dataAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Zillow Prize Kaggle Competition\n",
    "Zillow is a popular online real estate and rental marketplace dedicated to providing customers with data to make the best possible housing decision. In the “Zillow Prize” Kaggle competition, Zillow released data (3 million observations) with the hope that competitors could use it to help improve the accuracy of the Zestimate, their house pricing algorithm. “Zestimates” are estimated home values based on 7.5 million statistical and machine learning models that analyze hundreds of data points on each property. Our objective was more complex and indirect than simply predicting housing prices from given data. \n",
    "\n",
    "The dataset consists of information about 2.9 million properties and is grouped into 2 files:\n",
    "properties_2017.csv (all the properties with their home features for 2017))\n",
    "train_2017.csv (the training set with transactions from 1/1/2017 to 9/15/2017)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dexter\\Anaconda3\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2717: DtypeWarning: Columns (49) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parcelid</th>\n",
       "      <th>logerror</th>\n",
       "      <th>transactiondate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>14297519</td>\n",
       "      <td>0.025595</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>17052889</td>\n",
       "      <td>0.055619</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14186244</td>\n",
       "      <td>0.005383</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12177905</td>\n",
       "      <td>-0.103410</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10887214</td>\n",
       "      <td>0.006940</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   parcelid  logerror transactiondate\n",
       "0  14297519  0.025595      2017-01-01\n",
       "1  17052889  0.055619      2017-01-01\n",
       "2  14186244  0.005383      2017-01-01\n",
       "3  12177905 -0.103410      2017-01-01\n",
       "4  10887214  0.006940      2017-01-01"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy.stats.stats import pearsonr\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sampleSub = pd.read_csv('sample_submission.csv')\n",
    "train = pd.read_csv('train_2017.csv')\n",
    "properties = pd.read_csv('properties_2017.csv')\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parcelid</th>\n",
       "      <th>airconditioningtypeid</th>\n",
       "      <th>architecturalstyletypeid</th>\n",
       "      <th>basementsqft</th>\n",
       "      <th>bathroomcnt</th>\n",
       "      <th>bedroomcnt</th>\n",
       "      <th>buildingclasstypeid</th>\n",
       "      <th>buildingqualitytypeid</th>\n",
       "      <th>calculatedbathnbr</th>\n",
       "      <th>decktypeid</th>\n",
       "      <th>...</th>\n",
       "      <th>numberofstories</th>\n",
       "      <th>fireplaceflag</th>\n",
       "      <th>structuretaxvaluedollarcnt</th>\n",
       "      <th>taxvaluedollarcnt</th>\n",
       "      <th>assessmentyear</th>\n",
       "      <th>landtaxvaluedollarcnt</th>\n",
       "      <th>taxamount</th>\n",
       "      <th>taxdelinquencyflag</th>\n",
       "      <th>taxdelinquencyyear</th>\n",
       "      <th>censustractandblock</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10754147</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10759547</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27516.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>27516.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10843547</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>660680.0</td>\n",
       "      <td>1434941.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>774261.0</td>\n",
       "      <td>20800.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10859147</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>580059.0</td>\n",
       "      <td>1174475.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>594416.0</td>\n",
       "      <td>14557.57</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10879947</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>196751.0</td>\n",
       "      <td>440101.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>243350.0</td>\n",
       "      <td>5725.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   parcelid  airconditioningtypeid  architecturalstyletypeid  basementsqft  \\\n",
       "0  10754147                    NaN                       NaN           NaN   \n",
       "1  10759547                    NaN                       NaN           NaN   \n",
       "2  10843547                    NaN                       NaN           NaN   \n",
       "3  10859147                    NaN                       NaN           NaN   \n",
       "4  10879947                    NaN                       NaN           NaN   \n",
       "\n",
       "   bathroomcnt  bedroomcnt  buildingclasstypeid  buildingqualitytypeid  \\\n",
       "0          0.0         0.0                  NaN                    NaN   \n",
       "1          0.0         0.0                  NaN                    NaN   \n",
       "2          0.0         0.0                  5.0                    NaN   \n",
       "3          0.0         0.0                  3.0                    6.0   \n",
       "4          0.0         0.0                  4.0                    NaN   \n",
       "\n",
       "   calculatedbathnbr  decktypeid         ...           numberofstories  \\\n",
       "0                NaN         NaN         ...                       NaN   \n",
       "1                NaN         NaN         ...                       NaN   \n",
       "2                NaN         NaN         ...                       1.0   \n",
       "3                NaN         NaN         ...                       1.0   \n",
       "4                NaN         NaN         ...                       1.0   \n",
       "\n",
       "   fireplaceflag  structuretaxvaluedollarcnt  taxvaluedollarcnt  \\\n",
       "0            NaN                         NaN                9.0   \n",
       "1            NaN                         NaN            27516.0   \n",
       "2            NaN                    660680.0          1434941.0   \n",
       "3            NaN                    580059.0          1174475.0   \n",
       "4            NaN                    196751.0           440101.0   \n",
       "\n",
       "   assessmentyear  landtaxvaluedollarcnt  taxamount  taxdelinquencyflag  \\\n",
       "0          2016.0                    9.0        NaN                 NaN   \n",
       "1          2015.0                27516.0        NaN                 NaN   \n",
       "2          2016.0               774261.0   20800.37                 NaN   \n",
       "3          2016.0               594416.0   14557.57                 NaN   \n",
       "4          2016.0               243350.0    5725.17                 NaN   \n",
       "\n",
       "   taxdelinquencyyear  censustractandblock  \n",
       "0                 NaN                  NaN  \n",
       "1                 NaN                  NaN  \n",
       "2                 NaN                  NaN  \n",
       "3                 NaN                  NaN  \n",
       "4                 NaN                  NaN  \n",
       "\n",
       "[5 rows x 58 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "properties.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parcelid</th>\n",
       "      <th>logerror</th>\n",
       "      <th>transactiondate</th>\n",
       "      <th>airconditioningtypeid</th>\n",
       "      <th>architecturalstyletypeid</th>\n",
       "      <th>basementsqft</th>\n",
       "      <th>bathroomcnt</th>\n",
       "      <th>bedroomcnt</th>\n",
       "      <th>buildingclasstypeid</th>\n",
       "      <th>buildingqualitytypeid</th>\n",
       "      <th>...</th>\n",
       "      <th>numberofstories</th>\n",
       "      <th>fireplaceflag</th>\n",
       "      <th>structuretaxvaluedollarcnt</th>\n",
       "      <th>taxvaluedollarcnt</th>\n",
       "      <th>assessmentyear</th>\n",
       "      <th>landtaxvaluedollarcnt</th>\n",
       "      <th>taxamount</th>\n",
       "      <th>taxdelinquencyflag</th>\n",
       "      <th>taxdelinquencyyear</th>\n",
       "      <th>censustractandblock</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>14297519</td>\n",
       "      <td>0.025595</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>485713.0</td>\n",
       "      <td>1023282.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>537569.0</td>\n",
       "      <td>11013.72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.059063e+13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>17052889</td>\n",
       "      <td>0.055619</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88000.0</td>\n",
       "      <td>464000.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>376000.0</td>\n",
       "      <td>5672.48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.111001e+13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14186244</td>\n",
       "      <td>0.005383</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85289.0</td>\n",
       "      <td>564778.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>479489.0</td>\n",
       "      <td>6488.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.059022e+13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12177905</td>\n",
       "      <td>-0.103410</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108918.0</td>\n",
       "      <td>145143.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>36225.0</td>\n",
       "      <td>1777.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.037300e+13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10887214</td>\n",
       "      <td>0.006940</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73681.0</td>\n",
       "      <td>119407.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>45726.0</td>\n",
       "      <td>1533.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.037124e+13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 60 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   parcelid  logerror transactiondate  airconditioningtypeid  \\\n",
       "0  14297519  0.025595      2017-01-01                    NaN   \n",
       "1  17052889  0.055619      2017-01-01                    NaN   \n",
       "2  14186244  0.005383      2017-01-01                    NaN   \n",
       "3  12177905 -0.103410      2017-01-01                    NaN   \n",
       "4  10887214  0.006940      2017-01-01                    1.0   \n",
       "\n",
       "   architecturalstyletypeid  basementsqft  bathroomcnt  bedroomcnt  \\\n",
       "0                       NaN           NaN          3.5         4.0   \n",
       "1                       NaN           NaN          1.0         2.0   \n",
       "2                       NaN           NaN          2.0         3.0   \n",
       "3                       NaN           NaN          3.0         4.0   \n",
       "4                       NaN           NaN          3.0         3.0   \n",
       "\n",
       "   buildingclasstypeid  buildingqualitytypeid         ...           \\\n",
       "0                  NaN                    NaN         ...            \n",
       "1                  NaN                    NaN         ...            \n",
       "2                  NaN                    NaN         ...            \n",
       "3                  NaN                    8.0         ...            \n",
       "4                  NaN                    8.0         ...            \n",
       "\n",
       "   numberofstories  fireplaceflag  structuretaxvaluedollarcnt  \\\n",
       "0              NaN            NaN                    485713.0   \n",
       "1              1.0            NaN                     88000.0   \n",
       "2              1.0            NaN                     85289.0   \n",
       "3              NaN            NaN                    108918.0   \n",
       "4              NaN            NaN                     73681.0   \n",
       "\n",
       "   taxvaluedollarcnt  assessmentyear  landtaxvaluedollarcnt  taxamount  \\\n",
       "0          1023282.0          2016.0               537569.0   11013.72   \n",
       "1           464000.0          2016.0               376000.0    5672.48   \n",
       "2           564778.0          2016.0               479489.0    6488.30   \n",
       "3           145143.0          2016.0                36225.0    1777.51   \n",
       "4           119407.0          2016.0                45726.0    1533.89   \n",
       "\n",
       "   taxdelinquencyflag  taxdelinquencyyear  censustractandblock  \n",
       "0                 NaN                 NaN         6.059063e+13  \n",
       "1                 NaN                 NaN         6.111001e+13  \n",
       "2                 NaN                 NaN         6.059022e+13  \n",
       "3                 NaN                 NaN         6.037300e+13  \n",
       "4                 NaN                 NaN         6.037124e+13  \n",
       "\n",
       "[5 rows x 60 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Now lets merge properties.csv and train.csv as they contain different number of rows.\n",
    "train = pd.merge(train, properties, on='parcelid', how='left')\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Explore missing values in merged train dataset.\n",
    "Each property has 58 features. Around 50% of the features have missing values. Some features have 97% missing values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dexter\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:3: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n",
      "  app.launch_new_instance()\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzQAAAQMCAYAAABA/Nw5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15aff7826a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "missing_df = train.isnull().sum(axis=0).reset_index()\n",
    "missing_df.columns = ['column_name', 'missing_count']\n",
    "missing_df = missing_df.ix[missing_df['missing_count']>0]\n",
    "missing_df = missing_df.sort_values(by='missing_count')\n",
    "missing_df.head()\n",
    "\n",
    "ind = np.arange(missing_df.shape[0])\n",
    "fig, ax = plt.subplots(figsize=(12,18))\n",
    "rects = ax.barh(ind, missing_df.missing_count.values, color='blue')\n",
    "ax.set_yticks(ind)\n",
    "ax.set_yticklabels(missing_df.column_name.values, rotation='horizontal')\n",
    "ax.set_xlabel(\"Count of missing values\")\n",
    "ax.set_title(\"Number of missing values in each column\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Correlation of columns with logerror\n",
    "finishedsquarefeet15, garagetotalsqft, bathroomcnt, fullbathcnt are some of the highly correlated values  with logerror. These properties effect most while calculating zestimate. Higher the price of house, greater is the garagetotalsqft. Similarly for other properties."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dexter\\Anaconda3\\lib\\site-packages\\numpy\\lib\\function_base.py:3003: RuntimeWarning: invalid value encountered in true_divide\n",
      "  c /= stddev[:, None]\n",
      "C:\\Users\\dexter\\Anaconda3\\lib\\site-packages\\numpy\\lib\\function_base.py:3004: RuntimeWarning: invalid value encountered in true_divide\n",
      "  c /= stddev[None, :]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                        colNames  corrValues\n",
      "50            taxdelinquencyyear   -0.019361\n",
      "33                regionidcounty   -0.016475\n",
      "22                      latitude   -0.011713\n",
      "13          finishedsquarefeet15   -0.010099\n",
      "6          buildingqualitytypeid   -0.009819\n",
      "41            yardbuildingsqft17   -0.006233\n",
      "30         propertylandusetypeid   -0.005673\n",
      "21         heatingorsystemtypeid   -0.004570\n",
      "14          finishedsquarefeet50   -0.004505\n",
      "34          regionidneighborhood   -0.004065\n",
      "9       finishedfloor1squarefeet   -0.003177\n",
      "12          finishedsquarefeet13   -0.003011\n",
      "35                   regionidzip   -0.001292\n",
      "42            yardbuildingsqft26   -0.000691\n",
      "1       architecturalstyletypeid   -0.000337\n",
      "39        typeconstructiontypeid   -0.000030\n",
      "48         landtaxvaluedollarcnt    0.000500\n",
      "32                  regionidcity    0.001063\n",
      "26                   poolsizesum    0.001117\n",
      "40                       unitcnt    0.001555\n",
      "49                     taxamount    0.002197\n",
      "46             taxvaluedollarcnt    0.003415\n",
      "44               numberofstories    0.004145\n",
      "0          airconditioningtypeid    0.004315\n",
      "51           censustractandblock    0.004549\n",
      "43                     yearbuilt    0.004825\n",
      "38           threequarterbathnbr    0.005847\n",
      "31        rawcensustractandblock    0.006327\n",
      "16                          fips    0.006406\n",
      "17                  fireplacecnt    0.007295\n",
      "45    structuretaxvaluedollarcnt    0.008398\n",
      "5            buildingclasstypeid    0.008780\n",
      "2                   basementsqft    0.009987\n",
      "24             lotsizesquarefeet    0.010309\n",
      "15           finishedsquarefeet6    0.010878\n",
      "36                       roomcnt    0.014551\n",
      "23                     longitude    0.015859\n",
      "19                  garagecarcnt    0.017301\n",
      "20               garagetotalsqft    0.020888\n",
      "3                    bathroomcnt    0.025788\n",
      "18                   fullbathcnt    0.026632\n",
      "7              calculatedbathnbr    0.028789\n",
      "4                     bedroomcnt    0.031603\n",
      "10  calculatedfinishedsquarefeet    0.040233\n",
      "11          finishedsquarefeet12    0.043625\n",
      "8                     decktypeid         NaN\n",
      "25                       poolcnt         NaN\n",
      "27                  pooltypeid10         NaN\n",
      "28                   pooltypeid2         NaN\n",
      "29                   pooltypeid7         NaN\n",
      "37                   storytypeid         NaN\n",
      "47                assessmentyear         NaN\n"
     ]
    }
   ],
   "source": [
    "# Fill missing values with mean\n",
    "mean_values = train.mean(axis=0)\n",
    "train_new = train.fillna(mean_values, inplace=True)\n",
    "\n",
    "# Calculate correlation coefficient between (all properties and target column logerror).\n",
    "# Select columns except logerror and which are float64\n",
    "colNames = [colName for colName in train_new.columns if colName not in ['logerror'] if train_new[colName].dtype=='float64']\n",
    "\n",
    "# Calculate correlation of colNames with logerror\n",
    "corrValues = []\n",
    "for col in colNames:\n",
    "    corrValues.append(np.corrcoef(train_new[col].values, train_new['logerror'].values)[0,1]) # np.corref returns correlation matrix\n",
    "corrDF = pd.DataFrame({'colNames':colNames, 'corrValues':corrValues})\n",
    "corrDF = corrDF.sort_values(by='corrValues')\n",
    "print(corrDF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                        colNames  corrValues\n",
      "50            taxdelinquencyyear   -0.019361\n",
      "33                regionidcounty   -0.016475\n",
      "22                      latitude   -0.011713\n",
      "13          finishedsquarefeet15   -0.010099\n",
      "20               garagetotalsqft    0.020888\n",
      "3                    bathroomcnt    0.025788\n",
      "18                   fullbathcnt    0.026632\n",
      "7              calculatedbathnbr    0.028789\n",
      "4                     bedroomcnt    0.031603\n",
      "10  calculatedfinishedsquarefeet    0.040233\n",
      "11          finishedsquarefeet12    0.043625\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dexter\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:1: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n",
      "  if __name__ == '__main__':\n"
     ]
    }
   ],
   "source": [
    "corrDF_sel = corrDF.ix[(corrDF['corrValues']>0.02) | (corrDF['corrValues']<-0.01)]\n",
    "print(corrDF_sel)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Heatmap of important features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAIhCAYAAABJ8G73AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15aff930400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrDF_sel_cols = corrDF_sel['colNames'].tolist()\n",
    "tmpDF = train[corrDF_sel_cols]\n",
    "corrMat = tmpDF.corr(method='spearman')\n",
    "f, ax = plt.subplots(figsize=(8, 8))\n",
    "\n",
    "# Draw the heatmap using seaborn\n",
    "sns.heatmap(corrMat, vmax=1., square=True)\n",
    "plt.title(\"Important variables Heat map\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Correlation graph of the important features after removing redundant features.\n",
    "Seems the range of logerror narrows down with increase in finished square feet 12 variable. Probably larger houses are easy to predict."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dexter\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:7: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n",
      "C:\\Users\\dexter\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:179: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self._setitem_with_indexer(indexer, value)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAswAAALJCAYAAACgHHWpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAMCAwAwAAAAYEJgBAAAAg/8fUkGrf5oc1+MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15aa8fdbe48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Finished SquareFeet 12\n",
    "\n",
    "color = sns.color_palette()\n",
    "col = \"finishedsquarefeet12\"\n",
    "ulimit = np.percentile(train[col].values, 99.5)\n",
    "llimit = np.percentile(train[col].values, 0.5)\n",
    "train[col].ix[train[col]>ulimit] = ulimit\n",
    "train[col].ix[train[col]<llimit] = llimit\n",
    "\n",
    "plt.figure(figsize=(12,12))\n",
    "#sns.jointplot(x=train.finishedsquarefeet12.values, y=train.logerror.values, size=10, color=color[4])\n",
    "plt.scatter(x=train.finishedsquarefeet12.values, y=train.logerror.values,)\n",
    "plt.ylabel('Log Error', fontsize=12)\n",
    "plt.xlabel('Finished Square Feet 12', fontsize=12)\n",
    "plt.title(\"Finished square feet 12 Vs Log error\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Distribution of transaction dates\n",
    "* As shown in the figure above, there are only some of the transactions after 25.10 in the train set, \n",
    "* because the rest is in the test set (for the public LB)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('2017-01', 7025), ('2017-02', 6412), ('2017-03', 9327), ('2017-04', 8679), ('2017-05', 10487), ('2017-06', 11456), ('2017-07', 9490), ('2017-08', 9936), ('2017-09', 4801)]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAf0AAAF0CAYAAAApc+CYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15aa91e9ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transactiondate = train['transactiondate']\n",
    "\n",
    "#from datetime import datetime\n",
    "#transactiondate = [datetime.strptime(date, '%Y-%m-%d') for date in transactiondate]\n",
    "#print(transactiondate[0].month)\n",
    "\n",
    "from itertools import groupby\n",
    "freq = [(k, len(list(group))) for k, group in groupby(sorted(transactiondate), \n",
    "                                                                 key=lambda x: (x.split('-')[0]+'-'+x.split('-')[1]))]\n",
    "\n",
    "print(freq)\n",
    "plt.bar(range(len(freq)), [val[1] for val in freq], align='center')\n",
    "plt.xticks(range(len(freq)), [val[0] for val in freq])\n",
    "plt.xticks(rotation=70)\n",
    "plt.ylabel('number of transactions')\n",
    "plt.title('Distribution of transactions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# When were the houses built?\n",
    "* Let’s plot the distribution of build year for the houses. \n",
    "* Most houses were built around 1950. There are not many older houses, neither many new houses >2000."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqkAAAHtCAYAAAA6B+cgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIDIdBKhEREREZDoNUIiIiIjKc/w8KYjWqRrIZvwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15aa91f4cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "buildYear = train['yearbuilt']\n",
    "buildYear = [int(x) for x in buildYear]\n",
    "yFreq = [(k,len(list(group))) for k, group in groupby(sorted(buildYear))]\n",
    "\n",
    "fig = plt.figure(figsize=(11,8))\n",
    "ax1 = fig.add_subplot(111)\n",
    "ax1.plot([val[0] for val in yFreq], [val[1] for val in yFreq], label='build year', color='c', marker='o')\n",
    "\n",
    "plt.xlabel('build year')\n",
    "plt.ylabel('number of houses built')\n",
    "plt.title('When were the houses built?')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bathroom count\n",
    "2.279 value in the mean value of bathroom count."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAt0AAAItCAYAAADlpcbrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XtYlVX+///X5qApe5NWdJgSUxMPeUTHnBE8NJrl6ZeI\nJiiamprmucxzaJhIhfaRstFyqjEFj1M25eRkKZmMFSNaOmaeAvtMDqkpGxVE1u+Pxv0RNdS+LLbA\n83FdXpd77Xuv93vdIb24WfveDmOMEQAAAABrfLzdAAAAAFDeEboBAAAAywjdAAAAgGWEbgAAAMAy\nQjcAAABgGaEbAAAAsIzQDeC6EhMTo3r16l32z9tvv+3t9sqUs2fPavz48WratKnCwsJUWFhY5PnD\nhw9fco6bN2+ufv36afv27ddUa9++fdq0aZPn8f3336+FCxeWxDIqnJ9++kmrV6/2dhsASpiftxsA\ngIt169ZNkydPvmTc6XR6oZuya+vWrfrggw+0aNEi1atXTz4+l7/OsnDhQjVp0kTGGJ04cUJvv/22\nHnvsMa1fv1633nrrVdUaOXKkunfvrvbt25fgCiqmF198Ud99950iIyO93QqAEsSVbgDXnRtuuEFB\nQUGX/KlSpYq3WytTTpw4IUlq166d7rjjjl887sYbb1RQUJBuvfVW1a1bV9OnT1dhYaE++uijq67F\n56yVHM4lUD4RugGUOffff78SEhLUuXNntW7dWrt27VJ+fr7mzp2rsLAwhYaGqn///srIyCjyuuXL\nl+sPf/iDmjZtqrFjx2revHmKiYmR9H9bLb788kvP8RePFRYW6o9//KM6dOigZs2aqVevXtq8ebPn\n+LVr1+rBBx/UihUrdP/996tRo0aKjo7W/v37Pce43W7NmjVLv//979W8eXMNGTJEBw4c0LFjx9So\nUSOtX7++SM9PP/20Ro4cednzcPr0ab344ou6//771bhxY/Xu3VtpaWmSpKSkJE2cOFGSVL9+fSUl\nJV31+fX391elSpXkcDg8Yx9++KF69eqlJk2aqGnTpurbt6927twp6ectQZmZmXr55Zd1//33e15z\n5MgRPf74457tLX/84x89zyUlJSkmJkZjxoxRaGio5s+fL0nauHGjIiIi1LRpU7Vv315JSUkqKCjw\nvG7v3r0aOnSofvvb36pVq1Z6+umndezYMc/z9erV06pVq9S3b181btxYXbp0UUZGhpYvX6527dop\nNDRUEyZMUH5+/i+u/9ChQ3r88ccVGhqq1q1ba9q0acrNzZUkFRQU6LXXXtMDDzygxo0bq3v37vrg\ngw+KrKtTp05F5rtw7PzX1IcffqiePXuqUaNG6ty5s+cHnKSkJK1evVqff/656tWrp8OHD1/lfzUA\n1ztCN4AyKTk5WXFxcVq0aJEaNGigp59+Wl988YVeeuklrVmzRq1bt1ZMTIwOHjwoSXrnnXc0Z84c\nDR06VGvXrtUdd9yhN95445pqJiYmau3atXr22Wf17rvvqmfPnho1apS2bdvmOebw4cN67733tGDB\nAq1cuVInTpxQXFyc5/lx48YpLS1NiYmJWrNmjapWrarHHntMLpdL4eHhWrdunefYU6dO6e9//7si\nIiIu28/48eO1fv16zZo1S++8846aNm2qxx57TDt27NDgwYP1zDPPSJK2bNmiwYMHX9Ua8/PztWTJ\nEknSAw88IEnauXOnxo0bp4iICH3wwQdaunSpJGnGjBmSfg6Kd955pwYPHlxkL/KaNWvUrl07/fWv\nf9WAAQM0f/58ffHFF57nP//8c9WoUUN/+ctfFBkZqQ0bNmj06NF66KGH9O677+rpp5/W0qVLFR8f\n7zm3UVFRuvHGG7Vs2TItXLhQe/bs0eDBg3Xu3DnPvPPmzdOwYcP07rvvyul0atiwYdq4caNee+01\nxcfHa8OGDb+4Z/rkyZPq37+/pJ9/SFu0aJG2b9/uOZdz587VkiVLNGHCBK1bt05du3bVhAkT9OGH\nH17V+T3v+eef1/jx4/X++++rQYMGmjRpkk6dOqXBgwerW7duat68ubZs2VLsbygAlDEGAK4j/fv3\nNw0bNjTNmjUr8mfq1KmeYzp06GDGjx/veXzo0CETEhJi9u7dW2SuRx991MyYMcMYY0yvXr3M5MmT\nizwfGRlp+vfvb4wxJisry4SEhJgvvvjC8/yFY2632zRq1Mh88sknReaYNm2aGTx4sDHGmDVr1piQ\nkBCzb98+z/Nvvvmmadq0qTHGmP3795uQkBDzj3/8w/P8sWPHTHx8vPnPf/5jNmzYYO69915z/Phx\nY4wx77zzjrnvvvtMfn7+Jefp22+/NSEhIebTTz8tMt67d28zevRoz+tDQkIuee3F62vSpInnPNev\nX9+EhISYxYsXe47bvXu3SU5OLvLa1atXm/r163sed+zY0SxYsMDzuEOHDmbChAlFXtOiRQvzpz/9\nyRhjzIIFC0y9evXM6dOnPc/36tXrktcsW7bMNGzY0Jw8edIkJCSY9u3bFzkf+/btMyEhIZ7/LiEh\nIWbevHme599++20TEhJiMjMzPWORkZFm5syZlz0nycnJpnnz5iYnJ8czlp6ebpKSkkxOTo5p2LCh\nSUlJKfKasWPHmoiICM+6OnbsWOT5C8fOn/Nly5Z5nv/Xv/5lQkJCzI4dO4wxxkydOtXzdQmg/OCN\nlACuOx07dtSECROKjAUEBBR5XKNGDc/fd+/eLUnq06dPkWPy8/M92wj27dunnj17Fnm+ZcuW+vrr\nr6+qp/379ys/P19jx44t8obEs2fP6pZbbvE8djgcqlmzpuexy+XS2bNnJf28NUKSmjRp4nm+evXq\nnjeNtm/fXk6nUx988IGio6O1bt06devWTf7+/pf0c36u5s2bFxlv0aJFkbuIXI34+Hjde++9kn6+\nur5t2za9+OKLkqShQ4eqQYMGcrlcWrRokfbt26fvvvtO//rXvy65G8rFatWqVeRxYGCgzpw543kc\nFBSkG264wfP422+/1cMPP1zkNb/97W9VUFCgAwcO6Ntvv1Xjxo2LnI86deqoevXq2rt3r+dNnMHB\nwZ7nq1SpIh8fH911112esRtuuOEXt5fs3btXtWvXLvKm3dDQUIWGhmrnzp0qKCi45Jz/9re/1ccf\nf1zsubjYhefmfK3zXycAyidCN4DrjtPpLBJcL6dy5cqev58PYSkpKUVCnCRVqlRJki4Zv/C5X3Lh\nloXzxyYlJV3S24Uh3MfHR35+Rb+1mv++Me7i8Yv5+/urW7du+utf/6pOnTopLS1NTz755GWPvdx6\npJ/3nV+pzsVuvfXWImtq0KCB9u3bpyVLlmjo0KFKS0vTsGHD9Ic//EGhoaHq1auXDh06pNjY2GLn\nvdzdUswFbxK8eA2XW9P5/wZ+fn7FrvnCIH7x+h0OR5H96cUp7txd+DV3cY/Fve7CPennXe4HKcMb\nKIFyjT3dAMq8unXrSpKOHj2qmjVrev68+eab2rhxoyQpJCRE//znP4u87sKr3OdD0Pk3zEk/v6Hu\nvJo1a8rf319HjhwpUuO9997T2rVrr6rPOnXqXFLX7Xbrd7/7nefNmhEREdq+fbtWrVqlOnXqqGHD\nhped65577pGkS9b0z3/+0/Pc/wtjjCcEvvXWW2rTpo1eeuklDRgwQK1bt9b333/vOU7SVYfa4tSp\nU+eS9aSnp8vf31/BwcGqU6eOvvrqqyJXhPft26cTJ054zm1J9HDw4MEiXweffvqp2rdvrxo1asjf\n3/+yPZ4/5/7+/kVeK0nffffdNfVQEucSwPWH0A2gzKtZs6a6dOmiGTNmaPPmzcrMzNT8+fOVkpLi\nCWMjR47U+vXr9dZbb+ngwYNatGiRtmzZ4pnj1ltv1Z133qk333xTBw4c0JdffqmXXnrJE4CqVKmi\nRx99VImJifrggw+UlZWlP//5z3rllVeKbHUpTq1atfSHP/xBs2bN0pdffqn9+/drypQpcrlcni0n\nDRs2VN26dbVo0aJffAOl9PMWiq5du2rmzJnasmWL9u/fr/j4eO3atUsDBgy4pvN34sQJZWdnKzs7\nW//+97+1du1avffee+rRo4ck6fbbb9eePXuUkZGhrKwsLV26VG+99ZYkebZpBAQE6NChQzpy5Mg1\n1b7QiBEjtH79er322ms6dOiQ1q9frwULFqh3795yuVzq37+/cnJyNGXKFH377bf68ssv9dRTT6l+\n/fr63e9+96vrXqh79+4KCAjQlClTtHfvXm3fvl3x8fFq1aqVqlatqkGDBumll17S3/72Nx06dEiL\nFy/Whg0bNGjQIElSs2bNdPToUb355ps6fPiwli9frtTU1GvqISAgQEeOHFFWVtZlr5IDKJsI3QDK\nhdmzZ6tdu3aaOnWqunXrptTUVCUlJXnCWOvWrZWQkKBly5apR48e2r59uzp27Oh5vcPh0PPPP68T\nJ06oR48eio2N1ZNPPllki8S4ceMUFRWl559/Xg899JCSk5P17LPPFhuOLzZ37lw1btxYI0eOVJ8+\nfXT27Fm9/vrrRba6PPzwwyooKFD37t2LnSsuLk7h4eGaOHGiIiIitGPHDi1ZsuSSPcdXMnLkSIWF\nhSksLEydOnXSokWL9Oijj3puOThmzBg1bNhQQ4YMUa9evbRhwwbNnTtXkvTVV19Jkh599FGlpqaq\nR48eV9zr/UvCw8OVkJCgd955R926ddMLL7ygAQMGaNq0aZKkW265RX/605905MgR9erVS0888YQa\nNGigN95447LbNX6NqlWrasmSJXK73erdu7eeeOIJ3XfffZo5c6akn8/FI488ojlz5nhuFzhv3jw9\n9NBDkn7+Ohs9erRee+01de3aVWlpaRozZsw19RAREaFz586pS5cunvcrACj7HIZNZAAqqGnTpikz\nM9NzC7zrRUJCgg4ePFjkvtYAgLKNN1ICwHXi/JaTlJQUvfzyy95uBwBQggjdAHCd2Lhxo5KTkxUT\nE6M2bdp4ux0AQAliewkAAABgGW+kBAAAACwjdAMAAACWlfs93dnZOd5uAQAAABVAUJDrF5/jSjcA\nAABgGaEbAAAAsIzQDQAAAFhG6AYAAAAsI3QDAAAAlhG6AQAAAMsI3QAAAIBlhG4AAADAMkI3AAAA\nYBmhGwAAALCM0A0AAABYRugGAAAALCN0AwAAAJYRugEAAADLCN0AAACAZYRuAAAAwDJCNwAAAGAZ\noRsAAACwjNANAAAAWObn7QZQfhxYG2Vt7toRydbmBgAAsI0r3QAAAIBlhG4AAADAMkI3AAAAYBmh\nGwAAALCM0A0AAABYRugGAAAALCN0AwAAAJYRugEAAADLCN0AAACAZYRuAAAAwDJCNwAAAGAZoRsA\nAACwjNANAAAAWEboBgAAACwjdAMAAACWEboBAAAAywjdAAAAgGV+tiY+d+6cpk+froMHD8rhcGjW\nrFmqXLmyJk+eLIfDobp16yo2NlY+Pj5auXKlUlJS5OfnpxEjRqhDhw46c+aMJk6cqKNHjyogIEAJ\nCQm66aablJGRoeeee06+vr4KCwvTqFGjbC0BAAAAKBHWrnR/8sknkqSUlBSNGzdO8+fPV3x8vMaN\nG6fly5fLGKONGzcqOztbS5cuVUpKipYsWaJ58+YpPz9fycnJCgkJ0fLly/Xwww9r4cKFkqTY2Fgl\nJiYqOTlZO3bs0O7du20tAQAAACgR1kJ3x44dFRcXJ0n63//9XwUGBmrXrl1q1aqVJKlt27baunWr\ndu7cqebNm6tSpUpyuVwKDg7Wnj17lJ6ervDwcM+xaWlpcrvdys/PV3BwsBwOh8LCwrR161ZbSwAA\nAABKhLXtJZLk5+enSZMm6e9//7sWLFigzz77TA6HQ5IUEBCgnJwcud1uuVwuz2sCAgLkdruLjF94\nrNPpLHJsVlZWsT1Ur15Vfn6+FlaHix2wOHdQkOvKBwEAAFynrIZuSUpISNBTTz2lPn36KC8vzzOe\nm5urwMBAOZ1O5ebmFhl3uVxFxos7NjAwsNj6x4+fKuEVwRuys3O83QIAAECxirtIaG17yTvvvKNF\nixZJkqpUqSKHw6FGjRpp27ZtkqTU1FS1bNlSTZo0UXp6uvLy8pSTk6P9+/crJCREoaGh2rx5s+fY\nFi1ayOl0yt/fX5mZmTLGaMuWLWrZsqWtJQAAAAAlwmGMMTYmPnXqlKZMmaIff/xRBQUFGjp0qOrU\nqaMZM2bo7Nmzql27tmbPni1fX1+tXLlSK1askDFGw4cPV+fOnXX69GlNmjRJ2dnZ8vf3V2JiooKC\ngpSRkaE5c+bo3LlzCgsL0/jx44vtgyukpefA2ihrc9eOSLY2NwAAQEko7kq3tdB9vSB0lx5CNwAA\nqMi8sr0EAAAAwM8I3QAAAIBlhG4AAADAMkI3AAAAYBmhGwAAALCM0A0AAABYRugGAAAALCN0AwAA\nAJYRugEAAADLCN0AAACAZYRuAAAAwDJCNwAAAGAZoRsAAACwjNANAAAAWEboBgAAACwjdAMAAACW\nEboBAAAAywjdAAAAgGWEbgAAAMAyQjcAAABgGaEbAAAAsIzQDQAAAFhG6AYAAAAsI3QDAAAAlhG6\nAQAAAMsI3QAAAIBlhG4AAADAMkI3AAAAYBmhGwAAALCM0A0AAABYRugGAAAALCN0AwAAAJYRugEA\nAADLCN0AAACAZYRuAAAAwDJCNwAAAGAZoRsAAACwjNANAAAAWEboBgAAACwjdAMAAACWEboBAAAA\nywjdAAAAgGWEbgAAAMAyQjcAAABgGaEbAAAAsIzQDQAAAFhG6AYAAAAsI3QDAAAAlhG6AQAAAMsI\n3QAAAIBlhG4AAADAMkI3AAAAYBmhGwAAALCM0A0AAABYRugGAAAALCN0AwAAAJYRugEAAADLCN0A\nAACAZX42Jj179qymTp2q77//Xvn5+RoxYoTuuOMODR8+XHfffbckKSoqSl26dNHKlSuVkpIiPz8/\njRgxQh06dNCZM2c0ceJEHT16VAEBAUpISNBNN92kjIwMPffcc/L19VVYWJhGjRplo30AAACgRFkJ\n3evWrVO1atX0wgsv6KefftLDDz+sJ554QoMGDdLgwYM9x2VnZ2vp0qVas2aN8vLyFB0drTZt2ig5\nOVkhISEaPXq03n//fS1cuFDTp09XbGyskpKSVKNGDQ0bNky7d+9Ww4YNbSwBAAAAKDFWtpc8+OCD\nGjt2rCTJGCNfX199/fXX2rRpk/r166epU6fK7XZr586dat68uSpVqiSXy6Xg4GDt2bNH6enpCg8P\nlyS1bdtWaWlpcrvdys/PV3BwsBwOh8LCwrR161Yb7QMAAAAlysqV7oCAAEmS2+3WmDFjNG7cOOXn\n56t3795q1KiRXn31Vb3yyiuqX7++XC5Xkde53W653W7PeEBAgHJycuR2u+V0Ooscm5WVdcVeqlev\nKj8/3xJeIS7ngMW5g4JcVz4IAADgOmUldEvSv//9bz3xxBOKjo5W9+7ddfLkSQUGBkqSOnXqpLi4\nOLVs2VK5ubme1+Tm5srlcsnpdHrGc3NzFRgYWGTswvErOX78VAmvDN6QnZ3j7RYAAACKVdxFQivb\nS3788UcNHjxYEydOVGRkpCRpyJAh2rlzpyQpLS1N9957r5o0aaL09HTl5eUpJydH+/fvV0hIiEJD\nQ7V582ZJUmpqqlq0aCGn0yl/f39lZmbKGKMtW7aoZcuWNtoHAAAASpTDGGNKetLZs2dr/fr1ql27\ntmds3LhxeuGFF+Tv769bbrlFcXFxcjqdWrlypVasWCFjjIYPH67OnTvr9OnTmjRpkrKzs+Xv76/E\nxEQFBQUpIyNDc+bM0blz5xQWFqbx48dfsReukJaeA2ujrM1dOyLZ2twAAAAlobgr3VZC9/WE0F16\nCN0AAKAiK/XtJQAAAAD+D6EbAAAAsIzQDQAAAFhG6AYAAAAsI3QDAAAAlhG6AQAAAMsI3QAAAIBl\nhG4AAADAMkI3AAAAYBmhGwAAALCM0A0AAABYRugGAAAALCN0AwAAAJYRugEAAADLCN0AAACAZYRu\nAAAAwDJCNwAAAGAZoRsAAACwjNANAAAAWEboBgAAACwjdAMAAACWEboBAAAAywjdAAAAgGWEbgAA\nAMAyQjcAAABgGaEbAAAAsIzQDQAAAFhG6AYAAAAsI3QDAAAAlhG6AQAAAMsI3QAAAIBlhG4AAADA\nMkI3AAAAYBmhGwAAALCM0A0AAABYRugGAAAALCN0AwAAAJYRugEAAADLCN0AAACAZYRuAAAAwDJC\nNwAAAGAZoRsAAACwjNANAAAAWEboBgAAACwjdAMAAACWEboBAAAAywjdAAAAgGWEbgAAAMAyQjcA\nAABgGaEbAAAAsIzQDQAAAFhG6AYAAAAsI3QDAAAAlhG6AQAAAMsI3QAAAIBlhG4AAADAMkI3AAAA\nYJmfjUnPnj2rqVOn6vvvv1d+fr5GjBihe+65R5MnT5bD4VDdunUVGxsrHx8frVy5UikpKfLz89OI\nESPUoUMHnTlzRhMnTtTRo0cVEBCghIQE3XTTTcrIyNBzzz0nX19fhYWFadSoUTbaBwAAAEqUlSvd\n69atU7Vq1bR8+XK9/vrriouLU3x8vMaNG6fly5fLGKONGzcqOztbS5cuVUpKipYsWaJ58+YpPz9f\nycnJCgkJ0fLly/Xwww9r4cKFkqTY2FglJiYqOTlZO3bs0O7du220DwAAAJQoK6H7wQcf1NixYyVJ\nxhj5+vpq165datWqlSSpbdu22rp1q3bu3KnmzZurUqVKcrlcCg4O1p49e5Senq7w8HDPsWlpaXK7\n3crPz1dwcLAcDofCwsK0detWG+0DAAAAJcrK9pKAgABJktvt1pgxYzRu3DglJCTI4XB4ns/JyZHb\n7ZbL5SryOrfbXWT8wmOdTmeRY7Oysq7YS/XqVeXn51uSy8MvOGBx7qAg15UPAgAAuE5ZCd2S9O9/\n/1tPPPGEoqOj1b17d73wwgue53JzcxUYGCin06nc3Nwi4y6Xq8h4cccGBgZesY/jx0+V4KrgLdnZ\nOd5uAQAAoFjFXSS0sr3kxx9/1ODBgzVx4kRFRkZKkho2bKht27ZJklJTU9WyZUs1adJE6enpysvL\nU05Ojvbv36+QkBCFhoZq8+bNnmNbtGghp9Mpf39/ZWZmyhijLVu2qGXLljbaBwAAAEqUwxhjSnrS\n2bNna/369apdu7ZnbNq0aZo9e7bOnj2r2rVra/bs2fL19dXKlSu1YsUKGWM0fPhwde7cWadPn9ak\nSZOUnZ0tf39/JSYmKigoSBkZGZozZ47OnTunsLAwjR8//oq9cIW09BxYG2Vt7toRydbmBgAAKAnF\nXem2ErqvJ4Tu0kPoBgAAFVmpby8BAAAA8H8I3QAAAIBlhG4AAADAMkI3AAAAYBmhGwAAALCM0A0A\nAABYRugGAAAALCN0AwAAAJYRugEAAADLCN0AAACAZYRuAAAAwDJCNwAAAGAZoRsAAACwjNANAAAA\nWEboBgAAACwjdAMAAACWEboBAAAAywjdAAAAgGWEbgAAAMAyQjcAAABgGaEbAAAAsIzQDQAAAFhG\n6AYAAAAsI3QDAAAAlhG6AQAAAMsI3QAAAIBlhG4AAADAsqsK3VOnTr1kbPTo0SXeDAAAAFAe+RX3\nZGxsrI4cOaL09HQdO3bMM15QUKADBw5Ybw4AAAAoD4oN3ZGRkfr222/1zTffqHPnzp5xX19fNW/e\n3HpzAAAAQHlQbOhu3LixGjdurN///ve6/fbbS6snABdZ8WGktbkf6bza2twAAOBnxYbu8zIzMzVx\n4kSdOHFCxhjP+HvvvWetMQAAAKC8uKrQ/eyzz6pXr15q2LChHA6H7Z4AAACAcuWqQre/v78GDRpk\nuxcAAACgXLqqWwbWrVtX33zzje1eAAAAgHLpqq50Z2VlqVevXvrNb36jypUre8bZ0w0AAABc2VWF\n7vHjx9vuAwAAACi3rip0h4SE2O4DAAAAKLeuKnS3bt1aDodDxhjP3UuCgoKUmppqtTkAAACgPLiq\n0L1nzx7P38+ePasNGzYUGQMAAADwy67q7iUX8vf3V9euXfXZZ5/Z6AcAAAAod67qSvdPP/3k+bsx\nRl9//bVOnjxprSkAAACgPLnmPd2SdPPNN2vatGlWGwMAAADKi2ve0w0AAADg2lxV6C4sLNSSJUuU\nmpqqgoICtWnTRo8//rj8/K7q5QAAAECFdlVvpExMTNQ//vEPDRw4UIMGDdL27dv1/PPP2+4NAAAA\nKBeu6lL1p59+qjVr1sjf31+S1L59e/Xo0UNTp0612hwAAABQHlzVlW5jjCdwS1KlSpWKPAYAAADw\ny64qdNevX19z5sxRZmamMjMzNWfOHD4aHgAAALhKVxW6Y2NjdfLkSfXt21d9+vTR8ePHNWPGDNu9\nAQAAAOVCsaE7Pz9fkyZN0j/+8Q/NnTtXW7duVZMmTeTr6yun01laPQIAAABlWrGhe8GCBXK73Wre\nvLlnLC4uTidPnlRSUpL15gAAAIDyoNjQvWnTJiUmJurmm2/2jN122216/vnn9dFHH1lvDgAAACgP\nig3d/v7+uuGGGy4ZdzqdqlSpkrWmAAAAgPKk2NDt4+Mjt9t9ybjb7VZBQYG1pgAAAIDypNjQ3a1b\nN02fPl2nTp3yjJ06dUrTp0/XAw88YL05AAAAoDwoNnQPHDhQLpdLbdq0UZ8+fRQZGak2bdooMDBQ\nTzzxRGn1CAAAAJRpxX4MvI+Pj+Li4jR8+HDt3r1bPj4+aty4sW677bbS6g8AAAAo84oN3efddddd\nuuuuu6558h07dujFF1/U0qVLtXv3bg0fPlx33323JCkqKkpdunTRypUrlZKSIj8/P40YMUIdOnTQ\nmTNnNHHiRB09elQBAQFKSEjQTTfdpIyMDD333HPy9fVVWFiYRo0adc09AQAAAKXtqkL3r/Haa69p\n3bp1qlKliiRp165dGjRokAYPHuw5Jjs7W0uXLtWaNWuUl5en6OhotWnTRsnJyQoJCdHo0aP1/vvv\na+HChZo+fbpiY2OVlJSkGjVqaNiwYdq9e7caNmxoawkAAABAibiqj4H/NYKDg4t8gM7XX3+tTZs2\nqV+/fppDGc3XAAAgAElEQVQ6darcbrd27typ5s2bq1KlSnK5XAoODtaePXuUnp6u8PBwSVLbtm2V\nlpYmt9ut/Px8BQcHy+FwKCwsTFu3brXVPgAAAFBirF3p7ty5sw4fPux53KRJE/Xu3VuNGjXSq6++\nqldeeUX169eXy+XyHBMQECC32y232+0ZDwgIUE5Ojtxud5GPng8ICFBWVtYV+6hevar8/HxLcGX4\nJQcszh0U5LryQfhVOLcAANhnLXRfrFOnTgoMDPT8PS4uTi1btlRubq7nmNzcXLlcLjmdTs94bm6u\nAgMDi4xdOH4lx4+fuuIxuP5lZ+d4u4Vyi3MLAEDJKO5ClrXtJRcbMmSIdu7cKUlKS0vTvffeqyZN\nmig9PV15eXnKycnR/v37FRISotDQUG3evFmSlJqaqhYtWsjpdMrf31+ZmZkyxmjLli1q2bJlabUP\nAAAA/GqldqV75syZiouLk7+/v2655RbFxcXJ6XQqJiZG0dHRMsZo/Pjxqly5sqKiojRp0iRFRUXJ\n399fiYmJkqRZs2bpqaee0rlz5xQWFqamTZuWVvsAAADAr+YwxhhvN2ETvzovPQfWRlmbu3ZEsrW5\ny4IVH0Zam/uRzqutzQ0AQEVyXWwvAQAAACoqQjcAAABgGaEbAAAAsIzQDQAAAFhG6AYAAAAsI3QD\nAAAAlhG6AQAAAMsI3QAAAIBlhG4AAADAMkI3AAAAYBmhGwAAALCM0A0AAABYRugGAAAALCN0AwAA\nAJYRugEAAADLCN0AAACAZYRuAAAAwDJCNwAAAGAZoRsAAACwjNANAAAAWEboBgAAACwjdAMAAACW\n+Xm7gfKucPWrVuf3iRxhdX4AAAD8v+NKNwAAAGAZoRsAAACwjNANAAAAWEboBgAAACwjdAMAAACW\nEboBAAAAywjdAAAAgGWEbgAAAMAyQjcAAABgGaEbAAAAsIzQDQAAAFhG6AYAAAAsI3QDAAAAlhG6\nAQAAAMsI3QAAAIBlhG4AAADAMkI3AAAAYBmhGwAAALCM0A0AAABYRugGAAAALCN0AwAAAJYRugEA\nAADLCN0AAACAZYRuAAAAwDJCNwAAAGAZoRsAAACwjNANAAAAWEboBgAAACwjdAMAAACWEboBAAAA\nywjdAAAAgGWEbgAAAMAyQjcAAABgGaEbAAAAsMxq6N6xY4diYmIkSd99952ioqIUHR2t2NhYFRYW\nSpJWrlypiIgI9enTR5988okk6cyZMxo9erSio6M1dOhQHTt2TJKUkZGh3r17q2/fvnr55Zdttg4A\nAACUGGuh+7XXXtP06dOVl5cnSYqPj9e4ceO0fPlyGWO0ceNGZWdna+nSpUpJSdGSJUs0b9485efn\nKzk5WSEhIVq+fLkefvhhLVy4UJIUGxurxMREJScna8eOHdq9e7et9gEAAIASYy10BwcHKykpyfN4\n165datWqlSSpbdu22rp1q3bu3KnmzZurUqVKcrlcCg4O1p49e5Senq7w8HDPsWlpaXK73crPz1dw\ncLAcDofCwsK0detWW+0DAAAAJcbP1sSdO3fW4cOHPY+NMXI4HJKkgIAA5eTkyO12y+VyeY4JCAiQ\n2+0uMn7hsU6ns8ixWVlZV+yjevWq8vPzLallXbMjlucPCnJd+aBScsDi3NfTOssbzi0AAPZZC90X\n8/H5v4vqubm5CgwMlNPpVG5ubpFxl8tVZLy4YwMDA69Y9/jxUyW4iutPdnaOt1soFRVlnd7AuQUA\noGQUdyGr1O5e0rBhQ23btk2SlJqaqpYtW6pJkyZKT09XXl6ecnJytH//foWEhCg0NFSbN2/2HNui\nRQs5nU75+/srMzNTxhht2bJFLVu2LK32AQAAgF+t1K50T5o0STNmzNC8efNUu3Ztde7cWb6+voqJ\niVF0dLSMMRo/frwqV66sqKgoTZo0SVFRUfL391diYqIkadasWXrqqad07tw5hYWFqWnTpqXVPgAA\nAPCrOYwxxttN2OTtX50Xrn7V6vw+kSOszn8tDqyNsjZ37Yhka3OXBSs+jLQ29yOdV1ubGwCAiuS6\n2F4CAAAAVFSEbgAAAMAyQjcAAABgGaEbAAAAsIzQDQAAAFhG6AYAAAAsI3QDAAAAlhG6AQAAAMsI\n3QAAAIBlhG4AAADAMkI3AAAAYBmhGwAAALCM0A0AAABYRugGAAAALCN0AwAAAJYRugEAAADLCN0A\nAACAZYRuAAAAwDJCNwAAAGAZoRsAAACwjNANAAAAWEboBgAAACwjdAMAAACWEboBAAAAywjdAAAA\ngGWEbgAAAMAyQjcAAABgGaEbAAAAsIzQDQAAAFhG6AYAAAAsI3QDAAAAlhG6AQAAAMsI3QAAAIBl\nhG4AAADAMkI3AAAAYBmhGwAAALCM0A0AAABYRugGAAAALCN0AwAAAJYRugEAAADL/LzdAFDWbHg/\n0trcD3RdbW1uAADgPVzpBgAAACwjdAMAAACWEboBAAAAywjdAAAAgGWEbgAAAMAyQjcAAABgGaEb\nAAAAsIzQDQAAAFhG6AYAAAAsI3QDAAAAlhG6AQAAAMsI3QAAAIBlhG4AAADAMkI3AAAAYBmhGwAA\nALCM0A0AAABYRugGAAAALPMr7YI9e/aU0+mUJN111116/PHHNXnyZDkcDtWtW1exsbHy8fHRypUr\nlZKSIj8/P40YMUIdOnTQmTNnNHHiRB09elQBAQFKSEjQTTfdVNpLAAAAAK5JqYbuvLw8GWO0dOlS\nz9jjjz+ucePG6b777tMzzzyjjRs3qlmzZlq6dKnWrFmjvLw8RUdHq02bNkpOTlZISIhGjx6t999/\nXwsXLtT06dNLcwkAAADANSvV7SV79uzR6dOnNXjwYA0YMEAZGRnatWuXWrVqJUlq27attm7dqp07\nd6p58+aqVKmSXC6XgoODtWfPHqWnpys8PNxzbFpaWmm2DwAAAPwqpXql+4YbbtCQIUPUu3dvHTp0\nSEOHDpUxRg6HQ5IUEBCgnJwcud1uuVwuz+sCAgLkdruLjJ8/9kqqV68qPz9fOwu6Ckcszx8U5Lry\nQaXkgMW5r6d12uSNdVaUcwsAgDeVauiuVauWatasKYfDoVq1aqlatWratWuX5/nc3FwFBgbK6XQq\nNze3yLjL5Soyfv7YKzl+/FTJL+Q6kp195R88ygPWWb5qAgBQHhV3IatUt5esXr1ac+fOlSQdOXJE\nbrdbbdq00bZt2yRJqampatmypZo0aaL09HTl5eUpJydH+/fvV0hIiEJDQ7V582bPsS1atCjN9gEA\nAIBfpVSvdEdGRmrKlCmKioqSw+HQnDlzVL16dc2YMUPz5s1T7dq11blzZ/n6+iomJkbR0dEyxmj8\n+PGqXLmyoqKiNGnSJEVFRcnf31+JiYml2T4AAADwq5Rq6K5UqdJlg/Lbb799yVifPn3Up0+fImNV\nqlTRggULrPUHAAAA2MCH4wAAAACWEboBAAAAywjdAAAAgGWEbgAAAMAyQjcAAABgGaEbAAAAsIzQ\nDQAAAFhG6AYAAAAsI3QDAAAAlhG6AQAAAMsI3QAAAIBlhG4AAADAMkI3AAAAYBmhGwAAALCM0A0A\nAABYRugGAAAALCN0AwAAAJb5ebsBADhvQFo/a3P/+XfLrM0NAMCVcKUbAAAAsIzQDQAAAFhG6AYA\nAAAsI3QDAAAAlhG6AQAAAMsI3QAAAIBlhG4AAADAMkI3AAAAYBmhGwAAALCM0A0AAABYRugGAAAA\nLCN0AwAAAJYRugEAAADLCN0AAACAZYRuAAAAwDJCNwAAAGAZoRsAAACwjNANAAAAWEboBgAAACwj\ndAMAAACWEboBAAAAywjdAAAAgGWEbgAAAMAyQjcAAABgmZ+3G0DJy02OsTp/QNRSq/MDAACUN1zp\nBgAAACwjdAMAAACWEboBAAAAywjdAAAAgGW8kRLAZS34pLe1ucd0WGVt7rLg0U/fsDr/m+GDrM4P\nALh2XOkGAAAALCN0AwAAAJYRugEAAADL2NMNoEIbuOVFq/O/FfaU1fkBAGUDV7oBAAAAyyrWle7V\n79qdP/L/szs/AAAAyiSudAMAAACWVawr3QCAUjVo89+szf1GuwetzQ0AJY0r3QAAAIBlhG4AAADA\nsjK3vaSwsFAzZ87UN998o0qVKmn27NmqWbOmt9sCgOvaoNQ1Vud/o20vq/MDQFlX5kL3Rx99pPz8\nfK1YsUIZGRmaO3euXn31VW+3BQCowIanfm1t7kVtG1mb+1ot35Jrbe7osABrcwPXgzIXutPT0xUe\nHi5Jatasmb7+2t43Olz/vlz3iLW5W/ZYYW1uAPY8tvkza3O/3q6Ntbmv1ahPs63N/XJ4kLW5y4J9\nH5yxOv89XW64ZOxEyimrNW/sW9Xq/LgyhzHGeLuJazFt2jQ98MADateunSSpffv2+uijj+TnV+Z+\nfgAAAEAFUebeSOl0OpWb+3+/3iosLCRwAwAA4LpW5kJ3aGioUlNTJUkZGRkKCQnxckcAAABA8crc\n9pLzdy/Zu3evjDGaM2eO6tSp4+22AAAAgF9U5kI3AAAAUNaUue0lAAAAQFlD6AYAAAAsI3QDAAAA\nlhG6AQAAAMt8Z86cOdPbTVwvjh07ptTUVGVkZOjw4cNyuVwKCOBjaUuCt89tfHy855NMbTl06JCq\nVasmSdq8ebPWr1+v06dPq2bNmlbreuPcemOtFWWdUumvlXWWr3VKFWetFWWdKB8I3f+1atUqzZ07\nVw6HQ3l5efruu++0ePFiFRYWqnHjxlZrl/dvUt44t3379tXq1au1evVqrVq1Sp999pk+/vhjrV69\nWpGRkVZqjhkzRj179tTixYu1YcMG1atXTxs2bND+/fvVqlUrKzW99XVb2mutKOuUvLNW1lm+1ilV\nnLVWlHVerLCwUA6Ho1RqUbMEGRhjjHnkkUdMfn5+kbG8vDwTERFhte7KlStNr169zJw5c8z//M//\nmDlz5piePXua5cuXW6sZExNjjDFm0aJFZtiwYWbZsmVm9OjRJikpyUo9b5zbdevWmYEDB5q9e/ea\nrKws06dPH3P48GFz+PBhazXPn9eoqChz9uxZY4wxhYWFJjo62lpNb33dlvZaK8o6jfHOWlln+Vqn\nMRVnrRVlncYYk5mZaUaMGGHCw8NNhw4dTLt27czQoUPNgQMHqFlGavL56f9VUFCgvLw8+fv7e8bO\nnDlj/SesNWvWKDk5uUjd/Px8RUVFKSoqymrtTZs26c9//rP8/PwUFRWl/v37a9SoUSVexxvntnv3\n7qpTp45eeOEFTZ48WZUrV9add95prZ70828sdu/eraCgILndblWrVk1nzpxRXl6etZre+rot7bVW\nlHVK3lkr6yxf65Qqzloryjoladq0aXryySfVtGlTz1hGRoamTJmilJQUapaBmoTu/xo5cqQiIiJU\ns2ZNuVwuud1ufffdd5oyZYrVuhXhm5S3zm3Dhg2VkJCg6dOn6/jx41ZrSVJkZKTeeOMNffvtt1q2\nbJkGDhyobt26acKECdZqeuvclvZaK8o6Je+slXWWr3VKFWetFWWd0s8X5C4MhZLUrFkzapahmnwi\n5QUKCgq0f/9+ud1uOZ1O1alTR35+dn8u+fjjjzV37tzL/uNt3769lZpvvvmmdu3apV27dqlr165F\nvkn16NHDSk1vnNvzCgsL9fXXX6tJkyalUu9C59drkzfP7YVsr7WirFO6PtbKOkvO9bBOqeKstbyu\nMzY2Vvn5+QoPD5fL5VJubq42b96sSpUqadasWdQsAzUJ3VewatUq9e7d22qNivJN6mI2z21mZqZm\nzZqlAwcO6D//+Y/uvfde1ahRQ5MnT1ZQUJCVmr+kNL6Groea3qhbUdZJTWqW5brULBnGGH300UdK\nT0/3/D87NDRUnTp1svbbcWqWbE22l1xGYWGhfHx+voV5lSpVrNfz8/NTvXr1ioyV9jcMp9NZ6jVt\nnttZs2Zp+vTpqlWrljIyMrRx40Z17txZ06ZN0+LFi63VvZzS+Bo678yZM/Lx8SnVmt6oe/ToUd18\n882lvs7SrltYWKjs7GwFBQWV65rSz9veqlevXu5q/tIFDdvr9FbdC+Xn56uwsLBc1zTGeEKZ7ZoO\nh0OdOnVSp06dioz/8MMPuv3226lZBmry4Tj/lZWVpZEjR6pt27bq2LGj2rdvr2HDhunee+/1Sj+l\nHSZs1vz444/VoUMHderUSR988IFnfOXKlVbqST//D6dWrVqSft6X9c9//lONGjXSyZMnrdX0xjr3\n7dunkSNHasqUKdq6dau6dOmiLl26qGrVqtZqeqPuwYMHi/wZMWKEDh48aP3fpzfqTp06VZK0Y8cO\nde7cWaNGjVK3bt101113lauaa9as0csvv6xdu3bpwQcf1KBBg/Tggw+qevXq5apmmzZttGrVqkvG\nu3XrZq2mt+oePHhQY8aM0ZNPPqmMjAx1795dXbt2tfoeJW/UzMzM1JAhQ9ShQwc1atRIffr00ZNP\nPqn77rvPWs3izJ8/n5plpWaJ3gulDIuJiTEZGRlFxrZv324eeeQRL3VUfvTu3dv89NNP5tixYyYm\nJsasXbvWGGNM//79rdWcMGGCmTFjhvn73/9upk2bZubMmWM++eQT8+ijj1qr6Y11RkdHm23btpm1\na9eaFi1amB9//NHk5ORY/7ot7brt2rUznTt3NjExMaZ///6mZcuWpn///p7bhdnijbrn5x44cKA5\nePCgMcaYH374wfTr169c1YyIiDC5ublmwIABntty/fDDD1Zvu+aNmn369DGzZs0yMTExZtu2bdbq\nXA91+/XrZz777DPzt7/9zbRq1cr88MMPJjc31/Tp06dc1Rw8eLDn62f79u3mxRdfNF999ZUZOnSo\ntZooH9he8l/eeLesJMXExOjs2bNFxsx/f11l69Y4pV3T399fN954oyRp4cKFGjhwoO644w6rVyLi\n4+M9H4rTtGlT9erVSzt37tS8efOs1fTGOgsLCz0fALFt2zbdfPPNkmT9PQGlXXfNmjWKjY1VVFSU\n2rRpo5iYGC1dutRKreuhriT5+vrq7rvvliTddtttKiwsLFc1/f39VbVqVQUEBKhGjRqemjb/vXij\nZuXKlfXMM8/oq6++0uLFixUXF6fWrVurRo0aGjBgQLmqW1BQoN///vcyxmjevHm67bbbJNn9fuSN\nmhf/JvWFF17Qk08+afU3qed99NFHSktLU05OjgIDA9WiRQs9+OCDpf4BMjYVFhbq448/lsvlUv36\n9RUfHy8fHx9NmDBBt9xyi7W6mzZtkp+fn1q1aqW5c+fq5MmTmjBhgn7zm9+UWA1C93/Vq1dPU6ZM\nueSdqxfvtS5pTz31lKZPn65XXnlFvr6+Vmt5q+add96p+Ph4jR07Vk6nUy+//LKGDBli/RtUmzZt\n1K9fP23btk1vvPGG7rnnHqu/RvbGOmvVqqVp06YpLi5Oc+fOlSQtXrzY6jcmb9S9+eab9dJLLykh\nIUFfffWVlRrXS123262IiAidOnVKq1atUo8ePTR37twS/cZ/PdS8//77NWLECIWEhGj48OEKDw/X\np59+qtatW5ermua/9ypo3LixkpKSlJOToy+++EIHDx60VtNbde+8806NHz9e586dU0BAgObPny+n\n02n1zeveqHnXXXfpmWeeUdu2bbVp0yY1atRImzZtsr4tdNasWSosLFTbtm0VEBCg3NxcpaamasuW\nLXruuees1FyxYsUvPvfII49YqTlt2jRJUnZ2tn766Sc98sgjCggI0PTp0/XHP/7RWs28vDzl5uYq\nKSlJPXr00G233aYZM2ZoyZIlJVaHu5f8l/HCu2XPe/3111WzZs1LNvCXl5oFBQVat26dHnroIc83\npR9//FGLFi3y/OMqaWPHjlV4eLhOnDihrVu3Kjw8XOnp6brjjjs8+1dLmjfWef6KQMeOHT1j7777\nrh544AGr/wPwVl1JWrt2rdauXau3337bah1v1s3Pz9eePXt0ww036O6779aaNWsUGRlZ5H7+5aHm\n559/ri1btuj48eOqVq2aWrRoYe1Wqd6q+Ze//EU9e/a0Nv/1VLegoECbN2/W3XffrYCAAL355pu6\n8cYbNXDgQGvv9/BGzfz8fK1atUr79u1TgwYN1KtXL3311VeqWbOm1Qs7/fv3v+z3n759+1r7zXh8\nfLw++eSTy95O2MaH6UlSdHS0li9frvz8fHXv3l0ffvihJGngwIF66623rNTs16+fli1bJmOMunbt\n6nlfVon/dtNb+1oAm85/BHD//v09Hw1sjDGRkZHeagkAgF8tKirKfPHFF0XGPv/8c6vvGzLGmMce\ne8zs2LHDao0LRUVFmS+//NIYY8z3339vjDHm0KFDpm/fvtZq9unTx6Smppp3333XtGrVyuzbt8/8\n8MMPJV6T7SUot7KyslS3bl1lZWWpVq1aysrK8nZLAAD8KnPnzlV8fLwmTJggY4x8fHzUsGFDxcXF\nWa2bkJCgU6dOWa1xoWeffVbz589XaGioZ4vb3Llz9fTTT1urOXPmTL3yyitq0KCBnnnmGcXExKha\ntWolfm7ZXoJyaefOnXrmmWdUrVo1ZWRkKDg4WKdOndLs2bOt7t8EAAC4HEI3yrWDBw969m7WqFHD\n6v5UAABsudydx84rL3c7+6Wa55X1moRulEuHDh3SvHnzVKlSJY0aNcpzG7TY2FjNmjXLu80BAHCN\nduzY8Yt3HrvzzjupWQZq+s6cOXNmic0GXCdGjx6tgQMH6p577tG0adPUvHlzBQUF6U9/+pMiIiK8\n3R4AANfk9ttv16lTp1RQUKBmzZopMDDQ84eaZaMmV7pRLl14m58DBw5o9OjRev311zVp0iT9+c9/\n9nJ3AACgovHxdgOADX5+fvr444917tw51a5dWzNmzNDw4cP1448/ers1AABQARG6US7NmTNHGzZs\nUE5OjiSpdevWmjp1Km+kBAAAXsH2EpRLBw4cUO3atb3dBgAAgCSudKOc6tatm1566aVfvAUQAABA\naSJ0o1xq0aKFXC6XIiMj9Ze//EX5+fnebgkAAFRghG6USw6HQ0OGDNGiRYv0zTffqHv37ho5cqTi\n4+O93RoAAKiA2NONcunCWwbq/2/vbmOyrPs/jr9BgUxb9sAZBRIPGpE6ilxbDihXlpVErWmWSlmr\ndG6EzaUu59IYbLUKiYrRusFipN3MMtkkLKY+ofC2WYY3MG9KcRFJyo0I14MWu7y6+u//3/54zON4\nvx4d53HuOM/PyaPPfvvy+/HnCVrNzc20tLQwbdq0AJNJkqQosnQrlLZu3Up2dnbQMSRJkgAYHnQA\naSiMGDECgP7+fmpqavjxxx8ZP348M2fO/NsRr5IkSUPNmW6FUllZGQAvv/wyP/30E1OnTuXw4cMU\nFRUFnEySJEWRK90KtT179lBdXQ3Arbfeyty5cwNOJEmSosiVboXSL7/8wldffcVll13G0aNHAThx\n4gTd3d0BJ5MkSVFk6VYoLVmyhL1793Lu3Dnq6+vp7Oxk1qxZLFq0KOhokiQpgty9RJIkSRpiznQr\nlNrb23n11VfZsWMH3d3dXHnllWRmZrJgwQJGjhwZdDxJkhQxrnQrlBYuXMicOXPIzMxk8+bNHDt2\njJSUFGprayktLQ06niRJihhnuhVKHR0d3HLLLSQkJHDPPfewZcsW7rzzTo4fPx50NEmSFEGOlyiU\nRo4cSWVlJTk5OWzevJmkpCR27doVdCxJkhRRjpcolH7//XcqKio4ePAg6enpPPXUUzQ1NZGamsq4\nceOCjidJkiLG0q1I2LZtG1lZWUHHkCRJEeV4iUJp7dq1571+7733mDdvHgAPPfRQEJEkSVKEWboV\nSn8diPPX6nZvby8nT54MOJUkSYoqx0sUSgMDA5SWlhIbG0tBQQH5+fl88MEHQceSJEkRZelWqG3a\ntIkvv/yStra2v42cSJIkXSiOlyjU7rrrLlJTU/niiy+CjiJJkiLMw3EUWg0NDWzbto1rrrmGM2fO\nsHjxYn7++eegY0mSpAhyvESh9Pzzz9PT08Pp06dpb2/nvvvuY+zYsdTU1PDOO+8EHU+SJEWM4yUK\npdbWVqqrqxkYGODee+9l9uzZAFRVVQWcTJIkRZGlW6HU19fH1q1b+e233/j11185ePAgo0aNoq+v\nL+hokiQpghwvUSjt27eP8vJy0tPTSUlJobi4mNGjR1NUVERmZmbQ8SRJUsRYuhV6AwMDxMTEBB1D\nkiRFmOMlCqXDhw+zcuVKDh06RFtbG+PHjyc5OZmlS5cyZsyYoONJkqSIcaVbofTEE0+wfPlyUlNT\n2bVrF/X19UybNo2ysjIqKyuDjidJkiLGfboVSn/88QepqakA3HDDDezcuZMJEyZw6tSpgJNJkqQo\ncrxEoZSUlMSKFSvIycmhoaGBCRMm0NDQwIgRI4KOJkmSIsjxEoVSb28vH3/8MQcOHCA9PZ0HH3yQ\n77//npSUFK644oqg40mSpIixdCu0vvnmGxISEpg8efLgvfr6eu64444AU0mSpCiydCuUXnjhBTo7\nO+nr66Orq4vy8nLi4+PJz89nzZo1QceTJEkR4z9SKpSam5t55ZVXWL16NdnZ2RQWFgJ/7tktSZJ0\noVm6FUp9fX309vYCMHfuXFJSUigqKgo4lSRJiipLt0IpPz+f6dOn097eDsBzzz1Hd3c327dvDziZ\nJEmKIme6FVo9PT3Ex8efdwT8Dz/8wPXXXx9gKkmSFEWudCu0EhISzivcAHv37g0ojSRJijJLtyLF\nw3EkSVIQLN0Kpa+//popU6YwdepUamtrB++vW7cuwFSSJCmqPAZeoVRRUcH69evp7+/nmWeeoaen\nhwceeMAtAyVJUiAs3QqluLg4Lr/8cgDefPNNHn30URITE/824y1JknQhOF6iULr66qspKSnhzJkz\njBo1ivLyclatWsWhQ4eCjiZJkiLI0q1QKi4uJi0tbXBlOzExkTVr1nD33XcHnEySJEWR+3RLkiRJ\nQ/jtEQ8AAAO+SURBVMyVbkmSJGmIWbolSZKkIWbplqSLzNGjR0lPTycvL4+8vDxyc3OZMWMG27dv\n/x+f27NnDytWrACgsbGR6dOnX4i4kiTcMlCSLkqXXHIJn3/++eDr2tpali1bRl1d3T8+c+DAAU6c\nOHEh4kmS/oOlW5JCoKOjgzFjxtDf309xcTG7d+/m9OnTDAwMUFRUxFVXXUVZWRmdnZ0sW7aM+++/\nnzNnzrBo0SIOHTpET08PRUVFTJo0iaVLl9LR0cGRI0e47bbbmD9/PitXrmTfvn3ExMSQnZ3Ns88+\ny/Dhw2lqauKll16iq6uLuLg4CgsLycnJ4bPPPqOuro7u7m6OHTtGYmIis2fP5sMPP6S1tZV58+bx\n+OOPB/1nk6QLxtItSReh7u5u8vLyADh16hQnT57kjTfeYPfu3bS1tbF27VpiY2OprKzk7bffpqKi\ngoKCAjZt2kRJSQmNjY0cP36c1157jYyMDN5//31ef/11qqqqBj9/48aNACxZsoTRo0ezYcMGzp49\ny4IFC3j33XeZMWMGBQUFvPXWW2RkZLB//37mzJnDJ598AkBTUxMbNmxg7Nix5ObmsnHjRqqqqmhu\nbmbmzJk89thjxMY65SgpGizdknQR+s/xkh07dvDkk0+yfv16CgsL+eijjzhy5AiNjY2MHDnyv35G\ncnIyGRkZAFx33XV8+umng+/ddNNNg9dbtmyhpqaGmJgY4uPjmTVrFlVVVaSlpTFu3LjBz7j22mvJ\nzMzk22+/JSYmhokTJ5KYmAhAUlISWVlZxMbGkpycTE9PD11dXf+YTZLCxiUGSQqBzMxMUlNTaWpq\n4umnnwbg9ttv5+GHH/7HZ+Li4gavY2Ji+PdjGy699NLB6/7+/vOe6+/vp6+v72/3AQYGBujr6wMg\nPj7+vPeGD3edR1J0WbolKQRaWlpobW2ltraWKVOm8MgjjzBx4kTq6+s5d+4cAMOGDRssxP8XWVlZ\nVFdXMzAwQG9vL+vWrWPy5MlkZGTQ0tLCnj17ANi/fz/fffcdN9988//rb5OkMHDZQZIuQv8+0w1/\nrj6vWrWKtLQ0Fi9eTG5uLsOGDWPSpEnU1dXR39/PjTfeSGlpKQsXLiQ/P/9//V3Lly+nqKiI3Nxc\nzp49S3Z2NvPnzyc+Pp7Vq1fz4osv0t3dTUxMDCUlJaSmprJz586h+NmSdNHyGHhJkiRpiDleIkmS\nJA0xS7ckSZI0xCzdkiRJ0hCzdEuSJElDzNItSZIkDTFLtyRJkjTELN2SJEnSELN0S5IkSUPsXwdX\nDdD36ToJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15aa911ee80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "sns.countplot(x=\"bathroomcnt\", data=train)\n",
    "plt.ylabel('Count', fontsize=12)\n",
    "plt.xlabel('Bathroom', fontsize=12)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.title(\"Frequency of Bathroom count\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAItCAYAAAAZsO0hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFiXKl/oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15aaca66be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "sns.boxplot(x=\"bathroomcnt\", y=\"logerror\", data=train)\n",
    "plt.ylabel('Log error', fontsize=12)\n",
    "plt.xlabel('Bathroom Count', fontsize=12)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.ylim(-0.5,0.5)\n",
    "plt.title(\"How log error changes with bathroom count?\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bedroom count\n",
    "3.053 is the mean value of bedroom count."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAt0AAAItCAYAAADlpcbrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6uIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15aacad5198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "sns.countplot(x=\"bedroomcnt\", data=train)\n",
    "plt.ylabel('Frequency', fontsize=12)\n",
    "plt.xlabel('Bedroom Count', fontsize=12)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.title(\"Frequency of Bedroom count\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dexter\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:1: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n",
      "  if __name__ == '__main__':\n",
      "C:\\Users\\dexter\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:179: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self._setitem_with_indexer(indexer, value)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAHfCAYAAABwAk+uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzNsD5T5L46wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15aad4f3160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train['bedroomcnt'].ix[train['bedroomcnt']>7] = 7\n",
    "plt.figure(figsize=(12,8))\n",
    "sns.violinplot(x='bedroomcnt', y='logerror', data=train)\n",
    "plt.xlabel('Bedroom count', fontsize=12)\n",
    "plt.ylabel('Log Error', fontsize=12)\n",
    "plt.ylim(-0.7,0.7)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}