{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Descriptive Visualizations\n",
    "\n",
    "The purpose of this notebook is to visually examine the nominal features, discard the useless ones among them, and create new factor variables.\n",
    "\n",
    "The \"main\" plot used in this notebook is *Gr Liv Area* vs. *SalePrice* as the overall living area is the most correlated predictor (which is also very intuitive). Many of the nominal variables change the slopes of the regression lines for sub-groups of data points significantly."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## \"Housekeeping\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-09-05 18:04:02 CEST\n",
      "\n",
      "CPython 3.6.5\n",
      "IPython 6.5.0\n",
      "\n",
      "matplotlib 3.0.0rc2\n",
      "numpy 1.15.1\n",
      "pandas 0.23.4\n",
      "seaborn 0.9.0\n"
     ]
    }
   ],
   "source": [
    "% load_ext watermark\n",
    "% watermark -d -t -v -z -p matplotlib,numpy,pandas,seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.ensemble import IsolationForest\n",
    "\n",
    "from utils import (\n",
    "    ALL_COLUMNS,\n",
    "    NOMINAL_VARIABLES,\n",
    "    TARGET_VARIABLES,\n",
    "    load_clean_data,\n",
    "    encode_ordinals,\n",
    "    print_column_list,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "random_state = np.random.RandomState(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option(\"display.max_columns\", 120)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"white\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the Data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = load_clean_data(\"data/data_clean_with_transformations.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2898, 83)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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></th>\n",
       "      <th>1st Flr SF</th>\n",
       "      <th>2nd Flr SF</th>\n",
       "      <th>3Ssn Porch</th>\n",
       "      <th>Alley</th>\n",
       "      <th>Bedroom AbvGr</th>\n",
       "      <th>Bldg Type</th>\n",
       "      <th>Bsmt Cond</th>\n",
       "      <th>Bsmt Exposure</th>\n",
       "      <th>Bsmt Full Bath</th>\n",
       "      <th>Bsmt Half Bath</th>\n",
       "      <th>Bsmt Qual</th>\n",
       "      <th>Bsmt Unf SF</th>\n",
       "      <th>BsmtFin SF 1</th>\n",
       "      <th>BsmtFin SF 2</th>\n",
       "      <th>BsmtFin Type 1</th>\n",
       "      <th>BsmtFin Type 2</th>\n",
       "      <th>Central Air</th>\n",
       "      <th>Condition 1</th>\n",
       "      <th>Condition 2</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>Enclosed Porch</th>\n",
       "      <th>Exter Cond</th>\n",
       "      <th>Exter Qual</th>\n",
       "      <th>Exterior 1st</th>\n",
       "      <th>Exterior 2nd</th>\n",
       "      <th>Fence</th>\n",
       "      <th>Fireplace Qu</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>Full Bath</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Garage Area</th>\n",
       "      <th>Garage Cars</th>\n",
       "      <th>Garage Cond</th>\n",
       "      <th>Garage Finish</th>\n",
       "      <th>Garage Qual</th>\n",
       "      <th>Garage Type</th>\n",
       "      <th>Gr Liv Area</th>\n",
       "      <th>Half Bath</th>\n",
       "      <th>Heating</th>\n",
       "      <th>Heating QC</th>\n",
       "      <th>House Style</th>\n",
       "      <th>Kitchen AbvGr</th>\n",
       "      <th>Kitchen Qual</th>\n",
       "      <th>Land Contour</th>\n",
       "      <th>Land Slope</th>\n",
       "      <th>Lot Area</th>\n",
       "      <th>Lot Config</th>\n",
       "      <th>Lot Shape</th>\n",
       "      <th>Low Qual Fin SF</th>\n",
       "      <th>MS SubClass</th>\n",
       "      <th>MS Zoning</th>\n",
       "      <th>Mas Vnr Area</th>\n",
       "      <th>Mas Vnr Type</th>\n",
       "      <th>Misc Feature</th>\n",
       "      <th>Misc Val</th>\n",
       "      <th>Mo Sold</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Open Porch SF</th>\n",
       "      <th>Overall Cond</th>\n",
       "      <th>Overall Qual</th>\n",
       "      <th>Paved Drive</th>\n",
       "      <th>Pool Area</th>\n",
       "      <th>Pool QC</th>\n",
       "      <th>Roof Matl</th>\n",
       "      <th>Roof Style</th>\n",
       "      <th>Sale Condition</th>\n",
       "      <th>Sale Type</th>\n",
       "      <th>Screen Porch</th>\n",
       "      <th>Street</th>\n",
       "      <th>TotRms AbvGrd</th>\n",
       "      <th>Total Bath</th>\n",
       "      <th>Total Bsmt SF</th>\n",
       "      <th>Total Porch SF</th>\n",
       "      <th>Total SF</th>\n",
       "      <th>Total SF (box-cox-0.0)</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>Wood Deck SF</th>\n",
       "      <th>Year Built</th>\n",
       "      <th>Year Remod/Add</th>\n",
       "      <th>Yr Sold</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>SalePrice (box-cox-0.0)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Order</th>\n",
       "      <th>PID</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>526301100</th>\n",
       "      <td>1656.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Gd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>TA</td>\n",
       "      <td>441.0</td>\n",
       "      <td>639.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>Y</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>NA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>2</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>Typ</td>\n",
       "      <td>528.0</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fin</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1656.0</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>31770.0</td>\n",
       "      <td>Corner</td>\n",
       "      <td>IR1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>020</td>\n",
       "      <td>RL</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Stone</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>Names</td>\n",
       "      <td>62.0</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>P</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Hip</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pave</td>\n",
       "      <td>7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1080.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>2736.0</td>\n",
       "      <td>7.914252</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>210.0</td>\n",
       "      <td>1960</td>\n",
       "      <td>1960</td>\n",
       "      <td>2010</td>\n",
       "      <td>215000.0</td>\n",
       "      <td>12.278393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>526350040</th>\n",
       "      <td>896.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>2</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>TA</td>\n",
       "      <td>270.0</td>\n",
       "      <td>468.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>Rec</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>Y</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>Typ</td>\n",
       "      <td>730.0</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Unf</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>896.0</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>11622.0</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Reg</td>\n",
       "      <td>0.0</td>\n",
       "      <td>020</td>\n",
       "      <td>RH</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>Names</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Pave</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>1778.0</td>\n",
       "      <td>7.483244</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1961</td>\n",
       "      <td>1961</td>\n",
       "      <td>2010</td>\n",
       "      <td>105000.0</td>\n",
       "      <td>11.561716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>526351010</th>\n",
       "      <td>1329.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>TA</td>\n",
       "      <td>406.0</td>\n",
       "      <td>923.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>Y</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>Typ</td>\n",
       "      <td>312.0</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Unf</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>14267.0</td>\n",
       "      <td>Corner</td>\n",
       "      <td>IR1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>020</td>\n",
       "      <td>RL</td>\n",
       "      <td>108.0</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Gar2</td>\n",
       "      <td>12500.0</td>\n",
       "      <td>6</td>\n",
       "      <td>Names</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Hip</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pave</td>\n",
       "      <td>6</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>429.0</td>\n",
       "      <td>2658.0</td>\n",
       "      <td>7.885329</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>393.0</td>\n",
       "      <td>1958</td>\n",
       "      <td>1958</td>\n",
       "      <td>2010</td>\n",
       "      <td>172000.0</td>\n",
       "      <td>12.055250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>526353030</th>\n",
       "      <td>2110.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>TA</td>\n",
       "      <td>1045.0</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>Y</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>NA</td>\n",
       "      <td>TA</td>\n",
       "      <td>2</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>2</td>\n",
       "      <td>Typ</td>\n",
       "      <td>522.0</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fin</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2110.0</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>11160.0</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Reg</td>\n",
       "      <td>0.0</td>\n",
       "      <td>020</td>\n",
       "      <td>RL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Names</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Hip</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pave</td>\n",
       "      <td>8</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2110.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4220.0</td>\n",
       "      <td>8.347590</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1968</td>\n",
       "      <td>1968</td>\n",
       "      <td>2010</td>\n",
       "      <td>244000.0</td>\n",
       "      <td>12.404924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <th>527105010</th>\n",
       "      <td>928.0</td>\n",
       "      <td>701.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>137.0</td>\n",
       "      <td>791.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>Y</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>TA</td>\n",
       "      <td>1</td>\n",
       "      <td>PConc</td>\n",
       "      <td>2</td>\n",
       "      <td>Typ</td>\n",
       "      <td>482.0</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fin</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1629.0</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>13830.0</td>\n",
       "      <td>Inside</td>\n",
       "      <td>IR1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>060</td>\n",
       "      <td>RL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>34.0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pave</td>\n",
       "      <td>6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>928.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>2557.0</td>\n",
       "      <td>7.846590</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>212.0</td>\n",
       "      <td>1997</td>\n",
       "      <td>1998</td>\n",
       "      <td>2010</td>\n",
       "      <td>189900.0</td>\n",
       "      <td>12.154253</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 1st Flr SF  2nd Flr SF  3Ssn Porch Alley  Bedroom AbvGr  \\\n",
       "Order PID                                                                  \n",
       "1     526301100      1656.0         0.0         0.0    NA              3   \n",
       "2     526350040       896.0         0.0         0.0    NA              2   \n",
       "3     526351010      1329.0         0.0         0.0    NA              3   \n",
       "4     526353030      2110.0         0.0         0.0    NA              3   \n",
       "5     527105010       928.0       701.0         0.0    NA              3   \n",
       "\n",
       "                Bldg Type Bsmt Cond Bsmt Exposure  Bsmt Full Bath  \\\n",
       "Order PID                                                           \n",
       "1     526301100      1Fam        Gd            Gd               1   \n",
       "2     526350040      1Fam        TA            No               0   \n",
       "3     526351010      1Fam        TA            No               0   \n",
       "4     526353030      1Fam        TA            No               1   \n",
       "5     527105010      1Fam        TA            No               0   \n",
       "\n",
       "                 Bsmt Half Bath Bsmt Qual  Bsmt Unf SF  BsmtFin SF 1  \\\n",
       "Order PID                                                              \n",
       "1     526301100               0        TA        441.0         639.0   \n",
       "2     526350040               0        TA        270.0         468.0   \n",
       "3     526351010               0        TA        406.0         923.0   \n",
       "4     526353030               0        TA       1045.0        1065.0   \n",
       "5     527105010               0        Gd        137.0         791.0   \n",
       "\n",
       "                 BsmtFin SF 2 BsmtFin Type 1 BsmtFin Type 2 Central Air  \\\n",
       "Order PID                                                                 \n",
       "1     526301100           0.0            BLQ            Unf           Y   \n",
       "2     526350040         144.0            Rec            LwQ           Y   \n",
       "3     526351010           0.0            ALQ            Unf           Y   \n",
       "4     526353030           0.0            ALQ            Unf           Y   \n",
       "5     527105010           0.0            GLQ            Unf           Y   \n",
       "\n",
       "                Condition 1 Condition 2 Electrical  Enclosed Porch Exter Cond  \\\n",
       "Order PID                                                                       \n",
       "1     526301100        Norm        Norm      SBrkr             0.0         TA   \n",
       "2     526350040       Feedr        Norm      SBrkr             0.0         TA   \n",
       "3     526351010        Norm        Norm      SBrkr             0.0         TA   \n",
       "4     526353030        Norm        Norm      SBrkr             0.0         TA   \n",
       "5     527105010        Norm        Norm      SBrkr             0.0         TA   \n",
       "\n",
       "                Exter Qual Exterior 1st Exterior 2nd  Fence Fireplace Qu  \\\n",
       "Order PID                                                                  \n",
       "1     526301100         TA      BrkFace      Plywood     NA           Gd   \n",
       "2     526350040         TA      VinylSd      VinylSd  MnPrv           NA   \n",
       "3     526351010         TA      Wd Sdng      Wd Sdng     NA           NA   \n",
       "4     526353030         Gd      BrkFace      BrkFace     NA           TA   \n",
       "5     527105010         TA      VinylSd      VinylSd  MnPrv           TA   \n",
       "\n",
       "                 Fireplaces Foundation  Full Bath Functional  Garage Area  \\\n",
       "Order PID                                                                   \n",
       "1     526301100           2     CBlock          1        Typ        528.0   \n",
       "2     526350040           0     CBlock          1        Typ        730.0   \n",
       "3     526351010           0     CBlock          1        Typ        312.0   \n",
       "4     526353030           2     CBlock          2        Typ        522.0   \n",
       "5     527105010           1      PConc          2        Typ        482.0   \n",
       "\n",
       "                 Garage Cars Garage Cond Garage Finish Garage Qual  \\\n",
       "Order PID                                                            \n",
       "1     526301100            2          TA           Fin          TA   \n",
       "2     526350040            1          TA           Unf          TA   \n",
       "3     526351010            1          TA           Unf          TA   \n",
       "4     526353030            2          TA           Fin          TA   \n",
       "5     527105010            2          TA           Fin          TA   \n",
       "\n",
       "                Garage Type  Gr Liv Area  Half Bath Heating Heating QC  \\\n",
       "Order PID                                                                \n",
       "1     526301100      Attchd       1656.0          0    GasA         Fa   \n",
       "2     526350040      Attchd        896.0          0    GasA         TA   \n",
       "3     526351010      Attchd       1329.0          1    GasA         TA   \n",
       "4     526353030      Attchd       2110.0          1    GasA         Ex   \n",
       "5     527105010      Attchd       1629.0          1    GasA         Gd   \n",
       "\n",
       "                House Style  Kitchen AbvGr Kitchen Qual Land Contour  \\\n",
       "Order PID                                                              \n",
       "1     526301100      1Story              1           TA          Lvl   \n",
       "2     526350040      1Story              1           TA          Lvl   \n",
       "3     526351010      1Story              1           Gd          Lvl   \n",
       "4     526353030      1Story              1           Ex          Lvl   \n",
       "5     527105010      2Story              1           TA          Lvl   \n",
       "\n",
       "                Land Slope  Lot Area Lot Config Lot Shape  Low Qual Fin SF  \\\n",
       "Order PID                                                                    \n",
       "1     526301100        Gtl   31770.0     Corner       IR1              0.0   \n",
       "2     526350040        Gtl   11622.0     Inside       Reg              0.0   \n",
       "3     526351010        Gtl   14267.0     Corner       IR1              0.0   \n",
       "4     526353030        Gtl   11160.0     Corner       Reg              0.0   \n",
       "5     527105010        Gtl   13830.0     Inside       IR1              0.0   \n",
       "\n",
       "                MS SubClass MS Zoning  Mas Vnr Area Mas Vnr Type Misc Feature  \\\n",
       "Order PID                                                                       \n",
       "1     526301100         020        RL         112.0        Stone           NA   \n",
       "2     526350040         020        RH           0.0         None           NA   \n",
       "3     526351010         020        RL         108.0      BrkFace         Gar2   \n",
       "4     526353030         020        RL           0.0         None           NA   \n",
       "5     527105010         060        RL           0.0         None           NA   \n",
       "\n",
       "                 Misc Val  Mo Sold Neighborhood  Open Porch SF Overall Cond  \\\n",
       "Order PID                                                                     \n",
       "1     526301100       0.0        5        Names           62.0            5   \n",
       "2     526350040       0.0        6        Names            0.0            6   \n",
       "3     526351010   12500.0        6        Names           36.0            6   \n",
       "4     526353030       0.0        4        Names            0.0            5   \n",
       "5     527105010       0.0        3      Gilbert           34.0            5   \n",
       "\n",
       "                Overall Qual Paved Drive  Pool Area Pool QC Roof Matl  \\\n",
       "Order PID                                                               \n",
       "1     526301100            6           P        0.0      NA   CompShg   \n",
       "2     526350040            5           Y        0.0      NA   CompShg   \n",
       "3     526351010            6           Y        0.0      NA   CompShg   \n",
       "4     526353030            7           Y        0.0      NA   CompShg   \n",
       "5     527105010            5           Y        0.0      NA   CompShg   \n",
       "\n",
       "                Roof Style Sale Condition Sale Type  Screen Porch Street  \\\n",
       "Order PID                                                                  \n",
       "1     526301100        Hip         Normal        WD           0.0   Pave   \n",
       "2     526350040      Gable         Normal        WD         120.0   Pave   \n",
       "3     526351010        Hip         Normal        WD           0.0   Pave   \n",
       "4     526353030        Hip         Normal        WD           0.0   Pave   \n",
       "5     527105010      Gable         Normal        WD           0.0   Pave   \n",
       "\n",
       "                 TotRms AbvGrd  Total Bath  Total Bsmt SF  Total Porch SF  \\\n",
       "Order PID                                                                   \n",
       "1     526301100              7         2.0         1080.0           272.0   \n",
       "2     526350040              5         1.0          882.0           260.0   \n",
       "3     526351010              6         1.5         1329.0           429.0   \n",
       "4     526353030              8         3.5         2110.0             0.0   \n",
       "5     527105010              6         2.5          928.0           246.0   \n",
       "\n",
       "                 Total SF  Total SF (box-cox-0.0) Utilities  Wood Deck SF  \\\n",
       "Order PID                                                                   \n",
       "1     526301100    2736.0                7.914252    AllPub         210.0   \n",
       "2     526350040    1778.0                7.483244    AllPub         140.0   \n",
       "3     526351010    2658.0                7.885329    AllPub         393.0   \n",
       "4     526353030    4220.0                8.347590    AllPub           0.0   \n",
       "5     527105010    2557.0                7.846590    AllPub         212.0   \n",
       "\n",
       "                 Year Built  Year Remod/Add  Yr Sold  SalePrice  \\\n",
       "Order PID                                                         \n",
       "1     526301100        1960            1960     2010   215000.0   \n",
       "2     526350040        1961            1961     2010   105000.0   \n",
       "3     526351010        1958            1958     2010   172000.0   \n",
       "4     526353030        1968            1968     2010   244000.0   \n",
       "5     527105010        1997            1998     2010   189900.0   \n",
       "\n",
       "                 SalePrice (box-cox-0.0)  \n",
       "Order PID                                 \n",
       "1     526301100                12.278393  \n",
       "2     526350040                11.561716  \n",
       "3     526351010                12.055250  \n",
       "4     526353030                12.404924  \n",
       "5     527105010                12.154253  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Newly created variables are collected in the *new_variables* list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_variables = []"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Throughout this notebook predictors that have \"interesting\" visual patterns are collected in the *interesting_variables* list. Together with the previously identified predictors weakly and strongly correlated with the price, a naive feature selection will be done in the next notebooks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "interesting_variables = []"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Derived Characteristics\n",
    "\n",
    "Certain characteristics of a house are assumed to have a \"binary\" influence on the sales price. For example, the existence of a pool could be an important predictor while the exact size of the pool can be deemed not so important.\n",
    "\n",
    "The below cell creates boolean factor variables out of a set of numeric variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "derived_variables = {\n",
    "    \"has 2nd Flr\": \"2nd Flr SF\",\n",
    "    \"has Bsmt\": \"Total Bsmt SF\",\n",
    "    \"has Fireplace\": \"Fireplaces\",\n",
    "    \"has Garage\": \"Garage Area\",\n",
    "    \"has Pool\": \"Pool Area\",\n",
    "    \"has Porch\": \"Total Porch SF\",\n",
    "}\n",
    "# Factorize numeric columns.\n",
    "for factor_column, column in derived_variables.items():\n",
    "    df[factor_column] = df[column].apply(lambda x: 1 if x > 0 else 0)\n",
    "derived_variables = list(derived_variables.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_variables.extend(derived_variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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></th>\n",
       "      <th>has 2nd Flr</th>\n",
       "      <th>has Bsmt</th>\n",
       "      <th>has Fireplace</th>\n",
       "      <th>has Garage</th>\n",
       "      <th>has Pool</th>\n",
       "      <th>has Porch</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Order</th>\n",
       "      <th>PID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>526301100</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>526350040</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>526351010</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>526353030</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <th>527105010</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 has 2nd Flr  has Bsmt  has Fireplace  has Garage  has Pool  \\\n",
       "Order PID                                                                     \n",
       "1     526301100            0         1              1           1         0   \n",
       "2     526350040            0         1              0           1         0   \n",
       "3     526351010            0         1              0           1         0   \n",
       "4     526353030            0         1              1           1         0   \n",
       "5     527105010            1         1              1           1         0   \n",
       "\n",
       "                 has Porch  \n",
       "Order PID                   \n",
       "1     526301100          1  \n",
       "2     526350040          1  \n",
       "3     526351010          1  \n",
       "4     526353030          0  \n",
       "5     527105010          1  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[derived_variables].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2nd Floors\n",
    "\n",
    "A second floor clearly has a positive effect on the sales price. However, having a second floor correlates with overall living space. The individual effect is therefore not as clear as it seems in the plot below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has 2nd Flr\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "interesting_variables.append(\"has 2nd Flr\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basements\n",
    "\n",
    "Nearly all houses in Ames, IA, have a basement. Therefore, *has Bsmt* is most likely not an important predictor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Bsmt\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fireplaces\n",
    "\n",
    "Bigger houses are more likely to have a fireplace. Thus, the variable *has Fireplace* might be an interesting predictor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Fireplace\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "interesting_variables.append(\"has Fireplace\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Garages\n",
    "\n",
    "Holding the overall living area fixed adding a garage seems to affect the price positively. Thus, *has Garage* seems like an interesting predictor as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Garage\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "interesting_variables.append(\"has Garage\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pools\n",
    "\n",
    "Unfortunately, almost no one in Ames, IA, has a pool. The predictor *has Pool* seems quite uninteresting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Pool\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Porch\n",
    "\n",
    "Most houses have a porch."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Porch\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Neighborhoods\n",
    "\n",
    "The instructors' notes say:\n",
    "\n",
    "> For instructors who cover nominal variables in their class, I would suggest incorporating the neighborhood variable into their models by converting it to a set of dummy (indicator) variables. I have found that the coefficients for the continuous variables tend to have values with more realistic interpretations when used in conjunction with the neighborhood variable.\n",
    "\n",
    "Indeed, plotting the price distributions by neighborhood reveals significant differences in the price level."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax = plt.subplots(figsize=(10, 8))\n",
    "sns.boxplot(x=\"Neighborhood\", y=\"SalePrice\", data=df, ax=ax)\n",
    "ax.set_title(\"Prices by Neighborhood\", fontsize=24)\n",
    "ax.set_xlabel(\"Neighborhood\", fontsize=18)\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n",
    "ax.set_ylabel(\"House Price\", fontsize=18);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The 28 neighborhoods are encoded as factor variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "neighborhood = pd.get_dummies(df[\"Neighborhood\"], prefix=\"nhood\")\n",
    "df = pd.concat([df, neighborhood], axis=1)\n",
    "del df[\"Neighborhood\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_variables.extend(neighborhood.columns)\n",
    "interesting_variables.extend(neighborhood.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2898, 28)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[neighborhood.columns].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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></th>\n",
       "      <th>nhood_Blmngtn</th>\n",
       "      <th>nhood_Blueste</th>\n",
       "      <th>nhood_BrDale</th>\n",
       "      <th>nhood_BrkSide</th>\n",
       "      <th>nhood_ClearCr</th>\n",
       "      <th>nhood_CollgCr</th>\n",
       "      <th>nhood_Crawfor</th>\n",
       "      <th>nhood_Edwards</th>\n",
       "      <th>nhood_Gilbert</th>\n",
       "      <th>nhood_Greens</th>\n",
       "      <th>nhood_GrnHill</th>\n",
       "      <th>nhood_IDOTRR</th>\n",
       "      <th>nhood_Landmrk</th>\n",
       "      <th>nhood_MeadowV</th>\n",
       "      <th>nhood_Mitchel</th>\n",
       "      <th>nhood_Names</th>\n",
       "      <th>nhood_NoRidge</th>\n",
       "      <th>nhood_NPkVill</th>\n",
       "      <th>nhood_NridgHt</th>\n",
       "      <th>nhood_NWAmes</th>\n",
       "      <th>nhood_OldTown</th>\n",
       "      <th>nhood_SWISU</th>\n",
       "      <th>nhood_Sawyer</th>\n",
       "      <th>nhood_SawyerW</th>\n",
       "      <th>nhood_Somerst</th>\n",
       "      <th>nhood_StoneBr</th>\n",
       "      <th>nhood_Timber</th>\n",
       "      <th>nhood_Veenker</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Order</th>\n",
       "      <th>PID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>526301100</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>526350040</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>526351010</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>526353030</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <th>527105010</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 nhood_Blmngtn  nhood_Blueste  nhood_BrDale  nhood_BrkSide  \\\n",
       "Order PID                                                                    \n",
       "1     526301100              0              0             0              0   \n",
       "2     526350040              0              0             0              0   \n",
       "3     526351010              0              0             0              0   \n",
       "4     526353030              0              0             0              0   \n",
       "5     527105010              0              0             0              0   \n",
       "\n",
       "                 nhood_ClearCr  nhood_CollgCr  nhood_Crawfor  nhood_Edwards  \\\n",
       "Order PID                                                                     \n",
       "1     526301100              0              0              0              0   \n",
       "2     526350040              0              0              0              0   \n",
       "3     526351010              0              0              0              0   \n",
       "4     526353030              0              0              0              0   \n",
       "5     527105010              0              0              0              0   \n",
       "\n",
       "                 nhood_Gilbert  nhood_Greens  nhood_GrnHill  nhood_IDOTRR  \\\n",
       "Order PID                                                                   \n",
       "1     526301100              0             0              0             0   \n",
       "2     526350040              0             0              0             0   \n",
       "3     526351010              0             0              0             0   \n",
       "4     526353030              0             0              0             0   \n",
       "5     527105010              1             0              0             0   \n",
       "\n",
       "                 nhood_Landmrk  nhood_MeadowV  nhood_Mitchel  nhood_Names  \\\n",
       "Order PID                                                                   \n",
       "1     526301100              0              0              0            1   \n",
       "2     526350040              0              0              0            1   \n",
       "3     526351010              0              0              0            1   \n",
       "4     526353030              0              0              0            1   \n",
       "5     527105010              0              0              0            0   \n",
       "\n",
       "                 nhood_NoRidge  nhood_NPkVill  nhood_NridgHt  nhood_NWAmes  \\\n",
       "Order PID                                                                    \n",
       "1     526301100              0              0              0             0   \n",
       "2     526350040              0              0              0             0   \n",
       "3     526351010              0              0              0             0   \n",
       "4     526353030              0              0              0             0   \n",
       "5     527105010              0              0              0             0   \n",
       "\n",
       "                 nhood_OldTown  nhood_SWISU  nhood_Sawyer  nhood_SawyerW  \\\n",
       "Order PID                                                                  \n",
       "1     526301100              0            0             0              0   \n",
       "2     526350040              0            0             0              0   \n",
       "3     526351010              0            0             0              0   \n",
       "4     526353030              0            0             0              0   \n",
       "5     527105010              0            0             0              0   \n",
       "\n",
       "                 nhood_Somerst  nhood_StoneBr  nhood_Timber  nhood_Veenker  \n",
       "Order PID                                                                   \n",
       "1     526301100              0              0             0              0  \n",
       "2     526350040              0              0             0              0  \n",
       "3     526351010              0              0             0              0  \n",
       "4     526353030              0              0             0              0  \n",
       "5     527105010              0              0             0              0  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[neighborhood.columns].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Nominal Features\n",
    "\n",
    "This section investigates the rest of the nominal variables with regard to which realizations / encoding might be a useful predictor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Alley           Type of alley access to property\n",
      "Bldg Type       Type of dwelling\n",
      "Central Air     Central air conditioning\n",
      "Condition 1     Proximity to various conditions\n",
      "Condition 2     Proximity to various conditions (if more than one is present)\n",
      "Exterior 1st    Exterior covering on house\n",
      "Exterior 2nd    Exterior covering on house (if more than one material)\n",
      "Foundation      Type of foundation\n",
      "Garage Type     Garage location\n",
      "Heating         Type of heating\n",
      "House Style     Style of dwelling\n",
      "Land Contour    Flatness of the property\n",
      "Lot Config      Lot configuration\n",
      "MS SubClass     Identifies the type of dwelling involved in the sale.\n",
      "MS Zoning       Identifies the general zoning classification of the sale.\n",
      "Mas Vnr Type    Masonry veneer type\n",
      "Misc Feature    Miscellaneous feature not covered in other categories\n",
      "Roof Matl       Roof material\n",
      "Roof Style      Type of roof\n",
      "Sale Condition  Condition of sale\n",
      "Sale Type       Type of sale\n",
      "Street          Type of road access to property\n"
     ]
    }
   ],
   "source": [
    "print_column_list(set(NOMINAL_VARIABLES) - set([\"Neighborhood\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Alleys\n",
    "\n",
    "Almost no house has access to an alley."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Alley\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Alley\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Building Type\n",
    "\n",
    "The type of a building clearly affects the valuation. The two types of townhouses as well as the 2-family condo and duplex type are summarized into a single category. This makes sense a) semantically, and b) by looking at the two sub-clusters in the scatter plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Bldg Type\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Unify the two townhouse types into one.\n",
    "df[\"Bldg Type\"] = df[\"Bldg Type\"].apply(\n",
    "    lambda x: \"Twnhs\" if x in (\"TwnhsE\", \"TwnhsI\") else x\n",
    ")\n",
    "# Unify the two kinds of 2-family homes.\n",
    "df[\"Bldg Type\"] = df[\"Bldg Type\"].apply(\n",
    "    lambda x: \"2Fam\" if x in (\"2FmCon\", \"Duplx\") else x\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "build_type = pd.get_dummies(df[\"Bldg Type\"], prefix=\"build_type\")\n",
    "df = pd.concat([df, build_type], axis=1)\n",
    "del df[\"Bldg Type\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_variables.extend(build_type.columns)\n",
    "interesting_variables.extend(build_type.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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></th>\n",
       "      <th>build_type_1Fam</th>\n",
       "      <th>build_type_2Fam</th>\n",
       "      <th>build_type_Twnhs</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Order</th>\n",
       "      <th>PID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>526301100</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>526350040</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>526351010</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>526353030</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <th>527105010</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 build_type_1Fam  build_type_2Fam  build_type_Twnhs\n",
       "Order PID                                                          \n",
       "1     526301100                1                0                 0\n",
       "2     526350040                1                0                 0\n",
       "3     526351010                1                0                 0\n",
       "4     526353030                1                0                 0\n",
       "5     527105010                1                0                 0"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[build_type.columns].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Air Conditioning\n",
    "\n",
    "Air conditioning clearly increases the valuation (\"steeper\" regression line with respect to the overall living area)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Central Air\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use a new variable name to cleary show that the variable's *dtype* is changed from *str* to *int*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"air_cond\"] = df[\"Central Air\"].apply(lambda x: 1 if x == \"Y\" else 0).astype(int)\n",
    "del df[\"Central Air\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_variables.append(\"air_cond\")\n",
    "interesting_variables.append(\"air_cond\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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></th>\n",
       "      <th>air_cond</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Order</th>\n",
       "      <th>PID</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>526301100</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>526350040</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>526351010</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>526353030</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <th>527105010</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 air_cond\n",
       "Order PID                \n",
       "1     526301100         1\n",
       "2     526350040         1\n",
       "3     526351010         1\n",
       "4     526353030         1\n",
       "5     527105010         1"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"air_cond\"]].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### \"Proximity to various Conditions\"\n",
    "\n",
    "The columns *Condition 1* and *Condition 2* have the same realizations and can be regarded as \"tags\" given to a house indicating the nearby presence of a) a major street, b) a railroad, or c) a park.\n",
    "\n",
    "The default tag \"Norm\" (implying no \"condition\") is given to 86% of the houses (this realization should therefore not be regarded as a tag!).\n",
    "\n",
    "From the comparison of the grouped scatter plots below, it can be assumed that the proximity of a major street decreases the valuation (lower regression slope through the cloud of blue and orange dots). Therefore, a factor variable *major_street* is extracted indicating the proximity of an \"artery\" or \"feeder\" street.\n",
    "\n",
    "Further, a factor variable *railway* is extracted as a relatively high proportion of the houses has such a tag. From the plots, a railway seems to not affect the valuations strongly.\n",
    "\n",
    "Lastly, a factor variable *park* is extracted. From the plots, this does not seem to affect the valuation much."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "List the \"raw\" realizations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Feedr     174\n",
       "Artery     97\n",
       "RRAn       48\n",
       "PosN       43\n",
       "RRAe       29\n",
       "PosA       24\n",
       "RRNn       11\n",
       "RRNe        6\n",
       "dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df[\"Condition 1\"].value_counts() + df[\"Condition 2\"].value_counts()).sort_values(\n",
    "    ascending=False\n",
    ")[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Condition 2 is only filled with anything other than \"Norm\"\n",
    "# if Condition 1 already has such a tag.\n",
    "assert not ((df[\"Condition 1\"] == \"Norm\") & (df[\"Condition 2\"] != \"Norm\")).any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "86.0"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 86% of the houses actually have no tag.\n",
    "round(100* (df[\"Condition 1\"] == \"Norm\").sum() / df.shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From a simple scatter plot it is hard to see any significant impact by a predictor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Condition 1\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, plotting the groups seperately reveals different slopes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1080 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "street = [\"Artery\", \"Feedr\"]\n",
    "railway = [\"RRNn\", \"RRAn\", \"RRNe\", \"RRAe\"]\n",
    "park = [\"PosA\", \"PosN\"]\n",
    "plot = sns.lmplot(\n",
    "    x=\"Gr Liv Area\", y=\"SalePrice\", col=\"Condition 1\", hue=\"Condition 1\",\n",
    "    col_order=[\"Norm\"] + street + railway + park,\n",
    "    data=df, robust=True, col_wrap=4, ci=None, truncate=True, scatter_kws={\"s\": 15},\n",
    ")\n",
    "# Adjust font sizes.\n",
    "for ax in plot.axes:\n",
    "    ax.set_title(ax.get_title(), fontsize=20)\n",
    "    ax.set_xlabel(ax.get_xlabel(), fontsize=16)\n",
    "    ax.set_ylabel(ax.get_ylabel(), fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extract factor variables *major_street*, *railway*, and *park*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"major_street\"] = 0\n",
    "df.loc[\n",
    "    df[\"Condition 1\"].isin(street) | df[\"Condition 2\"].isin(street),\n",
    "    \"major_street\",\n",
    "] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"railway\"] = 0\n",
    "df.loc[\n",
    "    df[\"Condition 1\"].isin(railway) | df[\"Condition 2\"].isin(railway),\n",
    "    \"railway\",\n",
    "] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"park\"] = 0\n",
    "df.loc[\n",
    "    df[\"Condition 1\"].isin(park) | df[\"Condition 2\"].isin(park),\n",
    "    \"park\",\n",
    "] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Condition 1\"]\n",
    "del df[\"Condition 2\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_variables.extend([\"major_street\", \"railway\", \"park\"])\n",
    "interesting_variables.append(\"major_street\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show summary of counts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "major_street    264\n",
       "railway          94\n",
       "park             60\n",
       "dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"major_street\", \"railway\", \"park\"]].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "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></th>\n",
       "      <th>major_street</th>\n",
       "      <th>railway</th>\n",
       "      <th>park</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Order</th>\n",
       "      <th>PID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>526301100</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>526350040</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>526351010</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>526353030</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <th>527105010</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 major_street  railway  park\n",
       "Order PID                                   \n",
       "1     526301100             0        0     0\n",
       "2     526350040             1        0     0\n",
       "3     526351010             0        0     0\n",
       "4     526353030             0        0     0\n",
       "5     527105010             0        0     0"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"major_street\", \"railway\", \"park\"]].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exterior\n",
    "\n",
    "This dimensions tells the main material with which the houses are made of. The category is too diverse and the various grouped scatter plots did not reveal differing slopes. For simplicity, this variable is dropped.\n",
    "\n",
    "This variable actually also represents tags that could be associated with a house (possibly up to two different tags)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Exterior 1st\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Exterior 2nd\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Exterior 1st\"]\n",
    "del df[\"Exterior 2nd\"]\n",
    "# Also discard the associated ordinal variables.\n",
    "del df[\"Exter Cond\"]\n",
    "del df[\"Exter Qual\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Foundation\n",
    "\n",
    "The type of foundation appears to have an effect. However, only three of the six realizations occur in a large number. Factor variables *found_BrkTil*, *found_CBlock*, and *found_PConc* are extracted but not regarded as \"interesting\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Foundation\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PConc     1282\n",
       "CBlock    1242\n",
       "BrkTil     310\n",
       "Slab        48\n",
       "Stone       11\n",
       "Wood         5\n",
       "Name: Foundation, dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Foundation\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = sns.lmplot(\n",
    "    x=\"Gr Liv Area\", y=\"SalePrice\", col=\"Foundation\", hue=\"Foundation\",\n",
    "    col_order=[\"PConc\", \"CBlock\", \"BrkTil\"],\n",
    "    data=df, robust=True, col_wrap=4, ci=None, truncate=True, scatter_kws={\"s\": 15},\n",
    ")\n",
    "# Adjust font sizes.\n",
    "for ax in plot.axes:\n",
    "    ax.set_title(ax.get_title(), fontsize=20)\n",
    "    ax.set_xlabel(ax.get_xlabel(), fontsize=16)\n",
    "    ax.set_ylabel(ax.get_ylabel(), fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "foundation = pd.get_dummies(df[\"Foundation\"], prefix=\"found\")\n",
    "# Only keep the top 3 realizations.\n",
    "del foundation[\"found_Slab\"]\n",
    "del foundation[\"found_Stone\"]\n",
    "del foundation[\"found_Wood\"]\n",
    "df = pd.concat([df, foundation], axis=1)\n",
    "del df[\"Foundation\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_variables.extend([\"found_BrkTil\", \"found_CBlock\", \"found_PConc\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "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></th>\n",
       "      <th>found_BrkTil</th>\n",
       "      <th>found_CBlock</th>\n",
       "      <th>found_PConc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Order</th>\n",
       "      <th>PID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>526301100</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>526350040</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>526351010</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>526353030</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <th>527105010</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 found_BrkTil  found_CBlock  found_PConc\n",
       "Order PID                                               \n",
       "1     526301100             0             1            0\n",
       "2     526350040             0             1            0\n",
       "3     526351010             0             1            0\n",
       "4     526353030             0             1            0\n",
       "5     527105010             0             0            1"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[foundation.columns].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Garage Type\n",
    "\n",
    "As can be expected, the *Garage Type* looks very similar to the above *has Garage* variable. Therefore, it is dropped."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Garage Type\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Garage Type\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Heating\n",
    "\n",
    "Most of the houses have gas. The variable is not helpful."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Heating\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Heating\"]\n",
    "# Also discard the associated ordinal variable.\n",
    "del df[\"Heating QC\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### House Style\n",
    "\n",
    "In summary, this variable is very similar to the above derived variable *has 2nd Flr*. Therefore, it is dropped."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"House Style\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"House Style\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Land Contour\n",
    "\n",
    "This variable is assumed to contain the same information as the ordinal variable *Land Slope* and is dropped."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Land Contour\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Land Contour\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lot Configuration\n",
    "\n",
    "This variable shows no good pattern and is dropped."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Lot Config\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Lot Config\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MS SubClass\n",
    "\n",
    "By looking at this variable's realizations, one can see that several distinct features are lumped together in one. In particular, the above variables *has 2nd Flr* and *build_type_\\** and the future age related features at the bottom of this notebook together should comprise the same patterns in a more advantagous way. Thus, the column is dropped."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1-STORY 1946 & NEWER ALL STYLES',\n",
       " '1-STORY 1945 & OLDER',\n",
       " '1-STORY W/FINISHED ATTIC ALL AGES',\n",
       " '1-1/2 STORY - UNFINISHED ALL AGES',\n",
       " '1-1/2 STORY FINISHED ALL AGES',\n",
       " '2-STORY 1946 & NEWER',\n",
       " '2-STORY 1945 & OLDER',\n",
       " '2-1/2 STORY ALL AGES',\n",
       " 'SPLIT OR MULTI-LEVEL',\n",
       " 'SPLIT FOYER',\n",
       " 'DUPLEX - ALL STYLES AND AGES',\n",
       " '1-STORY PUD (Planned Unit Development) - 1946 & NEWER',\n",
       " '1-1/2 STORY PUD - ALL AGES',\n",
       " '2-STORY PUD - 1946 & NEWER',\n",
       " 'PUD - MULTILEVEL - INCL SPLIT LEV/FOYER',\n",
       " '2 FAMILY CONVERSION - ALL STYLES AND AGES']"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(ALL_COLUMNS[\"MS SubClass\"][\"lookups\"].values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"MS SubClass\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MS Zoning\n",
    "\n",
    "This variable is dropped as most houses are located in a \"residential\" zone."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RL    2252\n",
       "RM     459\n",
       "FV     131\n",
       "RH      27\n",
       "C       25\n",
       "I        2\n",
       "A        2\n",
       "RP       0\n",
       "Name: MS Zoning, dtype: int64"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"MS Zoning\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"MS Zoning\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"MS Zoning\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Masonry Veneer Type\n",
    "\n",
    "None of the groups have a slope differing from the overall one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Mas Vnr Type\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Mas Vnr Type\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Miscellaneous Features\n",
    "\n",
    "This variable is basically a \"other\" field with no pattern."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Tp81GcFlRq74kHThwgGrVqt3qbtxzrvRzF6nvBeEfotHp0OjK3epuCMJtQYyJBUEQhBIjgoogCIJQYkRQEQRBEEpMqa2pdOvWDcP5E8oxMTH07t2biRMnolAoaNasGS+++CJer5dx48Zx6NAh1Go1b731FuXLl2f37t3FaisIAC6HgwKHHXVAACqNOEUuCP+EUgkqTqcTSZKYP3++/1qXLl344IMPiI2N5dlnn2X//v2kpKRQUFDAN998w+7du5kyZQpz5sxh7NixxWpbvXr10nhZwh3EabOyf/1q/vr1Jxp17UmFeg3IOHGM4KgYDCGhKG+yANGV2C355J5NRyaXExgW4U/3Igj3olIJKgcPHsRut/PUU0/hdrsZPHgwBQUFlCvn2yHTrFkzNm/eTEZGBs2bNwegbt267Nu3D4vFUuy2IqgILqeT1Z99BEB+Vhar583lyLZNKFVqnnr/E4wlWEY3JWkvP86YBMAjIydQoU5iid1buPW2bdvG0KFDqVixov9acHAwOTk5/jxbwkWlElS0Wi0DBw6kZ8+enDx5kmeeeQaT6eLefb1ez+nTp7FYLP4pMgCFQnHZtZtpKwhyhYKoKtVIPXSAoMiyHN+1HQC3qwCPu2SKcdnycnFYLITGliMiviJnjx8l99zZErm3cHO+33WGt1ceItVsJyoogNfaV6Frvehi37dx48bMnDmz0LWinIy/F5VKUImLi6N8+fLIZDLi4uIwGo2YzWb/961WKyaTCYfDgdV6sQKe1+vFYDAUunYzbQVBZwrk4VfewGW3o9HriaxYiU3ffEVcncQSyTrstNvYvGQBf//2C7rAIHqMeou9q1ZQqWGTEui9cDO+33WG15ftxe7yAHDGbOf1ZXsBSiSwXE1+fj5vvPEGOTk5AIwaNYqUlBT++OMPJk+eDPjWmD/99FNCQ0tuhHy7KpXdX0uXLmXKlCkAnD17Frvdjk6n49SpU0iSxMaNG2nQoAGJiYmsX78egN27d1O5cmUMBgMqlapYbQUBQB8YRFBkWQKMJoIjo3johZep/kDrEgkq7oICUg4kAWDLNaNUq3mg/9OXpUcpKZIkkZ+VyYndf2I1Z5fKc9zp3l55yB9QLrC7PLy98lCx771169ZChbQuzew7d+5cGjduzPz583nzzTcZN24cDz74ILt27cJms7Fnzx5iY2PviYACpTRS6dGjB6+//jp9+/ZFJpMxadIk5HI5r776Kh6Ph2bNmlGnTh1q1arFpk2b6NOnD5IkMWmSb156/PjxxWorCFeiUN7c4rzk9eKwWlCo1ajP7yLTGoy0e24wq/47h/K16qLVG1AoSy9BhS3XzIKRL2M15xBWPo4eb7xZagHsTpVqtt/Q9RtxpemvdevWAXD48GG2bt3Kr7/+CkBubi4KhYL27dvz22+/sXv3bnr27FnsPtwpSuVfgVqtZvr06ZddX7x4caE/y+VyJkyYcFm7unXrFqutIPw/l9OJXC5HcYO7viSvl4xTJ/nj0w+Jrlqdhl16EGA0oVAoiIyvxCMjJ6BUa0q98JXX68GW5ytHnJ+Z4c9KW2rP53HjdrlQa4uW/v92EBUUwJkrBJCooNJ9DfHx8Tz88MN07tyZrKwslixZAvg+XI8dOxaz2cyYMWNKtQ+3E5H7S7jrWXKyWfvlJ+gDg2nUvTc6U2CRH+uwWvj9k1mkHz1M2pGD1GrVzp8wUq5Q3NC9ikOjM9Bt2Bj2rvmd+x5+pFSTVtrz80lat4qU/Xt4oP9AgsuW3npESXqtfZVCayoAASoFr7WvUux7X5j+upTD4St49vzzz/PGG2+wePFiLBaL/6xcbGwsAK1atbqnskSLoCLc9hxWC3kZ53A5HIREx9zQG6rk9bL120Uc2rwBgNgatal4X+MiPafX7Uap0RBdpRrpRw+j1RtQB+hu+nUUh1qrJa5eA2Jr1EZ5vthSaXFY8lg337dmYM/Po+uwMXdE5uULi/ElvfurUaNGbNmy5ZptPvzwwytenzdvXrGe+04kgopw28s+c5qFo18DoO2zg6ndun2RHyuTyylTvsL5P8gwhV25xsSlbHm5/PHpbMzpaXQcMoyGXXtTq/W/0Oj06EyBeFwucjPOkX7sMOVq1vlHqymWdkABUGm0KDUa3E4nwVExN70WdSt0rRddqju9hOsTQUW47eVnZfq/Nqen3fDjqzRuRmR8JdQBOgzBwddtn3k6mSPbNgOwceGXdBj8KjpTrP/7llwz80e8hNvppGylqnQdNrrQNJgkSVjNOXjdbhRqNTpT4C0p3HWzAowmnpw+h/ysDIKjYopcVlkQQAQV4Q4QW6M29z3cA7slj/odu9zw4wOMphuavgmKiESlDcDlsBOf2ACFqvA/E0ny4inwHaB02qxI/7dobjXncGDjWkKiYtCZAnE5HJjKhCFXKG6477eCQqXCFBZepFGdIPw/EVSE257OFEizPv2RJAlbfi7Hd+0kvHwchhJMtXIpfXAIT82ci8ftQqMzIJcXDgYavYEeb7zJ4W2bqN+p62Vbe90FBZSvXY/cs2ksHv86xjJh9Bw9EWNomVLpryDcTkRQEe4IcoUCqzmH/WtXEV21BhnJJ3y7r4p4VsOWl8vhLRtxOR2+Gu7X2LWlUCivGbDU2gDK1apDuVpXPhOl0emQyWQkrVuF21VATtoZslNTRFAR7glF3ud28uRJ1q1bR3p6OvdYWXvhNiEBCpWab8YNZ8PCL/C43UV+7OmkPayaN4f1Cz4jad2qq7ZzFzhxFzhvuG8etxtLTjbWnGw0ej0BQUHUadsBuUKJKSyc0BhRbli4NxRppPLVV1/x+++/k5ubS9euXTl16tQ9dZhHuE1IEvvX+wJCRvIJXOfPCVyN027D7XCg0gagVF3cNXW12ipWcw7rF3yGTC6neb8B6G/gxHpWyikWjnkNpVJFv0kzCI6MIqZaTZ6ZPQ+ZTIY+6PobBITb0+nTp3n77bdJT09Hq9Wi1Wp57bXXqFSp0nUfm5qaysiRI/F4PEiSxIQJE4iPj/8Hen3rFGmksnz5cj777DOMRiMDBgzg77//Lu1+CQLgS09yfNcOzGfTUWsDaNilx/kMxNXRXKNuicNqYffK5cx/fSh7/viViIqV6TpsDJ2GDqdy4/uv+Jj961ezf/1qktb+waHN62+onwc3rUOl0ZLQoBE56akAqDQaDMEh1wwo1lwzluwsCuy2G3o+4Sr2LIaZNWFckO//e4qXbcNutzNo0CCefPJJFi9ezJdffsmLL754xeweV/Lee+/x2GOPMX/+fJ577jlmzJhRrP7cCYo0UpEkCZlM5t8Wqf4H9soLgtNq5fdPZ3N0+xaUKjUD3/+E+MSGPDP7s+ueZncXFLBx4RcArFvwGVWbPUhC/YbXfL7Q2PIXv77B6aqaLdtSufH97Fm1ktyz6djz8wkwGq/5GKs5h8UTXic79Qz/GjSUKk2bFxpRCTdoz2L46SVwnU/Vknva92eA2r1u6pZr1qyhcePG1KtXz3+tdu3afPnllxw+fJgpU6bg8Xj8tVUSExNp2bIl8fHxJCQkMHz4cIznfw88Hg8ajaZYL/FOUKSg0qlTJx599FFSU1N55plnaNOmTWn3SxDweNxYsrKAi3VQ1AEBRTo3IVcoKFezLqf27aZC7XooFNf/VY+qXJUn3pmNTCbDEHxjO8sMIaH89tEC/8n9shWrXDeo2PPzyD6TAsDfv/9CfOJ9NxxUvB4PLqcTlVZz2S61e86qCRcDygUuu+/6TQaVlJQUfxFAgEGDBmGxWDh37hzPP/88w4cPp0qVKvz0008sW7aMxMRE0tLSWLZsGcGXnIk6fvw4U6dOZfbs2TfVjztJkYLKY489RuPGjTly5Ajx8fFUqVL8XDqCcD06UyAdX3qNTd/Mp0K9+mhuIGW9zhRIh5dexe10otJoCLikzo7X6wXJi/z/Ao1Wb7jptPgKhRJ90PmT9TJZkdK5BJgCKVu5KudOHKNhl543nALG5XBwev8e/lrxMw06diW6ag1U98An4avKTbmx60UQGRnJvn37/H+eM2cOAL169SI2NpYPP/wQrVaL1Wr1FwwMDg4uFFC2bt3K+PHjmTZt2l2/ngJFDCqLFy/mxIkTDB8+nKeeeoqHH36Yrl27lnbfBAGNwUDDrj1R6/SXHR50uwpwWq2oNJorviFfaaHdlpfL7pXLsWRncX/vx0psAV2hUtGoWy9ia9TGVCas0Ml9qzmbzNOnCI2OLbRVWR8YRNfXRiF5vKh1uhtOne+02/jhnYl4PR5Skvbw9Kx593ZQCYzxTXld6fpNat26NZ988gm7d++mbt26ACQnJ5Oens6wYcP45JNPSEhI4P333+fMmTMAhZJHbt26lYkTJ/Lpp58SHX1vpI8p0m/xwoUL/emcP/roIx577DERVIRS53G5OHMwiewzKSStW0XXYaNRR/qmvtwFBZzat5s1X3xKxQaNaNi1Z5FOzacfPcyWpV8DoFAqafnkczeVQdZdUEB+diY5qWeITKiELjAInSmQig0aFWpnzTWzdOIYMk+dxBAcymNT3i0UyHSmm6+JIpPJMIVFYE5PJTCi7D2VCfeKWo8pvKYCoArwXb9Jer2eOXPmMH36dN555x3cbjcKhYLXX3+d9PR0hgwZgslkIjIy0l/58VKTJk3C5XIxYsQIwFcVt6iL/HeqIgUVuVyO8vynKJVKdUflMRLuDL61AQcqjdY/InFYLRzctA6r2Uz7QUNwOS+eH3HaLPzxqS8/1c6fv6NO2w5FCiqXvqEHhkdc9kZsyzWTdvQwoTHlMIaEXrX+it2SxxevvoDH5aJKk+a0fXYwGp0OyevFfC6dQ5s3UKlhEzR6A3kZ5wCw5uaUaB0UfVAwfcZNwXwunaCIsqVatMvlcIBMdnuPhC6sm6ya4JvyCozxBZSbXE+5ICYm5rICXRc8+eSTl13btGmT/+sff/yxWM99JypSUGndujX9+vWjdu3aJCUl0apVq9Lul3APcTmdpOzfy5+//EBih4eJrV4LlUZL+rHD/oXvv3/7hZYDnvM/RqnSUKFOIntXryQoMgpbXi5Ktfq6qVuCIsvSf+r7OKwWwspVKPQ9hyWflXPf5/hf21GqNQx87+NC9/N43Njz8pDL5Xg9XjwuX/6v/OxMXA4HGp0OW14u34wdjtWcw44fl/LUux/T/fXx7PhxKbXb/AutTl9CPzUffXAI+lLOkmzNyWb1F5+g1gbQvO/jt3fFydq9ih1EhOIpUlD597//TcuWLTlx4gRdu3alatWqpd0v4R7itFn5/u238HrcnE7awzOzP0Ol0RISFYNcocTrcVOuRm0UCgUZySew5ZoJr5BAs76PU7d9RxxWC7/OnkHNlm1o1PXabyganZ7wCldeLPV6vFhyzu82K3DiPj/9pjEYMZUJJ/vMaZZNGYcxtAzdho2h/Qsvc+rvXdRt34kjO7ZQvXnL/7ujDEmSiK5SjfCXhqFUq29olG/Pz+PcyeMEGE0EhkeguUJAclgsmM+m4nI6KRNbvlTqnvy14icOb/EF9+iq1an5oNj9KVzdNYPKkiVL6NmzJ9OnT/f/Yzh48CC//PIL//nPf/6RDgp3P7lcTlBEJNmpKQSGRyI7PyVlDC3D0x98ittVQIDRhPlsGl8OGwxA016P0rhbb8zpqSx9cxQSEtFVqherH7rAQDoNGc7mpV+TUL8heRnnWPLmSAAGvvcJ279fgj0vF6fVQoHDTmRcRcrGV2bb94s5te9vKjdsgi4wiN7jp3Jk2yYS6jci4PxZGqVKhS3XjOT1ojUYr1sXRZIk9q35nfULPgPgsSnvEhFX8bJ2GadOsHj86wC0e+4larVqV6yfwZVcGoRDom9+0Vu4N1wzqERGRgJQvnx5FDeYtjsrK4vu3bszb948lEolI0aMQCaTUalSJcaOHYtcLmfWrFmsXbsWpVLJyJEjqV27NsnJycVuK9xZdIFB9Bo7mdxz6QSGR/p3bSnVGoyhvjl8a64ZS062/zF5GRl4JYkysRV4etanIIHWcO1zIddjz89DkkGrJ55BrdOx5vNP/N+z5Zmp0bINR3dsJbFDF/avX8O2775BpQ2g99jJlK1YGZU2AJlcTnBkFA279CQvM4Oc1JTz6xAyFox8mQJZQNYpAAAgAElEQVSHnZ6jJ143AEqSRO65sxefPzf3iu2sl/5MMjOK9fqvpnytejzx9iwUKhW6QJFuRri2awaV5s2bA/DLL7/cUFlMl8vFmDFj0Gp9OZYmT57M0KFDadSoEWPGjGHVqlVERUWxfft2lixZQlpaGoMHD+bbb78tdtu2bdsW48ch3Cr6oOBrbu91WCy4HA4aP9IHa042TXr0Q6FQoCjiYcjrcRUU8OfP37Pt+8WotAE8NXMujR/pg7ugAENICEGRUZRRq3nmw3mAjF9nTfc9zuHbaVS2UlVseWYUahUKhRJrTjZJ6/5g8+IFVGveiri6idjz8wDYt/p3oipV9Y/IrkQul9OkRx8kyYsxtAyR8VfOM1WuVl0ade9NgdVK3fYdi/1zuBKtwYD2GilxBOFSRVpTMZlMrFq1igoVKvhHAnFxcVdtP3XqVPr06cPHH38MQFJSEg0b+lJktGjRgk2bNhEXF0ezZs2QyWRERUXh8XjIzs4udlsRVG4P7gInXo/3sjd8qzmH1MMHKFOuAqbQMBQqFU67HWtONmqtlgCjCUnyYjWbKbDb0Oj1nD1+jPAKcWz7fgnBkWWJrlYTlfbKSSFvlqeggDOHDwC+QGHPzyOsfBxtn3kBmVzu35Gm1vpeT+uBg/j941mExyXgtFlZ8uYbqDRannr3IwwhoXjcbn825KM7tnB/r0cJiiiLw5JPvYc6XzOgXKAPCqH1U4N8KZKu0l5nCuT+no8igRilC7eFIgWVrKwsPv/8c/+fZTIZX3755RXbLlu2jJCQEJo3b+4PKhdyh4Fv33d+fj4Wi4WgoIu7SC5cL25boWTlZ2Wy48dviapSjQq1E4v0idWWl8vmxQuw5GTR+qlB/joi9vw8fpn1Dqf2/o1Gr2fAOx+yd/VvSEiUTajMz+9N44m3Z+H1ePjsP4Po/PII1n75CbnnzqIPDqHXmMkc3LyOivc1vumT71ej0etpcz5QRCRUQn9+19fVthSHRMXQ5dVReD1uvp04GgBXgRMJGZacLORKJfd17s6qeXMpW6kyKq2WPhOmIUmSf52lKIpSLVImlyM2+Zee06dPM23aNMxmMy6Xi6pVq/Lqq6+Sl5fHwYMHadWqFf3792fcuHEkJCTc6u7ectcNKhaLhY8//piAIk4xfPvtt8hkMrZs2cKBAwcYPnw42dkX532tVismkwmDwYDVai103Wg0Fvq0dTNthZLjtFn5/eNZnNi9k10rfuLJmXOLFFTSjhzk799/ASDAGEjbZ1/0bcP1erCZzQBEVqzCoS0b+OvXH6nZsi1ypYp+E6fjtFlxWC14PW5UWi22PN+UkcOSjzoggKY9+vmfp8BuRyaXF+vshD0/D3dBAQqVipDoWLq8NgqFWo36KunxL5DJZAQYjUiSRKeXR7B/w1oq1m+ILTeHRWOHoVAo6T/1fZ798PPrJr8USs7y48t576/3SLemE6mPZEjiEDrG3/y0oMPh4N///jdvvfUWder4irJ99913vPLKK7Rv357jx4+LIxb/55rj5a+++oqHH36YLl26sGHDhiLdcMGCBXz11VfMnz+fatWqMXXqVFq0aMG2bdsAWL9+PQ0aNCAxMZGNGzfi9XpJTU3F6/USEhJC9erVi9VWKDkyudwfRGQyOYoiJjsMiiiLTOb71YqIT/AHf50piIdfGUn1Fq1o0r0PAaZAug4bjSUrk72rV+Bxu1k0dhgymZwHn3gWY2gYPd54k2rNHqTHqLcKjU7yszL55YO3Wfflp9jyCi9i2/PzyM/KvOz6/3NY8tm46Es+/vcAVnw4E3t+HgFG02UBJfdcOn98+iEndu3E+X8p6n3BxURkfALWXDMupwO304nTZuX4rh0YgkNuu4Di9bhvqMDZnWL58eWM2zyONGsaEhJp1jTGbR7H8uPLb/qea9eu5b777vMHFIBu3bqRmZnJmDFj+Pnnn1m1yjfNOXv2bB5//HF69uzJ6dOn2bZtGz179qRfv358//33xX59d4prjlR+/vlnVqxYgcViYdiwYf6F+xs1fPhwRo8ezYwZM4iPj6d9+/YoFAoaNGhA79698Xq9/qJfxW0rlBy1NoAHH3+auHoNCI0pd92suxcYy4Qz8P2PKbDbMVxSQlfyetEFBdNywHN4XAWExpZj3+rfOHi+dklwZDRRlaux86dltB44iPULPiM7NYXm/QZQtmIVHJZ8nFYLGqORLUsXcuzP7QBUqNfAnx7FYcln/YLP2bfmNxLqN6Td80MKval7XC7fLi9JQqZQkLT2DwBO7NrpP8x4KVuumR9nTObciWP8/cevPDPrv2gCdNjz88hIPoE+KJi0o4dZOeddADoNHU6FOolknTlNfOJ9N/5DL2W2vFy2f78El9NB016Por+LdnO999d7ODyFC7c5PA7e++u9mx6tnD59ulCW4gvKly/Po48+yvHjx2ndujWff/45DzzwAF26dOGDDz5gxYoV1K5dG6fT6U9xda+4ZlBRq9Wo1WpCQkJwXeEf3PXMnz/f//VXX3112fcHDx7M4MGDC12Li4srdluh5OgCg6jW7MEit78wnaTSBBAYHum/7ipwcjppD26nk8DwSBQqFQqVivC4i3PQEfEVUev0lK1Umd8+ep+E+g0JDI/gz5+/IzQ6lt8/nU2DTt0IjY4lIr4ie1evRCbznXG5wON2+6tDHvtz+2WBwnw2na9eH4rX46bnmEk8OOA51n7+EdUfaI1SXXgazePx4PV6/YcOFUqlf8H8yPYt/P7xB5SvXY8KdetffJ1OJx0Gv4rX47ktqz0e/2sHfy73fWo2BIfSpEffW9yjkpNuTb+h60URERHBnj17LruenJxM06ZNC12rWbMmAGXKlCEzMxO49oamu1WR06KKuvTC9TisFjYv+ZrdK3+mfK16dBj8CgGmQCzZmZw7eRydKQhddBA/zZzM2eNHady9D7Vbt+fJmR+B5CXAFEh4XAJfj3oFa042J//+iyfemU3Nlm3JSU+jRd8BHN2xhb2rVtK4e28en/YB6oCAQgvfSpWaRl17sf2HJdRs2e6yQ4YpB/b5a9Af2baZpj37UalBI+QqFQHnz7n4zoikk7RuFbHVa9Hyyec4d/wokRUr+0+s52f53jROJ+2l1ZPP43W5kCuVxCfeR4DRhNNm5eyJY1jNOb6Ek7fJFJgpLNz/dVBk2VvYk5IXqY8kzZp2xes3q3Xr1sydO5c9e/ZQu3ZtwHcoPDg4GKVSed1cbvfijrxrBpWjR4/yyiuvIEmS/+sLpk+fXuqdE+4s7oIC/3RS8t5duF0ubHm5mNPTUChV7P5tOY269ebs8aMAHNi4hqgq1YhMqHzJ1FoewWWjseZkowsMwu1ysfXbRbQc8CyW7CxSjxwkplpNslPPEF212mVZfjV6PYkdu1C77UMoVarLDkRWqJNIeFwCbqeTas1bgkx2We4sW66ZxRNGkp+Zwc6fvqPHG2/i8XgIjY71t6nbviMFdivqAD0KlRKXs4Cy5Sr4C2XlZWbw1YghADTp0ZfGj/S9Ld5gwivE03/Ke7hdLoLL3l2p2IckDmHc5nGFpsC0Ci1DEofc9D31ej1z585l0qRJmM1mPB4PVapUYcaMGaSkpDBnzhxq1KhREt2/a1wzqLz77rv+r/v06VPqnRHubCqNlkbde7Nl6ddUvf9BVBoNVrOZH6ZPRCaT0/W10SiUCuLrNyR5zy4SH+oCSHi9Hv89AowmOg0dTm56GlqTieXvTePciWPU/VcnVv13DpmnTnJi104GzJiDx3XlxWat3gBXyduo0elp88wLyOUKDMGhaK5SGOtCAJDJZCCTUa5GrULf1wcG8UD/pymwWfl69KvkpPpqaTz9wX/RGgw4LBe3t+dnZt42I32t3oA27u48yHhh3aQkd38BlCtXjrlz5152vXr16qxcudL33B0vPkffvhenFBs1anTZ4+521wwqFw4Wejweli1bRmpqKo0bN6ZSpSuf7hXubRqdjrrtOlDjgdb+UcKulT/jPL8d/Myh/URWrEKrAc8hk8lwuwpQqtV4XC6suTn+RWN9YBBqrRZLTjYtHn2SDQu/QKPTExIVS+apk6gDdCiUKv8BSK/X40tjIkloDYbL1kYupTUYCPSEs+Hrz7Hn59Hm6Rcuy2ysDwqm55hJHNm2mQp1En1TVzIZu1Yux2rOJvFfndEFBiGXy5HwnVnJST1DgCnQf66lTEx5Wjz2FLln02jySN8bTnN0Pe4CJ06bHbVWW+IHQe9kHeM7FjuICMVTpDWVMWPGEB4ezubNm6lVqxbDhw/nk08+uf4DhXuORqcvlE23SpPm/PXLD8jlCmKr1yIj+QSBYeGoAnQoNVpS9u/h53enERgeQZ8J0/yL22cOHeC7KePQGoz0e+sdNHoDrQc+T2KHzhjLhKEPCvG/UednZbLg9Zdx2mz0HD2RmGrXno44nbSXfeen6UxhEbR68mJKfUmSsJpzkMnk1GjRGlWAFqVKzYndf7J6nq+UrKfARYvHnvRtJzYYaffcS+R1P4chJNSftyzAZOK+zt3xer0lPu1VYLdzZMcWtn+/mDptfUH8ShmMBeFWKNJv+6lTpxgyZAgajYZWrVqJk+tCkQVHRvHk9Dk88sabrFswj98/mcXp/XuRIZF6KIm/f/8VSfJiPpvmX/z2uFzsW/0bXo8HW66ZrDMpaPUGdKZAoqtU96V3ueSTf9qRQ9jz8/B63CSt/QPpOounwVHRcD4TQ0z1wtNa+dmZfDViCJ+8+BTHd+3g8NZN/oOXF2gMhkIp7HWmQCITKmEIDrksnUpprKO4nA5+m/s+2WdSWPP5xxQ47Nd/kCD8Q4o0UrmQawt8J+xvhwVH4c4gVyjQB4fgsFrIST1DUGQU5WrWweNysfu3X6jVuj2phw4QEh3jT+eiUKlo0Lk7yXt3YwgOIbx8PLkZZ0k/doToytUKTVdZsrOIiKtISFQM9vw8Ejs8jEwux56fx9njR9DoDARHRRc6OBkUUZan3/8Eyetbz8k8lUyAyYQ+KJis06ewmn1lYQ9uXk/t1u1x2mwYQ8PoOXoS9vy8y9ZXLrDmmkk9uJ/Q2HKYyoRfN739zZLJ5cRUq8mpfbsJj0tArrix2vaCUJqK9Ns4dOhQ+vbtS0ZGBr1792bkyJGl3S/hLhMcFc3j0z7w7bYKDMJuyScooiwndu2k9/ipvgqGl5zrCKsQx4Dps5HJfOsWX706xFetsXwcPd54E11gENZcMzt+WkbNlm3oOnwMCqUSQ7Av4BzYuJY1n/tyz/UZP43oqr5U8w5LPi6nA6VGi8vh4PhfO/jrlx+p3qIV9Tt1xRgaRnS1GuSknqFhlx4EmEx89vJzeNxuHnnjTao0aXbF12fJyeaPT2dzbOc2FEolA9//1B8kS5rOFEiHl16lwGZDHRDgn3IThNtBkYJKw4YNWblyJdnZ2QQHB4sa9cINk8sVhYJGgMHI/b3743G7UCiVl1UsVCiU6IN8W33zszL9Uzz2vDz/Tiq5TEbV+x/gq9f/g9fjptvwsZjK+M5hWLKz/Pey5/vStRTY7exa+TObFy8gPC6BLq+8wcZFX+Jxudj23TfUat0eXWAQbQa+gFwuR6XVknIwCYVKTUR8Rd/o58QxMk+dpELd+v43c1uumZT9+7CfTwvjcbvxeoqWBsVuyceWa0al1hBgNBV50V0fGCSCiXBbumZQ6d2791UDyKJFi0qlQ8Ldx+V04rBakMnl6Ewm/1mOS9O+OKwWPAUFqAN0l72xag0GHhk5gf0b1tCgY1fUOh3nTp5ALpdhz8+j+4ix/Dh9Iif//ov4er78b/U7dsXr9hBgMvkLYrmcDvat8S3QnztxDEmSqFAnkWM7txFZqQqS5MWen8vaLz6mTPk4GnXpSYW6ifR76x2O7/6TsgmVmTf0OSTJS5WmLWj37GDUAQG4XS62fLuQ9s8PYc+qFcTVSUSrL1pKm6M7tvLb3PeQyeU88fYsQmMuTwki3Foff/wxmzdvxu12I5PJGD58OFOnTr2prMQLFy4kMzPzsuwgd5NrBpUZM2b8U/0Q7lJejxun1YLTakGl1XJ0xzaiq1QrNGqx5+ex8Zv5HNm6iRaPPUVQZFkCwyL800cqjZZyNesQU70WcrkcS042ktfDgtHDcRc4qdK0Bc0ffZL4ug2wmnNIObCPiPhKNH90AArlxV9xdYCOpj368se8OVSok4jdYqF53ydo8khfvB4P9vx8tixeQPLe3aQcTKLevzpz7uQx1NoArDnZWM05SJJvE0CBzYbTZkUdEIBKoyGmek1WzHmXBx57itgatVFfEhitZjPuAgcqbUChk/Ver5fUQ74aLpLXS07aGRFUiin3p584N/Nd3GlpKMuWJfzloQR27nzT9zt69CirV69m4cKFyGQyf+b1wMDbI0PC7eiaQSU62nfiNjk5mRUrVvjzf507d44JEyaUfu+E25ItLxd3ge+MybXSj9jyctnxw7c4rPnc9/AjHNq0nvj6jVgx5z1fCpfzp90L7Hb2/P4rABu+/pxWTz3Pb3Pfo/f4aYWmeC5sEJHL5Xg9Hn+6lbyMsyQkPoVSo+G7KeNJO3LQX73x0kV9lUZDpUb3U6FuIg6LFbslD6/HhSEomON/7SQnPZXwuHhO7N5JjQfasHvFz+z8eRkAj0/7gMyUU3QaOpwzB5Oo1qwl235YwoOPDSTAaKJ5n8fxuF0o1drCASXXzPfTJpB+7DBVmjSn9cB/+0docrmcpj37YsnJwhAUTNR1SgwL15b700+kjR6D5PCdqHenppI22pd89mYDi9FoJDU1laVLl9KiRQuqVavG0qVLGThwILNnzyYzMxO73c6MGTOIjY1l+vTp7Ny5E6/Xy4ABA3jooYfYuXMnkyZNwmQyoVAoqFu3bom95ttRkdZUXnnlFdq2bctff/1FeHg4Npvt+g8S7kr2/DxWfzaXQ5s3kNCgEe2fH3LZegj4pryS9+72vylrDQaqt2iNXKEgMCwMr+fiKXq5UkG/t6Zz5tABctLOkJ1yGnt+PkhX3hqsCwzC4/HQcsCznE7aS4tHB2AMLUN+dhaNH+nDwY1rObhpPV6vF1teLgc3r0cul1O5cTN0pkAkycu+tT+w86dvialRi4f+/R8qNWp6vk8SlRrdjz44mHXzL5bQzss4R0R8ReQKBUe2b+G7aROo064DcoUCqzkHS042hpBQNDrfCX2Px43L7sDjcpF+7DDgS+b44BOFE1waQ8PoNGQYcrlCHGIspnMz3/UHlAskh4NzM9+96aASERHBnDlz+Oqrr5g9ezZarZaXX34Z4LKsxJUrVyYlJYWFCxfidDrp1asX999/P+PHj+f9998nLi6OsWPHFvt13u6KFFR0Oh3PPfccJ0+eZPLkyfTr1+/6DxLuSh6Pm0NbNgJwbOe2K6eLz89j1y8/UK7mxU9kwWWjsZpzCC4bTaNuvZHLFRzdsRVjmTD+/Pl7DmxcQ932nWjYtScHN62l19jJaI1XHwUZQ0Kp264jtVq1R6XRYMs1s+bzj0k5sI/WTz5PvYc6o9UbSFq/mjWffQT4UvlXb9EKl9NJ0trfAUhJ2ovDko8xNMw/JWcMDcNmyadZ7/5odDpMoWE4rBZSDx0gplpNmvd9nMzTp9AHBWM157DkzZHkpKUSEV+R7iPGodJofQF1+Xe0fOJZGnXtRdL6VTTt2e+y8sqAOLhYQtxplyeTvNb1okhOTsZgMDB58mQA9u7dyzPPPENYWNhlWYkPHz5MUlIS/fv39z2v282ZM2fIzMz0ZytOTEzk1KlTN92fO0GRDpzIZDIyMjKwWq3YbDYxUrmHKVVqGnfrhVKjoUGnbijOn8UocNixmnM4sXsn+RnniKleC63BQO/xU+n++nhiq9cmMCwcp82KTCYj7chB9vyxAo1Ox4GNawD4+7dfkMlkvjMeGg0OSz6Ht23i3MnjWHPNl/XFabNiTk8jPzMDh9XKkW2bsOflsnXZIgLDIlCq1SiUFw9JXigyptJqadilB3KFgkoNm5J5OpkCuy+VTH52FqmHD3Jqzy42LZ5P/Q5dQS5j+w9LCSsfx/zhg9m85GvyMzNYMPJlvB4POem+N62s06fwer047TZ+mjmZMweSWDjqVer8qyOPTppJ1aYP+GvclwSn1Ur6sSMc3bn1ugXJ7gXKslfOuny160Vx6NAhJkyYQEFBAeBLZX9hGuv/xcfH06hRI+bPn88XX3zBQw89RGxsLBERERw7dgzwBaW7XZFGKi+++CJ//PEHrVq1omXLlnTv3r20+yXcprR6A/U7dadOu44o1Wq0egO2XDPH/txO5ulk/vrlB5DJ6D/lPTR6A3/+8gMVGzRi8YTXia1ei+oPtAZJQpJBs0efIPXQAao0bcGhzeup0+4hTiftYcWHM7mvSw/s+XnsW/0bMpmcJ2fORS6TEWAKxGGx4Ha72PvHCjYvWYBCpeKpmR8RXDaKnLRUqt7fAqVWiy0vlwBjIK0HDkKhUhFdtRpOuw1LVhYVGzUlpkYt0g4fYscPS4kZMQ5LTjZL33qDds+9xPL33wZJ4nTSXnqPm0rVpi34dtJYCux2Dm3ZQOPufegzYRpypZKOL73G37+voN1zL+JxuZDJ5dRs2Ravx0Pt1v8CrxddcIh/11tJycs8x4KRvqmYRt1707Tno/f0weTwl4cWWlMBkGm1hL889Kbv2a5dO44dO0aPHj3Q6XRIksSwYcP44osvLmvbqlUrtm/fTr9+/bDZbLRp0waDwcCECRMYNmwYBoMBvV5/1y/yXzOoJCUl8cYbb7BkyRJycnIYO3YsQUFBomzvPU6r14P+4pTNmUP7yTydjDXHl3UBScKel4c6QEf9Tt1YOeddLNlZHNi4loZde5KflUFYbAVO7fubkKhoqjRpRsMuPVCo1Pw0wzfNIJcrsJ8fnUiSF0t2FhIScrWKPatW4LDkk5VyGvCldbHl5tLp5REoFCo0BgNqjRa3w8GKue8SUjYanSmIhMSG5J5NZ+GoV+k6fAz6oGBia9QmpnpNvp00hm7DxxIYFoFcriDAYEQdEEDDrj1RajQoFArK1ahNflYmjbv14vC2jWxcNJ9OQ4ZR8b4mlK9Zl71rf2fDgs8IiY6h19gpZCSfYNHYYWh0eh6dPJPAsIgS/XtwnE/UCWAzm2+bTMi3yoV1k5Lc/QUwaNAgBg0aVOhamzZt/F9fmpX49ddfv+zxtWvX5ttvvy1WH+4k1wwq06ZNY8qUKahUKt59910+/fRTypcvz9NPP03r1q3/qT4KtxmHJR+HxYJCpSLAaKJMuQpsXrqQds+8iEqrJax8HMYyYfzxySw0egP/GvQyX70+BGNoGB6Xi9Docvw4fSJnjx9FHRBAj1Fv4fV42PLtF7R//iX2rFpBuVp1qPFga3TBIZSJLkfm6ZNknTlNWPkKOG1Wju7Yyr8GDcXjKiA4OhZJ8jJ/mO9T+4DpH5Kbnsa55OM8PuV9ktatpnrzBwkwmkg7ephqzVtybOdWdq34GYDe46ZgO79duGqzB7Hmmnlsynt43C5Wz5tL6uGDtHj0Se7v3Z/G3XvjsObzxauDQZLYt+Z3KtStj9tVwIENvmm87DMpeFxu9q9ffX6rch5njx8t8aBSJrYcLQc8i/lsGo269irxTMh3osDOnYsdRITiuWZQ8Xq9VK1albNnz2K32/3FaK43xPZ4PIwaNYoTJ04gk8kYP348Go2GESNGIJPJqFSpEmPHjkUulzNr1izWrl2LUqlk5MiR1K5dm+Tk5GK3FUqHJEkcOX9gzxgWTt/xUzl77AidXnoNpVrDfV16oFJr2Pb9EpL37gagQt1E+k95H0nysvqzj/jXoKH+eiMupxOt3ogEPPDYU6gDdLR7djC2vFx+eGci7Z9/ia3fLebciaN0GjICt8tJ7Vbt2b9hNfs3rOGhF/8DMgXbv18MXCz5u2jsMADONN1Pkx59yTpzGrVOR9mKlfG4XRzdvsX/mtwFBTTt/SgpB5L4be57APQeP42ktb9z8u+/AKjYoBEV72uC5PXi9XrpPX4qfy7/nsQOD6PWaJHLFTTu3offPnqPqMrVUKqU3Ne5O8l7dqEzBRJVqWqJ/10EGE0kPvQwkiSJLBfCbeOaQUV5/uDYhg0baNKkCQAulwvrJcPuK1mzxveJbdGiRWzbto2ZM2ciSRJDhw6lUaNGjBkzhlWrVhEVFcX27dtZsmQJaWlpDB48mG+//ZbJkycXq23btm1L4mcjXIHX4+bUnl2ExyXw0Av/YcWc9zi1dzcKlYqB739CgCkQl91O4kOdqdigEeu+moepTDhLJ47i4VdG0rTXo2j0eroOG8tfv3xPQoPGnDt5nOiq1TFcUoFRoVRSvlZd9q7+nYZdepCdcoqf35tCQv1GVG/ekp5vvIVGb0Qf5DvH0qhbL8LKVcAUHolcqaTvm2+jNRhxu1w48vNZ/v7bNHmkDzVbtePssSM07NoTtU5H+Zp1iUyoTEy1mv7a9uCrVxJVuRr71vyOTC73V0nMzTjH16NeweMqoPe4qYRGxyKTy1GqVERXrcHjb89Chgy5UkVw2Wj6THib/KwMrOYctEYjSlXRk0y6nE4yTydzat/fVG/+IMbQsCu2EwFFuJ1cM6g0adKEPn36kJ6ezpw5czh16hQTJkygQ4cO17xpmzZtePDBBwFITU3FZDKxefNmf9GvFi1asGnTJuLi4mjWrBkymYyoqCh/NuSkpKRitRVBpfQolCru79OfArudzFMnCYooS3bKaUKiY5C8Em5XAUe2b2bVvDkYy4TRZ/w0Ni/x5dpSKJW43W4yTp0kad0q4uvdx7bvviHtyCHaPvMiqoAAlEoVMTVqEWAwct/D3XHabGSlnOLn96YBULddR9Z9NY/kPbt58t256PEFFZ0pkJotfX/vyXt2k5+VweFtmzjxP/bOMzCqamvDz/SeTHrvAUICIYFAQodQQgdBepFiRVAwlesAACAASURBVBFsoICAgihSVazXLiCCooAUQYr03lsgEAik92R6O9+PwShXvdcC37XM8wvO7JlzsmfmvLP3Wutdx48Qn5ZB+xFjqSoqRCyVACK+XjKP9LsGIZHL2fHxv0jvezf10lvjdLr7n+iDgqksyGfQzJfQ+fnXide108frPL7O7d5Bh5HjAHehZ/b+Xez8yN1naOjsBeiDgvlkyqPYLWakMjnjXnv3FuH8b1gMtayc8RQup5Ocw/u5a8rM29rrXnC5sJiMyOTy/9jYzIOH38J/FJX777+fTp06odVqCQoKIi8vj8GDB/+qm7ZUKmXKlCls3bqVV199lb1799b9otJoNNTW1mIwGNDrf6iY/v74j5fzv2eshzuLPiiEwsvZeAcGU1tRzt3TZ1NbUc7mNxbTZugosg+461hqy9y/0DMGDKWqsADBJSAWiVB7eVNZkI8xOpbCS9kAyFQqjqxfQ0nuZYa/sAhVvA65So3FaCT/wjkGz5qH02HH5XJy9dTxumQAn+DQuuuqLS+jPP8653ZtJ7lTFrnHjwCQc/QgrQYPJy4tnYIL53DYbfR9cjpiiYT3Hr0PQXDbpQx5bh6pWT0RBIFv332dU99uxjswmI5jHkAfFAxAVONU1N56HDYbSe1/iCuW51+nprSk7v81ZSX4hISi0umwW8woNBoEpxOryfinqEtxOZ2U5uWy44N3iE5pRpMuPW7xYvPg4ffyX1OKf2yYFhkZSWTkr/cmmjdvHk8++SSDBg3CarXWHTcajXh5eaHVam/ZSjMajeh0ultiIr9nrIfbh6m6iryzp/ALi8A7KKTOgkSr92PZM5MwVVcREBnN+sUvYTOb2LvyEzL6D+HrvKv4RUS6f5mLRCh1WlbOdHt1ZY59EH1QMBofX+6ePse9grHbKMl15/L/uNGVUqslLq0F5fnXCa3XEKvJSEKrdviGReAT8oOgmGqqWbdoLnaLhY6jH6D0Wi5Ne/bjzPZvaNqjLzKFCofNxuntWwlr0JDze3fSuGMXZEoFNrMZlc6rrrmXSCQitVtv5Co1salpGCorqK0oR+vji3dAIKNefg1BEFB5eWOzmKkpLUHn60dC63ZYTUaUGi2RjZqg0nkx5LmXKcg+j3dQEF8tmENKVi8atu2AWCz5r7E/pVbH0NkLyDtzkoZtOtzWVYrZUMvm1xdTdv0a+dnnSGjdziMqHm4Ld6S7z1dffUVxcTEPPPAAKpUKkUhEo0aNOHjwIOnp6ezatYuMjAwiIyOZP38+48aNo6ioCJfLha+vL4mJiX9orIffjqmmGofVilShqLt52Sxmdn78Luf37EQkEnPfGx/UiYpYIqm7CdssZvwiIim8eIGq4kL0wcH0mjiZ6tISVj0/lf7PzMJSW1vn1ZV35iTtho/BUFGOV0AgcqUKwSXQ+d6H8QoIxDvwhywph9WKxWAkPKERar0euUpFh1H3IlOqbvHYQhBwOZ2U38jj0NrVdL73YURiEc169KUi/zqH131O+l2DiUlpxsmtG0lq3xmRWMLwuUsounwRn5Awii7nEO/rh91mo7KkiCadu9e5Ejds04H2I8eh0fvcYoZpKK/h46cmEBAVTef7HqHdsNHI1RqkN3vV6/z88Y+MZvm0xwmpV5/g2HiM5eVcOXEEv7BIQuo1QKb4+a0nmUJBcFw9guPq3b43+iZSmYyguHqUXb+GSufl2f76BV566SXOnj1LaWkpFouFiIgIfHx8ePXVV3/1a1RVVTFv3jyuX7+Ow+EgLCyM5557Dq1W+9+f/BfkjohK165deeaZZxg+fDgOh4OpU6cSFxfHs88+y6JFi4iNjSUrKwuJREJaWhqDBw/G5XIxY4bb/G3KlCl/aKyH34a5toat7ywl5/B+4pq1IOuhSXW/3M03s7Qad+pKVVEBZ7/7lpQuPZCr1Qx7YRFWkwmRRET3h5/AXFOFRu+LSCRh8xtLMFSWI5ZIESHCJySMBq3aUVNaTMsBQzm+aT2p3XrjsNncdSE6HU26dAfAYjBQWVSITKlk54fvkL1/N1K5grFL3qa2vJQtb79GeMNGtBo0vE4AlVodPSdO5vzunYQ3TOLYxrUUX7lEmyGj+GKu+7OS2r0P2957A6fDQfGVHMISGrL6+WnUb9UWQRCwmdwrYbvFjH9oBA67rc6V2GI0/GybYqfdjiC4KLl6hf2fr6Dno0/VCcr3qHQ6ohqn0LxP/5urNRt9Hn+G3Ss+oM+T0+pExWaxYDObkEgkqG7jquTnUKg1tBs+hmY9+qLy8kb9NynIu3iwiP1rL2OosKL1VdCybxz104N/9+s9/fTTAKxZs4YrV67w5JNP/ubXeOyxxxg5ciSZmZkAvPvuu8yaNYsFCxb87uv6M3NHREWtVvPKK6/85PiyZct+cmzChAk/6S0QExPzh8d6+PU4HQ5yDrtTbC8fPYTT4W4wpVBr6Hr/BA59tZrU7r35ZMok7lmwlMPr1xDdpCl5p09y/ewpWg4czvbVbxLVJJXkzG4gEdH3qemc+nYTsU2bU5STjdrHl5YDhiKWSti0dCEOmw2FRkNC6/Z1sQiZ0o7T4aCmtITvPn6X8MRGJLRpT/b+3ThsVpx2OwfWfEZ0ahoxyak4bDasZjP558+gEovxDQ4jNDKaa6eP07hjFwQElD8yu7QaDQTF1acg+xx+EVHUlJZiMRo4tXUTqV17ofTyoqasBJvJzNevzKNZz350e/hxCi9l07x3f2RqTZ078/eovb3pMeFJCi6ep0W/gT8bL1F768l6cCI5h/djM7stjq4cP0xgTDwikXsLzGGzkXv8MJtfX0xoQiI9Jjx5x5twqb28b+uW2v+aiweL2LH8Ag6bW/wNFVZ2LL8A8IeE5ed4+eWXOX78OC6Xi3HjxtG1a1eGDh1K48aNyc7OxmQy8eqrr2K326murq4TFIDRo0dj+Tfjy78TnubWHpDK5bQcMISjG9eR2q3XLWmvOj9/Msc+iKGinAat2nLj/GkOfbWa2NQ0DqxxN2rbtfx9ktp1oqLgBhaTEaVGg1KrQ6nVcXrHVtoMGYlcpaa6uAhDRTk9H32Kq6eO4xceSc7hA+z59CMaZ3al1aARWI1Gtr3/JsWXL5GffY57FrxB/YzWhCUkIZZIaNK1B/rAYL794E26PfgYFTfy8A2LwHnsOLmjxhLwwhwS23Sk8PJFmt5cCY14cQnGqip8QyPo88RULIZaFCo1Fw/uRa5S06RrD9R6PZcO7ePbf72Ozj+A3pOeZsX0Jxi75B30wSEgErH9/TcRSyS0HTIK9c0bvlKro2GbDiS0bv8fU3uVWi1Ryan4RURhMxlvBsa964TDZjZx4IuVOOw28k6fwGYyejo7/kb2r71cJyjf47C52L/28m0Vle3bt1NcXMynn36KxWJh4MCBtGrVCoCUlBSmTp3K/Pnz2bhxI02aNCE8PPyW50ul0r/t1hd4RMUD3/t53UVylx5I5Qq3DcuPMNfWgADp/e7GYjAweNY8tL7+KDVaLEYDQbH10Pr5EZPSDIlSgbGqEofdTnKXHohw11sgwBdzZ5DQuj2leVc5st5tiT9g6vOovfXkZ5/H5XDgtNsIjIqh+PIlFBoNEqm7rbBXYDBHvv6S45vXk9CqHZ3ueYDvPn6XS4f2ofX1Y+iseQg2G4JKxabXF+EdFEJNaSkpXXug0ftgqqlGEFzIFIq6m3VS+07Uz2iDVC7HajJxfvdOwJ21ZjUZiU1LR0Dg9Leb8Q4K5tx37jqWwOhYUrN61c2PqbrKvYL5UTwKoKasFBCQK9UotVqkCgVd73evtHV+/re0DJApVSR3ymL7h+/gHxGFXKW+3W/z3x5DhfU3Hf+9XLx4kTNnztS5ETudTgoKCgBITHT3xAkJCaGmpoaQkBCKi4tveb7NZmPLli306tWLvyMeUfEAuLe6fm7rpra8lN2ffsL53dtp0q0XqV16snza4wTGxDHipVewGg0gFlNdXIRCo+HqyWNsemMxGr0P/Z+eybKnH6N53wEkteuEy+lEIpO5n3MTl8tFUGw8zfvcDYgouZZLavc+pPXuj1Qmx2a1kNCmAxovb9bOn33zmsoQSSQU5+YA7n70zpv9WaRhoTTK7IrT7iDvzAmMVZWIJBLKr1/j+rkzSOVyktplgsWKRKFA6+uuG7GZTDTt0YeK/OsERMXgFx5J5uj7uXHuLGKpjIComLpr9g0Nx261YDUaEQSBb958hWunj5PQqh2ZYx9EpfOitqKMtQvmUFmQT58nphKRlMz1M6dYv9jtbdai70DaDrun7jVlCgWJ7TsR36IVYqnUs0r5HWh9FT8rIFrf25uEEBsbS8uWLZk1axZOp5PXX3+9bjXy76vVsLAw1Go1O3furKvd+/DDD8nOzvaIiod/HubaWmpKS7l0cC8AkYmNuXryGHaLO45xbNM60vsPJnvfLgouXiAgPBKpQsHd0+ZQfOUSNaWlKLVacg7vp156a+6eNpvCy5dIapeJTKHEOygY39Bw6rVoRe7Jo6Rm9SI4rt5NC/2jHP36S6JTmpHYtiNKjYZ2w0ZTdPkirQePRKnV0e2hx9i1/APi0tKRSKSE79qJSCIhWq/n/Un3A1BdUsSAqbMpzLnI/s9XAO4tq9D6CeQe2kNi20w0vn7IlEo0el/6PfUsSp0XxqoKguPqo2yuI7ZpGiKRmFEvv4ZILEbj40Pu8aPs+fRjej32NHlnTgJw8eBeOtxzHwCVhQWU5F5GIpWSc/QgQTHxqH9UZ6Xz/2l1/C8Ju4dfR8u+cbfEVACkcjEt+/62PvL/jS5dutziRpyVlYVa/csry4ULFzJr1iz+9a9/YbPZiIqK4rnnnrut1/RnwiMqHn4RkUhE2fWrtOg3kKMbvsQnJBydrz9+4ZHYrRaSO3fDWFnB9vffAiAmpRklV69wfNM6GmV2pV6LVgiCQHr/IWi89VQV5hOZlMy5vTsxVVdRU1ZKbLN0whsmEZWcQnFuDk67g9B6DVi74AUArp44SutBwxGJxRRdySEgOg65So2puorsA3vocM997tWPxcSK6U8iCC7GLHoThUaD1WhEf7M4Uu2lRyQWUz+9NX7hEYCIuLSW2KxWqKqi6MpFBKcLiVzO2oUv0KLfQILj6td1cgR3XATcmWA2s4m2w0dTdv0qw+YuZM2LM2nW8666IL5PcChBcfXoNOZByvPzqK0owzc0nOEvLMJmNhMQHYOH28v3cZPbmf31PT9u9yESiZg+ffpPxnz66ad1/x4xYkTdv319fX9TCvJfHY+oeKjDajLhsLsNHiVS6c3CwwzK8/NIaL0EqUzG8T07SL9rEDr/AKoKC9D6+iGWSHA5nfhHRLFp6UIATm3dRIu+Axk571UE4PC6z+tcgYfNWUhYvYYo1GoEp5Mt7yzFOzCIlK49uX7uNCHx9Unp2oMj67+kUcfOqPU+CE5XnSXKzo/fpfWgESS0akvptVy8/AMouXq5rg7m6oljDJ75EhWF+YTVb8iWd16jcWYW98xfyqWD+zi7cxvN+w4ge+8uiq5cIrZZC7a+/RoA3cY/RuNOWTTIaPOL8yRTqtAHh/DZLHe6aauBwxmz+G3EYkmdCOn8/Bnw2FS2LX+f7P27EYnF3PvquwTH178j750HN/XTg297ppeH34ZHVDwA7uLH/atXkHf2JN0efgKdry92iwWHzUZQdBxKrQ6LoZawhCQCIqMB2LpmFUqdjlEvv0bR5RxkSiUJbTpQXVxE+5HjEIlEFF2+iEyhxGL4IY6CCLa8/SoxqWnUlpdx49xpbpw7TXRyKsc3rSMyKZn6LduSktULBIGNry0k//wZEttl0mrQCNqPHEdtaQnFuVeoKSshMjkFra8v53fvxOV0Ep7UmO8+eZ+4tBYU5+aQe/wI5fk36DjqXvauWnbLdThsNkxVlXWHHDYbzXr2Q6XV4XQ4sJlNyJTKWzLinDYbFoOBmNQ0IhIbo/LyRq5SIZH88HWyl5djziskpmkr8rPPueM+N1O1PXj4O+MRFQ8AuFxOrp0+QfM+A1B7eVFdUszKmVNAEOj64EQatGxL+Y089EHBiMRi7FYLXe4bT0V+Pg67ncjGTbBbrcSmphEYHcfq2VMBGDTjRXat+JCOYx9A6eVNQGQUCo2WysJ8AqJiCI6vx6WDe5HIZOiDQ7GazUikMqRKBeU38pApFOSfPwPAxQN7aT14JGd2biX32BFaDx5BUEwsYpEIsURK14cm1tnQJ7Rqi29EJGqdl9ut2GZF8yMzR52fH4IA577bRuvBI903fAH31pggYLdayTt9goNfrSK5U3fqpbesi3eIxCK8AgNp3CmLw2s/J7FdJ2pKS9D6+P1QyChSceCggMvlxd3TFlJRcBGVx0LIwz8Aj6j8w7EYDVw/e4r87PMMmPo8W955lVPbvqFp995ws5Ng8ZVLRDdJRa33QSSWcHzTOrL37yH9rkFENkpGLJVRW1aCw26nouAGVcWFGG/++r94YA9NB97NjJNzUMQosDrPMFWXTHB8fQouXqDVwGGENUhEodYgV6kZ+dIrZB/YTcObqccyuYImXbqTvX8PLfoNwmm3se8z92pj23tv0G/yDK6fPUV0ShoKjRaXw8HmN5cQkdgIn5AwRBIpI+e9itNuw+lwMHzuYsy1NfiFR1J67SqDZ81Do9cjUyopv56Hw25HrlZjqqri61dexmGzUngpm6jklDpRkSmUKLU6Vs16BqvJSOGlbAY/Nw+pTF4nKpdPlpN7qhyAwCgtad1bIJb+8tdNcLkQBBdiiecr6eGvjecT/A/HXFPDuoVzQSSifnor8k6fRCyR4B0YTHLnbphqqklq14mjG9bROLMLEpGYw+vcrVH3fPoRdz09E42PLy6XC++AQBz1ElCo1BxRuetQ4ppnIOhV5J7IJbc6F4DJzZ6izxPTcDns1JSVsWv5B3QbP4nsfbsIjq9PYttMRCIxDdt0wFRdRVRyCs17D8DpciKVy1F76zFVVxEYE49UriQwJh6JVMqWt1+l5OoVej46GUNFGSumP4FMoWTU/KWsem4qEpkUiVTGgOlzEFwuAqKiqSkrpaqogAYZbRBaCGj0PtiMRsquXyMwJpaC7PP4hobfcrM31VSDSyAoNp68MyfxDgrGbrEAP7TzDYzyApH7UHCc/j8Kirm2htPbt1BZWEDrwSN+kz2+Bw9/Njyi8g/GZjYjlkoJiIql9NoVpDI5vqHhVBTcoPhKDqndenN+9w7WLZxLRFJjiq/kEN6wEf4RUQhAy7uHovH2oaLgBkfXf0m7EWPZ8MrLhNRrQL+nZqDzD2Dbe2+S1rc/C1q/zDvn3qVTeCbX9h2kNvc6ManNObBmJXdNmcn+NSs5s30LgiAwdsnbyFUaSq7k8PXiefScOBmVzgu1tx5jVRXD5y7CYjCg0Gj49l+vEdssnZKrV2jR526+fe8NTmxeT0RSsvuPFIkQBBc9Hn2SE1s2kNypG6bKCra88xo6Xz8yxz7Iic1fc2TDV/hHRDFg2mwEl4vNbyymx4SnQOSuS/m+n4qppprKwnz2rPyEdsNGI5XLEUulOO12lNofXH59QzWMnNMSQQClRvYzs/8D5Tfy2L3iQwCcTgdZ909A8m/+YebaWiQyKXKl6ra9/x483Ak8ovIPxVRTzZ5PP6KiIJ+ekyZjrKxE5+9P/6nPY6goJ+/MSQouXsAnNJyE1u1I7d4HY1UFIrGIflNmILhcHFr3BXlnTpLSpQep3XpjNRkJjqvHtVPHqS4uoutDE7l+9iRylZJ66W142G84l3fuZ/+WjQA07tyN+OYZWE1Gwhskkti2I0fWf4VEKqOqKB+tjx8p3Xpy7fQJjm9ah0QqZeTLr2ExGjBUVfHJlEcBd8V+VHIKxzaupWn3Pqi8vAmMiiEgKoYu90/gwBcrMVRWkPXgRGpKSzi8fg2l13IpvZZLo6u5FFy6CEDZ9Ws47TbkKjUxqc354oVnaXHXQIJj4uvmzWGzcWzjOm6cO82K6U/Q/5nniElp9pP5lSulyJW/7uv148p674AgRP/Wa76qqJDNby1BHxRCu+Fj/lZ+XX8FDh48yPjx4/n6668JCQkBYMGCBcTGxtK/f39OnTrFsGHDWLFiBcnJyf/jq/3f4xGVfxhWo5GiK5dwOZ2c3r4FnX8ALrud6uJC1F5enNu1nbhmLXDabW5bdrmC0AYNWT71MaJT0wiOiUMskRIYHYtPUAhhDZOoKS1hz6pl9H1iGhn9h9B68Eg0Pj7kXzjPoFnzUKhUIBJTWXgDxU37keZ970aECC//QCyGWrZ/8DbxLVrScfS9rJzxFLXlZYQ2aEjmmAfYs/ITwG18WVNSjE9YOP4aLVGNUyjNu0qznv04tmkdzXr2I6pJKnazGYlMRv+psym+nM3lowfp99QMSq/lEhQbT2zT5lw8sAeZQolvaBjNevahqriA2KYtkCvVqHRetB85lrZDRyGRyVD8yLZGrlQRlZzifr5ShW9o+M/O829B6+fPqPlLMVZVEhQTd0ufFYfNyq7lH5B//iz558+S2C6TyCTPjeuXOL97B7tXfkxteRk6P3/aDhlFw7Yd//DryuVynnnmGT744IOfVM2vWrWKMWPGeETlJh5R+Ydhqqnmq3nPM2jWS0hlclr0GcC2994kP/scUpmcQTNfZN3CuSS0aY/NZEKt8+bS4f10G/8YXgGBHN2wlpSuPfh0xlM4rFaC4+rTa+JkmnTuTlVRPjKlCqVWx7sT7gVBYNichexa/gFFly/R7aFJNOqYRXyLVii1Wt6f9AAAbYfeQ+bYB7l4cB92i4XaCneAuyL/BjKFkswxD7Dzo3/hGxqO0+nAUF6OzWqhzbDR2C0WVDodHUbdh9NhozjnEjaziSMbvuKuKTPxDQ2nWc+7AAEv/wDenTCO9H6DGLPoLWRKBTKFEq+AIEbOS0Qql6PUuAscVdqfb1il1GqJa5ZO5KspSKTSOmPJP4JCpSYgMrouVfvHiKUywhMbcenQPiQyGd4BgX/4fH9Xzu/ewZZ3ltbVK9WWlbLlnaUAf1hYMjIycLlcLF++/JbCRqPRyIEDB9iwYQO9e/emoqICX99/dkzsP7ee8/C3QyQS4bDbOPDFSoa/uITolGbYLGbAvRJQeXsz5PmXScnqhdNh5+imtYQlJLJp6UI+nz2dZj374nI6cdrtANgsJhwOOzEpaUjlSr6YOwNTdRUIAiKxGEFwceXYYUzVVexbvQJEAsbKCvfzBYHu4x9DIpVSlneVzHvuI+/MSXo88jhRjVPIevBRdn/6MVKZnHYjxpHYPhOdXwAavR6t3od1C+aw6rmnObT2c2xmIyumPcHaBXMwVlWi1fvictgxVlWS1L4Tl48cIu/MSZx2O/tWL+foxrXIVW43ZZlCgdbHt05QwN3TxWoy/uwcavQ+6IOC0fn5I/kPAfjbgVgspmHbjoxZ/BbjXv3XLWnRHm5l98qP6wTlexw2K7tXfnxbXn/WrFl8+OGHXLt2re7Yxo0b6dKlCwqFgu7du/P555/flnP9lfGsVP5hqLy8GfbCQiQyGWKJBGNlJb0mTuHElg1EJae4W+5++w1Ws5HmvfsTFBPPuV3b3U7FQGHORSISG3P3tNnkHD5Aky7d2bd6BT7BIdgsZuwWC3arhTGL33Y3qxKJ8A4MorqkmAat2nJyy0aObviKrAcn0W+yu3nWptcXAe4Okmm9+2MzmYht1oKjG9ZSfiMPweXioyfHIxKJcDmdDJ71EjKFkkYdu7D/808JrZ9A9Y/6wxuqKmmc2YX87PNsWrqQobPnc/Lbjdw9bQ4RSclYTUaS2nfCbrPcYsPyPbXlZWx+czFypZrO946/pdPj/wKVVveLKycPP1BbXvabjv9WfHx8mDp1KlOmTKFp06YArF69GolEwrhx47BYLBQVFXHvvff+11bRf2c8ovIPQ6FW4x0YTG15KebaasyGGmQqNRn9B3Mj+xw2o5HYZs0pv5FHdWkxAVHR6IOCObllI2pvPWENGvLZzMnog0Pp9tBjCIKLhFbt8AsLRxAgsW0mZXlXWfPSLFRaHQOfnUvfJ59FqlAgErlTmBu0bEv2/j0069WP2rIfxECp1eG02Vm38AV6PPoUSq2OsAYNyT11jIz+Qzjxzdc07pRFVVER/pHRNOrYlfoZbdzPs9to3vdubCYjaT37YTHU8uVLbtO+K8ePkHHXYLa+8xodRt2LVKGkMCcbn9Cwn52joxvXknfabRIZl5ZOow6d7/wb4+EPo/Pzp7as9GeP3y4yMzPZunUrX375JePHj8fpdLJq1aq6x8eMGcOOHTvo1KnTbTvnXw2PqPwDcVitrJ49DavRSLsRY7GaTNgtwaxfOJdxr/yLIxu+5OTNDK1hLyzCYqhl6Oz5OB0OinIuktF/CHarhZqKUi7s2UnO4QO0unsohTkXCY6rT+6JIyAImGtrKLt+ldzjR2g9ZBQ1pSV8PmcaIpGYkfNewW6xIFeq6PvkdAyVFcSkpuG02zBWV7Fq1tN0GHUfYqmMi3t3ERgTR/eHH8c/MprKogJEYhEOq5WDX62mouAG7YaPJbFdJiqdjksH9hHSoCG9Hn+a/Z9/ilbvg9bPn24PP1636vCPiPxFR+CIxEYc/fpLRGIxgdGxAJgNtbicTtRe3v+xGZeH/x1th4y6JaYCIJUraDtk1G09z7Rp0zhw4ACLFy9m0qRJtzw2cOBAli9f7hEVD/8caivKqS4pxmp0xwuunT5BdHIq3gFBqHRemKqr3E21buJyOlB7e3Nq22YKcy7SffzjfP3KPNTe3tTPaM2Z7VtwOhzsW72CjqPv59iGtXQccz8luZfxCgjCNzQc/4goxBIJpVevIJZIScnqyZmd33Jk/Rp8wyLo+sAEzu/dSWj9BMrychk88yUcNisypRK71UarwSNwOhxo9Hou7P2OXcs/AODu6S+QcdcgrCYTKp0Xn7/wLFkPPsrOT94lJiWNHhOeSFQtZwAAIABJREFUpOM997F31XKunznJ0DkLflVhYWiDRMa+8g4SqRSV1gtjdSWbli7CWFlB78en4vsLKxwP/1u+D8bf7uyv9PR00tPT6/6v1WrZsWPHz47t0aMHPXr0+EPn+6tz20XFbrczdepU8vPzsdlsPPTQQ8THx/P0008jEomoV68eM2fORCwWs3TpUnbu3IlUKmXq1KkkJydz7dq1PzzWw8/jjnmYkcjl1E9vTXnBDdoNG41YIsFutTL8xVcQXE5Su/VG4+2DV0AgSq0Ol8NBev8h5F84x6G1qynLuwpAwaVsYpo2J+fQfuLSMjBWVdK4U1dsFgsDp89BEIm4ce4MNouFmJRmRCWnEFKvAYhg46sLAKjIv45Sq6PDyHtxOZ0ExtSry3QKiIxGDWx8bSG15aUkteuEWPpDDYehogy5Usnxb74muklTej/+NFKpjNRuvUnr3R8qKxGdPEOHofeATIbgclF+4zoqne4Xs7YcNhvFly+x97NPSGjTgUbtO1N4KZtrp44DsP+LT+k2/jEk/1ZL4uHPQcO2HW9LCrGH389tF5V169ah1+uZP38+VVVV9OvXj4SEBCZNmkR6ejozZsxg27ZthIaGcujQIVavXk1hYSETJkzgiy++4MUXX/xDY7t06XK7/6Q/PaaaavJOn0Cj9yEgKrau78e/Y7dYcDqdiCVikrv2QB8UjKm6CpvFguB04rRbkUhlyBUKGrbriM1kZNnTk9w27lOfJ6xBQ0TAuV3bkSoU6AODSenSg2Y9+qLz9cflclJZVIjGW4+0vJIKwemuJbmWi9NuJ3vfLk5+u4mBz86h7bDRfPveG0QlpyJTKCjLu4rFYCAwNo4mnbsjlkmx1NYiOJ30m/wsh9Z+Tr2MVgRExuCw2dD4+BJSP4F9q5bjsFqoKiokMqkxOr8A2o8Yi6OigusTJyFr1hRZRBgWl4M1L81CIpUxaMZcpArFz1anmw01bFy6EHNNNUWXL1EvvRX+EdHIFErsVgv1mrcEoLIwn+vnzhDdpCleP9Nw63ZgM5spuHSey0cO0qznXeiDfp+lu9lQS9Hli9jMZiJvuip78HCnuO2i0q1bN7KysgAQBAGJRMLZs2dp0aIFAO3atWPv3r3ExMTQpk0bRCIRoaGhOJ1OKioq/vDYf5qoCC4Xxzat4+CazwB3r5KQeg1+dqxcpcZhsyHIFah0Xlw5cghDZTlxaRkYaqrQ+fnzxdxnAbh7+lz2fbYMh81KZWE+lYX5+EfHElyvPsPmLHQbMOZfR6nRIRKLEUkk7PzoHa4cPYRSo2XE8/Px99JxeN0akjOzcNhtRCankNy5G4aKMqpLiug8bjxVxYU4HU7WvDQLtbeeQTNe5Ltl7xHZKJnwho1AIkawu2jRZwAqjRaXINB+1DjsFiul13LR6PU07dGXivz8W80YRSLECgWKnt05tG0zcpUal9OJy+mkMCcb/8ion8yP1WzCUFFBcFw9co8fwTswCIlEisbbh7FL3sbldKLQaDDXVLPsmUnYzGZ8Q8MZNPPFO5IhZjbU8MXcmSAI5F84x93TZv+uupiiyxdZM3cmAB1H30/T7n1u96V68FDHbd8r0mg0aLVaDAYDjz76KJMmTUIQhLrgpkajoba2FoPBgPZHv6i/P/5Hx/7TEHD/ogWQSKXYbT/t0Q3urS+byUh1cSFH1q9h9expaHx90fj4UVteytUTRzm3eweVhQVUFhZw9dRRGnfqilgiRecXgM7PH8HhQCQSI5FJMVZVEhJfn2/eWsLKGZMxlJdRWZAPuJ2PXVIJdpMZ//BInA47G155mWMb1mIxGtD6BXD11DHWL36R3Z9+hOB0gEhEvRYtObR2NbnHj6APDuWjpybw/qQHMFdXo9b7UFlSxLsTxvHREw9jt5g5uuFLDBXlOKw2jFUVbH5zCVVFhQBIfXwInf8ygkxGwcULJLbtgD44lMCYOOLSMpDKf9q33G6xsObFmaRm9WLQjBdvOhj7YLdacLlciKVu7y2ZTEL3sWNo2jXrJ3URtxPB5UIqdXuAKdQa+J0JAg7LD9doM5luy7X9fyIIwn8f5OG28Ufn+44E6gsLC3n44YcZNmwYvXv3Zv78+XWPGY1GvLy80Gq1GI3GW47rdLpbYiK/Z+w/DbFYTPpdg0ho1RaJVIbKyxun3Y5EJsNQUU5lUSHegYHYLRZsFgtytYaTW92ZXbuWvc+AaXNYMe1xFBoNXe57xN2MSiQiOCYera8foxe+QVVRAV8vmUdEoyaENmhISFw9HDYb5trauhTOM99to/sjT7D/8xVENkoBROz57BM6jr6f/auW0/X+R3DYbMhVKqqKC8l6YCKntn9DWINEpAolncY+hNrLi7Lr19D5+VN8OQf7zaLMmrJStL5+yFVqBs96iZUzJuNyueg09iHEEgkSmYzT2zZTeu0q2z54i14TJ6NQa5AFBaFVKWkzZCRFV3K4e/psZHLFL/7aF0skRKc0Y9/qFYgkEvo9OR2LwUDR5Yt89fLzyFVq7pm3GEXZKeLPv0RMg9606jcH+R3aTnI5nQyY9jzFV3KISU373Z5fYQ2T6DT2ISwmA8mZWbf5Ku8sSqWS8vJy/Pz8PFl3/w8IgkB5eTlKpfJ3v8ZtF5WysjLGjh3LjBkzaNnSvf+cmJjIwYMHSU9PZ9euXWRkZBAZGcn8+fMZN24cRUVFuFwufH19//DYfyIKjYZrp0+yb9UypHIFYxa96e61vugFOo68j89mTqHN0NEEx8YjkcvRB4VQVVxIZKMUJFIJ4YmNyDm0n5zDBxi9+C0El5Pi3MtUlRQhlkhZO382APHNW+IdEMSWd17j+pnTjJr/GvHNW1KYk01MSlOUGi31MtogV6oQSyS06DsQp8NBSrderF/8EhX51wmKjafb+MdwuVw0aNme6uIC3pt4H006d6de+mBC6zckLKERPsEhnN+z0x2wj4rhoycfQRBc9Jo4mZZ3D0UikbBs6mO4HA7unjabxp264RsaTt6ZU7c4/Kq9vGnYpsOvmkexWEJSu0xM1dVENkrGajaiUGm4sPc7nA4H5toaXMZypBsmQk0+ksKTSFIGwx1KDtHofXC5BMIaNrrFdPK3ovbyJiWr5228sv8/wsPDuXHjBqWlP60/ud24XE6cdgcSqRTxHUjEcLoEBAREiJCI/7wCqVQqCQ///Z52t11U3nrrLWpqanjjjTd44403AHde95w5c1i0aBGxsbFkZWUhkUhIS0tj8ODBuFwuZsxwV1dPmTKFZ5999neP/SfhsNux1NbgdDrd1eu4bSkMlRV4BwYjFkspuXqZdsPHcGrbNxTn5qDz9afL/Y+4fa60OmwmM22H3kPrQSORq1Q47XZsFjMavQ/fvvsGXe9/hEEzX6S2rBSFWoPTYa8rDNz42nz6PfUsDruDvZ99QknuB3R/5HF8QkJxOV045TLem3Av98xfSkXBDQBKr13F6XDw5bzn6Dd5Bqe3b8HlcHB883qS2ndi+bTHGfHSK1w6coCeE93+YgWXshEEFwAFly6Q3m8Q5/d8h+Nm6vPFA3sxG2rJ3r+b7g8/jsVQi+B0b1cpNdqf2Mj/EuU38vhirvuz1eKuQVQXFSJXq0nu0p3LRw6i8vJColDjDG2Gven92CIzETtVaH60DXs7Uag1v1hL809BJpMRExNzx89jrKpkxfQn6jp4jnhpyW2Nk1UYbUz5/BRbzxeTGqnn3VFp+Gl/ugX7d+C2i8r06dOZPn36T44vW7bsJ8cmTJjAhAkTbjkWExPzh8f+U6guLmTZM4/hcjoY+Oxckjp0RiyRoPMPQKnTkTnmAXcmmCAQGBtPTUkxW999neriIgDGLH4LsUxGbXkJB79aTfthY/j8hWexGGrJemgS3cZP4sQ3Gyi6lE2X+ycgV6mQKVXUy2iNzWQiLi2Dq6dPYq2tpdWgEViNBvLOnERwubhy/AixTVtQP6M1LqeTTmMf4vzu7TTr2Y8rxw5TU1rC2Z3f0rR7H64cP4x/RBQ2ixnB5aKyMJ8GLVrjLC5G5qUjJrUZDVq1xWI00qRLD75561Uy+g8mMCYOu8VMQpv2bHh1Pn4RkdgtFlbOnIzNbKLPE9PwDgxCHxTyq+bzx/Eou8WCWCJxtxseOIwRL72CRCrFIQgImXO5dPwk256ZisbHlxEvLvE01vqrIwiYa9xWRGZDzW2P4zhcLnZedLtHHM+rwu78+8aJPMWPf2Hyzp2uCxRfOrSPNkNGYTEaEIvFmGuq0eh9OLR2Ncc3rSciqTFdH5hIRv8h7PjwHaKSU93BakGg8GI2ia07YqyuxGJwJzvkHN5PTNM0akqKKS+4wcqZkxn2wiJqK8pJ7zeIqyeOEtW4CddOnaAkL5failKOf7PhZk/7R7l85CAnvvmaIc/NJ+/sSfIvnCUuLQNTTTVWk4GIxMbUz2hN6dVchj7/MlpfPw6t+4K03v0Jjq2HqbYahZ8vYpcLZ42Bhq07Ehgbh8vhwDcsHLFUSv8pM3EJAtXFRcQ3b0lyZleunT6O4abLcfa+3TRs2+FXi0pQTBxdH5iAoaKC+hlt2Lh0AR3uuQ+n04l3YFDdOIvRQPaBvQAYKyvcBpYeUflLo9TqGDjjBY5vWk+Trj1uMRe9HahlUp7rk8TrOy4ztEUEKvnft87JIyp/YeKatuDM9i04bFYatGzrrkKXKdi7ajmnt21m1PylnNu1HYDrZ90C5BUQyD0LlmIzmzmwZiUKtYYj69cgEokZu+RtwpMaU1NSTPuR95J//ixJHTrTatAI5EolapUatULJh89MwmG3cW73dgY88zw6P38CY+JwuQTU3j4ERsUS2SiZwkvZiEQQ27QF53bvoPRaLn0nP0tYQhLegcFo9L6oU3xxWK2IxBIUKjXxzVuy5a1XsFrMZI5+gH2rlhEaE0+jjp1xWC2IpTKa9xmA0+FAAHS+ftSWlWKoKGftorn0eXwqam89NouZBq3a4hsWccucGasqsZnNKNTqnw3YR6ekIVMoMdVUkd5vIALunvQ/Rq5S0WbIKDa8Mg//yGh0vn536i328P+ERCYjJL4BQePj70g8RauUcldqOJ0bBqFWSNEq/r633r/vX/Y3R3C5UKo19HvqWZxOB1KZHKfDgUgEp7dtBiDn8AHS+w1i76plNMhog0ypRG6zY6iowGKoRaX1QhBc7syv+yfgElx0H/8YIKL4yiXWL3oRgE7jHqK6tITQegkExcah0uupLS1BcAk4nQ4CY2JxOexoff2JSGzE1VPHMdfU0HPiZLZ/8DZqbz29H3uG6uIiRIhYMf0JHFYrpyI30/WBRym9lkt0k6Y06tAZiUxG3tlTtB85jp0f/8tdzX76BPFt2rNsykQkUilDnn8ZmUKByyUgAnxCQolJaUZgdCxaH19GzXvNPSdyGWqvH4TDWFXJquenUpF/nbi0dLIenFgXALdZzBz6ajVHvv4Sjd6HUS+/RkRSE6QKBTK5/Ja5F4slBMfVY/gLixBLZah0Hgfhvwt3QlC+RyWX/K1XKN/jEZW/IC6nk9K8q5zfvYOY1OZsfedVguMb0HrQCMRSCV0fnIjNZMQ7MIiAqFiiU5pRmJNNdUkJ+uBgNi1dhKm6ii73P4JEIqV+yzbsXfkJV08eI7JRE7LGT8Jhs9Wdz2o0ktQ2k81vLiG5cxaDZ77ItVMnCG/YiK+XvEyX+8aj0nqT0LJNXZticFueJLXvREBkNBKp1B3Ad7lwOZx1j8vkCnzDwnE5nWh9/bAYDLQbMZbA6DgqCvIpvJSNTKlCfLM3i8Nuo+TqZXKPHyUiqTEavS/1M1rTOLMrAKbqKlwuBzKF8ic3e6fDQUX+dQBunDuD0+EA3GmUVqOR0PoNiWycS97pE1hNRnxCfvD4ctrtiMTiupuORCpFqVAiWCwIdjuiX5kM4MHD/wpzbQ1iseSWTqZ3Ao+o/Mn53txRplAg3HT+dTmdXD9/hqQOnbl64igN23bkwp7vMFRW8M1bS+j/9CxsFjMKlZpv3lqCRCan87jxiCVibpw/y41zpwE49e1m2vUagKDVcPXUccIbNqJ5nwEIThcRScl0HP0ADpuVxHaZ7FnxEW2GjOTcru2c3raFrg9MQBAESnJzcNgciGRSXDdNIEViMYLLhVdgEF4BgUjkcgTBRUXBDWRKJQNnvEDOoQM07tSV4is5BETFIFMoOLPzW2JS0qif3oqt/3qDjAGDSc7sisrLC4fDQVBcPTTeenxCwsk9cQyryehuO5yQiMtuRyyV8vWSeeRfOEta7/5k9B98S/aUXKWizdB7OLdrO60Hj6x7rLIgn01vLMInOJSsUfe5M91+tKdeW1HGrmUf4BsaTkpWT1Q6LxzV1TiKS3CWlyGLjEQaGIjYIywe/qTUlJawcelClFodXe5/BM1t6Fj6S3hE5U9GTVkpV44eIjI5BYVKze4VH+JyOmk/chym6ip2fvwuYQlJJLXPxGoyUV1STHVpMT0ffQqRREJ1cRHnd++gac9+HF73BdfPugXkwr5d5Gefo8PIcW4fK5uV+CZNMaz8DFnzZmSOeYCwhERsJhOGinI0eh+Kc3PcWV7N0onPaI3dauX8np0A7FrxIc1796fbw4+jDwrCZrVw4psNRCenMnrhG5TnX0cslvDZzCkMm7uY09u/Ial9Jw6vW4OhvJSeE6eQf/4MXgGBdVt353btID6tJYfXf8G1U8e4duoYHe+5j8DYeBSqm1t9DjvVxUU07zOA2ooyEAQuHzmASudNQGQ0+RfOAnD2u22k9eyHQq3BXFNDbWU5Kq2OlK49aNSxCwqVGqlcjs1s5rtl71GUc5GinIskpTYnwC+wrtDQ6bBzets3XNi3CwSBiKRkwhsm4TIaKZ49G9Phw8jCwohavgxx8O/z5vLg4U4iCAIHv1xV991IaN2OhFbt7tj5PKLyJ8JYVcnnc6ZTWZhPs1534eUfyNnvtgHgFxFJvRat6HDPfeRfOIfgEqgouFFXHa9QqQmKq4dUJicsIYnsfbuJSGzM4bWf1/UFOb1tM4bKSoa9sBCpQkF1QT5FCXHExcSQEBhEbVkJX708G6fdTv+pzyGRycg5vJ+Qeg0IqZeAl38AMqUKL/8AMvoPwTswCN/wSPIvnEOp0dCgZRu335tMRvn1PPZ+9gk6vwBUOh1Nu/WmNO8qaT37cePCWXav+JALe78DYOjsBeSdPYl/ZBSGqgqiklM5vmkdIrEY37AIzu/eSUBUDBFJjTHXuNM9a8vdxXDfx33aDR9DUEwcCW3ak3PoAC37D0amUuFw2DmxdRP7Vn2CVCZn7JK30f3IAFIqlxHZKIUrxw67+9X7ByIS3DUnpppqcg7tR+cXQPeHHyf38AECvPTYi4pALMaSnQ2APT8fXK7f/H4LLhfG6ipcDoe7JuUOb0t4+GciEomIapLKqW2bEUukBERG39HzeUTlT4bDbkMqk5PcKYuaH3Wx0weFsmnpIuw2K70mTkYilxMQEY1YIsXldBAUG0/DtplEJiVTXVqM1scXv/BIRi96E6lMTvaB3dTPaIs+MIiDa1cTElcfiUzKsZ1bCE1pispmpfBSdl1f9stHDqLz9SMwOpZ66a0QXALHv1nP4FkvIVepWL/oRcRSKb0fexqt3ocb589grq3m6Ia1ddbz9Vu2QSqTYygvZ93CuRgqy9EHhdBz4lMUXDxf97fJlEo0Pr407uj20qq4kcfYJW9jM5s5sXUjsalpiMQSDJUVlOTmEBAZy5H1a2jSuXvda7jNHrVkjn6QdsPGIAgCFfnXuXRoPw1atuXYxq+wGGox1VbfIipiiZSk9pnEpqYhEQQk5RXIo6MBtxvzd5+8B0Dvx54hs99gcrv3QBAEopcvI/ytNyldsBDv/nch/h3BemNVJR9PnoC5toauDzxKYvtMJBLPV9LD7SeqcQr3vvYuYon0jieWeD7BfyLU3noGTp/DxUP7EQTQB4W4VxUyOTfOn6Ho8kUALIZarCYjuSeOMXbJ2wgu180AsguFRoteIkEsEmE1GSi9dg2LsRanzU5C63Zse/8trhw7xKmtmxg571W6P/Ikm99YjCBA3yenog8KQaHW0LhTFjKlioDIGL6aN5v+z8zk6NdfUVVYgE9oOKXXcgF3LYihqoLgmHiKcy8T2iCRhm068P6k+3Ha7WQ9ONG9wqitBtw3UrWXNx1HjMMvLJKA6BjkShWBUbGAgFQuZ8vbr+ETGkbncQ/RcsAQBKDoYjYH13xGp3EPofHxRRcYRFRyUzqNG4/DZqVhmw4oNRrMhloOrFnJqW8302bYaJIzs3Ah0PX+CRTmZKPzD6ybb1NNNeaaavecBYcgEosh7OftKcQSCdYzZxFuJjAYdu/G/8EHiXjjdURqNeJ/yxD7NdSUlWCudRfcZR/YQ/2WbZCoPF9JD7ef/093Bs8n+E+ESCTCJySMRu0743TYcdhs2K1WND5+KDU6VDovohqnYKiswMsvgIKL5/CPiGTjqwuQyuWMmPcKFTeus3bhCyhUaoa/uJgjX39J+xFj2bR0AeENG6G+abopEomRK1VcP3vqB4HYu4sB02ZjNRrIObyfBhltOfjVKpQ6HSKRmLRe/Sm4dJ6mqWkc27gWkUhERFKye5Wg1mCzmPGPjMZQUYbTbgfg+rnThCc2pt/kmZzduZWUbr2RyORYTUYadeiM2VjLleNHKL9+leD4BsSkptF+1DgOf/U5V08cQ+vnj9rLm69fmQfA/s9XUC+9NZ1GP+D2tOraA5fTibm2BlNNNQhwZse3tOg3ELlCyeY3l5DarTfB8fWJTk2rSw+2mkzsXfkJp7ZtRqXzYtT8pT8pYExsl+l2JVYqCUtIRBpuRJmYiOBw4N2vHyKJBIn+9wc89UEhRDdpRkXBDdoMHvmz/V08ePir4RGVPxEOmxVjVRUWo4HPZk7B5XJy9/QXcDrsVBTlM/i5l7EYapHK5RRdvkRMSlqdL5bdaqHkSg7FuZdBELCajJRfzyMyqTEul5M+T07j8NovaNFvINFNmuEdFIxULic0IRG5SoXDZiMwNh6HzcrKGZNx2G1cPLCXPk9Mw1BRzp6Vn/xfe/cZGEW1NnD8v73vpockEAgJAULHUKSDdCkCUpQmCIoF+5UmHUGKFxG8XEFsiAWQoghSBQSkSiihhpKQSkgv23feD4urvIAXJUrx/Pzg7uzJ7pxJmGfnzDnPw4OPPkath9qjUmsYOm8RkttDXlYGRzdvoFGPPiTu2EqrQcPwC4sgOr4RJfl51GnfGY/Hzd5VXxIUWRGNwciRzev5aeUXmAKD6DNxBlF16pN+5iTWokKcNhsx8Y0IqlARa2EBOpPZm3H4apGs8NjqOG02JI9EweUsVFotJXm5rJ45GYNfAN1fG0fDRx6lYu16fDVpNEgS2ckXGPDWOzhKS3A7HWgNRtxOB+lnTwHeqZa/LaH8C6VaQ8VadSm4ko3k8aAKC6PC4kUggTLo9hc86i1+dB75Km6XC53ZIrLwCvcFEVTuEiX5eZQWFmItKkAml9N38kx0JjNHt3yPJEnUbteR4itX0Oj1aI1GIqOiUVvtyCpJhIeV5/CPWwmPrY5/RAWSDuzF6B9AcKUoQqOrkJ18kcsXzpN04CeSjx2m15gp6Exm0s6cRGc0MWjWfNwuFwfWfk2thzrg8XjXkbhdLoquXOarSaPRW/xo3KsvbpeL5KMJHFq/hl5jp7DqagLGgsuZ1GnXGckjsWLqOLq9Mhad2RsQTuzaTtqpRNJOJRLXvLVvRlpRzhUcpaXs/Pxjko8e5tSu7UTVqc+JH7dz4JuVAHR45iUq1opg0OwFSB4PHsmDWqPl2A8b2f3lUhr36kd+RjpFOVcoyrlC1vkk4rv0wFFaijkohMLsLIIqVETySHw1aTShUdG0HvI0coWCrq+M4fyh/Wj0hhum5bAWFbLkxaeQJA81W7WlzZARqALLdvX87WQfFoS7kQgqdwm3y0l28nnSz5yifscuHFy/lsDw8uxbs5z4rj3xuFysnTMNe2kJfSfOwJCWScqzzwEQNu8d4rv0JCXxKBFV4+j4zIsoVCpvRUa5gpBKldCbzcgVChr16MuJH7dxdMv3lK9ek4aP9EYmV1BakENJQR4ag4He46dz4fBBarZpR8nVPFrthj9Pwqb1RD/QkPDYaqh1/ZArFKi0Opw2K+aQUPzKhaHR64lr2pJtH/2X1o8NRhMVTeW6D+AoKSEgIgJTUDCNez3G1iX/IaJaHG6321eO1/t+WkxBQb7jYg4O4ccvPqFJ7/4AbPtwIR63h1YDn+Tn79aSeuI48V17cvqnXWj0eoIrVvKNHz8+dQ5FuVcw+gewZcl/fBUsG3Trxc8b11G3XSdvaeKbZKN12e2+7Mgl+fm+YCsIws2JoHIXkDweJAm+f28uTfsN5McvP6Uo5woRVeNo3LMvBr8AUo4f8d3UvXTiODHFvw7X2M6dI0WnoHab9iCToTP7oTMar5bPdZGXkYbWZOaJt/+DXKHk09efByD15HHaDnsWt8uFw2alzZARfPLac/iFlqP+w49gLSrCP6I8Q+a+j1KlQq3Xs3b2tF9Tpag03rT2aZfwD4/g3OGD1AwOpcqVQqrVb4p98Uc4xo/l83GvUqFGbQqzs4ioWgNzcAg9Rk3AXlqKSqejSe/+RDdojDkwGIVKTZUGDxJSMQqVVkfK8SOc/PEHKtSohb201Jd2P+nAT1R+oCFyuZxy0VUY/t6H3hLCCgXWokJ0JjMGf38M/v64nA4iqsZdTV9vQW0wYAkK4fj2rRzZ9B0A/abMIqJq3DW/F72fHx2eeYmMs6do3LPfPz4NvSDcir+mupBwyySPh9KiQmSA3mIhPyuDirXqkXXuLDqjiRot2rDjsw8JqViZwAoV0Vv8iKpTH2P79lj69Mb8aC9MXbtSt8PDfP+fuRRkZaBSKXEePYZ09b/vF77D6T078bjdyGQyGnR7FKVGQ8027VGoVKTN0jx0AAAgAElEQVSfOYnBbKEoJxuXw86VS8mc3r0DtVbnS0/isNu5cPggDmsp1qJCkg7uA5mMlMQjWELL4fFIVIyrTUlREeTnkz9zFoYH6qNUq9HoDZz/eT8KtRqH3cbn417BXlpKTvolHKUlIJNx7uB+ZHI5W5cs5MSPP4BcjsvuYPeXS2n9xNNE1qxDWEysd4aWTEa5mKrUvJrs0uDnj85sIePsaZaMHMZ38+dgLSrC6XBgKy4GmZzo+MY8Pu1t+kyYjlKpIrpBIxTKX79T/fbxL3RGEzVbtaXtk89iCgy67nVBEK4nk/5hBaB79uzJqlWr7vRu4LTbyDh7msSd26jTrjM6oxl7SRGFOdmERsXgcbtRaXW4HDa2LH6PguzLtBnyNIERFdCoFDg9kJ+eRvLRw0gyOX7lyuGwWcnPzKBexy4oJNj+5SfU69CVg+tWU/mBBmxZ/B46s4V+k2bicjrQGo18NuZlrIUFlIuOpctLo0jYtJ7LF5No88TTFF7JxhISitvpxG4tRaMz8NWkUcgVCh4ZNQGTfxCpp46z87OPqBzfkPLVahBcKQqdXAVOByU2K06ZDHNgIA6rDZVWw5eTRlOUfZlBsxag0etRaNQgyUg6sIfjP2wmM8k7bbrflFloDUZkcjmHv19HwsZ1tBo8nJgGjUECe2kJBj9/39BVaUE+K98cT3byBVoPfoqKdeqSuH0bGUmneWjoCPau+orTe3YCMGz+ElZOe4O2w58jO/kCQRUqUi461lt7RhCEG7rVc6cY/roDfllnsvLN8UgeDynHEugxaiJut4ucSymERsficTooyM5EozfQoNujqPV6DBY/Tv/0I1qdhupxFQj2k+HXrgOSUo3TZuXyhXOEVamGBCiu3ldQ6bRUrF2X84cOAGAtLKAkPw+Dnz/FubmotTraDX8evcUPu60UY0Agddp1wlZUyJVLyez47EMe7NmP0JhY5AoF/WfMxWmzodJoKMjOZPunH1BakM/RzRuo0aINjtJSPpnwOkgSTfr0JyiyEkb/ABxWK9biQnQGI5XrxuPxuFGoVBjMfng8birWrs+lxONkJp1BqdGgN1lQqNXeGXF5uQBs/2QxsY2a3vCqQaXVUbN1Ow59twZzaCgl+fm+m/2bFy+g0SN9OL1nJ3qLHzKFAoN/AKtmTKJi7brENW8jAooglBERVO6AzPNJWIJD6PbKGHZ9uRS5QkHB5SzCq1TDFuUtsqVQqrAEh7J/7UoOb/gGgA4jXuBS4jEuJR6l4jvvAxKH1q0lvltPVFotaScT2bN8GQqVikf+5Q1YRdnZxDRoTHhMVbKTz2MJDiUwLJyzh/aTnXKBXuOmsHbOm+SmXqLba+O8aeyvnvB3fvYhABv/O4/Hp71NcV4ueq0OncnEssljqNv+YaLqPkDijq0ERVbyliK220CSUKrUGPwC8A8vj1wu59CGtViCQmjSpz/+4REsff1F2gx5ilptOiCXK/ALCaX14GHUbPUQ5pBQZHI52z9dTGbSWdo9PRKHzYrRLwDFTRYZqjQa4lq0IbZxM3JSU9Do9Kh1OhxWK+WiYykXE8vQeYtQabQYLH50fWU0OZdS8CsXhlon1ocIQlkRQeUO0Oj1fDlxFGqdnh6jJqDUaJE8HpwOOwb/AJw2K0tHv0hIxSgadHuUwxu+Qa5QEhIVw8F1a+k1bgond21HazQS37UHHo8bp9XGkc0bkCQPcoWS4rwcEndsJXHnNp58ZxHqo8d55JHHkdntuN0eKtWpz5Et66nauDmSx0PPMZPwDwvn0PpvSNr/E30nzySwQkVyLiUTUS2O/KwMjAEBKM4n4/T3Q6XRcGLnNh568lniu/ZErdPjdjpRatQ06tmPmPiGnPhxO5cSj9Ki/xO0GjAUl8OBx+Pm83Gv4XG78A8vj8NuR6lSIZfL8bjdbFw4D4fNxiOvv8HZfXsA+GnFMrq+PBql+vp09uCd+pt14RxyuZzgipUJqVSZrPNJ9J/+Di67zbeA8pckkQAKhYorl5LZ/ukSmvbtT8Vadb2VMAVBuC1/WVA5cuQIc+bMYenSpSQnJzN69GhkMhlVqlRh4sSJyOVyFixYwPbt21EqlYwdO5batWuXSdu7XeL2rZQW5GMrLqKkIJ/C7MvIZDICIypQeCUbrV6Py24n/cwp/MLCGTDjHSTJQ/rpk/Se8CYJG9ex9+svAej6yhjCYqpycs922j89ksSd23igc3dSTxwHQKXWIFcqkdWvh5ScjLpuHda8PQ2Xw0HbYc9hCQml88jX+Obt6ZTk5dB55L+4fPEc5w8foNeYSTisNvKzMtj64ULv+pmxU9HIFfSZMIMrKRe991xcLhJ3bCOmYWMuHjlE/U5duXjkZ98VltZooknvx1ny4lO0e2okA6bPRZLcpJ89g8Hiz97VXxET34hy0bG0GPAEe1Z+gSUkFGNAIMW5OVRp1BSdyXzTk/7FIz+zfv4cALq/9gYxDRpTLroKh75bS9KhvXR4+gV0JvM1iwsd1lJ++HgRABsXzvOuqBdBRRBu218SVBYvXsw333yD7uqwwowZM3jppZdo1KgREyZMYOvWrYSHh7N//35WrFhBRkYGI0eO5Ouvv77ttu3atfsrulSm4lq04fj2zXR89mUu/HyAtNMnaNZvEIaAAPIy05ErlVRr1or8jHQUCgWfjHkJ8K7ArtK4KarfnPw8Lhd7VnxOTIPGHNv6PTVatiEstiqmoCAsoeUIqRjF5YsXKBcdA0YjLreLyxfOAfDtv6czaPYCSvPzKMzOAuDkjz8QXqU65at615CoNBo0Hg89+w9DExqK1WbFrdXxw+KFXDh8EJVWx6NvTGXP8qUEhIVx4JtVqLQ6AstH+vYxMKICRTlXqNm6HQ5rCWtmT6Vm6/bENm7CmllTyU6+wIkdW+k/fS6pJxLpO/Etft7wDZ2efxW5XIHWYPjdq4jSwsLfPPbmGMtNS2XvKm/g3fXVZ3R9aTQavd7XTqFS4R8WQV5GGuXjaqEQtVAEoUz8JUElMjKS+fPn8/rrrwOQmJhIw4YNAWjRogW7d+8mKiqKZs2aIZPJCA8Px+12k5ube9tt7+ag8ssQV0ilygx79wPspSV8N28WAD9+/jFdXhzFlsXv4fF4eODh7jTrNxCZTEa9jl04d2i/d0bW5SwCK1Si47Mvg0yGraSY9NMnqNfxYVo/8bS3QJYkoTf7ozWakQFup52S/Fwyz52jUp261G7bkXMH99GoR1/cThdBkZXwCw2jKPcK9Tp1JbB8JAkbv2PfmuUMmvY2ig2byP78C+QGPeVXfY1LqfBlUHbarOCRfMNzj74xDb3Fj4yzpxk0ewFOmw2d2YytqIgHHu7ORy8/g8ftYsfSD6j6YFNfnXilWoPk8XB06/fU69QVc1AwK6aMRa5Q8MTbC3/3uFZv1hJbcRFyhdw7Owzvokmd2YK1sICqDzZHqbn2XozBz5++k966Wq/egM4oSgILQln4S4JKhw4dSE1N9T2XJMk39GAwGCgqKqK4uBi/3yTj+2X77ba9W9mtpWQmneHn9Wup26EL4bHV8UjerMJKtZqIqnFIkkR41epcOHyQs/v2UKt1e2RyOXU7dKFuhy5cOnGc0sJ8Ni9+z5ut1+zHuQN76fLSKIz+gfzw6WIsIeWo+mBzwHtskg7s5dSenfQYNZHC7EyKcnOJa/kQVR9sjs5kZtPid+ky/AX6jJ2CpFCQfPwoR7d8zwMPP8LRrd9z5VwS2pPeHFmeklKw2nCr1XR+7hX2rvqKqHrxaE0mhs1fjM5kQalW43G7cNqsZCSdAY+HzYsXADBk7n8pX70G2ckXCK0cg0KlptNzr5B68jh+5cL5acUydCYzKo2GmIZNqBBXG5VW+z9TmejNFpr26X/Ntl/qzHtcLjQGwzUp5Uvy83Da7ah1OvzDwsv2Fy0I/3B/y436397nKCkpwWw2YzQaKSkpuWa7yWS67bZ3I6fDQWlBPqtnTsbtdHLxyM88+e5itn30PoNmvkteZjqB5SsgIaPV4OG0GDDUOwNMo8FpLcVeUoLTbsPo50dIVAyxjZqSdGAv7YaPJOPcWbZ88B6dnnyWxjXq46wUSVFONqtmTASgx6iJKDVarIUF1O/UneK8K7hdbmzFxWz7eBFRcbUoXLaM4k2bcb/2EpsWvQt4S+9WrtcAhdlM8ORJXJnxFuratUhLS0HrCiWwfCSNevb1fdP/baoTuUJJRLU45EoF+1at8G2/kpJMx+dewVpUiL2kGJlMht7Pn8hadcm+eJ6G3Xujt/jx8/fraNi1J4HlK/zpYy6Ty6/LOgzegLJi2hvkXEqmRouHaDV4uJhOLAhl6G+5qx0XF8e+ffsA2LlzJ/Hx8dSvX59du3bh8XhIT0/H4/EQEBBw223vFqWFBRTn5mAvKaEkL5eCy1lYgkMBMAUGIUkSUfUa8MPHi9i/ZgU5qZfY/P67ZJw+ybmD+/jo5RFcPneW0sICdnz2EQe/XY0xMAiFSk3Vps2p17Ebe5YvZf+a5aSfOUX+pRTyF7yHWqv1pbIHuHzxPBq9ngtHfsbjcaM1mNi3ZgWmwCAc1lLCI6Mo2bETT3ExpoBAuHrlF1ShEs37P0FoTCw5Dit+b71JUpCFdR8sQCaXU5Sbw+bFC7xrQWS/VkosycvD43F7V7kbzcR3eYRabToQ362XLy3+0tdHsnzyGBJ3bAO8K9cDIirgsNvY8dkSDBY/lBrtX/J7cTmd5FxKBuB8wkHcTsdf8jmC8E/1t1ypjBo1ivHjx/Pvf/+bypUr06FDBxQKBfHx8fTt2xePx8OECRPKpO3doKQgn2/nziDtZCIdn3sFc1AwJfl5PDJqAlnnk7AEh3J4/bfEtWxDwsZ1NOz+KJven09hdhYXDh/ksanemUwOuw25UknzxweReuI41sJCSvPz8Qv1DtnU7diV9DOn8A8Nw2IwcTk1FY1WT7UmLbh88TySJBHXvDVblvyHC4cPUrFmHX784hNaDhiKtbiIR8dNozQvF8vr/yJrwkSUF1MYPGs+dquVgsuZ5Gems+G9ueRnphNSqTIdn32ZyLr10JnMHFy3mqxzZwFIO32CiNjqfPPv6ZTk5dLt1XEERFRAqVJhDAikxYAh/LzhG07u3n61GJdXfmYa9tJSEndsoTg3l3qdutB22HNXU7vorz+wZUCt1RLftRdn9u6ixeNPoBb5vAShTIk0LX+B/KxMlrwwjIhqNWg16En0Zj8cNhsqrZZj2zaSfCyBOm07YQ4ORaPTUXjlMgmb1pNyLAGdyUz/GXNx2GyotVqUKhXbl37IqV3b0RgM9J8+l6/fHI/DZqP3+DexFhbgFxAEJ0+hqFSJPIcNh81K6glvevmIanGc3f8Tp3bv4LEps1k29hVCK8fQ5aVRHPx2FQqVisbdekFuHh6djvOnEzEHBiNXKjAHhfDByGFIkgelSs2j46eh0RswBQZx/ueDrJ8/G6VKzeC3/0POpWTWzJ4KQNUmLWgz5GnfupCSgny+fnM87Z4aSWlhAamJRyktLKBZv8EUXM7w1j0B6rTrTJuraenLSnFuDoe//5aw2OpUqF4TjcGAvbQUl8OORq8Xa1ME4RaJNC13kEano26HrtRo2Zqv35yAzmyhz8QZFGZfpvByFi37D8HgH4jDWorObEZrMtOi/xDyM9MJiKiATKHAZbdz+XwSkTXqgMebfj0gvAIpxxIouOyd/nts60b8yoVx/ucD1Gzdnl1ffUrlevFojSaiH/DOiivOy6Vxj3406tGHPcuXIUkegqMqk5OaQqvBw5HJwJWZxbnOD+M/ZjR5chc/fv4xjXv0wVIunE4jX+X4D5uo1aYDR7d8T3hsNeq060xUvXiGLViCXKG4ugbEW7LUbi0lqu4D/LbclMHiR6+xU3A57Hw1cTRVmzQjKLISSo0a1W+GufQWvzItVGUvLWHTovlcOHwQgKHzFqExGNDo9X/ZlZAg/NOJoFLGHNZSCq9kE161GjqTBbfbTV5GGtaiQlZOewOn3caZfbvpNWYKy6eMoe/kmcjlcvRmP4rzcvEPi8DjdLJy2jgcVitVGjal9RPDCSgfSVhMLKagYLQGIy6Hg2rNWuEfHkFu6iVsJUU89MTTSDIZtqJCvhj/L5Ak+k2dzeWL5zmydT3N+w2mXseuqHXeQl+/ZOaVyeWgUJA3ew7Vpk6h7vS5aIxG1FodlevFE1EtjsMbvsVaXERMgwcB0BoMaA2/Dh2ZAoMZNHs+DqsVuVKJ6v+VxjX4+eOwWuk9fiopiceo1rQFOqMJmUzG49PepiQ/j4iq1b37UkZkMrlvP2QyOXKF+HMXhL+a+FdWxpx2Oxv/O4/s5AvUeqgDLQcM4ef136DWatGZzTizbeiMZtwubw33nNQUjm7egM5kpkH33qSdPklUnfo4rFbv62nJOG1WarZqi0yhxGG1Mmi2d4qurbSUouzLaPR68jPTkcvk+IWFcyHhEC6Ht97KhcMHiWvRhoPrrGz54D26vjwGjcF4TUBQWCxUWrEc24kTmJo3R/mbIlm/FLxq9EhvkMluWCHR7XaRn5HOpcRjxDRsgsHvxlccap2OiGo1iKhWw7dNazASVqXqbR1zh82K025DozOg/E1uMLVOR5shT1Opdj2CK0aJtSiC8DcQQeU2lRbk47BZUesN2IuLSdj0HU37DODMvt3Yioup0qgp0fGNUSiV9J00k6xzZwiJiubEjm006NYLc1AI2SkXMfj5Yw4Oxu10oFCp6TzyNZIO7KVu+4fZveJzmjz6GAXZWcgVSkKjojmxcxvbP/2A2MZNCakUza4vPwVgwFvzqFSnPonbNyN5JKo0aoKtpJgmfQZgCSmHKSgIuVxx3f6rwsPwj4u7WTfR/s4J2VpYyLJxr+K0Wdm/dgX9p8+9aTXFsmYrLubwxm85+eN2mj02iKi68ag0v94nMVj8qNWm/d+yL4IgiKByW0oLC1g3bxaXEo/SY/QkfvjoffKzMkjY+B0D3noHncmMxmAk7WQi6+fPpkLNOrTpP4S8WXOI1KjRN29OWu4VImvUpknfAZiDQ9AYjNgKCykfV5Os80ls/XAhOakpNO3TH7fTyf7VK6jeog35WZkAqHV63z0WgJK8XJIO7aNp34EERVZChowvxr2Ky+lAb/Fj0Kz5vhO+taiQzYsXkHRgLyFR0fQaM9m3wv0PuzrfQ/L8vfM+HDYre5YvA2DzogUMnvPeNUFFEIS/lwgqt8HjdnPp6iwra2EBKq33prNCqURnNGH0D8BaVMiPX3xMSX4ep3Ztp/Xg4fgPe5L8lSuRR0cRaTRRsU59kLw10V12O5sXLyCyZh3Cq8aRevI4bYY8ja24GJlcQdrpE5iCgmk5YCguux1LuTBqtGiDx+PGaLIQoNER37n71VlWx6hQszYKtQqX03HdydbtcnHxyGEALl84h9vl+lPHQWcy8/i0OZw9sJdqTVv8+cD0JyiUSgIiKpCbdokKNWqLHF6CcIeJoHIbNHoDXV8e7as78sjrE0g+epiIanHork6nVWk0VGvaksykM5iCgpE8blQVKqAbPIhPRr9Ir7GT2fbR++RnZtD9tXFYi4tJPXmc1JPHaff0C3R5aTRKtQaPx01BVgb1O3cnvssjpJw4RvXmrQiNikFjMNCqex9y5r6D3RzAuq3fkZ+ZDsCw+R/w+Jv/JvXEcSrVqXfNsJRaq6PtsGf56esvqNmqnS8o3ozH7SY/K4OkA3up0vBB/ELDkMnlKJRKgiIrERRZ6a850L/D4OdPnwnTcdisaHR6cd9EEO4wEVT+pKKcKxxav4by1WvRb/Is1HoDaq32uvF7pVpDjZZtqdKwCW6nwzsjSaMhJ+0SKo2G4rxcX9bgg9+upvUTTyFXKJE8HizBIai0WhxWKwqFgphGTajevDXHtm1m0/vzAOj03CvEtWiDUqPBnZ+PPCuLirXqkJ+Zjjk4BJdcIjAkgoCwiOv6oNbpiG3cjEp16qPSalFrf79YlbWwgM/HvYq9tISD365i8Jz3/rZ7J7/H4OePgTu/H4IgiKDyh7icDpQqNbbiYr5fOJeUY0c4tG4NT777Acbf+ZbvcTlZN28mGWdOEVmjDg+/9DrlqsQSEhWDX2gYpsBginNzqNHqITRGI/2n/xuZTIZGb8Rg8cNw3XCS976FUqX2VUJUBgYSPmsmkstFY5WCeg93R6nRoDb9fl4rlUbjGxYrLchHplDc9Nu+hDc5qCAIws2IoHIL3C5vDZKD61ZR+6GOhETFoNZ6F8/J5PL/uQLc43aTccab6ffSiWN43G6M/gF0HvkqkiTx2LTZSB4Pap2eCwmHWP/ubABqPdSBdsOfv256bnR8IwZUegdkMjR6w6+r7/2939ZVgNHv+mSKvyc/K5Nv585AazTS+fnXbngFojdbePzNtzm7bw+xjZuiu0sTeAqCcOeIoHILrEWFrHxzPA5rKUkH9jJswYe0HfYs0fGNCKlUGZ3RRGlBPoe+W4PGYKTyAw0xWPx8KduVGi2tBg8n4ft13tK7V69qdEYTxbk5nN23x3sfxmQhLDoWtU6H026nWpMWN1zvoTdbOHdoP5v+Ow+ZTM6gWfMJiqz4p/snSRL7167wDcNdSjxKtaYtr2snVygIjKhAYM++f/qzBEG4v4mgcgtkcjnGgABy00rRmS3I5HIMfv7UbNXW12bvqi/Zv3Yl4D3pm4NDiKxZB/CuPq/VpgPVmrRArdP5UpNYiwpZ9+4s0k4mIlcoGDZ/CabgEIbMfR/J47nhQkPwFvvKTDrtfSx5yMtMv62gIpPJiH6gEce2bUKpVBESFf2n30sQhH82EVRugcHiR+/x07l88TzBkZVucI+DawpJqfV6pKv5unzbtFrfFYqPJOFxub0PPRKSJKFQKG5YB+S3ZHI5jXv2ozg3B4OfPxFVb75o8VaVr16T4fOXIFPI/2dRLEEQhJsRQeUWGf0DfvdkX6NVW/zKhaFUa9AajVhCyv3P99SZLXR9eTTHtm0ismadm16Z3IgpMIjOI/+FXCG/JinjnyWSLAqCUBZEUCkjOpPZl2zxjzAFBtGk9+N/6jNFEBAE4W7zt1R+FH6f5PHgtNvv9G4IgiDcNhFU7jCHzcq5Q/tY/+5sMpLO4HZ7U6VYiwo5tH4tO5d9TElB/p3dSUEQhFskhr/uMHtJCd+8PQNJ8pB25iSDZs3H6B9AxtkzbP9kMeC9kmkxYEiZFrASBEH4K9zzVyq/1Kzv27cvAwcOJDk5+U7v0h8ik8t9iwgtwaG+tPSa39Q70ZnNIqAIgnBPuOevVLZs2YLD4eCrr74iISGBt956i4ULF97p3bplBj9/Bsx4h9z0VIIqVERv8SaiDCxfgX6TZ2EtKiS8avU7vJeCIAi35p4PKocOHaJ58+YA1K1bl+PHj9/hPfpjZDIZpsAgTIFB12zXGoxEVLv99SeCIAh/p3t++Ku4uBij8df1HQqFAtefrAsiCIIg3J57PqgYjUZKSkp8zz0eD0rlPX8BJgiCcE+654NK/fr12blzJwAJCQnExsbe4T0SBEH457rnv9K3a9eO3bt3069fPyRJYvr06Xd6lwRBEP6x7vmgIpfLmTJlyp3eDUEQBIH7YPhLEARBuHuIoCIIgiCUmXt++OuPSktLo2fPnnd6NwRBEO4paWlpt9ROJkmS9BfviyAIgvAPIYa/BEEQhDIjgoogCIJQZkRQEQRBEMqMCCqCIAhCmRFBRRAEQSgz/7gpxfeiI0eOMGfOHJYuXUpycjKjR49GJpNRpUoVJk6ciFwuZ8GCBWzfvh2lUsnYsWOpXbv2TdveTZxOJ2PHjiUtLQ2Hw8EzzzxDTEzMfdVHALfbzRtvvMGFCxeQyWRMnjwZjUZz3/UTICcnh549e/Lhhx+iVCrvyz726NHDlx29fPny9O3blzfffBOFQkGzZs14/vnn8Xg8TJo0idOnT6NWq5k2bRoVK1YkISHhurb3FUm4qy1atEjq0qWL1Lt3b0mSJOnpp5+W9u7dK0mSJI0fP17atGmTdPz4cWngwIGSx+OR0tLSpJ49e9607d1m5cqV0rRp0yRJkqS8vDypZcuW910fJUmSNm/eLI0ePVqSJEnau3evNGLEiPuynw6HQ3r22Wel9u3bS0lJSfdlH202m9S9e/drtnXr1k1KTk6WPB6PNGzYMCkxMVHauHGjNGrUKEmSJOnw4cPSiBEjbtr2fnJ3fg0QfCIjI5k/f77veWJiIg0bNgSgRYsW7Nmzh0OHDtGsWTNkMhnh4eG43W5yc3Nv2PZu07FjR1588UUAJElCoVDcd30EaNu2LVOnTgUgPT0ds9l8X/Zz5syZ9OvXj5CQEOD++3sFOHXqFFarlaFDhzJo0CAOHDiAw+EgMjISmUxGs2bNfP38/wUEi4uLb9j2fiKCyl2uQ4cO19SHkSTJV6/eYDBQVFR0XaGyX7bfqO3dxmAwYDQaKS4u5oUXXuCll1667/r4C6VSyahRo5g6dSpdu3a97/q5atUqAgICfCdSuP/+XgG0Wi1PPvkkS5YsYfLkyYwZMwadTud7/Wb9VCgUN+37/UQElXvMb8eYS0pKMJvN1xUqKykpwWQy3bDt3SgjI4NBgwbRvXt3unbtel/28RczZ85k48aNjB8/Hrvd7tt+P/Tz66+/Zs+ePQwcOJCTJ08yatQocnNzfa/fD30EiIqKolu3bshkMqKiojCZTOTn5/tev1k/PR7PDft+t/bzzxJB5R4TFxfHvn37ANi5cyfx8fHUr1+fXbt24fF4SE9Px+PxEBAQcMO2d5srV64wdOhQ/vWvf/Hoo48C918fAdasWcP7778PgE6nQyaTUbNmzfuqn8uWLeOzzz5j6dKlVK9enZkzZ9KiRYv7qo8AK1eu5K233gIgKysLq9WKXq8nJSUFSZLYtWuXr5//v4Cg0WhEpVJd1/Z+InJ/3QNSU1N55ZVXWL58ORcuXGD8+PE4nU4qV67MtK05WI4AAAP1SURBVGnTUCgUzJ8/n507d+LxeBgzZgzx8fE3bXs3mTZtGhs2bKBy5cq+bePGjWPatGn3TR8BSktLGTNmDFeuXMHlcjF8+HCio6Pvq9/lbw0cOJBJkyYhl8vvuz46HA7GjBlDeno6MpmM1157DblczvTp03G73TRr1oyXX37ZN/vrzJkzvgKC0dHRJCQkXNf2fiKCiiAIglBmxPCXIAiCUGZEUBEEQRDKjAgqgiAIQpkRQUUQBEEoMyKoCIIgCGVGBBVBuEWXLl3ihRdeoE+fPgwaNIinnnqKs2fP/u7PrFq1ijlz5ly3/Y8kEczKyqJOnTps2LDhD++zIPzdRFARhFtgtVp55plnGDJkCMuXL+fTTz/l+eefZ8qUKX/q/RYsWHDLbVetWsXAgQP5/PPP/9RnCcLfSQQVQbgFP/zwA40bN6ZevXq+bbVr1+bTTz8FYPTo0YwYMYJ+/fpRUFDwP9+vadOm5Obm0qlTJ35ZKjZlyhQ2b958TTtJkli7di1Dhw7F6XRy5swZwBto+vfvz2OPPcZPP/3Ehg0b6Nu3L4899pjvyigzM5MRI0YwZMgQunTpwpYtW8rkWAjC7xFBRRBuQWpqKpGRkb7nzzzzDAMHDqRjx45kZmYC0LhxY7788kssFsstvWdAQABVq1bl4MGDOBwO9u3bR+vWra9p89NPPxEbG0tAQAC9evVi2bJlvtfMZjNffPEF1atXZ/78+Xz88cd88cUXZGVlsXv3bs6fP8+QIUP46KOPmDJlyjU/Kwh/FVGkSxBuQbly5Th+/Ljv+cKFCwHo06cPLpcL8CYa/KP69OnD6tWryc7Opk2bNtdkpAZYvnw5qampPPnkkzidTk6fPs1rr712zeelpKSQm5vLU089BXiTFKakpBAfH8/ChQtZuXIlMpnMt5+C8FcSQUUQbsFDDz3E4sWLSUhIoG7dugAkJyeTmZnpS9f+y///iAcffJDZs2eTlZXFxIkTr3ktNzeXI0eOsGXLFl8OrDfeeIPVq1djNBp9WX3Lly9PWFgYH374ISqVilWrVlG9enXmzZtH7969admyJV9//TWrV6++nUMgCLdEBBVBuAUGg4GFCxfy9ttvM2fOHFwuFwqFgjFjxhAREfG7P7tmzZprCjEtXbrU91gmk9GhQwf27NlzzfAawNq1a2nfvv01SRX79OnD66+/zvDhw33bAgICeOKJJxg4cCBut5uIiAg6depEx44dmTVrFosWLaJcuXLk5eXd7mEQhP9JJJQUBEEQyoy4US8IgiCUGRFUBEEQhDIjgoogCIJQZkRQEQRBEMqMCCqCIAhCmRFBRRAEQSgzIqgIgiAIZUYEFUEQBKHM/B+SjLntEa+IGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Misc Feature\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Misc Feature\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Roof\n",
    "\n",
    "Roofs in Ames, IA, are not special enough to make a difference in the price. Even \"hip\" roofs seem already priced in bigger houses."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Roof Matl\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Roof Style\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Roof Matl\"]\n",
    "del df[\"Roof Style\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sale Info\n",
    "\n",
    "Partial and abnormal (= foreclosure) sales seem to make a change with higher and lower prices respectively. These two types will be encoded in factor variables *partial_sale* and *abnormal_sale*. The impact seems to be not big though."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Normal     2396\n",
       "Partial     233\n",
       "Abnorml     189\n",
       "Family       46\n",
       "Alloca       22\n",
       "AdjLand      12\n",
       "Name: Sale Condition, dtype: int64"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Sale Condition\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Sale Condition\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PHq1ly5bJMAytW7dOiYmJ2rJli1asWKF58+ZpxowZknTRawEAAFD3FOTater56e7SuWPffrrjyXGUzgAAAEAV8mjxHBUVJafTKZfLpezsbPn4+CgxMVFdunSRJPXs2VObNm3Stm3b1KNHD5lMJjVr1kxOp1Pp6ekXvRYAAAB1i/1kpj6aOVl//PaLJKnHAzGKjomViU/CAQAAAFXKo6M2bDabDh06pL59+yojI0NvvPGGtm7dKpPJJEkKDAxUVlaWsrOzFRoa6n5e0eOGYVzUWgAAANQdJ48f1crZU5Vx5LBMJrNuGfakrrrpVm/HAgAAAOoEjxbP77zzjnr06KFx48bpyJEjiomJkcPhcF/PyclRSEiIgoKClJOTc9bjwcHBZ81ovpC1AAAAqBtSk/drZdw05WSky8fXT3eOnqDLO3f1diwAAACgzvDoZwxDQkIUHBwsSapXr54KCwvVtm1bbd68WZL03XffqXPnzurYsaM2btwol8ulw4cPy+VyKSws7KLXAgAAoPZLSfpNH06fqJyMdPnbAjXomZmUzgAAAICHmQzDMDx1s5ycHE2ePFmpqalyOBx6+OGH1b59e02ZMkUOh0MtWrTQX//6V1ksFi1YsEDfffedXC6XJk2apM6dO2v//v0XvbYkAwcOVEJCgqe+FQBQp/AeC8BT9mz9tz57ZY6cDocC64dp0OSZCr+subdjAQAAAHWOR4vn6oxSBACqDu+xADxhx7q1+mrxIhmGS/WbXqJBk2eqXqPG3o4FAAAA1EkenfEMAAAAVDbDMLTlkxXa+MG7kqTGLVpp4KTpsoXU83IyAAAAoO6ieAYAAECNZbhc+ubdxfp5zT8kSZEdrlW/cZPlZw3wcjIAAACgbqN4BgAAQI3kLHRozaL52rnpO0nSFd16qu+IMbL4+Ho5GQAAAACKZwAAANQ4BXm5Wv3SbCXv+FmSdG3fu9X74ViZzGYvJwMAAAAgUTwDAACghrGfOqlVz0/X0b27JUk97n9YXe4ZIpPJ5OVkAAAAAIpQPAMAAKDGOHn8mFbOnqqMI4dkMpnVJ3aEOtx8m7djAQAAADgHxTMAAABqhLQ/Dmjl7KnKzkiXxddXd44ar1bX3eDtWAAAAACKQfEMAACAai/lP4n6ZO5M5efkyC/ApnvGT9Glba/ydiwAAAAAJaB4BgAAQLW2d9tmfTZ/jgodBQoMra+Bk2aoUfMW3o4FAAAAoBQUzwAAAKi2fvvmS33x5gIZLpdCmzTV4GdmqV6jJt6OBQAAAKAMFM8AAACodgzD0NbVK7Vh2TuSpEZRLTVw4nQFhtb3bjAAAAAA5ULxDAAAgGrFcLn07Xtvads/P5UkXdb+avUb94z8bTYvJwMAAABQXhTPAAAAqDachQ6tff0VJW1cL0lqfX0P9X1ynHx8fb0bDAAAAECFUDwDAACgWnDk5Wn1/Dgd2L5NknTNbXeq9yPDZDZbvJwMAAAAQEVRPAMAAMDr7KdOatWcGTq6Z5ckqdu9D+r6gffLZDJ5ORkAAACAC0HxDAAAAK86lXZcHz83VRmHU2QymXXz0Md19S19vR0LAAAAwEWgeAYAAIDXpB1M1srZU5WdfkIWHx/d+b/j1aprN2/HAgAAAHCRKJ4BAADgFYd2JumTOTOUl5Mtv4AA9X9qii5r38HbsQAAAABUAopnAAAAeNy+n7bqH/OfV2FBvmz1QjVw0gw1jmrp7VgAAAAAKgnFMwAAADwq8dt1WvvGKzJcLtVr3ESDJ89SaJOm3o4FAAAAoBJRPAMAAMAjDMPQ1tUrtWHZO5KkRs1bauCk6QoMre/dYAAAAAAqHcUzAAAAqpzhcunb95Zo2z8/kSRd1r6D+o17Vv42m5eTAQAAAKgKFM8AAACoUs7CQq194xUlbfhGktS6a3f1HfmUfHx9vZwMAAAAQFWheAYAAECVceTl6R/z47R/+zZJ0tW33KGb/ucvMpstXk4GAAAAoCpRPAMAAKBK5Gad0qrnZ+jInp2SpBsG/0k3DH5AJpPJy8kAAAAAVDWKZwAAAFS6U2mpWjl7qtIPHZRMJvUZ+riuvuUOb8cCAAAA4CEUzwAAAKhUJ1L+0Mezpyr7RJosPj66Y+RTan19D2/HAgAAAOBBFM8AAACoNId3JWnVnJnKy86SX0CA+j/1rC5rf7W3YwEAAADwMIpnAAAAVIr9P/+o1fPjVJifL1u9UA2cNEONo1p6OxYAAAAAL6B4BgAAwEX7fcM3Wvv6y3I5narXqLEGPTNL9Zs083YsAAAAAF5C8QwAAICL8uNnq/Tt0rckSeGRURo0eaYCQ+t7ORUAAAAAb6J4BgAAwAUxDEPfvf+2fvxHgiTp0rZXqf/Tz8rfFujlZAAAAAC8jeIZAAAAFeZyOvXF3xYo8duvJEmtunTTHSOfko+fn5eTAQAAAKgOKJ4BAABQIY78PH328hzt+2mrJKnDzbfr5scel9ls8XIyAAAAANUFxTMAAADKLTc7S5/MmanDu5IkSdcPul/dhjwok8nk5WQAAAAAqhOKZwAAAJRLVnqaVj43VSdS/pBMJt306F907W13eTsWAAAAgGqI4hkAAABlOnHooFbOnqqstFSZLT66Y+Q4XXHDjd6OBQAAAKCaongGAABAqY7s2amE52coL+uUfK0B6j/uGUV2uMbbsQAAAABUYxTPAAAAKNH+7du0et5sFebnKyCkngZOnK4mLVt5OxYAAACAao7iGQAAAMVK2rhe/3ptvlxOp0LCG2vQ5JkKa3aJt2MBAAAAqAEongEAAHCebf/8VOvfXSxJanhZcw2aNENBYQ28nAoAAABATUHxDAAAADfDMLRheby2fvqxJOmSK9vpnvFTZA0M8nIyAAAAADUJxTMAAAAkSS6nU1+8uUCJ67+SJLXsfL3uHPW0fP38vZwMAAAAQE1D8QwAAAA58vP02StztW/bFknSVTfdqj6PjZDZYvFyMgAAAAA1EcUzAABAHZeXna1Vc2fq8M7fJUnXD7xP3e79s0wmk5eTAQAAAKipKJ4BAADqsKz0NCXMnqa0g8mSyaTeMcPUse/d3o4FAAAAoIajeAYAAKij0g+n6OPnpigrLVVmi4/6jhijK7v38nYsAAAAALUAxTMAAEAddHTPLiU8P125Wafk629Vv6eeUfMO13o7FgAAAIBaguIZAACgjjnwy09a/dJsOfLzFBAcooETp6vJ5a29HQsAAABALULxDAAAUIckff+t/rVonlxOp0LCG2nQ5JkKaxbh7VgAAAAAahmKZwAAgDripzWr9c07b0qSGl4aqUGTZyoorIGXUwEAAACojSieAQAAajnDMPT9h0u1edVHkqRmV7TVgPFTZQ0K8nIyAAAAALUVxTMAAEAt5nI69dXfF+nXr7+QJLXs3FV3jhovXz9/LycDAAAAUJtRPAMAANRSjoJ8/fOVF7T3x39Lktr3vkW3xD4ps8Xi5WQAAAAAajuKZwAAgFooLydbn8ydpUP/SZQkdek/WD0eiJHJZPJyMgAAAAB1AcUzAACoUrnZWVofv1ipyfsVHhml6JhYBQQFeztWrZadka6E2VOV+scBSVL0w7HqdGd/74YCAAAAUKeYvR0AAADUbuvjFysl6fSu25SkRK2PX+zlRLVbxpFDWj7laaX+cUBmi0V3PDmO0hkAAACAx7HjGQAAVKnU5P3yt9lktljkb7MpNXm/tyPVWsf27dHKuGnKPXVSPv7+6jd2sqKu6eTtWAAAAADqIHY8AwCAKhUeGaV8u10up1P5drvCI6O8HalWSt6xXR/OmKTcUydlDQ7RvVNmUzoDAAAA8BqP73j+29/+pq+//loOh0MPPPCAunTpookTJ8pkMqlVq1aaNm2azGazFi5cqPXr18vHx0eTJ09Whw4dlJycfNFrAQCAZ0XHxLpnPEe0aafomFhvR6p1dv6wQZ8veEkuZ6GCG4Rr0DMz1eCSS70dCwAAAEAd5tEmdvPmzfr555+1fPlyLV26VEePHlVcXJxGjx6tZcuWyTAMrVu3TomJidqyZYtWrFihefPmacaMGZJ00WsBAIDnBQQFq++IsXp47gL1HTGWgwUr2c9rP9Nnr8yVy1moBhGX6YFZL1A6AwAAAPA6jxbPGzduVOvWrTVixAgNHz5c0dHRSkxMVJcuXSRJPXv21KZNm7Rt2zb16NFDJpNJzZo1k9PpVHp6+kWvBQAAqC0Mw9D3H72nr5e8IRmGmra+UvfNmKPgBg29HQ0AAAAAPDtqIyMjQ4cPH9Ybb7yhlJQUPf744zIMQyaTSZIUGBiorKwsZWdnKzQ01P28oscvdi0AAPCc3Ows94iN8MgoRcfEstu5krhcTq1763Xt+OpfkqQWHa/TXaMnyNff6uVkAAAAAHCaR3c8h4aGqkePHvLz81OLFi3k7+9/ViGck5OjkJAQBQUFKScn56zHg4ODz5rRfCFrAQCA56yPX6yUpERJUkpSotbHL/ZyotqhsKBAn82f4y6d2/W6Wf3GPUPpDAAAAKBa8Wjx3KlTJ23YsEGGYejYsWPKzc3VDTfcoM2bN0uSvvvuO3Xu3FkdO3bUxo0b5XK5dPjwYblcLoWFhalt27YXtRYAAHhOavJ++dtsMlss8rfZlJq839uRarx8e45Wxk3V7i2nR4hd12+Qbnt8tCw+Hj8vGgAAAABK5dE/pfTu3Vtbt27V4MGDZRiGpk6dqoiICE2ZMkXz5s1TixYtdNttt8lisahz586677775HK5NHXqVEnShAkTLmotAADwnPDIKKUkJcrfZlO+3a6INu2q7F51YaxHdka6EuKmuQv8Xg8NVee7Bng5FQAAAAAUz2QYhuHtENXBwIEDlZCQ4O0YAFAr8R5bN3myDF6zaN55JXffEWOr5F7ekHH0sFY+N0Unjx+T2WLRbY+PVtsbe3s7FgAAAACUiM9lAgCAKhEQFOyx8rc2j/U4tm+PEp6fLvvJTPn4+6vfmEmKupYRYgAAAACqN4/OeAYAAKgK4ZFRyrfb5XI6lW+3KzwyytuRKsUfv/2ij2ZOkv1kpqxBwRry7HOUzgAAAABqBIpnAABQ40XHxLpnSEe0aafomFgvJ7p4u/69UQlx01SQm6ugBg11/4y5atb6Sm/HAgAAAIByYdQGAACo8Tw51sMTtn/xudYteV0yDIVdcqkGTZ6pkIbh3o4FAAAAAOVG8QwAAFBNGIahHz5eph8+Xi5JatrqCg2YME0BwSFeTgYAAAAAFUPxDAAAUA24XE59veRv+uXLzyVJUdd00t1jJsnXavVyMgAAAACoOIpnAAAALyt0OLRmwYvatfl7SVLbG3vr1uGjZPHhRzUAAAAANRN/mgEAALVGbnaW1scvVmryfoVHRik6JlYBQcHejlWqfLtdn774Vx1M3CFJ6nTXAPV68FGZzJwBDQAAAKDm4k80AACg1lgfv1gpSYmSpJSkRK2PX+zlRKXLyczQRzMmuUvnng8+quiHhlI6AwAAAKjx2PEMAABqjdTk/fK32WS2WORvsyk1eb+3I5Uo89hRrXxuijKPHZHJbNZtw0epXa+bvR0LAAAAACoFxTMAAKg1wiOjlJKUKH+bTfl2uyLatKvye17IeI/jB/Zp5eypsp/MlI+fv+4aPUEtO3Wp8qwAAAAA4Cl8jhMAANQa0TGx7rI5ok07RcfEVvk9Kzre42DiDn04fYLsJzNlDQzS4Gf/SukMAAAAoNZhxzMAAKg1AoKC1XfEWI/esyLjPXZv3qR/vjpXzsJCBYU10KDJM9Xw0kgPpgUAAAAAz2DHMwAAwEUIj4xSvt0ul9OpfLtd4ZFRxa775cs1+sf85+UsLFT9ZhF6YNYLlM4AAAAAai12PAMAgBrhQmYpe0J0TKw7V3HjPQzD0L8TPtCmj96XJDW5vLUGTJgmW0g9b8QFAAAAAI+geAYAADVC0Sxlf5vNPUvZ02M1ilPaeA+Xy6lv3nlT29f+U5LU/OqO6jd2snytVk9GBAAAAACPo3gGAAA1QkVmKVcHhQ6H1iyap10/bJAkXdm9l25/YrQsPr5eTgYAAAAAVY8ZzwAAoEYo7yzl6qAg165Vz093l84d7+ivO54cR+kMAAAAoM6geAYAADVCdEysItq0k6RiZylXF/aTmfpwxiT98dsvkqQb//SIoh9+TCYzP3YBAAAAqDsYtQEAAGqE0mYpVxcnjx/Vx89NUebRIzKZzbpl2JO6qvet3o4FAAAAAB5XoeL54MGDeuONN/TDDz8oLS1Ny5cv1+rVq3X55ZdryJAhVZURAACg2jt+YJ8S4qYpJzNDPr5+umvMBLXs1NXbsQAAAADAK8r9mc+kpCQNGDBA27Zt00033SSHwyFJMgxDU6dO1SeffFJlIQEAAKqzlN9/04fTJyonM0P+gYEa9OwsSmcAAAAAdVq5dzzPnj1b11xzjd588025XC699957kqTJkyfL4XDo7bff1j333FNlQQEAAKqj3Vt/0D9fmSunw6Gg+mEaNHmmGl7W3NuxAAAAAMCryr3jeceOHXrooYdkNptlMpnOunb77bcrOTm50sMBAABUZzvWrdU/XoqT0+FQ/aaX6IFZL1I6AwAAAIAqsOM5KChIqampxV47cuSIgoKCKi0UAABAdWYYhjav+kjff7hUktSkZSsNmDhdtpB6Xk4GAAAAANVDuYvn22+/XfPmzVNERIQ6d+4sSTKZTNq/f78WLlyom2++ucpCAgCA6is3O0vr4xcrNXm/wppFSCYp/VCKwiOjFB0Tq4CgYG9HrFSGy6Vv4hfr53/9Q5J8GUCXAAAgAElEQVQU2eFa9Rs3WX7WAC8nAwAAAIDqo9zF81NPPaU9e/bokUceUUDA6T9YDRs2TOnp6Wrfvr2efvrpKgsJAACqr/Xxi5WSlCh/m037ftoqSQpt0lQpSYlaH79YfUeM9XLCyuMsdGjNovnauek7SdKV3Xvp9idGy+Lj6+VkAAAAAFC9lLt4DggIUHx8vDZu3KjNmzcrMzNTQUFB6tSpk2666SaZzeUeFw0AAGqR1OT98rfZZLZY5HI5JUlmi0X+NptSk/d7OV3lKci1a/W8OCXv+FmS1LFvP0U//JhM/AwEAAAAAOcpd/EsSVlZWbJYLBo3bpwk6dChQ9q0aZPsdjszngEAqKPCI6PcO57NZoskyeV0Kt9uV0Sbdhf9+meO8vDW+A77qZNKiJuuY/t2S5J63P+wutwz5LwDlwEAAAAAp5V7i86uXbvUt29fTZkyxf1YSkqKZs2apYEDByolJaVKAgIAgOotOibWXTC36HidWnS6TpIU0aadomNiL/r1i0Z5SHKP7/Ckk8eP6YOp43Vs326ZTGbdMmykug64l9IZAAAAAEpR7h3Pc+bMUWRkpBYsWOB+rGvXrtqwYYOefPJJxcXFadGiRVUSEgAAVF8BQcFVOsf5zFEeVTm+o7id1dnpJ7Ry9lTlZKTL4uurO0eNV6vrbqiS+wMAAABAbVLuHc/bt2/XE088obCwsLMer1evnh577DFt3bq10sMBAACER0Yp3253j+8Ij4yqkvucu7P681df0IfTJygnI13+tkANnjyL0hkAAAAAyqncO56tVquOHz9e7LXMzEw+bgoAAC5KSbOco2Ni3Y9X1viO4py5s1oydGDHz5JhKDC0vgZNnlllhTcAAAAA1EblLp6jo6M1f/58RUZGqmPHju7Ht2/frpdfflk33XRTlQQEAAB1Q9GOY3+bzT3Lue+IsVU+yqNI0SGJLpdT2SfSJEmhTZpq8DOzVK9Rkyq/PwAAAADUJuUunsePH6/ff/9dDz74oIKDgxUWFqaMjAydOnVKbdq00YQJE6oyJwAAqOU8Ncu5JL0efkwr//qsjh/YJ+l0ET34mVmy1Qv1aA4AAAAAqA3KXTzXq1dPH3/8sb755htt375dJ0+eVFBQkDp27KjevXvLx6fcLwUAAHCeoh3H/jab8u12RbRp57F7Gy6XNid86C6dL2t/tfo/9Yz8AmweywAAAAAAtUmF2mKLxaI+ffqoT58+VZUHAADUUZ6a5XwuZ6FD/3rtZf3n+28lSa1vuFF9R4yVj6+vR+4PAAAAALVRqcXz8OHDNXHiRDVv3lzDhw8v9YVMJpNef/31Sg0HAADqDk/Ncj5TQV6u/jEvTgd++UmSdM1td+mmR4bJZDZ7NAcAAAAA1DalFs85OTlyOp3ufwcAAKgt7KdOatWcGTq6Z5ckqdu9D+r6gffLZDJ5ORkAAAAA1HylFs9Lly51//uYMWPUvn17+fn5VXkoAACAqnQq7bg+fm6qMg6nyGQyq89jT6hDn9u9HQsAAAAAao1yz3j+y1/+omeffVb9+/evyjwAAKCayM3Ocs9cDo+MUnRMrAKCgr0d6ywXkjHtjwNaGTdN2eknZPH11Z0jn1arrt08lBgAAAAA6oZyDzAMDg5mtzMAAHXI+vjFSklKlCSlJCVqffxiLyc6X0UzHvrP7/pg+gRlp5+QX4BNgybNoHQGAAAAgCpQ7h3PjzzyiGbOnKnt27erefPmatCgwXlrbr311koNBwAAvCc1eb/8bTaZLRb522xKTd7v7UjnqUjGvds267P5c1ToKFBgaH0NnDRDjZq38GBaAAAAAKg7yl08z549W5IUHx9f7HWTyaSkpKTKSQUAALwuPDJKKUmJ8rfZlG+3K6JNO29HOm+0RtglETqye1eZGX/75kt98eYCGS6XQhs31aBnZim0cRMPpwcAAACAuqPcxfO6deuqMgcAAKhmomNi3SVvRJt2io6J9XYk92gNf5tNKUmJanp5a0W0aVdiRsMwtHX1Sm1Y9o4kqVHzlho4aboCQ+t7IT0AAAAA1B3lKp6dTqcCAgIUFhZW1XkAAICXFHdQX98RY70d6yznjtZIP5yih+cuKHat4XLp2/fe0rZ/fipJuqx9B/Ub96z8bTZPRgYAAACAOqnUwwVdLpfmzp2rLl26qHv37urYsaOef/555eXleSofAADwkJpwmGBYswhlHj2itIPJyjx6RGHNIopd5yws1JrX5rtLZz+bTbbQMLlcTk/GBQAAAIA6q9Ti+bXXXtOSJUt09dVXa+jQoerWrZvi4+M1Y8YMT+UDAAAeUhMOE5SpjK8lOfLy9MkLs5S04RtJkq81QCENG+nwzqRqWaYDAAAAQG1U6qiNzz//XI8++qgmTJjgfiw+Pl4vvviiZsyYIT8/vyoPCAAAPKM6HiZ4rvRDKQpt0lRmi0Uup1Pph1LOup6bdUqrnp+hI3t2SpJs9UJlqxcqi49P9S3TAQAAAKAWKnXHc0pKinr37n3WY3379pXD4VBKSkoJzwIAADVRdEysu2yuLocJnis8Mkr5drtcTqfy7XaFR0a5r51KS9UH0yacLp1NJvV57Ak1v7qjCnJzi10PAAAAAKg6pe54LigokNVqPeuxBg0aSBJzngEAqGUCgoIr9TDB4g4rDAgKvqjXjI6Jdb/mmeX4oV1J+njWsyosyJfJZNKtw0epfXQftb7hxmLXAwAAAACqVqnFc2kMw6jMHAAAoBq7kBK56LBCf5vNfVjhxRbbxZXjh3cl6aMZk+QqLJTJZFJASKgOJu5Q++g+lV6mAwAAAADKp9RRG6UxmYo5zQcAANRYudlZWrNont4dP1JrFs1TbnaW+1pRiSzJXSKXxROHFe77eatWzHr2dOlstqh+swgFhoYyyxkAAAAAvKzMHc9PPfWU/P39z3t8zJgxZx0uaDKZtHr16spNBwAAPKa0HcoXUiJX9WGFv3/3tf71+ssyXC75Wq3ytwXK4uNTbQ9GBAAAAIC6pNTiecCAAcU+3r59+yoJAwAAvKe0cjk8MkoHf/9VBbl2OfLyFNwgXLnZWaWO2yhpHnNl+PEfCfr2vSWnszVvoTv/92lt+WQFs5wBAAAAoJootXiOi4vzVA6gWsvLcWjjit1KS8lSw4hg9RjSStZAX2/HAoBKVdoO5eiYWL0/aYwcefnytQbI5XSWObP5QucrlzZP2jAMfff+2/rxHwmSpEvbXqX+Tz8rf1sgs5wBAAAAoBqp8Iznw4cPa9WqVXrzzTeVmpqqHTt2KD8/vyqyAdXGxhW7dXh3pmRIh3dnauOK3d6OBACVLjom1l02n7trOCAoWH4BAWoQcalCGzeRNSioyuYolzRP2llYqLWvv+wunVt16aaBk2bI3xZYJTkAAAAAABeuzBnPRVwul5577jl98MEHcjqdMplM6t69u15++WUdOnRI7777rho3blyVWQGvSUvJkp/VIrPFLD/r6a8BoLYpa4dyVc9sLnLmyA9ff3/t3bZF8U+NUF5OtrLTT0iSOvS5XTcPfVxms6VKMgAAAAAALk65dzwvXLhQCQkJiouL06ZNm2QYhiRp/Pjxcjqdeumll8r1OidOnFCvXr20d+9eJScn64EHHtCf/vQnTZs2TS6Xy32vwYMH6/7779eOHTskqVLWAheqYUSwCvKccjldKshzqmFEyTNNAaA2yM3O0ppF8/Tu+JFas2iecrOzSt0RXZnCI6OUb7fL5XTqVOpxOR0OZR4/6i6drx/0gPo8NkJms6XYnAAAAAAA7yt38bxy5UqNHTtW/fr1U7169dyPX3nllRo1apS+//77Ml/D4XBo6tSpslqtkk7PkB49erSWLVsmwzC0bt06JSYmasuWLVqxYoXmzZunGTNmVMpa4GL0GNJKzVqFSiapWatQ9RjSytuRAKBKFTfuomhH9MNzF6jviLGlHix4Mc4suE1mkwyXS4X/HetlMpt1KvWY8nKyS8wJAAAAAPC+co/ayMzMVFRUVLHXwsLClJ2dXeZrzJkzR/fff7/efPNNSVJiYqK6dOkiSerZs6e+//57RUVFqUePHjKZTGrWrJmcTqfS09Mveu0tt9xS3l8qcB5roK/6PNLW2zEAoMKKO6hP0lmPXXt7P3328vPKSk+TxcdHQWENZT+ZqaD6YTJbLPK32apsnnNxigruEykH9d7k0XIWOk5fMJnkF2BzF8x9R4w9ayyHp3MCAAAAAEpW7uL5iiuu0KpVq9SjR4/zrn355Zdq3bp1qc9PSEhQWFiYbrzxRnfxbBiGTCaTJCkwMFBZWVnKzs5WaGio+3lFj1/sWgAAaoriyuLSdheXtr5oR7C/zaaDib/q/UljlJeTJVehUyHhjZSSlKjdWzapsKBAhmHIVViok8eOyOLjq1OpxxXapGmVznMuyZHdO5UwZ4YK8/Nltpye4+xrDVBIw3BJchfMnpo7DQAAAAComHKP2hg1apT+9a9/6c9//rOWLFkik8mkdevW6amnntJHH32kESNGlPr8lStXatOmTXrooYeUlJSkCRMmKD093X09JydHISEhCgoKUk5OzlmPBwcHy2w2X9RaAABqioqOjyht/Zk7ggvycpV1IlWFBQVyFjqUk5khf5tNjrw8d7krnT5QOCS8kcw+px+rynnOxdm/fZs+mjVZeVmnFBBST3/660u6snsv+dsCJUn5drvCI09/CstTc6cBAAAAABVT7uK5e/fu+vvf/y6Hw6H58+fLMAy99tpr2rNnjxYuXKjo6OhSn//+++/rvffe09KlS9WmTRvNmTNHPXv21ObNmyVJ3333nTp37qyOHTtq48aNcrlcOnz4sFwul8LCwtS2bduLWgsAQE1R0fERpa0/86A+R16efK1W+fpbZUhy5Ocp326Xr9Uql9Ppfo7ZbJYjP18tO3Wt8nnO5/p9wzf6ZO5MFebnKyS8sR6YOVeNW1xeYsHsqbnTAAAAAICKKfeoDUm64YYbdMMNNygvL08nT55UUFCQAgMDL/jmEyZM0JQpUzRv3jy1aNFCt912mywWizp37qz77rtPLpdLU6dOrZS1AADUFBUdH1Ha+uiYWPcYjuAGDeVyOeVnDZDT4ZDZx0cRbdoVO+O56eWt3eVuRUd/XKgfP1ulb5e+dfrXdFlzDZw8U0H1wySdLpjP/LWsj19cZTkAAAAAABfPZBiGUdLFzMzMCr3YmfOWa5qBAwcqISHB2zEAoFbiPbZiKnPG88W8bpE1i+adV2z3HTH2on6NZzIMQxuWvaOtq1dKkiLatFf/p5+VNTDIozkAAAAAAJWn1B3P119/vfuQvvJISkq66EAAANR1ReMjKnt9RV+3SEVHf1SEy+nUF28uUOL6ryRJl193g+7836fl4+fn0RwAAAAAgMpVavE8e/bsChXPAADAs8raxVwZYzIqOvqjvPd25Ofps5fnaN9PWyVJV918m/o89oTMZkuxr3ehOQAAAAAAnlfqqI26hI+BA0DV4T226hQ3fuLMWcj59hzZT2aq0OGQDENmi0WtunTTzY89UWYBXVQcH9u3R4UFBfLx83Mf9HexIzrysrO1au5MHd75uySp64D71P2+P5f6F96emjUNAAAAALh4FTpccPfu3dqyZYscDoeK+mrDMJSbm6vt27dr8eLFVRISAAAUr7jxE+vjF7sL31NpqdIZf8fscjq176etssQvLnXsRm52lt6fNEZZJ9Lka7XKzxqgxi0ur9CojpJGY2Slp2nlc1N1IuUPyWRS75hh6tj37jJf70JHhQAAAAAAPK/cxfOHH36o6dOnyzAMmUwmnblR2mw2q1u3blUSEAAAlOzc8RNNW7XW3m1bVFiQr4Jce7HPcbmcZc5HXh+/WFknUmUym+XIy5OkCs9ULm40xolDB7Vy9lRlpaXKbPFR3xFjdGX3XhV6XQAAAABA9Wcu78K3335b0dHR2rJlix599FENGTJE27dv16uvvqqAgADdfXfZO5UAAEDlio6Jdc86jmjTTjIkV2GhXC5XicWz2WxReGRUqa+bmrxfvlbr6b9wNpvkyMsr8zllZWtzY299MG2CstJS5etv1YCJ084rnXOzs7Rm0Ty9O36k1iyap9zsrArdEwAAAABQPZR7x3NKSoqeeeYZhYSE6Oqrr9b8+fNltVp166236uDBg4qPj1f//v2rMisAADjHueMn3h0/UiHhjZSTmSFHfp78/a26tO1V+uP3X1WYny+Ln58CgoJ0bN8erVk0r8Q5yeGRUcrLyZYkOfLyFNwgXNExsRWas3xmtgPbt2n1i8/JkZ+ngOAQDZw0Q01atjrvOWeOCUlJStT6MkaCAAAAAACqp3LveA4ICJCPz+meOjIyUgcPHlTefz9626FDByUnJ1dNQgAAUG7hkVFy5OcruEFDBYaGqWXnrur/9LN6bMHfdWX3njKbzco9dUqS3MVucaJjYnVp26sU0rCRruzeSw/GzVdAULC7GC7r+WdK+v5brZo7U478PIWEN9L9M19QvcZNit3ZXNJcaAAAAABAzVLu4vnaa6/VihUr5HK51KJFC/n4+Oi7776TJO3atUv+/v5VFhIAAJTPueMtomNiJf3/TuLCgnwVFjqUk5lRarFbtFv54bkL1HfEWPeu5ooWwz99/qk+f/UFuZxONbysuR6Y+YLCml1SYoEdHhmlfLtdLqdT+XZ7hcd7AAAAAACqh3KP2njyyScVExOj2NhYvfXWW7r33ns1YcIELV26VNu3b9eAAQOqMicAACiHc0dvFCkqjAty7SrItcuRn+c+8K8iijswsDiGYWjjB+9qyycrJEmXXNlW94yfKmtg0Fl5zi2wo2Ni3aM8zizOAQAAAAA1S7mL5w4dOujzzz/X7t27JUmTJk1SaGiotm/frtjYWA0bNqzKQgIAgItTVBgHhtaX0+GQ2cdyQcVueYphl9OpLxcv0m/ffCFJatm5q+4cNV6+fv//6aiSCuySinMAAAAAQM1SZvFsGIY2bNigJk2aqHXr1mratKkOHTqkhQsXau/evWrVqpUGDBggq9XqibwAAOACnFkYt+rardRDAUtSnoMFHQX5+ucrc7X3x82SJGtgkPwCAlRYUHBW8czOZgAAAACo3UyGYRglXczJydHQoUP1yy+/aMyYMRo2bJhOnTqlu+66SxkZGerVq5cOHjyoY8eOaeXKlbrkkks8mb1SDRw4UAkJCd6OAQC1Eu+xtcOaRfPO26V85u7kvJxsfTJ3lg795/TsZr8Am0LCG6kgN/e8taUpT8ENAAAAAKjeSt3x/Oabb+rAgQN644031L17d0nS22+/rdTUVM2ePVsDBgyQ0+nU//zP/2jhwoWKi4vzSGgAAOA5udlZWvf317Tz3xtlkpRvC1RQ/bCzDhbMTj+hlXHTlPbHAUlSYP0w2ULqlfsQwqL7rI9frL3btshVWKiQ8EbugwcZvwEAAAAANYu5tItffPGFhg8frl69esnH53RHvXbtWoWEhKh///6SJIvFovvuu08bN26s+rQAAOCi5WZnac2ieXp3/EitWTRPudlZpa5fH79Y+37aKun0CK58e45OpR5XeGSUJCn98CEtnzpeaX8ckNli0R0jn1LkVdco326Xy+lUvt3uXlvWfVKSElVYkK/CQodyMjPKXVoDAAAAAKqXUovnQ4cOqU2bNu6v09LStG/fPnXt2lVm8/8/tVGjRsrIyKi6lAAAoEzlLZSLCl5J7h3FpUlN3i+XyymLj49MZrNkGDL7WBQdE6tj+/bog2njdSr1mHz9rRowfqra9IhWdEys+8DA8s5wTk3eL3+bTb7+VpkkOfLzyl1aAwAAAACql1KLZ6vVqry8PPfXW7ZskSR169btrHXHjh1TSEhIFcQDAADlVd5CuajgLe8YjPDIKJnNFhkul2Qyydffqpaduur4vr36cMYk5Z46KWtwiIZMfU7Nr+kkSQoIClbfEWM1ZOpsSdKKmZPL3F0dHhmlfLtdgaH1ZfHxlY+fHwcPAgAAAEANVWrxfNVVV2ndunXur1evXi2LxaLevXuftS4hIUHt2rWrmoQAAKBcylsoFxW85R2DER0TqxYdr5OvNUB+VqsiO1yrjCOH9fFzz8qRl6ugsIZ6YOZcNb38ivOeuz5+sQ7+/qtOpR3Xf77/Vu9PGlNi+Vy0S9pssahV124a+urf1XfEWA4WBAAAAIAaqNTDBR977DENHTpUR48elcvl0saNGzVo0CA1btxYkrRjxw4tXbpUmzZt0htvvOGRwAAAoHhhl0Ro77YtKiwokCSFNAxXbnbWecVtdEys1scvVmry/nLtKA4ICtZdoye4v35/8lgd3btLkmS2WNS01RUKaxZR7HNTk/erINcuR36+TGazsk6klXhYYNEuaQAAAABAzVdq8XzDDTfo9ddf11tvvaX09HQ9+uijGjNmjPv6448/rpycHE2cOFG9evWq8rAAAKAUhuR0OCTDkCTZT54stuQNCAo+q3xeH79Y1w96QP9euVypyfsVHhml6JjYswrr3OwsffPOm0re8bPsJzMlSb7+VoWEN1Lm0cMlRgqPjNKJlD9kMptluAz5Wq1KTd6v3Ows9/2Lux8AAAAAoGYrtXiWpF69epVYKr/22mtq3ry56tWrV+nBAABAyYorbtMPp8hsschpGJJhqLAgXzt/2CBJ7l3N6+MX69i+PTqVdlyFBQ75BQQoLztbh/7zuwzDkL/N5p4PfWZh/c07f9OerZvlyMuVJJnMZtVr1FgFeXnuQwSLEx0Tq0P/+V1ZJ9Lka7XKzxqg8Mgo9zzqku4HAAAAAKjZSp3xXJarr76a0hkAAC8o7iDB8MgouZxO945nSTJcLvf1dW+9pt2bN+nEoYNy5OXJMFxy5OWpIC9X2RknSpwPXVhQoL0/bnGXzv62QPlaA2Qym8sc1REQFKwH4+bryu49FdIwXJe2u0rRMbEVPuAQAAAAAFCzlLnjGQAAVD/FFbdDps7Wnh//rQK73b3O5TLk6++v1OT9p3c5Fzr+/0UMQyazSY68PAU3aKh8u13+Npvy7Xb3Lua8nGx9+uJfVZB7+jUDQurJx89fl7ZtX+4dysXNbg6PjHLveD7zfgAAAACA2oHiGQCAGuDc0Rphl0ToyO5d7uK26eWttT5+sUwm03/nKbv++0xDp1KPq1XXbjqVliqTJOOM1zVcLgU3CNegZ2a5ZzwX7WLOzkhXwuypSv3jgCSpcYtWcjkL3aM9istV3lnNFT3gEAAAAABQs1A8AwBQA5w7E7np5a0V0aadu7h1FjqUkpSooPoNdMJ+UDKZZLFYZMgks49F0TGxcjoc2vfTVplcTrmcTvlarbq88/XusvjMXckZRw9r5XNTdPL4MZktFt32+Gi1vbF3mbnKO6u5uF3QAAAAAIDag+IZqObychzauGK30lKy1DAiWD2GtJI10NfbsQB42LmjNdIPp+jhuQvc198dP/Ks6468fIVdcql7jEVAULBufuwJWcqxO/nYvj1aGTdNuadOysffX/3GTlbUNZ3KlauyZjVf6E5qAAAAAED1QPEMVHMbV+zW4d2Z8rNadHh3pjau2K0+j7T1diwAHlbWTOQzr/sF2GQNPF3SnjnGojy7jJN/3a5PX3xOjrxcWYOCNWDCNDVrfWWJ68OaRWjfT1vlcjllNlvUouN1xa6raJF8oTupAQAAAADVA8UzUM2lpWTJz2qR2WKWn/X01wDqnrJmIp95/dK2V5VZ7BZXBP/x6y9as/BFOQsLT899njxTDSIuLT2YqYyv/6uiRXJV7aQGAAAAAHgGxTNQzTWMCP7vjmepIM+pZq1CvR0JgBecu1s5NztLaxbNU2ryftVr1ETH9u+V/WSGguo30PWDHpAk9/XidhifWwQnxE3T0b27JcNQ2CWXatDkmQppGF5mrvRDKQpt0lRmi0Uup1Pph1Lc+c4sto/t21OhIrmsHd4AAAAAgOqN4hmo5noMaeWe8dysVah6DGnl7UgAvOTMMrcgN1cul1PWwCDt3bZZhsslmUw6efyolk4YqRbXXqcje3aVuMO4aEexyWxWYUG+ju7ZJUlq2vpKDZgwrdzzlEsqiM8ttk0mkwzDKHeRXNYObwAAAABA9UbxDFRz1kBfZjoDkPT/Za6vv79Oph6TJDny8k6XzpJkGO7HDuz4WSENw0vcYRweGaWDv/8mR16u8rJPj/CJuraz7h4zUb7+/9fenYdHWd77H/88zzNLMplAWMIaAmFVNgFRpEZExeNSqBblp7VVf5ctHqt1q20Bq1SRgrSn9liVX09RKrU9teJWe45LQYsUF6RoUNmRJQQwZCEkmcmsz/P7I2YgJAECk/39ui68yDP3PHPfYbjx+uQ73zvlpOfUUEBcuHOHwsGAgocPyXJ75OvcWb0HDzvpIPlk+lEDAAAAAFovgmcAANqImirlipLiRMgcrgrWGWdaliRH4WBQbq9X5UUHZbpceuOpxxItN3JvuFl/fuBHidB56MQLdOUP7pPlatz/GjQUEMciEUWqgjItS5GqoFLS/ATJAAAAANCBEDwDANBG1LS1iIZDkmnKNE0ZhiHL45Ft24qFwzItS77OGep7xnBZLre+WL9WkuTv0lV7N32mP825Vy6vV1XlhxU8XCZJGj9tuibd8H8VCgbqHDjYUMuN+g4nPHqsy+ORJzVV8WhUntRUuTyepv8GAQAAAABaDbOlJwAAAI6v5iDBwp07qoNmt0dut0ddevVRWkZXDT5nom5d/KyGT7pY3bKylT3yLF3y3dt1xR0/VKfuPZTRq7dcHo8iVUGVFxfp8JcHEqHzpO/cogu/c4sM00y08pCU6AvdkBON7TlwsLw+v7r07iuvz6+eAwc30XcHAAAAANAaUfEMtAGO48i2HVkWPysCOqKjD+pzHEc5Y8bJcrlr9UtuqOXF0Yf/Raqq5DiOYtG4JCm9W3edM216YmxNKw/TsuT2evXF+rX6w0/urLei+eix9fWQPtXDAXFEu8QAACAASURBVE9USQ0AAAAAaBsInoFWLBKKafP7B/TpO3sVLI9oxuxz1LVPWktPC0AzOzbkLd1XoJt+8cRJPbcmAN6/fUv1BceRDEOp6Z3Vb8ToWmOPDqnLiw4mrtdUNB8dbB89NhwMKuvMEbXudaqHAx4dstf3ugAAAACAtoHySaAVCpSF9cErX+gP97+vNS9sV3lxSI5dXfkMoOPJ7J+jcDAoOx5XOBhUZv+ck35uqj9dIy6comDZITm2LdPlUkbPXsoZM65OFfJ513xLhmGodH+B4rGo/N26HbeiuSZsbkxF84mcqJIaAAAAANA2UPEMtCIl+yqVtyJf29YVyo5Xh8yW29QZE3trzCX9lNHT18IzBNAcjm03cd4139KHL/250W0rJOnzVSv1998+Lsdx5PJ4de0Dj6jvsOH1vt4X69fKjsWV0bO3yosOqrKkRBm9eie1ovlETlRJDQAAAABoGwiegRbmOI4KNh/SJyvztXdTaeJ6arpboyZnaeSkvkpN97TgDAE0t2PbTbz3/B9kud2Jx0OVlSfVB3nDite18unFkiTL5VaKP12fvPk3fbryzVrPffuZxdq5fp2i4ZBkGKo8VKpOmT1Ueah6T0pmRfOJnGpvaAAAAABA60LwjKQKBaJas3y7igsq1D0rXbkzhiglzX3iJ3ZA8Zit7f8qVN6KvSrZV5m43qWXT2dd0k/Dzusll9tqwRkCaCnHtpvY/ekn8vrS5PZ6tX3t+9ry3rsyXS6ZlkslBfnat2WTvr3w14nw2XEcffjS83p/+Z8kSS6PV11695Ek7d7wsbw+f60eyrs3fKxYLCrDNOXYtiLBoKK+NA06+9x6q5qb8gDApqqkBgAAAAA0L4JnJNWa5du1f3uZPCmW9m8v05rl2zXl/w4/8RM7kFAgqo3/3KfP/lGgwOFI4nqfIRkae2m2+o/sJsM0WnCGAFrase0mJEden08VJcWKx6Ky43HZ8bgMIyLT5VJFSXHiED7bjuud3/9OG/7+v5KktC5dZVrV/9xX38uop4eyIUOSYVmKO44cOcetNm7sAYBNGVQDAAAAAFongmckVXFBhTwplkzLlCel+mtUKy+u0oZ39mrTewcUC8clSYZpaPC4TI25NFs9+ndq4RkCaC2ObTcRj0V1YPs2RcMhOZJMl0t2LCbHceTYjtwpKSras0uxaFRvPPkrbftwjSTpzAsu0qTv3KJVz/5Ouz/9RNUBdppClZVK8fsTPZS79snSzo/Xybbjcnu8GjjuHF1xxw9VVVmhN556rE5g3NgDABsbVAMAAAAA2j6CZyRV96z0ryqepUgorj5DMpJ6/7bYyuPLXYeVt2Kvdn5yUE71eYFyey0Nz+2j0RdnqVO31JadIIBW4XhVwUcO//tIdiwmf7duKvvygBynOnR2e7wKBwJa/L1vKRoKSZLO/vpVuvA735VhmrLc7kSrjsMHCxWLRFRRWqz0bpk675pvKcXvl7VsiQp37lAsElHx3j1646nHFI9GdWDHtjqBcWMPAGxsUA0AAAAAaPvMlp4A2pfcGUOqw2ajunVE7owhDY4NBaJa+ewmPT9/rVY+u0mhQPSE969p5SFHiVYerZFjO9qZV6SX/2O9Xlq0Xl98XB06p2V49bXpg3Xzo+crd8YQQmcACTVVwZISIW+Nmr7H3/3NEg2Z8DW53B4NnXC+hk3MVafumXIMQ+UlRYnQ2XK7FSwvVygYkHQk+A2UHVIsEpbkyDRNhSrK9eFLf07cv+fAwXIcR6ZlqWDzxq96S9cNjCffPDMRNp/MAYCZ/XMUDgZlx+MKB4PK7J+T7G8fAAAAAKCVoeIZSZWS5j7pns6n0g+6tbfyiEbi2vrhl9rw9l6VFQYT17tl+TX20mwNHt9DlsXPewDUVV9VcE2lc00lssvjUc+BgzVj7oJENXRZ4Zd65u6ZSnykQlI8FtO+LZvqVChHw9XBtGGaMkxLth2vVX187BzCwUqFg8E6lc2NPQDw2NYhJwqqAQAAAABtH8EzWsyphMhN3crjVAXLI/rs3QJ9/u4+hSqPVG5nj+iqsZdmq++wLjIMDgwE0LD62lfUVEGHgwFFqoLypKYqujmcCJQP7t6plxf+rFboLElynDoVytWtOtbKjsflSHLsuCyXu1b18bFzGHDWOFku92kHxo0NqgEAAAAAbR/BM1rMqYTIuTOGJHo8n6iVR3M49GVAeSv3auuHXyoesyVJpsvQ0HN7acwl/dStr79F5weg7aivKnj5vPvl9fkUPHxIpmUpHo3K6/OpcOcOvfjzB5X/WZ6cY0Pnr4QqK9VvxChJR4LfqsoKvf3MYu3e8LEkQwNGj02EyVWVFYrHol9VOQc0YPRYXfLd2xOV1QAAAAAANAbBM5pcQwcCnkqI3JhWHk3FcRzt316mvBX52v1ZSeK61+fSyAv7atTkLKV19rbgDAG0RfVVBddUIFtuT6LiORwMKhoOqaQgPzHO1zlDVRXlcuzqH4DJMGRaVp0K5VR/uqbePave11+1bIkObN+mTt17KBwMynK7CZ0BAAAAAKeM4BlNrqFezq0hRG4MO27ri4+LlLcyXwf3HGkL0ql7isZMydYZE3vL7bVacIYA2pvJN8/U208v1q68f8lxHIWDQckwFa48qjWRaSoejcqTmqpYJCK3N0VpGV1kWla9wXFN3+iiPbuU2T9H513zLX340p+19YN/yuXxyuvz1WrTAQAAAADAqSB4RpNr7QcCnkgkFNOmNfv16TsFqigNJa73GthJY6ZkK2dMpkyT/s0Aju/YwLemGvnYa0eHxan+dFlutxzbkQxDhuPUCp1Nl1tybDmSUtPSVREqUqQqqEhVUOndMlVVWVEnfK7pG+32erV97fva8t5qWS5Xoqq6vLhIXl9a4iBBAAAAAABOBcEzmlxrPRDwRCoPhfTpOwXa+M99ioTi1RcNaeCYTI2Zkq3egzq37AQBtCk1ga/X51PB5o1atWyJJNW5VtOLuSaQLi8+qFgsJkNK9HM2TEuWyyXHsWVabnl9abLjcUmG7HhMpmXJjsf19jOLE4cD1gTbRXt2yevzqaKkWLFYVE48LkeOPC7XV1XTYQ06+9xTPkgQAAAAAACJ4BnNoKFezg31fm5pRXsrtGHlXm1fVyjbrg55XG5TZ36tt0Zf0k8ZPXwtPEMAbVFN4GtaVq1WFl5f9Z4SDlZq6wf/lCTFY1Ht37ZFkaqgwoFAnXsNHHO2vH5/IlAu3LlDpmWpquKwZLjl2HEFy8u0fe0HSuvSRSlp/kSwXdM3OhoOyZBkuFyS4ygWCSsto6sGnT2iTq9pAAAAAAAai+AZTa6hXs4N9X5uCY7jKH9TqfJW5Ktgy6HE9dROHo2e3FcjJ2Upxd/yoTiAtqsm8PX6fAoHg8o6c4Ti0ah2frxOsUhYjuPI40tTweaNCgcrJUmRUEiqrnWuda+9WzZq8PgJmvbD+/XhS39W5aES2bG4TJdbsWB1UB13HMlxFDhUqpQ0fyLsnjF3gVYtW6Iv1q+VHYvL362bKktKZLosZZ05gkpnAAAAAEBSEDyjxbSG3s/xqK1t675U3sq9Kt1/pKqwS+80jZnST0PP7SmXmwMDAZy+yTfPTLTPqAl4335msaQjLTQiVUEZhiHHkaKhqq+uO3XuFY9GVLB5o16c/1NVlZcrHo/LseNym16ZliXHthPPsuNxlRcflNfnV9aZI5TqT9fkm2cqHo1q96efKHi4TAPPPkeXfPf2eg8jBAAAAADgVBA8I6ka0z6jJXs/hyqj+nz1Pn22qkDB8kjiet9hXTRmSj/1H9FNBgcGAkiiVH96nRYWpfsKlNGrt0r37VU8FpMcR5GqoHyduygWDsmx7SODDUP6KqB2e1Pk9flUnL9HMg1ZlqW4Y8gwTZ1x/oXa8t67Mk1TdtyWYRiKRSIadPaIWgcaHtixTZ26ZyocDMpyuQmdAQAAAABJRfCMpGpM+4yGej83pcNFQW14u0Cb39+vWKQ60DFNQ4PH99CYKdnKzCZ4AdB8atpvODrygy7HthU4VCJJMgxTlsctOZLpcilSFZQk2batkoK9chxbhmPKcfTVHQxNvnmm9m3ZpIqSYnlSU+VJSVW/EaNqhd4N9ZsGAAAAACBZCJ6RVI1pn9FQ7+em8OXOw8pbka+deUU1BYPypFgafkFfjb4oS+ldU5plHgA6rqrKikSrjcz+OZp880xNvnmm/v7/Hld5UWHdJxiG/s/PFqhbv/6J53Xtm6UD27eqsrRE7pQUxaNmdaW0HFkutwaMHqtUf7q+vfDXdV7r6NePVFXJjseV4vcn+k0DAAAAAJBMBM9IqpZsn3Es23a0a0OR8lbs1Zc7Dyeu+7t6ddbF/TT8/D7ypPJXAEDzWLVsSeJwwYLNG7Vq2RJdcccPVZS/u/4nOI6yzhwpSYl+0Ls3fKxIsEru1FR16t5DdjyuykMl6tS9RyJglupv6/HGU48lXt+24zKt6v71HCgIAAAAAGgKzZa6RaNR3X///dq3b58ikYi+//3va/DgwZo9e7YMw9CQIUP0s5/9TKZp6sknn9SqVavkcrl0//33a/To0dqzZ89pj0XTa4n2GceKhuPa8sEB5b29V+VFVYnrmdnpGnNpPw0e10OmxfsBQPMq3LlD4WClgocPyXS5tGPdB3rylusUDgTqHV8TDEvVofXO9esUi0XlOLYiwUDiwMBBZ0+oEzJLdSusC3fuSLTXSEnzS5Ju+sUTTbNYAAAAAECH12zB82uvvaaMjAz98pe/VFlZma6++mqdccYZuueeezRhwgTNnTtXb7/9tvr06aOPPvpIy5cv14EDB3TnnXfqpZde0sKFC09r7KWXXtpcS+2Qjj1U8Op7xzV4qGBTCRwO67NVBfp89T6FA7HE9f6jumnslGz1GZohw+DAQAAtIxaJKFJVJdOyFAlW92qW0fAPwUzryD/RhTt3KBoJH3mwngMDj3VshbVhGHIcR16fj/YaAAAAAIAm12zB8+WXX67LLrtMkuQ4jizL0saNG3XuuedKkiZNmqT33ntPOTk5ys3NlWEY6tOnj+LxuEpLS097LMFz02rMoYLJVro/oLyV+dr60ZeyY9UNnC2XqWHn9dJZl/RT195pzTIPADgel8cjT6pP8WhE1UcBOpJj1z/YMGTb8cSXsUhEiQb1kgzDkL9LNxXt2aVVy5Zo8s0zleqvfThq0Z5dcnu9qigpVjQcksvt0YAx41S6r4D2GgAAAACAJtdswXNaWnX4V1lZqbvuukv33HOPFi1alKhATUtLU0VFhSorK5WRkVHreRUVFXIc57TGomk15lDBZHAcR/u2HlLeyr3a83lJ4npKmlsjJ/fVqAuz5OvkadI5AMDJqqqsUCQUUjgQ+OrfJ+f4T3Acyanuyzz55pnVobUvTdFQlZyvAujA4UOqPFSisi8PKB6Laurds2rdIrN/jravfV+xWFSGJDsel+Vy014DAAAAANAsmvVktQMHDuiOO+7QDTfcoGnTpumXv/xl4rFAIKBOnTrJ7/crcFS/y0AgoPT09Fo9mk9lLJpWcx0qGI/b2vGvg8pbma/ivZWJ6517pGrMlGwNO6+X3B7rOHcAgOa3atkSVVUclgzJaajK+Ride/ZMHELYc+BgRcNhdc7soXAwqMrSEsVjMVmWpVgsqt0bPq7z/Mk3z9QX6z+Sacfl9qYoLaOLivbsSvbSAAAAAACoV7OdsFZcXKxbbrlFP/7xj3XttddKkoYPH661a9dKklavXq3x48dr3LhxWrNmjWzb1v79+2Xbtrp27XraY9G0cmcMqQ6bDZ30oYKhQFQrn92k5+ev1cpnNykUiDY4NlwV0yd/z9cfH/hAK3+/KRE69x7UWVfcNko3PHSeRk7qS+gMoFUq2rNLjm3XOjCwPqZlSYYhGYYqiosUDgZUuHOHJt88M9GTOevMEXJ5vdXNOpzqph01/z1aqj9dg84+V2kZXZXerbui4bAy++ckfW0AAAAAANSn2Sqef/vb36q8vFyLFy/W4sWLJUk//elPNX/+fD322GMaOHCgLrvsMlmWpfHjx+u6666TbduaO3euJGnWrFl68MEHT3ksmlZKmrvRPZ1Ppi90RWlIG97Zq01r9isaqu53ahjSwLGZGnNptnrldE7aGgCgqWT2z9GhA/sVj4aPO86dkqpwMCA5jhzHUaQqqFiav9aYeDQqb2qqIsGgDNuR5XZrwOix9d5v8s0ztWrZEhXt2UVfZzS7qsqKxPsvs39Ovb3IW+O9AQAAACSH4TjOCRpNdgzTp0/Xyy+/3NLTaJdCgajWLN+u4oIKdc9KV+6MIUpJc+v5+WslRzItU3bclgzp+gcmSJIO7ilX3sq92rH+oBy7+i3q8loa/rXeOuuSfurUPbUllwSgkTr6HluwZaNemv+gYtFIvY+bliU7bsub5qve8wxDdiwqy+2Wv0s39Rw4WAWbN8rr86nsywNy5MhyuRQNhZTeLVPfXvhrQje0Om889VjifRsOBpV15ghdcccPW/29AQAAACRHs/Z4RsfUUGXzsX2hew/urN2fFitvZb72bStLPN/X2aPRF2VpxAV9lZLmbsGVAEDjFWzZqFcXzWswdJaqD0z1pqXJ60uTYRjVX/t8CgUqFakKatPqdxJjDcOQYbnUrW9v2fHqT4IQOqM1KtqzS16fT6ZlyevzJbXHeFPeGwAAAEByEDzjpDVUuXwixQUV8qRYMi1TnpTqr6XqvtBrlm9X0d5y+Tp5VLirXNvWFiae161vms66JFtDz+0py9Vs7cgBIGl2/Gut/vc/FykWjcgwTXXq3kOHD35ZZ1xN2BwoK5XlditnzNkq3VcgwzBUXlxUa6zjOJIdlx2PJyo9gdYos39OnarktnBvAAAAAMlBmoeTVlO5LEeJyuWT0T0rXZFQXHbcViQUV/es6so8x3HUOTNVVeVRFe4q1+GDVZKkfmd20bQ7z9J1D5yrM7/Wm9AZQJv0+T9W6LVf/VyxaESWy6XOPXpV9282ah8EaHq8suNxRYIBxaNR2bG4LJdbN/3iCYUCgXrv7fJ4JIm+zWjVjj0UM5nv1aa8NwAAAIDkoOK5g2tMFXNDlcsnUlPZXFxQoT5DMjRqcpbe/e+t2vLBAcWitiTJtAwNOaenxkzJVvcsf733OdWKawBoTo7j6KO/vqg1f14mSeqRM0gZPXtr1yf/UjwWlY45WsGOHHXgoGHIdLkSbQNi4VADLyLd9IsnmmT+QLKk+tObrO9yU94bAAAAQHIQPHdwDfVfrs+xPZn7DMk4qddISXPrkpvP1IEvDitvRb5eXPQv6avcxZPq0shJfTRqcj/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      "text/plain": [
       "<Figure size 1440x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = sns.lmplot(\n",
    "    x=\"Gr Liv Area\", y=\"SalePrice\", col=\"Sale Condition\", hue=\"Sale Condition\",\n",
    "    data=df, robust=True, col_wrap=4, ci=None, truncate=True, scatter_kws={\"s\": 15},\n",
    ")\n",
    "# Adjust font sizes.\n",
    "for ax in plot.axes:\n",
    "    ax.set_title(ax.get_title(), fontsize=20)\n",
    "    ax.set_xlabel(ax.get_xlabel(), fontsize=16)\n",
    "    ax.set_ylabel(ax.get_ylabel(), fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"partial_sale\"] = df[\"Sale Condition\"].apply(lambda x: 1 if x == \"Partial\" else 0)\n",
    "df[\"abnormal_sale\"] = df[\"Sale Condition\"].apply(lambda x: 1 if x == \"Abnorml\" else 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Homes that are sold for the first time cleare are priced higher. A factor variable *new_home* is introduced."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Sale Type\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"new_home\"] = df[\"Sale Type\"].apply(lambda x: 1 if x == \"New\" else 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_variables.extend([\"partial_sale\", \"abnormal_sale\", \"new_home\"])\n",
    "interesting_variables.append(\"new_home\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Sale Condition\"]\n",
    "del df[\"Sale Type\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show summary of counts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "partial_sale     233\n",
       "abnormal_sale    189\n",
       "new_home         227\n",
       "dtype: int64"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"partial_sale\", \"abnormal_sale\", \"new_home\"]].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "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></th>\n",
       "      <th>partial_sale</th>\n",
       "      <th>abnormal_sale</th>\n",
       "      <th>new_home</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Order</th>\n",
       "      <th>PID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>526301100</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>526350040</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>526351010</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>526353030</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <th>527105010</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 partial_sale  abnormal_sale  new_home\n",
       "Order PID                                             \n",
       "1     526301100             0              0         0\n",
       "2     526350040             0              0         0\n",
       "3     526351010             0              0         0\n",
       "4     526353030             0              0         0\n",
       "5     527105010             0              0         0"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"partial_sale\", \"abnormal_sale\", \"new_home\"]].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Street Name\n",
    "\n",
    "Looking at the value counts this variable is pretty useless."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pave    2886\n",
       "Grvl      12\n",
       "Name: Street, dtype: int64"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Street\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Street\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Age & Remodeling\n",
    "\n",
    "The dataset was put together over several years. Therefore, the variables with year numbers need to be aligned to indicate the right ages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For one house the year of being remodeled is one year\n",
    "# before it was built. That input error is corrected.\n",
    "input_error = (df[\"Year Remod/Add\"] < df[\"Year Built\"])\n",
    "assert input_error.sum() == 1\n",
    "df.loc[input_error, \"Year Remod/Add\"] = df.loc[input_error, \"Year Built\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Introduce a factor variable *remodeled*. Almost half the houses were remodeled at some point in time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "46.0"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "remodeled = (df[\"Year Remod/Add\"] > df[\"Year Built\"])\n",
    "df[\"remodeled\"] = 0\n",
    "df.loc[remodeled, \"remodeled\"] = 1\n",
    "round(100 * remodeled.sum() / df.shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create discrete variables *years_since_built* and *years_since_remodeled*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"years_since_built\"] = df[\"Yr Sold\"] - df[\"Year Built\"]\n",
    "df[\"years_since_remodeled\"] = df[\"Yr Sold\"] - df[\"Year Remod/Add\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[[\"years_since_built\", \"years_since_remodeled\"]].hist(bins=20);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Two factor variables *recently_built* and *recently_remodeled* are created indicating that the corresponding action took place in the last 10 years. The two scatter plots below suggest that these groups of \"recent vs. old\" affect the price."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"recently_built\"] = df[\"years_since_built\"].apply(lambda x: 1 if x <= 10 else 0)\n",
    "df[\"recently_remodeled\"] = df[\"years_since_remodeled\"].apply(lambda x: 1 if x <= 10 else 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"recently_built\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"recently_remodeled\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df[\"Yr Sold\"]\n",
    "del df[\"Year Built\"]\n",
    "del df[\"Year Remod/Add\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "age_columns = [\n",
    "    \"remodeled\", \"years_since_built\", \"years_since_remodeled\",\n",
    "    \"recently_built\", \"recently_remodeled\",\n",
    "]\n",
    "new_variables.extend(age_columns)\n",
    "interesting_variables.extend(age_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "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></th>\n",
       "      <th>remodeled</th>\n",
       "      <th>years_since_built</th>\n",
       "      <th>years_since_remodeled</th>\n",
       "      <th>recently_built</th>\n",
       "      <th>recently_remodeled</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Order</th>\n",
       "      <th>PID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>526301100</th>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>526350040</th>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>526351010</th>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>526353030</th>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <th>527105010</th>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 remodeled  years_since_built  years_since_remodeled  \\\n",
       "Order PID                                                              \n",
       "1     526301100          0                 50                     50   \n",
       "2     526350040          0                 49                     49   \n",
       "3     526351010          0                 52                     52   \n",
       "4     526353030          0                 42                     42   \n",
       "5     527105010          1                 13                     12   \n",
       "\n",
       "                 recently_built  recently_remodeled  \n",
       "Order PID                                            \n",
       "1     526301100               0                   0  \n",
       "2     526350040               0                   0  \n",
       "3     526351010               0                   0  \n",
       "4     526353030               0                   0  \n",
       "5     527105010               0                   0  "
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[age_columns].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Outliers\n",
    "\n",
    "The instructors' notes state:\n",
    "\n",
    "> **Five observations** that an instructor may wish to remove from the data set before giving it to students (a plot of SALE PRICE versus GR LIV AREA will quickly indicate these\n",
    "points). Three of them are true **outliers** (Partial Sales that likely don’t represent actual market values) and two of them are simply unusual sales (very large houses priced\n",
    "relatively appropriately). I would **recommend removing any houses with more than\n",
    "4000 square feet** from the data set (which eliminates these five unusual observations)\n",
    "before assigning it to students.\n",
    "\n",
    "To apply a more \"rigorous\" approach, outlier detection is conducted with a so-called Isolation Forest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use only numeric columns that are strongly correlated with the target.\n",
    "# This mitigates the risk that a \"not so good\" chosen factor variable introduced\n",
    "# in this notebook causes an observation to be removed as an outlier.\n",
    "with open(\"data/correlated_variables.json\", \"r\") as file:\n",
    "    content = json.loads(file.read())\n",
    "strongly_correlated = content[\"strongly_correlated\"]\n",
    "df_encoded = encode_ordinals(df[list(set(strongly_correlated) & set(df.columns))])\n",
    "iso = IsolationForest(\n",
    "    n_estimators=100, bootstrap=True, behaviour=\"new\",\n",
    "    contamination=0.005, random_state=random_state  # random_state has no effect!\n",
    ")\n",
    "outliers = pd.DataFrame(\n",
    "    iso.fit_predict(df_encoded), columns=[\"outlier\"], index=df.index\n",
    ")\n",
    "outliers[\"outlier\"] = outliers[\"outlier\"].apply(lambda x: 1 if x < 0 else 0)\n",
    "df = pd.concat([df, outliers], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The five aforementioned outliers are among the ones detected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"outlier\", s=15, data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove the outliers.\n",
    "df = df[df[\"outlier\"] == 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save the Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save the \"interesting\" Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"data/interesting_variables.json\", \"w\") as file:\n",
    "    file.write(json.dumps(interesting_variables))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Re-order the columns for convenience.\n",
    "final_columns = (\n",
    "    sorted(set(list(ALL_COLUMNS.keys()) + new_variables) & set(df.columns))\n",
    "    + TARGET_VARIABLES\n",
    ")\n",
    "df = df[final_columns]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Discarding useless and adding new predictors changed the final dataset significantly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2883, 106)"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "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></th>\n",
       "      <th>1st Flr SF</th>\n",
       "      <th>2nd Flr SF</th>\n",
       "      <th>3Ssn Porch</th>\n",
       "      <th>Bedroom AbvGr</th>\n",
       "      <th>Bsmt Cond</th>\n",
       "      <th>Bsmt Exposure</th>\n",
       "      <th>Bsmt Full Bath</th>\n",
       "      <th>Bsmt Half Bath</th>\n",
       "      <th>Bsmt Qual</th>\n",
       "      <th>Bsmt Unf SF</th>\n",
       "      <th>BsmtFin SF 1</th>\n",
       "      <th>BsmtFin SF 2</th>\n",
       "      <th>BsmtFin Type 1</th>\n",
       "      <th>BsmtFin Type 2</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>Enclosed Porch</th>\n",
       "      <th>Fence</th>\n",
       "      <th>Fireplace Qu</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>Full Bath</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Garage Area</th>\n",
       "      <th>Garage Cars</th>\n",
       "      <th>Garage Cond</th>\n",
       "      <th>Garage Finish</th>\n",
       "      <th>Garage Qual</th>\n",
       "      <th>Gr Liv Area</th>\n",
       "      <th>Half Bath</th>\n",
       "      <th>Kitchen AbvGr</th>\n",
       "      <th>Kitchen Qual</th>\n",
       "      <th>Land Slope</th>\n",
       "      <th>Lot Area</th>\n",
       "      <th>Lot Shape</th>\n",
       "      <th>Low Qual Fin SF</th>\n",
       "      <th>Mas Vnr Area</th>\n",
       "      <th>Misc Val</th>\n",
       "      <th>Mo Sold</th>\n",
       "      <th>Open Porch SF</th>\n",
       "      <th>Overall Cond</th>\n",
       "      <th>Overall Qual</th>\n",
       "      <th>Paved Drive</th>\n",
       "      <th>Pool Area</th>\n",
       "      <th>Pool QC</th>\n",
       "      <th>Screen Porch</th>\n",
       "      <th>TotRms AbvGrd</th>\n",
       "      <th>Total Bath</th>\n",
       "      <th>Total Bsmt SF</th>\n",
       "      <th>Total Porch SF</th>\n",
       "      <th>Total SF</th>\n",
       "      <th>Total SF (box-cox-0.0)</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>Wood Deck SF</th>\n",
       "      <th>abnormal_sale</th>\n",
       "      <th>air_cond</th>\n",
       "      <th>build_type_1Fam</th>\n",
       "      <th>build_type_2Fam</th>\n",
       "      <th>build_type_Twnhs</th>\n",
       "      <th>found_BrkTil</th>\n",
       "      <th>found_CBlock</th>\n",
       "      <th>found_PConc</th>\n",
       "      <th>has 2nd Flr</th>\n",
       "      <th>has Bsmt</th>\n",
       "      <th>has Fireplace</th>\n",
       "      <th>has Garage</th>\n",
       "      <th>has Pool</th>\n",
       "      <th>has Porch</th>\n",
       "      <th>major_street</th>\n",
       "      <th>new_home</th>\n",
       "      <th>nhood_Blmngtn</th>\n",
       "      <th>nhood_Blueste</th>\n",
       "      <th>nhood_BrDale</th>\n",
       "      <th>nhood_BrkSide</th>\n",
       "      <th>nhood_ClearCr</th>\n",
       "      <th>nhood_CollgCr</th>\n",
       "      <th>nhood_Crawfor</th>\n",
       "      <th>nhood_Edwards</th>\n",
       "      <th>nhood_Gilbert</th>\n",
       "      <th>nhood_Greens</th>\n",
       "      <th>nhood_GrnHill</th>\n",
       "      <th>nhood_IDOTRR</th>\n",
       "      <th>nhood_Landmrk</th>\n",
       "      <th>nhood_MeadowV</th>\n",
       "      <th>nhood_Mitchel</th>\n",
       "      <th>nhood_NPkVill</th>\n",
       "      <th>nhood_NWAmes</th>\n",
       "      <th>nhood_Names</th>\n",
       "      <th>nhood_NoRidge</th>\n",
       "      <th>nhood_NridgHt</th>\n",
       "      <th>nhood_OldTown</th>\n",
       "      <th>nhood_SWISU</th>\n",
       "      <th>nhood_Sawyer</th>\n",
       "      <th>nhood_SawyerW</th>\n",
       "      <th>nhood_Somerst</th>\n",
       "      <th>nhood_StoneBr</th>\n",
       "      <th>nhood_Timber</th>\n",
       "      <th>nhood_Veenker</th>\n",
       "      <th>park</th>\n",
       "      <th>partial_sale</th>\n",
       "      <th>railway</th>\n",
       "      <th>recently_built</th>\n",
       "      <th>recently_remodeled</th>\n",
       "      <th>remodeled</th>\n",
       "      <th>years_since_built</th>\n",
       "      <th>years_since_remodeled</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>SalePrice (box-cox-0.0)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Order</th>\n",
       "      <th>PID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>526301100</th>\n",
       "      <td>1656.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Gd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>TA</td>\n",
       "      <td>441.0</td>\n",
       "      <td>639.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Typ</td>\n",
       "      <td>528.0</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fin</td>\n",
       "      <td>TA</td>\n",
       "      <td>1656.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>31770.0</td>\n",
       "      <td>IR1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>62.0</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>P</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1080.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>2736.0</td>\n",
       "      <td>7.914252</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>210.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>215000.0</td>\n",
       "      <td>12.278393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>526350040</th>\n",
       "      <td>896.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>TA</td>\n",
       "      <td>270.0</td>\n",
       "      <td>468.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>Rec</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0.0</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Typ</td>\n",
       "      <td>730.0</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Unf</td>\n",
       "      <td>TA</td>\n",
       "      <td>896.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>11622.0</td>\n",
       "      <td>Reg</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>120.0</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>1778.0</td>\n",
       "      <td>7.483244</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>105000.0</td>\n",
       "      <td>11.561716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>526351010</th>\n",
       "      <td>1329.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>TA</td>\n",
       "      <td>406.0</td>\n",
       "      <td>923.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Typ</td>\n",
       "      <td>312.0</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Unf</td>\n",
       "      <td>TA</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>14267.0</td>\n",
       "      <td>IR1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>12500.0</td>\n",
       "      <td>6</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>429.0</td>\n",
       "      <td>2658.0</td>\n",
       "      <td>7.885329</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>393.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>172000.0</td>\n",
       "      <td>12.055250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>526353030</th>\n",
       "      <td>2110.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>TA</td>\n",
       "      <td>1045.0</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>TA</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Typ</td>\n",
       "      <td>522.0</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fin</td>\n",
       "      <td>TA</td>\n",
       "      <td>2110.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>11160.0</td>\n",
       "      <td>Reg</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2110.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4220.0</td>\n",
       "      <td>8.347590</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>244000.0</td>\n",
       "      <td>12.404924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <th>527105010</th>\n",
       "      <td>928.0</td>\n",
       "      <td>701.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>137.0</td>\n",
       "      <td>791.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0.0</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>TA</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Typ</td>\n",
       "      <td>482.0</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fin</td>\n",
       "      <td>TA</td>\n",
       "      <td>1629.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>13830.0</td>\n",
       "      <td>IR1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>928.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>2557.0</td>\n",
       "      <td>7.846590</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>212.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>189900.0</td>\n",
       "      <td>12.154253</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 1st Flr SF  2nd Flr SF  3Ssn Porch  Bedroom AbvGr Bsmt Cond  \\\n",
       "Order PID                                                                      \n",
       "1     526301100      1656.0         0.0         0.0              3        Gd   \n",
       "2     526350040       896.0         0.0         0.0              2        TA   \n",
       "3     526351010      1329.0         0.0         0.0              3        TA   \n",
       "4     526353030      2110.0         0.0         0.0              3        TA   \n",
       "5     527105010       928.0       701.0         0.0              3        TA   \n",
       "\n",
       "                Bsmt Exposure  Bsmt Full Bath  Bsmt Half Bath Bsmt Qual  \\\n",
       "Order PID                                                                 \n",
       "1     526301100            Gd               1               0        TA   \n",
       "2     526350040            No               0               0        TA   \n",
       "3     526351010            No               0               0        TA   \n",
       "4     526353030            No               1               0        TA   \n",
       "5     527105010            No               0               0        Gd   \n",
       "\n",
       "                 Bsmt Unf SF  BsmtFin SF 1  BsmtFin SF 2 BsmtFin Type 1  \\\n",
       "Order PID                                                                 \n",
       "1     526301100        441.0         639.0           0.0            BLQ   \n",
       "2     526350040        270.0         468.0         144.0            Rec   \n",
       "3     526351010        406.0         923.0           0.0            ALQ   \n",
       "4     526353030       1045.0        1065.0           0.0            ALQ   \n",
       "5     527105010        137.0         791.0           0.0            GLQ   \n",
       "\n",
       "                BsmtFin Type 2 Electrical  Enclosed Porch  Fence Fireplace Qu  \\\n",
       "Order PID                                                                       \n",
       "1     526301100            Unf      SBrkr             0.0     NA           Gd   \n",
       "2     526350040            LwQ      SBrkr             0.0  MnPrv           NA   \n",
       "3     526351010            Unf      SBrkr             0.0     NA           NA   \n",
       "4     526353030            Unf      SBrkr             0.0     NA           TA   \n",
       "5     527105010            Unf      SBrkr             0.0  MnPrv           TA   \n",
       "\n",
       "                 Fireplaces  Full Bath Functional  Garage Area  Garage Cars  \\\n",
       "Order PID                                                                     \n",
       "1     526301100           2          1        Typ        528.0            2   \n",
       "2     526350040           0          1        Typ        730.0            1   \n",
       "3     526351010           0          1        Typ        312.0            1   \n",
       "4     526353030           2          2        Typ        522.0            2   \n",
       "5     527105010           1          2        Typ        482.0            2   \n",
       "\n",
       "                Garage Cond Garage Finish Garage Qual  Gr Liv Area  Half Bath  \\\n",
       "Order PID                                                                       \n",
       "1     526301100          TA           Fin          TA       1656.0          0   \n",
       "2     526350040          TA           Unf          TA        896.0          0   \n",
       "3     526351010          TA           Unf          TA       1329.0          1   \n",
       "4     526353030          TA           Fin          TA       2110.0          1   \n",
       "5     527105010          TA           Fin          TA       1629.0          1   \n",
       "\n",
       "                 Kitchen AbvGr Kitchen Qual Land Slope  Lot Area Lot Shape  \\\n",
       "Order PID                                                                    \n",
       "1     526301100              1           TA        Gtl   31770.0       IR1   \n",
       "2     526350040              1           TA        Gtl   11622.0       Reg   \n",
       "3     526351010              1           Gd        Gtl   14267.0       IR1   \n",
       "4     526353030              1           Ex        Gtl   11160.0       Reg   \n",
       "5     527105010              1           TA        Gtl   13830.0       IR1   \n",
       "\n",
       "                 Low Qual Fin SF  Mas Vnr Area  Misc Val  Mo Sold  \\\n",
       "Order PID                                                           \n",
       "1     526301100              0.0         112.0       0.0        5   \n",
       "2     526350040              0.0           0.0       0.0        6   \n",
       "3     526351010              0.0         108.0   12500.0        6   \n",
       "4     526353030              0.0           0.0       0.0        4   \n",
       "5     527105010              0.0           0.0       0.0        3   \n",
       "\n",
       "                 Open Porch SF Overall Cond Overall Qual Paved Drive  \\\n",
       "Order PID                                                              \n",
       "1     526301100           62.0            5            6           P   \n",
       "2     526350040            0.0            6            5           Y   \n",
       "3     526351010           36.0            6            6           Y   \n",
       "4     526353030            0.0            5            7           Y   \n",
       "5     527105010           34.0            5            5           Y   \n",
       "\n",
       "                 Pool Area Pool QC  Screen Porch  TotRms AbvGrd  Total Bath  \\\n",
       "Order PID                                                                     \n",
       "1     526301100        0.0      NA           0.0              7         2.0   \n",
       "2     526350040        0.0      NA         120.0              5         1.0   \n",
       "3     526351010        0.0      NA           0.0              6         1.5   \n",
       "4     526353030        0.0      NA           0.0              8         3.5   \n",
       "5     527105010        0.0      NA           0.0              6         2.5   \n",
       "\n",
       "                 Total Bsmt SF  Total Porch SF  Total SF  \\\n",
       "Order PID                                                  \n",
       "1     526301100         1080.0           272.0    2736.0   \n",
       "2     526350040          882.0           260.0    1778.0   \n",
       "3     526351010         1329.0           429.0    2658.0   \n",
       "4     526353030         2110.0             0.0    4220.0   \n",
       "5     527105010          928.0           246.0    2557.0   \n",
       "\n",
       "                 Total SF (box-cox-0.0) Utilities  Wood Deck SF  \\\n",
       "Order PID                                                         \n",
       "1     526301100                7.914252    AllPub         210.0   \n",
       "2     526350040                7.483244    AllPub         140.0   \n",
       "3     526351010                7.885329    AllPub         393.0   \n",
       "4     526353030                8.347590    AllPub           0.0   \n",
       "5     527105010                7.846590    AllPub         212.0   \n",
       "\n",
       "                 abnormal_sale  air_cond  build_type_1Fam  build_type_2Fam  \\\n",
       "Order PID                                                                    \n",
       "1     526301100              0         1                1                0   \n",
       "2     526350040              0         1                1                0   \n",
       "3     526351010              0         1                1                0   \n",
       "4     526353030              0         1                1                0   \n",
       "5     527105010              0         1                1                0   \n",
       "\n",
       "                 build_type_Twnhs  found_BrkTil  found_CBlock  found_PConc  \\\n",
       "Order PID                                                                    \n",
       "1     526301100                 0             0             1            0   \n",
       "2     526350040                 0             0             1            0   \n",
       "3     526351010                 0             0             1            0   \n",
       "4     526353030                 0             0             1            0   \n",
       "5     527105010                 0             0             0            1   \n",
       "\n",
       "                 has 2nd Flr  has Bsmt  has Fireplace  has Garage  has Pool  \\\n",
       "Order PID                                                                     \n",
       "1     526301100            0         1              1           1         0   \n",
       "2     526350040            0         1              0           1         0   \n",
       "3     526351010            0         1              0           1         0   \n",
       "4     526353030            0         1              1           1         0   \n",
       "5     527105010            1         1              1           1         0   \n",
       "\n",
       "                 has Porch  major_street  new_home  nhood_Blmngtn  \\\n",
       "Order PID                                                           \n",
       "1     526301100          1             0         0              0   \n",
       "2     526350040          1             1         0              0   \n",
       "3     526351010          1             0         0              0   \n",
       "4     526353030          0             0         0              0   \n",
       "5     527105010          1             0         0              0   \n",
       "\n",
       "                 nhood_Blueste  nhood_BrDale  nhood_BrkSide  nhood_ClearCr  \\\n",
       "Order PID                                                                    \n",
       "1     526301100              0             0              0              0   \n",
       "2     526350040              0             0              0              0   \n",
       "3     526351010              0             0              0              0   \n",
       "4     526353030              0             0              0              0   \n",
       "5     527105010              0             0              0              0   \n",
       "\n",
       "                 nhood_CollgCr  nhood_Crawfor  nhood_Edwards  nhood_Gilbert  \\\n",
       "Order PID                                                                     \n",
       "1     526301100              0              0              0              0   \n",
       "2     526350040              0              0              0              0   \n",
       "3     526351010              0              0              0              0   \n",
       "4     526353030              0              0              0              0   \n",
       "5     527105010              0              0              0              1   \n",
       "\n",
       "                 nhood_Greens  nhood_GrnHill  nhood_IDOTRR  nhood_Landmrk  \\\n",
       "Order PID                                                                   \n",
       "1     526301100             0              0             0              0   \n",
       "2     526350040             0              0             0              0   \n",
       "3     526351010             0              0             0              0   \n",
       "4     526353030             0              0             0              0   \n",
       "5     527105010             0              0             0              0   \n",
       "\n",
       "                 nhood_MeadowV  nhood_Mitchel  nhood_NPkVill  nhood_NWAmes  \\\n",
       "Order PID                                                                    \n",
       "1     526301100              0              0              0             0   \n",
       "2     526350040              0              0              0             0   \n",
       "3     526351010              0              0              0             0   \n",
       "4     526353030              0              0              0             0   \n",
       "5     527105010              0              0              0             0   \n",
       "\n",
       "                 nhood_Names  nhood_NoRidge  nhood_NridgHt  nhood_OldTown  \\\n",
       "Order PID                                                                   \n",
       "1     526301100            1              0              0              0   \n",
       "2     526350040            1              0              0              0   \n",
       "3     526351010            1              0              0              0   \n",
       "4     526353030            1              0              0              0   \n",
       "5     527105010            0              0              0              0   \n",
       "\n",
       "                 nhood_SWISU  nhood_Sawyer  nhood_SawyerW  nhood_Somerst  \\\n",
       "Order PID                                                                  \n",
       "1     526301100            0             0              0              0   \n",
       "2     526350040            0             0              0              0   \n",
       "3     526351010            0             0              0              0   \n",
       "4     526353030            0             0              0              0   \n",
       "5     527105010            0             0              0              0   \n",
       "\n",
       "                 nhood_StoneBr  nhood_Timber  nhood_Veenker  park  \\\n",
       "Order PID                                                           \n",
       "1     526301100              0             0              0     0   \n",
       "2     526350040              0             0              0     0   \n",
       "3     526351010              0             0              0     0   \n",
       "4     526353030              0             0              0     0   \n",
       "5     527105010              0             0              0     0   \n",
       "\n",
       "                 partial_sale  railway  recently_built  recently_remodeled  \\\n",
       "Order PID                                                                    \n",
       "1     526301100             0        0               0                   0   \n",
       "2     526350040             0        0               0                   0   \n",
       "3     526351010             0        0               0                   0   \n",
       "4     526353030             0        0               0                   0   \n",
       "5     527105010             0        0               0                   0   \n",
       "\n",
       "                 remodeled  years_since_built  years_since_remodeled  \\\n",
       "Order PID                                                              \n",
       "1     526301100          0                 50                     50   \n",
       "2     526350040          0                 49                     49   \n",
       "3     526351010          0                 52                     52   \n",
       "4     526353030          0                 42                     42   \n",
       "5     527105010          1                 13                     12   \n",
       "\n",
       "                 SalePrice  SalePrice (box-cox-0.0)  \n",
       "Order PID                                            \n",
       "1     526301100   215000.0                12.278393  \n",
       "2     526350040   105000.0                11.561716  \n",
       "3     526351010   172000.0                12.055250  \n",
       "4     526353030   244000.0                12.404924  \n",
       "5     527105010   189900.0                12.154253  "
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"data/data_clean_with_transformations_and_factors.csv\")"
   ]
  }
 ],
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