{ "metadata": { "name": "", "signature": "sha256:1696aff9b3c9bad9c02103c9a97c3cc7d27233e2db1a267167fc91b6e642caec" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Prediction Using Different Machine Learning Methods\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## K-Nearest Neighbours" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we'll train a KNN Regression model for predicting building energy consumption based on historical enregy data and several weather variables. We'll use daily energy data and weather data to predict energy consumption." ] }, { "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", "\n", "import matplotlib.pyplot as plt\n", "\n", "pd.options.display.mpl_style = 'default'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "import seaborn as sns \n", "\n", "import sklearn\n", "import sklearn.datasets\n", "import sklearn.cross_validation\n", "import sklearn.decomposition\n", "import sklearn.grid_search\n", "import sklearn.neighbors\n", "import sklearn.metrics" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Building a KNN Regression model to predict the electricity consumption from the average adjusted weather attributes. To do this, we'll fit the model to daily electricity data and weather data from 2012-01-01 and compute the average squared residuals from predictions." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# read in original data:\n", "electricity = pd.read_excel('Data/dailyElectricityWithFeatures.xlsx')\n", "electricity = electricity.drop('startDay', 1).drop('endDay', 1)\n", "#electricity = electricity.drop('humidityRatio-kg/kg',1).drop('coolingDegrees',1).drop('heatingDegrees',1).drop('dehumidification',1).drop('occupancy',1)\n", "electricity = electricity.dropna()\n", "\n", "chilledWater = pd.read_excel('Data/dailyChilledWaterWithFeatures.xlsx')\n", "chilledWater = chilledWater.drop('startDay', 1).drop('endDay', 1)\n", "chilledWater = chilledWater.dropna()\n", "\n", "steam = pd.read_excel('Data/dailySteamWithFeatures.xlsx')\n", "steam = steam.drop('startDay', 1).drop('endDay', 1)\n", "steam = steam.dropna()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "# normalize data:\n", "normalized_electricity = electricity - electricity.mean()\n", "normalized_chilledWater = chilledWater - chilledWater.mean()\n", "normalized_steam = steam - steam.mean()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adding a new column to specify if working days or weekends and holidays. We'll set working days to 0, and weekends and holidays to 1. US public holidays are listed here, http://www.officeholidays.com/countries/usa/ We may also remove vacations times when there is no school, but we'll do it since we don't have this information." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Initialization all days to 0\n", "normalized_electricity['day_type'] = np.zeros(len(normalized_electricity))\n", "normalized_chilledWater['day_type'] = np.zeros(len(normalized_chilledWater))\n", "normalized_steam['day_type'] = np.zeros(len(normalized_steam))\n", "\n", "# Set weekends to 1\n", "normalized_electricity['day_type'][(normalized_electricity.index.dayofweek==5)|(normalized_electricity.index.dayofweek==6)] = 1\n", "normalized_chilledWater['day_type'][(normalized_chilledWater.index.dayofweek==5)|(normalized_chilledWater.index.dayofweek==6)] = 1\n", "normalized_steam['day_type'][(normalized_steam.index.dayofweek==5)|(normalized_steam.index.dayofweek==6)] = 1\n", "\n", "# Set holidays to 1\n", "holidays = ['2014-01-01','2014-01-20','2014-05-26','2014-07-04','2014-09-01','2014-11-11','2014-11-27','2014-12-25','2013-01-01',\n", " '2013-01-21','2013-05-27','2013-07-04','2013-09-02','2013-11-11','2013-11-27','2013-12-25','2012-01-01','2012-01-16',\n", " '2012-05-28','2012-07-04','2012-09-03','2012-11-12','2012-11-22','2012-12-25']\n", "\n", "for i in range(len(holidays)):\n", " normalized_electricity['day_type'][normalized_electricity.index.date==np.datetime64(holidays[i])] = 1\n", " normalized_chilledWater['day_type'][normalized_chilledWater.index.date==np.datetime64(holidays[i])] = 1\n", " normalized_steam['day_type'][normalized_steam.index.date==np.datetime64(holidays[i])] = 1" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Analysis of electricity data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Split train and test data:\n", "elect_train = pd.DataFrame(data=normalized_electricity, index=np.arange('2012-01', '2014-01', dtype='datetime64[D]')).dropna()\n", "elect_test = pd.DataFrame(data=normalized_electricity, index=np.arange('2014-01', '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']\n", "\n", "print XX_elect_train.shape, XX_elect_test.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(634, 13) (294, 13)\n" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "def accuracy_for_k(k,x,y):\n", " split_data=sklearn.cross_validation.train_test_split(x,y,test_size=0.33,random_state=99)\n", " X_train,X_test,Y_train,Y_test=split_data\n", " knn=sklearn.neighbors.KNeighborsRegressor(n_neighbors=k,weights='uniform')\n", " knn.fit(X_train,Y_train)\n", " #Y_hat=knn.predict(X_test)\n", " value=knn.score(X_test,Y_test)\n", " return value\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "# Find the optimal number of k in knn:\n", "k_values=range(1,101)\n", "scores=np.zeros(len(k_values))\n", "for k, c_k in zip(k_values,range(len(k_values))):\n", " value=accuracy_for_k(k=k,x=XX_elect_train,y=YY_elect_train)\n", " scores[c_k]=value\n", " \n", "k_opt=np.argmax(scores)+1\n", "print scores.max()\n", "print 'The optimal value of k is:',k_opt\n", "\n", "sns.tsplot(scores.T)\n", "#plt.xticks(range(len(k_values)),k_values)\n", "plt.xlabel('k',fontsize=18)\n", "plt.ylabel('Accuracy',fontsize=18)\n", "plt.title('Accuracy for different k values.',fontsize=18)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.0305837055412\n", "The optimal value of k is: 30\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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CAgLqf1apVPj7+1NZWdnismazGYPBAIDL5QLA398fs9nc5DJ2u72NETduzw9l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\ntfppyu2puLiY9evXk5+fT0REBAsXLqR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QGACAJQgMAMASBAYAYIm/APTY2MRxoXyhAAAA\nAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "# Use the optimal k for prediction:\n", "knn_reg=sklearn.neighbors.KNeighborsRegressor(n_neighbors=31,weights='uniform')\n", "knn_reg.fit(XX_elect_train,YY_elect_train)\n", "YY_elect_pred=knn_reg.predict(XX_elect_test)\n", "\n", "fig,ax = plt.subplots(1, 1,figsize=(20,10))\n", "line1, =plt.plot(XX_elect_test.index, YY_elect_test, label='Actual consumption', color='k')\n", "line2, =plt.plot(XX_elect_test.index, YY_elect_pred, label='KNN Regression Prediction', color='r')\n", "plt.xlabel('Feature index',fontsize=18)\n", "plt.ylabel('Normalized electricity usage (kWh)',fontsize=18)\n", "plt.title('Actual and KNN predicted electricity usage',fontsize=20)\n", "plt.legend([line1, line2], ['Actual consumption', 'KNN Regression Prediction'],fontsize=18)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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l4fHjx/LlzWVp+v5/6tQpdOnSRR4Aq4yh5z8RUW3DpYhERHWAUChEcnIywsLCVC7PsrW1\nRdeuXXHq1CkUFBTAwcEBADB16lRcvXoVX3/9NZKTk+WBgtTUVAiFQixevFjl8Tp06IAtW7Zg2rRp\niIqKQmZmJm7cuKH0JbhHjx64dOkSJk2ahG7duuHXX3/FlStXEBwcrLLIeHR0NFasWIHp06ejQ4cO\nuHr1Kk6dOoXw8HAkJiaiqKgItra2FV6HO3fuyLOFoqKilO5QpSldx1MZOzs7jB49GqtXr8akSZMQ\nHh6OK1eu4OzZs2jWrJnBiuVbWVlh4cKFGD16NObNm1flnQyHDx+O+Ph4tTM0NG1flaZNm2LJkiW4\ncOECWrVqhSNHjuD69euYPXu2WkWfKzN//nzcvHkTn376KX755Rd07NgRhYWFuHPnjvw6yVTH82Xo\n16Opna8m41Glqte7pv0b+vobmrbj15Sm5ztgwAAcOnQI9vb26Nmzp17GAGj++2XLli04e/YsXnrp\nJTg7OyMzMxMHDhxAYWEhxo8fr9Re0/d/f39/7Nu3D56engpLwO3s7NCuXTt5GQAZXec/EVFdYrKB\nrdOnT2PXrl0QiUTw9PTEhAkT5Cm7Dx8+xKpVq5Ceng53d3dMmTJF4e4pv//+OzZs2ICCggIEBATg\nX//6l8IvkAMHDuDgwYOQSCSIiIjAyJEjq/38iIiq0/nz5yEUCtG7d+8K2/Tu3RvHjx/H2bNn5e2s\nrKywceNGxMXF4eeff8Z3330HgUAAPz8/9O/fv8K++vTpg7Fjx+Lnn3/G77//jsaNG6NPnz5K7UaM\nGIG0tDQkJCTgxo0biIqKQnx8PGJiYnDx4kWl9uPGjcPz58+xZ88enD59Gh07dsSOHTtw7do1JCUl\nITMzE02bNq1wXJcvX8alS5cgEAjQtGlTnQNbuo5HRiAQqPwL/7Rp0yAQCLBr1y5cunQJYWFh2L17\nNxYsWIB79+7pNPbKdOrUCa+99hr27duHnTt34s0336ywbdu2bdG2bVvcuHFDrb41bV+V+vXr47vv\nvsOSJUtw+PBh1KtXD5988glGjx6tc9+urq7YvXs31q5di6NHj+LEiROws7ODv78/Bg0apNRe1+er\nqiwSQ78eq/t8q6LpeMqr6vWuaf+Gvv66MtT8Ubd/GU3PNzw8HHZ2dujVqxesra3VOoY6NP394uvr\ni8LCQmzbtg3Pnj2Dp6cnQkJCMH78eLRo0UKpvabv/0uXLsW7776LpUuXKvVlbm6Ob775Bq+88op8\nm67zn4ioLhFIjb3ovwL5+fmwt7eHhYUFTp48iSNHjmDZsmUAgIULF6JLly7o0aMHfv/9d2zevBnL\nly8HABQXF2P69OmYNWsWGjdujB9//BFPnjzBhAkTAAB//fUXNmzYgM8//xxWVlb4+uuvERERwcKM\nRERENUxUVBSaNm2KdevWGXsoRKSlmzdvYvDgwdiyZQs6depk7OEYzNdff42bN29i2bJlcHd3l29P\nS0vD0KFD0aFDB6xevdqIIyQiqrlMtsaWs7Oz/G5M4eHhSE1NBfDirl5ZWVnyGjHt2rVDvXr18Ndf\nfwEALly4gNatW8tvgTtkyBBcvHhRvr7+1KlT6Nu3LxwcHGBlZYXXXntNZUFIIiIiIiIyrJiYGAQE\nBNTqoNbNmzexYcMGvPfeewpBLQB48uQJCgsLKy0mT0RElTPZpYhlZWZmon79+gCAjIwMNGzYEHfu\n3MGiRYswdepUNGjQABkZGWjZsqV8f0JCAvbt24dly5bB2dkZubm58Pb2RmZmJnr27IkVK1YgNzcX\nn3zyCTIyMox8hkREREREdcPu3bvx/Plz/Pbbbzh58iQ2btxo7CEZlJeXFxwdHTFjxgwMGjQIHh4e\nePr0KX777TckJyejcePGmDJlirGHSURUY9WIwNbPP/+MIUOGAAAKCgpga2srv5WwmZkZrKys5Hde\nKSgokN8mWCKRAACsra3x7NkzeHt749mzZwqFHK2trY16lxoiIiIiorrkypUr8pp4X331FUJDQ409\nJINycXHBzp07sXbtWsTHxyM3NxcuLi5o0qQJFi1ahH79+sHKysrYwyQiqrFMPrD122+/oaioSF4D\ny9HREUVFRWjSpAk2b94M4MUvRx8fHwCAg4MDioqKMGTIEHmhSqFQKL8LmOzxH3zwAQDg6dOn8rt/\nERERUc3BUgJENdOXX36JL7/80tjDqFZNmzaV1wsmIiL9MunAVmpqKuLj4/Hpp5/Kt9WvX19p6WBG\nRga6dOkCAGjYsCGuXbsm31daWoonT57I74TToEEDpKeny+9ukp6ejgYNGlQ6jhMnTujlfIiIiIiI\niIiI6H9kNdS1ZbKBrdzcXKxZswYzZsyAnZ2dfLuHhwd8fHxw8uRJREVF4dq1a8jLy0NgYCCAF7co\n37FjB+7fvw8/Pz/Ex8ejY8eOsLS0BABERkZiw4YN6NSpE6ysrLBv3z507969yvEEBATI+yCqbUpL\nS5GdnQ0vLy/Oc6q1OM+pLuA8p7qA85zqAs5zqgtKS0tx69Ytnfsx2cDWtm3bkJGRgXnz5sm3LViw\nAJ6enpg0aRJiY2MRFxcHNzc3vP/++/I2NjY2mDJlClauXImCggI0b94cU6dOle8PDAxEREQEPvzw\nQ0gkEnTt2hXdunWrcjyWlpZc+061Huc51QWc51QXcJ5TXcB5TnUB5zlR1Uw2sFU2WFWeh4cHFixY\nUOH+tm3b4rvvvqtwf//+/dG/f3+dxkdERERERERERMZlZuwBEBERERERERERaYOBLSKi/5JIJHj3\n3XchlUqNPRQiIiIiIiJSAwNbRET/lZOTg/j4eBQVFRl7KERERERERKQGBraIiP4rMzMTAFBYWGjk\nkRAREREREZE6GNgiIvovBraIiIiIiIhqFga2iIj+KyMjAwDw/PlzI4+EiIiIiIiI1MHAFhHRf8ky\ntlhji4iIiIiIqGZgYIuI6pRt27Zh6dKlKvfJMra4FJGIiIiIiKhmsDD2AIiIqtONGzeQkpKicl9m\nZibs7e0Z2CIiIiIiIqohmLFFRHVKSkoK7t27p3JfRkYGmjZtyhpbRERERERENQQDW0RUp6SkpCA1\nNRUSiURhu0QiwYMHD9C0adManbEVFxeHK1euGHsYRERERERE1YKBLSKqM6RSKdLS0mBhYYEHDx4o\n7MvJyYGTkxNcXV1rdGDr0KFD2L9/v7GHQUREREREVC0Y2CKiOiM3NxeWlpZo1aqVUp2tzMxM1K9f\nH7a2tjX6roi5ubn49ddfjT0MIiIiqkUWL16M0NBQ7Nq1S299JiYm4tChQ3rrT11paWkIDQ2V/5s1\na1a1j4Fe0HQOxMfHo2/fvsjNzTXgqKgmYmCLiOqMlJQU+Pn5wd/fX6nOVmZmJho0aAA7O7saXWMr\nLy8PV65cgVgsNvZQiIiIqBaQSCQ4c+YMLC0tkZiYqLd+jRXY8vT0RExMDL7//ns0a9as2o9P/6Pp\nHBCLxZBIJEolRYgY2CKiOiM1NVUe2Lp//77CvoyMDNSvXx92dnY1eilibm4u7OzscPPmTWMPhYiI\niGqB33//HU+ePMHo0aNx7do15OfnG3tIOrG2tkZwcDA6duwIBwcHYw+HNDB06FAcPnwYHh4exh4K\nmRgGtoiozkhNTUWjRo1UBrZkSxHt7e1rbGBLJBLh2bNniIyMxOXLl409HCIiIqoFTp8+DV9fX4wY\nMQIWFhY4c+ZMhW2PHDmCd999F5GRkejRowfeeecdJCcnK7Q5ePAgQkNDkZCQgCtXrsiXBA4ZMkSp\nv8GDB+Pbb79V2Pbrr78iNDQUt2/fVtiem5uLNWvWYMSIEYiIiMDgwYMRExOD0tJSHc5eMzk5OViy\nZAkGDBiAbt26YeDAgZg/fz6kUqlCO6FQiFWrVmHgwIHo1q0bRowYgYMHDyr1l5iYiIiICOTl5WHN\nmjUYMGAAoqOj8c0336jMzr9+/To+/PBD9OvXDxEREXjttdewdetWpXbqXtfBgwdj/fr1iImJQc+e\nPbF7926kp6dj5MiReOONN5CTkyNvK3te7927h3nz5qFHjx7o27cvNm7cqHR8TebAw4cPFZaOhoaG\nqrjyml1X2fHVva5k+iyMPQAiouqSkpKCli1bVpix1apVK4jF4hob2Hr8+DHq1auHjh074vLlyxgz\nZoyxh0REREQ1XFJSErp16wZbW1sEBwcjKSkJ/fr1U2q3evVqbN26FYMGDcKYMWMglUpx+/ZtODs7\nK7QLDQ3F999/j7i4OOTl5eG9994D8CKTqjyBQKD2OOPj4/HXX3/hrbfegrOzM5KTk7F9+3Y4OTlV\ny2eirKwsjB8/Hvb29hg7diy8vb2Rk5OD7OxspfOYM2cOrl27hnfffRd+fn44f/48Fi9ejMLCQgwb\nNkyp71mzZsHLywsfffQRLl68iL1796Jt27bo3bu3vM3t27cxefJkBAcHY/r06bC3t0dWVpbK7CZ1\nr6tAIMCxY8cQFhaGgIAArFq1CmfPnsXQoUPxzTff4MCBAxg7dqzCYz788EP06tULCxcuxJkzZ7Bu\n3Tq4u7tj4MCB8jaazAEXFxfExMQAAE6dOoX4+PgKx2uI60o1AwNbRFRnpKamok+fPpVmbOXm5tbY\nGlu5ublwdXVFcHAwNmzYYOzhEBERUQ139+5dpKeno1u3bgCArl274ttvv4VQKFQIQvz555/YsmUL\npk6dihEjRsi3R0REKPXp5uYGNzc3JCQkoLS0FMHBwXoZ67hx4xR+7tq1K9LS0nDq1KlqCWx98803\nMDMzw8aNG2Fvb19hu3PnzuHs2bNYsmQJunfvDgAICwuDSCTC6tWr0bdvX6UlkuHh4fJz6Nq1K375\n5Rdcu3ZNIQBz/vx52NjYKGVi6UIqlcLR0RHvv/8+fv75Z/z222/o168fevXqhX379iE9PV3pMePH\nj8crr7wCAOjSpQvS0tKwfft2hcCWJnPA0tJSvv+ff/5Ryn6TMdR1pZqBSxGJqM6Q1djy8vLC8+fP\n8ezZM/m+jIwMefH4mnpXxLy8PLi5uaFVq1ZIS0vD06dPjT0kIiIiqsGSkpLg6OgIPz8/PHnyBO3a\ntYNQKMSFCxcU2h05cgT16tXDG2+8oVH/FQUp9KVly5bIzs426DEAID8/H+fOncOIESMqDWoBL66p\nh4eHPPgiM2zYMBQXF+PixYtKjxk6dKj8/wKBAD4+Pnj8+LFCm2bNmqGwsBB79+5FcXGx9idThkAg\nQJs2bQAATk5OAIC2bdsCABwdHVWucpAFQWX69OmDlJQUpfHK6GsOGOq6Us3AjC0iqhMkEgnS09Ph\n6+sLgUCARo0aITU1Fa1bt4ZEIsGDBw/g4+ODzMzMGrsUMTc3F25ubrC0tESbNm1w5coVlX8pJSIi\nIsMICwszqRu4BAYGKtW40kRSUhKePXuGvn37KmxPTExUCGCkpKTA398fFhbG/XqZl5eHY8eO4Z9/\n/kFubi7u3LlTLTWT0tLSIJVK1brLYlZWFvz8/JS2+/r6wtzcHJmZmVX2YWFhoXRnwNDQUEycOBGx\nsbGIiYlBUFAQ+vbti6ioKI2WdFbEzEwxJ0YgEKgVlGrYsCEAIDs7Gy4uLjqPoyKGuq5UMzCwRUR1\nQnZ2NhwdHeV/RfP398e9e/fQunVrPHr0CE5OTrCxsanRd0WULUUEgKCgIPz6668MbJHJkEqlePLk\niUE/1BIRGZsuQSRT8/DhQ9y8eRNTpkxBy5Yt5dtPnTqFEydOQCKRKAQ7DJ19VZWTJ09iwYIFaNas\nGUJCQvDSSy/B0dHRJJ8TVddKKpVCKpXqFIQaM2YMhg0bhvPnz+Pw4cOYN28ejhw5gq+++kqX4epE\ndq5WVlbVdqzy23S9rmT6uBSRiOqElJQUhb/ilK2zlZGRgfr16wNAjQ5syZYiAkBwcDB+/fVXI4+I\n6H9+/fVXjB492tjDICIiNZ0+fRoWFhZ4/fXXERwcLP83aNAg5Ofn4+rVq/K2/v7+uHPnjt6WwMmY\nmZmplUFTUlKCL774An379sWGDRswYcIE9O/fX54tZGiyFQHXr1+vsm2DBg2QkpKiFIRJSUmBRCKB\nj4+PTmOxtbVFZGQkli1bhrlz5+L06dP4448/FNqoe121Uf68UlNTAQBeXl4GOZ6Moa8rmTYGtoio\nTkhLS6urpGolAAAgAElEQVQwsJWZmYkGDRoAAOzt7Wt88XjgRWDr8uXLRv/rKZFMUVER8vLyjD0M\nIiJSU1JSEl5++WXY2NgobG/RogXc3d2RlJQk39arVy8UFBRg48aNavdvY2OD3NzcStvUq1cPjx49\nUth26dIlpXaFhYUoKipCu3bt5NuePn2KEydOVEumjrOzM0JCQrB9+/Yqz6lbt27Izc3F8ePHFbbv\n3LkTtra2CAkJ0du4ZMEkoVCosF3d66qNffv2yf8vlUpx8OBBtG/fXmXtMXXmgLqq87qS6eFSRCKq\nE1JSUtCoUSP5z40bN8bRo0cB1K6MLVmBzwYNGsDMzEwpoEdkLCKRSOGGDUREZLqeP3+O3377DVOn\nTlW5PzQ0FElJSZg+fToAoHXr1hg+fDi2bt2Khw8fonv37hAIBLh79y6aNm2qVFAceBEgi4+Px9q1\na9GsWTPcvn0bzZs3R1RUlLxN+/btER8fj6tXr8LLywtbt25VubSwXr16aNKkCTZt2gRra2vk5+cj\nLi4Ozs7OyMrKqvRcHz9+LC8sHhQUBHNzc7WvU1kzZ87E+PHjMXbsWIwYMQINGzZEXl4ebt68iZkz\nZ8rbhYSEIDw8HEuXLsXDhw/h7++P5ORkHDx4EB988EGVxecrcvv2bezduxcdOnSAvb097t+/j+3b\nt6Nx48YKAT9A/euqzR9IDx06hLy8PAQFBeHEiRO4ceMGli9frrKtOnNAXYa6rlQzMLBFRHVCSkoK\ngoKC5D83atRIIWOrbGCrpt4VUVY8HnhR0FOWtcXAFpkCkUiEgoICYw+DiIjUkJycDLFYjC5duqjc\n36VLFxw8eFAeiACAadOmoVmzZtizZw8+//xzmJubw9/fHy1atFDZR//+/fH777/jxx9/hIWFBQID\nA5Wyat5++22kpaXhgw8+QL169TBo0CDMnj1bHlAra8mSJfjyyy+xcOFCNGjQAOPHj4elpSXmzp2L\n/Px8ODs7Kz1Gtnzw/fffh0AgwLFjx7QOgDRo0ACbNm3C+vXrsXXrVnldyeDgYJSWlsLS0lLedvHi\nxVi7di127dqFJ0+ewNfXF3PnzkW/fv1UjlGdbQCQnp6OxMREFBYWwtPTE3369MHo0aOVivqre13L\nH6fszxWN4auvvsKaNWvw2WefwcnJCZ988gnCwsJUtlVnDqh77oDhriuZPoGU61SqdOLECbRp06Za\nCt4RGUNJSQnS09PRsGHDWjvPBw8ejPfee0/+F6Di4mL4+/sjIyMDkyZNQq9evTBs2DBIpVJ4eHgg\nOztb67/YGUvPnj2xdOlSBAcHAwC+/fZbPHz4EF9++aWRR2Ya6sI8N2UJCQkYM2YMsrOz+cHRgDjP\nqS7gPKe6oKbN84MHD2Lx4sU4fvw4s6NIbSUlJbhx4wZ69OihUz+ssUVEdUL5pYg2NjZwd3dHRkaG\nQsaWQCCAnZ1djayzVTZjC/jfnRGJTIFIJIJIJNJ7YWEiIiIiqtu4FJGITMLff/+NX375Bf7+/mjU\nqBEaNWqkVKxUWyKRCFlZWUp3xpEVkM/IyJAXjwf+V2fLyclJL8evLuUDW+3bt8cff/yBkpKSGvGX\nPqrdRCIRAKCgoAC2trZGHg0RERER1RYMbBGRSfjpp59w6NAheHh4ICUlBenp6Th8+DBeeuklnfvO\nysqCm5sbrK2tFbb7+/vj7t27ePDggcItgGtiAXmhUAihUAhHR0f5NkdHRzg7OyMnJ0chcEdkDGKx\nGADw7NkzeHh4GHk0REREpG8sNUDGwqWIRGQShEIhBg0ahD179uDSpUvo2bMnUlJS9NJ3+WWIMv7+\n/rh8+TKcnJwUssNqYmArLy8Pbm5uSh8oHBwcWLCbqlQd5TbLZmwRERFR7dK/f38kJyezvhYZBQNb\nRGQSiouLFTKq3NzckJeXp5e+U1NTVd4ZsHHjxkhOTpbX15KpiTW28vLy4OrqqrSdgS2qyvnz5zF0\n6FCDH0cW2Hr27JnBj0VEREREdQcDW0RkEoRCoVJg69GjR3rpOyUlRWVgq1GjRrh//77SMj07OzsU\nFRXp5djVpXx9LRl7e3sGtqhSeXl5SEpKwpMnTwx6HGZsEREREZEhMLBFRCZBVcZWbm6uXvpOTU2t\ncCkiAJUZWzVtKWJubm6FGVs1LfuMqldJSQnEYjFOnDhh0OOUrbFFRERERKQvDGwRkUkQCoUKda70\nHdhSlbHl5uYGBweHWhHYktXYKo9LEakqJSUlMDc3x/Hjxw16HGZsEREREZEhMLBFRCZB1VJEfQW2\nKioeLxAI4O/vr3IpYk3LcqosY4uBBKqMUChEeHg4Tpw4Ic+qMgRZYOvp06cGOwYRERER1T0MbBGR\nSSguLjZIxlZJSQkePXqklJUlM2HCBHTu3FlhGzO2qC4pLS1F48aN4eHhgd9++81gx5EFzTgfiYiI\niEifGNgiIpNQPmPL3d1dL4GtzMxMeHl5wcLCQuX+kSNHKi1TtLe3r3GBrYqKxzs4OLCmEVVKKBTC\nysoK0dHROHr0qMGOIxKJYGtry8AWEREREekVA1tEZBLKB7ZcXV2Rm5sLqVSqU7+FhYWwt7fX6DG2\ntrY18q6IXIpI2igpKYG1tTV69eqFY8eOGew4IpEI9erVY6CViIiIiPSKgS0iMgnli8fb29tDIBDo\nnDklEokqzNaqSE2tscWliKSNkpISWFlZoVOnTkhNTUVWVpZBjiMLbHE+EhHVDJmZmQgNDUVSUpLS\nvoULF2LAgAHIzs6W/xwaGoqbN28qtFu5ciWGDBmisG3w4MF45ZVXUFJSorB91KhRWLRokU5jlf2L\niIjA8OHDERcXJ6/xSKrFx8ejb9++eqttq2/r1q2TP69dunTB0KFD8c033yA/P9+o4woNDcWuXbsq\n3K/v6/r3339j/fr1GrWPjo7G2bNn9XJ8U8fAFhGZhOLiYlhZWSlsk2Vt6aK0tBSWlpYaPaYm1thi\nYIu0JQtsWVhYIDIy0mBZW2KxmBlbRES1wJo1a5CUlIQVK1bAy8tLYd/OnTuV2gsEAqVtT548weHD\nh5XaqWqrifHjxyMmJgaLFy9GeHg41q5di2XLlunUZ20nFoshkUggkUiMPZQK2draIiYmBitWrMCA\nAQOQkJCAiRMnKgVHTYm+r+vff/+NDRs2qN1eIpFALBYb9MZApoSBLSIyCeUztgD91NnSJmOrptXY\nkkqlyMvL41JE0krZZcDR0dE4fvy4QY5TWloKFxcXzkciohrsp59+wrZt2/Dll1+iefPmCvvMzMxw\n4sQJpc9uqspKmJmZVZrtoq1mzZohODgY4eHhmDJlCkaPHo3//Oc/NS4TvzoNHToUhw8fhoeHh7GH\nUiFzc3MEBwcjJCQEY8aMwZw5c5CSkoLExERjD61Cxr6ugYGBOHHiBLp162aU41c3zb7tEREZSPka\nW8CLjK1Hjx7p1K+2SxFrUmCrsLAQAoEAdnZ2SvscHBz4Ya6a7dmzB1FRUSoDjaaopKREntXYo0cP\nfPzxxypfj7oSiURwdnbGvXv39NovERFVj+TkZHzzzTeYPXs2OnXqpLBPIBCgSZMmKCkpwZ49ezBx\n4sQK+xEIBAgPD8eZM2dw6dIldOzY0WBjDgwMhEQiQW5urkLN1eLiYqxZswZHjx5FQUEB2rdvjw8/\n/FDphkIAcP36daxcuRL37t2Dr68vWrdujXv37iElJQUJCQkKbQcPHozu3bsjKioKy5cvx7179+Dk\n5IRly5ahdevWCm3j4+OxY8cOPHjwAH5+fpgyZQrCwsKUjp+dnY24uDhcuHABeXl5cHBwQPv27bF4\n8WKVY920aRNu3ryJgoICuLu7Y/DgwRg1apRCu4cPH2LQoEEK286dO6fyGgqFQqxfvx5HjhzBkydP\n4Ovri7feegv9+/dXaHfw4EEsXrwYhw4dwu7du3Hw4EEIhUJER0djxowZMDc3V9m/NmR3NC9fPiEz\nMxOvvfYali1bhidPnmDjxo3Iy8uDj48PtmzZovDZRpM5sGfPHmzduhX5+flo3749PvjgA5Xj0uS6\nAsAff/yBjRs34vr16xAKhfDy8sKAAQMUni/ZOcmEhobK/x8fHw9vb2+FPocOHYqMjAz5z6tWrUKH\nDh1UHn///v3YsWMHMjIy4OLigj59+mDcuHEKq13KXtPnz59jy5YtyM7ORrt27TB//nyT+bzLwBYR\nmYTi4mKVGVt5eXk69SsSiWr9UsSKsrUAZmwZw8cffwx7e3usX78eISEhxh5OlWTF44EXr7kWLVrg\n3Llz6N69u16PI1uKyPlIRFTz/PXXX5gzZw7Gjh2Lvn37Ku2XSqUQCAQYOnQoNm7ciLFjx1b6+cvH\nxwfdunXDzp07DRrYunXrFmxsbODj46Owffbs2fjzzz/x9ttvw9PTE7t27cLkyZOxbds2uLi4yNvl\n5ORgxowZCAoKwttvv42kpCT89NNP6NWrl1JwD3gRtEtPT8enn36KN998E/7+/rhx4wYCAwMV2m3d\nuhVr1qzBG2+8gXbt2uHMmTP46KOP8P333yMoKEjerqSkBDNmzICtrS3GjBkDLy8vPH78GE+fPlU6\n9u3btzF58mQEBwdj+vTpsLe3R1ZWlsqMIRcXF8TExAAATp06hfj4+Aqv4Zw5c3Dt2jW8++678PPz\nw/nz57F48WIUFhZi2LBhSu1nzZoFLy8vfPTRR7h48SL27t2Ltm3bonfv3hUeQ1Oy2m7u7u4q9x8/\nfhx//vknxo0bB1tbW2RnZyv9wU7dOXDy5EksX74c0dHRiI6Oxq1bt/Dhhx+qPK4m1/Xs2bOYNWsW\nOnTogJkzZ8LBwQFpaWlwcnJSaOfu7o6YmBicP38ecXFx8v4BqPz8/9lnn0EoFCI9PR3Lli2rcHnv\n9u3bERsbi2HDhqFTp064f/8+NmzYgJSUFCxdulSp/datWyESiTB27Fjk5eVh1apVWLNmDT799NMK\nz7E6MbBFRCZBVYaIm5ubzhlbpaWlGv+FyNbWtkYFtiqqrwUwsGUMIpEI8+fPx+jRo/Gvf/0LU6dO\nhZmZ6a78L5uxBQD9+/dHfHy83gNbIpEIHh4erLFFRFTDZGZmYunSpfD19cXYsWMrbduvXz+sWbMG\nCQkJGDhwYKVt33jjDUyZMgXp6elo2LChznfCBl78rhEKhXj+/DmSkpKwZcsWjBkzRuH33NmzZ3Hu\n3DmsW7cObdq0AQCEhYXhzTffRFxcHKZOnarQViQSYdGiRbCyskJ4eDjOnj0LHx8flddCKpXi/Pnz\niI2NRfv27QEAXbt2VWiTn5+P9evXY8KECRg9ejQAICIiAoWFhVi1ahU2btwob5uamoqHDx9i06ZN\nCAgIqPTcz58/DxsbG3z77bdVXidLS0sEBwcDAP75558Kr/25c+dw9uxZLFmyRP65ICwsDCKRCKtX\nr0bfvn3h4OCg8Jjw8HCMGTNGfu6//PILrl27pnNgq6SkBCKRCKmpqVixYgVcXFwQERGhsu21a9ew\nadMmhQBVWZrMgU2bNqFNmzZYsGABAKBLly5o3rw5Pv74Y6V+1b2uxcXF+OKLL9C5c2d88803lZ63\nlZUVgoOD8eDBAwCQ91+Rtm3bAoBSgKysp0+fYs2aNRg6dCimT58O4MX5e3p6Yt68ebhw4YLSH2ed\nnZ2xdOlS+UqY33//HVevXq10LNXJdD9pE1Gdoipjy83NzSgZWzWtxlZubi4ztkyIWCxGv379cOLE\nCRw8eFD+gcFUlc3YAoBhw4bhwIEDel/CWvauiPr48kJERNXj3//+NywsLHD79u0q77BmZ2eH/v37\nq1U/q3379mjWrJnKgvPamjNnDrp3745+/fph06ZNeO+99/DOO+8otDlz5gw8PDzQokULCIVCCIVC\nCAQChIaG4uLFiwptCwsLYWVlJb/BkZmZGaytrSssWi4QCBAdHS0Paqly8eJFlJSUoGvXrvLjC4VC\nRERE4K+//lL43Obt7Q0rKyvs27evys/EzZo1Q2FhIfbu3Yvi4uJK26orKSkJHh4eSn/sGjZsGIqL\ni5WuF/BiKZyMQCCAj48PHj9+rNM4CgoKEBERgR49euCdd96BRCJBbGyswvLSssaPH19hUAtQfw7k\n5eXh9u3bSssLywcrNXXhwgU8efKk0iW7hnThwgWUlJQoPFfAi5IU7u7uOH36tNJjBg4cqFDepWHD\nhjo/r/rEjC0iMjqRSASBQKBUC8vNzQ2pqak6913ba2zl5eUxY8uEyOZcw4YNsW7dOqUaFKZGKBQq\n3JHUx8cHISEh+PnnnzF8+HC9HUckEsHW1hbm5uYqbxZBRFQbOIWFwfzmTWMPQ04cGIinyck69dG0\naVPExsbivffew9KlS7Fjxw6lLJ2yhg4dit27d+PSpUtV9j1s2DCsWLECkyZN0mmMMlOnTsVLL72E\nzz//HM7Ozhg8eLBSm6ysLOTk5KjM9qlXr57Cz6GhofIsqldffRVHjhxBdna2vMaTKpVlysiOD0Dl\n71iBQICcnBz59XVwcMDChQuxfPlyHDx4EK1atUKPHj0waNAg2NraKo114sSJiI2NRUxMDIKCgtC3\nb19ERUVpfbfJrKwslTWnfH19YW5ujszMzCr7sLCw0PnOgLK7Ipqbm8Pb21vpeSpPnedAnTkgW/Ko\n6hroIiUlBWZmZmjSpIle+1VXVlYWzM3N4evrq7BdIBDAz89P7efVlP5QycAWERmdqmwtQD8ZW6Wl\npbU+sFXZUkRbW1uUlpZqFeAj7ZS91t7e3nj48CEkEonJLkcsLS1VCGwBwIgRI7B69Wq9BrbEYjEs\nLCzg4OCAZ8+eMbBFRLWSrkEkU/TOO+/A3t4ec+fOxZgxY7BixQrMnz+/wvYNGzZEWFgYdu7cqfTF\nubzo6GisWrUKP//8s9bBl7J8fX3Rpk0bfPTRR5g+fTp27dqFt956S6ldYGAgZs6cqbS9fPmKxo0b\nY+bMmfjqq6+wbt06WFhYYOLEiTrX0DQzM8OaNWtUnnP5emChoaH46aefcPXqVRw/fhxr167Fnj17\nsH79eqUAz5gxYzBs2DCcP38ehw8fxrx583DkyBF89dVXWo9VVfBCKpXK66pVB3Nzc6Xi+7pSZw7I\nPs/pGpiriCkFhmQkEkm1Pa/6ZJqfsomoTimfMSLj7u6uc40t2ZdpTdjb29eoOwlWthRRIBDA3t6e\nWVvVRPbBRxbEsra2hpOTE3Jycow5rEqpev317t0bd+7cwT///KO348gCfo6OjpyPREQ1UOPGjfH2\n228jISEByVUE8N544w2cO3cOaWlplbazsrLCkCFDsGfPHojFYr2NNSQkBL1798a6deuUsk/8/PyQ\nk5ODli1bonXr1gr/yhd5FwqFSExMRHR0NDZt2oSjR4/i7bff1mlsvr6+kEgksLe3Vzp+69atVf7h\nx8zMDB06dMDHH3+MzZs3Izs7GwcOHFDZv62tLSIjI7Fs2TLMnTsXp0+fxh9//KHVWBs0aICUlBSl\nAExKSgokEolSEK6mUHcOeHl5AQDS09MVHq9rQMrf3x8SiQR//vmnTv1oq379+hCLxbh//77CdrFY\njJSUlBr5vDKwRURGV1HGlqurq14ytjStsSUrHm+Kf0VRpbKliACXI1YnVZlxPj4+SrejNiXla2wB\nL4qfDhs2DHFxcXo7jkgkgrm5uTxji4iIap7Ro0ejefPmWLJkSaWfLYKDg9G4cWOcO3euyuyPV199\nFY8ePcK9e/f0Otbp06fD0tISy5YtU9jes2dP5ObmYseOHVX2sWvXLqSnp+Pzzz9HQECA0vI/bXTu\n3BmOjo5YvXq1Vp813d3dYWFhAaFQWGVbWWBGnbaqdOvWDbm5uTh+/LjC9p07d8LW1rZG3P1ZFXXn\ngJOTE9q0aYOEhASF7T/++KNOx+/UqROcnZ3x73//W+2Aruy7Um5urk7HBl4Efq2trZXO4+jRo3j8\n+HGFRflNGdelEJHRqbojIqCfjC1tluBZWlrC3Nxc5Rd+U1RZxhbwIgONgYTqUVlgq7JCssZU/q6I\nMiNHjsTgwYMxZ84cvSxjFYvFsLS0ZMYWEVENZmFhgblz52Ls2LFYuXIl5s2bV2Hb119/XSmoBChn\nu7i7uyMyMhLHjh3T61jr1auHadOmYfHixTh06BD69esHAGjXrh2GDBmC2NhY3L9/H6GhoQCA+/fv\no2XLlvKfAeDZs2d48uQJjh8/DmdnZwAvsuGdnZ3RokWLKs9NFVtbW8ycORMLFizAlClT0L9/fzg6\nOiIrKwsCgQDDhg2Tt5VIJPj8888REhICDw8PPHr0CHv37pUXqS/r9u3b2Lt3Lzp06AB7e3vcv38f\n27dvR+PGjdGuXTvNLyBeBEDCw8OxdOlSPHz4EP7+/khOTsbBgwfxwQcfVFi83dRpMgeGDx+O2bNn\nY8mSJejatSsuX76M8+fP63R8GxsbfPrpp5gzZw4mTZqEV199FU5OTsjMzERJSQlGjBih9JjmzZtD\nIBDg66+/Rp8+fZCVlYWioqIq71SqiqOjIyZMmICYmBhYWFigc+fOuHfvHjZu3Iju3bujY8eOOp2f\nMTCwRURGV1xcrDKAVK9ePTx9+lSn+lDaPlZWZ6smBLaqythydHSsUUsrazJZVlJZPj4+8ls0m6KK\nArgtWrSAn58fjh8/jj59+uh8HNlrkRlbREQ1h6psqxYtWmDUqFHYvHkzevbsidDQUJXt+vTpg9Wr\nV6vV5xtvvKFzYEtVv/3798d//vMfxMTEICwsTH6nvI8//hhNmjRBfHw8jhw5AhsbG/j7+6Nly5YK\njx85ciQuX76ssqbYSy+9hNjYWIXPmerWJoqOjka9evWwadMmLF++HMCLzwuy4JuM7O6L69evR35+\nPpydndG+fXt8/vnnKguap6enIzExEYWFhfD09ESfPn0wevToKj8LVzbuxYsXY+3atdi1axeePHkC\nX19fzJ07V2msFfWja70mgUCgUR/qtlV3DkRGRmLGjBnYunUrjh07hrCwMMTGxmLAgAE6jSUiIgKr\nV6/Gpk2bsGLFCpSUlMDb21vldQWARo0aYerUqdi+fTsuXrwIf39/lTdHUPf4w4cPh4ODA3bu3Imf\nf/4ZLi4ueP311zF+/Hi1+tH0eTE0gbSmrLUxohMnTqBNmzYqawAR1QYlJSVIT09Hw4YNjTLPr1y5\ngg8++ACnTp1S2te8eXMkJyfDw8NDq77Xrl2Lf/75R+Oima1bt8aRI0fQsGFDrY5bnbp06YK1a9dW\nWFRz8ODBmD59utKtmuua6pjnjx8/RlBQEO7evSvftmzZMohEIsyZM8cgx9RVZfNn69atOHLkCLZt\n26bzcV5//XVMnDgRO3fuxCuvvILXXntN5z5JmbHfz4mqA+c5VZcLFy4gNjYWCxcuROPGjQG8yMo6\ncOAAlixZgs2bN6vM3NIHznOqC0pKSnDjxg306NFDp35YY4uIjK6ipYjAizpbuqwlV5VBow57e3uT\nvDNiQUEBunXrplCMPC8vr9KliKyxVX2qs8bW999/j8WLF2P79u1ITk7Wuh5dSUlJhR+YhwwZgrNn\nz+q8JBhgxhYREdU8q1atQp8+feRBLeBFpkpubi7MzMzkGWBEZFxcikhERicUClUWjwde1F3QNbCl\nafF44H9LEU3N8+fPcePGDcyePRvr1q2DVCplYMuEVGdga82aNRg0aBCSkpKwYcMGPH/+XKuaD5UF\nlh0cHNC0aVPcu3cP7u7uOo1XdodSBraIiKimaN68ObZv3w4LCwv4+vri8ePHOH36NBITEzFmzBit\nVxQQkX4xsEVERlfZF2s3NzedA1u61NgyNSKRCK6urvj1119x7Ngx+V1NKqsFxsBW9RGLxUoZgvXr\n1zdIYKu0tBQzZsyAh4cHnj59ijZt2mjdT2XBX1dXVzx+/FjbYcrJXouOjo4MbBERUY3w0UcfYd26\nddi1axdyc3Ph4uKCwMBAxMbGIigoyNjDI6L/YmCLiIyuouLxgO6BrdLSUq0CW7a2tiYZ2BKLxbCz\ns8Py5csxffp0xMXFVVo4HmBgqzqpCqR6e3sbJLBVdgmho6MjxGIxCgoK4ODgoFE/lQWWAd1fgzKy\nZcEODg7IyMjQuT8iIiJDs7GxwbRp0zBt2jRjD4WIKsEaW0RkdIbO2NJmKaKp1tiSBU4iIyMRFhaG\nWbNmMbBlQlQFtlxdXVFcXKz3+VR2bgsEAnh5eeHhw4ca91NZjS0AcHFx0UtgS7YU0dHRkfORiIiI\niPSGgS0iMrqqMrZ0KVxd25YiyoIDALBo0SLcunWr0vpaAANb1UnVzQoEAoFBsrZKSkoUgraenp7I\nzs7Wqp/KAltubm56WYooy55kjS0iIiIi0icGtojI6CorHu/m5qb13d6A2hfYKhs4cXd3x7fffouu\nXbtW+hh7e3sGEqpJ2cBjWfouIC+VSpXmtpeXl8aBLYlEUmVWo76XIjJji4iIiIj0iTW2iMjoDJmx\npW2NLTs7Ozx//lzr4xpK+eLk/fv3r/IxDg4OJnkutVFFgVQfHx88ePBAb8cpLS2FlZUVBAKBfJs2\ngS1ZtlbZfspzcXHRKbgsU3YpIgOtRERERKQvzNgiIqMzdMaWNjW2TDljS9NAHZciVp/KAluZmZl6\nO46q5YPa1NiqahkioPtrUKbsXRE5H4mIiIhIXxjYIiKjqyxjy93d3Wg1toqKirQ+rqFocz76CCSU\nlpbyTnZqUFVjC9D/UkRVmYienp4aZ4VVdUdE4EXxe30tRWSNLSIiIiLSNwa2iMjoSkpKKszYcnV1\nRV5eHqRSqVZ967IU0RQztsovRVSHPjK24uPjER4ejr///lunfmq76qqxpSrTytvb2yAZW66urnop\nHi8L+jGDkIiIiIj0iYEtIjK6yrJG7OzsYGZmpnWNKLFYrPVSRFOsS1VR4KQy+ggk3L59G35+fnjz\nzTd1yqCr7SrKqKtfv77eM7bKz2tt7oqobmBLl+CyjGzuyjK2dO2PiIiIiAhgYIuITEBlSxGB/32x\n1gYZsrYAACAASURBVEZty9iqaKlbZfQR2Lp79y6mTp2K1157DcOHDzfJZZqmoDqXIpYPbGlTY0so\nFFYZ2LKysoKNjY3OywdlQT9ra2uYmZlBKBTq1B8REREREcDAFhGZgKrq/OhSZ0vbGlv29vYMbJVx\n584dNGnSBLNnz0ajRo0wefJkSCQSnfqsjSrKqJPdsVBf16ykpEQpsOXu7o68vDyIRCK1+5HdXbEq\nbm5uOtfZKnsjBxaQJyIiIiJ9YWCLiIxOnYwtbb9U61I83hQDW9osRbS2toZEIkFJSYlWx5RKpbh7\n9y6aNm0KgUCA2NhYZGZmYseOHVr1V5tVNN9sbGzg6OioFKA9efIk/vzzT62OUz4gZWFhAVdXV42C\nwOoUjwf0E9gqWx+OBeSJiIiISF8Y2CIioxMKhRUWjwdeZKJo+6Va1ZItddja2taawJZAIIC9vb3W\nGTIPHz6EtbU16tWrB+BFoGz06NH45ZdftOqvNqsskFp+OaJEIsGUKVMwZMgQDB8+HBcvXlT7OKoy\ntgDN62ypU2MLAFxcXHQuIF/22jBji4iIiIj0hYEtIjI6Q2dsabp0DzDdjC1tz8fBwUHrYviyZYhl\nhYaGIjk5mQXAy6ns+fHx8cGDBw/kP1+/fh3Ozs64evUqevbsiYkTJ2LEiBFqHaeiwJamdbbUDWzp\naymiLLDFjC0iIiIi0hcGtojI6AyZsVW2ro8malONLUC3QMKdO3fQtGlThW1NmjSBWCxGamqqVn0a\nwyuvvILi4mKDHqOyjLryGVsnTpxAVFQUbG1tMXbsWJw7dw7Hjh1T6ziqliICLzK2ygbPqqJJxpa2\nN3AAXixnFYvFMDN78bGDGVtEREREpC8MbBGR0VVV50fXjC1tAlummrGlzVJEQLcC8nfv3lXK2BII\nBOjcuTPOnTunVZ/GcOPGDZ2zjqpS1VLEzMxM+c8nTpxAjx495D9bW1tDJBKplQVXUcaWt7e3wTK2\ndAlsyeatQCAAwIwtIiIiItIfBraIjEgoFGq9PKw2MXSNrdq0FNEYgS1VGVsAEBYWVmMCW1KpFKWl\npToFZ9RR1VJEWcZWfn4+rl+/ji5dusj3CwQCWFpaorS0tMrjVFQ7TtMaW0KhsFqWIpYP+Dk6OjKw\nRURERER6wcAWkREtXrwYixYtMvYwjK6qL9e6fKkWi8VaF48vLi6GRCLR6riGou1dHnVZ+lVRYCs0\nNBTnz5/Xqs/qJnseqyOwVdHzU79+fXlgKzExESEhIbC1tVVoY2VlpdbdKyvKtNKmeLw6d0XUdSli\n+evCjC0iIiIi0hcGtoiMpKioCNu2bVNYmlRXFRcXV5qxpUtgq7S0VKtAkJmZGWxsbEwua0skEsnr\nFGlC24wtiUSC+/fvo3Hjxkr7WrVqhezsbOTk5Gjcb3WTZUHpeme/qqhbY6v8MkQZCwsLnTK2vL29\nNQ5sqRP41XUpYvlMNl0yCImIiIiIymJgi8hI4uPjYWVlpdGX0Nqqqhpbbm5uePTokVZ9axvYAl4s\nRywqKtLqsYZS3UsRMzMz4ezsDEdHR6V95ubm6NSpU43I2hKJRABg1Bpb3t7eyMrKglQqxfHjx9Gz\nZ0+lNlZWVjovRdS0xpY6GVtcikhEREREpoqBLSIj2bhxI6ZPn67Rl9DaqqqMLRcXFxQUFKj1hb88\nbQNBgGnW2dL2fOzt7bUKbKkqHF9WaGhojaizJRaLARg+Y6uyGltubm4oLCzElStXYGVlpXJ5p6Wl\npdpLEVUFtry8vJCdna1WAXpA/RpbLi4uOl07VUsRmbFFRERERPrAwBaREVy7dg05OTkYPny4Rl9C\na6uqMrbMzMy0vjNiRZkt6rCzszO54v6VBU4qo20g4c6dO7UisCULihq6xlZlgUeBQABvb29s27YN\nPXr0kN8hsCx1M7ZEIpHKgJSDgwPMzMzUzoYqLS1VK7Dl6uqKvLw8rd+rys9bXWq+ERERERGVxcAW\nkRFs3LgRY8aMgZOTEywsLOr0khyJRKLWcih3d3etliNqW2wdeJHlZGoZW9qejy6BLVWZRTIvv/wy\n/vnnHzx9+lTjvquTbClidWRsVfb8+Pj4YO/evSqXIQJQ+66IldXGkmVtqUPdjC1ra2tYW1tr/V5V\nPuDHpYhEREREpC8MbBFVs/z8fOzfvx8jR44E8OJL6IMHD4w8KuORBbVUZa+U5eHhoVWRcl0CW6a6\nFFHbjC1tss/u3r1baWDL2toaL730Ei5duqRx39WpOmtsVfb8+Pj4oLi4GOHh4Sr36yOwpUmdLXUz\ntoD/ZW1pQ1WNLWZsEREREZE+MLBFVM127tyJHj16wNPTE4DmxZ5rm6qWIcrokrGl7VJEW1tbkwts\n6ZKxpU2GTFVLEYEXyxFNvYC8SCSCra2tSWRshYaGwsHBQeV+KysrtWpsVbQUEdAsWK5uxhagWwF5\nVXdFZMYWEREREekDA1tE1UgqleL//u//MHbsWPk2TZYN1UZVFY6XcXd31ypjS9e7IppaYEuXjC1N\nM2REIhFSU1PRuHHjStt17tzZ5OtslZaWwtPTE0+fPpUXkjeEqor79+7dG5MnT65wv4WFhU7F44EX\n7ynqBsvVvSsi8KKAvLYZW6qWIjJji4iIiIj0Qbtve0Skle3bt8Pa2hqhoaHybZ6ennU6sKVuxoiH\nh0e119gyxcBWddbYSk9Ph7u7O2xtbStt17FjR1y7dk3t7DtjkGU4OTk5IS8vDw0aNDDYcSp7frp1\n61bp462srOTLJitTWlpa4bXWJFheUlKiUcaWLksRywbimLFFRERERPrCjC2iavLXX3/h888/xw8/\n/KBQT0qT7ApTd/nyZWzZskWjxxg6Y6u2FY/XNmNLmwyZO3fuoFmzZlW2c3JyQv369XHv3j2Nx1Vd\nZPPAxcVFqwCpJsfR5vmRsbS0VDtjq6KAlCbLmzUJbOmzxpYs0FrX7whLRERERLpjYIuoGjx//hxj\nx47FZ599hpYtWyrsq01LEWNiYnDgwAGNHqNulo82GVtSqRSlpaVa19iq6xlb6tTXkjH1eSzLGHJ1\ndTVoYKuqpYhVUbd4fGXzWtMaW+pm2eka2Cob8JPdMEIoFGrVHxERERGRDANbRNVg1qxZeOmllzBi\nxAilfbVlKWJubi4OHz6scfZZcXGx2sXjNc3YkkgkEAgEMDP7f/bOPM6J+v7/r8m1R5K9szfLcq9y\ng3IpqygWpHggIi3W1ttWW2ytvf3Vaq1VC1+VqlU8Wu9baqkoVUHuQwW5d5dzgYW92PvI5prfH9mJ\nSTbJfD4zk5DdfT8fDx66yWQ+k5lJMp/XvN6vt7KvuuTkZEWdBKOJUseW2WzmFraOHDnCLGzl5ubG\ndXdPp9MJvV6PjIwMRc4/VtQ4BAFvKaIWwhZPV0RW4VdNeHwowU+J2EoQBEEQBEEQwZCwRRBR5u23\n38aXX36JJUuWBJQgSuTm5vaJUsT33nsPU6ZM4Rbpurq6mEoRlTi21Li1gL7XFZG39Ovw4cMYMmQI\n07JqHFtlZWWKXseD2+2OiWMrlqWIkYQt1mPB49hSEx4f6ry1Wq2Us0UQBEEQRL/mxIkTERsLEWyQ\nsEUQUeaxxx7DsmXLYLFYQj7fVxxbb775JhYvXoyGhgaurnM8ji1eQSI4sJoXs9mMzs5Oxa+PBkpL\n3ZSUfvEKW0ocWx6PBxdeeKFiJxArkuAUi4ytWDi2pDD8UGRmZqK5uZlpPZEEslDr1aoUESDHFkEQ\nBEEQRHV1Nb788suzvRm9HhK2CCLKdHZ2oqioKOzzPJPQeGXv3r1oaGjAjBkzuEu9HA4Hk2PLbDZD\nFEWu0kC17pl4zdhS+p4sFgvz/nO5XDh16hQGDhzItHxubq4igdblcsHj8WDXrl3cr+VBcu9lZmZG\ntRRRbcaWwWBQLUjp9XpkZWUxOUEdDgezY0tNKWI4xxYJWwRBEARB9GdcLhddD2kACVsEEWXkHBw8\nk9B45fXXX8f3vvc96HQ6ro5sALtjSxAEbteW2lLEvihssf5wdnR0wGQyMXfMU1qKKIk40Ra2pGyy\nvuLYknNasX4Ou7q6mI9xeno6GhsbmZYNJlzGFpUiEgRBEATRn3E6nXQ9pAEkbBFElGERV3jFoHjC\n4XDg/fffx6JFiwDwCxw8GT82m43LbaNWZIjHjC2Px6P4PfEIW7yioNLweJfLBQD45ptvuF/Lg/R+\n4j1jy2QyMWVsRSpFBNg/h06nk1nYysjIwJkzZ7hy2vzHoYwtgiAIgiCIQJxOJzo7O3t19U48QMIW\nQUQZli52PF3M4o3Vq1djxIgRKC4uBsCfGcYjbPE6ttQKW0ajkSsvLBaoeU88DhkewQOIf8eWtN+i\nLWxpUYrIGh4faRzWzyGPYysxMREJCQmK7PLhMrZI2CIIgiAIoj8j3eSlckR1kLBFEFGG1bGlxO0S\nD7zxxhs+txbAL3DY7XamjC3AK2zF0rGl1+t9PzbxQqxKEXkdW1arFaIocgsVTqcTNpsNDQ0NioPJ\nWcfxF7aUuI5Y0KIUkeWckxMeWTPPeDK2AOWdEUMJfuTYIgiCIAiivyPd5KVrInWQsEUQUYZlottb\nHVtnzpzBli1bcOWVV/oe430vvKWIsczYMhgMcenYioWwxdMtD/BmoClxbUkldWPGjImqa0sSVpKS\nkgCAqwkBD1q4BFkdW5GErYyMDCYBSm49wSgNkA+1X0aNGoU1a9Zwr4sgCIIgCKKvIAlb5NhSBwlb\nBBFFRFFkLkVUUsZ1tvniiy9wwQUXwGw2+x7jdZ+xhscDsXds6XS6uHNsxSpji1fYApTlbEni49ix\nY6MqbPlnPPEKpDyozdgyGo1MGQtyom1iYiK6urpk18MrbCl1bIXaL/Pnz0dlZSU2b97MvT6CIAiC\nIIi+gDTXaGlpOctb0rshYYsgoogkrAiCEHG53hoev3btWsyYMSPgMdYSKImuri7mUkReQUKtsGUw\nGODxeBS/PhqozdhiFbbkwslDoUSglQSacePGRTVA3n+/RbMLqdqMLdauiHLCFmsIPY9jEvA6tpQK\nW8H7xWg04t5778UjjzzCvT6CIAiCIIi+gHS9RqWI6uASts6cOYO1a9fitddew/Lly/Gvf/0Lq1at\nwpEjR6K1fQTRq2EtheuNji1RFEMKW7wiHW94PK9jS00pYn/O2OJ18gDe85jXsSUJHtF2bAULW9F0\nbMWqFDHSuZ2QkAC73S67Ht5yXdYSx2DCCX7XXXcdTp06hY0bN3KvkyAIgiAIordDGVvawHT1feLE\nCbz66qu+SYfRaITFYkFnZ6fvwjk/Px8LFizAtGnTore1BNHLYBUheqOwVV5eDqPRiMGDBwc8Lr0X\nURRlnWpAdB1bTqdTVVlYX8zYYrU5+5fuscLr1pPGMRqNGDp0KM6cOYPGxkakp6dzrYOFYGGLRyDl\nHUfNOcfq2JJz1CUkJMgKZKIocju2MjIyNMvYAryfMcm1tXLlSqbvDIIgCIIgiL6CdBOdhC11yM5a\n3n77bfznP//B5MmT8ctf/hKjRo1CcnKy73mn04nDhw9jx44deP7557F+/XrceeedSElJieqGE0Rv\ngNUxJLmcWMWgeEByawVvr8VigU6nQ2trK9P3AG/GFm8pohrHVjxmbKkpdbNYLDh16hTTskodW/v2\n7eN6jSSg6XQ6jB49Grt27cLFF1/MtQ6ecQCvQBotYUttKaLBYGAStlgcW3IZW263G4IgcAlxmZmZ\n2L9/P/PyEpGcbNdeey2WLl2K9evX46KLLuJeN0EQBEEQRG+FHFvaELEUcfny5fjqq6/wl7/8BYsX\nL8akSZMCRC3A694qKSnBokWLsGzZMlitVjz44IN0YAgC7GVJZrMZBoOhV4UGhipDlOBxoPE4RqSO\nbKy5V30xY0utsMVaiqiko6QSx5a/+BjNckT//RbPpYixzNjidWsB2pciAt7P2a9//Ws88sgjEEWR\ne90EQRAEQRC9FeqKqA1hha3jx4+jo6MDDz74IIqLi5lWZrVacdddd2HKlCnYtm2bVttIEL0WnnKu\n3lSO2NXVha1bt6K0tDTk8zw5WzyTa5PJBIvFgqamJqbllZTT+dOfM7acTmdMMrb8BZpoBsjHshRR\nrbDFkrEld3wSExNlM7aUuPKUClty++Waa65BfX09tm/fzr1ugiAIgiCI3ooUL0HGIHWEFbaKiorw\n85//HElJSdwrvfbaazFz5kxVG0YQfQEed01OTk6v6Yy4bds2lJSUIC0tLeTzPAKH3W5nztgC+MrI\n3G63qlLEeMzYcrvdMQuPj4Vjy198jKZjK1aliGoztgwGgybh8SwCmRJhS01XxEj7Ra/X4+qrr8aq\nVau4100QBEEQBNFbcTqdyMjIiCthq6urCw888MDZ3gwuuLoiEgTBB085V3Z2dq9xbEUqQwT4RDre\nciieMrK+6thSU4rI+qOppBQxLS0NXV1d6OjoYH6Nfyni0KFDUV9fj8bGRq5xWfAXmTMzM+M2Y8tk\nMjGdc3LHhyVjS4mwlZubi5MnT3KX6LKct3PmzMHHH3/MtV6CIAiCIIjejMvlQnp6esyFrTfffBP3\n3ntvyOdeeeUVHDhwIKbbo5a4FbY8Hg/Wr1+Pu+++G0888UTAc7W1tbj//vtxyy234De/+Q0qKysD\nnt+9ezfuvvtu3HLLLXjsscfQ3t4e8PzKlStxxx134LbbbsNrr70W9fdC9F943Bt9TdhifS884fEA\nXxmZ2rIwvV7fpzK2EhMTZcUOCSWliIIgcJfU+gs0er0eo0aNiopry38cOXG0vr4er7/+OpdAJ6H2\nnDMajcyOLbmuiHLHWknGVlZWFjIzM1FWVsb1OpbzduzYsWhvb8fBgwe51k0QBEEQBNFbcTqdZ0XY\n2rx5M1566SV8/fXXAY93dnbiiSeewO9+97uYbo9a4lbYOnHiBLZu3YoJEyb0eO7ZZ59FaWkpXnzx\nRVx//fVYtmyZ7zm73Y5nnnkGP//5z/Hiiy+iuLgYr7/+uu/5AwcOYN26dVi6dCmefvppVFZWYuPG\njTF5T0T/g6crn5IyrrNBXV0djh07hokTJ4Zdhidjy+FwcJcisjq2tBC24tGxpbTUjbXjHuA9Lkr2\nHa+wFXyMolWO6L/fMjIy0NzcHHBsHQ4H/vOf/2DRokU477zz8Ic//AE7d+5UNI5aYUvuGHk8Hng8\nnojnAatjS0mp7tSpU7Flyxau17CctzqdDrNnzybXFkEQBEEQ/QaHw4GMjIyYh8eXl5fj+9//Pu67\n776A5j0vvfQSJkyYgLFjx8Z0e9TCLGw1Nzfjueeewy9+8QvcfPPNuOmmm0L+04qBAwfi17/+NQYO\nHBjweF1dHU6fPo1LL70UADBmzBikpaX5rHLbtm3DyJEjMWjQIADAvHnzsH37dt9EYe3atZgzZw4s\nFgtMJhPmz5+PNWvWaLbdBOEPTykcjxh0Nlm3bh2mT58ecULMm7EVLceWknI6f+I1Y0upcGI0GpmF\nOiWOLYA/QD5Y/I1WgLz/OHq9Hunp6Thz5ozv+XvvvRfLli3D3LlzsWfPHpSWlirqnKgmAw1g64oo\nndeCIERcD0vGFq9jCwCmTZuGzZs3c72GVfAjYYsgCIIgiP6Ey+WKecaWKIooLy/Hgw8+iI6ODvz7\n3/8GALS3t+Pvf/87fvvb38ZsW7SCWdh6+umnsX79ehQVFWHmzJm4/PLLe/ybM2dONLcVAFBVVYXC\nwkIcPnwYN954I7766isUFBSgqqoq4PmPP/4Yt912G1pbW5GamuqbwJw6dQqFhYX4v//7P/zhD38I\neC1BaA2Pe0NJR7lwiKKI7du3o6WlRZP1+SNXhgjwZ2xF07GlRmToa44tFjeQhFJRkNd5GCz+jhw5\nkrvMjYXg/eZfjnjixAl89NFHeO+997Bo0SJYrVauLLfgcaJdisiSjRVNx9a0adOwZcuWgLt7crDu\nl9LSUuzfv1/RvicIgiAIguhtnI3w+KqqKiQnJyMzMxMPPfQQHnjgAdjtdrzwwguYNm0aRo4cGbNt\n0Qrmq++ysjJcf/31MRGvItHW1oakpCQIggBRFKHT6WAymXzWvba2NmRkZACALxsnISEBra2tyM3N\nRWtra0Cnx4SEBCbbH+tkkCD86ezshF6vZ8rMycjIQE1NDdOyclRWVuKKK66A0WjEoEGDMHnyZCxa\ntAijRo0Kubx0frOc53v37sUPf/jDiNuZkZGB6upqpvdit9shCALz+05LS0NtbS3zuln3fyg8Hg/c\nbrcmx0QrnE4nPB6Pom0SRRFOp5PptTznrj9ZWVmoqqpifp3dbodOp/MtP2DAAFRWVqKjo0OVQBRM\nV1cXdDrvvRyn04msrCycPn0aw4YNw5NPPolFixYhOTnZtx3p6emKPo8ul0vx8QHg+yxEen1HR4es\nACYIArq6uiIu097ezpzp5U9ubi50Oh0qKip87mg5JJFNbixBEFBaWoqPPvoI3//+97m2i/DC831O\nEL0VOs+J/gCd5/2Drq4upKSkoLW1NWZzjr1792LYsGFwOByYPHkyzj33XDz66KN47bXX8MEHH8R0\n7qPV+c08a8jKykJqaqomg6rBarWis7MTgwcPxssvvwwA2LlzJ/Ly8gB4u351dnZi3rx5mD17NgDv\nyWK1WgNef8899wAAWlpaYLFYZMftDdlHRPxx+vRpuN1unDx5UnZZl8uF6upqpmXlkCacL7/8MsrK\nyrB+/XrcfvvtePvttyOWL7Gc5+3t7Whqaoq4nW63G83NzTh27JisONHZ2YmGhgbmkHZRFFFVVcW0\nn+rr62G32xXvU7vdDpfLpckx0Qqn04m6ujqfSMPDmTNn0NXVFdV9ZzKZcPToUebX1dXV9dimzMxM\nbN26FcXFxVxjR6KlpcXXSKSmpgbJyckoLy9Hamoq3nvvPbz77rsB26DX61FZWcn9/p1OJ2pqano0\nLWGloaEB7e3tEcetr6+HTqeLuIwkrp04cSLsZ/7UqVMQRVHR+T1mzBisWrUKV111FdPyLS0taG1t\nZRpr0qRJ+PDDDzF9+nTu7SK+ha5biP4AnedEf4DO875Nc3MzRFFEW1tbxOs2Ldm+fTsKCgp812W3\n3347rrvuOlx22WUwm81xNfdhhVnYuvrqq/Hf//4XU6ZMUVXao5b8/PwepYNVVVW44IILAACFhYUB\nwcNOpxNNTU3IzMwEAN8BHD58OADg5MmTKCgokB03JydHVVYP0T85fPgwzGYzCgsLZZfNy8tDW1sb\nsrOzFWUb+XPs2DFkZmZi0KBBGDRoEGbPno1LL70Uhw4dCllGKE3GWc5zQRBQUFAg+56ysrJgMpmQ\nn58fcTmHw4FBgwbBbDbLvzF4hbDW1lamfWqxWJCWlsa0bCgkd5TS10cDURQxYMAAZGdnc7/WbDYz\nv5+kpCQkJydzv/eSkhKsW7eO+XWhjtE555zDfIxZMZlMPjdvTk4OioqK4PF4sHLlSsyfP79HQObQ\noUNRXl7OvQ0ejwdFRUVITk5WtJ2Sg1Fu3MTERNll9Ho9cnJywn6fpKamwmq1KtrPl1xyCb766ivm\n1yYkJCArK4tp+QULFmDJkiXIzMwMcFgTbPB8nxNEb4XOc6I/QOd5/0CaL5lMJmRmZiq+huShpqYG\nEydO9F2XFRYW4umnn8Z5553HpI1oiaTXqCWisPXVV1/5/j8pKQkGgwFLlizxBbeH4rzzzlO9UZGw\n2WzIy8vDmjVrcMkll2DXrl1oaGhASUkJAO+d3jfffBPHjh1DUVERVqxYgfPPP9/3ZTBjxgy8+OKL\nmDRpEkwmEz744ANcfPHFsuMajUbVYgPRPzGZTMznTlZWFpqbm1V/oXR0dCAtLS1g3DvvvBPLly/H\nrFmzwr6O5Tx3uVxITk6WXS4nJweNjY0RXTeiKPoclaxlZ/n5+aivr2fap6IoIiEhQfFn12AwwOVy\nxdVn3+12IzExUdE2JScnM78fURSZjnMwhYWFqK2tZX6dx+PpcYxKSkpw5MgRTfe7x+PxZbkZjUbk\n5OTg6NGj+PDDD/HFF1/0GCs3NxeNjY3c28D6+QiH2WyWDe4XBIHpeyUxMREejyfscmrOpenTp+Pp\np59mfq0oisxj5ebmYsyYMdi6dWvE7ysiMnTdQvQH6Dwn+gN0nvdtpOsxq9WKrq4upKWlRX3MiooK\n3HDDDQHn1YIFC6I+bjSJOJP829/+FvLxHTt2hH3N22+/rW6Luvnmm2/w5JNPwuVywe1246abbsKi\nRYtw2WWX4cc//jGeeuopvP7668jMzMTdd9/te11iYiLuvPNOPP7442hra8OwYcPw05/+1Pd8SUkJ\nLrroIvzyl7+Ex+PB9OnTUVpaqsk2E0QwvEHSOTk5qKmpUS1stbS0ICUlJeCx+fPn489//jMOHDiA\nc845R/G6WUPFpfcSCZfLBUEQuPZRamoq2tvbmQK01QZ563Q6CIIAj8ejqPQvGqh5Tzzh8Q6HQ9EP\nq9quiAAwfPhwbNq0iXvsSDidzgC3sc1mw2OPPYb58+djwIABPZY/W+HxBoNB9hg5HA6mMeQ6Iyrt\nigh4j1FbWxtOnjzJ5MLi3S+zZ8/GqlWrSNgiCIIgCKJPI10LW61WtLa2IicnJ6rjSR0RR4wYEdVx\nYk3Eq8y///3vsdqOHowbNw7//Oc/Qz5ns9nwwAMPhH3t6NGj8eSTT4Z9fu7cuZg7d67qbSQIOUJN\n2iOhVWfEUMJWQkICbr75Zjz77LMRPx9ysE5Qs7OzZYUt3o6IgFdskkQHuTLH4I57SpA6I8bLnTKP\nxxPXXREzMzPR1taGrq4uJtEk1DjDhw8P+/2vFLfbHTCOzWaD0+kMuDHiT2ZmJrewJeXEqRFBTSaT\n7DGSc3RJyHVGZBGHwyEIAqZOnYqtW7fi2muvlV2et5vnrFmz8OyzzyraNoIgCIIgiN6CdC1ssVhi\n0hmxqqoKZrMZ6enpUR8rlkSc8SnJcCEI4luCXSJyFBQU9MiQU0IoYQsAbrrpJpx//vm47777fPCr\nbgAAIABJREFUYLPZFK2bVfDIzc1lEraUOEZYhS1eYTEUBoMBbrdb1Tq0RI0jSDoX3W637HmpVPTQ\n6XSw2Wyora0N6YQKJpT4OGLECBw8eBCiKGoWoBksrIwZMwZ//OMffXmLwWRmZqKpqYnLrafWrQXI\nu6wA9mNjMpmiJmwBwLRp07B582YmYcvtdnPtmwEDBqC2tlbTc4AgCIIgCCLekOZWkmMr2pSVlfli\nnPoSEa/Wn332WXzwwQfYsGEDysrKUF9fz9y5jCCIni4ROQoLCzUTtqROoP5kZWXhqquuUuWGYRW2\nsrOzUVtbG3EZu92uWNiqq6uTXU4LYUtybMULasUTVteWUscW4BU1WZ2HoY5RamoqzGZzyM/Cfffd\nhzNnznBvU/D7yc/PD+vWAryCptVqRWNjI/MYWghbLKWIrMcmmo4tAJg6dSo2b97MtCzvZzEhIQEG\ngwGdnZ1KN48gCIIgCCLuibWw1RfLEAEZx9bx48exa9cu311rwHs3PiMjA1lZWbDZbL5/0t95eXkx\n2XCC6A3wlsIVFBRg3759qsdtaWnB0KFDQz734x//GFdffTUWL17MXQYIsE9Qc3JysH79+ojLKHVs\n2Ww2pjIx3vKnUOj1+rgR9EVRVP2eJGFL7tizlruFgiVfzX+cUJ+R4cOHo6KiIiC/qampCf/4xz8w\nd+5cX6dbVngdQ8C3AirrWFqcb6yliKzCViT3V1dXlypha9SoUTh9+jTq6upkHaBK9k1qaiqamppi\n0h2IIAiCIAjibCBdC1utVrS1tUV9vLKyMkycODHq48SaiFf5Dz/8MADvZKqlpQWNjY1oaGhAU1OT\n77+VlZX45JNP0NHRAUC78HiC6AvwOjgKCwtx8uRJ1eOGK0UEvA0Uhg8fjrVr1+Lyyy/nXjePY0tO\n3Ii2Y0uN60ginhxbHo8HgiCoynCSOj3KwRpQHgqerLhwx0gSti655BLfY5s2bYIoirJOwHDjKBG2\neNxhSsSzYKTjE6kE0uFwMJ3XLKWISsPjAe9nY/Lkydi6dSuuuOKKiMsqcbOlpqaiublZtuSYIAiC\nIAiitxIcHh9tysrKcP3110d9nFjDdJUpCAJSU1ORmpqK4uJidHZ2Ys+ePThz5gyOHj0Kj8eD888/\nH+PHj4/29hJEr0KJsBXNjC2JgQMHMglDwYiiyDx5Z83YUuIaY3Vs8ZaChiKeMra0EE5YSxHVBOaz\nHHv/ccIJWwcOHAh4bMOGDTAYDIqELSXCCm+AvBaliIIg+Fxb4UQn1mOTmJgoK2yp/XxMnToV27Zt\nkxW2lJy7krBFEARBEATRV4llKWJf7YgIMApbEp9++ik2b96M8vJy5ObmYvz48bjrrrtQUlKi+mKe\nIPoivLkyeXl5qK2tVT1BlhO20tLS0NTUxL1eyfXCEuYsZWxFCn9WEx5/8OBB5u1VQzw5trQQTliF\nLTX5Szk5Ofjqq6+Ylo1Uivjhhx8GPLZu3TrMnDmTWTTzR8m+k5oURHOMUBiNxohuKi0dW2lpaYq3\nE/B+zg8dOiS7nFLHVktLi9JNIwiCIAiCiHuka+FYdEXsqx0RAU5h65NPPkF1dTWuuOIKfOc73+HO\nOCGI/gZvV0Sj0YisrCxUV1cHZAvx0traGlHYUuqE4CntS05OhslkQnNzc9jJs91uV+TYYhXmtBK2\n4iVjS4sMJ55SRDXh8Vo4tioqKnx/19TUoLq6Grfeeiv27NnDvU2xELZYuk2yYDQaIx4j1mMT7Ywt\naYxI4pmE0owtcmwRBEEQBNGX8S9FPH36dFTH6qsdEQFOYesXv/gFduzYgZ07d2LlypXIy8vD+PHj\nMX78eJSUlGhyQU8QfQklpXAFBQU4efKkKmGLxbHFmoHkD684IGUthRO2lDq2WAK2AW1K9+LJsaWF\ncBKLrog8GVvhzqnc3Fx0dXWhoaEBGRkZ2LhxIy644ALk5eXh888/594mpRlbLG4kCa0cWyaTKaIg\nxVqKmJCQALvdHvZ5NQ0CJCR3mRxUikgQBEEQBNET/1LEaIfHl5WV9ckyRADgSiAuLCzElVdeifvv\nvx8vvfQSFi5ciLa2NixZsgQ333wzlixZEq3tJIiocvz4cTzwwANhn//yyy8VtZ1XMpkuKChQnbMV\nzVJEHrEjJycnYh6SUmErFuKMRF/L2DIYDFHfd1arFe3t7UzLhvuMCIIQ4Npat24dpk+f7itx5UXJ\nvsvMzOTKotNK2JI7RqzB/vHm2CJhiyAIgiAIIhDpGikWGVvl5eX907HV3NyMxsZG3z//bohSh8Tm\n5mbfpO/w4cMx2WiC0JpnnnkGy5cvx6xZszBlypSA5+rq6jBv3jz87W9/w/e//32u9SqZzKkNkHc6\nnXA4HDCbzWGXiUUpIuANeZcTtpSUIvIEoKt1OMWTY0urjC2W96PGzcMqdgCRc+iGDx+O8vJyTJky\nBRs2bMBPfvITmM3mmHVFtNlsXF0RtTjfAHlHIuuxiXZXRGkMFscWb1k2AKSkpHCVghIEQRAEQfQ2\npFzbWAhbfbUjIiAjbN1+++2+/zeZTMjKykJWVhZsNhsGDRoEm83m+zsjI4NKEYleSUtLC9555x38\n6le/wtKlS/Huu+8GPL9s2TKkpqZi3bp1ioQtXnGgoKAAR44c4XqNPy0tLbBarRED3lNTUxU5tniF\nlbS0tIgCmt1uj6pjize8PxR6vT5uHFtaCCexCI9nFTuAyGKp5NiqrKxER0cHSkpKYLfbUVdXF7Ep\nQShilbGlZXh8OFiPjZxjS4uuiHJjSCgtRaQbZgRBEARB9GWka+Foh8f35Y6IgIyw9ctf/tInZkUq\nayKIWHHgwAEkJiZi0KBBmq3z9ddfx4wZM3DPPfdg4sSJ2LFjByZMmAAAqK6uxuuvv47XX38dt9xy\ni6LJdCTnVCgKCwuxYcMGrtf4I1eGCMgLTuHgdWylpKRE7GoW7VLEviZsaZGxxVqKyFruFgpeYSvc\nOMOHD8fGjRuxfv16TJ8+HYIgICkpCSaTCS0tLUhNTWXeJknY4jmWZ7MropxjizU8PlLGllaOrWiW\nIioR4AmCIAiC6LucPn0aGzduxIIFC87qdpSXl2Po0KGqr81jVYp46tQpJCcn98mOiIBMxtakSZMw\nePBgZlGLsjCIaFJfX4/58+dj+fLlmq3T7Xbj+eefx+23346EhAQsXrwYS5cu9T3/xBNP4Hvf+x6m\nTJkCk8mE8vJyrvUrKb8pLCzEyZMnuV7jD4uwFatSRDlhS6ljizU8Xsn+DyaeMrZiWYqoxG0owSNs\nyZUiVlRUYMOGDSgtLfU9npOTw9x10X8c3n2XkZGBpqYm5q6YWnThBNhKEbXoiqjGlSfBeqyVCluR\nvj8IgiAIguh/7NmzB4899tjZ3gz84Ac/wOrVq1WvJ1bh8c3NzcjIyIja+s82zOHxGzdujPj8wYMH\n8dvf/lb1BhFEKERRxE9/+lMUFBSgrKxMs/V++umnSE9Px6RJkwAAN9xwA3bu3Im9e/eiqqoK77zz\nDu6++24IgoCLLroI69at41q/EseQ1BVRKazCVlNTE0RR5Fo37+SUxbGlJGPLYDAwT6a1cGzFS8ZW\nLMPj46EUceDAgairq8PatWsDhC0lAfJKhBXp7lljYyPzGFqU5LOUIrKc1ywZW7EUtnj3jVJnKUEQ\nBEG43e6o5xURZ4euri4cPnz4rN78stvtOHr0KNasWaNqPaIoBghb0TxntWiqFc8wC1tPP/00Nm/e\nHPK5zz77DH/605+QlZWl2YYRhD/PPfcc6uvr8dxzz/m6pGm13jvuuMNXXpiUlIQ777wTS5YswRNP\nPIEbbrgBOTk5AIDS0lJFwpaSXJ/Ozk7mrnLBsAhbiYmJ0Ov16Ojo4Fp3vDi2eFxHaoWgeCpF1EI4\n4emKqHTfSa9jDakPN47BYMCgQYOQnJyMgQMH+h6Xa0oQCqUiZ1ZWFnNnRK0ytuQcW6xuusTExIjC\nltJSYH+inbFFwhZBEAShhH//+9+46667zvZmEFFAuu7Yu3fvWduGw4cPIzk5GZ999hm3UcAft9sN\nnU4HnU6H5ORkdHV1Re2GOglb3dx888146qmnsG3bNt9jLpcLy5cvx/PPP49LLrkE999/f1Q2kujf\n7N69G0uXLsULL7yA4uJitLS0aDLZOXDgAMrKynDVVVcFPH7TTTdhy5Yt+OCDD/Czn/3M93hpaSk2\nb97M9WWjRFgRBAEFBQWKOyOyCFuAMjcEr9gRLccWTye2viRsKREHEv7+d8BvX7GKgmrdPKydEeUE\np+HDh/vytSRycnIUCVtKRMGsrCzmzohaZWzJORK1cmxpcYET7YwtErYIgiAIJXzzzTc4derU2d4M\nIgpIN/927dp11rahrKwMF198MZxOp6pGN/7XYoIgwGKxRK0cUavr1HiF+Z1ddtllcLvdePLJJ3HP\nPfdgyJAhWLp0KSorK3HXXXcFlIkQhFa0t7fj1ltvxSOPPILi4mIA3olueXm5r3xQKcuXL8eNN97Y\nw7FgNpvxu9/9Du3t7QEuRJvNhqKiIuzYsYN5bKXCiiRsDR8+nPu1rMKWVI6Yn5/PvG5e14ucsKU0\nvNpgMDCJM1qV7sWLsKVEnEn629/g/O534Rk8GEDsgvdZx5ETV26++WZYrdaAx5SUIioVcTIzM5kD\n5LUqRTSZTBHPb1ZhS85NpYVjK5oZW9L3B2/TDoIgCILYu3cvdx4n0TuQbr7u2bPnrG1DRUUFRowY\ngbS0NHz++ecYOnSoovUEX59KnRHT0tK02lQfWkRQxDNcV5mzZ8+G2+3G448/DrPZjISEBDz00EMB\nJSIEoSXr169Hbm4u5s+f73tsxIgRmghbq1atwqeffhryuRtvvDHk41LOFuvYbrdb0WRaTc4Wj7DF\n64ZgnVBLRDM8ntWx1dcytriEE1EEOjog1NUB3cJWLDK2AHbHlpz4O3369B6P2Ww2HDlyhHlbPB4P\nPB6PItHJZrMxC1taliJGOr9ZSxFjkbEVzVJEo9GIhIQEtLe3w2KxKN1EgiAIop8hiiJ2796N9vZ2\nujnSB3E6nRg9evRZdWyVl5fjiiuuwKhRo/DGG2/gjjvuULSe4BvJ0czZ0qrJUbzCXIoo8d3vfhcL\nFy5Ec3MzbrjhBhK1iKhSUVGBMWPGBDxWUlLC3Z0wFJ2dnUhNTeV6TWlpKdavX8+8vBrHVrSFrViV\nIkb6clZaisjjOupLpYjc78fhgODxQOeXEWU0GmXfjyiK3CJmMDxOHt5xeEsRpf2m5MKW17EVq1JE\nlnHkMrbivSsi4P0OoXJEgiAIgoeqqioYjUYkJSXRb0gfxOFwYMyYMTh27Bh3XrBWVFRUYPjw4bjo\noouwZcsW2O12ResJvt6OprClRVOteCbiVeavf/1rCIIQEIgm/W0wGPDUU08hLy/P97wgCHj00Uej\nu8VEv6KiogKTJ08OeGzEiBHYsGGD6nUr+XBPnToVN998M9rb22E2m5nGUDKZKywsxPbt27lfB3iF\nrSFDhsgul5aWhqamJq518+4zq9Uq69hSMrHur8IWr+tF6P6xF/yEGZZ9JznDdDruex8+oumqs9ls\nzIHugLrzICsrC4cOHYr6OP7IlSI6nU5mx5acQKaFsNXV1SV7R1zpvpGcpQUFBWo2kyAIguhH7N27\nF6NGjcKJEydQU1MTlbIu4uzhcDhgsVgwbNgw7N+/H+edd15Mx3e5XDh27BiGDh2KpKQknHvuudiy\nZQtmzJihaF3+10fRFLb6dSliJDdWqOfI5kloTUVFBW644YaAx6RSRLUomVBbLBaMHTsWW7ZswcyZ\nM2WXVyNsrVixgvt1gFfYCs4kCoWSUkTefWa1WtHW1gaPxxNSJImFY0vtnYlenbHV3VnT37HFUoqo\npeAhh5LPCG/Gllpha8uWLczjaJGxZTQaNRGk5MpBtTjOer0eer0+otgmiqKv6w8vFCBPEARB8LJn\nzx6MHj0aXV1dqKurw4gRI872JhEaIl2/jBkzBrt37465sHX06FHk5uYiKSkJAHDppZfi888/VyRs\nBc+tqBRRORHfGbVIJc4moij6bJ7+DBgwAA0NDWhtbWUScMKtW2kejpSzxSpsxXPGFq9ji/cL0WAw\nICkpCW1tbSG3SWnGll6v9x3DSEKCVl0R4yVji1c4CefYkns/WmSTsWYvKXVs1dfXhxVMg1ErbLF2\nRdQqY0tOuGXdZ7EQtvzHCbcuab8ouflFwhZBEATBy549e3DVVVehsrKSAuT7IFL53tixY89KzlZ5\neXmAWHrJJZfgZz/7maJ1hQuPjwZ9vRRReZ0JQUSZ6upqJCQkICMjI+BxvV6PoUOHoqKiQvG6JcFD\nyUSLJ2fL6XQqcnBIXRH9y4BZiaawpeQLMVKAvFLHliAITK6tvlaK6PF4+EoROzsBADo/dxOrY0vt\nD5+c60hCyTEymUywWCxobGxkWl6NwJmVlRXzjC25EkKthC0tuiIC3u2NdE6p2S8kbBEEQRC87Nmz\nB2PGjFHURRnwXgedrewmQh7JJT569Gjs3r075uMHGy/GjRuH2tpaRaaEWJYianHjOp4hYYuIW0K5\ntSTUliOq+WCPHj2aeWylXREtFguSkpKYnSL+8ITHR8q/CoWS/RYpZ0vNxJolw6mvCVu870fo6IAo\nCNwZW6wZTpFgdWwpPUbZ2dnMd2HV3KE6G8KW3DFiFR4jfUZEUdTsAkdOQFOzX5Q0uSAIgiD6L83N\nzaivr8fgwYORk5PDlckp8corr+Dee++NwtYRWiA5zkeOHImKigqm600tCXZs6fV6XHzxxVizZg33\nukKVIra1tWmynXJj9TUiCltKy2/cbrcipwlB+BNtYUvpRCshIYEp30ntOJJri5fW1lZmYSvapYhA\ndBxbgNd5FIuSunjL2OLa/+3tEPPyenRFjMV+MxqNTBlbSsfi6YyoJvsqIyMDTU1N8Hg8sstqVYrI\n4oBSm7EliWNqGgRIyInMciXDkaCuiARBEAQP+/btwznnnAO9Xg+bzaaoFLGtrQ2ffPIJ8/U+EVuk\nG7BmsxlFRUWaZC/zEGqOKuVs8RLrjK1+KWxVVlZi8eLFOH78ONcKOzs78de//hUrV65UvXFE/yZe\nHVvSBI1F7FDjVCgsLFRkaY12KSKvkyclJSXsF3S0HVtaCA3xlrHFI0QIHR1wDxwI4SyEx7MKwEo/\nizydEdU4tgwGA1JSUpjKHrVybBkMBtnweLWliFqVIQLyjQLUCPxUikgQBEHwIAXHA3w3wfxxOBxo\namrC1q1btd48QgO6urp810FyOVvt7e1YtmyZZmN7PB4cPHiwxxz14osvxsaNG7nNPbEuRezL4fFh\nZ0gDBw7EwoULcf/99+Pjjz9mulu9e/du/P73v0dKSgrmzp2r6YYS/Y94FbaA2HTlUxIg73Q6Ybfb\nYbFYZJdVUuKjtWPLbrdH3bHVl0oRlWRseQoKILS2At3nK6tjS+1+Y+mK6PF44PF4FLl5eEsR1byf\nzMxMJhFNq66IJpMp4jHSQtjS8q4dZWwRBEEQ8cLu3bt9wlZ2draiUkSn0wmLxYJVq1ZpvXmEBvhH\nZkidEcOxZcsWPPbYY5pVk508eRKpqak9TAR5eXkQBIFbSA2O/4i2sKVF06B4JeKV5kUXXYT09HQ8\n//zzWLVqFc4//3yce+65SE9Ph9lsht1uR0tLCw4dOoSvv/4ax48fx4IFCzB37lxNyhuI/k0oNVyi\nuLgYtbW1aG9vh9ls5l632omuJGzJiTJqHVu8pYhSp0iWUHylpYhKwuMjObaUfsGyZmypnbzHk7DF\nfT51dAAWC8SMDAhnzkDMzYXRaER7e3vEl2nxwycndkjjGI1GRU0ceC5W1X7eWTsjahkeH+mihtU5\nGekzoqVjiyVjS6ngR8IWQRAEwcPevXtx8803A/C6u5U6tmbPno1PPvkEDz/8sKLrFCJ6+FcWjB07\nFh9++GHYZbdt24aOjg60tLQgNTVV9djB+Vr+DBs2DAcPHkROTg7z+hwOB4XHa4TsFfiYMWOwdOlS\nfPTRR1izZg0++uijHsskJydjypQpWLx4MdeBJIhwtLS0oLW1FQUFBSGfNxgMGDx4MA4ePIhx48Zx\nr1/txJ3FLSSNo0bY4m1hy1qGCER2UoVDiVAUKTxejWNLzjUniVFqRfZ4y9jiEQiE9naISUnwZGVB\nV1cHd25uzLoiyokdgLof2OzsbJSVlTEtq4WwxRIgr1XGFkspIss4iYmJsNvtIZ/T2rEll7FFji2C\nIAgi2jgcDhw6dAjnnHMOAK+wdebMGXg8Hq7rQYfDgbFjx2Lbtm04cOAAzj333GhtMqEA/2uY0aNH\nY//+/WHzPLdt2wYAOHXqlGbCVjjjxfDhw1FRUYELL7yQeX3BcysqRVQO0zszmUyYN28e5s2bh+rq\nalRVVaG9vR0mkwk5OTkoKirSpPyCICTKy8sxbNiwiHdIpHJEpcKWFo4tOdRM6JSEx/MIW1arFZ2d\nnVzBmNEIj1fqGpE7BlpN3OMtY4tL2OrogJicDNFm8+VssZYiauHYimbXSp5SRLXnAquwpaVjK9Ix\nYj0+sXJsyZWdUikiQRAEEQsqKipQVFSE5ORkAN5rHqvVioaGBmRlZTGvx+l0IiEhAZdffjlWrVpF\nwlac4XA4fNcwKSkpyM7OxsGDB1FSUhKwnNPpxDfffINx48bh9OnTPsFTDeXl5Zg4cWLI54YNG4aK\nigqu9cWyK6LL5fJ9Nvoi3FaG3NxcTJw4EaWlpZgyZQoGDRpEohahOZHytSTU5GypLVFjFbbUTKiV\nhMfzCFuCIHB3HFOy38IJWx6PJ+CHiRe5Y6CVyBBPpYi8QqnQ2QnRbIbHZoOuW5hhOXe1cGyxCFtq\nHVs8pYhqfqcyMzOZhS0tfg+NRqOsY4unK2KoXAktGgRIyB1rKkUkCIIgYoF/vpZEdnY2dzmidB00\nZ84cfPLJJ1puIqEBwdepY8aMCVnlsmfPHhQVFaGkpASnTp3SZOxIpYgjRoxQJGzFqhRRi+v7eIaC\nsIi4JNrClloHB2spohpxJTc3FzU1NUyNGyR4hC2AP0BeacZWKGFLcowozS2Qm/yTsAVvxlZyMsSs\nLAjdF3UspYhauN1YwuPVClusF6pqhWyplIFlHC3OORbRluX96PX6sI5DLYWthIQEKkUkCIIgzjp7\n9uzBqFGjAh5T0hlRckZPnToVR44cwenTp7XcTEIlwdcwF154IT777LMey23duhWTJ09GXl6eJsdQ\nFMWIc1SpFJGHWJcikrBFEDEmFsJWLEoR1Ux0DQYDdDodVxmcEmGLJ0Bey1JEtaVQciV1WokM8Zax\nZdDpYNiwgWl5X8ZWdnaAYysWpYhyYgeg7hhlZWWhsbEx6gIzwN4VUauMLTkHFM8dt4SEhJA5W1o7\ntqJViig1n+AR+AmCIIj+yd69e3s4tpQEyEu/kUajETNnziTXVpwRfB10xRVX4NNPP0VHR0fActu2\nbcOUKVM0E7aqq6thMpmQmZkZ8vnCwkI0NjZyCVPBYpPFYkFra6tmXRz90aKpVjxDwhYRl7AIW4MH\nD0ZVVRU6Ozu516+FYyvawhbALqBJ8ApbKSkpXMKWlqWIXV1dioPjAfnJf1/N2DqnpgbWq66Cfs8e\n2eV9GVtZWQEZWyyliGoFGjlHHaDuGOn1eqSnpzM5qdQK2TxdEbUqRYx0jHhEqXCfE627Isq5J5Ue\nZ4PBgKSkpKjlTRAEQRB9A1EUsWfPnpCliKyZnBL+N/guv/xyfPzxx5ptJ6Ge4Buw2dnZGD9+PD79\n9FPfY6IoYvv27Zo6tuTmp3q9HkOGDMGhQ4eY1xl8jWo0GmE0GhXNb+WgUkSCiDF2ux2nTp3CoEGD\nIi5nNBpRXFyMw4cPc4+hVvRgcb1oMQ5ryaNEvJYihrpzoXZiLbdvtHLPxFsp4nmHDsE9dCgSH39c\n/gWdnYDZDNFmg65b2GIRZV0uV0wcW2oFJ9ZyRLXnwtkIj9eiFBEI351Sy4sbo9Eo69hSI/ilpqZy\nd3AlCIIg+hfHjh2DxWLpERLPk8kp0dXV5bsOuvTSS7F169aolYcR/IS6wXf11VdjxYoVvr+PHTsG\nnU6HAQMGID8/XxNhK1K+lsSwYcNw8OBB5nWGuuaOVoA8ObYIIsYcOXIERUVFTB+8oqIi7oB1ILZd\nEdVM6KLt2FIibGlVimi326Pu2OprwhYcDow9fBhtL78Mw8aN0MncEZIcWx6bDQJHKaIWZWpyYgeg\nTfYVi7Cl9lzIzMxkcmxpJaYaDAZNSxHDCVtaOrYifU+p3S+Us0UQBEHIsXPnTkyYMKHH42rC4wHv\ndez48eOxdetWTbaTUE+oyIwrrrgCa9eu9QlC27Ztw6RJkyAIAvLy8jQJjz916hQGDBgQcRnenK1Q\n16jRytmijC2CiDEsarhEfn4+qqqquMdQO6FmLUXUwhkWTWGLd8KodSmiGvFE7hho9eUdTxlbxYcO\noS4jA55zzkHXrbci8cknIy4vZWz5O7Zi1RVRTuwA1AtOrIGwap1USUlJTJZwLR1b4cRHj8cDj8fD\nLJiHy79S+/ljGUNC7X4hYYsgCIKQ45tvvsG4ceN6PK62FBHwihVKKkTk2LZtG/74xz+GzMIkwhPq\nBmxGRgYmT56M1atXA/Du28mTJwPw3ghtbm6WveEqR1tbGywWS8RleIWtUNfc0RS2tLhOjVdI2CLi\nDpZ8LYmCggJFCrzacGzWUkS1EzpWAU0iFuHxvIKH1WpFS0tLjxDEM2fOICMjg2td/rCUa2mRdxRP\nGVtj9u3D7pEjAQBdt90G46pVECI4FoXOTohmMzxZWV7HlijGVVdEtZ8P1ruwaseRO9f8x9HinIvk\nRpS+u1i7iYYrCdWiQYDcGBJalCLyfE8RBEEQ/Y+dO3eGFbZ4SxGDxYbi4mIcO3ZM7Sb2YPfu3fjn\nP/+JOXPm4Pjx45qvv68S7gbsvHnzfOWIW7duxZQpUwB4r+VtNhu3wBlMe3u75sJWKNOlNyi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StXrsTo0aM12zCi76CrrITuzJmw4o0/zB84u92bSzRyJBLa2nD69Gmuu/m8E3fjmjXovP9+oPs1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\nYcMEinOt2+2Gx+PRvc5a/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8/GRx99pOvC6OrqQjgchsvlQkVFhXRhS8RJRbF2kVWKmDmW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"text": [ "" ] } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "print knn_reg.score(XX_elect_test,YY_elect_test)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.0450538207392\n" ] } ], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot actual vs. prediced usage.\n", "fig = plt.figure(figsize=(8,8))\n", "plt.scatter(YY_elect_test, YY_elect_test, c='k')\n", "plt.scatter(YY_elect_test, YY_elect_pred, c='r')\n", "plt.xlabel('Actual Elec. Usage (kWh): $Y_i$',fontsize=18)\n", "plt.ylabel(\"Predicted Elec. Usage (kWh): $\\hat{Y}_i$\",fontsize=18)\n", "\n", "plt.title(\"Energy vs Predicted Energy: $Y_i$ vs $\\hat{Y}_i$\",fontsize=20)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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oYWNCQkREJk8ikWD+/PkKL8oLDAw0clSkT0xIiIjIZNXWhXfUqFGsHWlE2IaE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"text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Analysis of chilled water data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "chilledw_train = pd.DataFrame(data=normalized_chilledWater, index=np.arange('2012-01', '2014-01', dtype='datetime64[D]')).dropna()\n", "chilledw_test = pd.DataFrame(data=normalized_chilledWater, index=np.arange('2014-01', '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']\n", "\n", "print XX_chilledw_train.shape, XX_chilledw_test.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(705, 13) (294, 13)\n" ] } ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "# Find the optimal number of k in knn:\n", "k_values=range(1,101)\n", "scores=np.zeros(len(k_values))\n", "for k, c_k in zip(k_values,range(len(k_values))):\n", " value=accuracy_for_k(k=k,x=XX_chilledw_train,y=YY_chilledw_train)\n", " scores[c_k]=value\n", " \n", "k_opt=np.argmax(scores)+1\n", "print scores.max()\n", "print 'The optimal value of k is:',k_opt\n", "\n", "sns.tsplot(scores.T)\n", "#plt.xticks(range(len(k_values)),k_values)\n", "plt.xlabel('k',fontsize=18)\n", "plt.ylabel('Accuracy',fontsize=18)\n", "plt.title('Accuracy for different k values.',fontsize=18)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.62985747618\n", "The optimal value of k is: 6\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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AaWnpLcdqYlkcKdXg3j4yu4/1dhWh4EodFt4dCADg8xiE+Uqw70LVLcdDCCGd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\nqG6modnFD4eEtwmGeGsw8dZgpv9DFHaHiy8Lr5B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"text": [ "" ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "# Use the optimal k for prediction:\n", "knn_reg_w=sklearn.neighbors.KNeighborsRegressor(n_neighbors=6,weights='uniform')\n", "knn_reg_w.fit(XX_chilledw_train,YY_chilledw_train)\n", "YY_chilledw_pred=knn_reg_w.predict(XX_chilledw_test)\n", "\n", "fig,ax = plt.subplots(1, 1,figsize=(20,10))\n", "line1, =plt.plot(XX_chilledw_test.index, YY_chilledw_test, label='Actual consumption', color='k')\n", "line2, =plt.plot(XX_chilledw_test.index, YY_chilledw_pred, label='KNN Regression Prediction', color='r')\n", "plt.xlabel('Feature index',fontsize=18)\n", "plt.ylabel('Normalized chilled water usage (t)',fontsize=18)\n", "plt.title('Actual and KNN predicted chilled water usage',fontsize=20)\n", "plt.legend([line1, line2], ['Actual consumption', 'KNN Regression Prediction'],fontsize=18)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Wcu3r+nmoi/WpD5r+/lImLy8P+fn5su3HT9N0Pk+fPo1evXrJAlg1Mcb5JCLSF27lIyIy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M9gc5BZ+faQJAB9IGNKVSEF51Q2CCHQRTGcmKIUcxMSU10AQq+HbrdrWUIrlZGJ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\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fc9/ve3j7wXnzWRy7vQGO97x3797ExMTw1ltvORZBt9Wrh0tuLr+0acODbdpc9HNciL59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\nykB5LpWBClMXYfn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u3LjTrjdjxgyio6MZMWKEo83X15eZM2fSuXNn/Pz8HO1PPfUUI0aM\nYMmSJdx1110kJSVx66230rx580t6dhEREbk+uJz/FBEREZEr7/fff6dPnz488sgjjj+rV68uc85v\nv/1GjRo1iIiIoLi4mOLiYgCaN29OWlraee9x4403ApCdnV3+D3AO/fr1O2tRCkqfPTo6Gjc3N8dz\nhYSEEBISwqZNm65anHfffbfj7yaTieDgYI4dO+ZoO3bsGHv37iUuLq7M606e1nhCbm4uu3btIiYm\nxvFMxcXFxMTEYLVaT9uFMTg4mF69evHVV1/xxRdfcOTIERISEsr3AUVEROSaoxFTIiIick1o1KgR\nDz/8cJm2mjVrlvk6KyuLnJycMiOjTjh5Gt/J0tLSSEtLIysri9zcXICrvjvdySODziQrK4vMzMzT\nCnEAtWrVulJhnZerq2uZEWxHjhwBOON6Xqc6fPgwAFOmTGHKlCmnHT969OhpbV26dGHNmjUsWrSI\n5557Dl9f30sNXURERK4TKkyJiIjINcHX15f69euf8xyTyUS9evXo16/facdOXaC7qKiIt956iz17\n9tC2bVuioqIIDAxk69at5Rp3eTCZTMTFxXHnnXeedux8Ra2ryc2t9L+OF7Jz4YkRYv379yciIuK0\n44GBgae1GYaBzWYDStfdEhERkYpPhSkRERG5boSEhLB3717q1at3WiHqVN9//z27du1i/PjxBAcH\nl8v9T9zTbreXy/VOCAkJwWw2n7cw52wBAQEAZGZm0rBhQ0f7mQpVN9xwA1D6Xl3ocy1atIisrCzu\nu+8+Zs6cScuWLR1rZImIiEjFpDWmRERE5Lpx6623kpuby/fff3/ec48ePUq1atXKFKWWLl16ztd4\nenqecYrZCSemC+bk5DjaSkpKTlsv6WLdcsstrF+/nh07dlzWda40Pz8/IiMj+emnn8q0Jycnn3au\nv78/TZo04dtvvyU/P/+81z548CDz5s0jISGBnj17EhQUxLRp08otdhEREbk2acSUiIiIXBMuZHpY\nVFQUnTp1YtasWezfv9+xW92BAwe48cYby+zgFh0dzQ8//MCXX35JgwYN+P3339m2bRs+Pj6ORdNP\nVbduXVJSUrjxxhvx8PBg69at/OMf/yA0NBQADw8P6tWrx/Lly2nRogUFBQXMmDGDrKysy3r2rl27\nsm7dOt544w3uvfde6tWrh8ViYffu3XTu3JmgoKDLuv7lOPX70rVrVyZMmEBSUhKtW7fmjz/+OOsC\n7X379uW1117jhRde4N577yU4OJjc3FzS09N57LHHytwjKSmJxo0bO3YAfPLJJ3n11Vf59ddfiYmJ\nuXIPKCIiIk6lwpSIiIg4nclkOueudSfr378/tWrVYunSpaSkpODp6UlYWJhjx70T2rRpQ48ePUhO\nTmbp0qW0atWKkSNHMnr06DIjnk7Wq1cvcnJymD59On5+fjRu3BgPD48y5wwcOJDJkyczYsQIwsPD\nuf/++0lPT2fx4sWX9vCUFrxGjRrFvHnzWLlyJQsXLsTPz4/69es71ly6XBf6/p76mlNf16ZNGxIS\nEli4cCFr1qyhRYsWvP766wwYMOC014eFhfHWW28xe/Zs5s2bh8VioVq1ajRp0gSbzYarqysAy5cv\nZ/fu3UyYMMHx2vr163PXXXcxbdo0oqOj8fb2vuj4RURE5NpnMi7k15MiIiIiIiIiIiLlTGtMiYiI\niIiIiIiIU6gwJSIiIiIiIiIiTqHClIiIiIiIiIiIOIUKUyIiIiIiIiIi4hQqTImIiIiIiIiIiFOo\nMCUiIiIiIiIiIk6hwpSIiIiIiIiIiDiFClMiIiIiIiIiIuIUKkyJiIiIiIiIiIhTqDAlIiIiIiIi\nIiJO8f8Bg1ibXEqdZ6QAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "print knn_reg_w.score(XX_chilledw_test,YY_chilledw_test)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.50450369365\n" ] } ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot actual vs. prediced usage.\n", "fig = plt.figure(figsize=(8,8))\n", "plt.scatter(YY_chilledw_test, YY_chilledw_test, c='k')\n", "plt.scatter(YY_chilledw_test, YY_chilledw_pred, c='r')\n", "plt.xlabel('Actual Water Usage (Ton): $Y_i$',fontsize=18)\n", "plt.ylabel(\"Predicted Water Usage (Ton): $\\hat{Y}_i$\",fontsize=18)\n", "plt.title(\"Water vs Predicted Water: $Y_i$ vs $\\hat{Y}_i$\",fontsize=18)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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nF8Uh3G17TRF1w8rO6BsNTZkyBbt27TIM7xsYGIjbt29j6tSphhHh6uvrBTcyIiIi4156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\ncPx4SEtDcfOmFIUSQghRpSSJcFRpaSivXEEbHIwyOxtyc9F5eFAwdSq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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Analysis of steam data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "steam_train = pd.DataFrame(data=normalized_steam, index=np.arange('2012-01', '2014-01', dtype='datetime64[D]')).dropna()\n", "steam_test = pd.DataFrame(data=normalized_steam, index=np.arange('2014-01', '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']\n", "\n", "print XX_steam_train.shape, XX_steam_test.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(705, 13) (294, 13)\n" ] } ], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "# Find the optimal number of k in knn:\n", "k_values=range(1,101)\n", "scores=np.zeros(len(k_values))\n", "for k, c_k in zip(k_values,range(len(k_values))):\n", " value=accuracy_for_k(k=k,x=XX_steam_train,y=YY_steam_train)\n", " scores[c_k]=value\n", " \n", "k_opt=np.argmax(scores)+1\n", "print scores.max()\n", "print 'The optimal value of k is:',k_opt\n", "\n", "sns.tsplot(scores.T)\n", "#plt.xticks(range(len(k_values)),k_values)\n", "plt.xlabel('k',fontsize=18)\n", "plt.ylabel('Accuracy',fontsize=18)\n", "plt.title('Accuracy for different k values.',fontsize=18)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.760976988296\n", "The optimal value of k is: 3\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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HXWE+t/zeCoWCR7sHcV9UM55Yc4y0S5JkhBD1mySY6xgKTQR6VC/B1LT7Y/wZ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\nT968eYOSkhL09vZCr9cjNzcXc+fOVV0vRkdHcfH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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "# Use the optimal k for prediction:\n", "knn_reg_s=sklearn.neighbors.KNeighborsRegressor(n_neighbors=3,weights='uniform')\n", "knn_reg_s.fit(XX_steam_train,YY_steam_train)\n", "YY_steam_pred=knn_reg_s.predict(XX_steam_test)\n", "\n", "fig,ax = plt.subplots(1, 1,figsize=(20,10))\n", "line1, =plt.plot(XX_steam_test.index, YY_steam_test, label='Actual consumption', color='k')\n", "line2, =plt.plot(XX_steam_test.index, YY_steam_pred, label='KNN Regression Prediction', color='r')\n", "plt.xlabel('Feature index',fontsize=18)\n", "plt.ylabel('Normalized steam usage (LBS)',fontsize=18)\n", "plt.title('Actual and KNN predicted steam usage',fontsize=20)\n", "plt.legend([line1, line2], ['Actual consumption', 'KNN Regression Prediction'],fontsize=18)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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x4cKFuh6GQVBQkElNLUscOHAAhYWF6Nu3r9Hx5ORko+BGamoqAgICYG9ft39+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\nU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WUyGV+iV6tF9lyTiC//L/+C2De+AXnnTihveIOvY/jCGW9Ea2X2PM9D0zRIklQjnvjF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\nPIrFIkRRRFh1HrXs9NJ6wQwRRm1649TUVF3RyxpvDLzyCgC4TnRkjGFyc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jyPcl8f2MKC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B0w5PPfXUtiyM8IY13khOL6IR3P6YMrVE0YQmLBSLipjgN6zik0rdTi+4C4AmG7PdtnZOLwfB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\nDCoDAupdkM/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p1MoNHuONek7ei5hTx+nFJZP1Y4WtohZYslSq5otdQ+7vh+xF9LIrsi8W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\n4p1e6fepIghFCWhZb0l3PFbeWQrdU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g1VIYK7gUqJxDNn9Ew5r0CG68orASCiTC+htBSw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"text": [ "" ] } ], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "print knn_reg_s.score(XX_steam_test,YY_steam_test)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.787718743908\n" ] } ], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "#Plot actual vs. prediced usage.\n", "fig = plt.figure(figsize=(8,8))\n", "plt.scatter(YY_steam_test/10000, YY_steam_test/10000, c='k')\n", "plt.scatter(YY_steam_test/10000, YY_steam_pred/10000, c='r')\n", "plt.xlabel('Actual Steam Usage ($10^4$LBS): $Y_i$',fontsize=16)\n", "plt.ylabel(\"Predicted Steam Usage ($10^4$LBS): $\\hat{Y}_i$\",fontsize=18)\n", "plt.title(\"Steam vs Predicted Steam: $Y_i$ vs $\\hat{Y}_i$\",fontsize=18)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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y6mkeOp0OarUaMpnMadvhCm0A2A5H4gptAFyjHa7QBsC12pGXl9ficU6bBPj6+uKll17C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