eric_notebook-FINAL.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import math\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "\n",
    "import scipy.stats as stats\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf\n",
    "\n",
    "from sklearn import linear_model\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import metrics\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.linear_model import Lasso"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import training and holdout dataframes\n",
    "train_df = pd.read_csv('kc_house_data_train.csv')\n",
    "hold_df = pd.read_csv('kc_house_data_test_features.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Unnamed: 0', 'id', 'date', 'price', 'bedrooms', 'bathrooms',\n",
      "       'sqft_living', 'sqft_lot', 'floors', 'waterfront', 'view', 'condition',\n",
      "       'grade', 'sqft_above', 'sqft_basement', 'yr_built', 'yr_renovated',\n",
      "       'zipcode', 'lat', 'long', 'sqft_living15', 'sqft_lot15'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# Print column names\n",
    "print(train_df.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to create house ages\n",
    "def set_ages(df):\n",
    "    df['age'] = 2015 - df['yr_built']\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to transform year renovated\n",
    "def trans_ren(df):\n",
    "    filt = df['yr_renovated'] != 0\n",
    "    df['yr_renovated'] = np.where(filt, (df['yr_renovated']-1933), 0)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function for creating grade dummy variables\n",
    "def set_grades(df):\n",
    "    dummies = pd.get_dummies(df['grade'], prefix='grade', drop_first=True)\n",
    "    df = pd.concat([df, dummies], axis=1)\n",
    "    for grade in dummies.keys():\n",
    "        df[grade] = df[grade] * df['sqft_living']\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function for creating condition dummy variables\n",
    "def set_conditions(df):\n",
    "    dummies = pd.get_dummies(df['condition'], prefix='condition', drop_first=True)\n",
    "    df = pd.concat([df, dummies], axis=1)\n",
    "    for condition in dummies.keys():\n",
    "        df[condition] = df[condition] * df['sqft_living']\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function for creating year dummy variables\n",
    "def set_years(df):\n",
    "    df['year'] = df['date'].apply(lambda x: int(x[0:4]))\n",
    "    dummies = pd.get_dummies(df['year'], drop_first=True)\n",
    "    df = pd.concat([df, dummies], axis=1)\n",
    "    for year in dummies.keys():\n",
    "        df[year] = df[year] * df['sqft_living']\n",
    "    df.drop('year', axis=1, inplace=True)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function for creating month dummy variables\n",
    "def set_months(df):\n",
    "#     months = {1:'jan', 2:'feb', 3:'mar', 4:'apr', 5:'may', 6:'jun',\n",
    "#               7:'jul', 8:'aug', 9:'sep', 10:'oct', 11:'nov', 12:'dec'}\n",
    "    df['month'] = df['date'].apply(lambda x: int(x[4:6]))\n",
    "    dummies = pd.get_dummies(df['month'], drop_first=True)\n",
    "#     for key in dummies.keys():\n",
    "#         if key in months.keys():\n",
    "#             dummies.rename({key : months[key]}, axis=1, inplace=True)\n",
    "    df = pd.concat([df, dummies], axis=1)\n",
    "    for month in dummies.keys():\n",
    "        df[month] = df[month] * df['sqft_living']\n",
    "    df.drop('month', axis=1, inplace=True)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function for creating zipcode dummy variables\n",
    "def set_zipcodes(df):\n",
    "    dummies = pd.get_dummies(df['zipcode'], drop_first=True)\n",
    "    df = pd.concat([df, dummies], axis=1)\n",
    "    for zipcode in dummies.keys():\n",
    "        df[zipcode] = df[zipcode] * df['sqft_living']\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to transform waterfront variable\n",
    "def trans_waterfront(df):\n",
    "    df['waterfront'] = df['waterfront'] * df['sqft_living']\n",
    "    return df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Apply Features to Dataframes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to create all features to dataframes\n",
    "def create_featuers(df):\n",
    "    df = set_ages(df)\n",
    "    df = trans_ren(df)\n",
    "    df = set_years(df)\n",
    "    df = set_months(df)\n",
    "    df = set_zipcodes(df)\n",
    "    df = trans_waterfront(df)\n",
    "    df = set_grades(df)\n",
    "    df = set_conditions(df)\n",
    "    return df\n",
    "\n",
    "# Create all features for dataframes\n",
    "train_df = create_featuers(train_df)\n",
    "hold_df = create_featuers(hold_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to add 0 values for any missing columns in two dataframes\n",
    "def compare_cols(df1, df2):\n",
    "    for col in df1:\n",
    "        if col in df2:\n",
    "            pass\n",
    "        else:\n",
    "            df2[col] = 0\n",
    "    for col in df2:\n",
    "        if col in df1:\n",
    "            pass\n",
    "        else:\n",
    "            df1[col] = 0\n",
    "    return df1, df2\n",
    "\n",
    "# Add 0 values for any missing columns in dataframes\n",
    "train_df, hold_df = compare_cols(train_df, hold_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fix Outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to transform extreme values\n",
    "def fix_outliers(df, cols):\n",
    "    for col in cols:\n",
    "        if df[col].eq(0).any():\n",
    "            filt = df[col] == 0\n",
    "            df[f'{col}_nan'] = np.where(filt, np.nan, df[col])\n",
    "            std = df[f'{col}_nan'].std()\n",
    "            mean = df[f'{col}_nan'].mean()\n",
    "            del df[f'{col}_nan']\n",
    "        else:\n",
    "            std = df[col].std()\n",
    "            mean = df[col].mean()\n",
    "        value = mean+(8*std)\n",
    "        df[col] = df[col].apply(lambda x: value if (x>value) else x)\n",
    "    return df\n",
    "\n",
    "# Transform extreme values for specified columns dataframes\n",
    "outlier_cols = ['bedrooms', 'bathrooms', 'sqft_living', 'sqft_lot', 'sqft_above',\n",
    "                'sqft_basement', 'sqft_living15', 'sqft_lot15']\n",
    "\n",
    "train_df = fix_outliers(train_df, outlier_cols)\n",
    "hold_df = fix_outliers(hold_df, outlier_cols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([     'bedrooms',     'bathrooms',      'sqft_lot',        'floors',\n",
       "          'waterfront',          'view', 'sqft_basement',  'yr_renovated',\n",
       "       'sqft_living15',    'sqft_lot15',\n",
       "       ...\n",
       "             'grade_8',       'grade_9',      'grade_10',      'grade_11',\n",
       "            'grade_12',      'grade_13',   'condition_2',   'condition_3',\n",
       "         'condition_4',   'condition_5'],\n",
       "      dtype='object', length=107)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create list of features\n",
    "ignore = ['Unnamed: 0', 'id', 'price', 'date', 'yr_built', 'zipcode',\n",
    "          'lat', 'long', 'sqft_living', 'sqft_above','grade', 'condition']\n",
    "features = train_df.drop(columns=ignore, axis=1).keys()\n",
    "features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/eric/opt/anaconda3/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  max_open_warning, RuntimeWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA08AAADYCAYAAAAztdh8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsvXu4ZNdV2Pnbp6pu3bqPvvf2+ymp1a2Wqi3bMkIPMMYug+0QJ0UimzjBDLHHAzOQgE0SwAx8M2QInsEBQ4Awjh0GGNsBLMaOCxJwwriEY2xLWJZkPaqlVqvVklr97vvo+6yqc3b+2PvUOfW6t8591OPc9fu++1WdfU+ds/epWnvvtdfaaymtNYIgCIIgCIIgCMLqOL2ugCAIgiAIgiAIwiAgypMgCIIgCIIgCEIHiPIkCIIgCIIgCILQAaI8CYIgCIIgCIIgdIAoT4IgCIIgCIIgCB0gypMgCIIgCIIgCEIHJHtdgc2mUCy9C/hQPpd90xrnvQn484biEeDf53PZH92q+gmCIAiCIAiCMJjERnkqFEsK+ADw28A31jo/n8v+N2As9Pm3AP8B+KUtqqIgCIIgCIIgCANMbJQn4P8CvhP4NeDNfmGhWLoV+L+Be4FXgH+Rz2W/GP5goVjKAL8P/GQ+l325WxUWBEEQBEEQBGFwiNOep9+wrnqn/YJCsZQE/gz4MrAX+CfAZwrF0k0Nn/0p4HQ+l/2TblVWEARBEARBEITBIjbKUz6XvdCi+B5gCvhIPpet5HPZLwN/Afwj/4RCsZQGPgj8y65UVBAEQRAEQRCEgSRObnutOALsAaYLxZJflgSmQ+f8beBKPpf9SpfrJgiCIAiCIAjCABF35eki8EI+lz3hFxSKpSPAjdA5fxf4bLcrJgiCIAiCIAjCYBF35enrgFMoln4M+CRwG1AEfgJ40J5zH/CHvameIAiCIAiCIAiDQmz2PLUin8uWgb8DPABcAf4r8Ov5XPbB0Gm3AK32SwmCIAiCIAiCINRQWute10EQBEEQBEEQBKHvibXlSRAEQRAEQRAEYbMY6D1PH/3kFxWwA5j7mR95h5jQBKEDRG4EIRoiM4IQDZEZIc50VXkqFEv3AR8HTgCPA+/L57KnG85JAf8GeDeggD8F/kk+l11qcckdwEzhj/8dn/v0bzX9UzkOh4/dyStnnkJ73uY2pg+Q9g0u4bZ9rVhQXb79tpabrUae38bo5Pl9/a/+TGRmk5E29Adb2YYuy03sZQakHf3GZrejncx0zW2vUCwNA58HPgZMAl8kiHgX5p9iouIds6/HgZ/uUjUFQRAEQRAEQRBa0s09TzlgLp/Lfiqfy1aAXwZuLhRLr2s473YgEaqbB6x0r5qCIAiCIAiCIAjNdNNt7w7glH+Qz2XdQrF0xpZ/K3TeJ4C/AKbt8Vcw1qq2KMdBOc16oF/W6n9xQNo3uPRD27ar3Gw18vw2Rj8/vzjLjLShP4hDG8LEWWZA2tFvdKsd3VSeRoHFhrJFYKShLIVx5/tFTP0eBD7CKq57h45mcV237Y0PHT0ZvbYDhLRvcOll27a73Gw18vw2Rj8+v+0gM9KG/iAObYDtITMg7eg3trod3VSeFoFMQ9kIMN9Q9nvA/5TPZa8AFIqlnwO+wCrK0/mzJaqVclO5chwOHT3J+bPPDPQGuHZI+waXcNt6xXaVm61Gnt/G6OfnF2eZkTb0B3FoQ5g4ywxIO/qNbrWjm8rTKeAD/kGhWEpggkE823DeYYz1yacKVFa7sPa8VR/SWv8fdKR9g0sv27Xd5Warkee3Mfrx+W0HmZE29AdxaANsD5kBaUe/sdXt6KbyVAR2FYql9wOfAT4MnAOeajjvz4FfKhRL348JVf4vgc+u54bayQSv3sI6qy0I2wuRG0GIhsiMIERDZEYYZLq2M8zmaXon8OPANeDtwLvzuawuFEtPF4ql99pT/xfgBYyl6mngNPCzUe+np06ijz1g3h97AD0VDz9OQdhKRG4EIRoiM4IQDZEZYdDpapLcfC77KHBPi/LXhN5PA+/byH10MoPedy8Ka7JTCr3vXpg7i3Jb5doVBEHkRhCiITIjCNEQmRHiwGDHJGxHeieohqYpB4Z39qY+gjAIiNwIQjREZgQhGiIzQgyIp/K0fB10w0Yx7ZlyQRBaI3IjCNEQmRGEaIjMCDEglsqTcpdQlx4BrU2B1qhLD4tJWBBWQeRGEKIhMiMI0RCZEeJAV/c8dRM1/QzcOAdHj6HOfA6qEs1FENZC5EYQoiEyIwjREJkRBp1YWp58lLdU9yoIwtqI3AhCNERmBCEaIjPCIBNr5UkQBEEQBEEQBGGzEOVJEARBEARBEAShA0R5EgRBEARBEARB6IBYK0/aydS9CoIgCP3NIPbbg1hnQeglIjPCIBNb5UlPnUQfe8C8P/YAeupkj2skCIIgrMYg9tuDWGdB6CUiM8KgE0vlSScz6H33glKmQCn0vnvRCVnhEARB6EcGsd8exDoLQi8RmRHiQCyVJ9I7QTmAFU6UOR7e2ctaCcJAIO4UQk+o9dsh+r3flrFGEKIhMiPEgHgqT8vXIZGG4SlzPDxljpev97ZegtDniDuF0DOWr4P26su019/9tow1ghANkRkhBsRTeVJrnyIIQj3iTiH0EuUuoS49AlqbAq1Rlx5GuX2cRFPGGkGIhsiMEAPiqTyld4K7AivT5nhl2hyLWVgQ2jOIblNCrFDTz6DOfM68P/M51HSpxzVaAxlrBCEaIjNCDEj2ugJbQs39I1jBhD53/xCEXjOIblNC7FDeUu1V97guayJjjSBEQ2RGiAGxtDwNpPuHIPQYkRtBiIbIjCBEQ2RGiAPxtDxh3D+4cQ6OHjNuINWFXldJEPoekRtBiIbIjCBEQ2RGGHRiaXnyCbt/CILQGSI3ghANkRlBiIbIjDDIxFp5EgRBEARBEARB2CxEeRIEQRAEQRAEQegAUZ4EQRAEQRAEQRA6QJQnQRAEQRAEQRCEDhDlSRAEQRAEQRAEoQNEeRIEQRAEQRAEQeiAruZ5KhRL9wEfB04AjwPvy+eyp1uc95PATwM7gL8C3p/PZa91s66CIAiCIAiCIAhhumZ5KhRLw8DngY8Bk8AXgQdbnPcu4J8BbwX2AQvAR7tVT0EQBEEQBEEQhFZ0020vB8zlc9lP5XPZCvDLwM2FYul1Def9z8D/kc9lT+dz2WXgx4Ff6WI9BUEQBEEQBEEQmuim294dwCn/IJ/LuoVi6Ywt/1bovDcAhUKx9BhwEPgL4CdWu7ByHJTTrAf6Za3+FwekfYNLP7Rtu8rNViPPb2P08/OLs8xIG/qDOLQhTJxlBqQd/Ua32tFN5WkUWGwoWwRGGsqmgA8Afx+YBj4N/AbwP7a78KGjWVzXbXvjQ0dPrqO6g4O0b3DpZdu2u9xsNfL8NkY/Pr/tIDPShv4gDm2A7SEzIO3oN7a6Hd1UnhaBTEPZCDDfULYC/FY+l30RoFAs/SvgP6124fNnS1Qr5aZy5TgcOnqS82efQXveeuvdt0j7Bpdw23rFdpWbrUae38bo5+cXZ5mRNvQHcWhDmDjLDEg7+o1utaObytMpjEUJgEKxlACOA882nPccJsqeTwJQq11Ye96qD2mt/w860r7BpZft2u5ys9XI89sY/fj8toPMSBv6gzi0AbaHzIC0o9/Y6nZ0U3kqArsKxdL7gc8AHwbOAU81nPcHwI8XiqX/CFwH/jfgs12spyAIgiAIgiAIQhNd2xmWz2WXgHdiouddA94OvDufy+pCsfR0oVh6rz31N4HfxShbLwNXgJ/pVj0FQRAEQRAEQRBa0dUkuflc9lHgnhblrwm99zChyTccnlw7meDVW9jo5QRhWyByIwjREJkRhGiIzAiDzGDHJFwFPXUSfewB8/7YA+ipeEQQEYStRORGEKIhMiMI0RCZEQadWCpPOplB77sXlI0zoRR6373oRGOwP0EQfERuBCEaIjOCEA2RGSEOxFJ5Ir0TVEPTlAPDO3tTH0EYBERuBCEaIjOCEA2RGSEGxFN5Wr4O2qtb2UB7plwQhNb4chNG5GbboRMZ9OghWQnuBBlrBCEaIjNCDIil8qTcJVg4D+kpU5CegvnzplwQhJYodwl16RHQtkCDuvSwyM02Qk+dRN/2HvRN7zCvshdhVWSsEYRoiMwIcSCWypNOZmDieH3h5HFZSRWETlDh11XzUwsxItiLYIcF5chehDWQsUYQoiEyI8SBeCpPIwcgNVZfmBpDjx7oTYUEYQCoTZ7DZTJ53j7IXoTIyFgjCNEQmRHiQCyVJ0EQ1kFt8hwyPcnkefsge94EQRAEYU1iqTyphQvglsGxOYCdJLhlUy4IQmuWr0MiDcPWF314yhzL5HlbEOx5swqU9mTP2xrIWCMI0RCZEeJAstcV2BIU4JXBsyvoXtUcC4LQHtnetO1R08/A3FljbVy+LorTWshYIwjREJkRYkAsLU+kd4K7AivT5nhl2hyL+5EgtEfkRsBaoBYk+lVHiMwIQjREZoQYEE/LU81338Zc1hoQ331BWBWRG0GIhsiMIERDZEaIAbG0PAW++4Fwiu++IKyOyI0gRENkRhCiITIjxIF4Wp6wvvs3zsHRY6gzn4PqQq+rJAh9j8iNIERDZEYQoiEyIww6sbQ8+Shvqe5VEIS1EbkRhGiIzAhCNERmhEEm1sqTdjJ1r4IgrI3IjSBEQ2RGEKIhMiMMMrFVnvTUSfSxB8z7Yw+gp072uEaC0P+I3AhCNERmBCEaIjPCoBNL5UknM+h994KyeQSUQu+7F52QFQ5BaIfIjSBEQ2RGEKIhMiPEgVgqT6R3gnJAJcyxSphjySMgCO2pyU0wqInc9Bc6kUGPHpKJRr8gY40gRENkRogBkaLtFYqlceCHgDuAXwLuA57O57Ivbn7VNsDydUiNQzIFN4DMLqhWJI+AIKzG8nVIpCGZhiqQnoLqishNn6CnTtoVW8fkSbn0iIlaJfQOGWsEIRoiM0IM6NjyVCiWTgDPAh8EfgzYAbwXeKJQLN2/NdVbHzo5DMnh+sLkMDox3PoDgiCA6nUFhHYEri62y1aOuLr0ATLWCEI0RGaEOBDFbe/fAJ/N57J3ACu27L3AHwK/utkV2xDjN5uVWa9qjr2qOd5xc2/rJQj9THonuCuwPG2Ol6fNsbhT9B7f1SWMuLr0HhlrBCEaIjNCDIiiPH0H8Dvhgnwuq4F/Ddy1mZXaMHPnopULgmDcJrQH2MzvaHMs7hS9p/bdhJDvpvfIWCMI0RCZEWJAFOVpCdjTovw2YG5zqrM5OOVpuPp4feGVx0y5IAgtUe4S6tIjdbqTuvQwypUkhr0m+G6sAqW9bfndaJVEJ0d7XY0aMtYIQjREZoStQicy6JGDXblXlIARfwD8dqFY+jF7vKdQLN2Jcef7zKbXbIOo+fMwah/i8jRq4dXeVkgQBgUVfpWNUP2Cmn4G5s4aV73l69tGcdIoE8gkkQ4idPURMtYIQjScl/8r+vKjcNNhKP2/OCtiQRc2Ri2gEh64j6Mn74DrWxdQKYry9AuYNekikAa+honJ9TvAz3dygUKxdB/wceAE8Djwvnwue3qV8z8FqHwu+0MR6lnbXK3w3Vy0eahzZ7fNhEMQotIsN4jc9BnKXYKF872uRlfQKolODYGTol+VeBlrBGF9OJUZ4DBOZabm7CAI66EuoJL1ztB77obZreuHO3bby+ey1Xwu+3PAFPBa4A3Aznwu+6F8Llte6/OFYmkY+DzwMWAS+CLw4Crn/z3gBzutXx2Sr0YQoiNyI/QYjUI7NupWahycIfpVcQJEZgRhnWgnU/cqCOumZUAltaX9cJRQ5WOFYun3gQ/lc9mn87nsE8BThWLpdwvF0kgHl8gBc/lc9lP5XLYC/DJwc6FYel2Le+0GfgX4vU7rV4efryY9ZY7TU+ZYNlcLQntEboQeoZ0kOjUG6UlIDtBkSmRGECKjp06ijz1g3h97AD11ssc1EgaalgGV9Jb2w1Hc9n4beL199Xk/Jkz5rwI/vsbn7wBO+Qf5XNYtFEtnbPm3Gs79HeCjwBHg+FoVU46DckJ6oOOArqK08Y9XumqOVcN5A47flji1KUyc29cPbduucrPV9MN3OwhoFDhpSAyhQnuZlLXi+K9Nnxk73LU6NhJnmYnD71ba0H80yoxOZGDv3TVXV4WH3ns33DiH8gbP1TUu39cgt0PpFfTlR9B7gt+Vc/UboFdMH70FRFGe/g7wPdbiBEA+ly0WiqUfBf4zaytPo8BiQ9kiUGe1KhRL7wHG87ns7xaKpV/spGKHjmZxXbe+sPwwWGfCI4tfNm+OHuvkcgPHoaPxXrWJc/t62bbtLjdbTZx/t93g8GEThEED5cQEC6nDLKQO4TnpntVpO8hMHH630ob+oaXMeLVpJEe8J82bAZYZiNP3NcDtCP2uDu9Mwc47t+xWUZQnhQkU0YpORrNFoNEfYwSY9w8KxdI+4CPAWyLUi/NnS1QrwbYr7WTQt/8gKpnmyOKXeXnku9HVFdSz/2EgVzbaoRyHQ0dPcv7sM2jPW/sDA0ac2xduW6/YrnKz1fTD71Y7GRieMtHf+uC7M1amYUik1oyYp5Ti8OGDvHzpBnriOHryhHHnA3ArMP0sJu1g94mzzPTD73ajSBv6jzjLDMTn+5J2RCOK8vSnwL8tFEvvy+eyTwMUiqWTwG9hLE9rcQr4gH9QKJYSGJe8Z0PnvA3YDzxZKJYAhgGnUCy9Lp/LNu2N8tGeV/eQtOOhUztq5jqdyKBV2ma1HtwfRTsa2x834ty+XrarpdwkRswEF9CJYbROxFZutppe/W5rIVtt5CF16RET5rwHaCcFiWEbMc8vbB9bSyfSqMnjXBy9E++E3eyrPZNAc+a0iWKnq8D7trTebeu3DcaaOPS30ob+YTvIDMT3+xpUtrodUZSnn8JEy3uyUCwt27I08F+An+jg80VgV6FYej8mL9SHgXPAU/4J+Vz208Cn/WPrtnc8cqjysZshMQS6GhQmhtDjN6NmTrX/oCBsY/TIAUgOAyEXi+QwevQAau6FntVr0KiLIuUtdPfe4ZCtAMrpeuhsk5dp2OZlWtvfXKsE7LgFJm+D8ZvQKsEKwOJlmHkWZs70bdhvGWsEIRoiM0Ic6Fh5yuey08BbrLXpJMbL+7l8LtvRrz2fyy4ViqV3YvI8/SbwBPDufC6rC8XS08BH8rns5iTbHd5Fc3hbZcsFQWiJM2RcqmpRa5Q5doZ6Wq1BQk+dhL13g/eEiSZ1+dHuWn1ahmy1obO3MD+UBmNdarQyrXb+6EGYPAETtxpFC2BlFmZPczAzx8Vzz6FXsVL1BTLWCEI0RGaEGLCq8mQVpVP5XNaz73382YDjl+dz2TVnCPlc9lHgnhblr2lz/i+udc2WuMvRygVBCHLVNP+jq9UYVJoSpirV/YSpfsjWsAKlvS0L2aqVYxQfp0Mr0/BOqzDdBkNjprC6BNeegpnnYPESjlKkjhzakvpuOjLWCEI0RGaEGLCW5ekpzB6ky/a9xsykwsuB/vHqu4C7ydBkm/KJ7tZDEAaJRJt0bclO0rgJNatPON9EF6w+YZS7BJceadjz9PCmKm/GyjRklaYOrEypUaMsTZ6AjF1d9qow87xRmG68HCicg4aMNYIQDZEZIQaspTwdBa7Y98ep2wzRx7Sb7MkkUBDaM7I3WrlQT8tEfVtn9WmHmn4G5s4apW35+qYpTsbKNGz2K6yRX107Q8Ydb/KEcc9TygSKmH8Fpp+DuRdQXiViBarglsErr31ut5CxRhCiITIjxIBVlad8LnsudPj/Af84n8s2JrTtP268BLtf26L85e7XRRAGhflXYc8bWpcLa+Jbfdh7tynQGnV5c60+keqyCdauKFYmrRwYu8kEfthxCzh2eFm6aixMM8+jqhEDaHgVoyy5ZRR9uP9JxhpBiIbIjBADokTbOwAmCFLfM/9StHJBEERuNgE1/QzcOAdHj6HOfA6ssqATmU23BG0lnVqZNMDIfqMwTRy30RqB8jzMnobp51ArUSxv2rj0AZRnUF6fOzuIzAhCNERmhBgQRXn6BPCnhWLpE8BZoG4GkM9lO8n11B1G97cuH9kP5enu1kUQBgWRm03BT/SovCU0zXmX6GHepdWIZGUamoQpu49paIcpdFfgeslYmRZejRBmRBsLk3XJUzb/i0L3o62pHpEZQYiGyIzQJ2xkUTOK8vQL9vWjrepAPwWMSE+1Lh9uUy4IAqTGWpcPtSnfxjR2unXHOjDQ90PepbXQKmEUpkSa1SIr6mTGWJcmTwT74DwXZl8wCWxvnEPpTi1FHrjWJc+rDG48RxlrBCEaIjNCH7DRRc0oeZ7WjkPbN7RZr4xB1mRB2DLKs63Ll2e6W48+JKwcseNoXaerF87D6KHg+PIjwQd7lHdpLTQECpNqPwxolYSJo0ZhGjsctGXhgrEwzZ5BuR16c2vP7mFaAa86uApTHTLWCEIk2vUXnfYjgrBBNmNRM4rliUKxlAC+F7gTE3nvceCv8rlsf3lXjBxpXT52BC5/vbt1EYRBYeJE6/Kp22HudHfr0kfUr1AByXQw0KsE7L4LVq6baHLKQe+xSXJHDqLLC13Nu7RmW1QitJeptfqiUUZRmrwNdtwKCevCtzxtAz+cRlVudHhDt+aSp3R1cxrRT8hYIwjRyLRx2xve1916CNuXTVjU7Fh5KhRLtwJ/DtwMnMO46R0BniwUS+/M57KXOr3WlpPKtCmXUJiC0J52ayD9tTbSTZpWqBIp497olY2y5EeUU0nQNvR2MgNl0IffCjimMw5ZpjY779KabYA1rUwaYHg3TNkEtn5fWVmE6RJMPwvLVzuzFmk3iJDXsRvfgCJjjSBEY3hX6/LM7u7WQ9i+bEIy+SiWp48DLwBvyueylwEKxdIB4A+Afwu8O8K1tpalqzDWIkP94tXu10UQBoX5C7D79c3lN3rnXtZzGleo/EhwvrLkH/tWFaXMxLmMCbqgMYrTC18IfPoXLmxK1dba7NqRlSk1bixMkyeC+rkVoyzNnIb5VzoLER7KwaQac13FGRlrBCEay9dg/HBz+dK17tdFiA218XBl7W0Gm5FMPory9J3Avb7iBJDPZS8UiqV/Dvx1hOtsPW1XNtqUC4Jgkpq2YvI4XH+8u3XpF5pWqDRU5o0rGhgry9XHA8uSShjlA2BoHFQKKguw6zUm2IJy0JsQca/dZteOrEyJNEwcswlsD9hCz+RfmXkOZs925mLnVaxL3kp/5mDqBjLWCEI0RGaETaZuPPQq4D2x5mc2mkw+ivJ0FjgJNI74h4H+yqLptRn43YgZ7QVhO+G2cbFyY7hXpUNarlCdfwjmXmwZbU97Ltz+D+svkhqFydupuT9uMOJeu82uevESCo9WViatEjB+s7Eyjd8Mjg2OunjZKkzPo6pr1cXmYOrnpLXdRsYaQYhGO9mQgBF9gR45iF661jfRYNeieTw04592MuCtnpR9I8nkoyhPvwH8TqFYOgF8BagCdwM/D3yiUCz9bf/Enud8areCMSI+tYLQlvSONuUT3a1Hn9F2hSrU6dY64dFDZp9QmOqy2RvlhSYNG4m4V+dKqAKL18heWAy2nmqA0YPGwjRxqw1FDpTnjMI0fRpVXsvFoSEHU/TaxhsZawQhGsOTbcp3drceQh168g7zevitaJy+zUfYRKvgD2Dc0OdXV542QhTl6ZP29V+1+N8vhN73PueT22ZFtCorpYLQlmSbTe4J2fze8QrV8nXwLThlG5HO083GoIibU8P7m/TKnK1UqJvVuubrrdM7g31Mfo6u6jJce8rsY1q8uIYSJApTx8hYIwjR0G16FE96ml6hkxmwUWKBvsxH2JZWwR/ARIfdQuKZ50m1GbgcGdAEoS2tVm8AnMER/V6j3CW48ijs8i1NDurSw4Ba9+bUwJ/bKkvXnjSK0K7XGRcFrWHmFEzdgZ48EUSt8qow87wN/PDSGoEcYpK0ttvIWCMIEWkXgTPmkTn7mfTOmrtbjT7IR9gJza71pu9V3tKWOpZHyvM0MMyegeFva10uCEJrZp6D/fe0Lhc6Rs2cgl13ol75EoR9x9exOdVLjcP+++utTLteB+f+EyxehJ1ZGDkIB787UKTmz9t9TC+gvHL7i2svFFJ8++5r2xAy1ghCNGZfaO3uOvdC9+siGJav15SOGj3MRxiVsGu9WpmBo8e2/J7xVJ6cVLRyQRBAtVn507L5fT2oxVfBC6w9vuufTmTQo4fahxhHBRHzRg/WK05gkvTe9HYY2R/kmVq6FiSwra7i572dcjB1AxlrBCEaieFo5cKWU+cxAT3JR7hR/PFVdclTJp7Kkx9+t9NyQRBgvE2o8onj8OpD3axJ11grV9Km369NiHEA7aSMwuSkqG2SWpkxK4KJlJlcJIfNZ9OTJmT6tedh5lnUaiuE2zUHUzeQsUYQoiEy05e09ZgQWhJP5amyALSIdlS50fWqCMLAUF6AVrEhyvGRm7CyxI6jbRWZLbl3uxDjCxdMiPEGC5MemrBBH8ZN4l0w9Zx/BS5/ExZebR8u3M/BJArT1iJjjSBEQ2Smr2n0mOj2AuOgEE/lKd0mFGZ6qrv1EIRBwo/M1lTeJoT5gFFv9cG4v/m5RVpEF9r0QaMpxLgyCtPo/lqIcZ3IwKRNYDuyz1bcNQlsFy7A9ClUdbHFxSUHU0+QsUYQoiEysy56ocSs5imx3Ymn8iQ+tYIQneRotPIBosnqk0hBaswoGzpIXutHF9qKQUMvTxulzWkIMV6+gZ64DaZug7EjQR0XLtrAD2dQ7nKrK0pI8V4jY40gRENkpkanCtFGxqP1Kl3tPCUGInx5F4in8uS0aZZs4hWE9vhJVDstHyQaE+l5NrqcSgYBMWx0ITNo3G8ULK8KTgJ98LvQy9dRTmLtgc7J1F61t2D6ncQwykmhr4dCjKsUeEtw4h9BYsh8eGUmCPxQnmt1daswrUhI8X5AxhpBiIbIDNC5QrQRJWZDi4Ctks8OSPjybhBP5cmrQKJFnl5PooYJQlvcMiQyLcpXul+XDdK02taUSE+bgAteoDj50YW8A98VhNINDx53/DC6Mg/VxfYD3dRJ2GuSDepj70JffwZlQ/BqMMq7AgdtAAAgAElEQVTR8hUThCM5DExBZRGmTxmlaelKC4VIcjD1LTLWCEI0YjTOrJdICtE6lZgNW45aJZ8doPDlW008lad2yT7blQuCAE6bafmAJcltu9pWl0jPQ51/COZerFOydDJj9hsBZl9SeOBwITUK3krdIOQrarqyCPvuQykNHsY9b/dd6PIsjN8Mk7eZe4GZXM88B9OnYf7l5j1K2q255EkOpj5GxhpBiEa7xNLbaVUoikK0XiVmg5aj5uSzgxe+fCuJqfLUYiVwtXJBEIA2Ez49OBPBVVfbQon06lzvQrmXtO+iWFmoD6ChtRnctTKufkobhWlowt4vYdxOnCRUF3BJoZMjkByB2/6BvYZnAj/MPGfq4zUoRZKDafCQsUYQouG0cQNvVx5HIihE61ZiNsFy1HbMFLqrPBWKpfuAjwMngMeB9+Vz2dMN52SAXwf+nq3ffwZ+Mp/LznR+p3aRpiQClSC0RbWzPA3QkuAaq21+Ir0wTVH4Emlwl2G5YiJAKcc+m4RRoJwkuCtorwL77w8mytqD5Ag6keaVkbcF5UtXYfpZmD2NqjYMPpKDacCRsUYQoiEyE1UhWo8Ss1mWo1ZjptBF5alQLA0Dnwd+Fvgj4OeAB4G7Gk79ReAokAVc4FPArwEf6Phm7SYhMjkRhPZ4rgmS0Kp8ANCJjLEcaepdQFZZbWu2VIX+6aRsYAe/UBnrUHLE5Fka3hVYnJLDRulSDpAi4S3iVly49gwsnoeVGZTv0y85mOKDjDWCEA2RGSC6QrQeJWarLUfbOQdUNy1POWAun8t+CqBQLP0y8FOFYul1+Vz2W6HzhoFfyuey0/a8fw98tIv1FITtSTtXsQFwIauzHvmud27ZKDeXV1lta7JUKbtP6hvGqlSes3muFOBBddlcNzUGmb1GgXJClqfKIlz4CocmVnh5bgy98yRMHAXtoi9/A3XtScnBJAg9ZjtP+oT+oRtWna26x3bPAdVN5ekO4JR/kM9l3UKxdMaWfytU/sGGz+WBJ1e7sHIcVGhTuyqvQEKhbAhi/5Xyct15g47flji1KUyc29cPbWuSm+oSpIaa5aay1JffgXYyMDyFri7C3rtReKYTr1ZNzhClQHmw+/WgK6iZU80XWZkxViClzGdSI4CCA/dai1IaE/3BOpUk7TmZe20lbHJaXYXKPOryozg3XkRNHERNHjVh0P08Urtfj5o9g/JksrYa/SAb7YjzWNPPz71Twm3w+weWp+tkTk/eAXvuNjKvNVx5tHXf0AHt7rFZbYgDzTKz3FpmVvpznFmLfv2+ov42a/VPjMLIxKqf04lM/ZgLJsrsjXM9H9+69X10U3kaBRYbyhaBkXYfKBRLHwTeBdy/2oUPHc3iuqHV8epfwY3g8Mj8l4KDY3d2XOFB4dDRk72uwpYS5/b1sm3NcvP1AZWbneA9UV/UaCzblYRdbdrgf9YFyg3/Isliaj8LqcMsJ3fXXPjS1auMll9htHIBh1Dghwlg4iAAR7wWaz5Hj3XUIqE/5X47jDX9+NyjUt+Gnc0nhPuL1fqGjmlxjw0Sh+8BWsnMl2MnM9DP31e03+bhW4529rnGMRf6anzb6u+jm8rTItAY3H8EmG88sVAsKeBXgB8Gvjefyz632oXPny1RrQSzHu+1H4JEAqUrHJn/Ei+PvRWtUuC6OE/+xoYb0i8ox+HQ0ZOcP/sM2oufv3Cc2xduW68YVLnRiQz62LuMZcgP452egsoSpDKAMkEdtBtEG1IOLM+Au4JqsdLsTdwBt7wDtEKjTUQ9JwE4NYUJ7dn9Xx5lNUo5fTvTQ7dB2c8XpVGvfAln+SKHjp7kZXUnOpwQUmvUmc+tujKnJ+9Ah1bFW9U17vSz3A+qzHRCPz/3tfBX2dXKLIdvOdpW9hieQh9+a9Pn1StfQi2+2vn9Ehn0rQ/UB9npQL47YZC/h1bEWWag/fe1FVbJVjSOGVz7VpCIvXZS699m+LPKczmin+Rl57XoWhCkNp9zMuhja//+u/UMwnRLfrqpPJ0iFPShUCwlgOPAs+GTCsVSEvg08Frg/nwu++JaF9aeV/+jVam6ULFapWyZE4vOqJHG9seNOLevl+0aVLnx9r4BMvuCgsqCSSI7NEEtWoRKmj/PDfYkqSQ4HnrvvTB/wbjfuRVIT8DUHeCE1nZqCpMO3O5Q9vkk0Mp2ndoD5k259mDpGtp3Y7j6uLmXH+no8sNQXWi548mESj8Ae+8PglYo0HvvRc12mNQwZvSj3A+qzEShH5/7aoT3XiivYhJUO8lARsHIVHrSyCdOc/jmpWsQoc06M4l2GoLr+PdYWNhQe4JqDdb30I7tIDNQ387G/UBqk/YDNe7V08lMMMaA+Q3uvQ9wQ+MWLX+bTZ9NpqCCkR0SbT8HgLcAlx+t3/N09TH0iBmX1cIF2HF0S55Bp2xEfjTY59I+0nA3lacisKtQLL0f+AzwYeAc8FTDef8ncBJ4Y7Tw5IIgxJ36JLaW1ChUF2FlFhJJoxANh0OMY61G1rc+OQK3vQecIbOnSTlmMG+pMLWriA4+l54y+53OP2SUHN/neuYUanbtSEe1gTaRNsEpKgsmVDoQJamhIGw3mqNltpns2Iibm5b4cxNy6AjxZNVcgxtYBAsUsgSoBPrSI6jlKw0BjzAeF04i8MqA1r/NxmBJft5BlQzGv1V+0+FIfnp4Dxx4owmkhEZXFgANfoTZTXoGUVktMIxRkBKh8T/8ahWnVRLUd015yueyS4Vi6Z2YPE+/CTwBvDufy+pCsfQ08BFM6PKftB95pVAs+R8/n89lb+9WXQVB6FPSO81iUGXBKE1+R5cYhqEh09knPaNAJYaoWzlKDJsktEPj5jiqwuRTmzTZ872qGSTmXmw6da1IR3UDrd9Rp0btoKNlQiYIq9EqrxvA7BmYuK2lgrQZ4Zs3TQkT4scauQbXQ22cSI7YcU/BTW9Dv/JQCyXehYuPwp67Vv9tNi0A+ONZxabpSMDF1X/Tyl1Cr1yHo99vPDh8hsbtgmU5GFe7vBCoJ+8IeX5o9JVvomafr1eSGj8DkByFoTFI7bABpFrT1SS5+Vz2UeCeFuWvCR1uozTTgiBEQVcWzcqYu2JChg/vBFzrNheyBtVcanw3vgSkd9jBokFpikpYcQKzv0op43bnrpgIfp0SHmi1DpRCm4hXJmSCsAqtLECAuvK4zcXWWkFqt6gRJYT5VufQEQaUrbBKpneacWtovN5Fb//98Op/a1aUpkvomWdX/W02LwDYMe3qE8b1z3NhzxvQXmVVdzs9csAoG3UXt2OkSoIfTXGLFgK1P747ViGyex313nuCeYAC9t6DXrpqclmmxq2CNG7fjxurWWoscPNfg64qT4IgCO1Ya+Li7boL9t9nLEiJIWPxqe1nauebHCr3rVRam4Gh1Yp1x/jKl40ilRyBg29BK2wC3BaRiFrRONC6y+bv/EOohQsyIROEVWg3AVTektnDFGGVez15a7qRp0cYLDq1SkbKNbZ83S7SNYxZqYxZZDv9x03X8n+bZj/toab76EQGyrPwwhdQqRHUyoyJlrfrddYLQkEijd53/9rudlo3bw+qLAWu8huwzNb2H9W51jW41/nnOkkY2sFSci86ORZY0Pzzs/+4/VzBLZvnUblhgkBVbkB5BviOlqeL8iQIQs9pN3HxBxg9chCOvDVkpfHMHqEWq8511LnluaZDh1XN8S1qR9PIoD1q0Y3AKmP199ROxmysXYW2A+3cCxHqJwjbl7AFqDYBjMhW7VMRtidrWSWjKurKXTKWpP3+RN4ONioBB78bLqiWn287rrYo11VbRydpcx6OBtfZezfqwlda123hAroybwI2hcfi2edR5x/qSEFs3n8UUo5scBENZsyvWYpC1iP/ODmMBi63vIkHy9dM4vuagjQXKEruSnN4CF/5a4EoT4Ig9BSdzKD33x8KPW4mLtoZMu4ITgLSu2wn6vtP+6FUPZoUm3b7mLS2Fqty8Dmlmj9fVznP3DMUHaqmOHlV42Z3/WmYaDFhG56C+bUjb4n7jyBsDH+Vfd2JMbdgn4qwvWnrGuor6k7CurVVO1LU1cWH0VMnjcIQHv/s5/XCBVRqBF1ZrL3iB5hwkuDZ8xYv2PLQQsGRt6EcBQtfgswuIBl4VQBMnkBffrR9/aZLsPcezPhs3c9rkffMMzDudS2UI5sSpH6/UQsFKTVuXO5aoTVUF2DhAlTm2TEMc4sVGDlALcXItcdRs2f8D9hn59W/1x61FCemxm0R5UkQhJ6id98Nw7uCgsoCeCumg9cuJGzuplb4itJagR/88OHKAScdrLh5bvPmUb9DrSyY96kxUNb65HesWpnO+rk/RLnL6B1Hmydfy9MdPwNx/xGE9kRycVoPMYiet+XPSNgc0juDwA8+lYWaol5LWwEmP1JqJPhOzz+EPvimIC2HH9UuOQK3/QN0Im1c7SoLZmxLjdT2ANXuM35zw1jlmPM8GxlPeyZibHgchJYLCXWRYgEqiybyLYBKoMcOwdJl814lrHI03qAcdbDfyHOhMg9L81C+YSxFYfe6yjzKjvFKaaaOHGH+lRfxVMoEsli6hnIXawqSapkwJBqiPAmC0DPahh4vu2ZVbmiq3urTZGUKBVtoexPXfC680db/bM39LjRxUgpWbqDOfwnmXkSP3wyH3mwGoaTv7qfh1b/GKVsFqc2+i4130YIQXzqZ8Hfq4qQTGbtqHp1Bj55X/4y0sRLMPhfsCVHOqi5IQvfQ1cWQ4qTMeJQaNZaiqZPoQ2+2C3ZmPDJhvz30xb/BufI36IULcPwHAstQIh1Et/MVpaEd5v9OijrLSmoUFi7C7tB4NzRG3fho7mqCH1Xn7YKkWUgI7z/SqVETsCIcbCI5bD6rFJCAvd+OTo6Y+iVH2+838iot9huFFKTqolF4tAeErUReU5mxPh9BVedxPA9Wrm38S2uBKE+CIHSd2l6mRJq60OM+s2dgzxta72eKHF7cadNp231QnqovA5vzQqHcJdTMKbS/B8Jdxg/h6lwLgkJsxr4LQYgDnVpA1tznWFk0rq/77w8+1GYvUu1aeOA+jp68A65HS8jZj+6z2nctVg74yX2VqnuvkyNmL0zNFUrBwTehhyfN5DkxDMmMyWsn9J70lBlHkiOh8c2DA29CZ/ZaRYhA8R3aAWi46XvxMrtxXvpz9IWvGCVraEe9guzTGBHWP64soJxEaKEgHJk2dK72oLoEyrrSX30cPbQDMsdq7ngM7zJtcUJueGBThFiG7DhYXYblq/UKUVhBcpdR2jOu+kMTsFxvKerEja7biPIkCEJXqZs0gVk5c5fNSpdjk9zOn4fdbyDYGBtWmDxqYck7oW3iTLuXqTY5UQSrdPV+6I0TK6ApgtGG910IwoDTsZWoLkBDENWrts/Rd2tyl83kf5XE0fW50ozrjt7z7ejqcuSIld1wn62t3oeVofCx46BReCMHjSKZGDYr+slMoAj5r8lhs6KfSDf3cwfftKXtEDojvJjAjqNmMSA5EtrDa7//XdmQItQYpMiOTbtfhzd/HuZfNtHh/PFKJRrOJ+SV4QXXTY6Y4EuLF+Dsn8GOW4y8pcbRiQQriSk0jgms5KfMUA7c9LZ697+6BuqgHlqbPcVzL8PcaasczaHcldDY3Ww9UmiznytitMteIsqTIAhdoymqVe0fmAHDz3J+az7orMMWJq9qJxud5WJYleqS8c9OjkJyqP6aCqB+klYL/bqOkMaCEHciRazzAzQ0RPXi0JuMTPpliWHzmho1ezI0xmWoshhMFVsFe8jshCNvQ7srXZHPQCHyN8UHypBWRjkkORL8hZWfhK8Emfc6OcxLiTRMrH5Pc2PPKJW6Cl7DxvdrT5pV/eoyuEuwMku7sMtCZ6xlVW38f/1YASTTNbc3gwpe11wMtOPeLd8H1RWMAgLGTa7N+f4CIQQK1pHvMb8J5ZjfztB4bRHx4th3mXPTIWuUr/S4Fbvn1zV7kLwqTD8LE7caCzGYPU/uMgyNwvRplLvQkbVoEKNdivIkCMKWU3PFSe2wIcatkqSSxt954RWzkTWzp97K1IhXMR19Yg3lyd/L1K7r1q7x51YJu+FU2YS7fjS/pJmsNWwYH8ROXhC6QpSIdcvXjaiFFSeUUSrchr051WWrXIwEVqhbvx/tK0V1wR5C8q6rG5JPL5ExrkkrMyhvpaYQaeWYeiczduFlJKQI+UpRyGKUyHSceBO3DO4yQ3qR8tKcaXt1yUxIq0uBIlRdrJUrrdETx42bM3b/5uVvoGZO1dyd0HpTNslvZ9ZaNNOTd6D3Bv/XVx+H3XfVu7Olxtt7QjRZmtqdlgil2ljjOw3fK7zoOGTlLpUJFCK3yph7kfmygqHJmgcGKhXIqXKC3yOgZp9Fz78IR95mzvXHbOWghidRC2tHmwUGMtqlKE+CIGwptUHHd8WpdZJWuVEq8KNeyy0vmenspmGfb38CUauQZyP6uXDlG7Dnbkgk7b4rOyh5ldYbxgewkxeEjdBxFLeaEhOERkZrGwEsY1biw/uZlq5CZrd/FxO9MjkSWoy3K+deBZaWzIJJdbHWN9QpRf4eDicJLmYFPDSRq3PzC1mHtHUZNMpQyDI0dhOMHTZRx3DQfnqDRNpuiu/kwXl20/2C6VuqS3biuRQoRdUl839rBVdeFaXgwC3HePnsabTnYiwMgWtUq2m1uvoYevpUX+3Xigu16HeNe+/23492l3EWL5nz9twdjA1OAg680SRq9qpGWUmko3tMaL2KsgVNbu3trhF+BSsfnrGElW+Y8W72OXaNzrJw9gz6+A8ELqV+ZD8f3wrsuea3BsbCu5FIlQMY7VKUJ0HYRCRcbEBt0Nl3v+mEU6PU/PprOZYI3PLCOZVWHTA6xfqJ+5Mw7cHM83D+oVr4V3YcRSfTJroRmEnO1SdQV77Z+vsbwE5eENZLJy6qdaGVFy/BrjvNe+UYJeHQW9DaQy9egrEjZoP60FhwjtYmDHF1yfYBTk25QSkTariyaN2FQlapsFI0XYIb59BjB3H3ThilwxmyezYS6F2vR++5C5JjgZtSIm0DKXQyDUqberrLsHQlZAVaDqxA4dfKglHA/KA3WsO1J82zs4pQW/uD3TOpvBUz+e4QSXew+dSF4h7aEey9891Nb/4+dOUGuI8by5ImiH5Xt0i4ThpTcbSspHXf86r1Fk7PNb/RVKa5LtoNFgF0BdAwfgt4T+B4S3i1xQg/BLm1INUsUAnUpa8GY+QGI1VGjXbZD/MsUZ4EYZOQvTABeuqkSXybzNjw3spOZFaJlNdpAIjOamAGD8f6efsTmNH9KNdMemqrie6K2eRqXQjbKk5E7+QFYVBp56IaTsbJztfA7tfVu/VU5s371JgNBmMDwew50LDwEJoY+qGWL/417L7byOJQMFEzFmEFFV+pSgIafejN1rLlB1JI80qrfmTvG5rL3HKgtPl/yYyxgifSwaq/nyOufMO05fkHbSSw9q5wOpkxypoKLeDs/XaYPSN9xYDQFIhEOeY37VUC5Sg5Yqw380B6B6ghjPIPkZSm1YIahV+b/u8Fn3WS9jdryyvzcOGv4cB32tDnfpRGEzgCx7rg1Sy0QR38AEl69AAcfEvQFHfFyOPzD6LK003nb0Sh6fQa/TLPEuVJ6Bv6YTVhvchemABvaAqOfK+ZiIStSB2HFt8oOhhEfOuT/zY1ht53n4ky1LiaqO2q9houeP0Y0lgQOmXNTe9OBm9sHwzvNlYifzXbq0BiDO74IbTnGYXGl++wq21tX4fNYZOeDPWL7dyWlJng7b3HuMb61qDayrs9TjdEUUgdtXVza/uChllkWY0Zy5NbMQsjeGZ/0sqsVYZssuvTn0W5JviETmbQx99j9kA6KWpR8HzlyauAUqj0BGphfvWHLO69g4//HabGA3dupYLfs1WoNFBxxtAq1f73vV7laDVqCxE25YayStvSdfPqVVAzz4FXQe+731jGhsaNFddzzXvHBkrSblMdlLuEmnsBnRgOKSsu6uJX6xSn8Pkb/W2vdY1+mmeJ8iT0BS1XE2ZP9bpandNmsNSjB8xqzTaYZGsniT6YM6FP/ckHdElhasBP0hfGr8bk7UZR8iP71SJ5BckA17y8uMgIA0hHbnjZ99uFj3BUMG3kx7ekNIVFDoddbhMyGdpPIgESqfq9j+FXvw6VZcAzioy2r2c+B6MHYd99qOEd7Fv4Oi+l34hOJczqemWxZqmyGzRq9VLDU6iFRXPs9+FaB3nn/AWYyjz+nqOOXHTFvXdgaLeYoCuLxs2zLqiJDvIi1aLYJXl1PNfm4htQjtZi/hUYO9gsjomksSiByTvoW5Gmboe9d5u6JIYD19jhKSjfQF36GuxKNd2mrxYL+2hRQpQnoee0dQ+5ca63FYtCq8EykTb+/hBbNz6NgvGb0bteC1N3BAnyumZlalWpZjeE2n6qqg3rawpDkyQTXU9c8IQ40BQyOZFBj99icv/oam1vht53v5lYARz9u1Scl9CpkcDSU0OFJmht9mGstbre+L4Rrworc8bSld5Bk4KmdRDYxc/5BGbyt+8eo3z5JNOheiUDmfcXTKBZmQn34e6yWVBJjFjlS0dy0RX33sHAmzppXLedlJl3LLxq9pmNH7YJaBv337b4TWqPkcoFFlP7gS7l+NOeUYBqyllIPt2V4Bz7+1buEkw/i959l3WDHaUW0r5yA6plmHsJdrVO7t43i4V9tCghypOwaazb7a7tasLU5ly/CzQPlo0nxMeNTwNk9qJ33Qk77zTmf7AuMtb832lo3q1AKVsPzHdRng1WqS8/GmziBuvqswyvPhQ5oaYg9CM165J1fdMrsyZyXKtEqij06z+IH5zhVW7r4AZbtJruu866ZShj92nY4DLaNdafWvLcFWqWIDDnhRUj/3qJYaM4eS5ceRzGDrVVZpr6cM9FXfhLmHtxXeNOX63Yb1O073Y3NAHpCbR9ZWjSfC+NocOHd4Y+3NnvXOkqe5a+yUvJd5j7dYPKDTPGzp6FiaPUZKG6XFOK2v6+D3xX6DoLRt4UTfOtfqSfFiVEedoGdKp0bEQ52dAmvrarCdPAzo1fv0uEB0ttrU71Jwy2z7tOjcOuO43SlNlrCr0KXH/GdOL77zODVLcGkOYaEqyKY1cFXXiliKrcCFbhvUpz5zv3Qo/qLAiro8GsjPthtFNBSG2dzEBqh5kQqqSJrNUog74rXMuLh1ICaI+R6kUWk/vo2gq6vS/ahavfMnsR/VwyVav84JkJnr+XMTVqQ5IbSzELF9D++FFZDK5bWYDzX0YtX62zwK02xrVVeNbZZ/fNin1M0SpplSHzp0PvSU+EFPBWHw4pR2vlBew5dmzz9/Ylg5QavPKQWXSYO2eCIa3x+9YLF+C2H6jf59Qw3+pn+mVRQpSnmFOLeuakjKBd/HpLpWMjyslaUZnW+oG3XU3wzGd0wr9+kD+kX604tcEykQkGdJ9B9XlXCu/Ee83EBkyHO3cWde0pmD4FE8fNalZ6sv2G2c2icZDzN8qCGVhqm7zt+ZV51I1z9StwfdL5CtsTjQoSqYZzC6VG0A3HtQSsTvNehJb4ll+bIDbKZFDpKnsWH+Wl8W6toGtYngVccE1eNZYu121O58JXmi3F7rJJNxC2FPvjh+/Od/ER1JXHmmS7E2VGFJ7+QIMN6jNRbzkamjBjzdCOhv1IDVSXTS6xyg1jlawumlD6mb1mX25YNnq24LcG2qOW52v2rFEIfeuYHz5812tQp/+4Y0XfKU+jX/1K2/nWINAPMhoL5cm7+Z14ZZtt212pmWE1ipXEVJ0HVYutrrFFJzPoQ28OctgA+sj3oBcu4ISipRjl537jM+65kEih930H2l2G5em1FaBWbnfJEbjtB9BetSNlrOWE1ua7ID0VuGv4VBfNBsjpZztaUYzCZlyrn8zLUdHAYnKfWdUDk5xyxy2weAl17Um4/oyx5BBSnMORf7ZSwpQyA6FybAhkf/OuYwcTj5qbj1tBXfpa6xW4Puh8hfiggRVnIsjeoxTeobc0K0i+MtRJHjOtg4SqCS+wpJZng5XnpA12Ul0MXFUdZfrkVsEbuobfD7TqD/z9kNoGanGDvrHFONCJpdgfP1RmFxzYiXP56yYioNC3aMBV6XqZuekdVlmy1tTEKgmJK/Mwf97IQ3kWtTJbe6+rZRNEZPJ2GL/Z7IFTCna/nr6cAWoXFq/AyB5z7C9i+3uSPDOW6UQajrzN7lvUwbkRPVpWnW8JHREL5YmdWfB8hSmESnFxLOTfmUyiv+3DRilwV4JVrOpK7Vj55dXwOeHXlb4TPT1yEL10rWmSqEcOBIqTH1nFGYPj78G7/hTqyqNmcNpzN2R2Bef4+S1u/fvGilRZMIPzpUdar9g3ud3ZfAgr07V7d2Ipajeh1ZXFesVJOaZz3fPt6N13oRfOw2jgy74Rl77NdA8cJAtHo9xcGb3X/kOD56Ge+aRxf2nEV5ydRLPr5bpr0kbCvKoZMC9/w7jx7LnL3Fcl4PJjqMVXA8veADxzYfDwbvpbeM5IoBQl7IZyNcTF8e8OTkwk4MAbGz5sV7+XLtlEqiapqqou2gSrftlikHA1OWzCZ/sJY52UCSG+fN26ryXAGTEhh/1ACguvmnO6sZpes/w2yGxl0QSPqcybfSWVBbM4l8wEn7v2FOrat5rktHEc6LQfVe6S6QMGwPVoO6FHD6MTo8atbmgimKSrFK/seHtwYiJhcmGBGUvKc8ZStDIL5TlUeRZWZqyCNIfyoyZSv+CpJ2+HwzmbBLbfZmsNaNfI+fm/Qi1fRd/0t2wS6fHQOTZn4fJ1GyxyZVM8WmQBcWPEQnlST/8uioRZpUik0bd8vxVQj7HyS8wP3UTNh3vlms0OPVa/OdCy5hZYrc2PN6xQ+ZnGawqYr5C1VsCUXv+KWF0nsfM1QBl90/ehk8PoS4+aTOs7T5oQm7WcGElOoKkAABpUSURBVKrenWp4Ag6+Eb3329CzL8D4TYHiBMFrIm2eyNA4eCvoQ2+BA360JrdembryuJnMJkeChGzpyWBA38B+H5OQ0UZFqyU89eyEXcPuu2znoTtW1Fo+2y3IIdDvHZQe3oXeeSfsuhOStjvQmrHyOeaTB80+Cs9rrThBoDj7FkZfgdJea1cjP+qdnxfGSQaueF6VWnSjxgmZn/Svuoi69qRR+meebT+h6uNnLgwwu+6sLdTVwgFbK8po5RUWUocAx8jMC39SrxB55chTOe0vTiSGbVRI25enRm3/7KNsIIVluPIY7HwtqK20Autgs/nQuHkWTsooTFrbCeFDpr577zYDa2rEutZiVtNH9sH5zhY4+r0fFdqjT/xDtNfwO7RWk+HKFZaTO6nJzOnPWOXoRtsExE3XDy94JjJBAtu+IiyL2vQJ15+GuRdq7qc6kTHzKi8UBRas1SnktTKgHi1xIx7KU3kaVSnXjvXNeVOuXXYtP8VC6pDx4XZdnKc/GZyHqilcJO2rf5xIm8249r3JYB4+Z7itkK4l8tqrmMhkYAZV17pdqISNiGRdkBYuQGa3MWNXy0awhm0CwcQQylFw44swPAkqBYffAofevLarhq9IpcZMdvjVTzb1SY6bzcj+JsPKgnEJ3H+/3yi49rTJ5L5y3bjaQZBDx66crIvlaTv5WLHfwyjG5aMaJFN0kmZPF6xfUeujHALdwDvxQ+jMAXvgmhCtSoGusGvpWyyMH1jzt1znnuh3+OUbNuqPCyN7qQ0asy/AK/+/ierjDMH+77Sr6UkbKUvDha+apJbL0zCyH6Zuh9EDpsxz6wYKmVAJ3UaVfh+1NAvuEkp7eHf9LCQSKF1l99ITLCb3m7FGa9Ts8xu/od9n+hMpfw7muzPVucti3JhVwiw2pXesfX23bKPcuTB7BoaBiw/D1Ekjl0Pj1E36UIGsnv6sUYjCgXF85e75B83eikTGhEeuKXo2X5RXiXXfKoS4/E3U0rRRilZm0Sd+2MpMhX2LXw/22GmNmn850qVrC55OwswL/AXWfsC3yvqLin69rnwTdeGvW+/HC+/dqy7DzLOoK9+UPbt9SCyUp/WisD7l7pIJjdr0/9UxUZCGjKI1NGkVnZ0wdRwqS2bwGZ4CHJOfoubbmwxW+f3M1a2YPN7mxrp2/wujbwr2psAW+biroJ7+bLo2mHvBQLjnDXXKVe0clUBd+ur6rTfeEsrvVLCRZioLpjKd5O/olD7KIdAVRvfD7Es28EMJ/doPmkEt4mXqogxWFuv2yHlDU7DjZpg7F+yzK0+jRw+hFRgluBJcq3ID5U+mytMwU+rrEPXC9kItX0VVWwwWW3U/dwk98xzs/w5bogOXOKWse9O86QfdCurKN81pVbuZfGiM5iAu2kzOLjyMuvpYTbYcvQLH7kRdfhS941bwrAt3ajRwG9Su+fyVx3CWLsIS6MRwfXjvS19FWVkPJoT3B7evLBAlIbUw2Djnv4QXXtzezIundwb7oZ3QHKurhCLWKeq9K8DIq2sXxy8+jHPtibZXiuKiKosOvWVbK0/rpSkB4cRxM7hl9gQT71X2OdZfbGNdSTk5Gf1D67pngwuIUqZIh5UW17rSVQNXRbsKqUIBKtZD3QR9eI9xEbSD9Vr5Ozq+xwAHeVgP6ulP4CwE7ngb+SX6nbkCo/RYnPI0XG3x3UdQVGWgELYz6vKj6IkTNqCPtfqUMf3hjqO1CVtL1x532VrqAV0xff/0qfpzfdmye1HqFqv8xcXpZ41lanR//UIIa0/4/P/rvXfD5Albl3j3rUJ30NXF7libyvNmAVwlgxyGfsJ1/3jpqkkb4Npw+cp6w5z5fEdRh31kvBsMRHmKSGNAAX3lceMul1zFgrRFKF3hyNx/4aXxtxu3vXVfqJOOx57jZ3HX2vjUD++2ypg1TS9dM3udMIEGmDsDI/vw0hOhQBzLxo83FHWpoxr4E/SF8037XTbLOrGdTOKqPNe7e28zRVUQ1ouRla83y8p0CX3p6y37qsZ+DIjUp7XtB5cutq/jKhM+5S6hLnwFffnRbdG3Ct1BJcP7oaPS4Z5A7RpLbsWFc39htiaMHKRmXbr6TZgC9fyfwPjNISusyUOmytN1C4pCPOiq8lQolu4DPg6cAB4H3pfPZU83nOMAHwP+B0zc4V/P57If6WY929EqoAAHv7snipOPsorHhuxXdZaohhCz2rp4qESw8qkc4yvvJM0mYSfUAY0frr/28LfB3m9rvqfnor2yDaRRNkE4vBXrg+8H3igzn9qBNwW6FpTDKmDeCmrpCqDRTtLsiVm8AFpvOFi2rPx0h+2kqArCRmgnK6v1VU3/i9inbUU/KH2rsKksXw/2jadGQ0pUixmA1nZq45ptFRe/BuNHYOI4tUBFFWtNqgXNslEs/XD6Sxfh3J/XLdY6egWm7jR5kmRM2zZ0TXkqFEvDwOeBnwX+CPg54EHgroZTfwJ4I3A7MAH8ZaFYKuVz2c93q65taQoooILQqwNHSEnyQ5N7rolohgr0JzzTMWkPrjxWy9aOuwQodHLU7PWqLptr1AJr2L9kuj7ohjNkOqRE2rwmR62lqnUNrwEcfUOLf+o65Qt3xShQ9r12y1YZWzGRDz3f6lWuhadXuEH7w6+199SV98k21FghkylB6AyRFUGopz5g0XwQsVV7Zp+2SlDbJ1hdNK50r34ZdeNF89kr3wj25S5cRDmJOktt4x7euvs2uLu2/J8QW7ppecoBc/lc9lMAhWLpl4GfKhRLr8vnst8KnfeDwK/lc9mrwNVCsfTbGCtU75Wnxn0aThJjHIuWyX3rWC0hITbqS8VE7lNOKAiEB+UFuPpEsOG4I3cPjarOw435jmtHLXGj3YCsHDQJq2Rl6iIaquQwk7v2MX1jqRaYI1C+hgKlLDVGq6iHa9bHq4SUr3KD5auVQmatYzXXwyq17GJNitdaypggCIIgCBuhnYuqrizCrtfU77O7+FXUTKnu82335bbYwysIPt1Unu4ATvkH+VzWLRRLZ2z5t9qdBzwLfGC1CyvHQYW0f6UrRlB0JTgGY3rdQBZlpVfQlx8xSWWVgmoV8MBJmzDeYdyyCc284+bOk7Vp1+bLAZJD9Z/xo9pdeMSEoN1xa+2/qnLDhD6//DeghmDf3eZ8twwzp2H6lAlnDqiFS+ZDw1OmcwmVKy+kHC1daH6/wQzU9U/AC9pMxZjLK7P15zsOO8ZPMvfqM1bfCCleBAqYCTk/VG/xqlO00mgnZO1qVMKGJoJNn1FocD2k7v0KqkkpCylkXsUok22sbt2gW3Kz3fCflTyz9dHPzy/OMtPPz71TpA39RzdkRumV1nOWS19FX3nMRD1enjZznE1+rnH5vqQd0eim8jQKLDaULQKNG4Yaz2t1Th2HjmZx3SDbNIt/Wff/I/NfCg6O3dlZbVfDC4Wa9CNwLrc4LwUsndv4/cJMACxCOdi4e2T5q+bNlK3QyteC88dp2Ic0Fnq/s015f3H46Ml1fKpq/xp/coBr//w+G9A4aJXCUyk8lbSv9o/wsXlfO9dJ4iXG6sPFE1y3HRp4SWuck5VVztpaui4324xD6/rdCj79+Py2g8z043OPirShf+gfmdm59ikbID7fl7SjE7qpPC0CjRuERoBGn6/G81qdU8f5syWqoTwCAN7r/xmKKkfmv8TLY29Fk8R54mPrq/kaaCdTs+QY/9jpeivOJly71TWV43Do6EnOn30G7Xmbcr9+ohftMwYua9nyXwm7Gdrj2quD8v+fSIWsWtbK5ecBSwwZC2XI5TA1PErF7Z27Z6/lJq7EXS63mn5+fnGWmX5+7p0ibeg/4iwzEJ/vS9oRjW4qT6cIud8ViqUEcBzjltd43gnAN+/c3uKcOrTnNT0k9divom/+fhgCff0s6twXNjc5WxhvAeYXjFvaivG53bR72Wuvds1W7Y8T3W9ftHu128sVVsBUSNlCKZRyOHjkMC+/fB54xybXv8N691puYk7c5XKr6cfntx1kph+fe1SkDf3DdpAZiPf3NYhsdTu6qTwVgV2FYun9wGeADwPngKcazvsj4GcLxdKXMS58/xT45+u5ofPyn8KxO3Fe/tOBF0yhf6kPGuF1pDkbf9zDTfu8+gGRG0GIhsiMIERDZEYYZLq2Myyfyy4B7wR+HBOB+u3Au/O5rC4US08XiqX32lN/E6NoPQ58HfhEPpf9XLfqKQjdROnBX+ERBEEQBEHYLnQ1SW4+l30UuKdF+WtC76vAT9s/QRAEQRAEQRCEvmCwYxIKgiAIgiAIgiB0CVGeBEEQBEEQBEEQOkCUJ0EQBEEQBEEQhA7o6p6nrSKZGmpZrhyHRCJBMjUUi9CLjUj7Bpdw2z76yS9OAHM/8yPv6GrQoe0qN1uNPL+N0cnzE5nZfKQN/cFWtqEXchNnmQFpR7+x2e1oJzNK68ENEvnRT37xCPBSr+shCJvA5M/8yDu6Erdc5EaICSIzghCdrsiNyIwQI5pkZtAtT68ANwFzva6IIGyQbv6GRW6EOCAyIwjR6dZvWGRGiAtNv+GBtjwJgiAIgiAIgiB0CwkYIQiCIAiCIAiC0AGiPAmCIAiCIAiCIHSAKE+CIAiCIAiCIAgdMOgBI9pSKJbuAz4OnAAeB96Xz2VP97ZWa1Molr4H+NfAceBl4H/N57JfWK096/1frygUSyeBbwJ35nPZ5+PStkKxdIutzxuBa8Av5HPZTxeKpduA/wd4A3AG+NF8Lvuw/cy6/reFbeirZ9oPFIqlfwF8BCiHik8AR4jB73YrKRRL7wI+lM9l32SPN10WeiEnDW3sy+8zTmPJII8ZcRgXNpt+lRmfVWSn5ViQz2Vf7bffnb3vwI9dhWLpvcC/aygeBX4eeA74Q2Al9L+35XPZr221DMXS8lQoloaBzwMfAyaBLwIP9rRSHVAolvYCfwL875h6fwj4dKFYeg1t2rNaW/vxORSKpSTwe0DaHq+r/v3WtkKxpIAvAI/Y+rwH+HihWDoK/DHwF8AU8BvAfywUSxn70fX+byva0FfPtI+4C/hgPpcd8/+A/97encfqUZVxHP/WainQiqyyFIqlQg/F0BSIslQ5RMAGOMoSliIBpGyiSBARgsVoQISwlhAsCkrYEqKoRyBAAocloIAsZfFAKAoIFAggpbUFyuIf57zw8nrv7cvbmTvzTn+f5Obed857584zM8993jNzZuZ1GrDflsWHOMKHOBO4ChjR1lRGLgxrnrSr6/ZsUi3p55rRhLpQtLrmTMsQubMJA9SC3HGq1X7Xpu9rl7Pmqo7lPxp4Ergox3dux/b4a/7VUnOokXfb8yFOB85z1kzKr0cCrwJfc9Y8UunCDcGHuA1wmLPmqLZpDwCzgZMHigfYgEFiHaqtqvXgQ5xFSrzjgS/mr0+8/EO1VRGbD3E74GrgC86aD/K0yaQDFPcAazhrlubpj5KOmjxFKqqfqM1Z40uKoS/zpmw+xMdIR6buaZs26Lqij/bbsvgQzwS2A+4kxbaDD9HQw/7ea1tZedIRZy1zpkm1pJ9rRhPqQtHqmjMtQ+TOWcAsOmpBbu+pHgxD7jSqdvkQ1wUisKuz5j4f4vXA1c6aqzve11Ot+SQ51MgzT8Ak4InWC2fNe6RTc5MqW6IuOGvu70jYCcDmwDgGj2eoWGu1HnyIW5KOvP2kbXKvy1+r2Einfx8HLvQhvpL/aU0gnfZ/upWk2ZN8FEMvbWWp2zqtXD7athlwUt6uc32Iu9Gc/bYs5+eheu1DOnrd3+uWJ+1quT2bUksaUDOaUBeKVsucaRkidx5j4FoA9dvvmlq7fg783llzX349BTjIhzjfh/ikD/HQPL30HGpq52lVYHHHtMXAKhUsS09yD/sG0rjMEQwez1Cx1mY9+BBHkYZeHOmsWdLW1Ovy1ya2bHVgV9IY3HHAD0ljcbegf+Kr2zqtg3WAu4ELSdv1FNIp/6bst6Vw1swfYHIZ66zq9Vn131+mfq0lDakZTagLReubGDpyZyED1AIf4iTquc0aVbvytpgBnJ5fjwbmAZcDGwOHAuf4dL1a6XE09YYRi4HO8YurAIsqWJZPLJ/Wv4E0pvT7pDG3g8UzVKx1Wg+nArc7a+7umN7r8tcpNkgXLL7orJmdX9/sQ7yL9GGlX+Kr2zqtnLPmOWDHtknX+xADsIT+2a51UUauV70+q/77Q+rzWtKEmtGEulC0voihM3ecNe8zcC2YTg23WQNr1wGk/wfPADhr3uLj8d3jQ7wKcMAdlBxHU888PUG6Gwjw4djMiaRTc7XmQ9wBuAu42FlzZE7YoeLptW247QMc5kN8w4f4Rp72IPAS/R8bpCOLY/MFwi0jgQXAhLx8LZvxUQy9tJWlbuu0cj7EKT7EEzsmr0QqQE3Yb4dTr/t73fKkXW23ZwNqSRNqRhPqQtFqmzMtA+XOELXgbeq33zWxdu0BXNv298f7EH/R8Z727VFqDjX1hhErA/8CTibd7ekkYG9gSuuizTryIY4DHgFOcNZc1jZ90HiA0b20Vb0efIgfkC78fYEGxOZDXIV0CvkC4GxgF9KdaCYDHrgOOIN02vmXwARnzWIf4txe2kqKoS/zpkw+xImknNyPdBRyb+BS0j/bh+jz/bZsPsRDgJnOmh3y65729zrlSUd8tcyZJtaSfqwZTagLRatrzrQMkTtD1YI3qNF+18Xy9lXt8iF+inTAYar76Lbpq+XlOYV0K/NpwF+Aac6auWXnUCPPPOXx0bsB3yU9V2EXYJ86JOYyzCSNkZ7tQ1zU+gL2ZZB4hoq1H9ZDr8tft9hy0llg57w85wMznDXPAnuR7lbzKmnYzDfbkrTXtjJiqNU6rQNnzTxgf9I/14Wkf9QuX9PT9/ttBcrIhWHNk3Y13p6NrSX9VDOaUBeKVqd9aRCD5c72DFIL6rbfQeNq15rAGODDa2mdNQtIZ6MOBd4Efk26S+Lc/JZSc6iRZ55ERERERESK1sgzTyIiIiIiIkVT50lERERERKQL6jyJiIiIiIh0QZ0nERERERGRLqjzJCIiIiIi0gV1nkRERERERLrw6aoXQMrhQ1wDmA18A3iHdA/8n+UnZX8WOA9w+e03Asc7a17Lv/uZ3H5Abr8UONlZ816X7Zvmv709sAi4HJjlrFlaXsQiy6/KvOlYjtOBA501GxcepEiBKq412wL3dCzSf501YwoPVKQgFefMSOA00vORRgM3Ace05i/dUeepua4D1iIl4Huk5FwZOBG4CNiU9JCzEcAlwG+APfPvngHsSnog2hjgCtJDyE5bVntO3JuAe4GtgPVz+1JgVlnBihSkkrxpXwAf4lb5771QQnwiRasyZyYDj+b5t7xfcHwiRasyZ84ADgJmAK8DlwFzgH3KCLSp9JDcBvIhTgUeAKY6ax7K074C3AGsAbwIHOWsuSa3zQDmOGvG+hBHk54efYCzxuf2g4GzgPWAUcto3wg4EzjcWfNmbj8X2NpZ89XhiF+kF1XmjbPm/TxtVF6G14HxOvMkdVZ1zuTasr6zZv9hC1pkOVT8+WwM8Epu/2Nut8DFwJc0Oqh7OvPUTJsAS1qJmc0lJdbWwKvAgT7EG4EPSEcgHsjvmwKsQkrkljuBdfJ81xyq3VnzFLBfq8GHuCXwLeB3BcUmUpbK8gZ4Kk87FZgH3AqcUFRgIiWpOmc2J41yEOkXVebMpqQzs9e3Gp01AZhUUGwrDN0wopleAlb2Ia7VNm18/r42cARpSN1/gDdIidM6crcBsNhZs6BjfgDjumj/kA/xceBh0lH085YnIJFhUGne5OF6RwBHFxKNSPmqrjWbA1v6EOf6EF/wIV7jQ1yvgLhEylJlzkwEngN29yE+nHPmUh/iasWEtuJQ56mZ7iUdvZ7jQ1zdh7gmcC7wLunoxmbAk8BO+WsBcKUPcQTpqMVbHfN7O39fqYv2dgcBXyeN5f3TcsYkUrbK8iYP1/st8CNnzUuI9Icqc2YMsGF+70zgQNKw8ZvztbcidVTl57OxpOvQTwWOJ53VmgpcU1RwKwp1nhrIWfMOsBfpiMVrwDPAbaQzQGsDFwIznTW3O2tuz+/dCfgasIT/7wS1Xi/uor19OR501txKuqvLTj7ELZY3NpGyVJw3s4DnnTWXFxeRSLmqzBlnzSLgc8Aezpr72+Y/GdixkABFClZxnVlK6kAd7Ky5zVlzB/AdYLoPcWJBIa4Q1HlqKGfNo86aycC6pIS8mDTudTXSeNt5be99ljTOdgLwPLCqD3Fs2+xawyBeWFa7D3F9H+KefNxj+ftaiNRYVXkDfJt0gGGRD3ERcA6wUX49reg4RYpSYc7grFngrHm3bf4vkz6QblBchCLFqjBnXsw//6Ot/Yn8fTzSNXWeGiifCr7LhzjeWfOKs+YtYA9gPulC9FV9iBu3vf/zpAsNnyZduLgYaP/ANg142VnTTbsB/uBD3LCtfRvSRYqx2EhFilNx3uwIbEG6IHgK6XayL+af/158tCLLr8qc8SF+2Ye4sGP+G5E+jKrWSC1VXGfuztOmtrVPzt//WVCIKwTdqryhfIj3A/8Gfkw6YnEVcArpeQF/I42D/QGpU3MOsCqwbb7962xgd9I1S6OBK4HZzpoz8rwHbc9jze8jXex4LKmQXQLc4qw5ZhhCF+lZVXkzwHJ8DzhBtyqXuquw1owifVicDxyX22cDC501Ow9D6CI9qbLO+BCvJd1o5XA+ekDvfGfNbuVH3hy6VXlz7Qv8CniIdF//nzpr5gD4EHcnJeSNpIew3QIc13rWDOlBbaNz+9uk24yf2TbvQdudNUvz/C8A7iJdBHkFcFI5YYoUqpK8EeljVdWad3yI00kX299OGknzZ1JHSqTOqqwzhwBnAzcAI0k5c2yx4TWfzjyJiIiIiIh0Qdc8iYiIiIiIdEGdJxERERERkS6o8yQiIiIiItIFdZ5ERERERES6oM6TiIiIiIhIF9R5EhERERER6YI6TyIiIiIiIl1Q50lERERERKQL6jyJiIiIiIh04X+UHyvXNbqEhgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA08AAADYCAYAAAAztdh8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmcI/dd5//Xt6S+e46e0/Z4bI/Hx2jsGAcTxwnJJgoJYQkIcMKyHPvb5JdwLveZLOwCCwTILhBCgCzH8uOXhCPhlxBxJSyLcgGJwcF2bGvG4/F4PB6Px3P0TM/0Kam+vz++Vbpa6lapuyVV9fv5eNjTKpWkb0n6qOrzPY21FhEREREREVmZ1+8CiIiIiIiIxIGSJxERERERkQ4oeRIREREREemAkicREREREZEOKHkSERERERHpgJInERERERGRDqT7XYD1li8U3wj8YC6beeUq+70S+JumzePA7+Wyme/YqPKJiIiIiEg8JSZ5yheKBngr8F7gX1bbP5fNfAaYrHv8q4E/An5ug4ooIiIiIiIxlpjkCfgl4OXArwCvCjfmC8Wbgd8G7gWeBX40l818ov6B+UJxDPh/gO/PZTOnelVgERERERGJjySNeXp30FXvWLghXyimgb8EPg3sAf4T8MF8oXhD02N/CDiWy2b+rFeFFRERERGReElM8pTLZs602PwSYAp4Zy6bKeWymU8DHwe+OdwhXyiOAD8A/GxPCioiIiIiIrGUpG57rewHdgPT+UIx3JYGpuv2+WrgXC6b+WyPyyYiIiIiIjGS9OTpeeCpXDZzW7ghXyjuB67U7fO1wId6XTAREREREYmXpCdPnwO8fKH43cDvArcCBeD7gA8H+7wU+OP+FE9EREREROIiMWOeWsllM0vA1wD3A+eA/w38Wi6b+XDdbjcBrcZLiYiIiIiIVBlrbb/LICIiIiIiMvAS3fIkIiIiIiKyXmI95uldv/sJA2wFZn7821+vJjSRDihuRKJRzIhEo5iRJOtp8pQvFF8KvA+4DXgIeHMumznWtM8Q8OvAmwAD/AXwn3LZzHyLp9wKXMr/6f/kIx/4jWV3Gs/j+oN38uzxR7G+v74Hs4FU7t7qd7k/96m/ND1+yUTGTTs6nsHWzfEoZnpLxxd/xvP4p0K+l3GzqWMmCr0XziC+D+3ONT3rtpcvFEeBjwK/CmwHPkFtxrt634ubFe9g8O8twI/1qJgiIiIiIiIt9XLMUxaYyWUz789lMyXgF4Ab84XiXU373Q6k6srmA4u9K6aIiIiIiMhyvey2dwg4Et7IZTOVfKF4PNj+SN1+vwN8HJgObn8W11rVlvE8jLc8Dwy3tbpvkKncvRXXcq9V0uKmHR3PYIvT8WyWmGmm44u/fh3bZo2ZKPReOHF6H3qZPE0Ac03b5oDxpm1DuO58P4Mr34eBd7JC1719BzJUKpW2L7zvwOHopR0AKndvxbXc3Upq3LSj4xlscTiezRYzzXR8EtVmj5ko9F44cXgfepk8zQFjTdvGgatN2/4AeFsumzkHkC8U3wF8jBWSp9MnipRLS8u2G89j34HDnD7x+MAMPuuEyt1bcS33WiUtbtrR8Qy2OB3PZomZZjq++OtXbf5mjZko9F44cXofepk8HQHeGt7IF4op3GQQR5v2ux7X+hQqA6WVntj6/opv9Gr3DyqVu7fiWu5uJTVu2tHxDLY4HM9mi5lmOj6JarPHTBR6L5w4vA+9TJ4KwM58ofgW4IPA24GTwKNN+/0N8HP5QvHrcFOV/yzwoW5e0HpjtX/92S6LLbK5KG5EolHMiIjEi02NwegOWLiIqbRaDam9nrXjBus0vQH4HuAC8JXAm3LZjM0Xio/lC8VvDXb9LuApXEvVY8Ax4Ceivp6dOow9eL/7++D92KnB70Mp0m+KG5FoFDMiIvFipw5jb/0m7A2vd/9G/N3u6SK5uWzmQeAlLbbfUff3NPDmtbyOTY9h996LIWj2Mwa7916YORE5uxTZLBQ3ItEoZkRE4iX83cYE7UfGi/y7PfjzAXZjZEftTQkZzzXPiUhrihuRaBQzIiLxsg6/28lMnhYugm0abGZ9t11EWlPciESjmBERiZd1+N1OZPJkKvOYsw+AtW6DtZizn1c3CpEVKG5EolHMiIjES+13O0igrB/5d7unY556yUw/DldOwoGDmOMfgbJmQBJZjeJGJBrFjIhIvJjpx2HmRNez7SU2eQIw/nz1X9vnsojEheJGJBrFjIhIvJjKPMye7uqxiey2JyIiIiIist6UPImIiIiIiHRAyZOIiIiIiEgHEp08WW+s4V8RWZ3iRiQaxYxINIoZibPEJk926jD24P3u74P3Y6cO97lEIoNPcSMSjWJGJBrFjMRdIpMnmx7D7r0XjHEbjMHuvRebUg2HSDuKG5FoFDMi0ShmJAkSmTwxsgOMBwTBiXG3R3f0s1Qig01xIxKNYkYkGsWMJEAy13lauAipEUiPwCwwOgXlRbddRFpT3IhEo5gRiUYxIwmQzJYns/ouItJEcSMSjWJGJBrFjCRAMpOnkR1QWYTFaXd7cdrdVrOwSHuKG5FoFDMi0ShmJAGS223P+oB1t60FfDULi6xEcSMSjWJGJBrFjCRAIlueTGUec/aBICgBazFnP4+pzPe3YCIDTHEjEo1iRiQaxYwkQTJbngAz/ThcOQkHDmKOfwTKs/0uksjAU9yIRKOYEYlGMSNxl8iWp5Dx5xv+FZHVKW5EolHMiESjmJE4S3TyJCIiIiIisl6UPImIiIiIiHRAyZOIiIiIiEgHlDyJiIiIiIh0QMmTiIiIiIhIB5Q8iYiIiIiIdEDJk4iIiIiISAd6ukhuvlB8KfA+4DbgIeDNuWzmWIv9vh/4MWAr8CngLbls5kIvyyoiIiIiIlKvZy1P+UJxFPgo8KvAduATwIdb7PdG4IeB1wB7gVngXb0qp4iIiIiISCu97LaXBWZy2cz7c9lMCfgF4MZ8oXhX037fCfy3XDZzLJfNLADfA/xyD8spIiIiIiKyTC+77R0CjoQ3ctlMJV8oHg+2P1K334uBfL5Q/FfgOuDjwPet9MTG8zDe8jww3NbqvkGmcvdWXMu9VkmLm3Z0PIMtTsezWWKmmY4v/vp1bJs1ZqLQe+HE6X3oZfI0Acw1bZsDxpu2TQFvBb4BmAY+ALwb+L/bPfG+AxkqlUrbF9534HAXxe0/lbu34lrubiU1btrR8Qy2OBzPZouZZjo+iWqzx0wUei+cOLwPvUye5oCxpm3jwNWmbYvAb+SymacB8oXizwN/tdITnz5RpFxaWrbdeB77Dhzm9InHsb7fbbl7TuXurbiWe62SFjft6HgGW5yOZ7PETDMdX/z1qzZ/s8ZMFHovnDi9D71Mno7gWpQAyBeKKeAW4GjTfk/gZtkLpQCz0hNb31/xjV7t/kGlcvdWXMvdraTGTTs6nsEWh+PZbDHTTMcnUW32mIlC74UTh/ehl8lTAdiZLxTfAnwQeDtwEni0ab8/BL4nXyj+OXAR+K/Ah3pYThERERERkWV61o6by2bmgTfgZs+7AHwl8KZcNmPzheJj+ULxW4Nd3wP8Pi7ZOgWcA368m9e03ljDvyKyOsWNSDSKGZFoFDMSZz1dJDeXzTwIvKTF9jvq/vZxU5OvaXpyO3UY9twD/sPYg/fDCw9iph9fy1OKJJ7iRiQaxYxINIoZibvBnw+wCzY9ht17L5hgqJQx2L33YlOq4RBpR3EjEo1iRiQaxYzEgTUpbLr9dzKRyRMjO8A0HZrxYHRHf8ojEgeKG5FoFDMi0ShmZIBZ42GHJmF4G3hDbffrabe9nlm4CNZvqNnA+m67iLSmuBGJRjEjEo1iRgaQxUB6HFLDrDLBN5DQlidTmYfZ0zAy5TaMTMHV0267iLSkuBGJRjEjEo1iRgaJxXUlZWQ7pEboJHGChCZPNj0G225p3Lj9FvWpFVmB4kYkGsWMSDSKGRkEFrCp0SBpGqPTpCmUzORp/FoYmmzcODSJnbi2PwUSiQHFjUg0ihmRaBQz0m82NQLD2103vS7ToGSOeRIREREREQGsN+QSJpNa83MlMnkys2ewlSVIBzNleGkoL2Fmz/S3YCIDTHEjEo1iRiQaxYz0mvXSQdK0filPIpMnDOAvgR/0YfTL7raItKe4EYlGMSMSjWJGesSalEuaVphyvFuJHPPEyA6oLMLitLu9OO1uax0BkfYUNyLRKGZEolHMyAbrdK2mtUhmy1O4jgDW3bYW0DoCIitS3IhEo5gRiUYxIxvErdU0FmnK8W4lsuXJVOYxZx8IghKwFnP281pHQGQFihuRaBQzItEoZmS9Na7VNMpGJ06Q1JYnwEw/DldOwoGDmOMfgfJsv4skMvAUNyLRKGZEolHMyHqw4JKl9Ci9bgtKbPIEYPz56r+2z2URiQvFjUg0ihmRaBQzshbWG3Zd9NZh2vFuJLLbXsh6Yw3/isjqFDci0ShmRKJRzEg3rDeEHd7mFlruU+IECU6e7NRh7MH73d8H78dOHe5ziUQGn+JGJBrFjEg0ihmJypo0dmgLDG3pa9IUSmTyZNNj2L33ggkGjRmD3XsvNqUaDpF2FDci0ShmRKJRzEgU1qRc0jS8dcOmHe9GIpMnRnaA8WrZqUm521pHQKQ9xY1INIoZkWgUM9IBazxsemJD12pai0gTRuQLxS3AtwGHgJ8DXgo8lstmnl7/oq3BwkXXtJcegivA2E4ol7SOgMhKFDci0ShmRKJRzMgqbGo8SJg2fsrxbnXc8pQvFG8DjgI/AHw3sBX4VuDhfKF438YUrzs2HU5dWCc9ik2Ntn6AiChuRCJSzIhEo5iRVix1k4f0YJHbtYrSbe/XgQ/lsplDwGKw7VuBPwb+x3oXbE223OhWsPbL7rZfdre33tjfcokMMsWNSDSKGZFoFDNSxwI2NeIWuG1OqgdYlOTpZcBv1W/IZTMW+O/A3etZqDWbORltu4gobkSiUsyIRKOYkYD1ht2YpvQEcZuCIUpp54HdLbbfCsysT3HWh7c0Decfatx47l/ddhFpSXEjEo1iRiQaxYy4tZq29n2tprWIkjz9IfDeuvFNu/OFYg74beCD616yNTJXT8NCEIwL05jZ5/pbIJEYUNyIRKOYEYlGMbM5VacdH9oCJtJ8dQMnSvL0U8DHgQIwAfwT8GfAx4CfXP+ida+6jgA23KJ1BERWobgRiUYxIxKNYmbzscbDDk0O7LTj3eg49ctlM2XgHflC8WeBg8Fjj+eymaudPke+UHwp8D7gNuAh4M25bObYCvu/HzC5bObbOn0NoLaOgPVr28J1BGZPR3oqkU1DcSMSjWJGJBrFzKZhMZAeD2bPixdr0rDt5rb3d5w85QvFSeC9wJFcNvNLwban84Xi/wG+L5fNzK3y+FHgo8BPAH8CvAP4MG0mm8gXil8PfAtuNr9oFi66wKxbwRrrax0BkZUobkSiUcyIRKOYSTyXNI3FYsrxehZgfC9MHYJtB1dM+qJ023sv8CXA39Vtewsu+elkqvIsMJPLZt6fy2ZKwC8AN+YLxbuad8wXiruAXwb+IEL5qkxl3tVgjEy5DSNTcPW02y4iLSluRKJRzIhEo5hJLjft+Kibdjw1SlwSJ5uewO5+Mdz67+Hg/bDjMFgL5x9u+5goI7a+BviKXDZTfbZcNlPIF4rfAfw18D2rPP4QcKTusZV8oXg82P5I076/BbwL2A/cslrBjOdhvFoeaFNjmPFrMPPn3f3z52HiGkhPYPzBD9DwWOqPKQ5U7nhJWty0k7TPV8fTP5slZprF6TPqRtKPD/p3bJs1ZqKI+/fPAngjmNSo64LZJRO0Rob/biRrUrDlJuzU7TB5fa0r6czTmEtH4cpJjL8EfFfLx0dJngzQrg2rkw6NE0Bz1745YLx+Q75Q/CZgSy6b+f18ofgznRRs34EMlUqlcaNfyxj3+0FuduBgJ083MPYdONzvInRF5Y6HpMZNO0n7fHU8vbfZYqZZHD6jtUj68fXDZo+ZKPT9c66//roNeV4LLKW2cXVoP3ND+/C9YQCGKleYWDrFROlZ0nYRtgHbrl3xuaIkT38B/Ga+UHxzLpt5DCBfKB4GfgPX8rSaOaB5OpVxoDrhRL5Q3Au8E3h1hHJx+kSRcmmpett6Y9jbvwWTHmH/3Kc5Nf5vsOVFzNE/ikXNhvE89h04zOkTj2N9f/UHDAiVO16SFjftJO3z1fH0z2aJmWZx+oy6kfTjg/61amzWmIkijt8/6w25rnnrOOW4MYbrr7+OZ599Dmvt6g/okE2PwbbbXCvT6A63sbIIFx7DXDpKef4FZmixYK0tt33OKEf9Q7gJH76YLxQXgm0jwN8C39fB448Abw1v5AvFFK5L3tG6fV4HXBO8BsAo4OULxbty2cyysVEh6/sNXzjr+dihrRD8WNjUGNaMuCa5mHwxYflxxYXKHQ9JjZt2kvb56nh6b7PFTLM4fEZrkfTj64fNHjNRxOH7Z03KzaAXTjm+jklO9TWsXXPyZI0HW250kz9suSHolmfhyjMwfRRmTmBsrUW05autUIYoU5VPA68OWpsOA0vAE7ls5sjKj6wqADvzheJbcIvqvh04CTxa9xofAD4Q3g667d0SdapyO3kjpIYbs8bUMHbLjZhLnRZXZHNR3IhEo5gRiUYxE0/WeEHSNNzvoqzIju50CdP2W92MfwCLl1zCdOkopjS7Lq+zYvIUJEpHctmMH/wdejz41wu357KZx5c9QZ1cNjOfLxTfgFvn6T3Aw8CbctmMzReKjwHvzGUzH+z2QBqM7mT5LB8m2C4iLSluRKJRzIhEo5iJlTis1WRToy5Zmrodxna7jZUluFiE6SMw9/y6z/u3WsvTo7hudC8Ef1vct76+LSu8nVrtxXLZzIPAS1psv6PN/j+z2nO2ZNs0e/qV1ttFRHEjEpViRiQaxUwsDPpaTRbjuuNNHXLd87wgBbn6rGtluvwUZoUxS2u1WvJ0ADgX/H0LEI9v90ibGozRXb0th0icKG5EolHMiESjmBloFtxEEOkxBjJpGpkKuuXdBkPBZN1LMy5hmj6KKV3pSTlWTJ5y2czJupv/H/Afc9lM85pMg6ey0Gb75pzJRaQjihuRaBQzItEoZgaSS5pGIDW2prWaNoL1hmvd8sb3uo1+KUiYjsDscz1P86LMtnctsLhRBVlXs88C97bYfrrnRRGJDcWNSDSKGZFoFDMDx3rDrqXJrDr6pmcsBib3uVamrQfAC9KV2TMuYbp8HOOX+la+KMnT7wB/kS8Ufwc4ATRUE+SymU7WeuqNubMsn3jQBttFpCXFjUg0ihmRaBQzA8N6aTcZxDqu1bRWJW8Cf8+9rlve8KTbuHQVLgXd8pYu97eAgSjv2E8F/76rxX0dTRjRMxPX0HI2l/FrYGm6HyUSGXyKG5FoFDMi0Shm+m7ZWk19Zr0h2HYLduoQz01cA1sAvwyXjrlWpqunMa1XYuqbKOs8DVYnyJVMXNd++6Vib8sim5pNjbkVrRcuYga9T7fiRiQaxYxINIqZvhmktZoswMQ+N45p283VRG64PE3p7CPYS09i/KW+lnElkdrq8oViCngtcCdu5r2HgE/lspnBSglTY623p9tsF9kAduowdu+9wcrWPpx9ADO94nJo/aW4EYlGMSMSjWKm52prNQ3T7xn07NAWN45p6jYY3uo2lmbhwqOYS0e5ds8Ep6ZPgx2stKJZx8lTvlC8Gfgb4EbgJK6b3n7gi/lC8Q25bGZwOqyW5tpsv9rbcsimZdNjtcQJwHju9syJwW2BqrSp5Sm3mR1JZLNTzIhEo5jpGQvBWk2j9DNpsiYN2w66VqbJfW6jX4HLx123vCunMFiMMcBE38oZRZSWp/cBTwGvzGUzLwDkC8VrgT8EfhN40/oXr0ujU222awVr6ZGRHcun+zSe68I3qLMKje9pvX3imt6WQyQuFDMi0ShmNlxtraZRoD8jbizA+LVBt7yDQasXMH/OJUyXjmEq8ZjAu5UoydPLgXvDxAkgl82cyReKPwL8w7qXbC3KbT6Qkmo2pEcWLrquevUJlPXd9kG1eMUN1Gy2MNPzoojEgmJGJBrFzIayfV6ryQ5NwPbbXdI0st1tLM/D+Ydh+ghmkK+BIoiSPJ0ADgPNgzauB55btxKth4m9rbdPqmZDesNU5uHsAw1jnszZzw9ulz2A8TYrvE/s7m05ROJCMSMSjWJmQ1hvKJh2vPcTX1uTcmsxTR2CyevBGLAVmDkRdMt7BmP9npdrI0VJnt4N/Fa+ULwN+CxQBu4BfhL4nXyh+NXhjn1f82lhprYKcb35wZgfXjYHM/24+/GIy2x7ihuRaBQzItEoZtZVv9ZqsgBje10L0/ZbIDXi7li44BKm6WODf82zBlHe7d8N/v35Fvf9VN3f/V/zqV0L05Zre1sO2fRMZX5wxzg1U9yIRKOYEYlGMbMu+rVWk02PuwVspw7V5hcoL8D5L7qkaeF8n+fz641krvNk2xTVboaPdDDEan0jcRQ3ItEoZkSiUcysST/WarLGgy03wY5DMLm/tvzKlZNw8QhceTpx3fJW09t2vl4pz8FIi+kOy22mMJd1Zbcfwu6J0fpG4ihuRKJRzIhEo5jpiluraSzoHrfxiaYFGN3lEqZttwYz9wEL08FseU9gNvFnlszk6dKR1oMPLx3tfVk2Ibv7nnitbyTO5Sdbx83l470vi0gcKGZEolHMRNLrtZpsagy23+q65Y0Fy/tUFuHCYzB9FObPbopueatJZvLktTksr79DsTYN0xRag76+kThDk9G2i2x2ihmRaBQzHenlWk0WD7bc4BKmrTe4GfushSunXMI08xTGVja0DHGTzORp2y3ttz/3yV6WZHOytrGCZNDXNxJnos2A3XbbRTY7xYxINIqZVVlvOJhBb4OTppEdrlve9ttc6xbA4uVat7zS1Q19/ThLZvJUatMPszTb23JsUubcgw1jngZ+fSNxSrNAizU4Sld6XhSRWFDMiESjmGnLekPY9Oi6r9VkUyNuwdrFS25DtVte0H2yUoKLRdfKNHdG3fI6kMzkKVzVeNn2qd6WYwD1YhY8c+kI5nKM1jcSR3EjEo1iRiSaTRAzUa+zbLhGU3rS9dxZz7JsuwV23uUmmkiPQmq41qJ19TnXyjRzHOOX1/V1ky6ZyVNqNNr2TcJOHXaTN/RgFrxYrW8kjuJGJBrFjEg0CY+ZKNdZ4VpNJrUx047b8T1wzctd0hSO+fcrcP5f4eLjmKWZDXndzSCZyVPbCSN6u5jYILHpsVpAg2bBk+UUNyLRKGZEoklwzHR6nWWNB6lw2vF1LoM3DNtvcd3yxvcGG61byLY8D37JlUeJ05okM3nyl9wXc9n2xd6XZVCM7Fg++FCz4Ek9vwSpFn2t/VLvyyISB4oZkWgqba7PKgm4PlvlOmuj1mqyGJjcF8yWd6CWoM6dde91ZZFg/j6XSIVjn6SOBVtxLXO2DH7Z3W4jmclTu8F2JpmH25GFi64JuT6wNQue1Gs3s88Gz/gjEluKGZFo2i0Z065FKk7aXGfZhYsuiUmv71pNdnirS5i23w7DwVTvpatw/gmYPoJZulwb82SMS5wuPIxJQqK6JmGiVG74N8onk4Bvawttk6fNu86TqczD2Qca+uJqFjxpoLgRiUYxIxJNgmOm1XUW576ASY8QrtVUP/NdN0mM9YZg20GXNIXTu/tluHTMzZZ39VkMtUknzOUnsVdPrek1480uT5LWYc2qniZP+ULxpcD7gNuAh4A357KZY037jAG/Bnx9UL6/Br4/l81EaGf0gVaB6HdV7qQw04/DjGbBk3YUNyLRKGZEokl2zITXWXZ8L5TnMX6JauLU1ApkLzyCufzkqs9pASaucwnTtptr48PmzrqE6dIxjL/UvkyVRbdv4jUnSmWM3ZjvVc+Sp3yhOAp8FPgJ4E+AdwAfBu5u2vVngANABqgA7wd+BXhrxy/WbqrHdZ4CMo4GcRa8XkyfLh1Q3IhEo5gRiSbhMWO9IUgNLZuQwaZHaokTuH933oW9eqpt4mOHtsDU7e6/4a1uY2kOLjzmuuUtTm/koQw4v258UmVDE6VWetnylAVmctnM+wHyheIvAD+ULxTvymUzj9TtNwr8XC6bmQ72+z3gXZFeqd0b2MM3VjrTy+nTZRWKG5FoFDMi0dgy0GJqbhvvdYasSbvJINrNGji8vZY4hYxx3enmX2h8nm03u4Rp8nq30a/A5afcmkxXTmES0krXOX/ZRA69TJRa6WXydAg4Et7IZTOVfKF4PNj+SN32H2h6XA744kpPbDwP49UG6JnSHKRTGOtmPAr/ZWm2Yb9BFZYxDmWtF7XcNjUGe+5xPwRhIOy5B66cxPi9a4GK6/u9VsvjZr5N3MzF+r1J2ueb9OOx3hiMTsHCdE9/BzqxWWKmWdK+c82SfnzQv2NbHjMLkB5qETPzsXz/rUlBagyz2lTrS5fdLJz1CZS1brsxLKR2YPfdAlsPuoVsAebPYy4F3fIqC26bqf4vcUzw3hhbhkoZcMlS/RgutwN9n5Snl8nTBDDXtG0OGG/3gHyh+APAG4H7VnrifQcyVCp1A8DK/whXajf3X/372o2Dd3Zc4H7bd+Bwv4vQlUjl9h9evu3AwfUrTARxfb+7tTxu/iERcdNO0j7f5B/Pjr6UYyWbLWaaJe071yzpx9cPSb0+60rlCw03y2aU2QP3cXVoP2dTbrY8z19kYvEpJpdOMezPuCvk8Z19KGz/XH/Djf0uwqp6mTzNAc2T+48DV5t3zBeKBvhl4P8CXpvLZp5Y6YlPnyhSLtX6jPov+kFIudrA/Vf/nlOTr8GaIahU8L747jUfyEYznse+A4c5feJxrN9906Tdfgi7+57q4ERz7kHMpSOrP7BLUcttvTHswfuX1cSY4x/pecvTerzfcZO0uGknaZ/voBzPerUQhcfz7MkT+Ae+vu+/ByvZLDHTbFC+cxsl6ccH/Wt5SlrMWEywwO0w3bQA+enxYKa8fW4SCGPA+oyVnmfxzCPYK08za31m17/o/WUrtXWUcOOUmluU4hSHvUyejlA36UO+UEwBtwBH63fKF4pp4APAi4D7ctnM06s9sfX9hjfamqGGaS+tGQpZlTPJAAAgAElEQVS2eQP/gdRrPq5Ij02PYffUr3QNds+9mMsnNnxSho7L7c/CCw82Tp/+wuehPNvcSNsTa3m/4yipcdNO0j7ffh5P81hFsw5jFe3wNjfYup7BjQmYHYxLic0WM82SFkPNkn58/ZCUmLHQuFaTrW7t7LFje4I1mW4JFsnFrQs1fQRz+Rh7rt3BqZnTbha+jTiAXqomSuXqOKVWaWa744xDHPYyeSoAO/OF4luADwJvB04Cjzbt94vAYeDLo01PLg1WWel6UGj6dJF4semxWuIE7qJn770ws8aKmYVpLeQtIgPFJU2jQdIUrfXOpsfcArZTt7trHIDKIlx41E3+MH/OJVKj29e72L2zbLHZ1olS0vQsecplM/P5QvENuHWe3gM8DLwpl83YfKH4GPBO3NTl3x885Nl8oRg+/HQum7m9V2VNhDYrXQ/ihcggTp8uIm1sUMWM8ecxWshbRAaE9YaxI1Put63DBWat8WDLTS5h2nJDbSbhK8+4hGnm6eoirdV1n6hA+UHs1pvh8vGNPaiu2Vq3u/pZ7/pdrD7p6SK5uWzmQeAlLbbfUXdzpHclSq5WK13rQkRE1mwDK2bUEi0i/Wa9IUiPYbcf6nhRWzu6yyVM2291U5YDLF5yCdP0E5hyY9fjhnWfwv5rO+7AXn22oyRtYylRWk1PkyfZWM2LzepCRETW20ZXzKglWkT6oX6tphUXtQ2SG5sahe23uaRpbJfbr7IEFx93SdPc2fYJx0rrPs2d3ZDja8226HqnRGk1Sp4GmPXGsGPbO0p82i02m4QLkeakUET6SxUzIpIENjWGHdsF5QWMrWBTIy6B8YbbJDdTLmmauh223lib/GL2OZc0XT7h1ilazeIlt85T87pPixs51N8uT5JsZfWHyTJKngaYPXi/az6uS4Za7rdRA7h7qF2C1C4pFEmCOFcMJKFiRkQ2L3/qDrjmpS4BshY7fxbG9tYSmtSwa0kCt096FG78qlq3vNKcuy6pLADuOTpKnABTWcReeCQY8xS4+Og6dtlrTpTKGDvYM9jFiZKnAWRTQWBWm4tXSYaWDeA2kBrBTlyLmXlqw8sbVfMFY7sEKQlJoUg7610xEOdETESkVywGOzoF19zXcH3B1CFYuuxagNzG2vTkqWAZBb8UTPzwFOy6Z8Vufasxl5/EXj3lZtvbOYSZOdHlNOV+3fikihKlHlDyNIhGppZvW2k2q/oB3KlRGJpw2/e9GpsaHaiWGn/n3bD33uo6APbcQ7D77pYJUlymWxeJar0rBtRCKyLSWlixZBcuurE86dGghanu+sILut+ZlNueHnXTiIfJ0dxZuPgYXH4K45ew43UtVCFjYGwP1l/qeHY+U1nEzL0AO/d1eDT+8okclCj1nJKnAbCsxnhhGtjRtFP72axqA7jvqyVOJTezSz9bavzhKdcneOYk3tI0/q67Yf/rajuUZl0iRaWupodagtQwq5cBLw2V0kBOty4CEVp/1rFiQC20IiKt1SqWXHJkL3zRzZjXPObI4vYZ2VYbx2R9WJpz3fIs4Fcwfsnd12rMUmoY9tzrFvdeZXa+zgrvt1hsNvZL6CaCkqc+a1Vj7F0+EtwZBKZJwQsrz2Zlph/HVhZccmLLtWSkDy01dvw6/B0vgp13Vrf5l0/A2M76ErtEb2HaJUWGWqLkl2oXn2cfwO57FQxNuoeVrsLWAzDAteoWggtZL/j8guTPeHV/Gyye+7GVRGhuVV2x9Wc9p/sOEzFjwKRd/KMWWhHZ3FzF0kvdNUaormudvfg47LnHjWEKu+VZ6xayLc2765LqmKfGbnkNY5bqE6jwzy668eEvuQriIGFSojS4lDz1UbsaY3vlpLt94RHY+1IXSLtfjPVLK3bFMbNnsJXFugsyl3jZ0lxPpp202w+5f/e/FsavdReDEPQlvtU1NYcXeaHhrS5ZGhqvJZBLM7UE6coJqNwX1MC4pLDXteq1ZKhdIuRhvRSkxoOm/rCPdNDs3/Lv4HbYVUBirVWrarvvabV1qr7L6lqm+1646L5LYQUDuEqGPrTQatyViAwC6w1hJ/Y3Jk7grj+23+q63W29uXb/3Aswfx5G98DQsEuivJS731Zqldl1U4lXxyyFs/PtvXf5a7WaejysYAtblLDAPrcWlK8ueHGg5KmHll1YtO26E4x52nmXC65g+2pJQ8P6K+lx17JTmoWbvw4bTsLQwcVNNxdANj0Gu+8B/2F3IRcei2tSCm6HyUfdYMz0KPjpWuJkfagsNY57ApdgNbxHjbXqUcpsw9cOE6AggbGpMXyPYNzYWJAEBf+FCU96pDH5qSZDEVqQbAXKC25ganmh88fJQLLpMVfJUV3s0LrYqyxWv6fVPvfj18HuF9dOnucewiycW1s8DsiCHOsx7qoWm4Zqy201Vuv+FhFpoX6tJkpXgqTHcy1L3pA7X1/3SrdzaRbOPwKXjkJlHm6+3107AaQ91+vHD5Kb8rw7Xy9eqk1nHo5rmjvrtrWaenzhomtRauh618h4+k2LGyVPPdLqwoKZE2267gRjnpYNRly9K46Zfhw7ewZu/UZYDGqeUyPYa+7DesMNNd2tLm46uQBqeTE3UlfeyiKNV3R129PjLLvaq5/txvqupse3HY978qcOuxof47mWqRcexFx+Auul3eulx4MEKEyGRhuSIZsa5fToJP4drw0GiEb4Iassuh/Vxeng7wXXP7qyUPu7vACVOdcNoDIPlSXXHG8t7nLxjZ2/ngwcu+se14JqUrXup9avtvraa1/hFlJMj7n9rA9Yd+LefTcc+9P2iVOreAy79YZGdrjvXmUpiJ3gZN/DbnsrtaKbymJT99WmxMjz3HCC0d3uN8obcZURqWFXm1v9t267iEgda1LuXO+57nc2NQKjO13CMn5t7bfJ+nD5BMw9B9NPYCquAtNO7q8lTtRV9Ib1v+lxl2hN7q911bMWe7EISxfdGKjzD8Guu9zjrQ9nP4c338sFb6VXlDz1QLsLCzNzAhO2FNV33fGDCylrG/OMDsdEmKFxrF9unHkPXG1LebauDPdhKwuY2TNuyvCW5bwPa4ZgeAKWrrofo603u1oca7FnP4934SHXNdCka+VuroEBdwHUssDNiZarwbeLlzG2BC98wZV9KEi8KovYAzns/DmXCG2/vdaKZAzc9NVYvqr6I9qJsq24JGhhennyU/17vpYAleahMhfMchMmQn4tIbJW/ZU3AZsec4kR1JL8MNG5cgpu/oZgrF998pACbJBIsax1qjqF/2rdekP1FQxhC23E8VNt11lzL9yi5aeWBFljYGJ/0OLclBztexW2vFBLfMJkqO5vmxrhGW8Ytg1IE5pIDG3WLrPWeK5iNOjxYgH2fBnsuNNdH4TXF35wjre+mxRieBK23oq9+qxLpOqvT+qvScpLkB52T7zzDvf7F46DSo3AdS93FdV+BXP2AXjijzfl57DZKHnqATt+rQuyFhM5mOnHXQtUfbAFTbjm3IPYPU2JVSfBGF401SdOJugiV54DrPuxGZqAG16PtRXs+UddlzSTdvd7aff38BY48IZ2RwY3vh5/2y3uxyg9AmVgeNvyxCk8ZjelTfMdtT+9lOu2aH24423BD2NTa1BqCIZvge23tChSkLyUFqB8AcqLQfITJD3l4O/wdmkO4y9ww40HOHXiKLZSoT4J0uXc5rIsgUmNYbfc5E60l57EW5qu7mcnroXRXe67Xppz+4QqS7DtJhdDXpq23/nhSWxpDlq1TC9dXrlbb7ipvrtum9+KdkmQxcDUHbDnxUFSZ7AzJ2DhQpDkjARj85qTnqZkqF1r7e4Xr/Bmuy66VBYZYoHSwmz1ths4vbT8dvgvL2v/vLKprTWJiGMSshmXKrCYoEeJq7SxQ5Mwdbtbq2l4a7CTrV1zYYNkKuW6TANgYHwX+HcG1wSl4DooHHKAu10/FXh6vNbdfihoqTJpMLZWKa6JehJPydMGs1OHYe99tWAuzQbTXtZqhk1lvmX3GnPpCObyicg/5KYyj730BFzzslrCUpoPuqxNuAQlPQoEgxktcP2r67rHhS1Hq3VfC2rRp1zNu7VlZvybseEPyrLdmyaLaPec1X1TrqVsacb9YFm/rjXJuh8wvxQMsAy6SoX/HvswpjLbUfIT9jc2fqnxR1ISrf4iCcBe8wr3Xa4sgvWxSzOw9YbaGL7rX4M/+7ybjGFinzupQq0lqeGEOwqMBq+0yrdwfK9bZiA15LrcheMbn/pYy269duEysAPfSwf9+0dct9HnP+dahisl7PA27HWvqiU/LROg4dbdVBtmxWz35tlaIlO66v72htykFda6cs8+B3NnakmQv1hLhoKEyAQVFNfdeBOnTp7A+kFLbn231mr3Vhr/Fmmy1iTCbj/UUGG5EUnIeidnm22pAgvVSZmsGYJtB1zCNLEv6Ernu+uCcLrx6jVFiupvR/1vNQSVy2PumiLsTVJ/LWJ9d+3mBy1OzZNQ2NrYdM1yujkoedpAtR81XOANTQQDyRc6bkVqTqyaL/ia/7alOVcznZ6sdSHCuBYkaKwdd69Q+w1pmKVvlQu+li1LQ0yP3bF8e/0aTtWLH1O7XVl0F43p4GJz6Yq70AJ45hOYhYvYW7/JXeiFSSi4izYsTD/hWqEaat1nVy6/bDp2/Drs/AVXuVB/kRW2wtafEK2FiWsan8CkYLJpIcPm5KZ+31ULVHGP33EnjO2qbfeDqWr3vcrVhI7vqVU8lBewmf/IqaFR7F1f3f1sjeEYqcqSu2gIk5TwwmHmhPtdCROdyqKLyfJCNREy1ViuJTjWGw0GUl/ElOeX3d/qV6VaeaGZpmQN1iOJsHu+rNZLhKCb7OwZzNB422Qn0mRFG9FCtEkWk3dJ0yg2PerGME0dgm0Ha5VbS1eD64kSjG2ndaVVu+uacGCT764/wpvWh9HtbuKJylL1N5hKufZUpdnaNU63y01I7Ch52kj166/YiqsdNik4/UnMzFPLdq/+CC9eavl0jRd8wfgCW6mrUQmTpE5aeOpE2dfaxn8b7quwc+ERLoy+KOj+13hftfamsuhqqS1gS67sxtRq8sPaHetj6td7uua+2vOVZt3jrI859yCcezB2XS1k7aqz2JXmll3gVO8b2wVY7P6vwHoj2Bf+tdZ3fXhr3SDhOp3GxFpmfguTtR23N24P1xvZ2aIiIjUSTDhScd36ql3ZwmSolty4LquLdX8vVBOgcMISmxqFg29sPF7rwzN/i9dFHJnKIpQuR36cyJqtkkR0lOSM7gATxF+w0Dy3fCM2OM/asw/gXXiounuUZGjDWojWc824AWW9YezoLtiRcWOcw67LlSXXZdoGY7wrJRjZyqqt/a0mrbK+6+6fHmkc8lAOflvDMeSlWTAWLj3h7tv9YsJrsa6Xm5DYUfK0kdqsv2Jmz1RvVsdObLnBTcSA6/7mVx7FH93rdkqPuR+Oa+6jOm4h7HZXr5skqPnvNTD4TJZOc3H0zqaONRYuHYfLT9Zm+wta38C4Ewhe0JIU7N80biMcG2Z33+MG6AezmjX8WCWolk0atbrwqV64BNPy2/KCO7Gd/ZybtW3vve47MjIJs38PI1Puwmh/1p30rG2dOHUiSqw1HEhdZFRKrrxhLHvBeEOAy0+5dc4q4Zi9hWoLkGfg+psPceqpx4Mxet2PzTP+Evbs51ccLyXSTi/GB3X8GiskEaslOTY11vRkxvXSsNZdnA9tc5tveB0+uEmSoiZDG9RC1MmYx7jyU6Ow4zDsuAMmr699fjNPu27BO++GVBpMMO4ywiRRy5QX4Ny/wLUvbyrEEjz913AgFySkwW/0zhcFMwtXXA+A5x/ETBe7f32JFSVPG8m0uOENYXe+CLyUmxpz8oagprnx8ueU2Q/bOnydlVqDeqqu6drUlal0BYYnMZeOuvUUmk+EdRNmAG1PlKYyj3n+s1i1MiXKahdH7sInGBNUKbnPf/55uPbL3UlreKtLZoYnYWgce9PXUJ02HPetPD35aqwXDu41MNzFSXa1CodlM0w27W8rLlkqL8Clo5hzX3B33fpNtRZqkwa/hHn6L9uv5xZ2c6v2zV+blpPWiKxivbugtZysZc89jbNZrvAa7ZIIDKsnOSNBS0ZpLqhkCZMcP0ii6rqTXnMv9tLR6MnQBrYQJSmGLWAnrnctOttvq3XnX7gI00ddi8+eLwuWJ1nLIvPBb2c4bvPYh9xMxa2WfZi4pjauCQATjO8MxlfZMuy+G3vpaKzfe+mckqcOhf1tq4um1q0bZOu3pcdr6wkNjS+vCUkNwQ2va33JUzcrzEj5Ioup7cCAL55WPakEF4cAZ//Z1RZB8MNiqycVM3t62Yll2YQZq9TCtZtgQwabxQSTFIxWJzGw2251MyQFJ0E7d9ZNEhJOcpAeh7HdtZOkMTD5Ne1fpE03uopX18K0EZUM1rUAcfUFmLw2LIyLD1txMXH+4dZjJ8ILPjw3lqgPtcaKKYkiaqvLShUkNjW2rEeBnT3tpr8PJy8pL0B5bvWF4lskEXZiX105gwoKW25McsK1Ff3FIGbrxuZ6KZonLbFTt8PMyejJ0OUnG5LB9Yz1JMSwv/dlbp2kcAxoZREuPAbTR1yFmRmC3V/muu+thbVAJfiIPXj+c3hL09hwMq/mZR9mTsKuu2ufddjluj6hSuA4M2lvUyZP1RWoV0yExpvuG402vqGyGHTJCWaJM6aWSFUHZpuWA76NLXPN7D/yzJbXu6m6B4mtwOKMO4bLT8KVp9yJZ3TKnfj2TGJeeBC79eZE98HebFzlwUjTf6MNf9tW96VHGx+zmpEWza2tWnyqY/06KXyJG658IoinNXTraPv8FVi8HEx6MlLrihcW+9kC3rl/cX8HU53XS1KtcdLZ1DC2VIrtGm7r0c3OH55y3a+9oVqFGSy7eKyOORzdDXu+1O3vl+D5z1Vbj+zUYew1L3OzRBpgKZiNdtfdrsdCOOnR8KSLqdKse86Fi+5fv+JaBWZOuovfVscXtvgE3Xur78Xo7uqU0tW1Fau/KTYY82TcGJrqfAIlNyHK7ntcGWdPB7O8rdxdrrGVDrj0BObcg5s+1m11vk0glYL9r3G/8VeegYuPufcpnFBqKuO+K2O7WH1M08qviq24WXyx4JcxC+eBFbpALk1j67dXSq61quHcpGuczSQRyZMdnsIO1yVEQdcZa1KcG7vHJUsAqRT+i38s2gr1fsnN/z9/rrY+ULBGkKm/XZ7D7v5SNwMMAMY1L8+dc1OVj26jGvDGREvE+sK64woveC1QvupObC88iJluap5emnbdifbcifHnWy/+u8lPFIPGTt2OtUOuBSg1Ul1fzJo0z0+8vCFu7D3/ubtxPn7FVSSU59xEKOGkIeVZdzE1uZ9lCwxfOubi7eqzLik/+EaWTS0b4eTZ/Wm2flbIoAKk+dlsMDuTv+SWAQi7mFgbjFWaw8ydYTVJqDXeDOxd34/1jVuE3C+5Cz5axIzn4d/wVe574ZcxlaVgWYVSsK0UTOxRqv1XCe6zlQ1ZX249utn5+7Kw60uDY0y7c8TSTHBOS7mJWwB/593VMYeNU99b7P7XYkd2wPg1MHGtS2jC8+HIVigH52ebakxmjAdDk9jJG2H/69x6gkPj1ZYi/+qztTXH6o7PVOax5x9yjwmVZlt3szr+53DwTbWWZIDF4GLb+i5xCicrMp5LnJ762Mqz8S1rpcPNDnvuwUjvfdJYk+LZLa9rrFR+7tNw7mG80kzjvukx7L5Xufe/6+hoWu7ADyarakp62lVmNW9n6wFd42xiyUie7ngr1m8VUCnmhq8LdgoCp3QF5ucbEiFTqSVAyxIkv9zieZfzR6bqEqfA7i9102cOT66xb24vWXfBe+GLbt2Yg98Q1DCWqy1myxKnFlSbPvjsTV/bJm4Mi+mdjbVq82eDJCiYwCCYvMDU/V2d3KD+b7/sKm3rL9zSE3D1tKtZvPnrXOurGXIXPumx2sKqpXlYvIA7WbaYHWkjhbNjDk2AN1JLHMtzbrDy4nSQ/N1Qq5Wur4UH1/q2NKvayCS58gww5D57b8h9xgDGczETMgb23FO9GamdyvrYIOmqJlRh0lUpNSZhlRLGL7nn94Zh8VIw5ftSQ0JmvRTsfZkbXF+/lliLLnArtk7t/JJa7FUnXAkmOynPwa3/Dr80B5N1593mc9/QJOz7N20OPlhvB4IKx7rtJgVU4LpXuNcaGq9tNxa23uR6RVTmqsdnZ8+4ChhvyPWQ8FK1cSwtulmZyiL24uONkxKdLsDM066r3u57aPg0jYcZGl95UdRNMpX4amx6DLvjRa7CwRggha129/egUsF77jONjwkn1Bq/NlimpIvEyfruum9oIqgPM42z9bZIetquvVm/Xdc4m1oikiemj8CiS3xMeQ677ytcLbotc93sZ3hu4hXu4qxSwXv0fRtThi03Nm0wte4G/WQrta4C1YU8qdV8WltrrSvPBVMblzCnP+lq7J7/XNe1K6pNH2zm9Kcwi3PVhMfe/I3uxGZL7L/yd5za8tpa3Dz++x0/b+3iq4KhXFfzmnInsPSYW7to14uBiptef1nLkudqoUe2tnoFujqJdnwAFTj1f2DxIux7dVCrPuResryEeeYTy6dDT424faFxmlsNIE4U78kP4ZWWqrf9u3/CxYy/tCxmzLH3u4TGG3JjXb2h6m1b3TZcl4iFt+seMzQO3rYVKwuaE7MVE7W6cbVgsXe8za0NaIxLKrwh16ITTmXvl1wFxugurpaPYb308mQoTHbCi9vR+iRyxbczOpPCTeLQ/LsQvNDwhKscJUjsDn1bQ4LL0hWgbixLU8WGPXh/rSXk0hOYF+q61k0fxdaPe2nzHMtsgqnEV+JP3Y6/9TBsPVAbphBMoHP9lb/l2S2vbTk8wU4ddq1NQ5PUkueIbMVVYFfm3bi5cBKI0wXXHXCNSY+ucTavRCRP3tN/2XBCs9e9BgCDZcifrVYMb6iZk423w5NGeLLquqU56P6TGmlxArWuZntorJYgmeDF/HLwgzHnTsb1s8dcPg5Xn6lOmd48o1GrKcJVu5I85oV/xtTHTbgd8Kh0FTetugaxdNldyAxvbfwOj2xpU7B2J8nwC76GK7JqZYLPsvXQrO+6IF18HHPxMZcUQXCiD94nQ0ONcfXkmRrDWr+2llI4a14wo54kW6uYMbPPrbj/ShoWQ6/Mu+9TXRJm01tgbIdbVPjalzdOcw9uqvuRHa7LnBc8dlm3VwNDW1okIvXGqhUYF4a/dJVSGzZkMpZlL7NCq7O1tfNcfSVGaGjCVRA2rclTnaq8/vdg2y3wQq1rXbdTgid5KvGO3PS14Bs3LvTCI7DnZZBKYfDxqLR8iKtwu6+2zEs3P/nleXjuM7DzzuA7E3TVsz5m9szmef9lQyQieRoE3tI0/vmH3CBScD/i5bna+Krwom21XwG/XFskd/6C+/f0J2uTMgzvgPFd7jw5cV3QtaDkntdW3MrXSxdheKrW7eDMJ11Xo3ZTgJ/5LPaF9tN/q3ZFOtF2Bq6TH28c19C14NI0nGyl7fM1t0wFF3SnPwPzL9TWVAsXPSwvuCmKFy+6aYq33YzdehOce6jjGuOGC6Q+zpon8ddcAWHCsUkVVyFmpw4H0zQHXWCHJghbiqpjc3a+qPN46yThsRWmFo8yPVKbGbMj3a6H1rIMq5QzjNX0GNVErn5CJmtdInrZrTloS1dcpY6/VJuqvKHsLbr1dVmZuKkrIaePwPNfwFx52o2H2/Oy1R8zsqO2WDgEP+ltehzYSrUrKuWg1XH6KObMP7jeM+EsjZsxcZUNo+RpHXmn/jf+2X+BrTfCzEnMxLW1ZudwYPnsGdhyvTvpWd/N2HLpKcCNMzKjO2p95f0S5oV/wcw85W4vTQNPVV+voXYSlq2RseyHeoUESAmSrFm7vv0T17ixF2tZwBBqF4alq64yYNddtQqJyiJcPeUugrx0rcYynKAC8M49gPV9mHkK+/znXctSac6t7VGegwNfVzs3G8/NKHbuodrCzquceDf1BZKsi9WmAG+4Pz3muryGDGzUKd3gs3XpKS6N3IolQvK00S1R9clZmNR5LVqcQqltcN2Xu/+oa6uzlmeouJnfLIQT2Nj9r3Pr/tRP7BF2ed9Sct0aG8aiLQW3l2rj1SpLbnbGyvzKY6MSqrlnUEcWLrr3ryqoHFiWjFt3Pjj5N7Aw3XLiDv0uy0ZQ8rTOvKVpOB9MR7w0DTMn3IBHqDYVVwdB1m2rmn8erpyEAwcxxz/iZiVrY6X1kZQMSc+169s/cxJ2XQkGeHcgTJK8IaqtSJVFd5L0S5jn/wkzXcR//nOw/VZYmsFcOdlQaWBLc66lFjBzZ+HAwYaXCOPDgIvTiX3L+90bD7NwDo79accnXsWdrMlqkwuE9xvjKuCSqLLUekbccEKW8kJt6RAbTCl+4VG3ALv13WO9YdhyAHZmamOe/BLMPud+R7y6MWhBV8jU8BhlE87WmwbPwOS+dTkkNztjOUi2Sq6lpOXfTQlay9tLDX8bW6mNaW6eUY4NHR26YVxL/ufqxjzhKp+Hw/FPdUf1/OfxGiqY2zyffpdlHfU0ecoXii8F3gfcBjwEvDmXzRxr2scDfhX4D4AP/Foum3lnL8u5nkxlvtZytMK2hvuDNSeMPx/T1URkM1p5jYx/wu5/XetxCEBtuvKgpaiyANaDqyddi+zS5WUJjLc0DS88sLwM9UkRuCn0V7PCoG6deKVnVptcILy/fgbIJFi66sbulmZd16uxXbWxieG432c/5XplGGoJkLXw5Ifcb0Gzy8ewZz7TvqKyjvE89h28k1MnjmNHtrv32V/EhhN4pOr+TdVP6jFM/UQgjZODNP+Xdv+lx2qLrK4DG3Zba0jEav/a8HZlcd1esxfCFqP6z89e9wo3NMIG3/0Lj9TW0BPpoZ4lT/lCcRT4KPATwJ8A7wA+DNzdtDWHPMAAABNESURBVOv3AV8O3A5sA/4uXygWc9nMR3tVVhHpzmprZNgtN8K229zF0cUjbnasubOuy92OOxqnCD7rWpiqNjCB2fSDumUgrPY9rN5/zX19Lmm9oHXY+u6mX4Irz8LCebBllxhtuxUmr3XLYKSGaxNcWN9Vjlz4oltMN+wiuzRDdRxvXWuztaW6hUoXqpUz7axWUblsf38eZmu9PdxSDAvVCfrWKmwLssarzaxYTcjcmnvLW8WC92vFpGzITSqSnnC3E5JYN39+pmloRMukWaQHetnylAVmctnM+wHyheIvAD+ULxTvymUzj9Tt9y3Ar+SymfPA+Xyh+F5cK5SSJ5EYWGmNDHPpCFw60vqBz38We679xCUbTX3jZRCs9j2sVkRc9yrYs9oMeK2sNtW/dS0VtuJm8zMmWFAUN7vr4jSce8St5bR0BfDd+ldBt9yWLTznH2wYh2tTo8sugM3saeylo23H8Xby3gw6965b19Wu4taSXEtiVu2YFy7gbYwbt2WGID3SkIQZLw10MFnDgGsYGiHSJ71Mng4B1aumXDZTyReKx4Ptj7TbDzgKvHWlJzae19A1x8xdgckJjHW/SuG/zM121oWnz8IyxqGs9VTueBnEuDF2EebdFPqs02tG+Xw34vXXW9K+r3E6nl7FzGrfQ2MX4fTf4o9ugy37qSVDQWtOeREqFRger22fPQOnP+W6x3kjkBqrTeYCbgHd2bNQuoSZPeu2jU65gfjGg5sO4B19P1SClpmZulZhgPpeYe3KHB5TeREuPrJs34Z9oOV70O/fiEHSmALXj3mqQGmhcd8+HdsgnmcGTVy/f+stTu9DL5OnCWCuadsc0DyKvHm/Vvs02HcgQ6VSt16A/Sxcqd3cf/XvazcO3tlxgftt34HD/S5CV1TueEhq3LSTtM9Xx9N7gxczRbhSbH93c6vGvt11N8rAs433DwNMBv+FdlT/uv6mA90UMjbi8B2Mm8GLmcGl758Th/ehl8nTHDDWtG0cuLrKfq32aXD6RJFyi6kw7cG3sZ/PcYr7MMd/L3qJ+8R4HvsOHOb0icfd1MoxoXLHS9Lipp2kfb46nv7ZLDHTLE6fUTeSfnzQv9r8zRozUWyG718n4vQ+9DJ5OkJd97t8oZgCbsF1y2ve7zbg4eD27S32aWB9v+UbbY7/Hhy8E3P89wb+g2il3XENOpU7HpIaN+0k7fPV8fTeZouZZnH4jNYi6cfXD5s9ZqLQ98+Jw/vQy+SpAOzMF4pvAT4IvB04CTzatN+fAD+RLxQ/jevC973Aj/SwnCIiIiIiIsv0rB03l83MA28Avge4AHwl8KZcNmPzheJj+ULxW4Nd34NLtB4CPgf8Ti6b+UivyikiIiIiItJKTxfJzWUzDwIvabH9jrq/y8CPBf+JiIiIiIgMhMGfD1BERERERGQA9LTlaaOkh4ZbbjeeRyqVIj00PPCDz+qp3L3V73K/63c/sQ2Y+fFvf73t5esmLW7a0fEMtm6ORzHTWzq++DOe15e42awxE4XeC2cQ34d2MWOs7em5Z12963c/sR94pt/lEFkH23/8219/uRcvpLiRhFDMiETXk7hRzEiCLIuZuLc8PQvcAMz0uyAia9TL77DiRpJAMSMSXa++w4oZSYpl3+FYtzyJiIiIiIj0iiaMEBERERER6YCSJxERERERkQ4oeRIREREREelA3CeMaCtfKL4UeB9wG/AQ8OZcNnOsj+X5CuC/A7cAp4D/nMtmPrZSObu9bwPKfhj4AnBnLpt5MiZlvil4rS8HLgA/lctmPpAvFG8F/hfwYuA48B25bObzwWO6ui9JBi1uWlkhln4UeCewVLf7bbls5rlB+V62OZ6W5Qb2d1Pmfh5PvlD8VuB/Nm2eAH4SeAL4Y2Cx7r7X5bKZf4pz7PX7+9OtOJ+Toojj+asTcT7HDdp7ud6S9JverXyh+EbgB3PZzCuD2+v+veznuSGRLU/5QnEU+Cjwq8B24BPAh/tYnj3AnwE/HZTnB4EP5AvFO9qVc6Vj6OXx5QvFNPAHwMhaytXjMhvgY8ADwWt9E/C+fKF4APhT4OPAFPBu4M/zheJY8NBu70uEQYubVlaIpYPA3cAP5LKZybr/nhuU7+UKlpUbuNhNmft9PLls5oNNx/HdwFHgN4Pj/NWmz+efgofGMvb6/X53K87npCjieP7qRJzPcYP2Xm6QxPymR5UvFE2+UHwb8EHA1N21Ed/Lvp0bEjnbXr5Q/LfAr+WymUPB7RRwHnhVLpt5pA/leQnw1lw281112x4E3gO8o1U5gX20OYaV7lvv48sXiv8FF7A/DNwa/Be5XD0u88uBPwIO5LIZG2y7A1dZ8I/Ajlw2Uwq2fxFXK34MdyKKdF8um8mvZ9n7adDippUVYuldwH/B1Tz9Y9Nj2h4XPfxetpMvFB9tLne3ZR6E46k7hmuAIvD6XDbzQL5Q/Evgj3LZzB817ZchprEXh5hpJc7npCjieP7qRJzPcXGNmSiS+pveiXyh+MvAy4FP48r4im5/47u9rxfnhkS2PAGHgCPhjVw2U8E16R3qR2Fy2cw/N52kbgYOA9fTvpwrHUNPji9fKH4Jrkbrp+o2d1uuXn4mLwYeA34jXyi+EPyQ3YzrnnI8DLTA0brydXNfkgxU3LSyQiw9CtwOvD34zB/OF4pvCHYblO/lMkGtYqtyxyHOVvPfgD/LZTMPBLfvBv5DvlA8ky8Uj+YLxbcE2+Mce4P0fncsruekKGJ8/upEnM9xg/ZerquE/6Z34t1BV736boXdfvcG5Tu7TFKTpwlgrmnbHDDeh7I0CGpj/wrXT9PQvpwrHcOGH1++UBzGdXf4zlw2M193V7fl6uVnMgW8HjfG4nrgR3BjLe7ssnwD+31aZ7E6zqZYugL8A/AbuM/8J4E/zReKhxjsz3YPLcq9SrkG+XiA6mfzLcAvBLdHgSeBPwRuAt4C/ErejbsZ+ONZwaCXb1VxOSdFEfPzVyfifI4btPdyvSXyN71TuWzmTIvNG3HsfX1fkjphxBzQ3O9xHLjah7JUBc3qf4Xrs/p9uH7m7cq50jH04vj+K/DJXDbzD03buy1XLz+TReC5XDbznuD2J/KF4mdwFwaDXvZ+is1xNsdSLpvxgVfX7fKX+UKxAPxbBvizzWUzz9C63PMrlGtgj6fON+N+P54GyGUzCzQe5z/mC8UPAjngUwz+8bQz6OVbUczOSVHE+fzViTif4wbtvVxXCf5NX4uNiLu+vi9JbXk6gpuVBKj2Eb0F16TXF/lC8RXAZ4DfzmUz3xlc7K1Uzm7vWy9vAt6aLxQv5QvFS8G2LwDPD3CZQ08AW4JBtaEUcBm4OXjt0O115evmviQZuLhppVUs5QvFu/OF4o837TqCu8gYlO/lMiuUe36Fcg3s8dT5WuBDdeW4MV8ovrNpn/rPJ66xNyjvd2QxPCdFEefzVyfifI4btPdyXSX4N30tuv3uDcp3dpmkThgxBpwA3oGb8ePtwBuBu8PBlT0uz/XAI8CP5rKZ/9VJOYHRbu7bqOPLF4oWN9j29KCXOV8ojuO6CP068D+Ar8TNTnMHkAc+AvwirlvRLwE357KZuXyh+HA3961n2ftp0OKmlRVi6ZZg+zfhatLfCPw+7sf0EgPwvWxzPCuV+1+jlrnfxxMck4e7iPvSXG2q3W1BuX4SN5X5K4G/AF6Zy2YejmvsxSFmWknCOSmKOJ2/OhHnc1xcY6ZTSfxN70a+UHwz8LZcNvOK4HZX371B+M62ksiWp6CP8xuA78Gtf/CVwJv6+EV7G66P8nvyheLV8D/g37Ur50rH0M/j67ZcvSxzEDhZ4HXBa70b+JZcNnMSuB83g815XBeVr6sLtG7vS4QBjJtW2sXSlwP/HvfjeQV3kZ7LZTNnBuV72Uoum3myXbm7KXO/jyewE5gEqn3fc9nMZVxr1FuAGeB3cbO9PRzsEsvYG5D3uxuJOSdFEYfzVyfifI4btPdyvSX0N309bMT3sm/nhkS2PImIiIiIiKy3RLY8iYiIiIiIrDclTyIiIiIiIh1Q8iQiIiIiItIBJU8iIiIiIiIdUPIkIiIiIiLSASVPIiIiIiIiHUj3uwCycfKF4g7gPcBXAUu4tVV+NpfN+PlCcSvwa0Au2P2vgR/OZTMXgscOBfd/c3D/7wPvyGUzlWDxsz9o87KvymUzn84Xit8M/FHTfY/lspk71+foRNZfv2IGeA3w023uvzGXzTyzpgMT2SAbFTOrPXdw//XB47NAOXj+H8llM9MbetAia7CWmKl7DhPc91e5bOa9Tff9NPBdwARu8eTvz2Uzs8F9U8C7gK8BRoBPAj+Qy2ZObcChJpaSp2T7CLALF4QVXICOAT8O/CZwG27BNQP8DvB7wDcEj/1F4PW4xdkmgffjFrf8eeBPgY83vdYfANuBfwxu34EL7LfW7VNatyMT2Rj9ipkvAO+ru88D/gZ4QomTDLiNipkVnztfKKaAj+EWyHwNMAr8NvD/4hZkFhlUa4kZgu/+e3HJ11/VP3G+UPxe/v/27i3UiiqO4/iXCKsTYaZloVEZlstesgy0kFhBkCaLqIi0RAq72L3zoGFIl5dStIsRdXqp6IQ+9TDBiaAatbCLlkbZGKmcsCzLtKKO3age/mvLOOrZm2YPe7fP7wMy7rVmr+16+Duz7nA7cD3wE/AC8CR2MDbYc+dU4ApgAFgGJEmaTa51Wkh9OiS3QyVpdh7wIXBe8G5jTJsCrAFOAHYCtwbvVsa82UBP8O64JM2Oxk6ynhW8S2L+XKy34pRar1/ut64AVgETg3fbY9or2IvffdXXVqS8VsdMIf8eYBFwVvDux0oqLFJSlTEDnFun7AnABiy+vo35FwHvACMUN9KOysRM/DwO6yAYCwwHFudHnpI02w48EbxbET9fDLwBnIgNmHwPTA3evRfzxwBfAZOCd5sqrn7H0MhT5zoT2FcLzuhjYBgwGeutuy5Jsz7gH2A2FtBgD60uLJhr1gInxXK/qCUmaXYksAR4rPASOBF4tZkVEqlYq2Omlj8cWIxNX9ILoLSzKmOmXtmfAtNrDaeo1ht8PKDYkXZUJmYApgJbsFGrj/IFJ2l2MnAGB8bUOmwE64L49xlA/rfzMSMN0oYRnetb4JgkzUbl0k6L1xOBm4Hzgb3YQ2YCcG3MHwMMBO9+KpQH1tuRd3W8f2ktIUmzYdh/EJcmabYlSbMvkzR7Nr4UirSrlsVMwXzgF2z9h0g7qzJmBi07ePdD8K44FfZeYGvwrv+/V0mkUmVihuDdy8G7ecG7PYcoe0y87szd/yc2wjs2ePdr8O614N3vue/ci03vW1+uWkOLGk+d631gK9CTpNmIJM1GAo9hi2qHAWcDn2NzxS/Bgqc3LkLsAn4rlFcLtqMK6bcBzxd6yMdjo5p/YkE/H1sUv6o5VROpRCtjBoAkzY7AFvqu0Pxz+R+oMmbqlX2AJM0WAlcCdzW1hiLNVSZm6umK10PFVfE5RJJm1wLdwILahhLSGDWeOlTw7g/sQTIB63XoB94C9mC9G08B84J3q4N3q+O9l2CNnH0cHGi1zwO1hDhXdho2/zb/25uBUcG7ucG7TcG7PmAOcFmSZuObWE2RpmllzORMwRbz9paukEjFqoyZOmX/nP9SkmaLgUexXcVea2YdRZqpZMzUsy9eDxVXA/mEuANsL7A8ePfcf6jKkKbGUwcL3n0SvDsHOBkLymew+eTDsTm3W3P3fonNtR2HLR48Nkmz43LFnRKvX+fSpgM7gncHDfcWt9UEPovXMcV7RdpFK2MmmgGsC97takZ9RKpWZcwMUvb+tYJJmj0BPATMD949XUklRZqoRMzU81W81uKodhzASHLPoSTNurFd95YG7xaUq83QpMZTh4rDwW8naXZa8O674N1v2Pat3wBvYg+t03P3j8YCbBu2eHEA6yGvmQbsCt5ty6VNxRb4Fn/76iTNdidp1pVLPh/4GxuOFmk7rYyZQv6aQfJF2kaVMVOn7CyW9zBwJ3BD8C6/1b9IWyoZM4OKm6f0c2BMXYhth74hlncjsBzbpW9RUyo1BGmr8g6WpNl6YAewEOu1eBm4Hzsz4D1sHuzdWKNmOXag2tR4UNsK7BC1Odj5Gb3YOoxHCuW/kk+L6aOAzUAKPIj1gvQAa4J3N1VVX5GyWhUzufzvsalHK6upoUhzVRkzhys7eNeTpNkk7IVwGXaoaN7u4N1flVVapIQyMVMopx9YVtiqvBs75mIONi3wRWBt8O6WuBvfNux8tO7CP2tvYSMJGYRGnjrbNVjQbcSGhR8I3vXEhegzsR6KPuB1bHeWy3PBuQA7G6APWIkdXrikUP5obJ7uAYJ3u7ED3kYBH2AHhPYBdzSxbiJVaEnMwP6DD0ceLl+kTVUZM4csO+Zdhb3DLMB67fN/JlRRUZEmKRMz9TyOHaz7Uvz+u8A9MW8mtqnELA6OmUtL12oI0ciTiIiIiIhIAzTyJCIiIiIi0gA1nkRERERERBqgxpOIiIiIiEgD1HgSERERERFpgBpPIiIiIiIiDVDjSUREREREpAFqPImIiIiIiDRAjScREREREZEGqPEkIiIiIiLSgH8BalJ882noK30AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA08AAADYCAYAAAAztdh8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xm8JHdd7//Xt7vPPtuZfTKZJDOTrScBEyGTgKA0GvgJ2mpEuT9Ab7ggelEE9Srwk+uVq6CiAiIqAl71AYgswqURJC40KEIWEiYhmc42GUIymZnMcmbOnL1P1/f3x7equ7pPd5+us/RS5/18PGbO6erq6vr2qU9Xfeq7GWstIiIiIiIi0lyi0zsgIiIiIiLSC5Q8iYiIiIiItEDJk4iIiIiISAuUPImIiIiIiLRAyZOIiIiIiEgLlDyJiIiIiIi0INXpHVhpuXzhJ4E3ZTPp5y+y3vOBf6pZPAx8OJtJv2619k9ERERERHpTbJKnXL5ggNcA7we+udj62Uz6P4B1ode/APg74HdWaRdFRERERKSHxSZ5An4feC7wx8APBAtz+cI+4C+Ag8CTwP/IZtK3hV+YyxeGgL8BfjmbST/Rrh0WEREREZHeEac+T+/1m+o9EizI5Qsp4B+Bfwe2A78IfCyXL1xS89pfAR7JZtKfbtfOioiIiIhIb4lN8pTNpI/XWXwDMAq8M5tJF7OZ9L8DXwL+32CFXL4wALwReHtbdlRERERERHpSnJrt1bMH2AaM5fKFYFkKGAut8xLgVDaT/lqb901ERERERHpI3JOnE8Bj2Uz6ymBBLl/YA1wIrfOjwCfbvWMiIiIiItJb4p483Q4kcvnCfwc+BFwB5IE3AJ/y17kR+Hhndk9ERERERHpFbPo81ZPNpOeAHwFuAU4B/wK8J5tJfyq02mVAvf5SIiIiIiIiZcZa2+l9EBERERER6XqxrnkSERERERFZKT3d5+ldH7rNABuA8d/4uRerCk2kBYobkWgUMyLRKGYkztqaPOXyhRuBDwBXAoeAW7OZ9CM16/QBfwK8DDDA54FfzGbS03U2uQE4l/vEX/KZj/7pgidNIsHF+6/lySP3Yz1vZQvTxVTu3ir37V/9R9Pmt1wTcaNydJeVLIdiJt70ea48k0jwjXyunXGjmAlReXtTo3NN25rt5fKFQeCzwLuBTcBtVEa8C/sl3Kh4+/2flwO/3qbdFBERERERqaudfZ4ywHg2k/5INpMuAu8ALs3lC8+sWe8qIBnaNw+Ybd9uioiIiIiILNTOZntXAw8GD7KZdCmXLxzxl98XWu+DwJeAMf/x13C1VQ2ZRAKTWJgHBsvqPRdnKvfaKvdSxT1uVI7uEodyxD1muoU+z5XXqc9SMeOovPHSzuRpBJiqWTYFDNcs68M15/tt3P59CngnTZru7d6bplQqNXzj3XsPRN/bGFC5pZm1EjcqR3fp5XKslZjpFvo8e59ipprKGw/tTJ6mgKGaZcPARM2yvwZem82kTwHk8oW3Ap+jSfJ07GiB+eLcguUmkWD33gMcO3q4pzusRaVyr61yL1Xc40bl6C5xKEfcY6Zb6PNceZ2qAVDMOCpvvLQzeXoQeE3wIJcvJHGDQTxUs97FuNqnwDxQbLZh63lN/ziLPR9XKrc0s1biRuXoLr1cjrUSM91Cn2fvU8xUU3njoZ3JUx7YkssXXg18DHgL8Dhwf816/wT8Ti5f+DHcUOVvBz65lDe0iaHKT29yibstsrYobkSiUcyIRKOYkV7Wtnpcf56mlwKvB84ALwJels2kbS5feCCXL7zSX/UXgMdwNVUPAI8Ab476fnb0AHb/Le73/bdgR+PZ7lJkJSluRKJRzIhEo5iRXtfWSXKzmfTdwA11ll8T+n0MuHU572NTQ9gdBzH4VYXGYHcchPGjmFK9uXZFRHEjEo1iRiQaxYzEQTzHEBzYDKamaCYBg5s7sz8ivUBxIxKNYkYkGsWMxEA8k6eZs2BrOqhZzy0XkfoUNyLRKGZEolHMSAzEMnkypWnMyTvBWrfAWszJO1QlLNKE4kYkGsWMSDSKGYmDtvZ5aiczdhguPA5792OOfAbmNZqLyGIUNyLRKGZEolHMSK+LZc1TwHjTVT9FZHGKG5FoFDMi0ShmpJfFOnkSERERERFZKUqeREREREREWqDkSUREREREpAWxTp5sYqjqp4gsTnEjEo1iRiQaxYz0stgmT3b0AHb/Le73/bdgRw90eI9Eup/iRiQaxYxINIoZ6XWxTJ5sagi74yAY4xYYg91xEJvUHQ6RRhQ3ItEoZkSiUcxIHMQyeWJgM5gE4Acnxj0e3NzJvRLpboobkWgUMyLRKGYkBuI5Se7MWUgOQGoAJoHBUZifdctFpD7FjUg0ihmRaBQzEgPxrHkyi68iIjUUNyLRKGZEolHMSAzEM3ka2AylWZgdc49nx9xjVQuLNKa4EYlGMSMSjWJGYiC+zfasB1j32FrAU7WwSDOKG5FoFDMi0ShmJAZiWfNkStOYk3f6QQlYizl5B6Y03dkdE+liihuRaBQzItEoZiQO4lnzBJixw3Dhcdi7H3PkMzA/2eldEul6ihuRaBQzItEoZqTXxbLmKWC86aqfIrI4xY1INIoZkWgUM9LLYp08iYiIiIiIrBQlTyIiIiIiIi1Q8iQiIiIiItICJU8iIiIiIiItUPIkIiIiIiLSAiVPIiIiIiIiLVDyJCIiIiIi0oK2TpKbyxduBD4AXAkcAm7NZtKP1Fnvl4FfBzYAXwVenc2kz7RzX0VERERERMLaVvOUyxcGgc8C7wY2AbcBn6qz3k8Cvwq8ENgBTALvatd+ioiIiIiI1NPOZnsZYDybSX8km0kXgXcAl+byhWfWrPfzwP/OZtKPZDPpGeD1wB+0cT9FREREREQWaGezvauBB4MH2Uy6lMsXjvjL7wutdz2Qy+UL3wIuAr4EvKHZhk0igUkszAODZfWeizOVe22Ve6niHjcqR3eJQzniHjPdQp/nyuvUZ6mYcVTeeGln8jQCTNUsmwKGa5aNAq8BfgIYAz4KvBf4b402vHtvmlKp1PCNd+89sITd7X0qtzSzVuJG5eguvVyOtRIz3UKfZ+9TzFRTeeOhncnTFDBUs2wYmKhZNgv8aTaT/g5ALl/4XeALzTZ87GiB+eLcguUmkWD33gMcO3oY63lL3e+eo3KvrXIvVdzjRuXoLnEoR9xjplvo81x5naoBUMw4Km+8tDN5ehBXowRALl9IApcDD9Ws9zBulL1AEjDNNmw9r+kfZ7Hn40rllmbWStyoHN2ll8uxVmKmW+jz7H2KmWoqbzy0M3nKA1ty+cKrgY8BbwEeB+6vWe9vgdfn8oX/C5wFfgv4ZBv3U0REREREZIG21eNmM+lp4KW40fPOAC8CXpbNpG0uX3ggly+80l/1fcBf4ZKtJ4BTwG8s5T1tYqjqp4gsTnEjEo1iRiQaxYz0srZOkpvNpO8Gbqiz/JrQ7x5uaPJlDU9uRw/A9meBdy92/y3w9N2YscPL2aRI7CluRKJRzIhEo5iRXhfLMQRtagi74yAYv6uUMdgdB7FJ3eEQaURxIxKNYkYkGsWMxEEskycGNoOpKZpJwODmzuyPSC9Q3IhEo5gRiUYxIzEQz+Rp5ixYr+rOBtZzy0WkPsWNSDSKGZFoFDMSA7FMnkxpGiaPwcCoWzAwChPH3HIRqUtxIxKNYkYkGsWMxEEskyebGoKNl1cv3HS52tSKNKG4EYlGMSMSjWJG4iCeydPwLuhbV72wbx12ZFdndkikByhuRKJRzIhEo5iROIhl8iQiIiIiIrLSYpk8mcnjUJqDhD+NVSIFpTm3XETqUtyIRKOYEYlGMSNx0NZJctvGAN4ceP5oLt68eywijSluRKJRzIhEo5iRGIhlzRMDm6E0C7Nj7vHsmHuseQREGlPciESjmBGJRjEjMRDPmqdgHgGse2wtoHkERJpS3IhEo5gRiUYxIzEQy5onU5rGnLzTD0rAWszJOzSPgEgTihuRaBQzItEoZiQO4lnzBJixw3Dhcdi7H3PkMzA/2eldEul6ihuRaBQzItEoZqTXxbLmKWC86aqfIrI4xY1INIoZkWgUM9LLYp082cRQ1U8RWZziRiQaxYxINIoZ6WWxTZ7s6AHs/lvc7/tvwY4e6PAeiXQ/xY1INIoZkWgUM9LrYpk82dQQdsdBMP48AsZgdxzEJnWHQ6QRxY1INIoZkWgUMxIHsUyeGNgMJgEm6R6bpHuseQREGlPciESjmBGJRjEjMRBptL1cvrAeeBVwNfA7wI3AA9lM+jsrv2vLMHMW+tZDqg8uAENbYL6oeQREmlHciESjmBGJRjEjMdByzVMuX7gSeAh4I/DfgQ3AK4F7c/nCTauze0tjU4OQGqxemBrEJgfrv0BEFDciESlmRKJRzEgcRGm29yfAJ7OZ9NXArL/slcDHgT9a6R1blvWXuhmsvXn32Jt3jzdc2tn9EulmihuRaBQzItEoZiQGoiRPzwH+PLwgm0lb4A+B61Zyp5Zt/PFoy0VEcSMSlWJGJBrFjMRAlORpGthWZ/kVwPjK7M7KSMyNwelD1QtPfcstF5G6FDci0ShmRKJRzEgcREme/hZ4f6h/07ZcvpAF/gL42Irv2TKZiWMw4wfjzBhm8qnO7pBID1DciESjmBGJRjEjvS5K8vQ24EtAHhgBvgF8Gvgc8Jsrv2tLV55HABss0TwCIotQ3IhEo5gRiUYxI3HQ8lDl2Ux6HnhrLl94O7Dff+2RbCY90eo2cvnCjcAHgCuBQ8Ct2Uz6kSbrfwQw2Uz6Va2+B1CZR8B6lWXBPAKTxyJtSmTNUNyIRKOYEYlGMSMxEGWo8nW5fOFvgDdlM+kHspn0vcD9uXzhr3L5wnALrx8EPgu8G9gE3AZ8qsn6Pw68otX9qzJz1gVmaAZrrKd5BESaUdyIRKOYEYlGMSMxEKXZ3vuB7wH+NbTs1biR9loZqjwDjGcz6Y9kM+ki8A7g0ly+8MzaFXP5wlbgD4C/jrB/ZaY07e5gDIy6BQOjMHHMLReRuhQ3ItEoZkSiUcxIHLTcbA/4EeAH/RonALKZdD6XL7wO+CLw+kVefzXwYOi1pVy+cMRffl/Nun8OvAvYA1y+2I6ZRAKTqOSBNjmEGd6JmT7tnp8+DSM7ITWC8eIfoMFnEf5M1oK1Wu6linvcxOV4UDm6R9xjplvE4VjpNp36LBUzzlo7puNe3ijJkwEGGjzXaHnYCDBVs2wKqGryl8sXXg6sz2bSf5XLF367lR3bvTdNqVSqXuiVczz2eH5utnd/K5uLjd17D3R6FzpirZY7qrUSN3E5HlSOzlsrMdMtevlYEUcxU22tHdNxLW+U5OnzwJ/l8oVbs5n0AwC5fOEA8Ke4mqfFTAG1w6kMA+UBJ3L5wg7gncALIuwXx44WmC/OlR/bxBD2qldgUgPsmfp3nhj+fuz8LOahv4v1nY2ASSTYvfcAx44exnre4i+IibVa7qWKe9zE5XhQObpH3GOmW8ThWOk2naoBUMw4a+2Yjnt5oyRPv4Ib8OHbuXxhxl82APwz8IYWXv8g8JrgQS5fSOKa5D0UWudmYKf/HgCDQCKXLzwzm0kv6BsVsJ5X9cexCQ/btwH8LwubHMKaAdcpMYZ/xEZqP5e1Yq2WO6q1EjdxOR5Ujs5bKzHTLXr5WBFHMVNtrR3TcS1vlKHKx4AX+LVNB4A54OFsJv1g81eW5YEtuXzh1bhJdd8CPA7cH3qPjwIfDR77zfYujzpUuV13KST7wc5XFib7sesvxZxrdXdF1hbFjUg0ihmRaBQzEgdN63Fz+cKBXL6QCP0eNF48DDyKqxUKL28om0lPAy/FDSxxBngR8LJsJm1z+cIDuXzhlcspSJXBLbguWmHGXy4idSlu1jSbHMKO7NZklVEoZkSiUcxIDCxW83Q/rhnd0/7vFnfU29A6wePkYm+WzaTvBm6os/yaBuv/9mLbrMs2qCL0SvWXi4jiZg2zowewOw5WJq88eSdm7HCnd6v7KWZEolHMSAwsljztBU75v18O9MbRPdDgDsbg1vbuh0gv6d9Uf3kwH4fEkk0NVRInAJNwj8ePau6VxehcIxKNYkZioGnylM2kHw89/Afgv2Yz6do5mbpPaabBcl0IiDQ083S05RIPA5sriVPAJGBws5vMUhrTuUYkGsWMxECUsSt3AbOrtSMravLJBst1ISDS0OwY1S1ycY9nxzqxN9IuM2cXNqWxnlsuzelcIxKNYkZiIMpQ5R8EPp/LFz4IHAWqbhNkM+lW5npqj6mT1L0InDrZib0R6Q0zDZKkRsslFkxpGk7eWdXnyZy8Q032WqFzjUg0ihmJgSjJ09v8n++q81xLA0a0zchO6o7mMrwT5nQhKFKX4mbNMmOHYfyoa6o3c1aJU6sUMyLRKGYkBqLM89SZ6amXYuSixsvPFdq7LyK9QnGzppnStJrORKWYEYlGMSMxEKXmiVy+kAR+CLgWN/LeIeCr2Uy6tg62sxrNU5LS/CUiDSluRKJRzIhEo5iRGGi5NimXL+zDTY77OeB1wC8BtwF35fKFHauze0tUmqu/fL7BKC8iorgRiUoxIxKNYkZiIEpTvA8AjwGXZDPpq7KZ9OXAZcBZ4M9WYd+Wbnh7/eUjO9u7HyK9RHEjEo1iRiQaxYzEQJTk6bnAr2Uz6fKkL9lM+jjwa8CLVnrHlmX2Qv3lM+Pt3Q+RXqK4EYlGMSMSjWJGYiBK8nQUOFBn+cXAUyuzOytkuMFM1SPb2rsfIr1EcSMSjWJGJBrFjMRAlAEj3gv8eS5fuBL4GjAPPAv4TeCDuXzhJcGKHZ/zaWYchut0w5o+3/59EekVihuRaBQzItEoZiQGoiRPH/J//m6d594W+r3zcz6ta9B2dv2u9u6HSC9R3IhEo5gRiUYxIzEQz3mebINdtbUTs4lImeJGJBrFjEg0ihmJgd5JiKKYn4q2XEQUN9IVbHIIO7Ib22g+mG6imBGJRjEjMRBpktyecf7R+p0Pzx9p/76I9ArFjXSYHT2A3XEQTAKsByfvxIwd7vRuNaaYEYlGMSMxEM+ap7510ZaLCKSGGyzvgRoA6Xk2NVRJnABMArvjYHfXQOlcIxKNYkZiIJ7J00iDjoeNlosIDDcYKrbRcpGVNLC5kjgFTAIGN3dmf1qhc41INIoZiYF4Jk/FyQbLG0zOJiIwP9tg+Ux790Na0k19g1ZkX2bOuqZ6VRv23PJupXONSDSKGYmBePZ5GtjUYPloe/dDpJc0usM/uKW9+yGL6qa+QSu1L6Y0DSfvrNqWOXmHW96tdK4RiUYxIzEQz+QpORhtuYhAcqDBcsVNN2nUN4jxo21PNFZ6X8zYYRg/6hL5mbPdnTiBzjUiUSlmJAbi2Wwv0SAnTPS1dz9EeknDuInnPZae1U19g1ZhX0xpGjN5rPsTJ9C5RiQqxYzEQDyTJ68Ybbl0pW7q07EmePPRlktnNOkb1PaY6cV+SitJ5xqRaBQzEgPxvKVceyd0seXSdbqpT8dy2ORQ7zRBUtz0hEZ9g9iwt+0x05P9lFaSYkYkGsWMxEBMk6dktOXSVbqpT8dy9FwCqLjpGbV9gzBgL395R2Km5/oprSTFjEg0ihmJgbYmT7l84UbgA8CVwCHg1mwm/UjNOkPAe4Af9/fvi8AvZzPpc62/UwmoF4ilJe23tFmzfhSTxzqzTxH1ZgLoUT9uvDrLpNNMabocD3Zk96rHTLNa1PC+rC2KGZFoFDPS+9pWT5rLFwaBzwLvBjYBtwGfqrPqbwN7gTSwD9gI/HGkN/MaBGGj5dJd4tCPops69bfK2mjLpXuscszY0QPYK16OveTF7ufogRXZbs9TzIhEo5iRGGhnI9MMMJ7NpD+SzaSLwDuAS3P5wjNr1hsEfiebSY9lM+lx4MPAc9u4n9JhpjSNOXln5WKwF/tR9GICWLu/iy2XrrGaMdOoFlUDuaCYEYlKMSMx0M5me1cDDwYPspl0KZcvHPGX3xda/saa12WBbzfbsEkkMIlKHmiK05BKYqwbvSX4ydxU1XpxFZSxl8tqzj+IvfA4DI7CzBjGm4ZFytNN5TZ2Fvv0ndhtzwJjwFrMqW9i7Oyi5WiXhXEz2SBuJrriM42qHceDTQzB4Ci2OIXpG64cqyuo1XJEiZlgv1va38EtgLfg4sYMbcFMPbXi5ehmOte0RxyOlW7Tqc9SMeOstWM67uVtZ/I0AkzVLJsChhu9IJcvvBH4SeCmZhvevTdNqRTqzzT/n3Ch8nDPxJcrD/Zf2/IO97rde+PStCZaU7euKrd3b+X3LX2wpXuOv4Vx841Yxk17jofNNT9XXrRytLofLa5XOrRw2a7NEd6noqviMyKda9qrl48VcRQz1dbaMR3X8rYzeZoCatt5DAMTtSvm8gUD/AHws8APZTPph5tt+NjRAvPFufJj7xlvgqS7s7Fn4ss8se6FWNMHpRKJb7932QXpdiaRYPfeAxw7ehi7hvp5rdVyL1Xc42Y1jwebHMLuu8XV7AyMVp6YGXNN5o58ZsVqoFayHOX9Nia00C66v3bT1QtrUc89FOm94xCfcY+ZbhGHY6XbdKoGQDHjrLVjOu7lbWfy9CDwmuBBLl9IApcDVWfgXL6QAj4KPAO4KZtJf2exDVvPq/rjWNNXNeylNX3+skQs/4iN1H4ua8VaLXdUayVuVuN4sEObsIk+SPSB6as8kRx0kz0ObILJyZV9zxUoR3m/ATCQSLlJkBfb37OH4XxoaPTSNEvt3t3L8blWYqZb9PKxIo5iptpaO6bjWt52Jk95YEsuX3g18DHgLcDjwP016/0ecAD4vmjDk0sc9NSksrJ2BQOC2Pnq5d78kgcGacuxH+x3ahj6RirvPbgNs8hQ42t3OHIREZGKtiVP2Ux6OpcvvBQ3z9P7gHuBl2UzaZvLFx4A3okbuvyX/Zc8mcsXgpcfy2bSV7VrX6Uzem5SWVmzTGkaTt7pjtfipEtEipNgS0sa5a5dx74pTWNPHYJLbq4sLE7Ctuuw5x7SDQsREZFFtHWS3GwmfTdwQ53l14QeDrRvj6Rb9OaksrKWmbHDMO6aslVG24tea9TuY9/MnMLOngWTcjVn1vbcJNQiIiKdEs8xBKX39OKksrLmmdI0ZvIYibkxzOSxRZMdmxzCjuyuniNpkWPfJoaqfi7bzFnwSq5vVjAxZbfPQSYiItIl2lrzJNJQ0BcjfBGpCzqJkYZN8xYc+wZMEuuVsLueh9m4D0qHsPtvgafvXnZzvqomh/6+9Nwk1CIiIh2i5Em6gi7oJM4WbZoXHPvBQA5eEa7+Gbe+NwuTgDEr1pwv3ORQg7NIr9HAQiLSSUqe1oBeOdHogk7ioG68NWuaN3kMM3YYO3kcrvgpmD3nhg43pvo1xgAr1zepF0fPs7Dwc5Q1RQMLiUinKXmKuV470fTiBZ1IoPWmeSxolmr6hrHevJs7ClymYAj+cwM8eKVYNmW1+ImiSUD499rHmEW2JHGmgYVEpBsoeYoxm9SJRmS1BTVNtjgFOw5CIlkeyc7uvAlbmsFMHscs1ix1wdxR1j0OpqP1ipiTd0WK3U7WOru9DiU+iZS/TyPYpD/CHwm/Rk1JkbRgkRrcduqVFh0isvKUPMWMTQ7B0Bb3YGC0a040Ir1osQukqpomk4K+4UrNURB7e27GlmYxJ+/EPPKJhturO3fU3AUoTrjnH/0HmJ9sfd9Xqda50nQuUWlaWH4cWlY7mKvxE6Rkf2WUv0jvm4DUACQHl1cA6V1BrWuirzLMfosDC61kstNrLTpEZGUpeYqR8hc6nhuda3DLkkewa8ddNd25k25W7wIp3CcPQ3XNrvUgNQSeX1sULPdK5VpfM34U0+TGRb25o8zsOdi7H+NN02rKsZTmTeWkqCoRatCMbhksYBN9LglKDkBq0P0e/Awvq1rev6z3lRjYsNcdH33r3OPiBObYVxafImAFkx01HRQRJU8xUfWFbj23cMsz4dQh2HZdpBHslnKiiZoI6c6ddJqbc2kXgGtWFzpu614g7f4B2HlTZQNTx11TNJMEbx76hgADiZqbFYkkeBaSA9iRXZjxx5rulylNY2fOYoJ4srPRC9egeZMd3gFTJ1asP5HF+AnOwMJkJ5wMJQexqUGe7B/GHuhzn0mrSrMwPw2zY/7vM8BzIu+r9LZyTJZmoTTnYq9UhPHvtPa6FUh2bHIIu+kqd/yGa09baNGhm4Ui8aHkKS7qXiwZzMwpaNJUCKq/1Mt308P9Nha7Yx0xEWp2MgN0gpFVZ0cPuGTIv4NtixNw7Kvl49YO73IX/d485ZEb+ta53xP97rmhbf4xb8GW/OPZ+jVNphIPJgWDG9wb734BNjnYPD5q4sk+fWf99RbUCFWazdlSkXJiVH6BdReeqeE628JdjC6o7alXCzRQ/XvLH3oJa4swdx5KMy4JChKj0mxomf9v3i0zdevb/mvr7yvxUHWOs244f8PizdDDrzOmfF6L2ny9EpdJt83ipDtOYdEWHbpZKBIvSp7iojyaV9K1By/hLpaCJKTBSaLqSx3c3fS+keoLrOJk1YmmbrIV5a5eo7vi258FGy/XCUZWlUveb/KTIQNY6FuH3XmTS+A37HU1TP1+wjM/41+oJaBvQ6jWJBgFL5SkzE/5/TH8C/75WdcPClwcQfUgEjUx4qWG3KAT5VqhJHbbs8E7hE2tq+5v1Kh8GJcInT8Co2m/Jsy4Gqet12FraoRcrdFQxNqgOXfhOOsnQkGNUE3iE06IjJ1nz57dPPHEMewS+jzJGreEidRtcgibHHB3B1KD7twWPDe4rWkT2qrtVN3ws5U+id4seKWmLTpWouZLtVYi3UXJU0yY0jR28hhsvQ5sEYrA1FNNv2irvtST/ollcKvfJMGrNP/rG3H9L6hzB+38o5U738kBdxEFde/qlZtJJQbAGkimKnf2LbDpyqo7g2pHLqtiYDP0j5RHfwP85nX92G3Xw5ZnuDvTpTmX+PSv849TA2aRi37rwexZdwx7RTj+Ddj9/bgaqz53UyI1BHtejLUe9vQhd4MgiKHhnZUBJ4JNJvuYYwN2/WXuQrBZv6BmtUEDG+vvb2kW5sbr1PzM1NQIVRIiE3w3RGCMRtSTpYuDiS9lAAAgAElEQVQ6kXrVuSo1CH3rK+e04iRsuw577qHWzi+1N/yCGwan7saMLbKNiCME1iZKqrUS6T5KnmLCpoZgZLe7cAsMX4RNDi1eA2SMS5zKzX9wNVjgvqyLU7DhUrwLhO6K435uutKdlPrCNVVTC+4GumZSL3B3+8tDE/sjJRUn4Oxh10crFRpJq6bGq9tUhmIODbVc/t3U/73uutJOtji1cMQ2k3TJxa7nVW4egN8ED5c89A27GqXw3Eu1UkOuGZpXhNOHXDymhkPHtX/c9693f/+LX4DdeAXMT/gd4Ycro2QGsQkcZyesX6RgpaK7qJsbDyVBi9QIeXNdcgRav7bOhn6vt9xfJmtSqxOpL6jt8UoupucuuNgMBnRp9fxSt9artHji1PC19WvMFjTZPX3I3RBtodZKtVMi7aPkKS6CRMhayvPEGNOwuZ0pTVe+1BMDVPpHhC6lTNI97l8H22+AHTe6Ea/mpyoXN8FdvbDUoOvX4X+B29SQS5zKd7799/DmoXgB8JOwfn8EpaDWK1TjtVzViU7496iJTs02pK2WeoFQ1dR06/dUju0qfmIDlYsVWwr1FRqE+TnoS4aOgap3qWzDK8LW6+GiH3AJFVQfN8nQhdTGS2s2EyQKJTdy3+w5RlIzTI6fdQnPghoh99jYUsufx9KFkxtbs7+NEh7/Z8Ivf3Hcv5h1yxVF0oqq2F8s4RnY7G6CJPpY0MQ14bd4sK1POB211mspr63XvI8dB12shG8Y1En6VDsl0l5KnlbYis4lEUy+6ZVgZCeMP05ibqz+OsWpyt2t4Ms30ee+VL0SZnBzaCCIJPbpb2GmnnKj8e16rt/foc5lTLCtwc2Vx8nBSmfZYM4WWwpde1rYcCmcdvtqh3e5O+212zfGrd8/4idkof23nt+ufB22OL54ogPlUc5s33r/Oi5aomP9PiblwTKCiT1NMvTTfX6YVOj30GuqljV5TfCcidDPZA2qSno27K0+hk/cSeLMofJ6DUfO23S16+OU6HOfe9+66rvAgXDsBIJaqMFN7m/V39cgcQJ3vAHDO0IFsE1+DzUhOnUPTD5Vrg0iOQADm2D2HAlvjq17djN9ImpfoVZrc1p7frlJjvEvYo0tVWr2ZM1q5Vxphy/CTp+pxH6rgxINbnNN0Ku+X627gRcce6cPNX7fOvvWrNZrsbK0VGNWr3mfLbkylCfOZkGtlYZOF2k/JU8raEGV+5kH3IXW3DjmwuORvmzL2+rf6DcXcrUx3ulDJJ74F7z+Udj1HBjeBUHzt6mTMHo1JJNwAbf9oR2w49nY0py7G54ccPt3yQ9h5ybLndiZm3RJTKNLpPBJKJFynemnZ+HEnXBxxt/p0PoXjmET/rwsjS5WMW7kMvDvBHqVZlHFKXfHrX89tu+KmiSkNjFxSYk1Kc4ObsS7aG/j9Rf8XvOzHazn1yqUqk+Ka1z4RoDpG3YXQOVh9nEDG2Aqnb4vuZnyJfhFz/drQA22NIc99yhm7jTnBy7Cu2SvS5zqNZNctB9OMGpegySougTuudnz8MQ/u/3Z+XwY2lxnVf/vPj/t/p1/zP8e8LddLLpaWWsr+zg/446bRslPed9UmyP1dUvTrtqBiuy5hzFP311prbDpavfz4hdiTaq6P+0iTdfsyC7Y/qwGb2xd0z1bhJHddZu1e1uuczU+tuT++Ylao8+u1VqfZgM3AfWb93klOHV38+lGIvapEpHlU/K0Qhbc/enfCJfcTHBRY4tT8MS/uC/hJl+2NjmEXX+puxi0ttKXKLiA23o9XnIERq+odHgvzbp/W651yxZckBt/ZK3+ymNwyVJq0F2czc+w4MKyGWNcbdKGy2DmDAxtrzw3OwYXfz82qG0JjXBUvY1Epane4JbqC9nBTe7n/p9ofZ9wOSOLjZ4cJC3W85O2WT+ZCS8rVX4G/4LXeeFl86HnGi2bd82vgtfi1XzSN0cqYxyVYyI17Jprzs+45m6lGfeZpfr95qVUHyeX/TDVNYxAsg+2fw8WOFf3zVpJhHxe0Q0cAS5+agZzqF635G5GeHPuOJo4RvnGRtUF0ZyraS2FRuqaPtFws8avUTXetD8Br0h0nWratWAAhHoDFe18DnbjlXDyduzkcczOm6D4TbeBRJ+7AVeag6BpbJ0508rlSw6EmojXxLfxl9n6fZ68rdfBntD3cXESu+OguxEYSmDKCdUK1vo0bN43VsCee6hx0ruEUQhFZHmUPK2Uqrs/ieoBFAD6hrE7noOdOl4ZdMEkIDWMvegHsKYfhrfApqvdyaQ8CV/QFs5UkqUtB0LPURlxy2dNktND17s7dlXq9PEIthkkMS3xt9M3AqNXLXx6aKv7V0+zu/bevHt+fsrdvffmFk9MQgmOsSW2bx3l6ZMnsd58daJTrtmab5Ii2oW/2ybPNSxPzTLb4LUx7/huTcINgZ2q/LOpIX8AheDfkDuOgjmT8AdJCBL9ZJNkBSqfbb2/gy2xdeZeTg8+0yXxS5Hoa54wVd7M3TTwm6SZqROY0jTeyTuqbqJQnHQDpDz2OUzfcMdrAGRtWMpF/lJqqVoZKY6581QNVBRI9rm51zwL/UNuxNi+dW4gFKjEYtDHds+L8M4/CuOPQXEaLnpepWa2do6z8g765xkA67mbmiO7y9NusONg9fp9I+48tONg5aZkeF7CqvO+qfSnWmKtT6Pmfc1qrZbTH0tElkbJE/5lTbk5V8r9LP9es7xqveD3PmzSHwrVBAlJnb42w9vg6lv9pnM1TYj2vXThjpkFv4Sea1ZLlGSy/+IGhW1wwd5wuRd6v9B7WutGCLPWNRcc2uqetx6MPQQXjlbX4Ky/zHXUTw36iaWhqt/D3ASc+iace7S6+VLd/auf5JhEgsHRqzHjj/h36JslOZXHauK0OJvor0qCwkmRLS8fqVknygSq9frmQOXmQfB76wweI8WnODP4jNbS1HATuUj8rSeSMF+sunAx3hy2OOluTvh9A83JOzBzY1DTf1Fk1UQdLrvFWqq6fRKDZutnH3CDpgQJTZB0PPY5KgMV1exP/wbK3wPgzhUp/1zRv75ys8/i3nfwIGx/NuWEKdhO9V661wf9CYPHk8dg34+5mzzg5jgMn++C/rvJfjdKZdW+JrGjV8H44+41fo15+R1Dc0hFTUIXbd5X7zUtjkLYCdaksHTLqJ4iKyMWyZO387l4nqkkPcHAASbFyeEbKzUwySTetb9QSXzCiVI7mCSYofrPreSkkXaeXZNf4/jI94Fp5a55o+2UYOYcnHsINh9wdwHLE2n6Q5hb6054QXM3f7AIc/L26i/wmVPYs/e79ui7M5UBKAKlWcyZ+5f1pW+sOqRHYUcuwtq+SrITipsTI8+tihv7vb/e+oZLs64fz8xZ19TGeu5uc/GCO0aSA65G0JtztTCz5+Cyl4A1leaaVSM/tum0a+eXFi/B6JBP34M58+3qUSZ3HHRND6dn3fdMqQjj31na7vmd57vpwmit8Z7xi3glW7kxlHTfhy5mnlOJmUQCb++PUdXc1//dNG3eW6eWvWobNc2KW+3f1mLTrnKfoR03VW4EevXn3FswwXq4X1Jq2PWFDXKauUkoTYNJuBrXk3e6Sakh1NR9vTtHlmuPoNwk16TcEPz9693v4ULX7U8bMjcJx74KE9+FwVH/8xiDfT/mt/4YqsxxGB5p1fif0Yk7XZP4cjn9pobbn+WGEZ866Z4PFCdh2/fiFcfdpNp1mvuthqUkXe1gr3sTtmSxXtHvd12JmZMjN1XHzJ6bwStiSnPu/BC8puT/9Ob830PPeUUlZrLAavfvjEXyxK7nglcvfAwzfaG+ONb6E+X5J57StP97sebnfPUJKqjmT/a7zqYDm2Dj/sqdda/kvtiLU9C3EfoGXHOjDo2kZrD0exNV9+yjsZXR9B79lOu8v3Gfm009NVIpt0nCzCnYdHnlpcHr6tzRNKVpzPhj2OSga57R5zcVLE5gTn5DF4VtZq98BbZB3MymtlQn9Be+WxncYH7K/a3mF/6zFszgJtccZss1sOkq19Smf73bxsbLK3OKub3wD1KvY/FSluij6g52y6w7hkOJE1Bzt9+67xdD5CY9VZ3nSWgY4k4qzYFN+t/vfvMx/4J7NhVqqmxM9QV1yIo21rUetrZp84Kmzn7iFcxl5nYQpk5iL3q+S7+S/S4pGN7hbpAlg5t8/t7Oz2Iveh528rhLjEzSTSYNfhNzQk3srF8Lk6gMTz+wAWZx3xF96913y/Gvw7qLYdv1/nslXHyY0Dxr4M+15o8Ga0308EwNuYmq7by76DYpN7JlUM5+fwI149dwGVOZ321uAnP2AZif8hPFpCtbcZJyv6n1e1yT3WBUvMQADG2BS17krjeCc+JaHQVv8hjYvoVNoE2CmdS20GNTbjYZNUbKA2KVk63w47mq5MtUJWRzDV5TeWxi3rweVj/RaPd+tKN/ZyySJ3PkM5jirH/Ql7BX/qy7u2GLXDyR58l1GXdHuVQicegPI2/f23Id7Dzo/ggj/okz2U+lf0bS7+ez8mVrj6Dpm1f5OecnNHNj2NKM/1zC1RTMT7oTxdHP+x32Q/pGXPOIJp1VgyYGjYaWljY59S2YncTMT7mLmkt/1NU+2SJ7LvwbT6z/wUrcPPSRRTdnRw/AjoPYoAmLSVLV3HNwS51XBRdD3TBkux8HsxPuc0gN1CR0fmI1P+3iIdnvHk+fwZz8+qp05LapIdj2LPDudQvW6gVYl0gc/hCJ4lz5sXfdm8vnmtqYMQ9+mPqje9abwiDhN/0ODYzQ6LX1pjsIhuFP+EldMM1CMxsudf9a0Z9a2B+onpEGw/SDS9wGNsL+W0LrlCrrhZrMWpPk7OABN+hQ0O9xYFNr+1rL4A+MFJo/aXBzJfmpWjeYVHfO3SjFwuDmyjlr9CpX41Q16EwJSPqT75qFAyT1jfg1cvUHqYi7xMMfrx8z3hwXT3yZJ9e9sBIzj37c/b2DRCvR7/rCJfpDy/oqg/fUPg66TyQan08iJ2be/CJJWWWZaZiQuf7bxcSIm0plftYlcqvYQqbVRKRRouH1j7rvhzpT5LTyPjYxVP5pjdd8dOnkEHbbs9x8n0GNb4SEp6r5sKHl/p3LSdbikTyNP4YJBWe4h0TSzi2jBsZPnC65mcr8Q3W+cHtZMOu6SbiBGrAw9hDm1D3VnVXDHVK9Eubk190JH/z5mEInjHOLz7oe1EJJ5ySe/Leqk5q95EcAFzcJ5iPFTbmJWiIZSpx6KU78fhDWgp31hwoPEqhU9UTQwQS1RRbEStiKdOQe2MyCflhr8AKs29WLGTNzpuXXuxsPB0LHSfMLh/KFzeQJV5u76UrXP6hvpHIRPz9VmQqiPICCv3deyW+aFlxkhgYnKhVDI7OukuCYbjiQS5ILA/tX6L1q3qNOsrZAasgfuda62rmS3yoF/BYT/mdlcd8bk0+5uRiD+QHnZ3GT8waDOg2BLbqaQpPCDm4NtWzxBzwifCFtQ1++rQxW1Ht9eN31WbE6Zia+23DdKKxJVJKvcoJV+7jyu12QkPXXXz811HQAoWbnSws8BfCMF1aW2VKoViyUlHnz1YkXCXfzwJZg4hhm7nxVkmYTQzByEcydc83C1+12fQEb1Lx4Qzthc9oNtlJONAwkB7G7vh+7+dqqGyve+FE4dc/CORQbTDnAhr3uJoN3L/aqV7immaXZuvtiRw+4JrzBzVW/prbVAW2qpzTxXPmTA5VuJFD3nLnc2qlYJE8rqTaDrYyM559kltShvBvYyh3zlF9FZv1lx/8T02woVKjbIdUmh9z2SjOuSZ9Jubsvp+5pc9mk44Imav0bWxydrssEiVMw6iO4Jjgn7oWLX1CplQ2a4Bz7Sks1psvuyD1zduEdfA1DHCtRR8Lz9tzs+tqEb+iFh+tPBglRvdO7v86CWqlQ/8JlJU4tNntdcOFf8xo7z46puzg5fEOTBGsVhCdVD5qnb2whiRvYUP24PwWERxLcWPn96lfV3YQN5v+zXk0zzPC8gDXLyssrj6ubcfpTZNiSqxVZI4z1KlO4tLJ+hG1bzKIJmU2NuONmaKefZ1uYPcPwQJKpIm5Aq0Qy9Fp/8vZWYm/j/tYHQPIHYLJ7fxR70fNdwtW/qXINuPM5lLusJPor30FDm8uvxRh3c2bDPmxxAvvUf2DOftsNFlV3yoGrINWPmffnEO0bcTWLfhIY/m4rf/cl+ykP0hLU1LY0oE3SrROcl1PDsOOGyorB8lWYWFrJU8iCTPT8oyxodtMp3pw7AMPJW2kWZsfdSF7+BKFVZs/D0/e4Uf6GL6Jy1zHoiOwPDb7tOldbtMid7NoOqVV31kmAN6shUteqmbNUXXB0QtBfoeVTYc1d3OKEv8yWa4mYG8fOnnUXcEG8AKY02/JxvpyO3KY07SbJ3BKMMqZhiGOn7kh4/mhuY5Va/PIcgFuv89fx7xZ31Q29pezLwtcYLIOlMxjsCvQ4sZWbH8HnXG5BUpO4BUnH3AU4+o+uiXoyaGrpN5NMpvy+Uhv9+RE9qiZtH9rp7vwHF4OzZ/0agmCo85qJ2YObs+Vl/uOgCWYidPN2eZ+CrACD9Wt95qDOHPdukuUbK33pwH1vJ7ezbeJf+O7IC7Hzs5hjX11Q02EBu/kZbp7P/vWVGF/A75eOqYxeXPu8LfnLTSURqXctGwycVqekVZtN9kFyFPZlsfuy7ngut8YKrTi0xSUjyQHOete4Wj0SkFpXPofabddjp064GOpb7zerTVJuspfwa6rq3CSsSnyC/Q6mFAhaQJVm3bWI341kNSaWVvLkq5eJuvaXfufVdnZmLxXdgRqM4nX6PszEdyuDLJiEG9r7+NdcZ9u5cf/L2z+Q5/ypQR/9NIlZd/CVqziTA7D7BdXvt4xmQN08RKq0jylNuznMhrcvvvJqKF6ojOyXHHQnhFQoZq2lPEEmpvKFH8TYybtcsgQLa1e9EphwotXemh9z7kHYci3myS+7/lWKsXip7RsXGs3Nbr0Oe+YBGN7lmuUkU+XmZL3TQGsZrLf8Ys5Pu3Pk6W/Dzpuqm+CGm/Vg3AVncQLz1FcxU08u+S1b6Uvh34bx39/U/91Pji1UErjw9ClBwlU1jUqSBQlaIuVv8TlLLpMsrjzJcm0yEsxhGOhb55qq1dZ0pIZczUl5UKUmB3/QjNQ9qNkRf4Rbz69ttB488glX07TzxpoNGb8mbLEbj6Emv8UJd5wG0/NU1Xz75UyMcIF9lZeH5xK9ONP4bUzCNeHzithrfq4ySmPQ98wkXfITnuwa/H3xr4G9+Upzx9Pfwk4ec31KvaIb7XQF+iO3NXnK5Qs3Ah8ArgQOAbdmM+lHatZJAO8GfgbwgPdkM+l3rvrO1ctEwQ3THVQDVvV5anDyKs24eY4Gd8DI9oXbtF7otRaKM37HVA/GHnQ1QH3DWK/k2lCHO+vVGWTBekXsrudVtl2cLFdVm75hd9eL0N3v5JBrHrCCs5F36xCp0mbHvwGbrw111l2hiztbchdAQVODYKCWoLP5xBP+3Gl+f5HjX3PtnjdcClv74cGP+m3VB1zz0oEtsP36SgJ14g4SZ+6tvF+j2tUOT0Bppp5yJzmJlepjrGY0t/6N/iTLPuvRfbVNq2jqtEtCwi0rSkVX49M/Uqem2a9lmp9x/RWthblxzIlvYMYKlekywB9G/HvdjcrSPIw/ChNPrMgARq2cE02wv1DdjLFOFZFbt7UmaA3fL5EAfmNZ25DGbGrI7+bRYuuHRN/Cm9YDm/1m78Hrm9wkCeYeq9fSrzhRlTgF5yzv7OE6yZN1139Dm0KVBLXNaL1KsjZzBvPwxyuTYFf1V5py59jkAJRm2OEd4WTfNZSnILC48s6dd+Uc2ATrL61ONq31+9/7n1HQ/3Ax4XWSo5XfL3tJTVFCra4SKcpJ2Nx57L6s698YHvCjgbYlT7l8YRD4LPBm4O+BtwKfAq6rWfUNwPcBVwEbgX/N5QuFbCb92VXdwQaZqDl5B3b2nD/ann+x9fS33KhB27+XcpWoPwEmT/xb+ULM6x+FTVe4TD0YKWnrtZWLvkadzefG3KE7faJqcb1BFszYYTd87BU/VdluuUwLR0jppotBiZfE3BjemW+7ZqAAWL9ZC/Unhg7WCTqve54/F4zx76oa92X8xD9jSrNu+PNgnpbiVNXNhXp3es35h2HrtSRmTmKrko7HsGfvb7m2VLWrstrqjuZmEn6TnPCKie5pSr4soRFep8/UqbH262VO3YXdfhCKKdcv4ulDmInHYeYsdtNV7kIwOeieK8247xKsu4E4d8HdjKwZ/Ch8DrWL9PUVadnA5kqC0Mq9Da+48Kb1jN/Ec7FGlsUpCAYYKU5VjyZZnMIc+7K7gVhzbCemT+Cdfww2hmqEzh/BnLnftWzq3+B/x5Rc66bZMRgYrXwPFSfcjYggnoLvrZqR8szx/8Rc+C6De/eTePRv3A37eiPyJYewV7y8Umvqdykxj3zCJWfuXfwBQPrdv1Q/bLzKzT0aJHsTT4I34/pzjeyqfBazY+7Ga3kgkFT1T2ylj/bQNvevRe2secoA49lM+iMAuXzhHcCv5PKFZ2Yz6ftC670C+ONsJn0aOJ3LF96Pq4Va1eSpWVJhzhyq+yXrTZ+uDGFOAk5W38FOzI3B03dWvY89/a0V/7JOzI1hn/paaN/9Q86brhuCuhiU1ZL47j/5cXGDP1rQvLsBMXnCzQcWfCFvvx7W76t8Kc9dcPO+bLt+4Q0M/06wAQgPmRq6uRC19nO11xeJypSmYewhbDAYRKP+g9ZW7pwGw3ivNmsBz93t9uaqR5wzppLUBbXCCzfgbo4ET82O+81lb8ecexib/m+uWU/QvHZ2HHBNVs35+ueq8HnZFqdcS4vgYrTVGyOKa1kpM2dd8l6agcS66ueC2tBATRISMKVpOHH7wkSmOAETx2D6lDuvbrmmcp36xD/759crXC3rhccr261zbCce/URltL2zBRLBeTRo2eS30Ci3bgomzoa6tbKmNI058TXsqbur4s7VdLrrUDyv7r5UXXd7ltqb+UHtrLEld2O1NO1GuZ0+teD9yh91kyaz5aay5Ru5BmuMP7piMHhH+PcUjZq6tjN5uhp4MHiQzaRLuXzhiL/8vkbrAQ8Br2m2YZNIlP9QAGbqAqwbwVhXbRn8ZGqyar0F2zn/IPbC4+7u9syY+6MHB4CdhenjbkV/WXLsPuz5R+qu3/A96mxnJYT33cyeh8v2Ni/rKu1HJ5WDNSblWW0rFTe1kmfuxo4dro4LgNN3V1Z64jY3/4M/L4yZPOmSfVt0d7GM65dkTn3THatL+JvG5XhQObrHasVMeXt2Fvv0nS4G5j3oG2JhE5oinC3A8M7l9zEs+XPVJJL+qFQld9FQmoNT98KmfZBa7+KvVMScugvGv+sSvI37y/kTF74Dk0/CzDk30W7fiBuwaN1FMD8Ho1e47XpFOH0IM3O26rvBPpXHbnu234SuSOL0XbC5D5NIkPAan6uqzmPz5ytPxOzcthI6FXerHTPdohy725/tD/Jh3LFfmoXSHObxL8Ce3Zjv5DATJxteLwbXcnZkh7uQ9+bK58dA/fPrNysbWeRzTM4+DcefrlrX2FmY+E71ionEwuUNtl17Tdnq932z6+6mr2twDdvs2rb6m9QfHArAm3b/Imhn8jQCTNUsmwKGF1mv3jpVdu9NUyqFOs/Zr8GFysM9E1+uPNhff9b3hTa3uN5S119Nbl927z3Q4f3ojLVa7qhWJ25qtRoXoTt1Xqj/0ZY+2LLU93bicjyoHJ3XnpjBxYBH1barDACl442fXwmjAA9DCfcP/Hjc73bMO1RZdwQYWUcljudws8b7NcWlQ5VtjIL7Xqj5bvAOlVsisdnVqPXysSJO22KmW5QOwWSd5Xt2ux/b1sG2dXVWaKSfqvNjlW667qwvWgx3f3kC7UyepnDfpmHDwMQi69Vbp8qxowXmiws7dtn9r2UPt/MEN2GOfDj6Hvcok0iwe+8Bjh09XNPXI97WarmXKu5xE5fjQeXoHp2IGa9vk6vlKV7AXHii6g50+fn1e2DqaUwiWenr6t/JtckB9/yFJ0gUzzV8H5sYWng3u0PicKx0m07V6sT9PNNIbTyttWM67uVtZ/L0IKHmd7l8IQlcjmuWV7velUBw+/mqOutUsZ5X949jjnwY9l+LOfLhWP7xFtPoc4m7tVruqNZK3MTleFA5Oq8TMWNmz8LToQke6z0/W2e01Al3+9vMT5afb9oN3Zssv6Zb5gTq5WNFnLVynlmgQTyttWM6ruVtZ/KUB7bk8oVXAx8D3gI8Dtxfs97fA2/O5Qv/jmsM8EvAr7VxP0VERERERBZoWz1uNpOeBl4KvB44A7wIeFk2k7a5fOGBXL7wSn/V9+ESrUPA7cAHs5n0Z9q1nyIiIiIiIvW0dZLcbCZ9N3BDneXXhH6fB37d/yciIiIiItIVendcSBERERERkTZqa83Takn19dddbhIJkskkqb7+WHZYa0Tl7q1yv+tDt20Exn/j517c1n7acY8blaO7rGQ5FDPxps9z5ZlEoiNxo5hxVN7e1ChmjLXdMq5OdO/60G17gO92ej9EVsCm3/i5F59ffLXlU9xITChmRKJrS9woZiRGFsRMr9c8PQlcAox3ekdElqmdx7DiRuJAMSMSXbuOYcWMxMWCY7ina55ERERERETaRQNGiIiIiIiItEDJk4iIiIiISAuUPImIiIiIiLSg1weMaCiXL9wIfAC4EjgE3JrNpB/p7F4tXS5f+EHgD4HLgSeA/y+bSX+uWTmX+ly3yeULB4B7gGuzmfSja6HMndLNn1HcYiAOx3UuX7jMf+/vA84Ab8tm0h/N5QtXAP8HuB44Arwum0nf4b9mSc91q04fR70ibvHbLXrxeyRuf7tcvvCTwJuymfTz/cex/P5TDFfEsuYply8MAp8F3g1sAm4DPtXRnXPFYdcAAAoQSURBVFqGXL6wHfg08L9w5XkT8NFcvnANDcrZ7DPopc8nly+kgL8GBvzHSypXL5W5U7r5M4pbDMThuM7lCwb4HHCn/94vBz6Qyxf2Ap8AvgSMAu8F/m8uXxjyX7rU57pOp4+jXhG3+O0Wvfg9Eqe/XS5fMLl84bXAxwATeip233+K4WqxHG0vly/8MPCebCZ9tf84CZwGfiCbSd/X0Z1bgly+cAPwmmwm/QuhZXcD7wPeWq+cwG4afAbNnuu2zyeXL/xPXGD9KnCF/y9yuZo9121l7pRujpu4xUAcjutcvvBc4O+AvdlM2vrLrsHdlPs6sDmbSRf95d8GfhN4BJdsRXoum0nnVrMsS9XNMdNN4ha/3aIXv0fiFDO5fOEPgOcC/47b/+fl8oU0S/iOa/ZcN3z/KYarxbLmCbgaeDB4kM2kS7gq0Ks7tkfLkM2k76o5YPcBB4CLaVzOZp9BT3w+uXzhe3B3s98WWrzUcvVEmTusaz+jOMVAjI7r64EHgD/N5QtP5/KF+4F9uCYdR4ILAN9Dof1dynPdqmtjppvEKX67RQ9/j8Tpb/dev6leuKnZUr/juvr7TzFcLa7J0wgwVbNsChjuwL6sqFy+sBP4Aq5drKFxOZt9Bl3/+eTyhX5cc4Sfz2bS06Gnllquri9zF+iJz6iXYyBmx/Uo8GLgYdwJ9NeAjwPXNtmnbi3LUvXiPndUL8dvt+jx75HY/O2ymfTxOot74W+wLIrh+CZPU0BtO9FhYKID+7Ji/CYxt+OqiN9A83Iu9blu8VvAV7KZ9H/WLI9zmTut6z+jGMRAnI7rWeCpbCb9vmwmPZfNpG8D/gN3Mu21sixVL+5zx8QgfrtFL3+PxP1v1wt/gyVTDDtxTZ4exI3eAZTbUl6OqwLtSbl84Xm4C5O/yGbSP5/NpD2al3Opz3WLlwGvyeUL53L5wjl/2T3ACeJb5k7r6s8oJjEQp+P6YWC9P3BEIAmcB/b5+xK4isr+LuW5btXVMdNNYhK/3aKXv0fi/rdb6ndc13//KYYr4jpgxBBwFHgrbhSUtwA/CVwXdGzuJbl84WLgPuB/ZDPp/xNa3rCcwOBSnuvWzyeXL1hcZ9hjrJEyt1s3x01cY6CXj+tcvjAMPAr8CfBHwItwoyVdA+SAzwC/B7wC+H1gXzaTnsrlC/cu5bnVLMtSdXPMdJO4xm+36KXvkTjGTC5fuBV4bTaTfp7/eEnfcd38/acYrhbLmie/DfBLgdfj5h55EfCyXviDNPBaXP+C9+XyhYngH/DTNChns8+glz+fpZarl8vcLl3+GcU6BnrxuPZP6BngZv+93wu8IptJPw7cghtR6TRuSNsfC10ALPW5rtNtx1EXi3X8dote+B5ZI3+7OH7/KYZDYlnzJCIiIiIistJiWfMkIiIiIiKy0pQ8iYiIiIiItEDJk4iIiIiISAuUPImIiIiIiLRAyZOIiIiIiEgLlDyJiIiIiIi0INXpHZDVkcsXNgPvA/4fYA74EPD2bCbt5fKFDcB7gKy/+heBX81m0mdqtmH8576QzaTfH1q+09/2zYAHfBo3cdqF0Dq/CrwR2IKbkfoX/PlfRLrWasZNzTo/B3wwm0mbpTwv0i06HTM610iv6WTM5PKFfuAduEl4R4CvAG9UzESjmqf4+gxuFucs8BP+v9/3n/sz4FrcpGQvBq4BPhx+cS5fSAJ/jgvuWp/Cnai+33/+Jn/d4LWvB96Om+TtBtxx9umVKZbIqlrNuAnW2QP80VKfF+kyHYsZnWukR3XyPPM//fd7OfBcYBD47NKLsjYpeYqhXL7wvbhZqn8mm0l/PZtJ3wG8DnhjLl8YwQXse7OZ9LeymfQ9wLuBHwq9fh/wVeCHgXM1214PPAH8fDaT/nY2k74L+Cv//YK7Ib8J/FY2k/5sNpMuAL8IbM/lCxetasFFlmE146bGh4FDy3hepCt0MmZ0rpFe1AXnmSzwV9lM+mvZTPow8L+B63P5wpYVKN6aoWZ78bQfmM5m0t8KLbsX6AeeDZwGXpnLF74IWFz17d2hdZ8DPIgLsnvCG/ab5r0ieJzLF/YDPwP8q7/oAHAR8MnQax4FLl2JgomsolWLm0AuX3gtsBn4XVzNbaTnRbpMJ2NG5xrpRZ0+z5wGbsnlC3+NS75uBR6jeSImNZQ8xdMJYCiXL2zNZtKn/WXBCWUb7i7HR4Exf9ljwPOCF2cz6Y8BHwPI5QsN3ySXL3wBeAnwHeBt/uLLgVlgXy5f+DRwGfB14A3ZTPqpZZZLZDWtatz4zSh+D3ghdS7wFntepAt1MmZ0rpFe1NHzDPCrwD8Ax4ESLml6fjaTLi2rVGuMmu3F0x3Ao8Bf5vKFUb869t3APO7uxlXAQ7jgeiFwHvio3wwiircC3wc8Cfyb3xFxPe64+iDwTuDHgY3Al3L5gpJ16WarHTcfAt6fzaS/vcTnRbpNJ2NG5xrpRZ0+z+zH1T69FJeU3QN8MpcvDC+xPGuSkqcYymbSc8AtwNXAGVzN0JeBs7g7G38KvDabSX8lm0l/xV/3hfj9liK8z33ZTPrrwE8BV+I6OBaBPuDN2Uz683573v+C6/T4guWWTWS1rGbc5PKF1wC7cBd5kZ8X6UadjBl0rpEe1OHzzAbgb4G3ZTPpL2Yz6duBlwF7gJ9eVsHWGCVPMeUP5nANsBMXkH8BbMfdmZv224YH6z6OuxOxb7Ht+ndKXp7LF8rHTjaTPoH7EtgKBM0lHgg9f9rfvpoiSVdbrbgBXoU7WY7l8oUJ3IiV5PKFiVy+8MoWnhfpSh2MGZ1rpCd1MGauBtYRGkgim0mPAw+3uH3xqWo7hnL5wiiQA14VjN2fyxf+C66N678Bb8/lC5dlM+nv+M/twA09fqSFzW8G/h7XVO8//ddfhvsCeAAoANPAs4Lt5fKF7bjE6rEVKaDIKljluHkVMBR6nME1N7oOOImba6PZ8yJdp8MxY9G5RnpMh2Nmg7/8GtyIfeTyhUFc4tTK9sVnrLWd3gdZBbl84S7ckOJvxgXGx3DDun4YuB3X0faNuElu/xg3Wdpzspm0V7Od7wB/VDNJ7hdw1byv8Rf9GXAqm0m/1H/+XbgRYl6Nuzv4HtwdluvVKVG62WrGTc3zPwJ8vskkuU2fF+kWnYwZnWukF3U4Zj6Lq4F6Ha7F0G/h5uo8kM2kp1aulPGmZnvx9dO4gPsWrkr4f2Uz6b/0Tyg/gmtn+0XgNtxJ56W1gdnEK4G7gC/ghig/TGj4ctxAEn8DfAS4E5gBXqKTmfSA1YwbkTjqZMzoXCO9qJMx87O467aP41oPDQMZJU7RqOZJRERERESkBap5EhERERERaYGSJxERERERkRYoeRIREREREWmBkicREREREZEWKHkSERERERFpgZInERERERGRFih5EhERERERaYGSJxERERERkRYoeRIREREREWnB/w8uMSRrlpj7oQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Function to create feature pplots\n",
    "def pplot_features(df, features):\n",
    "    pp_rows = [features[i:i+4] for i in range(0, len(features), 4)]\n",
    "    for row in pp_rows:\n",
    "        pp = sns.pairplot(data=df, y_vars=['price'], x_vars=row, kind='reg', height=3)\n",
    "    return None\n",
    "\n",
    "# Create feature pplots for training df\n",
    "pplot_features(train_df, features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test/Train Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'train_df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m----------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-b5bcd2a76762>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0;31m# Split training data into test and train data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m \u001b[0mx_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_test\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_test\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtt_split\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_df\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'train_df' is not defined"
     ]
    }
   ],
   "source": [
    "# Fucntion to split data into test and train data\n",
    "def tt_split(df):\n",
    "    split = df.copy()\n",
    "    ignore = ['Unnamed: 0', 'id', 'price', 'date', 'yr_built', 'zipcode',\n",
    "          'lat', 'long', 'sqft_living', 'sqft_above','grade', 'condition']\n",
    "    Y = df['price']\n",
    "    for col in ignore:\n",
    "        split = split.drop(columns=col, axis=1)\n",
    "    x_train, x_test, y_train, y_test = train_test_split(split, Y, random_state=22,test_size=0.2)\n",
    "    return x_train, x_test, y_train, y_test\n",
    "\n",
    "# Split training data into test and train data\n",
    "x_train, x_test, y_train, y_test = tt_split(train_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple Regression Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/eric/opt/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py:2495: FutureWarning: Method .ptp is deprecated and will be removed in a future version. Use numpy.ptp instead.\n",
      "  return ptp(axis=axis, out=out, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>price</td>      <th>  R-squared:         </th>  <td>   0.893</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th>  <td>   0.892</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th>  <td>   1066.</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 04 May 2020</td> <th>  Prob (F-statistic):</th>   <td>  0.00</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>14:04:49</td>     <th>  Log-Likelihood:    </th> <td>-1.8172e+05</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td> 13832</td>      <th>  AIC:               </th>  <td>3.637e+05</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td> 13724</td>      <th>  BIC:               </th>  <td>3.645e+05</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>   107</td>      <th>                     </th>      <td> </td>     \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>      <td> </td>     \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "        <td></td>           <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th>         <td> 1.648e+05</td> <td> 7907.922</td> <td>   20.836</td> <td> 0.000</td> <td> 1.49e+05</td> <td>  1.8e+05</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>bedrooms</th>      <td>-9867.4425</td> <td> 1555.487</td> <td>   -6.344</td> <td> 0.000</td> <td>-1.29e+04</td> <td>-6818.475</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>bathrooms</th>     <td> 2.019e+04</td> <td> 2541.811</td> <td>    7.942</td> <td> 0.000</td> <td> 1.52e+04</td> <td> 2.52e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>sqft_lot</th>      <td>    0.5432</td> <td>    0.055</td> <td>    9.947</td> <td> 0.000</td> <td>    0.436</td> <td>    0.650</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>floors</th>        <td>-3.392e+04</td> <td> 2990.419</td> <td>  -11.341</td> <td> 0.000</td> <td>-3.98e+04</td> <td>-2.81e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>waterfront</th>    <td>  218.1907</td> <td>    3.612</td> <td>   60.403</td> <td> 0.000</td> <td>  211.110</td> <td>  225.271</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>view</th>          <td> 4.322e+04</td> <td> 1674.902</td> <td>   25.803</td> <td> 0.000</td> <td> 3.99e+04</td> <td> 4.65e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>sqft_basement</th> <td>  -76.2929</td> <td>    3.602</td> <td>  -21.179</td> <td> 0.000</td> <td>  -83.354</td> <td>  -69.232</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>yr_renovated</th>  <td>  828.7848</td> <td>   87.691</td> <td>    9.451</td> <td> 0.000</td> <td>  656.898</td> <td> 1000.671</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>sqft_living15</th> <td>   58.0010</td> <td>    2.811</td> <td>   20.636</td> <td> 0.000</td> <td>   52.492</td> <td>   63.510</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>sqft_lot15</th>    <td>   -0.1269</td> <td>    0.074</td> <td>   -1.711</td> <td> 0.087</td> <td>   -0.272</td> <td>    0.018</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>age</th>           <td>    4.7681</td> <td>   61.156</td> <td>    0.078</td> <td> 0.938</td> <td> -115.106</td> <td>  124.642</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>2015</th>          <td>   34.6892</td> <td>    3.187</td> <td>   10.884</td> <td> 0.000</td> <td>   28.442</td> <td>   40.937</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>2</th>             <td>    0.3331</td> <td>    2.970</td> <td>    0.112</td> <td> 0.911</td> <td>   -5.489</td> <td>    6.155</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>3</th>             <td>   11.0923</td> <td>    2.769</td> <td>    4.005</td> <td> 0.000</td> <td>    5.664</td> <td>   16.520</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>4</th>             <td>   16.9055</td> <td>    2.649</td> <td>    6.383</td> <td> 0.000</td> <td>   11.714</td> <td>   22.097</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>5</th>             <td>   26.6244</td> <td>    3.549</td> <td>    7.503</td> <td> 0.000</td> <td>   19.669</td> <td>   33.580</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>6</th>             <td>   32.6706</td> <td>    4.130</td> <td>    7.911</td> <td> 0.000</td> <td>   24.576</td> <td>   40.765</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>7</th>             <td>   32.4867</td> <td>    4.136</td> <td>    7.855</td> <td> 0.000</td> <td>   24.380</td> <td>   40.593</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>8</th>             <td>   33.9373</td> <td>    4.177</td> <td>    8.126</td> <td> 0.000</td> <td>   25.751</td> <td>   42.124</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>9</th>             <td>   30.4010</td> <td>    4.212</td> <td>    7.218</td> <td> 0.000</td> <td>   22.145</td> <td>   38.657</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>10</th>            <td>   32.8164</td> <td>    4.177</td> <td>    7.857</td> <td> 0.000</td> <td>   24.629</td> <td>   41.003</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>11</th>            <td>   31.7574</td> <td>    4.285</td> <td>    7.411</td> <td> 0.000</td> <td>   23.358</td> <td>   40.157</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>12</th>            <td>   33.4228</td> <td>    4.286</td> <td>    7.799</td> <td> 0.000</td> <td>   25.022</td> <td>   41.823</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98002</th>         <td>   -4.6449</td> <td>    7.473</td> <td>   -0.622</td> <td> 0.534</td> <td>  -19.294</td> <td>   10.004</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98003</th>         <td>   -5.3717</td> <td>    6.009</td> <td>   -0.894</td> <td> 0.371</td> <td>  -17.151</td> <td>    6.407</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98004</th>         <td>  301.9659</td> <td>    5.048</td> <td>   59.816</td> <td> 0.000</td> <td>  292.071</td> <td>  311.861</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98005</th>         <td>  128.6104</td> <td>    5.899</td> <td>   21.802</td> <td> 0.000</td> <td>  117.047</td> <td>  140.173</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98006</th>         <td>  119.0347</td> <td>    4.809</td> <td>   24.753</td> <td> 0.000</td> <td>  109.609</td> <td>  128.461</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98007</th>         <td>  123.5406</td> <td>    7.169</td> <td>   17.232</td> <td> 0.000</td> <td>  109.488</td> <td>  137.594</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98008</th>         <td>  122.1258</td> <td>    5.776</td> <td>   21.142</td> <td> 0.000</td> <td>  110.803</td> <td>  133.448</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98010</th>         <td>   32.0924</td> <td>    7.765</td> <td>    4.133</td> <td> 0.000</td> <td>   16.871</td> <td>   47.314</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98011</th>         <td>   66.7348</td> <td>    6.319</td> <td>   10.562</td> <td> 0.000</td> <td>   54.350</td> <td>   79.120</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98014</th>         <td>   52.9844</td> <td>    7.192</td> <td>    7.367</td> <td> 0.000</td> <td>   38.887</td> <td>   67.081</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98019</th>         <td>   43.9448</td> <td>    6.355</td> <td>    6.915</td> <td> 0.000</td> <td>   31.488</td> <td>   56.402</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98022</th>         <td>  -12.5005</td> <td>    6.776</td> <td>   -1.845</td> <td> 0.065</td> <td>  -25.782</td> <td>    0.780</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98023</th>         <td>  -14.1083</td> <td>    5.222</td> <td>   -2.702</td> <td> 0.007</td> <td>  -24.345</td> <td>   -3.872</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98024</th>         <td>   74.4365</td> <td>    7.913</td> <td>    9.407</td> <td> 0.000</td> <td>   58.926</td> <td>   89.947</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98027</th>         <td>   81.9092</td> <td>    4.997</td> <td>   16.391</td> <td> 0.000</td> <td>   72.114</td> <td>   91.704</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98028</th>         <td>   69.2454</td> <td>    5.843</td> <td>   11.852</td> <td> 0.000</td> <td>   57.793</td> <td>   80.698</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98029</th>         <td>  101.4240</td> <td>    5.452</td> <td>   18.602</td> <td> 0.000</td> <td>   90.736</td> <td>  112.112</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98030</th>         <td>    1.6352</td> <td>    6.297</td> <td>    0.260</td> <td> 0.795</td> <td>  -10.708</td> <td>   13.979</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98031</th>         <td>    4.1313</td> <td>    6.089</td> <td>    0.678</td> <td> 0.497</td> <td>   -7.804</td> <td>   16.067</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98032</th>         <td>   -4.5765</td> <td>    8.559</td> <td>   -0.535</td> <td> 0.593</td> <td>  -21.354</td> <td>   12.201</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98033</th>         <td>  174.6208</td> <td>    5.025</td> <td>   34.749</td> <td> 0.000</td> <td>  164.771</td> <td>  184.471</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98034</th>         <td>  107.6160</td> <td>    5.240</td> <td>   20.538</td> <td> 0.000</td> <td>   97.345</td> <td>  117.887</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98038</th>         <td>   17.9645</td> <td>    5.007</td> <td>    3.588</td> <td> 0.000</td> <td>    8.150</td> <td>   27.779</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98039</th>         <td>  380.0267</td> <td>    6.814</td> <td>   55.774</td> <td> 0.000</td> <td>  366.671</td> <td>  393.383</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98040</th>         <td>  192.0441</td> <td>    5.078</td> <td>   37.816</td> <td> 0.000</td> <td>  182.090</td> <td>  201.998</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98042</th>         <td>    0.0348</td> <td>    5.213</td> <td>    0.007</td> <td> 0.995</td> <td>  -10.183</td> <td>   10.253</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98045</th>         <td>   40.8639</td> <td>    6.209</td> <td>    6.581</td> <td> 0.000</td> <td>   28.693</td> <td>   53.035</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98052</th>         <td>  112.9377</td> <td>    4.889</td> <td>   23.103</td> <td> 0.000</td> <td>  103.355</td> <td>  122.520</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98053</th>         <td>   83.3333</td> <td>    4.939</td> <td>   16.872</td> <td> 0.000</td> <td>   73.652</td> <td>   93.015</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98055</th>         <td>   18.9210</td> <td>    6.418</td> <td>    2.948</td> <td> 0.003</td> <td>    6.340</td> <td>   31.502</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98056</th>         <td>   53.1447</td> <td>    5.407</td> <td>    9.828</td> <td> 0.000</td> <td>   42.546</td> <td>   63.744</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98058</th>         <td>   18.0932</td> <td>    5.308</td> <td>    3.409</td> <td> 0.001</td> <td>    7.689</td> <td>   28.498</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98059</th>         <td>   53.2130</td> <td>    5.028</td> <td>   10.583</td> <td> 0.000</td> <td>   43.357</td> <td>   63.069</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98065</th>         <td>   51.2217</td> <td>    5.228</td> <td>    9.798</td> <td> 0.000</td> <td>   40.974</td> <td>   61.469</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98070</th>         <td>   24.1415</td> <td>    8.445</td> <td>    2.859</td> <td> 0.004</td> <td>    7.589</td> <td>   40.694</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98072</th>         <td>   78.2152</td> <td>    5.606</td> <td>   13.951</td> <td> 0.000</td> <td>   67.226</td> <td>   89.205</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98074</th>         <td>   86.9618</td> <td>    4.930</td> <td>   17.640</td> <td> 0.000</td> <td>   77.299</td> <td>   96.625</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98075</th>         <td>   79.4536</td> <td>    4.991</td> <td>   15.920</td> <td> 0.000</td> <td>   69.671</td> <td>   89.236</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98077</th>         <td>   63.5222</td> <td>    5.477</td> <td>   11.597</td> <td> 0.000</td> <td>   52.786</td> <td>   74.259</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98092</th>         <td>   -8.8699</td> <td>    5.386</td> <td>   -1.647</td> <td> 0.100</td> <td>  -19.428</td> <td>    1.688</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98102</th>         <td>  282.7351</td> <td>    7.755</td> <td>   36.457</td> <td> 0.000</td> <td>  267.534</td> <td>  297.936</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98103</th>         <td>  203.3419</td> <td>    5.731</td> <td>   35.481</td> <td> 0.000</td> <td>  192.108</td> <td>  214.575</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98105</th>         <td>  235.3611</td> <td>    6.255</td> <td>   37.626</td> <td> 0.000</td> <td>  223.100</td> <td>  247.622</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98106</th>         <td>   64.4742</td> <td>    6.682</td> <td>    9.648</td> <td> 0.000</td> <td>   51.376</td> <td>   77.573</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98107</th>         <td>  202.7614</td> <td>    7.150</td> <td>   28.359</td> <td> 0.000</td> <td>  188.747</td> <td>  216.776</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98108</th>         <td>   69.0751</td> <td>    7.533</td> <td>    9.170</td> <td> 0.000</td> <td>   54.310</td> <td>   83.840</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98109</th>         <td>  266.6576</td> <td>    8.055</td> <td>   33.103</td> <td> 0.000</td> <td>  250.868</td> <td>  282.447</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98112</th>         <td>  281.1212</td> <td>    5.501</td> <td>   51.100</td> <td> 0.000</td> <td>  270.338</td> <td>  291.905</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98115</th>         <td>  183.5546</td> <td>    5.416</td> <td>   33.889</td> <td> 0.000</td> <td>  172.938</td> <td>  194.171</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98116</th>         <td>  163.0155</td> <td>    6.079</td> <td>   26.815</td> <td> 0.000</td> <td>  151.099</td> <td>  174.932</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98117</th>         <td>  186.4620</td> <td>    5.671</td> <td>   32.880</td> <td> 0.000</td> <td>  175.346</td> <td>  197.578</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98118</th>         <td>   93.3219</td> <td>    5.647</td> <td>   16.526</td> <td> 0.000</td> <td>   82.253</td> <td>  104.391</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98119</th>         <td>  275.7130</td> <td>    6.846</td> <td>   40.274</td> <td> 0.000</td> <td>  262.294</td> <td>  289.132</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98122</th>         <td>  193.2733</td> <td>    6.356</td> <td>   30.409</td> <td> 0.000</td> <td>  180.815</td> <td>  205.731</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98125</th>         <td>  107.5426</td> <td>    5.828</td> <td>   18.454</td> <td> 0.000</td> <td>   96.120</td> <td>  118.966</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98126</th>         <td>  113.4882</td> <td>    6.508</td> <td>   17.437</td> <td> 0.000</td> <td>  100.731</td> <td>  126.246</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98133</th>         <td>   85.3371</td> <td>    5.777</td> <td>   14.773</td> <td> 0.000</td> <td>   74.014</td> <td>   96.660</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98136</th>         <td>  146.3380</td> <td>    6.472</td> <td>   22.612</td> <td> 0.000</td> <td>  133.653</td> <td>  159.023</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98144</th>         <td>  169.2000</td> <td>    5.760</td> <td>   29.374</td> <td> 0.000</td> <td>  157.909</td> <td>  180.491</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98146</th>         <td>   58.7013</td> <td>    6.471</td> <td>    9.071</td> <td> 0.000</td> <td>   46.017</td> <td>   71.386</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98148</th>         <td>   22.7674</td> <td>   13.057</td> <td>    1.744</td> <td> 0.081</td> <td>   -2.826</td> <td>   48.361</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98155</th>         <td>   78.7162</td> <td>    5.546</td> <td>   14.193</td> <td> 0.000</td> <td>   67.845</td> <td>   89.587</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98166</th>         <td>   31.7136</td> <td>    5.820</td> <td>    5.449</td> <td> 0.000</td> <td>   20.305</td> <td>   43.122</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98168</th>         <td>   18.8321</td> <td>    7.205</td> <td>    2.614</td> <td> 0.009</td> <td>    4.708</td> <td>   32.956</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98177</th>         <td>  114.4843</td> <td>    5.699</td> <td>   20.088</td> <td> 0.000</td> <td>  103.313</td> <td>  125.655</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98178</th>         <td>   19.6271</td> <td>    6.481</td> <td>    3.029</td> <td> 0.002</td> <td>    6.924</td> <td>   32.330</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98188</th>         <td>   24.7633</td> <td>    8.081</td> <td>    3.064</td> <td> 0.002</td> <td>    8.924</td> <td>   40.603</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98198</th>         <td>    0.8789</td> <td>    6.404</td> <td>    0.137</td> <td> 0.891</td> <td>  -11.675</td> <td>   13.432</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98199</th>         <td>  196.6404</td> <td>    5.622</td> <td>   34.978</td> <td> 0.000</td> <td>  185.621</td> <td>  207.660</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_3</th>       <td> -312.2557</td> <td>  185.510</td> <td>   -1.683</td> <td> 0.092</td> <td> -675.881</td> <td>   51.370</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_4</th>       <td> -193.8530</td> <td>   45.737</td> <td>   -4.238</td> <td> 0.000</td> <td> -283.504</td> <td> -104.202</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_5</th>       <td> -154.3174</td> <td>   23.509</td> <td>   -6.564</td> <td> 0.000</td> <td> -200.399</td> <td> -108.236</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_6</th>       <td> -131.9676</td> <td>   21.551</td> <td>   -6.124</td> <td> 0.000</td> <td> -174.210</td> <td>  -89.725</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_7</th>       <td> -110.6992</td> <td>   21.355</td> <td>   -5.184</td> <td> 0.000</td> <td> -152.557</td> <td>  -68.841</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_8</th>       <td>  -91.3128</td> <td>   21.339</td> <td>   -4.279</td> <td> 0.000</td> <td> -133.140</td> <td>  -49.486</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_9</th>       <td>  -69.4795</td> <td>   21.320</td> <td>   -3.259</td> <td> 0.001</td> <td> -111.271</td> <td>  -27.688</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_10</th>      <td>  -44.9682</td> <td>   21.335</td> <td>   -2.108</td> <td> 0.035</td> <td>  -86.788</td> <td>   -3.149</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_11</th>      <td>  -21.0715</td> <td>   21.357</td> <td>   -0.987</td> <td> 0.324</td> <td>  -62.935</td> <td>   20.792</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_12</th>      <td>   18.2393</td> <td>   21.447</td> <td>    0.850</td> <td> 0.395</td> <td>  -23.799</td> <td>   60.278</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_13</th>      <td>  119.4339</td> <td>   22.209</td> <td>    5.378</td> <td> 0.000</td> <td>   75.902</td> <td>  162.966</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>condition_2</th>   <td>   86.6850</td> <td>   21.817</td> <td>    3.973</td> <td> 0.000</td> <td>   43.920</td> <td>  129.450</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>condition_3</th>   <td>   93.2722</td> <td>   20.337</td> <td>    4.586</td> <td> 0.000</td> <td>   53.410</td> <td>  133.135</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>condition_4</th>   <td>  105.6499</td> <td>   20.335</td> <td>    5.196</td> <td> 0.000</td> <td>   65.791</td> <td>  145.509</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>condition_5</th>   <td>  127.0560</td> <td>   20.380</td> <td>    6.234</td> <td> 0.000</td> <td>   87.108</td> <td>  167.004</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>5672.090</td> <th>  Durbin-Watson:     </th>  <td>   2.003</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th>  <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td>263733.137</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>           <td> 1.232</td>  <th>  Prob(JB):          </th>  <td>    0.00</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>       <td>24.249</td>  <th>  Cond. No.          </th>  <td>3.38e+05</td> \n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 3.38e+05. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                  price   R-squared:                       0.893\n",
       "Model:                            OLS   Adj. R-squared:                  0.892\n",
       "Method:                 Least Squares   F-statistic:                     1066.\n",
       "Date:                Mon, 04 May 2020   Prob (F-statistic):               0.00\n",
       "Time:                        14:04:49   Log-Likelihood:            -1.8172e+05\n",
       "No. Observations:               13832   AIC:                         3.637e+05\n",
       "Df Residuals:                   13724   BIC:                         3.645e+05\n",
       "Df Model:                         107                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "=================================================================================\n",
       "                    coef    std err          t      P>|t|      [0.025      0.975]\n",
       "---------------------------------------------------------------------------------\n",
       "const          1.648e+05   7907.922     20.836      0.000    1.49e+05     1.8e+05\n",
       "bedrooms      -9867.4425   1555.487     -6.344      0.000   -1.29e+04   -6818.475\n",
       "bathrooms      2.019e+04   2541.811      7.942      0.000    1.52e+04    2.52e+04\n",
       "sqft_lot          0.5432      0.055      9.947      0.000       0.436       0.650\n",
       "floors        -3.392e+04   2990.419    -11.341      0.000   -3.98e+04   -2.81e+04\n",
       "waterfront      218.1907      3.612     60.403      0.000     211.110     225.271\n",
       "view           4.322e+04   1674.902     25.803      0.000    3.99e+04    4.65e+04\n",
       "sqft_basement   -76.2929      3.602    -21.179      0.000     -83.354     -69.232\n",
       "yr_renovated    828.7848     87.691      9.451      0.000     656.898    1000.671\n",
       "sqft_living15    58.0010      2.811     20.636      0.000      52.492      63.510\n",
       "sqft_lot15       -0.1269      0.074     -1.711      0.087      -0.272       0.018\n",
       "age               4.7681     61.156      0.078      0.938    -115.106     124.642\n",
       "2015             34.6892      3.187     10.884      0.000      28.442      40.937\n",
       "2                 0.3331      2.970      0.112      0.911      -5.489       6.155\n",
       "3                11.0923      2.769      4.005      0.000       5.664      16.520\n",
       "4                16.9055      2.649      6.383      0.000      11.714      22.097\n",
       "5                26.6244      3.549      7.503      0.000      19.669      33.580\n",
       "6                32.6706      4.130      7.911      0.000      24.576      40.765\n",
       "7                32.4867      4.136      7.855      0.000      24.380      40.593\n",
       "8                33.9373      4.177      8.126      0.000      25.751      42.124\n",
       "9                30.4010      4.212      7.218      0.000      22.145      38.657\n",
       "10               32.8164      4.177      7.857      0.000      24.629      41.003\n",
       "11               31.7574      4.285      7.411      0.000      23.358      40.157\n",
       "12               33.4228      4.286      7.799      0.000      25.022      41.823\n",
       "98002            -4.6449      7.473     -0.622      0.534     -19.294      10.004\n",
       "98003            -5.3717      6.009     -0.894      0.371     -17.151       6.407\n",
       "98004           301.9659      5.048     59.816      0.000     292.071     311.861\n",
       "98005           128.6104      5.899     21.802      0.000     117.047     140.173\n",
       "98006           119.0347      4.809     24.753      0.000     109.609     128.461\n",
       "98007           123.5406      7.169     17.232      0.000     109.488     137.594\n",
       "98008           122.1258      5.776     21.142      0.000     110.803     133.448\n",
       "98010            32.0924      7.765      4.133      0.000      16.871      47.314\n",
       "98011            66.7348      6.319     10.562      0.000      54.350      79.120\n",
       "98014            52.9844      7.192      7.367      0.000      38.887      67.081\n",
       "98019            43.9448      6.355      6.915      0.000      31.488      56.402\n",
       "98022           -12.5005      6.776     -1.845      0.065     -25.782       0.780\n",
       "98023           -14.1083      5.222     -2.702      0.007     -24.345      -3.872\n",
       "98024            74.4365      7.913      9.407      0.000      58.926      89.947\n",
       "98027            81.9092      4.997     16.391      0.000      72.114      91.704\n",
       "98028            69.2454      5.843     11.852      0.000      57.793      80.698\n",
       "98029           101.4240      5.452     18.602      0.000      90.736     112.112\n",
       "98030             1.6352      6.297      0.260      0.795     -10.708      13.979\n",
       "98031             4.1313      6.089      0.678      0.497      -7.804      16.067\n",
       "98032            -4.5765      8.559     -0.535      0.593     -21.354      12.201\n",
       "98033           174.6208      5.025     34.749      0.000     164.771     184.471\n",
       "98034           107.6160      5.240     20.538      0.000      97.345     117.887\n",
       "98038            17.9645      5.007      3.588      0.000       8.150      27.779\n",
       "98039           380.0267      6.814     55.774      0.000     366.671     393.383\n",
       "98040           192.0441      5.078     37.816      0.000     182.090     201.998\n",
       "98042             0.0348      5.213      0.007      0.995     -10.183      10.253\n",
       "98045            40.8639      6.209      6.581      0.000      28.693      53.035\n",
       "98052           112.9377      4.889     23.103      0.000     103.355     122.520\n",
       "98053            83.3333      4.939     16.872      0.000      73.652      93.015\n",
       "98055            18.9210      6.418      2.948      0.003       6.340      31.502\n",
       "98056            53.1447      5.407      9.828      0.000      42.546      63.744\n",
       "98058            18.0932      5.308      3.409      0.001       7.689      28.498\n",
       "98059            53.2130      5.028     10.583      0.000      43.357      63.069\n",
       "98065            51.2217      5.228      9.798      0.000      40.974      61.469\n",
       "98070            24.1415      8.445      2.859      0.004       7.589      40.694\n",
       "98072            78.2152      5.606     13.951      0.000      67.226      89.205\n",
       "98074            86.9618      4.930     17.640      0.000      77.299      96.625\n",
       "98075            79.4536      4.991     15.920      0.000      69.671      89.236\n",
       "98077            63.5222      5.477     11.597      0.000      52.786      74.259\n",
       "98092            -8.8699      5.386     -1.647      0.100     -19.428       1.688\n",
       "98102           282.7351      7.755     36.457      0.000     267.534     297.936\n",
       "98103           203.3419      5.731     35.481      0.000     192.108     214.575\n",
       "98105           235.3611      6.255     37.626      0.000     223.100     247.622\n",
       "98106            64.4742      6.682      9.648      0.000      51.376      77.573\n",
       "98107           202.7614      7.150     28.359      0.000     188.747     216.776\n",
       "98108            69.0751      7.533      9.170      0.000      54.310      83.840\n",
       "98109           266.6576      8.055     33.103      0.000     250.868     282.447\n",
       "98112           281.1212      5.501     51.100      0.000     270.338     291.905\n",
       "98115           183.5546      5.416     33.889      0.000     172.938     194.171\n",
       "98116           163.0155      6.079     26.815      0.000     151.099     174.932\n",
       "98117           186.4620      5.671     32.880      0.000     175.346     197.578\n",
       "98118            93.3219      5.647     16.526      0.000      82.253     104.391\n",
       "98119           275.7130      6.846     40.274      0.000     262.294     289.132\n",
       "98122           193.2733      6.356     30.409      0.000     180.815     205.731\n",
       "98125           107.5426      5.828     18.454      0.000      96.120     118.966\n",
       "98126           113.4882      6.508     17.437      0.000     100.731     126.246\n",
       "98133            85.3371      5.777     14.773      0.000      74.014      96.660\n",
       "98136           146.3380      6.472     22.612      0.000     133.653     159.023\n",
       "98144           169.2000      5.760     29.374      0.000     157.909     180.491\n",
       "98146            58.7013      6.471      9.071      0.000      46.017      71.386\n",
       "98148            22.7674     13.057      1.744      0.081      -2.826      48.361\n",
       "98155            78.7162      5.546     14.193      0.000      67.845      89.587\n",
       "98166            31.7136      5.820      5.449      0.000      20.305      43.122\n",
       "98168            18.8321      7.205      2.614      0.009       4.708      32.956\n",
       "98177           114.4843      5.699     20.088      0.000     103.313     125.655\n",
       "98178            19.6271      6.481      3.029      0.002       6.924      32.330\n",
       "98188            24.7633      8.081      3.064      0.002       8.924      40.603\n",
       "98198             0.8789      6.404      0.137      0.891     -11.675      13.432\n",
       "98199           196.6404      5.622     34.978      0.000     185.621     207.660\n",
       "grade_3        -312.2557    185.510     -1.683      0.092    -675.881      51.370\n",
       "grade_4        -193.8530     45.737     -4.238      0.000    -283.504    -104.202\n",
       "grade_5        -154.3174     23.509     -6.564      0.000    -200.399    -108.236\n",
       "grade_6        -131.9676     21.551     -6.124      0.000    -174.210     -89.725\n",
       "grade_7        -110.6992     21.355     -5.184      0.000    -152.557     -68.841\n",
       "grade_8         -91.3128     21.339     -4.279      0.000    -133.140     -49.486\n",
       "grade_9         -69.4795     21.320     -3.259      0.001    -111.271     -27.688\n",
       "grade_10        -44.9682     21.335     -2.108      0.035     -86.788      -3.149\n",
       "grade_11        -21.0715     21.357     -0.987      0.324     -62.935      20.792\n",
       "grade_12         18.2393     21.447      0.850      0.395     -23.799      60.278\n",
       "grade_13        119.4339     22.209      5.378      0.000      75.902     162.966\n",
       "condition_2      86.6850     21.817      3.973      0.000      43.920     129.450\n",
       "condition_3      93.2722     20.337      4.586      0.000      53.410     133.135\n",
       "condition_4     105.6499     20.335      5.196      0.000      65.791     145.509\n",
       "condition_5     127.0560     20.380      6.234      0.000      87.108     167.004\n",
       "==============================================================================\n",
       "Omnibus:                     5672.090   Durbin-Watson:                   2.003\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):           263733.137\n",
       "Skew:                           1.232   Prob(JB):                         0.00\n",
       "Kurtosis:                      24.249   Cond. No.                     3.38e+05\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 3.38e+05. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Simple regression model on training data\n",
    "model = sm.OLS(y_train, sm.add_constant(x_train[[key for key in x_train]])).fit()\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lasso Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/eric/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:476: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 104403667521712.39, tolerance: 194381627077.73962\n",
      "  positive)\n"
     ]
    }
   ],
   "source": [
    "lasso = Lasso(alpha=0.01, normalize=False)\n",
    "lasso.fit(x_train, y_train)\n",
    "y_train_pred = lasso.predict(x_train)\n",
    "y_test_pred = lasso.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Error: 75633.05762270217\n",
      "Testing Error: 129554.0172576651\n"
     ]
    }
   ],
   "source": [
    "train_rmse = metrics.mean_absolute_error(y_train, y_train_pred)\n",
    "test_rmse = np.sqrt(metrics.mean_squared_error(y_test, y_test_pred))\n",
    "print('Training Error: '+ str(train_rmse) )\n",
    "print('Testing Error: '+ str(test_rmse) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>floors</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>grade_3</th>\n",
       "      <th>grade_4</th>\n",
       "      <th>grade_5</th>\n",
       "      <th>grade_6</th>\n",
       "      <th>sqft_basement</th>\n",
       "      <th>grade_7</th>\n",
       "      <th>grade_8</th>\n",
       "      <th>grade_9</th>\n",
       "      <th>...</th>\n",
       "      <th>98105</th>\n",
       "      <th>98109</th>\n",
       "      <th>98119</th>\n",
       "      <th>98112</th>\n",
       "      <th>98102</th>\n",
       "      <th>98004</th>\n",
       "      <th>98039</th>\n",
       "      <th>yr_renovated</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>view</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-34005.259216</td>\n",
       "      <td>-10012.090571</td>\n",
       "      <td>-269.24284</td>\n",
       "      <td>-153.553497</td>\n",
       "      <td>-112.096046</td>\n",
       "      <td>-88.952477</td>\n",
       "      <td>-76.421956</td>\n",
       "      <td>-67.630202</td>\n",
       "      <td>-48.241922</td>\n",
       "      <td>-26.439389</td>\n",
       "      <td>...</td>\n",
       "      <td>234.161177</td>\n",
       "      <td>265.39249</td>\n",
       "      <td>274.539081</td>\n",
       "      <td>279.776726</td>\n",
       "      <td>281.485212</td>\n",
       "      <td>300.61641</td>\n",
       "      <td>378.757036</td>\n",
       "      <td>831.375787</td>\n",
       "      <td>20075.967612</td>\n",
       "      <td>43228.552369</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 107 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         floors      bedrooms    grade_3     grade_4     grade_5    grade_6  \\\n",
       "0 -34005.259216 -10012.090571 -269.24284 -153.553497 -112.096046 -88.952477   \n",
       "\n",
       "   sqft_basement    grade_7    grade_8    grade_9  ...       98105      98109  \\\n",
       "0     -76.421956 -67.630202 -48.241922 -26.439389  ...  234.161177  265.39249   \n",
       "\n",
       "        98119       98112       98102      98004       98039  yr_renovated  \\\n",
       "0  274.539081  279.776726  281.485212  300.61641  378.757036    831.375787   \n",
       "\n",
       "      bathrooms          view  \n",
       "0  20075.967612  43228.552369  \n",
       "\n",
       "[1 rows x 107 columns]"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lasso_coef = pd.DataFrame(data=lasso.coef_).T\n",
    "lasso_coef.columns = x_train.columns\n",
    "lasso_coef = lasso_coef.T.sort_values(by=0).T\n",
    "\n",
    "lasso_coef"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Columns to ignore\n",
    "ignore = ['Unnamed: 0', 'id', 'price', 'date', 'yr_built', 'zipcode',\n",
    "          'lat', 'long', 'sqft_living', 'sqft_above','grade', 'condition']\n",
    "\n",
    "# Final training data\n",
    "y_all = train_df['price']\n",
    "x_all = train_df.drop(columns=ignore, axis=1)\n",
    "\n",
    "# Holdout data\n",
    "x_hold = hold_df.drop(columns=ignore, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/eric/opt/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py:2495: FutureWarning: Method .ptp is deprecated and will be removed in a future version. Use numpy.ptp instead.\n",
      "  return ptp(axis=axis, out=out, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>price</td>      <th>  R-squared:         </th>  <td>   0.890</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th>  <td>   0.889</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th>  <td>   1297.</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 04 May 2020</td> <th>  Prob (F-statistic):</th>   <td>  0.00</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>14:05:00</td>     <th>  Log-Likelihood:    </th> <td>-2.2730e+05</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td> 17290</td>      <th>  AIC:               </th>  <td>4.548e+05</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td> 17182</td>      <th>  BIC:               </th>  <td>4.557e+05</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>   107</td>      <th>                     </th>      <td> </td>     \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>      <td> </td>     \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "        <td></td>           <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th>         <td>  1.66e+05</td> <td> 7143.285</td> <td>   23.239</td> <td> 0.000</td> <td> 1.52e+05</td> <td>  1.8e+05</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>bedrooms</th>      <td>-8816.7664</td> <td> 1409.472</td> <td>   -6.255</td> <td> 0.000</td> <td>-1.16e+04</td> <td>-6054.058</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>bathrooms</th>     <td> 2.111e+04</td> <td> 2284.641</td> <td>    9.240</td> <td> 0.000</td> <td> 1.66e+04</td> <td> 2.56e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>sqft_lot</th>      <td>    0.5569</td> <td>    0.050</td> <td>   11.105</td> <td> 0.000</td> <td>    0.459</td> <td>    0.655</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>floors</th>        <td>-3.095e+04</td> <td> 2690.055</td> <td>  -11.504</td> <td> 0.000</td> <td>-3.62e+04</td> <td>-2.57e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>waterfront</th>    <td>  221.6330</td> <td>    3.333</td> <td>   66.504</td> <td> 0.000</td> <td>  215.101</td> <td>  228.165</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>view</th>          <td> 4.313e+04</td> <td> 1504.224</td> <td>   28.673</td> <td> 0.000</td> <td> 4.02e+04</td> <td> 4.61e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>sqft_basement</th> <td>  -70.6610</td> <td>    3.231</td> <td>  -21.868</td> <td> 0.000</td> <td>  -76.994</td> <td>  -64.328</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>yr_renovated</th>  <td>  906.9938</td> <td>   78.655</td> <td>   11.531</td> <td> 0.000</td> <td>  752.823</td> <td> 1061.165</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>sqft_living15</th> <td>   57.1451</td> <td>    2.533</td> <td>   22.562</td> <td> 0.000</td> <td>   52.181</td> <td>   62.110</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>sqft_lot15</th>    <td>   -0.1361</td> <td>    0.068</td> <td>   -2.013</td> <td> 0.044</td> <td>   -0.269</td> <td>   -0.004</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>age</th>           <td>    1.3836</td> <td>   54.947</td> <td>    0.025</td> <td> 0.980</td> <td> -106.318</td> <td>  109.085</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>2015</th>          <td>   38.3607</td> <td>    2.863</td> <td>   13.397</td> <td> 0.000</td> <td>   32.748</td> <td>   43.973</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>2</th>             <td>    0.8914</td> <td>    2.665</td> <td>    0.334</td> <td> 0.738</td> <td>   -4.333</td> <td>    6.115</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>3</th>             <td>   10.5359</td> <td>    2.469</td> <td>    4.267</td> <td> 0.000</td> <td>    5.696</td> <td>   15.376</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>4</th>             <td>   16.0611</td> <td>    2.368</td> <td>    6.784</td> <td> 0.000</td> <td>   11.420</td> <td>   20.702</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>5</th>             <td>   29.0924</td> <td>    3.168</td> <td>    9.184</td> <td> 0.000</td> <td>   22.884</td> <td>   35.301</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>6</th>             <td>   35.8852</td> <td>    3.702</td> <td>    9.694</td> <td> 0.000</td> <td>   28.629</td> <td>   43.141</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>7</th>             <td>   34.3146</td> <td>    3.703</td> <td>    9.267</td> <td> 0.000</td> <td>   27.057</td> <td>   41.572</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>8</th>             <td>   36.6249</td> <td>    3.745</td> <td>    9.780</td> <td> 0.000</td> <td>   29.284</td> <td>   43.966</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>9</th>             <td>   33.9096</td> <td>    3.774</td> <td>    8.986</td> <td> 0.000</td> <td>   26.513</td> <td>   41.306</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>10</th>            <td>   36.0380</td> <td>    3.746</td> <td>    9.621</td> <td> 0.000</td> <td>   28.696</td> <td>   43.380</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>11</th>            <td>   34.9504</td> <td>    3.836</td> <td>    9.111</td> <td> 0.000</td> <td>   27.432</td> <td>   42.469</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>12</th>            <td>   36.0264</td> <td>    3.827</td> <td>    9.414</td> <td> 0.000</td> <td>   28.526</td> <td>   43.527</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98002</th>         <td>   -5.5029</td> <td>    6.894</td> <td>   -0.798</td> <td> 0.425</td> <td>  -19.016</td> <td>    8.010</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98003</th>         <td>   -6.0837</td> <td>    5.434</td> <td>   -1.120</td> <td> 0.263</td> <td>  -16.735</td> <td>    4.567</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98004</th>         <td>  297.6910</td> <td>    4.520</td> <td>   65.864</td> <td> 0.000</td> <td>  288.832</td> <td>  306.550</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98005</th>         <td>  131.0847</td> <td>    5.279</td> <td>   24.829</td> <td> 0.000</td> <td>  120.736</td> <td>  141.433</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98006</th>         <td>  119.8972</td> <td>    4.293</td> <td>   27.926</td> <td> 0.000</td> <td>  111.482</td> <td>  128.313</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98007</th>         <td>  125.6773</td> <td>    6.345</td> <td>   19.808</td> <td> 0.000</td> <td>  113.241</td> <td>  138.114</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98008</th>         <td>  127.5720</td> <td>    5.205</td> <td>   24.510</td> <td> 0.000</td> <td>  117.370</td> <td>  137.774</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98010</th>         <td>   31.1308</td> <td>    7.184</td> <td>    4.333</td> <td> 0.000</td> <td>   17.050</td> <td>   45.212</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98011</th>         <td>   68.5559</td> <td>    5.548</td> <td>   12.356</td> <td> 0.000</td> <td>   57.681</td> <td>   79.431</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98014</th>         <td>   50.7588</td> <td>    6.494</td> <td>    7.816</td> <td> 0.000</td> <td>   38.030</td> <td>   63.488</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98019</th>         <td>   45.0192</td> <td>    5.785</td> <td>    7.782</td> <td> 0.000</td> <td>   33.679</td> <td>   56.359</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98022</th>         <td>  -13.2559</td> <td>    6.019</td> <td>   -2.202</td> <td> 0.028</td> <td>  -25.054</td> <td>   -1.458</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98023</th>         <td>  -13.5499</td> <td>    4.677</td> <td>   -2.897</td> <td> 0.004</td> <td>  -22.718</td> <td>   -4.382</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98024</th>         <td>   77.3707</td> <td>    7.011</td> <td>   11.036</td> <td> 0.000</td> <td>   63.628</td> <td>   91.113</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98027</th>         <td>   81.4291</td> <td>    4.509</td> <td>   18.061</td> <td> 0.000</td> <td>   72.592</td> <td>   90.266</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98028</th>         <td>   70.1725</td> <td>    5.248</td> <td>   13.370</td> <td> 0.000</td> <td>   59.885</td> <td>   80.460</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98029</th>         <td>  101.3682</td> <td>    4.931</td> <td>   20.556</td> <td> 0.000</td> <td>   91.702</td> <td>  111.034</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98030</th>         <td>    1.5769</td> <td>    5.637</td> <td>    0.280</td> <td> 0.780</td> <td>   -9.471</td> <td>   12.625</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98031</th>         <td>    3.9782</td> <td>    5.553</td> <td>    0.716</td> <td> 0.474</td> <td>   -6.906</td> <td>   14.862</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98032</th>         <td>   -4.1363</td> <td>    7.642</td> <td>   -0.541</td> <td> 0.588</td> <td>  -19.114</td> <td>   10.842</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98033</th>         <td>  170.5622</td> <td>    4.494</td> <td>   37.953</td> <td> 0.000</td> <td>  161.753</td> <td>  179.371</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98034</th>         <td>  106.3361</td> <td>    4.641</td> <td>   22.911</td> <td> 0.000</td> <td>   97.239</td> <td>  115.434</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98038</th>         <td>   18.1331</td> <td>    4.500</td> <td>    4.029</td> <td> 0.000</td> <td>    9.312</td> <td>   26.954</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98039</th>         <td>  369.6610</td> <td>    5.992</td> <td>   61.690</td> <td> 0.000</td> <td>  357.916</td> <td>  381.406</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98040</th>         <td>  188.6764</td> <td>    4.544</td> <td>   41.525</td> <td> 0.000</td> <td>  179.770</td> <td>  197.583</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98042</th>         <td>   -0.0816</td> <td>    4.688</td> <td>   -0.017</td> <td> 0.986</td> <td>   -9.270</td> <td>    9.107</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98045</th>         <td>   41.5267</td> <td>    5.662</td> <td>    7.334</td> <td> 0.000</td> <td>   30.428</td> <td>   52.625</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98052</th>         <td>  113.0860</td> <td>    4.359</td> <td>   25.940</td> <td> 0.000</td> <td>  104.541</td> <td>  121.631</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98053</th>         <td>   84.6171</td> <td>    4.445</td> <td>   19.038</td> <td> 0.000</td> <td>   75.905</td> <td>   93.329</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98055</th>         <td>   16.7267</td> <td>    5.800</td> <td>    2.884</td> <td> 0.004</td> <td>    5.358</td> <td>   28.096</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98056</th>         <td>   54.0857</td> <td>    4.813</td> <td>   11.238</td> <td> 0.000</td> <td>   44.653</td> <td>   63.519</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98058</th>         <td>   18.6965</td> <td>    4.690</td> <td>    3.987</td> <td> 0.000</td> <td>    9.504</td> <td>   27.889</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98059</th>         <td>   52.1907</td> <td>    4.478</td> <td>   11.655</td> <td> 0.000</td> <td>   43.413</td> <td>   60.968</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98065</th>         <td>   51.7964</td> <td>    4.712</td> <td>   10.993</td> <td> 0.000</td> <td>   42.561</td> <td>   61.032</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98070</th>         <td>   22.3788</td> <td>    7.290</td> <td>    3.070</td> <td> 0.002</td> <td>    8.089</td> <td>   36.668</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98072</th>         <td>   75.8759</td> <td>    5.021</td> <td>   15.111</td> <td> 0.000</td> <td>   66.034</td> <td>   85.718</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98074</th>         <td>   88.2478</td> <td>    4.416</td> <td>   19.983</td> <td> 0.000</td> <td>   79.592</td> <td>   96.904</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98075</th>         <td>   80.7541</td> <td>    4.448</td> <td>   18.157</td> <td> 0.000</td> <td>   72.036</td> <td>   89.472</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98077</th>         <td>   62.3919</td> <td>    4.942</td> <td>   12.625</td> <td> 0.000</td> <td>   52.706</td> <td>   72.078</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98092</th>         <td>   -7.3679</td> <td>    4.856</td> <td>   -1.517</td> <td> 0.129</td> <td>  -16.886</td> <td>    2.150</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98102</th>         <td>  255.5680</td> <td>    6.668</td> <td>   38.327</td> <td> 0.000</td> <td>  242.498</td> <td>  268.638</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98103</th>         <td>  197.8930</td> <td>    5.084</td> <td>   38.923</td> <td> 0.000</td> <td>  187.927</td> <td>  207.859</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98105</th>         <td>  235.9829</td> <td>    5.555</td> <td>   42.482</td> <td> 0.000</td> <td>  225.095</td> <td>  246.871</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98106</th>         <td>   63.3449</td> <td>    6.047</td> <td>   10.475</td> <td> 0.000</td> <td>   51.492</td> <td>   75.198</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98107</th>         <td>  206.5936</td> <td>    6.303</td> <td>   32.775</td> <td> 0.000</td> <td>  194.238</td> <td>  218.949</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98108</th>         <td>   67.5121</td> <td>    6.713</td> <td>   10.058</td> <td> 0.000</td> <td>   54.355</td> <td>   80.669</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98109</th>         <td>  266.9904</td> <td>    7.085</td> <td>   37.682</td> <td> 0.000</td> <td>  253.102</td> <td>  280.878</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98112</th>         <td>  286.2201</td> <td>    4.934</td> <td>   58.015</td> <td> 0.000</td> <td>  276.550</td> <td>  295.890</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98115</th>         <td>  180.7777</td> <td>    4.804</td> <td>   37.629</td> <td> 0.000</td> <td>  171.361</td> <td>  190.194</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98116</th>         <td>  161.2399</td> <td>    5.393</td> <td>   29.900</td> <td> 0.000</td> <td>  150.670</td> <td>  171.810</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98117</th>         <td>  184.1224</td> <td>    5.085</td> <td>   36.210</td> <td> 0.000</td> <td>  174.156</td> <td>  194.089</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98118</th>         <td>   88.6478</td> <td>    5.053</td> <td>   17.542</td> <td> 0.000</td> <td>   78.743</td> <td>   98.553</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98119</th>         <td>  272.4677</td> <td>    6.086</td> <td>   44.769</td> <td> 0.000</td> <td>  260.538</td> <td>  284.397</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98122</th>         <td>  189.7469</td> <td>    5.803</td> <td>   32.696</td> <td> 0.000</td> <td>  178.372</td> <td>  201.122</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98125</th>         <td>  107.7696</td> <td>    5.203</td> <td>   20.712</td> <td> 0.000</td> <td>   97.571</td> <td>  117.968</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98126</th>         <td>  112.6728</td> <td>    5.842</td> <td>   19.287</td> <td> 0.000</td> <td>  101.222</td> <td>  124.124</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98133</th>         <td>   82.1481</td> <td>    5.206</td> <td>   15.779</td> <td> 0.000</td> <td>   71.944</td> <td>   92.353</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98136</th>         <td>  144.8849</td> <td>    5.875</td> <td>   24.662</td> <td> 0.000</td> <td>  133.370</td> <td>  156.400</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98144</th>         <td>  167.5661</td> <td>    5.147</td> <td>   32.557</td> <td> 0.000</td> <td>  157.478</td> <td>  177.654</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98146</th>         <td>   56.4797</td> <td>    5.824</td> <td>    9.698</td> <td> 0.000</td> <td>   45.064</td> <td>   67.895</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98148</th>         <td>   20.6073</td> <td>   11.982</td> <td>    1.720</td> <td> 0.085</td> <td>   -2.879</td> <td>   44.094</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98155</th>         <td>   75.9722</td> <td>    5.071</td> <td>   14.982</td> <td> 0.000</td> <td>   66.033</td> <td>   85.912</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98166</th>         <td>   34.9107</td> <td>    5.285</td> <td>    6.606</td> <td> 0.000</td> <td>   24.552</td> <td>   45.270</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98168</th>         <td>   18.3815</td> <td>    6.547</td> <td>    2.808</td> <td> 0.005</td> <td>    5.549</td> <td>   31.214</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98177</th>         <td>  124.9754</td> <td>    5.143</td> <td>   24.300</td> <td> 0.000</td> <td>  114.895</td> <td>  135.056</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98178</th>         <td>   20.2338</td> <td>    5.869</td> <td>    3.447</td> <td> 0.001</td> <td>    8.730</td> <td>   31.738</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98188</th>         <td>   21.5025</td> <td>    7.202</td> <td>    2.986</td> <td> 0.003</td> <td>    7.386</td> <td>   35.619</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98198</th>         <td>    0.2957</td> <td>    5.799</td> <td>    0.051</td> <td> 0.959</td> <td>  -11.072</td> <td>   11.663</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>98199</th>         <td>  194.4339</td> <td>    4.981</td> <td>   39.034</td> <td> 0.000</td> <td>  184.670</td> <td>  204.197</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_3</th>       <td> -201.0504</td> <td>  147.990</td> <td>   -1.359</td> <td> 0.174</td> <td> -491.125</td> <td>   89.025</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_4</th>       <td> -185.3690</td> <td>   41.837</td> <td>   -4.431</td> <td> 0.000</td> <td> -267.373</td> <td> -103.365</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_5</th>       <td> -136.0305</td> <td>   20.535</td> <td>   -6.624</td> <td> 0.000</td> <td> -176.281</td> <td>  -95.780</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_6</th>       <td> -110.8959</td> <td>   19.045</td> <td>   -5.823</td> <td> 0.000</td> <td> -148.227</td> <td>  -73.565</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_7</th>       <td>  -88.3698</td> <td>   18.919</td> <td>   -4.671</td> <td> 0.000</td> <td> -125.453</td> <td>  -51.286</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_8</th>       <td>  -69.2573</td> <td>   18.905</td> <td>   -3.664</td> <td> 0.000</td> <td> -106.312</td> <td>  -32.202</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_9</th>       <td>  -45.9859</td> <td>   18.894</td> <td>   -2.434</td> <td> 0.015</td> <td>  -83.020</td> <td>   -8.951</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_10</th>      <td>  -19.6909</td> <td>   18.907</td> <td>   -1.041</td> <td> 0.298</td> <td>  -56.750</td> <td>   17.369</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_11</th>      <td>    4.6966</td> <td>   18.930</td> <td>    0.248</td> <td> 0.804</td> <td>  -32.408</td> <td>   41.801</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_12</th>      <td>   43.3460</td> <td>   19.030</td> <td>    2.278</td> <td> 0.023</td> <td>    6.046</td> <td>   80.646</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>grade_13</th>      <td>  140.0353</td> <td>   19.530</td> <td>    7.170</td> <td> 0.000</td> <td>  101.755</td> <td>  178.316</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>condition_2</th>   <td>   44.8099</td> <td>   19.179</td> <td>    2.336</td> <td> 0.019</td> <td>    7.217</td> <td>   82.403</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>condition_3</th>   <td>   62.3416</td> <td>   18.025</td> <td>    3.459</td> <td> 0.001</td> <td>   27.011</td> <td>   97.673</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>condition_4</th>   <td>   74.8705</td> <td>   18.024</td> <td>    4.154</td> <td> 0.000</td> <td>   39.541</td> <td>  110.200</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>condition_5</th>   <td>   97.8261</td> <td>   18.066</td> <td>    5.415</td> <td> 0.000</td> <td>   62.415</td> <td>  133.238</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>7330.976</td> <th>  Durbin-Watson:     </th>  <td>   1.996</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th>  <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td>332788.218</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>           <td> 1.309</td>  <th>  Prob(JB):          </th>  <td>    0.00</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>       <td>24.333</td>  <th>  Cond. No.          </th>  <td>3.36e+05</td> \n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 3.36e+05. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                  price   R-squared:                       0.890\n",
       "Model:                            OLS   Adj. R-squared:                  0.889\n",
       "Method:                 Least Squares   F-statistic:                     1297.\n",
       "Date:                Mon, 04 May 2020   Prob (F-statistic):               0.00\n",
       "Time:                        14:05:00   Log-Likelihood:            -2.2730e+05\n",
       "No. Observations:               17290   AIC:                         4.548e+05\n",
       "Df Residuals:                   17182   BIC:                         4.557e+05\n",
       "Df Model:                         107                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "=================================================================================\n",
       "                    coef    std err          t      P>|t|      [0.025      0.975]\n",
       "---------------------------------------------------------------------------------\n",
       "const           1.66e+05   7143.285     23.239      0.000    1.52e+05     1.8e+05\n",
       "bedrooms      -8816.7664   1409.472     -6.255      0.000   -1.16e+04   -6054.058\n",
       "bathrooms      2.111e+04   2284.641      9.240      0.000    1.66e+04    2.56e+04\n",
       "sqft_lot          0.5569      0.050     11.105      0.000       0.459       0.655\n",
       "floors        -3.095e+04   2690.055    -11.504      0.000   -3.62e+04   -2.57e+04\n",
       "waterfront      221.6330      3.333     66.504      0.000     215.101     228.165\n",
       "view           4.313e+04   1504.224     28.673      0.000    4.02e+04    4.61e+04\n",
       "sqft_basement   -70.6610      3.231    -21.868      0.000     -76.994     -64.328\n",
       "yr_renovated    906.9938     78.655     11.531      0.000     752.823    1061.165\n",
       "sqft_living15    57.1451      2.533     22.562      0.000      52.181      62.110\n",
       "sqft_lot15       -0.1361      0.068     -2.013      0.044      -0.269      -0.004\n",
       "age               1.3836     54.947      0.025      0.980    -106.318     109.085\n",
       "2015             38.3607      2.863     13.397      0.000      32.748      43.973\n",
       "2                 0.8914      2.665      0.334      0.738      -4.333       6.115\n",
       "3                10.5359      2.469      4.267      0.000       5.696      15.376\n",
       "4                16.0611      2.368      6.784      0.000      11.420      20.702\n",
       "5                29.0924      3.168      9.184      0.000      22.884      35.301\n",
       "6                35.8852      3.702      9.694      0.000      28.629      43.141\n",
       "7                34.3146      3.703      9.267      0.000      27.057      41.572\n",
       "8                36.6249      3.745      9.780      0.000      29.284      43.966\n",
       "9                33.9096      3.774      8.986      0.000      26.513      41.306\n",
       "10               36.0380      3.746      9.621      0.000      28.696      43.380\n",
       "11               34.9504      3.836      9.111      0.000      27.432      42.469\n",
       "12               36.0264      3.827      9.414      0.000      28.526      43.527\n",
       "98002            -5.5029      6.894     -0.798      0.425     -19.016       8.010\n",
       "98003            -6.0837      5.434     -1.120      0.263     -16.735       4.567\n",
       "98004           297.6910      4.520     65.864      0.000     288.832     306.550\n",
       "98005           131.0847      5.279     24.829      0.000     120.736     141.433\n",
       "98006           119.8972      4.293     27.926      0.000     111.482     128.313\n",
       "98007           125.6773      6.345     19.808      0.000     113.241     138.114\n",
       "98008           127.5720      5.205     24.510      0.000     117.370     137.774\n",
       "98010            31.1308      7.184      4.333      0.000      17.050      45.212\n",
       "98011            68.5559      5.548     12.356      0.000      57.681      79.431\n",
       "98014            50.7588      6.494      7.816      0.000      38.030      63.488\n",
       "98019            45.0192      5.785      7.782      0.000      33.679      56.359\n",
       "98022           -13.2559      6.019     -2.202      0.028     -25.054      -1.458\n",
       "98023           -13.5499      4.677     -2.897      0.004     -22.718      -4.382\n",
       "98024            77.3707      7.011     11.036      0.000      63.628      91.113\n",
       "98027            81.4291      4.509     18.061      0.000      72.592      90.266\n",
       "98028            70.1725      5.248     13.370      0.000      59.885      80.460\n",
       "98029           101.3682      4.931     20.556      0.000      91.702     111.034\n",
       "98030             1.5769      5.637      0.280      0.780      -9.471      12.625\n",
       "98031             3.9782      5.553      0.716      0.474      -6.906      14.862\n",
       "98032            -4.1363      7.642     -0.541      0.588     -19.114      10.842\n",
       "98033           170.5622      4.494     37.953      0.000     161.753     179.371\n",
       "98034           106.3361      4.641     22.911      0.000      97.239     115.434\n",
       "98038            18.1331      4.500      4.029      0.000       9.312      26.954\n",
       "98039           369.6610      5.992     61.690      0.000     357.916     381.406\n",
       "98040           188.6764      4.544     41.525      0.000     179.770     197.583\n",
       "98042            -0.0816      4.688     -0.017      0.986      -9.270       9.107\n",
       "98045            41.5267      5.662      7.334      0.000      30.428      52.625\n",
       "98052           113.0860      4.359     25.940      0.000     104.541     121.631\n",
       "98053            84.6171      4.445     19.038      0.000      75.905      93.329\n",
       "98055            16.7267      5.800      2.884      0.004       5.358      28.096\n",
       "98056            54.0857      4.813     11.238      0.000      44.653      63.519\n",
       "98058            18.6965      4.690      3.987      0.000       9.504      27.889\n",
       "98059            52.1907      4.478     11.655      0.000      43.413      60.968\n",
       "98065            51.7964      4.712     10.993      0.000      42.561      61.032\n",
       "98070            22.3788      7.290      3.070      0.002       8.089      36.668\n",
       "98072            75.8759      5.021     15.111      0.000      66.034      85.718\n",
       "98074            88.2478      4.416     19.983      0.000      79.592      96.904\n",
       "98075            80.7541      4.448     18.157      0.000      72.036      89.472\n",
       "98077            62.3919      4.942     12.625      0.000      52.706      72.078\n",
       "98092            -7.3679      4.856     -1.517      0.129     -16.886       2.150\n",
       "98102           255.5680      6.668     38.327      0.000     242.498     268.638\n",
       "98103           197.8930      5.084     38.923      0.000     187.927     207.859\n",
       "98105           235.9829      5.555     42.482      0.000     225.095     246.871\n",
       "98106            63.3449      6.047     10.475      0.000      51.492      75.198\n",
       "98107           206.5936      6.303     32.775      0.000     194.238     218.949\n",
       "98108            67.5121      6.713     10.058      0.000      54.355      80.669\n",
       "98109           266.9904      7.085     37.682      0.000     253.102     280.878\n",
       "98112           286.2201      4.934     58.015      0.000     276.550     295.890\n",
       "98115           180.7777      4.804     37.629      0.000     171.361     190.194\n",
       "98116           161.2399      5.393     29.900      0.000     150.670     171.810\n",
       "98117           184.1224      5.085     36.210      0.000     174.156     194.089\n",
       "98118            88.6478      5.053     17.542      0.000      78.743      98.553\n",
       "98119           272.4677      6.086     44.769      0.000     260.538     284.397\n",
       "98122           189.7469      5.803     32.696      0.000     178.372     201.122\n",
       "98125           107.7696      5.203     20.712      0.000      97.571     117.968\n",
       "98126           112.6728      5.842     19.287      0.000     101.222     124.124\n",
       "98133            82.1481      5.206     15.779      0.000      71.944      92.353\n",
       "98136           144.8849      5.875     24.662      0.000     133.370     156.400\n",
       "98144           167.5661      5.147     32.557      0.000     157.478     177.654\n",
       "98146            56.4797      5.824      9.698      0.000      45.064      67.895\n",
       "98148            20.6073     11.982      1.720      0.085      -2.879      44.094\n",
       "98155            75.9722      5.071     14.982      0.000      66.033      85.912\n",
       "98166            34.9107      5.285      6.606      0.000      24.552      45.270\n",
       "98168            18.3815      6.547      2.808      0.005       5.549      31.214\n",
       "98177           124.9754      5.143     24.300      0.000     114.895     135.056\n",
       "98178            20.2338      5.869      3.447      0.001       8.730      31.738\n",
       "98188            21.5025      7.202      2.986      0.003       7.386      35.619\n",
       "98198             0.2957      5.799      0.051      0.959     -11.072      11.663\n",
       "98199           194.4339      4.981     39.034      0.000     184.670     204.197\n",
       "grade_3        -201.0504    147.990     -1.359      0.174    -491.125      89.025\n",
       "grade_4        -185.3690     41.837     -4.431      0.000    -267.373    -103.365\n",
       "grade_5        -136.0305     20.535     -6.624      0.000    -176.281     -95.780\n",
       "grade_6        -110.8959     19.045     -5.823      0.000    -148.227     -73.565\n",
       "grade_7         -88.3698     18.919     -4.671      0.000    -125.453     -51.286\n",
       "grade_8         -69.2573     18.905     -3.664      0.000    -106.312     -32.202\n",
       "grade_9         -45.9859     18.894     -2.434      0.015     -83.020      -8.951\n",
       "grade_10        -19.6909     18.907     -1.041      0.298     -56.750      17.369\n",
       "grade_11          4.6966     18.930      0.248      0.804     -32.408      41.801\n",
       "grade_12         43.3460     19.030      2.278      0.023       6.046      80.646\n",
       "grade_13        140.0353     19.530      7.170      0.000     101.755     178.316\n",
       "condition_2      44.8099     19.179      2.336      0.019       7.217      82.403\n",
       "condition_3      62.3416     18.025      3.459      0.001      27.011      97.673\n",
       "condition_4      74.8705     18.024      4.154      0.000      39.541     110.200\n",
       "condition_5      97.8261     18.066      5.415      0.000      62.415     133.238\n",
       "==============================================================================\n",
       "Omnibus:                     7330.976   Durbin-Watson:                   1.996\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):           332788.218\n",
       "Skew:                           1.309   Prob(JB):                         0.00\n",
       "Kurtosis:                      24.333   Cond. No.                     3.36e+05\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 3.36e+05. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Simple regression model\n",
    "model_all = sm.OLS(y_all, sm.add_constant(x_all[[key for key in x_all]])).fit()\n",
    "model_all.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/eric/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:476: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132759657996334.48, tolerance: 240951709851.4366\n",
      "  positive)\n"
     ]
    }
   ],
   "source": [
    "# Lasso model\n",
    "lasso_all = Lasso(alpha=0.01, normalize=False)\n",
    "lasso_all.fit(x_all, y_all)\n",
    "y_hold = lasso_all.predict(x_hold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([446944.09564787, 452861.30267342, 329519.88245287, ...,\n",
       "       301162.17077577, 334429.61662531, 301274.03354343])"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_hold"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "csv = pd.DataFrame(y_hold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "csv.to_csv('housing_preds_Jesse_Eric.csv', header=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Notes (TESTING)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Recreate original dataframe without any added columns\n",
    "# TESTING = pd.read_csv('kc_house_data_train.csv')\n",
    "\n",
    "# # Create features list for original dataframe\n",
    "# TESTING_FEATURES = set_features(TESTING)\n",
    "\n",
    "# # Run model on original dataframe\n",
    "# set_model(TESTING, TESTING_FEATURES)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Unused Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Function to create target variable\n",
    "# def set_target(df):\n",
    "#     target = df['price']\n",
    "#     return target\n",
    "\n",
    "# # Create target variable for dataframes\n",
    "# train_target = set_target(train_df)\n",
    "# test_target = set_target(test_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Function for creating grade dummy variables\n",
    "# def set_grades(df):\n",
    "#     dummies = pd.get_dummies(df['grade'], prefix='grade', drop_first=True)\n",
    "#     df = pd.concat([df, dummies], axis=1)\n",
    "#     return df\n",
    "\n",
    "# # Create grade dummy variables for dataframes\n",
    "# train_df = set_grades(train_df)\n",
    "# holdout_df = set_grades(holdout_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Function to transform bedrooms outliers\n",
    "# def bedrooms_trans(df):\n",
    "#     filt = df['bedrooms'] < 10\n",
    "#     df['bedrooms'] = np.where(filt, df['bedrooms'], 10)\n",
    "#     return df\n",
    "\n",
    "# # Transform bedrooms outliers in dataframes \n",
    "# train_df = bedrooms_trans(train_df)\n",
    "# hold_df = bedrooms_trans(hold_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Function to transform bathrooms outliers\n",
    "# def bathrooms_trans(df):\n",
    "#     low_filt = df['bathrooms'] > .5\n",
    "#     df['bathrooms'] = np.where(low_filt, df['bathrooms'], .5)\n",
    "#     high_filt = df['bathrooms'] < 5\n",
    "#     df['bathrooms'] = np.where(high_filt, df['bathrooms'], 5)\n",
    "#     return df\n",
    "\n",
    "# # Transform bedrooms outliers in dataframes \n",
    "# train_df = bathrooms_trans(train_df)\n",
    "# hold_df = bathrooms_trans(hold_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Function to create regression modeln (smf method)\n",
    "# def set_model(df, features):\n",
    "#     formula = 'price~' + '+'.join([f'{ft}' for ft in features])\n",
    "#     model = smf.ols(formula=formula, data=df).fit()\n",
    "#     return model.summary()\n",
    "\n",
    "# # Run model on train dataframe\n",
    "# set_model(train_df, train_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Function to create age range dummy variables\n",
    "# def set_ages(df):\n",
    "#     year = df['yr_built']\n",
    "#     # df['age_new'] = np.where(age==2015, 1, 0)\n",
    "#     df['age_10'] = np.where((year>2004) & (year<2015), 1, 0)\n",
    "#     df['age_20'] = np.where((year>1994) & (year<2005), 1, 0)\n",
    "#     df['age_30'] = np.where((year>1984) & (year<1995), 1, 0)\n",
    "#     df['age_40'] = np.where((year>1974) & (year<1985), 1, 0)\n",
    "#     df['age_50'] = np.where((year>1964) & (year<1975), 1, 0)\n",
    "#     df['age_60'] = np.where((year>1954) & (year<1965), 1, 0)\n",
    "#     df['age_70'] = np.where((year>1944) & (year<1955), 1, 0)\n",
    "#     df['age_80'] = np.where((year>1934) & (year<1945), 1, 0)\n",
    "#     df['age_90'] = np.where((year>1924) & (year<1935), 1, 0)\n",
    "#     df['age_100'] = np.where((year>1914) & (year<1925), 1, 0)\n",
    "#     df['age_old'] = np.where((year<1915), 1, 0)\n",
    "#     return df\n",
    "\n",
    "# # Create age range dummy variables for dataframes\n",
    "# # train_df = set_ages(train_df)\n",
    "# # hold_df = set_ages(hold_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Function to create renovation age range dummy variables\n",
    "# def set_ren_ages(df):\n",
    "#     year = df['yr_built']\n",
    "#     ren_yr = df['yr_renovated']\n",
    "#     df['not_ren'] = np.where((year!=2015) & (ren_yr==0), 1, 0)\n",
    "#     df['ren_5'] = np.where((ren_yr>2010), 1, 0)\n",
    "#     df['ren_10'] = np.where((ren_yr>2005) & (ren_yr<2011), 1, 0)\n",
    "#     df['ren_15'] = np.where((ren_yr>2000) & (ren_yr<2006), 1, 0)\n",
    "#     df['ren_20'] = np.where((ren_yr>1995) & (ren_yr<2001), 1, 0)\n",
    "#     df['ren_25'] = np.where((ren_yr>1990) & (ren_yr<1996), 1, 0)\n",
    "#     df['ren_30'] = np.where((ren_yr>1985) & (ren_yr<1991), 1, 0)\n",
    "#     # df['ren_old'] = np.where((ren_yr>0) & (ren_yr<1986), 1, 0)\n",
    "#     return df\n",
    "\n",
    "# # Create renovation age range dummy variables for dataframes\n",
    "# # train_df = set_ren_ages(train_df)\n",
    "# # hold_df = set_ren_ages(hold_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Transform grade variable\n",
    "# df_test = train_df\n",
    "# df_test['grade_log'] = df_test['grade'].apply(lambda x: math.log(x))\n",
    "\n",
    "# df_test = train_df\n",
    "# df_test['grade_exp'] = df_test['grade'].apply(lambda x: math.exp(x))\n",
    "\n",
    "# df_test = train_df\n",
    "# df_test['price_log'] = df_test['price'].apply(lambda x: math.log(x))\n",
    "\n",
    "\n",
    "# test1 = df_test.groupby('grade_exp')['price'].mean()\n",
    "# fig, ax = plt.subplots()\n",
    "# ax.scatter(test1.index, test1.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Function to create features list\n",
    "# def set_features(df):\n",
    "#     ignore = ['Unnamed: 0', 'id', 'price', 'date', 'yr_built', 'zipcode',\n",
    "#               'lat', 'long', 'sqft_living', 'sqft_above']\n",
    "#     features = list(df.keys())\n",
    "#     for feature in ignore:\n",
    "#         if feature in features:\n",
    "#             features.remove(feature)\n",
    "#     return features\n",
    "\n",
    "# # Create features list for dataframes\n",
    "# features = set_features(train_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Function to create regression model\n",
    "# def set_model(df, features):\n",
    "#     model = sm.OLS(y_train, sm.add_constant(\n",
    "#         df[[key for key in features]])).fit()\n",
    "#     return model.summary()\n",
    "# # Run model on training dataframe\n",
    "# set_model(train_df, features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Split into x dataframes and y series for train and test data\n",
    "# Y = train_df['price']\n",
    "# X = train_df.drop(['price'], axis=1)\n",
    "# x_train, x_test, y_train, y_test = train_test_split(\n",
    "#     X, Y, random_state=22,test_size=0.2)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}