq1bqIBHAuvIVZaSCx5X5K7a76r4tKtAVQVk9r+q/Zjkyqj8Pqdrj+bPMOm7acirfP8/ho751zCvN02dqt7X7H4IeyhL95S9z6uc+hw5rhuqScFX/tq2Ftx7ZI6Vzvf0n0oVPhrs/DP76P8N3/gn+7lfhmo/Dz7wd5nev3HdKh42Oj6Dqh5GWy2V+6M9/6KiM/a/P+Ffm8rWFhTTaMJfPcdbWs4B6gdU3ff7uL/+O573weXz8Ux9HEOaKOV74pBfyrOc+i9/+nd9meXmZ33rVb3H5L17OB/7+A9x2y238l1/6L7z6da/mkp++hIUDC3zunz/Hjv4O5mbm6Jken7/y85xxtzP4q4/+Fddfdz0vet6LeOCDHsgzLn1GY3EIjNfDF+i66l16DnWBllDbrX9s7dbmT+i3Er/RVzp4nX3jDuj4fCLPlg41Kuh/5Wp6B24hRluLAdWswCjwwrq5ztv8ldo6+FUUuQCKTABEJoQU0KLRKuTECHK1vL+hvA61rMX/sES+qvIQlDnhVzxCuTFX1Zhr3bfmIdL5TLgk/KzEH/+aX0WvS/K46CKtxy1/F06CxOh1SnsUo8KZiHD2QenkXIXpo/J5VDaH6s1DbwuqN4/qbfGpvwWVz6MPIWys2AJbDHDlMrZYxhUDbDnElQNsMcTaIbYYUpahXI6wtgyR9MI+fQg1DTHkdAgzHS+IVR7JxUthfbkpK0pRZHPs3XkvrGlbwx3b9l/PBd/+AL3RgQCeVJXX9+o0yxPzFfpPkunsc6j9V+rT0b6qnq6xVum/5j4rvJ4r9V917C7ZztcmXtSb5A39NGQPmoLe4w2ALxztCaxEH/vY0Z7BpqDVAdaPoPIfhGIJdbWg3vIW1Mw2VD7D/e9/fx772Mce5Sc4sWgKnI4j+vuP/D1323W3qn7JJZeQ6YwLLriAt//u2yv+6173Oh78oAfz1re8teLd83335KyzzmLvjXspFgrKsuS5T3suZ599NgCP+aHHAOAGA2ZGwo6t23j3b/wmxhgetvPufPjRj+GLH/8nXvqTv+AVtnfGJtRlxfZIakK9Kd90L2z9/G0gyNpsNHSwtAQv+AeHvuXI3SUkkCya42InXRTHtsAjRpxSoRz5YSEeEyppC3pCn2rRnizcCX38RZbpIr5rgb/yYl9UuGNm0lxb+sfnN+G5Qp9Urq7Htu5nim0NKnxSSwW5gp6iynuahKfIlZBr6MWy8ge7xQBmBmEGxUnV9U31hgWkf1XRtWgkUIgwkliGQpzPEQqBkZOqXLT/Nhs7A+lYpU+q5gDctet0vr31R9huvw3af8aq8OA63DmkdLUYV2hEhwWI0h6jJvcIKbzrlM/9+6mUqnUHnkfPuh4r6FNQjVffeUT1HqmkjxcJ7pfx/Ee1OFeJ1TDhR1DQIVO9KilgSHlCU+dB5s2zqh0yImOyXW2xXn9dT7BaxnLC7+JNKqe8mJw7ct+FU5rSoVD6eV6ZZuvioIBBwXeu//Zhm9eUumkKnFah2WyWf33Gvx61sddDj3nMY3jXu95V1efn53n605/ORRdd1JC76qqr+NSnPsWWLVvGdFx33XU87nGP48d//Me58MILefzjH8/jHvc4nvzkJ7Njxw7s/v3IaMR97nEP1GBQRVU6dccOvnbttbilpXU/56FQZYtpbDQm92arur1xJ0xn/+a5AlRLJtXX0XfSnBr9E72+rTV51ZZfoU/gFbZgsH+Jb1z0RJb3LVMBmWrB396pbe2aj7XRyOMiLb0jJ13gtZbFfoYqKbdmLmuVUd1tVa1jAT5WVuncOmSq96j9ozVpoe9CS3IwvWOejTEbb6d0Sq30rLLCOM3+xy/twwAXHNlBG0glkmvlUzqRSSmFOEfYuQu08obhuE1LWp8zaalp1tVK+ifoCzaMsJkAqqNc1VvWDxU3AZQPWEHC19rzVWhXWiVlXbdr5euVTB3YQmuF0iZE6TN1vco12uhERo9ZZWK5i7fZZA9Zlx3Bv/0R6mt/BcDJN98Br3uNPxc1sx1mT6rLMyd18Fu8/rbjJ4z7EaIpcFqFlFJrdpfbSDpw4AB3FXdV9dV2IwaDAXmec9JJJzX4RVGgtWbPnj0V78477+Rxj3scr371q8f0nHLKKdxxxx382Z/9GZ///Of59Kc/zVvf+lYuv/xyPvrRj3L22WczmpmBuTn27doVJ8doZoaRMezbubOe8yrPOLE9bTjOF4QHT/WLVJZgjbDntAELWxaP4pymdFxQPJ8QFmDNLYFx669q/B8WTqGuAxgn/B/PuHm9qvHnrRK5tNbU0NIzJp/0lHE9nYtMVMJvAdO4BlV1eIemDS79XxJu4LQiCdZhv73OxpUBaehzpLpWQGKI/4RXXzngQjACV18FgKvD/6sg1ZCvy3VExfGoi06l8q66QoDG0xM2YMafvb0pUeUdOtYrn/YZPy1Y91mJt6a2lv4Y2a6OcKfYspyzc1+GEU0mGu2867ERH2beh4kP7stV2Pj6Uu06pHzMqcLKq6pch6FXjpAkxEiRkJz3y95g74r0L2MzbBcopdGZQZusvlDYhHrgx7rODCbW46XDXfWkn0n0jdXH9IU5VDrMynPKWvIHC1jOfiM86GL4u5fAPgvlMiwsw8KtB6dv/mT42XfCPR93cP1PMJoCp01IzjkOHDiw7j7OOUajZgBaEcFaS1EUFe9+97sfH/3oRzn99NPJsvGPQFn6UK4PfvCDefCDH8xLXvISHvrQh/KRj3yEX/qlX6pAnGu5c8AGfbEeTrB0SL8phzqxNfafMMd08dgg51CiyUbbyId5M2DCWJ/morItFzYdwy5XV7mdK5SSanGbtunwIJVs2B2tF8JS5TrWpba3qape8+MlnxUvKdPgOZD6gk5SvosHpZ3nuTq6lwrRvXwff3EnSX9i3dV6cV5HuLEyvB8+yIQSAetqHVEuLHSUC3KxrziwrqrXB75TIBPy5O+vfWi7i7eWto3/01OQz9Zns6pzWu18CyrrU7vGefdEFd0UG0nhz4Y1ZSv5KR02Emc9kBCHhORDhXtwVfGRkPvPseDCnWy1bGxPZV2Ln0C6JK8gYINf1ZWjuuJbOZzYChBaZeuw/1hsCMMfw/FX9QAYLQ6nLLYq+1SG/EDf8c0zhTu2C5ZRDUJTfaqe6RHZCBQ8KAvgTAUgl/IiuKtBmef3yH1SGTlpMmRifI6pQKIRjcHfP1aBxAYYDCBPPNCLQXpUFbTH+SA71iHW4qz1gXlsiQv1sccThy0ctigoOh7/mCKlfPj4gwV4+mnofB/6O5/BKEGrECVS+WRCrnHNeuBV9f2C/vznMAs7VgedK4DMtQYzO9ZpCpw2IWmt2bVrF6PRqAJEzjmstVX5UOjSSy/lz//8z3nxi1/Mr/zKr7Bz506+853v8KEPfYh3vOMdfOUrX+Ezn/kMF198MSeffDKf//znufPOO7nooovYtWsXMzMzDAYDdu+uo7rMzs6S5zm7d+9e9Y9ntXZbuOQC2S4vhqarwnh7t2gse35dkbH2plJJBTrlG0LNDb+Gf//B6VuNnDVo12PrvnuS7zs6e4LCIWLSzUYR3ZnkokcNSkf3lAn1Slb54zdV2+p1f2Sn7l9hAhWP3yh0AKkEXjToaBWApopAtVUO747vU1tP0kDUSkkNdnE1GAW0SoGcY+/S0C+anYDY8DkPu94BlIqzAUBGcBju7JEIMn1/H3VwiLhlxPlxfcRCLycBrEoCOiUAUal22X17tSCLwTmsRVvnH9H6MNSUETAH8Bx26bVLgLeExV4sO+ctZEmbhnHQ1gBzhujiNA7+onxTdmXA2ObXfVULQHbPqQabK+pf6c9Cm6kTQEojYB1HTPzNVRJum6rLNloUQ7IxT/kJeLMJ2KvrHiBqI/R7kOVCifVJSkpKCkpK8XkhBaXYBEzWVscmoGwCyKIxdgSM0ppLOkcJdbuC3DjfaENmcvIQybWvevR1BHY5fZWTq4yeJEBPTAX2DLoCeyaCvAroJSAvWvsCwMtE0yOvwJstI4jrqJcWG0Fe4HfWSy8/RiJBb0l58PEggVMOoW+gm/4N/vbfDklFCqJS61o+M8Mjn/k8zrvooYc+z01AU+C0Sanf79Pv9zvb0sOvEUz1ej2yLGN+fn5VgHXaaafxoQ99iDe84Q085SlPYTgccuaZZ/LoRz+ahQUfg+dTn/oUb3/721lYWODMM8/kt37rt3jkIx/JcDjEWouINKxYLuycR2tVpEkgaUW+bm7M6THZpg/wunQfpOzR2klpuGg2QJZU2WAwYO+gz8++9IFkpodfv0odAtsldRc/OyR1X3aJfLPe0hHkvZ66fawewnbjCOG76+SEZj30X9OcQnvzmdpzmlBvzWlVtCdBzq0meKLRBl07IK4Cdv4+HxtAW0y2unPHp8ALoEy5MvBKlLNJKlv96v5V35QnNoCpWlYn4ymXyrXm46Jsc47VM2zMK3XkqAOcqRawIwRaQbfAGdqfl0jBWZBb3Yo4DiC75VUAi+MWR5Spx9Km5uuWDt3xPGMgMoBNVFL3z5OO7UyWRP5c+d02+IiiYzTp6+Vgv3aOU49ti5sI7toWPrsCaGtYFwMgtQlou/eu8zlr+93DR9rvTCkdXSliOfJJyiqEbo1lVetQcYsqtbIKLlhxnfhLnl3YbPJrKouNfBeSBIucOJwr/Xrve5/D3fCvuNECNvzm2Z3n4+7+w1iVYV3hwVuUL8vEqleyvLDA0t67WNq3L1iRD44mWQkBbr7668cNcFKykTGdjwHav38/27dvZ9++fWzbtq3RNhgMuP766zn33HOZmZk5SjPceIogqyulICtNU1obrRu8jQt281fq0+IXRcGNN93Et666itHyctWmgCrkNlRuXpUrXHSdizKSuILFesgrN6+4U5+6i4kLobzDTr8QeLEe3DOCxUKc1P1aZSp9grLh0HV0hQsubZK42EULhApWDBV9/RvtLinboM9WdzQRzgr4H4z4asWd9/AD6UOz+VdPoqnHR1+TcFqnirgXdSgFokOktzSqXzviXyuqX1i4pdEA2xEB29H9ar1pJMB2vSO6YTIHGvU4v2Q+Sb2eY1c99FXTA8cAiAd3YJPc4i/8CnlVjnWfC2VdF4coi4gFFe0SafLyorx1gMBzyiIq2C2U9ZaJUJbK2mCDXHBf076Pd2fzZau9RcNpG6wPDtES7h5iLPcXyCYX5yp8XSV1tYZ6CErYqHeMyYTv3CNKEq5XwFs3/DUMMVcYMaEezjwFC0gtpyr58fZm/7acHzOObcI1D/X4pjWGGeOnY7T6NvLk+Trmbqq51HyDqfTrsXaNCXzD9DvjcFLjFGUDuEUXWknK47lL5UJ/ZfyZM2W8y6HODCbP0HmOyTNMLyfr95g76aQKTM5deDL9e2w/2i9Hg1bCBm2aWpxOAFJKYcKhxbVQF9BqA6xUtqv/JL1r5R9OHRtJ653n4aDSOUrnuGn//spieFRJEXZmp9RJ4mqAmgDV5pmmFLy2/VYFKKuywv8g1jJJucrrI+6RJ0kbLR31wfxWveJLIim0D9FLEs0wXvBZzVYFR8FqB1YFuQhaaydCiJaMGqDWZZ3I+7JKy/EWYPFL2apN4tLWr8CV+FvFtBiUaFRY8KqwqKt5oR1f1oGHxAVosE7UL1yYE1U5xICv5FSHPGlPSXnNNtXgHARtgH9tPFNUASlVu4y5WA67+ONyicWgnSq+VLx4RkkaLmVS6bbEsoeRMShGQ09lgZCER7BGSGWV8GOEF1jSVzrZPGm8L+l7NaEOiHjX3EzrOhmf51qTG0NmQq41udEYo9HGkGtDz3heLzPkxviyMfSy2GboZ54/m/uLzoEqkEUavEWhfLsCzeT2MX6Sx37VGFEnNNpX6y8of++bEP4Wddh085Y85cLnPeaiILjW6YCc63v4Ak9U2FTzbbi6varHr8vqsvPACB4K8e49iUE4glcEwUOi2Y8J5SjT0pHKBK+JVJ84h5SuOvdVnwmTEBwkfqetneL76ithPbhRWFWorslgud0wZInbKk5x4wKnvPiBGzTwkacpcJrSGK0XaB1uaoMQ6ah0SUjaIIIUBVKMkNEIRrFcIMWwjmqxwvdQd+jzdbbHdVIily4w085pjIdaPglGG36blbVkxZC7ffsqlvfeUe32+t8T/8NY3VCv6tDikvJUBw+CFSLWQ4jyRAcNfWFSHe1dOdR9Up5/rvhaqlY7lUy6IKEln/JU6K9a8oqmjnb8tXp5Wi9iVZt3MBTekza82Yw0vmQ/hmji5IOFZ40U8cWms8M3QFUoS/Pzm/J9aVx+DMSlH87G3wmrALzWmMQLssfnORacRjyg7WxL5tmYS+czdM+1yW/Os2rreAYxiuF588h87s86Kn8GWSkVIuvhQUym6WcewPRzD2x6uQcx/czQzw0zmSHPvVxXyO/Jl58qtm3bRq/XY0qbh8QJUnhwI6VDCn9+UgpX81vt7TKJ3B033MDi7Xf6M5s2XCyvMozK0CGPaVMEYdAKlWlUrhs5rXqVZwqVG1Smmf2BXUd79odEU+C0CeiuxRH7lotkjT/BijGh0mFraYKGiXLUm9hd/dc0Fh1jybhcJ8Bp8ZLCwSwmtThyZ8ltSe7aqdvvFuqfyVIrCqMoDRSZojBQGrA6rjrqWY2BmqQ9nftYgLvDQK5w7N9n+eMfvY1bRresq6+IAsnA5YhkIDniQp7yK14OLktk86S/L4vL8Tv7MAZukp3axs5tAkr8y6hDOSxspLYwVDuOxF3GKJe0Bx5BtloeVeV6rDYYUtXbXe+8psvBOkklq8fsIT6Pdjed8BS1kx8N+aZuEjkVsGId/U6a81DxFVWV6yVAHfEw9mvOj9Z4IGFHOOiI4yWRExMbUbKETcf09XSesRxlo07G2lp6lazQPv53mfatw1i3cpV+wyR9E3lpydebMemY0drWLrfndJgomRdxvqrJadNmBumblsJG+eRfkMNP8/PzvPSlLyXPN+hs4XFCIgKlIIVFSgkgpKOcApVGewewKSaDmwZI2uBzr7PMMKvu5lfl61iZl1L47zoDKjfoXobpZeh+hpnpoYd3oG77EsouoLRF3f3BcOb9PYipQI3uLuc+0W7PNMpsAvB2lGgKnDYB7VkYMiiO5tfywdOkP53V+aq5Lmm3raIrdwVz5ZDMOTJnycSipbHcCaRB9ygbnmPeLaBUBqtNyOPStwaC2kLPrvLlUDXLBH5H20r9UpE1yACUZcGBYokf+faTOHBgEBbwYZ83Agqp4QIJIKjKEYik5RRkrCS3mmwFahLg0gAlm+MLWNqL0JivstCWYM+KsrUGxdiHvD1Wa3Ff/d9YFAfpzgt/pXKn65z3mNue1yNt2WqOwWWkY37JtkH3/Dr4wMT5ydjnO8p3P0vzXZg0v9XATqo3tHXNeQJ/k3xUp3Qc0kpWqJNPPnnTeIB0kdgO0BGBxxoBirfYRBDkAuCxSZ7wCql0bwoy3daXNGcVgDIcLnHX929mOFxiMFxksHyAwdIBlhf3s7S4j8UDexmOlrCuxEmJFYtbA5zvz88zt2ULc8UeZovvM7fnI8zdcAZzD3kqc6fenblt25nbfhKz27Yzu2UrSk/d7FejKXDaBHTOrjkWhvEPoLE8WXHN3NkkK3XpAhbjjBWX6SOHWuwIq3nEqQeZd10oQzpYMsg63HxXAkFrkG00TXg/JnafsHgTwYhmd7GDudFwfFHcWHRO2GEPu+bjgK69aB/njz/FpMX82hbFkxft6+FPeM4xXtqfKU1pw8lvTDdseoS/torfLLdkZY1yY/pTu5zXs+4+oVzxZVyuXU51duqWSX1Wnk9Dt6jJc+x8jTpeP2nOcdJ80vKzHnYOz/+Rc9fkXreedLRIRHCLBXb/CLt/hNs/wu4f+vKgHLe+dAGe0m0OP1bFGChhFTAzUbbD6tLFr8CQPvT3cCuwm3uuKFMMBizt38vSvn11vm8vS/vrfDkpi3MMFxcZLi5yFwDhCpm9Dq79X+MvodLMbtsWwNR2ZredxNz27cy18tltvtybnd0cboNHmKbAaRNQLzPszDbXbtLS0hLDYX2vQNy5ts5RmhDtbI3U6Xh3MGDjYGWP879rkRKnS5a23MACmyA4xIlEbfwXP2wtDDpeVh18wVvipCnb1T+64zUMI5J4ioXlXmddOvNG5MTYRxJ3u1hvBbFIL+mtAlwg0NAX6qruhwDKNcaNS9dGXfnIi4KfS/w+UaGkxAXzrBBXcCp0VypZ0YWgFPF5Kq/R+FpGC2K6EFB+VO2NpL6/EuJZPX+MT3tdov1uraojC6ZhusUfkPHlkNchsU0jGqE/MG8QrfA+OCrIhN1gZRBtgo46CmOUUehwvlHXEe5iVEaSs4zEupdzsQ3FJ6/egwtnBl1yxtEf5Pc3fsVzkVVQeVX3b/bRQRcJv5arxgi6NkWEvA56xP3OYdeuY+N8hhvaCgR5UDTE7hthD/i63TfEHhj5MzUbSZlCZQaVq5VdwLIErEwAM52yE/qg1wFCRUKE1dInsUndghvVZUnkrIXCJn0C37kVdEV+IpO2N/QkfaWtw5K7ku2uZPuYLgvzJeQL0LsF5u5AToOBy1gqc5ZtzlLZY6nMWbJ5yHssn/xglgaOpf37GCwcQMR50LVvL3xv9ZfR5HkCqrZzyrnn88NPfjomO76hxfH9dFM6KBIR9u3bNzky3AlvyW0skVtN3V/ck9wQVxtjLb0cglaGreZksmwr3j0uNHYfxkoWuippU005Ga+LRKc0VfdpyUvaL91tr/h1u1CfRaqfspYbf90i4BiXjfU2gKnfr6aOtL9Kn2cN/Ka+44/8opjjftNhw0icB1QSytAEjLTKFc/LAwlPwnevNHg1WI7gUCaO4fMyyCVRHFt9KrtMBV5dBdzPk5Z8Mp9qLjjSawtoyTV5TXlfZoU+JHnExvUuQiNWjEfJ4SxgXY5yKrYpErlwvZMKTsbxMmqkundHBwXRoqD+26f4sg6R6CpdyoN7pVAh8IsKemO7incTal1flF21E+4F0tWdQFoplAnj6FqPBwcaXA+l+uHMaS+kHLE52ByxGT6C4xops+ieQ+UO1RN036Ey8S5oRvkAbAZ/riXUVRbmmFGBHY/dVXiO8N5oAeXCgU3xmxnVXVvxuUJ9z9dRX/8QlAMI96KRhO73dV8W8aH6RSxVyH8JQCKG/JcanCgJYETK8Pe69pfnWCRlcmZPOp3ZrafC1tNg6+mw5VSfbz0Ndl8AJ929krdlyfKB/bXlqmXJWtq3l+X9+ytLVzEcYIuCA3fs4cAdewC4/itf5H6P/nF2nHa3o/XYR4SmwGlKY6SUYufOnQyHQ8qyrNJ6+mdZViVjTMOdoUt+kp6Nlt3sF94eDA0GAw4s7ue5v/zUY/b+MX+ps89p5E1etW5Dqkt3Ia4lx3XU67x2W5B3yfjO622OG/tRlTv1QRViVlp6m3Op9dVzj+eKgo5kPpNem3QeXTr847XGaj9/aHfxOauwuFJdHlzpCGF0nRvnNV6reJFxY66hHOZVXcxcJZplJ8n70PGa06yHR23kEZSTyPv2+u9aJgH2g6FggfEqTLLcn9IJR8JBR5LoKZjVMKMUMxpmtKrLSjGrob8Ot7DCCQMnDJxjWOWOgXUMnGVoHcMYOKkF4Hfd+TXufc1fHNyDbAqKof8nURcI9zzl/0Np2HVhya4HADrzSem6rE1IGf7y5chPZFQio80KekK+op7WmG1dvbkAkE6DuZ3rstyaLGPLjp1s2bFzTfKj5SX++a/+F1/88F8DkOU9fvQZzz3uQRNMgdOUJlC/36ff71f1eLdTBFHW2kY5tU6JCEVRUBRFxdNaN4BUWtbTw4gnPMUd4amJ49gnEaGUktL5VLiiKrd5VZuUFDaRs4Wv2wIbytYWFOUIF9qtLbFlQelCOeSxrXQl1hY4a0O9wNnS113pky1xzuJciS1LrHM4WyLOoSTc/uS8VVQLIfefUSMq3PHkw24rFNrfxOrDcLs0cEq8W0Z7PZEfE+kYOrhKqoZc4Lb6Ud1To6pIlNFS2gzcUulR/g6reJdVlSsV7q9Sia4Y2MXP3Vu8Ak+AMCsJumOkTL/27hPupfZujUQX0GiMqN1SI7+fGaJhqbGJUX26VHXfl7/eQXXw/Lw8kK3lqriQYzwS4LuSXCwn8qjEfXJSX8iUpm80fa2Z0Ya+VsxozYwJeQBHeo0LXSvCwMGgnTthILDsfH0cvwUX0fiir7ACvHPHfcL7drySSjZUEh40Nj4Gd3sivPy3j+TENj3defNN/MN//z1u+ubXATjj3vfj8f/5V9lx+hlHeWZHhqbA6QSkRz/60TzwgQ/kbW97GwDnnHMOL33pS3npS18K+EXsX//1X/NzP/dzVZ/0bqcUUEETVLUBVVmWVftoNGI0Gk2cV5dVqs2blK9Hdj19Doe+44X8BYBxZSR1PVovvPkBnGu1uWgG8W0umBSCrrQucdUVVmDVpYNpfcK44mLI2FSXNNu8iWN8nLG2etz64kPXrEsyB+fPAVbjtOuV7uR1CBfjVnpdXRdJ5lDp6phDMk4FEKwHENZaH42pAgsWZ2NeIOUQF14nCTpVtF65cM5IgsuVSHUGiornd6urEO0SFskxBR6StAE9gX4iN91GmdL6KPrG6eDyZYLL3HhSSoddfeV38CNPNXloPa4juJMpneoa16uyPqp/EmrmJNTMDl/O1uYJIOJgtB8Z7YXRXmS4F1f4MqP9uNGdSLEf7CJGKebQzMU/mHhGTPdY6J3Ggf4ZHOjfjf29M1nonY7V/YnjGjdka3ETW4ub2VbczLbyZnaNrqF//lL9h0pqmSG4RNLRJuOyHnFX8vUemdT1fAbu/wtw5g8GN8UOVz5F9foTXRfbbToA/aotukGGiQRe2jZxHGPonX32mt67E4FEhC9++K+58n+/n7IYkfdneOQzn8cDHnvJCRWNb1MAp3e84x285S1v4dZbb+UBD3gAv//7v89DH/rQTtk/+qM/4k/+5E/46le/CsBFF13EG97whonyJwpdeumlvO997+OXfumXePe7391oe/GLX8w73/lOnvvc5/LHf/zHfPCDH9zQ+yBWujA3gqYuQBVBVSqb5scVJc+UQqixssja+EK1WzsqSxbvvJO/f9+fUO69C+UcWgTtHMqJrzuHFodyLtQFZS1KfJuyDm0tSsTn1tayST2WK1nn6nxDX7ApbTTFveZN8aV/GCiGEK9c5lIPvJYrDtQLu+o+qbCuinvOseyPoowvBqu+jcVkbJNoDEna1rDQbLTF6JQKpcOCXhm/yCMu1OMCPwECVQAKE+RiIAqN0gZJAkrU4CDoJynHRCLTbqfuJ1XdIFEWk/CTdpq8ak6RT6KfZA6hLCFXanMFVVqJnIwoGWBlgGVAyYAy8EoZUTCkpASjkNmQ0IjsBLULkRDEQxTxZjhJbohzYthX7GZ/sRuZsP2Q6wE7+7exo/99ds58nx39Peyc+T5be/ur81/1B/nkpH4wOWuX33IyPOoVjTM3U9p89O+f+Bifef97ADj7/g/isS+8jO2nnHqUZ3Xk6aj/hv7v//2/ednLXsa73/1ufuiHfoi3ve1tPP7xj+fqq6/mlFNOGZP/9Kc/zdOf/nQe/vCHMzMzw5vf/GYe97jH8bWvfY0zzjgxzIST6KyzzuIv/uIveOtb38rs7Czgz7/8+Z//OXe/e/2FtHPn2nxYN4JSUNV187kLVoM2aBIRZDhkdNNNlWwa7ap2yWiWU7noetHdp25rRNFqj7OG8li9y7rUmAed5Yl9V6ESKLTmut27WJiZvKt42KkNpNq5kwDeQi7iAV6wUmjxgE8B2vklQawrEUxltaiXC1rqZVS0VmgV+f7lrPoFd0AjSTk6IikfOc331812rVEIThyiHBaHFUdJKGMpxVGmOZZSrHdBC+VCLIWUFJQUrqzKEhb7osCFt98p6shnqquNRr+VZIzOyLMemenRy3rkpk+e9+mZHr2sT5716d3+TXr7b6YnQg8hz+cx+QxGB5c0pciUwgQ3L6MNWmmMaIxSvo7GqJC0wYhGa+8Mpqodff9uSVjsi2hEZX6hHRbbEi4IEGpePK8gob2KIiemWkSDRiSUJXxCJJw3EgMov+gMbaqSia5oPlXuVuIXqdH9zFPywlLnKkVr0VUuRXEVjyoYiqr4Va0pV3PHvieOw62lddFavyWdhHN1ITmhUZd2veIJblWZLr2CFRhIcJtL3OgsCpgN6fBSfy5j5+nz7Dh9PuRz7Dx9nvmT+sel98OUDj/tvfUWPvOn/xOAh//CM3nYk552wn6Wjjpw+t3f/V1e+MIX8rznPQ+Ad7/73XzkIx/hPe95D7/xG78xJv9nf/Znjfr/+B//gw984AN88pOf5DnPec6Gz09EkOXlDde7FlLrjJH/4Ac/mOuuu44PfvCDPPOZzwTggx/8IHe/+90599xzK7m2q95q9JrXvIY//MM/5OMf/zj3v//91/UMq9FK55vEGNT8PDIqIPi7V0sGqQ/Ag9S3eI+dFvf/Seyb6jjMtBZwt2J5jf2HzpEXBededx3Du/YiOoQLXinXOrh16E6eKB8+WLTGab/T6XPfPgkcumB1PDavc14DNT5XQGPxm/DTaIY0Iwem504aPDQZhDMuyTmTWBaFUQqFwaDRosN5FQ9aMgwZGbn4Uk8yMnr+FItTKAuq8OdogOSsSSgbCaHG8ed6hiEimFBbX2IKdcEHAHd44Fl2yKQpnmuvgm6t84c36plS+G2ivkJnDBTQvcAnBQUdMrHeLSPderv0TOjnqj5SzcmR8kOulH9G1ZpL2FBwrXos+w8azPUyts7maK0qa4q3Hqo66h0kUe4Cr92uCBH3arlKhlBvtc8qxVxrTFrj1EYX1Rij0Ue1+ujWHFpyW3b22Xn6PHPbeifsonZKG0/OWT72rrdSDAecdd8LedgTn3pCf76OKnAajUZ88Ytf5PLLL694Wmsuvvhi/uVf/mVNOpaWliiK4rBZUWR5masffNFh0b0a3etLX0TNza2rz/Of/3ze+973VsDpPe95D8973vP49Kc/ve7xRYRf/dVf5cMf/jD/9E//xPnnn79uHYdCyhh6Z511yHps6RguFqm3HPHgsa9EEFa3JvisUa9BWC0aG8c8DKP1rKE77TbO7IR07bV6u085QvQCyyf9PAPlKj1+jPZFkqqemviD7+YgvgCrfdxwuEWHsr83J5Rje5RRfvmkEh4tGfCX8SqV7Pmqml8twVQrRxDlGjwJfeI/krrDNdqirKNu71yhVy4onW/RBE7nTWZHjJQoehhyMnLxeU/Seixn5Bh6Ia/LtVyGSQDf4aXaWpAu1uOnImmTcV5d7+BV73Osh0W8ikAklFXop6jqLsiIEkSHxbumtvhpQEtl8aPqqxAtIcx1qAcTafC8qttCKGwMoBQWwcZ5Kg8ObNQt1KAB1QGUVAJGFCFwIt4y4i1wLrzWVsCKwongUDjngxBYp7CBV4YjjYUI1oH1d6JixeelE0qrKEUorGAtjMTLjWyco6JCDVXM+zRtEFk4M5/lBT9yLk95yFnM94/6PvGUpnRM0hc/8jfc9M2vk8/M8vhffukJdZ6pi47qN8ntt9+OtZZTT236SJ566ql885vfXJOOV7ziFdztbnfj4osv7mwfDoeNi1z3799/8BM+BuhZz3oWl19+Od/97ncBuPLKK/mLv/iLdQOnsix51rOexZe//GU++9nPHtNukEv7RywfmByUYq3UuY5ei4wal6mdcdp9upelE3kalNZkSnGP3gzMyNgyJN351626ot417bIOTNLj2zfBjtMYiN1I1SmQismFxXRdH5NJwJnr0hEAnhVH81/oI87rF5eM6Zrjj5UFqxyFcpTaUSihDKYlUcKQkiHlIa9LlQiZFTLryEvnc2vJC0tmS/LSkhclWWnJy8LnRUFeFGRlQTYqPH80IisKtNgQ+KIjrYM248+4U0nSzVw6+MK4nAvgrMlXnf1HGdy0S/G9k+F7Jytu3QFuHaGrgSZ22aAXNTpSruVUrf8uqi2uWqmKR2qF9WYeVP0NVtdF4USxMLTc6eAtX1X87tc1O+Z67JqfoZd5C61WIZJgGM+76AZeq72KOhhlgvxq7WvRfbBjH5S+w6n7IPSl8vX7OqWDJRHB2ZJyNGqloc+LJs8WBeVoSNHBq+SKETd89SoAHv2c/3RCnmlq0zG9BfOmN72pAgWT7q954xvfyH/9r//1oMdQs7Pc60tfPOj+h0Jqdv2+0CeffDI/+ZM/yR//8R8jIvzkT/4ku3fvXree/+//+//o9/t87nOfO6j+m4lmepo819XCOtpe0qxNx9LXtyjIFNytp8l6R9O20aTatQa/uYyqEJiMITGVILVQDrvw1cWPGuIFkr6ufPQlrcKliyE3dZuva7RR4cJGhc78AXp/9lwFtxtV6WyPW/NVNXbFU15nRJqqJR9deNrjRNeaDX/NnQNrfVS9smQ0GDIcLDMcDHwKG0mjmI9GDIcjhoWPeDkqCoYhHw0WGC3uY4hhpHrhfVMUmaLINMsbcJwuA3Kl6OE/wzlCLpCLkIkjEyEXR+YcuXNkzvpkPVDLSktWlmS2QDtBnAXrqhxxiA1mEuv8ZZhppMPYViWpyiq2h+iCsV2F83qrkRYqt8iN9V1daey6rTSKO0+d5fbTZtlz2izfP63P90+b4c4deQXMhQDQQxRFR8gjr6O9s7yC7PqeTBCxKePgKW/e4nNXCXftOwR9Uzrs1ACkGwleE31aaX++0/SYMTONvG/69LO+zzvSWmWNNohIACEpYOkGMOVohG3z2gCm6hfkQ70BekaF34g6DHSPB/8gF/7Y4w6L7mONjipw2r17N8YYbrvttgb/tttu47TTTlux7xVXXMGb3vQmPvGJT6x47ubyyy/nZS97WVXfv38/Z63D/UsptW53uaNNz3/+87nssssAH7HwYOixj30s/+t//S8+/vGPV25/xyopK+g1LHSOZ4ruOg6/hnN49xongg1l64K7DjXfhbqVutzZBsGdp66n5x4Oz1f5IZACbRTaaEwAWr7exfP12K60B2ImkVehbLSvV7KVnG7o163xtFEN3o7T55nfvn5kEsPxKkD3+2Tz8xz0t5cI3PUd+MALkJu+SEHG8LQfZPiE32HU21GDsNFo3WXn/CeiBEoRlqG1SFb46G2huobgaVmW0ev1qjvoViqfdNJJ3Ote9+qMBLrmlycBqVXuHGJtI69C4VsbQNy4bLN/kOmSTdsklbW4AwsMr7uO4be+xfBb3yJbWuKUm31qvLIzM/TPO4/++efTv+cFPr/gArLTTz88YD4CsfWAsjW0N/StoNs6xxe+ewcf/Y+bufq2/aTuvyopM1auT1apSTITdbmarwSt/caA//P09bDng1ZS8WJdqSCn8P0DTwU3ZpXW4/wUYQ7+byv2m+3p6vVY72t3qO/Lep2UvSXebrj3AALGKYxVZCGvypFv67Jxsa6b9Vhu60j6pvUj5dY8ibJen6zXq1Mey55v8qQtyrZ5eU5vdpZzHnjR1CIY6KgCp16vx0UXXcQnP/nJ6s4g5xyf/OQnq4V/F/32b/82r3/96/n4xz/OQx7ykBXHaF/keiLQE57wBEajEUopHv/4xx+Ujp/5mZ/hp3/6p3nGM56BMYanPe1pGzzLI0dmWw89Y6rVexXuPH45T6hXR5Ak/CcrybR1JH2qZpnYfrhJUd+jnqfM9IvQHN4vRQF/pgNV5fU5EFW9vEJwZ0I1DsBHIOYPk0t1XsM5oXSCLQVrXS1HG7xJ63A6iHU4G8+D1HK2LZfWNwAMSvpBSM5pxXLWUzz5Ny7C5BrnXGeKof4Pqa0Y4PZcg1vejxsu4EZLyGgJN1r2beJw7MLxBBwauVXh/uZ/406+90GNm2UZSimKoqAsy0N4BccpXnGwtLS0ujDwtKc9jXvf+94HPV4KUjcbiXMUN9/C8NprPJC69lqG136L0XXXIYMBg699jcHXvtboo+fn6Z9/Pr0LzmfmggvoRUB18smHtGBSSmGUwawF/R4metjd4LIfhn+/cS9X3biPonQU1jGKuZWq7OuOYeFYHJUsDksWh7ZRXi6OnfA3v/lT9+X5P3LuURnbf39LA2SVtqAcjhiNBhSjIeVwyGg0qKwmRUh2VFAUiXUlWFhi2Y4KbFlgRyNsUfh6UeCKMuR1Wcqj+345BGt8KrVgdatuPK80gtWuVW+1r6LD9HJMnpPnffpZSd+U9I2lbxx9I/Qz6BtFz8CM0fSMZsZk9FIZg2/PVGhX7Nv71XHrWmJxy/Qx7cC2LjrqT/qyl72M5z73uTzkIQ/hoQ99KG9729tYXFysouw95znP4YwzzuCNb3wjAG9+85v5zd/8Tf78z/+cc845h1tvvRWALVu2sGXLlqP2HJuJjDF84xvfqMoHSz//8z/Pn/7pn/LsZz+bLMt48pOfvFFTPKKklEJt4oPBqwG5RnsHAMuGCr0vZ/tPnkvPZWDFX47ayP0Jbkl4OEGsQ2I5ytqaL6Vr1GO7l3f1GFVoLKG6EDV9xnAOR1wrD//imaGq3pWrNh+EcB7ICGIIB/yjVBx5PDhEK+xAM08DVTTg3PiOc3rGqOtMVB2MojVq+wXqoHe++3Nr/QhtEPVCOmllsbuAu645/NNJSGs9MSml1t02Pz/fuKLheCOlNb0zz6B35hlsfcxjKr5Yy+iGGyowNYqg6vrv4BYXWb7qKpavuorUo01t347euQtmZ2F2FpmZhZlZZGYGCbnrz+L6M7iZWWxvBjszg+vPUPZmsL0Zyv4Mttdn1J/B6gwnQmnF505wTrBhA6TJA+scdgLPupgiL26kuE6ec/g2oQJPEUB58GQprFBYR3mMeSnkRpEbTS/TPjeabbM59z9z+8Q+tiwbLmLFhDMuDTezSW5jDV6RuJw1z9s4u7EbJuslbUxlTTF53rDK5A0rzGQLTNonyus8wxmFGEVpHM5AqYXSOEZSMHIjhuWQoRv63A4Z2REDO2BkRwztsEojO2JQDsbabUijllzTsmfBDsAeOKKvq1Gm25VRBxfHbIaztp7Ff/nB/0LPjF9NcyzRUV9NPvWpT2XPnj385m/+JrfeeisPfOAD+djHPlYFjLjhhhsaIavf9a53MRqNxhbxr3nNa3jta197JKe+qWnbtm0boufJT34yzjme/exno7XmiU984oboPZ6p6yLfxv1UAohU5YqHtNpbuqIsoT3kw9GI5eGIT3ztKgZLI5z17inOWh8hywZXCudwTnDO80VqS4CkrhjSBAz1Ir/bOtKIepfVspIAjE25Lb9JSUkdiDw9/h68+EMY8dimaR2b92Vp1du5NNuast7lx9+F5ULdhfuyJPAEZQy6N4ee2YbO+sHdUKO1qcvGhDwkbdBZlNEYY1CZxmiNygwmizxf1sbLYZLzbFqFuqrOt2F0za948UyZrkJBbzQ5J/zLt+9gz4FhvYhvLOi7eSk4KCfwXOjXxYt6unhdY1b9JRnP3YNy7lzc/S+G+xacfuB2ztl/K2cfuJWz99/K2Qdu4/SF2zH79mH3TT4clFqz10Kl0ixnfYamx3LWY2B6DLIeg6yPa/D6DEzPy2Y9lhO5QYfc0OTjkXhSEv/ZVRLugZPwOSZcDo6/N66PY6aSdZVsT0OuqfJcCT0NmRZyDZkSMgU9BUZJVY9lg5Dh3ecMglGCIVxWrqS6n649rgpzUxLO3onQCKLiLDjBWYuMbG3htb78xd+2fCGUI8856y0x7ug6UZss6wQwNUCZDGDSPnnk9XKyvOWe1tKhD2Ez+XCRiFC60oMhN6qA0sj68si16qG9cAWDcsBSucSB0YFG2j/az4HRARaKBQ6MDngXyMNIVizL5TLL5crX9zztXk/j/B1HNkLzRpOSdHV3AtD+/fvZvn07+/btGwMXg8GA66+/nnPPPXdisIkpHT0ajUYURdEJSCaVD4V3sO1Hmsqy5KabbuLKK69kYWHhqM3j4EiFA70+cpZWOtxnEqwDyp8HUh1WA2N0tSg32i+4tVmbxeFgrBX1IWQPNIgARPm7kWpAopM64Q4nhXYh7leIH60d/r6kIKMFsKCi9c9JbeVrWBAd0m4L1sNua2PoYxOdSX7CkFENcEU4r9YAYRUoq4OOpMFH2m037lvm/179fX9WC3/mr0RCHlNar8tRtuyQTeXLCfXOZZCEMy9IAwwoXJK7ql2PyboGuOjZEbuX9zJXDujbET1X0rMFPVeQu4LclfRcSeZKclf6wB0Sc4uRmHudEtxyHYBStUtu6q6r4r1Ma+dXesJdcw1ZaF6rNqVOisDENM7D9Ml6+QTw0m216bLKtM/WZHkP08vR+uiCmAhYOoGJG1LYorICxXIENhW4mQB0GjItfhco2ozU070qkEYMjtEzPXra13OTe75em8xZ287ih0//4U15VmolbNCmo25xmtKU1kLOOW6//fajPY1NS0op+vks0vcAwujM58bnWZaRmQyTGTKTkeU5eZ6RZRl5HmQzgzGaLK/LJjdkmfFWgINwiVqpPfKmdPRIpBtMeVDmJgA4hwwW4bv/inz7s3Dr1xEy2HomctELkK1ntlw6o4unW32sMEbd5sAxDgoTXV42AkMmg8EoW2zc0cIdwFM4emdondjqQP5yeYB/vO3/sFQegSs3YozxQAKMQvI2qIxjaXmhJFz+LATrDvVl0CIhQpuqvrOUjps80SrqkzIGnWUh5T7P85ACWOj10L0eptdH5xlKm8oyG8uV3oSntfYRQnUsJ7K6Va7afT3qS/WaLK9BUpYftrt5RIRSSgpbULiCRTeitEsUC77eSEGmdGUnf1J9ZEdVnoKSaJVZyXojG/ZtsHGU67wCIrnOG4AkBSptkDIGcjoATZfOrv65zjclwNkMdOx8s03phCatNVu3bmU08j/NK1l9Krc22jkcsWgMR5hEhGGxzOLw4CxOcUFgomvVGtN65DeL7hQEbnaSKrhCCDFurXfJiTwb2hNeVba20U9sWGSHcN3OrqTXduh142PM3hM5aQZ3/T/hbrsV+daXcaf+AG7n+eFOkTBWOofWGDXPBQCFD0oW7z+uytovaEO0Kq2MTxhMLCuNVhlGZWSqR6ZzMpVjQl7VQ9nnPTKVo9Xm/zy0Kb4GAFmeM6PnWGICcFLBwqZMcGE0/n4kraErVxrROoShD/Ukl8AXFexWSdkluUOFpIO1SWHROOXvW3LoEOlTV2UrGouqj05a757mvdOCa3EA18o5snJErxgyU46YLUfMFkPmyiFzxZDZcsB8UactxYAto2V6rgxA6eiR2b6dM9/xB8ytEuSqTW0wUoGNNsBwgyavLCiGTZkKpKwCTjr1d8l0tB0rlOns4KwpE0BNClK6dE4CNcfid9GJRFPgNKVjhrZu3VqVR4OSwWKBWAnndqQqxx/C9fwgChIW03hXMZ2Wa55SYU2hwp0+sf8a3AAPV5uIYIxh+/btZFk2Fs3MJgvTSS6FIoK1FmuPnWhRG0F+FzlevBnLse5lVJK880/gV0E7gkOQQHVxq/j7f6owgOFcgkR+DFEtdbhqkQgcPNiI7SqGBUQqnSopx10BVZWlNSfP16ISgFGDDq1awIOWTCWnMSoL4MQkcrvJ1ZPRebhY9C6D2Ts+RgQ1Gt3QbVTYUc/MMbnDKTgfBESB6HD2L5b9ATEkWmiMqq016Vktk5Z1uHMs3EOWaZ+MRuXGWx1yDZlGhw+mNqD6iifO/kZlPcF697x4J5VyDilLpLRIWfgQ6GWJlCWUJWItUpSIDfXSt2PrcmdbEfqWBRRRzga5pK1M24qmzkpHMpeyhOP8+6jYv493/dMVXHvXSZOtKxMAyrFMuc59MjmZyshNXvOStnY909lEXgVO1mJNmQCKpoBlSmuhKXCa0jFJC3cNKUcb96NqdFikxMVzXMCJCnGolV8Ta3ys7OQCV3/2JfSJICvUVZBr6NxgGgwG7N+/n2c/+9mrns1bKVx0F9A6WrJR/pbrrmX5wH7CJSWICitF/4KSXqob+bVMfI8m/xi6FJRsCOk6j2hrM/0WC41AEXU5Bp5QE9rToBO6sz0GnIgBLbytIQaTKFvtHfpFkWE4w+2kF3+aDGMAQwVggQlgImul6rwSoCV8NIJpQUlyP48LJ2Acgg1A0wZwWwZQWyJiUa4MYLYEV4ItEOsX/cqtAiSKLvBQNoDEWFsCJCYBC47ywf6jSVarJGmchlIrnI5thKR8GOeqThLeOZTT0M6pnKGlh0ZyGkrjfw5KE+q6lRvVyY86lvqwOPs1uPnQX5OJgKODl5kmAGkAkg7AsqKu2HfCuG3dmcqOyQ2SKU0p0hQ4TemYpK07ZxguFXXkOYnWl5CHtVHKi/UucjGk9uGkBEypBHSNgSzdDbqqfrpZL0fejWpx3wisIetpTKY7f5yUUuHs01E8lNuwlLTy2I4Pd/5//+cf8vWvf6VluYiWCo0msYBMcN3yL5l3S1LaoJQJgShM5ZJE4pIkyh8yV8a7NYmpAZpV3jppkXARsPNJCRab1EOOv7vEKkcZ2h2CVUdp0as8TCAEIehqP9p09v69XHTrjcEqUfpLX22Jsg5K660QpfV1ayu+sg4V6ycoOdoL/hYQUHV7c0HfXOBP1NGpbxxUpO0VwBgDECoBGN3AowvIuGqjJJK08vVSbU9uU0/31gwcMpMxvwaryargokM20x1WmaRu1LFprZ3SlI5FmgKnzUC2gNEiY1/8EyO1dfAn7ppPkl2D/IpyrTbp4K1JdhX5CbI5kFe/d11yHboTMY+jVFijq6pc8VCIhIhMISpa3a7Cyx3jV9Vtta4gk/4gRyC34jOvn4pyxOLeER/60y8x2OeCdkumCjI9wqgRWhdkusCoUUgFRpc+VxajHFpZNNbnyvkQuThQMTaV16wghCAPZxdEI8rgRFdnGZwPtFufbZBwpqEZ0DrJ69eyLoPQY9sFF1Pf7+SBi1NCWXG77oCice9T3WYRyobMlA6dVAiT3JV0V5sLbdJsM9Zyzje+SX7bbRs+R6u6LAlrARiqeyG/qi619vF023LRslSsYtmIemQDFs/x+666nboqa+L3Ys3XLRnPkzavQ3ZcRkMMk6+0d6MNtlAtBl1m5CpDqxwTz7Fpb8HIdEamIsjIyYNFJQKfXkh906NvevSynH6oz2Q9+lnOTN5jNuszk/WYz3ucsm2ObbM522by9ks0pSlN6QSmKXDaDHTHdbBK7PspNaFGfdKkLlugUJrEdlG1RRBT6xiDAg2gMy6fLEpUc/y2XHuc0Dnpk+5wtnMYj5278mLIUmLNgLt2f5HFmQUPCQ5q/aRD2siFgrBC8OTNTyGyVtyYGDtvBN6lS8CHf6vPHE2Wr88oKYnhyGOK7nKCcsGFzRHCmuPPKTkfyjyWq+hfrgu4OB/mXEJYahfvhonAJVpaA5RU4eA93qWtfa2vv9TXn+lxod2FyVcXEYeyaMEpcNohWYZo5Rf3mqpstcJlHiRIpnBK8c8/uh0x23FG+/DSmQatkMxfLolRuMyA0TUv1MkNGOP7GAMmg8xHO4uR0KpEEmJeeadBU1kpVc3Thj0HRlx722J4q1sbJCGN88CJBgHX4CnEhQ0C54GKE4WryoS6TwJY5/u7Isj5IINeRny7c91AJwUv0sVPwc0K1pfjh+L30WBVyUwrfu1x9+I/P+oeU4vOlKY0JWAKnDYHze+CpbuaC/4uww/1GqyTHwqdi/60XFVWkAnt3XNRDfku3rjuFOi05dv6xkERidyKdDwYENb7+1xhL1mTBUVJPIMyfkFqet7EL6HGz7nUMpBewNop41Fmt9VO/H0uEhacccEoKGxYZNqwqJSgJy7sVLrYC3Mda5PITeVqIEs1v7Sc6Ol4I/z5lyEiI5BRKA8bPJEhEHIZBf6wypERa/2gRqezlWFnDqqHUn2f635S76NUD2JbKFeyIYfDe+4gsSl4EvzFRIeFos2SylqqAiis7JoBDStVb5t479mONgXblXABJG2tcmyrytKq+/9iv2oPRo23oZjo0otWqCzt05RLJyM0JyXxYapzgFR3HfmPvq76udhOfR+SU6lVOLgFhr/RUgIcEShFUaIZqp6/pFfqC3mL5OLeWC+dUDoXcp8K5ygdFM7VZevL0aNaFKS/QWlq8BSkdv7OPhN0OSv89t9/k4XBiJc/4T7r+RBOaUpTOk5pCpw2A82fTNnfwZ49e47qRarHOrXvY5hYV93tnX06gMiK46jV51Hx1BpkVtBbz9ExyoZ85/RvcPJdW5mhx5zqMyM5s9KjT4++5My4nFxy+tIjl4zcZWTOkDmDsT5pq1FOo503DSg5AmehOoxuY89oC8SVPtkiHNRPeMnh/Zj7UNs1z0mshzDdWB8NLURFQzlvDQkmHtFUUc4wOlyWqhsXp6LD+ah4eWooo/ugZ0Mdv4CN56hEsM5RWktZlpTOUtoSa31eWot1FmtLSuf51pVYW3q+K7Gu9CAO8BcTFYgs+tfqIN8ErbJw/iucB1MGhYHIi2W8HJiQZ5WMt1YalMpAZQg+VyoHyRCVoxK+B8TRShxcwSrYo1eY70qUWJ0n7QxNaQJJKz946rN4yDrGLow6WvShW3jHh25pgthGuX1W9WDbUgA9uW0MUK+p7eDnNum5V2pr6A5voQpgnwlzbfTTqu6jw89DVU76pXWtqs2OWG6cCwY/l6oc+lGfLSbIVHOb1Bb6r+d1SJ97rG1KxwxNgdOUNj1VX1LVDqsa47Xl0txX6mIKQFIAU+9Kjuf+bFJST//JGMdHr4suTiKd+UaRwwceKG+7ga1fvIl+AXnpky6BEqQUbAnGB/5ChzKFtygGsQ5SYHLQGcr0QOcok4HpoXTu20xelavc5GB6oV8OujfeT0e53OvOAk+HPHn/VNR5pCmGg851Z84KbVW53Wc1+SyAs1V+TG1ZMFxaYrS0xHB5idHSoq8vLzEM5eHSYqiH9uUlRvvvZLj/TkaDIUMbfuURnHgAdqRIIWTakikhU5ZMOzIVknaYqiyhLBjtMEowSnxdOYwWMoUvK3y7ppLzQfYEo+rolx6c+dWcJGdyapuUrl3vGm06WPV1q03XVtWOPs22MG7gj+lP5tTQH/qMzyu0yTjwlAnPR5x/1/jp2c0V25rP0X79vu3uxm2yg/gJ8yl8N1N/Jceyh0h+IVlZsVUjTmWlo+rb3AvzeXSv9ZMLvFb9YElIzqmmiqc0pUOkQwWnq7ZtFChfSc8a5qYV5z/kFM66986j8jJvBE2B0yahLMs47bTTqnt5gDXd7ZPK3HLLLVxxxRV87GMf46abbmLbtm2cd955PPWpT+UZz3gGc3NzB3V/0MHOp4t3MLRRejaaVOMnfB394oJY1QuJOlPjv+wTQB/K1wsKFlnkR75/f7TdjVYOlQlaO1Tuz7U45xiKd4FZiofync+1c/Vh/XCQvyvXISyzcoIuJ8ul03fAoO/D7i71YakHS33FcsIb9BSlwycTkgZnTAOIKZ2jtQdeme7TM7P+8lLdJ1M9cuXLOT165PSkR09yn1xG7nJ6wdKWu4xcvMWtsrzZYH2TZIfbig8DPTyyZ7REAQYkV96ylfm6MgJGUNqFVKKUReuSPiNmVYFhhJIhRgYoBii3hDKLqPlFlL4NxY2obUMUBTAM7lCWwvm4gNYpStE+uTQ3lKKxrtU2VjbYTr7GJq+toChchodqRw4UG+2PRGVakRmFMT7PMp+XTlgYlQi1exyKcOFrnQgAzOlQVtpf/KpDGX+BrL8Mtr78NQ2IEgOoSFJuBEqRlWVcAEcTdUqHzlXGHZuHtHnppbZ1PQ3sYtGUZMBoY960BCDFt8QohdGKDJ8b5d9TD5AVmfbuwkYTymACL8oZvJ5MKXpGkStNrlVImiyUM4WvqzBO6GOSPOrSCgyqAoIawYRv+gr8iS+L81ciSLyHUOJ9hP73ztmw0ebSsnchdC70i3LOR5B14RLptH91z6HQGGuK+zYRnUCg/I6bFqbAaUobQ6n1ZL307W9/m0c84hGcdNJJvPGNb+TCCy+k3+/zH//xH/zhH/4h97jHPfiZn/mZsX5FUZDnR2bRkgKg0WjUGPdQwNqh9t9ofatRJSeT3e/WRcGidOvu01mY2bq6/OGmVQBYBGxKhFnnmEvbR832dn/lUl6BliFK9o/p9wfznA9SgGOkhAEOUZ7nlLcIOu3LVvmyVQ6rFaIVaIOYzN8uagzoHK0zMBlKZwHItZLKMSrHqB6GDKN6ZPiIXxm+nEuPnIxecJnsOQ/u+tKrXkIlQAmqTE9lpBQW4+ErfCNhXWFKSl1SaEupS0rtKE2J1Y5SW0rjsNphjcMZf/+N0w6MoA3kRjDGgxPR4sO5Zz76m2gF0T1SxLtO4i/8xQraH5pBVUjaoayE+4skXKrqQt3iSltd3OrCnUeuLJGiwIWyK4rErTFEN3cwZNJrG+nQ/zYD/gWl0BH8G//ZUTHXOcoYb53VOSj/+fJW1wzRGdH1EZ2BykEZpMoziK6PwXVSdI6I8TOQ5JoGb4IK9aSMhNgmEr6XfFt8CaJsXa+/w5rWHK+v08oTfCfb1qDUetS2QoEHH4dOG+eCCCtZ6Kd0IlGnhaZyEWTM3bAqtywyTLD2rLX/ZGtPYiVK3R3XbIlaab6rz39S/3Puv/vIvEGHiabAaRUSEcrR0bkXJOt138XTRS960YvIsowvfOELzM/PV/x73OMe/OzP/mz1Q6eU4p3vfCd///d/zyc/+Ule/vKX89rXvpZ3vetdXHHFFXzve9/j3HPP5VWvehXPfvazKz179+7lFa94BR/60IfYt28f559/Pm9605v4qZ/6KQA++9nPcvnll/OFL3yB3bt38/M///O88Y1vrOZyzjnn8IIXvIBrr72WD33oQzzxiU/khhtu4L73vS9/8Ad/UI2zZ88ezjjjDP7+7/+eH//xHz/k1/Bo0JEEfQDD4ZCZmRke8pCHUJblxMtmrbVY63DO3/tkY1uQbdedE6yzST1J4vzOZddCRClcuCfqGI2lt2ZS4aR6HREPfAR3h2KEkhHEyHlQl2PgCoFgOqS2YdYhNvxN9vGyWI1SVamKDKcJ0eD8bVX+fivRZKE9w0eNy0LZoMj9rVh+5zyU5+mj0f78m82YPcJvnhOpAw7gg/3ZwI+BB2K7b5MGb78Vbi3D++HxLabvdXvgVIL4Ja9Iq0wJYkFKJJFDbF1vtLVkx3QFmUgiuHIEjI7w34TxL0Y8dxYAlg8G4s+mxbJK2vyZtVq+2Rb6VroTYEcGrPS7tREgaO1UXTsQ6mNlVfO6ZaSSS9s6+3TINHRE3gpjdstI99xb8+8eu57Xsx52NrM9s6aFbboQXvOZpHW1raRzpYX4hHNT2r9oa1/It93HqLw9VjwnRVPnlE5MmgKnVagcOf7wJZ85KmP/4u89iry/+uH8O+64g3/4h3/gDW94QwM0pZT+kb/2ta/lTW96E29729vIsoy//uu/5iUveQlve9vbuPjii/nwhz/M8573PM4880we85jH4Jzjkksu4cCBA7z//e/nvPPO4+tf/3p1iep1113HE57wBF73utfxnve8hz179nDZZZdx2WWX8d73vrca94orruA3f/M3ec1rXgPAv/7rv3LZZZfxO7/zO/T7foXz/ve/nzPOOIMf+7EfO+jX7WhT5xmrw0haG4zK2fcfW7jlmgUPqlzufzQP0h0jHsle7QuiWhIoGS8rV//kqzrcdbWUiGWVLBEaPBcWEK6lt6ljNV3V2A1e13y75hbHnvD8YUdw5ZdYJpQ3F2XFPKfc+WAyFLmCXClyDb1YVtT8pNwLZXOIn3etvHtTNqZm7Xr/Yvk2BuHuMalyqYKAtD9j9Wco2EJUhmAQ+pUOv5BN9XT1b+sKcefEJ0UJzgLOg2pXhrDwoV1sVfd3YjXL0bVWRdfaaH0Vh07cbLWT1qtlPSDEG4xSOlyfRKG+YDe9z8qpEIJe+fDzTiV8pXzoeqW8fMgdIVcKq7TXp3SQ05R2juHi/SnpYdFYZSiVz50yQTbkIWrg4aCwlvZ3T8XFeFLXoS7gIwhaHz3wSNHF9zmFxzz1nmg9XexPaUqHSlPgdBzQt771LUSEe93rXg3+7t27GQz8XRUvfvGLefOb3wzAM57xDJ73vOdVck9/+tO59NJLedGLXgTAy172Mj73uc9xxRVX8JjHPIZPfOIT/Nu//Rvf+MY3uOc97wl4S1akN77xjTzzmc/kpS99KQAXXHABb3/723nUox7Fu971LmZmZgD4sR/7MX7t136t6nfGGWdw2WWX8Td/8zc85SlPAeCP//iPufTSS6e7OWugYmQZHCg4sG+JwULB7TcuYIsNtI4qWrtt63NFmNhW8Vfuv6bdxWp3cB2uCBOehWR3UVU7uRYnIfyGK7FSYl0Ryj4vXUHpCqwrKG1IoWxtSWFHvuw2sXOPwOmqz+O2au8mtglIxPnLwV2B2AJcidgRhAiLzbaCvcNb+cAjFhn1DeDDiUcArAIIjmHJwYKyVS5pOVySHMvg2ys+UX5zknJgnMJYhXGKLORVOdatInMaY8E4PS5vFZlryzfrUT5z9dk1BWQxXjmw0W5y43TDmiV1lqFNhs4yTCibPG/wTJZ7XlUPvMzLZg25jCzveV1ZhslMLZs1degsJ8vbvKg7r3hKb4IoglOa0pQm0ub4hdzElPU0v/h7jzpqYx8K/du//RvOOZ75zGcyHA4r/kMe8pCG3De+8Q1+8Rd/scF7xCMewe/93u8B8JWvfIUzzzyzAk1tuuqqq/j3f/93/uzP/qzi+QOpjuuvv5773Oc+nePOzMzw7Gc/m/e85z085SlP4Utf+hJf/epX+du//duDf+jjnJwThksFywcKylHcSRaUUTzwsWdx3oWnozMPdAR/Mavo4FqX7oxTX2AqEiwrwbpjxVZyLpxFcRJ04MuRF2WrdglnhxIZIbj8pbpW0GvFduqy0cWwtNgyKVuLlIKzDlc6fzjaCq4MufN5TIzwuQ25I/iEJbkD5Y4eeFcCBhPc63zACu9SZ8gkuNlhfC5pOeQN2aAnKbf1VHdutb5yLI6RGlGokpKCQhUUFJQUlJRYCqz4upUCJyF3viyuwLkyhI4vwI4QW5AXJVsWRmw7ULB9f0FvVHggZKNcUVlK1koL22D0BMMoP8E3XbQPWCG5D0xRooPFI+Sty38VGqO8G6hOeLGsVbtcJxMvC0ZhRGNKha6AGx5cWYW2gra+TZeCdipYyTx+1c4DPmXxljUHyoYLm4NvZqwTz8E5wYhmq57H2RJbFNiyxJb+bFtZFmNmNhfaGE547TYBKa0rUNYAXwHkRRBWgbo8x5gUhIVynjeAX9qegjmTpXpToNjBC3NSeu3HCKY0peONpsBpFVJKrcld7mjS+eefj1KKq6++usGPVqHZ2dkGf5I73yRq9wdw4hhZHzHpwMIBXvDCF/Ciy17kF+rJzuJpdz+NxWIRQcj6GQujhUb7057zNH7koT/CN677Bu/+H+/mkY9+JCeddhJ7h3urDcrax7tiNHQ0yrIyv7PfJH2HMM7YvKVDdqVxWjxtM/rFHP1ijhiJT4DCLLNg9nEgu5Pfvv03uPljNzf6HVYSMGLq5Eyzvga+Fr2qbCYG7QyGjf87XGtURCX1WaAayNTApQY5/nm6wIlva4KcSTorIANYLEPtQctIlYxUwUgXPlcFhS4ZqQFLqqCo+CUjParkC10womSkSwpVBr5lpAsKZUO5pMAyVDbotFiRaKojXhRMEpY68iQctpgdCictWnYsOJ8vWk5asOxYsuxYLDlpsWTHUsmWYdMyutIn1irYN5tz11yPO+d67J3rcddc39dn+6Hc5465Gey+GBChOddgO63CZq9dRnfIq/r5W33HZVrtHTIQX0s93j4ms8qYVTqypIM7mlYqXGUWygp0iGCnQt1oVbmwNcpKofMmP/avyhPGMLqpX4U2g8M47wZpsBjx8QG1K9Fiq6iiWsrgDmlRUmJ86DqUs+jgVokr0c6C82XlLMoGF8yYbAmuBOvrEtrF+nsgxPqyuBIpQ901NwjEOcrRkHK0mdGdalrSWmCuCdzy2rqXrR38dYE5nWVka7Lk+b5TcDelw0FT4HQc0K5du3jsYx/LH/zBH/Arv/Ir6wZG97nPfbjyyit57nOfW/GuvPJK7nvf+wJw//vfnxtvvJFrrrmmsjpdv+96BqV3Azz/fufz5f/4Mmp3cLtKfrhvXr4ZlqF0JXcN7uK7+7/bGHvb2du43wPvx9vf/Xb+8i/+kle+6ZXceODG9b8IxzH17AzbByeP8RXQs7NsLQ3zw0We+JVfZ/HAEKdKnCq8pUkVOB1cjZT1VqbomqQcTllv3lAuOc/jKhen6PIUoZp3dYKjfVZHi2oBjsSakgKSFMS0gUsi262nBjwohWSCMyAGXCaIAclIch89zocOV0im/IGdNBmFyhVkGjJV3d1EpiE32EzhMoPONYoC/fnfR//HXzKHoHfdE33Jm9Gn3CdYBWorgN/1T8oxcETSfrAkzmHvvJPy9tsp9+yh/P4en7fT7bcjwTV4TdTrYXafjNm9G717N2r3btSukHbugl27cTt3wfYdbNGa0ySEVhawLoRuTspOQoAJl5QjP5GxLtFT6RRsDA09Vu7Ql4zT1tee19gc2/Md4/vxq3lJUg5jSrssPoT1pDlOel265iit51gLRb0gx2hEGBPSBkWYXY868QHdjXhgZ8SixWLwV0DUvAT8pfxOXtIn8qnrUVfWkvdjJnOo9NqxOduiwBYFsLwxr9lhoAqspW6RbUtew1LXBH81IEvAX6clL+GbSZa8bkCo9ebemJ/SOE2B03FC73znO3nEIx7BQx7yEF772tdy//vfH601n//85/nmN7/JRRddNLHvy1/+cp7ylKfwoAc9iIsvvpi/+7u/44Mf/CCf+MQnAHjUox7FIx/5SJ70pCfxu7/7u5x//vn885f/meVymR/5sR/h+b/yfJ55yTN5/Stez5Oe9SRm52a57prr+JdP/wuvfPMrV537k571JF7/G69ndm6WH/+JIxNJr8vtpEqJG0u18EzAYHrXUuSn9zGNycayWpk/aQw7FJaKIY7Sn7kI/GhZshQ4M2D/7q+wMLOwvtdhXdIr6BHVaYFpuo91uZlNADFtPeIjxSl02JnXVdQ1m0RjS6OuORW87pSXk+QAeqmgCIfURQXXJuWDPbgQjtwpcMaXVUjEm+KTcrhVtY7M5ABRKAcUqroHKJUl3j5f3e6Z6FOEA2A9pP/rbL/Hxdzj6j8k+95d8Ef/heXZ3djeHC6fpcznsVU+T5nPU+hZSjNLqWcomcHqWUrV8y9KUaDKElUWUBRgS9SoQNkCvbBAvu9O8r13kO+9k3zvXb6+/y6UW/vZuWJ2ntH2HYy27mC4fQfDbTsYbNvJcPtJDLbuZLB9B8OtJ1HMzlND8hgWmzo89h0gdywisjDWVkXDFhnjVydqJGiW8fZqjKqe6qnrqeV3kh4a9XE9tOfX1pmMM0kPXc/ZGqN+5iRQgQ4fMVEe4E/Qs9JrKeIDGVjnwVfpmiBuSodISuHwwSyO3PXT66QA7jyoci2wNg7ManDmxgCY6QB1bfDngWMbEMYxWrJBLlfOWwMTcrbE2ZJiUxvvdAWoxixpXZa8Cnx1uVfW8lt37eY+P/JotJkCs42mKXA6Tui8887jy1/+Mm94wxu4/PLLufHGG+n3+9z3vvfl13/916vAD130cz/3c/ze7/0eV1xxBS95yUs499xzee9738ujH/3oSuYDH/gAv/7rv87Tn/50FhcXq3Dk9919X+79yHvzqU99ile/6tVc+jOXIiLc4x734Im/8ETO3nY2ThxGGbb1t3Ha/Gm0z8Q84+nP4M2vejM/++SfZde2XRPP08TzOBtBcYy1UtzRr84FdOzwRwtAW7Yq02UlUCjR3sgTfPwJFxQWZcGgHDGUEU6v8NwdxgRTAZSWBSZxCVvJAtNtrTEYpX3oa20wOgvPl0GmkQBKBJ9H0BLPiVfHhxKAYwm7+wgD50GQdVCGhVlcsJUOloeWwcjvsPq0UXe8bG66iR18nVccopYRSBKtTUCJCSHUDUp6KGZRsgsl90D1HOpkh9odI79ZrFKUSlMqTaE1hTaMQhrojKHJGJicUsdLWSNwFWQZ3DK4W8GpEuF2HLfX7ak83vvMl0NbxKOVzliWmp981uq6dPSpZU6Aj8+UDpJiNDy/11EHkYkugml7rFdBa4KsatRVpTfuobXbg4pGPdVDm99uE+8RoKW+lliDj8ZIvAJZ0JKUCdceR56/PTc4orqKF/UoJAApqer+ugWdXLVgAj/ISLgeOVgllbiQN9uRwEPC91XIEXD12HGOsa2vFWfu6INzlKNRSMOQQr0YBQvZ5iIRR1n4+W00bd21m7v/wAM2XO+JTko2aiV6jND+/fvZvn07+/btY9u2bY22wWDA9ddfz7nnnltFgpvS4afvfOc7nHfeeXz+85/nwQ9+8IqyKYhaKRhBJ/hKAhKM9esIVrARfxpZOKPjQUjWqBvx9XTxb3EMVcGQEqtqYKcEeuT0xNT3UODzYVlww83fY/4/hsyWOXkvR+UGlWvvChZT3soTNzHPi65jJiknckZXUfA2mkS8NUSKAjcaIUUxVv/wF2/g/Z/9FqosyV1J7ixZSL2YiyMTCW2OHIdxQh52LDMRMidkImEXUzBAJn4xYcQvNIwIRqoTMJ4HiNKIMn7JoUyop2kSryVP3Ybyh/jr+iq6WVl3FYJwSqtSBF7jgC2Ark4w1gJtqgv0jQO6JoBb+7jt9qpvS++CFu4ym/jnPFmsK6kX7HGhrOPimnrxrKuyayz26/a6v6rAQr3Ab+hNwUJDVwIqxnTVc6Vjjg3wkPB0e2xoyOr2GMmc67k1n63ul75G4zJT2gSkFFprH0RDh8ArSX2srA6ybQX98zt38cNPfBr5dC27JloJG7RpanGa0lGjoii44447eNWrXsXDHvawVUET+N02o46M6bkLpFmxlC6Epi5tiM7mfcO0U2inqoAGRsyaNrQdwrIaMaTAqcTtBh/5rtAFIz0MO/PCvXbeiywJGa0GA/KFPmc8696dgH8yKBnU9UGBS9qjzHrrY2OMClwxoT4K8qFtNfoB4E1reeOOEInSuCzDZTlisqrsTIYzGTbyYlln2CzHaYMNvEbSBmtyrDFYnVEan6yOdUOpc5565+9zuv0eSgvKiHcR1ILSgmjNoplnwWzlQLadRb2NA8qnBdnCgtrKgtrCDZzJjfrM2t8s+lw5ah+wRtnnKsgrPM/vNKuwMwyIXyBGWSU18FQotMRy4DfAqWrI+x3upK2zT6yrVj3VM/mvMDh/hk2SsIsdH0RcXaYuV7JpW9ovtkmEOKnOyX2lNU5z/LZst9zVecmScisAkAlAAX8n1DgoYRwojIGVWu/YWC1AM6WjTxXMU/Gd1eEi3fDuqtie2KgqWc93gTferiu+C37HLtFV9wtQdEyXbvWLELLWW/Oac3St+Qia3/6FB7BltofSpgYWSrWAx6Q205KLbWZ18DINSnFc0xQ4Temo0ZVXXsljHvMY7nnPe/JXf/VXh22c1JIUQ12vVBYnISwuqAoMaYzz7mu5GGbIWcvJX8FHRbOUuFCqy3gLA6b+ohVBYTHOkoutFoGKXghRrbGLN/loZ84vpEZlSfn97/Pd178effPNBwVKNhtZFIXJKJWh1IZSZxQ6o9CxbpJ61s1ThsKEuoo60tzLd+W1rrQe2z3PHQnLjkgIzyyowi8L/nH2+fxZ/gZmGfrFg/h95pePfpF/Ke4LBWM76pXbTbXgXULzzY7Fc8sK0Gh3yS57vZPeXoiLOEyiz4S8LrsAcJpuQjrZbdcdi/DGTnxjh70GKf68W3AHInHzCf2aACcFKscHnb+Jz3KsheLi3MUFcbIYdtWCu2uRnCzoq4W8//t0YwBAr7joD5/qBoDwVmAFysuoqCO00ZknZR37hkW1UhAW2749LNpVsOorU/VR7XbjF+eoevEOvp+oJCcZIyz6Fbp5Xx3R3c9T011wgtuh8o54tbvhKm6JLT1rHoe6Q/cYk8cBuOepW3nQvU85DJ/SKZ3oNHXVS2jqqre5qbAFy+VyJ9hp1i2UFmUdyjq0dRjnfa/9aZ7kNhvlT/coZdDKoJRhrSGqEfEXcYoFV/qwss6ChBC0zpLeRSMoijxn1O9R5Hn9KwKYsqQ/HNIbjYIf+Npp6Bw37NmDed3r0bfcsnoHpVC9nk95Xqd11slzyDPIcsgyX88MZBlijK8b42WM8bws5Fr7PsYg2i8MxBisUvzOJ67l+tsXGfNnx4UgBVL5vtc+8a7yl0/ba5/6pkylO9kpb7re0AQKyU597bJT6+3eZV9pF37cLUeHuTbAwnG0qD+Wyb8LdWhyUb4sVb3eMadj57u9Q+8X8/Wi3oUFe9xF9255uuJbVcuIqj6FyeK+e5y1AoU2AGlaBwIIacm2d/zbVolJVoCG3rD5EPVP6dCpfWYqggo6wAmscL6qQ0+EJWs9x6XG5Nd2jot2WwegagCxNT7vmTtm+bF7n8qPXrCb+f7UbjClmqauelM67sg5x7fvvBZtBeMk3HbvU2Z9MIQ8uMdplYHuoZQBnYE2oD0oWitVoMe1QFCsiw0uMh2kVLhuxS8gyixnlOcUWRMsaefIw/kcrYB+hszkfkezsXsZIrolfFXtWCp0UaKtZdebX89cr0/W66P7M+hJwGeFKDvFcMAH3/ha7rrlJpwrEDdEBg5Zdv4i2ZCci2Bm4+mckKa0VlJJCot71aoTPjdrlPNadVNvp6yvq065ul7vkKtqB73aaddJHmUTPtrvsle79Cbsxmvt/661P3+HUYgyXlaHEO9BJ5lGtAfpKraZwDOqGkfQiA6AKCz+4/NEr8ZG9D4Zj0QHNHhEL0YZj+qX/glNjmrnNVa6O9onRQis59KMEigyaZx6rLauWKehu1sXY7ql9bp0v3Zt+e7nTZ+lS/fq0QJT+YnPG8dpjdX9OejS3XwfjhSlr2/CPbKT2MT0l1+orzt54oPP4LU/cz+2zWxQGPopnRA0BU5TOmokwd1MSn8ZICFv1It4UWDJ2SqDbCYslhJAlGVr3q3055UsDouTEosNbnMlVlnK4EwnWoLfN+F+SVWV69xvaTXkAhkx9GyPnuuhqV26LJbCFIz0CKsO8sKT1MsIcIXj++WdvOy6N3PLqLY4ZTojUxlGGzKdYZTp5OU6xyiD0YaZgeZeV9+JXnvAwaNOeX+G3uwsvdlZ8v4s+Yyv5zOz5L1ewx+dSYd0VXPhHnnXfv773HnTEk1Q4ctqDHy0AUkq2+y7EnBRq4CUSs4YtFGYzAMLIwPy4R4MI4xy2C2n4raejDIKbUJIdaPx8Sg0yqgqaaNA13LEthiKPbRj/IWkmOj+o1AZfm5GeZxkAsA3+D6ozoWpp8lgor1QH1sQJ/q6F67jIKfR1gIFTBqPdExBwh+6B0Iq6Ts+nqAm6quW5elr09E+CQDUelsAoA1q0j6tZ22DoiZQGAdF6evXBhzN1338tazKHaBjfL7j4G8S0Frps9L9Oemab1Nf1+u9VoDJhPEEqruxRJr3aU3p6NAHv3QTi8OS//7shxztqUzpGKIpcJrShpMEMNQGQl1gqH3vwkqkt52+MkAKVh4VFpKYsJiLCzjjwY0m/hDGA9kd9Y5yvfCQSj7t66zDjRxSSAVq4rwkE8j9ojInJ5Os0bc9h/ZYK407iUpXUlKu+0LKqx6j2bqUYZwisxpjFVlIxioypzBW1zyXtFkd2lOeInMa49YGbtdLxXBAMRywuPeusTaHYA2UGsokt1r5slZVslqHsvZJaU4f3I2zs7Mw9DH0MPSBDFSGIgfly5B5S8phphHCQAkjBaVyFE4oCyhLKBByvZWH6f/gLHML2WjId+7Yzd+5h7KXGUoFJUKhqMqlggIoVeATPrqH562a0pSmtMlpzK2u4o27v3XKJ/Wu9rW4/NHun7TH3pPc/qBDvtV23Z4FBoX/kb7kB07fqJduSicITYHTlNZEIjIZCLXrdn0rdRXOu6gkNev+7IxbdrjFkrEtOqXQsxl6NkP1zWELmQ3eZdBa65OzVbkoCmxZP7dSipmZGWZnZ+n3+9WPwOGg5eVlzF2Gv/zpvyTrZVixFK7AOkspZZX7aIAhKmCIDhjbG3062hu8VvuNdy7yka/eiL/x1aFiZA2qCBsoZVHhwsLMWXInGOfIxJFZ50OEh2SckDl83fpydMnsBGYtgGesqiKpaRTaQm6h+3ZJod6D7/rcXhNSuGx3hffBKnCacIFuCDGuY9jwDG/qiSArA3polaPooeihpe8BmvTRMkPGDARw5uVzcpWRi1nh85RxBw/jjoTzsBXm3EUOoVTOAzMllARgBQFoKUoUpVKUkMg0yxVIownMUhkLU5A2paNKSjXva6ruZaK+n0lrVfHi+R9d9Ru/0yku5sfawyXZY2OpenEf5XRwzU7no6p5jutu5+37pfTYczZ10QmGWoBmwpmkitcAS+NBH2Ib1M/bAFbJOKne07fP8Oh7nuKt3VOa0lGmKXCaUoNcUWDvvNOHmG4Bo3WRUisAIR9QQOUZypgVz9ykpHsg2wQpHDIocQOLjCyI4JYK3FLhv/x7Bj0TQFS+9tCgItIERiGVZVmVV4ul0u/3mZubo9/vh2hHh5/ivU4z2QwzvaMT1ORFD1jg9oXhBBekDjecwHMuuK8EvqtcWGq5WLfOB/4oA9CLYeFrcGixAfwNyyG2GOHKAVKMcMUAZ0dIMULKIuQjb6opC1RZgC1CUJESZS2qLNGlRVmLtg5d5YKJeQLijYCx+PD0q8KslckBk65DFMDqCNK0B2oVSDPhLqgUpOUocpTqocjR0kfTQ8tMAGozGJlBqR4R1OUqJydj7jBb0SSAtEI5SiWVFawGXYpCKUrxQC2CriKxmHkwF/sFYNYB0kqYgrQpjZFIuHjb147ybKY0iT74oofz4LvvONrTmNKUpsBpSk2yd9xBefvta++gNbrfR83Oomdm0DOzqJ6PpnY4rCxKKVTPQM9gtoE4QYYeRLmBBeuQocUOw6LVKHQ/Q80YVE9jZRwYpWmtczDGNFKWZUcULB1N+sYt+/mjf/o2n/zG9xmVrgGKgOb5CMb9/48cGWA+pHWSBnohrUQiZFLWyfk8l5JMLJkrfN6SyaXEiL/It9HW0FH45EqM2NrVBMjibaiVT+ihgbRJDrNORZCmqjQO0jJ8SP1gHcMDNEUPjQdpRvpocyqZ2kFmczQmPIsiDyH+DzfdmS3x/tO/gsUgkoPLx3IkR1wOkgHH/9/ylDaO2m5mDUtLhwUHVnA5m+B+RocVJ5VtzKWjPY7THnuSa1tdX8nylFiaVnnm+rm7x2rPKUqftr3PvU/benBvzJSmtME0BU7HCV166aW8733vG+Nfe+21nH/++WvWY3bu9Idwg8XJn0cqJq96ncMtL8PycrV08653waIUXO1Unlid8txbnTbgojilFWo2R81kKOcohwXlsMCOSsqyxDnBLjvcsiBqbSv3NihqpxMBHHXRVd/byxX/cDX/dO06gPVRpkk/xhN/2BPZIDhxMZMuZIJoY9FgAacUo8hPxs4o+cXi/Tyt+NCan8WKonSaUjSFM5SiKV2rLJrSGQrRjGzGfjfHfjfHop1hn5unsIp4KGotf3laQFdWtJVcGtcwf6P4x4vPoMwszll/vtHhL9J1ygckCd6d2im01WinyVxO5nKM61XlLJSNy8lsb5zncmbKLZgEkPVVwZbT/oZRNljTfDUZmeqRqT6Z7mFCOVd9X9Y9MtUjVz0yPUOuvEyu+56v++Q69NEhqR5Z4Oe6T1/P0jez1aXe44vO8ZDMUY52e2tRTSI7UdcKi/16kTxhsd8aa9Jiv7lIbi6iu1zDunR1L7hXmHNr3l0ggcacVgIRXfNMX8tD+w2b0pSmdGzRFDgdR/SEJzyB9773vQ3eySef3KiPRiN6vcnb6LrXQ5/ePCwpImBt8yxTBFZlWYOs0gd7EOdgNERGq9zGqHXtvhfBVKuu4l0/IitaijqtRR2/Z0pAo9Eof6NTlpH1MrKZHJNnmMNkKTvW6WNfvYVf/YuvMCodWsElF57Oc3/4HE7bNtNYYPh8nQswmouZlXYxJ+2AjslusvdQRCiLEeVwSDkaUV73T5Qf/Aduka0VGKpBkaYU0+A1c1PXV2iTsT+AwZrA0kaQUY5MWTLtyJQj044zZvfz8u/+I+t5awQYKsVQKQZKMdSKZePzoVIMtGGoFMvaMFTat9udDPf8LLL3EUGHZWH3P/H90/6eH7SLDBxBH16ngkEYZ5TMzVEykpKRLE02yW0QzaLZgmZeGbZgfK4M8ypji8pCbtiicl/Wgadztuiel9E9cm2oojcm1xmM83S33KoySTTIMV5Hv9mT4NxHQj57eF/AKU1pSlM6QjQFTscR9ft9TjvttAbv0Y9+ND/wAz9AlmW8//3v58ILL+RTn/oUn/nMZ3j5y1/OVVddxc6dO3nuc5/L6173OrIs4zvf+Q7nnnvumP5HPepRfPrTnwbgs5/9LJdffjlf+MIX2L17Nz//8z/PG9/4RuZmZpCy5B73vCf/6TnP4VvXXccH/vZv2bF9O6948Yt5wS/8ggddznmQNRr5pBRWG39mw+hwdqNOskYrj9a64T7XsBShYRTORw2tDzJR4NNigWQWO2O8a99hDjKxmUlE+Pbti3zxu3fxpe/exZduuItrblsA4OL7nMJrfvp+nLVz7ijP8tDIWUs5CiBmNKJIyuVK5WINMl3louvE0kVH6GmFTIe7iTXkRsh04GnpSM7nKpZdDYCUkGkbwFDIK4BkySkxqr4oOF5STLiYGOmN81YgBcyIMCPC9lWecuRm+dLiz3PV4s8AfRRwXv+fedjWP+Ok7GZYg6HUEcFUC6x18nSDN9BqrO9AJ32UYqB01X+g/LktgGUcyzj2SBnfsoOivnPMi7DFOeZdzB1bRHzuHFtcKEtLpuILfRmH3QdNva1wn5+G+/4szO0Kd2sFgKdNq6zXyTcJ6JvSlKY0pcNPU+C0CokI5XAVy8lhomyDorG9733v45d/+Ze58sorAbjpppv4iZ/4CS699FL+5E/+hG9+85u88IUvZGZmhte+9rWcddZZ3HJLfR/QrbfeysUXX8wjH/lIAK677jqe8IQn8LrXvY73vOc97Nmzh8suu4zLLruM9773vT7Yg1K89Z3v5L/9t//G/++1r+X//J//w6+++tU8/JJLOO+887yVKAZdWGtIchG0dRhn0c6NJ5HuABSJFYtehp6bwcBYkAkpHbLgcAvNIBN6LvPhzY9z+n/fvI33f+4GvnTDXexdGg9B9+yHnc1rfvq+ZBv8WogItiwngI5VQElRl4thV59uwOPWGflxI0kbQ9brkfX6Ps+TcpX6neU8XHC8slyTZ7LsiFngfIAVobCCsyFEfylY60I94Yfclg5XJRvaEr4LeeRV/R22rMf4zjcWWF707+tpd+/z8Et2cPrdnw7y1BZ4a4M5FxJoccwhzKUyE/tN0tXuJxNlCluw6IYs2AGLNuYjDthB4I9YsEMW3YgFN6pzO2JBChZdwYIrWA6Aa6g1Q+DONQbcmUQZqmn9wrBFaebRvoxmXmm2SOQp5kWxRYVcFFsEZu+4DrX/Rrjqz306XBSBlTIJ0DL1RcuHyldqMmjr5OsVAGKbv9qcIjjs4usOPQl/JbC5Fn4+C3M7D9/7NqUpHYOkZLUwYccZ7d+/n+3bt7Nv3z62bdvWaBsMBlx//fWce+65zMz46GTFYMDbn/vkozFVfvV9f0U+s7YoaZdeeinvf//7q3kDXHLJJezZs4f9+/fzpS99qeK/8pWv5AMf+ADf+MY3qgXVO9/5Tl7xilewb9++xhmewWDAox/9aE4++WT+5m/+Bq01/+k//SeMMfz3//7fq0h0//iP/8jFF1/MbbfdRp7nXHjhhfzQD/0Qv//7v49zDhHhgQ98IL/2a7/Gc57znM5n6LIWaa0xIugQDr2K8hfPXsWyXV/UvwpcRZdA4yOQiRgfrqxxmy2YrdpboJQKP3A+kl0sV/WjQF2f2/XSez57Pb/14a/7ighzxvHA0+e5/+nz3O+UWe518gxbjASwsk5rS4fVpmi1HYXIERV54LIyYOksjwGelcBOzdcTFrURdLgVQUezbK3gyia/S74GHJNlXJCxHeCm4pcd47fmdTTppFPn+OGfO49zH7h707lrHk4qXclSucTiaJGFYoHFwucLo4WxeixXedJnsViso2JuAGmlmdd9bwUrhsEaJq3cMe+sr1vLfUcj7l4U4OyarJJTOsx075+Cn347zO862jOZ0pQOG62EDdo0tTgdR/SYxzyGd73rXVV9fn6epz/96Vx0UdMl6Bvf+AY//MM/3FhYPOIRj2BhYYEbb7yRu9/97hX/ec97HgcOHODDH/4wg8EAay1f+tKX+NrXvsb73//+Si4CqK997WtccMEFiAj3vve9ccGapLXmlFNOYe/evczNzXUGXTiUhY445++P6jh7RfscFtTlQfdBcZXPoef9+TC3uA97x97VJ6Ga4EpFf//AUxFkVcCrbqvlk/ZEfmKbUo0Q6SLCNZ/7LHtvvYVyNBwDKF3l2/ctsri0zAulpI9DuQBCr/NZfZPR4Sel9AQgsgpIyXuYPMdkPXTWw5gMbXroLEebHK1zlMnQ2teV9vciKZ0hjg4wEa0hbbDi5awVimXBLbgGcKmBxABnlxPgMgH0bCLQcbjIb2JrdKbQRqGNxpi6rJOyyVp8rTBZS2asn0Jnmq07Zzj/IadgTgDrcJsynbGtt41tvZV/8FcjJ47lcrkBsNqAqw22JoEwKxYnjgN2mQMA1X5BOEs1gfqmzz8+9R+Zy4M7sEgNosS2yq6bLy60xbJdAz/2dxPGWy/fJnNvjzeJ7yY/03r5B/UatPiugG9+GG78PPzsO+GCiw/p8zWlKR0PNAVOq1DW7/Or7/urozb2emh+fr4zgt78/NrDMRdFwZ133om1liuuuIKPfexjfOQjH2E0GjEa+XMaBw4c4FnPehbPf/7zG32NMZx99tnMzc2htWbbtm2cfPLJFSjK85yZmRlOOumkdT3XWkhp7cFEnq8oJyLN+6lScCUSfjgA5Rcg4kYoBtDvhzbvdiOx3FDukMQD7Egtg4fOUdx+O9f/xuUsLuznM7vXd/5IAVtWaM97fUyWh9RD5z1M1sPkfV82OcrUAEWbHHTmL3c1OUqFu4R0RrxbCJXhQz77UNbR2uecqoBMDVx8eVQIg0GHtaT0lppxincprS2K2mYkpUB3AocmeGiDC20UpgNcGN0CHUk/Y8Z1rFV3LTOu70Q9K3gsklaa+Xye+Xz134zCFnx/+ft8f+n73LZ0G99fDPmS5313/3e5Y3DHqnoizZgZTpk7hYee/lBmsySYhFJgpkuVo0K3/Dt88IWw55vwZ0+Ch/4iPPa3psE+pnRC0/TbaBVSSq3ZXe5Yofvc5z584AMfQEQqK8+VV17J1q1b2bVrF0tLS3zkIx/hrW99K3/6p3/KOeec0+h/4YUXcs0113QGkBARFhcXcc6xvLzMHXfcQbygtSxLlpaWuPPOOyveoab1klLKn3WaALBEhPL2ZWRoIdP0Tt6BMt0uCpKAKHESIgr6swviJJRrkCVOAjgLuSQ6GvUAusIFsMQy1G3+aRAUI1swypa55rSfYrh3wDzfouAAjgKhwDFEJl6nujoVI0tReOCjVB/UDErP+lzNotQM6FmUmq3b6K3h/VnpmtdDp4MFHZMsGg3QkXWDhAa4yFo6OnR3gZIp6JjS0SQRYf9ofwWAKmDUKt85uHPNOnfO7OSUuVOqdOrcqZw6d2qDt6237YRyrzwm6PT7wy9+Gj7xWvjXd8O//SF8+zPwpD+C0x9wtGc3pSkdFZoCpxOQXvSiF/G2t72NX/mVX+Gyyy7j6quv5jWveQ0ve9nL2LZtG9dccw0vfelLeelLX8qDHvQgDhw4gIiQ5zknnXQSL3nJS7jkkkt49atfzTOe8QxmZ2e5+uqr+cd//Ede//rXV+NE9720bq1lMME9br20UeArTW6hQIYlSilGRrHw/eUAeABSIANrPx64smtKp3iar0JWjXC6x76TzmegHHBfNM3rO0UcyBCRZZAB4pbrsiyDW0aq8qBq8+CmBFlA7MLarWii0GQYicn45DSZKDKnyZwic5CXQuYgcw4jgnIWLSVKLMpZlFh0KGvxdSUWrfDAo5ehezlZrtG9HN3LyPq5v5hZ9dF5H5X3Uf0+qt9D92cmlPuo/kyrHPSEVJUP8fD9lKa0VhIRSimxzlK6Eis+j2XrLIUUWGfH2koX+klL3hVYsSwWiw1QFNNyubymueU6r4BQGxidMncKp86fysmzJ9Mzq90kPaVNS/ksXPJmuOCx8KEXwe1Xwx/9OPzYK+Hhv+qDSUxpSicQTYHTCUhnnHEGH/3oR3n5y1/OAx7wAHbu3MkLXvACXvWqV6G15utf/zpLS0u85S1v4S1veUvVL4Yjf9SjHsVnPvMZXvnKV/JzP/dziAjnnXceT3nKUzjttNMQEYwxbNmyhd27d3v3uMCbmZlh+/btFa+dYiCJSSmlLt6GUEQclTEkuYgIkssTA7KRhE9bTvn7hqAuq4Qfr05JL6NU9X1FjbYJssMCZvZnPOzn7kFueuwflnz62j186po9LBYWC8zPGB50zqnc627buN8Z27nHqVvI85Xdq0SE0fISywcOMDiwn+UD+1leOMDy/n0s772L5X17Wd7v+YOFAywvLTJYWsSWJSjBUeBUwXh8vsnUQ9EDeg561pFbS16U9EYF2XBEb1TQKy15aTHWkZe2eruE2jlvPWMeFOU5utcbB1Rj5V4HGAvlXh81M6Fvr4+e6dapTtALmFM6nGAi6qz0S0t+ks4OXnuOY+PICvMK49jU//cI0rbetto6NH/qGCg6Ze4UdvR3TK1EJwqdfzH88r/A3/2qP/f0idfCtZ+An383nHTW0Z7dlKZ0xGgaVS+hjYhONqXDSyuBqpXAmI9W5kMYx7qIBPTh/wRUjCd1hNcBq1nBdAgOMSmNRiNuuOEGRqrP//rSrXzi6jsYWEWJZn6mzy8+6jye88Nns3Vm5fNfG0XFcMDygQMeUB04wPLC/mZ5fwBaUWZhP6Plte1wd1GvP8PM7BwzM7P0+336vT4zeY++yegZQ19nTUDmLLookeEIGQ5xwyESUqM8GiKDWB5Bcdjh2NooT61gidWs14N+D9XvQa8HvRzp50ieI70M6eW4XobkGa7nk801Lve5zQ1lrikzTXHqSRRbZg4aTMR2KwEopO3HMJjYTJSpDKMNmc4wyueRV9WTNqMNmap5Rhtms9lOF7qT505unjOa0pQiicCX/xQ++l+gXIb+dvip34ULj0704SlNaSNoPVH1psApoSlwOvZJRLCFoxxZipHPyyKcPeogk2nyXNMvHcoJGI3Z2Se65Un8F84Y+Xz94G0ly9mhUlmW3HTTTVx55ZUsLCyMtVtRFGgcBqcMog1KG5TJMFmGyXLyLCfv5fR7Pfq9HrMzPWZn+szP9NgyO8uWuT7b5mbYNjdDv98jz/MqZVnWCGF/MGTLorZsLSSgK9RTi5cvH2CwuHDQYcxNr0d/yzy9+XnyLfPk83Pkc7Nk87OYuRnM3Ax6ro+e66Nmc5jtIQZkNKQcLHswNRjihgNkNKxAGEN/oTPDIYwKGBaoIuSjAlWU6FGJGhXowqILixmVPi8sZuTISospHKZw5IWQlQ6zxqvONopGBn7llw13bT22rAkrAoc1gokUgEwCJbnO1zxOQ2fXuCvMIba3xzTq0KKQTmlKK9Jgnw8MsXAbHLgFDtya5CEVi0kHBb/6Zdg5fu55SlM6FmgajnxKJwQ5J9jCUo4cxcjnZdER7S5Q1jNkufZ5z+daK8p9Q9wo7GBbh90zbv1Y8ZSSUoBunU1qutv50OE0ZIQIzKjuTqmAWtJGG7xV5QDunKC1ppfPImoIYlHUK22jBFM5seGPLYWjSyR3OxchjUOv1UkbjQoBE1SmUEaBocrRIJmABqcdogWnXSOVqsRph1WWQhWUuqTslRS7CuyuxHoRLRNWUMMSM3TogSUbCGboyIZCPlT0RtAbafojTb/QzIwM/UKjRWFHI5buHLF0511rfkarhGHPMswdw55jkFuGPV8e5pZBz4U2Xy77Fr3FMVPCzCikQuiPYKZIeTAzEvpFWm/y5oewZRnMYd7mcgpGfc0dp85yn7vfD5npjy3y1wpKDheYGAM0UWYKJqY0pUMnZ+EdD4MDN6+9zyn39b9xzvkrM6Y0peOYpsBpSscMlYVltFR6S1JhsUX3NrxSqgJGVZ7riYsq3TfI0ECwSsVAEFUkhPFwdk3qbF/bNZLdgGx90SEGpWbO9viZhQeQLddQy+IosZQ4CmWxWEoshYp8S6l8+5CSQjlGWEo9pAhtBbGfwyqHxeGC7vT5nHVgwbJ+Fyod/mUrfB0JglMWm6RSW0pVeoAVcptbbN8yVKWXCzJVmSHKObT1lpysEPJC2DI0bBlmzI8MMyNDb6TICoUpFdqCEoURxdwwY244cZodExd/Vqu09KwlL12dj/FsJbumpcdMH2ZnUbMzqLk59Nwcam4OE8pmbp5sfgtmfg49N4+em0PPzYa8lm/U+/3q72R6Y8uUpnQCktJw9sPhmo/D6MDa+nz/a/B7D4BtZ8KFT4ILfwFO/QGYbmRM6TikqateQlNXvc1LIsLt31sYc3NTWpGnAKmnMdlkkHSoc/CFitGoN9ongK80Kl+7fxpyvNIvMCwsSyPbgFNpKsoR37v5e+z71AHMAYe/HUmF25F8ypO62aBDXB5ABXAVwJgHXK7il7gAziJQc+sqO3Xkvp6U4KP7xdyBcUJmBeMEI4J2PikRVMwlBjTxoNKJ+JxwOaWziCsRZxGxCA4nDicWh/X9xHn5QBZFqTWF1gx1ziDLWM76LGU9FrIZFvJZlrMZls0MA91noGexOkfEgGiQaObTgefrKsRb9EZQlRhDVYXTU15lKFWqaiPhKZXA/ERfanFdSR+xrdWe6muMl/ZJx2i3deij8bzd+uqx6mAvbX1xvOaztZ+/fg1W0pc+2yR99fsyrq+ezyrjpWNM0pe8Hqju8VJ9zdezPdYaxqPV3np/Kl7HeBP1NT5zib5VxuvSN/4Z7tbX/nx2v1YTPt+t8drv1+TXKtF3MPNP2ip9Xa9HuYxZvh29fDtm0ed6aQ96KeSLPldLt6OW70BJvZlpT38Qw5/8Azjl3o35Z///9s48Tori/P/v6u6Z2V2W3QWBBQQEFDxQUEEMIWoiKBhjxCMHIQpGNBo8ODRqVLxi8D4wftVogvrTRL8aMX49UIJXRFQ8ULwwqICRKx4Lu7A700f9/uienu6Z2YNzOZ63r351nU9X95Rsf7qqnjIU1k64SbWwbSNT9YQdkpLyBA11dkw8ZYOGZZBImZjWlvsHWUX/CsUDRWKbD+16fPnVOhrswtEcBWilqVGa29p6rC2B0qRJacKkJDiSkT9SGn8/KcMDQ2uU9qd/KQ1GVhzE4qDwArHgobSLqT2M4FBaY4Znv66JwnQNkp4m4WoSjkFCQ8JVpDxIeDonTjSYWvlCTyvMcPzJwFQGGgNPaVxD4SqFY4BjaP9cIMyaEGlNiLPAKSJagW3me+RTm/WXNbWB5Ttqx9ImFgaJSNjUJiYKSytM7U8rNFGYGgyt/LjWGJ5CuRrDBqU1htagXTxl4xoutnLJGC626ZAxHDLBOW26pE2HBtOhwfKwDQ9baVw0tvJw0TixA/+sgrAOzgoc7c/2dPEdUNooXK3wUICJjgm4bNwAzIigy8XDtKB8WCcQgH48mu/3D/LF4hb7P1EQdmYMoFNwFJIiww+MBRxrzuVwYwGpFe9g3v19pjmjuc890v9/NeDB8QczdI8OW6fZgrCZEeEkbBcopWjbvoTyqhSZtEum3iFd7+A5HpkGh0yDQx1gJQySpRapMgsruWOseUiYBn2r2zaa39DQQGJ9KX87fZ8NHinVnoe3vh5v/Tr0+vV469fj1df753VBPExfnyuzLq9s3rEpHuiiS7CiGOB7xgNUaRlGm3L/KCvHKG0TTkdTpW1QJWUYqVJUSSkqVRp4nivx93NK+B7olJVEmwkc08DWmoznkMnYpO0MGTtDxrZxnAwZx8F2bBzXwXYCr3Gug+O6OKG3OBdHu7ie559xcbQvztzIerPsdMc0zhZ7vzd1IMYwg3ASi1IsbdLGMah0ckItKuByYT/ewaughA33xOiRXacWPIfs1MrIkU0P41nBG5a1cVRDUDYQxMqJ2XIJrhGxYSsXT3loBZ6h8YKzNgjCgAGuASiFNhSeAgwj0G7KDysD0zBR+GunDGVhYGIoM3dWFgoDU1mRcn4dAz/PUFYuTfmfBRT+mqxAEgflTVRgL2s/mp87/LWU4WB1ZJPs7CB2uPYRwoLF8nL1cptuZ+3FB7117HrN2Qsd6+S3JVIner24vawDHnIj+c3YI9aG4vYij6JJexTck85rO+HMgOL2IjMPij4jnXetXFoxe1CsDfnPXEfyitiLPM/i9xTtL4STzBuz1xhpkszyBjPLG0xHvuW6xJ/4gfkulyfu5wfGAs6zf81/ade0EUHYDpCpehFkqt72RdaDXrreIVPvYKfjIzKGoUiWWuFhGNuviNLZv6Seh/a8YAqYH25oaGDJ0qV0WLIEq2ZNRMysC4WMXl9c4OjNtBlxY6hEwhczbbLraNpglMbX2fhrbaJpxdfjhGVLS7ervYy01jiOQyaTwbbt8MhkMtjpDJl0Bjtjk0mnsTO2H86WzdjYdraeg+1ksAMhZ0cEneNtfvfch9b1pNqrxFBGIAJMDGUEL/kGhvJFw46KTbB2Tnl54syJCMI8UUdcxGUFYYFwjAhFfw2elycqnXjZ7IHrO1tRCkzwgkE2ZSgwDZSp0AYo08AwjZzzjDzHG+WJck7b7zR6V/Vu7ccsNIPWGk/nBIwXEcvZcDRdF0uLiDEvFEK5tIzrUrPe9o96mzX1NmvWZ6ipL562pt5ugUNTzS/Nf3KJ9QAlyma9Wcn7g66i59Cf0alC3q+EbQuZqifsFPhOIEyspEmbyhSe65Gpd30h1eDgeZqGdTYN6/zRj2RJVkSZWIltZ7dzrTXatv0jkyk447q+WGoE2/Nwa2r46o+3Y6xYsXGNMIziIqWsNCJkyooKGlVWhlEaxNtEypWWohJbZ++obRmlVOi6fUvheV5MlMXEWSScsTNkMhka0g00NNTTsH4dDfX1pBsacsLNtnEdly93/YJV9mLshgachgachjRO2j/chjSe7Y8JKlQwQuKLqXBkJRRaWdHVkjKG7yrfsjBMC2WaGGbCFwKGCaaJMvyyKAOljGBRhvJHYwCF4a/P0P4m04Y2MLU/DdKKHCa5sFHEHUcCi4S2IsMR2x9xcZYTX65yWfP8J3xorUIrhWeAFz2rYIQuGg5G59xInos/iucqf8pmNs01svFsnsJVGlcpXLRfRikcdC4fjRPYCaeDogF/hz3PywkALzLS5IWCIjfa4+lCoUCsbN4oUCAu/Gvkpen4qEu+gCmaRiMCphFR42nC0Z78623LlCZMqsoSVJb6R1VZgqrSJFVlCbpWlTJwt0OwzF/DP35N2Yp3Gfz6OZB5A0ZeA6nGZ1EIwraMCCdhh8EwDUrKDUrKE2itsdO+F750vYMbmdLHt2AmDFLBSFQitWWn9DUnjLTtsEFvZ4bhj7gEZ0NrVCpFm6HfJWnbcU9pjQma7MhOkK6Sye1iWqP/9dV3ppDdCNXVLp6Xi2fzPM/D0U4urr1wA9WwfpF4ge0i9Tzt4XgbaDtSztO5tkXrbowtV3usqW/A9nxHE1nXFOSfm3K0kQqODUB5YLnKX8OWPTtGLs3J5VnZuGuEeZYbpNlB3Nsyo4ie0tiWh236Z8fS2KaHbQXplodrgGcp/zAVnmmAaaANA20qtGmgDRWKtqzo8sWYhaktrOAwPZOETgTr1Swsz8TUvgjzywX1MIM6Zijq/KmVlr8WTkemW2rTnwAYpJsYJLSRS/Mn+BXce3b6JTpZ+GBsKJwQu+3hBELLDsLZdXUOYMfiOkiLx7PlQkGWlxcPb1qe10hea+sfI+L8wQg8SGTDSvnTwX3Rk6CyLOmfAyHkn5MRYZSgMkhPWS35AFkJp/4TXvwDvHILvPMALHkFjr8bug/esjcuCFsAmaoXQabq7bg4thuORtkN8ZcFZSiSJYF4yvfOFPgGyPfYROSPD+B7TnNccB1wHbTjgJM75ybs66BOOMscdHAdy0Il/IOE5Y/WJCywTLRSYCj/rKJz+TXphjTLli6jvm09junEXsobExXRF/F8ERAVEDFbXpEX92bER9R2S8ROc7ZcvfmnpAk+OecNKjz7zhiycSOSHikbOm8w0JG6ROrqIjZyzh38uPIUlqtIOpqEp7Ac35FIwtEkXXxHI67G8gIX764m4XokPQ/L9Uh4gVt3zyPhuiR046O0m4KHgW0mcIwkjpHAMZN+2PTjrpnENf14GLaSuEYSz/Lj2krhmEk8KwWGiTKC0bHArZn/Uuu/7BqRf3+yYf+fAxXzhmagsVCB50wCJyNgBelmNl37XjctrYO4wkQHZzC1zkvTgXMSv64f9pf6x9NzzmYMnXVAE4SDcoanY2nKy5VVQdqOiM7+oIYCM37297ozwnw/7h/hFExDoaxI2MweRlg+GzaCc8nulSQ7l7f2rcdZMhdm/hrWfAHKgEPP9w9TZiYIrYtM1RO2eTztkXbSuYWogYDIbf8aFwctLlMkHoZNDW1Al4HKmCjbRGUs8CC9fnN9eY24MIh6M9gQsnvVhsuPvPgzCNWaf2+2k6FhjcO8R/5DbW09nvLwlItWXrBQ3o974cJ5Dw8Pzwh2ZYqku2G9XP1YvSJ2dLDWQxeUy7eTjQfliNqPl2tydKSpp6+McDPUMGzkwoby131E49lNXQvqBvUs1Uz5SLyo/UgbNsRW0bYrC8PIxe+bu4wn31tFvrgJhUo2LStUwjIRwZMVP9s62Tf/bNRQwbumCsJ+3DSCOJqkdijRNgkvQxKHpGdjeRkSXoaEm8HybKzgbLqZSDiN5WYw3Qym6+eZnj/l18Aj5aZJuRuyoVfjaGWgLV9EaSuFTvjCSltJdMJPI5FCJ0rASkIiFR4qkq+SgfMT0+8j2Q8+hsq5oI4Ls6wA89NcQCuFmzcaQSTs+9HIuknPibqsnZzAC65hRN1m59xdG5FwLt3/zRRguDmvn76wUkE8IrKynkE9jQrSlJfLVx65LQNcHU/zgvl+kbjyNLh+uvII1pFqlBuEbQ+ddiHjQtoL9/1rCUrj23Z1vtvOwv7QSHhDWde+hC6/PWgTLGwAWoP2t17ATUPdaqhdAbUrgyMSzn7Q0B68dK1fZ9ilW6edgrAZEOG0gzBu3Djuu+8+ACzLon379vTv35/Ro0czbtw4/w9pC7j88st5/PHHWbBgwRZsLSxZs4R6p36z2TvywCM56fSTOOmMk1peKdjkKOEmSTop/0upp1i+7AsGHzI0LNauqooB/fpz+fkX07/fvvhz7iE6LKXxXzq0ipxRgatrFczUV0GtiItrnZ9enFiZvL+mnvYwtEllQ0dS67fMV/atjgpeuoKvq0bkbBgKI/gaawZfWA3DwDBV7shOq4rFc2Ej32b2S232BbxI+TBuKv96+fUL7AV1IvaL2s3W3Yipkl/vuSvvLP6QL76pp+cuZeG6iGILyHOLwqNrKFqwhoPiazNaG9fTwc5XzTUmu5tZHooCMdYUSnsktE3Cs0l6Ngltk/QyfjxIT3iZMJz0MiS0U1hGZ4L6TmhX2Q0Y9uZx1OJiYBsWtkqSMRLYRgJbJcgYSWwjQUYlgnMQNxLYRhJbWX6ZoGwmqOcqM7e5zxZHo9AYaEy8IOxh4mGhSQKlaEqAJJoSdDDLVJEK8v0wJFFhPBHGFYnI2T8MEqhgawA/buUdiZZ2kq2Av/24P0lRq+jEQDuI26Ac7LqFfHXl2ajg+eU/VxM3TDPwMPAosRTlSQNLRYSQ9gqPWPomzAJIVULHvTbTkxGErYMIpx2IkSNHMmPGDFzXZdWqVcyaNYtzzz2XRx99lCeeeALL2no/dyaTIZlsfKilLFGGHXzBjY4khXFyo0ebA8vNHpqEm4snXDDdNIrc1+Padf5u6U/dfTd777EHX65axXnTpvHTU3/Ba7OeoKxdBY4Fjgm2qXDMwL3xZiQnkHKSKZPJkEqkoiUAhWe7rE+s5YU9HuDr9TUY2kRpAyM4lDaDcLA4PwjH84ygjhnJ8+MmQRr+WgxD+2swDHJls/mqwJYfVp4RyVOowD+0oRt5IdH+32b/C+028Ja+FVCKcKpNViDmC7OYgAvOk4xKjOqqIG7E8rPiMio6Y9coEHeF8Vw7jFhcqZywVcGQg8qK3SCslX8mEIbZcDgXDVVUqHle9t+AuBewuFOAqLOAlgrF4p7GChflF/NC1pyoLO5cIL+toQ3Xw800oDPp4OyHvUwD2g7OmTTaboBMA56dgWzcToeHttNgN6Ac/99TEw/Ty1BCBjbDzFatDDzLHwXDLEFZpahEKYZZAmYJhplCmSUYRhJlJv2zkcBQCUxl8J2GeVTqen8dljIDueJvy41OomPhBJBAk0TrpH8O4tvO64qHCncuy6BUxj+H8eCcLaPSubxYvo0ijVI2ELER2ouX969no9QGfBzb0O9omeDYVBJtoG1naNslOHfOxcurg/RqcRAhbJdsK/8SbbP4C/tb5yu+Shgb9BU6lUrRuXNnAHbddVcOPPBAvvOd7zBs2DDuvfdexo8fT01NDeeddx7/+Mc/SKfTDBo0iJtvvpkBAwZw7733csUVV/jXDq47Y8YMxo0b12Q9yI1UnXXWWVx99dUsXboUz/P4+OOPGT9+PG+++Sa9e/dm+vTpHHHEEcycOZNRo0YB8MUXXzBlyhSee+45DMPgkEMO4dZbb6Vnz56AP5r2bc23fG/o97jpppvIZDL89Gc/5aabb8JKWAz/wXCWf7Gcay+9lmsvvRaA+mVLWbpkCZOmXsa8t94m49js1rUrV0+ezMhDDy3ysBXaMiFh4ZW3AaCydw922X9v2ln7cnmnSo46/CjeWrGcnqVJLr3gUt6a/xbr1q2j7559ufiKizn0cN+uRjNo70H84uRf8MnHn/Ds089SWVnJ2eedzbjTx4Vl1ny7hqsuuYrnnnqOTCZD/wP6c+kfLmWf/fZBo7l52s089+RznHz6ydx+w+18+cWXLP52cRGRqVAWWJ0dyKzDyVsTlF1flL9WKJvW2mSFVFSE5YSfGRdhtKxcvhBUOvDclick80VecZsR0emZRe0UCtW8dmBieAYqEJ/F0Bq0o/GcnWgdl9Kh4EIRCKvAvbYR/DsUijFyAiwm1uIHyh9tjMYJ9m0iEKc6nDOWSw9nMKpcneyIMcE+UNl0L0j21x0SG3FGEYw8+3U0votwyE6uVRHxZaFNC11Shk5FBVzug1JMpHkeygXL86efmZ721w15GsP2sFwbK2Nj2jam42A5jn92XSzXXwtmev46MUtrzIJNqP0dqMzAAUZ2DyszOJr8e5TdgK2AHzadvVHYZIWLUSAu0jHxkhMjdvCBzG5E7KTDssTyMjFb4Gy9AbhWYK0u5Rz7LLzyrtx/6nf8/ykN34tl8HUnCEfTI4eZgGSb1r4NQdhiiHBqBm17LJ/6aqtcu+uV30UlN22KwOGHH86AAQN47LHHGD9+PD/5yU8oLS3lmWeeobKykrvuuothw4bxySef8LOf/Yz333+fWbNm8c9//hOAyspKgCbrtW/fHoDFixfz97//ncceewzTNHFdl1GjRtGjRw9ef/11amtrmTJlSqx9tm0zYsQIhgwZwr/+9S8sy+L3v/89I0eO5L333gtHrV584UW6dKpm9uOPs/jf/2bM6aezX/ce/Or4E/jrtGkcfPzx/OrEEznlxBMB0GvWMvGSS7Ftm+funUGbsjI+XrqUtlVVmO3aoRIJ35Nc9mzlXgrKDP9/izbtO1FRVQ1AdXBOkSLhJBh1zCiuv+Z6UqkU999/Pyf95CQWLVpEjx49ADCVyR233sHvfvc7rr36Wp599lkmTZrEQfsdxBFHHAHAuOPGUVpayrOzng2f6S+P/WX4TKtSVSz7fBkvPf0STzz+BKZp0ruycN+VhoYGvDKPO4+4c8M3wM3zUpcvqgrCXmE5V7v+nlpF0lujfJP347l42imwbRez3cg1Gm1L7BpB2WLTyILpmY2N8BUTbVHRWCgQiwtBFbjgzorG4tcrHH0s2o6IaFR6Q9rRtFhEK3Bzs3109CHlpWwrZGf4GSqY6RfoL1P5DtGz6bl8FUsz0IH+0jl/AZBbo0WuXuyMwmzxG3siOFpwIxuJrT1s7eIQbPqsXdzg/y1X23jawfNstM6gPRsdpIVlPD8cS4vFi6X5///q/J5iZOf2qpyThYjgNgIRbhga3yGpxgwP/xlbRhLTTGCqUizl5aYIao8EDgkcLOWSxCGhHSzcWHoCx8/DxcIhqbbPDyAVqp40SYYd8n2oln2+BCEfEU47AXvttRfvvfcer7zyCm+88QarV68mlfKnfN1www08/vjjPProo5x++umUl5djWVY4cgW0qB740/Puv/9+OnbsCMCsWbP49NNPefHFF0N7V199dSgcAB5++GE8z+Oee+6JjXJVVVXx4osvcuSRRwLQrl07bjj7bEyl2H3//Rl5yCG88PLLnHLMMbSvqMA0Tdq2aUPXbt38DVITCf7z1VccP2oUA485BmVZ7LORnwlramq46qqrKC8vZ/DgwVRXV4cjbQBXXXUVM2fO5IknnuCss84K04cOHcqFF14IQN++fZk7dy4333wzRxxxxEY/082NUrmvy4nmXrSEDaYpYZrvnryY8FvydS2XPP4e/61rAHQwTSfrPCN79t2TqYJ0j2DVfFDPLxdMhiNY9Y6Klo2UUbGy8XPUngrTdCQ/mub5C/OVxtCB0wDtiwyTSDzcd8nPUzob9s8EYdMzSGqLpJcgqS1SOkFSJ0l4FkmdIKkTkbDv7jtJgoQ2SWiLRODmOxG4AE9k93OKrmuJuPj2PdJlzxu3Fm1L4Gnf/bXr+zjwfQ8E6f6Z8OznF6bn8nWkfvTsj4BFr1E4cpR1QNL4vx+ecvFw8MigaUCrNJhpNBnQ2XMGtB2c/bChHUq0C54N2sHwbNAGnuegA7WtyN5EoVAJ/u/YgJEuvz9ahomlDBKGFxwGCcMiaXgkDJek4ZI0nPBIBecSMxPEFbZpkDRcLOVtPyNUyoQfXsffDhrf2i0RhG0WEU7NoBIGXa/8bqtde3OgtUYpxbvvvktdXR277LJLLL++vp5PP/200fotrbfbbrvFXvAXLVpE9+7dYyJs8OD4vg3vvvsuixcvpm3b+FznhoaGmO1+/fqRbN8er64Obdt07tiRD/7974K2eg0NKNtGJZNMGDuWsy++mNn//CfDhw3jhBNPZMCBBzZ6n/l897vfxTAM1q1bR+/evXn44Yeprq6mrq6Oyy+/nKeeeooVK1bgOA719fUsW7YsVn/IkCEF8VtuuSW87415psL2xaYI07eWfsv5f/2cmvUd6d2hDded2J/yEouoFzPCcMRLGVkvZsTcWYdp2TBRb2nBF3qar6PwvZbh+tOYteMFZw1hOJoeD5OfF5bRYbzATrS+uxVGoVr4ouuZuuBwTY1neLimxjU8HMPFVi62crBxyOCf02TI4NCgM2S0H09rmwbPP6e9DGnPJoOLixdsHKv9/YKy6x+bGPULRxRpenQwOs206NTYcHpqE9NYw3WOxf9mZddA+puF5a1rUXnnRshazg6Sae0BvtDSOnsOxBf5aX661pkgLyfSsuWy7u40CtvzJ/3Vb5bFqwpUAqUSKGVhZM+GhVIWpmFhKAvDNP2wYfneNQ0LyzQxgyOVLMU0DQzlBaNm+B8jgrCRnT0XHN061VDdvi4ypc6MnLNT64K0Nh2h70gordoM9ysIOzYinJpBKbXJ0+Vam48++ohevXpRV1dHly5dePHFFwvKVFVVNVq/pfXatNnwec11dXUMHDiQBx98sCAvKhgSiQTJXXcF/Hn+VlUVOpkkUV2Nl8n4b3em/ztp10XX1zP2hz9k2IEH8szLLzPn1Ve55vrruea3v2XCr37lT89LplCpJEYyGU7Xi/Lwww+zzz77sMsuu8Tu87zzzmP27NnccMMN7LHHHpSWlnLiiSeSybR8Ve2WfKbC1sfzNPW2y7qMw/q0S13aYX0mF/fPDusyLuuyeXll/Dp+mWxZgP27V/GXcQfRvk3O2Yr2NLg5wRIXF24LREpc8HiOh7bdmHjJLxcVM9vKDDqtAEuBBdpSaFPjmYRn1/R8MWN4uKYvYhzTxTU8bMMJRI2DbThklI1tOKSxyRi2L2yUTYNKk1YZGkiTJk29StNAmgbdQEbbOJ6D7dnYXi4cPe8oGMogYSSwDKvxs0oER4oECZIqSYIklkqQUEmsNatIfPkepqv9DXyT7bAqdvM3CtYWpspuHJzAxKLSLKNPogMaCxffnb4XHK5n4roKx7Vw3CSO0xbHVTiOgeMo/C30sucgbGscp+jgVOCMKC62GhdikXAzQsxflOqX2bDRrzjJinEYZvsWl2+7uoSTr26dj76CsCMjwmkH5/nnn2fhwoVMmjSJbt26sXLlSizLCh0v5JNMJnHd+F+VAw88sNl6xdhzzz354osvWLVqFdXV/hqh+fPnF9h++OGH6dSpU7ObjmVRhuGvSTJNrEBcpcrKMHbZhZJ99kFnMv6RTrNbu3b8evfdOf0XY7j0huuZ8cgjnDl6NNQXukJXpolKJsmsWg1Al6oqenXpgsrzDjh37lzGjRvHcccdB/giaMmSJQX2XnvttYL43nvvHd73xjxTYevy7hc1zHzny5yoSbvhuT7tYKdd3IyDa3uh+2P/UEVdI0fLtEfROa+sn2eSwiQJ7JJK0LU+Sfq2BSyPCBmcbUS5AK4RiBPTC0ZYPFzT9UWJ4eIYDrbhYgfCJKNsMsomrWwyKkNa2b4kURkayFCvGnxhQpp6GqjHj2cMO6ybCex4G+JhLMrm9VSwQVjKImEWCo9mRUlzZzORs93MNSwsTG1h6gQWlu89U1uB18zg8CJeMj3fO4bnalzXw3N1cPhh18mFs+luXhnPCcqWrMVbNh+vvhYPC6+8O167PXwx5MbtfON6vFpg22/Dhov3piv4UzCToJItHXBs+mpFhVhWVDUlxHyhFqvr2bTdpS3JkjLfI2Zk6wXTysb9c3aLhp79O2yGuxAEIR8RTjsQ6XSalStXxtyRT5s2jR/96EecfPLJGIbBkCFDGDVqFNdddx19+/Zl+fLlPPXUUxx33HEMGjSInj178vnnn7NgwQK6detG27ZtGT58eLP1inHEEUew++67M3bsWK677jpqa2u55JJLgJzXvjFjxnD99ddz7LHHcuWVV9KtWzeWLl3KY489xm9/+1u6devWonvv2bMnL7/8Mj//+c9JpVJ06NCBiRMnctRRR9G3b1++Xb+Ofy1cyN79+5Ps3h0vFFcZ3+Wv44QjVV7tWgCcVatIf/aZ395AVKlUit179ODvjzzC0cOHYySTTL3iCjyv8C1s7ty5XHfddYwaNYrZs2fzyCOP8NRTTwFs9DMVcmitoWC0pXC0hGZGW5qaXrZ+RS0/SDsRUZMTOla4P1CqyXZuEmmNl256fx8PjW34oyb+6IlNRuUESkZlaFAZ0ioTiA4bO5ofCpJs3Vw4HZTJt5mN28pBb+RmxZuCQm2QYGjs3Gi4EZuW8uOWtjDxhYcZER2mtlDazDnl8EyUl5v6hmegPV9EuBEhkBMGQbqtY2IjFChuEYHiRGx4gbBwPGxXky5a1wHd2iNh/XLBNPB17WaxmhMUBqalQhf9YbplBMIimh4VHEHcitcz88RKaD9fxOTZjAubwKW/VcRmtsxG7ucmCMLWQ4TTDsSsWbPo0qULlmXRrl07BgwYwPTp0xk7dmy4Ae7TTz/NxRdfzCmnnMJ///tfOnfuzKGHHhqOCJ1wwgk89thj/OAHP6CmpiZ0R95cvWKYpsnjjz/O+PHjOeigg+jduzfXX389xxxzTOj9raysjJdffpkLLriA448/ntraWnbddVeGDRvW4hEogCuvvJJf//rX7L777qTTad/zmesyYcIE/vOf/1BRUcHIkSO5+eabMSsrC5xJaddF2zY6ncZM+3s6GSUlKMuKiSrq67nmnHM4Y+pUvnf44exSVcWU8eOpWbUKt64Oe/Vqf4RKayZPmsSbb77JFVdcQUVFBTfddBMjRowAfOG4Mc90W0O7urhIiYqQokJGx6eGFREvOB6u7dDQUO+PsLi+UFKO79fAcLf8C0Z3oCWux2yVJ1YCAWIrp0CYpJXtl4+IETsyitJU/YyRCQRLrpyL1+I1OfmYymxaWJgJLNWG0g0QI42dTWWRCHUF6WQAACe1SURBVKZgWSSwgtEO0/NFiL9PmC9AlJcnPrSB4fnCw9BGsAdnEyIi48VGJxoVGs2MkKQ9TX1WdAQixicYTQinY23/ZMVCKCCMyAt93mhGoYBoSmgEdQuEhoFR8xnmO3/BWL/aX7uz748w+p+IkUzkXavpURYRHYIgbC2U3py7jG4HrF27lsrKStasWVPwYt7Q0MDnn39Or169Ntits9Ay5s6dy/e+9z0WL17M7rvv3trNaRHadcPpf15kGqDOZNBO8S+3e40YwVm//CVnjxsXjlSpYC2VEaytUuamr53TWof9drfqbqRUsvjalAJh0ojgaWRBfsxOpH6wSr3V8fAigiMqLBwyKhOIDjsucIKRl7TKxKaQZYy4MMlE6thFRYyDZVrhiIShTMzgnPPFZoI20do/N9iKr2udMI420RigLdAG7UpL+emgnpRYydBuAl9oWDqZWxMSnI0gbHiRDYu1v3dUNoynQhGCp1CewnMpOg2qYCTEiY5axEdIvDxhER39yJ/CtUOiaEIsxF/sGxMaMcFSdMSjuIiI2W9E3BQvExciqjVFR8MaeOYCePdvfrzrgXD83dBhj9ZpjyAIOx1NaYN8ZMRJ2KLMnDmT8vJy+vTpw+LFizn33HMZOnTodiOaIJimV1oKpaXFR6qKiKpYfjBSVdRuVkQVEVXa8XC+bQh86upg49tcOJtuOxncmjT/nfkeVm0rvpyaCmUZ/pEwwjAJA2UVyYuWaSR91hezeGnlv1jjrqVW1+VEUd6IjIPb+KiLJrJ/kT9lyvSsMN4u2Y6qRHvaJdpRmahml0QlFVYlba0K2pptaWO1JUnKX+vh+vsTRcWHdglGQCKjFvkiIjJVal29w4Kl3+JvqQuG9j2GlVkmJaYioXzfZPojjedpHFdje5rCHhTFCY7tC6VowVSqPGERmdbU1GhGvp24gGhcRGTtFxNCYXpU/BgyyrFJlFTCcXdCnyPhyUmw/G246xDoPjjPE5zZiIe4/DLFylpN18+mG9ZGXivrqc7Mu2Z+Wn5ZKy9P+pIgbOuIcBK2KLW1tVxwwQUsW7aMDh06MHz4cG688cZWbdMZZ5zBAw88UDTvl7/8JXfeeWeLbTUmqlQigVVdTWr33XOiKrueKhip8kXVeqhfX8SuhUqVoJK7FOQ12Z5EIEJCAaJQCTMQIipPzMRFSkE8YYCl0EZwqOwB2lB4Cv/wdxBCa8K1G0VHLfKnSnlBuq1x6+0iQsOjjXsAI9398VyN4zhkbBvbdrAdB8dxcR03di3tBZupBqIm6yZ5Q7GBb4Bv8IA1G1y/OboXm/6X8dWw73q6eTyCfXnI/g7BvjuKWLqbLRuWyZYP9gEqku7G6gZlVbQMkP39lcJT2u8Xyu8XGgi0ZRDO9Rt/w1K/3ygDlPLi7s5V3A26EbhVV+CLYEf50zVjLtMj7tgj7tmJpDfqsj0SNoIX16w9o8B2oQ0jaHjclXukzUWu7c+cLuYWPrf+M54WvU7xeuS7kY+2OdbeXLjwOkWeZ/gb+GHyr93Y7xCpB7lnFf2dcuUVKnkIqaP+jz3nXUDVylfhsxdb8H/BjoYqLrJigq6YSGtK2LVQ0JkJ2H8M9PhOaz8EQdimkal6EWSq3s7B6tWrWbt2bdG8iooKOnXqtMXbEBupSgcjVZn49D+tDHSqCh14g1KpFEZ5eegbKvt/bkMmzbL/LKVuiYWTNvKmWDW9sDy7kDw6VSs6cqK3kal4mx2lUSZoQ6OVhzY8POXiKgdXOfj/2dhkcJWDp/x8z3D9c5HDjeV5eIaDp1x/D5ZE0j+SKWrqNSvWOkCShFmCpxN4JPB0Es9L4eoSPJ3C9ZJ4ygj27/FFi5Pd9BTQwX4+Gp0bhNTx8I768wk7LgqP7xnvs49ayhTrf0kql1W6igQOCVyS2KTU9je6uj0w3xrI5RVXFBXkplKcNGQ3jt1/19ZupiBsdmSqniA0QadOnbaKOGqKlkz/c+oz1NRGpm54wNrCvaJsx8ZucPlk/jc0rNnyPpb9KVJ506Zi06OaX8jdosXjgQeqmE0rSC+YNrUB3q0Mf01HS/C0xzp7HWsza1mTXsPazFrWpteyJrOGtem18fQgL3uutRvxFJYCqlpydUWJUUaJWU6Z2ZYSo5yUWU6J4R+p7GGWk1JtwnjSKCehStCoQET5YsrzNG4gprTWuEE8m+dp8IJ0LyiXqxOUi+Z7BOWyabm45xHYzuVpHdjKq+fvpRu3Ga3TlP1su4QdB43Bv7z+HJd4haTyx16rVU3rNmoTsbWJh4EbHB4qCJu5NJ3Lz5WLnx3MoJzKsxfk5dfVxe0VpGkDB4tn0gexpK74R0WANilLhJOw0yPCSRC2MbKiykqmSNqBK+q8KS8QTOlRYGY0yVKTfQ/bFUNbTa/rMIq50Y0sWDdyAqVA3Fg7n+cqQxm0TbalbbItu5Zv2AuD4znUZer409z3ufNf76PM+uBYjzJyYcz6SDw4jAygafDW0eCtA3vVBl1bawPtloJbivZK0W72KIvFyaZ7Zf7ZaYu/4krYUSmc5qeC6YT50/yKh7P1ctPvGqlXZFph4ZTG+L9n0SmBz7ujOb7mlYL2L0wOYHFiLzzlv/RrZaCVLxo8ZaHDdNPPi6ZH0rQy0UY2boZ5ZMsoM2cjqJ9NxzDz8g1Q/noljb82ShsmGtPfd5AtO92yYIpoXthEYUXqFfwOQfpeBdM3c9czlOLgXhs2dVwQdkREOAnCNophGlRVlzVbrqEBUt8m2Ovw7jLFdBvCMiz+/ua3/M/sNWQdm7ccJxRRhGIqEF15cWKCqx5lOP66IWsdWOs26Kq1iy4Hb8v3oexLpKlya19MI3jJMxSGyh65eDyPXBkjV04phRnLi9rOTTlSSmEacRvZeip6XSPvWpF6WRtmWCcoa6ignZFykfYZBdcmYju3pqugXBH7Ybk8O2E5lXt22XuJvpTH11+pIi/qufScYMr9fsXqbT6+B/wS1q6ADx6DV2+D2hXs53zAfoccC0Mn+mtzBEEQtiIinARBELYQH61ofNpL01hoty3abbvhVZWdE1iNiSuzPlbGH/VKg5fcyPZuGNnpeS4yz25Ho5jgyo1wRJ1G5JxnKHxhV1TAAUrtSaW+hguNOzncmwdzruTdFx7h98mJrDKqi9vLGzUhmhZpB9Hr5dVruSOM3OhNdiQuOsrUqL3Y/eaNMlHoRCRfsFJgq3B0Kr9e9H7jzjoasZd3v21SJkfs05n2bbbOvxWCsK0hziEiiHMIYXtE+u22i+tpPly+FsfzAkcNUecNhGt0NDl387m0wNkDEacPBY4fitgL8im4RhF7EF7f9TSKSFp2PVQxe5F62bL59rwgkp8WvV+vSL3QXpF64f0WaQcFadF2RZ9fEXtFnjvRtCI28n+L7FYBhb9tEXvk3WP+/QZLFXW+PeLt9hqzUeT5kdfu7XN9mOZ4419ckbiPtqqeWl3KVHscM73vEYyhCVuBkoTBiQO7cer3etOrQ5vWbo4gbDIb4hxChFMEeQEVtkek3wqCsClkBWZxUVxcKDYmxJr8CFDEXk7AFbHVSDsStcvo8eIkyle/CcA3PY9myZDf4ySrtqmPEQUfD7bCxwiN79SlqL28tNj9NmUv0pbFq+vCkXSl4Ii9qzn90N4M3K3dTrX+VdixEK96wkZz+eWX8/jjj7NgwQIAxo0bR01NDY8//nirtksQBEHYMmSndxmtOGqzQeKt4964uz1Jw2vTSc29jvZLnqLqq7epPeo2Mj0OjYxAFoq+zSXeGhNb+aKlyXbE7DbTDnJiK962Ivby6mXFVrxtxetlfwNi+Tl7vTq0oW3K4o0l36A1PPfhKp77cBX7d6/iih/3Y0D3qi3dVQShVRHhtIMwbtw47rvvPgAsy6J9+/b079+f0aNHM27cOAxj4zxl3Xrrrexkg5KCsMGEX5LDL8rFppTlvtRn07z8F5f8lx8v91U695W42JStRmy0pF4LXlQ9nf36XOy+GmkHxV8Qs/WItS1ej8jzbO5FLzrlLPfy3Uw7YvdUvF7sd817sWyJvejIQvZ+C37vWNtyZbP3Hv3tPS//GcX7VqxtBfXi9vLrxW3l9YN8ezr+m8f6cVPt0PHfPP+321CS2HSkmmHmGC6xHiBZt4LKR07kj86x3OD8bOOMChvNgi9qmPbMRzx0+pDWboogbFG2CeF0++23c/3117Ny5UoGDBjAbbfdxuDBgxst/8gjj3DppZeyZMkS+vTpw7XXXssPf/jDrdjibZORI0cyY8YMXNdl1apVzJo1i3PPPZdHH32UJ554Asva8J+7srJyC7Q0R1SU6bxAfo6OJxL7e6sbKV/UXiSui5QvsNd8+abbVsR+Xp2CtusiZePmwhw7k6a2weavbyyl3jUjL/HRl9TcC2A4FaPIV8jsl8bovj2xlzsdf+knFo++LEXq69yUkGiZMJz3Yhh9wYqLkUK7BWnEX2C9/PKRMo3Wj36VzS9fpF3bFhoV9BYFkbAOxxKiaUTSovWKpeXKF7cVrxfPz6/TWBuBYCF/Y3Ybb2O8Pc1fKze2sqnXKvY8QKmNf85GrF1NPee4raaec/G0pvtHmKY2/jkXfV6hd77ibcy/90q1jk7UUK2+pZP6lk6qhl1U8X3SzrL+wZ/dH7KGthvgmCHunCHf5XqxegCGke+EoTlvhEFaXr2cG/IibcqGUbF6WXstqZd1BEGkbH498p1FoAqeS75zj6DpoUfIY/p3LfqbCMKORKsLp4cffpjJkydz5513cvDBB3PLLbcwYsQIFi1aVHST0ldffZXRo0czbdo0fvSjH/HXv/6VUaNG8fbbb7Pvvvtu9vZprbFte7PbBaitqyPTsL7oSzb4I0e5OcORl++ClzVNQ/16QGMoD8NUdOvamfG/GseefffgxJ/8jOm33syYMb9gzZo1XHHlVcya9RyZTIYBA/pz5eWX0a/fPgDU1a7FsW1WrfgCgHMmTmbNmrXc95d7AHA9jzvuvIsHHvwry5evoEOHDpz0y18w8dyzAfj91dN45plnWb5iBZ06deT440YxeeI5JBIJAD748EOmXnYl7763EKUUvXr15Lprrmb/Af354j//4eJLLuON+W+Sydh0796NqRdfyPBhPwDgo48XceXvr+H1N+ZTVlbK9w89hCsvv4Rd2rcD4LgTf8Hee+9JSSrFg3/7XxLJBGN/+Qt+O+XcIk8/+ge9eVThQ2+kXPFrNHetwhegllwjsO94WA3f0GPenXh1q/Neopp4QS2SRl5a0ZfhvJeoXH7LXthb9nIXrbM576HwxbbJe1B5L3obdA/FXlCbv4cWPa/sy1wL+6Ug7IhoMwnl1dC2C7TtjGrbGXp8h3f2PaG1myYIwg5Kqwunm266idNOO41TTjkFgDvvvJOnnnqKv/zlL1x44YUF5W+99VZGjhzJ+eefD8BVV13F7Nmz+eMf/8idd9652dtn2zZ/+MMfNrvdlvC7U44mmWjZT1SiG2jQaTq58Y0yT/huHwbs05d/Pv0PJo8ezi9PO5PSkhTPPjCdyrbl3PXA3/npT3/GJ/+aSft2lZSzDguHav0VAKU6TZoM1fjxC6bdyt1/ncnNl03he4P3Z8Xqr/h48RI68zUAndsY/L+bp9K1c0cWfvRvTvvt7+lSrvjtb8YBMPzsszmg3578+Zr7MQ2TBR8sokuins7qW8ZffBHYDv/6+920KSvlw08+o6Lco1rVULOmlp/+7BeMHz2K/7niHOob0lxw9XQmnHEGzz/yJwASyuGRRx9j8uljeOPJ+5j31nuMm3QZRw7eiyMO/c7m+Em2SRqUppQ03zPfp8T8orWbIwgRwk/juXhj4bBcS8LZ+pHrbJCtZtpSYKspu5vrvhq5l01+RsXCbGL9lrSLvPAm2Eq1DcRRF2hbHYZVabvCexIEQdiCtKpwymQyvPXWW1x00UVhmmEYDB8+nHnz5hWtM2/ePCZPnhxLGzFiRKPOC9LpNOl0OoyvXbux+6psfWyzDGVaRP6ixoLRBM+w8JSJbZXnZSv69u3Dwg8/5sW3FvHGgg/48sPXSKVSAFxz1b48/uxLPDxrLqeN/TmemUIrEydZEdhNoA0LJ1lJbV0dt/75b9x6zeWMOennAOy2Jww5BNzgchddcH546e59+jF52Wr+97EnmTJ5EqBY9uUqppx9Jn33HQgKdu+3P6DwgGUrvuL4Y46i34HfAQU99x6ACr673/Y/f+WAAftx9VVXhLf95zv2oEe/wXyyopa+e/QGI0H/fffmsksvARR99hvEH+//O3Nef58jjvpxkefX3B/cIvkbVL9IuUZ+vxa3oVjxtA2lLnz/d0B6M73M5ddpLH17fUmN1icS3hIvqY29TG7Ol9RW+u2K1ZEXWUEQBGEHpVWF01dffYXrulRXV8fSq6ur+fjjj4vWWblyZdHyK1euLFp+2rRpXHHFFRvdxkQiwe9+97uNrr8pJBIJWure0yipwGjwSHTqU5Cnkm0wrBQfLPuaunXr6bzXwbH8+vp6lqxei9Vhd4yy9igridVh98BuW1SDi9WhN//+7A3S6QxHHvtzrF16FW3Hww8/zPTp0/n000+pq6vDcRwqKiow2/cEYPKUKZw+8UIenPkMw4cP5yc/+Qm77+5f65xJUzjzzDOZ/a/XGT58OCeccAL9+/cH4L1FS3jhX/No223vgmt+unodfQd2AytF/379oLJbmNel226sXlMPlbu26Dlul5gNkFoDex0P4o5cEARBEARhi7Bxrta2Iy666CLWrFkTHl98sWFTmZRSJJPJVjk2154IH330Eb169aKuro4uXbqwYMGC2LFo0aJw6mNTlJaWNpk/b948xowZww9/+EOefPJJ3nnnHS6++GIymUxY5vLLL+eDDz7g6KOP5vnnn2efffZh5syZAIwfP57PPvuMk046iYULFzJo0CBuu+02AOrq6jjmmGMK2v7vf/+bQw89NLSfXUuVRSmFl91NUhAEQRAEQRA2klYdcerQoQOmabJqVXxdzqpVq+jcuXPROp07d96g8qlUKpyWtjPy/PPPs3DhQiZNmkS3bt1YuXIllmXRs2fPDbbVp08fSktLmTNnDuPHjy/If/XVV9ltt924+OKLw7SlS5cWlOvbty99+/Zl0qRJjB49mhkzZnDccccB0L17d8444wzOOOMMLrroIu6++27OPvtsDjzwQP7+97/Ts2fPjfIOKAiCIAiCIAibQquOOCWTSQYOHMicOXPCNM/zmDNnDkOGFN8LYMiQIbHyALNnz260/M5EOp1m5cqVfPnll7z99tv84Q9/4Nhjj+VHP/oRJ598MsOHD2fIkCGMGjWK5557jiVLlvDqq69y8cUX8+abbzZrv6SkhAsuuIDf/va33H///Xz66ae89tpr/PnPfwZ8YbVs2TIeeughPv30U6ZPnx6OJoE/JfCss87ixRdfZOnSpcydO5f58+ez997+9LuJEyfy7LPP8vnnn/P222/zwgsvhHkTJkzgm2++YfTo0cyfP59PP/2UZ599llNOOQXXdQsbKwiCIAiCIAibkVb/dD958mTGjh3LoEGDGDx4MLfccgvr1q0LveydfPLJ7LrrrkybNg2Ac889l8MOO4wbb7yRo48+moceeog333yTP/3pT615G9sEs2bNokuXLliWRbt27RgwYADTp09n7Nix4Qa4Tz/9NBdffDGnnHIK//3vf+ncuTOHHnpowbqxxrj00kuxLIupU6eyfPlyunTpwhlnnAHAj3/8YyZNmsRZZ51FOp3m6KOP5tJLL+Xyyy8HwDRNvv76a04++WRWrVpFhw4dOP7448M1aK7rMmHCBP7zn/9QUVHByJEjufnmmwHo2rUrc+fO5YILLuDII48knU6z2267MXLkyI3e3FcQBEEQBEEQWorS0R1IW4k//vGP4Qa4+++/P9OnT+fgg30HBt///vfp2bMn9957b1j+kUce4ZJLLgk3wL3uuutavAHu2rVrqaysZM2aNVRUVMTyGhoa+Pzzz+nVqxclsshe2E6QfisIgiAIgrBxNKUN8tkmhNPWRISTsKMh/VYQBEEQBGHj2BDhJHOcBEEQBEEQBEEQmkGEkyAIgiAIgiAIQjOIcBIEQRAEQRAEQWgGEU5F2MmWfQnbOdJfBUEQBEEQtjwinCIkEgkA1q9f38otEYSWk+2v2f4rCIIgCIIgbH5afR+nbQnTNKmqqmL16tUAlJWVoZRq5VYJQnG01qxfv57Vq1dTVVWFaZqt3SRBEARBEIQdFhFOeXTu3BkgFE+CsK1TVVUV9ltBEARBEARhyyDCKQ+lFF26dKFTp07Ytt3azRGEJkkkEjLSJAiCIAiCsBUQ4dQIpmnKC6kgCIIgCIIgCIA4hxAEQRAEQRAEQWgWEU6CIAiCIAiCIAjNIMJJEARBEARBEAShGXa6NU7ZzULXrl3byi0RBEEQBEEQBKE1yWqCrEZoip1OONXW1gLQvXv3Vm6JIAiCIAiCIAjbArW1tVRWVjZZRumWyKsdCM/zWL58OW3btt0mNrddu3Yt3bt354svvqCioqK1myPsZEj/E1oT6X9CayN9UGhNpP9tG2itqa2tpWvXrhhG06uYdroRJ8Mw6NatW2s3o4CKigr5n0ZoNaT/Ca2J9D+htZE+KLQm0v9an+ZGmrKIcwhBEARBEARBEIRmEOEkCIIgCIIgCILQDCKcWplUKsVll11GKpVq7aYIOyHS/4TWRPqf0NpIHxRaE+l/2x87nXMIQRAEQRAEQRCEDUVGnARBEARBEARBEJpBhJMgCIIgCIIgCEIziHASBEEQBEEQBEFoBhFOgiAIgiAIgiAIzSDCqRW5/fbb6dmzJyUlJRx88MG88cYbrd0kYQfg5Zdf5phjjqFr164opXj88cdj+Vprpk6dSpcuXSgtLWX48OH8+9//jpX55ptvGDNmDBUVFVRVVXHqqadSV1e3Fe9C2F6ZNm0aBx10EG3btqVTp06MGjWKRYsWxco0NDQwYcIEdtllF8rLyznhhBNYtWpVrMyyZcs4+uijKSsro1OnTpx//vk4jrM1b0XYTrnjjjvo379/uKnokCFDeOaZZ8J86X/C1uSaa65BKcXEiRPDNOmD2y8inFqJhx9+mMmTJ3PZZZfx9ttvM2DAAEaMGMHq1atbu2nCds66desYMGAAt99+e9H86667junTp3PnnXfy+uuv06ZNG0aMGEFDQ0NYZsyYMXzwwQfMnj2bJ598kpdffpnTTz99a92CsB3z0ksvMWHCBF577TVmz56NbdsceeSRrFu3LiwzadIk/u///o9HHnmEl156ieXLl3P88ceH+a7rcvTRR5PJZHj11Ve57777uPfee5k6dWpr3JKwndGtWzeuueYa3nrrLd58800OP/xwjj32WD744ANA+p+w9Zg/fz533XUX/fv3j6VLH9yO0UKrMHjwYD1hwoQw7rqu7tq1q542bVortkrY0QD0zJkzw7jnebpz5876+uuvD9Nqamp0KpXSf/vb37TWWn/44Yca0PPnzw/LPPPMM1oppb/88sut1nZhx2D16tUa0C+99JLW2u9viURCP/LII2GZjz76SAN63rx5Wmutn376aW0Yhl65cmVY5o477tAVFRU6nU5v3RsQdgjatWun77nnHul/wlajtrZW9+nTR8+ePVsfdthh+txzz9Vay7+B2zsy4tQKZDIZ3nrrLYYPHx6mGYbB8OHDmTdvXiu2TNjR+fzzz1m5cmWs71VWVnLwwQeHfW/evHlUVVUxaNCgsMzw4cMxDIPXX399q7dZ2L5Zs2YNAO3btwfgrbfewrbtWB/ca6+96NGjR6wP7rffflRXV4dlRowYwdq1a8NRA0FoCa7r8tBDD7Fu3TqGDBki/U/YakyYMIGjjz461tdA/g3c3rFauwE7I1999RWu68b+hwCorq7m448/bqVWCTsDK1euBCja97J5K1eupFOnTrF8y7Jo3759WEYQWoLneUycOJGhQ4ey7777An7/SiaTVFVVxcrm98FifTSbJwjNsXDhQoYMGUJDQwPl5eXMnDmTffbZhwULFkj/E7Y4Dz30EG+//Tbz588vyJN/A7dvRDgJgiAIW4QJEybw/vvv88orr7R2U4SdjD333JMFCxawZs0aHn30UcaOHctLL73U2s0SdgK++OILzj33XGbPnk1JSUlrN0fYzMhUvVagQ4cOmKZZ4EFl1apVdO7cuZVaJewMZPtXU32vc+fOBU5KHMfhm2++kf4ptJizzjqLJ598khdeeIFu3bqF6Z07dyaTyVBTUxMrn98Hi/XRbJ4gNEcymWSPPfZg4MCBTJs2jQEDBnDrrbdK/xO2OG+99RarV6/mwAMPxLIsLMvipZdeYvr06ViWRXV1tfTB7RgRTq1AMplk4MCBzJkzJ0zzPI85c+YwZMiQVmyZsKPTq1cvOnfuHOt7a9eu5fXXXw/73pAhQ6ipqeGtt94Kyzz//PN4nsfBBx+81dssbF9orTnrrLOYOXMmzz//PL169YrlDxw4kEQiEeuDixYtYtmyZbE+uHDhwpiAnz17NhUVFeyzzz5b50aEHQrP80in09L/hC3OsGHDWLhwIQsWLAiPQYMGMWbMmDAsfXA7prW9U+ysPPTQQzqVSul7771Xf/jhh/r000/XVVVVMQ8qgrAx1NbW6nfeeUe/8847GtA33XSTfuedd/TSpUu11lpfc801uqqqSv/jH//Q7733nj722GN1r169dH19fWhj5MiR+oADDtCvv/66fuWVV3SfPn306NGjW+uWhO2IM888U1dWVuoXX3xRr1ixIjzWr18fljnjjDN0jx499PPPP6/ffPNNPWTIED1kyJAw33Ecve++++ojjzxSL1iwQM+aNUt37NhRX3TRRa1xS8J2xoUXXqhfeukl/fnnn+v33ntPX3jhhVoppZ977jmttfQ/YesT9aqntfTB7RkRTq3Ibbfdpnv06KGTyaQePHiwfu2111q7ScIOwAsvvKCBgmPs2LFaa98l+aWXXqqrq6t1KpXSw4YN04sWLYrZ+Prrr/Xo0aN1eXm5rqio0Keccoqura1thbsRtjeK9T1Az5gxIyxTX1+vf/Ob3+h27drpsrIyfdxxx+kVK1bE7CxZskQfddRRurS0VHfo0EFPmTJF27a9le9G2B751a9+pXfbbTedTCZ1x44d9bBhw0LRpLX0P2Hrky+cpA9uvyittW6dsS5BEARBEARBEITtA1njJAiCIAiCIAiC0AwinARBEARBEARBEJpBhJMgCIIgCIIgCEIziHASBEEQBEEQBEFoBhFOgiAIgiAIgiAIzSDCSRAEQRAEQRAEoRlEOAmCIAiCIAiCIDSDCCdBEARBEARBEIRmEOEkCIIgbFVWrlzJ2WefTe/evUmlUnTv3p1jjjmGOXPmbLLtJUuWoJRiwYIFm95QQRAEQYhgtXYDBEEQhJ2HJUuWMHToUKqqqrj++uvZb7/9sG2bZ599lgkTJvDxxx+3dhO3OLZtk0gkWrsZgiAIwgYiI06CIAjCVuM3v/kNSineeOMNTjjhBPr27Uu/fv2YPHkyr732WtERo5qaGpRSvPjiiwB8++23jBkzho4dO1JaWkqfPn2YMWMGAL169QLggAMOQCnF97//fQA8z+PKK6+kW7dupFIp9t9/f2bNmhVeI3vd//3f/+WQQw6htLSUgw46iE8++YT58+czaNAgysvLOeqoo/jvf/8bu6d77rmHvffem5KSEvbaay/+53/+p8Duww8/zGGHHUZJSQkPPvggS5cu5ZhjjqFdu3a0adOGfv368fTTT2+BJy4IgiBsLmTESRAEQdgqfPPNN8yaNYurr76aNm3aFORXVVVRU1PTrJ1LL72UDz/8kGeeeYYOHTqwePFi6uvrAXjjjTcYPHgw//znP+nXrx/JZBKAW2+9lRtvvJG77rqLAw44gL/85S/8+Mc/5oMPPqBPnz6h7csuu4xbbrmFHj168Ktf/Ypf/OIXtG3blltvvZWysjJ++tOfMnXqVO644w4AHnzwQaZOncof//hHDjjgAN555x1OO+002rRpw9ixY0O7F154ITfeeCMHHHAAJSUlnHbaaWQyGV5++WXatGnDhx9+SHl5+aY8XkEQBGELI8JJEARB2CosXrwYrTV77bXXJtlZtmwZBxxwAIMGDQKgZ8+eYV7Hjh0B2GWXXejcuXOYfsMNN3DBBRfw85//HIBrr72WF154gVtuuYXbb789LHfeeecxYsQIAM4991xGjx7NnDlzGDp0KACnnnoq9957b1j+sssu48Ybb+T4448H/BGvDz/8kLvuuismnCZOnBiWyd7DCSecwH777QdA7969N+mZCIIgCFseEU6CIAjCVkFrvVnsnHnmmZxwwgm8/fbbHHnkkYwaNYrvfve7jZZfu3Yty5cvD8VPlqFDh/Luu+/G0vr37x+Gq6urAUJxk01bvXo1AOvWrePTTz/l1FNP5bTTTgvLOI5DZWVlzG5W5GU555xzOPPMM3nuuecYPnw4J5xwQuzagiAIwraHrHESBEEQtgp9+vRBKdWkAwjD8P8sRUWWbduxMkcddRRLly5l0qRJLF++nGHDhnHeeedtljZGnTYopYqmeZ4HQF1dHQB33303CxYsCI/333+f1157LWY3f2ri+PHj+eyzzzjppJNYuHAhgwYN4rbbbtss9yAIgiBsGUQ4CYIgCFuF9u3bM2LECG6//XbWrVtXkF9TUxNOtVuxYkWYXsy1eMeOHRk7diwPPPAAt9xyC3/6058AwjVNruuGZSsqKujatStz586N2Zg7dy777LPPRt9PdXU1Xbt25bPPPmOPPfaIHVknFU3RvXt3zjjjDB577DGmTJnC3XffvdFtEQRBELY8MlVPEARB2GrcfvvtDB06lMGDB3PllVfSv39/HMdh9uzZ3HHHHXz00Ud85zvf4ZprrqFXr16sXr2aSy65JGZj6tSpDBw4kH79+pFOp3nyySfZe++9AejUqROlpaXMmjWLbt26UVJSQmVlJeeffz6XXXYZu+++O/vvvz8zZsxgwYIFPPjgg5t0P1dccQXnnHMOlZWVjBw5knQ6zZtvvsm3337L5MmTG603ceJEjjrqKPr27cu3337LCy+8EN6DIAiCsG0iI06CIAjCVqN37968/fbb/OAHP2DKlCnsu+++HHHEEcyZMyf0VPeXv/wFx3EYOHAgEydO5Pe//33MRjKZ5KKLLqJ///4ceuihmKbJQw89BIBlWUyfPp277rqLrl27cuyxxwL+mqLJkyczZcoU9ttvP2bNmsUTTzwR86i3MYwfP5577rmHGTNmsN9++3HYYYdx7733Njvi5LouEyZMYO+992bkyJH07ds35sZcEARB2PZQenOt1hUEQRAEQRAEQdhBkREnQRAEQRAEQRCEZhDhJAiCIAiCIAiC0AwinARBEARBEARBEJpBhJMgCIIgCIIgCEIziHASBEEQBEEQBEFoBhFOgiAIgiAIgiAIzSDCSRAEQRAEQRAEoRlEOAmCIAiCIAiCIDSDCCdBEARBEARBEIRmEOEkCIIgCIIgCILQDCKcBEEQBEEQBEEQmkGEkyAIgiAIgiAIQjP8f6ZTjGMmfFTbAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the features\n", + "features = ['Channel', 'Region', 'Fresh', 'Milk', 'Grocery', 'Frozen', 'Detergents_Paper', 'Delicassen']\n", + "\n", + "# Plot cumulative sales percentage for each feature\n", + "plt.figure(figsize=(10, 6))\n", + "for feature in features:\n", + " sorted_sales = customers[feature].sort_values(ascending=False)\n", + " cumulative_sales = sorted_sales.cumsum() / sorted_sales.sum()\n", + " plt.plot(cumulative_sales, label=feature)\n", + "\n", + "# Add labels and legend\n", + "plt.xlabel('Customers')\n", + "plt.ylabel('Cumulative Sales Percentage')\n", + "plt.legend()\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Aham, yeah, it's definitely a very interesting a revealing graph" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Select the sales column to analyze\n", + "sales_column = 'Fresh'\n", + "\n", + "# Sort the sales column in descending order\n", + "sorted_sales = customers[sales_column].sort_values(ascending=False)\n", + "\n", + "# Calculate cumulative sales percentage\n", + "cumulative_sales = sorted_sales.cumsum() / sorted_sales.sum()\n", + "\n", + "# Plot cumulative sales percentage\n", + "plt.plot(cumulative_sales)\n", + "plt.xlabel('Customers')\n", + "plt.ylabel('Cumulative Sales Percentage')\n", + "plt.title(f'Cumulative Sales Percentage - {sales_column}')\n", + "\n", + "# Determine the top 20% threshold\n", + "threshold = 0.2\n", + "top_20_percent = int(threshold * len(customers))\n", + "\n", + "# Calculate the cumulative sales percentage for the top 20% customers\n", + "top_20_cumulative_sales = cumulative_sales[top_20_percent]\n", + "\n", + "# Add a horizontal line to represent 80% threshold\n", + "plt.axhline(y=0.8, color='r', linestyle='--')\n", + "\n", + "# Add text annotation for the 80% threshold\n", + "plt.text(10, 0.81, '80% Threshold', color='r')\n", + "\n", + "# Add text annotation for the top 20% cumulative sales percentage\n", + "plt.text(top_20_percent + 10, top_20_cumulative_sales - 0.05, 'Top 20%')\n", + "\n", + "# Show the plot\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# So fresh was an outlier because most of the customers were doing their purchases on the top 20%? Let's compare it with Delicassen" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Select the sales column to analyze\n", + "sales_column = 'Delicassen'\n", + "\n", + "# Sort the sales column in descending order\n", + "sorted_sales = customers[sales_column].sort_values(ascending=False)\n", + "\n", + "# Calculate cumulative sales percentage\n", + "cumulative_sales = sorted_sales.cumsum() / sorted_sales.sum()\n", + "\n", + "# Plot cumulative sales percentage\n", + "plt.plot(cumulative_sales)\n", + "plt.xlabel('Customers')\n", + "plt.ylabel('Cumulative Sales Percentage')\n", + "plt.title(f'Cumulative Sales Percentage - {sales_column}')\n", + "\n", + "# Determine the top 20% threshold\n", + "threshold = 0.2\n", + "top_20_percent = int(threshold * len(customers))\n", + "\n", + "# Calculate the cumulative sales percentage for the top 20% customers\n", + "top_20_cumulative_sales = cumulative_sales[top_20_percent]\n", + "\n", + "# Add a horizontal line to represent 80% threshold\n", + "plt.axhline(y=0.8, color='r', linestyle='--')\n", + "\n", + "# Add text annotation for the 80% threshold\n", + "plt.text(10, 0.81, '80% Threshold', color='r')\n", + "\n", + "# Add text annotation for the top 20% cumulative sales percentage\n", + "plt.text(top_20_percent + 10, top_20_cumulative_sales - 0.05, 'Top 20%')\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# I really thought I had it, but nope, I can see more white fure sure, but it doesn't seem that relevant" ] }, { @@ -98,7 +1030,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "# Oh, yeah, yes, definitely it doesn't need to be cleaned, nope, it's pristine, shiny, radiant data." ] }, { @@ -107,7 +1039,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Your comment here" + "# Most of the histograms were distributed in the same way for the same categories of products" ] }, { @@ -127,18 +1059,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.44865163, 0.59066829, 0.05293319, ..., -0.58936716,\n", + " -0.04356873, -0.06633906],\n", + " [ 1.44865163, 0.59066829, -0.39130197, ..., -0.27013618,\n", + " 0.08640684, 0.08915105],\n", + " [ 1.44865163, 0.59066829, -0.44702926, ..., -0.13753572,\n", + " 0.13323164, 2.24329255],\n", + " ...,\n", + " [ 1.44865163, 0.59066829, 0.20032554, ..., -0.54337975,\n", + " 2.51121768, 0.12145607],\n", + " [-0.69029709, 0.59066829, -0.13538389, ..., -0.41944059,\n", + " -0.56977032, 0.21304614],\n", + " [-0.69029709, 0.59066829, -0.72930698, ..., -0.62009417,\n", + " -0.50488752, -0.52286938]])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your import here:\n", "\n", "from sklearn.preprocessing import StandardScaler\n", "\n", - "# Your code here:\n" + "scaler = StandardScaler()\n", + "customers_scale = scaler.fit_transform(customers)\n", + "customers_scale\n" ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -149,13 +1107,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 59, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 1\n", + "1 1\n", + "2 1\n", + "3 0\n", + "4 1\n", + " ..\n", + "435 0\n", + "436 0\n", + "437 1\n", + "438 0\n", + "439 0\n", + "Name: labels, Length: 440, dtype: int32\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\jsctr\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "c:\\Users\\jsctr\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n", + " warnings.warn(\n" + ] + } + ], "source": [ - "# Your code here:\n" + "from sklearn.cluster import KMeans\n", + "\n", + "# Assuming you have the scaled data stored in a variable called 'customers_scale'\n", + "# Assuming you have already imported the necessary modules and fitted the scaler\n", + "\n", + "# Create K-Means object\n", + "kmeans_model = KMeans(n_clusters=5, random_state=0)\n", + "\n", + "# Fit the K-Means model to the scaled data\n", + "kmeans_model.fit(customers_scale)\n", + "\n", + "# Assign the cluster labels back to the customers DataFrame\n", + "customers['labels'] = kmeans_model.labels_\n", + "\n", + "print(customers['labels'])\n", + "\n", + "\n", + "\n" ] }, { @@ -167,11 +1171,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 210\n", + "1 125\n", + "2 91\n", + "3 12\n", + "4 2\n", + "Name: labels, dtype: int64" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here:\n" + "customers.labels.value_counts()\n" ] }, { @@ -185,13 +1205,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 68, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 -1\n", + "1 -1\n", + "2 -1\n", + "3 1\n", + "4 -1\n", + " ..\n", + "435 -1\n", + "436 -1\n", + "437 -1\n", + "438 1\n", + "439 1\n", + "Name: labels_DBSCAN, Length: 440, dtype: int64\n" + ] + } + ], "source": [ - "# Your code here\n" + "from sklearn.cluster import DBSCAN\n", + "\n", + "# Create meanshift object\n", + "cluster = DBSCAN(eps=0.5)\n", + "\n", + "# Train model\n", + "model = cluster.fit(customers_scale)\n", + "\n", + "# Show cluster membership\n", + "customers['labels_DBSCAN'] = model.labels_\n", + "\n", + "print(customers['labels_DBSCAN'])" ] }, { @@ -203,11 +1253,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 67, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "-1 255\n", + " 1 130\n", + " 5 22\n", + " 4 7\n", + " 6 6\n", + " 0 5\n", + " 3 5\n", + " 2 5\n", + " 7 5\n", + "Name: labels_DBSCAN, dtype: int64" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here\n" + "customers.labels_DBSCAN.value_counts()\n" ] }, { @@ -234,11 +1304,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 86, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here:\n" + "plt.figure(figsize=(12, 6))\n", + "\n", + "# Scatter plot with K-Means clustering labels\n", + "plt.subplot(1, 2, 1)\n", + "plt.scatter(customers.Detergents_Paper, customers.Milk, c=customers.labels, cmap='viridis')\n", + "plt.xlabel('Detergents_Paper')\n", + "plt.ylabel('Milk')\n", + "plt.title('K-Means Clustering')\n", + "\n", + "# Scatter plot with DBSCAN clustering labels\n", + "plt.subplot(1, 2, 2)\n", + "plt.scatter(customers.Detergents_Paper, customers.Milk, c=customers.labels_db, cmap='viridis')\n", + "plt.xlabel('Detergents_Paper')\n", + "plt.ylabel('Milk')\n", + "plt.title('DBSCAN Clustering')\n", + "\n", + "plt.show()\n", + "\n", + "\n", + "\n" ] }, { @@ -250,11 +1350,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 89, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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ixWjXrh2uXLmCixcv4uLFi2jSpAkiIyOxefNmi8e2bt0a7dq1y/PcA4WV70NDQ/Hmm2/i+++/R+nSpdG5c2d8++23WZ5tsnP37l3ExsZi/vz5WfL90KFDATxevrfmeeratWuoWLFilnbM9/Q4OOcAURFRvXp1/PPPP+jQoQM6duyIXbt2ITg4GDdu3MiSULZu3Wo2AV6mZ599Fi+++CIiIiLQtWvXbCcmAjLGLfr5+VmcUCjzC2hsbCzatGkDT09PfPzxx6hYsSKcnZ1x+PBhjB07NsvYeJVKle35hBCmP1erVg3nzp3D6tWrsW7dOixduhSzZ8/G+PHj8dFHH1n6eBAWFoYjR47gxo0b+epd8WjyzJTdW4833ngDPXr0wIoVK7B+/Xp8+OGHmDJlCrZs2YJ69erleB1FUdCxY0eMGTMm2/1VqlQx+93atwiA5c+XiIiKt5s3byIuLs6qL3bu7u5o0qQJ/v77byQmJsLNzc1sv5OTExo1aoRGjRqhSpUqGDp0KJYsWYIJEyaYJvg7ceKEaaWDnGzZsgV37tzB4sWLsXjx4iz7Fy5ciE6dOlk8fsKECWjbti3mzZtn8ZnkUWFhYTh69CjS0tLytcRfXvL9zJkzMWTIEPz999/YsGEDXn/9dUyZMgV79+7NMinjwzKffwYNGmRxTp9Hl6W0Rb5/+HmKqCCwOEBUhDRu3BgrVqxAt27d0LFjR/z7778ICAgwW4UAAOrUqZPt8b1798bw4cOxd+9e/PHHHxavU7FiRWzatAktWrTIMVlt27YN0dHRWLZsGVq3bm3afuXKlTzemTk3Nzc8/fTTePrpp5GWloY+ffpg8uTJGDdunMUlfXr06IHff/8dv/32G8aNG5fna3p7ewPIKHg87Nq1a9m2r1ixIt566y289dZbuHDhAurWrYuZM2eaZpK29PBRsWJFJCQkmHoKFLaQkBBs3boVSUlJZr0HLl68aJd4iIgod7/++isAoHPnzla1NxgMADJ6GzxaHHhY5rKJd+7cAZCxlKJKpcJvv/1m1aSECxcuhJ+fH7799tss+5YtW4bly5dj7ty5Fp8l2rRpg7Zt2+Kzzz7D+PHjc70ekJHv9+zZg6VLl2LAgAFWHfOwvOb7WrVqoVatWvjggw+we/dutGjRAnPnzsUnn3wCIPt87+vrCw8PDxiNRrvm+9OnT0MIYRYj8z09Dg4rICpiOnTogN9//x0XL15Ely5dkJaWhvDwcLOfzMT3KHd3d8yZMwcTJ05Ejx49LF6jf//+MBqNmDRpUpZ9BoPBlFAzK9cPV6rT0tIwe/bsfN9fdHS02e9OTk6oXr06hBBIT0+3eFy/fv1Qq1YtTJ48GXv27MmyPz4+3rRyQHZCQkKgUqmyjPl/9F6SkpKQkpJitq1ixYrw8PBAamqqaZubm1uWBw8g47Pds2cP1q9fn2VfbGys6YGuoHTu3Bnp6elma0AripLtgx0REdnfli1bMGnSJISGhmLgwIG5tr9//z52796NgIAA0zKFW7duzfat8j///AMAqFq1KgAgODgYL774IjZs2ICvv/46S3tFUTBz5kzcvHkTycnJWLZsGbp3745+/fpl+XnttdcQHx9vNqdBdjLnHpg/f36u9wZkzK0TGBiIt956C+fPn8+yPyoqyvTFPTuZqwk8nO+NRmOW6+v1+iw5uVatWpBlOdd8r1Kp0LdvXyxduhQnT57MEsPdu3ct36CNdO7cGbdu3TL7/FNSUszyP1FesecAURHUu3dvfPfdd3j++efx5JNPYt26dRbfqD/KmiXr2rRpg+HDh2PKlCk4evQoOnXqBI1GgwsXLmDJkiX48ssv0a9fPzRv3hze3t4YPHgwXn/9dUiShF9//fWxurV16tQJAQEBaNGiBfz9/XHmzBl888036NatW44TEGk0Gixbtgzh4eFo3bo1+vfvjxYtWkCj0eDUqVNYtGgRvL29MXny5GyP1+l0eOqpp/D1119DkiRUrFgRq1evzjIm8Pz58+jQoQP69++P6tWrQ61WY/ny5YiMjMQzzzxjategQQPMmTMHn3zyCSpVqgQ/Pz+0b98e77zzDlauXInu3btjyJAhaNCgARITE3HixAn89ddfuHr1KkqXLp3vzy83vXr1QuPGjfHWW2/h4sWLCAsLw8qVK01LYVnq8UBERAVv7dq1OHv2LAwGAyIjI7FlyxZs3LgRISEhWLlyZba5/q+//oK7uzuEELh9+zZ++OEHxMTEYO7cuaZ/00eOHImkpCT07t0bYWFhSEtLw+7du/HHH3+gfPnypnHwQEZX+kuXLuH11183ffn39vbG9evXsWTJEpw9exbPPPMMVq5cifj4eLMJ7x7WtGlT+Pr6YuHChXj66act3nObNm3Qpk0bbN++3arPyNvbG8uXL8cTTzyBunXrYtCgQWjQoAEA4PDhw/j999/RrFkzi8fXqFEDTZs2xbhx43D//n34+Phg8eLFWQoBW7ZswWuvvYannnoKVapUgcFgwK+//mr64p+pQYMG2LRpEz7//HOUKVMGoaGhaNKkCaZOnYqtW7eiSZMmePHFF1G9enXcv38fhw8fxqZNm0x5t6AMHz4c33zzDQYMGIBRo0YhMDAQCxcuNP0dYr6nfLHXMglElCGnpX1mzJghAIju3buL9PT0PB37sEeXMsw0f/580aBBA+Hi4iI8PDxErVq1xJgxY8Tt27dNbXbt2iWaNm0qXFxcRJkyZUzLIyGbpXeyW6Lw0SUF582bJ1q3bi1KlSoltFqtqFixonjnnXdEXFxcjveQKSYmRowfP17UqlVLuLq6CmdnZ1GzZk0xbtw4cefOHYvXFUKIu3fvir59+wpXV1fh7e0thg8fLk6ePGm2xN+9e/fEq6++KsLCwoSbm5vQ6XSiSZMm4s8//zQ7V0REhOjWrZvw8PAQAMyWUYqPjxfjxo0TlSpVEk5OTqJ06dKiefPmYsaMGaZlpTKXK8xuyURLSxm6ubllaZu51NWj9/nss88KDw8PodPpxJAhQ8SuXbsEALF48WJrPmYiIrKhzHyd+ePk5CQCAgJEx44dxZdffin0en2WY7JbytDNzU00a9YsS05au3ateP7550VYWJhwd3cXTk5OolKlSmLkyJEiMjIyy7kNBoP4/vvvRatWrYROpxMajUaEhISIoUOHmpY57NGjh3B2dhaJiYkW72vIkCFCo9GYlvPDQ0sZPixzyT5rnlky3b59W4wePVpUqVJFODs7C1dXV9GgQQMxefJks2eGR5cyFEKIS5cuifDwcKHVaoW/v7947733xMaNG82eXS5fviyef/55UbFiReHs7Cx8fHxEu3btxKZNm8zOdfbsWdG6dWvh4uIiAJgtaxgZGSleffVVERwcLDQajQgICBAdOnQQ8+fPz3Lv2S2ZaGkpQ2uepzLvoVu3bsLFxUX4+vqKt956y7Sk8d69e3P5hImykoTgzBZERCXdihUr0Lt3b+zcuRMtWrSwdzhERERUAGbNmoXRo0fj5s2bCAoKsnc4VMywOEBEVMIkJyebTQ5lNBrRqVMnHDx4EBEREXmaMZmIiIiKpkfzfUpKCurVqwej0ZjtfA1EueGcA0REJczIkSORnJyMZs2aITU1FcuWLcPu3bvx6aefsjBARERUQvTp0wflypVD3bp1ERcXh99++w1nz561uFQ1UW7Yc4CIqIRZtGgRZs6ciYsXLyIlJQWVKlXCiBEj8Nprr9k7NCIiIrKRWbNm4fvvv8fVq1dhNBpRvXp1jBkzJscJIolywuIAERERERERkYOT7R0AEREREREREdkXiwNEREREREREDo4TEhYiRVFw+/ZteHh4QJIke4dDREQEIQTi4+NRpkwZyDLfGTwu5noiIipqrM31LA4Uotu3byM4ONjeYRAREWVx48YNlC1b1t5hFHvM9UREVFTllutZHChEHh4eADL+o3h6eto5GiIiIkCv1yM4ONiUo+jxMNcTEVFRY22uZ3GgEGV2L/T09OQDAxERFSnsAm8bzPVERFRU5ZbrObiQiIiIiIiIyMGxOEBERERERETk4FgcICIiIiIiInJwLA4QEREREREROTgWB4iIiIiIiIgcHIsDRERERERERA6OxQEiIiIiIiIiB8fiABEREREREZGDY3GAiIiIiIiIyMGxOEBERERERETk4FgcICIiIiIiInJwLA4QEREREREROTgWB6jEi0+Px73Ue0hX0u0dChERERWA5IRkRFyNQqI+yd6hEBEVW2p7B0BUUE7FncaKWytxPuECAEAra9HGtxV6BT0JN7WbnaMjIiKix3X7UgR+mfgntv2xG0aDEZIsofmTjfC/if1RoXaIvcMjIipW2HOASqQ99/Zi2rmZuJBw0bQtVUnFpsgtmHT6UyQaEu0YHRERET2uG+du4dXG72LbH7tgNBgBAEIR2LPqIEY2ew+n9563c4RERMULiwNU4iQZkvDDlQUAAAFhtk+BgsiUKKy4tcoOkREREZGtfDniOyTpk2E0KGbbFaMCQ1o6pg/5BkIIC0cTEdGjWBygEmdP9D6kC8vzCyhQsP3uDs5BQEREVEzdungHx7adgmJUst2vGAVunr+DU7vOFnJkRETFF4sDVOLcSbkDlaTKsU2qkoq49LhCioiIiIhs6ea521a1u37mVgFHQkRUcrA4QCWOs+xsVTdCZ9m5EKIhIiIiW3N2ty6HW9uOiIhYHKASqKFPAyjIvpshAEiQUMW9Mtw17oUYFREREdlK9WZVoCvtkWMbjbMGjbvWK6SIiIiKPxYHqMQp7xaC2rpakHP4690r6MlCjIiIiIhsSeOkwaAPn7LcQAL6vtEd7l5cupiIyFosDlCJ9Eql4ailqwEAkCGb5iBwkp0wvMILqKGrbs/wiIiI6DH1fK0L/jehP2SVDFmWoNaoIKtkQAJ6vtIFQyY9be8QiYiKFUlwjZdCo9frodPpEBcXB09PT3uH4xCuJV7DgfuHkKKkoIxLGTQr1QQuKhd7h0VEVGQwN9kWP8/Cd+/2fWz+7V/cuxkNLz8d2g9sicBQf3uHRURUZFibm9SFGBNRoQtxC0GIW4i9wyAiIqICUrqMD54e09PeYRARFXscVkBERERERETk4FgcICIiIiIiInJwLA4QEREREREROTgWB4iIiIiIiIgcHIsDRERERERERA6OxQEiIiIiIiIiB8fiABEREREREZGDY3GAiIiIiIiIyMGxOEBERERERETk4FgcICIiIiIiInJwLA4QEREREREROTgWB4iIiIiIiIgcHIsDRERERERERA6OxQEiIiIiIiIiB8fiABEREREREZGDY3GAiIiIiIiIyMGxOEBERERERETk4FgcICIiIiIiInJwLA4QEREREREROTgWB4iIiIiIiIgcHIsDRERERERERA6OxQEiIiIiIiIiB8fiABEREREREZGDY3GAiIiIiIiIyMGxOEBERERERETk4FgcICIiIiIiInJwLA4QEREREREROTgWB4iIiIiIiIgcHIsDRERERERERA6OxQEiIiIiIiIiB8fiABEREREREZGDY3GAiIiIiIiIyMGxOEBERERERETk4FgcICIiIiIiInJwLA4QEREREREROTi7Fgd27NiBHj16oEyZMpAkCStWrDDbL4TA+PHjERgYCBcXF4SHh+PChQtmbe7fv4+BAwfC09MTXl5eGDZsGBISEszaHD9+HK1atYKzszOCg4Mxbdq0LLEsWbIEYWFhcHZ2Rq1atfDPP//kORYiIiIyx1xPRERUPNi1OJCYmIg6derg22+/zXb/tGnT8NVXX2Hu3LnYt28f3Nzc0LlzZ6SkpJjaDBw4EKdOncLGjRuxevVq7NixAy+99JJpv16vR6dOnRASEoJDhw5h+vTpmDhxIubPn29qs3v3bgwYMADDhg3DkSNH0KtXL/Tq1QsnT57MUyxERERkjrmeiIiomBBFBACxfPly0++KooiAgAAxffp007bY2Fih1WrF77//LoQQ4vTp0wKAOHDggKnN2rVrhSRJ4tatW0IIIWbPni28vb1Famqqqc3YsWNF1apVTb/3799fdOvWzSyeJk2aiOHDh1sdizXi4uIEABEXF2f1MURERAWpMHMTcz0REVHhszY3Fdk5B65cuYKIiAiEh4ebtul0OjRp0gR79uwBAOzZswdeXl5o2LChqU14eDhkWca+fftMbVq3bg0nJydTm86dO+PcuXOIiYkxtXn4OpltMq9jTSzZSU1NhV6vN/shIiKiDMz1RERERUeRLQ5EREQAAPz9/c22+/v7m/ZFRETAz8/PbL9arYaPj49Zm+zO8fA1LLV5eH9usWRnypQp0Ol0pp/g4OBc7pqIiMhxMNcTEREVHUW2OFASjBs3DnFxcaafGzdu2DskIiIisiHmeiIiKimKbHEgICAAABAZGWm2PTIy0rQvICAAUVFRZvsNBgPu379v1ia7czx8DUttHt6fWyzZ0Wq18PT0NPshIiKiDMz1RERERUeRLQ6EhoYiICAAmzdvNm3T6/XYt28fmjVrBgBo1qwZYmNjcejQIVObLVu2QFEUNGnSxNRmx44dSE9PN7XZuHEjqlatCm9vb1Obh6+T2SbzOtbEQkRERHnDXE9ERFSEFNIEidmKj48XR44cEUeOHBEAxOeffy6OHDkirl27JoQQYurUqcLLy0v8/fff4vjx46Jnz54iNDRUJCcnm87RpUsXUa9ePbFv3z6xc+dOUblyZTFgwADT/tjYWOHv7y+ee+45cfLkSbF48WLh6uoq5s2bZ2qza9cuoVarxYwZM8SZM2fEhAkThEajESdOnDC1sSaW3HAGYyIiKmoKOjcx1xMREdmXtbnJrsWBrVu3CgBZfgYPHiyEyFhW6MMPPxT+/v5Cq9WKDh06iHPnzpmdIzo6WgwYMEC4u7sLT09PMXToUBEfH2/W5tixY6Jly5ZCq9WKoKAgMXXq1Cyx/Pnnn6JKlSrCyclJ1KhRQ6xZs8ZsvzWx5IYPDEREVNQUdG5iriciIrIva3OTJIQQhdtXwXHp9XrodDrExcVxTCIRERUJzE22xc+TiIiKGmtzU5Gdc4CIiIiIiIiICgeLA0REREREREQOjsUBIiIiIiIiIgfH4gARERERERGRg2NxgIiIiIiIiMjBsThARERERERE5OBYHCAiIiIiIiJycCwOEBERERERETk4FgeIiIiIiIiIHByLA0REREREREQOjsUBIiIiIiIiIgfH4gARERERERGRg2NxgIiIiIiIiMjBsThARERERERE5OBYHCAiIiIiIiJycCwOEBERERERETk4FgeIiIiIiIiIHByLA0REREREREQOjsUBIiIiIiIiIgfH4gARERERERGRg2NxgIiIiIiIiMjBsThARERERERE5OBYHCAiIiIiIiJycCwOEBERERERETk4FgeIiIiIiIiIHByLA0REREREREQOjsUBIiIiIiIiIgfH4gARERERERGRg2NxgIiIiIiIiMjBsThARERERERE5OBYHCAiIiIiIiJycCwOEBERERERETk4FgeIiIiIiIiIHByLA0REREREREQOjsUBIiIiIiIiIgfH4gARERERERGRg2NxgIiIiIiIiMjBsThARERERERE5OBYHCAiIiIiIiJycCwOEBERERERETk4FgeIiIiIiIiIHByLA0REREREREQOjsUBIiIiIiIiIgfH4gARERERERGRg2NxgIiIiIiIiMjBsThARERERERE5OBYHCAiIiIiIiJycCwOEBERERERETk4FgeIiIiIiIiIHByLA0REREREREQOjsUBIiIiIiIiIgfH4gARERERERGRg2NxgIiIiIiIiMjBsThARERERERE5OBYHCAiIiIiIiJycCwOEBERERERETk4FgeIiIiIiIiIHByLA0REREREREQOjsUBIiIiIiIiIgfH4gARERERERGRg2NxgIiIiIiIiMjBsThARERERERE5OBYHCAiIiIiIiJycCwOEBERERERETm4Il0cMBqN+PDDDxEaGgoXFxdUrFgRkyZNghDC1EYIgfHjxyMwMBAuLi4IDw/HhQsXzM5z//59DBw4EJ6envDy8sKwYcOQkJBg1ub48eNo1aoVnJ2dERwcjGnTpmWJZ8mSJQgLC4OzszNq1aqFf/75p2BunIiIyIEw3xMREdlfkS4OfPbZZ5gzZw6++eYbnDlzBp999hmmTZuGr7/+2tRm2rRp+OqrrzB37lzs27cPbm5u6Ny5M1JSUkxtBg4ciFOnTmHjxo1YvXo1duzYgZdeesm0X6/Xo1OnTggJCcGhQ4cwffp0TJw4EfPnzze12b17NwYMGIBhw4bhyJEj6NWrF3r16oWTJ08WzodBRERUQjHfExERFQGiCOvWrZt4/vnnzbb16dNHDBw4UAghhKIoIiAgQEyfPt20PzY2Vmi1WvH7778LIYQ4ffq0ACAOHDhgarN27VohSZK4deuWEEKI2bNnC29vb5GammpqM3bsWFG1alXT7/379xfdunUzi6VJkyZi+PDhVt9PXFycACDi4uKsPoaIiKggFYXcVJLyfVH4PImIiB5mbW4q0j0Hmjdvjs2bN+P8+fMAgGPHjmHnzp3o2rUrAODKlSuIiIhAeHi46RidTocmTZpgz549AIA9e/bAy8sLDRs2NLUJDw+HLMvYt2+fqU3r1q3h5ORkatO5c2ecO3cOMTExpjYPXyezTeZ1spOamgq9Xm/2Q0REROaKc75nriciopJCbe8AcvLuu+9Cr9cjLCwMKpUKRqMRkydPxsCBAwEAERERAAB/f3+z4/z9/U37IiIi4OfnZ7ZfrVbDx8fHrE1oaGiWc2Tu8/b2RkRERI7Xyc6UKVPw0Ucf5fW2iYiIHEpxzvfM9UREVFIU6Z4Df/75JxYuXIhFixbh8OHD+PnnnzFjxgz8/PPP9g7NKuPGjUNcXJzp58aNG/YOiYiIqMgpzvmeuZ6IiEqKIt1z4J133sG7776LZ555BgBQq1YtXLt2DVOmTMHgwYMREBAAAIiMjERgYKDpuMjISNStWxcAEBAQgKioKLPzGgwG3L9/33R8QEAAIiMjzdpk/p5bm8z92dFqtdBqtXm9bSIiIodSnPM9cz0REZUURbrnQFJSEmTZPESVSgVFUQAAoaGhCAgIwObNm0379Xo99u3bh2bNmgEAmjVrhtjYWBw6dMjUZsuWLVAUBU2aNDG12bFjB9LT001tNm7ciKpVq8Lb29vU5uHrZLbJvA4RERHlD/M9ERFREVBIEyTmy+DBg0VQUJBYvXq1uHLlili2bJkoXbq0GDNmjKnN1KlThZeXl/j777/F8ePHRc+ePUVoaKhITk42tenSpYuoV6+e2Ldvn9i5c6eoXLmyGDBggGl/bGys8Pf3F88995w4efKkWLx4sXB1dRXz5s0ztdm1a5dQq9VixowZ4syZM2LChAlCo9GIEydOWH0/nMGYiIiKmqKQm0pSvi8KnycREdHDrM1NRbo4oNfrxahRo0S5cuWEs7OzqFChgnj//ffNliBSFEV8+OGHwt/fX2i1WtGhQwdx7tw5s/NER0eLAQMGCHd3d+Hp6SmGDh0q4uPjzdocO3ZMtGzZUmi1WhEUFCSmTp2aJZ4///xTVKlSRTg5OYkaNWqINWvW5Ol++MBARERFTVHITSUp3xeFz5OIiOhh1uYmSQgh7NdvwbHo9XrodDrExcXB09PT3uEQERExN9kYP08iIipqrM1NRXrOASIiIiIiIiIqeCwOEBERERERETm4Ir2UIRUdN87dwoaftyP6zn34+Hsh/Lk2KF8j2N5hERERkY3oo+Ox8ZftuHziGrTOTmjWsxEadKydZSUJIiIqmVgcoBwpioLZb/yEv79ZB1ktAwKQJOCPaX+jy7D2eGPOS1CpVfYOk4iIiB7D1sW7MH3otzCkGSCrJAASVs3dgIp1QjD5n/dRKtDb3iESEVEBYymYcrTwk6X4+5t1AADFoEAxKjAaMtadXv/jFvz4/u/2DI+IiIge08mdZzBl0JdIT02HEAJGgwKjwQgAuHrqBt7rOhmKotg5SiIiKmgsDpBFKUmpWDJzpcX9QgDLv/4HiXGJhRgVERER2dLvU5dDkqRs9xkNCi4fv4aD648VclRERFTYWBwgi07sOI3k+JQc26SnpOPQxuOFFBERERHZUnpaOg6sOwrFaLlngEqtwq7l+woxKiIisgcWB8iilKQ0q9qlJlvXjoiIiIoWQ5oBQhE5thFCIDWFuZ6IqKRjcYAsCq1p3WoEoTXLFXAkREREVBCc3ZxRumypHNsIIVC+BnM9EVFJx+IAWVS2ShnUblMdsir7vyaySkblBhVQqV5oIUdGREREtiBJEnq+2gWSnP2cAwCgUsnoPLRdIUZFRET2wOIA5ejN716Gh7dbxjKGD1GpZbh4OGPMgtfsFBkRERHZQp83uqFmy7AsBQJZJQMSMHr+y/D209kpOiIiKiwsDlCOgioFYvahaej2Qji0Lk4AAI1WjU6D22LOwWkoX8O6oQdERERUNDlpNZi67gMMnTQApcp4m7bXbVcD0zaOR6fBbe0XHBERFRpJCJHzLDRkM3q9HjqdDnFxcfD09LR3OHlmNBiRqE+Cq4cL1Bq1vcMhIiIbKO65qagp7p+nEAKJcUnQaNXQumjtHQ4REdmAtbmJ3/DIaiq1Cp4+HvYOg4iIiAqIJElw93KzdxhERGQHHFZARERERERE5OBYHCAiIiIiIiJycCwOEBERERERETk4FgeIiIiIiIiIHByLA0REREREREQOjsUBIiIiIiIiIgfH4gARERERERGRg2NxgIiIiIiIiMjBsThARERERERE5OBYHCAiIiIiIiJycCwOEBERERERETk4FgeIiIiIiIiIHByLA0REREREREQOjsUBIiIiIiIiIgfH4gARERERERGRg1PbOwCitNR0HNt2ComxiQiqHIhK9UIhSZK9wyIiIiIbEULg7P6LiLwaBc9SHqjdpjrUGj6GEhEVJfxXmexGCIEVX6/Frx/9ifiYRNP2CrVDMHr+cIQ1rmzH6IiIiMgWjm0/hS9HzMeNs7dN23S+nhj26bPoOqyDHSMjIqKHcVgB2c3iqSsw+42fzAoDAHD15HW81W4iLh69YqfIiIiIyBZO7jqLsR0n4eb5O2bb4+7q8fmLc7Fqzno7RUZERI9icYDsQh8dj18m/pHtPkURMKQZ8ON7iwo5KiIiIrKleW/9DKEoEIrIdv93Y39DcmJKIUdFRETZYXGA7GLbH7thNCgW9ytGBQfWH0VMZGzhBUVEREQ2c/PCHZzdfxGKhcIAACQnpGDP3wcKMSoiIrKExQGyi+jb96FS5/LXTwAxkXGFExARERHZ1P07Mbm2kVUyom/n3o6IiAoeiwNkFz6B3jAaLfccAABIgLe/rnACIiIiIpvyCfDKtY1iVOAT6F3wwRARUa5YHCC7aPt0c6hUlv/6ySoZDTvWgbe/V+EFRURERDZTtkoZVGlYEZJseXliZzctmvdsWIhRERGRJSwOkF3oSnti4Af9st0nyxJUGhWe//TZQo6KiIiIbOnlmYMhy5LFAsGwTwfCxd2lkKMiIqLssDhAdjPwg74YPuN/cNO5mm0PDgvCjM0TULl+BTtFRkRERLZQq1U1TFn3AQIr+Jtt9/Bxx6g5L6HXyK52ioyIiB4lCSEsTyFLNqXX66HT6RAXFwdPT097h1NkpCan4uiWk0iMS0KZSgGo2qgSJMlyF0QiIrId5ibb4ueZPSEETu0+h8ird+FZyh1129eExklj77CIiByCtblJXYgxEWVL66JFk24N7B0GERERFRBJklCzRRhqtgizdyhERGQBhxUQEREREREROTgWB4iIiIiIiIgcHIsDRERERERERA6OxQEiIiIiIiIiB8fiABEREREREZGDY3GAiIiIiIiIyMGxOEBERERERETk4FgcICIiIiIiInJwLA4QEREREREROTgWB4iIiIiIiIgcHIsDRERERERERA6OxQEiIiIiIiIiB8fiABEREREREZGDY3GAiIiIiIiIyMGxOEBERERERETk4FgcICIiIiIiInJwLA4QEREREREROTgWB4iIiIiIiIgcHIsDRERERERERA6OxQEiIiIiIiIiB8fiABEREREREZGDY3GAiIiIiIiIyMGxOEBERERERETk4Ip8ceDWrVsYNGgQSpUqBRcXF9SqVQsHDx407RdCYPz48QgMDISLiwvCw8Nx4cIFs3Pcv38fAwcOhKenJ7y8vDBs2DAkJCSYtTl+/DhatWoFZ2dnBAcHY9q0aVliWbJkCcLCwuDs7IxatWrhn3/+KZibJiIicjDM90RERPZVpIsDMTExaNGiBTQaDdauXYvTp09j5syZ8Pb2NrWZNm0avvrqK8ydOxf79u2Dm5sbOnfujJSUFFObgQMH4tSpU9i4cSNWr16NHTt24KWXXjLt1+v16NSpE0JCQnDo0CFMnz4dEydOxPz5801tdu/ejQEDBmDYsGE4cuQIevXqhV69euHkyZOF82EQERGVUMz3RERERYAowsaOHStatmxpcb+iKCIgIEBMnz7dtC02NlZotVrx+++/CyGEOH36tAAgDhw4YGqzdu1aIUmSuHXrlhBCiNmzZwtvb2+Rmppqdu2qVauafu/fv7/o1q2b2fWbNGkihg8fbvX9xMXFCQAiLi7O6mOIiIgKUlHITSUp3xeFz5OIiOhh1uamIt1zYOXKlWjYsCGeeuop+Pn5oV69evjuu+9M+69cuYKIiAiEh4ebtul0OjRp0gR79uwBAOzZswdeXl5o2LChqU14eDhkWca+fftMbVq3bg0nJydTm86dO+PcuXOIiYkxtXn4OpltMq+TndTUVOj1erMfIiIiMlec8z1zPRERlRRFujhw+fJlzJkzB5UrV8b69esxYsQIvP766/j5558BABEREQAAf39/s+P8/f1N+yIiIuDn52e2X61Ww8fHx6xNdud4+BqW2mTuz86UKVOg0+lMP8HBwXm6fyIiIkdQnPM9cz0REZUU6vwcZDQasWDBAmzevBlRUVFQFMVs/5YtW2wSnKIoaNiwIT799FMAQL169XDy5EnMnTsXgwcPtsk1CtK4cePw5ptvmn7X6/V8aCAiomKD+T53zPVERFRS5Ks4MGrUKCxYsADdunVDzZo1IUmSreMCAAQGBqJ69epm26pVq4alS5cCAAICAgAAkZGRCAwMNLWJjIxE3bp1TW2ioqLMzmEwGHD//n3T8QEBAYiMjDRrk/l7bm0y92dHq9VCq9Vada9ERERFDfP9f20s5XvmeiIiKinyVRxYvHgx/vzzTzzxxBO2jsdMixYtcO7cObNt58+fR0hICAAgNDQUAQEB2Lx5s+nhQK/XY9++fRgxYgQAoFmzZoiNjcWhQ4fQoEEDABlvOhRFQZMmTUxt3n//faSnp0Oj0QAANm7ciKpVq5pmSm7WrBk2b96MN954wxTLxo0b0axZswK7fyIiIntivoepDfM9ERGVePmZ7TAwMFCcO3cuXzMl5sX+/fuFWq0WkydPFhcuXBALFy4Urq6u4rfffjO1mTp1qvDy8hJ///23OH78uOjZs6cIDQ0VycnJpjZdunQR9erVE/v27RM7d+4UlStXFgMGDDDtj42NFf7+/uK5554TJ0+eFIsXLxaurq5i3rx5pja7du0SarVazJgxQ5w5c0ZMmDBBaDQaceLECavvhzMYExFRUZNTbmK+z3u+Z64nIqKixtrclK/iwIwZM8Qrr7wiFEXJV3B5sWrVKlGzZk2h1WpFWFiYmD9/vtl+RVHEhx9+KPz9/YVWqxUdOnTI8iATHR0tBgwYINzd3YWnp6cYOnSoiI+PN2tz7Ngx0bJlS6HVakVQUJCYOnVqllj+/PNPUaVKFeHk5CRq1Kgh1qxZk6d74QMDEREVNTnlJub7vOd75noiIipqrM1NkhBCWNPDoE+fPma/b9myBT4+PqhRo4apa16mZcuWPX6XhhJIr9dDp9MhLi4Onp6e9g6HiIgoS25ivn88zPVERFTUWJubrJ5zQKfTmf3eu3fv/EdHRERERRLzPRERkWOyujjw008/FWQcREREVAQw3xMRETmmfK1WkJycDCEEXF1dAQDXrl3D8uXLUb16dXTq1MmmAVLOhBA4tessLh65CrWTGo271oVfOV+kG424HR8PtSyjjIdHgS0/lcloNCLq+j1IkgTf4FJQqVQFej0iIip4zPdFx53LkTi44RiMBiOqNqqEsMaVAAB3b0YjPTUdvsGl4aTV5HKWxxd9JwYpiSkoHeQDrQuXcCQiKknyVRzo2bMn+vTpg5dffhmxsbFo3LgxnJyccO/ePXz++eemZYWoYF05eR2TB8zCtVM3IEkShBCAWobnG01wpaIWsakpAIByOh1GNGiM/jVq2bxIYDQasWzWP1g2azXu3boPAChdthT6je6O3qOegCzLNr0eEREVHuZ7+0vUJ2H60G+xa8V+AICEjHzvF1Iaao0aty9GAADcdK7o9mI4Bo3vBxd3F5vHse+fw/j1oyU4d+AiAEDrqkWXoe3wv4n94VnKw+bXIyKiwpevb26HDx9Gq1atAAB//fUXAgICcO3aNfzyyy/46quvbBogZS/y2l282Xo8bpy9BSCjB4GQJdx+sQqOlFFMhQEAuBEXh3FbNmLqrh02jUEIgWmDv8H8Mb+YCgMAcO9mNOa+9TOmD/kWVs53SURERRDzvX0ZjUa83+1T7Fl5EBAABEx5NeraPVNhAAAS45Lw1xer8Xb7j5CSlGrTONYv2IoPuk/B+UOXTNtSk1Kxau4GvN78fejvx9v0ekREZB/5Kg4kJSXBwyOjSrxhwwb06dMHsiyjadOmuHbtmk0DpOz9NXMVkhOSoRgV07b4xqWRXEUHyOa9AzK/nn93+CBOREXaLIZ9aw5jy6Kd/13gEZt+24ED647a7HpERFS4mO/ta/8/R3Bq1zmzXJ8TxajgwuHLWPHVPzaLIT4mAV+OmA8AEIp5wleMCu5cjsTCSUttdj0iIrKffBUHKlWqhBUrVuDGjRtYv369adxhVFQUl+0pJBt+2QajwfxhIa5lgMUv6gCgkiQsPnncZjGsmrsBssryXyFZJWPV3PU2ux4RERUu5nv72rzw3xzzbHaEIrByju1y7+aF/8KQZrS4XzEqWPvjZqSlptvsmkREZB/5Kg6MHz8eb7/9NsqXL4/GjRujWbNmADLeKtSrV8+mAVJWiqIgSZ+cZXu6r3OWXgMPMwqBi/ejbRbHtdM3cnyboRgVXDt102bXIyKiwsV8b1+xd+Os7jXwsLs3omFIN9gkhpvnbkOlzvlxMTk+BbFRcTa5HhER2U++JiTs168fWrZsiTt37qBOnTqm7R06dOB6yIVAlmV4B3ghJiLWfHuqEUat5VUCZACeWtvNLOzm6Zp7G13ubYiIqGhivrevwPJ+OKk+k6WnYG7UTmqo1LZZNcjFwwXWTB/k4u5sk+sREZH95Hsq+YCAAHh4eGDjxo1ITs54i92oUSOEhYXZLDiyrPtLHbN0NXQ/HA0YLWdwBUC3ylVtFkO7Z1pAyqGngiRLaD+gpc2uR0REhY/53n46P98+z4UBlVpGm/7NbLY6Uet+TWE0WB5WIKtk1GtfEx7e7ja5HhER2U++igPR0dHo0KEDqlSpgieeeAJ37twBAAwbNgxvvfWWTQOk7PUe9QQCQv3MCgS6HRGQ0hVAyVogUEkSQr280bVSFZvF8MSL4dCV9sx2PKSskuHl64nOz7ez2fWIiKhwMd/bV43mVRE+qDWs/Z4vyRJklYyn3+lpsxgq16+Axk/Uz37uAylj9YSBH/az2fWIiMh+8lUcGD16NDQaDa5fvw5X1/+6jT/99NNYt26dzYIjyzy83fHlrk/Q5qlmprGAmvupqPzbVXg8GC2ilmWopIx9YaV98Vvvp6BV52skSbY8S3lgxtaJ8A/xBQCoNCqoNBndGANC/TBz20fw9OHax0RExRXzvX1JkoS3f3oFz43vbzZMT6WW4eWvM/1Z/SD3unu5YfKa9xBaK8SmcXyw+A007poxx4T80PWcXbX4YPFo1GlTw6bXIyIi+5BEPhaiDwgIwPr161GnTh14eHjg2LFjqFChAi5fvozatWsjISGhIGIt9vR6PXQ6HeLi4mw6y3NMVByunboBjVaDKg0rACoZm69cxtHIO1BLMlqHlEejMkE262L4KKPRiIPrj+HEjtMAgNptaqBh5zqQ5XyPWiEiokKSU25ivs+7gsr1aSlpOH/oMozpRoTWKgcPH3ecO3ARe1cfQnpKOirWLY+WfZvCSaux2TUfdfn4Nexctg/JCSkoVy0IbZ9uDhd3lwK7HhER2Ya1uSlfr5ETExPN3iBkun//PrQ2nPCOrOPtp4O3n85sW5dKldGlUmWbXsegKNhz4zqikhLh5+aGZmXLZfROUKnQ5In6aPJEfZtej4iI7Iv5vuhwcnZCzRbm8zyENa6MsMa2zfUAcOHwZVw9eQPOblrUD68FN50bAKBC7RBUqG3bXglERFR05Ks40KpVK/zyyy+YNGkSgIxub4qiYNq0aWjXjmPMS6JV589i0o6tuJeUZNrm5+qG8W3a4QkbTnJIRERFB/O9Y7ly4hqmDfkWF49cMW1zctagz6huGPLJM1CpbLMCAhERFU35Kg5MmzYNHTp0wMGDB5GWloYxY8bg1KlTuH//Pnbt2mXrGMnOVp0/i1Hr1mTZHpWUiNfWrsY3kPBEZdtNdEhEREUD873juHXxDka3Ho/khBSz7Wkp6fhj2groYxIweu5wO0VHRESFIV+DwmvWrInz58+jZcuW6NmzJxITE9GnTx8cOXIEFStWtHWMZEcGRcHkHdtybDP5320wKnlbaomIiIo+5nvHsWjyMiQnpkAxZs3nQgD/zN+E62dv2SEyIiIqLHnuOZCeno4uXbpg7ty5eP/99wsiJipC9t26gaikxBzb3EmIx8Hbt9CkbHAhRUVERAWN+d5xpKWmY8vvO6EYLBf6VWoZm37djucnP1uIkRERUWHKc88BjUaD48ePF0QsVATdTUzKvRGAu7kUEIiIqHhhvnccSfokGNIMubSSEBMRWxjhEBGRneRrWMGgQYPwww8/2DoWKoL83dysa+fuXsCREBFRYWO+dwxuOldonHNeAlEIgVJBPoUUERER2UO+JiQ0GAz48ccfsWnTJjRo0ABuj3yB/Pzzz20SHNlf46CyCHB3R2RCAkQ2+yUAQR6eaBAYVNihERFRAWO+dwwaJw3CB7bC+p+3WRxaoBgVdBrctnADIyKiQpWn4sDly5dRvnx5nDx5EvXrZ6xpf/78ebM2kiTZLjqyO5UsY2Kb9hixZiUkwKxAkPlfekKb9pD5352IqMRgvnc8Az/oh53L9yMxLinbSQn7jOqGMhUD7BAZEREVFkkIkd0L4WypVCrcuXMHfn5+AICnn34aX331Ffz9/QsswJJEr9dDp9MhLi4Onp6e9g4nTzZdvoiPt2/FzXi9aVuwpw4T2rRH+9AKdoyMiIgeR3a5ifk+/4pzrr95/jY+f2kuTuw4Y9rm6umC/u/0xIBxvSHL+RqNSkREdmZtbspTz4FH6whr165FYiInonME4RUqoX1oRRyJuI2oxET4u7mjXkAg3xwREZVAzPeOqWyVMvh828e4ce4Wrp2+Ca2rFrVbV4PWRWvv0IiIqBDka86BTHnodEAlgCxJnFuAiMgBMd87luCqQQiuynxPRORo8tQ/TJKkLG+K+eaYiIioZGG+JyIicjx5HlYwZMgQaLUZ3ctSUlLw8ssvZ5m9eNmyZbaLkIiIiAoV8z0REZHjyVNxYPDgwWa/Dxo0yKbBEBERkf0x3xMRETmePBUHfvrpp4KKg4iIiIoI5nsiIiLH81gTElLxJITAvjWHsWruelw9eQNunq5o+0wLPPFiB3j56uwdHhEREdnA5ePXsPLbdTi8+TggSWgQXhtPvtoFoTXL2Ts0IiIqgiTBKYgLTVFY+1hRFEwb/A02L/wXskqGYlQAAJIswdPHHdO3TORDAxGRAykKuakkKSqf57qftuLzF+ZAVkkwGjJyvUotQ1EE3vnpVXR8ro3dYiMiosJlbW7K02oFVPyt+GotNi/6FwBMhQEAEIpAfEwiPuwxFUaj0V7hERER0WO6fPwaPn9hDoQQpsIAABgNCoQiMH3ot7h25qYdIyQioqKIxQEHoigKls5aDVjoK6IYFUReu4t9aw4XbmBERERkMyu/XQdZZXnpSVmWsGr2+kKMiIiIigMWBxzIvVv3EXX9Xo5tVBoVjm8/XUgRERERka0d3nzCrMfAo4wGBYc2HS/EiIiIqDhgccCBSJLltwj5aUdERERFjzV5nLmeiIgexeKAA9EF6OAemPNqBMZ0I+q0rVFIEREREZGtlasWBOTw3V+lltEgvHbhBURERMUCiwMOIt1oxMtrVuJqM29LUw5AVskIrOCPRl3rFmZoREREZCNLZq7C3tWHLM4vBABCAE++2rnwgiIiomKBxQEH8dPRw9h+7QriWvojvrEvAEA8+K8vAAgJ8Cjljkmr3oVKpbJfoERERJQvF49cwfx3fsmxjSRLGPvLSARXDSqkqIiIqLhQ2zsAKniKEFhw7HDGSwRZwt0BFZBQvxQ8d0XC6U4yFBcVEuqVwnPv9EdItbL2DpeIiIjyYeXsdVCpZYuTEUoSUD+8NtoPaFnIkRERUXHA4oADiElORkRCwn8bJAnJYV5IDvMybVLLMs6n6gs/OCIiIrKJ03sv5LhKgRDA1ZM3CjEiIiIqTjiswAForBwmoJH514GIiKi40mhzf+djTRsiInJM/DboADy1WtT2D4Ccw7JFBkVB2/IVst1nNBiRlpJWUOERERGRDTTr3hByDoV+WS2j+ZONst2nKApSklIhRA4zGRIRUYnG4oCDGNGwMRQLCV8lSajk7YPWIeXNth/bfgrvdfsUXZ0HoJvrQAyu/BqWf/UPDOmGQoiYiIiI8uKJl8Lh5KKBLGd9GSBJElQqOcsqBRFXo/DliPl40uM59HAfhN4+QzDv7V8QExlbSFETEVFRweKAg+hcsTLebdEaEjKKAQBMPQmCPHX4qWdfs54FG3/ZjrfbT8ShDccglIyiwu3LkZgz+idM6D2dBQIiIqIipnQZH0xe8x60bs6QJAl4kNYlWYLGWYOJy8YgqFKgqf3VUzcwov4YrP1hM1KTM3oIJsYlYdmXa/BKw7GIunHPHrdBRER2Ign2Hys0er0eOp0OcXFx8PT0tEsMV2JjsPjkcZyPvgcXtQadK1VGl4qVoVX/NwbxfkQMng0ZAWO6MdtzSJKEV74cil6vdS2ssImIqIAUhdxUkhSFzzM+JgEbFmzDkS0nIARQq2UYugxrDy9fnamNEAIjGozBlRPXoRizTmKoUsto0LkuJq8aV5ihExFRAbA2N3FWGgcT6uWNcS3b5Nhm3Y9bIbJ5UHjYiq/XsjhARERUBHl4u6Pv6O7oO7q7xTbnD17CpaNXLe43GhTs/+cwoq7fhV853wKIkoiIihoWByiLy8evIqfuJEII3LpwB+lp6dA4aQotLqKiSgiB0/ozOBhzCCnGFAQ4B6CVb0v4OHnbOzQiomxdOnYt90YCuHLiOosDRA/cOHcLGxZsw92b0dCV9kSHQa1QpUFFe4dFZDMsDlAWTs5OkCQJIocSgaySoVJbt0QiUUmWYEjAF+e/wsWES5AfTOMiILDi1ko8G/IMOvp3sHOERERZOTlbV9x3cnEq4EiIij4hBOa99TOWzloDWS0DImOY7bIv16BN/2YY8/NIOGn5woyKP05ISFk07d4g2/GHmWSVjCbd6ue4XBKRIxBC4OsLs3E54QoAQHnwfwICChT8dm0RDt4/bOcoiYiyatCpTq5FfjedK2o0r1pIEREVXX9M+xtLZ60BACgGBYpRgdGQMTfXjr/2Ys7on+wZHpHN8NsdZdG8ZyOUqRQAlTr7vx5CEXh6TK/CDYqoCLqceAVn489BQfbFNAkSVt5eXchRERHlzttPh64vtIeUzbKHmZ5660k4ObPnADm2tNR0/DlthcX9QhFY+/1mxETFFV5QRAWExQHKQq1RY9rG8QgI9QeQMWOxLEuQZAlqjQrv/vY6ajSvipSkVNy6eAf3I2LsHDGRfRyJOWoaSpAdAYFrSdcQm8YHBiIqekZ8MRSt+jQB8F+uz3wx0GNEJwx4rzeMRiMirkYh4moUjMbsVzEiKsnO7D2P+JjEHNsYDQoOrjtaOAERFSDOOVCCCSFwbNspnN13AbJKRoNOdVCxTnmrjvUP8cUPp77AnlUHsXfVIaSlpqFinVB0HtoWsizj69e+x/qftprWRQ5rXAnPTeiPxl3rFdwNERUxaUpaxlriuSwImy7SCicgInJIV+/GYMfpK0gzGFCljC9aVA2Byoqhf05aDT788y2cO3ARm37dgdi7cSgdVAqdh7ZDcFgZLJu1Bku/WI17t+4DAEqXLYV+o7uj96gnOLSQHEZasnU5PNXKdkRFGYsDxVhMZCxO/HsGilFBtaZV4B/y32zC107fwMS+M3Dz3G3IKhkQAt+N/Q112tXAB4tHm611bIlKrULL3k3QsncT0zZ9dDxeb/4+7lyONJuX4NzBS3i/+6d458dX0WlwW5veJ1FRVc41GEaR85s0F5ULvDRehRMQEZU4qekG7Lt4A/HJqSjv64XqZf0zipIAElPS8P7v67D55CXIkgRJAoyKQICXO2b8rzvqhARadY2qjSqhaqNKpt+FEPjsf19j86J/zYqf925GY+7bP+PC4csY+8tIUxxEJVlIjeCMibpFzm8CKtQuV0gRERUcFgeKoeSEZHwz8kdsWrgDiiHjC7okSWjaoyHe/G44jAYFb7aZgITYjC5QD3+JP/HvGYwJ/xjfHpiar2UIf/14SZbCAJAx3goAvhwxH817NoK7l1t+b4+o2Gjk0xC/Xf8dKcaUbFf3kCGjrW9raGTOYExEeSOEwC87DmPehn2IT0k1ba8UUAof9e+IWuUCMOqnlThw6SYAQBHC9EU+Ki4RL8z5C3++ORChfj55vvb+fw5j88J/LQQGbF74L9o90wJNujXI87mJihu/4NJo0q0+9q89ku2E3bJKRnBYEKo1rWKH6Ihsi33CihmjwYj3u03Bpt/+KwwAGQ8R+9YcwrDqo/F+t08Rfz8h23/AFIOCKyeuY9fy/Xm+dlpqOtb9uCXHlQzSUw2WHyiIShitSosRFV+CLElZ5h6QICHYtSx6BvWwU3REVJzN37QfM1buMCsMAMDlyPv43zd/4oU5f2HfxRsZRYFHKEIg3WjET1sP5uvaq+ZtzOh1aIGskrFq3sZ8nZuoOBr57QvwCfDK8r8LlVqGs5sW4357nT1pqERgcaCY2b3yoGkowaMUowJ9dDwuHb2aY9cnWZby9QU+NjIWKYmpObZRqWXcPHc7z+cmKq7qeNXGh9XeR33vuqYCgafaA72CnsR71cbCReVi5wiJqLi5n5CEuRv2ZrtPEQJGRcH+Bz0GLDEqAmsOn821K3R2rp26keOLAMWo4NqpG3k+L1Fx5RdcGt8emIreI7vCxcMZAKDRatBpcFvMOTTN6jm9iIo6DisoZtb/tAWySs4xaedGUQTi7sXn+Thnd+dc2wghTP9oEjmKUPfyGFn5VRgUA9JFOpxlZ75BIKJ8W3f0PIwi/3k+U5rBiDSDEVpN3h733HSuNmlDVJL4BHjj5c+H4KUZ/0NyQgqc3bRQqVT2DovIpthzoJi5ezP6sQoDQMbb/bJVrJuk6GGePh6o07ZGjl0NjQYFrZ9q9jjhERVbalkNF5ULCwNE9Fju6ROtWm0gN95uLnBS5/3LS9unW0CSLf87JskS2j3T8nFCIyq2ZFmGm6crCwNUIrE4UMz4li2V45dzaxgNCp54oUO+jh30Yb+MyQezeWaQVTKadKuPSnVDHys+IiIiR1ba0w1G5fFeBMiShP7Na+erWPnECx3g5euZ7fOGrJLh5euJrsPaP1Z8RERU9LA4UMx0Htr+sXsOdB7aDjVahOXr2LrtauL9xaPh7KoFJECtUUFWZ/w1avJEfbz/+xuPFRsREZGj61q36mP1HFDJEkJ8vTC4Tf5WE/As5YEZWz9CQPmMJZJVGhVUD3ogBJT3xYytH8GzlEe+4yMioqJJEvmZqYbyRa/XQ6fTIS4uDp6envk6h9FgxDvhH+HUrnN5LhJ4+enQ780eeOrtHpBzeOi4fP0u1m0/jVh9Mvx83NG1XU0EBXiZtUlOSMa2P3bj+plbcHF3Rqu+TRBaKyQ/t0RERHZki9xE/7HV5zl/0z58vXZ3no/TqFTo0bAa3uzeCjpXy3MAxUTFYePP23Dj7C04uzujdb9mqNkyzKyngaIoOLDuKE7sOA0AqNW6Ohp1qZvjMwQRERU91uYmFgcKka0eGJITU/DNyB+w+bd/YTQYc2wrq2TUD6+NYVOeRfkawVDnMCmRwWDE1NnrsW77aahkCZAAITImMHy2VyOMGNSaY6mJiEoYFgdsy1afpxACv/17BHM27EV8cs4rBUkS4OGsxbfDeqFCgA88XXKeGHjN/I34euQPUIyK6Yu+0WBErdbV8PGKsXD3cst33EREVPSwOFAE2foBLCYqDid3nsWFw5fwx2d/A4BZbwJZLcMnwBtf7/0Upcv44MqJa/j7m3U4tPE4hBCo274mer3WFZXqZcwR8OWPW/DXP4dh6W/Eq4PbYMCTjR47biIiKjpYHLAtW3+eaQYD9l+8iZv34zB7/R7EJSZDeShPqyQJkiTh2xd6oXnVEETHJ+GvvSew9shZJKSkoWJAKfRvVhvtalSELEvYu/oQPnxyarbXklUy6rStgWkbxz923EREVHSwOFAEFeQD2Om95/HrR0twcMNRQABOzk7oNLgNnpvwFHwCvLHxl+2Y/vy3kGUJRkNGAUGllmE0Khg972U0798MPV+YC2MOQxU83Z2x4vuX4ZTHJZGIiKjoYnHAtgry87yrT8CcDXux8sBppBqMkAC0CCuPEZ2aonZIIC7cuYfnZy+BPjkVyoPHO5UkwSgEutatiikDu2BUs/dx/tCljMmFLfhm3xRUbVTJprETEZH9WJubitWgsalTp0KSJLzxxhumbSkpKXj11VdRqlQpuLu7o2/fvoiMjDQ77vr16+jWrRtcXV3h5+eHd955BwaDwazNtm3bUL9+fWi1WlSqVAkLFizIcv1vv/0W5cuXh7OzM5o0aYL9+/cXxG3mS/WmVTBl7ftYHr0AC6/OxrLoHzFqzkvwCfDGtTM3Mf35byEUYSoMABmrFkAAX7w0Fx/0mgbVjtPQHLgI+U4Msus+oE9IwanzdwrztoiIyMEw11vm6+mO8f3CsfOTV7D+/WHY+ckIzHmxN2qHBMKoKHjth78Rn/JfYQAAjA/+vH7nCbz5vy9w7sDFHAsDKrWMXSuKzj0TEVHhKTbFgQMHDmDevHmoXbu22fbRo0dj1apVWLJkCbZv347bt2+jT58+pv1GoxHdunVDWloadu/ejZ9//hkLFizA+PH/dZm7cuUKunXrhnbt2uHo0aN444038MILL2D9+vWmNn/88QfefPNNTJgwAYcPH0adOnXQuXNnREVFFfzN50IIAUN6xgOQu5cb/Mr5QuuiNe1f+e06yDmsVwwA57afgioqDqpb0dDuPQ+n7aeANEOWdimp6bYNnoiI6AHmesuEEEhPS4cQAs4aNcr4eJrNLbDj9BXcjtHDmM0Xf+35e/D94RBO/b4XuXUXlSQJqUlpNo6eiIiKg2IxrCAhIQH169fH7Nmz8cknn6Bu3bqYNWsW4uLi4Ovri0WLFqFfv34AgLNnz6JatWrYs2cPmjZtirVr16J79+64ffs2/P39AQBz587F2LFjcffuXTg5OWHs2LFYs2YNTp48abrmM888g9jYWKxbtw4A0KRJEzRq1AjffPMNgIwZfIODgzFy5Ei8++67Vt2HrbsaXjxyBX9MX4GdS/fBkG6EX0hp9HylC3qN7AonZydTu2E13sD1M7fydG4hAYqfDmnNzZc8XDLnRQT66R47diIiKhqKyrAC5vrsxUTF4a+Zq7D2+02Ij0mEi7szOg1ui/7vPAm/cr6mdjNX7cBvO47AoJgPD1RHJaDUouOAAKydUvjN715G12EdHjt2IiIqGkrUsIJXX30V3bp1Q3h4uNn2Q4cOIT093Wx7WFgYypUrhz179gAA9uzZg1q1apkeFgCgc+fO0Ov1OHXqlKnNo+fu3Lmz6RxpaWk4dOiQWRtZlhEeHm5qk53U1FTo9XqzH1vZv/YIRjYdh3//2gtDesaKBVHX7uH7cQsxpuPHSH0ws3HU9btIjEvK8/klAagi4yDpkwEAsiyhSd3yLAwQEVGBYK7P6u7NaLzScCz++nwV4mMSAQDJCSlYNW8DXq4/BtfPZhT+k1LTcDUqxmw4QSa3wxnDAa0qDEiAi7sz2j7Twla3QERExUiRn1lu8eLFOHz4MA4cOJBlX0REBJycnODl5WW23d/fHxEREaY2Dz8sZO7P3JdTG71ej+TkZMTExMBoNGbb5uzZsxZjnzJlCj766CPrbjQPUpJSMXnAFzAaFDza8UMoAmf2nMcvE5cg8moUdvy1N0sbawkAqshYKF6u8PJ0wVsvhed6DBERUV4x12dv1svzEBMRY7YSEQAoBgWJcUn47H9fo+6nfTB/0z6kpGcdCggA2sv3IVnxGCCrMt4Xjf1lJFzccl4KkYiISqYiXRy4ceMGRo0ahY0bN8LZufglqnHjxuHNN980/a7X6xEcHPzY5922eBeSHrzRz46iCCz9YhUUReS7MAAAkACVLKFHpzr4X58m8C3lkf9zERERZYO5PnuR1+5i/9ojsDRJgGJUcP7gJexesB4Gf3fLJ8ph8sGHNexSFwPf64PqzarmI1oiIioJinRx4NChQ4iKikL9+vVN24xGI3bs2IFvvvkG69evR1paGmJjY83eKERGRiIgIAAAEBAQkGWm4cwZjh9u8+isx5GRkfD09ISLiwtUKhVUKlW2bTLPkR2tVgutVmtxf35dOnoVao3KNJwgOw+vSpBfkgCmfDYIjTrXfexzERERZYe5PntXTly3WBh4mOZuYo7FAUOAOzQ39RZ7D8gqGb1GdsWIz4fkL1AiIioxivScAx06dMCJEydw9OhR00/Dhg0xcOBA0581Gg02b95sOubcuXO4fv06mjVrBgBo1qwZTpw4YTbT8MaNG+Hp6Ynq1aub2jx8jsw2medwcnJCgwYNzNooioLNmzeb2hQmjVad3UqDeaJ2UqF8zWBTN8JHySoZZSr6o0HH2tnuJyIisgXm+uxptNa9vxHqnB/lgp+sl/OwAiHQ89UueYiMiIhKqiLdc8DDwwM1a9Y02+bm5oZSpUqZtg8bNgxvvvkmfHx84OnpiZEjR6JZs2Zo2rQpAKBTp06oXr06nnvuOUybNg0RERH44IMP8Oqrr5oq/S+//DK++eYbjBkzBs8//zy2bNmCP//8E2vWrDFd980338TgwYPRsGFDNG7cGLNmzUJiYiKGDh1aSJ/Gf5r2aIglM1c91jm0LlrM+ncS3mo3EZePXzNb81hWyXBxd8aHS96CLBfp+hERERVzzPXZq9EiDC4ezkiOT7HYRsgSUst55XiecWOewla44O8HyxorD/K9Si3DaFQwau5wlKlouWcEERE5jiJdHLDGF198AVmW0bdvX6SmpqJz586YPXu2ab9KpcLq1asxYsQINGvWDG5ubhg8eDA+/vhjU5vQ0FCsWbMGo0ePxpdffomyZcvi+++/R+fOnU1tnn76ady9exfjx49HREQE6tati3Xr1mWZuKgw1GpVDWGNK+HC4csWhw9IsmT2hd9snyTBN7gU3HRu+OLfSVg1ez1Wzd2AqOv34KZzRfig1ug7ujv8Q3yzPZ6IiKgwOWKud3bVot/oHvh10pLshxdIEpJr+kG4aiyeQwLgr3PHq189j1qtq2P5l2tw7sBFyCoZjbrUQ783u6Nmy2oFdg9ERFS8SOKxZqyjvLDl2scxkbEY13UyLh29CpVahqIISJIEIQS6DuuAf77bZPFYSZLwyqyh6DWya76vnxiXiPULtmHbH7uRGJeE8jXKovvLnVC3XU1IkrUrKRcNQqQByn1Acock5zCpExFRCWTL3ES2/TyNRiO+HPEd1n6/GSq1CopRgaySYTQY0aRnQ6ytoEWahYkJVLKE5lVDMPuF3o91/d1/H8TaHzYj8koUvAO80PF/bdDumRZwcnbK93ntQVEUxETGQVbJ8PL1LHbPKkREj8Pa3MTiQCGy9QOY0WjEwXVHsWPpXkTfjkFsVBxunruN1OQ0aF21SE1OzfK2QVbJCKleFl/unpzvpYpuXriDt9tNwP07sRAQgHjQPdGg4IkXO2DUnJeKxXAEYYyGSPwGSFoGIBmABDi1guQ+EpJTHXuHR0RUKFgcsK2C+DwvHbuK9T9txZ0rUbh/JwYRVyKhj06AoVkI7jUNytJeliQ4qVVYOGoAqgSWztc101LS8OGTU3F40wnIKhmKUTH1SgytVQ4ztkyEZzFYxchoMGLZl/9g2ZdrcO9mNAAgpHpZPD22F8IHtWaRgIgcAosDRVBBPYAd23YK456YDMVgzDLM4OHhBSq1jDb9m+O1r4fBwzt/b8gVRcGw6m/g9qXILOsuZ3rt62FFfnIjYbwLEf0UoEQCeHjVBxUACZL3XEja1naKjoio8LA4YFsF9XnGRMbijZYfIOLqXbP8m1LLH/HNy8H40PCCOiGBeL9Pe1Qr65fv63076kes/HadaY6Ch2UMS6iLT1aNy/f5C4PRaMQnT3+BXcv3mU3knNnT8pmxvTBsykD7BUhEVEiszU3Ffs4BR5eWmo6Pn5oJQ5oh2zkGhBBo90wLNO/VCIGh/ihfMxhal/wvuXRowzHcPH8nxzZLZq5EjxGdinTvARE/PZvCAB78LkHEvgP4/QtJKl7dJomIqGT6+rUfshQGAMD5RCRcztyFb8tKGDrzf/AQMqqHBub7JQCQMXTwn+82ZVsYAADFqGDfmsO4dfEOgioF5vs6BW37H7uxc9m+LNsz34st/mwFWvVriioNKhZ2aERERRKLA8XczqV7oY+Ot9xAADv+2outi3cBADTOGnR6rg0GTXgKpcv45Pl6R7echEqjgjH90S/V/4m8ehf3bkbDr1zRnNBQKHogZTWyFgZMLQARA6RuBpzzPy8DUV7o0/XYcXcnzsefByChumcYWvq2gLua82AQObroOzHYuXyfxYmGhUFB1LbzmNlsAgxpRkACGnasg+cmPIXqzarm+XrnDlxCWkp6ru2ObTtdpIsDj67Q8CiVWsbquRvw5ncjCjkyclRpqen496+92Ll8H1ISU1C+Rjl0eykcZauUsXdoRABYHCj2zh+6nOuXdaPhv33pKelY+9MW7F1zCF/vnQLfsqXydD1rR6EU6cEqxpsADLk0UgOGi4URDRGOxZ7A1xe+hUEYMubxAHA87gSW3/obo6uMQphn3h/uiajkeHTJYUsMaQ/yvQAObz6BI1tO4OO/30XjrvXydD2rR5wW6WQPXDtz02JhAACMBgWXT1wvxIjIkUVeu4sx4R/h9qVI07Dfw5tO4K8vVuHFqYPQ/52e9g6RCEW33zdZReOkzn6JoxwoBgWxUXGY984veb5ezVbVcixEAEDpIB+ULpv3XgmFRnKxopECSK4FHgpRZEokvrrwjVlhAAAEBFKVNHx+/kvEpMXYMUIisjeNU97f5ShGBYpRYNrgr5GelnsvgIdVblABaiuuWaNlWJ7jKkzOrjkPo5QkCW6e1jwTED0eo9GI956YjMhrdwHAVOxTjAoggO/G/oady7MOgSEqbCwOFHNNutU36xlgLaNBwc6lexF3T5/n6/mVKw1Zlf1fHUkC+ozqBpVKleeYCo2qPKCqgIwVoC1RAG3HQgqIHNmmyC1QhGJWGMgkIJCmpGHb3R12iIyIiopqTSvDNR9fYoUQiLsXjz0rD+bpOE8fD3T8XxuLuV6lllG3fU2EVCub55gKU9v+zS3eA5Dxb2zrfs0KMSJyVAfXH8P1M7eyTByeSZYl/PHZisINiigbLA4UczVahCGscSWo1Hn/T2k0KLh9KTJPx6hUKkxa+S7cdK6Q5f++XGcm39b9mqHP6G55jqUwSZIEyf11WO5yIQPO3SGpyxVmWOSgDscchYLsHxaAjIfXIzFHCy8gIipytC5a9BvdI+eatgUqtQrXz9zK83EjPh+Mqo0yJuqTHsr3kiTBP8QX7/76et6DKWS9Xn8CTs4as+eVTCq1jNJBpdD+2ZZ2iIwczYG1R6BSW35xpigCZ/dfRGJcYiFGRZQViwPFnCRJ+PjvsSj3oHqf+SVdyiYRZsfF3TnP16xQOwQ/nPoCg8Y/hbJVAuHlr0NY40p47/c38N7vbxTtXgMPSC5PQPL4EBnTbsgP/v+DuLUdIek+tV9w5FCMIrf5LwCDFW2IqGR79oM+6DK0HQCYvmTk9FY8k6IocPXIe68DF3cXzNj6Ed764RVUbVQJXv6eCA4rg6GTB2D2oWkoFeid53MWtoDyfvhs43h4lPIAAKg0Kqg0GZ9dQKg/Zm6dCBd3DiuggmdIsy6Pp1vZjqigcELCEsDb3wtzDk3DnlUH8e/SvUjSJ6NUGW+smb/J8kESEFQpECHV89cl0NvfC8FVy0DtpEZsZBxiI+Nw9dRNXDh4Cc9NeKpYJFvJ7TnApRuQvALCeB2QPCE5PwFJU7THUFLJUtG9Ig7HHLHYe0CGjErulQo5KiIqalQqFd76/hV0f7kz1v+4BVE37sHL1xOHNp/AvRvRFo8TQqBF78b5uqaTVoNKdctDV9oD5/ZfRGykHgs+XIyLRy5j6KQBxWKG9epNq2DR9bnYuXQvTu85D5VahfrhtdCwS91i8TKDSoYqjSphzXc5PJcDKF22FDwfFLKI7EUSVk9JS49Lr9dDp9MhLi4Onp6eBX69GcNmY8PP2yzOcDxu4Si0H5C/7nRLZqzE/DG/mmZbzSSrZFSsWx4zt30EF7e890ogcjRn9ecw5ey0HNt8XGM8QtxCCikicjSFnZtKusL+PLf9sQuTB8zKdp8kSwgf1BpjFryWr3Of2n0O74R/BGO6MWPitAdklQxnNy2+3DUZ5WsE5+vcRI4kOTEFzwS9hOT4lGxXA5EkCS9MHcgVC6jAWJubOKygBHt99oto90wLABlj69QaFSRZglqjwqtfPp/vwkDktbv4buxvAJCl8KAYFVw8cgXLv/zn8YInchBhnlXRs0wPABm9BDJl/nlAcH8WBojIorZPt8BrXw8zy/Hyg3mI2vZvjjfmvpSv8wohMP35b2FMM5gVBoCMXJ+SmIovR8x/7PiJHIGLmzPGL3krY2jLQ/OESVLGMOBGXeuhzxtFe84ucgzsOVCI7PV25tqZm9j+x27E309AYAV/dBjUCrrS+b/+gvGL8fuU5VkeFh5WKsgHi2/My/c1iBzN0dhjWB+xEefjL0CChGqeYegS0Ak1dNXtHRqVcOw5YFv2+jz10fHY9NsO3LkcCXcvN7R9ujlCquf/rf7JnWcwuvX4XNv9eGYWgqsG5fs6RI7k6qkbWPrFauxYsgdpKWkIDgtCz1e7oMvz7XOcsJDocVmbmzjngAMIqVYW/5vY32bnu3n+drZdoh4Wfes+0lLT4aTV2Oy6RCVZXa86qOtVx95hEFEx5VnKA31G2e7N441zt61qd/P8HRYHiKxUvkYw3vp+BN76foS9QyHKFocVUJ65uLtAlnP+q6PWqKDWsAJKRERUHFm7woGrZ9GfgJiIiKzDngOUZ236N8e6H7dY3K9Sy2j9VLNcCwiWCMMliORlgDESkH0gufSCpGHXaiIiosLSsEtdODlrkJaSbrGNztcTNZpXzdf59dHx2PDzNlw6dhUaJw2a9miAJt3qcwUBIiI7YnGA8qx+eC1UbVQJFw5fzjLvgCRLkGQ5X7OtCqFA6CcDyb8CUAEQACSIpAUQzt0h6aZCkpxscg9ERERkmZunK/q/0xO/TfrLYpvnxj8FtSbvj5Lb/9yNzwZ/A0O6AZIkQZIkrP1hM8pVC8KUdR/AL7j044RORET5xGEFlGeyLOPTf95DzRZhAP5bCQEA3HVu+GTVu6hYp3zeT5w470FhAACMAJQH/x9AyhoI/WePGzoRERFZ6bkJT6Hfmz0gSRJk1X+rHqnUMoZMegZPvtI5z+c8veccJj87C+lp6RCKgGJUYDRk5PqbF+5gbKdJpt+JiKhwcbWCQlQYMxgnxiXi8vHrkGQJleuHQuuiLZDrZDp34CL2rDyItJQ0VKoXipZ9m+ZrEkIhUiCimgMiIYdWakh+OyHJPvkPmIiIzHC1AtsqjM/TYFRw4UokUlINCAnygY+XW4FcJ1PUjXvY+vsuxETGwi+4NNo92xLefrp8nWtC72nYu/pQjiseTVj6Nlr2bpLfcImI6BFcrcDBJCckY8YHv2L12TMwqABNVDJ8Lyej98ud8b+J/fPV7c8aVRtVQtVGlaxuL4TA3iNXsGzdUZy/HAknjRrtmlXB053T4J1jYQAADEDqLsClx+MFTUREVAwJIfD7X3vw25f/ICk6HkKrgQguhTZtamDU8+1R2se9QK7rF1waT4/J23DBq6du4O9v1mL/2iMwGhTUbBWGJ1/pnGthQFbL2L3yAIsDRER2wOJACRCfmIwnPvwCt0KdgPJBgCIAtYx7SQZEL96O62dvYfySt7KdIDDy2l1EXI2CZykPlK8RDEmSCixOIQS++H4zlq07CpUswahkdFpZvOogbl2/gUkvWHOSlAKLj4iIqCgb+/xsHP51O6AIqCUJEAI4cQ27Lkbg5Lnb+HHGc/DWZe1FkBCbiKsnr0NWq1CpXmiBLzO8fckeTBk4CwBgNGQUAnYu3Yvtf+zO9VihCKQlpxVkeEREZAGLAyXAsJ8W4VaIEyBJgARAzviCr7ioEDGkMjbNPoNuG46hUZd6pmOunLiGOaMX4MiWk6Zt5aoFoffrTyCociB0pT0RWqucTYsF67efxrJ1RwHAVBgAAEURuHDdC0Jk3EKO1FVsFg8REVFx8efX/+DIz9tgSpOZo0IFIJ+7jVhZwm/L9mPk0HamYxJiEzH/nV+w6bcdSE81AAA8fNzRbXhH1OtQE1pnLSo3qGDTYkHktbuYMuhLGI1KxrzCD2QWCXIjAQitGWKzeIiIyHosDhRzl+5H46ASayoImHnwViGma1n88/1mU3HgysnrGNXiA6Q+Upm/fuYWvhzxnen34LAyePGz59CsR0ObxLp41UFIkoTsprm4He2O/afLolH125Cl7B4gVIC6MqCpbZNYiIiIiguj0YjfPlryYA2frCQAqnO3sXLtEbzyvzZQqWQkJ6bg7XYTcOXkDbNu/PH3E7B4ynIsnrIcAODh7YZ+bz2JZ97tle8liB+2et5GCEWYFQbMYpWljP0WSLKELsPaP3YcRESUd1ytoJj75+L5jGEElsgSkit64urtu6ZNc99cgNTkNChGBYpGQkINLwiVBPHIE8fNc3cwvtdn2PbHrseOMy3dgItX72ZbGMj0+R+tkZjijoxlDB+mAiRXSLoZBTrsgYiIqCg6f/Ayku8nZFsYyCQpAmlXo5CUklH4XzNvIy6fuJ7j+H4AiI9JxE8f/o5ZL8+3SawndpzO8ZpCEVCpVVnyuaySAQl4Y97LKBXobZNYiIgob1gcKOb0qamQrFhvwtXfA0DGjMOHN52AYlRgcNfg5lu1oEo2AorIcp7ML/Jfvfo90tPSHytOKcdHmgyRMR74ceNbgOsgQHJ9sFULuPSFVGo5JA2HFBARkeNJiE3MtY0AoDIqcHkwRMD0Bt8aAlj7/WacO3jpMaLMIGXXk/ERrp7OeGn6c/ALKZ1xjATUa18T0zdNQJeHhkUQEVHh4rCCYi5E5wWRWyJOV/BEnxYAgKjr90ybIwdXgpAkuFyOt3ysyOiCuG/N4ceaOVijUaF65UCcvRQBxcLDiqIIVK1UC7LnAAiPcYBIAiQXSNKjPQmIiIgcR5mK/rm2kQDUaVIZanVGzoy6cS/nAx6hUquw7ofNqNqwYn5CNKkfXhund5+zmOtVahUadKqLfm/2QN/R3ZGSmAK1kxoap4KdJJGIiHLHngPF3JNVq0GrVv03MdGjjAJlLiejY/+WAADPUhk9CFIDXZFSWQe1PvcZgWVZQtS1e0jUJ2Hjr9uxZOYqbPtjF1KTU5GUno6oxASkGgy5nufZno0sPizIsgQvTxd0aFEVACBJMiTZPcfCgNFoxJEtJ7B54b84uvUkjEZjrjEQEREVN0GVAlGrdTWLs/YKAMLFCSPH9jJt8/DKumpBTowGIyKv3YXRaMS+fw7jr89XYc38jYi+EwNDugHRd2KQnJCc63meeDEcaq3G4jBAo9GIPqO6AQAkSYKLu0uuhYErJ65hy6J/sfvvA0iKzz0GIiLKH/YcKOY8tVp81LYD3t28IWPugYd7ERgFXNKABe++ZJqJOLhqGYTWKoejPmmAIqC45V6pVxSBM/su4Mf3FyE1OQ2ySkayvzP0W9chvroXBABntRp9qtXA642bws8t+3WW2zargqFPNcNPS/ZApZJgNGYUCiRJgpuLE2Z+2A9aK2dM3r5kD+aM/gnRt2P++ywCdPB5sSGkhgEoq9Ph6Rq1ULVUaavOR0REVJSN/OYFjGrxPpITU83mGhJSxtC9Ed+8gAohvqbtHf/XBn/OWGn90AJkFAgGlX8F927dh6ySM+YOGDEfKrUKxnQjIAGNutTDoA/7oXrT7If6lQr0xsRl72Bi72kwpBtN8w+o1DIUo8Abc19CtSaVrYrn6qkbmPH8bJw7cNG0zclZgwp1ysPLzxMe3u5o+3QLNOxcxyaTKRIROTpJ5DRDHNmUXq+HTqdDXFwcPD09bXruTZcv4vO9u3H2XsbEgyoA7QND8HHXLvB3N/+yvn/tEbw6/UdEPxkCSEDwlGPQRKVYMStAhuRQD9x5pVrGcAbVf0epJAmlXFyx9OlnEeRh+f5OX7iD5euO4tzlSGid1GjbrAq6ta8JL09Xi8c8bPuSPfjk6c+zbM/8ixz5fBWk1CkFoxB4vm4DvN+qDScyJCKyoCBzkyMqyM/z2pmb+GHcQuxddcg0L1BogwoY+fkQ1GpVzaztvdv38WLN0UiITbL6/LIsZfRCyKGgIKtkSBLw0fIxaNKtgcV2UTfuYc28jdi/7giM6UbUbl0dPUZ0Qkj1YKtiuXM5EiMajkFyfIrFCQ5VahlGg4JqTStj8pr34OGd/csJIiJHZ21uYnGgEBX0A5gQAjf1eiSkpyHIwwOeWmeLbX9atAGT7p0AALiejEHA9+cAZL9Ektk1JODa+How6pyyXT5RJUnoEFoRc7v3zPd95MRoNOLZciNw/05MtvsFAIO3E65/WM8U34et22Fo3foFEg8RUXHH4oBtFcbnGXs3DtG3Y6Ar7YHSQaUstrt0/Bpeqf+OxSF9+SVJEty8XPHHrflwcnay6bkzzXj+W2z8bQcUQ86rLQAZBYv64bUwZe0HBRILEVFxZ21uYh+sEkSSJATrdKhW2jfHwgAADBnQEdV9SgNGgaSa3ogcXBmKa8Yok8wlDbOb6DC5qg5Gb222hQEAMAqBTVcuISox4fFuxoJj205bLAwAGcUNTUwanK/8N8ni3IP7YVByf7ggIiIqDrx8dahYp3yOhQEAqFg7BM+M623z6wshkBCTiJ3L9tn83ACQnpaOzYt2WlUYAADFqODg+mO4cvJ6gcRDROQoWBxwUJIkYU6PXnAzSoAikFjXB1c/ro+IIZUR3TME9zuWgcjmb0eav4vZWMfsKELgSozlL/CPIyYi1qp2qrj/Jlq8m5RoGm5BRETkSAZ92A9VGj3eCgTZUWtUuHrqhs3PCwCJcUkwpOU+0fHDZJWMfWsOF0g8RESOghMSlkDHtp/CsllrcGzbKUAC6rarib5vdM8yHjFYp8PmF19Cz4ETcb+2F4xuGhh0TnA9HQuPQ/cgGbMWAeQ0JfexBwBcNAWzJJFPoJdV7Yw6826OaVzJgIiISpBbEbFYsuYwtuw+i+SUdJQvWwp9utRFx9bVoVb9V93XOGnw1a7JeKnO27h+5qbNrq8oAs5uOfdSzC83nSs0WjXSU60vEEiShPTU9AKJh4jIUbDnQAnz1+er8Ha7idi35hAS45KQGJuEvasO4s0247HsyzVZ2vvpPDDr1UEoN/U4Qj88hLJfnoLn/rtmhQFXT5f//nwq5r+Z/ywIcHdHDV8/m93Tw2q3qY7SQT4W9wsA6d5OSAn1MG3TyDIq+Vg+hoiIqDg5cfYWBr/5M5avO4L7sUlITknH2UuRmPzNOrw//W8YDOYFcZVahWmbxmdM2JdNgV+WJfgEekHKw1OhYlTQsk+Tx7yT7GmcNGj/bCuo1NYHZDQYUbl+hQKJh4jIUbA4UIKcO3AR897+BQBgfGicXuaf54xegAuHL2c5rknXevhoxRiUKuNttt3V0wV93uhmtk2tT4fH3qgchxa83rgZVAW0pJBKpcIrs4Zm+3CTGdG9PuVNcyKoJAm9w6rnOgcDERFRcZCWbsC4z1YgLc0A48NLGj6YX3r3wUv4Y/WhLMeVCvTG1/s+RVijSmbbZZWM1k81g5efDsLK6XlklYwWvRujXFhQ/m8kFwM/6AsXDxfIqtyfJ2SVjNJlS6FR17oFFg8RkSPgsIIS5O9v12WsRWzIvgu9Sq3C39+uw9s/vJJlX/MnG6FJt/o4vOkEoq7dhWdpT4TWCsYrDcYiNTnNrK3v0qsQTjISGvpChgRZlqA8eCgZ3bQ5nq5Ry6p409IN2Lb3Ag4cvQqjoqBapUB0aVsdHrl0U2zVtynG//kW5ry5AHdvRJu2G7y1uNcnBEm1MnoJyJKECt4+GNeyjVXxEBERFXXb9pxHrD7Z4n4hgCWrD2PAk40gPzJ5cFClQHy9dwouHr2C8wcvQ+OkRr3wWpjYe3rO8wdIGc8QEBlv6Bt1qYuxv4y0Kl4hBE7uPIuti3chPiYBgaF+6PJ8e5SpGJDjcYGh/pi18xN8/sIcnN5z3mI7lVqGRqvB+CVvQaVSWRUTERFlj0sZFqKCXt5oUIVXEHk154n3gioHYMG5r6063/fv/oYlM1dZXF84LdAVVca2g1/NIAR5eKJvtRrwd8+6xnBqmgHb913AxatR0Dqp0apRJWg0Krw56S/cjU6AKnNdZSGgdVJj0ttPopkVXQMVRcGJf8/g/p1YGDw12KGNw4rzZ5CYng5/N3cMrFUHg+vUg4dWa9X9EhE5Ii5laFsF/Xl+8f1mLF93FEpSKtRXIqG6fR8wKhBebjBU8IfiqwMArPjuZZT2yZqTH3V48wmM7fixxf2SLKFs5UDUblMDbjpXtOnfDFUaZJ3gUAiB4ztO4/DG41CMCqo1q4Labarjk/6f49DG41CpVRCKAkgSFKOCge/3xeCPn4Yk5T6R0dVTN3Dt1A1IEnD19C2s/3ELom7cg4u7M9oPaIl+bz+JspUDcz0PEZGjsjY3sedACSGEQGxkXK7tVGrrq+rb/txtsTAAAE53kuC25CImvz7EYpv9R69iwherEZ+QArVKhhACP/25B2q1bFp3+eFukalpGd0lf5z+P1QoVzrH+GRZRp02NUy/dwQwqUNHKEJAtuJhg4iIqLi5cDUKuKeH866zgKJAepBCRXIatLdjkF4pEIaawVCprMuDu5bvy7HXoVAEbp6/jblHpsPJ2SnbNlHX72J8z89w6di1jOcMCTCmG+Hk4mSaJPC/82cEvHDyUpQuWwrdh3fMNcbyNYJRvkYwAKA1gP9NeAqKokAuoCGMRESOisWBEuLYtlNZuv9np3br6tluv3b6BvasOoS05DRUrFseTbs3QEpiaq7nS05Isbjv/OVIjPl0GYxKRoHB8FChwWBh7WIhAKEAS9YcxtgRnXK9fnZYGCAiopIoKTkNZ87egtOec4BRMZt+J7NIoLl4B6Ur+cPL0zXL8bF347BjyV7ERMaidJAP2vRvjpSkVOQ207AQQFpKerbFgZSkVLzd/iNEXc/oufhwkSEtl+eSRZ8uxRMvdsjXl3wWBoiIbI/FgRJiy6KdVrVTadSIun4Xf32+Ght/3Y7EuCRotBqkJadBkiXIsgyjwQifAC/4BZdG/P0Ei70HVGoZFeuUt3itX5fvhxACeR24YlQUbN97Pt/FAVvRp+uxJWob9kbvQ5IxCYHOgWjv1w6NfBpAzsuUzkRERDaw5/BlKJejoEo3WlxVWABQnb+D1DQDlq8/iuXrjiIiSg+1BIhLkVBduAN1WjqMBiO+HfUjGnSsY+rJZ4m3v85s5aKHbVu8C3cuR+brfu7eiMbVkzdQoXZIvo63hfS0dGxeuBP/fLcJEVej4FXaEx0Ht8UTL7SHm87NbnEREdkDiwMlhP5+vFXtTu48g42/bUdyfArEgy/9mZV9oQgYlYyKf2xUHPTR8TkOKzAaFHR/Ofsv8Aajgh17z5sNGciLdAvdGwvLzaRbmHJ2GhINiRAP3qjo0+NxNv4c6kfXw2uVR0AlceIjIiIqPPEJKZCj9Rkr9lhIrxKA6Gt3MeK9Rbh49a6pWZoAEOKL9OBS0P57BnJsItJTDdi7+hBklWSx74AkS+gxorPFN/Vb/9gFSZYg8pnv01Jy7/VYUJITUzCuyyc4teuc6R5iImLx3dhf8fe3a/HFjknwLVvKbvERERU2vv4sIQJD/a1qd+n0DSTqk0yFAUsURUARAgHlfQHAbMIg6cHsx/3f6YnqTatke/yjSyzlhSxLqBTim69jbUERCmZd+BpJhiRTYQCA6c9HYo/inzvr7BUeERE5qEA/nVXt0quXxYUrUVm/8MsSIMtIbVLZbJ/zg1WCHl02UJYlVG1YEU+9/aTFayXEJOa7MKB2UiPIjhMJfjfmV5zZewEAzO5BKAL3bkZj8oBZdoqMiMg+WBwoIbo83y7XNgIA0oyQrFzHWDEouHfrPl798nkEVvAzbQ+pXhZjfn4NL0wdaPFYF2cNvHVZxztadV1FoO8T9fN1rC2ciDuJu6l3ocDCvAgQ2BCxEUZh394NRETkWBrWDoFbiG+OUwQIlQxjeT/A0vw7sgS4aqEEeJk2JemTMXzG/8zmJdKV9sCz7/fF9C0T4exqedWfkOpl8zTZsSkMlYwOz7aEh3fuKyoUhMS4RKz7cavFHpJGg4JTu87i0rGrhRsYEZEdcVhBCRFSPRhBlQNx68KdbPcLAELO+IOUhwK/Id2Iri+0R8/XuiD+fgIkWYK7l5vFpYfuJiZi7cXzuJ+cjCr1A3Fg++UcxzLKsmTaL0kZkx51al0N7ZtXtT5IG7sQfxEqqGCE5S//ekM87qbeQ4CzdT02iIiIHpdKJaNX9wb4Y+dZCCDbeQeEmxbI7cu6okDxcoMqIta0qUzFAEzfPAFJ8clIS0mDh487VKrsz5OWkoady/bh5vk7cPN0tbjSQaZHhx3IKhmBFfzx0vT/5RxnAbp49KppJQVLJEnCyZ1nc5xfiYioJGFxoISIu6dH5NUoJFXyhOtFPYQMUw8BIQOQJMQ39oXn3qg8nVfn6wknZydIkgTPUh4W2ylCYPruf/H94YNQhIBKlmFMM8LXFdAkwmxSwswiQPcONXErIg5HTt0AAIQElUL/7g3QvUMtyLIdVxyQYDacIIdmREREhero0n0AcshBVnXxl7K0C6yYUex29XCBq0f2kw8CwM7l+zBj2GwkxiZBpVHlODeRJEuo0bwqAiv4Y+viXTCkGeBZygPdXgrHU28/abdeAwAsvuQwJ6xsR0RUMrA4UEIcWHcUhnQjkqt5IbpHMHR7ouB8KR6QJSRV90JcS39IBgHdnrwVB1r3a2ZVYvxi7y7MO3TA9LtBUQC1hLt1BDyuAt53VUhPy3izEBpcGoP7NUWNKmWw98gVNG9QARXKlUbjuuWLRBKu7lkNq26vybGNt8Ybvlr7zYtARESOJyYyFucOXMyxjZSQAiSlAi5OOQ4tUEXGmn4NrOCH0Jrlcr3+kS0n8PFTMyEeVPyN6Q/1GJAy5i5IebDEsa60B3q+2hU9R3bBwXVHUaFWCHR+OrTu1wRaF8vDFApL5fqhcHbT5rhssxBA3fY1CzEqIiL7YnGghMhMburYVKQFB+JuSPZv+RNreMP1VIzVb703/7YDz7zbC37BpS22iUtJwfyHCgMPE2oJ+kqARx03LOzSF1onDXQezpgxbxMmfrEaQmRU74UQCC7jjYmju6NqBft21a/mEYYglzK4kxxhcd6BroGduZwhEREVqpQky19kM0kANOdvI71uaPYNFAH5nh5yXJJp053LUdi98gCaP9kox3MvGP9HxkIJ2XVOEEBKQgpmbJmAUkGl4B9SGqvmbMDAkBFISUyFrJKhGBV8+/oPGPHFEHQekvtcSQXJxd0FPV7uhL++WJ3thIqySka9DrVQLizIDtEREdkHv92UEKG1Mir+7oejc+xSGDWwAozu1teEkhKSsWT6yhzbbLpyCelKzrMc3kqMR7zGAP/SHhj/+Wps/PeM6eEi8w3ErYhYjBz/B27eibE6voIgSRJGV3kdXk5eZtvlB/9zaVW6BTr6d7BDZERE5MhKlfGBq6flLv+ZVFeioD5/O+OXzPycOb9PXCKcsul9MO+tn035ODvRd2Jweve5nOcRUsk4s/cCylYOxJr5mzBn9ALTy4vM4QeJcUmY8fxsbPl9Z673UdCGfDIAjbrUBfDfSg2ZKzKVCwvCu7+OtFdoRER2weJACVG9WRWUqxYEdbIRPmtuZN9IEVBcNYjuHWL9iQWwfsHWHB8Y9KmpkK0YDqBPTcWJc7ex59BlKNmcT1EEUlPTsXBF9r0QCpOv1hef1voYz4UMRGX3SghyKYMG3vUxpupbGBY6lL0GiIio0DlpNXjihfBc5+WRAGhO3YB283GorkRBjoiB6lY0nPacg3bbKUhphizH3L4UibP7LQ9ZSIhNzDU+WZaQEJuI1ORULPhwcY5tv3/3NxiN9l31x0mrwcd/j8VHK8agUdd6KFe9LGq3ro63f3wF3x6YCi9f65aOJCIqKTisoISQJAnv/vo6Rrb6AF7b70BONSKmS1kYPZ3+a2RUAEUCjIBRK0NOVawaXpCckIL01HQ4OTtluz9E55Xtl/1HBXvq8Mfa/VCpZBgtLR2kCKzfcRpjXu5o9/kHXFQuCPdvj3D/9naNg4iIKNOg8f2w6+/9uHMpMte2sj4ZTsevWX3umIfmIXhU6SAfqDUqGNItf6E3GIwoUzEAB9cfQ+JDwxayc/dGNM7svYCaLcKsjq8gqFQqNH+yUa5DKoiIHAFff5YgletXQN8/XkJC/dLw3HsXIRMPI3D2aXj+GwFZnwanqBSEfHwE/osuQZWW8zCAh7l5uUKj1Vjc3zqkPHxd3SwWGlSShGZlgxGs00Efn5Jjl0QASEszIC2btxpERESOzs3TFZ+sHlcg5/YtWyrH67Z9pgVkteVHR62zE9o83Rz66Hirrqe/Z107IiIqHOw5UEIYFAVzD+7HD/9n76zjqzi6P/zM7pW4C05wd4eWAsWqVN/Kr+7ufevu3rfurtQoUqRFi7u7E+LE5dru/P64ySUhuTc3ECTtPO+HN2R3dubsbcjMnDnne/ZvoOCytmRd3BrNYWCG6qBraMVumry7Ca2sfNMtgyvFJzTB6deeGvAU36JpvDhyNNdPmoCAKlEEuhCEWq08eYo3R79RYhSaACOAfyAqIgSbTf1oKhQKhUJxKPN/W1JryP7h0LJzM9r28iNiWM41z13Kyj/XUpBTiOE5eMhQISx8+7vXER4VRnLL4Kr5JKeoqj8KhUJxIqF2YA2YksJSkJLQyFDunTGVyVs349tzWzTMiIPe/ahFWWhlHkQw5Y8rEdcohgvvO7vWdsNTWvPtuRfyyqL5rEz3iiCJ8usPDDmZNnHe04gzRnTlu9/9awpomuDsUd2Pe0pBQ2JH8U6mZcxgTf5aDGnQKjyFUckj6R/XV32OCoVC0cBxOt04XR4iwkOY8eUcXrv2vXr/3a7pGrf875pa+01sFs/bS17gkwe+Yd7Pi3wOglbdWnDl0xf5QvN7DO9CQrN4DuzPrVGzSGiCVl1b0Lp7HTSQ/uXk7D/Ar29O4c+v51KcV0Ji8wTOuGEUZ98ymtCI2kUqFQqFIhiEDKQ0p6hXCgsLiY6OpqCggKioqMPqQ0rJn1/N5afXJrJ7vVd4MLFdMhv6hlPUP9FvTeOmr64lJDVw/t+hJDSN438LniWpRSI79+YwYfpq1mzaj64LBvZqzbjR3UlOqP4e+4sKySsro1FEJAlhYdXuv/PlHH6YuLzadV0TJCdG8fS9ZzFtzgZmLdyC0+mhdYsEzj+9NyMGd6hVhOnfxoKcRXy881MEwld2UUNgIhmeeApXplyuHAQKhSIg9TE3KQ5SX5/n+i1pfPnLYhav3ImU3qg655rdiI37EJ7gUwNrQ9M1Xpj6CL1Hdqcgp5Cpn8xk/oSlOEudtO/ThrNuHk3H/u2qPVeYW0TWnhzCokJp3Dq52lyz5I+VPHb2iwBVSgVqmkCz6Dwz8QF2rtnDH5/OJC89n9hGMZx27amceeNIwqPD6+39/gns2biPe055guL8El/VB/A6WVK6NOf1uU8TEaM+M4VC4Z9g5yblHDiGHOmCQUrJ+3d/wW9v/YHQxMHJVgASCk5KJuf8FBACrdhN1OIswjYXgCkJzXRAibtO4z076UEGnNGHiX+u5ZUPZ6AJgVE+pqYJLBadlx48h349Uur8HuMnr+DrX5eQX1gGeB0Dpwxsz8iTOvLUm1PweIwqY5mmZMTgDjxx1xnoupLKAMh15XLv6gd8ToGauKXNjQyI738MrVIoFA0N5RyoX+rj8/x76XYeeeV3gKo6PVIiCkqx/70J4TGQmsBoEofRLB5ps2DdvB9rbhFmkM4DoQnOvmUMt711LdtW7uS/o56mpKDUt77QLRqGx+Tyxy/kiif/U+f3WPnXWj687yt2VhJF7DSwHf/36Pm8f/eXpO3IqOI4EJqgcetk3pj3NHGNYus83j8RKSXXd7+XfZv3V3EMVKDpGqOvHMa9n9x8HKxTKBQNBeUcOAE50gXD6tnruf/UpwK2Sbu5I1LXaPzRZoTb9GkLSILTGADQLBopnZvz3oqX2Lwji+se/5bSxlCWBKYO1hIIT4eQXLBbLYx/73riY+vusfZ4DLbszMLl9pDSLI7QEBvnXP8BpaUuv9UP7r52BOef3rvOY/0T+TV1ApPSpvh1DmgIWke05rHOD/uuGYbJopW7mL9sOw6nmzYtEzljRFfi1ImDQvGvRTkH6pcj/TxLy1yMu+59yhx+HPqmxLI9Hcv2DJwndURGhYGUIAT6riysq3cFNd9rmsBqt/LR2teIbxLLpS1vpuhAsd/SxY//fB8nnzegzu8jpWTvplTyMgtIaBpHs/ZNeHzcSyz5Y2XNm12LRt/RPXnuKIkuNjTWz9/E3UMfD9jGYrMwPv1jImMjfNe2r97Fn1/OJTczn/hGMYy+arhK41Ao/sUEOzcpzYEGxMT3pvu8+DUhNYiek07ojiKE26yiLxDcQkHDNE1ad2vJc1MeQtd1Ppi8gKx+AmmRvpQFp03ijBeEZkjithpM+mstV104qM7vY7HodGnf2Pf95JnrKC5x+m0vgB8nr+C803qpUHlgR8nOgFEDJpLdJQdPa3Jyi7nnmZ/ZuTcHXdeQUjJrwRY++WEBD9w0mtNHdD0WZisUCoUiADMXbPbvGADQBJ5WSRjxkciKXPPyOdFoHo91/R6kx3+p4grxwPCYcJ767b80adOISe9PD1g5QGiCn16beFjOASEELTs3p2Xn5gBk7slm0eTl4OdoyvSYLJ26kvSdmTRunVzn8f5pbFm2o2q0aA14XB52r99Ht5M7YXgMXrvuff78ai66RUOaEqEJfnlzCmOvGc5dH96IruvH8A0UCkVDQjkHGhA7Vu/26xgAECaE7C6u5hgIhBDeA4cWHZvSa2Q3Bo/rT68RXRFC4DFNppt7kFZZVcugPO+/LBmKiiRL1+wO6BzIOlDEnEVbKSpx0CQ5huGD2hNSQ2nEDVvT0XUNo4aTBPCuI9IyCygqdhAVqcR3rMKKQCD9rbAAXXgXAKYpufeZn9mTegCg6mdsSJ5/dxrJiVH06dbiqNqsUCgUisDs3JuDRdfw+JkLAbBakPGR1a9bdFx922JbstUbMVj5kEATRMSEM+jsvnQf2plhFw3GHmoH4KfXJga0SZqSTYu24na5sdpqLm1cVuJg/i9LSN+ZSURsOEMvGEhC0+qlEbcs2+7XMXBwQNi8dLtyDuCNCqj186poB3z28Hf89fU8gINrxnLHwvTPZxOTFMO1z196VGxVKBQNH+UcaECEhNtrbSM8ZlCTSAXNOzblrJvH0HlQe+xhdpp3aOI7lZ+0ZTMeGwSKOyhpBmZhzQsYj2Hy9uez+W3aaiTeEEbDMHn947+474ZRjDmlc5X2epBigx9+O58u7Rtz6pAO2GtwMvxb6B7TjVX5q/3e19DoEdMdgCWrd7Fjb47/tprgm1+XKOeAQqFQHGdC7NbgpnFT+pz1VS43jsV1cmcsW9PQM/IBiIwN5/QbRzHw/4ZiD7PTokmsb/7MzcwnfWdWULb5S0T965t5vHXLx5QVO9CtOqZh8sG9X3L2LWO4+fWr0C0HT6q1IHWD/vxyDll7cxh5+VDiG/979Qf6jO7hN9Wjgsi4CNr2SqGkoITf3pnqt72U8Ntbf3DJQ+cSpg5ZFApFDShltwbE0AsGIQJsoCUgrXrQ2gI3v3EVXYZ05KP7v+LWfg9yXZe7uar9HUz/YjY7cg/w6Ow/AzsahMAIFbTt2KjG2+98MZtfp67ClBIppe+0uszh5pm3/mD+sh1V2vfr0dJv1EBlpsxax/PvTmPcdR+wbM3uIN/2n8eg+AFEWiLQ/PwzlkjGNhoNwIJlOwIKOZqmZNnaPTiddROtVCgUCkX9cnL/toHnQinB4SLQBG3GR+Ia1AHnuH4Mef4SzvvkZn7PKOCmx3/k6vu+4qxr3+e9r+dSmF/Cg2OeDcqupBYJ2GpwyC+atJyXrnibsmIHAIbbQJoSaUomvjuND+79skr7bid3wmKtPax95cy1fPbwd1za4ia+ffaXWjfI/1SatWvM4HH9/DtVBFx479lYbVZWzVqPO1BKCuAsdbJmzoajYKlCofgnoJwDDYjTbxhJeHRYjRNExZSpl3oC7uelKBcnFPDpw98x/fPZuJ0e3/30nZm8es17XHv9qzg8nqDECsae0oU9+fk8NXcW/T5+jy7vvcUZ33zF1ytX+82IFwI+/u7vKpP9kH5taZwUVWsEQUWoZUmZk/uf/5Xtu7NrN/IfSKgeyv0d7iXc4i0XKcr/Y2nl/7u+9TW0iWgNgNPl8X/kUwl3PZbHUigUCkXd6dS2Eb27Nq+5dG+58CAhNtBqWcJJialpzFy+kw+++Zu8goPljEvLXHz/+3KuuPFDdm3YF5Rdfcf0pKSwlPGv/M6V7W/nzIjLuKzVLbx+/fuBTGDie9M5kJ7nuxadEMXoq4bVWprY8JiYpolpmHzx+A9Men9GUHb+E/nvF7fScYC3nGTFGlC3eL+OvWYEFz0wDgBXmSuo/ly1OBAUCsW/F+UcaEDEJkXzyl9PEB5TvhnUBEKvPrkGmm6FhPxTGiGldxKpSSkYwPLbdvQDjsAGSUi0h1Gquzntuy/5Zu1qDpSVUeZxszk3m7wOkNvF65Co9qiEHXtzSE3PPzimrvHaYxf4lPNr0xyU0psH+f3vywI3/AfTMrwFr/R4kStTLqdHTHe6RnXhzCan82qPlxiSMNjXrm1Kot8KEBUkxkUQHmY72iYrFAqFIgBCCJ69fxwd2ySXf++95nPwBnOCLiX6nmzwGH6bSynJcRt4mlXXBaiJ0687ldsHPMQnD31L2vYMnKVOMvdkk59VWIspkvm/Lqly7ZY3r6ZnuQhusGkG3zzzE4bHCKrtP43w6HBen/sUz0x8kKEXDqLXqd0Yc9Vw3lr0PPd+fDNauaOodZClpVt3VymECoWiZpTmQAMiP7uA9+/+gqIDxeULBe/mWIbo4DQCihBK4XUM5I5pSt7YZsTMywgsWqhB5NJs8k5r7r+NgFsGDODmKRNxGUaVzWfF35zxUNwMIv0cTBSXVnVAtGgSx7dvXcOMvzcxd/FWtu7KoqCwzK8JhimZtWgLj95x2r+2gkGoHsqIpGGMSBrmt81pw7rwwbd/43EbNUaWCCFUFQiFQqE4ATAMky9+WsSmbRm+a1JKhGkiNS2w57x8HtZyirCs2Y0RHwm15JZ7WiVh2RMgAk/AoLP68uPLE9i/PSOgan5NaJpGcX5JlWv2UDvPT32E5dNWM/3LOWxftYv0HZkB+8nLLGDTkm10HdKxTuP/U9B1nYFn9mHgmX38tknp0pzOg9qzeen2Gg9/dItG58EdaN6h6dE0VaFQNGBU5EADweP28ODoZ1i/YDPgXShUhOQLRy2OAcAVbyftpo7kndYcUeqpvZqBBGuO/7KCAOd17EyE1UaewxHwVLqkac2ZkZoQNEqsWmfzQF4JP/+xkiWrdhEZHkJyQu01ot1uA7OOi5V/G1GRoTx6u9eBcmjahhDQs3MzLjrL/4JDoVAoFMeG97+Zx/jJK3zzpi9gQNdrdwwYJtbVu7At2IwwJaK2KAMhkOEhAZskNU/gmmcvYf5vS/1GGwbC8Bg0aVNVm8hZ5mTmN3/z1zfzMD0GKZ0DHERUoqzI/2GBwsv9n99KZGx4tYgMTdeIjIvkvk9vOU6WKRSKhsAJ7Rx44YUX6NevH5GRkSQlJXHOOeewZcuWKm0cDge33nor8fHxREREcP7555OZWdX7vHfvXs444wzCwsJISkri/vvvx+PxVGkzZ84cevfujd1up23btnzxxRfV7Hn33XdJSUkhJCSEAQMGsHTp0np/Z38smricHWv2HNbEDGAtcONq7E1HkFatxlD/KgiBGepfMCgpPJz7ew3m9V/n+Erk+O3HLjAPiVbXNcGQvm2IjQ73XZu5YDPn3/ghn3y/gL+XbmfOoq1s3Rn4JEEATZKjA4rtKbycOqQj7z57MQN7t0YrX2AmJ0Ry8+Wn8Npj52OzqkAihUJxfFDzvZe8ghJ+mrLy8B4WAnQNUepCSIkAhMNda4qecHsC3n928oO8c8dndY4YqCA8Jowh5/Tzfb9nUypXtrudV65+l3k/LWbB78tYPHlFUH0176hOvGujWfsmvLfiZc66abSvylVoRAhn3zKG91e8VM1Ro1AoFJU5oXdUc+fO5dZbb2Xx4sX8+eefuN1uRo8eTUnJwfC0u+++m0mTJvHTTz8xd+5c0tLSOO+883z3DcPgjDPOwOVysXDhQr788ku++OILHn/8cV+bXbt2ccYZZzB8+HBWr17NXXfdxXXXXcf06dN9bX788UfuuecennjiCVauXEmPHj0YM2YMWVnBlf85Umb/sCDovLxDEYBwm8ROT/Ve0DXih6T4xGxqfMaUlPRO8NvfzX36c99zv1JUHDi6wEelNYWuCcLD7Nx21TDftU3b03nqjSl4DNMXhVBbjnyFMeeN7RWcDQq6dWzKSw+dy6wf72bmd3fy8wc3cOm4fsoxoFAojitqvvfy99IdQVXtCYSrZ4q3ehEQ43TVIlEgsaQeqPGOpmsMOKM30z+fc1jq9kITCCG4+8ObsIV4TwgcpU4eGPU0eZkFAJimt/xybZUINF2j98huNEpJqrMd/0aSmidw29vX8nvBV0ws+poJ+V9y6/+uIaFpcPoSCoXi34uQDag2THZ2NklJScydO5ehQ4dSUFBAYmIi3333HRdccAEAmzdvplOnTixatIiBAwcydepUzjzzTNLS0khO9or7fPDBBzzwwANkZ2djs9l44IEHmDJlCuvXr/eNdfHFF5Ofn8+0adMAGDBgAP369eOdd94BvBNa8+bNuf3223nwwQeDsr+wsJDo6GgKCgqIiqo9XL4y9498itWz1tfeMACmLtj12gAARlqT2Hv3FEyPWe00QGgCa1wYm+/vhLTqvjrKmhCYUnJ2+46cF9eeh1/6HUcc5HbzfywhgDCXTtQiDwLQNMHJ/dtyy+Wn0LRRjK/d469NYu7irRh1OJnQhKBrhya88cSF2G1qc6tQKBSHw5HMTUeLhjzfH8nn+d2EpXzw7d9HnCpnm7UOvaCUTkM6sLN5AoU1pN9pQqCbJpbpq6Gyyr3wVr9p2q4RT//+ADf0uA+PK3B0ge85IXxrig792nLVMxfTd3QPX5Npn8/mtWvfq9O7aBaN8Kgw3lr0PM3aNa7TswqFQqHwEuzcdEJHDhxKQYHX0xwXFwfAihUrcLvdjBw50temY8eOtGjRgkWLFgGwaNEiunXr5lsoAIwZM4bCwkI2bNjga1O5j4o2FX24XC5WrFhRpY2maYwcOdLXpiacTieFhYVV/hwuzdo1rvGk37RquCMtAcsXViAMiV7gAimZ48lh340d8ER4N9W6Rfep3UpT4s4tpflL64iek44l34lW4qFTWCzvnHYWr485nQXLdqDrGvZcsJRIv6kFEnjmzDGMf/da7r9gAOc1jaNJ6gE2/bUWl+PgYmTB8h21OgYqK+lHR4Zw5QUDeePxC5RjQKFQKP5hNKT5vj7n+qaNY2t2DJgSypzBVSoAjCZxSGDrku04Jy5HZntt0rSDujOysBTrnPVVHQN4Sw3e+OoVvLP0RXas3h2UY0BogpH/N5SfMj7h8Z/vZdxtY+nQrw271u0lL6vA127JlBWIWkoYaprwtbHYLIz8v6G8t/wl5RhQKBSKY0CD2VWZpsldd93FkCFD6NrVW/4mIyMDm81GTExMlbbJyclkZGT42lReKFTcr7gXqE1hYSFlZWXk5eVhGEaNbTZv3uzX5hdeeIGnnnqq7i9bA6dfP5LJH/7p+94dZyd3TFOK+ySARaPpy2uwp5UFLmMIWLPKMKJteKSJp00Ue57oTfimfK6IbUPxthwWTPDmVUpTYs11kjBxLwkT9yI0gR4ZyvDUS9CEwOnyIE1vTmPcejjQHYyQ8kWLEN6FjCZIKQxn8jsL+GbScgr2HUC36CBgwttTef/uL3jy1/vpdnInPEGEUXbr0JRHbh+Ly20QHxuBRekMKBQKxT+Ohjbf1+dcP7h3a6KjQiksKvP6AQwTy9Y0LDszES4PrraNMLq1rL0jmwWBVwwQj0HIvI2YMeH0vvwUmnVswsQnxyOyC2s8WCjILqRdn9aER4XhPMRx4He4EBu71+/lzsGPsH97BppFQxMCwzD59KFvuO7Fy7jgnrNwO921axcIwW8HPqc4r4SohEhCaxFMVCgUCkX90WB2V7feeivr16/nhx9+ON6mBM1DDz1EQUGB78++fX7q+QVBu96tOe/OMwBwJ9hJvbcrxX0ToTyaoLRTbEDHQAXSWvU/udQFZd3i2H5yHLvW78VfJ9KUlBSUMvu7+QC0aZnoW1RYHJC0HGK2gD0XbPmSsHRIXC5xLS9k15dzyC/PaTQ8BobbW6e4OK+Yh8Y+S+q2dNqmJAYso6dpgg5tkomNDic5IeqoOAaklKyZu4F37/yM1657n59em0RBzuGfACkUCoWi7jS0+b4+53qrVeehW8YgEGimxLZgE5bN+xHlp/d6el7tnUiJcLirXdbyS9j+9VzE+r1Y84r9rhl0i8aEt6cC0Lp7EI4IwFnqZPvq3ezf7nXCmB7TWzrXlBgekw/v+4o/v5pL216tAuonCU3QpkcK4VFhJLdMPGqOgbQdGXzx+A+8du17fPrwd+zZePj/zRQKheKfRIOIHLjtttuYPHky8+bNo1mzZr7rjRo1wuVykZ+fX+U0ITMzk0aNGvnaHKoyXKFuXLnNoYrHmZmZREVFERoaiq7r6LpeY5uKPmrCbrdjt9vr/sJ+uOn1K2ncJpmndi7DDNFBPzi1F56cTOzMtIAOAsMmiJu8F73UwJ0YQuGgJMo6RGMAf+3aQcrOjIAlDnWLzqbFWzn9+pGcMaIrn/ywAMMoL6doQlim90+VZ/bnopXULFpomhKP28Ovb07hwgsH8Wz5YsQfZ43sHvD+kVCYW8TjZ7/EhoVbvNENSExT8tnD33Ln+zcw9poRR21shUKhUHhpiPN9fc/1J/VryxtPXMjLd33OgQNVN/FaiRNKnRAWYDwhMOMjcIzoinB50PcdQE89gDBMivNLWD5jDYbHf7Se4TF9ZZPb9W5Nu96tjqhaUgVfPTWeV2Y9wfcv/Oa3jTQl595x+hGNEwgpJR/e9xW/vDEZTdfKDyUkP7z4G2OvGc5dH9xYvgZQKBSKfycndOSAlJLbbruN3377jVmzZtGqVasq9/v06YPVamXmzJm+a1u2bGHv3r0MGjQIgEGDBrFu3boqKsN//vknUVFRdO7c2demch8VbSr6sNls9OnTp0ob0zSZOXOmr82xQAhBn8sHU5ASDod43o0YO8W94gJqD2guSeiOIuxppYSvy6XJB5tJ+nI7GBJTSmQQp/GmKcnal0NEiJUHbx7t7TdA/qCelhvQJsNjMufHBYwe2pnRQzv53tP3fHnfD9w8mkaJR0coS0rJk+e+wqYl28ptMjDKhRo9boPXrnufZdNXH5WxFQqFQqHm+0Pp060F9j1Z1Rz+ArCt3YO+Jxvr8u1Yl21H35EBFboAFdV+EqOQ0eGYCVG4e7XCObwrMsRa3kftcYaaJsjal0NJQQn//fJ2QiNDAlY4CoaMXVmU5Jdyz8c3gfAKDfreq3yuH3HpSZx62clHNE4gfnxpAr+8MRkA0zB98z3A9M/n8MlD3x61sRUKhaIhcEJXK7jlllv47rvv+P333+nQoYPvenR0NKGhoQDcfPPN/PHHH3zxxRdERUVx++23A7Bw4ULAW9qoZ8+eNGnShJdffpmMjAwuv/xyrrvuOp5//nnAW9qoa9eu3HrrrVxzzTXMmjWLO+64gylTpjBmzBjAW9royiuv5MMPP6R///68+eabjB8/ns2bN1fLTfRHfShCz929i6sn/lrteuTSbBJ/2AnlOgASfF/B+82hUQHSquNplYSrU2OwWbHlO9C2paHtyUHU8mNhD7Ux6opT6HnRYH7/ezPLVu/2jilElZJE1vmbsWQX+O8IsIZY+aP0O0xTMm3OBn76YyXbd2WhaYJBfVpzydn96NG5WcA+joSNi7Zw55BH/d7XNI3Og9vzxrxnjpoNCoVCcbw4EaoV/JPm+/r4PA3DYKz14oBtZOVJXte8DoCIEK/uT2VMib4vB8v2dLTCMjRd85UQrAkhQGiaN1JAQL+xvTj9+lNZPnU1f349F5fDjW7x3q/rCvKNv5+h65COrJ+/iZ9em8SSP1Ziegxad2/JOXecwegrT/GJI9c3LoeL/zS+npKCUr9trHYL49M/ISIm/KjYoFAoFMeLYOemE9o54C8H/fPPP+eqq64CwOFwcO+99/L999/jdDoZM2YM7733XpXwvz179nDzzTczZ84cwsPDufLKK3nxxRexWA5mVcyZM4e7776bjRs30qxZMx577DHfGBW88847vPLKK2RkZNCzZ0/eeustBgwYEPT71MeCYVlaKhf9/GOVayHbC2nyzkagumSArOEagBlmx3lyJwgtrwAghO/EQRwowr5wC6KWEELNohHXKJa3Fz9PVGIUHo/JuGvfo8xZSdnYMNF3ZWLdvB9RrjVQGaEJWnVrwYerXq1qnym9C5QAOgT1xcf//Zpf3pziFW4KwC85nxEVF3nU7VEoFIpjyYngHPgnzff18XlKKTkj7FLcziBKCAJSCByn9QK7teoN08S2eCt6ZoHf9UBtVITfPzv5IXqd2hVHsYOXrnyHRROX17mfH/Z/RGxS9EG7pURKedQcApVZ+ddaHhhdu5P/ke/vYthFQ466PQqFQnEs+Uc4B/5p1MeCwW0YDP7sIw6UHfR8N/5gE6FbCxBBpgNKwDmsCzI6HGpKCTAl+q5MbGv31NqXbtEYfOEgmp7Vj/GTV1BSk7KxKRHFZdjnbaziIDDD7BgpSbQ8qSMt2jZi6IB2DBvYHqv12Ob7vX3bJ0z5+C+fUKI/vt/3AQlN44+RVQqFQnFsOBGcA/8k6uvzfPHyt5jz44KA+gAVmFGhOE+trstj2ZiKZcv+w3IKVEYIQVRCJFc/ezE/vzaJ1K3pdXteE8Q1iqF9nzZ0GdKRsdcMJzrh2P6sLZy4jCfOebnWdvd+egtjrx5+DCxSKBSKY0ewc9MJrTmgqI5V17m9/8CDFwyT0C2BHQOHen9kbDgyNqJmxwCAJjBaJiJsFpq09S+4COAxTGbP28RXn8ys2TFQ3p+MCMXdocnB59ok4xzdA0/7xuzILmTu4m089eYULrvrczKyAqch1DcpXVvUGjUQERNOTKXTDoVCoVAojiYX3nc2QghfPn5Aaoq8ME0sOzOCcgwk11IxSEpJQXYhb974UZ0dA+AVGsxNz2fRpOV8+vC3XNryZpb8sbLO/RwJKV2aB9WuVdfg2ikUCsU/EeUcaIBc3r0ndw0YjCYEulldS+BQDp3uzbhIak0UtOh4WiSwLy4S5+AOuHq2woiLqOZoENIrOmibtQ7L5v3++9MERqtkpBAYjWJwd08pT2z0WmeW25ORVcA9z/yMcYSqyHVhxKUnYQ+1+Y231HSNM28chcXaIIp7KBQKheIfQJseKTw98UHCIkNrbSuKysBdNQVBFDtqTOericzd2RztQNKK/qUpcTvcPHneK6RuTTuqY1amSZtG9BzR1W8pRU3XaN29Je37tjlmNikUCsWJhnIONECEENwxYBDzr76ee4YOxZYUWDhHUi5c5LsQ3ALA1a0lrsYxmMkxGC0TcJ3cCax6jQ4CAOumVLT9uf47tOh8sOlNWl96MpqfEwrDlOxNy2Pxql1B2VgfhEeF8d8vbkMIUW3RoOkarbq14JKHzztm9igUCoU/it3FzMmay6S0KSzKWYzTqLlUrOKfQb8xPflh/0fc++ktpHRr4deJLUyJZVdW1fn9GGj2+OP2d67lwvvO8hv1IKVEmia/vzvtmNp194c3EhkbXqVSAnhTJO1hNv775W3HROtIoVAoAuF2ufn7l8V8/8JvTHxvOjlpAfZX9YxyDjRgGkVEcnZsC7RS/ycDEkADI9yCFN7vtezC2hcNFQuMCpEgTUNPy0O4Db8hihKwbAt8ChAdH8nmXVm+SIGa0HWNRSt2Bravnhl6wSBem/0UfUZ19y2+ohIiueShc3lj3tNBndwoFArF0UJKya+pE7hj9T18vvsrfk2dwAc7P+aOVfcwP3vB8TZPcRQJCbMz4rKTEYM6+K0wAGDZlOqd3wFMiQwPQdqtAcsJHy1ikqJZO3cj0vQ/uuExWfj7smNolTd64L3lL3H6tadiKxdkttgsnPp/Q3lv+cu06ZFyTO1RKBSKQ1k8eQUXN72Rpy98jS+f+IF3bv+US1vcxFu3fYLHHZxI7ZGg4qQbOC9f+Q7O0ppPjqQGSMj6v7aUdogmalEWkUuz0UvdUFiMjAqvud6xlDU6D7SsAmQNJRErEICeVwIeAyxVRQU1TdCrS3Pshyop+8FdiwZAfbBtdxYz52+mqMRJ0+Roxg7rwvN/PIKj1Imz1ElEbDi6fmzFERUKhaImfk+bxO9pk3zfm3hTrxymg493fYZdt9Mvru/xMk9xlPluwjI25RShd2mOdcO+GudiYUpsC7dgNIvH0yoJGRGCp0UClm111wg4EuyhNvqO6cm3z/5Sa1u36+gvdHMz8vjzq3mk78wkMjac4ZecxJ3v38Ctb11DcX4JYVFh2IJcmygUCsXRZO28jTxx7stI0zvH+wRpJUx+fwaGx+DuD248qjYo50ADZte6PWxctLXGe1JASedYCkY0wdHaW34vf1RT8kc1BUBzSeLXgLUUJNLrJDClV6TQX1RBsMcPNUQFSAlXXjCQyHA7yQmRZOYU+X3cNEw6tKm9lvTh4nS6efqtP5i7eBt6eRqBNCUffvs3t1xxChed1ZeQMPtRG1+hUCjqQomnlMlpUwK2Gb/vF/rG9lEh0f9ADMPkl6mrkFLiad8EMyoMy7Y0tJyiau59ISWWfTlY9uUcF1sBLrj3LMIiQ+k0sD17Nu7zW21Bt2h07N/2qNry8+uT+OTBbzBN6U0blJIfXprA0AsH8cCXtxGTqISGFQrFicMXj/8AUtaYAS6l5I+P/+KSB8+lUUrSUbNBpRU0YLav2l3jddOmseuFfmRe18HnGKjeRpDdB/I6gDNa4A6RiKx89O3+TxjMuIiADgIJmBEh1aIGQuwWnrz7DHp3bYEQggvO6B0wq8FmszBmaGf/DY6Ql96fwd9LtgPeRZdhmJhSYpiSt7+Yw4y/Nx21sRUKhaKurM5fjVsGPmHNcmaxt3TvMbJIcSzJLywjr+Bg+WKzUQyukzvjGNcfI766ULA/JMH7+A+X8+48gyue/A8AZ908OmAZRsNjcs5tpx01W/76Zh4f3vcVhsdEmhLDbfjs+fuXxbxx44dHbWyFQqGoK7kZeaybtwkzQDqWpmnM+XHhUbVDOQcaMhY/irsuk+h56bULD2qCskaC3J6C7H4Ch60Qy17/pw1G83iwVBckrIynbSOfqF9SQiR3XjOciZ/ewqlDOvraXHh6bwb0bOV/HNNky47MwLYfJmmZ+cz4e1NAzYPPflx41FWbFQqFIlhKPCU1p4AdQrGn5BhYozjWWP3M9WgCT6dmQHCb/oqfoPqa3SrEBkPC7Zx7x+l8s+s9bn7jKrRyraI2PVK44ZUrAvaxeen2erKmKlJKvnpyvP/7puSvb+aRsTvrqIyvUCgUdaUor/Y5XNMERbnFR9UOlVbQgNmcbCJ1gTCqT/VxU1MxQ3QKhzYOrjMBxb3iabPNyQGnG0dNIkYWHdfAdtgWbkFK6ct3lN7HSezdipQLBhMTHcqokzvRq0vzGkNcLRadQX1a+61IYBiSh16awG8f30RYuWBQffH30u0IIQJu/lPT89izP5eUZvH1OvaRkJ5VwMwFmyksdtAkOYaRQzoSEa5SHxSKfwOJ9kRkEFu6RHviMbBGcazJ07KxNy7DmRFySOkhMBOjcfdri3VZcJtsgXfODkuOwWqaFOQU1tlbYI8IoecpnQmLCqXf2F6ccuEgbCE1z9WDzu7Lx//9yu9ZxeePfk+XIR3ocUqXuhlRC3s2ppK+M/AhgxCChb8v47w7z6jXsY+EksJS5v64kP3bM4iMDeeU/wymceujl2apUChOHBKaxKJbdIwAumuGxzzqvxOUc6AB8+PeLbgGJhG1MLO6MJGExF/3UNIlDiPW5tUSCIQQmKEWrnjiP3Q/sw83P/I9BUVl1UJbzMRonKd2x7IzA31/LhgmZnQYUb1a8c0fDwcl4Cel5NepqxCi5uAGKSUlZS7+/HsT40b3qLW/ulDmdKNpAqMGh0plHA53vY57uHg8Bq9/MpOJf65F0wSaEBimyVufzeLOa0bU++ejUChOPLpFdyXKEkmhp2atFg2NdpFtSQpRzoF/IrOz5xI3KJf0X5vWeN9oFoeWnYi+OzuI+BKvg6DD9afy7CPn88jpz7NmznqvfyAIJ4GICOf9VS/RPEhdoMnvT0doGtLwrzsw4a0/6t054Chx1NpG0zQcJSdOKdBpn8/mnds+welwYbHomKbk00e+Y/SVw7jrgxuw2pRookLxTyY8OpxhFw1m9o8LMP2kZFntFoZfPPio2qHSChooLsMgraiInHNbUtItFqkJirvFkj+0EYX9EjBCvJv0Rp9vodGnW0j6djthG/O8ooM1YZjYMspo1DqZZo1j+eK1K7l0XD9ioqqX8JMRIbi7p+A4rTeOM/viOrkzfc/oE7Syf5nDzZ79uQGzHnRNsGFr4LKIh0OrZvEYfhYpvrF1jSbJJ4ZI0f8+m82kv9YCYJoSj2EiJbjcBq98+CezFm45zhYqFIqjjUWzcHWrKxHl/6uMhoZVs3JZy0uPk3WKo01qaSph7QqJH5EB0kTkFaHvyEDflYkocYDTg7ToQTkGAKRFp0VKEja7leenPsytb11Li441Ox4OJTY6JGjHAMC6+ZsxA8y5hsdk3fzNQfcXLE3aNEL3l47hG9ugZedm9T724bDw92W8du17OMtcIMHjNryfm4Q/v5rL27d9erxNVCgUx4Crn72EyNgItEN+f1UEYt/6v2sIjw4/qjYo50ADxaJpWDQNLBqZV7dn5yv9yLy2AwfObUn2pW0oHOxVsbSnlhK2IZ+IFTk0/mgLTf+3Aa3UU91JoGvELc+h53Cv9z4+NpybLhvKl69fVastui6CLlEI3nyZ2hG+vMX6ZEjfNsRGh/lV9NY1wcghHYmKrO4UOdbk5Bbz+59r/DpRhIBPvp+v9BEUin8BvWN7cV+Hu2kZ1qLK9c5RnXis88O0CGt+nCxTHG1CtBAAIpJziFi3kpA5G7Gt3YNt9W5CZqwh5I+VWLZn+A7+K88Ih4oQSgGelETOHtMTAKvNyrhbx/Lphjdp1r5JrbZo/moZ+6GiIlDANrVs4g+HqPhIhl44yKeBdChCE8QmRzPwzD71PnZdkVLy+WPf+12XSFMy7dNZZO3NPsaWKRSKY01yy0TeWfICg8/q69N1AWjavgmPjb+H068fedRtUGkFDZQtB3JIDg9nf1GRd5eol/8ACUHkokxiZ3mrDvh+rMod9/Z9xSR/sY3cM5rjTrBjhnl/BCKWZhO338UtfR+g35ienHnTaJJbJhIdFUpEmJ3iUv+hd6Ypadk0Lmjb7TYLrTsmsX1vNqJMVkuJAK8oYb8eLYPuM1gsFp3H7zyd+5/7FVNSJW1C0wQJcRHccsUp9T7u4TBv6baAG38pYW9aHrtTD9CqecIxtEyhUBwPukZ3oWt0FzIcmRS7i4izxxFnC/53r6LhUeguRBc6xgGTnBtLMQtrnhOEn79jt2DabeiFpUgBMjwEvUkcT499lra9UjjrpjF0GdwBgFbdWpC+M8NvhQFN10jp0qLGe/7odnInNi/bjvQTtahbNPqN7VWnPoPlxlevZP38zRxIy6sSvaDpGpqu8eA3d6Jbgot4PJqk7chg9/p9gRsJmP/rUs6768TRR1AoFEeHRilJPPHL/eRl5pO+K4vwqFBadGp2zEoVq8iBBsjU7Vs5+/uvSSuqIf/UlMT+meY3dVCYELa1gLD1eZjhVvR8F/ET9pD0w06Kc4vZsXo341+dyFUd7mDRpOVYdI2zR3cPeNpvseiMPaX20oNSSn7euJ6RX3/O/ORsMvpBxiAoTKmqsaRpgsT4CIb2b4dpmmxYuIVFk5aza92eWscIhn49Uvjg+UsZ1Lu1L0wnxG7l3DE9+eTly4iPPbrhOsFSUupCC+IXQUmZ6xhYo1AoThQahSTTNrKtcgz8w8l0ZPLo+idZU7CGkh9dmAUSatCp8jdLSMBIjEYrLEXqGkarZJyndEFu3MeeDfuY88NC7jrpUT5+4BuklJx5U+DSg6ZhcvYtY4KyfePirfx31NOMf3WiX8cAeB30595xOgB7N+9n0aTlrJ23MaAgV7DEN47l3aUvcuaNo7CHeQV8hSYYcEZv/rfgWXqf2u2Ix6gPSiqVqfSHpmuUFNbeTqFQ/HOITY6h88D2tOxcs8D70UJFDjQwskqKuWvaFExZs3a1NduBNTewwI4EohdkELkiB0ues9rJvWmYmKbJ0xe+xhdb3uLK8weyeOUudqceqHbSbpqS/944Kqgw/DcWL+SdZYurLGSkVVDcAlzRkvi1XiHFmKhQXnv0Aub/spiPH/ia7H0HfO3b9Ezhjnevo/OgDrWOF4iObRvx0kPnUlrmotThIjoiFKv1+J8gVKZFk1iMAIsqAE0ImiSdGPoICoVCoagfpJS8u/0DitxFSKB0itsXAVgXRIkD56geSLsVLBrW1bvRc7wHCxUb8PGv/E7r7i0ZcelJnHnjKCZ/+OfBsgaVOPX/Tg4qDH/Fn2t45IwXAka+VYT7P/DlbQghuHPII2xctNV3PzY5miufuogzbhhVxzeuSmxyDLe/cx03vX4lBTlFhEeFEhpx/NMGK9MoJQndogV0zBhuI6i0D4VCoThSVORAA2P8hvUYfhwDAKIWsT0on/MtGgUnJZN9YSvyhjfGE3GIn0h6nQSTP5hBeJid9569hIvO7ENoyEFtgeSESJ6650xOG9611jG3HMjhnWWLK7quZpArWhDfO5a7rx3B929fy7ZZ63j+0jerOAYAdq7dw73Dn2Tj4q2H9lKFklInG7ams3VnJp4AJxBhoTYSYiNOOMcAwOA+bYiOCsWfs1DXBCf1a0NczIkR6aBQKBSK+mFnyS72lO7FLPcI+EsnCIQAhCaJGXKA5D5bSGqyhhA9p3o7TTD+ld8RQnDHe9dzx3vX0yglyXc/PDqMi/47jv+Wb+QDYXgMXr7qXUzT9CtEGBETzgX3nMUXW9+iTc8U7jrpUTYvrVqKMS+zgDdv+oifXp1Y63jbV+1i05JtlBT4rxFutVlJaBJ3wjkGwKuPcNL5A/1rLwgIjwljyDn9jq1hCoXiX4mKHGhgrEhPwwzgjXfHh2BaNTR3YCdB9nktKe0W592pa4LcM5uT8NseoucfrAtsGibL/1zDtS/8HyEhVsocbsocboTwnlhnZBfx9JtTyMgu5KQOTdi8ZBuartFrRFcSmsZXGe+H9WvRhcDwY7sQ4Gihcf7pvXGWOXn/7i9qbCdNiekx+PDeL/nfgueq3S8pdfL+N/P4Y9Z6XG6vUyA2OoxLxvXj4rP6BimGeGJgteo8fOtYHnppAkJU1UfQNUFkRAi3XTXs+BmoUCgUiqPCjuIdCAQVRwF6ssBIrd1BIDWB2SgWM9yO8BhE9CoidlSBN+pA2Ii8wk7pdBf5zzjAU/6MKdm5dg8lBSWER4cTEm7nQHqed1yLRllxGT++/DupW9O5+c2r2bBgMy6HmzY9WtKud+sq4y+btprc8mf9UVJQyrl3nEZC03geP+clnGUuv46Ezx79njHXDCcqLrLqe0rJb2/9wQ8vTSAvIx/wlvgaefkp3PDy5UQ0MKf5DS9dxto5Gyg8UFQlgkDTBBK479NbsIXYjp+BCoXiX4NyDjQwTLfHq0TnT9XWrlM4MIno+Rk1Cv1JvKcJST/uItuEkt4VQnaCnAtaoRe6iVibi5EcjadNIzYkRjHm8rcJC7GSnVvs7UPi2+QbpU4+veEDvsg5qH8gNMGwiwZz1wc3ElaebrAjL9evY6DCrj35+QAsnrwyYA6eaUo2LtpK6rZ0mrVr7Lte5nBx++M/sn1PdpWNdF5BKe99NZe0zHzuO8IQxaNFSamTqXM2MGPeJopLHKQ0i2fc6B4M7tOat578D5/8uIDVG1IBr/rziMEduOHSk2h8AqQUlHhKWJq7nHxXPlHWKAbE9SPCGnG8zVIoFIqGixTesPzyqT78HBuF7zprCL07iNEkFlevVmCzeisSCcgDzLm5xA/LQpQfTIeOsiJLoOBlR5XnL2p6I7GNY8jIKoaoKESIG6OgiIqSOQsmLGXh78uqpAu0692KB76+g5advCUBU7emoelawPKFUkrSdmRitVtZPGlFwPQDw20w54eF1bQOPrz3S355c0qVa26nh+mfz2bT4q38b8FzvvXHiYRhGCyetII/PvmLtB2ZxCRFM+ryUxhx6Um8s/RFPn/0e+b8sABP+eFG58EduOLJ/9BrxPHXR/C4PSyevIJda/diC7Ux6Oy+QZfAVCgUDQflHGhASCnJ+GENnBwbsF3uGc0I3VmILa0UZM0qxlqZQfJX28mw65R2Ke/PlOSNbYbNHYbRsal3caEJSkqdlNRUrcDlwT53I8JRVRBPmpK54xeRve8Ar85+El3XibTZ0IQIGPUQZvWmLGTvy6l1cQGQk3qginNgwow1bNud5bf034TpazhjRFc6tW2MxzBZsHwHsxZsobjUSYsmsZw1sjutWxx71f/9Gfnc9vgP5OQW+2zfn5HPvKXbGT20E4/cdhrvPH0xB/JKKCpxkBAbQUS4/ZjbWRPT0qfzU+qveKQHXeiY0uTbvd8zrslZnN3kzGMqoKJQKBT/FFbPKoZ2B78PO89G6VQ3nl1mjdoDnsQo3P0rPVARJSehYJk3SjDh1CzA68APG2el8H0HspKusbPUScaO8uhBTUM0a4xonISZmgFFFYcDVSfYHWv2cNdJj/LByldIbplIWGQopll7emNYVCi5Gfm1luLVLRrZqdXTCw91DFRgGiZ7NqYy4e2pXPrweQBsWb6DaZ/OJHNPNtGJUYy49GT6jOp+VMolB8LldPPU+a+w9I9VvjXO/m3prP97Ez+/PonXZj/JA1/ezm1vX8uBtDzCo8OIbxx4vXesWDtvI89d/Aa5GfnoFh0pJZ88+A2Dzu7Lg1/fcUI6YhQKxeGhNAcaEIsnL8czZQdamQFG9QnVur+EpK+20fj9TXhCdTwRFr8qxqL8/+Im7/WdCqAJREio1zFQ/n1lKuoll5VnI1h2ZSLKXDVGKJiGyfr5m1kyeSUAo1u1DegY0BCMaeVd2MQmx9TqGPC2q3pqPmH6Gr+OAfCG4k+euZ68ghKuvf9rHnn5d2Yv2sKSVbv4deoqrrj7Cz76bn6ti5X6RErJQy9NIDevpIrtFUKEM+Zt4sfJKwCIjw0npVn8CeMYmJ01h+/3jccjvbGphjSQSAxp8Ov+CUzLmHGcLVQoFIqGh8PpZvKEHZTsCEeWT4VamCDh/XBCx1owQ3RcXVvgPLkTjiEdcPZujbtHirdhjQ5ZQcGyOJypB5d8ZqlEBhK/LyjC3LsfaUpEov+qGKZhUlrkTTsAGHhWn1o33QnN4mndvSXRCZEB2wEYhknsIRFyUz+d6T8/H+8BxeQPZ2CaJq/f8AG39X+QqZ/OYtm01cz6bj4Pn/Yc95/6FGXFZbWOX598+dgPLJu2GsC3xqmo5LB/ezrPX/o/AMKjwmjRsekJ4xjYtW4PD459lvysAsCr81Bh/5IpK3nyvFeO6bpJoVAcXVTkQAPip9cmozkNGr+/icyr2hG5LIfIxVlYitzedAFD+pwBFekDgRAS7OllWLMcuJO9Xt+w/fhNW6gQLzZCIbcbNJpVXdioMpquMf3LOWxzG3w/aRmWjhJPKNWcDkiQpsn8bzfwsyeR08/uiz3MjrOmaAVACEHr7i1oUR7GWEFmdmFAewxTsi8tl4df+p1d+7y2V6QfVGzGv/plMU2SoznzKJY4OpBXQpnDRUJcBBu3pbNzb+DP8cdJy/nPmX2w6CeOL89jevgldULANhP2T+TU5OHYNJUnqVAoFMEybc4GTFOSNbkpjS7ci/uAnYIVsbhy7BAKnCaoPMNLAFMiCkrBlMjIUKhBZDfrhRCavlSCsEHJT64ayyJWoagEuWM3hIcFbGZ6TGZ8OYc+o7vzyYPfBhX19/KV73DPxzfR69RurJmzwe8zQgiGXTy4yrWMXVkBlf0Bsvcd4PsXfmPqpzOBg5UZKsZZP38zr137Po/+eE/Afo6EkoIS8rIKiYqPwGq3MvGDGX7LOpoek9Wz17N7wz5SujQ/ajYdDt+/8JvXIVCD7aZhsmrmOjYs2EzXkzodB+sUCkV9o5wDDYisPdkAhOwrocWzq6ukDBy6la9LMLdW6vH93V6IXz2Din5thVDYBvKHJZHw+16/bU3DZP2qXcws7y9+DeR2BXcU3pQFAE2guSVxG4Bikzc/nUVkeAhXPX0RH973VfXxy9dE1798ebWQ9YhwO/mF/k8CNE2gaYJ1W9L8tgH45tclnDGia72HxC9auZPPxy9i47Z0AOw2C62ax/tKQvrjQF4JaRn5tGh64tQ031K0lSJPUcA2DtPB+oKN9I7teWyMUigUin8AW3d6w/9Nh07a1ykcdM3XMCdJiWV7BpZtaQindy6XmsBomYi7S3OwWnztzBKdA3eWoLfQMFJNb+xobUF6HgOK/FcBqMBZ6uTJc18JtHyowqzv5yOE4NrnL+Wukx9DSlnjxvk/948jrlHVE/TI+IhaS/+FRobw82uT/Go0mIbJ3J8Xcd3urCqVGeqD1G3pfPHY9/z9yxJMw0QIQaeB7XAUOwI+J4Rg9ez1J5RzwPAYzPtlMWaAz1q36Mz+YYFyDigU/xBOnKNIRa2ERR3M6RKybg4Af0jAE3cwTF3W0qmsaCMEhYOTMaz+f4SELsitVEZQd0PCKohfJYnYB+H7IXaDJHmx1+FQwcffz+fcO8/g5jeuqvLOAHpEKE3PH8Tfm9PYvGFflVC2Mad0DliNwDQl0ZGh6LVULEjNyCctsyBgm7oydc4G7n/uVzZvz/Bdc7o8bNmZGdAxUMGJFrJXagSKR617O4VCoVB4iY+trLTv7wjAi3XNbizr9/ocAwDClOi7s7DP3+Td3AMIgShxYmRL4p4Iw9JcC34REYSGQAXBTlXSlPz1zTwiYsN5acZj1Tbomq6R1CKBjN1ZLJy4zHfyDzD84pMCOgZ0i0bvkd0pzq/dqbF8+prgDA6SPZtSua3/gz7HAHjn701LttX+cIUP6ATCWebCcAcOMZFSBhSRVigUDQvlHGhADL1gUL32JzUo7RSNEX0w7NsR599BIMvv53co/96uk3NBCp7omsPGpSExUxKrXBN4oxOidkP0TgjNoZpmQUZ2Idv3ZHPenWcwPv1jrvzf1dC/Ha7B7SlrFse+icuYcudn3N7tHi5pcyt/fTMPgP+c2YfwUFuNDgJNE3Rq24hGidFBRQR4PLXFWwZPUYmDVz7w5t8fqrsQzEIqJiqUpo1i6s2e+iA5JDmodkn2xNobKRQKhcLHyf3bBtVO5BVj2ZVV4x5fSBD5pVh2ZZWXGDLR03Ix87yTTsgga+1pBUcZTdf4++fFdB/amS+3vc2Tv95PfBNvlIBpmGTtzWHODwt44pyXOSvycj5/7AecZU76jOpO15M6otWQaqfpGvYwOyefP7DW8YUQeFyeWtvVhf/d/BFlxY5qaRL+0gkObdP15I71as+REhoRQmRc7dWHGrcObk2gUChOfJRzoAFx5k2jAorw1AUJmDadA+NSqlwvaea9eeg0JoH8dpDXTWBUOswv7pfI3od64GgZUa290SgGI/HwSu1VVEcodRl8uXgbjiYx6NszsWzaj3C6fe1ydmfz0hVv88XjP5CcEMU7z1zs20hrmkArdwT075HCa49dQKe2jfDUkg8ZHmajcfLh2V0Tf/69CfdhOhuEgAvO6I3FUj1/9HjSIqw5LcNaoPk5ehIIku1JtIsIbpGrUCgUCi/tWyfTrlXtjlXL7myMcDvuzs1w9W2Dq0cKRlxElflb35UFQmBdvRthmGgx3t/ZIcMsaMkCjuPUommCkvJUQCEEv7wx2Sd6dyhup5vvn/+VB0Y/g8fl4dlJDzLg9N7eZzXhcxQ0SknktdlP0Xd0D/Ra5k1pStr3bV1v75O6LZ118zYFJah8KJpFo/Og9rTt2are7KkPhBCceeOoGh0xFUhTMubq4cfQKoVCcTRRmgMNiJjEaP7v0Qv46snxR9SPBIwIC2m3dcHdqGrYvidCkNdJEru5XJewvH1pIyhrUr4RrHzyrgmkTSP9+g60fGolmlt68x1bJXvzHQ8zb79igz955jocTg/anhy0rAK/2grfPvsLQy8YRJvuLfnurWtYtX4fG7enY7XoDOjVipRm8QCc1K8NcTFh5BeU1Vg9QdME40b3wGatv38ae/fnoWtarU6JyhGFFToEJ/Vry2Xn9K83W+qTq1Ku4PlNL4E0MCslrmoIhNC4tvXVqpShQqFQHAbP3Hs2F9/2acA2RnwkZq9WBzV8kBitk9Ey87Et2YYwTCh1Ylu8FT09DzQIO8tbMlhYBfH/C+PAbaWYOfK4hLR73AbN2nvLEW9dsYN1f28K2F5KycaFW/n93elceO9ZPP37A+zbsp9lU1fjcrpp36c1PUd09VVLGHbxYGZ/v6DGzbqma7To1JROA9vX2/vs3xpYz6jK+BVaQ8LrTE9sFn9UxRGPhP/cP475vy1l/7b0qp9l+c/MVc9cXO+6DQqF4vihIgcaGOfcfhoW2xFuXDUo7RRTzTFQgSNJkDEAiluAMxqcMVDYGv8x8JrAjLCSf0EXnIM74Di9N+7uLRGHoa6va4IBPVNITogCYPHKnUgpsezMDPycRWPKR38C3soDRSUO9qTmsmFrOn8v3U5uee6hxaLz3P3jsNn0KtoD5TIKdG7XmGv+M7imIQ6bsFBbUJoBV1wwkJTm8STGRdCrS3Oeue8snr3v7BMuaqCC1hGteKzzw3SOqipC1CGyA490epAOkfW36FIoFIp/E80ax9K1feOA/nWzRYL3L5oo/+Odc83EaFy9y0/EpfQ5BvR4GHxNMbcmbOTx5FXc23czp091EPuQHftAHWuPw5xrqhZPCPqZ0IgQhl7oTZdcMWNtwNPpCqSUTHxvmu/70sIy0nZksG3lTpb+sZLd6/f57t3yxtU0bdcYcUiqoaZrhEeH8eiP99SrAzs0suY11aGcdfNoOg/uQELTONr0SOGm167kw1WvkFh+iHGiERETzpvzn+G0a0/FGmL1XW/SOpn7P7+VSx8+7zhap1Ao6hshTzSls38whYWFREdHU1BQQFRU1GH3895dnzPh7alHJFKXdlNHyjpEH/bJfjVMSVgmxGw9/C50TRAWZuejF/6P5uV5hzc+9C0btqYTMnGZ9xQkAN1P6cz94+/l7qd/Yl9aHromfP4MoQkevGUMpw3rAsC+tDx+nLScP+dvoszhpmlyDOeO7cm40T2wH6nz5RC27cri6hoqL1SgaYIenZrx9tMX1eu4x5J8Vz757gKirFHE2U6M2swKhSI46mtuUnipr89z4Yod/Pf53/w38FN2uOKefcYatPIUvZCWkqem7KVnXD6GBF3g+7rdGcmr6V0o2izIueYwhOWEV7G+NuE6X3NNgISHvr2T4RcPAeCbZ37mm2d+qrVEYQWTir/m1avfY+5Pi9AtOqZpomkCw2Ny2nWncuf716PrOiWFpfz+zjSmfPgnOWm5RMSEM/rKYZx31xn1vhn3uD1c3OxGCgKUVbaFWBmf/jHh0eF+25zIlBSWkr4zE1uIjeYdmqjoQIWiARHs3KTSChog1798GdtX72LdvMAheP5wR1kpa1+PjoEaEELUyXmha4JTBrbnxv87uYr4XreOTdm0PQN0DWpxDrgk3P30T6Rl5APeCAIfhuT5d6bSODGKnl2a07xJLPfdOIr7bhxVl9c6LNq1SmJI39YsWrmrWmUCgfck5OoLD19s0mk4WZq7jL2lqdg0K71je9E6vNUxnbRjbDHE2GKO2XgKhULxT2dwnzbccfVw3vp8ds0NavkdbzSOhdQcNKeHa+5Ko3tsPuB1CFT+2spWxNWJ23nxmZQ6pxcIzTvXB+sYAOg4oB1XPPEf+o7u4bvWoX/boB0DukXj4we+Yd4viwF8lQwq5vypn84kvnEsVz51EeFRYVz68HnH5HTbYrVwxRP/4e3bPvHb5sJ7zz5sx4Bpmqz8ax2r/lqLYZh0GdyBQWf3xVKPaZC1ER4VdsLpIigUivpFRQ4cQ+rzdGbCu1N59/bPDuvZjEtbU9I/+Pyw5PBwouwhbM/NRQZYNcRskkTkePPodF3DCEKUR9MEZ4zoyi1XnEJkeEi1+6npeVx6+2foq3eh78qsVtmgMu6+rfE09y/ipGuC/r1a8cpxCIErc7h46s0pzF+2A10TXpVkwyTEbuWhW8dw6pDDUyhenb+GD3Z8RJnhQBc6UkpMTDpEtueOdrcSYaldZVihUPy7UZED9Ut9fp6FRWWcfuU7dXfmmxLLxn1omflEUsyPqzdgC/E/gZoSrhrUlU6DhzLvp0VBieoJIdCtOqZhYBq1LyWbtmvMq7OfJKFJXPXxTZOr2t9Bxu6soJT9fTn7fgiNDGF8+ieEhNn9tjkaSCn5/oXf+OrJ8Zimia5rmKZEmpLz7jydG169wqeJUBfSd2Xy6JkvsHfTfnSrN/3DcBvENY7l6d8foEPfNvX9KgqF4h+Gihz4ByOl5McXJxzes7pASIiatZ+SvokYUZXKEBommsPEtGqEbcknYuUB9BI3owZ2p8lZbXmRAzX2qSGwo9M/LpG4VuG0bhHPFz8tDsoe05ScOqRjjY4B8OZd3n39qbz++mT0PdlIw6yW2igFyDA7niaBQwQNU7J45U48honlMPQQjoTQEBsvPnguO/ZkM2fxVsocblKaxjNiSAfCQmsuBVkbu4p389a2d3zCioY8eHKzrWg7b2x9i0c7PaTC/hRB4zScZDqzsAidRiGN0ISSpVEojidvvz758B7UBOgaRuNYWjYrruIYME0oKdSx2U32bgth6ndx7N9pp3n7RvQc1oW/f1kMJn4jCNr2bkV0fCS9R3Xns0e+D8oxoOkaJ53bv0bHAICmaTzxy33cMfgRXGWuWvsL5BgAKCtysH7+5irRCccCIQSXPnwep113KrO+/Zvs1APEJEUz4tKTSGqecFh9lpU4uG/4k+Sk5QJUidLIzyrggVFP89Ha1w67f8W/D9M02bclDY/LQ5O2jQj1swZX/DtRzoEGyIIJS8nZn1vn5ySAIUn+ficACZP3UdQ3kfxhjYiZm0HEihw0j0QKb43kiq+LdizE/Go+Q8/pxryhYd6UAW88PADCgHs6D+DaO7x1hafOXh+UPZoQpDSPp0+3Fn7bOJ1ups/dCJEhuIZ0xLZ4K7g8SOGNfRQSZGQorkEdvKkHtX0G0huCeKydAxW0aZlIm5a1l6gKhknpU5CSGqM5TEy2F+9gU9HmaoKBCsWhOAwHv6T+xtzsv3Ga3hzlOFscZzY+jRFJw5WDSaE4DuRnF/DXpOXQ4jA2fVLi6dQMgJU059bXWnP3BXNZ/HMIk76MJz/HindVINA0iWkKhJbN8r8+onHrZLL25XjD/A8JLu1/0ck89dWtWKw6B9Lz+Pi/3wRljqZrnHnT6IBt5o5fGJRjIFhcjvrrq67EJkVz/t1n1ktfs779m6x9OTU6a0zDpKzYwcR3p3Hdi5fVy3iKfy5SSiZ/MIPvX/yN7H3eA7+QcDunXXsqVz97MaERwYlqKv7ZKOdAA+T3d6fV3sgPlZf4woTIpdlELs/2fQ/4QvcrvlaEF+6fsI5mqS04MKox7givUyAkB8LSJZ8vmE+CFsrZo7qTVxCcoFFEhJ17rz814Mbju9+XsXFruncTHB+JY2wv9LRctLwSpAAzOQYzMSqokEsBNE6Oxm631tr2RMdjeliVt7pKCcFD0YXG0tzlyjmgCIjTcPLi5lfYU7IHs9LqM9eVy1d7viXbmcPFLf5zHC1UKP6d/PnlXKTbU/cHaxAq3LA9ntvO7AR5pUiz4p73q1n+vSyfTtJ3ZaKHhiDCrEiH11kowsMQcTGs3JjFC//9kUdfv4Si3CKv5kAtp/hCF9z46hUkBXBybFy8le9fCCC+WFcEtApw8NCQmDt+IQLhN63TNExm/7BAOQcUtfLJA98w/tWJVa45Spz8/u40NizcwmtznjrmqTiKEw8VM9oA2bFq92E9V9P2WeB1CojgdICwrUsndqMkaTkkroLIfaCXr13e+GQmT74+mfe+nhdUX4VFDm597EdufOhb1m7eX+2+aUp+nbbaFzYPeMMkmyfg7t4ST7eWmEl1EFYUcMHpvYNre4LjkZ6AjgHwrg8dhuMYWaRoqMzKmsPuQxwDlZmaMZ19panH2CqFQrFj7W4s6fl11xuoob22ORPzQFklx0AAJBilDu9vBNNEa5yMaJpMWbcQ8k/WmFq6mddf+o4be94flPCwNCTv3vEZl7e+lT8+/qvGZya9Px3dUrclqb+DBU3X6Du6J41bJdepvxOVkoLSWj/nsqKyY2SNoqGya92eao6BCkzDZNuKnUx6f8YxtkpxIqKcAw0QW+jxO/kWTjeisObIAI9hMnPB5jr3uWlbBrc//iMr1+2tcr2wuCzoKATwrodio8MQwis+6Lte/qd/jxTOG9uzzvadiNg1O1GWwEJXEkmT0MbHyCJFQ2VW1uyAQqMaGnOzg3P4KRSK+sMeYkPPL0HLLqgW3l8npMSyK7PGA4JAiBA7aBpl9gPsv0sn+zIL+cM08kZrfNJhO1l3N8W0B7+MzNqbwxs3fsg3T/9c7d72VbuCrlZQQVh0WDWHgqZrxCZHc/eHN9SprxOZlK4tAjpONE3QojyFRKHwxx8fzwz4cySlZNL704+hRYoTFeUcaICcfP5AtDp62OuVQCGEh5GbbEqJaZq8/MGMKt5xWx3L80gJD9w8mneeuZiBvVujldvSODmaC8/sQ3JiFI+9NolXP/qTjdvS61Rq8URDCMGpycMRAZZ7AsHJCUOOoVWKhki2MyfgfROTTEfWMbJGoVBUMOjsfpgeA9uSbYicQu/Fw5m3nG6E6/DSEzyd48l+IgUjslL9w3Lnu6N/FAfub16XyocAfPX0eDJ2V/2dUqdQZgHjbhvLR6tf4cwbRxMa4RVTC48OY+zVwxn2n8G8d/cXvHj5W/z9y2I8h5OacQJxxo2jAjpOTFNy1s1jjqFFiobI/u3ptTrgMvdkHyNrFCcySnOgAXLWrWP5/YMZPsHAynjlhY4eUhPIyPoXLJESUjPyWbclje4dmwIQFmqjV5fmrNmUWqsycVxMOPdcdyon9WsLQI9OzTAME4fLzYvvzWD85BW+8oq6JpgwfQ0jT+rIo7efhsWi1/v7HAvGNhrNyrxV7CtNrZJiUJGbeGmLi4m1xR5HCxUNgRA9hDLDf0iqhka4JewYWqRQKAD6ndaThA5xHNh+APv8zRgJUbj7toaQShVugnHIH6YArwgNpfC0MLAIr1OgWr8CZ89IXB3CsG8JPspP0zSmfz6bK5+6yHftpPMGsmXZjlqd9tYQKxfcfSZXPn0Ruq5z29vXcutb1+ByuJj22Szeu/NzEALTNNE0jZnf/k3zjk15acZjJDYLXNHoRKXzwPace+fp/Pa/P7wLvEofkRCCgWf2YdjFg4+bfYqGQURsOJquBSxTGnYU1veKhoeKHGiA/JC9g/3Xt0faNCT4/lRQ09RaH2fkUoDRMhGsR28znZaRX+X7K84f6NcxoAlBcmIUrzxyHr9+dCPDBrWvcl/XNT75fgFzFm0BwCj/hWiU9zdzwWY+/Pbven6DY0eIHsLDnR5gbKPRhOoHf6G3DGvBHe1uZVSjU4+jdYqGwuD4QWgBpgITk/5x/Y+hRQqFAmBz8Rb0V1xEt3aDVcfdo+VBx0BFvlwws7vVgpEQWbd1gNWKGRFKaQ9rzY6BCjyS0pOj69Iz4BU9rMxp147wbV4ORWgCq93CbW9fw0/pH3PNc5ei6wfXIUIIVs/ewDu3f4ZpSu/mRx4UU07bns5Dpz2HadYtbeFE4ubXr+LuD2+kSZtGvmtxjWO45rlLeOKX+6p8HgpFTQy7aEhAx4Bm0Rhx6UnH0CLFiYqKHGhgFLtcfL5qBc720ex+rBcpT6xEq1RjuMKpXC2CQBNIKWuMNODQttTcRkaH4e5ydNV/oyKr1lrt16MlD986lpc/mIFhSm80oxAYhknbVom8+sj5xMWE19hXYbGDCdPX+I3ClBJ+mbqaKy8YRER41ZBGwzBZsymVvIJSkuIj6dqhyQlZzi1ED+GiFhdyfrNzyXPnYxVWYmx1X6gp/r2MbTSa+TkLcJuuaqKEGhotwlrQM6b7cbJOofj3MjntD7QEjfMmpjL+1RE4ckOpPFsLYSJl1c20rhkYpsahs7qnfRNsOVuCiy7UNLQWTTBtwhs1EAgBZnjdNqZCCKLiIqtci4qP5JWZT/Dwac+Rm5Hvy402PCbh0WE8M/FBug7p6LfP71/41e+pqOEx2bNhHytmrKHf2F7V7u9at4e9m9MIjQihx7DO2ENPPLV2IQSnXz+S0647lZz9uZiGSUKzOOUUUATNgDN6075Pa7av3l3t34mma9hDbVxwz1nHyTrFiYRyDjQwlqWl4jQNAGLmZVRxDFRQ2UFQMDSZkh7xuJJCSPxxF+Hr86otDCq+l5WeFXhTCDAlMtyO0SoZT6skOMwQfFneqysSrGWg1ZACGBkeQt/uLatdP31EVwb1acUfszewa18OITYrQwe0o2/3lmia/4XLqvV7cXuMgHa53B5Wb9znS0cA+Gv+Zt75YjY5eSW+a02TY7jn+lMZ0KtV7S97HLBoFhLtNZeJchgOXKabCEs4mlDBQoqqJIUk8lDH//LW9nfJdeX6oghMTDpEtue2tjernxuF4hjjMT1sLNyE0CAzJ47s3CQO3dZXdgz0bp/KuadspF/HVL6Z3oufZnfD6T64xDOTonH3bo111S5v6H55V6LyxK/riJgoRHwsWC2IMgOtyIMZGXipaMl01endDI9R4wllmx4pfL3rPeb9tIjVs9YjkXQd0pHhl5wUUJOgtKiMDQu2BBxTt+gsnryiinNg17o9vHbdB2xZtt13LSwqlEsePJeLHjjnhDwQEEL4TY9wOd2UFJQSHh2G7R9QsllRv+i6zgvTHuXZi15n1az1aLqGEALDYxDfJJYnfrmfxq3/GRU+FEeGcg40MNyGd7OrF7iImZ3mt13FXB89LxNX03AcbaLIOT8FZ7NwQncVEbalwNeu8jMVX5392mI2iz8ofnToJOnvul97hNc9ICFjEIRlQPSOqiUUr7t4sE+EMN9RxrbcA9g0nc6JScRGh/N/59QttNnlDuwYqNxu0/Z0lqzezdadmcxbsr1am7SsfO5/7ldeeeS8E9ZBcCgbCjYyKW0Km4q8FSQiLZGcmjSc0xuPxa6feCcjiuNHq4gUXuvxEmsL1rGrZDcWYaF7dDdahv8z6oQrFA0NQxogQBow9dvB1Bbft3JrMxJiSjm5+24uG7OKRvFFfP11G3LtybgNDYSG0TIRo1EMlr05iMKy8nQBgTUkEqEddDQIIZBuD3L3PsJnxFB0TqL/1AINwmfnBf1emq7Rd2xPOpQ75N0uNztW78bj8tCyS3MiYyMYedlQRl42NOg+PUGKLbqdHrJTDzDvp0Wkbktn+hez8LiqrhNKC8v49OHvKCko5doX/i9oG44n6Tsz+fbZn5n53Xw8Lg8Wm4VTLz2J/3v0ArXZU1QhKj6Sl/96gu2rd7Fs6mo8Lg/t+7am79ieKgpF4UPIhizZ3sAoLCwkOjqagoICoqICl6HzR2phAcPee59mr6/HkuOsNTyw4j9uSbdYwtfn+S4EXGYIMJrF4+7bFqRElDiR4faDjgApEVkFyIQo77XKp/dS1uowyOwHRiiE5Ali10nsNgvXXzKEi8/qS4HTwXN/z+X3LZvwlOcHxoWGcmOfflzbq6+vAkEw7Ek9wP/d+Xmt7dq3SmLrriw0TQQUPhQCWjSN45s3rz4hTxQqMz9nIR/v/BQNrZpYYevwVjzQ8T7lIFAoFED9zE2Kg9TH5yml5MYFd7F3RiTFG6IJTmpYMqzXThZvaIHDZSkPA6zlOYeLkOlr0GKikIkxiFInFJYgC4tASsxwjawX2uBpZKvqIDAlaILIH7OIHh9ENZPyR4dfPIR7Pr4ZW4iVH1/6nZ9em0hRbjEAFpuFUZcP5cZXryA8uuZ0wZowTZNLW9zEgbTATopuJ3di/YLN3sMTSUDxQyEE3+55/4QXMdyzcR93nvQojmJHFSV63aIRGhnKm/OfpaUqc6hQKAh+blKRAw2MZlHRNPkzA8uB2h0DcDCCIHxd9XQCv89I0A54J2vrur1YdmRQNrI7RIQg8oqxrtqFXliGGePVIDCT6pbjrrvBCBM44qDdwMb876bziI4MpdDp5MKffmB3fh5GpUk7t6yMF+bPI7WwkKeGVRfZczrdTJ2zgYl/rSUzu4jY6DBOH9GVs0d2p2fnZqzemBrQnu27vaVbaquIICXsSc1ly85MOlYSBQoWh9PN9LkbmTZnA/mFZTRJjubsUd05qV9b9MNUk66JIncRn+/6EqCKYwC86R07S3YxLWMG45qq3DKFQqE4ERFCkJDalY0bCur03JxVbSp1EsQDITZkiI7HKnF1SMS6bg+WgkKkpoGUaCUmiQ/vpOCKRpQOjQard67Sc9xE/ZxN2MzaowakgIhujXju23vp0iUFKSWv3/AB0z6bVUVP0ePyMP2LOWxZtoM35z9DaERV5XQpJUunruL3d6aybeUurHYLQ87pzzm3n8Y5t5/Opw9/G1Cfcd3fm7z9BPGxCE0w85t5XPzguUG0PuR9pWTZtNVM/nAGezftJzI2nOGXnMSYq4bVyekRDK9e8x5lRY5qOeSGx6S0sIzXrnuftxY8V69jKhSKfzbKOdDAKCkowT4vrU6ljg/njFtaBA7yCNmRgdQ1bGv3IIrK0MoO5hZq+aVY1+zG0yYZMzLUq1EQH+CUREpwG3j34FYwJUsL0nnp/ek8e984vlyzkl35eZh+Xu7rtau5uEs3OiUm+a4Vlzi548nxbN2ZiRDeIQqKynj/67n8Nm011140uFbngL/x/JGTWwJtam9XmQN5Jdz++A/sTcvz2bk/M58lq3czsFcrnn9gnC+l4kj5O2eBNyTVDxLJX5mzOKvJGSqXXKFQKE5QNs3yeL31MmjX/mGN0+niYlYf6AlC4GkSh6dFAvZ5G3296cUGce/tJ+aLdDyNbQiXxJLqrCZw7NcqCUVbs7lxyXR+a3UZOevSmPbprBrbmobJrvV7mfT+DP5z/zjfdSkl7975Gb+/M62K8ODE96cz5eO/eOzHe7BY9WppAoeLpolaIxFqwjAMXr7yHWZ9N/+gnQK2LNvBT69N4vU5T9VbqP/OtXvYvLR6GmQFpmGyadFWdq3fS6uuKkVMoVAEh3IONDDm/bwYDHmYS4DgkAKK+sRi25zpHccw0bO8pxeVtYs8nZri6djMG15YufbuoakFpkTfmYFlewZamYuWU8DRPJz8kU1wpcQxb8l25i/bznfr1wbcqOtCMH7jep44ZYTv2v8+m8X23Vm+YX3vICErp5BPf1jg24zXFwmxdff8P/nmZPaXl2mssKUiUmHJ6t188v0CbrniFHJyi5n011o2bktH1zX690xhzNDOhAcQYzqU/WVp5RoP/l+60FNImeFQ9esVCoXiBCQjq4DsAyW1NzwiJHGJBcQMDEN868SyKxORV+xNHaxh+tBKTWw7HIc1kuYwyMov4q0li4j7fju6RasSBl/FKlMy+cM/qzgHZv+wgN/fmQZQ5ZTc9JhIU/LsxW/Um2MAvPNzXOPYOj/382uTmfX9/Kp2Sq9TPi8jj8fGvcTHa1/DWeZizg8LWDx5BS6nm7Y9Uzj9+pE0SkkK0HtVdm/YF1S7vRtTlXNAoVAEjXIONDByUnOBGkoVBqCubaUuKGkXRZPZ6dXuV/gA3J2bYXRo6r1YoTngUzQUB8eUEtvSbWjpVT3w9tQSGn2+jYJTmqElNOO36avIjCkOaJshJamFB0Ms8wtLmfH3Jr/pAIYpSc8uRNdElTSFIyEpIZIOberm9d+xJ5tV6/1P4lJKfpu+mlYt4nnpvRneOs1SIgTMX7aDT75fwOuPXxB0KoNdC86RYNWUmrFCoVCciGTnBp4P6wdBp05bWPFxMvZFa0GUByochZGkAI80+WXTBk7fmefXMVBB9r6cKt//+uYUv7pA0pS4HHWrmFAbpmFy6v/Vrea74TH45c3Jfj/AipKKf341l88f/Z6c/ble8UcpWTFjDT++NIE737+B068fGdR4IeHBzfX2OhwuKBQKhXIONDBikuombhTMJF85GgBdkHlNe+L+SgvoUNBzi70b7lrEjvS9Oejp1UPzKk4louem4jg1ln1p+cR43FjmpBKyqwipC0o7x1I4KAkj2ubtSwhiQg7mIG7dmYVRQ03jQzFq0RKoCxFh9hrFCItKHEz6cy1TZq0nr6CUpPhIzhrVnTNGdGX1hn21Ri+UOdw8/860atEPAMWlTu5++md+eu96IoJYDPSJ7cXMrJpDNsFbu75LdGdsyjmgUCgUJySx0RVRXUchTrB87rZs3c/axVY86eVRgkEIFh/+mBC9MIuCUxqjh9l8m2J/RFSK0DMMo0q5wZqorb+6ouka4dHVI+sMw2DeT4uZ+P509m5MJTQihGEXDWbcbafhLHWSVx4h6A/dovHOHZ/hLHUCB0URK6IM3rjpQ5q0bUTP4V1rtbHn8K7Yw+y+vmoiJNxOj+Fdau1LoVAoKlAJxw2MoRcOQitXDK5tGgx2mqxcwlAYEj3XiX2f/3BGAegZ+YgS/xOSr2zyzsyAdkgBlt1ZyK1pxD+7gqiFmdj3lxKyt4TY6am0eG41Idu80QKGlIzr0OngGEFWDLDbLMFWXKyVnXtzyC8srXIt+0AR19z3Ne9/M489+3MpLHawY282b34ykxsf+o6VG/YFldbgz0TTlBSXOJg2d0NQNnaO6kSr8Fa+evWHIpGc1eSMoPpSKBQKxbGnWeNYOvqi1Oprti+n3Ftthtpxp7vrJVJABmFF1N8ZhGzNZ/3MDQE38pquMfqKYZXMFbXP9xLim8ah1ZO4r2mYLPljVZVrhsfg2Yve4PlL32Tjwi0UHigic082P702ieu63s30L2bX2q+UUFZUVk1AsAJN0/jptYlB2RgWGcqF954V0Jvzn/vGERoeElR/CoVCAco50OCITojikofOQ1pq3+0KIHd0U9zxwYeUSSBuyj40d+ATeQlo2YFVlAWgFZUFPIUQEkROIYVzvBtfYR5yz23S+OMtWEo8dIiMZ/eKDCb9tZb8wlKaNgquSsJd145AEwJNqx8PQUlp1fDFp9/6g6ycwmqn/hJvSsHcxduC6jdQgIOUsGD5jqD6EUJwT/s7SQlvCXgjBfRy4UGrsHJTm+vpENk+qL4UCoVCcXy45YpTsNhc1L7tFrRtnM3ooesJbpsOCIFZXqavPmZGT1zgdYYAbDlOmr63GVeZ/xQAoQlCI0Kwhdr47a0/2LMpFU3TCIkIvMGVUnLWTaOJSYpGs9TD0lZASUHVg4CfX5/Mgt+WAIfoHhjeygA/vDih1m5Nw0QEWIuYhsnyaasxzdqjIgEuf+JCxt0yFgDNoqFbdJ+DZNxtY/m/x84Pqh+FQqGoQKUVNEBGXjaUb5/9Jai2cX/tZ9893Yiblkr4hrxa1YUFYCkLUtQnmONwXYMAof8S0BxupKBG24QE3CZxs7MpiNH5SM7HNCWvffQXvbo2D8rMUwa0o1WLBL76eTGLVu5ESggPteF0e/DUkvd4KDarhfhK4Y679uUE1BOoQAt3YZZaa1adFhJbjIErL/A/R7c7eLGlKGskj3d+hM1FW1iZtwqn6aJZaFOGJAxWIoQKhULRAOjdtQWhdjtFrtrn2u374xmRspT+I0xW/t0JjzuItLF6SrmTGjibh2PJd0KAKTUo/SPp3ZR/99yvSCTSlHQ9qSNlRWW12pHcMpF3l73I98//yvQv5uAsdaJbNGKSosnLLPB7Wu/PjqZtD+r8GIbBb29NOWJxY92qY3gCz+Wm6X3vYI7vNE3jtrev5Zw7Tuevr+ZyID2P+CaxjLriFJq2bXxkxioUin8lyjnwD0eY0PzVdRR3j2PvIz2IWHGA+KmBS/sBfjfrvn4BMy6y1n6MpnHou7MCOyXcRuD7EsLW5uEa0giz/ETEY5gsW7On1vEBDuSX0LV9E15++DzKHC4cTjeREaF8+sMCvvltSdCTva4Jxg7rTIj94KJrw5bqoo01EX9yDnmLEvAUVDxbofwkCG1eSpMxeez6tBn+Dgs0TdC5fd0meiEEnaI60imqY52eUygUCsWJQdApcZrG52+2J+5kO+dfPxsw+PG902rpHGRECBQ7jih6wNEyguI+CUSsyfXbRmogdQ1RW1RiRQ5+pclw48IttRshoDCniIQmcdz+znXc9PqVFOeVEBYVyuYl27lvxJPBvIq3K02Q2CyeniMO5v0fSMs7rNKGh2K4jYAeEiEEKV2bo1v0OvXbrF1jrnrm4iO0TqFQKJRzoEGyfdUuoG5VCCLW5hKxNpf84cFtMIVFA49ZY3SiFGDGhCNjai/p52nTCH1PNlJWL78oBcgQG8LlIVAYZGWhpOrGSLTMfPTUAwiXBxlmx5OSVMW2mKiDJ+WhITZCQ7wCh9deNJg9+w8wb8l2b0UDUwYUDgyxWzljRFemzFrHpm0Z6LoWdKqCHumh+dW7KFwXTdG6GIxSHWuMi6ie+UR0LAQd9Fgn5gE/oZkSxo3qEdRYCoVCoWj47M/Ip6xU4D2Or32u8bROJndRFj+6RtOhxy4sVg8ed6BlnsDTOhnb2uAc7f4wQyyUdInFlRyKNbusSnogVEzfAiNMRyuoW7Qe4Lci0aGDxCQfTDW02qzEJscA0GNYF2793zW8e9dn6Lr/EoqV+7r4gXNYPWs9iyYtx+30kJySWGe7a0JoXv0E0/SzvpKSc24/vV7GUigUisNByPqUd1UEpLCwkOjoaAoKCoiKqlvVgQocpU7+0/g6yooOr9YwgCfSil7krnGpUeFwGHTTMDb8uZ6CHd5yQr5qBoAMseIa2gUZZBkdLbsA2+Jt4DnoMRcSzHA7rsEdsa7ZjZZV4HfpIwFPx6Z4OjUDwB0KnjAQTg8R07dgzSr2RTpUfPW0SsLo1Yq+PVJ4/bEL/NpmmpKla3Yz8c+17M/IJzY6lFbNE1i4fAf7M/1rKlh0DQlBVUtASFJu34oeGrhtm+0jmfHLfjQhMMv/WVY4LR68eQxnjuxW+1gKhUJRR+pjblIcpL4+z/ue/YWla3YHtzkGr2fbbYBVBwFJTXPJ2h9HIMdCs6gwOhSXsvCXJXU6cKiMO97O3sd6oee7aPzhJuzpZcgKx7kpkTaNzCvaEj9hD7Yc/0LGR0JIuJ3xGZ8EFN/bvWEfE9+bzsZFW7DZrXQc2I5da/ewenZVsV+hCW9YP/hO8A2PUWvVoWDQrTqDz+7LggnLEAKfo6JizOGXnMSDX9+OpilJMIVCUb8EOzepyIEGxtzxC4/IMSDBr2MADi4MFn0wh+zzU6BXBFELs7DkOTHCrZT2SMAamoSwWg/2UTFb+ol/NBOjcZzWCz31AFpeMQiBkRyD2SgGhMDTthH2rJo34hJAE95oAMC0gMUBljKwLdqBnu2tBV2RllDx1bIrCxEZyg0vXRbw89A0wcBerRjYq5XvWk5eMZP+WhdwIeCpQ+6iJcZVq2MA4JbzRnNSSg4/TVnBpm0ZaLrGwF6tuPjsvnTv2DTo8Q4XKSVrN+1n3pJtOFweWjePZ/QpnYlUSscKhUJxTMnMKWRxeZSgj9rKBwtR7hjwtsnaG+PNWw/wSGpBCWn7c7EFblbVjEPaWg84CdlagKNNFKn3dyd0SwHhG/MQbomzWRhFvePRSw2sR8kxAHD1s5fUqsqf0qU5d7x7ne97KSV3DH4ETdeq6BHISs6YyvoA9XGUZngM+p/eh4sfPJdf3pjMwt+X4XZ5aN29JefefjqnXnbyMXEMpO/M5M+v5pKbnkdsoxhGXj5UaRQoFApAOQcaHKlb0rBYdTx1EKerTEUEQG0nBBKI/XM/e57sTeFJjarc00slEakQmgmaCZS5EMUOZGK5F6qmxYtFx0hJwkhJqnbLTI7B3bEp1s37q2gdeLX7BK5+bSHU5i2h6CkfoqgMSy31hKNTD9C2RUK162UOFwVFDqIiQggLtVW7P+nPtbhcnsNaCGiaqHbK4ymwYpRpaCFmjR+NhkanqI4khMQzYnA8IwZ3qPvAR0hBURkPvvAb67akoesaAjBMk/e+nsdDt45l5ElKt0ChUCiOFfvT86tfDEaAoKJNbY6ESu3NZvHIzfsRQYj+SQHSJhDOqvNc4s+72H9XV0y7TlmnGMo6xXhvmN4VR/z4HfVSFcEfPYZ1qXbN4/aQm5GPPdRGdEL1U7JNS7axeUlw1YQqqDg00C1BpCfUgD3UzikXDiQ0IpSHvrmzzs8fKaZp8tF9X/HL/6agaZovYuGbZ35m3G1jueXNq1XUgkLxL0c5BxoYoZGhdVPcrYFgJmgBWArdhOwuxtG6qvCgESYoaA8F7SHp2+1ELsvB0bd1+YOHN/17OjXDTIjCsiMDLbcYqQnMRjF4WjdCRoVWa69l5tfq4CjOLWbXur206+21bV9aHp+NX8ishVswDO9GvWXTOK6/9CROGXCwtN/CFTt9Yf11oV2rROJjIjiQX0JMVCjrt6ThdLoxTY3sGY1JPns/0gRRad7V0LBqVi5tcVGdx6svpJQ88MJvbNrmFVesnCrhcnl46s3JxMeG06tLcNUhFAqFQnFk1OS4rhNCgBBYVu/C07NV4LamxGgah7Z5f63dlp4cjZbvJmRtaZX515bloNnr68g9rTnFPeNB9+6iLW4noqlB/gNNsLzoIWRN8ZG9Vw1ousayqato0yMFgLLiMr57/jcmfzCD4vwSAOIaxXD69SO57PEL0HVvqsDyaavrvMmXEnRdY/glJ7F7/T5CI0I4kJZH+s6MgAcKFU6F296+ltCI6muaY8X3z//GL29OAcrLMVY6Z/r9nWlExUVyxZP/OU7WKRSKEwHlHGhgtOnRMvj8w3pAc3gC3rdmeVMcZFLMYTsGKjATo3AlBpefKUxZVQjBD26X1/6de3O4+ZHvKCtz+zb+UsLu1FweeXki3Ts35dWHzycs1Fbn8oYVhIfaefXRgzWF92fk8+G3fzN38VZKNkexL9tGdMdS7K0KsDdxIAR0jurEJS0uolnY0U8b8Meajams35JW4z0JaELw9a9LlHNAoVAojhHNmsRgsWjeKMHDnVtNEzM2IoiGEmkNTh3f2SWcmE/Ta3TMW3OcJH2zncTxu3A1tlN0YQLOgeVzuinIeaAFjW7agqXw8CIf/SGE8M31ZSUO7hvxFNtW7qySHpCbkc83z/zMpPen8/q8Z2jRsak3ZeAwPlvDMLn3k5uxWL1LaGeZk6+f+olJH/xJaWEpUD2yoGn7Jlzz7CWcfP7AI3nVI6KsxMGPL08I2Oan1yZy4X1nHVcHhkKhOL4o50ADQkrJxw9+ixGqozlqKf9XT7gT/eTwSYkl24F9T7Hv+2OJGRte6/tb7VZadvJuul96f3oVx8ChrN24nyffmMzLD59H145N2Lk3G6MOThhdE7Q+JIWhaaMY/nvTaEodLhav3IX7QAgHFoYgF8TRvHkUD945ih6tqp/o5BeWsnztXtxuD+1aJdO2nlSS/TFn8TavgrOfiBTTlCxbvZsyh8tX6UGhUCgUR4+vfl6C4fLAEYZ4CwDDBD1AP0KgFQepZSQEwqh5biwaG4ensQ0j2YajVyRYKm28NQFWKBkVS9SEHEQ9+gcMj0H7vm0A+OX1ydUcA5UpyCninqGP8dnm/9GhX1tvacG6IKBxqySfYwC8qQLXvvB/WKw6P74yEY/L4xs/PDqMy5+4kPPuPANxiCPC5XSz8s+15GcXktQ8nh7Du/iiGo4Ga+dsoKyW/86OEierZq5n8Lh+R80OhUJxYqOcAw2IDQu3sHvDPtLv7kLMzDQi1uYdtrpwbUgNHCmRuBP9e4/D1+X6xrau2IGnfRNkYrTf9vWJmRCFGR6CKHXU6CTQdI1RV5xCeHQ4O/fmsGFreq19Llyxk+27szl3TA9+m7a6TvYYpmTc6KqlBg3D5N5nf2bT9gzftQrfRNr+Ih55+g++eP1KEspPdlxuD29/PodJf62tInjYuV0jHr3jdFo0iauTTcHicLprbSMBh9OjnAMKhUJxlHG6PEyYsQZ9Yyog8XRu7ksTqBNCIIrK0Pdke/V+aiq9KyWYEj31QFBdRv6ejakL9BocBEX/ScKMDrCs1ATOXpGYf+Silx1ZeqSvS10joWkcfcf0QErJxPem+XUMVFCQU8T0z+dw3p2nk9A0jtyMPEw/Do+aGHfradWuff3UT3z73K++7ysiPEsKS/nw3q9o0bEp/cb28t3/45OZfPLgNxTlHkyziG8axx3vXHfUNuaOkuAEIR0lhy96rVAoGj5KdaQBsXX5DlwtI3C2jCTzmg7sfaA7zubhR9zvoVOi1EBaNXIu9J+nGDMzjfjJ+3zf61mFhMzfjHXJVu8pxVHCZ6sQuAa0BYteLlx48L4E4lsmcsPL3koFe/fnBtW3EDB38VZat0jk7utOrZNddpvFq1VQaVGyaOVONmxNrzENxDAlhcUOfvljldduKXnyjclMmLGmWiWEzTsyufmR78k6UFQnm4KlVfN4b83lAERHhhIVoaoWKBQKxdEmPauA0hIHlt1ZWLdlEDJ1FfqOzLp3JMGyNxvrplQoc5WLA1bC9IoWWtfsRgQ4Qa+YVwEs+13oLllzRl8wK0pNoJWZtWUEBo0Qgid+uQ9d1ykrdpAXoARxZeb8uADdovPkr/djD7NXO9UPxLZVOynKO7ipL8wt4vsXf6u5cfmLfvLgt1RUDp/y0Z+8ccMHVRwDAAfScnnyvFdYMmVF0LbUhRadmwXVrqVKIVQo/tUo50ADwmqz4EoOQbgMIhdnEftXGprTOOJJtvKUKAWUdI0l9Z5uuBqH1dg+Ymk28ZP3VTmxr+hDT8vDemj5pXqkssyAjA7HOaKbV7TQqnsXMGF2PF2aUzykA/bynLkQe3ABMkIISstcAJx/Wi9O7t82aLucLg8ffvs3L38ww3dtxryNaDWd1JRjmpI/Zq8HYMPWdOYt2e5bPBzarqjYwQ8TlwdtT10YO6wLlgChjJomOHdMD/RAYakKhUKhqBesFh1cHnAbGEnRuLs0R8bUPB/XSLkTwLp2N8LpQbg82OeuR2TkVXEQiIISbIu2YNmTXWuXws/Xytg2lkCgE3hDYt9QgiAoyaCgMDwGVrsVAKvdEnRwRUmBVxugQ7+23PDKFTXOvTUiYdZ387lj0MOUFXurOyz4bSket399JiklO9fuIXVrGi6Hi48f+MZv3wAf3Ptl8PbUgVZdW9BpQDs0P3O5pmu069PaJ+yoUCj+najVfgOiz+ge6LkuWj61isQfdhKxMscnCHikpF/Zln3/7cbuZ/uQeU0H3IkhaCUeOFScz5TETUv1O6kLQN+XgygsPWo6BFWcGWF2PN1b4jizL45zB+Ac0xNP+ybkFjtZuzGVwmIHX/2yJKh+TVPSrHEsAHkFpSxcsbPOtk2euY63v5jt66M28ciiYm+Y37S5GwJuvk1TMmXWujrbEwzRkaH89+bRANWcGZomaJuSxKXn9D8qYysUCoWiKo2ToolPjMJ5SmdcQzpitEjAjIus/cFyREEJtsVbsezKOnjN6UEvdqDtzsL+11rs01YRMmcDei0lgeuSuhg5+YC3SkFNVOTgzzgYyVcfKZG6RWPWt38jpeSLR38IetnRtN3BEs1TP5lZp8gBaUpSt6Zz99DHcZQ6KcgpCsp5XnigmKVTV/kcEzX2Lb19b1tZ9/VHMNz76c2ERoagWaraq1s0QsLt3P/ZLUdlXIVC0XBQmgMNiN0b9hG6vRBE+aRaPgke6Rbc1KG0ayxYdbQSN/G/7yFyURa6w0BqUNw9jvzRTXE1CceWWYY1t/a8NS2zACOyXK+gYrauafJ1edDTchFONzLEhtEkDoJUTa6NvMJSHnrxN9ZvrVmJvya++W0JDpebFWv3+hXoq40fJ61g5fp9RITZ0TURUNgwOcG74MvNL601tL+k1IXHY2Cx1L9g0WnDupAQG8FXvyxm1QZvukhURAjnjOnJZef2P/KyWvXArpLdbC/egYZGl6hONAptVPtDCoVC0cAoLnGQX+JEVlQaqBAlrJhL/GkHOFzY5mxAd1TVkZEANguelCTCnTsw15QFZUewjoGKGc6+sZSobzIovKyRN4KgwlHgkWBIEp/ahSXbXae+a0dQkFPEDy9OYPyrE4N+auVf6/jmmZ8oyith6/IdhzXyjtW7ubz1LfQe1T2ocoiJzePZuXZPUH0Hmx5RV1p2bs57y17i22d/Ydb38/G4PFisOsMuHsL/PXoBzdo1Pirj1oWc/QdY+scqnGUuWvdoSfehnevkvFEoFEeGcg40IN678/MqToH6QjMgdFsRzhbhNHtjPZY8J6J8nhMmRKzNJXx9Huk3dUJagvgFLUCYZmDxJCmxbE3Hsjm1PO8RkGBdsxt31xYYrZOP+L2KS52s2VR73ebKZOYU8e6Xc4947G2VTmz8IYTg7NHdAUiKj0DT/FcMAO9m/Wg4Biro16Ml/Xq0pKTUidPlISoyFMsJkEqQ7czmve0fsrNkFwJBRbZrj+hu3NDmOiIswZTqUigUiobBxz8s8DqVD5lDtfRczKRoEHr1+VUIcBto5Q6ECi0eIYEQK87BHcGqo/eNx5yTD4GrFHufDdLeyu2ifsvBvqmU4tPjcHYORxgQMTGHiKkHfOuKuvRdG1JK4pvE8sNLfnL+/eBxefjyifFHPH5+ViGzvp0fsI2ma/QY1oWk5gkkNA1OWDjYdodDkzaNuP/zW7nz/espyishIiYMe6j9qI0XLC6Hi7du/YQZX85BmhKhCaQpadq+MQ9/eyft+7Q53iYqFP8Kjv/Kv4Hx7rvvkpKSQkhICAMGDGDp0qXHZNyctFwy/eQFHukkKwXETttH/O97qjgGfP2bIAxJ8lfbcMfZkbX81AgJZlSl/MgaVJYt2zOwbtyHMKU3/7DcPyAME9ua3ehB5ED6HV9Ay6Zx7N534ITNk9fKSx+OG+WtcHDa8K4BHQOaJjhrZPdjYlt4mJ24mPATwjFQ7C7muU0vsbvEe9pSWQZrXcEGXt78Gh4ziFWuQqFQ1JHjNd/PnL+5xut6diG2ORvBX4WZqDAcY3vh6tMao0UiRstEXP3a4hjTExkdBkJQtCEOS/ej52QGsG8uJf71VJpct4XGN24hcsqBauuKQNTl/EOaksZtkiktDC4a4qjhR4xB0zVsIVZufv1KAPqO6UF0gv8UEaEJWnVrQevuLY+SoQexhdiIbxx7QjgGAJ679E2fYwDwfU3fkcl9w58ktQ5RoAqF4vA5/qv/BsSPP/7IPffcwxNPPMHKlSvp0aMHY8aMISur9lPiI6XoKCnVg3djHrq3hMhlOX4ncCHBUugmZE8xxT3j/ToIJCDtVszkGP8Degwsm/2f6EvAumFfdWXlINCEQBOCe68ficN54mwaQ0Osvr9bLBqnDevCO89c5AvX79A6mdOHd6nR0aNrgvjYcC4+u88xsvbEYVb2HPJd+ZhU/8E0MdlTupfleUdH2VmhUPx7OZ7zvd/ysppAKylDyy32r+mjaxgtEnH3bo27V2uMZvEH0xIAaWg4MyLrOwCxXqnLgcdlj11wYmxupXdjHxlbNZKt60kd+d+C52jVzbvZt9qs3PK/a2rsQmgCTRPc+r9r/nVh9FuWbWfhhGU1lqE0DROXw8UPL0049oYpFP9CVFpBHXj99de5/vrrufrqqwH44IMPmDJlCp999hkPPvjgUR07/ijVuK9MbVOR1MCWXsaBcS0J2VWEpcBVxZkgBd4Sg/3a1JwTWY6WVYDw+C+bJACcbrTcIsyEqLq8Am1bJXHHVcPo2aU523Zn1ZrHfyzQdY2zR3Vn2MD2eAyTNi0SiKrQY6jEAzePISEukvGTV1RZHPbrmcJ/bxpNbPSRl61saMzPXoCfolkACAQLchYxMH7AMbRKoVD80zmu831MOOnZhdWuG0nRWHZkoqflYR7BmkAUlNZbWP/xIrZRDJc9egFn3TyaPRtTj7c5gPekO65RDK/MfIKi3GKSUxJp3Kp6iuSIS05Ct+h8dP9XZO3N8V1v3qEJt719LT2GdTmWZp8Q/PXNPHSLjuFnbWh4TGZ99zd3f3QjeoDqSgqF4shRzoEgcblcrFixgoceesh3TdM0Ro4cyaJFi2p8xul04nQeFO8rLKw+2QdLVHwkPYZ3Yc3sDdXumVaBcMujP9lLkFYNI9rG/nu6ETNjP1FLstBc3prFZqNY3B2bImNq2MRWnHJIAtZTroIr+JN/q0Xn89euIKVZvO/a2GFd+OCbv3EHcEQcCwTe1+/WsWnAdrquccOlJ3H5ef1Zu2k/LrdB25REGidFHxtDT0CKPMUB70skhe7D/3elUCgUh1LX+b4+53qAS8b14/VPZla7bsaGY0aEoKUdQJQ0RYbaAzriqyG9OgbCffyd5jUhy7WHanuj+z67hZGXDUUv1+BJ6dKcTgPasWX5DszDFBKuLzwuT1ClAE+5cBAnnz+AjYu2kp9VQGLzBNr3af2vixiooPBAUa3lG91OD44SJ+FRdSjrqVAo6oxKKwiSnJwcDMMgObmqFzg5OZmMjIwan3nhhReIjo72/WnevPkR2XD3hzdirRSeXoEMcjI50jBCIaGkm7fUnxFp5cD5Kex6rg+lp/XCcVZfXAPb1+wYKEffkYEodSLDgwsBDLYdQExUaBXHAJSX6LtpFFC9RN+xxGOYdGwbvLJ+aIiNAb1acXL/tv9qxwBAgj0+4H0NjUR74jGyRqFQ/Buo63xf33P9mSO7kdK0ht99dhuuAe3AbsM2fxOipLyUsWl6/9RWx698rWA0jfMJFh4t5CFfg2nnSqoeUVcTXYZ09DkGKrjnk5sJjQhBtxylZW0Qn5du0eg8uEPQXWqaRtchHTnp3AF06NvmX+sYAEhqUfs8Hh4dRmhEyDGwRqH4d6OcA0eRhx56iIKCAt+fffv2HVF/Tds25sNVr5DStUWV67rLxBNtxQwQaSXhiJQLpYCinnF4Eir9YjYlIXkaIsQGgVT0pUTLK8G2PR19ezpmmB0zzO530SABMzoMGWQYvaYJRg/tXOO904Z35fXHLqBbhyZB9RUsQkBKs3h6dAocDaAJ6MOnEQAAGMdJREFUQVRECMMGtqvX8f8tDEs8JeB9E5NTkk4+RtYoFApFdep7rrdZLXz88v8xfFD7avdkmB3nkA54OjXDsn4vlvV70Q4Ug8fwTkymBFl+em6a5d/LKo4DT5tGIET96w5UrDE0QVmHKDIvaYWjVURgR4QGqXd2ZvdzfUi/sWPAdYoQXrG+pjU421O6NOfdZS8y7OIhPsdBfe21davO0AsGodUi0mt4TMbdOrZ+Bv2XMebq4QGjPjRd4/TrTkXT1LZFoTjaqLSCIElISEDXdTIzM6tcz8zMpFGjmk+F7XY7dnv9CuU079CUj9e+xo41u/nmmZ9ZPGUFHqcHa6Gb5FaJFOSX4sgt8dUQlsJ74t++fxuatUlm9vcLgx5LAmjeagWlnWLIvqRSGZnyhUZELWug8DAb40b34OoLBxEaYmN/Rj4T/1rL8oRI9n4/HyGpEkpWoVtg9PaG19UWZqZpgrBQG+ef3stvm/49U+jfM4XCYgcul4e0zALuffZnyhx+RJ9qQQhvrvtd146gb/eW7N2fy1NvTmHLzkyEOLgG0zWBbtF5/r/jsFnVP7XD4eTEIfydM589JXuriRIKBL1je9E16t+Xn6lQKI4edZ3vj8ZcHxpi45n7zqawqIzPxi/kr3mbyS8uA4tOVKNYQpvFk9ki0Zcq4J14JOHhdq4Y1J7Pnv4Jo2k8UtcQDhdGbDgy0RuJJiNDcQ3ugG3xNqTH8JUSPpK9tG7ROOn8gVz19MU0a9eYIqeTXzdt4K/Vm8i6fzoy34E0Ks31eMfLOzsFT6toTCS64cIM09FLak4FlFJy1TMX+z1hb9q2MQ9+dQd3fXAjRbnFSCl59MwX2LVu7xG8GfznvrO55rlLKcwt4rOHv2PKR3+h6ZpvM1vx92ufv5QO/doe0Vj/Vpq1a8x/7jub8a9OrHZP0zXim8Ry4f3jjoNlCsW/DyFr230pfAwYMID+/fvz9ttvA2CaJi1atOC2224LSqCosLCQ6OhoCgoKiIqqm9CePwzDoKSglNCIEKw2K2XFZUz/Yg4zvphNbmYBjVomcvr1Ixl28RAsVp3pn8/mlzensGeDd1ffoV8bBo/rR0KzeNK2Z2CaktyMPOb9tIiyIgfSrpN9TguKBiaVn0AAukB4IHYzhB6QvrSG5IQoenRuyikD2tG2VRKmIUlOjPS7MV4/fxMfP/ANGxdt9V3rOrQTbcf1pzjESliIjbYpSazfup+NW9NJTc+nzOlG0wRCCAzDpHFSNM8/MI52KUl1+twO5JUw6a+1zPh7I7n5pbjdBhZdIzYmnPzCUopLvPmjEeF2SstcmKZEEwJTSmKjw3jg5jGc1O+gs8TtNpg0cy2/Tl3NvvQ8QuwWRp7UiYvO7EOLo1iv+N9AmVHG93vHsyBnAR7pXTSGaCGMTB7BuU3HYdGU40WhOBKOxtzU0DmS+f5ofJ5SSkpKXei6IDTEhmlKFizfwYTpq9m5L4fwUDsjT+7IuFHdiY0OZ+28jfzw0gSWT1uFlJDQLJ5Trh1BytDO5OSXUFzqxFPm4u+fFpG1Nd274S5zoWXm+3UWVNSdj4gJo8uQjvQd3ZMBZ/TC4zaITY4hwk9aYU5aLh/d9xXzfl6E4fFuqBu3Tqb7TSeR3ycBgK4RsTin72L19DXs3ZxK4YFir3q/rmF4DELC7Nzx7vWMuiJwNNmhuBwuZn2/gKkf/0XqtjScZW6EJohOiMT0mGSnHgDAFmpDAM4yF5omME2J1W7hov+ew+VPXFjlxHrZtFX88sZk1s7bCELQY2hnzr/nLPqO7lEn2xRVkVLy2//+4LsXfqWgXJBTaIIh5/Tn1reuIeEYCHMrFP9kgp2blHOgDvz4449ceeWVfPjhh/Tv358333yT8ePHs3nz5mq5iTVxIi3AyorL0HTNbwkgwzBYMmUla+duRCIJHdCM/Uk6e7alYd9fQhdPOBHtm+IKsREWYmPogLY0CVS+MADpuzLJyywgoUlswLwzKSUbt2WwbM1uDMOkS4cm9O+RUu96Ah7DJDO7EF3XSE6IpKjYwfxlOyguddIkOZqBvVphCZRGoTgqlHhK2Fu6D01opIS1xK6fAOWrFIp/ACfS3HSicCTz/Yn0ebqcbjwuD6ERIX5P3LfszGTOoq2UOdzEWTWMnZnsXb+PorximndoSkKzeKRpomka3Yd2osuQjoeVH1+QU0jajkxCI0Jo2blZwD6y9uUw76dFFOeV0LhNMkMvHERoeP3nm+ek5eIqc5HQLB7t/9u7/6Cq6vyP4y9+XX6KIC7gD0CQ/BHgqrES0o+ZomXLWattardhXe2Xtsqo26a1P9p2piGZbGu2UtqaUWc3y3LGts3IlsFq01VBC5Mg1KC1H6KbRmBSAvf9/aPxfLuLGsXVy733+Zi5M3I+73vO57yPnPedN+eeExqi2qq3dLDlkIYMi1PhzPw+jybE2dfT3aO9u1p0ouuE0ieO0rDURF9PCQgINAfOkscee0zLly9XW1ubJk+erEceeUQFBf17jNpg+sAAAIBEbTqd71rvyScAYLChOTAI8YEBADDYUJu8i3wCAAab/tYmbvsJAAAAAECQozkAAAAAAECQozkAAAAAAECQozkAAAAAAECQozkAAAAAAECQozkAAAAAAECQozkAAAAAAECQozkAAAAAAECQozkAAAAAAECQozkAAAAAAECQozkAAAAAAECQozkAAAAAAECQozkAAAAAAECQC/f1BIKJmUmSOjo6fDwTAAC+crImnaxRGBhqPQBgsOlvrac5cA51dnZKktLS0nw8EwAAPHV2dmro0KG+nobfo9YDAAarb6r1IcafCs4Zt9utjz/+WEOGDFFISMiA1tXR0aG0tDR98MEHio+P99IMgxO59B5y6T3k0jvI4zczM3V2dmrkyJEKDeXbhgNFrR+cyKX3kEvvIZfeQy7PrL+1nisHzqHQ0FCNHj3aq+uMj4/nF8BLyKX3kEvvIZfeQR7PjCsGvIdaP7iRS+8hl95DLr2HXJ5ef2o9fyIAAAAAACDI0RwAAAAAACDI0RzwU5GRkbr33nsVGRnp66n4PXLpPeTSe8ild5BH+DP+/3oPufQecuk95NJ7yKV3cENCAAAAAACCHFcOAAAAAAAQ5GgOAAAAAAAQ5GgOAAAAAAAQ5GgOAAAAAAAQ5GgO+KkVK1ZozJgxioqKUkFBgWpra309pXNm2bJl+sEPfqAhQ4YoOTlZ11xzjZqbmz1ivvjiCy1YsEBJSUmKi4vTddddp0OHDnnEHDhwQDNmzFBMTIySk5O1ZMkS9fT0eMS89tprmjp1qiIjI5Wdna01a9b0mU8gHYuKigqFhIRo8eLFzjJy2X8fffSRfv7znyspKUnR0dHKy8vTzp07nXEz0x/+8AeNGDFC0dHRKi4u1r59+zzWcfToUZWWlio+Pl4JCQm65ZZbdOzYMY+Yt99+WxdffLGioqKUlpamBx54oM9c1q9frwkTJigqKkp5eXmqqqo6Ozt9FvT29uqee+5RZmamoqOjNXbsWN133336+v1zySWCgb+fEweCWn/2UOsHhlrvHdT6Qcrgd9atW2cul8tWrVpl77zzjt12222WkJBghw4d8vXUzomSkhJbvXq1NTQ0WH19vV111VWWnp5ux44dc2Juv/12S0tLs5qaGtu5c6ddeOGFNn36dGe8p6fHcnNzrbi42N566y2rqqqy4cOH229+8xsnpqWlxWJiYuyOO+6wxsZGe/TRRy0sLMw2bdrkxATSsaitrbUxY8bYpEmTbNGiRc5yctk/R48etYyMDJszZ47t2LHDWlpa7JVXXrH9+/c7MRUVFTZ06FD7+9//brt377aZM2daZmamdXV1OTE/+tGP7Pvf/75t377d3njjDcvOzrYbb7zRGf/ss88sJSXFSktLraGhwZ555hmLjo62v/zlL07M1q1bLSwszB544AFrbGy03//+9xYREWF79uw5N8kYoPLycktKSrKNGzdaa2urrV+/3uLi4uzPf/6zE0MuEej8/Zw4UNT6s4NaPzDUeu+h1g9ONAf80LRp02zBggXOz729vTZy5EhbtmyZD2flO4cPHzZJ9vrrr5uZWXt7u0VERNj69eudmKamJpNk27ZtMzOzqqoqCw0Ntba2NiemsrLS4uPj7csvvzQzs6VLl1pOTo7Htn76059aSUmJ83OgHIvOzk4777zzrLq62i699FLnAwO57L+77rrLLrrootOOu91uS01NteXLlzvL2tvbLTIy0p555hkzM2tsbDRJVldX58S8/PLLFhISYh999JGZma1cudISExOd3J7c9vjx452fb7jhBpsxY4bH9gsKCmzevHkD28lzZMaMGXbzzTd7LPvJT35ipaWlZkYuERz8/ZzobdT6gaPWDxy13nuo9YMTXyvwMydOnNCuXbtUXFzsLAsNDVVxcbG2bdvmw5n5zmeffSZJGjZsmCRp165d6u7u9sjRhAkTlJ6e7uRo27ZtysvLU0pKihNTUlKijo4OvfPOO07M19dxMubkOgLpWCxYsEAzZszos7/ksv/+8Y9/KD8/X9dff72Sk5M1ZcoUPfnkk854a2ur2traPPZx6NChKigo8MhlQkKC8vPznZji4mKFhoZqx44dTswll1wil8vlxJSUlKi5uVmffvqpE3OmfA9206dPV01Njfbu3StJ2r17t7Zs2aIrr7xSErlE4AuEc6K3UesHjlo/cNR676HWD07hvp4Avp1PPvlEvb29HidnSUpJSdG7777ro1n5jtvt1uLFi1VUVKTc3FxJUltbm1wulxISEjxiU1JS1NbW5sScKocnx84U09HRoa6uLn366acBcSzWrVunN998U3V1dX3GyGX/tbS0qLKyUnfccYd++9vfqq6uTgsXLpTL5dLs2bOdXJxqH7+ep+TkZI/x8PBwDRs2zCMmMzOzzzpOjiUmJp423yfXMdjdfffd6ujo0IQJExQWFqbe3l6Vl5ertLRUksglAh613hO1fuCo9d5Brfceav3gRHMAfm3BggVqaGjQli1bfD0Vv/TBBx9o0aJFqq6uVlRUlK+n49fcbrfy8/N1//33S5KmTJmihoYGPf7445o9e7aPZ+dfnnvuOa1du1ZPP/20cnJyVF9fr8WLF2vkyJHkEghC1PqBodZ7D7Xee6j1gxNfK/Azw4cPV1hYWJ87yB46dEipqak+mpVvlJWVaePGjXr11Vc1evRoZ3lqaqpOnDih9vZ2j/iv5yg1NfWUOTw5dqaY+Ph4RUdHB8Sx2LVrlw4fPqypU6cqPDxc4eHhev311/XII48oPDxcKSkp5LKfRowYofPPP99j2cSJE3XgwAFJ/5+LM+1jamqqDh8+7DHe09Ojo0ePeiXf/pLLJUuW6O6779bPfvYz5eXladasWfrVr36lZcuWSSKXCHyBcE70Fmr9wFHrvYda7z3U+sGJ5oCfcblcuuCCC1RTU+Msc7vdqqmpUWFhoQ9ndu6YmcrKyvT8889r8+bNfS4VuuCCCxQREeGRo+bmZh04cMDJUWFhofbs2eNxQqmurlZ8fLxz0i8sLPRYx8mYk+sIhGNx+eWXa8+ePaqvr3de+fn5Ki0tdf5NLvunqKioz2O29u7dq4yMDElSZmamUlNTPfaxo6NDO3bs8Mhle3u7du3a5cRs3rxZbrdbBQUFTsy//vUvdXd3OzHV1dUaP368EhMTnZgz5XuwO378uEJDPctTWFiY3G63JHKJwBcI58SBotZ7D7Xee6j13kOtH6R8fUdEfHvr1q2zyMhIW7NmjTU2NtrcuXMtISHB4w6ygeyXv/ylDR061F577TU7ePCg8zp+/LgTc/vtt1t6erpt3rzZdu7caYWFhVZYWOiMn3wkzw9/+EOrr6+3TZs22fe+971TPpJnyZIl1tTUZCtWrDjlI3kC7Vh8/Q7GZuSyv2pray08PNzKy8tt3759tnbtWouJibGnnnrKiamoqLCEhAR74YUX7O2337arr776lI/kmTJliu3YscO2bNli5513nscjedrb2y0lJcVmzZplDQ0Ntm7dOouJienzSJ7w8HB78MEHrampye69916/eiTP7NmzbdSoUc7jjTZs2GDDhw+3pUuXOjHkEoHO38+JA0WtP7uo9d8Ntd57qPWDE80BP/Xoo49aenq6uVwumzZtmm3fvt3XUzpnJJ3ytXr1aiemq6vL5s+fb4mJiRYTE2PXXnutHTx40GM977//vl155ZUWHR1tw4cPt1//+tfW3d3tEfPqq6/a5MmTzeVyWVZWlsc2Tgq0Y/G/HxjIZf+9+OKLlpuba5GRkTZhwgR74oknPMbdbrfdc889lpKSYpGRkXb55Zdbc3OzR8yRI0fsxhtvtLi4OIuPj7ebbrrJOjs7PWJ2795tF110kUVGRtqoUaOsoqKiz1yee+45GzdunLlcLsvJybGXXnrJ+zt8lnR0dNiiRYssPT3doqKiLCsry373u995PIaIXCIY+Ps5cSCo9WcXtf67o9Z7B7V+cAoxM/PNNQsAAAAAAGAw4J4DAAAAAAAEOZoDAAAAAAAEOZoDAAAAAAAEOZoDAAAAAAAEOZoDAAAAAAAEOZoDAAAAAAAEOZoDAAAAAAAEOZoDAAAAAAAEOZoDAAAAAAAEOZoDAM6KtrY2LVq0SNnZ2YqKilJKSoqKiopUWVmp48eP+3p6AABggKj1QGAJ9/UEAASelpYWFRUVKSEhQffff7/y8vIUGRmpPXv26IknntCoUaM0c+bMPu/r7u5WRETEOZ/viRMn5HK5zvl2AQDwV9R6IPBw5QAAr5s/f77Cw8O1c+dO3XDDDZo4caKysrJ09dVX66WXXtKPf/xjSVJISIgqKys1c+ZMxcbGqry8XJJUWVmpsWPHyuVyafz48frb3/7msf729nbNmzdPKSkpioqKUm5urjZu3OiMb9myRRdffLGio6OVlpamhQsX6vPPP3fGx4wZo/vuu0+/+MUvFB8fr7lz5+qyyy5TWVmZx3b++9//yuVyqaam5mylCgAAv0StBwKQAYAXffLJJxYSEmLLli37xlhJlpycbKtWrbL33nvP/vOf/9iGDRssIiLCVqxYYc3NzfanP/3JwsLCbPPmzWZm1tvbaxdeeKHl5OTYP//5T3vvvffsxRdftKqqKjMz279/v8XGxtrDDz9se/futa1bt9qUKVNszpw5znYzMjIsPj7eHnzwQdu/f7/t37/f1q5da4mJifbFF184cQ899JCNGTPG3G63l7MEAID/otYDgYnmAACv2r59u0myDRs2eCxPSkqy2NhYi42NtaVLl5rZVx8YFi9e7BE3ffp0u+222zyWXX/99XbVVVeZmdkrr7xioaGh1tzcfMrt33LLLTZ37lyPZW+88YaFhoZaV1eXmX31geGaa67xiOnq6rLExER79tlnnWWTJk2yP/7xj/3ddQAAggK1HghMfK0AwDlRW1ur+vp65eTk6Msvv3SW5+fne8Q1NTWpqKjIY1lRUZGampokSfX19Ro9erTGjRt3yu3s3r1ba9asUVxcnPMqKSmR2+1Wa2vrabcbFRWlWbNmadWqVZKkN998Uw0NDZozZ8533mcAAIIJtR7wb9yQEIBXZWdnKyQkRM3NzR7Ls7KyJEnR0dEey2NjY7/V+v/3/f/r2LFjmjdvnhYuXNhnLD09/YzbvfXWWzV58mR9+OGHWr16tS677DJlZGR8q/kBABDoqPVAYOLKAQBelZSUpCuuuEKPPfaYx42B+mvixInaunWrx7KtW7fq/PPPlyRNmjRJH374ofbu3XvK90+dOlWNjY3Kzs7u8/qmuxTn5eUpPz9fTz75pJ5++mndfPPN33r+AAAEOmo9EJhoDgDwupUrV6qnp0f5+fl69tln1dTUpObmZj311FN69913FRYWdtr3LlmyRGvWrFFlZaX27dunhx56SBs2bNCdd94pSbr00kt1ySWX6LrrrlN1dbVaW1v18ssva9OmTZKku+66S//+979VVlam+vp67du3Ty+88EKfuxOfzq233qqKigqZma699tqBJwMAgABErQcCkK9vegAgMH388cdWVlZmmZmZFhERYXFxcTZt2jRbvny5ff7552b21U2Knn/++T7vXblypWVlZVlERISNGzfO/vrXv3qMHzlyxG666SZLSkqyqKgoy83NtY0bNzrjtbW1dsUVV1hcXJzFxsbapEmTrLy83BnPyMiwhx9++JTz7uzstJiYGJs/f/7AkwAAQACj1gOBJcTMzNcNCgAYLN5//32NHTtWdXV1mjp1qq+nAwAAvIxaD5wazQEAkNTd3a0jR47ozjvvVGtra5/vQgIAAP9GrQfOjHsOAIC+uhHSiBEjVFdXp8cff9zX0wEAAF5GrQfOjCsHAAAAAAAIclw5AAAAAABAkKM5AAAAAABAkKM5AAAAAABAkKM5AAAAAABAkKM5AAAAAABAkKM5AAAAAABAkKM5AAAAAABAkKM5AAAAAABAkPs/9e8lEfVYXnEAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here:\n" + "plt.figure(figsize=(12, 6))\n", + "\n", + "# Scatter plot with K-Means clustering labels\n", + "plt.subplot(1, 2, 1)\n", + "plt.scatter(customers.Grocery, customers.Fresh, c=customers.labels, cmap='viridis')\n", + "plt.xlabel('Grocery')\n", + "plt.ylabel('Fresh')\n", + "plt.title('K-Means Clustering')\n", + "\n", + "\n", + "# Scatter plot with DBSCAN clustering labels\n", + "plt.subplot(1, 2, 2)\n", + "plt.scatter(customers.Grocery, customers.Fresh, c=customers.labels_db, cmap='viridis')\n", + "plt.xlabel('Grocery')\n", + "plt.ylabel('Fresh')\n", + "plt.title('DBSCAN Clustering')\n", + "\n", + "\n", + "plt.show()\n", + "\n" ] }, { @@ -266,11 +1396,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 90, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here:" + "plt.figure(figsize=(12, 6))\n", + "\n", + "# Scatter plot with K-Means clustering labels\n", + "plt.subplot(1, 2, 1)\n", + "plt.scatter(customers.Frozen, customers.Delicassen, c=customers.labels, cmap='viridis')\n", + "plt.xlabel('Frozen')\n", + "plt.ylabel('Delicassen')\n", + "plt.title('K-Means Clustering')\n", + "\n", + "\n", + "# Scatter plot with DBSCAN clustering labels\n", + "plt.subplot(1, 2, 2)\n", + "plt.scatter(customers.Frozen, customers.Delicassen, c=customers.labels_db, cmap='viridis')\n", + "plt.xlabel('Frozen')\n", + "plt.ylabel('Delicassen')\n", + "plt.title('DBSCAN Clustering')\n", + "\n", + "plt.show()\n" ] }, { @@ -282,11 +1440,212 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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ChannelRegionFreshMilkGroceryFrozenDetergents_PaperDelicassenlabelslabels_DBSCAN
labels_db
-11.4901962.4509813729.5647068359.88627511484.3647063795.0039224356.8000002080.4705881.05098-1.0
02.0000003.0000011401.0000003536.2000006729.000000720.2000003561.000000258.2000001.000000.0
11.0000003.000009128.8230771862.4384622423.5307692131.430769496.576923741.9461540.000001.0
21.0000003.0000041446.6000001421.2000002167.6000001276.400000416.200000784.8000000.000002.0
32.0000003.000002357.20000010224.80000011862.800000609.6000005780.000000572.8000001.000003.0
42.0000003.000003068.1428576095.85714310355.000000994.0000004675.5714291826.4285711.000004.0
51.0000001.000009837.8636361751.8636362161.6818181513.181818333.954545669.0454552.000005.0
61.0000001.000006823.0000001943.0000002372.6666676780.333333386.500000613.6666672.000006.0
71.0000002.000007494.6000001537.6000003383.0000002575.400000227.400000941.0000002.000007.0
\n", + "
" + ], + "text/plain": [ + " Channel Region Fresh Milk Grocery \\\n", + "labels_db \n", + "-1 1.490196 2.45098 13729.564706 8359.886275 11484.364706 \n", + " 0 2.000000 3.00000 11401.000000 3536.200000 6729.000000 \n", + " 1 1.000000 3.00000 9128.823077 1862.438462 2423.530769 \n", + " 2 1.000000 3.00000 41446.600000 1421.200000 2167.600000 \n", + " 3 2.000000 3.00000 2357.200000 10224.800000 11862.800000 \n", + " 4 2.000000 3.00000 3068.142857 6095.857143 10355.000000 \n", + " 5 1.000000 1.00000 9837.863636 1751.863636 2161.681818 \n", + " 6 1.000000 1.00000 6823.000000 1943.000000 2372.666667 \n", + " 7 1.000000 2.00000 7494.600000 1537.600000 3383.000000 \n", + "\n", + " Frozen Detergents_Paper Delicassen labels labels_DBSCAN \n", + "labels_db \n", + "-1 3795.003922 4356.800000 2080.470588 1.05098 -1.0 \n", + " 0 720.200000 3561.000000 258.200000 1.00000 0.0 \n", + " 1 2131.430769 496.576923 741.946154 0.00000 1.0 \n", + " 2 1276.400000 416.200000 784.800000 0.00000 2.0 \n", + " 3 609.600000 5780.000000 572.800000 1.00000 3.0 \n", + " 4 994.000000 4675.571429 1826.428571 1.00000 4.0 \n", + " 5 1513.181818 333.954545 669.045455 2.00000 5.0 \n", + " 6 6780.333333 386.500000 613.666667 2.00000 6.0 \n", + " 7 2575.400000 227.400000 941.000000 2.00000 7.0 " + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here:\n" + "kmeans = customers.groupby(by='labels').agg('mean')\n", + "dbscan = customers.groupby(by='labels_db').agg('mean')\n", + "dbscan\n" ] }, { @@ -302,7 +1661,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Your observations here" + "# Why is this not a bonus challenge question??? But I'd say K-means because it seems more visible and gives more information with the colours?" ] }, { @@ -378,7 +1737,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.10.9" } }, "nbformat": 4,