{ "metadata": { "name": "", "signature": "sha256:239456687a244ac88cbca278abd216a6ecb16bf0f754b7b9283117213bd9a4c7" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#Prediction Using Different Machine Learning Methods\n", "\n", "##Linear Regression\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we'll train a Linear Regression model for predicting building energy consumption based on historical enregy data, several weather variables, hour of the day, day of the week, weekends and holidays. \n", "\n", "To do this, we'll fit the model to daily and hourly energy and weather data from 2012-01-01 to 2014-10-31. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "# special IPython command to prepare the notebook for matplotlib\n", "%matplotlib inline \n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "pd.options.display.mpl_style = 'default'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 251 }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.linear_model import LinearRegression\n", "dailyElectricity = pd.read_excel('Data/dailyElectricityWithFeatures.xlsx')\n", "dailyElectricity = dailyElectricity.drop('startDay', 1).drop('endDay', 1)\n", "\n", "dailyChilledWater = pd.read_excel('Data/dailyChilledWaterWithFeatures.xlsx')\n", "dailyChilledWater = dailyChilledWater.drop('startDay', 1).drop('endDay', 1)\n", "\n", "dailySteam = pd.read_excel('Data/dailySteamWithFeatures.xlsx')\n", "dailySteam = dailySteam.drop('startDay', 1).drop('endDay', 1)\n", "\n", "hourlyElectricity = pd.read_excel('Data/hourlyElectricityWithFeatures.xlsx')\n", "hourlyElectricity = hourlyElectricity.drop('startTime', 1).drop('endTime', 1)\n", "\n", "hourlyChilledWater = pd.read_excel('Data/hourlyChilledWaterWithFeatures.xlsx')\n", "hourlyChilledWater = hourlyChilledWater.drop('startTime', 1).drop('endTime', 1)\n", "\n", "hourlySteam = pd.read_excel('Data/hourlySteamWithFeatures.xlsx')\n", "hourlySteam = hourlySteam.drop('startTime', 1).drop('endTime', 1)\n", "\n", "#display a dataframe\n", "dailyElectricity.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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electricity-kWhRH-%T-CTdew-Cpressure-mbarsolarRadiation-W/m2windDirectionwindSpeed-m/shumidityRatio-kg/kgcoolingDegreesheatingDegreesdehumidificationoccupancy
2012-01-01 2800.244977 76.652174 7.173913 3.073913 1004.956522 95.260870 236.086957 4.118361 0.004796 0.086957 7.826087 0 0.0
2012-01-02 3168.974047 55.958333 5.833333 -2.937500 994.625000 87.333333 253.750000 5.914357 0.003415 0.000000 9.166667 0 0.3
2012-01-03 5194.533376 42.500000-3.208333-12.975000 1002.125000 95.708333 302.916667 6.250005 0.001327 0.000000 18.208333 0 0.3
2012-01-04 5354.861935 41.541667-7.083333-16.958333 1008.250000 98.750000 286.666667 5.127319 0.000890 0.000000 22.083333 0 0.3
2012-01-05 5496.223993 46.916667-0.583333 -9.866667 1002.041667 90.750000 258.333333 5.162041 0.001746 0.000000 15.583333 0 0.3
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 252, "text": [ " electricity-kWh RH-% T-C Tdew-C pressure-mbar \\\n", "2012-01-01 2800.244977 76.652174 7.173913 3.073913 1004.956522 \n", "2012-01-02 3168.974047 55.958333 5.833333 -2.937500 994.625000 \n", "2012-01-03 5194.533376 42.500000 -3.208333 -12.975000 1002.125000 \n", "2012-01-04 5354.861935 41.541667 -7.083333 -16.958333 1008.250000 \n", "2012-01-05 5496.223993 46.916667 -0.583333 -9.866667 1002.041667 \n", "\n", " solarRadiation-W/m2 windDirection windSpeed-m/s \\\n", "2012-01-01 95.260870 236.086957 4.118361 \n", "2012-01-02 87.333333 253.750000 5.914357 \n", "2012-01-03 95.708333 302.916667 6.250005 \n", "2012-01-04 98.750000 286.666667 5.127319 \n", "2012-01-05 90.750000 258.333333 5.162041 \n", "\n", " humidityRatio-kg/kg coolingDegrees heatingDegrees \\\n", "2012-01-01 0.004796 0.086957 7.826087 \n", "2012-01-02 0.003415 0.000000 9.166667 \n", "2012-01-03 0.001327 0.000000 18.208333 \n", "2012-01-04 0.000890 0.000000 22.083333 \n", "2012-01-05 0.001746 0.000000 15.583333 \n", "\n", " dehumidification occupancy \n", "2012-01-01 0 0.0 \n", "2012-01-02 0 0.3 \n", "2012-01-03 0 0.3 \n", "2012-01-04 0 0.3 \n", "2012-01-05 0 0.3 " ] } ], "prompt_number": 252 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Daily Predictions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adding new features to the dataframe: weekday, day of the year and week of the year." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def addDailyTimeFeatures(df):\n", " df['weekday'] = df.index.weekday\n", " df['day'] = df.index.dayofyear\n", " df['week'] = df.index.weekofyear\n", " return df\n", " \n", "dailyElectricity = addDailyTimeFeatures(dailyElectricity)\n", "dailyChilledWater = addDailyTimeFeatures(dailyChilledWater)\n", "dailySteam = addDailyTimeFeatures(dailySteam)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 253 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Daily Electricity Prediction" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df_elect = dailyElectricity[['weekday', 'day', 'week', 'occupancy', 'electricity-kWh']]\n", "\n", "elect_train = pd.DataFrame(data=df_elect, index=np.arange('2012-01', '2013-07', dtype='datetime64[D]')).dropna()\n", "elect_test = pd.DataFrame(data=df_elect, index=np.arange('2013-07', '2014-11', dtype='datetime64[D]')).dropna()\n", "\n", "XX_elect_train = elect_train.drop('electricity-kWh', axis = 1).reset_index().drop('index', axis = 1)\n", "XX_elect_test = elect_test.drop('electricity-kWh', axis = 1).reset_index().drop('index', axis = 1)\n", "\n", "YY_elect_train = elect_train['electricity-kWh']\n", "YY_elect_test = elect_test['electricity-kWh']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 254 }, { "cell_type": "code", "collapsed": false, "input": [ "lr_elect = LinearRegression()\n", "lr_elect.fit(XX_elect_train,YY_elect_train)\n", "\n", "y_lr = lr_elect.predict(XX_elect_test)\n", "\n", "print \"The test score R2: \", lr_elect.score(XX_elect_test, YY_elect_test)\n", "\n", "print \"The Linear Regression coefficients are\"\n", "pd.DataFrame(zip(XX_elect_train.columns, lr_elect.coef_), columns = ['elect_features', 'linearRegr_Coefficients'])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The test score R2: 0.608937488563\n", "The Linear Regression coefficients are\n" ] }, { "html": [ "
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elect_featureslinearRegr_Coefficients
0 weekday -125.392163
1 day 0.550121
2 week -11.553215
3 occupancy 2830.298384
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 255, "text": [ " elect_features linearRegr_Coefficients\n", "0 weekday -125.392163\n", "1 day 0.550121\n", "2 week -11.553215\n", "3 occupancy 2830.298384" ] } ], "prompt_number": 255 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot observed and Predicted electricity value \n", "fig = plt.figure(figsize=(15,7))\n", "plt.scatter(XX_elect_test.index, YY_elect_test, label='Observed', color='k')\n", "plt.plot(XX_elect_test.index, y_lr, label='Predicted', color='g')\n", "plt.legend(loc='upper right')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 256, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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CgzsiIiIiIqJKgHPuiIiIiIiIKgjOuSMiIiIiIqriGNyRx+LYdVKKbYXcwfZCSrGtkDvY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\nocMisjgh3iE4fPWw0GEQUSP46aefMG/ePE1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"text": [ "" ] } ], "prompt_number": 256 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot Observed vs. Linear Regression predicted usage.\n", "fig = plt.figure(figsize=(6,6))\n", "plt.plot(YY_elect_test, YY_elect_test, c='k')\n", "plt.scatter(YY_elect_test, y_lr, c='g')\n", "plt.xlabel('Observed Elec. Usage (kWh)')\n", "plt.ylabel(\"Predicted Elec. Usage (kWh): $\\hat{Y}_i$\")\n", "plt.title(\"Energy vs Predicted Elec.: $Y_i$ vs $\\hat{Y}_i$\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 257, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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/2PB4UMggVj+62mj7J7JOGH4uqSghsziz0RcbKR8/5lL75ZoFQWhUclW5qCvU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"text": [ "" ] } ], "prompt_number": 257 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Daily Chilled Water Prediction" ] }, { "cell_type": "code", "collapsed": false, "input": [ "chilledw_train = pd.DataFrame(data=dailyChilledWater, index=np.arange('2012-01', '2013-07', dtype='datetime64[D]')).dropna()\n", "chilledw_test = pd.DataFrame(data=dailyChilledWater, index=np.arange('2013-07', '2014-11', dtype='datetime64[D]')).dropna()\n", "\n", "XX_chilledw_train = chilledw_train.drop('chilledWater-TonDays', axis = 1).reset_index().drop('index', axis = 1)\n", "XX_chilledw_test = chilledw_test.drop('chilledWater-TonDays', axis = 1).reset_index().drop('index', axis = 1)\n", "\n", "YY_chilledw_train = chilledw_train['chilledWater-TonDays']\n", "YY_chilledw_test = chilledw_test['chilledWater-TonDays']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 258 }, { "cell_type": "code", "collapsed": false, "input": [ "lr_chilledw = LinearRegression()\n", "lr_chilledw.fit(XX_chilledw_train,YY_chilledw_train)\n", "\n", "print \"The test score R2: \", lr_chilledw.score(XX_chilledw_test, YY_chilledw_test)\n", "\n", "print \"The Linear Regression coefficients are\"\n", "pd.DataFrame(zip(XX_chilledw_train.columns, lr_chilledw.coef_), columns = ['chilledw_features', 'linearRegr_Coefficients'])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The test score R2: 0.830709188732\n", "The Linear Regression coefficients are\n" ] }, { "html": [ "
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chilledw_featureslinearRegr_Coefficients
0 RH-% 0.464299
1 T-C 6.062113
2 Tdew-C -2.486768
3 pressure-mbar -0.095268
4 solarRadiation-W/m2 0.042885
5 windDirection -0.025036
6 windSpeed-m/s -1.166902
7 humidityRatio-kg/kg 1673.166705
8 coolingDegrees 2.853128
9 heatingDegrees 4.421394
10 dehumidification 2999.125771
11 occupancy 0.571356
12 weekday -2.461900
13 day -0.010718
14 week 0.122757
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 259, "text": [ " chilledw_features linearRegr_Coefficients\n", "0 RH-% 0.464299\n", "1 T-C 6.062113\n", "2 Tdew-C -2.486768\n", "3 pressure-mbar -0.095268\n", "4 solarRadiation-W/m2 0.042885\n", "5 windDirection -0.025036\n", "6 windSpeed-m/s -1.166902\n", "7 humidityRatio-kg/kg 1673.166705\n", "8 coolingDegrees 2.853128\n", "9 heatingDegrees 4.421394\n", "10 dehumidification 2999.125771\n", "11 occupancy 0.571356\n", "12 weekday -2.461900\n", "13 day -0.010718\n", "14 week 0.122757" ] } ], "prompt_number": 259 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot observed and predicted electricity value \n", "y_lr = lr_chilledw.predict(XX_chilledw_test)\n", "fig = plt.figure(figsize=(15,7))\n", "plt.scatter(XX_chilledw_test.index, YY_chilledw_test, label='Observed', color='k')\n", "plt.plot(XX_chilledw_test.index, y_lr, label='Predicted', color='r')\n", "plt.legend(loc='upper right')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 260, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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iIiIizUz7xImIiIiIiLQRSuIk5mkuglilWJFIKF7EKsWKRELxIs1BSZyIiIiIiEgc0Zw4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TPeJuPII4/E63bTHqWI+8Vup0+fPobbyq1bxyVVhfr1w7Z0KZY1a3C+/DLu++7D9eyzSSUtqgnY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\npH2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"text": [ "" ] } ], "prompt_number": 260 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot observed vs. Predicted usage.\n", "fig = plt.figure(figsize=(6,6))\n", "plt.plot(YY_chilledw_test, YY_chilledw_test, c='k')\n", "plt.scatter(YY_chilledw_test, y_lr, c='r')\n", "plt.xlabel('Observed Chilled Water Usage (TonDays)')\n", "plt.ylabel(\"Predicted Chilled Water Usage (TonDays): $\\hat{Y}_i$\")\n", "plt.title(\"Observed vs Predicted Chilled Water: $Y_i$ vs $\\hat{Y}_i$\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 261, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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zfF2nTh3fRCeEEKJC82qe0K5duzAYDLRt27Y0YioxmSckhBCeC8h5Qqqqsm/fPrdzHTt2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\n6A8ehOxsMJkc2zQA9hUQXApQ2qxZKB9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GMmgQBAW5DUBo3749P8+YgWXqVLRatch8+WWo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"text": [ "" ] } ], "prompt_number": 261 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Daily Steam Prediction" ] }, { "cell_type": "code", "collapsed": false, "input": [ "steam_train = pd.DataFrame(data=dailySteam, index=np.arange('2012-01', '2013-07', dtype='datetime64[D]')).dropna()\n", "steam_test = pd.DataFrame(data=dailySteam, index=np.arange('2013-07', '2014-11', dtype='datetime64[D]')).dropna()\n", "\n", "XX_steam_train = steam_train.drop('steam-LBS', axis = 1).reset_index().drop('index', axis = 1)\n", "XX_steam_test = steam_test.drop('steam-LBS', axis = 1).reset_index().drop('index', axis = 1)\n", "\n", "YY_steam_train = steam_train['steam-LBS']\n", "YY_steam_test = steam_test['steam-LBS']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 262 }, { "cell_type": "code", "collapsed": false, "input": [ "lr_steam = LinearRegression()\n", "lr_steam.fit(XX_steam_train,YY_steam_train)\n", "\n", "print \"The test score R2: \", lr_steam.score(XX_steam_test, YY_steam_test)\n", "\n", "print \"The Linear Regression coefficients are\"\n", "pd.DataFrame(zip(XX_steam_train.columns, lr_steam.coef_), columns = ['steam_features', 'linearRegr_Coefficients'])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The test score R2: 0.942276415896\n", "The Linear Regression coefficients are\n" ] }, { "html": [ "
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steam_featureslinearRegr_Coefficients
0 RH-% 66.535470
1 T-C 458.096751
2 Tdew-C -951.521615
3 pressure-mbar -30.891470
4 solarRadiation-W/m2 -18.446292
5 windDirection -7.828922
6 windSpeed-m/s 251.824413
7 humidityRatio-kg/kg 857001.445663
8 coolingDegrees -99.989152
9 heatingDegrees 1794.351286
10 dehumidification-482120.622688
11 occupancy 3150.501909
12 weekday -531.583401
13 day -1.499061
14 week -43.000664
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 263, "text": [ " steam_features linearRegr_Coefficients\n", "0 RH-% 66.535470\n", "1 T-C 458.096751\n", "2 Tdew-C -951.521615\n", "3 pressure-mbar -30.891470\n", "4 solarRadiation-W/m2 -18.446292\n", "5 windDirection -7.828922\n", "6 windSpeed-m/s 251.824413\n", "7 humidityRatio-kg/kg 857001.445663\n", "8 coolingDegrees -99.989152\n", "9 heatingDegrees 1794.351286\n", "10 dehumidification -482120.622688\n", "11 occupancy 3150.501909\n", "12 weekday -531.583401\n", "13 day -1.499061\n", "14 week -43.000664" ] } ], "prompt_number": 263 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot observed and predicted electricity value \n", "y_lr = lr_steam.predict(XX_steam_test)\n", "fig = plt.figure(figsize=(15,7))\n", "plt.scatter(XX_steam_test.index, YY_steam_test, label='Observed', color='k')\n", "plt.plot(XX_steam_test.index, y_lr, label='Predicted', color='g')\n", "plt.legend(loc='upper right')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 264, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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yZMgQVNU/pmEYrFy5kj//+c8N/ARCCCFEMAkGRcKQ2nsRKZkr8bdlyxamTZvG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\nmkezv5mgFsQqW9Pa5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Fq16kifVp9BBIMCgUCQRfyan2mTp3HKKadgtVqZeeJMrrr2KqbM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\neiE779qJQXV47SUeXvgwP7z/A5XLK+Fa4G8IE2nLlmG1Wg9r3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1Gr1Sxfvpy33nrriB1H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\nf/99n8+nmJGRffTRRz6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"text": [ "" ] } ], "prompt_number": 264 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot actual vs. Predicted usage.\n", "fig = plt.figure(figsize=(6,6))\n", "plt.plot(YY_steam_test, YY_steam_test, c='k')\n", "plt.scatter(YY_steam_test, y_lr, c='g')\n", "plt.xlabel('Observed Steam Usage (LBS)')\n", "plt.ylabel(\"Predicted Steam Usage (LBS): $\\hat{Y}_i$\")\n", "plt.title(\"Observed vs Predicted Steam: $Y_i$ vs $\\hat{Y}_i$\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 265, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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VkFqQysfHP+bc+XOVtovKiqJD9w5ER0ez6pdV1Z5Jnb91nqd+e4rwhHAWhS/in6R/GvtX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\nNiwZvIQ3Qt7g2eBnWTNhDVfSrvDB3x9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gsii6FnZXXUXFtcCjlF0EBcvq2lZdV2VBQSCh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"text": [ "" ] } ], "prompt_number": 265 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Hourly Prediction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adding new features to the dataframe: hour, weekday, day of the year and week of the year." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def addHourlyTimeFeatures(df):\n", " df['hour'] = df.index.hour\n", " df['weekday'] = df.index.weekday\n", " df['day'] = df.index.dayofyear\n", " df['week'] = df.index.weekofyear \n", " return df\n", "\n", "hourlyElectricity = addHourlyTimeFeatures(hourlyElectricity)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 266 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Hourly Electricity Prediction" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df_hourlyelect = hourlyElectricity[['hour', 'weekday', 'day', 'week', 'cosHour', \n", " 'occupancy', 'electricity-kWh']]\n", "\n", "hourlyelect_train = pd.DataFrame(data=df_hourlyelect, index=np.arange('2014-01-01 00:00:00', '2014-10-01 00:00:00', dtype='datetime64[h]')).dropna()\n", "hourlyelect_test = pd.DataFrame(data=df_hourlyelect, index=np.arange('2014-10-01 00:00:00', '2014-11-01 00:00:00', dtype='datetime64[h]')).dropna()\n", "\n", "XX_hourlyelect_train = hourlyelect_train.drop('electricity-kWh', axis = 1).reset_index().drop('index', axis = 1)\n", "XX_hourlyelect_test = hourlyelect_test.drop('electricity-kWh', axis = 1).reset_index().drop('index', axis = 1)\n", "\n", "YY_hourlyelect_train = hourlyelect_train['electricity-kWh']\n", "YY_hourlyelect_test = hourlyelect_test['electricity-kWh']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 280 }, { "cell_type": "code", "collapsed": false, "input": [ "lr_hourlyelect = LinearRegression()\n", "lr_hourlyelect.fit(XX_hourlyelect_train,YY_hourlyelect_train)\n", "\n", "y_hourlyelect_lr = lr_hourlyelect.predict(XX_hourlyelect_test)\n", "\n", "print \"The test score R2: \", lr_hourlyelect.score(XX_hourlyelect_test, YY_hourlyelect_test)\n", "\n", "print \"The Linear Regression coefficients are\"\n", "pd.DataFrame(zip(XX_hourlyelect_train.columns, lr_hourlyelect.coef_), columns = ['hourlyelect_features', 'linearRegr_Coefficients'])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The test score R2: 0.714713369958\n", "The Linear Regression coefficients are\n" ] }, { "html": [ "
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hourlyelect_featureslinearRegr_Coefficients
0 hour -0.287362
1 weekday -6.995868
2 day -0.309981
3 week 0.955127
4 cosHour -81.049080
5 occupancy 114.803110
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 281, "text": [ " hourlyelect_features linearRegr_Coefficients\n", "0 hour -0.287362\n", "1 weekday -6.995868\n", "2 day -0.309981\n", "3 week 0.955127\n", "4 cosHour -81.049080\n", "5 occupancy 114.803110" ] } ], "prompt_number": 281 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot observed and Predicted electricity value \n", "fig = plt.figure(figsize=(25,7))\n", "plt.scatter(XX_hourlyelect_test.index, YY_hourlyelect_test, label='Observed', color='k')\n", "plt.plot(XX_hourlyelect_test.index, y_hourlyelect_lr, label='Predicted', color='r')\n", "plt.legend(loc='upper right')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 282, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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k9nn07dsXmzdvRnJyMgAgLS0NVatWRefOndG4cWNs3boVP//8MywsLJCSkgIrKyucOHEC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\nGcKAAQOoVq0arq6uPPvss0ycOJGFCxcycOBARo0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AM6++SguVio4dOtC5c2e++uorGuVo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nsvvsWaLMZpKTk/nLX/4iZFxFhylJsrL0HA5yZrOZ9PR0SkpKhNhjt8vDQLDWzW29OZuAwQBc\n9Bm6w4kff2Rvdjb5+fmkpaXxxhtvUFVVJdYmFb7eLDeSpaVW6ZC6RlLNwibEJ6OSkpJYtGgRNRER\njLz2Wj777DMS3TB+PEJZGVJ1daOMuxEjRvD8888THBzMBSDeYmHfvn089NBD2ud3Aft3010yyvbd\naqCKVlhYyNChQxk3bhxjxoxh7Nix9XptOEVZmUcBb62wxMVhyM4GDwPitrXxlltvZd26dXzyySd8\n9913v3tgVcrNbbKmZ57AZDJRVlZGSyC77ponDV49tkcA81l4U2IdDruSEuaz4MqDxiB5+L4WukfQ\nkIxSAqV7BENWlm5BXlDv64bcXN32CGp9XSoutjKTPag6U2yTRsKK6GbXWuxxCQVNyuWYGGvDNQ8a\n9GqFITvbeuZyU11madXK6XpwtkFAOjc3lwvumpnr3KTcBqXVUbokVxpAjW/puUfQ9N3TKY7gZT57\nIRre4LMXf2g0FEZvEuZzfr7i5wx6Myu0lPUJ/LzKy8spAMIBY93PboMnnkCh1ITjQS4/P59bb72V\nAQMG0K9fPxYsWKDKBGci/L9L8LkJGAyg/GDZorKS8w4/l5eXUyS4g7KsIvmjK6upRQvrIdGhIZcn\nsB9AXEBLwwdNzGfBySiAG264gU7XXcfLTzzB5YL0Cz0N8j799NPExcWRgbWhEECWjuX2HieGgoKQ\nAwORCgrqXZ47dy5HjhwBoLa2li1btrBu3TrP5lSoMWyDx74WEGDtit7AZpd2OayNCQkJDB8+3KUm\nvlqo8XW9utjboDTY5OPjQ6tWrWgJ2DxTSILGZk9UlHV/0Hj7F5cQGWyy+ZpWNrYzKJXmMmRmIssy\n5eXluGmNo92uJmBfOkJJIF4LlLK1PQ3Eq7bHwdeVvEPdvY+1QK2vSzq8i23QVPqvF/NZdCVEVpa9\nSblbGI1WG1RKginxNSkjw6MKDVfB5/gGz7Zo0eKiaw1hyMryKOCtFYqTUTrLZII6X9dzj6DF1w25\nuRwvLBRsUV3Szst89kIgvMFnLy4pGJop81nSk1mhTFcD/AAAIABJREFUNdgkcCPZrl07LEABEI01\n6GDUsOEpLi5mxIgR/PrDDzz6yiusWbPGo+ccNVVfeOEF9u/fT35+PufPn2fRokVkCmQhe8IwEh58\nbipWkwKbW8kymQ4BsFatWgmXZ7IoPSBUVloZsgJ0NJ3CaLTKvHgYkLNBjwOcDZqYz9nZurBjRAeb\nlHwHwsPD7d3sAcL08gWFdjnTfS4rK6v3s8lkosCNbzXVegDKgk1NUfqvJhms9x5Bja8vX76crpGR\nhHbqxG233caiRYvEGRQU9JsOtVLYSv91WMe1sLGdQYm/WeLjsVy4QL9+/ejTpw833XQTZwQ1+7vI\nLg+/n0L7QjTT6ijd16qgIPD1Vebr5eVQWwuhobqYpFqHWkciTXNjPtfT5hUEd7JcDdFUUjye9mxx\ntR689dZb3HTTTbRt25auXbsyb948QtzIVkgKJIm0QFaajMrIwJKQ4P5GDVBTeaAHCcMGOTwcqaJC\nla9LdZrPoqG2l5UXXriCN/jsxR8aDbW2JJ1ZTWoDO7pnUtVsJG2BDoF6W4sXL+b222+nNDCQ26+/\nnk8//VTTeM899xzbtm2jRU0Ne86f5+WXX/aoJNnSsqVdi7CwQaa4qKiI7OxsZ481iot03Uwma1LB\ng02KHBdn/R8JYIEbMjORdd6wgUKbTSYia2sZWNewduDAgXz22WcYBDalAeVMK3uQVyUr1BPo0fTs\n99R81mOdEh1sUhJoeuedd/Bv3572fn50796dd955R5gdF9ml4MDrTPf5oYceomXLlvafO3fuzDA3\n3em1VkIo8TXZYV11h6YIiltiYxXr5ErNUPM5NjaWK6KjeX35cpYvXy48QaJ6TSgrszYWE7RHqKf5\n/HsynyMjMZeXc/b4cTIyMjhy5AhPP/20UHusE8ker1UimyA2VXWUkvVAyWehBbbAqqfrmv2dp9Me\nQTXzWadEMGhveiZ8/VSpzdvokArfPxWRkVzYs4fKykrFcyl5h3pcLeliPQgLC+Pbb79l37597Nix\nw6MGyno3KbfBorAvhOHCBf0T1Cp8XcrJ0U+iRKXmenV1NYXHj7N61y527dol1CS9NNe9uHThDT57\ncUlBb8aHWsaAnlrUqnWobZtIgZvukJAQPvzwQ9pecw2vTZlCixYtNI1nCxLHYdXDLCws9Khs3pHF\ncM011+Dv0NU7MTGRTp06abIL6v6nLVp41kXZ1xc5MrJR1q7fV1/h704SxGzWtRyzHnx9raxeD3xL\nys5GjorijbffZt26dXz99de00uF7qJhZ0QRlfaqbnunFrNDCfNZJokT0wVLKzvbYzssvv5w3v/yS\naxIS+Pnnn4VJfzi1y8NKCHBeDdG3b18WLVrEbbfdxh133MGKFSuIiopqdJwmZT4rqIZoCt1ZpesB\nNG3TMyVojk3P9PqshDOfZVlRwNVkNpNtMOCYwhXdDwKwas76+0NwsNt7hVVHKfwstEAJ81kqKEAO\nDNSlzwFYZYomT57Mr7m5vDRhAidOnPDMLr0rIVSW2Rs8JDaogRbNdb3WKdG6z0rei2+99RYrduxg\n6d/+xsCBA0lLSxNmx0V2KdGAd9IXwj6OAmJHk1VL2vpCeChj1BQVGmqZz+dqajh27JgY2ciGNin0\ndbPZzJgxY/ArKGDJ2rVMmDCBH3744Xezxwsv3MEbfPbiD42LNJ/1fsmGhFiZoOXlnj9TXY1UXt5o\ncywtUBts0nPTLSrY1LFjR4KwLmRlQExMDK1bt3b7nCUuDkNdoHf69Ok8+uij9OnTh/79+7N8+XK3\nZWrOcJGvKWTxuGPtGi5cwGfv3kbHkHJyrH7kScBbADw9XDYFo8lmjyJmRRNsulUxn90wK7RoPsuR\nkap0qEG/BjBa2NjOoFS2xBIfj7GRg5woKPE3V8GmG264geXLl7Nk4UK6Pf20W5uVBLydQYmvKak8\naArdWTkszOrnDeRKGoOSxIUaqPL1qiqkigrkiAh9bFIZbDIIZoDZNZ816lBfhNJSq56ph9IJPj4+\nFAQG1gs+J+hQTaQkASOq7F8qKrIGvAVWtLmC0mSUnuvBjBkz+PzzzzlVXk7er78yduxYjxoe65kI\ntlgsPDtvHqaMDPr07s27777r8bPNdX+uxx5h27ZtHMvL48t33hHWpNrTPWl+fj4ff/wxpyoqiK6p\n4fjx47z44ouK5lKkL+5pYigoCDkgQLGkm9M5m2h/TmCg014WrtAk+/OYGCQFla4Wi4X0vXt5ZNYs\nbr31VkaPHk11dbVYmxQmg48fP86x/fsJBAqBnJwcPvzwQ3H26KC57sWlDW/w2YtLBzbGh54vM0my\nHi4V6ExKubnI0dHW8lUdsHrnTk5v28bIkSPZvn27x8/prikn4GX2+uuvc/8tt1Dg60tSUhLvvfce\ngR50/5ZjY+0vU4PBwCuvvMLChQsBmDx5Mi+88ILmjLZSX3PLbKqtxZCa2vic585h8SD4LgqeBpua\nYhN5/vx5Fv7nP5QcO0a5h8mfJin9V8t81ottZTRaA9AqDi0GnQJzosv6FOtOhoRY1181urcKICL4\nbINUXo7vzz8juWkw01QsR7CW2TcnzWckyRoAU3C41NsuNb4u5eVZ/VmnPYKW0n9d1qnAQOXavI3A\nkJuLJTpa0TPt+/Xj5ssuo3v37tx6660sXrxYiC2OUJKAcdVgzBEB8+fjs3Nno/cYHBqaHThwgHXr\n1l0kPSYKSioP9K6EOHbsGBaLhQygFdh7fLi1S0d5i3fffZcvVq+mRpbJOnOGt99+m4MHD3r0rJ5S\nfZboaCrT0vj1118xqWmWLNCuNWvW8NBDD3E4K4ut337LmDFjhLBNDdnZyA4SVq6Qn59PeXk5F7D6\nDUBFRYXm+V3apbEvhN5zaoWiPUIT7F2U6tJ//fXXBJeWklxeTnl5Odu3b+ftt98Wa5PCZLDRaCTe\nYMBxlyMJrFjWQ3Pdi0sb3uCzF39o1NPaKi21Skjo2FAK6gKbSg67OjIrVq1axT8/+YTAsjK2bt3K\n448/zrlz5zy3q7npUDdAQEAAr02ZQtwVV/Djjz9y9dVXe/ScJSbGznwGqKqq4v777+enn37il19+\nYfny5cyaNUuRLQ113ZRu6NxuJE0mjGlpjbLBjKmpmDt29HhOrZA9ZBrrvbk9e/YsI0eO5NVPPiGg\nsJCRI0Z4pM3XFGV9agI7Bjelq1o0n9XaBPo1RhXOfFbBvtKjyVlDKDlMuV0PamutY3qSkGrTxmMb\nG0KJrympPGjSxqieHi4rK5HKypDdSJloskeFr+sZaAINTc8El/47+prIUl81TdAC2rVjyvjx/Pzz\nz3zxxRdE6MA6V7QexMa67bFgPHgQ4+7djY5jC3g/++yzjBw5kvHjx3Prrbfq0lDREhdnTfJbLG7v\nlXRO+kTWVRbags9RUVEeNTyWdNwjHDp0iOrqanKAWKCgoIC9bqrbbNCr/4Isy/x10SJSdu9myJAh\n3HbbbYqCrVJurtAE9bJly8jLy7N/RgcPHuTkyZOax5U8rI5q164diYmJ9qbE/v7+9OnTR9FcSjWf\nPe3Z4qwvRL2xUlIImDfPozmbUppLUV8IvRsOKpTmupCWRgvA9raUZZkLFy4ItUkp87lr164M7N6d\nnLqAc0JCAlOnThVnkA6a615c2vAGn724ZNAUzQsAaqKj+fcbb/Dwww+zfv1693bp2Lxg7dq1nCkt\nxbZFPX/+PBs3bvToWT31cEUGm5SW2EN95jPAuXPnyHTYEJlMJg4fPqzNLoUdpBtuyk6fPs2TTz7J\ns88+S1ZWFlJtLVJ5eaObEkNyMpb27QFYvXo1f/nLX9i0aZP6P8INaqKjqUpORnZTHq03m/C1114j\nNTWVMsACnDlwgDVr1rh9rsmYzwobWEo6yVvYoCrYVFuLVFxs1TEXDOHMZxtTVKkNegafq6uRSko8\ntsvdwdImm2I4e9b1PbKM8exZzHVrgt7wONBbVYVUWmqt+NEJGzdu5IYbbuCHw4d5Z/p0yjyQ3rCv\nUzoxjEGdrzdrHWo9S/9F7hEU2mmJjW2aZJSn7x8/P/c9FkwmjO6SUenpFIWFsXbtWvt34syZM4qT\n7R7Bz8/KmvPAt/Ruevb222+TlJRERXg4XYKDefHFFz1q3Knn3iUpKYmAgAB7YDU6Opprr73Wo2f1\n+u6tX7+e1Tt3EmU2U15ezu7du5nnQQATgJoa67ouUELQxuC0fUY+Pj74+PhoHtfTNdXPz4+vvvqK\nLjfeSIfAQJ5++mlmzpypeX6nMJs9blIO7mVtDGfP4vftt27Haaom5aAg2GsyWfdxcXFYLBa3Zwy1\n8JRAY8Od/fqRbzBgSwHGxsZyzz33CLVJKfNZkiTmPvEE0ZdfzvTp01m5cqXiBIlbm7y6z14IhDf4\n7MUfGo5aW00RaKqtreX7Awc4tnEjK1eu5KmnnuI///lPo89I2dm6BZpatWpFGWAEgoCgoCA6dOjg\n0bN6MStAbLBJTedhOTISqazMXkYUExNDaAM9yPDwcEVjNtR1k7KysHhQ1meDY5n9mTNnuOuuu/ji\niy/45JNPGDVqFFV1JciNMR2NqalYOnRgxowZPPXUU7z//vtMnDiRBe4aFarABx98wLxly1j38ccM\nGTKE4uJil/c2RXMxG2zMJosnbKsmsMsSH684+OzuYKRF8xlU6lDn5loZoUajprmd2tOihWodamdQ\nk5CyxMYq/j8pgSErC0tcHOczMjwqc3d3SJPqmM/GRoLPUmYmckiIx1q3zqBI89lDjVdDZqZ1bdQp\nyFtaWsr06dM5evQop8rLKTx61CMmkCEzk5qYGJ544gnGjx/Pl19+Kdw2u6/X/f88gZ6JYFmWWX/g\nALv++18mTZqkSILBIHjvYvO1U6dOkQ2UpaQIGdcubaYATaFzKVqaS6qpaTwZBRhTUiiJi7uoMqhG\np5Jqj/tC6Lw/j46OZsOGDby0cCFDe/QgMTHRo+f0tOvxxx9n3LhxVAQHk9S6NdOmTaN79+6e2aVT\nQur8+fOcr6nBceScRhphO0IPCcEXX3yR1q1bkwO0NBi44YYb6Ny5s+Zxpbw8j9eEli1b8o+lS2nj\n58eMGTMUSxp4+g5V2rPFrRSPyYQhPb3xfVVtLVJeXtM0Kcfz9UDKycHSogUPPvooSUlJ9OnTh0WL\nFgm3R46MRKqqAg/Z/R38/Ajo1ImBAwcyYMAA5s+fT9++fcXapCLxaszLI75nT6677jo6deok1B61\nNnnhhSt4g89eXDJoihL748ePc7SoyK4Nlp+fzxdffPG72TVjxgxuuOEG8gwGukVFceedd3LTTTd5\n9KyerCahzOe8POWbcFsZUZ0NkZGRPPvssyQmJhITE8NVV13F/PnztdmlkL3qeLB877336nXUPnXq\nFKeOHgWwSm+4mjM1FVP79vzwww923ePi4mK3CRClyMzMZOHChfxaUECLykr27NnDCy+84PJ+vZuL\nTZ06lXbt2gHW4PONHTsyYsQIt881haacUmYFFosq5q4SqCr911uHOiJCSPMcLBakggJVwSY9mY7V\nqakcKyriz3/+M/369XPLNJRjYqxBSlfNbDyQ3TCmptorIZoCclwcUn6+2ySC3u/ijIwM8uqSK7Zk\nlCf6rua0NLacOcOXX37JunXreOmll1i2bJlY44xG67vHw4AOiJe3cMSbb77Jh//9L3J2Nt988w1j\nxozxWOdVciMPpAavvvoqQ4cO5fu9e3l39mx++eUXzWOqkuGJja0nzaUHVDUldhdschN8NqSk0KJ3\nb7p06WK/FhER4dH7Ug08luZqAg14SZII7twZo5Lvno57F0mS+Oc//0m/22/nH88/z8MPP+zZgxYL\nUn6+LnuEwYMHE52YiBkIwSpPctddd3n0rB57hN69e7N69WpuHjuWAZdfzrJly7Tr2ZpM1iouBfJK\nckQEUmWl6/exAAhPRtXWIplMGBp59xnOnbN+75qoSXlhQADZ+/e7TWgYMjK4gLV6Ny0tjTNnzvDW\nW29x+vRpsQbZ+kIokAsL6tKFr7/+mhUrVjBkyBCx9qCuAbDe1VFqmxJ74YUzeIPPXvyh4ai11RTM\n54CAAHJ9fHCcxeiGKainXQEBAaxcuZKorl355r33FDVG+F/QfAZ1rCa4WHrgoYceYseOHWzevJmN\nGzd6pAfoiIa6blJurqLgvSPT0d/f/6Lf+wGWqCjXwSZZxpCc7LTEXnTJWkZGBgUFBaQB7equ5TXy\n/9Q72NSxY0dWrlzJk08+Sfif/sTfn3ySoKCgxh+yWKxs1KZoaKKgKYyUl4ccFgZOfMAGzZrPapqe\nKfRnpRClKScVFCCHhloblimAJSZGUUBQKVa89x5nSkvJz88nMzOTTz/9tHFpH4PBGhB3xcb2QHbD\nkJLy/+ydd3wU5fr2vzO7qYSQEEoILTlg6L1IMwiIioYaERD0iIjSRBFEReRQRKqAIEUUOEgRpEgJ\nEVB+2BBDkQChk4QSkpBCQiB1d2feP7aczWaz2c55Pbk+H/5g95mZe7Oz8zzPfV/3daGxstOlLNh0\nrymVyEFB5XoeCEamZ65A7dq1qa5LzOiTz9YwHbPOnuWykTzH/fv3iY6Odnp8tpoc2dPdYy1+/vln\nbhUVGZiOiYmJ1vtCOLk7qlWrVmzdupV79+6RDohZWcyaNcvh8wqZmTY/u/TM54cPH7Jx40Y2btxo\ntZGttbBVmksuby5RqRDv3LFoDKVITERs1Ijvv/+eYcOG8dxzzzFv3jz++c9/2hK61bC6G8JdGvC6\ndZZVzzV3mJRjx/PAzjnOGtSpU4cNGzbwwMeH/p06MX/+fHr37m1dXHZoq1uDsLAw+o4aRS2lEtEJ\nrGohK0vLMLali0sQKK5ShU/feYf58+fb9Cywdg61xyfGYmFHX6AuZ43grgL1xo0bmb5mDWcPHqR3\n794WZSn1yWdjc8mMjAzOnz/v9LhsNkF0h0+MjUQIPVnM0b2BM2OqQAXKQkXyuQL/M3DHpPHYY48R\n3LYtdXQLpPr16zN9+nTLcbk4MSeKIh61a1PdxgSkK1hNejhTP8oeVhOYb6v19fUlJCTEKQtcMTMT\nyYakuHE8U6dOpWnTpob32rdvT3hYGFLDhmUuJIV790AQEIKCeOqppwzJ1ypVqjBgwAD7P4gZPPbY\nY9SpU4dEIAzwVCpp06aN+cEajVtYTfXr12fOnDk07dULn5yccscLWVnaDZy3t0vjkqtVQ8jNtZox\n45bN7t/I9MwU9ibq5Bo1kNLSXOZkL9+9W8KNPDc3l8RyZAUsmfMIKhVSQIBF2Q1FYiKSg8lnWyHV\nrq1t9bUAV9/jfn5+LF68mJYtWyLWrk2zwEAWL15c/nG5uWSYJHQ8XcAIszXZ5Mrnp5eXl0FPFcDH\nx8cqLVzQPROcuEbIy8szyD/oY7KWhW0JYnq6TXMxaJ9H3L1L3759mTRpEpMmTSIyMpIHOvkrZ8BW\nA1epnGSToFIhSBJiWcUDjUbLdAwNJSAggJUrV7J582aGDBlia+hWw5bks1t0ZytX1po2W/M9usmk\n3FbTM1cWowDatGlD9aZNWTVzJlFRUVYf58o1gjNlcEQ7CCtnz57lSk4OR7dvZ+HChQwcOJAiJ7Og\nDXJUVsKaTgiwnHxWOKFAbQ1kWWblypVcyM4mBLh9+zbz588vc7yYmgp165Yg4tSqVYt27do5PTab\nTBDdsJeRatZEvHvXJtJQBfO5Av8/oSL5XIG/NUpoPqemulzfVRAE3po/nw61a7N06VJiYmJo0aKF\nxWPcoYcr2djmiyzbndS1Cn5+Wtd2JzCJ7GE1gfPbakvoutnRFmmse1u1alViYmJYvHgxy5cvZ9++\nfShkGc1jj5WZbBITE5EaNABBYMGCBSxZsoRRo0axevVqJk+e7OCnKwl/f3++/vprWnfpQp5SyTtD\nhpRpwiKmpGhN6nx8nBpDWbBJY9INBqQGBquV95o1iTmHNZ/tND37/4H5LGZm2vXc+vcPP/D7zp10\n7NiR0aNHW6UZbgva1q5NjlFis169euWaS1k0PVOpkOrX18pcFBaaHSImJjpsNmjrvSaFhVlMiAOI\nyckuL7B0796dn3/+mVV79tA0IKD8TgggMC+PkI4d8fPzA6Bhw4bMnj3b6bHJNiabXPmsmjt3LoEN\nGhAI1KhalWHDhlHNmsSMJNnddVQWrl27ZtBzTQdqKRREREQ4fF7Rjq4N/TPy3NmzhtfOnj3LmjVr\nHI4H0Lb+5+TYZOBabiJXrUby9y8z2SSmpGgZn1b8FpwFqU6dcotR5OaCLGs7flwNXZv9mQMHyh3q\nLpPychntJnBLAsze1n9XEVaCgrTxOKGLT0hPRxUUxFtvvcXAgQP54IMPUJWjwb9s2TKSVSr0n+6v\nv/7il19+sep6Vms+28gct0Z2A7BoQirqfGJcDUmSKC4uJgXQl5gs/c3FlBRa9unD0KFDadKkCS1a\ntGDWrFnUr1/f+bHZyHx29X5dHRSEJi2Nx9u3p3Pnzqxfv778uHTrc0f3BmWhgvlcAWfCccvYClTg\n/xMIbko2ybVq4f/ggdVtjK7WwwXd5GqDmZZw/z6yt7frWKGCoGVfZmUhVark0KnsYTWBaw2FhOxs\n29siFQptAjozEzk4GH9/f1577bX/nFOlQt2sGR4//mj+cF37XEZGBlu2bMHPz485c+bg7aLvsFWr\nVkRHR1P52WeZPmwY6jLY4mJiIpoGDVwSgzlIwcEo//yz3HHuavMFI2ZF3brljnVXMcrWwouQno7k\ngoW/Hk5jPtvR+hsTE8P3f/zB7MJCUlJS2L17N7m5uWzdurVc2SRr0aZ2bbJ69aJTTg5KpZLp06cT\nXA7LyeIzSq0GLy9tcufmTaRGjUoNEZOStAUpN0ITGlq+6VlSEupevdwSjyFhJ8taFqMFiCkpvDJv\nHi28vEhLS6Njx44EBAQ4PSZNzZo26cC7sjuqcePGHPzpJzStWnFo61bqd+xo1XFCTg6yr69T1wiC\nILBt2zY+/vhjal28SIfMTHp9+KHj57WxCwkAT08KPTwIKirCOAXnrM4IQ+u/0vptmGypGAXaglTD\nhihu3MAcX9wZMjy2QgoLQ9y+3eIY8c4d7f3tqJavtTEFB+Nthb+AO3xi9PHY9Dz4L279d5mEQ6VK\nWpmMhw8dMtAFbYH62LVrbNEl6n777Teys7MtGtoJgsBdwDi17owOyRJxZWSgbtXK6vFytWoIOTla\nmR1zHTrFxch+fpaZzwkJqHv00A0vJjk5mWrVqlnd/WItFAoFjRs35sitWwQBvgoFrSx8VjElBU2z\nZiydNMmpcZhCrVYT/ddfFO/bxze//87SpUstrsvcsV+f/9lnTJZlHiYlkQYsWLCA7t2708DCWk7Q\nF6Ss8LawB3IF87kCTkQF87kCf2u4W/MZdO65BQVg4iZuFnl5CEVF2k2IK2OycXEr3L3rMskNPZyV\n/LWb+WwDG9Ua6O81WZZZ9uGHJOXl8cQTT7BhwwbbYrLEdKxbV8uONsMYFxMTya5Wjeeff57Zs2cz\ndepUBgwY4PTWQFNowsIsmp65U1MOrG9hFdzQCaFHhocHmxcuZP369eUyaoXUVG5JEkOHDuXFF1/k\nRzPFBkd13c6kpZGflESqLWwrF8tuOI35bEf74blz57hRWGjYWMqyzE8//cTrr7/ucDyGuDIyePLF\nF4mJiWHfvn10tCLJZ6k7Q1CpkD08kEJDEc2ZkMoyiqQkh5nPtt5rkhXJZ9EJcVmNSpWQPT21z81y\noE82tWzZkqefftrpieerV6/Ss2dPZq5dy6ENG7h69Wr5BxUXazVeXTgfV6lSBWWtWvzDhkKwKwyJ\nu3Xrhp+fH0uXLuWDpUup6+XluLkY9ndtKEJCaGckBfGPf/zDac8E0Q5TWcnCmunevXvcz8zklq8v\nQhlyPu5iOepx48YNpn75JblnzljUalXcuIGkMwx2B+TgYFpZ8bd3mw61rTI87iCs/DeanjlLru/u\nXZKMikiSJBEfH2/xkPfff59Cf39qok1EP/7443Tv3t2qy1k7h9psNK1QaD0WyvibCGo1mvBwy5rP\nurk4ISGBnj170rt3byIiIti8ebP1cViJf//737w6ahRZPj58NHw4y5cvL3OsoC9IuRjvvfce+06d\ngtRUDh06xLBhwyyu0d3x27t8+bLBqwK0WtdnjTpwSkGStOvz4GCXaT5LTlqfV6ACUJF8rsD/CgoK\nEPLzbXI3thuCYNBsKg+G9jkXMz5sXtw6WcvRHGRnLCRVKoQHD+xK3pfLIrITa9euJXbfPm4XF3Ph\nwgXmz5/PhQsXrIvJkumZWg2enmgaNUJh5nyKxER2nz3L9evXDa+dPHmS/fv32/U5rIUUGorm2rUy\ntTn1mnKFhYU8NDLzchVkK/Xb3CW7sWnTJmLi4rj0f//HtGnTGD16tMXxeVeusHrfPg4fPsxPP/3E\nxIkTOXHihNPimTx5MgPHjcPr3j36PPssp06dsuo4ISPDpQkwe3SozUHIzLRZCqB3795ogoJKsJpk\nWebUqVMUWFNEtCYue1r/a9Qou0CnUoFSiSY01GxbrXD3LrKPj8v1SkHLHjp48CC7du3iYc2aFtt8\n9aZormTRm8KqZ4JKpb13XHiPjxs3jri4OM7fu4f3vXtMmDCh3GPEu3e1CQknMfDLghQcXK5RpDFc\n2WIPzitGUVgIhYXIVarYfKiidm1WzpjB8OHDGT58ON9//z21naRLLKSn87BSJaKionj++ef55JNP\nytX4lMsoRiUnJ9OnTx+y0tJY/8cfnNm1y2wCRZGQ4Dbmc1paGi+88AJrY2KoVFjIqJde4vLly2bH\nupuRba3Gq9sIK9WrI2RnGwziysN/M/PZlc9PZ7X+i5mZ5Jgwhc2ZfBujUaNG9Bs9mj5t2/LJJ5+w\ne/duPJxs+GivNr0lwormsce087G5Z4vRXDxlyhQuXrxIdnY2t27dYsmSJRSWIedlL7y9vVm0aBHV\nH3+ct55/3mJXmeLGDTRuKEhduHCB27JskAJms5CtAAAgAElEQVRJSUkhvaw9mN6k3AZdbnvQokUL\n0gTBEFNwcHDZnjro1rwu9q9xZadwBf73UJF8rsDfGnr9IzElRTthuKmtz1oNNzElheIaNRgwYABt\n27YlIiKCY8eOOT2e/0pmhRMWkkJGhragYEf7myUWkT3Q32snTpygSnEx+uVLRkYGx48fty4mCwlx\nPdNR3a4dyr/+KvW+4tw5Ek3aEWVZLlfLzhHk5+ezdO9ejnz1FR07dmT16tWlxohJSWyNjaVjx450\n6tSJl19+2SkmUmVBCg7WbtDLuYa7NpZbtmwhoaiI2mjbGo8fP052dnaZ4+9fuMA5o/fv3r3Lli1b\nSoyxV9ctNTWV6OhosvPzeQDk377Np59+atWxYlqaa5nPduhQm4OYno6mWjXmzZtHVFQUb775JvfL\nYb22a9eOyTNnIgLG3E+FQuE02Q0xI8NmLWpL3RmCSgUeHkiNG5svRiUlOaXjoLx7Ta1W88ILL/Dy\nyy8zevRohn70EVjqhLh9W5u0LGez70xY0w0h3L2rLVrYIINgK3J0Rqh6VpOl5wDoTJqmTePcvXt0\n7dqVr7/+2mWx2bpGcIXpmfG9Jletqm0p12gcOqe+GFVYVMR3333H5s2brTYNlKtXp6YgsGLFClas\nWEFdK2STrEXx7dv8euUKR48e5fjx46xatYpFixZZPEbSPyNNEkmzZs3i2rVreAAXJQn/jAx+++23\nUseLTnomWIMtW7aQmJiIBNwEPO7cKVMv293GqFJwMGmnT5c7zl2yGygU2vnPyuKPO+KylkBjDPXt\n20z97DNGjBjBn1ZIn9kck5Na/8XMTNr16UOdOnXw8vIiLCyMGTNmlHtclUaN6BQaytixY8tNVhvD\nJs1ne7Tpy0qWqlTIQUHISqXWG8IExnNxnkk3ZV5enmG+cjak0FDLvhB5eVrpRzf89ipVqlSCZVyp\nUqUyO56ErCxkPz+X+9dMmTIF7wYNaFOjBk2aNGHy5MmEWkjEG+9lXKX5bCCHOEFzvQIVqEg+V+B/\nAmJSklvb+qxmVqSm8uft2/z666/cuHGD+Ph43n33XacnDMt1RTaNyx3MCickm+w1F4OyWUSOokWL\nFtRWKNAv2wMDA612aDa3kLx27Rrfffcd+bm5WqZj27YoTTZOQlYWYloag2bMKLFBbtGiBZGRkQ59\nHkuYPn060ZcvE1JQwI0bN1i+fDm3bt0qMaYoPp51v/5KcnIyKSkpHDp0iMWLF7ssJry9taz6O3cs\nDnMX81kQhBKLW/1rZSEoP580k4RnedrA1iI/P9/wbNHHZFUhQJZd/kxwJvN5848/snz5co4ePcqO\nHTsYMmRIuazCl4YPRx0URFOdAZi/vz8DBgzA05yWoj1x2aFFbbE7w7gYZSaRojh7Fk3TpvaEahP2\n79/PsWPH0OiShL9cu4aUna3V5jQDd8vwAEghIYjlaCG6w8Sruu7715su1Sgn0bB69WouHj7M9cJC\nLl26xMKFCy3KFzgC2dYCdVqaa7ujlErkKlUQrNDmtQQxPR11tWr069ePMWPGMHHiRJ5//nmrEivO\nluYyRtbly9w0av0vLCwsP2Hn7Q1eXtqkvBGKi4sB8ADigX8ABWY+nyIhwW0a8AEBAYZ5LgFoAGXq\nyDrDGNUWWK35nJKC7A5TYmxbowtu8IWQbdwzJCcno75zh29//pmYmBhGjRpFXFycc2NyFvM5PZ32\nkZEcOXKEAwcOcOTIEZ588snyr68jrKSmpnLq1Klyi9o2x2XHfsYiYUWt1haoy5DCMp6LmzVrVqLQ\nHhISUu78ZC/uBQby64YNvP322ySbmZcVSUnazigna2qbw+LFi/Fv1IgQwNPDA7VazcyZM812jriL\nsCKKIl2iohjyxBOo1Wrmzp1L/fr16dOnDz///POjicvXFzw8EHJzXXudCvxPoCL5XIG/NfT6Rwo3\na91ZyyISU1K4ZcLsycnJIdPJ2kpyzZraRK+VLCLBDYtue0zPTCGkp9vcYm+4vpOZz/p7beLEiTzR\nqBHFAQE0bNiQiRMnWmyZMo3JeCG5fv16IiMjGTNmDBfi4jh45Ajqtm1RmDCflSdPom7XjsbNmrFj\nxw5eeeUVxo4dy969e6nsoDmLJdy5c8ewsQRIT0/nprH+rCThnZLCOaNNtlqtLiEN4gpYY3rmLhbY\nq6++Sn6VKoSgbTuMiIgoW0tWlqmSl0fD7t3x8/PDx8eHLl26MMnEdMVeXbfQ0FCaNGkCaBNgj/n6\n0rdv33KPE3JyUIkiT0ZG0qlTJ1577TVDwsNZcBrzOSOD2KSkElrnN27cIMOK37pP/fqs+/RTPv30\nU7Zs2cLMmTMdjgeAwkIEO1r/LT6j9LIbTZtqNZ9N2JzKEydQP/64vREbUN69dv/+fUPiGUAG0n19\nUZjTocb9czGAVL++eV1sI7hjA7du3Tq6du1KtfBw/AWBr7/4wuL406dPU0OlQr89z8zMJDY21iWx\nSbVqPXLTM9N7zRnJJiEzk9vFxSXkheLj460qgJoWf5z5zAssKuK+CYPOGo1xqUaNUgXq0aNHU7Nm\nTTyB+8Atb296mkrM5ecj3r7tNnmLESNG8PjjjyOKIgnAEyEhTJkyxexYdxujSrVrU8MKLwx3mIvp\nYUvngTsK57aaIO7etAmlLKNPx6amptrkd2JVTE5iPuu7IapXr07btm2t1vaXqlfn/tWr9O7dm759\n+9KrVy+rJNGsWq/l5Wn3Z35+VsWih0U5BJUKWanUSvVdvFjqbYWRGfiiRYt49dVX6dSpE8888wzf\nfvut0w0VQbtnmL11K0WXL7Np0yYGDBhQynvEnTI8DRo0YMPOnciCgLdKRXJyMhs3bjQ7P7jTpFxT\nsyYXfvyRa9eukZOTw8OHD4mNjWXChAmlvCLE1FTDft1Vms+gWyPYUJCqQAXKQkXyuQL/E3A7syIk\nxDrTs5QUCk0q3VWrVjUwpJwGDw/kgACrN3JiaioPAwL44YcfOHbsWLmsQXsgV66M4KAGsJiZabcU\ngBwUpDWhcrIEhCiK9GnbljEzZhAbG8vbb79tfUwmGq9ff/31f5JmKhXfR0cjhYcjZmaWaKNTxsai\n1hmYhYeHs2zZMubOnet0wyxTtGnThhwPD7wBf6BevXo0btzY8L6QkoIcEIC/EXPXz8+PXr16uTQu\nKTTUogkiRUVaXXMntlGXhSFDhvD2ggU0Cwzks88+MytNoodw/z4oFKzfsYOYmBgOHDjAnj178HaS\nlptCoWDHjh2MHj0aZd26vBUVVa4GNcCDS5dIUqk4d+4cV69eZe/evUyfPt0pMenhLDMhvZaqMby8\nvPCzYlMn1ahBmK8vY8aMoWvXrg7HYogpM1MrD2Sj7JOl7gw9qwlPTzTNmqE0MaRxVvK5PPTr14/H\nHnvM8P9atWrh1axZmb8/d8/FAFJYmOU2X0C8ccPlOtQhISHs37+fP/78E7F2bWqXs7lv1aoV9RQK\n9D0cVatWpX379i6JzWbZjZQUdhw/zoABA3jttde45yBD2WxMTkg2ienp5Jppkc83Kohaur6Qnk5i\nYiI9evSgffv2PPHEE/xlRvbKVvgXFtKke3dCQkIICAigdevWLFy4sPyYzDAdu3Xrxrp16/D18KB1\n+/ak1K5NyvfflxijPHMGTZMmLm8Z18PLy4s9e/bw73//m45DhjD2mWfMM5/dOBeDtoDw1U8/kRcf\nz+lypDf0Sd7NmzczcuRIZsyY4TIDZ6t/f/n5CAUFyLoOHVdBqllTG4+Va/9QpRJTDms1O4khZcGZ\nzGd79g2qqlVRZGSQkpJCUVERiYmJVsl1WBWTXpbLxjWCxe4MnTSXpm1b81J9Fy4gNWoEgFKpZNGi\nRcTExPDtt986rdvOFGvXruWPu3cNhJXExETWrl1bYoy7jVGvXbtGsiyjfwIVFRWZfca706Q8PyCA\nqmaeNSkpKaV8fNxVJLPWzL0CFSgPFcnnCvytodc/UiQmupVZIVvJGhBTUxk4YQJPPfUUjz32GK1b\nt+aLL75A6QLdSVs2l9LNm4yfN4/hw4fzwgsv8M9//tP5CWhPT6sNVsqCQ7qTCoVWV9IJCa/MzEye\ne+45unTpwpNPPklGfLw2kezgQtJYEsEDKJJlEEXUbdqUYD8r3JRoMsXUqVN5+ZVXSPH2pnudOkRE\nRJRg7SsSExHCw5k3bx7t27enTZs2vPXWWwwbNsylcUlhYWUyLwHEmzeR6tRxqb6rMZr17k1NjYZh\nw4ZZvCf0i0hBEGjevDmtW7c2+yxwRNfN19eXBQsW0PXFF+lYp45Vx2TGxXHT6F6UZdn57HV9McqC\n03i5kGXEzEzemjOHhg0b4unpSXBwMK+//jq+vr7lH65jET18+JBPPvmEKVOmcOXKFfvj0UHMyLBr\nsyv7+2ufkeZMD3WyG0CpbgghORlUKqdITZV3r1WtWpXdu3czZMgQBg4cyL///W8qt2pVZueBu+di\nAE39+uV2QijcbHomW8Eieuutt+hUpw6qGjUIDw9n0qRJtG7d2iXxSFb6VOiRHBvLhsOH+fXXX9mz\nZ49V0jblwfRec0aySczIoH7HjjRs2NDwWr169Rg3bly5x+qZz+PHj+fs2bMkJydz4cIF3nnnHYdi\n0sf19IgR/Pbbbxw5coTDhw9blawrS+O1S5cuKGWZv86fZ0tCAle3bOHLL780vG9coHYXPD09iYyM\npFm/fniXIXsj3ryJVLu2W+ZiSZIYMmQIU5cuxaOwkDHDh3PkyBHzg3NzEYqLWbJpEx999BF79+5l\n5cqVDB8+3DVkDBv2DFJIiMv9a2QfH4pEkbFDhjB16tRyizX92rUjr0oVPD09USgUdOjQgXfffdep\nMTmF+SzLdpkSA+T7+OAnSRjfqdYUI6xZr9kjywWWTYn1BWpz3ZKgeya4ed/g4+NDIhBm8pox3GmM\nCtqOwGRPT4yvWFxcXOp37i6pPgCvsDDqmPmNe3l5ldJ/dofmM9heoK5ABcqCe3beFajAI4aYlORe\n5nOtWogpKeWOE1NS8G7QgO+++87lMek1Ha0R3ihMSOA33aKqqKiIH3/8kWPHjjm1pUf29ERwsI3V\nHhMvY+hlLjQOVPk/++wzPv/8cx4asbjvKhRk3L9PqI3nMl1Itm/fnps3b6JSqfASBMKbNQMw6Lyq\ne/eG4mKU586htlJX2pkQRZFFixZx/aefqJqSwsZNm/jxxx9ZtGgRzz//vEFTrn///vTv399tcWlC\nQ/E0YQcYw90GR3JAAEJRkba10oSVawzxzh33tfnWqoXSjFGdOYTIMld8fbXx61CvXj3nBiQIyJ6e\nUFxsv2v3gwegUNCiUyd++uknrly5Qq1atahjZZJdqlEDKSWFgQMHGlhxhw8fZtOmTbRq1cq+mLB/\nY4kgaPXLMzKQTP/eOtkNAHX79nju3Yt+G2zYVLrJYLd27dolGP3SX38hXrtmdqy752LQFqMsdkKg\nY1sNGuSmiP6zkbM0HwuCQPuaNWn2r3/xr86dXRqPbCOrqVJ2NjeM5FZu3bpFeno6NZ2oAy1XqeKw\nxqSQkYF3vXrs3r2b+fPno1armTRpUolkdFnQy97cN0kw5ebmotFoHDIjFXRrl8DAQAIDA60+riyN\n14KCAnzVah6o1ZwA3i8uZvq6dbz++uta49QTJyh+6SXD+KKiIjw9PW0ukNsDSzJY7pThuXTpEqdP\nn0aSZRIB3/R0Vq9ebbYTS6Hr0Dh0+LDBoFKWZeLj48nKynI6q1cKDkZphTG1PtFUVFTEhQsX8PPz\nIzw83KmxACxYsIB/FhVx4aefiAeuXLnCnj17yrxfPNPTady7N9+PHIlKpaJTp05O80vQQ65WzWGy\niHD/vnZ9Yccao3KVKtz38KCGSkUKWrawtZJ65cHevYypVF8J6ArUmubNUSQmllh/CtnZiCkpbvGF\nMMa4ceM4dOgQeWfPEgzUbNWKsWPHlhgjJiUhRUW5LabQ0FDUbdrQ5uJFDuTlIUkSx44dY+TIkWzY\nsMFwzytu3ED19NNuiUkOCaGBjw/d2rcnLi6OwsJCfH19adKkSSkPIXf4VYD1BbIKVKA8VDCfK/C3\nRrdu3UCt1rr66qqFJ06cYM2aNcTHx7vsulL9+uW2+YL7NKQkSeJ8VhZbFi1i48aNlgcXFVGpuJj0\nEi8VOd/52BnM58xM+5nPOL6YTU5O5uuvvy6ReAYI0mh4c8YMjh07ZtP5TBeSX3zxBVOmTCEyMpKa\nVasy9aOPAFD37Innzp1QVITy99+1yZwyzHxcjZycHA7du0dr3XeZlpbGypUrAVBcvozGqCXfHdi3\nbx+rDx8mz4Ixlzs15QAQBKsKUta62DujCCRbaYoK4J+bS6OePWncuDGhoaE8/fTTzJs3z+EYSkGf\nfLYTxoY9/v7+dOjQwerEM2hZhalnz5ZouUxOTmbZsmV2xwSOFcnMabyCkewGlDIhVZ44gbpDB/uC\nNYE995qmQQMU5pLPJnOxuyBXq4agUmkTD2VAkZDgXl8IK5O9gps2lob7zJrOA42GIF0CRg8fHx+H\n/QVKaT57eSE4uEYQMzKQa9SgTp06fPHFF6xZs4ZGulbz8iDpZG9MW9CrV6/uUOJZH5dd3RBlaLwK\ngoAHoAIuArWArOvXiYqKQlVUpH0mdOxITk4OkZGRdOjQgU6dOrFnzx6HPkd5KC4u5r1Vq1Bfv84/\nX365lDyL6EaWoyAIhkRSIlqvirKSqaKuQG2qe6tUKvEyI+PiKKztPBBTUigKCqJPnz5ERkby7LPP\nMn78eKezsY8ePUqyLBuMkq9cuWLRi0ZMSYHatencuTMRERFOTzyDrojv4D5EsFNyQw//hg155emn\n6dKlCx06dKBevXql1v+msGYOdYT5XKbshn6N4OWFpnHjEtJcCp1PjLu6//Tw9/dn//79qOvXZ9mE\nCezfv7/UvKFITCT23j169uxJp06dGDFiBAXmur+ciGb9+tG6ShWD0aBKpeKXX37hmtE6xp2Fczko\nCMXDh+zbsYMbN27w4Ycf4unpSWxsLBEREYwYMYIsnfSicR7BpZrPFcznCjgJFcnnCvztISYnazf+\n3t4sWrSIoUOHMm3aNKKioti0aZNLrqkKDkadlkbPLl3o0aMHhw4dKj0oPx8hNxfZRY7CxpgwYQIx\ncXGknTnDRx99ZNFIS7x7l+KgIKoZLYQaN25MRESE0+K5ffs2K778krMnTticoDWGmJ6O5AADxdE2\nvvT0dLOO1zWAC1lZfPrppzadT65WDeHePYMxpCiKvPfeezRq1IiC3FxeGDaMyZMno+rSBU14ON4L\nF+I7eTKF779v92dwFCqVitMKBcbNe/qNkPLkSbe2+k6fPp3x48czf8cOFElJfLFihdlxxmaDV65c\n4b333mPevHnkGTF7nQ113brs+/xzPvzwQy5dumQ+Lje29dlqcBTesyd//PEHp0+fZtu2baVaJZ0B\n2cPDoWSTIwakoNWd9nnwoFRCwlHjHbuZz1hgNhnJbkihocienih//x00Gjx++eWRyPDooWnTBmVc\nXCmDWzExEalmTfuZ7fZCECxLb+TnI9y757auA9D9/srrjpIkxLQ0JBfpb5aAlxeyv79VxVghIwM5\nMJCw8HB8fX0JCQlh7NixVknb2AQPD4eKUfAfhrE90Benv/7qK3r27EnTpk3p1q0b69evdygmR1r/\ny9J49dY9CwSFAgk4DXRA24Z98PPPkatUQQ4OZtKkSfzxxx8kJydz7do1Zs+ebWD2ugJvv/02X2/d\nSrosE3/gAC8Zsa+h5FysVquZM2cOr7zyCp9//rnTE6pNmjShc+fOKBQKEoA2/v5lenLoZXimTJlC\n7dq1AW3ibODAgS4xcZZr1bI6+fzz9esGNmROTg579+7l5MmTTo1HqVSSAtTW/d/Dw8PinO8O3Vmn\ndEsaFajtgRAczLioKDIzMzl+/DizZ8+mb9++5Sagy43LAeazueI0gGAszdW+PQrjAnVsrNMK1LbC\nz8+PoI4diWzatLQXh24uHjt3LnFxcVy9epWYmBjee+89l8YkhYYSYiIto1arUenXo7KM6M4CtSga\nCguiKLJjxw5D8efhw4fExMTw3HPPkX73rttIbJqaNcm9eJHY2Nj//F0qUAE7UJF8rsDfGr///ruB\nwSDLMtu2bTMweDMyMvj6669dct1PFyzgpiRRcPkyZ8+eZerUqdy9e7fEGPHGDW0rtYMMmvKg0Wg4\nfvw4tySJ2miNdsrUuUO7iPT6xz9YsWIFkZGRDB48mN27d5s3i7EDmZmZREVFcfSPP8hOT2f06NFW\nOUabjTUz06HkvaOakuHh4aXkB/wAGchH+7e3CUqlttXYyEzwyJEjfPXVV6BSkZiczIYNG2jXrh0X\nR43Ce+VK1D17onr+ebs/g6OoVq0atG9PS7S61AEBAQwaNAjy8lBcuYLGRRqlppAkiZiYGPLy8rgH\nSMChb781O1avKXf27FkGDx7MunXrWLRoEQMHDnSJoZBarebg1av8uXUrX375JS+++KLZe168fdsq\n4yVn6LrZlHw2YmS7tE3bUeaznWxCPeTq1akpinTq1MnwOWvUqMHgwYPtPic4ViQrS+NVbyYEgCBQ\nMHMmPh98gPfixUg1a6JxkjGdPfeaHBSkNZA0YT8rT55E84g2vJakN9w1F5eIp149RAu69KBL8lap\n4rZkvbXPBDElBbFuXX766SdiYmI4cuQIb775psPXL6X57OnpHOazvckmXXt+kFLJzp07+f3339m3\nbx91HTTHE3Jzkb28SMvJsZnRV6bGq0qF4OlJZ508y/8BQ9HOi0FxcYYicLrJsyQ7O5s0F7LZLl26\nhCzLnEKbDE9OTi6R7FZcuYJGJ4EyevRoli9fTnR0NPPnz2fq1KlOjUUQBLZs2cLChQvxb92aN3r1\nKpMpqE+K9+zZk5iYGFasWMHOnTuZM2eOU2PSQ7JCAx60nRB3TObg/Pz8UvsLRzFt2jQe+vsTgnZN\nN3ToUIumvW5p/XeWT4wjBeoaNfhx82auXr1qeO3s2bNs3ry5zGNs0XzOzc3l1KlT3Llzp9xjQGec\nnpNTyjj9/Pnz/BgTw9IVK5g2bRqq1q1Ld0c9wgK1FBbG9QMHmDhxIps2bTIUmsQbNyioVYt0kyLo\nDSs6iR2BJjSUxp6eVDeaK1q3bm0wUBeys7UyaC42+jSGZNSdqDb5fkFrlLhq3jwQRdAVxFyl+axW\nq/lo5UqSjh2jf//+9OvXz+Vs9Ar8fVGRfK7A3x4K3SJSkiRDS40epv93FuLj40kAg6NvcnJyKeMq\ndxkciaKIKIqkgKGFzhKTT7xzB6lWLZ5++mm++eYbvvzyS6c6H+/fv5/r169TDHiilWmwtwjgqOaz\nXL26Q7Ibfn5+bNq0ycCKqlOnDjWBu0ClSpXMaglaE5Mx0/HkyZPk5uYaWmpBuxB7edYscqOjyZ87\n1+74nQFBEFi7dSsPqlfnnR49eP3112nevDniqVNaPTl3sxx1SADqlJFI1rtpL1u2jGQjI6S//vqL\nX375xemxnD59mtjMTIOhyZ07d/j8889LjXOnGZtco4a2yGFmUWsKMSXFLS7fDjOf7WQT6iFVq4Yi\nM5Ndu3YxYcIEAgMDSU9PZ+zYsQ652jtSJCtL49VYdgNA1a8fclAQXmvXkrd6tXZD8ghhKgUCj8bg\nSA/JAvNZkZiIxs0miFJYWLkmiOLt21pjVDdBrlXLOtMzHdPKz8+Pli1bOlXnuQQeMfMZ/qP77Ezc\nu3SJ28XFdO/enS5dupQvhWYST1mdEHh4MGfOHEJCQlgGPAOMqV6dZ06coOiNNwBoYHKf19BJkrgK\nejb8CaAjWnmWSnrfA7UaZVwcmnbt0Gg0xMXFGQr2RUVF/Pnnn06PR6FQMHLkSJr370+QBQkHY1+I\nunXrMnz4cNo7qaBnDgnZ2WiKi0m5eNHiODElhYbdu5fQCW/QoAFdu3Z1ajxdu3blhbfe4uWePYmO\njuYjneSbpbhczr50sDgNOuazg4SVSmaSbjYTTUwgZmRwo6CAp556ir59+9K7d2+++OKL8g9UKpED\nA0vsY3Jzc3n99de5d/cu127eZP369Sz/6y+Ux45pE9V5eSjj4h4Z8xlg2/XrZB08yObNm3n//feZ\nMmUKoC1GER5OUFBQifG1XFzYkEJD8c/OZu3q1QwZMoQJEyawdu1aw17ZwHp2k48G6KS5dMnn1q1b\nmyV+VHnwwC2s52+//ZYDcXEEyzLFxcXExsby2Wefufy6Ffh7oiL5XIG/Nbp162bQd1UoFHTs2NGg\nRebr68uTTz7pkuvWr1/foCkHEBwczD9MEs16MzZXQxAEBg8ezAM/P0LQ6hW+9tprZY539SIyMDAQ\npVJpSD4DFhkVZWHb1q1o0tKIiIpi0qRJdhUSJJ2ZlyN47LHHDKyo2NhYXu/bl+KAAGbOnGlXq5ip\nxmtERASBgYElks8A9+7dIyc8/JEld42hVCqp1KMHAVevsmTJEgYNGsT3772Hyo2SG6Io0qtXL8Nm\n95aHBwNatiw9sLhYy9KpV8/sYs5RiQVzEASBREGgvPSWqDM5Kg9O0XVTKpGrVrUqseKOltozZ85w\nv6CAS0a6hLZCTE93SjHKy8uL8+fPk52dDcD9+/fZuXNnKdag1XE50vpfVvJLpUI21msUBPJWreLh\n7t1OLRTYe6+p27VDaaSdDRh0Zx8FNGFhKMpiPrtpLjaGFBam9YWwIC3gbmNUW3RnXfE8KHWvOZps\n0mgQcnKQTRIZtsAZJmemWDNrFreLisjIyODmzZssWbLErHyX2XgsaMDLSiWtWrVi/fr1dI+MZF2D\nBqzOyOBynz5odCZVixYtIioqimbNmtG+fXtWr17tEgklPRYsWEB4eDgXKlUiwsuL999/3zDHKuLj\nkerUQQ4IQBRFlCb6s47qaltC4+ees1j8cacvxNq1a+nz3HNcKCxk8oAB7N27t+y4bt+mQ1QUc+fO\npVevXvTp04dvv/2Wqi5gZPqFhxPm7fQuSoUAACAASURBVE1TK0zp3JF8drQ4DVrmc4GfHxs2bGDH\njh02ywdI1avTs1kzwozmi6ZNmzJixIgyj7FW83nN7t1cv36doqIiAykn30QKwhxMCSvXrl3j9u3b\nhj1DcXExO0+dorhvX7znz8d32jSK+/V7ZD4xABsuXKCNRoMAFBYWcvToUSRJQnnyJHTqxNy5c2nS\npAmhoaE8+eSTLFmyxLUB+fggV63Kk+HhdOvWjQMHDtCrVy+eeeYZsrKyDCS27777jokTJ/Ldd9+5\nNh5AqlvX0B21evVqxo0bV2KvHBYWxsjevUv87lyl+Xz37l2SJYlgQL9rynByUbYC/zuoSD5X4G8P\nxbVrBjbh6tWr+fDDDxk0aBBz5sxh9uzZLrnm7NmzUYSH06pyZRo0aMCUKVNKsUvcybb64IMPmLFm\nDY/5+BAZGUl6erohsWIKa03P7EXfvn2JiIhAUijwBFq0aGEzqzApKYnls2bxADh/5Qrbtm2zyxTM\nUeazKXx8fJgweDD/6NyZUaNG2XUO04Vkly5dePfdd0sln/39/V2iPWgvdiUnU/vOHSRJoqioiJoJ\nCcS6sY0dYOHChSxevJiRI0cS/uyz9DezaRJv3kSqXRs8PHj//fepX78+oE0QP/7443Tv3t3pcbVt\n2xbf5s0Nyec6derw7rvvlhyUm4uQl4fsDn1XHaxKNj18qNUODAhwWRyrVq1i8ODBpGRlMWXiRFav\nXm3XeYTMTPIqV2b69OlMmjSJ69ev23S8HBiIkJsLKlWpTWlRUZHdmuAOaz6XJ7uhg1y7NppWrey6\njrOhbtu2hMakkJ2NmJKi7YZ4BJBCQ8uUuVDoOiHcCTkgAFkUtRr/ZcDaYpSzYLXsRmoqshu06WUP\nD4c0XoWsLK1siQOmWmUyjR2AR3Y2xiIJubm5Vm/kDfGYFi2MngcdO3akefPmLMnI4CUgIjqaxYsX\nA+Dl5cVXX33Fb7/9xuHDh2nbtq0TPlHZaNGiBT///DMzo6Npp1DwQv/+hveMi1GCIPDqq68aGI+1\natViwoQJLotLqlcP8c4d850/bpyLZVnmq6++IiMjgwTAPzOz7LWsLBueVUOHDmXHjh1s2bKFhjrZ\nEmfDammuoiJtkceBwq9VcALzufDWLT7fto3JkyczduxYBg0aZFMCWq5WDf+iIvbu3cvo0aMZP348\n+/bto0qVKg7FJWZkYCqcUlBQYJUeuylhpVatWqUIK+fOnWNcVhaeO3eiPHaM/PnzHYrXUdxTKskB\n9HbkejNQ5YkTaDp25Nlnn+XYsWOcPn2a3bt3u2Wvo6lfn8L4eBYtWkRSUhJpaWmcOnWKSZMmISYm\ncuTmTSZPnszmzZuZPHmyQ91w1sBQoEZbiJszZw5xcXG8/vrrBAcHo1Kp+GbuXNJdYIBqisGDB1Oz\nbl0eAEFoCXWvvPKKy69bgb8nKpLPFfhb4/dff0Vx+jTqNm0ALavx7bff5uuvv2bkyJEu0y/19vZm\n+McfM6JzZ5YuXYosy6U0q4yNVtyB0I4dURQW8t2GDcybN4++ffuaTUC72vRMoVCwfft25n32GQ3r\n1iUmJoYAGxNbp0+fRjBarBUVFREXF2dzLM5gPuuh19oSMjMdWoRLZphW48ePp4qPDy3btqVevXo0\na9aMpUuXulZ/10ac9fWlJ1o2uwh0kmWuucFM0xiCIDB06FA+++wz6g8YgMIMi1aRkGD43TVq1Ii9\ne/cyZcoUPvnkE3bv3o2HSULPGVAqlcz/7jsaeXjw1oQJ7Ny5k3Y6Jpohrhs30ISGWtXW5yxdN8kK\nkyODlqML77VNmzZx7949ioH8+/ftNoKVUlKYv24dq1atYuPGjURFRZWSO7IIhULLBs/K4qmnnirB\nMmnYsGEpfXdr4RDzuQyNV1PZDVfBlnutuLiYxMREcnNz0bRsieLaNdC1KCtPnEDdrp1DiUBHIIWF\noUhIMPueO1mOxrCkQw3/kQdyB1QqFT9fvcqpffs4W073gas6IUrdaw5qvOr1njUaDZmZmXa1xruC\n+dy8enUyjZ6nISEh1utI+/pqf/emSSmTYtTu3bvJyc3lWyD7/n127drlhMjtg7e3N2GtWiHXrYvC\nyGzXVIZn/PjxREdH8+WXX3LgwAFeeOEFl8X0+8mTWkkjM9q6tszFjkKSJIOeq75b0py+K+j0ir28\ntAUVN8Ca9QGAdOcO2d7eDBsxgpkzZ5YZv6NwtBgFkPDHH5zTJWolSeL48eNER0dbfby++FOnTh0W\nLFjAnDlzymWdW6v5XL9DB0NnLkBoaCg1rFhDmxbIQkJCGDduHN6iaEg+S5LEjqNHif/oIx5u2mTQ\nCAatZvgXX3zB/Pnzna4dXhaGDBnCGQ8PHgcqV65M3759EQoLUVy+bNivg4s9RkwghYWRd/68wRdK\nj3v37iEmJXH09m0DASEvL49Dhw65NB5NaGip9UHVqlVJSEggLS2N5ORkfO/cYdtffxk0s12l+Vy/\nfn2++eYbHlSuzAudO/Pll1+W2sNUoALWoiL5XIG/NfxSUpArV3YLS8cUmrAwsk6cYNiwYUyZMoW+\nffuWMPpzd0vtqjVrSJRl9OnuixcvmmUYisnJWmaoC6FQKGjbqROVvbz+o/9nA1q2bMlj/v7oa/1K\npZJGjRrZfB5zzOecnBx27NjBjz/+aJeUh7Na/00haDR8Hx1NTEwMzZs3Z/Xq1fz88892X8fZ6Dlx\nIhc9PXkH+AC45OPDk0OGPLJ4NO3bazVnTRhixsUogHr16jFt2jTGjh2LlwsZBB7VqqGsXJnZ48cT\nHh5e6n3Rzc8DAKlOHcTbty2OcUc7rf53ppfisVc/MefKFU4afZ7bt2+zdOlSm84hV6uGmJnJ22+/\nzb/+9S/69OnDiBEj2LFjh31t4BoNQna23a3/ZTIvi4tLym48YiQkJNCzZ0969+5NREQEm3bsQNOk\nCUrdZkgRG/vIJDdAq/ks5OaafbYqrl93+28PLLOx4T/GqC6PQ5IYOnQoX0ZHc//SJV566SWOHj1a\n5ni36LuiMxx0hPmckUGOtzfdunUz/DttokNeHowL1Ddu3OD111/nlVdecWiT369TJ4JbtaJ9+/Z0\n796djRs32jT3mOuGEFQqZKPks2wy7928eZN169bZHbMzkNu4MVk//GB4vpuT4WnUqBGDBw8mNDTU\n5fFIYWGIZgpSBn1XN0ChUGg9MkSRBKChKJapLe1uwopcs6a28FnOfPzZpElcefCAQ4cOsXLlSsaM\nGeOagJxgOFg5Px/jX44kSVZJW+hhXIzSaDR8+umnvPzyy8ybN89+3WeVCuHBA95fuJCJEyfSo0cP\nXnjhBbZv325V8tWcKfH48eOpERhYoluysLCQ240aITVpYnitoKCA/v37M2PGDBYuXEhkZGQJHxRX\nYcKECTR6+WXeaNWKtWvXMnPmTJRnzqBp3BhcKANkCVJoKDUePCjhcSSKIk2aNEGRkMAtk2e0KyT6\nTOMxtz7INFrDNASuqNVWMeQdRatWrajToQML33mHJ554wuXXq8DfFxXJ5wr8rdFRpXpkBkc5gYEE\n5uSQr6uU3rlz5z+6VQUFCJmZbjUTkiSphAmi/jVTuI1t5UALXXh4OCOff548Pz/CwsLo27cvH3zw\ngc3nkXSJJj3u3LnDs88+y5tvvsmIESMYPny41QlovdaWIy32hpjK0HjNLShg8ODBbN++nX379jFm\nzBiLSQJ3olu3brBkCdM9PHjPywv/3bup5oD5myPIzc1l5f795OflkXf5con3HqnpWWgo8Xv3MmHC\nBObOnUuRkSGiLcUoZ+i6qVQqUn18yDt3zuI48c4dlyeaunTpgre3N8WAn6en3Z/PNy8P01+OqY5o\neTA2GBs1ahRbtmxh+fLl+Nupjyjcu4fk78+YCRMYMmQIq1evLpUYsoSyilHZ6emciY8nyQJz1hmw\n9ruYMmUKFy9eJDs7m1u3brF06VIejB2Lz6xZiLdu4bVlC6rIyBLHJCcnM2HCBMaMGWMbQ90eiKJW\nCsREh1pISYGiIiQ7We2OQBMaWqYONbhvLr58+TInT57khiRRH0hNTWXVqlVlx6XvhnAySt1rDhoO\nihkZnLhxgytXrpCens6VK1ds9mHQ//4yMzMZPHgwu3fvJjo6mjfeeMNuQzxlVhZPjRjB4cOH+f77\n722WTTD7TDBhPvfu3btEQruwsJA5c+Ywbdo0Vq1aZbd+vb2YPHkyc48cIW7JEiIjIym4elX7u3sE\nRR/Qds99n5DAtvff5+rVqyXeU7gx+Qywfv16xo0bR5U2bWjr70/Dhg3Jzc0tNU6RkOBeY1QPD60U\nVTn3St6VK+hLvhqNhnPlrCkciUcoKrKok18e6nl7IxgZpDZp0oRIk3nJEoyLwePHj2fZsmUcOHCA\npUuXMn78eLPHlDeHCpmZyFWrIiqVTJs2jV27drF27VqrO0LLMiWuXbMm3kYM55CQkFLGfXv37i1R\nkEtISGDevHlWXddR1H3hBRpkZTF79mw6d+7M4ZkzH9naHLSEMa9bt1i/fj1dunShTZs2DBs2jE8/\n/RQxKYmm/foZ5FWqVKnCwIEDXRqPVK8eYkpKqYKLcXK8IZAgCIwaNYrRo0dbpc/uUEzWSvFUoAIW\n8N9Dm6lABVwAvX7Uo0ChQsEDUaSWJJGie+3OnTsUFBRQ6cYN7WbXjZq448aN4/i//00DXUuRl5cX\nsbGxpKamGhYkQna21rjGDUlD2dPTIfOQp1u2RPT15eSCBfZXoPWs67w8qFSJWbNmGTYiKpWKo0eP\n8vvvvxMREWH1KcWMDNRdutgXD2VsLHWMil9+/51LRm2r6enpbNy4kR49eth9PWei40svIRYXo6pV\nC+rUQaVSuUTGwhLu379P3759iY+Ppznwy7BhTPz1V23yUKVCGReH5hG5fN/29GTb3LlsffAAQRCI\njY3l+++/R6FQICYmus19PDc3l6ioKBpeuMBrGg1bvbzKZAi7g221ZMkSwsPDCVi2jFGRkTyj0ye1\nFf4FBYS0acOlM2cArVTGhx9+aNM5ZJOClKOQUlNJys83GNQcO3aMwsJCJk2aZF08gYEIDx6USC6t\nWLGCutHRnCwq4vvffmPWrFkMHjzYaTHbA1M97Ly8PNK6dMFv0yYqP/UURWPGoGnRwvB+RkYGgwYN\nMuhyHz9+nF27drlMvxR0JoinT6N++mnDawb2pRvbey9dusS8efPoffMmg4KDMdf7I2Rna9msbirg\nCYJAAlBuyk2S3MZ8xsvLIaajkJ5Omknx2FaGmFStGsrjx9m/fz8JRizZtLQ01q9fT6dOnWyPKyPD\noe9VnwArwbNUqUpI2nzyySfcvHmTAwcOGF7Lzc1lzZo1AAbDNXcwjE+dOsV3332HmJfHu4AUG8vV\nV14h6Pnn3fq702Pt2rUsXryYyLw8XgRGjBjBjz/+aEgsKc6codiFkh+m8PDw0GoQHz7MuJwcPv74\nY7Zv3050dHSJoqe7mc8AmT4+THzuOU7qGNpfffVVqTVdHcCYK2ssHeFUKBTICoVWp9vOdaV3bi7z\ntm3ji02b8PLyYvr06TbpNctBQdr1uSzz119/GSRG1Go1Z3TrDlvhiCwX6PYMZoq3NQIDeaNfP87t\n3MnNmze5desWAwcOZPXq1XTu3Bkw32VmT8enPYgTBNolJ5MGZAM+osgP4eE86Zarl4amaVMU8+fT\ntGnTElIs+rn4rdmzafrkkxw7doxu3brRs2dP1wbk6aktLCQnl/jdr1mzhlGjRpF65w4Nrl3jzIMH\nZOu6qhMTEzl06JDNpAtrIdWqVZF8roDDqGA+V+BvDdXPPz+ySmr16tVJr1y5BNP41q1b9O/fH82V\nK241EgKoVq0az44fTyudjmlRURHHjh1j5MiRhjEG7Ut3bAisZD4XFRXx66+/cvz48RILJSEzE7lG\nDYdbn4zZz8ZMVNBqmD58+NCq8xg0n13BfC4uBk9PKleuXGphf0dn8vffgh/q1qXj9On07NmTiIgI\n17FgysDKlSuJj48HIBYIvnWLhQsXAqCIj0eqWxe5ShXOnTvHc889R48ePRg3bhzFDmoJWoPfU1Op\npkt+yLJMXFycgfFpC8vRUV23jz/+mNOnTxNfWEhdlYqdO3dy6tQps2PdwbYSBIGxY8fSpFUrIp95\nxj6dv6IihIICNkVHs2DBAmbMmMGBAweobaOEkFStWgmN5fz8fKZPn84bb7xRQjbJWmTEx5NilEDL\nz8/n//7v/6w/gSgadKhBe9988803SEVFqNAmwVauXGlzXNbC2nutefPmJWRJQkJCqFGzJvkLFqDq\n25fCt98uMX7z5s0lDCFv375tkW1rD2RZ5v333+eJJ56gZ8+eHFertVI8RlC6WQ4kOTmZl156iejo\naL4/f57kX34xq7Es6g2J3TAXN27cmI4dO1KgUJAHtKxRg7feesvsWCE1FblKFRLv3uXixYv2t5qb\ngem95qjGq5iZidpEj9XU+Lk86IvBVatWLbWht9cES8zIQHLAD8GcDrWgVpeQ3QB44YUX8Pb2NnuO\nhIQE5s6da3cMtuDWrVvk5eXxAJgG7AYaJSeTP2uWYczDhw85cOAAR48edeo9ZQ5HjhwhLy+PWOBx\ntAmb8+fPa9+UZbNyIK7GypUr+enqVYIBDyA+Pr7U81DhZm365ORk/kxPR3HzJomJiURHRzPL6DvT\n45mmTXmgS5KHhIQwceJE1wXliOlgfj6oVDTr3JnVq1ezbNky27vzfHy0MTx4UOp5UFbCr7w51OE9\nQxnSXIJKRat27SgoKDCYKt66dYuRI0capBv69+9Py5YtDcfUr1+fyZMn2x2LLfgjLo5vgJlAK6C9\nJLH9ESY2pUaNENPTDSbASUlJzJw5k+h//YviFi1AEOjVqxczZsxwfeJZH1NYGKKJX1RgYCC7du2i\nd7Nm3AeyjdaX165d49atWy6LRx0RgaZ5c5edvwL/G6hIPlfgbwshKwuv7Gw0RvpWbr2+IPCP/v15\n1qjFC7QskKsHDridwQDg06IFYSYta2lpaYbFvpiUhLp+febPn8/YsWP56aefXBaLNXqODx8+pG/f\nvkRFRTFw4EBefPFFA9PAUW1lQxxGyabXXnuNmkbfV9OmTW3WtnIKi6GMltqIiAh69OhRIslz9uxZ\nXn31VWRZRq1Wk52dbVNbv7Px8ccfk5CQQEZGBleuXGHKlCluvb5xEvkE0BH45ptv2LJli2FTWVBQ\nYGibPnv2LN99953NDFl7kObrW6IYpVAoDN+lIinJbQUpvdFoIhAK5Ofl8d5775lt9XUn28oRjVc9\nm9Dbx4fRo0fzzjvvUN2O36Hx70+tVhMVFcWqVavYuXMnY8eOZc+ePTadr3JBAVkmSSFbtcWNC2R6\ngypjJ3tXJ2uswcKFC3n11Vfp1KkTzz77LN9++y2iKCI1akT+Z5+V6vIxp/Xv6+vr1JiWL1/ON998\nw4ULF4iLi+PdbdsQTp0q0batPHkSjRsL1Nu3b+emTscxAahTXMz69etLjXPn704URb799ls++eQT\nMipXpmNQEGvXruW2GT14MSGByxoNTz/9NH369KFfv34U6EwlnQ4HNV6F9HQGvPkmzz77LG3atKFP\nnz5s2LDBpnPoi8GRkZF0794dDw8PBEGgZcuWzJgxw764XFGgNpHdAOjXrx9RUVFlJsVcZQxnim7d\nuhkY1t8Av3t4cGzCBNAlLO/du8dzzz3Hyy+/zJAhQxg6dKhLn2mBgYEA3EDrMdC4cmWDsZuYkIDs\n44PsYt8TUxQXF6NGyyAONXrNGO72hbh+/TrxhYWGNYskSVy7dq3UuMaenvxzzhx27NjBwYMHefHF\nF10Wk+zhYXfHpJiZqV2bO1jQ0yd7x4wZY7hvatasydixY+2Ly9E9Q1mmqGo1hZJU6j5KT0+nf//+\n3L9/Hz8/P/bt28c777zD6NGj7ZIBshcdOnRgSUAAQ4HvgXeAAydOsHz5crdcvxQUCtRt2qD46y8u\nXbrEwIEDWb58OYmbN/PtzZtuIaiYQgoNLZV8Bjhx4gTXfviB6yave3l52S0RZw3UTzyBqk8fl52/\nAv8bKDf5LEnSf8XGpgIVsBViUhLy00+7VdrCFHL79jxhJtFQ9cYNNM2b8/DhQ5YuXcrs2bO5Y8Z1\n29mQ6tcn1GTDkZOTw8mTJwHtwnvn2bMsWrSI7du3M3bsWLZt2+aaYDw8yt1YLl68mFOnTqHRaCgu\nLubXX381xCNkZjq0gdNDql7dkNjp3r07X375JQMGDOCll15iz549VrObnKr5bI7VpFQiiiJbtmyh\niVFBRa1W8+eff7Ju3To6depE165d6dWrFykpKaandjnUarXZ9nt3YsyYMTTQMXVPAm2B4ocPWb58\nOYoTJ1A//ji3bt0izYhhIUmS6zVnga5vvkk7XYJAEAQ8PDzYu3cv8oMHCPfvI4eEcP78edavX/8f\nJpYZOKr53LdvX6pUqUIBkAPURlvEGDduXMmBsuxeY1QHNF4d3cDpYZzYuXTpUonvITMzk2nTpnFP\nx4yxBgFFRVRt3JiqVasiiiINGzbkk08+sSkm2UiHWqFQ0KZNGzwFARXg7e1taKF1Bay915RKJYsW\nLSImJoatW7eW0CU0h1deeaWEsVbz5s2dXqg6depUiW6Ws+npFCqViImJ2hfy81Fcvoy6dWunXtcS\nqlWrZig43QGqAcFm2r7dzXJUKpV4e3tzoaCAokuXiImJ4cUXXywlU3HlwAFOZmdz7949Hjx4wPHj\nx53GoDW915zBfPYJDWXr1q0cOXKELVu2WK2jaohBV4xSKBRs376dXbt2sW3bNmJiYmxq1y8Rl6sK\n1CZJZkEQWLFiBU899VSpc4SEhJR+3rsINWrUYMOGDfTo0YO27dqxsVcv8ps1MxTJZ8+ebehWUqvV\n/PLLL8TExLgsnnnz5tGmTRv8/f2J8/RkUpcuBhNgZWysW4tReowdO5aGDRsafFkaNmxY0rhPNxff\nUCqJioqiT58+TJs2zaX78/DwcO4FBJSQ4jlz5kwpUooiKYnADh3o1auXzZ0FNsPLy+41gpCe7pQ9\ng56w8sorr/DDDz+wYcMGYmJiGDFihNnx5Wo+OxhXmabEKhWBNWqYNWO/dOmSQVrC39+fGTNmsGDB\nArfI8OjRtm1bRrzzDh95eLAf+BYt4WjdunU2mUA6E5q2bVGePs2iRYsMDOIuwK7UVH755Re3xyOV\n4QuRkpJC3aIijEtBnp6ejBw58pF57VSgAtbCYvL54MGDrFmzhrt37xpe279/P3v27GHPnj0lNmVp\naWls2bKFbdu2kZqa6rqIK1ABK6Fp3548M4wid0Ldrh0dJIl6RmZGSqUSv3PnuBAQQP/+/ZkzZw7L\nli2jX79+BkaUqyDVr09tSaJpo0aGDXBubi6jRo3i5MmTFJw/z/GMDMOmICsri61bt7omGCva50yT\nPBqNxtAu5grmM0BERATr16/niy++sH0SLypCyM9HtnGDWwKVKmmZecZJWyNWkyiKpTbQkiSxYsUK\nEhMTSUtLIy4ujrdN2tzdAaVSWWrz4c7FLGjNOPbs2UNAQAD3gf9Dy6iomp+Px6+/ou7aleDg4FJ/\nw6CgIJfH1mTIEBopFPyjRg1kWSYzM5PPP/+cbR98gKZxY9asXcugQYOYMmUKgwYNYu3atS6JY/Dg\nwbz33nt4enqW0Hm9fPlyCTackJmJrFRyX6EgNjaWG2YYGM6E7OVlN6vJWcUo48SOh4dHKX3LtLQ0\nBg4caPXmSMjMpGNkJAcPHmTPnj38+OOPNG7c2LaYTApSa9eupWnDhrRs144PP/yQBQsWWHUeSZJc\n3hXx8OFDPv74Y8aNG8eJEyfKHOft7c2+fftYs2YNy5cv58CBAzYnBstDgwYNSsgyBQUFUdSqFUpd\nsVV55oy2M8rHx6nXtYSXXnqJrl274uHhgSwI3PT25u1evUqNczfLEeCHH37gslptYDpev369lGyS\ndPUqV0wSXsZ7BKfCkRZ7tIVgycGNuBwYiJCbC2o1oijSrVs3evfubT9Lv6BAO5/bKdkB5pnP5mQ3\n9Pjqq6/o378/zZs3JyQkhP79+7N582Y6uNH7oFWrVkyYMIHU1FQOHjzIm2++aWCKmhao1Wo1OTpv\nElcgMDCQgwcPcujQIVq/8QYjdIln4JFIboCWObt37148GzdmROfO7N2718CqBd385uHBsHHjOHr0\nKLGxsXz99df861//cllMISEh9Hz9dRoZFTUyMzOZOnXqf74ftRrx1v9j77wDmyq/Pv65SZOWDlpo\nC2XJEMQqInvJKHtLGbJlKVsQARURfRVQfiggigtBGYIgG2TJUqBsZMhwgEyBLiilLV1J7vtHmpi0\naZukueng+fxl0pvkWG6fPM853/M9NzC4a59XEArUFoKVypUr061bNyrnoUtFFRvLbZ2Ovn378sIL\nL7BlyxaHXm/pQ22JlHFuWL16NdWqVbP+TJXK5Z1GzjB+/HjOPPsslqeV1NRUu+0OXY2ubl08Tp0y\n75PUGLsnD8sy58+f5+jRo24VZOqzUT43a9aMev7+ZuWzn58f77//PlOnTnVbbAKBs+SYfO7QoQNh\nYWFWz3l5eREeHk54eDjPWAyPOX78OAMGDKBv374cO3ZMkWAFAkfJqzdqXjE88QSe9++z6bvvzK1+\npXU6NOnp9Hv3XasBFVevXjV70yqGlxcEB/Nar15WX6B37txh8eLFFPv3X65nOsDk1VM5W0yK9By+\nyIcNG2Y1nblixYr06tWLs2fPkvDPPxy2GADkLJYbybwQERFhPCAEBUFefmeSlFX9nEnV9NJLL5kt\nBTw8PKhZs2aW1mdbFgruYPny5XTs2JE6derQsGFDunfvTkpKiltjKFeuHO3bt8fDw4NJwOvAd4mJ\npI4ahaFCBfz9/ZkyZQpVqlShbNmyNGjQINuBey7F05Pkxx/nSYvEZXJyMrr9+9E1aMCyZcu4m+Ht\ne/fuXZYuXWrzbVyxro0aNYpKs74FLwAAIABJREFUlSqZlVZg9L5s166dWRWuunKFh2XK0LZtW7p2\n7Uq7du2UnYSel4NldDSp/v6cP38+T4kLy8RO9erVadmyZRYP6j/++IMzZ87YHZchOJiqVavStGlT\np9SSmX2oPTw8eLJqVcZOmMC4ceNy9cjW6XQMGzaMevXq0ahRI4eKGo7ca2lpafTo0YMvvviC1atX\nM2TIEH799ddsr/fy8qJ3794MHDjQaf/cnHj77bfp0KEDFSpUoHLlyowfPx7PwYPx/Pxz0OnQ/vgj\n6Rm2Snq9ntdff5327dvTo0cPrpjU0S5Go9Gwfv16Pv/8cypWrMhxYNHw4fz8889W13mcO+d2yzBf\nX1+rYpSvry8lM3kmP+nhQZxFoa5kyZL0ctFwNtO9Jssy77zzDmNfe41zJ0+ycuVKp95PFR2NnAdv\nZcA45KxECbPnel7R375Norc3ny1YYNV94wg5WXPZwsfHhyVLlnDgwAHOnz/PkiVLqOVGtb+J+fPn\nmzuyUlJS+OWXX7h9+zYvv/yyVadEtWrV6NSpk6KxHDt2jOrVq+PVogVqi3kHHseO5ducmDJlytBg\n8GDahoSwb98+sxocMr6Ly5a16pDU6XQ2/eJdSZNBg6iWaT8bGRnJ1Qw1purWLeOeNxtvcVchyzL7\n9u3jQUoKd5wU6eR10Kc5lkw2FxcuXODFF19k4MCBHD58OMv1uX2Hply/zpfr17Nr1y727t3L5MmT\nHZsvYeFDbUXGYEZvb2+2bNliVkCrVCoaN25Mly5d7P8MBWnUqJGVFdn9+/dp3749Y8eOVbQIZQtd\nnTqof/uNSRMnUqFCBZ7BaIUTJ0nMmDGD8PBwK/tHpbHl+QzGDqpetWvjU7MmLVu25IMPPmDkyJH5\nnvMQCOzB4QyJXq9nw4YNrF+/nlOnTpmft6ygKTbpViDIAz/88APh4eH06tWL3zINHVKMDA+pyrGx\n+GYM+msCHAaSbSTk3OHVq69cmfJpaVa+wQC7d+9Gfe0aIc2amTcCZcuWZcKECYrFIms0LFu0iEOH\nDtn8ea1atVi0aBGdOnWiS5curFq1ioiICPr06YP2/n2Gvvkm06ZNy1sMmRI7eUHlAqUVWLfZQ1ZV\nU7du3fj+++8ZPnw4M2fOZNmyZVYqGcBtvm2ZCczwC1WpVBw7dowRI0YQGhrKG2+84VbPtAULFjBy\n5EjKt2jBhpAQ1L6+XLZIkpgKpYcPH2bnzp1ZkixKoatTh0aZkoWV79zhm/PnsygqlFRYqFQq5s6d\ny51ixax8qM+cOUPTpk3ZunUr6qtXOXr3LpcuXUKn0xEbG8uKFSvM3QcuR6sl8d497ty54/BaeP3E\nCX7Yu5eOHTsSFhbGxo0bnQrBMrEjSRLffvutlT0EGJOmpvU8N1R5tOHJHJMJKT09W6VjZmbNmsXW\nrVu5du0aly5dYu7cuTa9O/PKyZMnrZIhkZGRiqn37UGj0bBixQqOHz/OxIkTuXXrFrv9/JADA/EZ\nNgyPiAhSMr7fpk2bxrJlyzhx4gS//vorgwYNyjKA1lWo1WqWL1/OtWvX2J+SQuXYWN59913z4Fgp\nPh7VzZtuH+zz4YcfQuXKVJUkvL29KV++PPHx8VbX+Ny5w5CZM2nVqhUtWrRg1qxZtG/f3qVxfPvt\nt3z33Xf8de0a6Q8fMn36dP7880/H3kSWkWJjXfN9nKkYrNPpuHnzpsOWUjqdjqkvv8yfcXG89957\ndOnSxZzEcwSbns86XRbbjYJG5jVdr9eTnp5Ow4YNWbRoEc8//zy9evVi/fr1bulEOnfuHF1mzSLu\n2DFmdO1K2okTSNHR6J96SvHPzo4dd+8S+dNPjBs3jvDwcLP/rcf58xieeipLkU6Jop0lcpkyFNfp\nsOwNKVWqlLmbU+Ume6Dx48czcOBA7ty7x5iXX+bIkSMOv0deB32asLS5+Pfffxk4cCDbtm1j+/bt\nDB8+3O7CtIm4v/7igkVxKzY21mG7Q5vWGxYFqdKlS7Njxw4++eQTvv76a1atWpWlqyu/eP/99xkx\nYoR5OGpaWhrXr19n1apV9OjRw63nBrlsWfD0pKavL+vWraO9jw+H+W/tymz/qDT6xx9HfeWKTYtK\n/+hoxn32GevXr8/W8kUgKIg4nHzu0KEDPXr0oGfPnlatdpabioKyoAkEJq+tbdu28c4773DgwAH2\n7dvHsGHD+Pfff90Sg75OHTxPnzYrO54DDgGhoaE8++yz5usqVarE66+/rng8hooVea5MGZo3b271\nvHz/PukJCXywaBFff/017777Lhs3bszS/eAqdu3aRWJaGv83dSr9+vXLduBbkyZNWLFiBcuXL+fJ\nJ59k0aJFJEVHAxCZmMhPP/2Up82JTRWRHaSnpzN+/HjatGlD165dCc5IGLvEh9qW8jnTutqgQQNq\n1qzJ4sWLadq0KT4+PjRu3JjatWvTu3dv5s2bl+c4nOWrr77ipIWaKD4+nsWLFzNs2DC3xeDh4cFb\nb71FfHw8IyMjCb11i249elhZR6jVakWHc9hC07Qp4eXKmTfaAI1lmU+OHSM2NtasYvX09KRJkyY2\n3yOvns8mnnvuOQLq1CHz0fHevXvMnj0b1ZUrWTohkpOTFVHVy7LM3ogIFsydS4sWLejfv79D6pJT\nO3bwd3w8SUlJ3Lhxw+kuksx/e5Ik8c0335jbVr28vGjfvr1V51dOSKYhR3kg2wFjHh6kpqbmmiT9\n+++/rX6XMTExOXqKW+LIvebp6ZmlqGmrcyY9PZ2pU6fSu3dvpk6dSnoehsrZw+TJk3n99df55ptv\neOnll/m+Xj00v/xC0sKF5qFn586ds/od3bp1y+bAPVdh8lI+DjTEaD1gSmaqT5ww+lC7eS9dqlQp\nZq9bR3UPD9LT07lw4QKDBg3ixx9/NF4gy6ivXeOJTp1Yt24dGzdu5IUXXnDZ55vutSNHjpCcnEwa\nxoFwMTEx2Raos0N68MCoBnSBpYrBohh87do1WrVqRcuWLQkNDaV169bs3r3brvf59ddfiT53DtPJ\n6cqVK8aEv4PktRiVX/Tp08dc5FWpVNSqVcucxHzuuedYunQp33zzjfK+wRjVliNHjuTAqVO8odPR\n99Ah0nr1Ivl//8vXJP6sHTt4PCPZe+/ePb7//ntkWUZ9/DjqZs0YN24cFSpUIDAwkJo1ayq/z1Or\nkSpVYmCTJjz22GMEBARQqlQp9u3bB7hnMOqtW7fYtWsXKSkppAH3oqLstpqyxLQ/z2tR31L5vHr1\naiu7xDt37tC7d2+rGSK5fYf6p6ZyP9PfrqPDkm2JaKS0NGSLezkgIICnn36a+fPn07hxY1q2bKlY\nh48jSJJEy5YtbXZI/v33326Zx2JJWufOeC5cSOngYLqmp3Mg088t7R8Vx88PQ4UKqC9etH4+JQX1\ntWvoH3/c6mlXnQ0EAiXJUz+9ZZLZcjHPrQUUrNtQIiIixGPxWNHH33zzDXFxcebnbt68aT4wKP35\n57y9ebB3L0uXLiUsLIwWGg3n/Pzw8PBgzJgx9OzZk27durF582YqV66seDz/aDTE/Pora9assfIB\nqwpcBr786isCAwOZMGEC1apVUyye+fPnkyrLeGL0Cf3pp5948OBBrq9/8OABpYDojMfJyckcPHjQ\n6Xh+j4zkgYUK0N7XT506lR9++IFTp05x6NAhhg4div72bSJlOc+/n0i93ryRjIiI4PTx4+YDken6\n6OhoZs+ezeXLl7l58yYnTpygcuXKvP/++wwcONCsXs+Pv7cLFy5giwsXLrB//363xbN582azCkXG\naG0zadKkfF2PjsoyVWNjee655wB4AkgCrmX4XMqyjEaj4aWXXmLevHmKx1OiXj2q2xjKmpqaivrK\nFVIrVLBqiQwODrZKyrkqns2bN/PXlSukJiYSGxvL7t27ef/99+1+vX9qKpbOs8nJyej1esfjOXMG\ng05n9lyPiIjg5s2b/Pzzz3z33Xe0aNGCuLg4du3aZdf7pd+8yXGLw6lTf08xMebDrvnnOh2ff/MN\nNWvWpGbNmrz22mvIGWtP5tcHBARYdaSVLFmSunXrOh1Pdo9r167N008/bU5AV6pUiY4dO2a5vnv3\n7nzzzTfs2bOHhQsX0qNHD5d8vq3H+/bt4+effzYfbOPi4pj43XdcOXYMff365uszF6GKFy9OcHCw\nYn9/Jo/QixgHfj4eGIifnx8RERHcWbfO3Prv7vVp78WLeKWn45lREIiNjTWrL6XISFK1WiIs1O1K\nxOPt7Y1GozEnn319fc02Efa+nxQdjaFUKZfEE52hogYYOnQo58+f5969eyQmJnL69GlGjBjBtm3b\ncn2/tLQ0Ag0G894FjMkqR+M5eOGC2Yfa/POMYpS77xdHHg8YMIBx48bxzDPPEBQUxPXr12natCkL\nFy40C5jcFU9UVJQ5gbQc0APnNRr2lS1rvv6PP/6gY8eOtGvXjh07drglvtjERC4CtTMeJyYmcuDA\nAaMdSIMGhIaG8vHHH7N371727NnD5cuXFf993StRgjmjR1OuXDnu37/PyZMnmTRpEnPmzCHy4EH+\nsSgwKvH5hw4dMhcG0wBPMHeJOPJ+MefPM2XePJ5++mk6d+7MvXv3nIrnj7t3zcXg+Pj4LAXW2NhY\nhg8fnu33cZb17sEDnmrZkuLFi6PVannyySd5++23Hfr/M9kHWv1cp+P46dNW148cOZKLFy9y69Yt\nzp49S6tWrWjcuDEDBw50+vfhiseVKlXK0r0JRhGJZdeLO+LZHxaGdsMGSs+YgbcssypTTKVLlzZb\nTbkjnlvly6POcBow/Vx99iz6atWIyPTvm1//fuLxo/nYWSQ5l97WixcvEhAQQNmyZQG4fv06FStW\nBGDr1q1mz6CNGzfSvXt3ZFlm69atdO3aNdv33Lt3L3Xq1Mlz8AJBbkRERNC0aVOmTZvGl19+aX6+\nWLFifP/997Rq1UrxGKS7dyneoAEJe/dy9fZtqnXtSqAsk4qxUFO2bFlmzZrlNv8tj4MHKfbBByTs\n3MmwYcPYtGkTAIOB9sDEkBAWLlxIswwvTKVo3749G06coBFwC6Ndz+zZsxk8eHCOr5s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/333xk3bhx79uxhz549DB06lD179rglnpzw9vbOUlyJjo62Etkoja5mTdR//gkZan2PEyfQ\n1arl9n2pqUDdp08fZs6cSfPmzVGpVKxYsYIff/yR0NBQzp07R+PGjblw4YL5daYkLxi/F/PayZWd\n8tnEk08+aZdVi2VSvFOnTk5bA2Xxoc5F+SwohHh4kDpyZI7/rsLzWVAYEMlnQZGjfPnyDB06NFuv\n0LwmJooMXl48XLCA5OnT8897VquF1FQmTJjAxIkTad68uZXVR1JSElu3buXs2bN88sknbN++nWMH\nD+Ijy1SuU8dlYWRWPgM8++yzNu+hmJgYmjdvzooVK6z/V+7fx+DCtkPLVt/CqGoqiPj5+fHhhx/y\n1Vdf0bhx4/wOp0BhqFKF1MGD8WvdmsAWLUh6/nmrn6empvJbprZbl5ORaLp69WqWbojMPsseHh6U\nKVMG+C+pU6VKFZeEkV2bvYl27drxww8/sGPHDvbv30+JEiWsfu7l5cWRI0d4NiSEGq1asWTJElq2\nbJnnmCwLZCZlk5eXF926dSMhISHXA/X9+/fdaj1Vvnx5qlevTnx8vNmT+u+//yYmJobIyEg2btzo\n9vbxAQMGsGPHDlasWMHOnTvp16+fWz/fFr6+vlmeu337tsttLRxBX7MmhsceY2b58qwJC+OKJGEa\nmaVWq2nUqJFbBiWbfOAtyezf7+/vT0xMDE2bNqVPnz4c2LULjSwTcf48P/74o0s6pLJ4rmegVqtZ\nt26d1dqTnp7Otm3bOJkx1NlEaSDRx4ctW7bkeS5DlgJZIS1Qa7Vapk2bxuLFi+nZs2e+xrJ69Wru\n3LljfhwXF8eQIUMcLtgpQZUqVazOLiEhIVSqVMl9Afj4oH/8cTyOHwfA4/hxdA0auO/zTWQUqDMj\nSRLz5s3jxIkT3Dd1DFpg2YVUu3Zt6uTx/JCT8hmMg7/r1q2b6/uY9i7+/v40b97cdTGJ5LNAICig\niOSzoEjy5ptvMn78+CzJw9KlS/Pqq6/mU1QFD91zz5E2aFD+BZDh8SpJEpMmTWLTpk1ZNoUpKSlm\nVRMYp1bLgYHgQqsEW8rnESNG0KNHD5vqhfv37zNx4kSmWLQ/1QwJcYnfs82YCqGqSaAcSvm6pbz2\nGuldupA8bx6vv/GGVZJHrVZnUfi5GlmjQUpLo3Hjxjz22GPm5/38/GjTpk2W65cvX07r1q0JLVmS\nkJo1WbhwoWviCAqy8lzPiXLlyjF69GizR7y3tzdt2rShePHiVPL25rVZs2iYzWRyh2LKwdPx8uXL\nNm1JbOGoUjWv99rVq1eztRxJSUkxt0W7k4oVK1K+fHmmTp1K//79810tNHfuXKpWrZrl+XwZhGpC\nkng4axZes2fz/OnTHBw+nKeeeorQ0FDefPNNtm/f7vIOKZv3WiblM8Dnn39OgwYNzMWN9957j5Ej\nR3Lx4kX0er25E8LE5cuX8xybnENBys/Pj6eeesrqudTU1Cx+60/4+1OzdWuXzGWw6QEv9gh2Y+te\nK1euXBYLrocPH/LVV1/l+9DyDz/8kM6dO1O1alVq1KjBrFmzshQ9lSZ11CiKTZ+OFB2N54oVpHfo\n4NbPByCjW9IWloWDzFTy8qJi/fpMnDiRDRs25LnjLSdrLjB+z65Zs4ZJkyYRGBhoU/QUEhJCOY0G\n3ypVGDVqFB3y+Pu0VGML241HE+H5LCgMiJVJUGSZMmUKer2eQ4cOkZCQQFhYGIMHD1Y8gSKwH0uP\nVxO9e/fm8OHDZj+7atWqWX2hqmJiMLjQ3gJst9lLksQXX3zBlClT6NatG9cyhjOa0Ol07Nixg+nT\np6PVao1xuVL5bKnGLqSqJkEhw9eXhxnWGtX9/ZkwYQJLly5Fp9NRs2ZN3nrrLWU/P6MYVaZMGRYu\nXMgHH3xAYmIiZcuWtUpGJyUlERcXR3BwMGvWrMG3Xz/SBg8m3VXJMK0W2ccH6f59ZDsSRZMnT+bp\np59m3759NGjQgBdeeAEwrlWyi9aEbKfZA23btuWzzz7j1i2jNtXb2xtZlrMMZC1TpoxVwcwdNGjQ\ngL1792YZjAjGw3fHjh3dGg/A9evXGTRoEDdu3ADg7NmzrFixwsoT3p2UK1eO/fv307lzZ/MAxKCg\nIAYOHJgv8ZgwPPUUKa+8gqFSJV4KD+el/AjCwvPZRFBQEDt37uS3335j+vTpfPTRR1Ye2ZYqR7Ct\nLHeUzJ0HmenTpw9Hjhzhrg1rDjD6G4/p2hUPT09sp84cxM/P+Ht5+BC8vY3/bUebvyB7RowYwb59\n+/j111+tks3p6ekYDAaXWsw4iqenp1s6DXIirU8fPL/7Dr+2bUl74QX09eu7PQY5G+UzYPaCt0SS\nJCpUqEDL4GC8Jk9G17ata+LIwZrLhFar5e2332bKlCmsWrWKzz77jIcPH+Lp6ckrr7zCwIEDCa5c\nmR9/+cX495zXmCyVz2lp4swgEAgKJCL5LCiySJJEWFgY06ZNy+9QBNlhYyPZpUsX0tLSWLNmDVqt\nlhkzZlgpPKSYGJd6K0PObfYVKlTgwIEDNj047927x99//02NGjW4deoU5XMY/uUolspnYbshsCQi\nIsItCoexY8cyZswY9Hq9WwazWRajGjZsyJtvvsno0aM5c+YMv/76Kz179qRBgwZ8/PHHREZGIssy\nZcqU4VB6OsWVKEjFxNiVfAbo2LGjdSI1JQVSU5FdlBC3OuwaDEgGA2QkQypVqsSCBQuYO3cuBoOB\n8PBwdu7cyS+//GJ+vUaj4bPPPnNYhZ3Xe+2VV17h2rVrfP/991a2IN7e3syZM4caNWo4/d7Osnbt\nWnPiGYyKuYULFzJt2jTKli2bLwNIixUrxtatW/nwww+JioqiT58+tGnTBoPBkK8DUVPdMXg4A1v3\nmuzpiZSWRmbd6b179xg5ciRXrlzJ8j6mVnatVkvVqlWZN29enmPLLdnUuXNnEhISeO2110jN8MW1\nZPTo0VS5fx9DQECeYwGMwxgzfKgN3t5GNajYI9iNrXtNo9Gwdu1aBg0axK5du9DpdEiSRGhoaL4m\nngsMKhUPP/4Yr/nzSZ46NX9i8PSETEVVE1999RVDhgzh2rVrJCQkUKVKFXr16sW4cePwCwvjoQs7\nE3NTPlty5MgRBg4cyMCBA0lPT/9PdZ2YCLJsHGjqipgsfahFt+QjibvOBgJBXhArk0AgyDfkbFro\nevToQY8ePWy+RjHlcw4bSV9fX7Zs2cLLL7/M/v37zdPtk5KSGDBgACtXrqTi/fsujUsODkZtGlaU\nliY2koJ8QZIktySeAbPy2cTHH39sHu758OFDVq5cybp166wUvTdu3EBWqTgXFcVTWd7QeUwFKUP1\n6k69XhUTY7ThcdGMAUNg4H8FMlMxyuK9w8LCCAsLMz/WaDScPn3a7H9Zo0YNmjVr5pJYHEGSJObM\nmcOxY8eshq81bdqUTp06uT0eMA4lVqvVVoPotm3bxr59+3jyySdZvXo13t7ebo/L29ubmTNncuPG\nDT766CNeffVVNBoNFSpUYPny5W5vsy8QaDTmIWeWnDt3zkrtbEKSJEJLlKBqaCi/ff01ISEhLkkc\nGoKCUOXQ1g/Qs2dPZs+enWUQXPXq1Rk0aBDSO+8gu7DzzmDat1SoYFwTxB4hz6hUKpYtW8aHH37I\nhQsXqFy5Mu+//35+h1Vg0NeqRdLSpfn2+bJGgyo+3ubPSpUqxfbt25FlOYvNhavPDfYon21hafeh\nio3F4MI9gqXyWdLphGBFIBAUSITns6BIIyqABZwcWuiyQwnls+zvj/TwYY6x+Pn58eOPPzJ69Gir\n52/evMm8efMIUatd1mIP1m2+kk4nWmoFZorsupbJ39UyOQhGD9zMVhIAwQYDxzMlfPKKLR94R5Bc\nbMNj5UNtR0vtkCFDzD6hAwYMYP369Tb963PDFfeaJEl8+eWX1KlTh6pVq9KiRQu+/PLLPL+vs/Tv\n358WLVpYJQKSkpKIjY0lIiIiX5NN586do2vXrvzwww/cuXOHGzducOjQIV555ZV8i8ld2LrXsitQ\nlytXzmYyXqvVMjI8nIr16lGuXDmXKVbtSTZpNBqGDRtmbv/38fGhQ4cObNmyhZIlS6KKjnb9miCs\nuZwip3VNrVbzzjvvsHr1ambNmuXUuilQCBse8JnJ4q8sy8ZZMa5WPtuZfM7uXpOio116lrFSY4tO\niEeSIns2EBQpRJlcIBDkH5mUjvagio7GEBLi2jgyWlil2FjksmVzvLRRo0YsWLDAahiUJElGZYUr\nBw5aHnaFqknwCGAaOGiiR48enD17lsTExGxfUxzQAw0sVL8uicXSc90JzMpnV2HhQ40k2bUe9O3b\nl759+7ouhjxQs2ZN9uzZk99hAODh4cGaNWto3bp1FislgMjIyHyIysjs2bO5efNmludj8lAIKdRk\nU6CuWrUqw4YN4+uvv7ZaHypWrEgpWXZ5d5S9bfbjxo2jc+fOXL16lWeeeYZSFslmlyfALAeMiWST\n4BEgu2JUTkj37yMXKwZeXq4LJLPnuhOoYmNdW4zKdGYQ64FAICiICOWzoEiT31PsBTmTOdlkD1J0\ntEsVxibsVTK0bNmSBg0amB9XrFiRN954g7R//3W58lklNpICGxTZdS1TMWro0KFMnz4dr2wOjb6+\nvjSrVo304GCeesqVphu5DxjLDSk6Wjl7IDeuB0X1XlOpVFYFRBO+vr60bt06HyIyklntb6JChQpu\njsT92LrXcko2TZ06lTNnzjBo0CAaNGhA8+bNWbp0KZ7x8a7vjnKgzb5KlSq0bt3aKvEMGYVzV7b+\nWyqfRYHaIYrqulbkcbZb0tVnBgvP9dzI7l6ToqNdr8a26JYUthuPHmJdExQGxE5FIBDkH3a00GXG\n1a2rJuxts9dqtWzYsIFvv/2WuLg4Bg0axGMVKuB5/z6prlY+W24k88GDVCBwJ7aKUUOGDCElJYWP\nPvrI7F8MUK1aNXbt2kXghQsUmzGDBFfHEhyM+o8/nH69KjbW5QdeU0FK7+srilEuoHLlypw7d878\n2MfHh0mTJjFo0KB8i2nUqFGcPXvWrL728vKiefPmfPrpp/kWU76Syx6hZMmSzJ8/3+o5SYE9giNt\n9jaRZaS7d13fZh8VZXwgbDcEjwLOnBlc3JVowspz3QlUrrbmEspngUBQCBDJZ0GRRvgfFWxkT09U\nSUnZ/lyv15OQkIC/v7/Zx00VFaVI8tngQJu9l5cXY8eO/e+JBw9QaTTg4+OyeGR/f6SkJONGW6ia\nBBYU2XUtm4PlqFGjGDJkCJ988glHjx5Fq9XywQcfGNcFpdaDoCA88qp8Ll/ehRH9VyCTypd3m6qp\nyN5rwBdffIEkSVy/fh1/f38WLFhAeRf/mzlKixYtWL58OcuXLycoKIjJkyfny/DD/MDmveaE0lGJ\nArVZZWwwgMrxplEpPh7Zyws8PV0XU3Aw0oULxvcXySaHKMrrWlGmIHVLWnUe5EC2ns+xsRgqV3ZZ\nPFm6JcWZ4ZFDrGuCwoBYmQQCQf6Rw8Fy9+7dTJs2jYSEBEqVKsWyZcuoWLGiMi105G3AmCo21uUt\n9qhU/21uhapJ8CiQg6rJy8uLt956K8vzqpgYDKVLuzwUZ6fZm1DFxqKvU8eFEWX4UN+9i14kmlyC\nj48PS5Ysye8wslCvXj3q1auX32EUCJzyeI2ORnb1mmDyXI+PR7Yx6NCumJRQY1sMGBMFakGRx9k5\nMQrsESw9151BFR2NzsLCL89Y+FAL2w2BQFBQEZ7PgiKN8D8q4GSTbDIYDEybNo1Lly4RGRnJ77//\nzvjx4yEtDSkhAblkSZeH4ojyOTNSdDTxLlQ0mTApGYSqSWBJUV3XZI3GuUSTqws/5L3NXlKg1dfs\nQ+1GVVNRvdcEBQ+b95qjyufUVKSkJOSAANcFloGlFZajqGJjXb4eWBXIRIHaIcS6VjiRtdpCp3zO\n1vPZ1dZclj7UQvn8SCLWNUFhQCSfBQJBvpFdC11iYqLVBHuABw8eGFXPQUFOtb3mGktelM8xMaQ6\noYbKDdki2SRUTYIijzN+jgrZbuQl0QRGVZOrD7ymZJNQNQkeFRxVPiu5R8hLQUqJIpllPFJamkg+\nC4o+ziifo6Jc35lIps4DJ1BFR7u+QJ0PQ4kFAoHAEUTyWVCkEf5HBZxsNpJ+fn5ZJsVXqlRJsWGD\nkDflsyo6mpKhoS6OyCImoWoSWFBk1zUPD6Onql5v90tUSrTYA3JAwH+e604gxcS4/MBrPuy68WBZ\nZO81QYEjW8/n1FS730OpFnsoeNZcZuWlLIMoSDmEWNcKKU4OHFRkj2CnNVe2ns8KWAia1gRRoH40\nEeuaoDAgks8CgSDfyE75LEkSy5cvp0WLFtSqVYvw8HA+//xz42ZNAQUD2N9CZwtJIWWFecCYUDEI\nHgUkyWFlk+TiifFmVCrkwEDn1oT0dKM3bGCgS0MyH3ZFS63gUcHT06H1QMkCtZwXa66oKNe3/nt6\nIhcrhhQfL5SOgkcCZwcOKjWU2Gnlc3o6UmKiU/7xOcZk8qFOSxN7BIFAUCARyWdBkUb4HxVwckg0\nVahQgY0bN7Jv3z6+++47fHx8FGuxhzz6OcbEcCkhwcURWSif09KE7YbATJFe1xz0eFVyTXC2zV6K\njTUmntVqReJxp6qpSN9rggKFrXvNUY9XKSpKsQK1ITAwT3sEJe2BpPR0oXR0ALGuFVKcHTiohDjE\nTuWzrXtNiokx7hFcbA8khpQ/2oh1TVAYEMlngUCQfzjYQqdkS60hMNCYaJJlh18rRUcr6/ms0xl/\nVwJBEcchj1eDwZjoVbIbwolkk1LqS1n4OQoeNRwtRsXEKGe7YWeyyRZKDj0zW3OJArWgiOOw8tlg\nUKxjMi8e8EqdZUxqbFGMEggEBRWRfBYUaYT/UcHG0Y2kEkN7zHh7Gw9vmQYd2oMqKorqzZu7PCRT\nm6/YSAosKdLrmgMFKSkuDtnHx9iarwDO+sArtU7JAQFIiYlIDx+6LdFUpO81QYHC1r3m8MBBhZK8\nkLc2e6UKUmLAmHOIda2Q4qBgRYqLQ/bzU2SPYOW5ngO27jXF9gjCmuuRRqxrgsKASD4LBIL8owD5\nOUIe2uwVGnpmMAXCGcMAACAASURBVG1uxUZS8IjgSEFKyUQT5EH5HBWljPrS5EMdGSmKUYJHgwJk\nw5MX5bMqKkqZoWemAWOiQC14FHA0+ayE17oJS891B1FqnTIXyES3pEAgKKCI5LOgSCP8jwo2Timf\nFWqpBSeTTbKMKiaGQ5cvuz4ek6pJ+LcJLCjS65oDh0uli1HODhhTKTDF3oQhKAjVnTtuWw+K9L0m\nKFDYvNecGECq6N+eM8lnWUaKjVXEd9Yq2SQK1HYj1rXCiazRONQJ4Y49Qm5nBlv3mlL2QKYCmShG\nPZqIdU1QGBDJZ4FAkH84eLBUanCICWfa7KUHD0CrRa9AW5/Jh1psJAWPDBqN3WuCSmHls8FJ5bOk\npPoyKAjV7dsi0SR4JHC0QK1ksslZ5bMUH4/s6QleXsrFJGw3BI8CTsyJUbo7yuluSaWUz6JbUiAQ\nFGBE8llQpBH+RwUb2dGNpEKtq+Z4nEg2mRJNitxrPj6gViPFxYmNpMBMUV7XZK3WftsNBZO8kAfl\ns4IJMENwMKo7d4xrpxsoyveaoGBh815zpkCtVPK5RAmkhASH4oGM1n+lBiWLAWNOIda1wokzHvCK\nWvXZoXy2da+poqIUEdLIllZ9Yj145BDrmqAwIJLPAoEg/3BE1ZSUBDodcvHiioXjjPLZLT7Ubmyz\nFwjyFUdsNxRqXTVh9lx3ECW9qGXTeiCKUYJHAEeKUSQlgV4Pfn7KBKNSIZcsiXT3rmMvc4caW9hu\nCB4FnFA+K7lHkPOyR1AirgwfalVsLLJYDwQCQQFEJJ8FRRrhf1TAcSTRdPs2hrJlQZIUC8cp5XNG\nokmpe00OCkJKTBSqJoGZoryuOaJsUnSYEPb5OdpCFROjbLJJeD4LiiA27zWNBlJT7Xq9KibGqCZU\ncI/gjO+zFB2NrJBdmNnzOS1NFKgdQKxrhRSTYEWW7bpcyb89sPj7y4FsPZ8V3CMIwcqjiVjXBIUB\nkXwWCAT5hiPDQ1R37mAoU0bReJxWPiupvjRtnIWKQfAooNE4XpBSCHOiyc6DrgnF2+wfPBDFKMGj\ngQO2G1JkpKLFKHCuIKW48jk6GslgEHsEQdFHpTIqenU6+y53gzWXM8pnJS0E5aAgtxaoBQKBwBFE\n8llQpBH+RwUcZ5TPCuJMC51JWaHUvSYHBRn/Q2wkBRkU6XXNgWST4muCjw+oVJCYaP9rkpORUlKQ\n/f0VCUl2czGqSN9rggKFrXvNEdsNd+0RnClQK5ZoKlHiv84oBRXfRQ2xrhViHDk3KPi3B/Ypn7Pc\naw8fQlqaYhaC5rkQohj1yCHWNUFhQCSfBQJBvuHowVJW+GBpCA5GFRXl0GuUVlaYlM9C6Sh4FLB7\nTZBl93RDOJhsUsXEGBPECiWCDKIYJXiUcKQYdeeO4slng5PWXEoMFwOMStDAQLEeCB4ZZAdmxUgK\nF6ScUT4rbQ8kBwWhiosTa4JAICiQiOSzoEgj/I8KOI601LpD1VSmDJKjyecM2w0lPZ8B0VIrMFOk\n1zU7bTek+/eNBRlfX0XDkYODHVoTJKUHHLm5GFWk7zVBgcLWveZIosktymdnkk1KW3MFBQmVo4OI\nda0QY6/yOSkJKTUVuUQJxUJxxvNZyYHEppgAkXx+BBHrmqAwkGvy2WAwoNfr3RGLQCB41HDE39UN\nKkc5IAApORmSk+1+jeIDTUzvrdUq9hkCQUHBXuWzOzohAAxlyjjUDaGkvytYHCxFsknwKOCoDY87\n5kI4WKBWOtkkBweLRJPg0UGjsWtNMJ8ZlBxS7mwxSun1AERBSiAQFEhyXJl27tzJlStXCA8Pp2zG\nIS8yMpK9e/eiVqtp0aIFZTI2etk9LxDkJ8L/qICjVhs3hnq98b9zwB2qJiQJQ0gIqshIDJUr2/US\nU6tvUwWHh4DYSAr+o0iva/Yqn92QaIKM5HNkpN3XS1FRihaj8PFB9vZ2W7KpSN9rggKFzXvN0bkQ\n5cq5OCprTPsDR1ApabtBxh5BJJ8dQqxrhRdTgTq3McBu6YTI8FwnLS1bgUjme81tymchWHnkEOua\noDCQo/K5Q4cOhIWFWT13/PhxBgwYQN++fTl27FiuzwsEAkGO2Hm4dEvyGZAdOVympiLFxyuabDK/\ntzhcCh4FtFoke1RNBXE9wE3qy6Ag4QEveCRwyN/1zh3FuyFkB4tR6PVId+8q2x0lbDcEjxIF6cyg\nUhnVz9HR9r9E4Tkx4swgEAgKMg57Pnt7e5v/W2tRVcvueYEgPxH+RwUf2Z4WutRUo8erkorCDAwh\nIUh37th1rSoy0ujlqFIpdq8J/zZBZoryuiYXpIMlGeuBI8lnNww9k4OC3Ga7UZTvNUHBwua9Zq/t\nhl5vTOqEhLg+MAscXQ+k6GjkkiUV/f4WthuOI9a1wotsb4H6zh1kd3RHhYSgyuHMkPleU7lJ+SwK\nUo8eYl0TFAYcTj7L8n+NLhqLzU52zwsEAkGOaLVIqak5XqKKijJu1nKx5nAFjrTZu8N3Vg4MRF+1\nqlv+3wWCfMfOZJM7PODB8TZ7dyTFDcHBoqVW8EggazS57g8ApJgY5IAAxf8u5JIlkZKSICXFruvd\nsh64sRglEOQ7dhao3TGkHJyw5lJ47yKUzwKBoCDjcPLZcvigZGHin93z2WFZnYmIiBCPxWNFHjdt\n2rRAxSMeZ32cKsucOHQox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"text": [ "" ] } ], "prompt_number": 282 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot Observed vs. Predicted usage.\n", "fig = plt.figure(figsize=(6,6))\n", "plt.plot(YY_hourlyelect_test, YY_hourlyelect_test, c='k')\n", "plt.scatter(YY_hourlyelect_test, y_hourlyelect_lr, c='r')\n", "plt.xlabel('Observed Elec. Usage (kWh)')\n", "plt.ylabel(\"Predicted Elec. Usage (kWh): $\\hat{Y}_i$\")\n", "plt.title(\"Energy vs Predicted Elec.: $Y_i$ vs $\\hat{Y}_i$\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 283, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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CoCAMSQmksIGvYKNn/XrWDkJ/sNG7/oIiDIlAIBDkwsKFCylbtmywZZRYRIxEIBAIrkGP\nHj3YuHEjnTp1Yu7cucGWU6zoNmtLIBAISiJpaWnExMQA8Nlnn9GzZ88gKyq5CNdWCUTvflY969ez\ndhD6i4otW7b4jcjevXvzbERKiv7rjTAkAoFAEMDYsWPp1KkTkZGRJCUlUalSpWBLKvGIGIlAIBCg\nlWCKiYnBbrczfPhwRowYEWxJ1x0RIxEIBIICcurUKRo2bAjA2rVrxYNoPhGurRKI3v2setavZ+0g\n9BeEBQsW+I1IfHx8oYyI3q9/QRGGRCAQ3LT06NGDIUOG0LFjR5KTkwkNDQ22JF0iYiQCgeCmQ6T2\nXh0RIxEIBII8sGXLFjp16gRoqb0iK6vwCNdWCUTvflY969ezdhD6c6O4U3v1fv0LipiRCASCGx6R\n2lu8iBiJQCC4oRGpvXlH9CMRCASCKyjK1F5BzghDUgLRu59Vz/r1rB2E/kCCkdqr9+tfUESMRCAQ\n3FCI1N7rT75iJE6nE6vVmmXs0KFD3HbbbSiKgizLJCcnAwS1CYyIkQgENycitbdwXJcYyYoVK7KN\nSZIEaL7Izz77jN9++41t27blW4hAIBAUBlG1N3jky5CsX7+e8+fPZxmrXbs2AM2bN6dnz560aNGC\nmjVrFp3CmxC9+1n1rF/P2uHm1O/z+ahcuTLTp09n+PDhHDp0CFkOTvhX79e/oOQrRjJy5EiOHj1K\nRkYGNWrUyLLv1ltv9b+OiooqGnUCgUBwDURqb8kg1xiJoij8+eef1K9f3z+2c+dOjEZjlrGShIiR\nCAQ3PgsWLGDIkCGAltorCi4WnmKJkbjdbr755huqVKmSZbxRo0ZYLJYs07ijR4/m+8MFAoGgIIiq\nvSWLPDkSLwfUd+3aRXp6OqtWreLzzz/n008/ZeDAgbzzzjssWrSoWIXeTOjdz6pn/XrWDje+/rS0\nNMqWLcvGjRv57LPP+Oabb66Tsryh9+tfUK4ZIzGbzfTp08fv2vr444/JyMigdu3adOzYkebNm+Pz\n+di/fz+rVq26XpoFAsFNiEjtLbnkax3JlClTGDBgAJGRkdn2xcXF0bJlyyIVV1BEjEQguLEYO3Ys\n06dPJzIykgMHDgQtK+tG57r0I+ndu/dVjQhQYoyIQCC4cRBVe/VBvsx6YIpvUREXF8fSpUtZunQp\nf/zxB6AtfFy2bBnLli1j7969/mPPnTvHvHnzWLBgAWfPni1yLSUFvftZ9axfz9rhxtJ/6tQpIiMj\nsdvtrF27VhdGRO/Xv6AEvdZW4ExmzZo1AFitVjp06JDt2G3bttG3b18Ali1bRvfu3a+PSIFAcF0R\nqb36IuiGBODEiRMsWbKEHj16ANp09rvvvkNVVapXr+6Pd9hsNv97zGZzULReD1q3bh1sCYVCz/r1\nrB1uDP09evRg48aNdOzYscRlZeWG3q9/QSkRhqRatWoMHTqU5cuXU6NGDTp27OjfF5gNFpgXYDKZ\nrqtGgUBQvIiqvfqlRBgS0NxZ4eHh2cYDDYbP5/O/vry2JSdiY2P9TweX/ZZ62f7kk0+oX79+idFz\nM+kP9HGXBD03i/79+/f7YyCff/455cuX93+PkqAvr9t6vf6B2wUh6K12k5OT/SXnf/jhBzp37szJ\nkyf9TyYrV66kS5cuACxdupQePXqgqiorV66ka9euVz2n3tN/A42gHtGzfj1rB33qD0ztnT17Nm3a\ntAm2pAKjx+sfSEHTf4NuSFasWIHL5QKgadOmVKtWjV9//dVfZbhhw4bUqlULgISEBDZu3IiqqrRv\n3z7H4pB6NyQCwc2ASO0teejWkBQHwpAIBCUbUbW3ZHJdGlsJrg96z0XXs349awd96F+wYIHfiMTH\nx2cxInrQfy30rr+gFNiQbN261d9WNzk5ma1btxaZKIFAcGMiqvbemBTYkMyaNYvNmzcD2ur0mTNn\nFpmomx09B+tA3/r1rB1Krv68Vu0tqfrzit71F5QCp/9OmTKFiIgIAH8lYIFAILgSUbX3xqfAM5Ly\n5ctjNGp2yGg05ljMUZB/9O5n1bN+PWuHkqd/7NixdOrUicjISJKSknI1IiVNf37Ru/6CUmIWJAoE\nghsHkdp7cyHSfwUCQZEiUnv1y3XpRyIQCATXonfv3qxfvx4QVXtvJsQ6khKI3v2setavZ+0QXP1l\ny5b1G5GCpvaK669PCjQjSUtLY8OGDRw/fhyHw0HFihW5++67qV27dlHrEwgEJZyEhATuuOMOALp2\n7cqcOXOCrEhwvcl3jGTlypUkJiZy1113ceutt2I2m0lMTGTHjh2cPn2anj175lgD63ohYiQCwfVh\n+vTpjB07FtAa0zVt2jS4ggSF4rrFSFq3bu1fP3KZihUrUrFiRXw+H3a7Pd8iBAKB/rhctRvg77//\nxmAwBFGNIJjkO0ZypREJxGAwXLWniCB/6N3Pqmf9etYO10e/2+32GxFJkkhOTi4yIyKuvz4psmD7\n/v37i+pUAoGghBIbG0t0dDQA7777LhcuXCjS80ebTJh++AHzrFkY/vyzSM8tKD4KnP579OhRdu7c\n6X8SOXDgAHXr1i0yYTczeq/Xo2f9etYOedR/6RKm9esxbtuGp2NHvK1aQR5aV1/upQ5w+PDhLF0M\ni4q6Bw4Q+tJLACjlypG2ejXKrbcW+ecUF3q/fwpKgQ3Jrl27eOSRR/zb+/btKxJBAoGgeDFu2ULY\nM88AYPnsM9LWrMGXS3JKYDzkctXvvCAlJSEfPAghIfjq1QOr9ZrHm377zf9avnAB6cIFuNKQJCdj\nXrEC04YNuHv2xNOhw9XPm5YGISFgLNxyOUNcHNYZM1Bq1sT1zDMomd1bBf9QYNeW9Yr/uMvpf4LC\no3c/q571B1O7dP48xjVrMP7yC+TjxzqQvOg3/PXXP5+pKEhnzuR4bEJCgt+IdO3aNV9GhEuXCBkz\nhlIPP0x4hw6YVqzI9S0pnTpxOY3Ue8cdKFepzWXcupXQF1/EvHw5of37Y9i1K+sBdjvmr7+mVMeO\nhLz6KtLp03nXfAXykSOEP/II5p9+wvrRR1hmz77m8Xq+9wtDgQ2JqqqcPXvWv/3rr78WiSCB4KYk\nLY2Qt94i/LHHCO/VC+usWeDxFMtHeRs2RM1MivFVq4bkdl/1uOnTp/sfENesWZPv9SHyuXNY5s8H\nQAKsH34IGRnXfM+fVaqQtno1afPnk/HVV6hXK/Lo8eB49VXc3bpp5754Mctuw7592F54AcOBA1jn\nzMH000950ivFx2NatgzTypVIl3/bMjKQHI5/vtPBgwU28jcy+Z7zjR8/njp16gBZre/Bgwdp06ZN\n0Sm7idG7n1XP+oOlXUpOxrxggX/bMncuroEDUfNZVTsv+pXQUJzDhoGqItntmFauxNOrV5ZjsqX2\npqcj798PNhtKtWp50qKGh+OrVAlD5ozH27Rprq6tO5s1wxc4kJGBcds2DPv24b3rLnwxMZhXrsS8\ndCneZs2wjxuHcvvtWU/idCIFbMpXGJqrcukStuHDMWcaHeczz+B46y2UqlVx9u2Ldd481JAQvA8+\niGH7dnwPPHDV0+j53i8M+TYkTzzxBNWrV882fu7cuSIRJBDcjKjh4XhbtMAUFweAp21b1LCw4vms\nmBhtBjRjBkrp0qQvXuzf53a7/VlZkiRpWVmXLhEydSrWTz7Rjl+yJNeYCoBaqRLpCxdiXroUpXx5\nPJ06QWCasMeDfOgQksuFr2ZNKF062zmM27cT1qsXEqAajaTPn48lU69p82ZcTz6ZzbApt9+O67HH\nsCxYgLdaNdxduuSqVUpNxbRmjX/bvHIlzldeQY2KwtOjB2rVqiBJWD/4APvkyVmNnSD/rq2rGRHA\nf/MJCo/e/ax61h807WXLYp8xg4wZM0ifORPHiBFaoDif5El/6dI4X3mFlE2bSNuwAV+TJv73Xi21\n13D8OMZNm8iYPh3nSy9hOHQI6cgRDJs2ISUmXvOjlLp1cY4ejfvf/0atUiXLPtOqVZRq25ZSHTpg\n/eADSE/Ppl/+6y//7ELyerXgeyCBMxy3GykxEbVUKewTJ5KyZQvpP/yAkulBuRZq6dJZDI67Rw/U\nUqUA8NWujWHnTqyTJuFp3BjvNYyonu/9wpDvGcmHH35I48aNKVu2rP+fsZBZEQKBAJTq1XHn8KB2\nLaSkJHA48ucGCw/P4hK6VmqvarHgHDoU64QJGOPjUa1W7O+8g+3553H36IH9nXegXLmcPysjA+n8\nebDZUC8/cKalETJlCmqZMrgffhg5JUU75gp8d96JEhmJc8gQ8PlQoqPJeOMNQmbOxNO+Pd5mzfzX\nwDR3LthsIMt4mzVDadAg79ejdGkcEyfieeQRVKNRm3FlGim1cmUyPv4YKSUFtXRpuMai7JuVfFuA\nChUqUKNGDZKTkzl8+DDJycmkpqZy+PBh3nrrreLQeNOhdz+rnvUXq/YLF5DPnIFSpfIcZ8gN+eBB\nQgcMwHDsGI6RI2mdmdabH3JL7ZUTEjD89Reyw4HjpZe0dNq0NBzjxoHBoM0CcjIkqalYP/oI69Sp\nKJUqkb5gAUpmGrD3rrvw1auH9b//RTUYkHv3znb9fQ0bkj53LmGPP46cnIxqMJC2fDkpffpAqVL+\nWZu8cydSWBgho0Yheb34oqJIW7kStWbNPF0DKSEBKS0NT6tWUKZM9gMiIlDzYED0fO8Xhny7tpo0\naUJ0dDRRUVHY7XacTicREREMGjSoOPQJBDcEUmIitldeoXTbtoR36IC8Z0+RnNfy+ecYDx5E8niw\nvfUWhkOH8vze3FJ7pXPnMC1ciHzmDEpEBI7XXsM6ezbW998HqxXzvHmETJmSJavpSgxHjhAydSoS\nYDhzBsusWdoOkwn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4O3f2GxPvvff6v7fxcpVhtJpaUkICVKuGEhmJY8QIbG+/rc1uRoxA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yDn5OArf0XgdKI2aoQv8DiArqAnEa8k0XHbNuzTpmHevBlTRgaYzdinTAH8icv+9tvQsKH/SsPr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\nb1+0qCiir70WKdDIy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"text": [ "" ] } ], "prompt_number": 283 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Hourly Chilled Water Prediction" ] }, { "cell_type": "code", "collapsed": false, "input": [ "hourlychilledw_train = pd.DataFrame(data=hourlyChilledWater, index=np.arange('2014-01-01 00:00:00', '2014-09-01 00:00:00', dtype='datetime64[h]')).dropna()\n", "hourlychilledw_test = pd.DataFrame(data=hourlyChilledWater, index=np.arange('2014-09-01 00:00:00', '2014-11-01 00:00:00', dtype='datetime64[h]')).dropna()\n", "\n", "XX_hourlychilledw_train = hourlychilledw_train.drop('chilledWater-TonDays', axis = 1).reset_index().drop('index', axis = 1)\n", "XX_hourlychilledw_test = hourlychilledw_test.drop('chilledWater-TonDays', axis = 1).reset_index().drop('index', axis = 1)\n", "\n", "YY_hourlychilledw_train = hourlychilledw_train['chilledWater-TonDays']\n", "YY_hourlychilledw_test = hourlychilledw_test['chilledWater-TonDays']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 297 }, { "cell_type": "code", "collapsed": false, "input": [ "lr_hourlychilledw = LinearRegression()\n", "lr_hourlychilledw.fit(XX_hourlychilledw_train,YY_hourlychilledw_train)\n", "\n", "y_hourlychilledw_lr = lr_hourlychilledw.predict(XX_hourlychilledw_test)\n", "\n", "print \"The test score R2: \", lr_hourlychilledw.score(XX_hourlychilledw_test, YY_hourlychilledw_test)\n", "\n", "print \"The Linear Regression coefficients are\"\n", "pd.DataFrame(zip(XX_hourlychilledw_train.columns, lr_hourlychilledw.coef_), columns = ['hourlychilledw_features', 'linearRegr_Coefficients'])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The test score R2: 0.709930521875\n", "The Linear Regression coefficients are\n" ] }, { "html": [ "
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hourlychilledw_featureslinearRegr_Coefficients
0 RH-% -0.028198
1 T-C 0.459533
2 Tdew-C 0.166999
3 pressure-mbar -0.007099
4 solarRadiation-W/m2 0.001003
5 windDirection -0.000382
6 windSpeed-m/s 0.004837
7 humidityRatio-kg/kg -91.425425
8 coolingDegrees -0.172407
9 heatingDegrees 0.603195
10 dehumidification 226.397306
11 occupancy 0.483000
12 cosHour -0.562715
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 298, "text": [ " hourlychilledw_features linearRegr_Coefficients\n", "0 RH-% -0.028198\n", "1 T-C 0.459533\n", "2 Tdew-C 0.166999\n", "3 pressure-mbar -0.007099\n", "4 solarRadiation-W/m2 0.001003\n", "5 windDirection -0.000382\n", "6 windSpeed-m/s 0.004837\n", "7 humidityRatio-kg/kg -91.425425\n", "8 coolingDegrees -0.172407\n", "9 heatingDegrees 0.603195\n", "10 dehumidification 226.397306\n", "11 occupancy 0.483000\n", "12 cosHour -0.562715" ] } ], "prompt_number": 298 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot Observed and Predicted electricity value \n", "fig = plt.figure(figsize=(15,7))\n", "plt.scatter(XX_hourlychilledw_test.index, YY_hourlychilledw_test, label='Observed', color='k')\n", "plt.plot(XX_hourlychilledw_test.index, y_hourlychilledw_lr, label='Predicted', color='g')\n", "plt.legend(loc='upper right')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 299, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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5V6mH17y29zX/PBd/nZaWhlu3brlMPfXh2tfXF/ZQrQO4U1NTERQUZDFAs3W/HA/gJiIi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ykl0sI1i5bQYsKECS5zIvQWPdRQ49DRQ1i+fDmio6M5a/uVN1wbEKFBoTCSRk6jDSgSUEnOSy7R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\nREREFOQ4x42IiIiIiEgmUs1x44gbERERERFRkGPhFmbYt6w8Zq48Zq48Zq4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"text": [ "" ] } ], "prompt_number": 299 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot Observed vs. Predicted usage.\n", "fig = plt.figure(figsize=(6,6))\n", "plt.plot(YY_hourlychilledw_test, YY_hourlychilledw_test, c='k')\n", "plt.scatter(YY_hourlychilledw_test, y_hourlychilledw_lr, c='g')\n", "plt.xlabel('Observed Chilled Water Usage (TonDays)')\n", "plt.ylabel(\"Predicted Chilled Water Usage (TonDays): $\\hat{Y}_i$\")\n", "plt.title(\"Observed vs Predicted Chilled Water: $Y_i$ vs $\\hat{Y}_i$\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 300, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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r3r07NjY2GqeHSUlJhk8nCIIg3BUaLTbl5eX8+uuv+Pn5AXDq1CkKCwvZuXMn33//PUuX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\nSSQnJzNq1KjLnudoK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"text": [ "" ] } ], "prompt_number": 300 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Hourly Steam Prediction" ] }, { "cell_type": "code", "collapsed": false, "input": [ "hourlysteam_train = pd.DataFrame(data=hourlySteam, index=np.arange('2012-01-01 00:00:00', '2014-02-01 00:00:00', dtype='datetime64[h]')).dropna()\n", "hourlysteam_test = pd.DataFrame(data=hourlySteam, index=np.arange('2014-02-01 00:00:00', '2014-11-01 00:00:00', dtype='datetime64[h]')).dropna()\n", "\n", "XX_hourlysteam_train = hourlysteam_train.drop('steam-LBS', axis = 1).reset_index().drop('index', axis = 1)\n", "XX_hourlysteam_test = hourlysteam_test.drop('steam-LBS', axis = 1).reset_index().drop('index', axis = 1)\n", "\n", "YY_hourlysteam_train = hourlysteam_train['steam-LBS']\n", "YY_hourlysteam_test = hourlysteam_test['steam-LBS']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 343 }, { "cell_type": "code", "collapsed": false, "input": [ "lr_hourlysteam = LinearRegression()\n", "lr_hourlysteam.fit(XX_hourlysteam_train,YY_hourlysteam_train)\n", "\n", "y_hourlysteam_lr = lr_hourlysteam.predict(XX_hourlysteam_test)\n", "\n", "print \"The test score R2: \", lr_hourlysteam.score(XX_hourlysteam_test, YY_hourlysteam_test)\n", "\n", "print \"The coefficients Linear Regression are\"\n", "pd.DataFrame(zip(XX_hourlysteam_train.columns, lr_hourlysteam.coef_), columns = ['hourlysteam_features', 'linearRegr_Coefficients'])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The test score R2: 0.764295430491\n", "The coefficients Linear Regression are\n" ] }, { "html": [ "
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hourlysteam_featureslinearRegr_Coefficients
0 RH-% 5.367666
1 T-C 8.577206
2 Tdew-C -54.743326
3 pressure-mbar -0.279591
4 solarRadiation-W/m2 0.138138
5 windDirection 0.041451
6 windSpeed-m/s 13.943372
7 humidityRatio-kg/kg 75847.104324
8 coolingDegrees -31.597421
9 heatingDegrees 57.903822
10 dehumidification -8088.312347
11 occupancy 131.534596
12 cosHour -343.896782
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 344, "text": [ " hourlysteam_features linearRegr_Coefficients\n", "0 RH-% 5.367666\n", "1 T-C 8.577206\n", "2 Tdew-C -54.743326\n", "3 pressure-mbar -0.279591\n", "4 solarRadiation-W/m2 0.138138\n", "5 windDirection 0.041451\n", "6 windSpeed-m/s 13.943372\n", "7 humidityRatio-kg/kg 75847.104324\n", "8 coolingDegrees -31.597421\n", "9 heatingDegrees 57.903822\n", "10 dehumidification -8088.312347\n", "11 occupancy 131.534596\n", "12 cosHour -343.896782" ] } ], "prompt_number": 344 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot Observed and Predicted value \n", "fig = plt.figure(figsize=(15,7))\n", "plt.scatter(XX_hourlysteam_test.index, YY_hourlysteam_test, label='Observed', color='k')\n", "plt.plot(XX_hourlysteam_test.index, y_hourlysteam_lr, label='Predicted', color='r')\n", "plt.legend(loc='upper right')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 345, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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4MT/ixxyJG/MjfsyRblWvXh3Pnz9nEShyCQkJMDU1LdN3cA0gVRgtWrTArl274OPjA2Nj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\nmTdvnuM5DQb69OnjMIEB3LvtKd6JXk/VihVVAtButzNgwAA2bdpE+/b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igJsaseHhzNJRKakpLiVvxZENNGQR3Z9ZTOYTAYFBMagF27dvHuu++SmZnJr7/+mvs1yMeyWt1G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\n8cY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0WCw6wZm8vDz27t2rHjsvL08lbm3btqV48eKIeCboyhkZnD17lvnz5zN79myGDBnC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UwnhdEo5tq1eL75BisYxLNypcj6qPYrlLikudlRHhMJd6bWUEgoqaGQk7RHjWUo1KLupRWJ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\na5zXpddfV279e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"text": [ "" ] } ], "prompt_number": 345 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot Observed vs. Predicted usage.\n", "fig = plt.figure(figsize=(6,6))\n", "plt.plot(YY_hourlysteam_test, YY_hourlysteam_test, c='k')\n", "plt.scatter(YY_hourlysteam_test, y_hourlysteam_lr, c='r')\n", "plt.xlabel('Observed Steam Usage (LBS)')\n", "plt.ylabel(\"Predicted Steam Usage (LBS): $\\hat{Y}_i$\")\n", "plt.title(\"Observed vs Predicted Steam: $Y_i$ vs $\\hat{Y}_i$\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 346, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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REggEgrAgBEhHxIQQMSGBQHBziRQBEjEhgUAgKGRcEqBHH320UAtQqBAiVAQo6uPuhZlI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\n9RIcORLt118xGjY0y1SDlZwg//ortvXr0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