From e732de774a32760e76938ee1ff70be61c428354d Mon Sep 17 00:00:00 2001 From: AdityaRajIITK <130903091+AdityaRajIITK@users.noreply.github.com> Date: Thu, 1 Jun 2023 23:21:53 +0530 Subject: [PATCH] Add files via upload Added the .ipynb file --- Graded Assignment 2/Graded_Assignment_2.ipynb | 1836 +++++++++++++++++ 1 file changed, 1836 insertions(+) create mode 100644 Graded Assignment 2/Graded_Assignment_2.ipynb diff --git a/Graded Assignment 2/Graded_Assignment_2.ipynb b/Graded Assignment 2/Graded_Assignment_2.ipynb new file mode 100644 index 0000000..a9d7854 --- /dev/null +++ b/Graded Assignment 2/Graded_Assignment_2.ipynb @@ -0,0 +1,1836 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 416, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "code", + "execution_count": 417, + "metadata": {}, + "outputs": [], + "source": [ + "def read_dataset(folder, file, date_col=None):\n", + " \n", + " df = pd.read_csv(folder / file, \n", + " index_col=date_col, \n", + " parse_dates=[date_col])\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 418, + "metadata": {}, + "outputs": [], + "source": [ + "a= read_dataset(Path('data'),Path('machine_temp_failure_missing.csv'),'timestamp')\n", + "b= read_dataset(Path('data'),Path('machine_temp_failure_original.csv'),'timestamp')" + ] + }, + { + "cell_type": "code", + "execution_count": 419, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " value\n", + "timestamp \n", + "02-12-2013 21:15 73.967322\n", + "02-12-2013 21:20 74.935882\n", + "02-12-2013 21:25 76.124162\n", + "02-12-2013 21:30 78.140707\n", + "02-12-2013 21:35 79.329836\n", + "... ...\n", + "19-02-2014 15:05 98.185415\n", + "19-02-2014 15:10 97.804168\n", + "19-02-2014 15:15 97.135468\n", + "19-02-2014 15:20 98.056852\n", + "19-02-2014 15:25 96.903861\n", + "\n", + "[22695 rows x 1 columns]\n" + ] + } + ], + "source": [ + "print(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 420, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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value
count21410.000000
mean85.968188
std13.553070
min2.084721
25%83.082867
50%89.251290
75%93.910748
max108.510543
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" + ], + "text/plain": [ + " value\n", + "count 21410.000000\n", + "mean 85.968188\n", + "std 13.553070\n", + "min 2.084721\n", + "25% 83.082867\n", + "50% 89.251290\n", + "75% 93.910748\n", + "max 108.510543" + ] + }, + "execution_count": 420, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 421, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 421, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 422, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "value 1285\n", + "dtype: int64" + ] + }, + "execution_count": 422, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 423, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "timestamp\n", + "02-12-2013 21:15 73.967322\n", + "02-12-2013 21:20 74.935882\n", + "02-12-2013 21:25 76.124162\n", + "02-12-2013 21:30 78.140707\n", + "02-12-2013 21:35 79.329836\n", + " ... \n", + "19-02-2014 15:05 98.185415\n", + "19-02-2014 15:10 97.804168\n", + "19-02-2014 15:15 97.135468\n", + "19-02-2014 15:20 98.056852\n", + "19-02-2014 15:25 96.903861\n", + "Name: temperature, Length: 22695, dtype: float64" + ] + }, + "execution_count": 423, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.columns=['temperature']\n", + "a['temperature']" + ] + }, + { + "cell_type": "code", + "execution_count": 424, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "timestamp\n", + "2013-12-02 21:15:00 73.967322\n", + "2013-12-02 21:20:00 74.935882\n", + "2013-12-02 21:25:00 76.124162\n", + "2013-12-02 21:30:00 78.140707\n", + "2013-12-02 21:35:00 79.329836\n", + " ... \n", + "2014-02-19 15:05:00 98.185415\n", + "2014-02-19 15:10:00 97.804168\n", + "2014-02-19 15:15:00 97.135468\n", + "2014-02-19 15:20:00 98.056852\n", + "2014-02-19 15:25:00 96.903861\n", + "Name: temperature, Length: 22695, dtype: float64" + ] + }, + "execution_count": 424, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b.columns=['temperature']\n", + "b['temperature']" + ] + }, + { + "cell_type": "code", + "execution_count": 425, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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temperaturedelta_temperature
timestamp
02-12-2013 21:1573.9673220.000000
02-12-2013 21:2074.9358820.968560
02-12-2013 21:2576.1241621.188280
02-12-2013 21:3078.1407072.016546
02-12-2013 21:3579.3298361.189128
.........
19-02-2014 15:0598.185415NaN
19-02-2014 15:1097.804168-0.381246
19-02-2014 15:1597.135468-0.668700
19-02-2014 15:2098.0568520.921384
19-02-2014 15:2596.903861-1.152991
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22695 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " temperature delta_temperature\n", + "timestamp \n", + "02-12-2013 21:15 73.967322 0.000000\n", + "02-12-2013 21:20 74.935882 0.968560\n", + "02-12-2013 21:25 76.124162 1.188280\n", + "02-12-2013 21:30 78.140707 2.016546\n", + "02-12-2013 21:35 79.329836 1.189128\n", + "... ... ...\n", + "19-02-2014 15:05 98.185415 NaN\n", + "19-02-2014 15:10 97.804168 -0.381246\n", + "19-02-2014 15:15 97.135468 -0.668700\n", + "19-02-2014 15:20 98.056852 0.921384\n", + "19-02-2014 15:25 96.903861 -1.152991\n", + "\n", + "[22695 rows x 2 columns]" + ] + }, + "execution_count": 425, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "i=0\n", + "delta_temperature=[]\n", + "delta_temperature.append(0)\n", + "while i<22694 :\n", + " delta_temperature.append(a['temperature'][i+1]-a['temperature'][i])\n", + " i=i+1\n", + "a['delta_temperature'] = delta_temperature\n", + "a" + ] + }, + { + "cell_type": "code", + "execution_count": 426, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 427, + "metadata": {}, + "outputs": [], + "source": [ + "a.index=pd.to_datetime(a.index, format='%d-%m-%Y %H:%M')" + ] + }, + { + "cell_type": "code", + "execution_count": 428, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Temperature')" + ] + }, + "execution_count": 428, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot( a['temperature'])\n", + "plt.ylabel('Temperature')" + ] + }, + { + "cell_type": "code", + "execution_count": 429, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'delta_temperature')" + ] + }, + "execution_count": 429, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " value\n", + "timestamp \n", + "2013-12-02 21:15:00 73.967322\n", + "2013-12-02 21:20:00 74.935882\n", + "2013-12-02 21:25:00 76.124162\n", + "2013-12-02 21:30:00 78.140707\n", + "2013-12-02 21:35:00 79.329836\n", + "... ...\n", + "2014-02-19 15:05:00 98.185415\n", + "2014-02-19 15:10:00 97.804168\n", + "2014-02-19 15:15:00 97.135468\n", + "2014-02-19 15:20:00 98.056852\n", + "2014-02-19 15:25:00 96.903861\n", + "\n", + "[22695 rows x 1 columns]" + ] + }, + "execution_count": 432, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "folder=Path('data')\n", + "file=Path('machine_temp_failure_original.csv')\n", + "read_dataset(folder , file, 'timestamp')" + ] + }, + { + "cell_type": "code", + "execution_count": 433, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_dfs(df1, df2, col, title=None, xlabel=None, ylabel=None):\n", + " '''\t\n", + " df1: original dataframe without missing data\n", + " df2: dataframe with missing data\n", + " col: column name that contains missing data\n", + " ''' \n", + " df_missing = df2.rename(columns={col: 'missing'})\n", + " \n", + " columns = df_missing.loc[:, 'missing':].columns.tolist()\n", + " subplots_size = len(columns)\n", + " \n", + " # subplots_size = df2.shape[1]\n", + " fig, ax = plt.subplots(subplots_size+1, 1, sharex=True)\n", + " plt.subplots_adjust(hspace=0.25)\n", + " fig.suptitle = title \n", + " \n", + " df1[col].plot(ax=ax[0], figsize=(10, 16))\n", + " ax[0].set_title('Original Dataset')\n", + " ax[0].set_xlabel(xlabel)\n", + " ax[0].set_ylabel(ylabel) \n", + " \n", + " for i, colname in enumerate(columns):\n", + " df_missing[colname].plot(ax=ax[i+1])\n", + " ax[i+1].set_title(colname)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 434, + "metadata": {}, + "outputs": [], + "source": [ + "def rmse_score(df1, df2, col=None):\n", + " '''\n", + " df1: original dataframe without missing data\n", + " df2: dataframe with missing data\n", + " col: column name that contains missing data\n", + "\n", + " returns: a list of scores\n", + " '''\n", + " df_missing = df2.rename(columns={col: 'missing'})\n", + " columns = df_missing.loc[:, 'missing':].columns.tolist()\n", + " scores = []\n", + " for comp_col in columns[1:]:\n", + " rmse = np.sqrt(np.mean((df1[col] - df_missing[comp_col])**2))\n", + " scores.append(rmse)\n", + " print(f'RMSE for {comp_col}: {rmse}')\n", + " return scores" + ] + }, + { + "cell_type": "code", + "execution_count": 435, + "metadata": {}, + "outputs": [], + "source": [ + "a['ffill'] = a['temperature'].fillna(method='ffill')\n", + "a['bfill'] = a['temperature'].fillna(method='bfill')\n", + "a['mean'] = a['temperature'].fillna(a['temperature'].mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 436, + "metadata": {}, + "outputs": [], + "source": [ + "a.index=pd.to_datetime(a.index, format='%d-%m-%Y %H:%M')" + ] + }, + { + "cell_type": "code", + "execution_count": 437, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "timestamp\n", + "2013-12-02 21:15:00 73.967322\n", + "2013-12-02 21:20:00 74.935882\n", + "2013-12-02 21:25:00 76.124162\n", + "2013-12-02 21:30:00 78.140707\n", + "2013-12-02 21:35:00 79.329836\n", + " ... \n", + "2014-02-19 15:05:00 98.185415\n", + "2014-02-19 15:10:00 97.804168\n", + "2014-02-19 15:15:00 97.135468\n", + "2014-02-19 15:20:00 98.056852\n", + "2014-02-19 15:25:00 96.903861\n", + "Name: temperature, Length: 22695, dtype: float64" + ] + }, + "execution_count": 437, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a['temperature']" + ] + }, + { + "cell_type": "code", + "execution_count": 438, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "timestamp\n", + "2013-12-02 21:15:00 73.967322\n", + "2013-12-02 21:20:00 74.935882\n", + "2013-12-02 21:25:00 76.124162\n", + "2013-12-02 21:30:00 78.140707\n", + "2013-12-02 21:35:00 79.329836\n", + " ... \n", + "2014-02-19 15:05:00 98.185415\n", + "2014-02-19 15:10:00 97.804168\n", + "2014-02-19 15:15:00 97.135468\n", + "2014-02-19 15:20:00 98.056852\n", + "2014-02-19 15:25:00 96.903861\n", + "Name: temperature, Length: 22695, dtype: float64" + ] + }, + "execution_count": 438, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b['temperature']" + ] + }, + { + "cell_type": "code", + "execution_count": 439, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE for delta_temperature: 87.02520124648228\n", + "RMSE for ffill: 2.4939956524274454\n", + "RMSE for bfill: 5.873128567455812\n", + "RMSE for mean: 3.961536496226712\n" + ] + } + ], + "source": [ + "_ = rmse_score(b, a, 'temperature')" + ] + }, + { + "cell_type": "code", + "execution_count": 440, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_dfs(b, a, 'temperature')" + ] + }, + { + "cell_type": "code", + "execution_count": 441, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.impute import SimpleImputer" + ] + }, + { + "cell_type": "code", + "execution_count": 442, + "metadata": {}, + "outputs": [], + "source": [ + "strategy = [\n", + " ('Mean Strategy', 'mean'),\n", + " ('Median Strategy', 'median'),\n", + " ('Most Frequent Strategy', 'most_frequent')]\n", + "\n", + "co2_vals = a['temperature'].values.reshape(-1,1)\n", + "\n", + "for s_name, s in strategy:\n", + " a[s_name] = (\n", + " SimpleImputer(strategy=s).fit_transform(co2_vals))" + ] + }, + { + "cell_type": "code", + "execution_count": 443, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE for delta_temperature: 87.02520124648228\n", + "RMSE for ffill: 2.4939956524274454\n", + "RMSE for bfill: 5.873128567455812\n", + "RMSE for mean: 3.961536496226712\n", + "RMSE for Mean Strategy: 3.961536496226712\n", + "RMSE for Median Strategy: 4.071585793081295\n", + "RMSE for Most Frequent Strategy: 20.176855010139285\n" + ] + } + ], + "source": [ + "_ = rmse_score(b, a, 'temperature')" + ] + }, + { + "cell_type": "code", + "execution_count": 444, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_dfs(b, a, 'temperature')" + ] + }, + { + "cell_type": "code", + "execution_count": 445, + "metadata": {}, + "outputs": [], + "source": [ + "interpolations = [\n", + " 'linear',\n", + " 'nearest'\n", + "]\n", + "\n", + "for intp in interpolations:\n", + " a[intp] = a['temperature'].interpolate(method=intp)" + ] + }, + { + "cell_type": "code", + "execution_count": 446, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE for delta_temperature: 87.02520124648228\n", + "RMSE for ffill: 2.4939956524274454\n", + "RMSE for bfill: 5.873128567455812\n", + "RMSE for mean: 3.961536496226712\n", + "RMSE for Mean Strategy: 3.961536496226712\n", + "RMSE for Median Strategy: 4.071585793081295\n", + "RMSE for Most Frequent Strategy: 20.176855010139285\n", + "RMSE for linear: 4.043203597694257\n", + "RMSE for nearest: 4.538509533797259\n" + ] + } + ], + "source": [ + "_ = rmse_score(b, a, 'temperature')" + ] + }, + { + "cell_type": "code", + "execution_count": 447, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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2013-12-02 21:15:0073.967322
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temperature
timestamp
2013-12-02 21:15:0073.967322
2013-12-02 21:20:0074.935882
2013-12-02 21:25:0076.124162
2013-12-02 21:30:0078.140707
2013-12-02 21:35:0079.329836
......
2014-02-19 15:05:0098.185415
2014-02-19 15:10:0097.804168
2014-02-19 15:15:0097.135468
2014-02-19 15:20:0098.056852
2014-02-19 15:25:0096.903861
\n", + "

22695 rows × 1 columns

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" + ], + "text/plain": [ + " temperature\n", + "timestamp \n", + "2013-12-02 21:15:00 73.967322\n", + "2013-12-02 21:20:00 74.935882\n", + "2013-12-02 21:25:00 76.124162\n", + "2013-12-02 21:30:00 78.140707\n", + "2013-12-02 21:35:00 79.329836\n", + "... ...\n", + "2014-02-19 15:05:00 98.185415\n", + "2014-02-19 15:10:00 97.804168\n", + "2014-02-19 15:15:00 97.135468\n", + "2014-02-19 15:20:00 98.056852\n", + "2014-02-19 15:25:00 96.903861\n", + "\n", + "[22695 rows x 1 columns]" + ] + }, + "execution_count": 450, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Frequency : {}\".format(c.index.freq))\n", + "c" + ] + }, + { + "cell_type": "code", + "execution_count": 451, + "metadata": {}, + "outputs": [], + "source": [ + "c=c.resample('H').mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 452, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Frequency : \n" + ] + }, + { + "data": { + "text/html": [ + "
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temperature
timestamp
2013-12-02 21:00:0078.011596
2013-12-02 22:00:0080.598012
2013-12-02 23:00:0081.625018
2013-12-03 00:00:0082.965454
2013-12-03 01:00:0084.529097
......
2014-02-19 11:00:0091.099335
2014-02-19 12:00:0093.116737
2014-02-19 13:00:0094.732478
2014-02-19 14:00:0095.108901
2014-02-19 15:00:0097.199111
\n", + "

1891 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " temperature\n", + "timestamp \n", + "2013-12-02 21:00:00 78.011596\n", + "2013-12-02 22:00:00 80.598012\n", + "2013-12-02 23:00:00 81.625018\n", + "2013-12-03 00:00:00 82.965454\n", + "2013-12-03 01:00:00 84.529097\n", + "... ...\n", + "2014-02-19 11:00:00 91.099335\n", + "2014-02-19 12:00:00 93.116737\n", + "2014-02-19 13:00:00 94.732478\n", + "2014-02-19 14:00:00 95.108901\n", + "2014-02-19 15:00:00 97.199111\n", + "\n", + "[1891 rows x 1 columns]" + ] + }, + "execution_count": 452, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Frequency : {}\".format(c.index.freq))\n", + "c" + ] + }, + { + "cell_type": "code", + "execution_count": 453, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 454, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 454, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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r/+FmU8e1Dc9p7wCJMBIAAKSYZG/eDwCpxkzFoz0nM2ahWlcWy2r+NVW1uunL7a/tHTzSopuWV+rmi4fI7fFIsmnsaX005tSOFZMvvVMbMIhsr/bLgTNzLh6ifzkbtOa9fZbXjMQxfj969ScXadvuAyFDwVh88JueZuO9AT6EkQAAIKWkp9m0YHKpZi6vlE2Bm/czkREAzDFb8fjTS79i6ny0yPAXq2p+t8erO1dWhz3u1+t3+P7/I6981KFi0u3x6ucvVFm67YfanBOpoe3vR5k90sKGgrH+4JchWCCMBAAAKSdY/yEH/YcAwBKz24jrG4+ZOl+ytshIVPgRrVCn/fo9Xq+cDdaDX6Ni8hvDHJo2ZpAkmX5ukbqs/n4Uyw9+GYIFiTASAACkKPoPAUDnma1kLOyZlbItMhIZfkQj1Am0/oKcjE6t6+Uqp16uciornX8zu6pvjzpZXzvjpIh/P4rFB78MwYLB5vV6A/1b0q2YHT0OAAAAAF1Jxc46TV26Oexxz8wYI9fRY5r5ZY/CQKFaMgYJwcKPeK850kD0pXdq9YMVgftCovuy2aRQSU7v3Ay9+fMJUfmANlpVxW6PV+Pu3xC0Etv4QGPjbeP5YDmFmc3XqIwEAAAAgG7Kyjbi9DRbSrXISKYJ4KGq+duGPX17ZkleaX9jsz7+olG/2UB/Rpww+6LTVXZ6Xx1obNasFW9JUsCgfdFVw6P2mo7W4JlYTpZH6iGMBAAAANAtMUTB+jbieLTIiNbzkojwI9Ta09NsGl1S6Pv+lpp6HWhs1l2r3w+5TsD4UGDuhDN8r6fFabaU6r0Yy8nySD2EkQAAAAC6HYYonGC1N1y0KqUCiebzEkn40ZkgNNzaA30faM9sb9FU650dq8nySE2EkQAAAAC6FYYodJQMwUa0nxezocau/Ud8tx9oUMz0ssGaPX5I2CEzgdZe62rSTcsrNeNrg/X713cF3DIOGG4oG6yXq5ym2yDE8oOBaIvWZHl0DQywEQNsAAAAgO6CIQrJyezz8upPLtK23QdMBabGOYOFH23P/f0LS7TktZqgxxXkZui+q4YHDITCrR0w65kZY/y28id7taNVRmgvpc4QLFhjNl8jjBRhJAAAANBdWJkenSoVR12B2eelMC9D9Y0tvq/DbeFeU1Wrm5aHnkZtU+t0Yk+Yv4xtOhGWHDvu0R8rdqmmrlH7XE1a+/7nYdeO7isvK12Z6Wk6cKQl4Pe704cgtMjo2pimDQAAAADtJHKIAgNzgjP7eLcNIqXwW7gnDivW3PIhenBd8KnUXklmSnS8ap2+vW13PVuuYcmU8wboqyWFIasC2/eE7KqSoSUEEo8wEgAAAEC3kaghClQDhRbp4+1Va5izcFW1JpQ6AgYaDUcDV6NFotbVpKWv74ra+ZB6CnIzJEkHg1Q5BlJe6tDY0/pYGhTVlaVSr0vEBmEkAAAAgG4jEUMUGJgT3oHG5oiv61VrSLilpt4XcBhVqGurnXpi067oLBLd2o1lg1Ve6vC9N2ypqZezoUl3vfheh4pdQ/v3E6oCgVaEkQAAAAC6jfQ0mxZMLtXM5ZWyKfbbJd0erxauqg4YfJqp6usO3B6v7lr9fqfPY2z1DlSFGorZnpHoWmxfvgGEe9qDVTAbwXdORpql7ddUBQJSWqIXAABAKnJ7vKrYWacXtu9Rxc46ufkLBgBSxsRhxVo8bZQcdv+twQ57dtSrFLfU1IcMxdpW9XVX4R4js3bsO6Rfr/tQNy2vtHQ+r6QRp9g7fftIvB4WAv3vf61E0onQ0GB8fUPZYD0zY4w23jY+5HtCPN9PgK6CykgAACyi7xcApL54bZdM5MCcWAg1hCfSAT3Ruu+PvLIz4utWfuqKyhqQWBNKi/RylTPscXPLz9DN5UM0cmDvqPRwZPs1YA1hJAAAFtD3CwC6jnhsl0zUwJxYCPVhnKSOoU5+lqaOHqjBffPUr1e2zh3UW9t2H+gQ1qTCfUfi5GWm67jHo+bj4XehTBszSBUf14UcLuPIz9Ls8adLim6IyPZrwDzCSAAATKLvFwDET6RVdskmEQNzYiHUh3E3fdkvrz1nQ7MeXLfD93Vau76Mjvxs3fHNUtlzMpSXma7GY+6w6yjMywg6LARdz/xJQ3V9WYncHq/GLFqv+sZjAY8zfo7GnNpH9101POBr0ugRO3X0QL34zl6/9xVCRCC+CCMBADDJSt8vfqkFgMh1pXYY0RiYk+hgNtyHcWa1b6/sbGjSD1YEDjKD+dbIk/W/Wz/T4ebjlq6H1JObmaYzHfmSpMweabr3W8NMDYqZOKxYj00b1eE9xJ6bIUl+AXmqvq8Aqc7m9Xq7fcf9hoYG2e12uVwu5efnJ3o5AIAk9cL2Pbr52e1hj/v1lBG6YsTJsV8QAHRBwSrwjMAhVdthRBqwJkMwW7GzTlOXbo7LbQHttX29W/l5aBvi79p/RA+t+7DLva8AycZsvkZlJAAAJnWlvl8AkIy6cjuM9r3p+vbMkrzS/sZmVeysC1jtGCyYrf1ya/SNZYNVXuqIeaVkqgzXQfJo7fPoVfNxT6fP1b4vt9kej8b2a7fHq3H3b0j695VEV0AD8UQYCQCASV2l7xcAJKuu3g7DCEfWVNXqx39+O2R1V6hg1vD4pl16fNOuTlVKmglAdu0/Yvm86L7mlp+h2eNP19pqZ8Aw3apAgaGVn/9UeF9JhgpoIJ7SEr0AAABShdH3Szqxrcdgtu8XACA4sxV4qVypZ1Q7tg9HjOqvNVW1ksIHKKGua2Ut4+7foKlLN+vmZ7dr6tLNGnf/Br/zuD1ePbPlE0vnRfdlk/Ts1tbXy8RhxVo8bZQK8zI7fd62gaFVyf6+YvY9AehKCCMBALDA+MXaYfffiu2wZ9NvCAA6qau3wzAzCGbhqmq5PV5LwUj765phJRR1NqRu+Iv4ah8aThxWrM23X6zCvIyg17FJKsgN/v22IgkMk/l9xcp7AtCVsE0bAACLrPQrAoDuqu323755WZJN2n+4OeR7Zldrh9F+C7TH6zW9XdRqMGJlq6mV3pypXIUKf/nZPXT1qJP1wtu1OtB4rNPbp0Np+7ppnYQ9POQk7OkXlOjBdR+GPW8kgWG49xWpdUt0It5XUmELORALhJEAAETAar8iAOhOAvU/aytYLzSjHcbM5ZWyKXBokSrtMAI9BgU55qu/vnl2/7ABSiDOhiZV7KwL+WGZlQCkb88sC7eOZHb1qJO14PJhOv/UPgF/xqKpfWho7Cxp/zPh+PK9YEKpQ89u/SQmgWHb95VgLj+nOCHvK8m+hRyIFcJIAAAAAFETbAJ0W+2n47YVLrRIlnYYoQa/BHsMDh5tMXXufr2yQwazodz14nuqbzxxO8Vtwh5jvTv2HTZ1rsde/UjvfOYyectIdsv+uVvnn9on6M+YzSZ5Q7zQbiwbrPFDi3Trn7ZrX0Oz5erlcDtLwr3ej7a4tbbaGdF7wMRhxfr+hSX63Ws1Ab+/5LUajRzYO+7vL8m8hRyIJZvXG+rtpntoaGiQ3W6Xy+VSfn5+opcDAADQ7ZiZ6JtKutr9Mcvt8Wrc/RtMDV4xQouNt40P+NgEewytXh4LoSbfTih1mH4M2gv0mISrMjVzTq9ae/IdPGIuDEXX5cjP0qZ5F/v9zKytduqJTbuCXqcgN0P3XTXcF9QZYbsUuHrZTA/tYD+va6pqNe+v7wZ8rVo5f6DbC/VzGe79KFaMdYVrTRHvdQGRMpuvURkJAACAhAoV7CRLFZwVXe3+WGFlAnS4XmiB2mEEe2wvP6dYK9+ujctjHqzq0aj2nFM+JOIgUpLmTyr1C2kmlDp81WRGaBRoC3uwChPjcoLI5BbLLdNtORuafT9z6Wk2jS4p1C1/2h7yOjkZ6ZpQ6vB93dnq5XBh/p0r3wt4vfb9TK2Ec8nam7ErtaYArCCMBAAAQMKEC3ZSbUp9V7s/VkXS18zsdYI9trWupoBbL60+5seOe/THil3aVXdEklcjTilQ/965fhWWZga/LAtRYdZW++DB8WWoetdq/5CmMC9TV47orwmlDv3XpFKNLinsEOQU5mWqrvGYqdtFcnLYszXlqwNNDXHprLY/c2Y+QKh1NenJTTW6vqzE97MQ6TC/8GH+GXI2NAe9fqShYTL3ZkyV1hRANBFGAgAAICGsTPRNhaqQrnZ/IhFJX7N+vbLDbrEO9dgGY+UxX/RStZa+XiNPmxv4oz6R5F9haaa6ymxfSOOmbiwbrPJShw40NmvWirc63Mf6xmN6YtMuPbFpl28tG28br80761Tx8X5JNu34/JD+9t4+U7eL6LNn99Ciq87Wf79YLWeDtTArLzNdS/7jPI05tTVYCzfEJRra/pyaDd/uWv2+fr+xxi8cszrMz1SY/8/APR3bsxoaJntvxkjDXSBVJXUY6Xa7deedd2r58uVyOp3q37+/rr/+ev385z+Xzdb6Q+n1erVgwQItXbpUBw8eVFlZmRYvXqwhQ4YkePUAACCVddeef/GUrNvmIpXq9ycar/nRJYWmJ0AbvdAONDZ36OXWfou1le3fbZl5zBe9VB10qIW+vL5RYdl83GPqdgtyMuQ62mIqUHqpyqnbvjFUX/+fV8Ieb6zl+xeWdNiWjsRxNR1X77xMbZo33vcz1DcvS7JJG97fp8eDVMvaJP3yu+eo7PS+vssiGVoktfaCbDruCbsd35Gf5Tdcxkr41tkKb1Nhvsl2AlZDw3DvTaEG78SL1XAXSGVJHUbef//9Wrx4sZ566imdddZZevPNNzV9+nTZ7Xb96Ec/kiQ98MADevjhh/XUU0+ppKRE8+fP16WXXqrq6mplZzNxCgAAWNede/7Fk9nKlnXVzpT4Ay2ZtwGGE63XvNkJ0EbEefk5xQGrAduHHp19zIJd/9hxj5a+Hr4Sy6vWCstffOccU7c3bkhfrX6n1tSxta4m/bFil6Vem6HCUyTG54eaAoZJZaf31VcDbK0P9vMVbMtuID2z0vXv5w1QealDo0sKtbbaqZu+HCwTzJ2Xn+X3IYOVDxA6W+Ft9uc4VJgfaWhIb0YguaQlegGh/POf/9QVV1yhSZMmafDgwfr2t7+tSy65RFu2bJHUWhX50EMP6ec//7muuOIKnX322frDH/6gvXv36vnnn0/s4gEAQEoy+lm1/yPQCEfWVJkLGBCe2cqW57bvkdsTy02L0WH2/vTNy4rxSvy5PV5V7KzTC9v3qGJnXYfHMtqveSNMcdiDPx4Oe7Z+e80orXy7NuiWTak19HB7vJ3eOtn++sZj8tP/e1tmX1q1ribJ2xoihYsrXnynVpPONh/i1tQ1mj4WySnUa3TisGJtvG28npkxRr+eMkLPzBijjbeNDxr0TxxWrFd/cpEK8zJD3mav7Az9bFKpbxjNxGHFemzaKBXkZnQ4tiA3Q48FqGg0QjpJYV/Xkn+1sVVmf46nlw0OuJ7OhobB3psc9uwu388XSDZJXRl5wQUXaMmSJfrwww91xhln6O2339bGjRv1q1/9SpJUU1Mjp9Op8vJy33XsdrvOP/98VVRUaMqUKYlaOgAASEH0/Iuv0SWFKszLVH2YwRv1jS1Ju7W5LbMVRrf++W3deXl8qmzDVTzG6jXfvv+ZsWV1/+Fm9euVrXMH9Q5bDdg29LBSvdVWoCqqQI+JWev/tU8LJpeGrT6zSdrwr88trRPJq2dWuhqb3Z2q1LO6BXfb7gNh3xsDtSAwfvY2f1ynip11krwae2pfjfkysAzESjWmIZJqZbNbpWePH6KvOHrFZKALvRmB5JDUYeS8efPU0NCgM888U+np6XK73brnnnt07bXXSpKcTqckqaioyO96RUVFvu8F0tzcrObmExO6GhoaYrB6AACQalK951+qSU+z6coR/fWEienDybi1uT2zW5T3NcRnsraZyd72nMyYveaDhS9rqmr19f95xVLoYTy24ULAtgJVUQV7TMx6YtMuZaTb1DOrhw43Hw96nFfSkWNuU+fsk5epkQN664+bP4lwVYglR36W7vhmqWateCuu23s70/YhPc2mstP7+vWiDMcI6Z7cVKO7Vr8f9vhIqpWtbJWOZWhIb0Yg8ZJ6m/af/vQnPf3001qxYoUqKyv11FNP6Re/+IWeeuqpTp130aJFstvtvv8GDBgQpRUDAIBUlso9/1LVhFKHqeMSNeHUKqPCqCg/+Fbs9luQYyFcxaMk/ddzVVr8jx2mzhet13ywLeGhmH3uczPT/b6252RoTvkQ32sskoncgfzutZqQQaRVd15+looLcqJ2PkSPTa3Pz2Vn94/79t5ETH9OT7Pp+rKSkK0IbGqtro500IuVrdJGaHjFiJN9W9EBdA1JXRn5k5/8RPPmzfNttx4+fLh2796tRYsW6brrrpPD0fqLxb59+1RcfOJNa9++fRoxYkTQ895+++265ZZbfF83NDQQSAIAgIT88dfdGdv2goVTyTDh1KqJw4rVKztD1/7+jaDHGBWHT26qUd9eWVHfKmimyreu8Zhe21Fn6nzReM1bDQPbPvfGdUMxKhGNiquDR1v04Lodenbrp1owuTRsFWii9O2ZFfbnAIFZnTht1ZzyM3zhWLy39yZq+nM8Br2wVRpAUldGHjlyRGlp/ktMT0+Xx+ORJJWUlMjhcGj9+vW+7zc0NOiNN97Q2LFjg543KytL+fn5fv8BiFy4xvgAkCqMP/5iVRGCjow/fG2K/rCCRNp/uDn8QZLuWv2+bn52u6Yu3axx92+I2oCkaFUymnnNm/09IFxA2v52pRPPvZXrBtuWvrY6eBunRGq7DT3Qz0FbxfZs/eeFJfFaWszYJDnyIw+4C3Iz9J8XloQckhQNg/vm+n0dz0q9UINlYv3eGI9BL1Q9At1bUldGTp48Wffcc48GDhyos846S2+99ZZ+9atf6YYbbpAk2Ww2zZkzR3fffbeGDBmikpISzZ8/X/3799eVV16Z2MUD3US4xvgAkEriURGCjoINT4jGsIJEiaSSsG0vx87e52hV73oV+jVv5vcAt8erLTX1etlC0Nr+ue9MuGoM4nlh+96IzxFLxnMV7OegT16mrhjRXxNKHb7qsXNO6a3Zz1SangQeSzeUDZY9J1PPbPlEzgbzgfF5g3tr9TuBp6mH4zrSoiWv1ei314xU77wsX3Xd36pq9WTF7gjOGFiiq+AT+d5I9SKAWLJ5vd4k+CcssEOHDmn+/Pl67rnn9Pnnn6t///6aOnWq7rjjDmVmZkqSvF6vFixYoCVLlujgwYMaN26cHn30UZ1xxhmmb6ehoUF2u10ul4sqScCCYE3gjV9RYt2YHwBihQ9aEsMIrbrCH75uj1fj7t8Q8fTnjbeN79R9f+mdvfrBircivr7hhrLBumPyWQG/Z+b3AEmWJ1fPnzRU15eV+N3/ip11mrp0s5WlB1SYl6EDjS0x3drbKztdh5rMDa8pDvBcm/05uGf1e1r6+q5oLTsi3xjm0OJp50ryD53/YDIQ/ObwYr34bmTVwIF+VqL1OonWz2G0dKX3RgBdm9l8LanDyHghjASsM/7ICtfjK1l+iQMAq/jjL3Uly3NnhHWS9b528ycNjbiXZLh/o614ZsaYgFNnzfweUJCboQNHWizdniM/S5vmXdzh/kYa7rZ3Y9lg3/T2WPwR1CcvUz+7bKhu/fPbpo5/zMQHt4Fez5JMPcc9s9L11cGFeuWDL8zdAYvmXHy65kz4it9lVgLBnlnpOtxsLrgNpu1rNBqvfT5UB4DImc3XknqbNoDkZaYxfq2rSVtq6gP+EQMAyc7oZxVKsoReOCGZqlqDbbE0467V7/v+v5n1t30t7j/U3OkgMtxwDDO/B1gNIiVpylcHBPwZCtVCwYryUoe+WlKoeX99VwcjWF8wxor/Y+xg1ew/bOo6c8uHhH1NBno9F+Zl6vySQlPP8eJrz9VP//KOqfVE4qH1H+mMol5+W6XPHdTb9DCezgaRkv8W/ravE8nc66QgN8PvtZDK7SEAIFUQRgKIiNneTdFqoA8AySaZQi+0CrZtOJq9GK1q33dt/6Fmv6DRjHDrD/Ra7Awz/VFj9e/7cU/gy90er+w5mZpeNljPb9+r+sZjls/ddhDPnSvf68wyOyjIzZBX0oPrPjS9ltnjhwT9vtvj1SMbdujBdTs6fK++8ZherjI3jOcvlZ/FfEL3rBVv+f3MFduzdfk5xfrdazUxvV1D+76OwT4EaB9iG+/X9EUEgPgjjAQQEbMNvRPd+BsAYiEZQ6/uzu3xauGq6oCVUMYAk4WrqjWh1BH3oKFtla3b49XvN9ZY2m4cav3BXoudYaYyLHb/vne8J4GrAzM0ckCB1v/L/PZjI1yt2FknZ4O5aefhzL7odGWk2wKGhoGYCXrXVNXqzpXVpofBhPJ8HIb2BHofXPJajc4bVKA3dx+M+e0fCBBMBxq+cu6g3tq2+0DA0JFdPAAQX4SRACIyuqRQxfbsoH9MhdveBQCpKplDr+4s3u1DIt2iH+l240DrD/VaDCfNJr9JzIV5GfrWiJNV3mZicyjhfg+I1NhT+/p9HSxsPdDYog3/+kKTz3Zo1TvhqwTnlp8Rlcnc7TU2H9ea98xVKUqSPTdD0y8o0YRSR8DvxyJcjjdj7fEIIiXprtXVunRYx/fbQK02CB0BIDkQRgKISKg/psx86g8AqYqeuckpnu1DOrtFvzO9JNuuP9xrMRDjX+VHpo5S77zMiLemmvk9wJ6bIdcR85OrC3IzNKbNz4yZ4H/rrgNy5GeHrCJ05Gdp9vjTfV9Hs6pz2T93mTouLytdjc1uHTzSogfXfahnt37S4fVy7LhHP3uuKqWDyETg/RYAUk9aohcAIHUZf0w57P6/1Dvs2WxRBNBl0TM3OcWrfYhRudY+BDS26K+pqg15fbfHq4qddWo+7tEvvn2Onv5/5+vXU0Zo/qShpm6/7fojeY31zsvQb68ZqcvOLtbY0/roihEna+xpfSL68DDc7wH3XTVc0olwMpz7rhrutw4zwb+zoVlTRw+ULcDtGJfdeflZfucdXVKogpwMk6uKjsZ2g1rav17WVNVqzKJ1EfXCTFVzLh6iYnu26ddHKLzfAkBqoTISQKcE6slD428AXRk9c+PHylboeLQP6ewW/VAVldeXlYTsJRlo/WZfY7mZ6TpyrDUMq29s0V2r31dami0qHxqG+j3A7fFqTvkZWrapRgePnphW3L6S0pGfpTsvP6vDeswGTAP75AasNA3W+zI9zabpZYNN93mMhbavF4/H22EITHdQclJeVCakS7zfRkOkrScAIBI2r9fb3f7d66ChoUF2u10ul0v5+fmJXg4AAEhibo9X4+7fEDY02njbeP6Q64RItkIbVYtS4G3Dna3ar9hZp6lLN4c97pkZYzpsGQ3XC/DRa0Zqx+eHAwZkwdYf7rUYii3A+UKxGlS0DmF5z29QjD27h24YV6KZ/3Z60EEibW9r00df6JFXdoZdW+/cDF1/wWANLMxVfeMxFfbMkiM/9BrdHq/OvXutDh5pCfj9eCrMy1B9Y3zWMX/SUBXkZurOVe/pUNPxuNxmME/feL7S0mxaV+3Uc9v3+D0G7XuaBsP7bXR0tvUEABjM5muEkSKMBAAA1sQ69OruggV3Zh7fWP5R/cL2Pbr52e1hj/v1lBG6YsTJvq+N0NBqf0dDqPUHey2a0Ts3Q2/+fELYEMfqY7qmqlY3fbmmQB778vkzQkdnQ5P2H2rWgSPNqtl/RJs/rtOBToSEZp/vrjAsxqz2oV1nXjfRWIs9N0PZPdL9en0W5mXqyhH9NaHU4Tf5etf+I3po3Ycd1hqP99vuUC3YmfdbAGgvJmGkx+PRq6++qtdff127d+/WkSNHdNJJJ2nkyJEqLy/XgAEDorL4eCOMBAAAVnXVSpJE//EdLrgzUwkVq/sQaWWk2esFMrf8DM0ef3rYKsT2r0Wz217nlg/RzeVnhDy3laDCTMVhQW6G7r1yuO5abX2AjxlWQpRAj53V23LYs3XBqX30l7f2RHSOWAv2eFi979k90tR03BODFbYK9bwl4v22q77HtxWN91sAaCuqYeTRo0f1y1/+UosXL1Z9fb1GjBih/v37KycnR/X19aqqqtLevXt1ySWX6I477tCYMWOiemdijTASAABEItHBXbQlwx/fndkKHWvHjnt05vyXQ24fTbNJ/7rrG8rscWJOpNmKyvasBAFtX4v7DzXrrtXvm7qNgpwMbZsfuDoykqBi0479uvbxN0zddiyFe+zaPl59e2ZJXml/Y7P69szSWx/V6xf/OLFdflbZqXp008eSOlbmedUarka63bswN0P1EV63V3YPHW46HjZ0DvUz7PZ49eDaD0xthy/IydBvpozUG7vqtPOLxogqWAtzM+SRgj5eoZ63eL7fdpdqwWR+vwWQmszma6YG2JxxxhkaO3asli5dqgkTJigjo+P0ud27d2vFihWaMmWK/uu//kszZsyIfPUAAAApID3N1mX+QAv2x7cx9Tdef3wn87TybbsPhO1j5/G2Htf2dRHpcA2vpFpXk7bU1Id9nbV9Ld616j3Tt3HwaEvQ85uZZt1+fRUf7zd927EU6rELFrpffk6xVr5d2+Hy4SUFWlzScUBOXlYPHW4+3qm+k/8xdrD+981PLfX9NAK7+ZNKNWtFx+Evxtc3lA3WhFJHyNAuPc2mstNPMhVGHjzaoh490vTjS8+U1C7QzcvSrX9+W/sagt+PwrwM/frfR+p7T2wJehuhnrd4vd+6PV7N++u7EQ+qSiXJ/H4LoGtLC3+I9Pe//11/+tOfdNlllwUMIiVp0KBBuv3227Vjxw6NHz8+qosEAABA7ISbEi21/vHtNjNRopOSeVq52T/IN320Xy9s36OKnXVye7waXVKogpzAv0NH83al1ufyue3WtgsHO38kQUWy9V9sfx+M0L19yFrratLvXqvpcLkRxkvSxtvG65kZY3Rj2WD1zs3Q4ebOD4ApOSlP8yeVWgoiJWnB5FJddnaxFk8bJYfd/2fBYc/WY9NG6Y7JZ2nsaX3CBmZWXp9tH08jHLxixMkqG9JXd15e6rfGtmu2Sbr3W8NVf+SY5duJt0c27AgZMLcNTFNdMr/fAujaTFVGDh061PQJMzIydNppp0W8IAAAAMRXJBVwsTK6pFDF9uyw08pHlxTGdB1tGRVgO/YdMnX8I6985Pv/xhbZ6WWDA07KNsNKELClpt7yZOZg57caVKypqtWKNz6xdNux1vY+hArdg2lfCec6ekxPbNoVtdD14y8O609vfmb6eEe7LdcThxVrQqmjU9uX09Nspl+foV4TE4e1hqPtK0jbrrliZ52pNSUq/HJ7vFq2aZepY7tCtWAyvt8C6B5MhZFmNDY2atu2bbrwwgujdUoAAADEQPvea07XUVPXi8Uf34H6wC2YXKqZywNvP5Vaq8Li1U+uswNOjMq6314zUj2/3NZrViRBgNXnqDAvQ86GJlXsrOvwmIULKqTWidznDuqtX6/7MOKw1QybWnszHjjSYmo4T6DHLlzoHowRxm/eWWc5zAzn1+s/Cn/Ql4INM4rG9uXZ44do2T93he3lGO61GC4cTfbwa0tNvQ4eNRfmd4VqwfQ0W0TvtwDQWVELIz/66CNddNFFcrvd0TolAAAAoixQuFaYl2nqutH+4zvUwJxwFVZmz9OZPpfB+mhaYVTW3bX6fS26arh++Mxbpq4XaRBg9Tmqb2zR3P/dLkly5Gdr6uiBGtw31y8YvunLbcqBHDjSotH3rrPUN7FnVg81NocfvNKWV9L1FwxWw9EWPbd9T8jqz2CPXWfD9D9v+zQm07/NsEl6dusnmj3+9JicPz3NpvuuGh5yaIvZ12KocLRt+BVMIsMvs6+RgtyMLlMtaKaiFQCiLWphJAAAAJJbsHDtQGPoPm6xqFYyMzBn423jw1Y7xmrwTiRbeoMxKuv69szSf15Yot+9VhP2OgW5GVp01XDLazcqzyIJzZwNTXpw3Ye+r4vt2Zo/aWjYadFWB7hE0msxNzPdr/KyMC9TV47oL3tOpp7Z8omcDeFDlM6G6c9v39up63dGPFolxCuUmjisWN+/sERLX6/xGwiVZpNmfK0koeGX2dfI9AtKulS1YDS2+wOAFabDyMLC0L98UhEJAACQvMwMqQkkFlv1wq2lbY++UMGLlfNYXbvZLb2zLzpdktfUNOLPDzXp9stKNbx/gX747FshH/esHmmaUOowv+AvGZVnoaoZzap1NekHK8xVcsbakWP+f2scaDymZZt2afG0Udo0L3xoLZnbdp7sYt2nMB6h1JqqWi15rabDc+D1Skteq9HIgb0TFkiaeY0U5GbErEI1keI1rRwAJAthZHNzs2bOnKnhw4cH/P7u3bu1cOHCqC0MAAAA0WM2XCvMy/DbAhuLrXrRGpgTy8E7ZkOfIUU91bdnlqkw0qi66tMrK2wY5mxojrgKbuKwYs34WmvlWVdlJbQ2hOqPlyr2H2qW2+ONacVaLEOpWH6AEA1mXiP3XTWcikEA6CTTYeSIESM0YMAAXXfddQG///bbbxNGAgAAJCmz4dr8b54lR352yKqozg6LMbuWcMdF6zyBmN2uuWt/oxa99H7IY9pvc4/GukM9B26PV6verjV1G6kskrB5QqlDc8rP0LJNNX6DStqH8MnqrtXv6/cbaxLSyy8aQ6Ji+QFCtATbrh6NPrQAgFamw8hJkybp4MGDQb9fWFio//iP/4jGmgAAABCG1WDAbLjmyM8OGQJEY1iM2bWEOy5a5wnEzHbNnlnpYSdIB9rm3tl1r6mq1Z0rq/37JOZn687LW5+DRzbs8PteV2c23A302i3IydD0ssEa2CfPN8gn2XW2H2okojUkKpYfIEQTPRQBILZMh5E/+9nPQn5/wIABWrZsWacXBAAAgNAiCQbChWtmhtQEGxZT62rSTcsr9eg1o3TZ2eGDiWisJZrnCcTMds3DzeF7pgfa5m52yEygwUJrqmoD9oN0NrQ+B2YH5HQlZsLdYK9d19EWPbRuh+aUD4nKWmySivKzdOO4U3VPmIrZSJndzhyNSkYpukOiYvkBQrTRQxEAYict0QsAAACAeUYw0D7IMoKBNVWt23PdHq8qdtbphe17VLGzTlJrdZ50olrPYGZIjZnp0rOfqdRL74SfOGwEfWbW0v5+uNuM343WeYIxtms67JEHI7/49jkdgpr0NJvmTxoa9rp3ra72W6fb49W8v74b8jpLkqhP5JyLh6h3bkbMzm9TawgfLmw2M7zpmS2fyJGf3eF1ZHU9knTn5WepX35WJ84UXtvtzIGsqarVuPs3aOrSzbr52e2aunSzxt2/wff+YJaZx27hqmpTP0/SiSA+2ONs9jkFAKQ205WRAAAAsC5a1UnGucwMf/B4WoOsQJWTgXqhmRlSY2YAjscr/WDFW3oszRa2UipYX7a2azFTARqt84Rap7Fd0+k6qrtWv6/6ABWLwexvbA54ee+88GFV+955mz+u08EjofsaeuM8laUgN0Pyyq//onH5mcW9dM+Vw2IykdvKlHczfQqdDc2aW36GHlr3YcTDbdq+5owPAGIt0HbmaFYyRrvHY6iKYyvPKQAgtRFGAgAAxEi0+qwZzAYDP1gRYBtvmyBi423jLQekVnq4mZ2GG6ovm5VAJVrnCcbYrlmxs85SECkF324aSe+8WAZcWT3S1HzcY/p445n99/NO0ZIA28JdR1o0c3mlfnvNKH3z7GK9+E7nBuoU5Gb4BbFWprybfawH980NGGz3zs2QV/K7/WJ7tuZPGqreeVkBf45GlxTKkZ8lZ0PgMDpa2r++oj2tOhY9Hs18gAAA6NoIIwEAAGIgmtVJhs4MdWgfRFjthWalh5vVSqn2x0USqETrPKFYefzD9auMrHde7MoeczPTA4aRRvVaoDBw/qShumv1+yG38M5+plImd/AG1DMrTb/4zgiNP7NIf6zYpd31RzSoMFffGztYmT3MdZyy8liPPa1PwGBbkqUAPz3NpjsvPytgf08zbJJsNgV97IK9vqJdyRirHo8MiAGA7o0wEgAAIMqiHYIZOjvUwWoQ0ZbZoSuGtsGd1a3q0QpUonUeY/079h0KekwgRj/Lip11He57uMq5QGHT2FP76pFXdlpag1kHjrRozsVD9IfNu/2qP41qtUDBkdmt+52RZkvTW58c6FBF9/uNNaar6KwOOgo2uMTqz8zEYcV6bNoozfvrux221/fOzdB321SVBtquPONrJSG/H2g7c7QrGWM9JIoBMQDQPRFGAgAARJnZEOzJTTXq2yvLdFVQuGDArEgqLI1eb2YrvYzgNJKt6tEKVKycJ1hgGmj94aTZWoMkSRp3/4aA912SmoJsiw4WNo05rU+HCsVoevKfu/x6PxbmZWj+pKG+56l9cNSZSl2zGpqOB5wObnWbfaL6FBoVgJt31qni4/2SWgO4Maf2UXqaTSMH9g65XTnc99uLdiUjPR4BALFg83ojb3M9adIk/f73v1dxcWr39WhoaJDdbpfL5VJ+fn6ilwMAAFLcC9v36OZnt1u6jtleksb2b6ljMGD2l7pnZoyJuCLppXdqQ269NSqlNt42XmurnQG3qhuxRbAgqWJnnaYu3Rx2LeHuh9nzzC0/Q89u/aRDaHj5OcVa8lqN5eA31HNh5nkqyM3QfVcND/jYrKmqjXjrr1XRep5ipe1rzUwYFu0ertESrnLYSmWx2+PVuPs3hK1kNPuYGZL1sQMAJBez+VqnwshevXrp7bff1qmnnhrpKZICYSQAAIimX6/boQfXfWjpOuGCn7aCBQNGD79oBxHtvfTO3oATktvehwmljg5VgWbX4vZ4VXbfBjkbrF+3/XnCBTP23Ay5jrQEDEzjPJjapzjEfXN7vLrt/97R/1V+Fpe1hHueQj2+8WIlXI/mdPtkFeoDC8nce0wg3eGxAwB0jtl8jW3aAAAAUbSmqlYPWQwiJWu9JEMNf0hLswXdUumV9I1hrdfrTJBw2dn99ViaLeT20Yqddaa2qm/+uE5pNpvf/Vhb7VTTcXfI686fNDRsMBJua7m33f8G+l4iBOtjuaaqVneurA4a0sZCsL6aRjD1jWEOPbFpV0LDWyvbxbtDn8JYTavuDo8dACA+Oh1G2mx8GgYAACCFHlxjhi+g21mnsiF9Qx4bLBgIFkTYbJLXKz2xaZee2LSr01ssw03DXVvtNHWeWU9X+vUpNNsT8WfPV/kdF+z+vPXJgZDniVX/xc4yAjYj9Ftb7dQTm3ZFdC5jy/n/vvlZh/ubl5muxmPBg9/265ECV+Yary9DWphJ0PbcDGX3SI9KsNrZwU5dEdOqAQDJzNI27bS0tKDho9frlc1mk9sd/peZZMM2bQAAEA3R6qFXkJOh+64O3DPQLCPEWlft1OMBQiyzWzYj2Zrp9nj11XvW+U1ljrVA9+fYcY/OnP9ypyc6J8Lc8iH6iqOX5eE5hXkZuuKck3VK7xwV5mXKYc/xPWduj7fDIBV5pWsffyPseY2t0MYW4GAP6Y1lg1Ve6tCBxmbN+nIrf7CtwkZY5nQd1V2r39eBxmOWgvxotR0AAADREZNt2jU1JybZeb1eDRs2TC+99JIGDRoU+UoBAAC6iGhNFz54tMX0pOBg0tNsGl1SqFv+tD3g981sC490aMWWmvq4BpGS//0Zf2aRtu0+oP/d+klKBpGS9OC6HZav0yu7h+obW7Tsn7sknXiujOc2Pc2msiF9/apu3R5vyAntRuA3uqQwbOWvTdJLVU79bFLrbS4Os5VfOjGhOyczPWB7gWCY5AwAQOqyFEa2Dx1tNptOOeUUwkgAAABFf7uomf6RoWypqTfVtzFYf8JAFXBOV1PYoDRaoaxVxv0Zs2id6huTc/t1LHsrHmo67ve1mefK6KsZrM+odCLwM9sH1Hg9WdkqHKy9gLHFfOXbtVHtfwgAABKHATYAAABRMrqkMGyVWbDpze2FCgrNMhsKrq12+m7D2Mo77y/vBh3sEq6iMtE9/KIRRBr36vsXlnQIwqxo3zvRCNE+cB62PHHdKuNmw4XaZgeemH09tT3OytCTUOHlTyeGH1gEAABSQ6fCyEGDBikjIyNaawEAAEhpZqrM7rtquCRp3l/e9RvcEkxnqgz75mWZOu6JTbs0uqRQkkz1KAwVlLo9Xnm8XhXkZJi6f8mqbRD304lD9eDaD/XIKx9ZPo/Rnf2GssGaUOrwhWjNx/dEecXB1bqa9MiGHbq5/Iygx5ipYjQbMncmjA4WXjLJGQCArqNTYWRVVVW01gEAANAlmK0y65WdoWt/H35wSKTBzpqqWt25strUsTZJ8/76rqmKzbYCTXx+fvvekP0ijZA2s0eajh33WLi1+PiPsYP0jWHFfkFceppNZaf3jSyMVOt9frnKqf+adKK/YbyrRx9ct0NfcfQKua05XOBnpvLX6C8JAAAQDNu0AQAAosxMldmYU/vELNgJN/G4Pa+kg0esVzH265UdcMhNKDZba7VgMgaRkvSNYcUae1ofuT1eVeys8z1/5w7qHfL5CiVQJWm4YC8WOtuD1Ep/SQAAgGDSEr2AcPbs2aNp06apT58+ysnJ0fDhw/Xmm2/6vu/1enXHHXeouLhYOTk5Ki8v144d1qcPAgAARJNRZXbFiJM19rQ+HQIaI9iRTgQ5hs4EO+EmHkeLIz9LBxqPaebySlNBZF5muiQl9XTr4i/D3zVVtRp3/wZNXbpZNz+7XVOXbtbX/+cVXX5Oa1VhpFFb+16K4Z5/M4p6Zaog11zbJCMQ7Qyj8tdh96/sdNizOzX9HQAAdB9JXRl54MABlZWV6aKLLtLLL7+sk046STt27FDv3r19xzzwwAN6+OGH9dRTT6mkpETz58/XpZdequrqamVnJ7Z5OgAAQChmt3RbEW6CdrQcPebWT//yjunQs/GYO6brkaSCnAy5jlrbat7W5ecUa221M+gU8SWv1XRqoE37rdnBnv+C3AwdCFGp+s2zizWhtMhXcbu22qmblleaWkM0Jp1bmZINAADQns3r9Sbt59Pz5s3Tpk2b9Prrrwf8vtfrVf/+/XXrrbfqxz/+sSTJ5XKpqKhITz75pKZMmWLqdhoaGmS32+VyuZSfnx+19QMAAJhh9FyMRrDzwvY9uvnZ7dFdYIqYWz5ED61r3SETyS+4xfZseb1eORuaA37f2Dr/6k8u0rbdB7Tpoy/0yCs7TZ97423jAz6vbZ//vj2zdOuftgddQ7Bz/XrdDlPTuZ+ZMYZBMAAAICbM5mtJvU175cqVOu+88/Sd73xH/fr108iRI7V06VLf92tqauR0OlVeXu67zG636/zzz1dFRUXQ8zY3N6uhocHvPwAAgFgyehC+sH2PKnbWyd1mv3K4Ld1WWB2MYtySLUmL2nIz02Tm4XDkZ2n2+CEBtxCbVetqChkCGr0ft+0+oLGn9dHcCV9RsT077LZqm0JvuW/7/KfZbCHXYKyz/Xbr2eNPlyM/+PR0m05sQwcAAEgky2Hkqaeeqrq6ug6XHzx4UKeeempUFmX4+OOPtXjxYg0ZMkR/+9vfNHPmTP3oRz/SU089JUlyOp2SpKKiIr/rFRUV+b4XyKJFi2S3233/DRgwIKrrBgAAiRMq9EuUQD0Ix92/QWuqaqN+W8ZgFLPZoj03Q3PLhyhZ98ocOeYx1Wdy6uiBSk+zaeKwYm28bbyemTFGv54yQnPLh4QM6SJhbHUO1ffR0Ds3w1IvRbPbqNsfl55m052XnyVbgLUwXAYAACQTyz0jd+3aJbe7Y8+f5uZm7dmzJyqLMng8Hp133nm69957JUkjR45UVVWVHnvsMV133XURn/f222/XLbfc4vu6oaGBQBIAgC4g0GTn4i/7L3amx11ntlEHm2ztdDVp5vLKmAz9+PfzBuih9eYG+h080qKGo9YnaSebwX3zfP/fqDQ0zB4/RE9uqtFdq9+Pym21rT4N2vcxJ0PTywZr9vghlgJAs5WtgY6LRQ9SAACAaDMdRq5cudL3///2t7/Jbrf7vna73Vq/fr0GDx4c1cUVFxertLTU77KhQ4fqL3/5iyTJ4XBIkvbt26fi4hO/XO3bt08jRowIet6srCxlZUX3E3IAAJBYoUK/m5ZXqiA3QwfbDAUpNhnQhAo4w1031GRrr1or1hauqtaEUkfEFWttg9Jd+49o2T9r/O6nGf/75qcR3XYyCRXipafZdH1ZiX6/sUZOV1PA58PoB+n1erWvoTnkMe23OkdzoItR2RpuncG2WzNcBgAAJDvTYeSVV14pSbLZbB2qEjMyMjR48GD98pe/jOriysrK9MEHH/hd9uGHH2rQoEGSpJKSEjkcDq1fv94XPjY0NOiNN97QzJkzo7oWAAAQe5FWIIYL/SR1COjMVCZ2tqox3GRrowfhlpr6DkNFzDwWgYLSSBxudqswL1MHGo9FPIk6FCNA++bZxVr6eo2l6xXlZ0myaV9DZOGcwdhSPXN5pWzyH3DTdhuzpLDHBHpNtq/GjJTZdYb6uYjWWgAAAGLBdBjp8XgktQaAW7duVd++fWO2KMPcuXN1wQUX6N5779V3v/tdbdmyRUuWLNGSJUsktQajc+bM0d13360hQ4aopKRE8+fPV//+/X3hKQAACC6aU5w7qzMViOFCv0DCVSZGo6rRbP+/tdVOv/DIzGMRLCiN1PklhVpT5ewQgHVW2wBt4rBijRzQWz9/oUr1jcdMXe/Oy8+SFFlA2J7ZbcyJ3urMdmsAANCV2bzeZG1X3urFF1/U7bffrh07dqikpES33HKLZsyY4fu+1+vVggULtGTJEh08eFDjxo3To48+qjPOOMP0bZgdPQ4AQFfSmfAvFmsJFKwZ8VK4CsTn3tqjuf+7PeLbf2bGmA6VZJs+2q9rf/9GRNc1VOys09Slm02t4bEv76OZx2JCqUPj7t/Q6YrItmZfdJqGnWyPuNLSCAoDbYefP2moeudl+ULvcwf11rbdB3xfH2g8prtWhw9fo/V6NRPCJ0NQnwxrAAAAMMtsvmYqjHz22Wc1ZcoUUzf86aef6pNPPlFZWZn51SYYYSQAoLvpbPgXTW6PN2SwZmzD3Xjb+KBBzOOvf9yp4SS/njJCV4w42ff1mqpazfvLuzpoYrDLg989R/16Zavi4/2SWrfHjjm1j9LTbGHvm8G4j6/+5CJ9/X9eCftY/OLb5+jax8MHpVY8feP5KhvSV26PV5s/rtOspytN3X9DsEFBZoJGKXUCQgAAAARmNl8ztU178eLFWrhwoaZPn67Jkydr6NChft93uVzatGmTli9frrVr1+rxxx/v3OoBAEDMxGOoihWd6atoKMzL7NQa2g4/sbr9ef4L7+lw83Hf14+88pEKcjN075XD1TsvU98Y5tATm3aFPIdxH/9YscvUY9EafEZPQW6Gxnz52Kan2ZRms5kKIudPGqq+vbI6BIPG87SmqlazVpjruWmmzyG9EAEAAFKfqTDy1Vdf1cqVK/Wb3/xGt99+u/Ly8lRUVKTs7GwdOHBATqdTffv21fXXX6+qqioVFRXFet0AACBC0Qj/QrFavWa2r2Ko4xz2HMvrNBTmZejcQb0lhQ5qg2kbRBoOHmnRD1ZUWl7L7vojJo+Mbkh831XD/Z4js89J315ZfhWlbSVb6A0AAIDkYHqAzeWXX67LL79cX3zxhTZt2qTdu3fr6NGj6tu3r0aOHKmRI0cqLS0tlmtFBNjOBABoLxrhXzCR9PVrW5UYSqjjRpcUqtieHVGvw/rGFn39f17RgsmlsudkRrUPo1UDeueaOm7saX30l8rP5HQFnjAdjD2nh1xHT4Snjvws3Xn5WR2em2g8J7EOvQEAAJCaTIeRhpNOOolJ1SkimQYTAACSx679jaaOMxtIGYJtb267Jbd9P8HRJYW+IDFYsGb0SRxdUhj0ttPTbFowuTTk9ur2g1UCrXF62WAT9zR2zizqZeqxGHNqH9/9Nevbo07WvVed7Tc4JtiHlNF4TmIZegMAACB1WS5lvO666/Taa6/FYi2IIuMPwvYVCcYfW2uqahO0MgBAIrk9Xj2z5ZOwxxWHCZoCnTfUllxJuv2v76rsvvWaunSzbn52u6Yu3axx92/Q2mqnFkwuldRx87Hx9YLJpWEr+ycOK9biaaNUbPcPUYvt2Xps2iht+Vl50N6Sxhpf2L435G3EWv3RY6YfC+P+OvKzTJ37/yr36Ov/84pcR4/pihEna+xpfYI+pka4a2YdwUSjuhIAAABdj+Uw0uVyqby8XEOGDNG9996rPXv2xGJd6AQzfxAuXFUtt8fKxi4AQFewpaZezobmsMdN+epAS209zGzJPXCkpcNtGx+SSa0TvB3tgkSHPdvSZO+Jw4q18bbxembGGD347yM0f9JQ/fTSr8iek6mtu+pV33gs5BrrGo+pd25GlDsymtevV/aJkNHEYzFxWLE2zbtYc8vPMHV+Kx9KWllHIEZ1ZbDH0ibroTcAAABSn+Vt2s8//7y++OIL/fGPf9RTTz2lBQsWqLy8XDfeeKOuuOIKZWRkxGKdsIAeTQCAYMxuiR3c11zvQqvnba/tIJONt40PuI07Pc1mugeycdy6aqee275H9Y0ntmXnZqabWlPzcY9vXfH82K5tMDdxWHHQx6K99DSbbi4foq84enZoz9Ke1cExVtYRaF3GVvL2j6WVilcAAAB0LZbDSKm1b+Qtt9yiW265RZWVlVq2bJm+973vqWfPnpo2bZp+8IMfaMiQIdFeK0yiRxMAIJhYbZ3tzFbb9h+Stf+gbE1Vre5c+Z5fVWWgwSuBeiW3deSY29R6jOPsIXpMRptNHYO59DSbpQ8NjeDwyU01umv1+0GPs/qhpNV1tF/T4mmjOjwvDnpYAwAAdFsRhZGG2tparV27VmvXrlV6erouu+wyvfvuuyotLdUDDzyguXPnRmudsIAeTQCAYKIxmCSS85rR/kMyt8erRzbs0IPrdnQ41tnQrJuWV+qxL7cLBxueEymbpJyMdP32xlHa39isXfuP6Jktn8jZ4D8U7vJzivW/b37WqdCyd26GFl01PCrBXHqaTX17meshGa8PJTtTXQkAAICux3IY2dLSopUrV2rZsmX6+9//rrPPPltz5szRNddco/z8fEnSc889pxtuuIEwMkFi9YcmACD1xWrrbKjzmtX2Q7LWashqv/AvkHl/fVfjzywK2is5Ukb1YFqaTVeMOFmSNHv86QEDtZ9OHKrNO+tU8fF+Sa1VhK4jx3TX6vf9qgHTbFLbds0FORmaXjZYs8cPiWowl4wfSnamuhIAAABdi+Uwsri4WB6PR1OnTtWWLVs0YsSIDsdcdNFFKigoiMLyEAl6NAEAQonV1tlg5w2n/YdkVqocDx5p0VP/3GXp9qxoWz0YLFBLT7NpzGl9lJZm0+eHmpRms+nSYcW6dFixX3h57qDe2rb7QMyrA/lQEgAAAMnM5vV6LRUS/PGPf9R3vvMdZWd3nS2+DQ0NstvtcrlcvurOriBQ76xiejQBQJdgdqBLpOeI9HvG9zfvrNOsFZU6eDT89mWbpN9eM0q98zLldB3VXavfDzn1ur1LSvvp79WfW7rvZj0zY0zYir5k/PfWCHSlwB9KWplQDgAAAJhhNl+zHEZ2RV01jJSi88cqACC5xDr8CnV+SR2+17rduESzx5/u+zemYmedpi7dHPa2CvMy9J1zT9HKt2sjrm68ckR/Pb99b0TXDcaoHtx42/iQ/24Gq+JMhtAvGUNSAAAAdF2EkRZ05TASANC1RCP8Mj6ocjY0qf5wswrzMuWw52h0SaHWVjuDnj/cLwwFuRm678tBLC9s36Obn90e9v5Mv2CQnvzn7k71e/zjDaP107+8Y3p4Tl5muhpDTNY2+1i6PV6Nu39D0BDVbKAZS3woCQAAgHgxm691apo2AACIH7fHG3RQi1et4dfCVdWaUOpQepotYBD1tyqnfv5CVcBt0I78LDUd9wQ9fzgHj7T4JlybHY7yf5WfdSqI7J2boQtO72tqeI5RFTih1KHNH9epYmeddn5xSJs/rteBNtOwzfbO3FJTH7Ka0xiCs6WmPmHDWxgcAwAAgGRDGAkAQIqwEn65jh7rsEU3NzNdR0JUBDobmqOyzoWrqvXqTy4KOUTFcKgp+HrMWHTVcKWn2YIOz+mTl6krRvTXhFKHX1Vg2el9VXZ6X0mRVw+2HW4TjeMAAACA7oAwEgCAFGE21FpX7dQTm3Z1CAFDBZHRVOtq0rbdB0xVK0YqUO/DicOKNaHUYTlYjLR60Gz1p9njAAAAgO6AMBIAgBRhNtR6bvueqId/Vn1+qElXjDg5YLVipIJVObYVz23Jo0sKQ1Z/Gj0jR5cUxmU9AAAAQCogjAQAIAkF2jp8oDH8Nur87B6qb2wJe1ysGcGpUa345KYa3bX6fcvnKczL0PxvniVHfvINX0lPswWt/jRWuWByaVKtGQAAAEg0wkgAAOLITH/CNVW1HaoJHfnZajoefpt1Q9PxqK9ZMjdN2ziufTVgeppNfXtlWb49Sbr3W8PDDpJJpGC9Ks0OwQEAAAC6G8JIAAAsCBYmBrpckt9lBxqbddfq9/1Cq/a9D9dU1Wrm8soOwZ+zIX5DUApyM5TdI93vNo1wTZLm/fVdHTzSsfoyVDWg1b6JqRTmRdqrEgAAAOiObF6vN9FtpRKuoaFBdrtdLpdL+fn5iV4OACBJBapYLLZn6/JzirXy7Vq/ywtyMyQpYGjXlhFXLZ42ShNKHRp3/4ao9FeMlK3NWoKFa26PV49s2KFlm3bp4NET9y/QUBmD2+PVuPs3hOyvWJiXqZ9PGiqHPYcwDwAAAEgxZvM1wkgRRgIAwgtWsRgNxtbmX3z7HF37+BsxuAVzQoWJgZjZct6W8RhKgfsrLp42KiUqIQEAAAB0ZDZfY5s2AABhuD1eLVxVHbMJ1V5Jta4mVXy8P0a30CpQtWZ+dg9dNepkXXpWseVqRKuTq+mvCAAAAIAwEgCAENwer57cVBOnrdOx25Y8f9JQXV9WIkkJ7W1If0UAAACgeyOMBAAgiEA9ImNp7Gl99JfKz4L2VYyEsQX8+rISX+BnpZoxFqxWVAIAAADoOtISvQAAAJKR0d8wXkFkQU6GxpzaxzexOhp1gqGmWwMAAABAIhBGAgC6LLfHq4qddXph+x5V7KyT22Ou3jDWPSIDmV42WOlpNl9fRYc92+/7xfZs/eeFJbKpY1BpfG30hDQ47NkMhQEAAACQVNimDQDokgJtsTY7LXpLTX3cKiIlqXduhmaPH+L7OlRfxZEDewcdAEMvRgAAAADJjjASANDlGFus21c2Ol1Nmrm8Mmy14OeHzAeRxfZsXX5OsVa+XesXEPbOzZBX/pOrA7FJWnTV8A6hYbC+iuEGwNCLEQAAAEAyI4wEAHQpobZYe9Ua/i1cVa0JpY6gVYP9emUHvLw9Y0J1eppNP504tENAKJ2YXL1r/xE9s+UTORusV2q2xwAYAAAAAKmKMBIAkPTcHq/p7cfhtlh7JdW6mrSlpj5ooDe6pFDF9uygU60DTagOFhC2vWz2+NPZRg0AAACgWyOMBAAkNau9H81usQ51XHqaTQsml2rm8krZJL9AsjMTqqloBAAAANDdMU0bAJC0jN6P7Ssdjd6Pa6pqO1zH7BbrcMcFm2rNhGoAAAAAiByVkQCAqLKypTrceSLp/Wh2i7XR0zGUYMNiJKliZx3brQEAAADAIsJIAEDUWN1SHUqkvR+jvcW6/dbqaN5HAAAAAOhu2KYNAJDUWolYsbNOL2zfo4qddXJ7AtUVBhfJlupQOtP7MVZbrKN9HwEAAACgu6EyEgDQ6Wq/SLdUh9LZ3o/BtlhHup06FvcRAAAAALqblKqMvO+++2Sz2TRnzhzfZU1NTZo1a5b69Omjnj176uqrr9a+ffsSt0gASDHRqPazsqXaLKP3Y7BYz6bWwDRU70dji/UVI07W2NP6dCokjMV9BAAAAIDuJmXCyK1bt+p3v/udzj77bL/L586dq1WrVunPf/6zXn31Ve3du1dXXXVVglYJAKklXLWf1FrtF27Ldme2VAdj9H6U1CGQjKT3Y2fF4j4CAAAAQHeTEmHk4cOHde2112rp0qXq3bu373KXy6XHH39cv/rVrzR+/Hide+65WrZsmf75z39q8+bNCVwxACSHcH0go1Xt19kt1cHEqvdjJGJ1HwEAAACgO0mJnpGzZs3SpEmTVF5errvvvtt3+bZt29TS0qLy8nLfZWeeeaYGDhyoiooKjRkzJuD5mpub1dzc7Pu6oaEhdosHgAQx0wcyWtV+xpZqp6spYJWlTa0BYqgt1cFEu/djpGJ5HwEAAACgu0j6yshnn31WlZWVWrRoUYfvOZ1OZWZmqqCgwO/yoqIiOZ3OoOdctGiR7Ha7778BAwZEe9kAkFBm+0BGq9ov1luqo9n7MVLJtm0cAAAAAFJRUoeRn376qW6++WY9/fTTys6O3ra322+/XS6Xy/ffp59+GrVzA0CiWekDGY0hMYZk2lIdK93hPgIAAABALCX1Nu1t27bp888/16hRo3yXud1uvfbaa3rkkUf0t7/9TceOHdPBgwf9qiP37dsnh8MR9LxZWVnKysqK5dIBwDK3xxuVrchW+kCOPa2PFkwu1czllbJJfgFmJNV+ybKlOpa6w30EAAAAgFhJ6jDy4osv1rvvvut32fTp03XmmWfqtttu04ABA5SRkaH169fr6quvliR98MEH+uSTTzR27NhELBkAImKmv6NZVvtAGtV+7W/fEeHtG1uqu7LucB8BAAAAIBaSOozs1auXhg0b5ndZXl6e+vTp47v8xhtv1C233KLCwkLl5+frhz/8ocaOHRt0eA0ARFM0qhmN/o7tt1Ub/R2tbv+NpA8k1X4AAAAAgHhI6jDSjAcffFBpaWm6+uqr1dzcrEsvvVSPPvpoopcFoBuIRjVjuP6ONrX2d5xQ6jAdDEY69ZlqPwAAAABArNm8Xm+gv1W7lYaGBtntdrlcLuXn5yd6OQBSQLBqRiMuNFvNWLGzTlOXbg573DMzxlgKCo31SYH7QDJsBQAAAAAQTWbztaSepg0ABrfHq4qddXph+x5V7KyT25O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"2014-02-09 06:00:00 31.536234\n", + "2014-02-09 07:00:00 30.880488\n", + "2014-02-09 08:00:00 30.632596\n", + "2014-02-09 09:00:00 30.583324\n", + "2014-02-09 10:00:00 30.641056\n", + "2014-02-09 11:00:00 32.311358\n", + "Name: temperature, dtype: float64" + ] + }, + "execution_count": 461, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c['zscore'] = (c['temperature'] - c['temperature'].mean())/c['temperature'].std()\n", + "outliers = c['temperature'][(c['zscore'] <= -3) | (c['zscore'] >= 3)]\n", + "outliers" + ] + }, + { + "cell_type": "code", + "execution_count": 462, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 462, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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N9t/o7++nd955h3v/eDxueF4qikIrVqww/f0VK1ZwnUOQe1paWigejw/692QySW1tbdTc3EyLFy82/RsDAwN0zz33CJ1D/f391NnZabkm/N1332173fjm5ubUfUSrr6+PHnjggUH/3tvbS3/6059svZ4d06ZNo7Fjx3Lvf+DAAWpubnbxiALASeRL5E2XvRbGkAaPrFn26ZvaLZRMJtn06dMt99eO57Hqzuzt7WXjxo0TOpYgPKEarXSit2FSkzdklcVh7HwG3GpZWKvzsru72zKDHtRKEuAuq16ncDjMZs+ezT1e/YYbbhB6/YMHD1rW+bTbq8Mz8VMvS6rGFUHesjFL6luGtKqqisrLy+mll15K/dupU6do586ddOmllxIR0aWXXkonT56k9vb21D6/+c1vSFEUmjt3rszDAQ9Fo1F69NFHpf5NRVGora2NGhsb6dixY5b7HzlyhCKRCBERRSIRWrp0qWWW9Mc//rHQsQQhS9rS0kJtbW2UTCYt91WzHUE47lymfidEzrPpagb84MGDlvsqikJdXV3U398/6GfFxcW0fft2WrduHVVVVRHRuTZ63bp1qW3Hjh1UXFxs+1ghO1n1OimKQkeOHKGBgQGuv/fMM89wtUeqqVOn0qc+9Sndny1cuJDa29tt9+r09fXRW2+9ZblPY2Njxr8VFxdz38MmTpwofFwyvPXWW9TX1+fLa3tCNNo9ffo027NnD9uzZw8jIvbYY4+xPXv2sM7OTsbYubJPpaWlbP369ez1119nX/jCF3TLPs2aNYvt3LmT/fGPf2TV1dUo+5TlnBbGN9rUDFBnZ+egGqPpm9HsfrMsqegxh0Ih37ONdj7nIGV3c5H2O3H6efN+x2rNXqvJSDJrSEJuUEv9GS1f2dbWxmbOnGk5zjN9mz9/PvfrDwwMGP5tp4t59Pb2stGjR1ser7ZKRXovh9XG0zvlxjZ27Nismwvg6qSm3/72t7of1IIFCxhj5wvjl5WVsWg0yubNm8f279+f8Tfef/999tWvfpUNHz6cFRcXsxtvvBGF8QPEzgoRbnTZiwaW2kbCqrva7jH7eUO3e8yY1OQeq5nKsv6edrOa0MSY/rVRU1PDWlpaAlU9ArxldY5t2LCBezhT+nb27Fmu11+wYIHp33E62c7OkADRpa/tVpSxu40ePZodOnTI0efiBywdCrbZWdlCpTf7OxwOs2nTprGRI0favhCtMpNO1ga2M2Pd72xjZ2fnoBWrjLZYLMbi8ThK+rjEKJtpN0vKOwOZyHr1NMaMrw11fKrf5zJ4j3f5ygMHDgi32/PmzbN8fbPsqLrJWPI4kUiwlStX6v79lStXZrSJItlRdSssLBTKINvd8vPzWVtbW9a24QhIwTZtmQ/R0htGN8DbbrvN0UVpVjDfrHHlCQxEn4z9zjaKHi+6aN3j5GFID28GnGf1NN7Jbzg/hhbe5St7e3vZ2rVrhdtqqyzpiy++aPk3ZEy2UxTFcGKgNtnidg+f0y2by7MhIAVb9GYnimRJjWZuhsNhx90bRusbO11lSmTGOtG5YQAHDx60/Rk7ZRaAh0KhQf+OWfbuscpm2h1znEgkWGtrq+NZyDwPLjg/hiae5SuTyaRl/We97a677jJ8XZ5MpKxlm61qqGqTLXaCb6+2YcOGOc4Y+wUBKdhidAHzZklFM3cim9l4OSerTNk5Zj8zSnY/Y2TB5JO55K4esxtkQ0OD6XktOvmNZ41vyC0840hLS0uF25pwOGwYPPFmIjdu3OjovZllR9UtPdni1qRcmVu2ZkkRkIIws9ptPFlSntWUnGxlZWXSu8ntNkJ+ZZR46usZ3SCQBXOHVVbFKLNvxSxzz5PVFO2ClDFmD7IHz1Cn+vp6NmPGDFvt9fr16w1fW00gtLW1scLCQlvnt5Wenh7LXq+8vLxU9R8/uuynTJnChg8fzr2/rCypnUnLTiAgBWGi3Rtavb29tp6mebZQKORKN3kQZqyLNA49PT3chardPGY4x+qm7qRMGE8m3CrrnUgkWENDA/c5kq0ZGBDHO47Ubps9Y8YMy/PeallbJ706PG2ltoRS+jAGLyYrEZ17YH3kkUe4kiKhUEjKuFpZC3jwQkAKQngyb1ZZUqO6duFwmMViMa6B7GabNiCW9ZQnetMmInbgwAFHr6kSbRx4u+vz8/Mz/t+qexfscavLnmdcM08WSbQHAFnSocWs7Vu5ciWbOXOm7fa6sLDQ9LxPJpOsqKjI8Ped9upYtZWhUIi9/fbbwr8nc1Pf48mTJ7kC4IsuushxAOlHTWIEpCCE52kyPz8/Y3EDLasL+cUXX3T01JlexFjmU57opCYisfFN3/jGN1KNz0MPPWT6mcks4q/uh0kr7jIrwVVYWJhaMESEyE3R7Jyx0wPgdOweZA+z+s11dXWOurBDoRAbGBgwfO0NGzZY/g0nS4fylE5Ta6dbfR5ubytWrGD/9m//5vh65/1c1Pfn1b0BASkI6e3tZWPGjDG9EMxWiOAtvdTa2srWrVvHvv3tbwtftOljSGU+5Yk+EYs8uWv/dvr6yaKNg9FxFhQUuN6QgTGr84enGzw92y8yFpvnXOzs7DSssau9YePhZWixOnfXrl3L2tvb2S233GIr0HrxxRd1X9dqpn0oFGKxWIwlEglb76u3t5erqL82aPYyO5q+DRs2jNXX11sG0G5ljd2+NyAgBWFOZqqLdF3yZPqqqqoylgXdvHlz6vVlPuU5mVlpdREriqK7fN0NN9zAGBNrHIye3Hkzzgg03METPFp1g2uz/T09PUJjsWWUfvL6BgX+400iJJNJWxMpzcZPu12dgjG+lZqIiP3oRz/i+jzc3niveTufy9atW1lFRQUrKCjwpSwgAlLwjJrdWbdunWFNu/SnXaeNkcynPLuTmngmqzQ2Nhr+/tmzZ4WWOpX15I5AQy7eiXxm3eDa77apqYlNnz6d6/tctGgRV+knkS5IVGQYGnjbYZ6udTvtuF51ioaGBq4ECK+3335bdxZ/+qY+MDqZZV9VVcU2bdrEKisrbf1+JBJhM2bMYPF4nDU2NmYkY9KTMnY+F94eFzfvDQhIwRPp2R2rp+j0E95uNtboKdbJU556LI899pi0xtYoO6pu8+bN4/6sZD25I9CQT1EUruDRqIau3s3Cqnai3s3UiN0HGVRkGBrUtk87sUkNDBOJBKurq+M6Z0aNGsVaW1u523G9IMms1rQd3d3dlu1m+opQ6uexatUqNnnyZPbkk0+yadOmcV0vJ0+etF0BRa/dl4WnDXD73oCAFDyhPdmNupBlnfCyl2lUiaxjrM346jHLjqb/HZ7PSmZ9vEgkwhobG219RjAY71g1oxq6MjLfRtlXkQeZ9MyUrOwUZAezIVAi5+eXv/xl7qonZn9X9gINO3bsYOvWrWO33357xuuUl5eztWvXsl27dul+HkTGSZZFixaxqqoqtmrVqtT1wjOr36ptlh0UioxHd/MhFAEpuE40c+f0hLeaOakGci0tLcLloGSOs7PKjtr5rNIzyqtWrWKVlZVCGdOVK1eyWCzGiPwr6p+rOjs7WXV1deq8DIVCGWOg08c/p5O1kIRRVknkQUZkeWDILUZtX1NTk1D7rp7/PKXIzM57N0qPGd2r9GprWyVZQqFQqlyV+l5ljj/V3leclDc0u695+RCKgBSk2bp1K6usrGTjxo1jlZWVqQvD6GRfuHCh7onv9ITnucGWlZWluph4Ay+R7Ki6mWV8ebKj6rZr1y5bQxbM/mZFRQWLxWIZGQ/tkz7Gkspjd0yzzBm9Rq+VSCRYa2urZYHz9BVrYOgwGwLlpOyT2bnPc97LXKBBndCj9zoTJkzIaMPtjLnesmUL170pEomwV155xbTovva+4qS8oVXgL3t4hBkEpCCFoihswoQJGSdyTU0NSyaTug1ZKBRi0Wg04yKUmZEzWqZRDXq1P+cJvGSu1qQoilAx6f/5n/8Rev9OghjUJZXPrI6j2Wcse5ldq5vLmjVrHAURkJt4yz61trayESNGcJ2LZuc+73kvK0vK83qbN2/m/jzM3ivPAisbNmwQmtC7YsWKjJ+JDGeQsdKbLAhIwbGtW7eyiRMn6p7IVku+uXHiW9381SDZTjmozs5OrsHr6ma08pFocDt16lTuwJC32LOX38lQZ3dMsxvL7JoNIeEp2+NlxgT8xzsESj0nnnvuOTZ58uTUuEl1MwrC9M5H3jHXRHIWaOAJytQsqZOi+Fu2bOEuo9XZ2ck1oVdvJSveQJ038E9fbMZNCEjBEasTOhKJeF4Dk6cAud3AS/TJ2OzmbZTF1dvy8vLY8uXLWUFBwaBVnJweoxffSa7iGbfFM27MbHY9b2knp+ckzypsItcK5AY7taOJSLdLWaSHIJFIpEob3XHHHSw/P9+VBRpEeiE2b95su31Vj7Wnp4f78+RpX4zuZzzDGXgD/9LSUk+qaSAgBdvMxtw42WQseWZ081cHmot2nfL8bZH3I/q3Ro8enXoKNnv6lZ0dRQBiLD2jaDbZh+eGPnLkSN0G340MqdFM/t7eXlZcXGz5+ygLNvRYDYFSs3VGK+M5qXrCk7n3agW+KVOmsPr6ekeTkrZs2TKobJQ2m9zV1cU1LlQvO6puvFnS9MB/3bp1bM2aNYNW9ZsxYwYypDIgIHWH7LFtsm52TksfyV7vm0g/I8Xzt0aPHp2q13fbbbdl/Mzo6deNJe3cCkAeeughx8f2jW98Q+oxiWhqaso4Fr2ZuCqzZTnNGnxFUdiMGTO4P4/rrrvO9OfLli0znQg3Y8YMrocZv+qPOplJDPbwZjeNykIZzSPgbV+015nM9km0+z0SiXAPJTDa6urqWEtLC5s2bVpqqJveAy3PstdWQ+L07hNW15CTHkSnEJCCLW6u5ev0ZmdUTD8ejwvNXDT62/F4XGilDaOMFG/Rf94xQk6yo1YNsuwAJJlMDnoKt7Np15j2il7WxixLanfiQG9vLyspKeH6LMLhMCsqKrJ94zc6xrKyMt0MjteczCQG+3izm0b7iU7QSacoClfBfbvtk537mDqBS81wTpw4kf3gBz9g69atY6tXr2YXXHCB6e9fcMEFuu8p/YHWrOaryiw7anSfSL+GCgsLWUtLS8bnYfY3vRg7joAUhLmVHSUyngQkg6x1ka2e2NO36upq08L4PHjHCIlMBNBuY8eOHbR6ipsBiOhkN7NtwYIFuq/hZjbN6BzQy5LyDs/Qa/AVRXGckeE5vx988EEWCoUMH2bUY/MzQ8mTMQK5rLrL1aWRtRNF1U0NpHgn6GgZBYxqQiAWi7F4PG6rfbI7BEu9FvQekNReBrO/afTwn/5Ay1Mijnep1vRJX9q/q32ItmqX3b7mEJCCMDezo9XV1a4+hdldilTF+8Qu6yIWHSN08OBBNmrUKKHj0z4EuB10yMqOpt8UtVlS7fhOO4sgGDG7SetlSUWGemjPlTNnzgh9FurqYPF4nPv8TiaTGSXYjDa1ALr6Pr0MTHkyRiAfz0S3srIytnHjRultoFF3ujbYs9u+2h2CNXz4cNbb26v7gOT03tjU1MQ1REIkKaQNoI2K/vNkXN3OkiIgBSFuZkfViy7IhbdFGxw1g2D3IrYzRkhk9n44HM4ILrzoFpWZHVU3bZZUm8FU132XEUhZZcj1sqTqUA91FSyj70L7mdv9rERu0suWLeP6mxdeeOGgf/MqKLS7qACI0T6Maj/3hoaGQeWbbr/9dqExorwPvF6srZ6eoGhtbbXsbiciNmzYMDYwMJDxnsPhMKuvr3c84ammpsayfVEL7PP2nBgF0OmvqSgKV8bVaPKlLAhIQYib2VGiYK8EY2elJiLjMaRWnIwREmkU1QzInDlzBjWGsm/4srOj6paeJeWZletkEoTV3zYaS8ozYz69S53n+9fbRJbGTSaTbNiwYY4+e7eDQruLCoAY7cOoXr3m+vr6QT1EBQUFjstCGR0Lbzsm4xxsaWnhbpuuv/563X+XURGjurratEqM+rl1dnayKVOmWP69wsLCQQG0dtu8eTNXosnt2fYISIGb3TE3ItvYsWN9mb3Lw+4YzbVr19p6ve7ubsvPOhwOZ5zbVg8Mt99+e8ba6dpsR01Njavdom5kR9VNzZLyjvG1cxPj6cLMz8/XfajSji8LhUKsoKCAPfnkk7pd6jzfv9HGuzSu0+/DixJQTkoGAT/t5yxybtx6661cQ6F4xwGLdKfLOAdFh2KFQqFB12Y4HGYzZsxg8XicPfHEE7avKasJpmqCo7e3l40dO5br83nxxRdN95k6dSrXvc1ucoUXAlLg5rSkktU2YsQIdujQIdffh5MxkgcOHBAKEniDOqNj2rFjB1u3bh27/fbbM/6uGlju2rUrta9oAXbekieybvjNzc2unTvqTeLs2bNcqw0R6c8ytdLb28tGjx5t+nfHjBmj22hbdZnp2b59O8vPzxf6HBoaGriWxrWbgdXbVqxYIWVMqfY64F3VBllSZ7RtgVqxgbccUjQatax5KToOWO1OtxrqIqOd0l6bCxcutH0tNDU1sVmzZtn+/by8PLZ9+/bUe9dWdElPcCQSCfbMM8+wZcuWsfvuu49NmDAhNTExFAqxyspKtmPHDq42cc2aNWzTpk2sqqoq49+rqqpSCQy3q2sgIAUhdksq8Wzl5eW2biwiAabTMZI9PT22l4yze0x6gaPdyTPpY4B4hl/IypIqiuKokebdXnjhBaH9zYJBI1ZjdPUy4lbBf0VFhe75ayeDWVdXx+rr6y1v/LKy1epiE3avKe1nlP53ZFXGAHMyhmItW7bM1mtYBZI8x+ZkrL5eMG53GEsoFGJ1dXWOKmOk9xJqe3vM3qfR57R+/Xque1ZdXR1bsWKFre9IFgSkIIWs7OmZM2eEXlc0wNRetEaBgNn7HDNmjNB7Eq3/qL34jRoao8kz2oeE9IH3M2fOzJhxyRtcO22QZI89jkQirLCwkI0ZM4bNmDGDXXvttWzDhg3c2VGrz9GI3Ywdz/vXzmC1m8EsLCy0/A5lZkdlnStG14HTyhhgTtZQrIKCAssV5PTaG7OZ2zxjttXNbney7LaprKyMvfnmm2zkyJHCv5te8URRFDZhwgSua8zoO1QnrTp5P172QiAgBWnSZxLbadxCoZDw9yRSm9CoURQtZaG9Qba2tlqWWjIr/GzWjWXWkFtl98wyEiKNsNMGifeG5/R1RNZiF/kc09nJ2Inc8O3UGdS7jqwmADkZn2q2aV/HrPci/Wfazwhd8d6RGZBt2LDB1msYtdsiNZ/tjNV3o2qMehwHDhwQ6k3TnvObN282vL6114aT75A3wYKVmiTIhoA0V5bDc7q2/W9+8xuh1xMdk2R20Tq92Oxmcay6sawaGm12Tz2XWlpaDGcm2ylP4qRbVKSxdPI6drLXRp+jGW0JJ23dT+13LdJ7oK0Z6GQIjNV5ro5P/v73vy/1NdTXMeu90P7MKPBYsWKFrXPBrlxpi3nxnGcibfrUqVMNhxzxjm1P/z3e7J7dBxjZ2dH047Dzt9OrERhlR7XXsltthYzPVxQCUp95UffRC06eNIcPH87+8Ic/CL+myJiklpYWVlhYaNgoerEsmpZZ4efCwkLW3Nxs2ZCnZ/fSzyWrhpynPEl6kXW73aK8QwMqKiocvY5KfTBYuXKl0DlYV1cn9P2LrhqkHpe2qoHR+etkCIzI0rgiN329LRKJDDo/1QdD7Xi09M9Ib8UYvfNcb/EHt1i1xbkYrPKcZ6KZdG2FCdGx7ernbDSe0WgTfZh1q6Z2eXk56+np4Wr3jB5mjbKj6de4yDhrWRtWanIo6AFpriyHJ/I02NDQ4HgMmEhtQt6brtefvdVnNnXqVMuGJr1uq/bvmQUmM2bM4AqOnH4uIueFSJbSjKIobPbs2a41tqKZee3v8S4h2tnZaThRcMyYMezWW29ly5YtS20//vGPhYeO8HSJVlVVsbVr17LJkyen/i0Wi1meP+mrP2lXmdFOIjH7O+riD24HhHoBtLbHgSi7Ewd61PNMb/yhnR4HvZJnZsO59Ma2a88fq83OktO9vb1s+PDhwu9PbysuLk4Fll1dXULtnt540KlTp1r+XvqYWaPvUObmdJEXHghIfWT3xhY0ok+aMrKRImOSeMcheZkl5Q1Onn322UFlP/Teq2imS61TafX6Ts5J0ckSspaNtdNVJtLY2p0tLLqEqJ1xdyJDR3hrL5aXl+suDZmfny/cTWhnecWioqJUYW/1dceNG8cqKyulBafa5VPTh7YQDe5xyNbEgR7Z3daNjY22XsfJ0pt22o5kMmk4AdDJ+xZp9/R6LXjHwq9evdq179Boc7uiBQJSH+XKcnh2LgYn71FkprNowWO3P3s149LY2MgVnFitxKG+V6suHnVTs9OHDh0S6uax87mIdiXJWDbWSTccT2MrkpnXk54pMstgq8GQ0T4yshVW1616riQSCSldm+lBnmjptB/96Ee6/y7rIZKnBJba3jhNHASp69+NbuspU6YIjyNVz3mRtlq7ifawWH3n991336D6z2bbhRdeaLsL3Ww4i9X1L6tKgtU2evRo1+uEIyB1iVWjY5TRyrYsqd0xaE5uJCIznUWCZbe7JLRj1Do7OzOyV7xd6NqtrKyMq4uHKHPMqZpNe/LJJ1lBQYHQ2MN0Zue6+ho//vGPLY9NxrKxvb29rKSkxLXGVsaqQTznb1lZmWUtQyfZCqubWPq1IHIN7dq1y1FRcaNjMasL6fQhUpsd5d3svG7Q5gzwLGcruuldxzznvNPuc5EsKU/ZM6uHQr1NLVvY2dnJpk2bxvU7esNZeF5Tvf69GkNqd8VBEQhIXcDT6Fh1I2dLllSkLEf6lj6I3Q6erknRWpvpF7ks6cGa2XhhO8e6cOFC1t7eblmoXbulZxJEum3NylaZneu8Y6JkLBurKErGWEeeraysjD3//PNcf1vWqkGJRMIwcFu4cCHr6uqyVYCfF29Q3NPTI5RBu+6662wFd042p1lSOwsE2E0cBG3OgKKcW85W5vdhdB2rbbb2vFeXv5TRfc6bJeUpqWYnUFfHO9vtNeQNLh9//PGM4TeJRMJ2QoNnwyx7SfwISK0aHausopMv38vuICczdGfMmOH6yS3aKMjukkgP1rRdldobmp0GTB1bV11dLfR76VlSo9dNn2Hf3t7Onn/+ed3ziucGyzMmKhKJsIMHDzr+zHt6emx1XfHUIpW5apBZhiZ9zKSbS2Zazfxfs2aNZ2PTnG52Azu72VE7rxvEOQNOv99bbrmFbd68mXuSqpsLMhDxVcvgHaagXUKTZ+O5dq2u5/QlU/XmDziZuOtk82JFNASkkvE0Ojw3aDtfvtfdQXYLkRM5z5BaERlXo46Vk73iC09jn16v0U4g9eKLL9payrSpqYkrK6udMKVXZsrsXN+6dSu76KKLLG9CMrKjjJ0LGq1mmpt9JlZkrRpklZX74Q9/KCX45Rk6ZNRFOHXqVEdj+vS26upq1tjYyFatWsUmT57MVq1axRobG9ktt9zi6O/W19ezlpYW4Yfx9evX235N0YeCoM0ZkDF+VDQ7LWu5WqONZ7Um3mE9dut6Go13ttpEK2DYmbhrZ6usrJRSko8HAlLJeBodo30+97nPOSqF5HV3kN2n61AolCrz4Rberg+3uiJ4gj31tXt6eiyP1ajeo2h2VN3q6uosGzE1wNROmFIDN6tzPT2Q1Xtwqa2tzSiVIsuBAwds3UxEZ+ra7Y3gyRIVFRWxt956a9Dnll4yzeoz43lAtbqG7YzHNdvSazSqx5VMJqVkd0aPHs2IiE2YMIHre5SRVeJNHDidDOcGGdlvkeU6ZWZHS0pK2DPPPMPWrVuX2jZv3szVjiiKklrUwmqz021fVFRkOja7traW1dbWMqLMOqTaChhmbbt24q7b2VFZJfmsICCViKfRMXsqDYVCbGBgQMpru93Q2RnzaKchdyI9m2U1vkZ28C5ah84s8+bG2CC17BPP96ddMaSmpoYlk0nLc53nqd2Nh6aenh7b5yVvw5se7BUWFrKWlhau39u6dSurrq62DJjD4TC76667Bv27yDKnPEOH1PdgtE2ePJndd9990s67tWvXDqr36UbWbPPmzZafj5MeHiKx2pcyJsPJ5DQ7WlpayhobG4UeJGV+z2vWrLH9QNjb28uKi4u5Xuepp54SPjarni7tGvdGw5ys2jD1Hur0PObZRBcOsQsBqUQy6qwtWLBA6mu71dBZvQ+rblMvZuyprGYuys6SijT2VjP7RWZdWm3p2TXRiVDazerm0tTUxPXU7kbtVyeZH96AT2+lIZ6xa2oAaLYc4+2338527NjBCgoKDD9bKzwPqLyr9NhZZMBoq6urGzRj3o1JUDxZUidLzYq0GTInw8nS29ubmkxkd+MJ+lWyx45OnTo11caKfnYiE7mMVhAz2kKhEHvppZcMkwvxeJzNnDnTMnFk9TCf/jDk5DwW2bCWvQReBaS8ddasAhU7WVJ1WUzt33IrS+q07pnXDTBvgCLrghMNiMyyxTJLeqhBk4y6ddFo1LRbSmQogcyGzmnmnsg64DP6/Kx+j/e8qK+vZ8uWLbP8Hu28lvazfvvttx19VqLbBRdc4Nlr8QRMzz77rKPXkFXmy4seI62DBw86GpIxdepU7nG73d3dUutkav+WSBvCex2KJgGqqqrYzp07bb22tuKK1cO8tg0wq9oh6/PGLHsJvApIecuo8Dwl/uhHP+J+XUVRBnWparcVK1ZInXkvI0jyqgHm6ZZUGx8ZF5xoV1g0GmWdnZ2mf9Mom9nQ0MAaGxvZ5s2b2WOPPWb5WmrheS/q1oncfGRmSWWMi7MK+Ixew+z3RANlqy44s+DX6LVCodCg4QVmga8bW35+vmevZZUlVRTFcuEJq3NcpMyXmiFTxy8ajR/00po1a2y//0gkkpr0xvM57NixQ6jQvNX1YWd4moyJXEab1T2NdxwxTxe8ttar29ULeN6fDAhIJbKagdvZ2ck11qOoqIglk0mu17RaoScUCqVOVJGxbqLv9eabb2b5+fnsC1/4gunxeDljj7FzwbNVgXGZF5ydQtM33HCD4d8zysbxjEsuLCwc9JSvBjKJRIK1trayESNG2G6gKisr2cqVKwedb2bd0UabjCyprMH9ZgX6rbLLRoGi7PJJZsGv1Wupv5tMJj0NEP3YzLKkTsYaq5tomxGkOqSyJ8NYvRcZvRcjRoxgjz/+uK3XZ4z/fjBy5Eihah0844l5xxHzjHHVViWRnYHWvjevHpoQkHpIpMTIxo0bLf+enSd83hmoIpqbm1N/n6ebw6sZe6qDBw9aNi4jRoyQUoNUHZ8k0t1jNkxD9vrP2rJNM2bM0G3IJk6caHnjyMvL414hymqTkSXt6emRMtZ2zJgxhkEGb7CnPSec3oj1Pnu9oJl3OEZTUxM7efIk12u5nXlxczNr75yUyrHzYK39bvwYO5pOZqkgniyl04ey0tJSdvDgQcfVChKJBGtsbGTr1q1jP/jBD9iFF17IfvCDHwyarS8yzt6q/RIZR2zULqfXhtY773h6ydz4XmVCQOoRReFfU523+9isQQmHwxnlJdI3kcHoPO9r/PjxQie5VzP20pmtIR4Oh6WVobLb6N5zzz2DhlVYNWLq2uCitSKtyjapm9VTOu9MVZ5NpHyMkcbGRsfHUVpaavhgwjvBTPvAJXJOWPUwqJtR0Mw7HGP27Nmsp6dn0Ixfve/4f//3fy33C/KmLueo/S6dZgdFH6yDVIfUrVJBRu9Fxrh1noUaRBcq0KuvbOd4zepqq7WYra4h3uWu9d6joijs4x//uGvXkFfnKAJSj4iO2+MZj2K3BqXMLKnVkAE7780tbpdecTI+Sc1COV29iWdLL9tk1uBOnjw5NcZNb7aonZVMtJs6ASqRSDj+7NU6lHa3++67zzTjxdvdl/7AJXpjKywstOxGnzx5sunnxbuMoFW5sfRuOqtVnYK6hUIh3bZfRqkckQdro/PAryypjOyo9sHMLJsmY9y6OrNeVrUC7WeQ/oAh0vaa1dVOn8MwY8YMw/ZUu9y16HsUGZomunl5jiIgdYlejbT0xl/tMtAW9uUper1161bHZR5kZElFs6OhUIjFYjHHwYfdY3W79BPvCiBWW/rqTTK6oPW29evXc5X8Se8WTj+nZa8M4vRhQEZ2lCfA4Bn+kf7A5cYEMp6HVZ4HI/X98tZzdPucdGOrra3V/U5lPezxnrdBqkMq0lsn8zPRm9glsoXDYcugS2ShAr36yulVSETOc6PXFR0z7KQiQ/pQBFmTx0Q/V6cQkLog/alI9pOFrMZERpY0m7KjXpReURSFXXzxxY6+FzXLwLN6k5Otrq6OdXZ2Wma81KxB+jldX18vtTal04cB3uyo+kAUj8cN3zdPYJA+/IMoc7a03sNk+oNoW1ubbok23m3s2LGWD3QiwVZTUxN3W+VFdQbZm95QEN7KG7LOW6sAR1aFD15+Z9PsTPxUtzVr1khZutfo3tXU1CR0nkciEbZ9+3bd1+WpBazH6fLETisJpK+g52TlSDsQkLqA56lIm5XgzVLI7MZ1kiXlyY4uXLiQrVq1ilVVVbFVq1b5Wt6EMeMSJ7JmEcr8btK7U9Oz6c8+++ygG1tBQQFbu3Ztap8f//jHlvUe1SUceevdad/b8OHDpb1X9XjsPgyIZEfV963XYIsExtrPo6KigqusmozZsHpjIlWiD6zaSWlWAblRL88TTzzB7r33XkdVG9zYxo8fP+h7kRmQ8Zy3QaxDypPpd+szMZtMabWJrFRm9vpGpRLVv59IJNj27dstJyJqZ7un82vMsJOA349zMR0CUsn0ZtTqDZhOH0ytjucjMs9SyK6hNnXqVNsXN092tKCgwPZqGrKZDeKX1cjJmkmt9yStPrD8/d//ve7vLF++PON4jMb8pQffvPXuzpw5MyjD4yTLp26jRo1ira2tjh4GFEVhM2fO5Hq9vLw81tnZ6bj71Oi75ul12Lp1K5s0aVLGrF51W716NVdAZ1aBQ3TYSDgclrrcsHZm8qJFi1h7ezvbuHGj6yWmjDKQEydOHPSeDhw44HjogcjwI6suVC9XrlPpZeJExwiPHj06dQ3zZtOcPrg7rdJide8ymvSZvtKd1XvlqTlqd+lTK1az9Ddt2pQxPNBultkNCEglM7rY0i8i7fg77TKMRjdE2ZNczOotmrE7o8/PmntWYx6dNnJuTEBSFzRoaWmx7GLU1q7dunUrmzZtGqupqTEMOHiP2e4a1FOnTmW33XbboH+vqqoSXgfbiGg38ocffmj6UMfTfWr2ud14442Gv8czlKezs1O3EoS6WWVxZQwbsXud6k3IiEajLJlMsg0bNki/PkQ2bW+QjElNvJkkq3qvfpd/UvEkPAoLC1lbW5vt4EXGg7uTBIJZdjT976tJIrsPa1Ztq8hQGVFBGq8sCgGpRGYXW/qAaW2mLhQKpRpxoxNfdnaU6NzTrZ3UPG+XVyQSkZp9sYunxInTRs5pSRPtlr6gAW95FjVLavV+0ydN8fzdoqIi3QDJ6qZSWlpqOKxDZqOoFvm3KkM1atQo1t3dbdmdZVaCiueGyltTVu8zcLrMrdMHIyfXqdFrL1u2zPfJUNrstdPPqbCw0HKFNRVP/Wk/u0lVvF29PDWyjch4cM/Pz7eVSGGMsTNnznD9faMHKJ52i2emvLZ9ltUe2p2lHxQISCXieSrinZ2sPUHdyMA56SZKn9GntxktSejH05mdpdhEBGWyR1FREWtubmYTJ0403Ef2pCntqkzq8pRE58oTGf2ejGESWjyTAdTuLLPgyOy64LkOr7vuukG/xzPBgXd2r1EWV+awEd7rVO12VLP4ejfCgoKCQFwfapZU1gMk7+IlPGPt/ewmTT9Wq1JuTgIaWZ+72bhNKzyZ+jFjxrC6ujrbxfd57gd2lz61EsTxyiIQkErCc7FVV1dz1Q7VnqBuZEeJ3CtQzzN+xku9vb2WZbKcNHKMyVmKU93+5V/+hRUUFAg33KFQiHsoxZYtW1hnZyebNm2a9POKd/N6xS7GrANKsxuuyA1VmyXlmeAg8mCjd1OR9dAqMntczfRYdYPeeuutXJNEjLaGhgbW2trqaCKOmiWV9QDJ8xnxjLXPz8/nXiraDepDxf3338/93u0kFpx87ukVMpyMN7eqdhCLxSxXaOKtxGE0HnfhwoXSPlOj15ZRicAPCEgl4bnYRAOM9LVt3SjT4daTUhDHsKhj89KX7Usv1yPjIuXJvvFsdiZ/VFVVsSeeeIJrXzXg6OnpYWPHjpV+XvFubmRJrb4f3q5jvXNU5IaqZkn1xvKqm94DmlpS6sILLzT87vQm01gFy+k3dJ7AjqdtEKlFG41G2ZkzZywfDCORyKD3kP458Rb9N9rULKmMCT1Wq4uJ1GlesGAB72nsWPpkmvShO8OGDeM6VidZUvVzt/Nw4fR+xXP9lpWVsbq6Osdd3kZJmXA4zIqKigKTrAkaBKQSOW0szU789C7yhQsXsuLiYlZSUsKuuOIKNnr0aKHAorCwkLW2trrypBTUMSxelODws+t+3LhxQrVB1cY9kUiwZ555hi1btkx3mzdvnmvH7GSYBGP8pdJEvx+zc1QNGHmut4kTJ3KN/9WegzyBnvZ3eN5bJBJhjY2NqffhtNah6NKTGzZsMH1dq7Yzfeyz3UyrXiUE9aHBKsur3ayGPInWaTYaeyyTdmKd3QUujIJDkWsykUhwrb+uzuSXcb+yOu8PHTokpcvbbm9FkCcceQEBqUSyJ7fonfja7nt14ovINmzYMNe6iII4hsXLIQRqwFJZWSnlHODd9Gaza7f0siU8jXsymbR1fnnRAGtLp/F+h1bdcTznKM/ECN5NG/wqimI57MMoYDa62aYX8a+pqZFSasZOIGP2PfE+yMpYISy9jqvdIvk81Q6mTJki9Df1xh7Lpg2U0jP3avbdqEt52bJlpu0HTxUJ7f5WDzWVlZWer+wn42HNThwQ9AlHXkBAKpGsDJlZoXYZ48SM1neWRds9nn7B+bF0qNdDCGQvq8mz8XS3iXaRd3d3uzoz2kkDrP2Mv/a1r1n+Ds+NorKy0nKc2smTJ6V+DunBL2+JLZGHOr3z3+nKWKLZUaJzQ1EaGxt1A2IZ3am828mTJ00/Gzvfm1ZPT4+ta8fNLKn2wdzoc4xGo4P+jefhXXSZzE2bNnGdM056UfzgJA7wOlnjVi1UuxCQSmb2dNXY2MgaGxtt1xmUNbnp0UcfdfUzCNIYUq+HENi9WXux2Wncf//73wsVWreziZ4PRqXTrG7mvLNfrT4jmRUvGhoaUsFvc3Oz4X5qoCw6McGsi9vudWj3gUudvUykHxDL6E7l2bSz7UUDR54uZLtZ9P/5n/+x9Z3w4DlvrT4Lo3OGp4qEdn+eFcWcTjb1i9G5rA67MypM7+WEI9GMthcQkHrMSZe2nRthbW1tRrbS7cHTQRtD6vUQAj+yo7yb3cbdKOMtY7OzjrfRZ8wzMUS7Dr3ITZcxucNy0q/FlpYWy/3tVCUwajPsXoeiD1yLFi1KLR2sHS6h/Zx5sjXapUt/8IMfsPHjx7Mf/OAH7NZbb+U6JnUcqUh7Onz4cKFVxXhqj+pt48eP97Tyichmds6IjtHnWQUp6DPCs51oRtsLCEhdYta4ahtm7cVoND7HTnbUqNCxWydfEMeQelUGg/ep34+ttrbW9lAJqxt3WVkZW7Bgge1js5qtrP2MjQIiniyp1fuxemBzox5wU1PToDXl9TbRIRc8wbNoOyCywpE6o5iIWH19PauvrzfMoNnJ1qT/Tn19vdCkpMbGRqEAbcaMGdyfPU89T7NNu6qUCKP7jqzz1mheg8gYfdFsKsgX1O8AAakL0htK7SQCuyeC3QalqqrK8xIT2VwHzQm/C+RbrVQkGnyklyyyygg6mfwkskCDVQbaKkvKm+HU+6xkFp5Xt3A4zFWbmEh8yIWTmqtGeGr6imxbtmxhDz300KAgl+dcdRJkfexjHxPav7S0lPuhyWkvycc//nFHheeJSDfYd5rVN3qoFR2i5UXFEzAX1O8AAakLzCYR2DkR3CqM7/fJl4tklv7S28aNG6e7Mtbjjz9u+nuiXePpmUiZAZh2EwmKeLqLrbKkPEGM0TG5kR1Vj5lnP5EhF05rrppJf+BUhz/YmcATiUR0M8M8D8zahwM7ry/yO1VVVdznqGiwq91GjhxpqwfJqAuW50F51KhRlnVB9Y5LdIiWWX3OwsJC1tLSIvy+QUzQFq5Jh4BUMrMsyv33388KCwtNCz/rcaMwPkpMuMNuGRneTW/SDW8BbpGhEitWrMj43YaGhoyxl9qxyU423uPi7S7+4Q9/aPrd8Byz9pjceigU2d566y2u744xOTVXZb6Onc0sUHbr4cBs4xnDK2MM+fTp022N7TXreTPrtVq1ahWrrq5mzz33nOH46nA4zGbOnDnouESHaFl9bwUFBQhKXRakScdaCEglM/qyQ6GQbjkN3hMhkUiwH/3oR4N+Z/78+bYzWEFe0zZb2b1RNjQ0cGdWtecJ74zeAwcOcL2HZDI56FytqamRcrONRCJs+/bttoZw9Pb2cq3uUlRUpFtnl/e7Wbly5aBj6u3tNRyP7dV25513cn1OKt6lYZ22A+qkNyJisViMtbW1OX5YMXtIlzV0YsSIEamJSjyF+a3G8CqKwmbNmuX4exYZHqCy2wUrWihf7+/xDtHifSCsrq5GosQlQZt0rIWAVCInDSVPoWW9mzFP/clIJMJeeeWVjJuGkzWBQZ+T7Gh1dTWrr6+37EbUu1Hz1AsVqT1rVAuzurracRDgtIzLU089xXUtad+rSHZ01KhRg67DlpYWFo1GU59zOBxmtbW1XJORjLZPfepTQvsbBdpGrAJws3rHIrSvw1tLlWfTC4BkZUfTJyrxDnFQs6R6k4d6e3sdL8UbCoV0M5FmjM5tnuBC+1majWf2Mptup6IEWAvipON0CEglctpQmp0IjY2Njv629iaB8aPyOf3+RTJw2u/v3/7t3zJ+fvvtt2eMMd21axfXe9DLjsrcnn32Wdufr1XQoL5nvfcq2rWsLrGpvq7R2NULLrjA9mfBu3a4uukF2laflVkAXl9f7zgTojeWU92cnit6AZDMslvqdbR161Z20UUXcV1/dXV1LJlMGlYE6OzsZJMnT3Z0TKIBgd0uWL1C+VYPnE6DFW021SgrLVpRAvgFedIxAlJJ7DSUPOWe1L/N01UpcvNLvxkFbbWGbMTz/VuNf+QNmKwmCjgZnC4zu6W3TZ061faNxurGa3UT007Gqa2tNfxbo0aNYi0tLay2tpbdf//9ht/DsGHDXF3NavTo0cIPFYzxBeB2J8+IfCdON20AxPO+RNrgurq61Njgiy++2LKdLS8vZxs3bsz4t/SAz8nnYSdjbfWQZjaZ0Wx4mfbzdKNXzerYkSUdehCQSiKagUkPGqwCQqfZUaNty5YtgVytIRvJmtzBezMdOXIkmzZtGtu6dau0Eh5uZ0eJ+FZC0sP7wMd7E+MJHNTuS7c/E6t2ws7ntXXrVjZ16lT25JNPGi7jK9o1rGU1RMnJ8I7CwkLW1tamGwCpDxba7JrIOGx102ZFjYrrq8FiIpEwfPhzkr21+xBptwu2paVFd4Kt2Sa7V83pAybkHgSkEiUSCfbYY48JNURNTU2mAaGM7KjRVl9fP2gQe6535buZDTbrCmltbWUjR440/T6sMm3qkoXxeJzNnDkz9R2mFxx3coOzu7qM6GbnHOMN+Ovq6izfs8wZ86FQKGMiDxGxadOmWdaEFW0jRGjrIMv+LlRuZkethifo9QrU19cLrSJVVlaWUaJJLeRvdi2ZPfzJeCi1832ok8qMMpva2qEtLS0sPz9f+PuQvcQyz3h7ZEmHFgSkEok+IYfD4UENqLZB+stf/uJao6/esIK2WoNb/M4GW43d2blzJ9fYHpFAgPcG5+UqU3bHLhplxkTfs+zi7nrduDyTr3g3niA7nfb8MHrQcRJkyB7Lmb6VlJSwP/zhD0Lv0c4meuxq8sCsbJ+6NG1lZeWgc0Rdw1wtrSRa/s/uZ5F+PSiKwr0Qg955LmuyC2/VCtFzH7IbAlKJ7DSSeXl5pgHhiy++KL3Bt9pyNUsaxLV7RYlUchAJOHiyO1aTcEKhEKuqqmLr1q1jt99+uyvnmFV2k/c9v/HGG46vk5UrVxp249bX17Pa2lop40tFAgHRSh92gwy36o82NDRYjlMUeY+yxvfqJQ+Mzmmj0klqtk9mHUircZja64G3dJvaG+PWZBdFUbgmf6E04dCCgFQS3kZy0aJFljMM1QbJj2LcuZollTnxx2vpwwxEH3pEGnSzDG48Huden1tdAMIsGLCbJeXJrPC8597eXsshFFbbhAkTTLtxrY5z1KhR7JlnnmFPPPEEW7Zs2aChOWVlZcITSYyORTuBUkaQwZuxNtvSyyS5vYyy0y0vL88y8Esmk4YZyJqamtQMfaPsrOiKaiJjSK1WOlMnLnkx05o3MBZZVhiyHwJSSXgbSbWWoFkAq96s3VihiXfLxuyhmaCu3WslfZiB0XjR9FmwbpXw4L2BhEIhrnJGdmd4K4rCZsyYYXhDX7RoEauuruYaI3zw4EE2fPhwR9fJX/7yF8Nl+GbMmKH7neh9N1ZZNd7PxuslAd3ourdaRtmtoQJm22OPPWY5zKO8vJxt2LDBdJ/169dLrwO5du1a3b+jnbXPcw170R5aBcbq5neRdvAeAlIJRBvJ5cuXc3fbJBIJdt9993E3nOmZkO3bt7tSpD/bBHntXjNbt25lFRUVUm7kTvDeQPS2yspKqTO8ra4bdUY8z/eqBrd23pe6LViwwPF3Yvb5isw09mNJQNld9zzLKNt5vfQu6O3btwsFtOoxrVmzxrTNTSQSluMza2pqWGdnZ6rXIX0sqdEkJDO8bRvPNexVuy+y4hu67IcWBKQSiDaS+fn5rL6+nqtoteh4qfQGxcnkjVxqCIK8dq8R0eEabt5MeNeQJzrXrZl+g5X5uYs++PFMbnLaAxEKhRwvw2d1g+bJkvq5JKDRUI+f//zntj9Xq2WUeYqrq5t2XKrdJXDTJ4CqW3rgt2nTJsu/kZ+fnyrjJaPXhrdtE3nPbraHIpMna2trhYJzyH4ISCVRG0nerKTV+DK1S9PpmMFEIsE9xkstYZNLy4r6caOWUVrKzjg5tx4iZM9Kt/u5izz48Y7FM+rulLVZfSc8mSueLKmTJQHdKoVmd5yuyDhK0Uk9drP9PEuKzp492/LvqEvnyui14W3bkskkdxDodq+RSLuWS0kRLSxGow8BqWS8F9ykSZPYtGnTDH8eDodZc3OzUEZo9OjR7NChQxnHY2fMVRAzhnZ5vXavjNJSZtlRL8aL6uns7DQ9X+1sdj530Yk0XoxHNPo+eL4Tnuwz72ICPEsCam+EbpdC6+zstFVmqKysjOvcEL2+RbL9Itvo0aMt90nP1MroteF9793d3cLDHNy4B1hdb+kJEb+XsHST3+UHgwwBqUSyB9yPHz+eqyHRG3uk3ngaGxuFGqNsHD9q9bTp5dq9MkpL8TzUeP3Q4HRms94sb7ufO+91ZpVpkzX+0ckDDU/2Wc2qOaV3I3S7FJrdz1hkdrU2y222JDPP511aWppR8qi1tdXx4iTp7arMXhtt27Zq1SpWVVXFVq1alfHetcvm6hXSd/se4HVyIKhyofygWxCQSuRGOZJnn3120I2cp1xU+o1HHUQvUp4lWy6SID1tyigtxTN21OuHBtHalm4fr2iQYzUe0Wpde7Nt5cqVjh9ovHpg0rZP999/vyel0LTBkLZovN7GWxZM9JrbunUrmzJliuFkO6NJRep7ePLJJ1lBQYGt+qZqsOVWYMbbFjY2Nlpey24Fhl4mB4Iom8sPegEBqSRulSOZOnVqxsnKM/ZI7wnMyeSoIAvS06YXkxTcvmE4OSYvjzeRSLDPfvazUs5lJ+9PrUUadHrtk1qRwMn5Kkqky5znOESuufSAzc7rOqk2oZ2gYza2n2dxAJ7PwuozSF/LXjsUKNcDQ79ka/lBryAglcTNYs3ps2ytXkdd3k77BCY6s5R3DJef7GRH3BpIzlNXlvdvmD3U1NbWejrpzOmDlrYWoiwDAwNSzmUZi09s3rxZ6ntzg1G7oc30uZ2x4Z0gx3McohODeNpos2y+3dn56qZdwlNmKTretjAbK47kimwtP+glBKQSWM30dLpVV1dzjz0yq2co0uWaDStkiDxttrS0sMLCQkbkTte+V5MU7BaUt8vJOEs3M+1W9T/Tt9tuu830/ZWUlDi6PrW9GEETtImN6d22VsOIzI5DdA133jZazeanP8A6yY6qW/qDqezAkKcttHoPCIzchYcBawhIJXBy0+a9STQ1NXG9Tl5enu5KPqLHFPSGSeRpU68hlnnx89zwebOkepMP0rvV7BaUt0O9IT/33HO2J3e4MbRAJDtKdH51ND2KonAviWp2zfHMgveLaO+Nk+tfpBdCtGST3u/yTgwy+wz0uqu14zE3b97s6BwhOv8wKbsUHW9byJvhRWAkn591grMJAlJJ1EBCZFUlkU3NkpqNPVq4cKG01wv6bEeRp01tQ+zHJBs7mU0/xxsZTZCwqtupBhd2Vp3hdfz4caFzORQKGV7/ssoABfUmbrf3xs1JNSonk3tE13DnGZaR/h1qr72pU6c6Oj9CoVDqYVL2pCaetpA3w4vAyB2oMMAHAalEMsajGW15eXmssbGRTZs2jdXU1Ax60gqFQqyoqMj2WL9sGtQu8rRp1hDLDCLU2drpGc304xHNbPo93shsYlwQun7Xr1/P/umf/onNmDGDXXjhhWzMmDEZ28SJE9lll13GbrnlFrZr1y7DvyOj6H+Qb+K8vTePP/6449nOdiYY8q7Drqezs5PFYjFGpF8Llrfmp/a60l57siaqpgccRvV0Rcdc87aFIhleBEbuGOoVBnggIJXIzYlNY8aM4V5tw2hLX8/ZqnQUD79WmxB52jTqpnIjiJA5Roj3b23dupVVVlayyspKad+D0QSJnp4eoaEp2TImTb1ROKk3GeSbuBq4GWVJZYz1tVPOxulDl1EArB37KZIk2LJli/R23CjIlFECiKctLCsr41qcwOsJkwBaCEglcSs7qmYueZc45Fk1Rkb2ze/6nzxPmzzdVLIyeDLHCPH+rWQymXHO8Y5TtWI2VEBvyIjVUJGgdmfrEVlqN1tu4l50F9oZXuLkAc4omEsmkxntUk9PD/ektXA4zOrr61l9fb3tmrvazaxNlTUkx6otPHjwoNRSW0GB5TdzDwJSSdzMjhKRbje93RuLjExekOp/GrEaxC9zFrjMmz7v39q4caP0G4rVw4p6w0/vziwqKjK9yWdDllRlZ8xlEM99Lb0hJenDdJwE1HYecJ0+wBm1YcuXL8/4/6amJqFJayNHjjT9+X333ceeeOIJ4Uy69hwx+sz86Lnh+b6Cxu+ECLgDAakEbhXFTw+cePe1KtckI5OXDatNKIrCNcRBZlerzDFCVn8rkUjodsM5zZJa3by0N3yeLcjd2Vp2KmbIyky7za1JcnYecJ08wJkFc0VFRRntkkhXdTweZzNnzpQ6HtOoTfWqBFCQxn3rsZvlzIaEiBVkeAfzNSAdGBhgd999N5s8eTIrLCxkH/vYx9h99903qGTP0qVLWXl5OSssLGTz5s1jBw4c4H6NoJd9krnxBJMyMnnZsNoEz/scPXo0O3TokN+HaotZ9tfu98Bz80q/4fNsMpbW9JrVmMugn/t63Jok5+QB1+4DnOzeKLUCBu94zAsvvFD4NdLbVKvPzOueG9F7iCx2s5zZkBCxggyvPl8D0vvvv5+NHj2abdq0iR05coT94he/YMOHD2dPPPFEap8HH3yQlZSUsF//+tfstddeY5///OdZVVUVd90/L8s+iYw9c2vjyUY5yeT5PftbhFkBbrvL8wWBoiimmR+7GTs3HqyyZWnNdEYBT35+vvTP3CtuZeS8LmfjRm9UVVVV6ruzahvXrFkj9LfHjh07aEgEb+Br9zPTZt7Sh2uILAzgNrtZzmxIiFjJhQyvG3wNSD/zmc+wr33taxn/9qUvfYlde+21jLFzjU95eTl75JFHUj8/efIki0aj7IUXXuB6jSCuZV9VVcXWrVvH1q5dy8aPH2+7IQ2FQoMmMckMsvS6FLJxtYlceKJOx1Pg2u73YFaY3+6WDUtrqoweuHi2IJ77jLlflNvLcjZu9UalL89sRFEUNmHCBOG/febMGcPPzCiJYXelPKPMm1G7XVlZyYjI85J/dtvkbEqIGMm1+5FMvmdIJ02axPbv388YY+zVV19l48aNY+vWrWOMMXb48GFGRGzPnj0Zv3f55Zezm2++Wfdv9vb2su7u7tTW1dXlSUAq0o1kVZJIZHPraVavYcvW1Say+Yla+1BglR1VNxkZO1ldo0FfWjOdk/cc1CxprhXl1gbAItk/o62mpsbyuztz5oytv718+XLdv+dGcGVWP9hqBT8v20O7bXI2JkS0svl+5DZfA9JkMsnuuOMOFgqFWF5eHguFQmzFihWpn7/yyiuMiNi7776b8Xtf/vKX2Ve+8hXdv3nvvffqftlBmNSUvnoN76Sb9N/TK+fk1tOsXsOWjTe2bH6i1nso6Onp4creOenyS39tvZuYei62trayESNGWB5L0JfWVDntDnb6mbspl4ty87RLVsEqzzlqZ0IfkfHStbKDK6PMG0/iw8v20G6bnK0JkXTZfD/ygq8B6QsvvMAmTpzIXnjhBfb666+zNWvWsFGjRrFnnnmGMWYvIPUjQyrajcQb3NltoJwWSzfrUsi2G1s2P1HrPRTwZPCqq6sdL9lp9TorVqxgtbW17JlnnrGs8zh27NjABmrpeK/JyZMns3Xr1mVsmzdvDty5P5SYrXwUj8dZbW2tZVBq1hYkk0nT8mZW28aNGzP+nhvBldE1y1sy0Kv20G6bnI0JEa1svh95wdeAdOLEiewnP/lJxr8tW7aMXXTRRYwxe132Wl6vZW81/k4vuOOZDMXbQGkL9NvpRsyVLoVsfqLWeyhQi3bz3FycfFc8s4DVm/OcOXNYZ2dnVj2kmOG9JrPtWhgK3MwQbtiwwXYwqjdrXnZwZdajwVsU34ssndM2OdsSIumy+X7kFV8D0lGjRrFVq1Zl/NuKFStYdXU1Y+z8pKZHH3009fPu7u5ATmrS4n0SEukmtFv0XuTmmUtdCtn8RG10/pSWllqeJ04bNjsZ/1yCG0d2MssQ8o4vNVp+VHSxBJ52RmZwZXW/UZcvXbVqlWUb4ub1nM1tslND+b3zEonXQowxRhLdcMMNtG3bNnrqqafor/7qr2jPnj30rW99i772ta/RQw89REREDz30ED344IP07LPPUlVVFS1dupRef/116ujooMLCQsvXOHXqFJWUlFB3dzcVFxfLPHxDjDGaO3cutbe3k6Iog34eDoeprq6Odu7cSS0tLXTVVVcZ/q2Ghga67LLLiIho3LhxNHHiRNPXveSSSygej2f8e319Pe3atYtCoZDlsTc3N5sez5YtW+jKK6+0/DtB0dXVRe+9957hz60+Uz+o58/u3bspmUym/j0SidBf/dVf0X/8x3/QZz/7Wfrggw8M/0Z5eTm9/fbbFI1GbR2D0eemKAr97d/+LfX29qaOafbs2bRz506u8ysb9PX10aRJk+jYsWOG+0QiEdqwYQN9+tOf9vDIwIjRNRMOhykUCmX8mxG1Xd6xYwd94hOfoLa2NpozZw79/ve/p8mTJ5ueD3ouvPBC2rhxI4VCIVfbGfW9x+Nx0rtFp7+vSy65hNrb2w3/Vvq9ya3rORvbZFmG8nvnIRSvyY6GT506xRYvXswqKytThfHvuusu1tfXl9pHLYxfVlbGotEomzdvXmpWPg8/MqS8T0I9PT1SMzFmT8k8T73IDAUDT3ZdLd6utwykm11XRhM7ci1LalZXWC2Vg2shOKyumWHDhnFnMrVL8m7ZskW4lqd6TXoxmc/JUsNG+w7lLB34B0uHSqZ29Tz33HOW3TEyU/jasaPaTR1LarZcWS53KWTLMm28DwVG4+LSq1TIZjSxIxuHc1gJYqkc0Mcz5nnYsGGmgWR1dTWLx+MskUgYTugUHcriZXWJtWvXZry22kWfvtSw2f2B6PwSqkEehwm5DQGpRHaWA5M1john9nVTU5Pl8Wkzb+k3YrVkVbbJpmXaeFdxqaur0y3/ZFRixq70QN6q7E0uBWc811MuBuLZiOeasRqjrz5oW03oFFmRr7i42JWHd73axFaF1nnr6+bSNQzZBwGpRG4uB2aW4bPKjqZnAYyOT/37K1asyLkGK9uWabN6SNFmQ7SbUSFuUemBfF1dnWnZm1waziFajzTo59NQYHXN7Ny50/LBn2dCp1nmXB3KoW7pS5LKovdwbRVE894fiIK7uAMMDQhIJeFdDsxO17FVhq+3t5eNGzfOsrHJy8vTPb70v19UVJRTY0hzbZk2nmBJVpZUdNWibB3OodXY2Mi9dGi2n09wHs/Ybat9tMMCeJYkdXKMaq+XWRAtch0HeXEHyH0ISCXhqd1pt+uYJ8OXSCRYY2PjoILd6rZs2TLbjWw2Bx25UlNVxTuOTVuIW5TImu6hUChrh3NopV+j6ZPEUJc0t/GM3RapA6xuPEuSih5j+sN1TU2N6eurAavZMVdVVfm2uEO2jO0HbyAglYC3dqedrmMZGT6z41MbWfVnZsuUBr3wsFYu1VRNp3ZP8iy+YNdQzY6arQWeKz0HCAIG4x27zdMTpRcUymB0TRpN1gqHw6yuri6wE1X9HtuP6yB4EJBKwNPVwxNYpl8gVmM6RTIyosGF6N8PqlxYps2s0XTr/fGsY79q1SpWVVXFVq1alXUPKkaMrtGenp7A3tRF+R0EGHnooYdYQUEBe+ihh3w7Bp4Jpnr7WGXPebKkVsGRSI+F9uH0mWeeCeTqRn6O7Q/qdTDUISB1yGmZHu2KTUSUyloSnRsP6CTDJzpBI/2Ys/kizYWsllmj6eb7swp0eao1ZCOz4R3ZvGRhOu17dLNMGK/0cmKyq0QYkZUd413FySxLyhMcWV2TlZWVGb1aau9JUK9Rv8f2Z9tE16ECAalDTsr02B14LnIRidbO096ssrVLIxdqqpo1mm69P55AVztuLRca81wd3pFO77v1KgA0oy0nJqtKhBGZ2THeCaV1dXWGr2MVHPEmFdKD3qAHXH6O7fc7GAZjCEglsMqe3HHHHZYNiWh3jEgGTO/4eFYdUbMW2XqxZnNWi6fRfO6559jkyZNT3eYy3h9PoGtUrSGb5cLwDitG79HtANCM3mILbgfJsoO1gwcPslGjRtl6OOS5znmTCmrQG/SAy++Hv1yb6JpLEJC6zGh1G7OME+/mJMMnmjkN+sUatAHqTo+Hp7agmuWpqamR+t7NAnmj8XJBPz/M5MLwDitm79HPLKnRYgtuBcluBWtGtYHVFZOMHg55gyP1mrQar1pRUSFl3oGb/Hz48zsYBnMISF22YcMGy2AvPeNkdEPUm/nuNMNn1cipN6+gX6xBG6Du9Hh4Gk29Rt3t956rjXkuDO+wYhUE+JElNXtYFwmSRR7+3MiO2b0uRH+Pt+ve6bwDN/n98DcUekKyGQJSF2kvPr3AkncZOrcuFpHZm0G9WIM2Xsrp8fBOKtL7ztx877ncmGfz8A4rPBNv/MiSWi1FyxMkizz8ufVAZfe6EP09O/MMgnaN+vnw53cwDNYQkLqIt9uVdwa8G8u68TZyQXnC1graeCmnx2NnUpEXDepQbcyDNhTEDq8WUxBhNZSJN0jWdk+bBVxuPFDZvS5Ef493Nr/ZFpRr1K+Hv6HQE5LtEJC6hOdpXHQc58iRI6VeLHZKQmm3Cy64wNebddAGqDs9HtFJRV6996HYmBtl37Zu3coqKytZZWVl1gSqnZ2dppMYQ6GQp8FKd3e3ZbsTDodN221tUGv28OfWA5Xd60L095xUS8nla1RULveE5AKReC3EGGOUZU6dOkUlJSXU3d1NxcXFnr1uc3MzXXXVVYY/37JlC1155ZXU1dVF7733HhERHT16lD788EMiImKM0T333EOdnZ2kKAqFw2GaPn067dmzh0KhkJRj7Ovro0mTJtGxY8cc/Z36+nratWuXtOPixRijuXPn0u7duymZTKb+PRKJ0OzZs2nnzp2eHpOs41HPCcYYXX/99dTR0UGxWIzWrFlDra2tdNNNNxn+bjgcprq6Olfee/q5qmfcuHE0ceJEqa/ppwceeICWLFmS+v8tW7bQFVdcQZdccgnF43Ei8u/cF8VzrZeXl9Pbb79N0WjUk2PauXMnHTp0yPDnNTU1NGfOHMOf33///XT33XcP+ne1bU3n5vtXr4vt27dnXJsNDQ102WWXGV4XoteTur/efeLIkSOGf0dtO0KhUM5do5BbhOI1NyNjt/iRIZXxNO4k0ybSzZj+xNja2mpZvsRo8yMjGbQxjbKPR/v3eNalduu950LXtQht9s1sgQu/x+XxyqXskFGXv1mW1M337+XQofRrkXfIVbacozC0ocveBU67N50Mvnc6w1tttHfu3CkUkLoxvtVM0MY0yj4evRscz7rUbrz3oFUx8ILRhJvq6mrfz32wnhAVlIdR2cdhtKKf2eb3uHoAXghIXZJIJAbNoFdr0lk9jTvJtMmacT5//nyhgNTrm0DQxjTKPh6jc2Dt2rWstbWVjRgxwrP3HrQqBm4zyr6ZTSjJ9c8kSHhqO/vxMOpFqSXttTh8+PBAts8AdmAMqUuYZjwh7zhC9ffa29tJUZRBPzcbI2j3NbUGBgYoPz+f/83+P16PpwvamEZZx6P9HlXq97ljxw6aNWsWvfnmmxnnSDgcpmnTptGaNWuorKxMynuXdU5lE6OxiWayZSxpLti4cSN9/vOfN93Hy/GwvPMFnNJei+FwmAoKCqivr4+sbs1D4bqF7IcxpC6x24XjJNMmq9vITnbU7mvBYDxFzL36DoJWxcBtPOWIcO77h6f8UW1tLUskEp4ejxdDh3KhDimAGXTZu8BpF46dwfeyuo3Onj3rqMHDeDpnrG5woVCIFRUVeXIDzNWVmczwrKyGc18+3klzPA/sssrj8RyTV0OHjK7FcDjMamtrWSwWszw/g1KHFMAIAlIX+DH72+lrqo3v888/7yggHTt27JCuc+cUzw3Oapa9rPGjQati4Lb0CSN2trKyMpz7NohOmkskEiwej7NYLDboWgiHw2zmzJmOgy6RY/KieoHVtVhaWsp1jg71OqQQbBhDKhlzMAbUq9fctm0b3XzzzbRy5UoiIrrppptIURQ6cOAAzZkzh771rW/Riy++SAcPHqQTJ07QmTNnaGBgIGOcUigUokgkQoWFhVRaWkqVlZX093//9/SNb3wDde4cshqLOjAwQHl5eYY/lzF2ljGWUW9Ty816p37p6+ujyspKOn78uOl+kydPpuXLl2f826hRo2j69Ok4923QjsHkGXPp9rhNO8fkFp72/eKLL6ann36ajh07lqpRmm7UqFFUVlZG+/fvp2XLltHKlStp/vz5Xhw+ADeMIZXMj9nfIq/JUzZkxYoV0o4NslNvb69l1iUXsy0HDx60rMWbC+87KHVl7dTvdHvcZtCWI5Z1TxmK5dsguyBD6gI/Zn/zvqZVZoGIqKioiE6fPk3hcFjqMUL2YIzRlClTBq0AU1tbS2vXrs3pVV+CVr1BNvb/Mm5tbW00Z84cX7PcRu2RWUbS7VWn7ByT2xKJBF199dW0b98+3coaW7ZsoYqKCtO/EaSsL4AekXgNAWmWYxZdP+mWL19Od911l0dHBkGzZcsWuvrqqw1/hhtZ9gpKYMIcLLXr1kODk2Nyk9MhCtr35ff7AdCDLvshRKRsSFFREUsmk34fslRB6aYMOkVRWE1NjeG5gdnk2UtvtnZNTY0v32cQJ80F8Zj8XoraCtpVkAWz7IcIq0ZNb1u+fLnfhy0Nxk/x01uvPQg3ZnDOKDBpamry9Dj8XvpXL4jy+5iM+LkUtRWn7SqCWUiHgHSIsFNUOZeypLm6/KXsBt0qO4osafYyC7i8zpL6ufSvURAVhOWIja5nbWmpJ598khUUFDAiYrFYbNBCAOl/x82sr5N2FUkC0MKkpiGA/b/xQ/F43HKJOa2NGzfSZz/7WZeOzBssR8dPMRcmp/T29tKIESNoYGDAcl+MJc0uVuMQm5qaLCc8yuTX5DGzMbR+TmjjvZ4ZYzRt2jQ6cOBA6t/S30P6z6urq6mkpIR2794tvQyh03Y1KGOZITgwhnQI6O3tZePGjRPOkIZCoZx4cs3V5S/dyPryZtKx6kt24Vly02mW1M/uV97XDlpJp3S817N2SI32WtT+3K3ybU7a1SB/D+AfdNkPEWvXrhUOSJ00VkGRq8tfarvWZY4H4x1nnO3nxlDCuwJYT0+Prb/vZ/eryGsH9eGUN0AzG1KzZcsW3Z9XVVWxeDwudSUpp+1qUL8H8BcC0oCSmW1QFEW3AL5ZZjQWi7F4PC5l2Ts/BXHWrAxGE4+cvB+eoGX06NGstbVV2pKI4B2eh1K7k5v8HKPN+9pBfjjlDdCMrns1S7p582ap36vo8fJ8/0H+HsBfCEgDSHa2obe3l5WUlHAHpNkerKmCOmtWhNFsYL0siYwG3Yt1ucF7vA+ldrrt/ex+FXntoD6c8gZoPBMOJ0yYIO17tTpeu+1qUL8H8B8C0gCSnW1QFIVdfPHFQsFoLowfDcKsWSeMHkysyjKhtiBo8Y4NzsvLE+6297P7lfe1g/xwyhug8ZRjM9tkZUmdtKtB/h7Af5hlHzDMhRnhfX19VFlZScePHxf6vbKyMurs7LS1/F5QZPMykHqzUK+44opBM2zTOZk1q2IBWloSnGMCK7QRic121rZXKi8qWYi8ttvLjdpl9d2o1/OOHTvokksuofb2dtuvVVNTQ/v27ZPyfdhtV4P6PUAwYOnQgHFrHeV169bRddddJ/Q7a9eupX/+53+2/Zpgn9GDycsvv0zFxcWmZZmcNugox5JbeIIAldPSPVpunjuir50eRO3cuZMefvhhuv3222nu3LlE5M/DKW+Atn//fqqpqeH6Do3k5eXR6dOnqbCw0PbfkCGbkwTgLgSkAeJWtoHZrENaX19Pu3btQnbMB0Y32+XLl9Pdd99t+HuVlZX0xz/+kSoqKmy9rhsZevCfNgjYvn073XTTTYb78wSSvNk9N84dJ68dtB4A3gCtq6uL1q9fb/q9mRk7dix1dXUh8wiBhTqkAeLWYG+7dUhHjhwZ2PGVucxokkM4HGZFRUWWZZmcjBUzOgdXrFgh8R2Cn2SN4/NzjLaT187WVdt4vje1OgomJEI2whhSj23bto1uvvlmWrlyJc2fPz/178zlbMOhQ4do7ty59MEHHxjuE4lEiDFGiqJQOBym6dOn0549e5AZ85hVV6SVuro6amtrc7zySrqioiI6ffo0hcNh28cFwSBzHJ+f3a92XlvvHJc5ttJNvO0ChthAtkKXvYeYSVcRz00iEonQhg0b6NOf/rSt1zdrwI268NC4ecvqwSQUClFtbS2tWbOGQqGQ1O/N6oa3fPlyuuuuu4T+JgTTUB3HZ3SOe71sqijGOezKzWESAG5Dl72HrLqKEokEi8fjLBaLpbplwuEwq62tZbFYjBG5swoKChUHh0hXpFEXnp3SKTyrNBUVFbFkMuniuwevDaXyXkbtHJHcOp1u4GkXtO0DQLZBHVKP8BZw5qkXKHvMUy4UKs6lGytvcXqZ3xvvDW/jxo1uvW3wmJ/LffrB6nqRvZqRbGq70NjYyL7yla9kHPvtt9/ONm/ebDpWVNtG5lKbCbkBAalHeAo4mz3By85aqo1RS0tL1hcqHmo3VsbOv+dQKKT7vdlZ2EC94Wmz9MiY56YVK1Zk3YOnXTw9AEHPkqqSySQrKioybKONVndLbyOTyeSQazMh+BCQeoC3S5x3NRWnN4/0xqmuri6rVzNiLHtnzTrBUzmhrKzM1veWCxlzMKcNanL9YYOnB8DOKlV+WL58ueF1afRwrr2mtX8D1zQEAQJSD/Dc4Hme4GXdPLTHs3btWtbQ0DAow6aWEAlyuRA/19H229q1a03Pk7Vr1wr/TSztNzSYBTW5KpFIDGrnRN+/393c2gcJ7XWpXV60oqIi1QumtpFq+bih2GZCsCEgdRnvDb6np4d70LqTm4detra6uppVV1dn5Q3Kz3W0/eRW4OhnbUnwhlFQk+uBidNrJghDg4weJNStpqZmUE+cUds+1NpMCD7UIXWZSM2/48eP03vvvUeMMfrnf/5n2rdvn+Hv2C3vIVLjMhQKUX19fWBLiDAf19H2m5trQg/VkkBDxf3332+62leulnpzes34vaSuoig0YsQIOnPmjPDvhkIh03JRQ6HNhOBDHVIPiN7geYNG0YDDKICzEtQblJ/raAeBV4Gj0WIOkH2sgppcr2Np95rRtp1+BHAbN26kz3/+866+Rq63mRBsqEMaMIqisPr6esNuldra2tTScKJjO0UmTaVvQezGw1hHbwShm9Jrfo8TdNOGDRssr3cMyRjM7aFBVudc+nXo1oY2E/yGMaQB41YdUpFJU9rN7mxtN2GsozeGWgWDXA7AeUqFxWIxlkgk/D7UQHF74RCec46nqoaMDW0m+AljSAOEMUaXXHIJxeNx0/3q6+tp165dQl1FPOOnjDz99NN04403Cv+e20S739D1LIYFoJvSa36PE3STm+OOc5nbQ4N4z7lDhw7R3Llz6YMPPrD9Wtddd13G3x41ahSVlZWl/h/jw8FPGEMaIH19fVRZWUnHjx833a+srIw6OzttTVZZv3697trnKu3g91wJQtTgqq2tjebMmZP178cLRjfiXArS0g2FABwT1sSo50R7ezspijLo507H3Jqdc4888ggtXbqUli1bRrfffjsRGX9/R48epffff5+++c1vUl9fn+HrFRUV0enTpykcDgsfqxuQJIB0GEMaMIlEgm3atIlVVVWlutZCoRCrqqpi69atY5s3b7ZdF9RJt322d9UOta5np9zupgyioVpCLNu5OebX7aFBRufc5s2bU6W5ioqKWDKZtPxbPOODiYKz/K+M4TG5PN57KMIY0gBy68bIu165dsv2we5DuXi+XUNttaahGIDnAi/G/KpL6hptThMEeufchAkTMv5t+fLlXH/Lqi23s6SwW5wmCXJ5vPdQhYA0YNy+MaY3ruqa5erfdysL4DdkvsQMxQoGQy0AzxXZ3PMhUvXEKksqkmwIQlsuI0mQzd896ENA6gOzbgYvb4w8DWJlZWXglw81g8yXuKFWwWAoBuC5IJt7PuwMn7LKkiYSCRaPx1l1dbXhcC8nGV2ZnCYJsvm7B2MISD1m1s3g5Y3RKFDT25qamhy/nl+Q+bLHrW7KIBpqAXiucBLU+D320M7wKZ6xpLyfiZ/vX0aSAL1euQkBqcfMuhm8vDGKdBdVV1dn5ZMnMl/AaygF4LnASVATlLGHeufc5z73OaEsaXpgyfuZ+P3+nSYJ0OuVuxCQeoinm0FtpNLHd8ZiMdurM5kdh0h3UTZmSZH5AjDnd6bQLidBTVDHHg4MDBguWqBu0Wh0UACqBpZNTU1cn4mf719GkgC9XrkLAamHRLoZ3Gw07CwhWldXF+gnT6MbKzJfAPr8zpTZ5SSoCfLYw//5n//hbo/1AtCamhrLzySZTPr6/p0mCdDrlduwUpNHmKYAskqv+LZ230gkQlOmTKFIJOK4gLD6t+PxOIl+nUEtiM5Q9B5AWLauSuVkxamgLvbAGKNp06bRgQMHUv9WXl5Ojz76aOr/X3/9dXr44YdT/19TU0OHDx+mZDJJ4XCYwuEwDQwMGL5GeXk5/dd//Rd97nOfG/QzL9+/k8UZsNpYbsNKTR4RWX7ObF+nAZeTJUTtLFnqhWy9sQL4Re+h1+mqVF6uumMnqBFJCnhty5YtdPXVVw/696amJrrqqqsGHXs4HNZdOaqhoYEuu+wy3dcYO3YsXXPNNYF8/yKw2ljuwkpNHhDpZuCZ/e60+37t2rXCXfZExMrKygI33jLIXXAAQSV7lnI2dP8HdeyhoiispqZG95hqamqYoihcw6ys2r6gvn8AFbrsPSDSzfC73/3ONJMqY+3kSy65hOLx+KCfTZ06lX74wx/q/t6oUaNo+vTpgXvyDGoXHEBQMZ3uYSJnmbKg91Iwl9ekd8IoO6ravHkz3XvvvYMym2Z/T/vZB/n9A6jQZe8Rnm6GCRMmmDYa6ew2+CJDB4KOBbgLDiCorAIg0TZAex0G8foL6thDo4eDdBMmTKA//elPXH/PKLAM6vsHSIeANEB4x3fabfDNsqOqoI4T1ZNLwTWAF6wCIDuZsmzppQji2MPe3l4aMWKE6WQkIjIcM6rHKLB06/17OXYYchvGkHrMqu5fepmihoYGqWN+ent7WWlpqenfHDlyJGtsbAx8bUKU/wAQ19PTw/Ly8myX3dFCkXJnent72ZgxY0y/D6vapKNHj2atra2+lLLze+xwttbRBX0YQ+ohJlCeiLkw5ocxRh//+MfpjTfe0C35FAqFaPr06VRQUEDxeDzQJZTQBQUgziibmT47WyRThl4K59Izl9u3b6ebbrop9bOGhga65JJLKC8vz/D3/ZxV7ufYYZH7KWQHZEg9JFLs3o1Vhnj+5siRI7Nm5mV6NnnVqlWsqqqKrVq1CkXvAXTIzmail0Iuvdn26ix7K35kCv2ucBLUFbfAPqzU5BE7F68bqwwlEonUsqTqjSQcDrNYLMba2trYzJkzs66Ekt/dRgDZQHbZHyzNK5fR0p9Wyzb71f7JLh0mwu9gGNyBgNQjfl68vMeyfPnywByjCDwpA5izymaGQiFbN3QszSsHTy1SI360f36PHQ7S/RTkQUDqAb8vXp5jCYfDrKioKBDHKAJPygDWkM0MNqPsqLpVVFSwhx56aFC3vF/tn59F9oN0PwW5EJB6IEgrZPCs+OH3MYrAkzIAHzWbaTRkJ5FI+H2IQ5JZdjR9KyoqGtQtb9X+uTG21O+xw0G6n4JcCEhd5vfFK3IsRltQJyfgSdk9KKeSu/AQFyw8pbj0viur9i+ZTLoyttTPbHuQ7qcgn0i8Zlx3Agz19/dTIpEwLGqsKAp1dXVRf3+/6+WJrI7FiJfHKKKlpYXa2toG/XsymaS2tjZqaWlByRkbGGO0ZMkS2rt3Ly1ZsoTmzZuHcio5gjFGS5cupUgkMmh1s6VLl9IVV1yB79pjoVCISktL6cSJE1z7q98VY8y0/XvggQdSP5fZHkajUWpra7Mssu/GvSJI91PwF+qQ2hSkFUKMjuXo0aP04Ycf0qhRo+jtt9+mRx55hG677TaaO3eu58fIg2FtZtdoawuuWLGC1q5di5VYcoDbdUOxao89t912Gz366KMZ/xYKhXTrRatqamro0KFDuu1fKBSiYcOGUV9fX2CXc7VLvYfp1Wy97LLLAnevAn5YOhQysCwpNozC+O5gmnXJw+EwFRYW0pkzZwJ9PoA1tx/isqXtCBpFUaiwsJDOnj0r9Ht5eXmWS45qVVRU0NNPP531DwvadiqXAu6hTCReQ5f9EJDeDR7kbm8/u41ymXYYhKIodObMGSIK9vkA1tzu7syWtiNoVqxYIRyMEhENDAxkrLClYozR9ddfT/v3788YlkF0Lrt45513Zv0wHG07hWFaQw8ypDkOT51Dm/b718L5kP2slqn84he/aKu7E22HPXazo6r6+nratWtXxmdsNSyDKLuXdDVqp3DOZT+ReC3s0TGBT9SnTvUiT3/qhNyn/f61cD5kv4qKCpo9ezbNmjWL1qxZQ5FIhIjO3czXrFlDEyZMsPV3h0rbsW3bNorFYrRt2zYpf89udlR1+PBh6u/vT/2/OmktHDa/Xd99992m41ODzKidytVzDgzInN7vFb/LPmULlFAa2nhLguF8yA0ySz8NlbZD9hKdyWSS5efnc5d6CoVCg0oczZw5M+M4eEoyOfmu/YayT7lNJF5DhjSH5cJTp+zsxVDCWxIsm84H0MfSSj+lSy8nJCIX2g4eemNknTh16pRQdlT7vSiKQq+99lrGcahj69vb26m9vZ3i8TjFYrFBGVO737XfRMZBQ45zOTh2BTKk1nLhqVN29mIo0q7ko83IZNP5AMZkrnSTC20HDzeW6NywYYNQMXw7n6/Vd11RUZF1i1+o7VR6W0VELBaLsXg8zrq6uvw+RLAJKzX5IGir4OTCOtfahjcbu6OCIhfOB9AnO4AcKueK7NWt1O/B6KFPZDP6fHmH4dTX12ftAwPa/dwiEq9hlr0ELKC1+tJn37L/Vzako6ODYrEYrVmzhsrKygJbbJhhhq90QVrMAeRxo35vrp8r2vZF5aSd4fke9BQWFtIf/vCHjC54o89X5DWycdY92v3cg8L4HtOW5LBqCPxY+UT0GP1mVOYk6McN4IdcDyBlc2t1q/Tv4ZVXXqGbb76Z6/c2btxIn/3sZ4nI+v6g912rCYd9+/aRoihZG8ih3c89QvGaa3laFwWpy150HJIf4yLdGCvlpqEywxcAvOfFGFlFUVhdXR13F736enbvD7KHH/gB7X5uwix7D4nW6pM9q9ONY/TbUJnhC+AGVKYw58Ws7v7+fnrnnXe4908kEtTf32/r/sAkV1jwC9p9QJe9A0xwHJJ2fy+6VUSP0W/M5bW5AXIZC+h49qDxYoiD+hra1bP0rF27lq699lpb9we3hh94Ce1+7kKXvUdES6340a0isxyMF4bKDF8AN2CGcrAYdUOnb+oQgaamJuE2OldKdKHdz12YZe8BJvhEx3zIVIoeY1BgggbI5sdEQq9p25ig9oIMJTxr0Ktqamro8OHDQvcHNyos+KWrq4uOHz+eMTkrHA7TtGnTAl8VBoz5niF955132LXXXstGjRrFCgsL2cUXX8za2tpSP1cUhS1dupSVl5ezwsJCNm/ePHbgwAHuvx+EDKnoE50fmUo8dQIMnQUW3OiBCVp95WzCWzOUZzP7DrWLXxCdLyjf3t5uq6i8X997LkzOgky+Zkg//PBDmjVrFv3d3/0dfec736GxY8fSwYMHacqUKTRlyhQiInrooYfogQceoGeffZaqqqpo6dKl9MYbb1BHRwcVFhZavkYQMqRE/Jk85mOmEtlGGOqyreSZHcyFHhiG8aiO2K1LqsV7f5B1nvv1vbtxDoP/fM2Q3nHHHexv/uZvDH+uKAorLy9njzzySOrfTp48yaLRKHvhhRe4XiMIGVIRyFTahwwNOJFtJc/scqMHBuNRnUskEmz79u2Os6Tp9we9NlHmee7X955t8x2Aj68Z0lgsRldeeSW988479PLLL9OECRNo4cKF9M1vfpOIiN566y2aMmUK7dmzhz7+8Y+nfu+Tn/wkffzjH6cnnnhi0N/s6+ujvr6+1P+fOnWKKioqfM+QikCmUhxDhgYcGgqFtpkLPTAM41Gl2bJlC1199dWW+9XW1tLatWt1P19tb5u2TZR1nvv1vbtxDkMw+JohjUajLBqNsjvvvJPt3r2bPfXUU6ywsJA988wzjDHGXnnlFUZE7N133834vS9/+cvsK1/5iu7fvPfee3WfmLIlQ6rHj8xftmUbkaEBJ4ZKoW03emAwlk8O0QL5Vp+vXpso8zz363tHL2LuEsmQSg9I8/Pz2aWXXprxbzfddBP7xCc+wRizF5D29vay7u7u1NbV1ZXVAamfqzV5+ZpODJWuVnDPUOoCVCe2GG0iE1uGSiDvBatzUOTzNWoTjcpFiZ7nfn/viUQiNTFLHeIQDodTE7TsTM4C//kakFZWVrKvf/3rGf+2atUqNn78eMYYY4cPH2ZExPbs2ZOxz+WXX85uvvlmrtfItjGkWn5k/rIt24gMDTiRK/UZ/TCUAnk32Z1lb/T5Gn0vNTU1Us7zIHzvaPdzj68B6Ve/+tVBk5q+973vpbKm6qSmRx99NPXz7u7unJ7UlM6PzF+2ZRv9flKH7IcuQHsQyMvDcw7yZkmN2sRwOMzy8vIcn+dB+N7R7ucmkXgtjyT7/ve/T5dddhmtWLGCvvKVr9CuXbvoP//zP+k///M/iYgoFArR9773PVq+fDlVV1enyj6NHz+evvjFL8o+nMBJX6uYKHOdXrcmWfjxmk5oj1cV9OOG4IhGo9TW1mY5kTDoxcK9JrLOOz47c+o5ePz4cbruuuto7969lr9j1MYZtYmKopCiKNTQ0ECXXXaZ7t/kOc+D8L2j3QdXVmratGkT3XnnnXTw4EGqqqqiW265JTXLnoiIMUb33nsv/ed//iedPHmS/uZv/oZWrVpFNTU1XH8/KHVIRTEfV2vKltpuDLMtAXyFiiBy9fX1UWVlJR0/fpxrf6NV/ozaRKJzqzzt27fPUZuY/r0zxuj666+njo4OisVirq+UhHY/d4nEa1g61ENWy8i5UYrGj9d0IpeWwgMAIDoX7L3xxhv04Ycf0tmzZ+l73/sedXd3G+6f3sbxtIl5eXl0+vRproVleHi9mATa/dyFgDSA/HgCzNanTmRoACCX8bRx+/bto5tvvplWrlxJF1100aD9t2/fTjfddFPq/2UFjdpeNa9609Du5ybf17J3WzZOavJjkkUuTOzIttqpEEw4jyCbWJXpUxSF1dTUuDLxJwgz3XG95g5fV2ryQjZmSIkynwB37txJjzzyCN122200d+5cInLnCTCbnzoZVmoCCXAeQbax6jI3Wv3JaZaUBWDOAa7X3IIMacClP93W1NSgnIWBbKudCsGE8wiCys669NrsKEnMkgaxFimu1+zmax1SL2R7QKpdWaOpqcnvQwqcbKudCsGE8wiCyqhb3qrLXNbKTEbHE6RapLhes59IvBa2k4IF+xhjtHjx4ox/W7x4MbHsGznhKrUmndptlF6LDoAXziMIqvS6m+o5yRijpUuXUjiceWuORCK0dOlSUhRl0P0jXTgcpqVLl9q6n4jUInULrtehDQGpx5qbm+nAgQMZ/3bgwAFqbm726YiCR22UI5FIxr+rjTKCd+BhdB45uWkDyKA9N9W2rbm5mdra2gYFhWpgtmnTJnrrrbcM/66ToFEt5N/e3k7xeJxisRgREcViMYrH49Te3k5tbW2ulV0yul6JiO6++25cr0OBW2laN2Vrl73R2B/CWNIMQRjHBNkP5xEEldm69KFQyLDL3Oj+oW4NDQ2sq6tL+vH5uY49rtfshln2AWU0M1LV1NRkWsR+KGBZWjsVgsXqPAqFQlRfX4/zCDzHDGayh8NhCofDNDAwYPi7eXl5qeVCtWS1jdrj82KGvdX1SkRUX19Pu3btwvWaZUTiNXTZe4TpjB3VwljSYIxjguxndR4xxiiRSOA8Atq2bRtNmjSJJk2aRNu2bXP99bTjJFWKohgGow0NDdTa2kqlpaWut41+jOO0ul6JiA4fPozrNcchQ+qR3t5eGjFihOnTb35+Pp06dUra8m/ZKptrp0JwqOeRdkUb1dq1a+mf//mffTgyCArGGF1yySUUj8eJyP0sHE8mUCs9Q/nOO+/Q+vXrB53PDQ0NdNlllzluG42yt15kSbu6uuj48eN0/fXX0759+zI+n3A4TNOnT6c9e/YgQ5plUIc0gHp7e9mYMWNMx8iMHTs20KsmAWQbbRkZdUM5GWBMf9yim2MVeVbPM9q2bNnCFEVh9fX1g35WX1/v6ipNXnw2QXh9kA9jSAMKmT8Ab2lXvNGStf43ZB+myY6q3M6S6t0HGGN0/fXX0969e3WHbanjQ++77z7DeQiyVmnya/y+368P7hCJ1xCQAkBOwg0OzJg9rHj9oNLX10eTJk2iY8eOGe5TVlZGEyZMoN27d+v+3GkgzXMM5eXl9Pbbb7tS+snv1wd3ICDNAtu2baObb76ZVq5cSfPnz/f7cAByDm5wYMQoO6ryY0a3VQ9aR0cHXXfddaZ/w2kgrR6DmrHt6OigWCxGa9asoVAo5Hovnt+vD/JhDGnAGS0ZB/r01nsG4JFIJFh7eztraGgYVK+xvb1dSs1GyD5WYxUpYOMVjcaOaje3xpJ6/Vn4/fogD9ayDzhcbPwQvINTWB8b0nkd3Jkxe9hO/1lvby8bO3as5TGXlZU5nhjr9/Xi9+uDXAhIAwwXmxgE7+CUUTYM59LQ1Nvby8aNG+dJcGfG7GFb72dr1641Pd5ly5a5skqT19eL368PcmGWfYAZDaTHbN/BmMGKIffffz8tXrwY42/BkvYcUnlRVxGCq6uri9544w368MMPdX8+atQomj59uqvjFbX3gvR7gPZnTU1NdM8997g+Qc/v64UZTETEBMTshTGkAYWaiGLM1nsmdOEDB9Q1hCAy6ynT+1ldXZ1l/dLy8nLHGV2/rxe/Xx/kQ4Y0oFATkR8zWe85/ckZnxkYYSj7BAFl1lNGRLo/W7t2LcViMcO/KWuVJr/rkMbjcd1arKFQiOrr63G9ZhmUfQogvy/2bGMVvBOh2xXMoewTBBEzKDkViURo1qxZRES0Z88ez7vM/b5e/H59cAcC0gDCxcbPKnjXQpYUjGB1NAganodtI263denXy86dO+mRRx6h2267jebOnUtE7l8viUSCrr76at217KdNm0ZbtmyhiooK114f5ENAGlC4OfLhCd5VyJICLyxGAX4zyo7y8LIXTU0KtLW10Zw5czxrXzGsLfcgIIWsp31S/9GPfmQaoKKhAjN+3WAB0vX19dGYMWPoo48+svX7XvWimVUAcAuGteUmBKSQM3gyCmiowIofN1gALUVR6IILLqDe3t5BPyssLKRf/OIXFIlEqKysTPf31V40N7P92gmlXvVCYVhbbhKJ1/I8OiYAW1paWiy7txRFoa6uLurv70dDBYMwxmjp0qUUiURSN9ilS5fSFVdcgQcY8NQDDzygG4wSEfX29tJrr71Gd911l+nfYIzRkiVLaO/evbRkyRKaN2+e1PO4paWF2traUv+fTCapra2NWlpaXH2Ii0aj1NbWZjmsDW187kKGFAJL+6SuDmxfs2bNoAYY42/BCBajgCBQFIVGjBhBZ86cMdynqKiITp8+TeFw2HAfN7P9RuX2/Bqrj3Hf2Q9d9pATEEiAU0G7wcLQderUKRo5cqRp5ZBwOEwffvih4X3N7e70IE0qwrjv3CASrxk/hgH4KL2bNZ3a3ZqFz1HgA7X7MT0YJcrshgTwQnFxMW3fvp3WrVtHVVVVGcFVeXk5rVu3jnbs2GF609aezzLPY7XNNcrOhsNhT9ve9KEDuFaHBgSkEEgIJMCpoN1gAebOnUtjxoyhI0eOZJx3R48epdGjR9OcOXMMf9fth/T+/n5KJBKGGdz0sfpu075XJCKGBgSkEDgIJECGIN1gAYiMg0oiosWLF5u2aW4/pKuTitrb21PbqlWrqKqqilatWkXt7e3U1tbmyaQiNzPBEFwYQwqBg/IfIAsWo4AgsRqj2dTUpPtzP2p0+jWGE+O+cwsmNUHWQyABALmEZ0nkmpoa2rdv36CAy4+HdL9q9wZpYhU4h4AUAAAgQHiCyry8PDp9+jT98Y9/HFTuyMuHdL+K42O1ptyDgBQAACBgurq6aP369XTTTTcZ7tPU1ET33HOPr+WO/Cq5h+FauQdlnwAAAAJm4sSJtGbNGtMJm4sXL/a13JGfJffUiVUNDQ26P29oaPBsYhV4DwEpBN62bdsoFovRtm3b/D4UAADbeCo/vPXWW6mA1ayiiFvtot8l99SgXS8gXrNmDU2YMMHV1wf/oMseAg2rdQBALjEbC7p9+3bd7nxtV7lb7WIQxnBiUlNuwRhSyBl+zfQEAPCSUTCoFwS61S76PYYzCAExyIUxpJAT9MYy3XzzzSiIDwA5R+0q1wZiiqJkdJW7uYpRenF87TjOhoYG14vjYzGLoQ0BKQSW3limAwcOUHNzs49HBQAglxpkGmX9QqFQKuh0exWjiooKmjVrVsY4TnX85qxZs1yt/6wGxPF4nGKxWMZY2lgsRvF4HJOachgCUggkJ0vsAQBkk/7+furs7DRs1xhjlEgkqK+vz5MZ8H4u3VlRUUEnTpygjo6OVKZUURTq6OigEydOYEGUHIaAFALJaKYnEbKkAJBbotEo/fjHPzbd59FHH6WXX37Z9RnwfpZ9Mnt9IqK7774byYgchklNEDhOltgDAMg2PJN5Zs+eTUREu3fvdnXCj9+z3P1+fZALk5ogq1kNbCcieuutt6ivr8/DowIAcAfvZB63J/yo2Umzwv1uZkmtXp8IWdJcluf3AQBoqQPbzZbYGxgYoJdffhlPygCQ9dQ2z2qtesbYoHaxoaGBLrvsstQ+Tib8iMxyd2NiEU8y4vDhw669PvgLXfYQSGoXVjwe130aDoVCVF9fj3p0ADBkqO3i7t27KZlMUiQSodmzZ0ttB7u6uuj48eN0/fXX0759+0hRFAqHwzRt2jRas2YNlZWVuTqxSO/1VeFwmKZPn0579uxBu58l0GUPWU99UjabdYp6dAAwlHgx+93vWe56r69SFIVee+01T2b7g/cQkEIgRaNR2rVrF8VisUFPwqFQiGKxGO3atQvdNgAwJHg1+z0os+z9GscK/kFACoG1d+9e6ujoGNTwMMaoo6ODOjo6fDoyAABvGZXCk50l9ep1jGC1pqELY0ghkDCGFADgHK/WeA/KWvJdXV2pCV47d+6kRx55hG677TaaO3cuEZ2bvIUC+dlBJF7DLHsIJN6VSzDbEgBynVez3/2eZa+qqKigiooKYozRt7/9bTpy5AitXr2avv3tbyMBkcMQkEIgqSuXXHfddYb7PProowhGASDn8ZaFctoeevU6vNThA0SUGi6AUn+5C132EEhWXfZERHPmzEGXPQBADvKixBW4D2WfIOtZlX0iIgxsBwBw2bZt2ygWi9G2bds8fV0vSlxBsCAghUAyK/tERFRYWEg7d+5Elz0AgEsYY7Ro0SLau3cvLVq0yLNSS36XngJ/ICCFwDIq+0RE1NvbS2vXrvXhqAAAhobm5mY6cOAAEREdOHCAmpubPXldv0tPgT8whhQCiWcMaVFREZ0+fdqwgDIAANjDGKNp06alAlIiopqaGtq3b5+rYziDUnoK5MAYUsh6PGNIz5w5Q5s3b/bwqAAAhob07KjKiywpCuMPXQhIIZDSx5Caue+++zCeCABAIsYYLV68WPdnixcvdrXNVUtPtbe3UzweT90DYrEYxeNxam9vp7a2NswfyEEISCGwysrK6MSJE6b7qMXxAQBADr3sqMqLLGlFRQXNnj2bTpw4kVoiuqOjg06cOEGzZ8/GKk05CgEpBFY0GqVHH33UdB8UxwcAkMcsO6pyO0uqHkf6THvMsM99CEghsBhjtHz5ctN9li1bhgYKAECSvr4+euutt0z3eeutt6ivr8/V40Ad0qEHASkEFk/DeOTIEdcbRgCAoSIUClFpaanpPiNHjnR9pj3qkA49WMseAkttGM3GkZaWlqL0BwCAJNFolHbv3u3revbpa9inS8+SYk373IM6pBBoXV1dlg0jBrgDAOQG1CHNLSLxGjKkEGgVFRVUUVHh92EAAIAHROqQYkJrbsEYUgAAAAgEtQ6pWoNUXYkvHA6napGiDmluQkAKAAAAgVFRUZGqQapmShVFSdUixTCt3ISAFAAAAALDaJZ9OBzGLPschoAUAAAAAkNbg1SlKApqkeYwBKQAAAAQCGp2VB07qhUKhZAlzVEISAEAACAQrGbZM8YokUhQf3+/x0cGbkNACgAAAIGgzrJvb2+nhoYG3X0effRRzLLPQQhIAQAAIDAqKipo1qxZtGbNGt3lQ1euXIku+xyEgBQAAAACxWhiU/ryoZBbEJACAABAYFhNbEL5p9yEgBQAAAACQ2T5UMgdWMseAAAAAkOd2PTee+8REdHOnTvpkUceodtuu43mzp1LRETjxo3DxKYcE2JZmPM+deoUlZSUUHd3NxUXF/t9OAAAAOACxhjNnTuX2traaM6cObRz504KhUJ+HxZwEonX0GUPAAAAgaRObiIiTGbKcQhIAQAAIHC0a9pHIhFMZsphCEgBAAAgcLSln1DyKbchIIWssm3bNorFYrRt2za/DwUAAFyizY6qkCXNXQhIIWswxmjJkiW0d+9eWrJkCRokAIAchcL4Qw8CUsgaGNwOAJD7UBh/aEJAClkBg9sBAIYGFMYfmhCQQlbA4HYAgKFBLYzf3t5ODQ0NGT9raGig9vZ2amtrQ2H8HIPC+BB4amHk3bt3Z4wnikQiNHv2bBRKBgDIQdq2H21+9kFhfMgpGNwOADD0oGdsaHE9IH3wwQcpFArR9773vdS/9fb20qJFi2j06NE0fPhwuuaaa+jYsWNuHwpkIQxuBwAYeozKPhER3X333Wjzc5CrAWlbWxs99dRTNGPGjIx///73v08bN26kX/ziF/Tyyy/Tu+++S1/60pfcPBTIUhjcDgAw9Bj1jBERxeNxZElzUJ5bf/ijjz6ia6+9lv7rv/6Lli9fnvr37u5u+ulPf0rPP/88fepTnyIiotWrV1NtbS3t2LGDPvGJT7h1SJCF1MHt7733nuE+48aNw+B2AIAckd4zZpSMuPvuu+mKK67AWNIc4lpAumjRIvrMZz5D8+fPzwhI29vb6ezZszR//vzUv02bNo0qKyuptbVVNyDt6+ujvr6+1P+fOnXKrcOGAKqoqKCKigq/DwMAADxg1TNGRHT48GHq7+9HMiKHuNJl/7Of/Yx2795NDzzwwKCfHT16lAoKCqi0tDTj38vKyujo0aO6f++BBx6gkpKS1IbgBAAAIDepPWPxeJxisdigOQThcJgqKyupoKDApyMEN0gPSLu6umjx4sX03HPPUWFhoZS/eeedd1J3d3dq6+rqkvJ3AQAAIHgqKiroxIkT1NHRMShTqigKvfbaaxhHmmOkB6Tt7e10/Phxmj17NuXl5VFeXh69/PLLtHLlSsrLy6OysjLq7++nkydPZvzesWPHqLy8XPdvRqNRKi4uztgAAAAgN6HCytAjfQzpvHnz6I033sj4txtvvJGmTZtGd9xxB1VUVFB+fj699NJLdM011xAR0f79+ymRSNCll14q+3AAAAAgy4hUWME40twgPSAdMWIEXXzxxRn/dsEFF9Do0aNT//71r3+dbrnlFho1ahQVFxfTTTfdRJdeeilm2AMAAEBGhRXGGF1//fXU0dFBsViM1qxZQ6FQCBVWcoxrs+zNPP744xQOh+maa66hvr4+uvLKK2nVqlV+HAoAAAAEkFphpbm5mTo6OoiIqKOjg06cOEFXXnmlz0cHsmEtewAAAAgkrGef3bCWPQAAAGQ9rGc/dCAgBQAAgMAxWs8+Eolghn0OQkAKAAAAgWO0nj2ypLkJASkAAAAECuqQDj0ISAEAACBQROqQQm7wpewTAAAAgBHUIR16kCEFAACAwKmoqKDZs2en1rQnOl+HdPbs2TRx4kSfjxBkQkAKAAAAgaSdaY8Z9rkLASkAAAAEEuqQDh0ISAEAACBwjOqQYoZ9bkJACgAAAIFjVIdUURRkSXMQAlIAAAAIFKs6pKFQCFnSHIOAFAAAAALFqg4pY4wSiQTqkOYQBKQAAAAQKGod0vb2dmpoaNDd59FHH0Ud0hyCgBQAAAACp6KigmbNmkVr1qwZNLEpEonQypUraevWrRSLxWjbtm0+HSXIEmJZOADj1KlTVFJSQt3d3VRcXOz34QAAAIALmpub6aqrrjL8eU1NDR04cIDmzJlDO3fupFAo5OHRgRWReA0ZUgAAAAgcnolNBw4cICLCrPscgIAUAAAAAodnYpMKKzhlPwSkAAAAEDhmE5sWLlyY8f9YwSn7YQwpAAAABBZjjObOnUu7d++mZDJJ4XCYCgsL6cyZMxn7RSIRmj17NsaSBgjGkAIAAEBO0K7YpCjKoGCUCFnSbIeAFAAAAALJaD17I1jnPnshIAUAAIBAMlrP3oiiKNTV1YUVnLIQAlIAAAAIHKuyT3oaGhqora0NKzhlIQSkAAAAEDhWZZ/0rFy5kiZMmODiUYFbEJACAABA4Khln+LxOMViMa6Z8wcPHqTm5mYPjg5kQ0AKAAAAgVRRUUEnTpygjo4O7olKd911FyY1ZSEEpAAAABBIorPsiYiOHDmCSU1ZKM/vAwAAAADQo86yF1FaWkoFBQUuHRG4BRlSAAAACBw7s+yJiBKJBPX19bl0VOAWBKQAAAAQOHZm2ROdW7Hpd7/7nTsHBa5BQAoAAACBo86yb29vp/b2dvrOd77D/buLFy/GxKYsE2JZ+I2dOnWKSkpKqLu7m4qLi/0+HAAAAHCRoig0fPhw6unp4f6dpqYmuuqqq1w8KrAiEq8hQwoAAACB1tjYKBSMEhHdfffdyJJmEQSkAAAAEFiMMVq2bBlXYfx07e3t1NLS4tJRgWwISAEAACCw1NJPotnOcDhMS5cuRZY0SyAgBQAAgECyW/qJ6Ny4066uLhTJzxIISAEAACCQ1OyoaOmn2tpaisfj1NbWRtFo1KWjA5mwUhMAAAAETnp2VDQg/fOf/0wXX3wxgtEsggwpAAAABI7dwvhERCNHjsTyoVkGASkAAAAETnph/Mcee0zod7F8aPZBQAoAAACBVFFRQbNmzaLnn39e6PewfGj2QUAKAAAAgdXS0kLxeFz4926++WaUfMoiCEgBAAAgkBhjdPfdd9v63YMHD1Jzc7PkIwK3ICAFAACAQFInNtmF5UOzBwJSAAAACKRoNErxeJw2bdpEVVVVwsuHojB+9kAdUgAAAAisiooK6ujooCNHjgz62be//W2aMGGC7u9NmjSJ/u7v/g61SLMEAlIAAAAILLVAfiQSoWQymfr3SCRC7e3ttGrVKuHMKQQPuuwBAAAgsNTlQ9ODUaJzpZ3a2tqopaXFpyMDmRCQAgAAQCClLx+qJxwO09KlSzFxKQcgIAUAAIBAslo+VFEUTFzKEQhIAQAAIJDU5UPj8TjFYrFUpjQcDlMsFqN4PE5tbW2YuJQDEJACAABAYFVUVNCJEyeoo6MjlSlVFIU6OjroxIkTNHHiRJ+PEGRAQAoAAACBlT7LXguF73MHAlIAAAAILKNZ9kRE8Xgcs+xzBAJSAAAACCSrWfZEyJLmCgSkAAAAEEhWs+yJiA4fPoxZ9jkAASkAAAAEktEse1U4HKbKykoqKCjw6QhBFgSkAAAAEFh6s+xViqLQa6+9hnGkOQABKQAAAAQWVmsaGhCQAgAAQGBhtaahAQEpAAAABFY0GqVdu3YZjiGNxWK0a9curNaU5RCQAgAAQKDt3bvXcAxpR0cHdXR0+HRkIAsCUgAAAAgsjCEdGhCQAgAAQGBhDOnQkOf3AQAAAAAYUWuRvvfee4b7jBs3DmNIsxwCUgAAAAi0iooKqqio8PswwEXosgcAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISCFrLJt2zaKxWK0bds2vw8FAAAAJEFAClmDMUZLliyhvXv30pIlS4gx5vchAQAAgAQISCFrtLS0UFtbGxERtbW1UUtLi89HBAAAADIgIIWswBijpUuXUiQSISKiSCRCS5cuRZYUAAAgByAghaygZkeTySQRESWTSWRJAQAAcgQCUgg8bXZUhSwpAABAbkBACoGnzY6qkCUFAADIDQhIIdDU7Gg4rH+qhsNhZEkBAACyHAJSCLT+/n5KJBKkKIruzxVFoa6uLurv7/f4yAAAAEAWBKQQaNFolNra2qi9vZ0aGhoyftbQ0EDt7e3U1tZG0WjUpyMEAAAAp0IsC/s6T506RSUlJdTd3U3FxcV+Hw54gDFGc+fOpd27d1MymaRIJEKzZ8+mnTt3UigU8vvwAAAAQEMkXpOeIX3ggQdozpw5NGLECBo3bhx98YtfpP3792fs09vbS4sWLaLRo0fT8OHD6ZprrqFjx47JPhTIISj7BAAAkLukB6Qvv/wyLVq0iHbs2EFbt26ls2fP0hVXXEF/+ctfUvt8//vfp40bN9IvfvELevnll+ndd9+lL33pS7IPBXIEyj4BAADkNte77N977z0aN24cvfzyy3T55ZdTd3c3jR07lp5//nn6h3/4ByIi2rdvH9XW1lJrayt94hOfGPQ3+vr6qK+vL/X/p06dooqKCnTZDxHNzc101VVXGf58y5YtdOWVV3p4RAAAAGDF1y57re7ubiIiGjVqFBERtbe309mzZ2n+/PmpfaZNm0aVlZXU2tqq+zceeOABKikpSW0VFRVuHzYEBMo+AQAA5D5XA1JFUeh73/se/fVf/zVdfPHFRER09OhRKigooNLS0ox9y8rK6OjRo7p/584776Tu7u7U1tXV5eZhQ4Cg7BMAAEDuy3Pzjy9atIjefPNN+uMf/+jo70SjUZT1GaLUsk/vvfee4T7jxo3D+QEAAJDFXAtIv/vd79KmTZvo97//PU2cODH17+Xl5dTf308nT57MyJIeO3aMysvL3TocyGIVFRUYpgEAAJDDpHfZM8bou9/9Lv3qV7+i3/zmN1RVVZXx87q6OsrPz6eXXnop9W/79++nRCJBl156qezDAQAAAICAk54hXbRoET3//PO0fv16GjFiRGpcaElJCQ0bNoxKSkro61//Ot1yyy00atQoKi4upptuuokuvfRS3Rn2AAAAAJDbpJd9Mlo1Z/Xq1XTDDTcQ0bnC+P/6r/9KL7zwAvX19dGVV15Jq1at4u6yx0pNAAAAAMEmEq9h6VAAAAAAkC5QdUgBAAAAAMwgIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABf5fl9AFnjL38x/lkkQlRYyLdvOEw0bJi9fc+cIWJMf99QiKioyN6+PT1EimJ8HBdcYG/f3l6iZFLOvkVF546biKivj2hgQM6+w4ad+5yJiPr7ic6elbNvYeG580J037Nnz+1vJBolyssT33dg4NxnYaSggCg/X3zfZPLcd2ckP//c/qL7Ksq5c03Gvnl55z4LonPXxJkzcvYVue7RRujvizZCfF+0Eef+G22EvX3PnMm8toOEZaHu7m5GRKy7u9u7Fz136ulvn/505r5FRcb7fvKTmfuOGWO8b3195r6TJhnvG4tl7huLGe87aVLmvvX1xvuOGZO57yc/abxvUVHmvp/+tPnnlu4f/sF8348+Or/vggXm+x4/fn7fhQvN9z1y5Py+t95qvu+bb57f9957zffdtev8vg8/bL7vb397ft+f/MR8302bzu+7erX5vj//+fl9f/5z831Xrz6/76ZN5vv+5Cfn9/3tb833ffjh8/vu2mW+7733nt/3zTfN97311vP7Hjlivu/Chef3PX7cfN8FC87v+9FH5vv+wz+wDGb7oo04t6GNOL+hjTi3oY04t3nZRnhIJF5Dlz0AAAAA+CrEGGN+H4SoU6dOUUlJCXV3d1NxcbE3LxqUVLvR14XuOHv7ojvuHHTHie8b1O44tBFoI9BGoI0w2tfjLnuReA0BKQAAAABIJxKvocseAAAAAHyFgBQAAAAAfIWAFAAAAAB8hYAUAAAAAHyFgBQAAAAAfIWAFAAAAAB8hYAUAAAAAHyFgBQAAAAAfOVbQPrkk0/S5MmTqbCwkObOnUu7du3y61AAAAAAwEe+BKT//d//Tbfccgvde++9tHv3bpo5cyZdeeWVdPz4cT8OBwAAAAB85EtA+thjj9E3v/lNuvHGGykWi9F//Md/UFFRET399NN+HA4AAAAA+MjzgLS/v5/a29tp/vz55w8iHKb58+dTa2ur7u/09fXRqVOnMjYAAAAAyA2eB6QnTpygZDJJZWVlGf9eVlZGR48e1f2dBx54gEpKSlJbRUWFF4cKAAAAAB7Iiln2d955J3V3d6e2rq4uvw8JAAAAACTJ8/oFx4wZQ5FIhI4dO5bx78eOHaPy8nLd34lGoxSNRr04PAAAAADwmOcZ0oKCAqqrq6OXXnop9W+KotBLL71El156qdeHAwAAAAA+8zxDSkR0yy230IIFC6i+vp4uueQS+rd/+zf6y1/+QjfeeKMfhwMAAAAAPvIlIP3Hf/xHeu+99+iee+6ho0eP0sc//nHasmXLoIlOAAAAAJD7Qowx5vdBiDp16hSVlJRQd3c3FRcX+304AAAAAKAhEq9lxSx7AAAAAMhdCEgBAAAAwFcISAEAAADAVwhIAQAAAMBXCEgBAAAAwFcISAEAAADAV77UIc1Kf/mL8c8iEaLCQr59w2GiYcPs7XvmDJFRla5QiKioyN6+PT1EimJ8HBdcYG/f3l6iZFLOvkVF546biKivj2hgQM6+w4ad+5yJiPr7ic6elbNvYeG580J037Nnz+1vJBolyssT33dg4NxnYaSggCg/X3zfZPLcd2ckP//c/qL7Ksq5c03Gvnl55z4LonPXxJkzcvYVue7RRujvizZCfF+0Eef+G22EvX3PnMm8toOEZaHu7m5GRKy7u9u7Fz136ulvn/505r5FRcb7fvKTmfuOGWO8b3195r6TJhnvG4tl7huLGe87aVLmvvX1xvuOGZO57yc/abxvUVHmvp/+tPnnlu4f/sF8348+Or/vggXm+x4/fn7fhQvN9z1y5Py+t95qvu+bb57f9957zffdtev8vg8/bL7vb397ft+f/MR8302bzu+7erX5vj//+fl9f/5z831Xrz6/76ZN5vv+5Cfn9/3tb833ffjh8/vu2mW+7733nt/3zTfN97311vP7Hjlivu/Chef3PX7cfN8FC87v+9FH5vv+wz+wDGb7oo04t6GNOL+hjTi3oY04t3nZRnhIJF5Dlz0AAAAA+AorNfEKSqrd6OtCd5y9fdEddw6648T3DWp3HNoItBFoI9BGGO3rcZe9SLyGgBQAAAAApMPSoQAAAACQNRCQAgAAAICvEJACAAAAgK8QkAIAAACArxCQAgAAAICvEJACAAAAgK8QkAIAAACArxCQAgAAAICvEJACAAAAgK8QkAIAAACArxCQAgAAAICvEJACAAAAgK8QkAIAAACArxCQAgAAAICvEJACAAAAgK8QkAIAAACArxCQAgAAAICvEJACAAAAgK8QkAIAAACArxCQAgAAAICvEJACAAAAgK8QkAIAAACArxCQAgAAAICvEJACAAAAgK/y/D4AOxhjRER06tQpn48EAAAAAPSocZoat5nJyoD09OnTRERUUVHh85EAAAAAgJnTp09TSUmJ6T4hxhO2BoyiKPTuu+/SiBEjKBQKuf56p06dooqKCurq6qLi4mLXXy+b4bPig8+JHz4rPvic+OGz4oPPiR8+K32MMTp9+jSNHz+ewmHzUaJZmSENh8M0ceJEz1+3uLgYJxonfFZ88Dnxw2fFB58TP3xWfPA58cNnNZhVZlSFSU0AAAAA4CsEpAAAAADgKwSkHKLRKN17770UjUb9PpTAw2fFB58TP3xWfPA58cNnxQefEz98Vs5l5aQmAAAAAMgdyJACAAAAgK8QkAIAAACArxCQAgAAAICvEJACAAAAgK8QkAIAAACArxCQcnjyySdp8uTJVFhYSHPnzqVdu3b5fUieeuCBB2jOnDk0YsQIGjduHH3xi1+k/fv3Z+zzf/7P/6FQKJSxffvb387YJ5FI0Gc+8xkqKiqicePG0W233UYDAwNevhVX/fCHPxz0GUybNi31897eXlq0aBGNHj2ahg8fTtdccw0dO3Ys42/k+mekmjx58qDPKhQK0aJFi4ho6J5Pv//97+lzn/scjR8/nkKhEP3617/O+DljjO655x668MILadiwYTR//nw6ePBgxj4ffPABXXvttVRcXEylpaX09a9/nT766KOMfV5//XX627/9WyosLKSKigp6+OGH3X5r0pl9VmfPnqU77riDpk+fThdccAGNHz+err/+enr33Xcz/obeefjggw9m7JPtn5XVOXXDDTcM+gyuuuqqjH1wTp2j12aFQiF65JFHUvsMhXPKNQxM/exnP2MFBQXs6aefZv/7v//LvvnNb7LS0lJ27Ngxvw/NM1deeSVbvXo1e/PNN9mrr77KPv3pT7PKykr20Ucfpfb55Cc/yb75zW+yP//5z6mtu7s79fOBgQF28cUXs/nz57M9e/awzZs3szFjxrA777zTj7fkinvvvZf91V/9VcZn8N5776V+/u1vf5tVVFSwl156icXjcfaJT3yCXXbZZamfD4XPSHX8+PGMz2nr1q2MiNhvf/tbxtjQPZ82b97M7rrrLvbLX/6SERH71a9+lfHzBx98kJWUlLBf//rX7LXXXmOf//znWVVVFevp6Untc9VVV7GZM2eyHTt2sD/84Q9s6tSp7Ktf/Wrq593d3aysrIxde+217M0332QvvPACGzZsGHvqqae8eptSmH1WJ0+eZPPnz2f//d//zfbt28daW1vZJZdcwurq6jL+xqRJk9h9992XcZ6lt2u58FlZnVMLFixgV111VcZn8MEHH2Tsg3PqnPTP6M9//jN7+umnWSgUYocPH07tMxTOKbcgILVwySWXsEWLFqX+P5lMsvHjx7MHHnjAx6Py1/HjxxkRsZdffjn1b5/85CfZ4sWLDX9n8+bNLBwOs6NHj6b+7d///d9ZcXEx6+vrc/NwPXPvvfeymTNn6v7s5MmTLD8/n/3iF79I/dvevXsZEbHW1lbG2ND4jIwsXryYTZkyhSmKwhjD+cQYG3RDVBSFlZeXs0ceeST1bydPnmTRaJS98MILjDHGOjo6GBGxtra21D5NTU0sFAqxP/3pT4wxxlatWsVGjhyZ8Tndcccd7KKLLnL5HblHL3jQ2rVrFyMi1tnZmfq3SZMmsccff9zwd3LtszIKSL/whS8Y/g7OKWNf+MIX2Kc+9amMfxtq55RM6LI30d/fT+3t7TR//vzUv4XDYZo/fz61trb6eGT+6u7uJiKiUaNGZfz7c889R2PGjKGLL76Y7rzzTjpz5kzqZ62trTR9+nQqKytL/duVV15Jp06dov/93//15sA9cPDgQRo/fjx97GMfo2uvvZYSiQQREbW3t9PZs2czzqVp06ZRZWVl6lwaKp+RVn9/P61bt46+9rWvUSgUSv07zqdMR44coaNHj2acQyUlJTR37tyMc6i0tJTq6+tT+8yfP5/C4TDt3Lkztc/ll19OBQUFqX2uvPJK2r9/P3344YcevRvvdXd3UygUotLS0ox/f/DBB2n06NE0a9YseuSRRzKGfQyVz+p3v/sdjRs3ji666CL6zne+Q++//37qZzin9B07dowaGxvp61//+qCf4ZyyJ8/vAwiyEydOUDKZzLjpERGVlZXRvn37fDoqfymKQt/73vfor//6r+niiy9O/fs//dM/0aRJk2j8+PH0+uuv0x133EH79++nX/7yl0REdPToUd3PUf1ZLpg7dy4988wzdNFFF9Gf//xn+tGPfkR/+7d/S2+++SYdPXqUCgoKBt0My8rKUu9/KHxGen7961/TyZMn6YYbbkj9G86nwdT3pfe+08+hcePGZfw8Ly+PRo0albFPVVXVoL+h/mzkyJGuHL+fent76Y477qCvfvWrVFxcnPr3m2++mWbPnk2jRo2i7du305133kl//vOf6bHHHiOiofFZXXXVVfSlL32Jqqqq6PDhw7RkyRK6+uqrqbW1lSKRCM4pA88++yyNGDGCvvSlL2X8O84p+xCQgpBFixbRm2++SX/84x8z/v1b3/pW6r+nT59OF154Ic2bN48OHz5MU6ZM8fowfXH11Ven/nvGjBk0d+5cmjRpEv385z+nYcOG+XhkwfbTn/6Urr76aho/fnzq33A+gSxnz56lr3zlK8QYo3//93/P+Nktt9yS+u8ZM2ZQQUEB/cu//As98MADQ2ZN8v/v//v/Uv89ffp0mjFjBk2ZMoV+97vf0bx583w8smB7+umn6dprr6XCwsKMf8c5ZR+67E2MGTOGIpHIoJnQx44do/Lycp+Oyj/f/e53adOmTfTb3/6WJk6caLrv3LlziYjo0KFDRERUXl6u+zmqP8tFpaWlVFNTQ4cOHaLy8nLq7++nkydPZuyTfi4Nxc+os7OTtm3bRt/4xjdM98P5dP59mbVH5eXldPz48YyfDwwM0AcffDAkzzM1GO3s7KStW7dmZEf1zJ07lwYGBujtt98moqH1Wak+9rGP0ZgxYzKuNZxTmf7whz/Q/v37LdstIpxTIhCQmigoKKC6ujp66aWXUv+mKAq99NJLdOmll/p4ZN5ijNF3v/td+tWvfkW/+c1vBnU36Hn11VeJiOjCCy8kIqJLL72U3njjjYyGTb1BxGIxV47bbx999BEdPnyYLrzwQqqrq6P8/PyMc2n//v2USCRS59JQ/IxWr15N48aNo8985jOm++F8IqqqqqLy8vKMc+jUqVO0c+fOjHPo5MmT1N7entrnN7/5DSmKkgrqL730Uvr9739PZ8+eTe2zdetWuuiii3Kqu1ANRg8ePEjbtm2j0aNHW/7Oq6++SuFwONVFPVQ+q3TvvPMOvf/++xnXGs6pTD/96U+prq6OZs6cabkvzikBfs+qCrqf/exnLBqNsmeeeYZ1dHSwb33rW6y0tDRjdm+u+853vsNKSkrY7373u4xSFmfOnGGMMXbo0CF23333sXg8zo4cOcLWr1/PPvaxj7HLL7889TfUMj1XXHEFe/XVV9mWLVvY2LFjs75MT7p//dd/Zb/73e/YkSNH2CuvvMLmz5/PxowZw44fP84YO1f2qbKykv3mN79h8XicXXrppezSSy9N/f5Q+IzSJZNJVllZye64446Mfx/K59Pp06fZnj172J49exgRsccee4zt2bMnNTP8wQcfZKWlpWz9+vXs9ddfZ1/4whd0yz7NmjWL7dy5k/3xj39k1dXVGSV6Tp48ycrKyth1113H3nzzTfazn/2MFRUVZV3ZGbPPqr+/n33+859nEydOZK+++mpGu6XObt6+fTt7/PHH2auvvsoOHz7M1q1bx8aOHcuuv/761Gvkwmdl9jmdPn2a3Xrrray1tZUdOXKEbdu2jc2ePZtVV1ez3t7e1N/AOXW+MkN3dzcrKipi//7v/z7o94fKOeUWBKQcGhoaWGVlJSsoKGCXXHIJ27Fjh9+H5Cki0t1Wr17NGGMskUiwyy+/nI0aNYpFo1E2depUdtttt2XUjWSMsbfffptdffXVbNiwYWzMmDHsX//1X9nZs2d9eEfu+Md//Ed24YUXsoKCAjZhwgT2j//4j+zQoUOpn/f09LCFCxeykSNHsqKiIvZ//+//ZX/+858z/kauf0bpmpubGRGx/fv3Z/z7UD6ffvvb3+peawsWLGCMnSv9tHTpUlZWVsai0SibN2/eoM/v/fffZ1/96lfZ8OHDWXFxMbvxxhvZ6dOnM/Z57bXX2N/8zd+waDTKJkyYwB588EGv3qI0Zp/VkSNHDNsttdZte3s7mzt3LispKWGFhYWstraWrVixIiMQYyz7Pyuzz+nMmTPsiiuuYGPHjmX5+fls0qRJ7Jvf/OaghAvOqQWpfZ566ik2bNgwdvLkyUG/P1TOKbeEGGPM1RQsAAAAAIAJjCEFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAXyEgBQAAAABfISAFAAAAAF8hIAUAAAAAX/3/0GNQG4p3vcMAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = len(c['temperature'].values)\n", + "plt.figure(figsize=(8,8))\n", + "plt.plot(c['temperature'].values,'k^')\n", + "plt.plot([0,n],[3,3],'r--')\n", + "plt.plot([0,n],[-3,-3],'r--')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}