From 0ce5cfcc649b08f82e99b3551a96aa311fc5a475 Mon Sep 17 00:00:00 2001 From: Victor Garcia Reolid Date: Wed, 26 Mar 2025 12:23:01 +0100 Subject: [PATCH 1/4] insideout --- notebooks/insideout.ipynb | 569 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 569 insertions(+) create mode 100644 notebooks/insideout.ipynb diff --git a/notebooks/insideout.ipynb b/notebooks/insideout.ipynb new file mode 100644 index 0000000000..be5ee041f2 --- /dev/null +++ b/notebooks/insideout.ipynb @@ -0,0 +1,569 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "6ea56705-9cea-415e-b00c-bc747d366c06", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: statsmodels in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (0.14.3)\n", + "Requirement already satisfied: numpy<3,>=1.22.3 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from statsmodels) (1.26.4)\n", + "Requirement already satisfied: scipy!=1.9.2,>=1.8 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from statsmodels) (1.14.1)\n", + "Requirement already satisfied: pandas!=2.1.0,>=1.4 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from statsmodels) (2.2.1)\n", + "Requirement already satisfied: patsy>=0.5.6 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from statsmodels) (0.5.6)\n", + "Requirement already satisfied: packaging>=21.3 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from statsmodels) (24.1)\n", + "Requirement already satisfied: python-dateutil>=2.8.2 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from pandas!=2.1.0,>=1.4->statsmodels) (2.9.0.post0)\n", + "Requirement already satisfied: pytz>=2020.1 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from pandas!=2.1.0,>=1.4->statsmodels) (2024.2)\n", + "Requirement already satisfied: tzdata>=2022.7 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from pandas!=2.1.0,>=1.4->statsmodels) (2024.1)\n", + "Requirement already satisfied: six in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from patsy>=0.5.6->statsmodels) (1.16.0)\n", + "\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" + ] + } + ], + "source": [ + "!pip install statsmodels" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "96b7156d-a54a-47e2-8e39-2c5ae7e20ab0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[FLEXMEASURES][2025-03-26 12:08:14,880] INFO: Loading config from /home/victor/Work/Seita/flexmeasures/instance/flexmeasures.cfg ...\n", + "Warning: Without complete mail settings, FlexMeasures will not be able to send mails to users, e.g. for password resets!\n", + "You might consider setting MAIL_PASSWORD.\n", + "[FLEXMEASURES][2025-03-26 12:08:14,881] INFO: [FLEXMEASURES] No SENTRY_DSN setting found, so initialising Sentry cannot happen ...\n", + "[FLEXMEASURES][2025-03-26 12:08:15,398] INFO: Importing plugin flexmeasures-entsoe ...\n", + "[FLEXMEASURES][2025-03-26 12:08:15,433] INFO: Importing plugin flexmeasures_smartbuildings ...\n", + "[FLEXMEASURES][2025-03-26 12:08:15,657] WARNING: Support for Torch based models not available. To enable them, install \"darts\", \"u8darts[torch]\" or \"u8darts[all]\" (with pip); or \"u8darts-torch\" or \"u8darts-all\" (with conda).\n", + "[FLEXMEASURES][2025-03-26 12:08:15,772] INFO: Importing plugin flexmeasures_seita ...\n", + "[FLEXMEASURES][2025-03-26 12:08:15,776] INFO: Loaded plugins: {'flexmeasures-entsoe': '0.8', 'flexmeasures_smartbuildings': '0.1.0', 'flexmeasures_seita': '0.1.0'}\n" + ] + } + ], + "source": [ + "from flexmeasures.app import create\n", + "from flexmeasures.data.models.time_series import Sensor\n", + "import plotly_express as px\n", + "\n", + "from datetime import timedelta\n", + "\n", + "from flexmeasures.data.utils import save_to_db\n", + "\n", + "from sqlalchemy import select, update\n", + "import time\n", + "\n", + "import timely_beliefs as tb\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "from flexmeasures.data.services.utils import get_or_create_model\n", + "from flexmeasures import Asset, Sensor, AssetType, Account, Source\n", + "from flexmeasures.data.models.time_series import TimedBelief\n", + "\n", + "app = create()\n", + "ctx = app.app_context()\n", + "ctx.__enter__()\n", + "session = app.db.session" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ded19e1b-bce5-42a8-b365-1a907f765bc9", + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime\n", + "import matplotlib.pyplot as plt\n", + "from meteostat import Point, Hourly\n", + "\n", + "# Set time period\n", + "start = datetime(2025, 1, 1)\n", + "end = datetime(2025, 4, 1)\n", + "location = Point(52.37, 4.89, 70)\n", + "\n", + "data = Hourly(location, start, end)\n", + "temp = data.fetch()[\"temp\"].resample(\"15min\").mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9d8acebf-56b6-4313-b2fe-36f9506887d5", + "metadata": {}, + "outputs": [], + "source": [ + "COP_SENSOR_ID = 236\n", + "OUTSIDE_TEMPERATURE_ID = 256\n", + "USAGE_ID= 259" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9f5f8d93-82ee-422d-a88f-936837775b05", + "metadata": {}, + "outputs": [], + "source": [ + "usage = pd.DataFrame(TimedBelief.search(USAGE_ID).reset_index(\n", + " [\"belief_time\", \"source\", \"cumulative_probability\"\n", + "], drop=True))\n", + "usage = usage[\"2025-02-20\":]\n", + "usage = usage.resample(\"15min\").mean()\n", + "usage.index = usage.index.tz_convert(\"UTC\").tz_localize(None)\n", + "usage.describe()\n", + "usage = usage.rename(columns={\"event_value\" : \"usage\"})" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8b4aae69-d36c-461c-abf1-c65919599a66", + "metadata": {}, + "outputs": [], + "source": [ + "cop = pd.DataFrame(TimedBelief.search(COP_SENSOR_ID).reset_index(\n", + " [\"belief_time\", \"source\", \"cumulative_probability\"\n", + "], drop=True))\n", + "cop = cop[\"2025-02-20\":]\n", + "#cop = cop[cop>150]\n", + "cop = cop.resample(\"15min\").mean()\n", + "cop.index = cop.index.tz_convert(\"UTC\").tz_localize(None)\n", + "cop.describe()\n", + "cop = cop.rename(columns={\"event_value\" : \"COP\"})" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "ef0230e0-3f12-4aed-9fb8-9b8c07bf1b2f", + "metadata": {}, + "outputs": [], + "source": [ + "temp = pd.DataFrame(TimedBelief.search(OUTSIDE_TEMPERATURE_ID).reset_index(\n", + " [\"belief_time\", \"source\", \"cumulative_probability\"\n", + "], drop=True))\n", + "temp = temp[\"2025-02-20\":]\n", + "temp = temp.resample(\"15min\").mean()\n", + "temp.index = temp.index.tz_convert(\"UTC\").tz_localize(None)\n", + "temp.describe()\n", + "temp = temp.rename(columns={\"event_value\" : \"temp\"})" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "b1cc77fb-f5a1-4df4-94e7-682beae43fea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.concat([usage, temp, cop], axis=1).dropna()\n", + "df = df[df.usage > 15]\n", + "df = df[df.COP < 500]\n", + "df = df[df.COP > 200]\n", + "df.plot(kind=\"scatter\", x=\"temp\", y=\"COP\", s=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "018bf6d7-c2ed-47a5-a8c2-c609f3ceb0fb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(kind=\"scatter\", x=\"usage\", y=\"COP\", s=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "a06bfebe-1d6a-4785-956b-dda58da99a44", + "metadata": {}, + "outputs": [], + "source": [ + "import statsmodels.api as sm\n", + "\n", + "mod = sm.OLS(df.COP, sm.add_constant(df[[\"temp\", \"usage\"]])); \n", + "result = mod.fit_regularized(L1_wt=0., alpha=1)\n", + "#result.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "71a5101c-c73d-459a-b536-fad4dca05d60", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: COP R-squared: 0.225
Model: OLS Adj. R-squared: 0.223
Method: Least Squares F-statistic: 95.22
Date: Wed, 26 Mar 2025 Prob (F-statistic): 5.01e-37
Time: 12:18:23 Log-Likelihood: -3355.5
No. Observations: 658 AIC: 6717.
Df Residuals: 655 BIC: 6730.
Df Model: 2
Covariance Type: nonrobust
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err t P>|t| [0.025 0.975]
const 145.8178 10.157 14.357 0.000 125.874 165.761
temp 0.9437 0.370 2.551 0.011 0.217 1.670
usage 6.0107 0.440 13.653 0.000 5.146 6.875
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Omnibus: 52.729 Durbin-Watson: 1.050
Prob(Omnibus): 0.000 Jarque-Bera (JB): 63.594
Skew: 0.719 Prob(JB): 1.55e-14
Kurtosis: 3.500 Cond. No. 152.


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/latex": [ + "\\begin{center}\n", + "\\begin{tabular}{lclc}\n", + "\\toprule\n", + "\\textbf{Dep. Variable:} & COP & \\textbf{ R-squared: } & 0.225 \\\\\n", + "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.223 \\\\\n", + "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 95.22 \\\\\n", + "\\textbf{Date:} & Wed, 26 Mar 2025 & \\textbf{ Prob (F-statistic):} & 5.01e-37 \\\\\n", + "\\textbf{Time:} & 12:18:23 & \\textbf{ Log-Likelihood: } & -3355.5 \\\\\n", + "\\textbf{No. Observations:} & 658 & \\textbf{ AIC: } & 6717. \\\\\n", + "\\textbf{Df Residuals:} & 655 & \\textbf{ BIC: } & 6730. \\\\\n", + "\\textbf{Df Model:} & 2 & \\textbf{ } & \\\\\n", + "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lcccccc}\n", + " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", + "\\midrule\n", + "\\textbf{const} & 145.8178 & 10.157 & 14.357 & 0.000 & 125.874 & 165.761 \\\\\n", + "\\textbf{temp} & 0.9437 & 0.370 & 2.551 & 0.011 & 0.217 & 1.670 \\\\\n", + "\\textbf{usage} & 6.0107 & 0.440 & 13.653 & 0.000 & 5.146 & 6.875 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lclc}\n", + "\\textbf{Omnibus:} & 52.729 & \\textbf{ Durbin-Watson: } & 1.050 \\\\\n", + "\\textbf{Prob(Omnibus):} & 0.000 & \\textbf{ Jarque-Bera (JB): } & 63.594 \\\\\n", + "\\textbf{Skew:} & 0.719 & \\textbf{ Prob(JB): } & 1.55e-14 \\\\\n", + "\\textbf{Kurtosis:} & 3.500 & \\textbf{ Cond. No. } & 152. \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "%\\caption{OLS Regression Results}\n", + "\\end{center}\n", + "\n", + "Notes: \\newline\n", + " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: COP R-squared: 0.225\n", + "Model: OLS Adj. R-squared: 0.223\n", + "Method: Least Squares F-statistic: 95.22\n", + "Date: Wed, 26 Mar 2025 Prob (F-statistic): 5.01e-37\n", + "Time: 12:18:23 Log-Likelihood: -3355.5\n", + "No. Observations: 658 AIC: 6717.\n", + "Df Residuals: 655 BIC: 6730.\n", + "Df Model: 2 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 145.8178 10.157 14.357 0.000 125.874 165.761\n", + "temp 0.9437 0.370 2.551 0.011 0.217 1.670\n", + "usage 6.0107 0.440 13.653 0.000 5.146 6.875\n", + "==============================================================================\n", + "Omnibus: 52.729 Durbin-Watson: 1.050\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 63.594\n", + "Skew: 0.719 Prob(JB): 1.55e-14\n", + "Kurtosis: 3.500 Cond. No. 152.\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_daily = df.resample(\"15min\").mean().dropna()\n", + "df_daily = df_daily[df_daily.index.dayofweek.isin([0,1,2,3,4])]\n", + "mod_d = sm.OLS(df_daily.COP, sm.add_constant(df_daily[[\"temp\", \"usage\"]])); \n", + "result_d = mod_d.fit()\n", + "result_d.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "70d62871-91f2-4063-8d97-f03f2caae079", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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SzT1NTYBKkbE9PUJrK/DOO8L/77wT27HZDjiJXxSOS6ChoQFDhgzBkSNHpM+ampowZcoUnH322QCAa665Bo2NjZg8eTK2bt2Kk046CZMnTwYAXHfddRg7diwOHTqEs846K+r4J06cwIkTJxSf5eTkIDcJpsLu7m7F32wj2/sPsAwAlkFG91+0SrzzDlBSAqxbp/kgjVcGTU1N2LhxIyoqKlBVVWVLk9HaCuzcCeTno+Czz/DS8uX4v717pXN0d3dj4sSJmDhxon6bu7qAjz8GzjsvtuJw3nk4XFwMADhcXIw+550HpGIseL1AUZHwvwvGXrLuA6/XnE3GUeXm66+/Rn19PZ555hk8+uij0ucfffQRrrzySul9UVER9u7dCwBobW3FwIEDpe969OiBs88+G62trZrKzdNPP40VK1YoPps2bRqmT59ud3ckDhw4kLRjpwPZ3n+AZQCwDDK2/3/5S+T/Q4cMN7Uqg+LiYhSHFYN9+/ZZbpomJ50EbN8uve0P4KYf/tD6OU46KWZ/JerrAQDf1tfjW7P7ZCh23wf9+/c3tZ2jys2yZcswc+ZM9OrVS/H5sWPHcMopp0jvTznlFLS3twMA2tvbFd+J3x87dkzzHHPnzsWsWbMUnyXTcnPgwAGcc845prXLTCLb+w+wDACWQUb3X265KS0FXn5Z13JjVQZ33XUXli9fLvm/3HjjjXjwwQfta7dZy4uaPXuAYcMi77dujVhINLjnzjuxcOVKHH7jDfS57DI8cs01uP/hh+Nqdjrj9H3gmHKzc+dOvP/++/jlL38Z9V3Pnj1x9OhR6f3Ro0eRl5cHAMjLy1N8J37fs2dPzfPk5uYmRZHRoqmpCcXFxVi7dq1k4sxGvF5v5k3qFkmGDKxki3VDZtlsHwcZ2f/cXOCVV4SlnsLCmIqCFRmMGDECDz/8sOQPM2LECPvkl5sbf/RQYSEweLCy4rZBuyb26oXeR4/iMIDeR49iQn5+5o0DCzh1Hzim3Lz99tvYt2+ftK565MgR+Hw+HDp0CP3798eePXswatQoAMDevXsxYMAAAEBhYSGee+456TjHjx/HwYMHUeiwd3gwGMSsWbOwfft2zJw5EytXrkz/CAPGNWiFsOqNLyvbMoxlYoRbx4urQs+7upQK3BtvmFboLl+0CCcef1w4TG4uLl+0KBUtZlQ4pk7++Mc/xvPPP4+VK1di5cqVGDlyJKZNm4bbbrsNVVVVaGhowMGDB/Hll19i5cqVkhI0bNgwdHR0IBAI4MSJE3jqqadwwQUXaPrbpBIxVwKA9MjmyaQVVrLFpl1mWRWKJGtMVpGM0HPL40krIZ6Vits9eiAn7GeSc+AA0KNH9PFTFG2WzfeSY8pNjx498L3vfU96nXzyycjLy0OvXr1wxRVXYOrUqZg9ezamTp2KSy+9FJMmTQIgLDM98sgjqK+vR2VlJd555x3cf//9TnVDQsyVACA9snkyaYWVXBxpl1lWRtrVM2JcTVzjyWqNKi1EJUitDKUwk3DW30vE2EZjYyO1trZSY2Ojpf0CgQDV1tZSIBBIUstSQygUotbWVgqFQik5nxvllkwZBAIBWrBggan+WtnWbhKRQW1tLfl8PgJAPp+PFixYkIQWJpdU3wduJB4ZJON+jms8dXYSlZURAUTl5cJ7K3R2UqiiQuh/RYVy/127hOOKr127rB3bAk7fS07fB6zc2Ei8N7Q4+AC46kFtlVQOZrfKzekb2g0kIgO3XlcrmOm/GxVzO7E6BpJ13eM+bmenoHhYVWyIiHbtolB+vtD//HylApOo4mQBp+8lp+fC7HXhdgnp7h/hFCy3zMT2bLEuJKuXC3T8TZJ1P2uOJ7ENx4/r+75Y8bFRU1goJDgEhHB5ebBLCjMJZ8O9ZAQrNw6Tzv4RTsJyy1wypp6RDlmrmBv4myTzflaMJ3kbvvvdqLaoHXDjcsjNyREyNwPaeYASUZwskun3kiGO2IsylHjNcE76R9iJEz43bpOb06ZYN+A2GaR6CShW/51eLrBKPPLTlEEMfxNb72e9ZSV1G2RtUV+Xurq6uK+T2+4BJ3BaBqzc2IjTF9NprPQ/U30Osn0MELlLBk4oEmZ9btymmGsRr/w0ZZAqfxP5ecrKlOeRf9ezp6ItagfckpKSuB1y3XQPOIXTMuBlKSblZLXPAZNS3LoElC7LBbbKL1X+Jkah3PI2fPmloi3qpbHx48fz0ncaw8oNk3Lc+sBhMi/pF/tmJYbt8kuFv0lhIVBWJvwvlkuQOzKLbejRQ9EWtQPuAw88kNUOuemOh4jI6UZkCt3d3di3bx/OPffcrKwlYrb/8vIAoVAooyaOdB4Ddl0Xt8kgGAymNKW/2/ofVUrAIvHIz3EZyPvc1SUoOTt2CErPG28k3ZnX8f67AKdl4GhVcCY7cVUNGUZCy6KWCdfG7/dnRD/iQowO2rIl7gd7WspPtM7IFRsgskyVhNpYcsQiyk1NTVldRNlJslOlZOLGrmWLdPE5yCZ4CScDsaOUgNOoc+NYqc3U2hpRbABg6NDoZSqbCQaDmDlzJgBg5syZGbPEm26wcsOYhh2BM5tMSPqVrj5DSWu3lv+Jm4ilZKhz4xw/bq02kzyh3oABgvMwYP4YcShBXETZJTgSo5WhOB36lmxi1SrJ9P6LGIWxZ4sMjHBKBm7JH+OW0gMSiZQSiBNTMjAK2RZR56VZu9Zabaa2NiKPJ7J9SQlRS4v+MeSyMtM+DQKBABWEyy8U5Oe7Ptw/WTg9F7LlhjENL1uw9crNpGsUXtLbncKMuJYws2SmtjyNGmXNElVfL6gwIu+8I/zVOobaSrR7d1xLev6qKrSGj9laWAh/VZWp/Rh7YeWGMU06L1vYZfZP1wdoNpCuyne6tjthzCyZqXPj9OhhLVfOsGGKt5985zto3LVL+xhqZQuIb0mvtRXfCStC32ltTU8/p0zAEXtRhuK0Gc5p3Np/O83+sY7lVhmkEidl4IbMv/H03w3tthPTMkjyklmwoYHeDC8/bQOoB6A/B2hlUI6nfZ2dFKqoEPo/cmRKlwPdhNNzocvslAxjP3aGOHMYu7uRhy0Hg0E0NzejsrLS9dcpLcOt7UBcMksSr7z6KpZ5vTi3uxutAEKA/hwgWonUOYGsti8nB2tuvx0XAlhz222Y4LblwCyBl6VcQLpGeKQLdpv9OYzd/bBvFAOE7/3ubng9HgCA1+s1ngPU/klxREsFg0HMuOYaAMCMa65J2djj54gSVm4chifh5JPOvkJMfLBvFAMIzr2fFxVhJxE+PvNMLLjlFvNzgNrB2KSC40QoOD9HomHlxmF4Ek4NbG3JLhK11vGv4DRGbm1pbUWfPXsAAGd/+in+5+c/Nz8HxJkAURx7AFLmIM7PkWhYuXGYrI2UMAk/ZJh4SMRal+6/grP6nlFbW/r1iz+JYWEhDhcVAYDw1+S+fr8f9fX1AID6+vqU/KDi54gGjrgxZyjxeodnSqSE3d7xbknKZgWnIwTcQLrLIFayylg4HS3mhnvGMRmok/6JkU5xRGQFAgHyATTY6yWfRVk60X+3PUecngfYcuMCzCyZZOOvMadNrdkocya9fwUn/Z5JVk2mOI8bdY9q5c6JM4lhc3Mz4PNhZ3c3kAZLPbz0rsIRlSpDSZam6pZfY2rUZQjcaLkxKpWQjHM7/WvFDWSCDBL5FZyxlhsL5QgkGXR0KK0mWlYUreOasLbo9tWm3DmJyDIT7oFEcVoGrNzYSLIuZqJm8mSgdeMno/+JPGQSmZzilbnTN7QbyDQZWFWQne5/0pYntJZ8dJBkUFERUVra24mGDRPeDxsWUT7Ux21pMaVEpWJejFeWTo8BN+C0DHhZKg1wo5k8VUtGiZhaE2mjG2XOpJ50dC5O1vJEY0sL9vftK7wx65wr1nLasgV45RVg61bh/datwjIUEL2UJG4v/tWJUpLfowiFMGHgQO1lra4u4P33hZfFZS9e6klfWLlJA9yYpyUdHv6JtNGNMmdSj9N+X24hGAzC/+MfY+Dnn2MQgMa77jLlw/J1WAE6XFQEnH229kby+lGvvip8JtaEMlCixHu0dv58fF5UhLE//3l0PpquLuDSS4HiYuF1ySX2+wsx7sQRe1GGYsYMF68PiBtRm2ydNkNqkeoIAjfKINVkkgziWdqMq/9JrrGUEJ2d9MDs2ZTr9ZpeAhJlUJCfL0UbBRsaIstSquWmQCBAt9XU0FdFRZFlq5YWc/IwWi5TfwcQbdsWryRMk0n3QLw4LQNWbmwk1sV0q2OwXTg9mN0AyyDzZGBVQbbcfwuOuvES948qWdveBCQFJ9ZxJOWmoECpEGkoceK8WOzxxPTp0eyHVsFLkfZ2oh49lMctLk66Eplp90A8OC0DXpZKIWziZpj0I+l+F3FmwjVLQn5DsrYNB3DftddaWqaNWhbWCMtubm5GrteLp4kiO5aVCQn4ZOHhuv2QL2tt2qRcLmttBY4fVzaqpcV2GTPug5WbFJIOfioMkwzSMWdQwm02m7tFKzeLjST0o0rVtrtWrLCk5NXX18f0W6usrMS53d0ol3/41FNARYWirpNhP6zkskmCjBkX4oi9KEMx63PjpiySduK0GdINsAyiZZCOy7G25DiRh0HHWgYRl2va2233vUlY/nH4A1m9D4INDbSvb9/I0lJLS9QSlZgxuNjjocGiD4+ZtsvDz8368SQIzwPOy4AtNykmERN3Ov76ZbKPpqYmxd90XI61pc3yMOhYyyA5OYI14YorBGvFpZfaFtUTd+SfaHkCgEGDEGxqStr8Uz1lCvodPBhZWiosBIYMEb4MW1r8VVX4YsAA7CDCBwCqH3hAsWSl2bacHOBf/xKO+69/ARdeaDlTMZOmOKJSZSjJ1FQT+fWVqggtpzV1N6Alg0yKkItFIBCg/Px8am1tpfz8fAoEAppj1+0ysdVyo3Zy1UNtrWhpSaAHCaJycg42NFiSR0JzgfzcQ4YI1iwi7cinsEUn3muVLHgudF4GbLlJE+L9JZmOScgyiWyTvzhOAUjjVG05AOB6mdiS5+iPfxScV9VOrknArFVXczst3yCVk/N7gUDqrG/yc+/YAezfL/xfWBjJfwPg8IABQL9+2NHQgDyPB4WhEHK93rSwDDIpwBGVKkNxo+UmlaUbnNbU3YBaBm4snZFMtCw3ajJdJqGODmEM5OdbC+2W+4dY2M/s3KC5nV4Yuiq8OhWWG9GaF2xo0A3tDjY00OCw300uIOXFaQtbct4064uTZHgudF4GbLlJE+L9JckRWs6SbfL3+/2or68HIETKaI3TjJfJxx9H/rcS2h32D1m/bBluv/xyBMM+S7Ewa9XV3E4vDF0VXl09ZQqCDQ24/6c/RbChwf7SDs8/jzsmTcKy3/0O/h//GI11dZqh3a+8+io+9PnQQoSBHg/67NkDAMgPfz8cQM/PPmPfRIYtN3bitKaqR6IRWmb9I7SiZNzsV5EM9HxuMjVCTousjxqUW270/G10IpDisdDaZrkx8g2ymGjQ9FzY2UnU0kL7Tj9dkShQz5on9iHX66XNct+bvDyisCXH5wL/G7c+C1KJ0zJg5cZGnL6YycDKZCvvvxud/FJBJo4Bq2S7DKT+64VPGygK8S7ZmVUWNbczE+ptoSI4kcEYkJ9LLgfZa2CM+SIQCNCSOXOU+23fTrRrF91WU+OKJc9svweInJcBL0sxhsTryJyO4b8MYytFRdqOxAYZieNdsjObYkJzOzMJ8BJNNChW5r700khivt27I3II8xaAqxctMuyH3+/HXStWKNtzwQXAoEEYNXZsZi95MqZh5YYxpGfPngiFQvB6vZYmi3T3q+CcQkyyaGxpwebw/5vD70Vi+daZjnayG6MSB7Ho6hKUmeJiYOtW4TNRqQkrKEdkm7e3t8fdHiu+iXyPZziO2IsyFKfNcHYjLi15w8Xy6urqDLfX8rlJR78KW3KcuHAMcL6j1BCr/7W1tZTr9dLAGP4lanR9ZuQZeOPJvpuEiuQKGWjlpxH9ezo76fXFixXfrVu2zLZ2iKjHfrKXzbP9HiByXgZsuWF0EZeWuru74fP5zP2ikpH0goNJIhOX1LIt345VUvkrvrKyEie6u9Hq8+FEd7dpq6bmuNy9O2IN2bo1klHYLKJVRVbDyXbkS1rDhgGrVwOvvipYW3Jy8OXFF0uWrO0A2k87zdbTa439TLzHGSWs3DC6pPvSklnUD7ZM7LfeZJ4VpvkYyzapVvxsTeug6tMrr7xirTFJrkgOILKE1NIi2GYmTBDKTITb/sqrr2K0x4PtAC4CcNH8+bYqWVpjPxPvcUaFI/aiDMVpM1wysLK0lI791zNPx7uk5lYZ6JVA0Op7orhKBiZCmO1OKpjsZJ7SuJQvSQH0FkA+q9fRRCh4sKGBHpg921JyPE0Z6JSXCAQCNFCjrIJd2H2Pm8FV94BDOC0DVm5sxOmL6TTp2P90erAlinoyT1amYFfJwEQIs91Kni39jyM8e3C819HgXMGGBnozjuy/VpQb8TyKquA2V+5Otf+fq+4Bh3BaBrwsxWQ12WSeVvtAZUXfTYQw21JHyk7M+sHI+rYZQKvFiEYJg1Dw9wIBDA//PxzAjkSW7AYNitSGKisT3oeJqgpucy2udPX/Y+LH0drvDzzwAF599VUcP34cZ5xxBn7xi19g5MiRaGxsxK9//Wvk5uZK265atQpnnHEGAKClpQX3338/Dhw4gOLiYvzqV7/CmWee6VQ3mDRGfLBt2LABo0ePtn3yE50XKysrXTex2t13sa9jx45FcXGxTa1MENHfo7VVUAZ0Hpp+v98910fLD0amCEjI+vbvlhb8YuNG28fw0EmTsPkvf8FwCDloLhk2TFC24lE+wuUldK+FqGQxjB04Yi8K89FHH1FHRwcREe3YsYNGjhxJhw8fpmAwSDfffLPmPh0dHVRVVUXPP/88HT9+nJ544gm67rrrUtlsXZw2wzlNOvQ/2eHQ2ZqlWd5XsXCmm8dBMkn4PjBbEsFm9O6NYEMDPXjttfTVgAH2l1/IUBobG6m1tZUaGxudbopjOD0GHLXcnHfeedL/Ho8HXV1d+Pzzzw332bp1K0466SRMnjwZAHDddddh7NixOHToEM4666yo7U+cOIETJ04oPsvJyVFYheyiu7tb8dctNDU1YePGjaioqEBVVVXSzuPW/os0NTVh1qxZ8Pl8ePLJJ1FfX2+7POQyeP3111FQUCAt/bz++uuYOHGiredzC/K+9u7dG4B7x0GySfg+8Hqx5p570LJ6NYonTMB4rxeQHSsZ97PRvTFh0iRMKC4Ghg1Dd34+sHOnYH0pKtI9XqIySNWclQyamppw/fXX44033sD111+PJ598Mu36YAfJeh54vea8aTxERLae2SIPPfQQGhsb0dHRgREjRmDp0qV48cUX8fDDDyM3Nxennnoqrr76akydOhUAsHLlSrz77rt45JFHpGNcffXVmD9/PioqKqKOv3z5cqxYsULx2bRp0zB9+vTkdoxhGIZhGFvp37+/uQ0dsRep6OrqojfffJP++te/EhHRwYMH6dChQxQKhei9996jK6+8ktatW0dERCtWrKDFixcr9p87dy6tXbtW89gdHR3U1tameLW3t1MoFLL91dnZSa2trdTZ2ZmU48fzWrhwIRUUFFB+fj4VFBTQwoULTe/b2NhICxcupMbGxrTtv7o/ohzy8/NN9yuRMWBVhun8Evu6evXqpIyDVMqysbGR7rrtNjp8wQUUys+nUEUFhTo64hoDVl9Tp06lXr16ad6zidzPoY4OoR8a/dG9Nzo6KLRrl/BX/P/o0chnSZBBQn10wauxsZH69u1Lra2t1Ldv36y49+0eA0Yvs7hCuRGpra2ljRs3Rn3+9NNP0913301ERM8++yzdcccdiu+nT59Or776akraaEQo5L515nj9PuLZL9X9j8d/JtkhoW4cA6kmGTIIBALkA2iw12s9l0uc59oWZ+6VRPov3nfyl7yvCflxxQiLj7o3tHIEmcgbREQU6ugQZBD2qYxHBunsq8Y+N87Pha4KBQ+FQjh48GDU5x6PBxRePSssLMSePXuk744fP46DBw+i0GqV2iwhnjDXYDCI++67TyqW6cb05PFmleWQ0PTkn+vX4w0AH3R34w0Arxpl4k2wkGRzczMGer24SP7h0KExK2GL2Z6bmpriOq94bp/PB0CY99RRXAmFrRuExYuRbopoK62oLTMZjbu6gHHjhP/HjQO6uixlwnZdaH4ciD422ehr4xocUamIqK2tjdasWUNHjx6lzs5Oevnll+myyy6jnTt30uuvv05fffUVERF98MEHNH78eGnZqaOjg8aPH08vvPACdXR00O9//3uOlrIRdbFM8a/bLDfJSkCXKJkwBhIlGTJYt2yZueKKastCe7siQZ0Za59oudkcPtenp50mHMcAu6LFkm61kCfsC/8fbGjQLsjZ0hLJgCwrdBkzkmvXLgqJMsjPp3XLlqW9JcYqPA84LwNHlZsbbriBRo0aRSNHjqRZs2bR+vXriYjoscceo3HjxtGIESNoypQpVF9fr9h3x44ddPXVV9Pll19O119/PX3yySdOdCEKpy+mHciVBq/XS6WlpaYno1T2362m60wYA4mSFBl0dtJXRUVEgPBXLxRZvfQyZIik6Gg+xGXHlytBdXV15APofI/H1DKY/L4pKCiI6r+pJdTOTqJt22jTvffSnbfcEntMaygqpsPGZUrKR7160cnhJTCfz0e333prRIEZNkxQcuTHjXWuzk4KVVQIMhg5km6rqZF+JHk8HiopKUnp/Zrs9A9a8DzgvAxc5XOT7jh9Me0gEaUhmf3XmqBSnVJdrx1yMmEMJErSZGDmAS63LAwdqlB0Hpg9W9vap+FHYtUyaGS5MXVPdXYSlZZG2tujB1Fbm6l+fjVgAO07/XTTOWiIKEoJ3BauSwXRKpZgnSe5z42oKA4Mn8Pj8aTsB4lTP4J4HnBeBqzc2Ih4MRsbG1P+S8FO3FY00i1WGjPtcPqGdgOOy0BUgtrbFUsoupYbDUfbeMaceN8sXrxY4UxqSlFStwEgGjjQvIXKqjLS2RmxaoVfgwDy+/22JBGUj4HbamqkJb43wwpOqpaSnVq+dvwecAFOy8BVDsWZwsyZMy07urqJZDrdWnEsFBGdLJ12bnZLO5gYiGn8e/QQyhOE6xVVT5mi7aiq4WgrOrVOmDAB1dXVpk7r9/sxevRoPProowCEeSAYDOrX8JI7PhcWAqWlygN++GG0w664T79+UpvfCr8AYH/fvjEdnyUZvfUWvunXDwCwHcDHEJKiSmUdbKrzVDV4MMrD/w8HUOTxJFTLzMocIspeDI7Iy8uL65xMGuKISpWhiJpqQUGB6xxdU0EsTT2VYenJgC035khLGWgsecUz7mprayWfm4KCAun+Nx1mvXWrYLHRsppoOEs/euON5APoJI+HBgI0acIEa/dHezt9c+65sX2ZLKIYAzJ/qQNnnkm333pr3PdwPNekrq7OcnCE1nmtWOPT8h6wGadlYFm5aW5upjvuuIPuuOMOam5uTkKT0hfxYubn5zv+IHaCWIM5EROxE/418bTD6RvaDWSKDOIZr4FAQPK5yc/P1x+vRjln9HyLVPvcWFmpeGjH9QMgRu6beIkaA1YdnnWI55rU1tYqoj+t/uBMh5xfbsRpGVhalnrttddw55134p///Cf++c9/YuHChdi0aVOixqOMo76+Pq1zNCQLXfO8CdySn8Yt7WBUJJjbRouePXtKSxoIhTBh4MCYx/f7/aivrwcA/O3ZZ+EfPFh7H/lSWFmZsI24nbispl4OKiwEhg0DICxDPdPcjIEAPN3d8Hg8yAEwMBRCscdjnAdIrx2q3De2Eu5TsKnJ8rK0nHjmkJ49eyrqHFldmuLl6PTEknKzcuVKAAAJFh8QEZ599tmkNCydqaqq4gegBpmQnItxIV1dwGWXAeefL/y1QcEJBoNYsmQJvF4vPN3d+PjMMzH25z83dXwxcdv4Rx9VtkmugIl+LS0tgs2kuFjY7vhx00raRgC7AbwB4EIiIckhgB1EuOfFF83JQe5f8+qrgo+PjQqinHgTb8qJZw45duyYVGzR6/Wivb3d0jkT+VHGOIcl5aa1tRUnn3wy/vGPf+Bvf/sbTj75ZOzduzdZbWMyELZ8uBeFo2YSLCFJw0zWXIuIv9a7u7sx0OvF2Z9+av3477wT2Wf3bhy+4ALg/POFv6KCk5MDbN0a2a68PEpJE6/L+hUrpG3Lwy/x/x0AymSn/s7evfrZg7Wua1cXcMUVinPbPR7ssoBYnUMqKyvR3d0tXU+rygn/KEtTrKxhlZeX009/+lPp/U9/+lMqLy+3d6EsjVGvMTqRPMpJnF5jdQPpKgO5X4FPdC61kjdFRsplYEPoshp5LatcuTxMHF/qf0WFtM/6xx/XzrBskJdHHZKeC1DnyScTAdSZm0v7xdw2Wq8hQ6LbqefELGYhVrUvkfGgNQaSGRgQa65Ntc9eus4DduK0DCwpN2VlZTR37lzp/Zw5c1i5kSG/mG6J8Eklqc5QbFZxTKWS6fQNHS9yR83BXm9CTqaOyMAmh1X58RQZkVVlHIyQ+t/RIe0jz/WyGRCyAKvbrsrLo04mGHVdWlqUJRLy8iKKjVa5CC3n4ZaWaMWovJxuq6lJaDzojYFkKBlunGvTdR6wE6dlYDnPzY4dOzB8+HAMHz4cLS0tACC9Hz58OC655BJbLErpDjuhKYknv43Rscyu3duxzu927JCt3K/gw+5uHC4qEr5IppOpDUh9b2rSdsKNl9ZW9AkX6O2zZw+wf7/y+GaWaWSOwaPGjsVlAC7wenEZgFGjRin9bzTy8iAnx/i6DBoEXHgh8K9/Cft89ZXw9623hPaq2tbY0oLN4f83h99HUVQEvPoqRo0dm5TxkIxl6VhzrZ1zD5NGWNGEysrKYr6y2ZLDlhv9X2t2ysJKOGiqM5Sm+teKnbJV/KpOwBISjwzisa4l9R5rbyfq2VOwVPTsKbzXsrBoLNPEsloEGxqi8tWsW7aMbqupobq6uogcZIUtTV8XraWnMLW1tZTr9dJAgHLFkOjOTqLiYk3LTCLjwS115rj8gnM4LQNLP3MmTpxon1aV4YhOaBs2bMDo0aOz2glN65dVIvKorKzE0qVLTUUv6G0bDAbR3NyMysrKtL42dsrW7/dL+6ZSPqJ1zefzYenSpaadNhPue1eX4HRbWChYT+Tv9+8Hjh0Ttjt2TPh89mzB6XfIEGDHDuG7LVuwfsUKjJ03L7KvV9sgLsl3926FA/S3gwdj7L596A3gMgDk9eLxpUvxeVER+uzZg+qyMlS/8UbEalRYqGy3HC3n6kGDAETuhVb5vZCTE3Fk3rFDYZmRjwcA0nHchtFca/fcw6QRjqhUGYrTmqrTNDY2KmrqiCTj15OVtXv1tmJ7klHAL50tN3Yd06wMRGtNdXV1XNY1zXaatTDILRzDhhFt2xbxXQlbUxSOvtu2KawbYlbfzYDS4bi0lEJr1hj338CJeGA4GZ+un4t8Xy3fmhjO1br3jc0+S26ZC9ly4xxOyyBu5ebDDz+kl19+mV5++WX68MMP7WxT2uL0xXSSWJlZ3ZJhmIiourpayugKhIsF2oQTY8Bu2eot5ZldOjIjA/VDJ94HUNTSiaigDBtm/KA2KjwpKhPt7ZHiksOGRY5dXk53zJ9Pg71eKaJKvm9IrAp+9Kj++WVLXKJiJCpK53s8+hFa6nYXFwtOweoyDXY6V8eBm+bCQCBAfr+fqqurWblJIU7LwLJy8+GHH9LMmTOpvLxc8frJT36S9UqO0xfTSfRq6riRTFNu7Ebr166VX8BmZKBWoPx+f+IKmjryZ/Vqc74pGtFCkoKgFZ3U0qKoMK4IlZYrNy+9FH1OLaWjs5PWLVtGd95yCx0488xIhFZbG9HatUrrjEY1b4W1yWGlRsRN94ET1hs39d8pnJaBpWipf//737jxxhuxZ88eRZZiIsLu3btx00034d///necC2RMOiNGdQBwfRbP66+/HgDg8XgAhCshMxJaScvsjv5TZ3297rrr7E/uOGGCfkbhnBxg40Zg9epINe6yMiFjsFgJu18/wb8GiPiizJ4NFBejeskSBBsaUFNTg1/W1eHXVVVo/u1vgZ49I+e45BLBv+b4ceD994FLL9XMohxsasKLu3fjygsukJIF9tmzR9juqquAigplaYa33oq0S0QnAaCtpFNiRxkcuZqlWNGEHnroISorK6PLLruM7rvvPvrrX/9K9fX1dN9999Hll19O5eXl9N///d/JUMLSAqc1VafR87lxI8laJsvUMWC35UY8ZkLXoL1dYdkINjRIuWRi5mVR+9xoLe2Iy1DFxRGriOq4ark0rlpFoZdeUibxE6OudCKSEPb/UliANBL6RbVfnuPGzPaJWHUMorC0MPK/S3ViUzuqglslU+cBKzgtA0vKzaRJk2j48OH09ttvR323ZcsWKi8vp0mTJtnVtrTD6YvpNNnef6LMloFZZSQlMtAI1RZDnQeH/Vf0nGqJKHY1bPUSl6j8GCTZE/2TpP7n52sve5WVScdTL5FOnjhRN6GfJgYJABXbWFBMNLFQPVzP/86J5SHxnKJiU1dXl/RzEmX2PGAWp2VgaVnqP//5D84++2yUlJREfTds2DCcc845+M9//hO/GYlh0oxMTxAm75/tCdjMLHPobfPPfypDtf/5T1RWVuJEdzc+9PlwGYD1y5ZFlpjUx+zqkipsY+hQYQkqVnvkRSZlSfYQCmFwuHK4YjlWnCfFpaqyMmD7dkE9CBfK9IarVYt0e726Cf20CDY1YcEf/oDgSy/pb29H7S0L1cPFZSAAimUgreWhRO4fM/vKa4T5fD7LRTOZNMaKJjRy5Ej64Q9/qPldd3c3jRs3jkaOHGmL1pWOOK2pOk229V/rl2gmySBec36ooyNSfkAPM9YEo220kuyRjnVJviQjP2ZpaSSBnTwaSnTOlb83sJyIS0lf9+tH1N4eXX5B7uirsoCINZx00xIYLCeJ409MzDdpwgTta2RD7a1AIEC31dQINbFi7G/WciOOr3ij5Mzsm8y0D0Zk0jwQL07LwJLlprCwEF9//TUeeeQRHD9+XPr8+PHjeOSRR/D111+j0MWp2pnYZLolwk4y2VExGAxiyZIlAIDu7m54vV5z/evqAsaNE/4fN07fCqK2JuzeHW01UW2zfsWKyHc9egBffgmsXSv87dFDSjyoSOTW1SU42IqOtvIEem+/LTgQA0K1bXl17v37I2UN5An0NPohlmko2L9fsGqE+9D00ksRq4pYukFlARk7bx4CgQBqa2ujkxeq266SZXNzM3K9Xmzs7sZuAHevXo1fTpqExuefV7ZRw+JkBTHJ4m9//3uM+/nPhVIXBvj9ftTX1wMA6uvrpT6pHdWPHTsW9/2TyfceYxNWNKG///3vUomFkSNH0qxZs+iaa66hkSNHSiHh//jHP5KliLkepzXVRElV8rZYbUi2w6Fd58hky01tba1ksRFfpuS1a1ckFDo/X983Q22V0bKSyKwimwHymfiFHjV2tcK55ectLdXMYyNZeWI54WqEZod27ZKsFpr3klnnXi0/F9m+gUCABmr49OwuKLA1HDyeEibx5DpKhuUm1eVXRDJlHkgEp2VgSbkJhUI0f/58RR2p8vJy6f38+fOpu7s7WW11PWZv6FRHC5gl0Ykg0cEca8KyQ3Z2OzWql0HU9cVSca2TcZ64HTE7OylUUSHIYOTI2IqBVmVqmUJ0W02NlCzPaEzqjl2ZErWvb1+hrpPcCVee9E++fGTFCVee7K+8XFqWKygokNpz+623Wo5WCjY00L6+fSMKl0ZNq2BDg6DMqBScdcuWmT5PLOK5Z4zqa8nHaiIRc2b25WUp53BaBpaT+HV1ddGzzz5LP/nJT2jEiBE0YsQI+slPfkLPPvssdbogeZSTxLqYTqUCN4vTlhsj5cou2SX7l5wog8bGxpRc62SOqXgfPKZ8buQY+IRY9a3Q2i7Y0CAVizS06sitTBaig6Sw7HAElDgGRMuNIsTbZLSS2p8m2NCg36bOTrp51CgpQmwzIChTNmJ1LGjNBU5GS7Fyk3qcloEln5tPPvkEa9aswcUXX4yVK1fitddew2uvvYaVK1di6NChWLt2LT755BMrh8wq3L5OrJW8LZWoE7vJI0/skp3ROexk48aNKbnWRnJJ1H/KdHSUOspI9Okw69th4BNidkwabffKq6+i1efDiXDEjCSjwkIcLioCABwuKkJjS0tEXmajg0S/mOJiIcGfjPr6etTU1OD/li2T/HIU0UoG0VnidT3R3Y1Wnw/NGzfqtyknB+NvvRXXAhji8eAyACPHjNFub5zYESnnxPwnnpOIXDnnMknEiib0wAMPUHl5Ob3zzjtR37355ptUXl5ODzzwgE16V/qR7pabRLHL50brF6KdsktWAj8i91huUjbWNAo5JjwObK6NdM+iRTQQoJNUv94DgYBUG8oHjfpWZtqhYU2J6r96iaulRXOJSY7u9dNqk9bSm8O4zXLDhTNTj9MysKTcTJkyhUaPHq37/ZgxY2jy5MkJNypdMetz45YCknZjZTDH4yeSDrJT+9ykor1a57Fr+c3oOgUCAXpg9mzlw33IkMiyVDyTmh0J52QEGxrozXDb3gTonkWLpO/kMvJ4PNLShaG81MqFxpKa1n0QbGigJT/9KR0eMCCiCMZY9jI9fqwsoaUII5+bVN/DTpzT6Qe7G3BaBpaUmxEjRtCMGTN0v585cyZdfvnlCTcqXXH6YjqNlbT7brJg2emQ6+QYkPfDDhkbHUPuE7JN5cwaammx5nMjx+qDOoZ1Ra18LZkzR7d/6r5GjQs9xUvVBmkMyKKagOjq4XIn5ISKXqoUrMZVq+iB2bNNW3CS4ZDOc2F295/IeRlYTuI3atQozcZ2dXXRqFGjOIlfFg9os/13KjxTC7sVrWSNgVgPIK1+JPqL1eg6yb/L83jo0He/Kz30vxw6lFpbW+nLiy4y/7A2U0ZAa58YVp7GVauoLaxMtEGo/SRHlFGwoYHWLVtGt996KwUCAYUTsg/h6CODqC45kuUqP5+orIxuq6mRHIsVZSFEhUa9RBWPohOus/Xi3/6msFTFUnCS9UOD58Ls7j+R8zKwpNzMnj2bysvL6fHHH4/67oknnqCysjKaPXu2XW1LO5y+mE6TjpYbuxWtZIwBM/JKhsJoxnIjfidG86x//HFFnhtTIclqJcXMw72zUyiaGUvZMGMJUvsNtbVJIdhvAvSWuK9WLhwNxDw3Ym0pMQuxqOBIWX51QuHliqKpfDuy9kv7aliqtEjWDw2eC7O7/0TOy8BStNS4ceNARPh//+//YdasWfif//kfPProo/jpT3+Kv/zlL/B4PPjhD39o5ZBMFuJ0VJacVEVPJYKZKJNk9MPoOqm/q54yBRg0CKs//BBvh7d5G8CaXbukfXSjt9TZivfvj2T01UKMULrqqkjdJr2IJjNRT/Lz79gBlJai37//DQAYDqBM3G7rVuDpp2Nn+j3vvMj/sizENTU1aAgEMPbmm4XvxOzD114LlJYCALYD+P6XX0ZksXu3YZZiAELm5nD7v//ll9ge/nwzgCEx7q1Uj3+zEXycKZ1JGCuaUEdHB/3kJz9RJPCTJ/KbNWsWnThxIkl6mPtxWlN1mnTtv50Oh3bKQFyKMluDxw0O14FAgArClpsCsxWhY9U+Ulsu1NaYtWvNJQs0snyoHXwvvDAqMR4BRNu2xZSB2udGE3UfwjWuNsuWrvadfnrMpTAx4kvc56uiImpctYqWzJljyefG7nGTSLSUmyy78ZKuc6GdOC0Dy0n8vv32W7r77rvpkksukTITX3LJJXTPPffQN998k4w2pg1OX0ynScaDPd0mNruyVKsn+Lq6OscVF7M0NjZK4fAimssf6oKWWsqAll+NDYUgo1BlGaZgUFu5aWmJeShT94G8D0OHKs6xM/z30+99j6itzbCv1dXVgkwBGgjQ5IkTE5WELWjJwOwSmN1LZU7MJdn+LCByXgaWlRuRtrY2amlpoR07dlBbW5udbUpbnL6YTmMmz4+ZSSadf7nZleso3gk+pRO5jkKilaFY00fHTMi32sKxenVEwZFlBdZtj9mcOerjyauOezyWfGBMzwMaTtQdOTmK/oqVxvXOJyo34svv9xufM0W4xXLDeW6cw2kZxK3cMNE4fTGdxqj/ViYZN0VTWSXWGNDrm1op0XPY1Ur2Zmf4t2kMwqKl2lIVFVGlFMTIJFPOwOJ5RCdeuWOvOsKorS1iedGy8BgpUHrbhSOQqK3NUs2pF194gVpbW2n1//6v+agnLQdpDdnojZNUlxeIRaJ5buxaKuPCmc7htAxYubERpy+m0xj138okk22WG73+KpQBjQeqer/q6urUTeR6UUixqoLLlQPRMhJraUntdyL62cjfDxwY3R6zOXOs5NaJsW2woYE2h/v/TThaSrxmMa1qsiroR2U+NHrXWz1O3HSfuGUuZMuNczgtA0vRUoy7SKeIAitRGW6KprIbrb7pRUOJ9Xyqi4uV0UTh2kTq/Twej22RLzHHll4UUmEhUFICAPi6sBC3//73wjHEOkq7d0f6cuwYsHatduSRvO7SoEFSNBEAIC8PGDFCqgv17bnnAh9+GPl+6FChHbI27u/bF40tLdb6oq791NUlvIYNi942zHuBAMLfIl/8cMsWrF+xApMmTcJvf/tbTJo0SVuuOTno88EHWL9sGe675Ra88vjj6BMISF/HGicA0mY+SBXi/TZhwgRUV1c73RwmlTiiUmUoycpxovVrz43WDTNWC7f9wrQb086ksuWKmNdSx4E2GYn75MfN9XppMEDrn3hC27ISw+emT34+DfZ6KReyqthmcsVo5b0JRxOJr/WPP06DASr2eJTHHzpU2D6MbkXwWH3RaoP4ftgwpa+PDC3Lzb6+fWnShAkK35jhw4cbXwSNelFW8g4l4x6z4s/l9K92OU7MlW7qv1M4LQNWbmzE7otpdFO60S/F6cHsBmLKQMdnI6ZSoqNIJENhrK2tpVyvV8p0Kz3QTTrqijJ4K/xw365eUmppMfZFUS39vL54sXL/IUOEMGkISfZyvV66/dZbNY8Z932iFW5ucunqV/feS62trfTd/HwaGPaXUjv+xnzIqs4/MLx9XV0dlZSUUF1dnT39NIlVBcFNc4ETc6Wb+u8UTsuAlRsbsftiGt2U6Wi5cQo7IoiMjiH/LqYMXFjkkCjaMXmgWiGRtzWGU60kA9HnBOGoHzP+NeGopa/CBSY3A1QMRApODh0q5JrRePDr9cvMfRJsaFDWY1Jby4zKQoiKXlsb0dq1FDp6lFpbW2nhwoVRjr/iy+v1kt/v1x+XnZ2KLMm54e2dstxYVRDcNBew5cYZnJYBKzc2kkrLjfi9m5Z5nB7MWlid2LSUGCvLAWKOF1OWG7tytCSIVv+CDQ2SdSRKiYmhoInj4MuLLoooNvKIIxF1+LW8jMCpp1IJIsnpDp16KtHbbwvbyhQNcclGcUzVeWLdJ+rK4QoFR71UpdUH8XqGQ8ZD3/2uZuFQMRmjN7xEFmtcqpfUYjmMJ3M+SJblJlWpC1I9V7pxLkw1TsuAlRsbSZbPjZsUGCOcHsxaJBKlVVdXR7W1tYYPFfXxFy5cKCWwM/pVHncFaIO2W35IhNshFnaM6p9WLhnxcwMFTRoHR49Gh2fLjyEP8Rb9WGRK006oLEd5eUofGCNFwyj0W4VR5fCYqBU9IBItdsUVusuI6jGlZ8WR3//JskCYHTtW5iKzySzdZn22CzfOhanGaRmwcmMjTl9Mp3Fj/61MoHJFRfx1Lb6PZbkRt1+8eDG1trZSfn5+yibtuB4SMkXgq6Ii8sWzfwyfm5CRhUcrvLulJaoMwmff+U70duK2ajTOZ+bBrWu5idFPSfkTlTTRcqMVCh/DiVz+f3V1teEym50/dpKlYJiZC9zoN2gXbpwLU43TMmDlxkacvphO49b+m30gqCd6uYLj9/t1j1FXV0c+gM73eCJ1lQoKUjZpiw7A4hKG7vnkD1iVIrBu2TL762t1dGhbeLQS84mWFnUZhLa2SKSUmBdHtPQYlWooL6dgQ4PpB3ewoYEevPbaSGSYWnHRsjypo6cOHyYaMCCi3Hzve0J/YjiRy604QGoT8jlZFZwtN5mN0zJg5cZGtGrqZBpGv4SdHsx2ID5wzBarJCK6raZG8g15K/xgS6XlxtDyICJXKNQZfm32/VGMAy3Lh9rCEggol5nk+8jbrS5mqRV1JWYVbm+39uBWKytq5Uu0PIlt0ytouW2b0nIjtlHPgkXRWYZTaclw0nIjnj9dlt2tkAlzYaI4LQNWbmwiEAhQvuzBlmk3K1HsidDpwaxFIg6LehOv+pjrli2L8rdobGy0PmnH64tjJgJL/TDevl3bn8aGdimWpfSWc+TKQ2mpvoVE3TcxE3FZWfQ+KguJWctNIBCI8ruJeqkjpoYNi/gA9ewp5dZZ/8QT0cqNvE5VXp5gjdJog1E0VDJJhoLhxrkglWR7/4mcl4Gjys2vf/1r+tGPfkQjR46k6dOn0z//+U/pu6effprGjh1LlZWVtHTpUuru7pa+27FjB1199dV0+eWX07x58+iTTz5xovkKamtrqaCgQFqSyKT1Y5FYv4SdHsxqkvGrVPOYsrT5X150kbHVQg/5cozJAo0SZiKw1MqNuNQTy/E2DiddqXBmfr7+Plo+N2oLSUuLoISJSoyoIAwZInyu3ketCLW0xHxwi9dTkddHrjgNGyYU6xQtSzptfmD2bGl5cktYufnyoos0lwBpyBBdObrFkpFoFJPb5oJUk+39J3JeBo4qNx999BF1hMMld+zYQSNHjqTDhw/Txo0bqaqqig4cOECff/45TZ8+nZ5//nkiIuro6KCqqip6/vnn6fjx4/TEE0/Qdddd52AvBNhyY20wpyIENBmVtXWPGX6IKSpim1UKOjujHGmppcWaUiE+RPUqSMutJapzrVu2TP9a6FmFOjtp3bJldFtNTfQ42LVLmedGbkmSt1Ps35AhyqzF7e2CNUc8p6hg6MlHzEqsFYEVQ27y65nr9QqRUjo+N42rVkkK0GZAysUj5qER/bREv6tFd96pe30fmD3b8TlCb5zHSn1g5r51+sHmNNnefyLnZeCaZamWlha6/PLLaffu3XTXXXfRihUrpO+CwSDNmzePiIg2bdpEkyZNkr5rb2+nyy+/nA4ePKh53I6ODmpra1O82tvbKRQK2f5avXq1UA149eqkHN8Nr8bGRlq4cCE1NjZGfdfZ2Umtra3U2dkZ8xj5+flUUFBA+fn5mseyo51Tp061fJ5YbYv1vSSDcAFJ6bVrl+75/nvePOW2w4dTqKXF1P6KV0cHhSoqhO0rKoT36u937aLQ0aPSdl9edBEVGMlIfsyRI4X3HR305UUXUSg/n97Kz6cC1X6d7e2CDPr2jeyj1b5vvqFQebnwfsQICq1ZI7RN3ff8fOEzdTuOHo3sL/ZXte/65cuVfVfJxOh6rl++XHGs/543j/r07k0X5+dTn969adGdd0qf5efnU+/w3+9///vR84CsrZvD++uNL/H+MrrX7Lg/9Pq9cOFC6fOCggJauHCh5ftWby5IZp/c9DI7F2byK1kyMIuHiAgO8tBDD6GxsREdHR0YMWIEli5dip/85Ce46aabMGrUKADABx98gPnz52P9+vVYuXIl3n33XTzyyCPSMa6++mrMnz8fFRUVUcdfvnw5VqxYofhs2rRpmD59enI7xjAMwzCMrfTv39/chvFYWeymq6uL3nzzTfrrX/9KRER+v5/eeust6ft9+/bRZZddRkREK1asoMWLFyv2nzt3Lq1du1bz2Km03FjRVK38gkmFpSOV/Y+nP1bkpffL08wrUVmLMnirb18K5efTtvx8Wv2//xuznX1696aHb7iBXnzhhUg/dawNui8tK4uJvspfWv1tbGykX95xh2StCV1xBX05dKhkuemTn09fhd+H8vOpc+zYiOUmvL1o8VG0T2ZBUry2bZOOtz18fM3rIDueaA0pyM+n3d//fqRtYbmatoLJjin2rSRspdEbh+rPjO4DsxYT+cvqGLYyzkVr08iRIw37ZPXe0JJBIvdlur3YcuO85cYVyo1IbW0tbdy4kWbMmEEbNmyQPn///fdpzJgxRET07LPP0h133KHYb/r06fTqq6+mtK1ahELmcjuIRfTEPCrqInhq0iXZlZn+i2g5TsbjA6B3bCvbm2lbVHhyrAR2srpKD157ral2xgw/1zuvybapEceVD6BBAE2eOFG3jYO93iifl3XLltHtt96qiBaTR4zJZSBFZakjtDo7Nf1pbqupocFer5Rc0Ch3zwOzZ1Oex0MDIVQJlx9LLFwZsy6U+JnKx+gqj4d8FsdQrPvAKApPPi/IX8nwzxHHm5XzmHV41pJBJue1UWNlLsxUnJaBq5SbW265herr6+muu+6iJ598Uvq8sbFR4XMzefJk6btYPjepxMykBijzWZiZVNJlUkhkMBv1MR7lztaoE70cKAZFIzfLHuyHBwyIGR0jVnuWJw5U9FMvainOkgPiuX2I1G/6qqgoan+5AiRup5nQTuYAHOrVK1q5UYd7q/PaqGRqZcyr8/yIRTb39e1L6x9/XF/p05Kd7LPOk0+OyCXc3mBDQ0yH2kTvA/k48Hg85Pf7LR/HDLW1tYq5yOPxJD2Jn1uiwZKN0w92N+C0DBxTbtra2mjNmjV09OhR6uzspJdffpkuu+wy2rlzpyJa6osvvqAZM2YooqXGjx9PL7zwAnV0dNDvf/97V0RLEcW+mPKHtPzlNcoqGyYdJoVEBrOrK6AbhADrFY185Y9/1N1OtFCJtavUBRXFv4p+qkKnpWibBKuMq60uegnmcr3eiHKjjkLq7CT605+iLTdr1ujLzUTYu+kxrxECbphdWG8/eamEtWs12yuPjNKzOiaSzFNu2U32eBevbTIsRE4/2Jwm2/tP5LwMHFVubrjhBho1ahSNHDmSZs2aRevXr5e+f+qpp2jMmDE0evRowzw3119/vSvy3BCZt9zIFRzNB1kCpCLEWo9kWW7E7x1T7tS/8OVhyzqWG73SA+qlB62/paWl0UtiMstIG0B54V/chksuVvs2ZAjRtm2axR6XzJmjrwiosvmGTjstSgZfFRVJ1pVtakVHK9Ow0fKa7LtAIEC31dRIeYaorCyi3MRS+mT5iaKsVvLEez16RC11yRVw9diNNyWE+jh+vz/p4129NMXKjT1ke/+JnJeBq5al0h2zPjfyKr9uLYIXj5KU6GB2o3VKlEOwoUHXr0X3V7vGA1rLeicqNmJ9qKjyCRqWI8UDNpafTazv29sjSf20LDPiMdRKlJa/zPLlFDp6NCqR4W01NVL/8jwe2te3b0QZERU38bxGSoesHfKCnz5AqAslT75noISK180HSL49RpYyUT5alhv5NfV4PJJy07t375hV6OX3mBO+dfGcU1xCNfIVdPrB5jTZ3n8i52XAyo2NOH0xE5kc5RNtvEqSE/03ckJWf25VYTMjB6u/2vUsN/csWqR84Ksf6DLryGbZA9ZI6RL31VUURLSW3XQsHYpzicqOygpjxplUavfbb0ftr14qW7dsmW5bB8t8lKKsS1oWIRmG94taudm2TfK50XKE1xsDegqA1tgyO97stMxavdfVlh69/jk9FzpNtvefyHkZsHJjI05eTK21+urqalOToHqCk1cptqIkpbr/ehNzvA8ONWaqbat/tfcKO9MaleCQOxFLD8pYvjOySCPxAatYktJxdDZUFOTHli8thbPxPjB7tnYRTiJthSh8XtPOpJ2dSosRQOsff5zKfvADyb9nM0C333qrUgbhtsotN7pLdAZWK8MxoeHkbITYt+rqaurdu7ek3BQWFmqONT3Fysh6mSzlx4rFtKSkRKHclJaWam7n9IPNabK9/0TOy4CVGxuxY1kmnl9l6klv+PDhlh7k6onWTAE/rbbaNZjNykHvAaH1eTxWLTPVtu3yt9Bc9omFCUdnecVyhaKgdf6w8iQvM6DX72BDg9LSJAvv1h0H6lBwVfu/Pucc8oWtWT6AzpeHYcstUAMGSMfQVJi0rEs6Corhg91CWL38ePIxoOfLEq+yrb5P5fdJKhzv2XJjjmzvP5HzMmDlxkaS6VBrhHrSKykpsfQg17N0WP0FacdgtiKHZFtuzEYiyWWVSKRMLCtDlMInd3oFIlWqVQ7Mcr8SxTKWDuoK2UvmzIlqi5GPkOY4UFuHhg2jxlWrIgrS0KF0x/z55PP5KBegKwG69Ac/kPprygKlJsFIsngIBAJUXFysUG70Qqyt+pipx7B6PKfKZ6euro5KS0vZ58aAbO8/kfMyYOXGRpIVCh0L9aQXMxmczjHMTrR6bbVjMFuVg167tT637LAchzUlGTe0rr+KVmXt1as1o52ilrH0llo6O2n9E09EW25kipel6vDifhptHaxSkAKBAOVCiAYjhPPMhKO3TFugwn2IKs4ZTySZRcTrJF+WshKFZMZiKV/+Ul+DVFhuzOL0g81psr3/RM7LgJUbG3HKciPuL39wW36Q29DWVFtukkacGX+J9DOzJuIEqq5cLVk7hg0juvDCaCdaPcz49agS2B0eMECpJJSVUbChwfAaaYbDFxcTXXCB4vzF4XB2uYL0+uLFmr48wYYG/cgmVR8UDtTqKulxLDWZRbxO4rLUkCFDTIdzWx33RlZLN0QcOv1gc5ps7z+R8zJg5cZG0ikUOtEHrlZb7fS5cU1OG4sPQVEGCxcuVCyHiZlg5Q8hs/KXP8gGqh/827dHnHJjtVe+NFRaKlh52tsj3+v58KjDvcNRQzeNGUOTJkwQLDsyXxppHKiPJ1NwviosVDgDS3JQL7XJzmlmXDx64436y1cJXlvxWuhF4YkW04KCAstLk2rHdDNZid2iyGjh9IPNabK9/0TOy4CVGxtx+mKaJVnWkXTpvyEJ+mmIPjcFBQUEgMrLyyP+EQDdNGZMTMuHFppLS/KIIHXNJi00Eu5Rjx5EbW2R77XCu7dtU56zvV2yjmwG6C35tsOGUaijI2K5ETMRyxWc8HbysOpAQEjGt27ZMqLDh4nEpHwWFBHRv0hcUotavopxbdWKSyAgRCCKUYfq+6a6ujpqCbiuro4WLlxo+T4Qj6121nUqIWeiZMRckADZ3n8i52XAyo2NOH0xzZIsx0Oj/idqKYqHuM4ZT9SSDPHBlp+fTz6fjwrDForBsofuvr59pTw1cclfrczI2zxsmL6So2eZOe88QcER/VRaWiKJ9cQ6UAZRTupXaNeuyDhob48oOEOHaioXdXV1itpVX/frZ36pTcZtNTU0CKBchJMcqhVHg2ur57cmf8n9XOTWOHU9MPE+WLx4ccxkd3Kqq6s1j2ln2HeqSJe5MFlke/+JnJcBKzc24vTFNEuqLTdO+NEkdM4YfhlGDxW15ebSsjJJqZG/BiYiD/XyyrZtmn4qhlmG1S+xxIC61pPK34Y6O4na2yWfnDa15aasLGK5EceBeKy2toiiE1YuxOsUtdym2s6MTA6ceSZRWInMBeiWK6/UloHGtdWKOJQrNuJSkVyp0VNCxPtA7lBsRsFRj1ndIqoa27pNwUmXuTBZZHv/iZyXASs3NuL0xbRCMtbr9frvqrTyCTqUxnqoiDK4eupUGgjBaVatSGwOWxXirh2k5cuipbAYZRk+fFiw2MTaT6sopaqo5PrHH9f2uVGHgstrWIV9fWpra6W8NqISqOkIbFEm2+VKnoljqa/r1KlToyw3gUBA06KjSMZIpKnc6CW702qHmODRaJw5cU9ZIZ3mwmSQ7f0ncl4GrNzYiNMX02lcb7mxwaHUbBj0x/37S1YE0bKx7/TTqTicmC6hB5K8H4MGaSs6Ziwe7e309TnnEAHUmZurvZ9aZqLPjuj0a1Q8VG65USlEYlVz8TqJCs6jN94Yn+Ipi5KKKsyprkCug1zhF5UutYOvGcffeC03Ru3R+o4tN+4l2/tP5LwMWLmxEacvptPE8rlJdWRH1DltSOpm1nITys+XzjMYQtSOUTiz7lKXnqVJ7ssiVzQsWDyCDQ2Sn8tbogVGJ/eNZq6atWujFaFduyKFMzs6NNupLj6plcZA7dhryreks5PWLVtGd95yS6RKuI6fTyyMQq3VTsV6Y2Dx4sVSsrtk+MdwtJR7yfb+EzkvA1ZubCRZCdzc6jSoxunBHBM9h1KdgpNG2YJvv/VWIbJHlgm4urqapk6dKsigokJyHpYy+MqsC7sKCqTPdRUmWXu/Kiqi22pq9BU1taJhAt1MxHp9N3K2ln0XOu00QQZXXBG1ZPaHyZO1nanD51RHksWTkFLRhzgS+clDu/USRBqVKFHfB263siQD188FSSbb+0/kvAxYubERuy9muk2KTg9mNZqKofrBrbVUFWv5SvV946pVUnSOmMDtxRdeiFYQVAqJmJn3gdmztR/4OhWwo5bYYilqasLbaNaQMtN3rePL2hoKy0BuvRKtKJph8LIQ9X2nn66QhdVSIkb9NavYmLnnjJYn1feB2/1jkoHb5oJUk+39J3JeBqzc2IjdFzPdJkWnB7Mc04qh1lJVrOUr1feHvvtdydejT/jBvnDhwuhzdXZK2YXfBCjP41G8ly/ViNuLiobohGzoHG3Gp0hDMVsyZ07EuhTv0l0sy83QoZITcdRyimq5a7Adlps4MXvPGY0vpyw3brLyOjUXuEUGbpoLncJpGbByYyNsuUnxYDb4Ra73kIqa/LQsIOoU/kaWG5VPx7awcqOXnTbY0EADEamppF4W0vK5WbdsGeXCRPFLM0tVFkowaC49GZUyUPvcXHFFVHSUJirlZv3jj6e0lIi4BCXPMmzkUyPfV8tXSEwHIL8Pku0f47a5wokHm5tk4PSD3Q04LQNWbmwkWT43bnUaVJPSwRzDSqE10Rn6tsge0oFAIHYdI7lPhywLr7Qk09Gh23TxmmpmG9bpq6RsDRgQiVhSJ+yTy0R0Mh42TOlkbCZJoZ4Pkvy8Wvlvwmg5VRtagOTHjjOKLR7kkVryv3V1dYY+NUbHkteWSuWk7jYrrxMPNjfJwOkHuxtwWgZeMK7G7/fjscceg9/vd7op7qK1FdiyRfh/yxbhvQy/349AIICamhoEAgH4/X40NzfD5/MhFArB5/Nhw4YNwsY5OQju3IkFd96JYDCI5uZmwOfDzu5uQL4dAHR1Abt3C/8PGgT06AG89RYwZIjwWV6e8HfcOGFbDcRrWj1lCvDGG8CuXcCmTUBOTvR5urqA1lb02bMHANBn715g61Zhm61bgeJi4LLLhO1ycoTjrV4NHDsW2aasDDj/fODSS4VjbtyofU6RnByhb/Lvdu9WnveVVwzlDwD4wQ+Ev2VlQGGhpiyk8/3rX0Kb3ngDyMlB4/PPY8mcOWh8/nn9/VQEg0EsWLAAwWDQ1PbieOju7gYAdHd3w+fzob29HYWFhdpjJcaxxO1TTWVlpXTuUCiE0aNHS99ZlUu6YiQDJgtxRKXKUJwyxbphjZkoyf038i+xEAUDjV/j6s+1/DwCAaH2kRRirLYwhHO5KJxpjcoGGDm5qq1SaiuJuj4UIBS3FI+lDtlWv+KxjqiO+crSpZHq5Cr5S+NAXJYaNszS+YINDdGOzjGIZ0lCz3KjZeWLVefJacuN2Aa1ldeppRonfW7cYOl22mrhBpyWASs3NpLqi+mmNWYii/23kilYbwkqjmzDWmHcWuZs+SQpynmw1xvTXyU0YkREudF7qMdy/NXyi2lvF3xo2tuF7eX1n8SXeD75Mk9pqW6Vbc12yZevwqHZtbW1goIRPuZXAwaQT+Y31LhqleI6WF6WUqEbom6AOrleYWGhaQVHzAispRiYyRas3l7L5yaZGP3AcWqpxukHm9Nke/+JnJcBKzc2kuqL6aY1ZiIL/Vf7b8RSTmxIvqc4t0qxUP+CV2eTFeUsL+6oaS3q7KRQWZnywS5vq14yPHlBSrFIpSgfMTGfljK0dau+0qJ3LoO2K4pvhs8vj+K6Z9EiemD2bJo0YYI07nK93ogFJ9w2aRyEc/0YWda0HsyJWG7Ur0QUfrFt8oKZZu6zVM4DsX7gZJvlxi1ke/+JnJcBKzc2kimWm3iXukz3X+vhbkQcS1C66ChK9yxaRAMBOilcHkGdoE+Us1giQJFQT3ZsxbLU0KHay2gy5UGyrqjLGsidhfWUu9WrFZ93eL2CFUWO3OG5rMx6xXAI+XjUBSLF/6MKXu7aFRkHHR1RljX52DIav8GGBmWIugmqq6sVio3H44lb4Ve3zcp9lsp5wMwPHCeWapx+sDlNtvefyHkZsHJjI0753Ng5cSWiMCWs3MTyQ0mg4KXiOBqh36L1YbPcOiOzkphaoujspFBFhSCD4cOpcdWqiJKoVh5UionmS+yv2pIjyqC9PVLNW6aISInx5PvFCsdWW7Q0LDdyBcfv9wtLMKtWRRSynj2J2tt1x4F6bFm1iKjDttVLSGrlJhGFX600iP01czw3WW6cwukHm9Nke/+JnJcBKzc24vTFtINElrriWpYymxXYTtSKkoHVQr3Mc1tNjXHhzI4OKUOx/KEz/cc/Viy1/NfChUpLjqggiFXExeUoue+MltWlrY0++853FIrI7bfeGjm2Vl/05KEOGQ9nMV4yZw7ds2hR9EM07ESta7lRjQMthcHsg1m9dOjxeEhcQlQ/4IcPHx5XxfW6ujoqKSlRHFM8T1KUfJtwixOtnEyYCxMh2/tP5LwMWLmxEa3MpG6JZDJLSiw3RLEVDLXviB3Kjt6xZIrVvr59hVwyQCSrruz7b849l3IN5CPKYOHChYoH+WmnnUa+sGUlF6DJF14YUSbUlqzVq4m2bSMKBEwt38kTAwLhJTW1YiPLEKzXd80IMNl3wYaGyENUrqCqKoSbtdyIS1NmHsxyxUj9smoB0kK0yImvqVOnRilRZjF7H6Tj/GAWpx9sTpPt/SdyXgas3NiI/GK61VwsYaA0BAJCYUCj7KxaJDSYdZaLbLPmxDqWXB5qP5Xt2xWKwtf9+tHtt96qKRs9y434sPSFLSx6Vqt9p51G35x9trYVSa3cyNqsUBLU/j1iCQStpSkjZ22j77QUMnW0lMY4kC/vaS0t6T3s1ZYb8eX1eqMsQLHCtrUoKSlRHPe0006LOpfZ45m5D4zSEmSCwuP0g81psr3/RM7LgJUbG5FfTLdFMimII7uvGRSDOR6Li1lrjtE+et9ZibhSb6uqbK1rWerspNAVV0g5XkRLR+OqVURr19J/LVwoWGxkx3lg9mwKBAIUbGigwQC9p6XUmLCqyH2DpNBtLavQkCH6x9Eqt6CXOdjAKVyt5GspMVoWHL0xJ/e1WbBggaQoqvPSWAnbVqNnuZErUWbvYTOTul76AVf/ILKA0w82p8n2/hM5LwNWbmwkbSw3MR70pusyyQgEArRw4cJIlIwdFpdYUVIWllQU4dSxIq7k+6pqRxlalrZvj07i196udLhta5P2kTvrVldXR+fREffZti12LpyWFlq3bJlUXFPhFyMrD6Gp2Bkt18mqdSsilwwUH/E+aGxs1LwHtHxvSkpKohyWtWo9yS0cWstZifyoqKuro9LSUmkJSjy3V13QNAbxWm5c/YPIIk4/2Jwm2/tP5LwMWLmxES2fG7c5+hFRTKUhnl/WAKigoIBaW1tp/fLl0Q/TeH1njPazuqRipQ1yJ1sxWZ7aqVcjAipKuVFHRYWXbx6cNYuqAMl/x+/3K/PomLFYaUQ3aVYPly+zWQmlV/VPisSKcW30/I7Ee0GMapL70KizBMu/lys98ge+WatQIsRzD1vxuVEX3nTtDyKLOP1gc5ps7z+R8zJg5cZGnL6YlojxoFdPvEa/KsXvxLTzi+68U6k8GRRZTLgP8SypWEFteZH7rKjO/+Lf/kbfhGXwTX6+sBy1bZtSUdm2jaitjTpzc4kAagsrOKICefutt9L6J57QDv3W6r/G0tNglaUhEBBKR8hz95hCFiIvWpnMWBPUlhtROZH8jsLjSPTrkisxpaWlUZ/pWW70/Gzs/FERjw9MIvOAa38QWSSt5sIkkO39J3JeBqzc2IjTFzOZiA8TMeW+fIlCbblpbGyM39/FCmIuF60QablyY7G2kQJ1qPPatdHnCffzgdmzFZabJXPmCN+Llp/iYmFZauBAxTE33Xuvdt/MWJnCMjgcjvA6cOaZCmfnRK0B6kgsq3le1Es7aiuMGSuhVmmE6upqKZJJTwGygpYSk8xlqUwn22WQ7f0ncl4GrNzYSKyLmY6REPI2BxsaolLty7eTfG7U/ZdZOA5997vRWXTjQcPfRiFfDZ+UuDCy3KgINjTQ5rByszk/X1AAOzsFa408Ykm97FRaam2pTNxWJoM3ASoOZ1eWjy9di5uFJTqr1gS55aawsDBq6UmdO0br+EbnFJUftcNvvL4qRgpWshyKM51sl0G295/IeRmwcmMjsUJgY0WDxKv0JEtpUrc5Kn+KygJjFCXTuGoVbQvv9yZAkyZMSOgXtrot65YtU7RVXuhRy3pjSWbyopUxePGFF6RQcIUyKH9pKTiiBUqvPEJnp1SR/KuiIk2L2EANBUbXyTiJCRPFcZCfnx+lhMiVm3hCtomii2QOHz48rntL/E4rT05tbW1UKLjZXDdOT+puINtlkO39J3JeBqzc2IjRxTSKQEr1soFZ1G1WZL7V8AUxipJRV3oeBOvp8eWy8okP+XBbNDMHq8OVw8qYLY6bes60R49Sa2srrf7f/42uuyTKrb1dsObILUIlJbqKGBFpKnNqy41iDMi++6qoSJmXJ1nLhKIMwuOgV69eCuWgsLBQ15dm6tSpUnbgWOhZWrSsP7Gc4PVqR4nfi4qY+LK6LJetZLsMsr3/RM7LwAsmJVRWViIUCsHj8SAUCmH06NEAgObmZvh8PoRCIfh8PmzYsEHaJxgMYsGCBQgGg9oH7erCxTffjN0ANnZ3I9frVewfF11dwO7dQFeX1OZcrxeFoRBGjRoFbNwIrF0LvPoqkJOjeYiNGzdG9WnopEnYHP5+M4C9QFR/1edXI5cVfD48MGECsGsXsGkTRo0dK51Pku+gQUBZmbBzeTlQWCgdR+yTrswM2oGuLuCyy4Dzzxf+itscPw6cdx4AYMzPfob/hPsKAPv79gVaWoBNm4AePYTXsWPCl8eOAe+8Ezn+1q3CuWU07dyJt8L/vwVgza5dgvzfeAPYtQv/bmjAL269FYFAAH6/H2htBbZsAQD02bMH//PznwMAFixYgMaWFhwuKgIA4W9YLnZDRIr3M2bMkK5Rd3c3vF6vdE8899xzeOedd7BkyRLcfffdhsf1+/0IBAKoqamR+uv3+/HYY48JfQ8jHy8ejwd//vOfNb/z+Xzw+/1RxwsEAujfv7/i3PJjMAzjYhxRqTIUM8tSWv4G0Ph1acq6ECtU1yoayxWKpRV5NWuNbLex8psEGxropjFjopdJDM6vJUM9mWj6aWgsKQUbGhR1nhpXrdL1ZdFqh+7y3Nq1CofivQDlh69LVHVrdRZk0enYYBnNByESyqcaJ4plF3kIu8zKFmxoUMhO61h2IR8Hfr9fUedJvEbq/DXyV2lpqW6Yt5llLHE7dWI+y/cXRVca9/v9pvvPv9qzVwbZ3n8i52XAyo2NxLMsRaT9UI61vZSFVlYTKeoBahWt5QqjopKqbLdqnxsjh1DN72Itl4R9SPRKH6i31a2KrZeBWFRk1N+vXSs5LFdXVyvy0Uj+L0REbW3KPDcQHKijrovMf+brfv0i9avUOXFU/RdDxcUlKfUDWj4epMSFYaVN7aciKtl2JItTKx1W87yoswGrQ8a1Iqj0rr96u/Lyct2+mnGU1vtRYoTTk7obyHYZZHv/iZyXASs3NhKvQ7EWZi06Upp9eUXnOFFbNKRoH/kDU12KQPYATngwx8pbY9YJVh4GrqWM6X0f7o9cDm0yJcYne8iJlo/bb701ct5du6KUGy0lRdN/Jix/yUpmIiOz6GcktuXBa6/VvTZ6PiY+wHT+Gz1rChDxoamrq7M0DsRjTp06VcoOrKXYyx18jSKXEqk8btTGeKLF+MGWvTLI9v4TOS8DVm5sxEwouJVJ0rRFJ0adIbNm/OrqaimPjSJhm9x51iDbrS2DWS9E2UzGYfG9OnGe1gNf7Wwsyq6lhe6YP58uBOgq1feDZdEzmr/k29spdNppSuVGQ0m5raZGsvxsBiRLFKCdR0hPBmIklHiswwMGGCb/k48n0QokOWXHUBj1lG2tqKLGxkbTlhutY2rll1EvMek5Hpt1NjZDvFGITk/qbiDbZZDt/SdyXgas3NhIKi6m5gNB48Fv1pweK2pEkxhp9xPuv9bx1VYdddZj+Xu1dSmcDVixdKdWCLdtkxSDzpNPlhQP0YKz+zvfUfgKyf1IJNSWm/Bylhot/xlTdYU0LFtR/j8tLYpCnobWPAtRU7Gi/eSvadOmmRoHRsUj5ZYgcVszlhuxTYlm+U0kos7pSd0NZLsMsr3/RM7LgJUbG0nVxQwEAlLq+rq6OrqtpkYRFk2dnaYdIbXM+PE+GGyz3BgVw9TLeqzOJBxWaMTXD6ERLm90vPDrQkQcgmM+NDs7KVRRIchg5MiYlhCjukLScqPW0pR8GVKvIKiZZTyVshRsaDDMCaP3sFdbVcQyHPFYbrTGo14BzXgtK2ZIpIil05O6G8h2GWR7/4mclwErNzaSSuVG/uvWG7YAyH0nzCo3ifxCVWNL/81aE4wsOaokeYe++11JsTFlFQnnn/mqqIgmT5xI1dXVMSOwJBl0dEQqo2udw0Q9r8ZVq5SRVDF8bzT9razIMexnFGscGCl35eXl0lgTy3CYGQd1dXWK/DbqsS1vk7wMQzyOvlZgy01iZLsMsr3/RM7LgJUbGzF8sNmI/Fel+FKb6q1M/naY8YmSYLmJVcFarix0dtL6xx+nh2bNosOFhZGH+sCB9OLf/mZtua2tjWjtWmpctSp6vxjlGER/k8bGxuhjm6l11dkZncFY7V+k4XuTkBwpMUuFemlKtNxEyUBnPz2fG/lL3aZ4QrStEu994fSk7gayXQbZ3n8i52XAyo1dyJckKipsT2kvR6246DlZ2qW0mCXmYFYpI7pWDD2fG4PtxWW5bXKlQHyVlVGwocGcLGRKwb6+fSWLj8fjER6gBoU0A4GA9GDPz88XziW2e/v2aN8Y1XnXLVtGS376U+V2Q4dq+heJ/d0M6OeqsVg/Kl5LhVrRiJKBDnoKlVp511LQU6HcWEG+ROb0pO4Gsl0G2d5/IudlwMqNXaidSW1Oaa8mEAhQSUmJojJyovlKEsVwMMstCfJkgGHFw9B3Qr2vuv6SypKxXUvBMXs9NBIjKiKBVq3StdzU1tZKSzIFBQXKchVqJ2e5ciNTzjYjEv0kKTYa/kVTxo+nQWHFRu3ga9UPRdxHq/q2GfSUm169ehkqHWbTHWg5byd7WcoK6vaajRbLZJx+sDlNtvefyHkZOKbcdHR00H333UdVVVU0cuRImj17Nm3bto2IiILBIA0fPpyuuOIK6fXpp59K++7YsYOuvvpquvzyy2nevHn0ySefONWNCBacSe3CTn8ZOzAczAbJAAfG6oPWvnJfFJVykAvQ+ieeUChQugUp1aiWcyZNmBCdBE7H50ZtuVn/+ONK359TT9X2o1H1r9jjoZvGjKHbamoi1h+VP9CbYcVGVCjkfihWxoMdY0jPoVgsnBnPkqgZq2OqLZN6qC1QCxcu5Adblj/cs73/RM7LwDHl5tixY/SnP/2JPv30UwqFQrR27VoaM2YMHT16lILBIN18882a+3V0dFBVVRU9//zzdPz4cXriiSfouuuuS3HrtUmVz40crQk+kV/vtjsUy/1Y5BaPcLkB+dKPKWdfA+tHVPZidZZisxWwZcs5Vh/+4q/2F194QZEo8E2A8jyeSA4b1RKdepkp6pydnVFLYgMhWy6j+PxmEvG1IYp2AB4+fDiNHDlSUm7syIDsFvTuEbbcROP0g81psr3/RM7LQLvyYQrIy8vDvHnzpPdXXnklfvOb32Dfvn2G+23duhUnnXQSJk+eDAC47rrrMHbsWBw6dAhnnXVW1PYnTpzAiRMnFJ/l5OQgNzc38U6o6PZ6I3+7u20/vhYTJ07ExIkThfN2d6OpqQmzZs2Cz+fDk08+ifr6elRVVRkeI5590NUFfPyxUCgyXECzO9xn8S+6uoBx44SikBdcAHi9QH6+8N3/9/8BOTl474MPkHvNNcjz+YBQCBMHD0a3eL3kx3/9dWDPHuDGG4F33xW+v/FGYP164XuvF5U33ojKcPNefPFFbNy4EVcOGIDRu3YJ5925UygoWVSk2f6ofnm9mDhxIhobG7Fx40ZUVFSgqqoq0j8NrrrqKhw4cABXDhyIbvG8AG4B4APwhdeLXWvWYMJjjwn9KCkB1q1DQUsLfnfHHfivp59GT48HRARAKC76+uuvC9e4shKoqADeeQdbAXzu8eAUIvTq1Qu//OUvUVBQgLy8PKkg5JgxYwzbCgBjx47Fk08+aWkfOa+//joKCgqkApSjR48WCqwC6N27NwDgwIEDePHFF2OPKRdjdI+ox4g4BqzIMdOImguyjGzvP5A8GXi95up9e0icRR1m//79mDFjBl566SU0Nzfj4YcfRm5uLk499VRcffXVmDp1KgBg5cqVePfdd/HII49I+1599dWYP38+Kioqoo67fPlyrFixQvHZtGnTMH369OR2iGEYhmEYW+nfv7+5DR2xF6lob2+na6+9lpYvX05ERAcPHqRDhw5RKBSi9957j6688kpat24dERGtWLGCFi9erNh/7ty5tFYWtSKno6OD2traFK/29nYKhUK2v1avXk2tra20evVq24/d2NhICxcupMbGRuGzjg4KVVRQKD9f+NvRIW2Xn5+veEn7GBw7Pz+f+vTuTRfn59OLL7xg3J6w87T02rWLQqEQdXZ2UmtrK3V2dka3ceRICh09KmwbbqvhMTWOLx7zy6FDpe/eys+nAlUfFy5cSAUFBVSQn0+Te/WKPpbqXOuXL6f8/Hwq6d1b8fm28N9dZ54ZWybhvnb27SvIoK2NQldcIV2fF194gWqqqqL7Nny4IBfZdSgoKKD8/HyaNm2a7rUT+yi/zgUFBbRw4ULFeFm8eLHimOLx1OeKNUasjE1xHNx9993S8QsKCmjatGnKMWwwFu1ol+69E+cxzLYr6j7Iwle2yyDb+59MGZjFceWms7OTbr31Vrr77rupu7tbc5unn36a7r77biIievbZZ+mOO+5QfD99+nR69dVXk95WIzTDgE3uF8vXRVzTV9QdMkjSVl1dbbnqs6Joo5nClBo5VEKhkJTfROqT2XBkec2qsjLDGknqcOkfAYoClmJ5AzHqSCynIEUfqZLgLfnpTyk3nAhR3EcdcTXYyN9G5g8jRcxp1L6aNGGCojDpR716RcnbyEk2EBCqkouZqQFlIkfoOBZ7NXyaEvW1MUI+DuTtkP+vJ0t19XLRnyhenzA7ne7NOjCL/bcyEWca2S6DbO8/kfMycFS5CYVCtGjRIqqtraVOg4ffM888I+Vw2bRpE02ePFn6rr29nS6//HI6ePBg0ttrhDoM2MzDwuzEW1tbS7ler/Rg3Ne3r37afQvHlW//wOzZ1kKnNZQWcTCLjqSKc6vLBujVjRoyJKKA6ChFelW75dtG1VwaOFCpSKicjd8MK48+gB698UYqVik3xR6PqczGknKj4VReXV1NvrAj8GC1c3QMeasT5QGRjL3qEG65giBXbOTXI5mRdvJJTVQIqqurTSlTev2U90WvaKYWyVTi9HB6UncD2S6DbO8/kfMycFS5uf/++2nevHl0/Phxxeevv/46ffXVV0RE9MEHH9D48eOlZaeOjg4aP348vfDCC9TR0UG///3vXREtFY/lRq+OjlY0xkCth6GBAqD4lWmQFE9Muy9XnuTKUtQvZoNzioO5oKBA+TDRCGVWWIdilQrQOGewoYH+69JLo6On5EkCxXMOHap9fNV5l8yZI/Uz2NBAuwsKiAB6CwaJ8lTHCL30ku4NLc/N4hMVMh3rlJra2lpF0kaPnrJF0YqLXv6aZIVSq5UbvdpQeqgtjyUlJVGVx61YRpOlxOnh9KTuBrJdBtnefyLnZeCYcvPJJ5/QsGHD6PLLL1fks3n77bfpscceo3HjxtGIESNoypQpVF9fr9hXnufm+uuvd0eeGzJIva+DeuI1moQVy0YmHoYSWgUUdbLw5nq9tGTOHOnYwYYGGohIwclgQ4NhMUZdy41ejhtRyTAqFdDeHkmApy5boO6bvLxBS4uyuKRWOLjRecOWnVd++1t66JprhLw5JopPSukAdG7omEqnDloWjVTngDG7NCSOg6lTp5pSsrTOo95P3m+rCStdl6k7C8h2GWR7/4mcl4HjPjeZRDwX05LZ3sLDUELLKqKRhTeqGnV7u6RMiUs2S+bMMbSwyH0tFA8TLcuNljKhZV0yyuwr36+lJVp5kitzenWd9M4rtjcvL3I8cV/1PrL3lseARQVn+PDhVFhYaGlpRu9YVnxYjCwg6mOJSn6vXr0USnsiComoKLkhI3EsnJ7U3UC2yyDb+0/kvAxYubGRRC5m0sznWtYJ1Wdi3SWFZUb0UZEpQPLv38vLo3sWLTLff9HHZft289mCtSw+auVGq58xlLmY/kQG2ZSppcWU9SrWGAgEAnRbTU1kacpEgkG7xkg8x9HzXdE6lpihV8xQnKhCok4UmKhil2ycntTdQLbLINv7T+S8DMxlw2GSjt/vRyAQQE1NDQKBAPx+vz0HzskB3ngD2LUL2LRJeK/6rHrKFDz22GOoLi4GtmwR9vvwQyAvDwCwv29fPNrQgOopU3DvuHEYBOAH7e349UMP4e677zbfltmzgYsuEv6aobAQGDYs8r60FBg0yLifLS2RfcrLhWMUFgJlZcrPYp1X3D4sAwDAkCFCkj9RRlu2CEkBLRIMBjFp0iQ0PfEE+uzZY/pYzc3NUrI9n8+HDRs2WD7vggULFEn7zB6nsrJS2j4UCmH06NEIBoO477774PV6FccS802JybaKiopQXV1tqa1yxH53d3fD5/Ohvb097mMxDJMlOKJSZShOa6oJ09kZCccWX2vXKiwKJSUlCv+H0tJS6TvD/sfhNExExj43Rv1oaVFaiKwu6cmju7ZtU7bBIExd4Xelc07RCuILL/mJS3/BhgbDJmlZScwuL1nx7zI6hrhUpLamyEPR5b5X8sKuVs4Vq99uJu3nARvIdhlke/+JnJcBKzc24sjFjMcPxwh5vhn5Mlb4HGrnTvkSQVT/VfWTFMs5asVDb6lHrRTpLUupZWKwdCRi2u9Eqw0aMpdHzBXk52svOXUKNbB8iERNDQToJI+HSkpKTCkpYvi3WI071kM/EAgoIo7EyDy5T4sVJam2tpbKy8ulMeDxeKi0tFTaVx01J1emjCK8jM6faqfgRHB6UncD2S6DbO8/kfMyYOXGRrRCYLXCbxMtUCkR6yEer+JjpJSEFZzS0tIo3wep/6LFQytKS6uQpZFVR+4MbNZ6Y8JKJCoYogVl/RNP6PsCGUVVyZDnOirp3Tu6DbLjfFVURJMnTtS1fohojRd5SHksxcHIwqLexoySJD+G/FVeXh7lUJyfn294XqvnTxecntTdQLbLINv7T+S8DFi5sRG9zKxJS5wWSykwYb2weo71jz+uu6kUBp2fH+WQLFk71FFNqoe+pvKgtY8RsUK8w99tBigXQh6bmMqTCUVR13IjtkHjemlZVYycdYmUzr1yJUdrPKkT+sktLFrbGFlX1OfVetXV1SnyPfn9fsM8O7W1tVRdXa1QgtK9irjTk7obyHYZZHv/iZyXATsUJ4GNGzfCF65yPdjrxauvvAIgcYfQKIwcZVtbzTu+dnUBu3cLf9Wf9euHwwMGSB/3uuUWND7/vPZxPv448v+HHwI9egj/l5UB114LnH++8Fft8Kvl9Cxn0CBrDsGq4zU2NmLJnDlCu3fvluRSDmCMx4My+b5bt2rLKidHaEdOjra8IDiF19fXAwCera9Hnw8+UPZJ43r5/X7cd999krOs6KwL6I8X0blXy2FXdBoOBoOKbUWH3KuuugrNzc3S9+pt5OdXoz6vFn/729+EsQ+hovmAAQPwwAMP4LHHHlM4yYtO1Y8//jgaGxsVFYTz5E7cDMMw8eCISpWhyC038jpFYmmApJjf9SwKJpdSYiX5o7IyemjWLIXFYcmcOdr9l1tuxO3Xro22vOj4rMTVzxjISzVsBuirwkKpHV8VFdGdt9xChwcMiM6NI0OxNBTDImb0a0UM/163bJnmOdTWDaPxIvo+qR12tbYPBALk9/slPxm9XDVyZ2G9pVO5z4/f76e+ffsqLDfDhw83lalbXUNK3N8o83K64PQvVjeQ7TLI9v4TOS8DVm5sRH4xo2obhZdSUuoYaUYhMJHk76lp0yRFzSiqR+p/eblhXh3bnJ9NEFUzS61kEWlHV4VRKxh611VE74a2qtjKyxZojRetJSKPx6NZMDUeHx0r7ZQfOxAImMrUrRW9Jb6M8tjY6rOWJJye1N1Atssg2/tP5LwMeFkqSYydN09zKcXv90eZ6M2iXnKIiXwpRQ/VUsmL27fjwV//Gl+Hl6K6Tj4Zc1etAgBcAKBx0SJhCURrGSucs6Vu1CisX7ZMN6+OYXusorNEJDJ00iRsDv//FhBZYisvj+TMyckBLrxQeKnapl4aWrNrl6klsrvuuktxnawsScqXbJYsWSItE2ktN4lLRF6vFyT8WNFd3iIiAIDH49FdfrK6dCrmZ6qtrZXyM1VVVQGA9FfdtwULFgCAlNepurpa0Q+9PDZyuUyaNMn8fcAwTPbhiEqVoRiGQmtg5VdoUiNKZHWU5HlXNt17r8JKMdjrpdtvvVV3GUusiN2nd2/726jXboMlIlG+9yxaRA9ee60QEaVVldwATbmHo61uq6mJ6qNotRDDoONxJlcXjvT7/brLTeqq4GaWt/x+f8yIKDORU3pj16r1yuw57a7wnSwrkNO/WN1Atssg2/tP5LwMWLmxEbnPTaxJ06qyYvfErkCndMGD114rRfxshlAZW3NZJryMJSo3F4cLZxq20WJNJU15GkSLyeWrqMAtU4Ks5HZR54TRu3by0gNqGZhZkhSPLX8VFhZqRlOJ21dXV1N1dbWuj4zR8paZ/uq1UW/s6k1qRmPYimzsUPCT+WPB6UndDWS7DLK9/0TOy4CVGxuRZ2Y18ys01+ulgQDleTyKatxaJNVyo1FLSfKtCVspbr/11miHWpVPjWnLjYUwdcN+6/jyqMOrB3u9miHYgPl6RXJFyOghvXjxYmptbaXecVqvxMR88pderhgtRSie/DVWiaVo2+V3pIVdPmvJ/LHg9KTuBrJdBtnefyLnZcDKjY2oM7MaTZryKJ428aFr4kGfFGdkVXK5B6+91rgUgJbVpb2dQi+9RK2trbRw4UJjxWbtWtN5a2I+hFRtUSstXq9XabkJK0G1tbV0kscjVETXUAzkxw42NCgeymKkktbyijxSyIrCJKKl3ADRWYBF2RhFGtn5AJe3NV7LjXgcN2QaZstNcsl2GWR7/4mclwErNzaiZbnRWy7QrTxttuaS3SRyns5O+qqoSLLchDo6tLeTl3bo2VP4O3So8LkOug+hGHWbRMVGUghU2zeuWkXbZFaqk9QhyDKFb1/fvpSrWhbSekjLMxQXFBSQ3+83DKkWFZJY1hjxpVaWjCw34nKVHQ9wrWtgpKRYWZ51kmQpWk5P6m4g22WQ7f0ncl4GrNzYiHxS13MClZAvqYgPeoNsulRWpu8Mq/Wgt1MpUh9L9V70wxGVm/XLl2sfQ12UU8xiPGyYfukDEnK6lJSURB7uBstapn6Ra7RloHpblfI50ISSoLbcGLVDbaHx+/2K/soVH1FR0wvd9vv9CidhKw7EZrBqAbKyPJuJOD2pu4Fsl0G295/IeRlwKHgSqKqqQmFhoXFIrTw8+ssvtcOk1VmGy8uFLL+XXRYJfe7qEt7LP+/qAi69VPjs0kt1w6RNoT7+8eNR52vauRNvyXZ5ORwSrqC1FdixI/J+0CAhizEgZAUuLgZKSoTjywgGg1iyZAm2b9+OJUuWCOG/BtmXxdDkmpoaKTQ5Vls++e538WhDg3JbVYj8ow0NxseEMkPxVVddFXc26mPHjkmh3YAQut3d3a0Zui32V94udTj3gAED4ko9IGI2g7EaW7NxMwzDWICVmyRh6oEg5qHp0UM7H438ATt0aOSBLH+gaz3od+8WFAZA+Lt7d/wdkZUrwJYtwMqVUecbNXYsLgNQFs5VMmLkyOjjqPuydWvkvciOHYICJypou3fjn+vXRz8k+/UDevYU9unZU3gvw+/3Y/To0VFlBvTa8v2DB1E9ZYpyG1VunuopU0zlJ9oSls3hw4elPDRa1//6668HICguAHDddddJ3/Xs2VMqRwAA5eXlhkqVmniVET1MKYwa2NkGhmEYSzhiL8pQ1GY402v67e2Ck21bm/7ykrzKdnl5ZIlK/bmYbVe+/CNm4rWKuiK3uHymsYwWCASkMGhdM6TW8lZLC1FxcXR7ZQ7OPvXyToyq36aXpmz2ZVIXjYSOr4y8nXrZhxMtJOmk4658edYNzsOpxmlzvBvIdhlke/+JnJcBKzc2YhQCq+tY2d4eURbEV6zK1HKFRssXR66U2FgRXPFau9ZSXSVD5I7G5eVRytm6ZcuUD0lVdJc6mV5ScwIZUFJSoulzY+b8VqKR3IZ6fDs9qTlNtvefiGWQ7f0ncl4GrNzYiNbFjPmgUodFm7G2qJSOP0yeHB26bcUyYab4ZllZRGHSqQ8VazAbKXn3LFpEky64gO5ZtMhcLapw/p0oqw7FlrmhspkAasuNOhJKD6vRSG5Cq+1OT2pOk+39J2IZZHv/iZyXASs3NqJ1MWNaEbQsN7GUG9nDX8yRoy5oafoBrlcVXFR29P432X95e/QUDjE6SLGMY0I5iyfjrRmrSLzKjzpaKlaZAzNJAd2OVtudntScJtv7T8QyyPb+EzkvA3YoThZdXcD776N6wADAyLGyRw/g3/8Gli8XooUAwdlVLOqox1/+guV+P/LDb4cD2BF2njVdYLCrC1i/XukgvHu3MhoKiDg7mynEqYNRQcY1a9Yotl27dq2pcxk5zuoVKI1VGDKR4ozisQEYRimpz9GzZ8+UO99aLsKqg/oa7NmzB01NTTa1kmEYJj5YuUkGYih2cTHG3HILPh8wALXz5yPY0AD/4MHR1bQrK4EbbwS8XqClRYjS0Xuoi6HZxcW4uqVFqni9GcAQnVBgzTBc8ThXXRWJPCovF/7qhFkngpEiMn78eMW2V111laljxhPFEyuSyGpVbK1jAzBUUtTnaG9vjysaCYhPSbGzurZ4DSZMmAAAaGpqwsyZM+M+HsMwjC04Yi/KUCQznJYjriwCSOHkGyPyJwrV9uufeIKWzJmjWJIKNjTQQEDKqmsqQ7LoIKzh76JYpjFYLjLjc6PnR1JXV0elpaUxSxbYgVE7EnXmFWtLLV682PD8iZwj0eMkYxlMfkwxS3O2muSdNse7gWyXQbb3n8h5GbByYyPSxezoUIZQl5VFh2eLSowZ51k5sbZXlQ3QrRFldByZAiN/gOpV147qvwtvaCt+NPE686p9boz2t8NhOF4lJRl+R/JjijJw4zhIBW6+D1JFtssg2/tP5LwMWLmxEcXFFHO4iGUF5I7DPXsq6ymJeW4MaiyZduzVs8jEOqYO8geoVnVt3f67CNFhWV1V2yxmH/Tq2lLJdgxOJCosGdYr8ZiNjY2uHAepwq33QSrJdhlke/+JnJcBKzc2Yngx9ZafDOokSRhto5UYT12zKp5cNxoVsX3hqCyt6KyY/XcIdXFJq0nxrDzorVhu7CIQCNDw4cOpf//+iiU9vXabUdQSXbZy4zhIJdnefyKWQbb3n8h5GbBDcaqQp/wfNAj4/vcFp96XXortwKtXS0mrrlS4bMCme+8Fjh0zPq4esuNWL1mCYLiuUlV1NSq8XgwCUOH1onnjRstisCtKx+y57rvvPqnEAQDdGk16WHEwlteWqq+vT6iek1nefPNNbN68GR999BGWLFmCu+++W7fdZh2J7S7fwDAMk3IcUakylJiaalsbUY8egjUlL4+otFRpzTFjuZH7x2hZgzo7af3jj9Nbss+/GjDAmuVGx8oUy4oRK8+NWAnbynJHIjlnIFuKEhPqmXFYTiRbcKp/rZSUlCgsU6WlpUSkfa2sWGQS8Qly+heb02R7/4lYBtnefyLnZcDKjY3EvJh62YjNJu7TqjslL7MgL8sgez147bXWOmLgbGz00NPrv/igFRUMMw9X+X7xRBXJH+Rer5dKS0tNK1Pqc1p50Kf6htZMgBhG3e5UlXVwelJzmmzvPxHLINv7T+S8DKxnY2PiZ9QoIafMsWNAXh5wwQXA228L38VK3CcmtdODSLl8FWYzgOLJk621U6yI3doqLKfJcu74/X7zyy1dXUBrq6KyNyBUwjaz3KG1tGKlMvbSpUul/RcvXmxqX61zmqkGbkQwGERzczMqKyttX6p64IEHAAiJD6+66irpPRB9rcScNBs2bMDo0aNTsmzGMAzjCI6oVBmKKU1VHhmljqiyinr5SF5Ne8AAevDaa/VDwe1AZU2KihbTqextVJZAjtrSUF1dbcnaEM/SSqLWDfUYSLcimHbg9C82p8n2/hOxDLK9/0TOy4AtN6mmRw/gyisj7y+80Nx+YSuIwpIiOilv2SJkFx40SLK49OnXD4v27xe2MXv83buF/0ULkYblRrH9ZZcJ5y4rE87rlfmny6xIffbswf8tW4bVH36osBgYWTTE7+rq6rBu3Tps3rwZq1evRmNjo+ksvpasTLJ97LRuJGJ9SibJtCYxDMM4jiMqVYYS6uiIJPGzEyuh4LG21zu+POlgaanghCw6I2tZljScjvUsN1rJBo0sGurv5C8rodyJOCPHWzU8HSw3yW6T07/YnCbb+0/EMsj2/hM5LwMOBbeLri5g7Fjh/7FjhfeiNUReSyoe9ELBAe0Ck0bbyxDDstevWAFs3Rr54u230WfvXgAQ/hYXR0LNReSh7eXl0RYi0W9n1y5g06Yo649RiLX8O3kYN2AulDsYDMLv98dVP8lsuLTZkPZ46l8lm0TqZzEMw6QFjqhUmUhLC4XEtPP5+UTbt1uznhhhd4kGUv569wF0OGypIYD2nXYabdaK5lLXvTLyuaHYGXJhwXIjhnTHCuWONzJLxEy4tFHbE/21YsZqlIhlSdxfr/124PQvNqfJ9v4TsQyyvf9EzsuAlRu7UCs3q1dbUgxiYvP26of47bfeKjk3BxsayAdQsccTUXJMKFXywWy2fpFRCQDxOyuOwfJ+yZWceGok6e1npAAlckOblZkdiokdta30cHpSc5ps7z8RyyDb+0/kvAxYubGLzk4KXXGFcDErKpQ5Z+SKgRghJc9Pk4hVJ07M1CVasGCBEG1lUqmS+xwlo/K0vG1mLUJmI7PUxzB68NthudHqgxmZJVOuduH0pOY02d5/IpZBtvefyHkZsHJjI1EOxUZ1n4ysOinC1l/vnZ0UqqiQlDt5TSo7lz4StQjZhd45zNzQRnWfrFpu6urqElqiSgZOT2pOk+39J2IZZHv/iZyXAYeC24noNCv/K0+8p5FkT9MZN0XEEyqtS2sr8M47wv/vvIPq4uKokGo7wo/NhFbb2i8dEjmHXh/MhKHLt8nLy8OSJUvg8/mwdOlS1zgsMwzDOA1HS6USeYRRWRnQ0qIZSaTAroirZFNYCJSUCP+XlgKFhfD7/VJ2X7NRSLHIhKKORn2Qy0wPcZtjx45x1BPDMIwGrNykEnl49BtvCAn8Yik26qrfbiUnB1i3Tvj/5Zc1Q7+9Xi9CoRC8Xm/cD2I3hlZbxa4+ZIKixzAMkwx4WSrVxKoRJUcrX43ZfeVoZTdOBuplORk9e/ZEd3c3ACFXTV5eXtynScWyU7Kxow9cK4phGEYbVm7cTL9+kUKbPXsK762iVSZBR8FJZkr+Y8eOwev1oru7G16vF+3t7Qkdj8sHCGSCoscwDGM3vCzlZvbvFxQbQPi7f7/1Y1jIVmyHT4welZWV6O7uhs/nM5Vl2Ihkt9VOzGYydgI3t41hGCYRHFNuTpw4gV/96leYMGECRo0ahTlz5mD79u3S98888wzGjRuHMWPG4Le//S2ISPqupaUFM2bMwIgRI3DDDTfg008/daILySdWiQMbj5HslPx2+sqkS/kANythbm4bwzBMojim3IRCIXz/+9/Hn//8ZzQ3N2PmzJlYsGABjh07htdeew2rVq3CM888g3/84x/YtGkTAoEAAEEpWrhwIWbMmIFXXnkFF198Me69916nupFcYtRnsvMYqXBONRMJZAa725osC4ablTA3t41hGCZRHPO5ycvLw7x586T3V155JX7zm99g3759aGpqwpQpU3D22WcDAK655ho0NjZi8uTJ2Lp1K0466SRMnjwZAHDddddh7NixOHToEM4666yo85w4cQInTpxQfJaTk4Pc3Fzb+yR3mLUNrxcoKhJPkLRjTJw4EY2Njdi4cSMqKipQVVVluR9J6b8GdrRVpKmpCbNmzYLP58OTTz6J+vp6VFVVxd02uQzGjh2LJ598UlIixowZk3TZmCWZbUvVOHAr2d5/gGWQ7f0HkicDr9ecTcZD8vUeB9m/fz9mzJiBl156CfPmzcNNN92EUaNGAQA++OADzJ8/H+vXr8fKlSvx7rvv4pFHHpH2vfrqqzF//nxUVFREHXf58uVYsWKF4rNp06Zh+vTpye0QwzAMwzC20r9/f1PbuSJa6vjx47j33nsxZ84c5Ofn49ixYzjllFOk70855RQpuqa9vV3xnfj9MdHxVsXcuXMxa9YsxWfJtNwcOHAA55xzjmntUpeuLmDcOCHrb0kJsHYtcPAgcN55yQ3nTgBb+58impqaMHPmTMmCYYflJt1kYDfZLoNs7z/AMsj2/gPOy8Dxp2RXVxcWLVqEc845R1qm6tmzJ44ePSptc/ToUSkvSl5enuI78fuePXtqHj83NzcpiowRXq838Yv58cfAxo3C/xs3ApdcAuzYETOc2w3Y0v8UMXHiRKxcuVLKFTNx4kRbjptOMkgW2S6DbO8/wDLI9v4DzsnAUal3d3fj3nvvhcfjwX333QePxwNAMDvt2bNH2m7v3r0YMGAAAKCwsFDx3fHjx3Hw4EEUOlSfKWnIo5yGDhUUG8AwnJuJD7scnRmGYRh34Khys2TJEnz55Zd46KGHkCOzRFRVVaGhoQEHDx7El19+iZUrV0pLBcOGDUNHRwcCgQBOnDiBp556ChdccIGmM3FaI49y2rw58ZBwhmEYhskSHFvb+PTTT/HCCy/g5JNPxrhx46TPf/e73+GKK67A1KlTMXv2bHR3d2Py5MmYNGkSAGGZ6ZFHHsH999+Phx9+GBdeeCHuv/9+p7qRXOSlGt54IzUlFBiGYRgmzXHsKXnmmWdii5g5V4O5c+di7ty5mt8VFxfjb3/7W7Ka5k6s1KRiGIZhmCwmuz2dGIZhGIbJOFi5SQZdXcDu3cJfhmEYhmFSCis3yWDcOOD884Vq3KzgMAzDMExKYeUmGbzzjvBXK2ybrToMwzAMk1RYuUkGJSXCX3XYdleXYM1hqw7DMAzDJA1WbpLBunXaVbhbWwVrDsDJ+BiGYRgmSbBykwzEsG11Php51mFOxscwDMMwSYGzwaUSMeswJ+NjGIZhmKTBT9dUw8n4GIZhGCap8LIUwzAMwzAZBSs3qYDDvxmGYRgmZbByk2w4/JthGIZhUgorN8mGw78ZhmEYJqWwcpNsOPybYRiGYVIKR0slg64u4OOPI+HeHP7NMAzDMCmDLTfJQF04Uy+pH8MwDMMwtsPKTTIwKpzJMAzDMExSYeUmGegVzmQYhmEYJunwOkkyWLdO6XPDMAzDMEzK4CdvMuASCwzDMAzjGLwsxTAMwzBMRsHKDcMwDMMwGQUrNwzDMAzDZBSs3DAMwzAMk1GwcsMwDMMwTEbByg3DMAzDMBkFKzcMwzAMw2QUrNwwDMMwDJNRsHLDMAzDMExGwcoNwzAMwzAZBSs3DMMwDMNkFKzcMAzDMAyTUbBywzAMwzBMRuEhInK6EQzDMAzDMHbBlhuGYRiGYTIKVm4YhmEYhskoWLlhGIZhGCajYOWGYRiGYZiMgpUbhmEYhmEyClZuGIZhGIbJKFi5YRiGYRgmo2DlhmEYhmGYjIKVG4ZhGIZhMgpWbhiGYRiGyShynG6A23nuuefw/PPPY8+ePfjZz36GG2+8EQCwZcsW3HzzzejRo4e07e9+9zuUlJRoHuf111/HI488gi+++ALDhw/Hfffdh969e6ekD4miJ4OnnnoKTz/9tLRdKBRCTk4OXn31Vc3jlJWVoUePHvB4PACAuXPn4mc/+1nyO5AgJ06cwIMPPojNmzfjyJEj6N+/P2677TZcdNFFAIBnnnkGzz77LLq7uzFp0iTU1NRIfVTT2NiIP/zhDzh69CjGjBmDuro6nHTSSansTlwYyaCxsRF/+9vfcPDgQfTq1QtTp07FnDlzNI9j9b5xC7H6/+tf/xq5ubnS9qtWrcIZZ5yheaxMHANLlizBmjVrpG07Oztx7rnn4u9//3vUcT755BP4/X7k5eVJn9XV1WH8+PEp6UciPPDAA3j11Vdx/PhxnHHGGfjFL36BkSNHAsiOeQDQl4Hr5gFiDGlubqYNGzbQokWL6I9//KP0+VtvvUWTJk0ydYwvv/ySRo0aRRs3bqT29nb6r//6L7rnnnuS1GL70ZOBmiVLltDixYt1vx82bBh99tlnSWhhcjl27Bj96U9/ok8//ZRCoRCtXbuWxowZQ0ePHqWNGzdSVVUVHThwgD7//HOaPn06Pf/885rH+fDDD2n06NG0Y8cOamtro5tvvpmWLVuW2s7EiZEMVq1aRe+++y51dnbSoUOH6Mc//jGtWbNG8zhW7hs3YdT/YDBIN998s6njZOoYUHPLLbfozhWHDh2i4cOHJ7u5SeGjjz6ijo4OIiLasWMHjRw5kg4fPpw18wCRvgzcNg/wslQMRo8ejVGjRqFXr15xH6O5uRkXXnghrrjiCvTo0QM33HAD1q9fj+PHj9vY0uRhRgadnZ1Yt24dqqqqUtiy1JCXl4d58+bhjDPOgNfrxZVXXomTTjoJ+/btQ1NTE6ZMmYKzzz4b3/ve93DNNdegqalJ8zhr167FmDFjUFxcjPz8fPzsZz/D6tWrU9yb+DCSwdSpU3HxxRcjJycH3//+9zFmzBhs377d6SbbilH/rZCpY0DOF198gTfffBMTJkxwqKXJ47zzzpMsdB6PB11dXfj888+zZh4A9GXgtnmAlZsE+Pe//40f/vCHmDJlClasWIFQKKS53UcffYSioiLp/VlnnYWcnBwcPHgwVU1NOq+99hp69OiBsrIyw+1mz56N8ePH47777sPXX3+dmsbZzP79+/Htt9/inHPOwUcffYSBAwdK3xUVFWHv3r2a+7W2tkZt+9lnn+HYsWNJb7PdyGWg5u2330ZhYaHuvmbvGzej7v97772HsWPHYtq0aXjuued098uGMfB///d/KC4uxtlnn627bygUwlVXXYWJEyfi0UcfTZsfegDw0EMPYcSIEbj22mtRVlaGoqKirJsHtGSgxul5gH1u4uS8885DfX09+vXrh48//hiLFi1CXl4errnmmqhtjx07hr59+yo+O+WUU9De3p6q5iadpqYmXHXVVfB69fXlFStWYOjQoWhra8N///d/41e/+hV+85vfpLCViXP8+HHce++9mDNnDvLz83Hs2DGccsop0vdG17W9vV2xbX5+PgBhfPTs2TO5DbcRtQzkPPvss/j2228xceJEzX2t3DduRd3/0tJS/P3vf8cZZ5yB999/H3fccQf69OmDsWPHRu2bDWNAtGLo8Z3vfAfPPvssBg4ciP/85z9YvHgxfve732HhwoXJbrYtLFq0CHfeeSe2bt2KvXv3wuPxZN08oCUDOW6YB9hyEyff+973cN5558Hr9aKwsBDXXXcdXnnlFc1te/bsiaNHjyo+O3r0qMKhLp355ptv8Nprr8U0Q5eUlCAnJwd9+vTBHXfcgddffx0dHR0pamXidHV1YdGiRTjnnHMwb948ANHX1ui65uXlKbY9cuSIdIx0QUsGImvWrEF9fT2WLl2qcBSUY+W+cSNa/T/rrLPw/e9/H16vF0OGDMGMGTPQ3NysuX+mj4G9e/fio48+wo9+9CPd/Xv27InBgwfD5/PhzDPPxC233KIrL7fi8/kwfPhwbN68Ga+99lrWzQNAtAxE3DIPsHJjE0YWi/79+2PPnj3S+08++QRdXV2GZtt04uWXX8aAAQMMTZBqRHkRUbKaZSvd3d2499574fF4cN9990m/VNTXdu/evRgwYIDmMQoLC6O2PeOMM9JmUtOTAQBs2LABS5cuxe9+9zucddZZpo9pdN+4DaP+y/F4PLrjOpPHACBYbUaMGGEpEtRIXm4nFArh4MGDWTUPqBFlALhrHkifmcUhurq60NHRge7uboRCIXR0dCAUCmHLli347LPPAAhrz3/+85+lkEA1lZWVeP/997Fp0yYcP34cK1aswNixY3W1WrehJwORpqammFabvXv3Yvfu3QiFQvj222/x6KOP4pJLLkkbGSxZsgRffvklHnroIeTkRFZzq6qq0NDQgIMHD+LLL7/EypUrdZ2qr7rqKrzyyiv44IMPcOTIETz11FNp5XSpJ4PNmzfj/vvvx6OPPqo7oYtYuW/chl7/N23ahMOHDwMAdu7cib///e+6fcrUMQAIis/atWtj9mfHjh3Yv38/iAiff/45fv/736fFGDhy5AjWrl2LY8eOoaurC+vWrcOWLVtQUlKSNfOAkQzcNg94KF1V5hSxfPlyrFixQvHZ4sWL8c0332DlypVoa2vDqaeeiqqqKlx//fXSDT99+nTMnTtXyt3w2muvKfLc/OpXv0qbPDd6MqiursbBgwcxdepUNDU14dRTT1VsU1NTgx/84Af42c9+hrfeegsPPvgg/vOf/+CUU07B8OHDsWDBgqh93Minn36K6upqnHzyyYpfGGJehqefflrKbzF58mRFfouKigpF/obGxkYsW7ZMkd9Cnh/FrRjJ4I9//CPeffddRT/Gjx+Puro6AEoZPPvss4b3jVsx6v+GDRvQ1NSE9vZ2nH766Zg+fTpmzJghbZMNY6CkpARvvfUWFi1ahP/7v/+Lup7y+XDt2rX4/e9/j8OHD6N3794YPXo05s+f73rLxZEjR3D77bdj165dICKcc845+NnPfoYxY8YAQFbMA0YyuPHGG101D7BywzAMwzBMRsHLUgzDMAzDZBSs3DAMwzAMk1GwcsMwDMMwTEbByg3DMAzDMBkFKzcMwzAMw2QUrNwwDMMwDJNRsHLDMAzDMExGwcoNwzAMwzAZBSs3DMMwDMNkFKzcMAzDMAyTUbBywzAMwzBMRuHuanUMw2Qs1dXV+PTTTzFv3jzceOONAID77rsPL774IkpLS/GnP/0JL774Iv7617/i4MGDAIDTTz8dF1xwAe6//34AwJo1a1BfX49Dhw7hyJEj6NmzJ4qLi3HTTTdhyJAh0rm2bNmCRx55BAcOHMAFF1yAuXPnora2FkCkCCwAfPzxx/jDH/6ArVu34siRIzj77LMxY8YMTJ06NYWSYRgmUdhywzCMK9m9ezd+9atfYffu3fjud7+LM888E//5z3+wZs0aaZv3338fe/fuRUFBAQYMGICOjg7861//wi9+8Qt88cUXAIAvvvgCCxYswN69e+HxePDNN9/grrvuijrf/v37MWfOHKxfvx5EhHPPPRf79u3DQw89hBUrVqSs3wzDJA5bbhiGcSUHDhwAEaFfv3547rnn4PV6EQqFsG3bNmmbadOm4Re/+AV69Ogh7TNlyhQcPXoUr732GiZPnoxVq1ahvb0dXq8XzzzzDAYOHIg//OEP+POf/6w439NPP40jR45gwIAB+Mtf/oIePXqgvr4ejz76KJ555hn85Cc/wSmnnJJSGTAMEx+s3DAM40ouvvhi9O7dG/v378fYsWPRr18/DBo0COPHj5e2+fbbb/HQQw9h586daGtrAxFJ34mWm9bWVgDAeeedh4EDBwIAfvjDH0YpNy0tLQCAvXv34oorrlB819HRgQ8//BA/+MEPbO8nwzD2w8oNwzCO4PF4AADd3d3SZ0eOHJH+/973vod//OMfWL16NXbu3Ik9e/bg+eefRyAQwFNPPYXCwkLccsstaGtrw8knn4zzzz8fOTk52LFjBwAgFArF1a7vfOc7OPvss6M+9/l8cR2PYZjUw8oNwzCO0KdPH3zyySfYv38/AODrr7/G1q1bpe8///xzfP3115g9e7b02dSpU/Hxxx/j3Xffhc/nQ1tbGwDg3nvvxVVXXYX33nsPc+fOVZxnwIABaG5uxr59+/DRRx+hf//+ePnll6Pac+GFF6K1tRX5+fn47W9/i4KCAqldmzdvxtChQ22XAcMwyYGVG4ZhHGH48OFoaWnByy+/jM8//xwHDhzA0aNHpe9bW1vxi1/8An369MFpp52Go0eP4tChQwCAoqIinHXWWcjLy0N7ezvuv/9+PPPMMzh8+HDUeaZOnYqVK1eivb0d1157Lfr27YvPPvssars5c+agubkZBw8exIQJE9CvXz98++23+Pzzz3H66afjRz/6UfKEwTCMrXC0FMMwjjBnzhyMHz8evXr1wv79+zFhwgSFAnHWWWfhRz/6EU455RTs27cPhw8fxqBBg3D33Xfj0ksvRe/evfHQQw+hsLAQRISTTjoJjz32WNR5vve97+E3v/kNCgsL0dXVhV69euGee+6Rvj/55JMBCD45Tz/9NMaNG4cePXqgtbUVRITLLrsMN910U/IFwjCMbXhI7oHHMAyTgezfvx/9+vWT3v/5z3/GH/7wBwDAc889h/POO8+hljEMkwx4WYphmIxn0aJF6OzsxDnnnIMvvvgC77//PgBg/PjxrNgwTAbCyg3DMBnP5ZdfjpdffhlvvvkmAGDQoEGoqqrCjBkzHG4ZwzDJgJelGIZhGIbJKNihmGEYhmGYjIKVG4ZhGIZhMgpWbhiGYRiGyShYuWEYhmEYJqNg5YZhGIZhmIyClRuGYRiGYTIKVm4YhmEYhskoWLlhGIZhGCaj+P8Bi3Aiiy4ddB0AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(kind=\"scatter\", x=\"usage\", y=\"COP\", s=4)\n", + "plt.scatter(df[ \"usage\" ],result.predict(sm.add_constant(df[ [\"temp\", \"usage\"] ])), color=\"red\", s=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "a2296138-fb5c-4744-a1aa-1a6f8c1a62eb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(\n", + " df_daily.COP,\n", + " result_d.predict(sm.add_constant(df_daily[ [\"temp\", \"usage\"] ]))\n", + ")\n", + "plt.plot(df_daily.COP, df_daily.COP, color=\"red\")\n", + "plt.xlabel(\"Y\")\n", + "plt.ylabel(\"$\\hat{Y}$\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "9e9cc459-5659-4b46-9f03-6823fab4ee27", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,10))\n", + "plt.plot(\n", + " result_d.predict(sm.add_constant(df_daily[ [\"temp\", \"usage\"] ])), label=\"$\\hat{Y}$\"\n", + ")\n", + "plt.plot(df_daily.COP, label=\"Y\")\n", + "plt.legend()\n", + "plt.xlabel(\"Y\")\n", + "plt.ylabel(\"$\\hat{Y}$\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "ee147fb2-d46e-4d13-b873-5a68c93a8f24", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = sm.qqplot(result.resid, fit=True, line=\"45\", ms=3)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "170fa2f3-964c-48d8-9164-ce8d92ac8444", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df[\"hour\"] = df.index.hour\n", + "\n", + "df.boxplot(column='COP', by='hour', grid=False, showfliers=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "54f99de6-3164-4294-8910-28d116a7a753", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "fm", + "language": "python", + "name": "fm" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 664ce32564f7eef6711b5f4057b46cc9bae3b84d Mon Sep 17 00:00:00 2001 From: Victor Garcia Reolid Date: Sun, 13 Apr 2025 23:39:23 +0200 Subject: [PATCH 2/4] add test that fails Signed-off-by: Victor Garcia Reolid --- .../data/models/planning/tests/test_solver.py | 50 +++++++++++++++++++ 1 file changed, 50 insertions(+) diff --git a/flexmeasures/data/models/planning/tests/test_solver.py b/flexmeasures/data/models/planning/tests/test_solver.py index c8c26026c6..0a76d9ce67 100644 --- a/flexmeasures/data/models/planning/tests/test_solver.py +++ b/flexmeasures/data/models/planning/tests/test_solver.py @@ -2954,3 +2954,53 @@ def run_sequential_scheduler(): assert total_cost_all_devices == sum( expected_cost[1] for expected_cost in expected_costs ), "Total cost mismatch." + + +@pytest.mark.xfail +def test_battery_kW( + add_battery_assets, + db, +): + """ + Scheduling a very small battery of 1Wh (1e-6 MWh) with a power capacity of 1W with a constant + usage of 1W. + """ + + epex_da, battery = get_sensors_from_db( + db, + add_battery_assets, + battery_name="Test battery", + power_sensor_name="power (kW)", + ) + tz = pytz.timezone("Europe/Amsterdam") + start = tz.localize(datetime(2015, 1, 1)) + end = tz.localize(datetime(2015, 1, 2)) + resolution = timedelta(minutes=15) + + scheduler: Scheduler = StorageScheduler( + battery, + start, + end, + resolution, + flex_model={ + "soc-at-start": "0 kWh", + "soc-max": "1 Wh", + "soc-min": "0.0 kWh", + "soc-usage": ["1 W"], + "charging-efficiency": 1, + "discharging-efficiency": 1, + "storage-efficiency": 1, + "power-capacity": "1W", + "consumption-capacity": "1W", + "production-capacity": "1W", + }, + flex_context={ + "site-power-capacity": "1 MW", + "consumption-price": "100 EUR/MWh", + "production-price": "90 EUR/MWh", + }, + ) + schedule = scheduler.compute() + + # Check if constraints were met + check_constraints(battery, schedule, 0) From 9e7cf72de46f1ff8ff99b2d32078dcd867800eb0 Mon Sep 17 00:00:00 2001 From: Victor Garcia Reolid Date: Sun, 13 Apr 2025 23:45:03 +0200 Subject: [PATCH 3/4] delete notebook Signed-off-by: Victor Garcia Reolid --- notebooks/insideout.ipynb | 569 -------------------------------------- 1 file changed, 569 deletions(-) delete mode 100644 notebooks/insideout.ipynb diff --git a/notebooks/insideout.ipynb b/notebooks/insideout.ipynb deleted file mode 100644 index be5ee041f2..0000000000 --- a/notebooks/insideout.ipynb +++ /dev/null @@ -1,569 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "6ea56705-9cea-415e-b00c-bc747d366c06", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: statsmodels in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (0.14.3)\n", - "Requirement already satisfied: numpy<3,>=1.22.3 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from statsmodels) (1.26.4)\n", - "Requirement already satisfied: scipy!=1.9.2,>=1.8 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from statsmodels) (1.14.1)\n", - "Requirement already satisfied: pandas!=2.1.0,>=1.4 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from statsmodels) (2.2.1)\n", - "Requirement already satisfied: patsy>=0.5.6 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from statsmodels) (0.5.6)\n", - "Requirement already satisfied: packaging>=21.3 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from statsmodels) (24.1)\n", - "Requirement already satisfied: python-dateutil>=2.8.2 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from pandas!=2.1.0,>=1.4->statsmodels) (2.9.0.post0)\n", - "Requirement already satisfied: pytz>=2020.1 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from pandas!=2.1.0,>=1.4->statsmodels) (2024.2)\n", - "Requirement already satisfied: tzdata>=2022.7 in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from pandas!=2.1.0,>=1.4->statsmodels) (2024.1)\n", - "Requirement already satisfied: six in /home/victor/Work/Seita/flexmeasures/venv/lib/python3.11/site-packages (from patsy>=0.5.6->statsmodels) (1.16.0)\n", - "\n", - "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n", - "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" - ] - } - ], - "source": [ - "!pip install statsmodels" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "96b7156d-a54a-47e2-8e39-2c5ae7e20ab0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[FLEXMEASURES][2025-03-26 12:08:14,880] INFO: Loading config from /home/victor/Work/Seita/flexmeasures/instance/flexmeasures.cfg ...\n", - "Warning: Without complete mail settings, FlexMeasures will not be able to send mails to users, e.g. for password resets!\n", - "You might consider setting MAIL_PASSWORD.\n", - "[FLEXMEASURES][2025-03-26 12:08:14,881] INFO: [FLEXMEASURES] No SENTRY_DSN setting found, so initialising Sentry cannot happen ...\n", - "[FLEXMEASURES][2025-03-26 12:08:15,398] INFO: Importing plugin flexmeasures-entsoe ...\n", - "[FLEXMEASURES][2025-03-26 12:08:15,433] INFO: Importing plugin flexmeasures_smartbuildings ...\n", - "[FLEXMEASURES][2025-03-26 12:08:15,657] WARNING: Support for Torch based models not available. To enable them, install \"darts\", \"u8darts[torch]\" or \"u8darts[all]\" (with pip); or \"u8darts-torch\" or \"u8darts-all\" (with conda).\n", - "[FLEXMEASURES][2025-03-26 12:08:15,772] INFO: Importing plugin flexmeasures_seita ...\n", - "[FLEXMEASURES][2025-03-26 12:08:15,776] INFO: Loaded plugins: {'flexmeasures-entsoe': '0.8', 'flexmeasures_smartbuildings': '0.1.0', 'flexmeasures_seita': '0.1.0'}\n" - ] - } - ], - "source": [ - "from flexmeasures.app import create\n", - "from flexmeasures.data.models.time_series import Sensor\n", - "import plotly_express as px\n", - "\n", - "from datetime import timedelta\n", - "\n", - "from flexmeasures.data.utils import save_to_db\n", - "\n", - "from sqlalchemy import select, update\n", - "import time\n", - "\n", - "import timely_beliefs as tb\n", - "import pandas as pd\n", - "import numpy as np\n", - "\n", - "from flexmeasures.data.services.utils import get_or_create_model\n", - "from flexmeasures import Asset, Sensor, AssetType, Account, Source\n", - "from flexmeasures.data.models.time_series import TimedBelief\n", - "\n", - "app = create()\n", - "ctx = app.app_context()\n", - "ctx.__enter__()\n", - "session = app.db.session" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "ded19e1b-bce5-42a8-b365-1a907f765bc9", - "metadata": {}, - "outputs": [], - "source": [ - "from datetime import datetime\n", - "import matplotlib.pyplot as plt\n", - "from meteostat import Point, Hourly\n", - "\n", - "# Set time period\n", - "start = datetime(2025, 1, 1)\n", - "end = datetime(2025, 4, 1)\n", - "location = Point(52.37, 4.89, 70)\n", - "\n", - "data = Hourly(location, start, end)\n", - "temp = data.fetch()[\"temp\"].resample(\"15min\").mean()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "9d8acebf-56b6-4313-b2fe-36f9506887d5", - "metadata": {}, - "outputs": [], - "source": [ - "COP_SENSOR_ID = 236\n", - "OUTSIDE_TEMPERATURE_ID = 256\n", - "USAGE_ID= 259" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "9f5f8d93-82ee-422d-a88f-936837775b05", - "metadata": {}, - "outputs": [], - "source": [ - "usage = pd.DataFrame(TimedBelief.search(USAGE_ID).reset_index(\n", - " [\"belief_time\", \"source\", \"cumulative_probability\"\n", - "], drop=True))\n", - "usage = usage[\"2025-02-20\":]\n", - "usage = usage.resample(\"15min\").mean()\n", - "usage.index = usage.index.tz_convert(\"UTC\").tz_localize(None)\n", - "usage.describe()\n", - "usage = usage.rename(columns={\"event_value\" : \"usage\"})" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "8b4aae69-d36c-461c-abf1-c65919599a66", - "metadata": {}, - "outputs": [], - "source": [ - "cop = pd.DataFrame(TimedBelief.search(COP_SENSOR_ID).reset_index(\n", - " [\"belief_time\", \"source\", \"cumulative_probability\"\n", - "], drop=True))\n", - "cop = cop[\"2025-02-20\":]\n", - "#cop = cop[cop>150]\n", - "cop = cop.resample(\"15min\").mean()\n", - "cop.index = cop.index.tz_convert(\"UTC\").tz_localize(None)\n", - "cop.describe()\n", - "cop = cop.rename(columns={\"event_value\" : \"COP\"})" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "ef0230e0-3f12-4aed-9fb8-9b8c07bf1b2f", - "metadata": {}, - "outputs": [], - "source": [ - "temp = pd.DataFrame(TimedBelief.search(OUTSIDE_TEMPERATURE_ID).reset_index(\n", - " [\"belief_time\", \"source\", \"cumulative_probability\"\n", - "], drop=True))\n", - "temp = temp[\"2025-02-20\":]\n", - "temp = temp.resample(\"15min\").mean()\n", - "temp.index = temp.index.tz_convert(\"UTC\").tz_localize(None)\n", - "temp.describe()\n", - "temp = temp.rename(columns={\"event_value\" : \"temp\"})" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "id": "b1cc77fb-f5a1-4df4-94e7-682beae43fea", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df = pd.concat([usage, temp, cop], axis=1).dropna()\n", - "df = df[df.usage > 15]\n", - "df = df[df.COP < 500]\n", - "df = df[df.COP > 200]\n", - "df.plot(kind=\"scatter\", x=\"temp\", y=\"COP\", s=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "id": "018bf6d7-c2ed-47a5-a8c2-c609f3ceb0fb", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df.plot(kind=\"scatter\", x=\"usage\", y=\"COP\", s=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "id": "a06bfebe-1d6a-4785-956b-dda58da99a44", - "metadata": {}, - "outputs": [], - "source": [ - "import statsmodels.api as sm\n", - "\n", - "mod = sm.OLS(df.COP, sm.add_constant(df[[\"temp\", \"usage\"]])); \n", - "result = mod.fit_regularized(L1_wt=0., alpha=1)\n", - "#result.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "id": "71a5101c-c73d-459a-b536-fad4dca05d60", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "
OLS Regression Results
Dep. Variable: COP R-squared: 0.225
Model: OLS Adj. R-squared: 0.223
Method: Least Squares F-statistic: 95.22
Date: Wed, 26 Mar 2025 Prob (F-statistic): 5.01e-37
Time: 12:18:23 Log-Likelihood: -3355.5
No. Observations: 658 AIC: 6717.
Df Residuals: 655 BIC: 6730.
Df Model: 2
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
const 145.8178 10.157 14.357 0.000 125.874 165.761
temp 0.9437 0.370 2.551 0.011 0.217 1.670
usage 6.0107 0.440 13.653 0.000 5.146 6.875
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Omnibus: 52.729 Durbin-Watson: 1.050
Prob(Omnibus): 0.000 Jarque-Bera (JB): 63.594
Skew: 0.719 Prob(JB): 1.55e-14
Kurtosis: 3.500 Cond. No. 152.


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." - ], - "text/latex": [ - "\\begin{center}\n", - "\\begin{tabular}{lclc}\n", - "\\toprule\n", - "\\textbf{Dep. Variable:} & COP & \\textbf{ R-squared: } & 0.225 \\\\\n", - "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.223 \\\\\n", - "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 95.22 \\\\\n", - "\\textbf{Date:} & Wed, 26 Mar 2025 & \\textbf{ Prob (F-statistic):} & 5.01e-37 \\\\\n", - "\\textbf{Time:} & 12:18:23 & \\textbf{ Log-Likelihood: } & -3355.5 \\\\\n", - "\\textbf{No. Observations:} & 658 & \\textbf{ AIC: } & 6717. \\\\\n", - "\\textbf{Df Residuals:} & 655 & \\textbf{ BIC: } & 6730. \\\\\n", - "\\textbf{Df Model:} & 2 & \\textbf{ } & \\\\\n", - "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "\\begin{tabular}{lcccccc}\n", - " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", - "\\midrule\n", - "\\textbf{const} & 145.8178 & 10.157 & 14.357 & 0.000 & 125.874 & 165.761 \\\\\n", - "\\textbf{temp} & 0.9437 & 0.370 & 2.551 & 0.011 & 0.217 & 1.670 \\\\\n", - "\\textbf{usage} & 6.0107 & 0.440 & 13.653 & 0.000 & 5.146 & 6.875 \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "\\begin{tabular}{lclc}\n", - "\\textbf{Omnibus:} & 52.729 & \\textbf{ Durbin-Watson: } & 1.050 \\\\\n", - "\\textbf{Prob(Omnibus):} & 0.000 & \\textbf{ Jarque-Bera (JB): } & 63.594 \\\\\n", - "\\textbf{Skew:} & 0.719 & \\textbf{ Prob(JB): } & 1.55e-14 \\\\\n", - "\\textbf{Kurtosis:} & 3.500 & \\textbf{ Cond. No. } & 152. \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "%\\caption{OLS Regression Results}\n", - "\\end{center}\n", - "\n", - "Notes: \\newline\n", - " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." - ], - "text/plain": [ - "\n", - "\"\"\"\n", - " OLS Regression Results \n", - "==============================================================================\n", - "Dep. Variable: COP R-squared: 0.225\n", - "Model: OLS Adj. R-squared: 0.223\n", - "Method: Least Squares F-statistic: 95.22\n", - "Date: Wed, 26 Mar 2025 Prob (F-statistic): 5.01e-37\n", - "Time: 12:18:23 Log-Likelihood: -3355.5\n", - "No. Observations: 658 AIC: 6717.\n", - "Df Residuals: 655 BIC: 6730.\n", - "Df Model: 2 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "------------------------------------------------------------------------------\n", - "const 145.8178 10.157 14.357 0.000 125.874 165.761\n", - "temp 0.9437 0.370 2.551 0.011 0.217 1.670\n", - "usage 6.0107 0.440 13.653 0.000 5.146 6.875\n", - "==============================================================================\n", - "Omnibus: 52.729 Durbin-Watson: 1.050\n", - "Prob(Omnibus): 0.000 Jarque-Bera (JB): 63.594\n", - "Skew: 0.719 Prob(JB): 1.55e-14\n", - "Kurtosis: 3.500 Cond. No. 152.\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "\"\"\"" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_daily = df.resample(\"15min\").mean().dropna()\n", - "df_daily = df_daily[df_daily.index.dayofweek.isin([0,1,2,3,4])]\n", - "mod_d = sm.OLS(df_daily.COP, sm.add_constant(df_daily[[\"temp\", \"usage\"]])); \n", - "result_d = mod_d.fit()\n", - "result_d.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "id": "70d62871-91f2-4063-8d97-f03f2caae079", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df.plot(kind=\"scatter\", x=\"usage\", y=\"COP\", s=4)\n", - "plt.scatter(df[ \"usage\" ],result.predict(sm.add_constant(df[ [\"temp\", \"usage\"] ])), color=\"red\", s=2)" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "id": "a2296138-fb5c-4744-a1aa-1a6f8c1a62eb", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(\n", - " df_daily.COP,\n", - " result_d.predict(sm.add_constant(df_daily[ [\"temp\", \"usage\"] ]))\n", - ")\n", - "plt.plot(df_daily.COP, df_daily.COP, color=\"red\")\n", - "plt.xlabel(\"Y\")\n", - "plt.ylabel(\"$\\hat{Y}$\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "id": "9e9cc459-5659-4b46-9f03-6823fab4ee27", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,10))\n", - "plt.plot(\n", - " result_d.predict(sm.add_constant(df_daily[ [\"temp\", \"usage\"] ])), label=\"$\\hat{Y}$\"\n", - ")\n", - "plt.plot(df_daily.COP, label=\"Y\")\n", - "plt.legend()\n", - "plt.xlabel(\"Y\")\n", - "plt.ylabel(\"$\\hat{Y}$\")\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "id": "ee147fb2-d46e-4d13-b873-5a68c93a8f24", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = sm.qqplot(result.resid, fit=True, line=\"45\", ms=3)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "id": "170fa2f3-964c-48d8-9164-ce8d92ac8444", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df[\"hour\"] = df.index.hour\n", - "\n", - "df.boxplot(column='COP', by='hour', grid=False, showfliers=False)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "54f99de6-3164-4294-8910-28d116a7a753", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "fm", - "language": "python", - "name": "fm" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.11" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From e9c20e8469b8720d85386b19e480007ec30a24a8 Mon Sep 17 00:00:00 2001 From: "F.N. Claessen" Date: Mon, 14 Apr 2025 16:06:55 +0200 Subject: [PATCH 4/4] dev: empirical evidence for rounding bug Signed-off-by: F.N. Claessen --- .../data/models/planning/tests/test_solver.py | 56 ++++++++++++++++--- .../data/models/planning/tests/utils.py | 8 ++- 2 files changed, 55 insertions(+), 9 deletions(-) diff --git a/flexmeasures/data/models/planning/tests/test_solver.py b/flexmeasures/data/models/planning/tests/test_solver.py index 26b9201d08..f71c9ac060 100644 --- a/flexmeasures/data/models/planning/tests/test_solver.py +++ b/flexmeasures/data/models/planning/tests/test_solver.py @@ -2988,10 +2988,44 @@ def run_sequential_scheduler(): ), "Total cost mismatch." -@pytest.mark.xfail +@pytest.mark.parametrize( + ("capacity_in_w"), + [ + 10, + 1.1, + 1.01, + 1.001, + 1.0001, + 1.00001, + 1.000001, + 1.0000001, + 1.00000001, + 1.000000001, + 1.0000000001, + 1.00000000001, + 1.000000000001, + 1.0000000000001, + 1.00000000000001, + 1.000000000000001, + pytest.param( + 1.0000000000000001, marks=pytest.mark.xfail(reason="some rounding bug") + ), + pytest.param( + 1.00000000000000001, marks=pytest.mark.xfail(reason="some rounding bug") + ), + pytest.param( + 1.000000000000000001, marks=pytest.mark.xfail(reason="some rounding bug") + ), + pytest.param( + 1.0000000000000000001, marks=pytest.mark.xfail(reason="some rounding bug") + ), + pytest.param(1, marks=pytest.mark.xfail(reason="some rounding bug")), + ], +) def test_battery_kW( add_battery_assets, db, + capacity_in_w, ): """ Scheduling a very small battery of 1Wh (1e-6 MWh) with a power capacity of 1W with a constant @@ -3008,6 +3042,9 @@ def test_battery_kW( start = tz.localize(datetime(2015, 1, 1)) end = tz.localize(datetime(2015, 1, 2)) resolution = timedelta(minutes=15) + soc_max = capacity_in_w # assumes 1 hour to fully charge + soc_usage_in_w = capacity_in_w + device_capacity_in_w = capacity_in_w scheduler: Scheduler = StorageScheduler( battery, @@ -3016,15 +3053,15 @@ def test_battery_kW( resolution, flex_model={ "soc-at-start": "0 kWh", - "soc-max": "1 Wh", + "soc-max": f"{soc_max} Wh", "soc-min": "0.0 kWh", - "soc-usage": ["1 W"], + "soc-usage": [f"{soc_usage_in_w} W"], "charging-efficiency": 1, "discharging-efficiency": 1, "storage-efficiency": 1, - "power-capacity": "1W", - "consumption-capacity": "1W", - "production-capacity": "1W", + "power-capacity": f"{device_capacity_in_w} W", + "consumption-capacity": f"{device_capacity_in_w} W", + "production-capacity": f"{device_capacity_in_w} W", }, flex_context={ "site-power-capacity": "1 MW", @@ -3035,4 +3072,9 @@ def test_battery_kW( schedule = scheduler.compute() # Check if constraints were met - check_constraints(battery, schedule, 0) + soc_usage = ( + pd.Series(soc_usage_in_w / 1000, index=schedule.index) + * resolution + / timedelta(hours=1) + ) + check_constraints(battery, schedule, 0, soc_usage=soc_usage) diff --git a/flexmeasures/data/models/planning/tests/utils.py b/flexmeasures/data/models/planning/tests/utils.py index 9c270dd9ec..c16ae4e4c8 100644 --- a/flexmeasures/data/models/planning/tests/utils.py +++ b/flexmeasures/data/models/planning/tests/utils.py @@ -10,6 +10,7 @@ def check_constraints( sensor: Sensor, schedule: pd.Series, soc_at_start: float, + soc_usage: pd.Series | float = 0, roundtrip_efficiency: float = 1, storage_efficiency: float = 1, tolerance: float = 0.00001, @@ -22,6 +23,8 @@ def check_constraints( storage_efficiency=storage_efficiency, decimal_precision=6, ) + soc_usage = soc_usage.reindex(soc_schedule.index).shift(1).fillna(0).cumsum() + soc_schedule -= soc_usage # todo: move into integrate_time_series with pd.option_context("display.max_rows", None, "display.max_columns", 3): print(soc_schedule) capacity = sensor.get_attribute( @@ -30,9 +33,10 @@ def check_constraints( ) assert min(schedule.values) >= capacity * -1 - tolerance assert max(schedule.values) <= capacity + tolerance + # breakpoint() for soc in soc_schedule.values: - assert soc >= sensor.get_attribute("min_soc_in_mwh") - assert soc <= sensor.get_attribute("max_soc_in_mwh") + assert soc >= sensor.get_attribute("min_soc_in_mwh") - tolerance + assert soc <= sensor.get_attribute("max_soc_in_mwh") + tolerance return soc_schedule