Dominando o Pandas (Parte 1).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dominando o Pandas (Parte 1) - www.minerandodados.com.br  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dataset = pd.read_csv('C:\\scripts\\minerandodados\\Pandas - Data Science\\housesalesprediction\\kc_house_data.csv', sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>price</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>sqft_lot</th>\n",
       "      <th>floors</th>\n",
       "      <th>waterfront</th>\n",
       "      <th>view</th>\n",
       "      <th>...</th>\n",
       "      <th>grade</th>\n",
       "      <th>sqft_above</th>\n",
       "      <th>sqft_basement</th>\n",
       "      <th>yr_built</th>\n",
       "      <th>yr_renovated</th>\n",
       "      <th>zipcode</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7129300520</td>\n",
       "      <td>20141013T000000</td>\n",
       "      <td>221900.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1180</td>\n",
       "      <td>5650</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1180</td>\n",
       "      <td>0</td>\n",
       "      <td>1955</td>\n",
       "      <td>0</td>\n",
       "      <td>98178</td>\n",
       "      <td>47.5112</td>\n",
       "      <td>-122.257</td>\n",
       "      <td>1340</td>\n",
       "      <td>5650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6414100192</td>\n",
       "      <td>20141209T000000</td>\n",
       "      <td>538000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2570</td>\n",
       "      <td>7242</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>2170</td>\n",
       "      <td>400</td>\n",
       "      <td>1951</td>\n",
       "      <td>1991</td>\n",
       "      <td>98125</td>\n",
       "      <td>47.7210</td>\n",
       "      <td>-122.319</td>\n",
       "      <td>1690</td>\n",
       "      <td>7639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5631500400</td>\n",
       "      <td>20150225T000000</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>770</td>\n",
       "      <td>10000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>770</td>\n",
       "      <td>0</td>\n",
       "      <td>1933</td>\n",
       "      <td>0</td>\n",
       "      <td>98028</td>\n",
       "      <td>47.7379</td>\n",
       "      <td>-122.233</td>\n",
       "      <td>2720</td>\n",
       "      <td>8062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2487200875</td>\n",
       "      <td>20141209T000000</td>\n",
       "      <td>604000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1960</td>\n",
       "      <td>5000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1050</td>\n",
       "      <td>910</td>\n",
       "      <td>1965</td>\n",
       "      <td>0</td>\n",
       "      <td>98136</td>\n",
       "      <td>47.5208</td>\n",
       "      <td>-122.393</td>\n",
       "      <td>1360</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1954400510</td>\n",
       "      <td>20150218T000000</td>\n",
       "      <td>510000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1680</td>\n",
       "      <td>8080</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1680</td>\n",
       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>0</td>\n",
       "      <td>98074</td>\n",
       "      <td>47.6168</td>\n",
       "      <td>-122.045</td>\n",
       "      <td>1800</td>\n",
       "      <td>7503</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id             date     price  bedrooms  bathrooms  sqft_living  \\\n",
       "0  7129300520  20141013T000000  221900.0       3.0       1.00         1180   \n",
       "1  6414100192  20141209T000000  538000.0       3.0       2.25         2570   \n",
       "2  5631500400  20150225T000000  180000.0       2.0       1.00          770   \n",
       "3  2487200875  20141209T000000  604000.0       4.0       3.00         1960   \n",
       "4  1954400510  20150218T000000  510000.0       3.0       2.00         1680   \n",
       "\n",
       "   sqft_lot  floors  waterfront  view     ...      grade  sqft_above  \\\n",
       "0      5650     1.0           0     0     ...          7        1180   \n",
       "1      7242     2.0           0     0     ...          7        2170   \n",
       "2     10000     1.0           0     0     ...          6         770   \n",
       "3      5000     1.0           0     0     ...          7        1050   \n",
       "4      8080     1.0           0     0     ...          8        1680   \n",
       "\n",
       "   sqft_basement  yr_built  yr_renovated  zipcode      lat     long  \\\n",
       "0              0      1955             0    98178  47.5112 -122.257   \n",
       "1            400      1951          1991    98125  47.7210 -122.319   \n",
       "2              0      1933             0    98028  47.7379 -122.233   \n",
       "3            910      1965             0    98136  47.5208 -122.393   \n",
       "4              0      1987             0    98074  47.6168 -122.045   \n",
       "\n",
       "   sqft_living15  sqft_lot15  \n",
       "0           1340        5650  \n",
       "1           1690        7639  \n",
       "2           2720        8062  \n",
       "3           1360        5000  \n",
       "4           1800        7503  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u'id', u'date', u'price', u'bedrooms', u'bathrooms', u'sqft_living',\n",
       "       u'sqft_lot', u'floors', u'waterfront', u'view', u'condition', u'grade',\n",
       "       u'sqft_above', u'sqft_basement', u'yr_built', u'yr_renovated',\n",
       "       u'zipcode', u'lat', u'long', u'sqft_living15', u'sqft_lot15'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id               21613\n",
       "date             21613\n",
       "price            21613\n",
       "bedrooms         21609\n",
       "bathrooms        21613\n",
       "sqft_living      21613\n",
       "sqft_lot         21613\n",
       "floors           21612\n",
       "waterfront       21613\n",
       "view             21613\n",
       "condition        21613\n",
       "grade            21613\n",
       "sqft_above       21613\n",
       "sqft_basement    21613\n",
       "yr_built         21613\n",
       "yr_renovated     21613\n",
       "zipcode          21613\n",
       "lat              21613\n",
       "long             21613\n",
       "sqft_living15    21613\n",
       "sqft_lot15       21613\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>price</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>sqft_lot</th>\n",
       "      <th>floors</th>\n",
       "      <th>waterfront</th>\n",
       "      <th>view</th>\n",
       "      <th>condition</th>\n",
       "      <th>grade</th>\n",
       "      <th>sqft_above</th>\n",
       "      <th>sqft_basement</th>\n",
       "      <th>yr_built</th>\n",
       "      <th>yr_renovated</th>\n",
       "      <th>zipcode</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.161300e+04</td>\n",
       "      <td>2.161300e+04</td>\n",
       "      <td>21609.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>2.161300e+04</td>\n",
       "      <td>21612.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.580302e+09</td>\n",
       "      <td>5.400881e+05</td>\n",
       "      <td>3.370910</td>\n",
       "      <td>2.114757</td>\n",
       "      <td>2079.899736</td>\n",
       "      <td>1.510697e+04</td>\n",
       "      <td>1.494332</td>\n",
       "      <td>0.007542</td>\n",
       "      <td>0.234303</td>\n",
       "      <td>3.409430</td>\n",
       "      <td>7.656873</td>\n",
       "      <td>1788.390691</td>\n",
       "      <td>291.509045</td>\n",
       "      <td>1971.005136</td>\n",
       "      <td>84.402258</td>\n",
       "      <td>98077.939805</td>\n",
       "      <td>47.560053</td>\n",
       "      <td>-122.213896</td>\n",
       "      <td>1986.552492</td>\n",
       "      <td>12768.455652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.876566e+09</td>\n",
       "      <td>3.671272e+05</td>\n",
       "      <td>0.930084</td>\n",
       "      <td>0.770163</td>\n",
       "      <td>918.440897</td>\n",
       "      <td>4.142051e+04</td>\n",
       "      <td>0.539991</td>\n",
       "      <td>0.086517</td>\n",
       "      <td>0.766318</td>\n",
       "      <td>0.650743</td>\n",
       "      <td>1.175459</td>\n",
       "      <td>828.090978</td>\n",
       "      <td>442.575043</td>\n",
       "      <td>29.373411</td>\n",
       "      <td>401.679240</td>\n",
       "      <td>53.505026</td>\n",
       "      <td>0.138564</td>\n",
       "      <td>0.140828</td>\n",
       "      <td>685.391304</td>\n",
       "      <td>27304.179631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000102e+06</td>\n",
       "      <td>7.500000e+04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>290.000000</td>\n",
       "      <td>5.200000e+02</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>290.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1900.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98001.000000</td>\n",
       "      <td>47.155900</td>\n",
       "      <td>-122.519000</td>\n",
       "      <td>399.000000</td>\n",
       "      <td>651.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.123049e+09</td>\n",
       "      <td>3.219500e+05</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>1427.000000</td>\n",
       "      <td>5.040000e+03</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1190.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1951.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98033.000000</td>\n",
       "      <td>47.471000</td>\n",
       "      <td>-122.328000</td>\n",
       "      <td>1490.000000</td>\n",
       "      <td>5100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.904930e+09</td>\n",
       "      <td>4.500000e+05</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>1910.000000</td>\n",
       "      <td>7.618000e+03</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1560.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1975.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98065.000000</td>\n",
       "      <td>47.571800</td>\n",
       "      <td>-122.230000</td>\n",
       "      <td>1840.000000</td>\n",
       "      <td>7620.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.308900e+09</td>\n",
       "      <td>6.450000e+05</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>2550.000000</td>\n",
       "      <td>1.068800e+04</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2210.000000</td>\n",
       "      <td>560.000000</td>\n",
       "      <td>1997.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98118.000000</td>\n",
       "      <td>47.678000</td>\n",
       "      <td>-122.125000</td>\n",
       "      <td>2360.000000</td>\n",
       "      <td>10083.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9.900000e+09</td>\n",
       "      <td>7.700000e+06</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>13540.000000</td>\n",
       "      <td>1.651359e+06</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>9410.000000</td>\n",
       "      <td>4820.000000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>98199.000000</td>\n",
       "      <td>47.777600</td>\n",
       "      <td>-121.315000</td>\n",
       "      <td>6210.000000</td>\n",
       "      <td>871200.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id         price      bedrooms     bathrooms   sqft_living  \\\n",
       "count  2.161300e+04  2.161300e+04  21609.000000  21613.000000  21613.000000   \n",
       "mean   4.580302e+09  5.400881e+05      3.370910      2.114757   2079.899736   \n",
       "std    2.876566e+09  3.671272e+05      0.930084      0.770163    918.440897   \n",
       "min    1.000102e+06  7.500000e+04      0.000000      0.000000    290.000000   \n",
       "25%    2.123049e+09  3.219500e+05      3.000000      1.750000   1427.000000   \n",
       "50%    3.904930e+09  4.500000e+05      3.000000      2.250000   1910.000000   \n",
       "75%    7.308900e+09  6.450000e+05      4.000000      2.500000   2550.000000   \n",
       "max    9.900000e+09  7.700000e+06     33.000000      8.000000  13540.000000   \n",
       "\n",
       "           sqft_lot        floors    waterfront          view     condition  \\\n",
       "count  2.161300e+04  21612.000000  21613.000000  21613.000000  21613.000000   \n",
       "mean   1.510697e+04      1.494332      0.007542      0.234303      3.409430   \n",
       "std    4.142051e+04      0.539991      0.086517      0.766318      0.650743   \n",
       "min    5.200000e+02      1.000000      0.000000      0.000000      1.000000   \n",
       "25%    5.040000e+03      1.000000      0.000000      0.000000      3.000000   \n",
       "50%    7.618000e+03      1.500000      0.000000      0.000000      3.000000   \n",
       "75%    1.068800e+04      2.000000      0.000000      0.000000      4.000000   \n",
       "max    1.651359e+06      3.500000      1.000000      4.000000      5.000000   \n",
       "\n",
       "              grade    sqft_above  sqft_basement      yr_built  yr_renovated  \\\n",
       "count  21613.000000  21613.000000   21613.000000  21613.000000  21613.000000   \n",
       "mean       7.656873   1788.390691     291.509045   1971.005136     84.402258   \n",
       "std        1.175459    828.090978     442.575043     29.373411    401.679240   \n",
       "min        1.000000    290.000000       0.000000   1900.000000      0.000000   \n",
       "25%        7.000000   1190.000000       0.000000   1951.000000      0.000000   \n",
       "50%        7.000000   1560.000000       0.000000   1975.000000      0.000000   \n",
       "75%        8.000000   2210.000000     560.000000   1997.000000      0.000000   \n",
       "max       13.000000   9410.000000    4820.000000   2015.000000   2015.000000   \n",
       "\n",
       "            zipcode           lat          long  sqft_living15     sqft_lot15  \n",
       "count  21613.000000  21613.000000  21613.000000   21613.000000   21613.000000  \n",
       "mean   98077.939805     47.560053   -122.213896    1986.552492   12768.455652  \n",
       "std       53.505026      0.138564      0.140828     685.391304   27304.179631  \n",
       "min    98001.000000     47.155900   -122.519000     399.000000     651.000000  \n",
       "25%    98033.000000     47.471000   -122.328000    1490.000000    5100.000000  \n",
       "50%    98065.000000     47.571800   -122.230000    1840.000000    7620.000000  \n",
       "75%    98118.000000     47.678000   -122.125000    2360.000000   10083.000000  \n",
       "max    98199.000000     47.777600   -121.315000    6210.000000  871200.000000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.0     9822\n",
       "4.0     6881\n",
       "2.0     2759\n",
       "5.0     1601\n",
       "6.0      272\n",
       "1.0      199\n",
       "7.0       38\n",
       "8.0       13\n",
       "0.0       13\n",
       "9.0        6\n",
       "10.0       3\n",
       "11.0       1\n",
       "33.0       1\n",
       "Name: bedrooms, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.value_counts(dataset['bedrooms'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>price</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>sqft_lot</th>\n",
       "      <th>floors</th>\n",
       "      <th>waterfront</th>\n",
       "      <th>view</th>\n",
       "      <th>...</th>\n",
       "      <th>grade</th>\n",
       "      <th>sqft_above</th>\n",
       "      <th>sqft_basement</th>\n",
       "      <th>yr_built</th>\n",
       "      <th>yr_renovated</th>\n",
       "      <th>zipcode</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7129300520</td>\n",
       "      <td>20141013T000000</td>\n",
       "      <td>221900.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1180</td>\n",
       "      <td>5650</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1180</td>\n",
       "      <td>0</td>\n",
       "      <td>1955</td>\n",
       "      <td>0</td>\n",
       "      <td>98178</td>\n",
       "      <td>47.5112</td>\n",
       "      <td>-122.257</td>\n",
       "      <td>1340</td>\n",
       "      <td>5650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6414100192</td>\n",
       "      <td>20141209T000000</td>\n",
       "      <td>538000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2570</td>\n",
       "      <td>7242</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>2170</td>\n",
       "      <td>400</td>\n",
       "      <td>1951</td>\n",
       "      <td>1991</td>\n",
       "      <td>98125</td>\n",
       "      <td>47.7210</td>\n",
       "      <td>-122.319</td>\n",
       "      <td>1690</td>\n",
       "      <td>7639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1954400510</td>\n",
       "      <td>20150218T000000</td>\n",
       "      <td>510000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1680</td>\n",
       "      <td>8080</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1680</td>\n",
       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>0</td>\n",
       "      <td>98074</td>\n",
       "      <td>47.6168</td>\n",
       "      <td>-122.045</td>\n",
       "      <td>1800</td>\n",
       "      <td>7503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1321400060</td>\n",
       "      <td>20140627T000000</td>\n",
       "      <td>257500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1715</td>\n",
       "      <td>6819</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1715</td>\n",
       "      <td>0</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "      <td>98003</td>\n",
       "      <td>47.3097</td>\n",
       "      <td>-122.327</td>\n",
       "      <td>2238</td>\n",
       "      <td>6819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2008000270</td>\n",
       "      <td>20150115T000000</td>\n",
       "      <td>291850.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1060</td>\n",
       "      <td>9711</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1060</td>\n",
       "      <td>0</td>\n",
       "      <td>1963</td>\n",
       "      <td>0</td>\n",
       "      <td>98198</td>\n",
       "      <td>47.4095</td>\n",
       "      <td>-122.315</td>\n",
       "      <td>1650</td>\n",
       "      <td>9711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2414600126</td>\n",
       "      <td>20150415T000000</td>\n",
       "      <td>229500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1780</td>\n",
       "      <td>7470</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1050</td>\n",
       "      <td>730</td>\n",
       "      <td>1960</td>\n",
       "      <td>0</td>\n",
       "      <td>98146</td>\n",
       "      <td>47.5123</td>\n",
       "      <td>-122.337</td>\n",
       "      <td>1780</td>\n",
       "      <td>8113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3793500160</td>\n",
       "      <td>20150312T000000</td>\n",
       "      <td>323000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1890</td>\n",
       "      <td>6560</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1890</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>98038</td>\n",
       "      <td>47.3684</td>\n",
       "      <td>-122.031</td>\n",
       "      <td>2390</td>\n",
       "      <td>7570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1736800520</td>\n",
       "      <td>20150403T000000</td>\n",
       "      <td>662500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3560</td>\n",
       "      <td>9796</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1860</td>\n",
       "      <td>1700</td>\n",
       "      <td>1965</td>\n",
       "      <td>0</td>\n",
       "      <td>98007</td>\n",
       "      <td>47.6007</td>\n",
       "      <td>-122.145</td>\n",
       "      <td>2210</td>\n",
       "      <td>8925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>114101516</td>\n",
       "      <td>20140528T000000</td>\n",
       "      <td>310000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1430</td>\n",
       "      <td>19901</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1430</td>\n",
       "      <td>0</td>\n",
       "      <td>1927</td>\n",
       "      <td>0</td>\n",
       "      <td>98028</td>\n",
       "      <td>47.7558</td>\n",
       "      <td>-122.229</td>\n",
       "      <td>1780</td>\n",
       "      <td>12697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6054650070</td>\n",
       "      <td>20141007T000000</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1370</td>\n",
       "      <td>9680</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1370</td>\n",
       "      <td>0</td>\n",
       "      <td>1977</td>\n",
       "      <td>0</td>\n",
       "      <td>98074</td>\n",
       "      <td>47.6127</td>\n",
       "      <td>-122.045</td>\n",
       "      <td>1370</td>\n",
       "      <td>10208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1875500060</td>\n",
       "      <td>20140731T000000</td>\n",
       "      <td>395000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1890</td>\n",
       "      <td>14040</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1890</td>\n",
       "      <td>0</td>\n",
       "      <td>1994</td>\n",
       "      <td>0</td>\n",
       "      <td>98019</td>\n",
       "      <td>47.7277</td>\n",
       "      <td>-121.962</td>\n",
       "      <td>1890</td>\n",
       "      <td>14018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>7983200060</td>\n",
       "      <td>20150424T000000</td>\n",
       "      <td>230000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1250</td>\n",
       "      <td>9774</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1250</td>\n",
       "      <td>0</td>\n",
       "      <td>1969</td>\n",
       "      <td>0</td>\n",
       "      <td>98003</td>\n",
       "      <td>47.3343</td>\n",
       "      <td>-122.306</td>\n",
       "      <td>1280</td>\n",
       "      <td>8850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2524049179</td>\n",
       "      <td>20140826T000000</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.75</td>\n",
       "      <td>3050</td>\n",
       "      <td>44867</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2330</td>\n",
       "      <td>720</td>\n",
       "      <td>1968</td>\n",
       "      <td>0</td>\n",
       "      <td>98040</td>\n",
       "      <td>47.5316</td>\n",
       "      <td>-122.233</td>\n",
       "      <td>4110</td>\n",
       "      <td>20336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3814700200</td>\n",
       "      <td>20141120T000000</td>\n",
       "      <td>329000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2450</td>\n",
       "      <td>6500</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2450</td>\n",
       "      <td>0</td>\n",
       "      <td>1985</td>\n",
       "      <td>0</td>\n",
       "      <td>98030</td>\n",
       "      <td>47.3739</td>\n",
       "      <td>-122.172</td>\n",
       "      <td>2200</td>\n",
       "      <td>6865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1202000200</td>\n",
       "      <td>20141103T000000</td>\n",
       "      <td>233000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1710</td>\n",
       "      <td>4697</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>1710</td>\n",
       "      <td>0</td>\n",
       "      <td>1941</td>\n",
       "      <td>0</td>\n",
       "      <td>98002</td>\n",
       "      <td>47.3048</td>\n",
       "      <td>-122.218</td>\n",
       "      <td>1030</td>\n",
       "      <td>4705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1794500383</td>\n",
       "      <td>20140626T000000</td>\n",
       "      <td>937000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>2450</td>\n",
       "      <td>2691</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1750</td>\n",
       "      <td>700</td>\n",
       "      <td>1915</td>\n",
       "      <td>0</td>\n",
       "      <td>98119</td>\n",
       "      <td>47.6386</td>\n",
       "      <td>-122.360</td>\n",
       "      <td>1760</td>\n",
       "      <td>3573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3303700376</td>\n",
       "      <td>20141201T000000</td>\n",
       "      <td>667000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1400</td>\n",
       "      <td>1581</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1400</td>\n",
       "      <td>0</td>\n",
       "      <td>1909</td>\n",
       "      <td>0</td>\n",
       "      <td>98112</td>\n",
       "      <td>47.6221</td>\n",
       "      <td>-122.314</td>\n",
       "      <td>1860</td>\n",
       "      <td>3861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5101402488</td>\n",
       "      <td>20140624T000000</td>\n",
       "      <td>438000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1520</td>\n",
       "      <td>6380</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>790</td>\n",
       "      <td>730</td>\n",
       "      <td>1948</td>\n",
       "      <td>0</td>\n",
       "      <td>98115</td>\n",
       "      <td>47.6950</td>\n",
       "      <td>-122.304</td>\n",
       "      <td>1520</td>\n",
       "      <td>6235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>8562750320</td>\n",
       "      <td>20141110T000000</td>\n",
       "      <td>580500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2320</td>\n",
       "      <td>3980</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2320</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>98027</td>\n",
       "      <td>47.5391</td>\n",
       "      <td>-122.070</td>\n",
       "      <td>2580</td>\n",
       "      <td>3980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>7589200193</td>\n",
       "      <td>20141110T000000</td>\n",
       "      <td>535000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1090</td>\n",
       "      <td>3000</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1090</td>\n",
       "      <td>0</td>\n",
       "      <td>1929</td>\n",
       "      <td>0</td>\n",
       "      <td>98117</td>\n",
       "      <td>47.6889</td>\n",
       "      <td>-122.375</td>\n",
       "      <td>1570</td>\n",
       "      <td>5080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>9547205180</td>\n",
       "      <td>20140613T000000</td>\n",
       "      <td>696000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2300</td>\n",
       "      <td>3060</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1510</td>\n",
       "      <td>790</td>\n",
       "      <td>1930</td>\n",
       "      <td>2002</td>\n",
       "      <td>98115</td>\n",
       "      <td>47.6827</td>\n",
       "      <td>-122.310</td>\n",
       "      <td>1590</td>\n",
       "      <td>3264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>9270200160</td>\n",
       "      <td>20141028T000000</td>\n",
       "      <td>685000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1570</td>\n",
       "      <td>2280</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1570</td>\n",
       "      <td>0</td>\n",
       "      <td>1922</td>\n",
       "      <td>0</td>\n",
       "      <td>98119</td>\n",
       "      <td>47.6413</td>\n",
       "      <td>-122.364</td>\n",
       "      <td>1580</td>\n",
       "      <td>2640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1432701230</td>\n",
       "      <td>20140729T000000</td>\n",
       "      <td>309000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1280</td>\n",
       "      <td>9656</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>920</td>\n",
       "      <td>360</td>\n",
       "      <td>1959</td>\n",
       "      <td>0</td>\n",
       "      <td>98058</td>\n",
       "      <td>47.4485</td>\n",
       "      <td>-122.175</td>\n",
       "      <td>1340</td>\n",
       "      <td>8808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>8035350320</td>\n",
       "      <td>20140718T000000</td>\n",
       "      <td>488000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3160</td>\n",
       "      <td>13603</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>3160</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>98019</td>\n",
       "      <td>47.7443</td>\n",
       "      <td>-121.977</td>\n",
       "      <td>3050</td>\n",
       "      <td>9232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>9215400105</td>\n",
       "      <td>20150428T000000</td>\n",
       "      <td>450000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1250</td>\n",
       "      <td>5963</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1250</td>\n",
       "      <td>0</td>\n",
       "      <td>1953</td>\n",
       "      <td>0</td>\n",
       "      <td>98115</td>\n",
       "      <td>47.6796</td>\n",
       "      <td>-122.301</td>\n",
       "      <td>970</td>\n",
       "      <td>5100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>822039084</td>\n",
       "      <td>20150311T000000</td>\n",
       "      <td>1350000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2753</td>\n",
       "      <td>65005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2165</td>\n",
       "      <td>588</td>\n",
       "      <td>1953</td>\n",
       "      <td>0</td>\n",
       "      <td>98070</td>\n",
       "      <td>47.4041</td>\n",
       "      <td>-122.451</td>\n",
       "      <td>2680</td>\n",
       "      <td>72513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>5245600105</td>\n",
       "      <td>20140916T000000</td>\n",
       "      <td>228000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1190</td>\n",
       "      <td>9199</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1190</td>\n",
       "      <td>0</td>\n",
       "      <td>1955</td>\n",
       "      <td>0</td>\n",
       "      <td>98148</td>\n",
       "      <td>47.4258</td>\n",
       "      <td>-122.322</td>\n",
       "      <td>1190</td>\n",
       "      <td>9364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>7518505990</td>\n",
       "      <td>20141231T000000</td>\n",
       "      <td>600000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1410</td>\n",
       "      <td>4080</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1000</td>\n",
       "      <td>410</td>\n",
       "      <td>1950</td>\n",
       "      <td>0</td>\n",
       "      <td>98117</td>\n",
       "      <td>47.6808</td>\n",
       "      <td>-122.384</td>\n",
       "      <td>1410</td>\n",
       "      <td>4080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1516000055</td>\n",
       "      <td>20141210T000000</td>\n",
       "      <td>650000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2150</td>\n",
       "      <td>21235</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1590</td>\n",
       "      <td>560</td>\n",
       "      <td>1959</td>\n",
       "      <td>0</td>\n",
       "      <td>98166</td>\n",
       "      <td>47.4336</td>\n",
       "      <td>-122.339</td>\n",
       "      <td>2570</td>\n",
       "      <td>18900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>9558200045</td>\n",
       "      <td>20140828T000000</td>\n",
       "      <td>289000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1260</td>\n",
       "      <td>8400</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1260</td>\n",
       "      <td>0</td>\n",
       "      <td>1954</td>\n",
       "      <td>0</td>\n",
       "      <td>98148</td>\n",
       "      <td>47.4366</td>\n",
       "      <td>-122.335</td>\n",
       "      <td>1290</td>\n",
       "      <td>8750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21544</th>\n",
       "      <td>8562770720</td>\n",
       "      <td>20150423T000000</td>\n",
       "      <td>589999.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2140</td>\n",
       "      <td>3628</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1960</td>\n",
       "      <td>180</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>98027</td>\n",
       "      <td>47.5370</td>\n",
       "      <td>-122.074</td>\n",
       "      <td>2280</td>\n",
       "      <td>2812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21546</th>\n",
       "      <td>9211010300</td>\n",
       "      <td>20140707T000000</td>\n",
       "      <td>509900.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3030</td>\n",
       "      <td>9053</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>3030</td>\n",
       "      <td>0</td>\n",
       "      <td>2009</td>\n",
       "      <td>0</td>\n",
       "      <td>98059</td>\n",
       "      <td>47.4945</td>\n",
       "      <td>-122.149</td>\n",
       "      <td>3010</td>\n",
       "      <td>6026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21549</th>\n",
       "      <td>1220000371</td>\n",
       "      <td>20141231T000000</td>\n",
       "      <td>327500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1820</td>\n",
       "      <td>1866</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1570</td>\n",
       "      <td>250</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98166</td>\n",
       "      <td>47.4643</td>\n",
       "      <td>-122.346</td>\n",
       "      <td>1660</td>\n",
       "      <td>6900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21550</th>\n",
       "      <td>880000205</td>\n",
       "      <td>20140729T000000</td>\n",
       "      <td>249000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1260</td>\n",
       "      <td>1125</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>810</td>\n",
       "      <td>450</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>98106</td>\n",
       "      <td>47.5262</td>\n",
       "      <td>-122.361</td>\n",
       "      <td>1260</td>\n",
       "      <td>1172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21553</th>\n",
       "      <td>2522059251</td>\n",
       "      <td>20150409T000000</td>\n",
       "      <td>465000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2050</td>\n",
       "      <td>15035</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2050</td>\n",
       "      <td>0</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>98042</td>\n",
       "      <td>47.3619</td>\n",
       "      <td>-122.122</td>\n",
       "      <td>1300</td>\n",
       "      <td>15836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21554</th>\n",
       "      <td>2855000110</td>\n",
       "      <td>20140808T000000</td>\n",
       "      <td>388000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2198</td>\n",
       "      <td>6222</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2198</td>\n",
       "      <td>0</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>98198</td>\n",
       "      <td>47.3906</td>\n",
       "      <td>-122.304</td>\n",
       "      <td>2198</td>\n",
       "      <td>7621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21555</th>\n",
       "      <td>6821101731</td>\n",
       "      <td>20140930T000000</td>\n",
       "      <td>549000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1230</td>\n",
       "      <td>1380</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1230</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>0</td>\n",
       "      <td>98199</td>\n",
       "      <td>47.6521</td>\n",
       "      <td>-122.400</td>\n",
       "      <td>1760</td>\n",
       "      <td>5664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21557</th>\n",
       "      <td>2770603523</td>\n",
       "      <td>20150422T000000</td>\n",
       "      <td>530000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1410</td>\n",
       "      <td>1250</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1140</td>\n",
       "      <td>270</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>98119</td>\n",
       "      <td>47.6515</td>\n",
       "      <td>-122.375</td>\n",
       "      <td>1720</td>\n",
       "      <td>2825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21558</th>\n",
       "      <td>2255500123</td>\n",
       "      <td>20140820T000000</td>\n",
       "      <td>747450.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2110</td>\n",
       "      <td>1339</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1410</td>\n",
       "      <td>700</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98122</td>\n",
       "      <td>47.6088</td>\n",
       "      <td>-122.311</td>\n",
       "      <td>1630</td>\n",
       "      <td>2670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21567</th>\n",
       "      <td>9521100031</td>\n",
       "      <td>20140618T000000</td>\n",
       "      <td>690000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.25</td>\n",
       "      <td>1540</td>\n",
       "      <td>1428</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>1540</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>0</td>\n",
       "      <td>98103</td>\n",
       "      <td>47.6648</td>\n",
       "      <td>-122.353</td>\n",
       "      <td>1660</td>\n",
       "      <td>3300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21570</th>\n",
       "      <td>3438501862</td>\n",
       "      <td>20140513T000000</td>\n",
       "      <td>330000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1450</td>\n",
       "      <td>5008</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>840</td>\n",
       "      <td>610</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>98106</td>\n",
       "      <td>47.5435</td>\n",
       "      <td>-122.357</td>\n",
       "      <td>2120</td>\n",
       "      <td>5019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21572</th>\n",
       "      <td>6056111067</td>\n",
       "      <td>20140707T000000</td>\n",
       "      <td>230000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1140</td>\n",
       "      <td>1201</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1140</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98108</td>\n",
       "      <td>47.5637</td>\n",
       "      <td>-122.295</td>\n",
       "      <td>1210</td>\n",
       "      <td>1552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21574</th>\n",
       "      <td>1931300090</td>\n",
       "      <td>20140507T000000</td>\n",
       "      <td>610950.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1680</td>\n",
       "      <td>1570</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1680</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98103</td>\n",
       "      <td>47.6572</td>\n",
       "      <td>-122.346</td>\n",
       "      <td>1640</td>\n",
       "      <td>4800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21575</th>\n",
       "      <td>9578500790</td>\n",
       "      <td>20141111T000000</td>\n",
       "      <td>399950.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3087</td>\n",
       "      <td>5002</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>3087</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98023</td>\n",
       "      <td>47.2974</td>\n",
       "      <td>-122.349</td>\n",
       "      <td>2927</td>\n",
       "      <td>5183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21579</th>\n",
       "      <td>7011201004</td>\n",
       "      <td>20140529T000000</td>\n",
       "      <td>645000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.25</td>\n",
       "      <td>1730</td>\n",
       "      <td>1229</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>1320</td>\n",
       "      <td>410</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98119</td>\n",
       "      <td>47.6374</td>\n",
       "      <td>-122.369</td>\n",
       "      <td>1710</td>\n",
       "      <td>1686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21580</th>\n",
       "      <td>7853420110</td>\n",
       "      <td>20141003T000000</td>\n",
       "      <td>594866.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2780</td>\n",
       "      <td>6000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2780</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>0</td>\n",
       "      <td>98065</td>\n",
       "      <td>47.5184</td>\n",
       "      <td>-121.886</td>\n",
       "      <td>2850</td>\n",
       "      <td>6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21581</th>\n",
       "      <td>7853420110</td>\n",
       "      <td>20150504T000000</td>\n",
       "      <td>625000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2780</td>\n",
       "      <td>6000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2780</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>0</td>\n",
       "      <td>98065</td>\n",
       "      <td>47.5184</td>\n",
       "      <td>-121.886</td>\n",
       "      <td>2850</td>\n",
       "      <td>6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21582</th>\n",
       "      <td>3052700432</td>\n",
       "      <td>20141112T000000</td>\n",
       "      <td>490000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1500</td>\n",
       "      <td>1290</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1220</td>\n",
       "      <td>280</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>98117</td>\n",
       "      <td>47.6785</td>\n",
       "      <td>-122.375</td>\n",
       "      <td>1460</td>\n",
       "      <td>1375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21584</th>\n",
       "      <td>952006823</td>\n",
       "      <td>20141202T000000</td>\n",
       "      <td>380000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1260</td>\n",
       "      <td>900</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>940</td>\n",
       "      <td>320</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>98116</td>\n",
       "      <td>47.5621</td>\n",
       "      <td>-122.384</td>\n",
       "      <td>1310</td>\n",
       "      <td>1415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21585</th>\n",
       "      <td>3832050760</td>\n",
       "      <td>20140828T000000</td>\n",
       "      <td>270000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1870</td>\n",
       "      <td>5000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1870</td>\n",
       "      <td>0</td>\n",
       "      <td>2009</td>\n",
       "      <td>0</td>\n",
       "      <td>98042</td>\n",
       "      <td>47.3339</td>\n",
       "      <td>-122.055</td>\n",
       "      <td>2170</td>\n",
       "      <td>5399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21587</th>\n",
       "      <td>6632300207</td>\n",
       "      <td>20150305T000000</td>\n",
       "      <td>385000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1520</td>\n",
       "      <td>1488</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1520</td>\n",
       "      <td>0</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>98125</td>\n",
       "      <td>47.7337</td>\n",
       "      <td>-122.309</td>\n",
       "      <td>1520</td>\n",
       "      <td>1497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21589</th>\n",
       "      <td>7570050450</td>\n",
       "      <td>20140910T000000</td>\n",
       "      <td>347500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2540</td>\n",
       "      <td>4760</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2540</td>\n",
       "      <td>0</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>98038</td>\n",
       "      <td>47.3452</td>\n",
       "      <td>-122.022</td>\n",
       "      <td>2540</td>\n",
       "      <td>4571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21592</th>\n",
       "      <td>1931300412</td>\n",
       "      <td>20150416T000000</td>\n",
       "      <td>475000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1190</td>\n",
       "      <td>1200</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1190</td>\n",
       "      <td>0</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98103</td>\n",
       "      <td>47.6542</td>\n",
       "      <td>-122.346</td>\n",
       "      <td>1180</td>\n",
       "      <td>1224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21601</th>\n",
       "      <td>5100403806</td>\n",
       "      <td>20150407T000000</td>\n",
       "      <td>467000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1425</td>\n",
       "      <td>1179</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1425</td>\n",
       "      <td>0</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98125</td>\n",
       "      <td>47.6963</td>\n",
       "      <td>-122.318</td>\n",
       "      <td>1285</td>\n",
       "      <td>1253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21602</th>\n",
       "      <td>844000965</td>\n",
       "      <td>20140626T000000</td>\n",
       "      <td>224000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1500</td>\n",
       "      <td>11968</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>1500</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98010</td>\n",
       "      <td>47.3095</td>\n",
       "      <td>-122.002</td>\n",
       "      <td>1320</td>\n",
       "      <td>11303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21603</th>\n",
       "      <td>7852140040</td>\n",
       "      <td>20140825T000000</td>\n",
       "      <td>507250.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2270</td>\n",
       "      <td>5536</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2270</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>98065</td>\n",
       "      <td>47.5389</td>\n",
       "      <td>-121.881</td>\n",
       "      <td>2270</td>\n",
       "      <td>5731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21604</th>\n",
       "      <td>9834201367</td>\n",
       "      <td>20150126T000000</td>\n",
       "      <td>429000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1490</td>\n",
       "      <td>1126</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1490</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98144</td>\n",
       "      <td>47.5699</td>\n",
       "      <td>-122.288</td>\n",
       "      <td>1400</td>\n",
       "      <td>1230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21607</th>\n",
       "      <td>2997800021</td>\n",
       "      <td>20150219T000000</td>\n",
       "      <td>475000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1310</td>\n",
       "      <td>1294</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1180</td>\n",
       "      <td>130</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98116</td>\n",
       "      <td>47.5773</td>\n",
       "      <td>-122.409</td>\n",
       "      <td>1330</td>\n",
       "      <td>1265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21608</th>\n",
       "      <td>263000018</td>\n",
       "      <td>20140521T000000</td>\n",
       "      <td>360000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1530</td>\n",
       "      <td>1131</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1530</td>\n",
       "      <td>0</td>\n",
       "      <td>2009</td>\n",
       "      <td>0</td>\n",
       "      <td>98103</td>\n",
       "      <td>47.6993</td>\n",
       "      <td>-122.346</td>\n",
       "      <td>1530</td>\n",
       "      <td>1509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21611</th>\n",
       "      <td>291310100</td>\n",
       "      <td>20150116T000000</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1600</td>\n",
       "      <td>2388</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1600</td>\n",
       "      <td>0</td>\n",
       "      <td>2004</td>\n",
       "      <td>0</td>\n",
       "      <td>98027</td>\n",
       "      <td>47.5345</td>\n",
       "      <td>-122.069</td>\n",
       "      <td>1410</td>\n",
       "      <td>1287</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9822 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               id             date      price  bedrooms  bathrooms  \\\n",
       "0      7129300520  20141013T000000   221900.0       3.0       1.00   \n",
       "1      6414100192  20141209T000000   538000.0       3.0       2.25   \n",
       "4      1954400510  20150218T000000   510000.0       3.0       2.00   \n",
       "6      1321400060  20140627T000000   257500.0       3.0       2.25   \n",
       "7      2008000270  20150115T000000   291850.0       3.0       1.50   \n",
       "8      2414600126  20150415T000000   229500.0       3.0       1.00   \n",
       "9      3793500160  20150312T000000   323000.0       3.0       2.50   \n",
       "10     1736800520  20150403T000000   662500.0       3.0       2.50   \n",
       "12      114101516  20140528T000000   310000.0       3.0       1.00   \n",
       "13     6054650070  20141007T000000   400000.0       3.0       1.75   \n",
       "16     1875500060  20140731T000000   395000.0       3.0       2.00   \n",
       "19     7983200060  20150424T000000   230000.0       3.0       1.00   \n",
       "21     2524049179  20140826T000000  2000000.0       3.0       2.75   \n",
       "24     3814700200  20141120T000000   329000.0       3.0       2.25   \n",
       "25     1202000200  20141103T000000   233000.0       3.0       2.00   \n",
       "26     1794500383  20140626T000000   937000.0       3.0       1.75   \n",
       "27     3303700376  20141201T000000   667000.0       3.0       1.00   \n",
       "28     5101402488  20140624T000000   438000.0       3.0       1.75   \n",
       "30     8562750320  20141110T000000   580500.0       3.0       2.50   \n",
       "33     7589200193  20141110T000000   535000.0       3.0       1.00   \n",
       "35     9547205180  20140613T000000   696000.0       3.0       2.50   \n",
       "43     9270200160  20141028T000000   685000.0       3.0       1.00   \n",
       "44     1432701230  20140729T000000   309000.0       3.0       1.00   \n",
       "45     8035350320  20140718T000000   488000.0       3.0       2.50   \n",
       "48     9215400105  20150428T000000   450000.0       3.0       1.75   \n",
       "49      822039084  20150311T000000  1350000.0       3.0       2.50   \n",
       "50     5245600105  20140916T000000   228000.0       3.0       1.00   \n",
       "52     7518505990  20141231T000000   600000.0       3.0       1.75   \n",
       "60     1516000055  20141210T000000   650000.0       3.0       2.25   \n",
       "61     9558200045  20140828T000000   289000.0       3.0       1.75   \n",
       "...           ...              ...        ...       ...        ...   \n",
       "21544  8562770720  20150423T000000   589999.0       3.0       2.50   \n",
       "21546  9211010300  20140707T000000   509900.0       3.0       2.50   \n",
       "21549  1220000371  20141231T000000   327500.0       3.0       2.50   \n",
       "21550   880000205  20140729T000000   249000.0       3.0       2.00   \n",
       "21553  2522059251  20150409T000000   465000.0       3.0       2.50   \n",
       "21554  2855000110  20140808T000000   388000.0       3.0       2.50   \n",
       "21555  6821101731  20140930T000000   549000.0       3.0       2.25   \n",
       "21557  2770603523  20150422T000000   530000.0       3.0       2.50   \n",
       "21558  2255500123  20140820T000000   747450.0       3.0       2.50   \n",
       "21567  9521100031  20140618T000000   690000.0       3.0       3.25   \n",
       "21570  3438501862  20140513T000000   330000.0       3.0       2.50   \n",
       "21572  6056111067  20140707T000000   230000.0       3.0       1.75   \n",
       "21574  1931300090  20140507T000000   610950.0       3.0       3.00   \n",
       "21575  9578500790  20141111T000000   399950.0       3.0       2.50   \n",
       "21579  7011201004  20140529T000000   645000.0       3.0       3.25   \n",
       "21580  7853420110  20141003T000000   594866.0       3.0       3.00   \n",
       "21581  7853420110  20150504T000000   625000.0       3.0       3.00   \n",
       "21582  3052700432  20141112T000000   490000.0       3.0       2.25   \n",
       "21584   952006823  20141202T000000   380000.0       3.0       2.50   \n",
       "21585  3832050760  20140828T000000   270000.0       3.0       2.50   \n",
       "21587  6632300207  20150305T000000   385000.0       3.0       2.50   \n",
       "21589  7570050450  20140910T000000   347500.0       3.0       2.50   \n",
       "21592  1931300412  20150416T000000   475000.0       3.0       2.25   \n",
       "21601  5100403806  20150407T000000   467000.0       3.0       2.50   \n",
       "21602   844000965  20140626T000000   224000.0       3.0       1.75   \n",
       "21603  7852140040  20140825T000000   507250.0       3.0       2.50   \n",
       "21604  9834201367  20150126T000000   429000.0       3.0       2.00   \n",
       "21607  2997800021  20150219T000000   475000.0       3.0       2.50   \n",
       "21608   263000018  20140521T000000   360000.0       3.0       2.50   \n",
       "21611   291310100  20150116T000000   400000.0       3.0       2.50   \n",
       "\n",
       "       sqft_living  sqft_lot  floors  waterfront  view     ...      grade  \\\n",
       "0             1180      5650     1.0           0     0     ...          7   \n",
       "1             2570      7242     2.0           0     0     ...          7   \n",
       "4             1680      8080     1.0           0     0     ...          8   \n",
       "6             1715      6819     2.0           0     0     ...          7   \n",
       "7             1060      9711     1.0           0     0     ...          7   \n",
       "8             1780      7470     1.0           0     0     ...          7   \n",
       "9             1890      6560     2.0           0     0     ...          7   \n",
       "10            3560      9796     1.0           0     0     ...          8   \n",
       "12            1430     19901     1.5           0     0     ...          7   \n",
       "13            1370      9680     1.0           0     0     ...          7   \n",
       "16            1890     14040     2.0           0     0     ...          7   \n",
       "19            1250      9774     1.0           0     0     ...          7   \n",
       "21            3050     44867     1.0           0     4     ...          9   \n",
       "24            2450      6500     2.0           0     0     ...          8   \n",
       "25            1710      4697     1.5           0     0     ...          6   \n",
       "26            2450      2691     2.0           0     0     ...          8   \n",
       "27            1400      1581     1.5           0     0     ...          8   \n",
       "28            1520      6380     1.0           0     0     ...          7   \n",
       "30            2320      3980     2.0           0     0     ...          8   \n",
       "33            1090      3000     1.5           0     0     ...          8   \n",
       "35            2300      3060     1.5           0     0     ...          8   \n",
       "43            1570      2280     2.0           0     0     ...          7   \n",
       "44            1280      9656     1.0           0     0     ...          6   \n",
       "45            3160     13603     2.0           0     0     ...          8   \n",
       "48            1250      5963     1.0           0     0     ...          7   \n",
       "49            2753     65005     1.0           1     2     ...          9   \n",
       "50            1190      9199     1.0           0     0     ...          7   \n",
       "52            1410      4080     1.0           0     0     ...          7   \n",
       "60            2150     21235     1.0           0     3     ...          8   \n",
       "61            1260      8400     1.0           0     0     ...          7   \n",
       "...            ...       ...     ...         ...   ...     ...        ...   \n",
       "21544         2140      3628     2.0           0     0     ...          8   \n",
       "21546         3030      9053     2.0           0     0     ...          8   \n",
       "21549         1820      1866     2.0           0     0     ...          8   \n",
       "21550         1260      1125     2.0           0     0     ...          7   \n",
       "21553         2050     15035     2.0           0     0     ...          9   \n",
       "21554         2198      6222     2.0           0     2     ...          8   \n",
       "21555         1230      1380     3.0           0     0     ...          8   \n",
       "21557         1410      1250     2.0           0     0     ...          8   \n",
       "21558         2110      1339     2.0           0     0     ...          8   \n",
       "21567         1540      1428     3.0           0     0     ...          9   \n",
       "21570         1450      5008     1.0           0     0     ...          7   \n",
       "21572         1140      1201     2.0           0     0     ...          8   \n",
       "21574         1680      1570     3.0           0     0     ...          8   \n",
       "21575         3087      5002     2.0           0     0     ...          8   \n",
       "21579         1730      1229     2.0           0     2     ...          9   \n",
       "21580         2780      6000     2.0           0     0     ...          9   \n",
       "21581         2780      6000     2.0           0     0     ...          9   \n",
       "21582         1500      1290     2.0           0     0     ...          8   \n",
       "21584         1260       900     2.0           0     0     ...          7   \n",
       "21585         1870      5000     2.0           0     0     ...          7   \n",
       "21587         1520      1488     3.0           0     0     ...          8   \n",
       "21589         2540      4760     2.0           0     0     ...          8   \n",
       "21592         1190      1200     3.0           0     0     ...          8   \n",
       "21601         1425      1179     3.0           0     0     ...          8   \n",
       "21602         1500     11968     1.0           0     0     ...          6   \n",
       "21603         2270      5536     2.0           0     0     ...          8   \n",
       "21604         1490      1126     3.0           0     0     ...          8   \n",
       "21607         1310      1294     2.0           0     0     ...          8   \n",
       "21608         1530      1131     3.0           0     0     ...          8   \n",
       "21611         1600      2388     2.0           0     0     ...          8   \n",
       "\n",
       "       sqft_above  sqft_basement  yr_built  yr_renovated  zipcode      lat  \\\n",
       "0            1180              0      1955             0    98178  47.5112   \n",
       "1            2170            400      1951          1991    98125  47.7210   \n",
       "4            1680              0      1987             0    98074  47.6168   \n",
       "6            1715              0      1995             0    98003  47.3097   \n",
       "7            1060              0      1963             0    98198  47.4095   \n",
       "8            1050            730      1960             0    98146  47.5123   \n",
       "9            1890              0      2003             0    98038  47.3684   \n",
       "10           1860           1700      1965             0    98007  47.6007   \n",
       "12           1430              0      1927             0    98028  47.7558   \n",
       "13           1370              0      1977             0    98074  47.6127   \n",
       "16           1890              0      1994             0    98019  47.7277   \n",
       "19           1250              0      1969             0    98003  47.3343   \n",
       "21           2330            720      1968             0    98040  47.5316   \n",
       "24           2450              0      1985             0    98030  47.3739   \n",
       "25           1710              0      1941             0    98002  47.3048   \n",
       "26           1750            700      1915             0    98119  47.6386   \n",
       "27           1400              0      1909             0    98112  47.6221   \n",
       "28            790            730      1948             0    98115  47.6950   \n",
       "30           2320              0      2003             0    98027  47.5391   \n",
       "33           1090              0      1929             0    98117  47.6889   \n",
       "35           1510            790      1930          2002    98115  47.6827   \n",
       "43           1570              0      1922             0    98119  47.6413   \n",
       "44            920            360      1959             0    98058  47.4485   \n",
       "45           3160              0      2003             0    98019  47.7443   \n",
       "48           1250              0      1953             0    98115  47.6796   \n",
       "49           2165            588      1953             0    98070  47.4041   \n",
       "50           1190              0      1955             0    98148  47.4258   \n",
       "52           1000            410      1950             0    98117  47.6808   \n",
       "60           1590            560      1959             0    98166  47.4336   \n",
       "61           1260              0      1954             0    98148  47.4366   \n",
       "...           ...            ...       ...           ...      ...      ...   \n",
       "21544        1960            180      2006             0    98027  47.5370   \n",
       "21546        3030              0      2009             0    98059  47.4945   \n",
       "21549        1570            250      2008             0    98166  47.4643   \n",
       "21550         810            450      2011             0    98106  47.5262   \n",
       "21553        2050              0      2006             0    98042  47.3619   \n",
       "21554        2198              0      2010             0    98198  47.3906   \n",
       "21555        1230              0      2013             0    98199  47.6521   \n",
       "21557        1140            270      2010             0    98119  47.6515   \n",
       "21558        1410            700      2014             0    98122  47.6088   \n",
       "21567        1540              0      2013             0    98103  47.6648   \n",
       "21570         840            610      2007             0    98106  47.5435   \n",
       "21572        1140              0      2014             0    98108  47.5637   \n",
       "21574        1680              0      2014             0    98103  47.6572   \n",
       "21575        3087              0      2014             0    98023  47.2974   \n",
       "21579        1320            410      2008             0    98119  47.6374   \n",
       "21580        2780              0      2013             0    98065  47.5184   \n",
       "21581        2780              0      2013             0    98065  47.5184   \n",
       "21582        1220            280      2006             0    98117  47.6785   \n",
       "21584         940            320      2007             0    98116  47.5621   \n",
       "21585        1870              0      2009             0    98042  47.3339   \n",
       "21587        1520              0      2006             0    98125  47.7337   \n",
       "21589        2540              0      2010             0    98038  47.3452   \n",
       "21592        1190              0      2008             0    98103  47.6542   \n",
       "21601        1425              0      2008             0    98125  47.6963   \n",
       "21602        1500              0      2014             0    98010  47.3095   \n",
       "21603        2270              0      2003             0    98065  47.5389   \n",
       "21604        1490              0      2014             0    98144  47.5699   \n",
       "21607        1180            130      2008             0    98116  47.5773   \n",
       "21608        1530              0      2009             0    98103  47.6993   \n",
       "21611        1600              0      2004             0    98027  47.5345   \n",
       "\n",
       "          long  sqft_living15  sqft_lot15  \n",
       "0     -122.257           1340        5650  \n",
       "1     -122.319           1690        7639  \n",
       "4     -122.045           1800        7503  \n",
       "6     -122.327           2238        6819  \n",
       "7     -122.315           1650        9711  \n",
       "8     -122.337           1780        8113  \n",
       "9     -122.031           2390        7570  \n",
       "10    -122.145           2210        8925  \n",
       "12    -122.229           1780       12697  \n",
       "13    -122.045           1370       10208  \n",
       "16    -121.962           1890       14018  \n",
       "19    -122.306           1280        8850  \n",
       "21    -122.233           4110       20336  \n",
       "24    -122.172           2200        6865  \n",
       "25    -122.218           1030        4705  \n",
       "26    -122.360           1760        3573  \n",
       "27    -122.314           1860        3861  \n",
       "28    -122.304           1520        6235  \n",
       "30    -122.070           2580        3980  \n",
       "33    -122.375           1570        5080  \n",
       "35    -122.310           1590        3264  \n",
       "43    -122.364           1580        2640  \n",
       "44    -122.175           1340        8808  \n",
       "45    -121.977           3050        9232  \n",
       "48    -122.301            970        5100  \n",
       "49    -122.451           2680       72513  \n",
       "50    -122.322           1190        9364  \n",
       "52    -122.384           1410        4080  \n",
       "60    -122.339           2570       18900  \n",
       "61    -122.335           1290        8750  \n",
       "...        ...            ...         ...  \n",
       "21544 -122.074           2280        2812  \n",
       "21546 -122.149           3010        6026  \n",
       "21549 -122.346           1660        6900  \n",
       "21550 -122.361           1260        1172  \n",
       "21553 -122.122           1300       15836  \n",
       "21554 -122.304           2198        7621  \n",
       "21555 -122.400           1760        5664  \n",
       "21557 -122.375           1720        2825  \n",
       "21558 -122.311           1630        2670  \n",
       "21567 -122.353           1660        3300  \n",
       "21570 -122.357           2120        5019  \n",
       "21572 -122.295           1210        1552  \n",
       "21574 -122.346           1640        4800  \n",
       "21575 -122.349           2927        5183  \n",
       "21579 -122.369           1710        1686  \n",
       "21580 -121.886           2850        6000  \n",
       "21581 -121.886           2850        6000  \n",
       "21582 -122.375           1460        1375  \n",
       "21584 -122.384           1310        1415  \n",
       "21585 -122.055           2170        5399  \n",
       "21587 -122.309           1520        1497  \n",
       "21589 -122.022           2540        4571  \n",
       "21592 -122.346           1180        1224  \n",
       "21601 -122.318           1285        1253  \n",
       "21602 -122.002           1320       11303  \n",
       "21603 -121.881           2270        5731  \n",
       "21604 -122.288           1400        1230  \n",
       "21607 -122.409           1330        1265  \n",
       "21608 -122.346           1530        1509  \n",
       "21611 -122.069           1410        1287  \n",
       "\n",
       "[9822 rows x 21 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.loc[dataset['bedrooms']==3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>price</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>sqft_lot</th>\n",
       "      <th>floors</th>\n",
       "      <th>waterfront</th>\n",
       "      <th>view</th>\n",
       "      <th>...</th>\n",
       "      <th>grade</th>\n",
       "      <th>sqft_above</th>\n",
       "      <th>sqft_basement</th>\n",
       "      <th>yr_built</th>\n",
       "      <th>yr_renovated</th>\n",
       "      <th>zipcode</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6414100192</td>\n",
       "      <td>20141209T000000</td>\n",
       "      <td>538000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2570</td>\n",
       "      <td>7242</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>2170</td>\n",
       "      <td>400</td>\n",
       "      <td>1951</td>\n",
       "      <td>1991</td>\n",
       "      <td>98125</td>\n",
       "      <td>47.7210</td>\n",
       "      <td>-122.319</td>\n",
       "      <td>1690</td>\n",
       "      <td>7639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1321400060</td>\n",
       "      <td>20140627T000000</td>\n",
       "      <td>257500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1715</td>\n",
       "      <td>6819</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1715</td>\n",
       "      <td>0</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "      <td>98003</td>\n",
       "      <td>47.3097</td>\n",
       "      <td>-122.327</td>\n",
       "      <td>2238</td>\n",
       "      <td>6819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3793500160</td>\n",
       "      <td>20150312T000000</td>\n",
       "      <td>323000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1890</td>\n",
       "      <td>6560</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1890</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>98038</td>\n",
       "      <td>47.3684</td>\n",
       "      <td>-122.031</td>\n",
       "      <td>2390</td>\n",
       "      <td>7570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1736800520</td>\n",
       "      <td>20150403T000000</td>\n",
       "      <td>662500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3560</td>\n",
       "      <td>9796</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1860</td>\n",
       "      <td>1700</td>\n",
       "      <td>1965</td>\n",
       "      <td>0</td>\n",
       "      <td>98007</td>\n",
       "      <td>47.6007</td>\n",
       "      <td>-122.145</td>\n",
       "      <td>2210</td>\n",
       "      <td>8925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2524049179</td>\n",
       "      <td>20140826T000000</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.75</td>\n",
       "      <td>3050</td>\n",
       "      <td>44867</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2330</td>\n",
       "      <td>720</td>\n",
       "      <td>1968</td>\n",
       "      <td>0</td>\n",
       "      <td>98040</td>\n",
       "      <td>47.5316</td>\n",
       "      <td>-122.233</td>\n",
       "      <td>4110</td>\n",
       "      <td>20336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3814700200</td>\n",
       "      <td>20141120T000000</td>\n",
       "      <td>329000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2450</td>\n",
       "      <td>6500</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2450</td>\n",
       "      <td>0</td>\n",
       "      <td>1985</td>\n",
       "      <td>0</td>\n",
       "      <td>98030</td>\n",
       "      <td>47.3739</td>\n",
       "      <td>-122.172</td>\n",
       "      <td>2200</td>\n",
       "      <td>6865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>8562750320</td>\n",
       "      <td>20141110T000000</td>\n",
       "      <td>580500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2320</td>\n",
       "      <td>3980</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2320</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>98027</td>\n",
       "      <td>47.5391</td>\n",
       "      <td>-122.070</td>\n",
       "      <td>2580</td>\n",
       "      <td>3980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>9547205180</td>\n",
       "      <td>20140613T000000</td>\n",
       "      <td>696000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2300</td>\n",
       "      <td>3060</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1510</td>\n",
       "      <td>790</td>\n",
       "      <td>1930</td>\n",
       "      <td>2002</td>\n",
       "      <td>98115</td>\n",
       "      <td>47.6827</td>\n",
       "      <td>-122.310</td>\n",
       "      <td>1590</td>\n",
       "      <td>3264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>8035350320</td>\n",
       "      <td>20140718T000000</td>\n",
       "      <td>488000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3160</td>\n",
       "      <td>13603</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>3160</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>98019</td>\n",
       "      <td>47.7443</td>\n",
       "      <td>-121.977</td>\n",
       "      <td>3050</td>\n",
       "      <td>9232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>822039084</td>\n",
       "      <td>20150311T000000</td>\n",
       "      <td>1350000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2753</td>\n",
       "      <td>65005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2165</td>\n",
       "      <td>588</td>\n",
       "      <td>1953</td>\n",
       "      <td>0</td>\n",
       "      <td>98070</td>\n",
       "      <td>47.4041</td>\n",
       "      <td>-122.451</td>\n",
       "      <td>2680</td>\n",
       "      <td>72513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1516000055</td>\n",
       "      <td>20141210T000000</td>\n",
       "      <td>650000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2150</td>\n",
       "      <td>21235</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1590</td>\n",
       "      <td>560</td>\n",
       "      <td>1959</td>\n",
       "      <td>0</td>\n",
       "      <td>98166</td>\n",
       "      <td>47.4336</td>\n",
       "      <td>-122.339</td>\n",
       "      <td>2570</td>\n",
       "      <td>18900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>1189001180</td>\n",
       "      <td>20140603T000000</td>\n",
       "      <td>425000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1660</td>\n",
       "      <td>6000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1110</td>\n",
       "      <td>550</td>\n",
       "      <td>1979</td>\n",
       "      <td>0</td>\n",
       "      <td>98122</td>\n",
       "      <td>47.6113</td>\n",
       "      <td>-122.297</td>\n",
       "      <td>1440</td>\n",
       "      <td>4080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>3253500160</td>\n",
       "      <td>20141120T000000</td>\n",
       "      <td>317625.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.75</td>\n",
       "      <td>2770</td>\n",
       "      <td>3809</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1770</td>\n",
       "      <td>1000</td>\n",
       "      <td>1925</td>\n",
       "      <td>0</td>\n",
       "      <td>98144</td>\n",
       "      <td>47.5747</td>\n",
       "      <td>-122.304</td>\n",
       "      <td>1440</td>\n",
       "      <td>4000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>5104520400</td>\n",
       "      <td>20141202T000000</td>\n",
       "      <td>390000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2350</td>\n",
       "      <td>5100</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2350</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>98038</td>\n",
       "      <td>47.3512</td>\n",
       "      <td>-122.008</td>\n",
       "      <td>2350</td>\n",
       "      <td>5363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>3342103156</td>\n",
       "      <td>20140618T000000</td>\n",
       "      <td>461000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.25</td>\n",
       "      <td>2770</td>\n",
       "      <td>6278</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>1980</td>\n",
       "      <td>790</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>98056</td>\n",
       "      <td>47.5228</td>\n",
       "      <td>-122.199</td>\n",
       "      <td>1900</td>\n",
       "      <td>7349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>7338200240</td>\n",
       "      <td>20140516T000000</td>\n",
       "      <td>437500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2320</td>\n",
       "      <td>36847</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2320</td>\n",
       "      <td>0</td>\n",
       "      <td>1992</td>\n",
       "      <td>0</td>\n",
       "      <td>98045</td>\n",
       "      <td>47.4838</td>\n",
       "      <td>-121.714</td>\n",
       "      <td>2550</td>\n",
       "      <td>35065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1952200240</td>\n",
       "      <td>20140611T000000</td>\n",
       "      <td>850830.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2070</td>\n",
       "      <td>13241</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>1270</td>\n",
       "      <td>800</td>\n",
       "      <td>1910</td>\n",
       "      <td>0</td>\n",
       "      <td>98102</td>\n",
       "      <td>47.6415</td>\n",
       "      <td>-122.315</td>\n",
       "      <td>2200</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>7214720075</td>\n",
       "      <td>20141212T000000</td>\n",
       "      <td>699950.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2190</td>\n",
       "      <td>107593</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2190</td>\n",
       "      <td>0</td>\n",
       "      <td>1983</td>\n",
       "      <td>0</td>\n",
       "      <td>98077</td>\n",
       "      <td>47.7731</td>\n",
       "      <td>-122.080</td>\n",
       "      <td>2570</td>\n",
       "      <td>47777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>2450000295</td>\n",
       "      <td>20141007T000000</td>\n",
       "      <td>1088000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2920</td>\n",
       "      <td>8113</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2920</td>\n",
       "      <td>0</td>\n",
       "      <td>1950</td>\n",
       "      <td>2010</td>\n",
       "      <td>98004</td>\n",
       "      <td>47.5814</td>\n",
       "      <td>-122.196</td>\n",
       "      <td>2370</td>\n",
       "      <td>8113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>1328310370</td>\n",
       "      <td>20150402T000000</td>\n",
       "      <td>375000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2340</td>\n",
       "      <td>10005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1460</td>\n",
       "      <td>880</td>\n",
       "      <td>1978</td>\n",
       "      <td>0</td>\n",
       "      <td>98058</td>\n",
       "      <td>47.4431</td>\n",
       "      <td>-122.133</td>\n",
       "      <td>2250</td>\n",
       "      <td>8162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>3626039325</td>\n",
       "      <td>20141121T000000</td>\n",
       "      <td>740500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.50</td>\n",
       "      <td>4380</td>\n",
       "      <td>6350</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2780</td>\n",
       "      <td>1600</td>\n",
       "      <td>1900</td>\n",
       "      <td>1999</td>\n",
       "      <td>98117</td>\n",
       "      <td>47.6981</td>\n",
       "      <td>-122.368</td>\n",
       "      <td>1830</td>\n",
       "      <td>6350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>3362400431</td>\n",
       "      <td>20140626T000000</td>\n",
       "      <td>518500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.50</td>\n",
       "      <td>1590</td>\n",
       "      <td>1102</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1590</td>\n",
       "      <td>0</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>98103</td>\n",
       "      <td>47.6824</td>\n",
       "      <td>-122.347</td>\n",
       "      <td>1620</td>\n",
       "      <td>3166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>7278700070</td>\n",
       "      <td>20150102T000000</td>\n",
       "      <td>660000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2400</td>\n",
       "      <td>6474</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1560</td>\n",
       "      <td>840</td>\n",
       "      <td>1964</td>\n",
       "      <td>0</td>\n",
       "      <td>98177</td>\n",
       "      <td>47.7728</td>\n",
       "      <td>-122.386</td>\n",
       "      <td>2340</td>\n",
       "      <td>10856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>3275860240</td>\n",
       "      <td>20140618T000000</td>\n",
       "      <td>770000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2910</td>\n",
       "      <td>10204</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2910</td>\n",
       "      <td>0</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>98052</td>\n",
       "      <td>47.6897</td>\n",
       "      <td>-122.098</td>\n",
       "      <td>2700</td>\n",
       "      <td>13992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>4058801670</td>\n",
       "      <td>20140717T000000</td>\n",
       "      <td>445000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2100</td>\n",
       "      <td>8201</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1620</td>\n",
       "      <td>480</td>\n",
       "      <td>1967</td>\n",
       "      <td>0</td>\n",
       "      <td>98178</td>\n",
       "      <td>47.5091</td>\n",
       "      <td>-122.244</td>\n",
       "      <td>2660</td>\n",
       "      <td>8712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>1243100136</td>\n",
       "      <td>20140612T000000</td>\n",
       "      <td>784000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.50</td>\n",
       "      <td>3950</td>\n",
       "      <td>111078</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2460</td>\n",
       "      <td>1490</td>\n",
       "      <td>1989</td>\n",
       "      <td>0</td>\n",
       "      <td>98052</td>\n",
       "      <td>47.6970</td>\n",
       "      <td>-122.072</td>\n",
       "      <td>2480</td>\n",
       "      <td>88500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>8929000270</td>\n",
       "      <td>20140512T000000</td>\n",
       "      <td>453246.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2010</td>\n",
       "      <td>2287</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1390</td>\n",
       "      <td>620</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98029</td>\n",
       "      <td>47.5517</td>\n",
       "      <td>-121.998</td>\n",
       "      <td>1690</td>\n",
       "      <td>1662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2767603505</td>\n",
       "      <td>20140507T000000</td>\n",
       "      <td>519950.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1170</td>\n",
       "      <td>1249</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1170</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98107</td>\n",
       "      <td>47.6722</td>\n",
       "      <td>-122.381</td>\n",
       "      <td>1350</td>\n",
       "      <td>1310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>7215720160</td>\n",
       "      <td>20150304T000000</td>\n",
       "      <td>900000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3400</td>\n",
       "      <td>16603</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>3400</td>\n",
       "      <td>0</td>\n",
       "      <td>2000</td>\n",
       "      <td>0</td>\n",
       "      <td>98075</td>\n",
       "      <td>47.6012</td>\n",
       "      <td>-122.023</td>\n",
       "      <td>3400</td>\n",
       "      <td>12601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>3574800520</td>\n",
       "      <td>20140620T000000</td>\n",
       "      <td>441000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.75</td>\n",
       "      <td>1910</td>\n",
       "      <td>7280</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1160</td>\n",
       "      <td>750</td>\n",
       "      <td>1979</td>\n",
       "      <td>0</td>\n",
       "      <td>98034</td>\n",
       "      <td>47.7319</td>\n",
       "      <td>-122.224</td>\n",
       "      <td>1710</td>\n",
       "      <td>8152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21533</th>\n",
       "      <td>524059322</td>\n",
       "      <td>20150226T000000</td>\n",
       "      <td>999999.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2100</td>\n",
       "      <td>4097</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2100</td>\n",
       "      <td>0</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98004</td>\n",
       "      <td>47.5983</td>\n",
       "      <td>-122.200</td>\n",
       "      <td>1780</td>\n",
       "      <td>4764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21538</th>\n",
       "      <td>1865400076</td>\n",
       "      <td>20140509T000000</td>\n",
       "      <td>324000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>998</td>\n",
       "      <td>904</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>798</td>\n",
       "      <td>200</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>98117</td>\n",
       "      <td>47.6983</td>\n",
       "      <td>-122.367</td>\n",
       "      <td>998</td>\n",
       "      <td>1110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21539</th>\n",
       "      <td>8902000201</td>\n",
       "      <td>20150219T000000</td>\n",
       "      <td>338500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1333</td>\n",
       "      <td>1470</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1333</td>\n",
       "      <td>0</td>\n",
       "      <td>2009</td>\n",
       "      <td>0</td>\n",
       "      <td>98125</td>\n",
       "      <td>47.7058</td>\n",
       "      <td>-122.302</td>\n",
       "      <td>1360</td>\n",
       "      <td>1680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21541</th>\n",
       "      <td>4253400100</td>\n",
       "      <td>20150410T000000</td>\n",
       "      <td>402723.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.75</td>\n",
       "      <td>1160</td>\n",
       "      <td>1073</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>880</td>\n",
       "      <td>280</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>98144</td>\n",
       "      <td>47.5788</td>\n",
       "      <td>-122.315</td>\n",
       "      <td>1250</td>\n",
       "      <td>5400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21544</th>\n",
       "      <td>8562770720</td>\n",
       "      <td>20150423T000000</td>\n",
       "      <td>589999.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2140</td>\n",
       "      <td>3628</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1960</td>\n",
       "      <td>180</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>98027</td>\n",
       "      <td>47.5370</td>\n",
       "      <td>-122.074</td>\n",
       "      <td>2280</td>\n",
       "      <td>2812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21546</th>\n",
       "      <td>9211010300</td>\n",
       "      <td>20140707T000000</td>\n",
       "      <td>509900.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3030</td>\n",
       "      <td>9053</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>3030</td>\n",
       "      <td>0</td>\n",
       "      <td>2009</td>\n",
       "      <td>0</td>\n",
       "      <td>98059</td>\n",
       "      <td>47.4945</td>\n",
       "      <td>-122.149</td>\n",
       "      <td>3010</td>\n",
       "      <td>6026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21549</th>\n",
       "      <td>1220000371</td>\n",
       "      <td>20141231T000000</td>\n",
       "      <td>327500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1820</td>\n",
       "      <td>1866</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1570</td>\n",
       "      <td>250</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98166</td>\n",
       "      <td>47.4643</td>\n",
       "      <td>-122.346</td>\n",
       "      <td>1660</td>\n",
       "      <td>6900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21553</th>\n",
       "      <td>2522059251</td>\n",
       "      <td>20150409T000000</td>\n",
       "      <td>465000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2050</td>\n",
       "      <td>15035</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2050</td>\n",
       "      <td>0</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>98042</td>\n",
       "      <td>47.3619</td>\n",
       "      <td>-122.122</td>\n",
       "      <td>1300</td>\n",
       "      <td>15836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21554</th>\n",
       "      <td>2855000110</td>\n",
       "      <td>20140808T000000</td>\n",
       "      <td>388000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2198</td>\n",
       "      <td>6222</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2198</td>\n",
       "      <td>0</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>98198</td>\n",
       "      <td>47.3906</td>\n",
       "      <td>-122.304</td>\n",
       "      <td>2198</td>\n",
       "      <td>7621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21555</th>\n",
       "      <td>6821101731</td>\n",
       "      <td>20140930T000000</td>\n",
       "      <td>549000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1230</td>\n",
       "      <td>1380</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1230</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>0</td>\n",
       "      <td>98199</td>\n",
       "      <td>47.6521</td>\n",
       "      <td>-122.400</td>\n",
       "      <td>1760</td>\n",
       "      <td>5664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21557</th>\n",
       "      <td>2770603523</td>\n",
       "      <td>20150422T000000</td>\n",
       "      <td>530000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1410</td>\n",
       "      <td>1250</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1140</td>\n",
       "      <td>270</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>98119</td>\n",
       "      <td>47.6515</td>\n",
       "      <td>-122.375</td>\n",
       "      <td>1720</td>\n",
       "      <td>2825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21558</th>\n",
       "      <td>2255500123</td>\n",
       "      <td>20140820T000000</td>\n",
       "      <td>747450.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2110</td>\n",
       "      <td>1339</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1410</td>\n",
       "      <td>700</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98122</td>\n",
       "      <td>47.6088</td>\n",
       "      <td>-122.311</td>\n",
       "      <td>1630</td>\n",
       "      <td>2670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21567</th>\n",
       "      <td>9521100031</td>\n",
       "      <td>20140618T000000</td>\n",
       "      <td>690000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.25</td>\n",
       "      <td>1540</td>\n",
       "      <td>1428</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>1540</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>0</td>\n",
       "      <td>98103</td>\n",
       "      <td>47.6648</td>\n",
       "      <td>-122.353</td>\n",
       "      <td>1660</td>\n",
       "      <td>3300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21570</th>\n",
       "      <td>3438501862</td>\n",
       "      <td>20140513T000000</td>\n",
       "      <td>330000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1450</td>\n",
       "      <td>5008</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>840</td>\n",
       "      <td>610</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>98106</td>\n",
       "      <td>47.5435</td>\n",
       "      <td>-122.357</td>\n",
       "      <td>2120</td>\n",
       "      <td>5019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21574</th>\n",
       "      <td>1931300090</td>\n",
       "      <td>20140507T000000</td>\n",
       "      <td>610950.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1680</td>\n",
       "      <td>1570</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1680</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98103</td>\n",
       "      <td>47.6572</td>\n",
       "      <td>-122.346</td>\n",
       "      <td>1640</td>\n",
       "      <td>4800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21575</th>\n",
       "      <td>9578500790</td>\n",
       "      <td>20141111T000000</td>\n",
       "      <td>399950.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3087</td>\n",
       "      <td>5002</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>3087</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98023</td>\n",
       "      <td>47.2974</td>\n",
       "      <td>-122.349</td>\n",
       "      <td>2927</td>\n",
       "      <td>5183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21579</th>\n",
       "      <td>7011201004</td>\n",
       "      <td>20140529T000000</td>\n",
       "      <td>645000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.25</td>\n",
       "      <td>1730</td>\n",
       "      <td>1229</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>1320</td>\n",
       "      <td>410</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98119</td>\n",
       "      <td>47.6374</td>\n",
       "      <td>-122.369</td>\n",
       "      <td>1710</td>\n",
       "      <td>1686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21580</th>\n",
       "      <td>7853420110</td>\n",
       "      <td>20141003T000000</td>\n",
       "      <td>594866.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2780</td>\n",
       "      <td>6000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2780</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>0</td>\n",
       "      <td>98065</td>\n",
       "      <td>47.5184</td>\n",
       "      <td>-121.886</td>\n",
       "      <td>2850</td>\n",
       "      <td>6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21581</th>\n",
       "      <td>7853420110</td>\n",
       "      <td>20150504T000000</td>\n",
       "      <td>625000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2780</td>\n",
       "      <td>6000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2780</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>0</td>\n",
       "      <td>98065</td>\n",
       "      <td>47.5184</td>\n",
       "      <td>-121.886</td>\n",
       "      <td>2850</td>\n",
       "      <td>6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21582</th>\n",
       "      <td>3052700432</td>\n",
       "      <td>20141112T000000</td>\n",
       "      <td>490000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1500</td>\n",
       "      <td>1290</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1220</td>\n",
       "      <td>280</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>98117</td>\n",
       "      <td>47.6785</td>\n",
       "      <td>-122.375</td>\n",
       "      <td>1460</td>\n",
       "      <td>1375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21584</th>\n",
       "      <td>952006823</td>\n",
       "      <td>20141202T000000</td>\n",
       "      <td>380000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1260</td>\n",
       "      <td>900</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>940</td>\n",
       "      <td>320</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>98116</td>\n",
       "      <td>47.5621</td>\n",
       "      <td>-122.384</td>\n",
       "      <td>1310</td>\n",
       "      <td>1415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21585</th>\n",
       "      <td>3832050760</td>\n",
       "      <td>20140828T000000</td>\n",
       "      <td>270000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1870</td>\n",
       "      <td>5000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1870</td>\n",
       "      <td>0</td>\n",
       "      <td>2009</td>\n",
       "      <td>0</td>\n",
       "      <td>98042</td>\n",
       "      <td>47.3339</td>\n",
       "      <td>-122.055</td>\n",
       "      <td>2170</td>\n",
       "      <td>5399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21587</th>\n",
       "      <td>6632300207</td>\n",
       "      <td>20150305T000000</td>\n",
       "      <td>385000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1520</td>\n",
       "      <td>1488</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1520</td>\n",
       "      <td>0</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>98125</td>\n",
       "      <td>47.7337</td>\n",
       "      <td>-122.309</td>\n",
       "      <td>1520</td>\n",
       "      <td>1497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21589</th>\n",
       "      <td>7570050450</td>\n",
       "      <td>20140910T000000</td>\n",
       "      <td>347500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2540</td>\n",
       "      <td>4760</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2540</td>\n",
       "      <td>0</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>98038</td>\n",
       "      <td>47.3452</td>\n",
       "      <td>-122.022</td>\n",
       "      <td>2540</td>\n",
       "      <td>4571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21592</th>\n",
       "      <td>1931300412</td>\n",
       "      <td>20150416T000000</td>\n",
       "      <td>475000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1190</td>\n",
       "      <td>1200</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1190</td>\n",
       "      <td>0</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98103</td>\n",
       "      <td>47.6542</td>\n",
       "      <td>-122.346</td>\n",
       "      <td>1180</td>\n",
       "      <td>1224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21601</th>\n",
       "      <td>5100403806</td>\n",
       "      <td>20150407T000000</td>\n",
       "      <td>467000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1425</td>\n",
       "      <td>1179</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1425</td>\n",
       "      <td>0</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98125</td>\n",
       "      <td>47.6963</td>\n",
       "      <td>-122.318</td>\n",
       "      <td>1285</td>\n",
       "      <td>1253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21603</th>\n",
       "      <td>7852140040</td>\n",
       "      <td>20140825T000000</td>\n",
       "      <td>507250.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2270</td>\n",
       "      <td>5536</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2270</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>98065</td>\n",
       "      <td>47.5389</td>\n",
       "      <td>-121.881</td>\n",
       "      <td>2270</td>\n",
       "      <td>5731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21607</th>\n",
       "      <td>2997800021</td>\n",
       "      <td>20150219T000000</td>\n",
       "      <td>475000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1310</td>\n",
       "      <td>1294</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1180</td>\n",
       "      <td>130</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98116</td>\n",
       "      <td>47.5773</td>\n",
       "      <td>-122.409</td>\n",
       "      <td>1330</td>\n",
       "      <td>1265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21608</th>\n",
       "      <td>263000018</td>\n",
       "      <td>20140521T000000</td>\n",
       "      <td>360000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1530</td>\n",
       "      <td>1131</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1530</td>\n",
       "      <td>0</td>\n",
       "      <td>2009</td>\n",
       "      <td>0</td>\n",
       "      <td>98103</td>\n",
       "      <td>47.6993</td>\n",
       "      <td>-122.346</td>\n",
       "      <td>1530</td>\n",
       "      <td>1509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21611</th>\n",
       "      <td>291310100</td>\n",
       "      <td>20150116T000000</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1600</td>\n",
       "      <td>2388</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1600</td>\n",
       "      <td>0</td>\n",
       "      <td>2004</td>\n",
       "      <td>0</td>\n",
       "      <td>98027</td>\n",
       "      <td>47.5345</td>\n",
       "      <td>-122.069</td>\n",
       "      <td>1410</td>\n",
       "      <td>1287</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4276 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               id             date      price  bedrooms  bathrooms  \\\n",
       "1      6414100192  20141209T000000   538000.0       3.0       2.25   \n",
       "6      1321400060  20140627T000000   257500.0       3.0       2.25   \n",
       "9      3793500160  20150312T000000   323000.0       3.0       2.50   \n",
       "10     1736800520  20150403T000000   662500.0       3.0       2.50   \n",
       "21     2524049179  20140826T000000  2000000.0       3.0       2.75   \n",
       "24     3814700200  20141120T000000   329000.0       3.0       2.25   \n",
       "30     8562750320  20141110T000000   580500.0       3.0       2.50   \n",
       "35     9547205180  20140613T000000   696000.0       3.0       2.50   \n",
       "45     8035350320  20140718T000000   488000.0       3.0       2.50   \n",
       "49      822039084  20150311T000000  1350000.0       3.0       2.50   \n",
       "60     1516000055  20141210T000000   650000.0       3.0       2.25   \n",
       "64     1189001180  20140603T000000   425000.0       3.0       2.25   \n",
       "65     3253500160  20141120T000000   317625.0       3.0       2.75   \n",
       "80     5104520400  20141202T000000   390000.0       3.0       2.50   \n",
       "87     3342103156  20140618T000000   461000.0       3.0       3.25   \n",
       "99     7338200240  20140516T000000   437500.0       3.0       2.50   \n",
       "100    1952200240  20140611T000000   850830.0       3.0       2.50   \n",
       "102    7214720075  20141212T000000   699950.0       3.0       2.25   \n",
       "103    2450000295  20141007T000000  1088000.0       3.0       2.50   \n",
       "105    1328310370  20150402T000000   375000.0       3.0       2.50   \n",
       "115    3626039325  20141121T000000   740500.0       3.0       3.50   \n",
       "116    3362400431  20140626T000000   518500.0       3.0       3.50   \n",
       "120    7278700070  20150102T000000   660000.0       3.0       2.50   \n",
       "124    3275860240  20140618T000000   770000.0       3.0       2.25   \n",
       "126    4058801670  20140717T000000   445000.0       3.0       2.25   \n",
       "132    1243100136  20140612T000000   784000.0       3.0       3.50   \n",
       "133    8929000270  20140512T000000   453246.0       3.0       2.50   \n",
       "139    2767603505  20140507T000000   519950.0       3.0       2.25   \n",
       "162    7215720160  20150304T000000   900000.0       3.0       2.50   \n",
       "163    3574800520  20140620T000000   441000.0       3.0       2.75   \n",
       "...           ...              ...        ...       ...        ...   \n",
       "21533   524059322  20150226T000000   999999.0       3.0       2.50   \n",
       "21538  1865400076  20140509T000000   324000.0       3.0       2.25   \n",
       "21539  8902000201  20150219T000000   338500.0       3.0       2.25   \n",
       "21541  4253400100  20150410T000000   402723.0       3.0       2.75   \n",
       "21544  8562770720  20150423T000000   589999.0       3.0       2.50   \n",
       "21546  9211010300  20140707T000000   509900.0       3.0       2.50   \n",
       "21549  1220000371  20141231T000000   327500.0       3.0       2.50   \n",
       "21553  2522059251  20150409T000000   465000.0       3.0       2.50   \n",
       "21554  2855000110  20140808T000000   388000.0       3.0       2.50   \n",
       "21555  6821101731  20140930T000000   549000.0       3.0       2.25   \n",
       "21557  2770603523  20150422T000000   530000.0       3.0       2.50   \n",
       "21558  2255500123  20140820T000000   747450.0       3.0       2.50   \n",
       "21567  9521100031  20140618T000000   690000.0       3.0       3.25   \n",
       "21570  3438501862  20140513T000000   330000.0       3.0       2.50   \n",
       "21574  1931300090  20140507T000000   610950.0       3.0       3.00   \n",
       "21575  9578500790  20141111T000000   399950.0       3.0       2.50   \n",
       "21579  7011201004  20140529T000000   645000.0       3.0       3.25   \n",
       "21580  7853420110  20141003T000000   594866.0       3.0       3.00   \n",
       "21581  7853420110  20150504T000000   625000.0       3.0       3.00   \n",
       "21582  3052700432  20141112T000000   490000.0       3.0       2.25   \n",
       "21584   952006823  20141202T000000   380000.0       3.0       2.50   \n",
       "21585  3832050760  20140828T000000   270000.0       3.0       2.50   \n",
       "21587  6632300207  20150305T000000   385000.0       3.0       2.50   \n",
       "21589  7570050450  20140910T000000   347500.0       3.0       2.50   \n",
       "21592  1931300412  20150416T000000   475000.0       3.0       2.25   \n",
       "21601  5100403806  20150407T000000   467000.0       3.0       2.50   \n",
       "21603  7852140040  20140825T000000   507250.0       3.0       2.50   \n",
       "21607  2997800021  20150219T000000   475000.0       3.0       2.50   \n",
       "21608   263000018  20140521T000000   360000.0       3.0       2.50   \n",
       "21611   291310100  20150116T000000   400000.0       3.0       2.50   \n",
       "\n",
       "       sqft_living  sqft_lot  floors  waterfront  view     ...      grade  \\\n",
       "1             2570      7242     2.0           0     0     ...          7   \n",
       "6             1715      6819     2.0           0     0     ...          7   \n",
       "9             1890      6560     2.0           0     0     ...          7   \n",
       "10            3560      9796     1.0           0     0     ...          8   \n",
       "21            3050     44867     1.0           0     4     ...          9   \n",
       "24            2450      6500     2.0           0     0     ...          8   \n",
       "30            2320      3980     2.0           0     0     ...          8   \n",
       "35            2300      3060     1.5           0     0     ...          8   \n",
       "45            3160     13603     2.0           0     0     ...          8   \n",
       "49            2753     65005     1.0           1     2     ...          9   \n",
       "60            2150     21235     1.0           0     3     ...          8   \n",
       "64            1660      6000     1.0           0     0     ...          7   \n",
       "65            2770      3809     1.5           0     0     ...          7   \n",
       "80            2350      5100     2.0           0     0     ...          8   \n",
       "87            2770      6278     2.0           0     0     ...          9   \n",
       "99            2320     36847     2.0           0     2     ...          9   \n",
       "100           2070     13241     1.5           0     0     ...          9   \n",
       "102           2190    107593     2.0           0     0     ...          8   \n",
       "103           2920      8113     2.0           0     0     ...          8   \n",
       "105           2340     10005     1.0           0     0     ...          8   \n",
       "115           4380      6350     2.0           0     0     ...          8   \n",
       "116           1590      1102     3.0           0     0     ...          8   \n",
       "120           2400      6474     1.0           0     2     ...          8   \n",
       "124           2910     10204     2.0           0     0     ...          9   \n",
       "126           2100      8201     1.0           0     2     ...          8   \n",
       "132           3950    111078     1.5           0     0     ...          9   \n",
       "133           2010      2287     2.0           0     0     ...          8   \n",
       "139           1170      1249     3.0           0     0     ...          8   \n",
       "162           3400     16603     2.0           0     0     ...         10   \n",
       "163           1910      7280     1.0           0     0     ...          7   \n",
       "...            ...       ...     ...         ...   ...     ...        ...   \n",
       "21533         2100      4097     2.0           0     0     ...          9   \n",
       "21538          998       904     2.0           0     0     ...          7   \n",
       "21539         1333      1470     3.0           0     3     ...          7   \n",
       "21541         1160      1073     2.0           0     0     ...          7   \n",
       "21544         2140      3628     2.0           0     0     ...          8   \n",
       "21546         3030      9053     2.0           0     0     ...          8   \n",
       "21549         1820      1866     2.0           0     0     ...          8   \n",
       "21553         2050     15035     2.0           0     0     ...          9   \n",
       "21554         2198      6222     2.0           0     2     ...          8   \n",
       "21555         1230      1380     3.0           0     0     ...          8   \n",
       "21557         1410      1250     2.0           0     0     ...          8   \n",
       "21558         2110      1339     2.0           0     0     ...          8   \n",
       "21567         1540      1428     3.0           0     0     ...          9   \n",
       "21570         1450      5008     1.0           0     0     ...          7   \n",
       "21574         1680      1570     3.0           0     0     ...          8   \n",
       "21575         3087      5002     2.0           0     0     ...          8   \n",
       "21579         1730      1229     2.0           0     2     ...          9   \n",
       "21580         2780      6000     2.0           0     0     ...          9   \n",
       "21581         2780      6000     2.0           0     0     ...          9   \n",
       "21582         1500      1290     2.0           0     0     ...          8   \n",
       "21584         1260       900     2.0           0     0     ...          7   \n",
       "21585         1870      5000     2.0           0     0     ...          7   \n",
       "21587         1520      1488     3.0           0     0     ...          8   \n",
       "21589         2540      4760     2.0           0     0     ...          8   \n",
       "21592         1190      1200     3.0           0     0     ...          8   \n",
       "21601         1425      1179     3.0           0     0     ...          8   \n",
       "21603         2270      5536     2.0           0     0     ...          8   \n",
       "21607         1310      1294     2.0           0     0     ...          8   \n",
       "21608         1530      1131     3.0           0     0     ...          8   \n",
       "21611         1600      2388     2.0           0     0     ...          8   \n",
       "\n",
       "       sqft_above  sqft_basement  yr_built  yr_renovated  zipcode      lat  \\\n",
       "1            2170            400      1951          1991    98125  47.7210   \n",
       "6            1715              0      1995             0    98003  47.3097   \n",
       "9            1890              0      2003             0    98038  47.3684   \n",
       "10           1860           1700      1965             0    98007  47.6007   \n",
       "21           2330            720      1968             0    98040  47.5316   \n",
       "24           2450              0      1985             0    98030  47.3739   \n",
       "30           2320              0      2003             0    98027  47.5391   \n",
       "35           1510            790      1930          2002    98115  47.6827   \n",
       "45           3160              0      2003             0    98019  47.7443   \n",
       "49           2165            588      1953             0    98070  47.4041   \n",
       "60           1590            560      1959             0    98166  47.4336   \n",
       "64           1110            550      1979             0    98122  47.6113   \n",
       "65           1770           1000      1925             0    98144  47.5747   \n",
       "80           2350              0      2003             0    98038  47.3512   \n",
       "87           1980            790      2006             0    98056  47.5228   \n",
       "99           2320              0      1992             0    98045  47.4838   \n",
       "100          1270            800      1910             0    98102  47.6415   \n",
       "102          2190              0      1983             0    98077  47.7731   \n",
       "103          2920              0      1950          2010    98004  47.5814   \n",
       "105          1460            880      1978             0    98058  47.4431   \n",
       "115          2780           1600      1900          1999    98117  47.6981   \n",
       "116          1590              0      2010             0    98103  47.6824   \n",
       "120          1560            840      1964             0    98177  47.7728   \n",
       "124          2910              0      1990             0    98052  47.6897   \n",
       "126          1620            480      1967             0    98178  47.5091   \n",
       "132          2460           1490      1989             0    98052  47.6970   \n",
       "133          1390            620      2014             0    98029  47.5517   \n",
       "139          1170              0      2014             0    98107  47.6722   \n",
       "162          3400              0      2000             0    98075  47.6012   \n",
       "163          1160            750      1979             0    98034  47.7319   \n",
       "...           ...            ...       ...           ...      ...      ...   \n",
       "21533        2100              0      2008             0    98004  47.5983   \n",
       "21538         798            200      2007             0    98117  47.6983   \n",
       "21539        1333              0      2009             0    98125  47.7058   \n",
       "21541         880            280      2007             0    98144  47.5788   \n",
       "21544        1960            180      2006             0    98027  47.5370   \n",
       "21546        3030              0      2009             0    98059  47.4945   \n",
       "21549        1570            250      2008             0    98166  47.4643   \n",
       "21553        2050              0      2006             0    98042  47.3619   \n",
       "21554        2198              0      2010             0    98198  47.3906   \n",
       "21555        1230              0      2013             0    98199  47.6521   \n",
       "21557        1140            270      2010             0    98119  47.6515   \n",
       "21558        1410            700      2014             0    98122  47.6088   \n",
       "21567        1540              0      2013             0    98103  47.6648   \n",
       "21570         840            610      2007             0    98106  47.5435   \n",
       "21574        1680              0      2014             0    98103  47.6572   \n",
       "21575        3087              0      2014             0    98023  47.2974   \n",
       "21579        1320            410      2008             0    98119  47.6374   \n",
       "21580        2780              0      2013             0    98065  47.5184   \n",
       "21581        2780              0      2013             0    98065  47.5184   \n",
       "21582        1220            280      2006             0    98117  47.6785   \n",
       "21584         940            320      2007             0    98116  47.5621   \n",
       "21585        1870              0      2009             0    98042  47.3339   \n",
       "21587        1520              0      2006             0    98125  47.7337   \n",
       "21589        2540              0      2010             0    98038  47.3452   \n",
       "21592        1190              0      2008             0    98103  47.6542   \n",
       "21601        1425              0      2008             0    98125  47.6963   \n",
       "21603        2270              0      2003             0    98065  47.5389   \n",
       "21607        1180            130      2008             0    98116  47.5773   \n",
       "21608        1530              0      2009             0    98103  47.6993   \n",
       "21611        1600              0      2004             0    98027  47.5345   \n",
       "\n",
       "          long  sqft_living15  sqft_lot15  \n",
       "1     -122.319           1690        7639  \n",
       "6     -122.327           2238        6819  \n",
       "9     -122.031           2390        7570  \n",
       "10    -122.145           2210        8925  \n",
       "21    -122.233           4110       20336  \n",
       "24    -122.172           2200        6865  \n",
       "30    -122.070           2580        3980  \n",
       "35    -122.310           1590        3264  \n",
       "45    -121.977           3050        9232  \n",
       "49    -122.451           2680       72513  \n",
       "60    -122.339           2570       18900  \n",
       "64    -122.297           1440        4080  \n",
       "65    -122.304           1440        4000  \n",
       "80    -122.008           2350        5363  \n",
       "87    -122.199           1900        7349  \n",
       "99    -121.714           2550       35065  \n",
       "100   -122.315           2200        4500  \n",
       "102   -122.080           2570       47777  \n",
       "103   -122.196           2370        8113  \n",
       "105   -122.133           2250        8162  \n",
       "115   -122.368           1830        6350  \n",
       "116   -122.347           1620        3166  \n",
       "120   -122.386           2340       10856  \n",
       "124   -122.098           2700       13992  \n",
       "126   -122.244           2660        8712  \n",
       "132   -122.072           2480       88500  \n",
       "133   -121.998           1690        1662  \n",
       "139   -122.381           1350        1310  \n",
       "162   -122.023           3400       12601  \n",
       "163   -122.224           1710        8152  \n",
       "...        ...            ...         ...  \n",
       "21533 -122.200           1780        4764  \n",
       "21538 -122.367            998        1110  \n",
       "21539 -122.302           1360        1680  \n",
       "21541 -122.315           1250        5400  \n",
       "21544 -122.074           2280        2812  \n",
       "21546 -122.149           3010        6026  \n",
       "21549 -122.346           1660        6900  \n",
       "21553 -122.122           1300       15836  \n",
       "21554 -122.304           2198        7621  \n",
       "21555 -122.400           1760        5664  \n",
       "21557 -122.375           1720        2825  \n",
       "21558 -122.311           1630        2670  \n",
       "21567 -122.353           1660        3300  \n",
       "21570 -122.357           2120        5019  \n",
       "21574 -122.346           1640        4800  \n",
       "21575 -122.349           2927        5183  \n",
       "21579 -122.369           1710        1686  \n",
       "21580 -121.886           2850        6000  \n",
       "21581 -121.886           2850        6000  \n",
       "21582 -122.375           1460        1375  \n",
       "21584 -122.384           1310        1415  \n",
       "21585 -122.055           2170        5399  \n",
       "21587 -122.309           1520        1497  \n",
       "21589 -122.022           2540        4571  \n",
       "21592 -122.346           1180        1224  \n",
       "21601 -122.318           1285        1253  \n",
       "21603 -121.881           2270        5731  \n",
       "21607 -122.409           1330        1265  \n",
       "21608 -122.346           1530        1509  \n",
       "21611 -122.069           1410        1287  \n",
       "\n",
       "[4276 rows x 21 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.loc[(dataset['bedrooms']==3) & (dataset['bathrooms'] > 2)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>price</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>sqft_living</th>\n",
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       "      <th>floors</th>\n",
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       "      <th>view</th>\n",
       "      <th>...</th>\n",
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       "      <td>24619</td>\n",
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       "      <td>3270</td>\n",
       "      <td>10454</td>\n",
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       "      <td>27517</td>\n",
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       "      <td>12</td>\n",
       "      <td>6430</td>\n",
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       "      <td>2001</td>\n",
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       "      <td>98004</td>\n",
       "      <td>47.6208</td>\n",
       "      <td>-122.219</td>\n",
       "      <td>3720</td>\n",
       "      <td>14592</td>\n",
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       "    <tr>\n",
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       "      <td>6065300370</td>\n",
       "      <td>20150506T000000</td>\n",
       "      <td>4208000.0</td>\n",
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       "      <td>6.00</td>\n",
       "      <td>7440</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>12</td>\n",
       "      <td>5550</td>\n",
       "      <td>1890</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>98006</td>\n",
       "      <td>47.5692</td>\n",
       "      <td>-122.189</td>\n",
       "      <td>4740</td>\n",
       "      <td>19329</td>\n",
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       "    <tr>\n",
       "      <th>4149</th>\n",
       "      <td>6447300265</td>\n",
       "      <td>20141014T000000</td>\n",
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       "      <td>5.50</td>\n",
       "      <td>7080</td>\n",
       "      <td>16573</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>12</td>\n",
       "      <td>5760</td>\n",
       "      <td>1320</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98039</td>\n",
       "      <td>47.6151</td>\n",
       "      <td>-122.224</td>\n",
       "      <td>3140</td>\n",
       "      <td>15996</td>\n",
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       "    <tr>\n",
       "      <th>2085</th>\n",
       "      <td>8106100105</td>\n",
       "      <td>20141114T000000</td>\n",
       "      <td>3850000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.25</td>\n",
       "      <td>5770</td>\n",
       "      <td>21300</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>5770</td>\n",
       "      <td>0</td>\n",
       "      <td>1980</td>\n",
       "      <td>0</td>\n",
       "      <td>98040</td>\n",
       "      <td>47.5850</td>\n",
       "      <td>-122.222</td>\n",
       "      <td>4620</td>\n",
       "      <td>22748</td>\n",
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       "    <tr>\n",
       "      <th>19017</th>\n",
       "      <td>2303900100</td>\n",
       "      <td>20140911T000000</td>\n",
       "      <td>3800000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.25</td>\n",
       "      <td>5510</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>4910</td>\n",
       "      <td>600</td>\n",
       "      <td>1997</td>\n",
       "      <td>0</td>\n",
       "      <td>98177</td>\n",
       "      <td>47.7296</td>\n",
       "      <td>-122.370</td>\n",
       "      <td>3430</td>\n",
       "      <td>45302</td>\n",
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       "    <tr>\n",
       "      <th>7035</th>\n",
       "      <td>853200010</td>\n",
       "      <td>20140701T000000</td>\n",
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       "      <td>5.50</td>\n",
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       "      <td>42840</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>13</td>\n",
       "      <td>4320</td>\n",
       "      <td>2730</td>\n",
       "      <td>1978</td>\n",
       "      <td>0</td>\n",
       "      <td>98004</td>\n",
       "      <td>47.6229</td>\n",
       "      <td>-122.220</td>\n",
       "      <td>5070</td>\n",
       "      <td>20570</td>\n",
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       "    <tr>\n",
       "      <th>16302</th>\n",
       "      <td>7397300170</td>\n",
       "      <td>20140530T000000</td>\n",
       "      <td>3710000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.50</td>\n",
       "      <td>5550</td>\n",
       "      <td>28078</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>3350</td>\n",
       "      <td>2200</td>\n",
       "      <td>2000</td>\n",
       "      <td>0</td>\n",
       "      <td>98039</td>\n",
       "      <td>47.6395</td>\n",
       "      <td>-122.234</td>\n",
       "      <td>2980</td>\n",
       "      <td>19602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6508</th>\n",
       "      <td>4217402115</td>\n",
       "      <td>20150421T000000</td>\n",
       "      <td>3650000.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.75</td>\n",
       "      <td>5480</td>\n",
       "      <td>19401</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>3910</td>\n",
       "      <td>1570</td>\n",
       "      <td>1936</td>\n",
       "      <td>0</td>\n",
       "      <td>98105</td>\n",
       "      <td>47.6515</td>\n",
       "      <td>-122.277</td>\n",
       "      <td>3510</td>\n",
       "      <td>15810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18482</th>\n",
       "      <td>4389201095</td>\n",
       "      <td>20150511T000000</td>\n",
       "      <td>3650000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>5020</td>\n",
       "      <td>8694</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>3970</td>\n",
       "      <td>1050</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>98004</td>\n",
       "      <td>47.6146</td>\n",
       "      <td>-122.213</td>\n",
       "      <td>4190</td>\n",
       "      <td>11275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15255</th>\n",
       "      <td>2425049063</td>\n",
       "      <td>20140911T000000</td>\n",
       "      <td>3640900.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.25</td>\n",
       "      <td>4830</td>\n",
       "      <td>22257</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>4830</td>\n",
       "      <td>0</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>98039</td>\n",
       "      <td>47.6409</td>\n",
       "      <td>-122.241</td>\n",
       "      <td>3820</td>\n",
       "      <td>25582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19148</th>\n",
       "      <td>3625049042</td>\n",
       "      <td>20141011T000000</td>\n",
       "      <td>3635000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>5490</td>\n",
       "      <td>19897</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>5490</td>\n",
       "      <td>0</td>\n",
       "      <td>2005</td>\n",
       "      <td>0</td>\n",
       "      <td>98039</td>\n",
       "      <td>47.6165</td>\n",
       "      <td>-122.236</td>\n",
       "      <td>2910</td>\n",
       "      <td>17600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2864</th>\n",
       "      <td>4114601570</td>\n",
       "      <td>20141118T000000</td>\n",
       "      <td>3600000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.25</td>\n",
       "      <td>5020</td>\n",
       "      <td>12431</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>3420</td>\n",
       "      <td>1600</td>\n",
       "      <td>1941</td>\n",
       "      <td>2002</td>\n",
       "      <td>98144</td>\n",
       "      <td>47.5925</td>\n",
       "      <td>-122.287</td>\n",
       "      <td>3680</td>\n",
       "      <td>12620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21576</th>\n",
       "      <td>9253900271</td>\n",
       "      <td>20150107T000000</td>\n",
       "      <td>3567000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4850</td>\n",
       "      <td>10584</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>3540</td>\n",
       "      <td>1310</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>98008</td>\n",
       "      <td>47.5943</td>\n",
       "      <td>-122.110</td>\n",
       "      <td>3470</td>\n",
       "      <td>18270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5880</th>\n",
       "      <td>2525049148</td>\n",
       "      <td>20141007T000000</td>\n",
       "      <td>3418800.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5450</td>\n",
       "      <td>20412</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>5450</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98039</td>\n",
       "      <td>47.6209</td>\n",
       "      <td>-122.237</td>\n",
       "      <td>3160</td>\n",
       "      <td>17825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7989</th>\n",
       "      <td>9362000040</td>\n",
       "      <td>20140623T000000</td>\n",
       "      <td>3400000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.50</td>\n",
       "      <td>5230</td>\n",
       "      <td>17826</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>3740</td>\n",
       "      <td>1490</td>\n",
       "      <td>2005</td>\n",
       "      <td>0</td>\n",
       "      <td>98040</td>\n",
       "      <td>47.5348</td>\n",
       "      <td>-122.243</td>\n",
       "      <td>3670</td>\n",
       "      <td>17826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10446</th>\n",
       "      <td>1118000320</td>\n",
       "      <td>20150508T000000</td>\n",
       "      <td>3400000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4260</td>\n",
       "      <td>11765</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>3280</td>\n",
       "      <td>980</td>\n",
       "      <td>1939</td>\n",
       "      <td>2010</td>\n",
       "      <td>98112</td>\n",
       "      <td>47.6380</td>\n",
       "      <td>-122.288</td>\n",
       "      <td>4260</td>\n",
       "      <td>10408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13967</th>\n",
       "      <td>3126059023</td>\n",
       "      <td>20150303T000000</td>\n",
       "      <td>3395000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.50</td>\n",
       "      <td>4730</td>\n",
       "      <td>47870</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2940</td>\n",
       "      <td>1790</td>\n",
       "      <td>1954</td>\n",
       "      <td>0</td>\n",
       "      <td>98033</td>\n",
       "      <td>47.6967</td>\n",
       "      <td>-122.216</td>\n",
       "      <td>3250</td>\n",
       "      <td>49346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20460</th>\n",
       "      <td>9808100150</td>\n",
       "      <td>20150402T000000</td>\n",
       "      <td>3345000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>5350</td>\n",
       "      <td>15360</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>3040</td>\n",
       "      <td>2310</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98004</td>\n",
       "      <td>47.6480</td>\n",
       "      <td>-122.218</td>\n",
       "      <td>3740</td>\n",
       "      <td>15940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18199</th>\n",
       "      <td>3625059152</td>\n",
       "      <td>20141230T000000</td>\n",
       "      <td>3300000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.25</td>\n",
       "      <td>4220</td>\n",
       "      <td>41300</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>2460</td>\n",
       "      <td>1760</td>\n",
       "      <td>1958</td>\n",
       "      <td>1987</td>\n",
       "      <td>98008</td>\n",
       "      <td>47.6083</td>\n",
       "      <td>-122.110</td>\n",
       "      <td>3810</td>\n",
       "      <td>30401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18477</th>\n",
       "      <td>1346300150</td>\n",
       "      <td>20141020T000000</td>\n",
       "      <td>3300000.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>7710</td>\n",
       "      <td>11750</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>6090</td>\n",
       "      <td>1620</td>\n",
       "      <td>1904</td>\n",
       "      <td>0</td>\n",
       "      <td>98112</td>\n",
       "      <td>47.6263</td>\n",
       "      <td>-122.314</td>\n",
       "      <td>4210</td>\n",
       "      <td>8325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14083</th>\n",
       "      <td>3625059043</td>\n",
       "      <td>20140904T000000</td>\n",
       "      <td>3300000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.75</td>\n",
       "      <td>6200</td>\n",
       "      <td>13873</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>4440</td>\n",
       "      <td>1760</td>\n",
       "      <td>1989</td>\n",
       "      <td>0</td>\n",
       "      <td>98008</td>\n",
       "      <td>47.6050</td>\n",
       "      <td>-122.112</td>\n",
       "      <td>2940</td>\n",
       "      <td>13525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5639</th>\n",
       "      <td>7224000980</td>\n",
       "      <td>20140610T000000</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1120</td>\n",
       "      <td>2685</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>860</td>\n",
       "      <td>260</td>\n",
       "      <td>1939</td>\n",
       "      <td>0</td>\n",
       "      <td>98055</td>\n",
       "      <td>47.4904</td>\n",
       "      <td>-122.203</td>\n",
       "      <td>1120</td>\n",
       "      <td>4838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3444</th>\n",
       "      <td>7813200115</td>\n",
       "      <td>20140904T000000</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>790</td>\n",
       "      <td>6426</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>790</td>\n",
       "      <td>0</td>\n",
       "      <td>1944</td>\n",
       "      <td>0</td>\n",
       "      <td>98178</td>\n",
       "      <td>47.4933</td>\n",
       "      <td>-122.245</td>\n",
       "      <td>1380</td>\n",
       "      <td>6946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16340</th>\n",
       "      <td>6146600170</td>\n",
       "      <td>20140703T000000</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>660</td>\n",
       "      <td>5240</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>660</td>\n",
       "      <td>0</td>\n",
       "      <td>1912</td>\n",
       "      <td>0</td>\n",
       "      <td>98032</td>\n",
       "      <td>47.3881</td>\n",
       "      <td>-122.234</td>\n",
       "      <td>850</td>\n",
       "      <td>5080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218</th>\n",
       "      <td>3751600030</td>\n",
       "      <td>20140717T000000</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>770</td>\n",
       "      <td>17334</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>770</td>\n",
       "      <td>0</td>\n",
       "      <td>1978</td>\n",
       "      <td>0</td>\n",
       "      <td>98001</td>\n",
       "      <td>47.2997</td>\n",
       "      <td>-122.269</td>\n",
       "      <td>1480</td>\n",
       "      <td>17334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15456</th>\n",
       "      <td>8856000545</td>\n",
       "      <td>20140507T000000</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>910</td>\n",
       "      <td>22000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>910</td>\n",
       "      <td>0</td>\n",
       "      <td>1956</td>\n",
       "      <td>0</td>\n",
       "      <td>98001</td>\n",
       "      <td>47.2777</td>\n",
       "      <td>-122.252</td>\n",
       "      <td>1326</td>\n",
       "      <td>9891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5303</th>\n",
       "      <td>5128000010</td>\n",
       "      <td>20150105T000000</td>\n",
       "      <td>99000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>960</td>\n",
       "      <td>8236</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>960</td>\n",
       "      <td>0</td>\n",
       "      <td>1948</td>\n",
       "      <td>0</td>\n",
       "      <td>98058</td>\n",
       "      <td>47.4698</td>\n",
       "      <td>-122.166</td>\n",
       "      <td>1260</td>\n",
       "      <td>8236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5723</th>\n",
       "      <td>1788800630</td>\n",
       "      <td>20141029T000000</td>\n",
       "      <td>96500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>840</td>\n",
       "      <td>12091</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>840</td>\n",
       "      <td>0</td>\n",
       "      <td>1959</td>\n",
       "      <td>0</td>\n",
       "      <td>98023</td>\n",
       "      <td>47.3281</td>\n",
       "      <td>-122.343</td>\n",
       "      <td>840</td>\n",
       "      <td>9324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3321</th>\n",
       "      <td>2724200705</td>\n",
       "      <td>20141212T000000</td>\n",
       "      <td>95000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>800</td>\n",
       "      <td>8550</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>800</td>\n",
       "      <td>0</td>\n",
       "      <td>1947</td>\n",
       "      <td>0</td>\n",
       "      <td>98198</td>\n",
       "      <td>47.4075</td>\n",
       "      <td>-122.294</td>\n",
       "      <td>1490</td>\n",
       "      <td>8550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14581</th>\n",
       "      <td>6929602721</td>\n",
       "      <td>20150408T000000</td>\n",
       "      <td>95000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>960</td>\n",
       "      <td>7000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>960</td>\n",
       "      <td>0</td>\n",
       "      <td>1918</td>\n",
       "      <td>0</td>\n",
       "      <td>98198</td>\n",
       "      <td>47.3864</td>\n",
       "      <td>-122.307</td>\n",
       "      <td>1850</td>\n",
       "      <td>8120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10585</th>\n",
       "      <td>6198400218</td>\n",
       "      <td>20140919T000000</td>\n",
       "      <td>95000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1070</td>\n",
       "      <td>20450</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>1070</td>\n",
       "      <td>0</td>\n",
       "      <td>1948</td>\n",
       "      <td>0</td>\n",
       "      <td>98058</td>\n",
       "      <td>47.4338</td>\n",
       "      <td>-122.183</td>\n",
       "      <td>1360</td>\n",
       "      <td>15581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3805</th>\n",
       "      <td>7335400215</td>\n",
       "      <td>20150505T000000</td>\n",
       "      <td>95000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>760</td>\n",
       "      <td>5746</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>760</td>\n",
       "      <td>0</td>\n",
       "      <td>1915</td>\n",
       "      <td>0</td>\n",
       "      <td>98002</td>\n",
       "      <td>47.3046</td>\n",
       "      <td>-122.215</td>\n",
       "      <td>970</td>\n",
       "      <td>6696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10770</th>\n",
       "      <td>795000765</td>\n",
       "      <td>20140616T000000</td>\n",
       "      <td>92000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>760</td>\n",
       "      <td>5500</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>760</td>\n",
       "      <td>0</td>\n",
       "      <td>1947</td>\n",
       "      <td>0</td>\n",
       "      <td>98168</td>\n",
       "      <td>47.5045</td>\n",
       "      <td>-122.329</td>\n",
       "      <td>1040</td>\n",
       "      <td>5515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12551</th>\n",
       "      <td>1049010620</td>\n",
       "      <td>20140513T000000</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>790</td>\n",
       "      <td>2640</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>790</td>\n",
       "      <td>0</td>\n",
       "      <td>1973</td>\n",
       "      <td>0</td>\n",
       "      <td>98034</td>\n",
       "      <td>47.7351</td>\n",
       "      <td>-122.178</td>\n",
       "      <td>1310</td>\n",
       "      <td>2064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7992</th>\n",
       "      <td>2734100835</td>\n",
       "      <td>20150303T000000</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>780</td>\n",
       "      <td>4000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>780</td>\n",
       "      <td>0</td>\n",
       "      <td>1905</td>\n",
       "      <td>0</td>\n",
       "      <td>98108</td>\n",
       "      <td>47.5424</td>\n",
       "      <td>-122.321</td>\n",
       "      <td>1150</td>\n",
       "      <td>4000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18939</th>\n",
       "      <td>4239400300</td>\n",
       "      <td>20141129T000000</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>980</td>\n",
       "      <td>2490</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>980</td>\n",
       "      <td>0</td>\n",
       "      <td>1969</td>\n",
       "      <td>0</td>\n",
       "      <td>98092</td>\n",
       "      <td>47.3170</td>\n",
       "      <td>-122.182</td>\n",
       "      <td>980</td>\n",
       "      <td>3154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16530</th>\n",
       "      <td>2114700500</td>\n",
       "      <td>20150418T000000</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>560</td>\n",
       "      <td>4120</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>1947</td>\n",
       "      <td>0</td>\n",
       "      <td>98106</td>\n",
       "      <td>47.5335</td>\n",
       "      <td>-122.348</td>\n",
       "      <td>980</td>\n",
       "      <td>4120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17580</th>\n",
       "      <td>1423049019</td>\n",
       "      <td>20140523T000000</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>580</td>\n",
       "      <td>7500</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>580</td>\n",
       "      <td>0</td>\n",
       "      <td>1943</td>\n",
       "      <td>0</td>\n",
       "      <td>98178</td>\n",
       "      <td>47.4852</td>\n",
       "      <td>-122.251</td>\n",
       "      <td>1700</td>\n",
       "      <td>11250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3108</th>\n",
       "      <td>1721801591</td>\n",
       "      <td>20150219T000000</td>\n",
       "      <td>89950.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>570</td>\n",
       "      <td>4080</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>570</td>\n",
       "      <td>0</td>\n",
       "      <td>1942</td>\n",
       "      <td>0</td>\n",
       "      <td>98146</td>\n",
       "      <td>47.5098</td>\n",
       "      <td>-122.334</td>\n",
       "      <td>890</td>\n",
       "      <td>5100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5866</th>\n",
       "      <td>9320900420</td>\n",
       "      <td>20141014T000000</td>\n",
       "      <td>89000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>900</td>\n",
       "      <td>4750</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>900</td>\n",
       "      <td>0</td>\n",
       "      <td>1969</td>\n",
       "      <td>0</td>\n",
       "      <td>98023</td>\n",
       "      <td>47.3026</td>\n",
       "      <td>-122.363</td>\n",
       "      <td>900</td>\n",
       "      <td>3404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13756</th>\n",
       "      <td>1788900230</td>\n",
       "      <td>20140722T000000</td>\n",
       "      <td>86500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>840</td>\n",
       "      <td>9480</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>840</td>\n",
       "      <td>0</td>\n",
       "      <td>1960</td>\n",
       "      <td>0</td>\n",
       "      <td>98023</td>\n",
       "      <td>47.3277</td>\n",
       "      <td>-122.341</td>\n",
       "      <td>840</td>\n",
       "      <td>9420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10253</th>\n",
       "      <td>2422049104</td>\n",
       "      <td>20140915T000000</td>\n",
       "      <td>85000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>830</td>\n",
       "      <td>9000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>830</td>\n",
       "      <td>0</td>\n",
       "      <td>1939</td>\n",
       "      <td>0</td>\n",
       "      <td>98032</td>\n",
       "      <td>47.3813</td>\n",
       "      <td>-122.243</td>\n",
       "      <td>1160</td>\n",
       "      <td>7680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16714</th>\n",
       "      <td>1322049150</td>\n",
       "      <td>20150305T000000</td>\n",
       "      <td>85000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>910</td>\n",
       "      <td>9753</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>910</td>\n",
       "      <td>0</td>\n",
       "      <td>1947</td>\n",
       "      <td>0</td>\n",
       "      <td>98032</td>\n",
       "      <td>47.3897</td>\n",
       "      <td>-122.236</td>\n",
       "      <td>1160</td>\n",
       "      <td>7405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3767</th>\n",
       "      <td>1523049188</td>\n",
       "      <td>20150430T000000</td>\n",
       "      <td>84000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>700</td>\n",
       "      <td>20130</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>700</td>\n",
       "      <td>0</td>\n",
       "      <td>1949</td>\n",
       "      <td>0</td>\n",
       "      <td>98168</td>\n",
       "      <td>47.4752</td>\n",
       "      <td>-122.271</td>\n",
       "      <td>1490</td>\n",
       "      <td>18630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18468</th>\n",
       "      <td>7999600180</td>\n",
       "      <td>20140529T000000</td>\n",
       "      <td>83000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>900</td>\n",
       "      <td>8580</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>900</td>\n",
       "      <td>0</td>\n",
       "      <td>1918</td>\n",
       "      <td>0</td>\n",
       "      <td>98168</td>\n",
       "      <td>47.4727</td>\n",
       "      <td>-122.270</td>\n",
       "      <td>2060</td>\n",
       "      <td>6533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2141</th>\n",
       "      <td>1623049041</td>\n",
       "      <td>20140508T000000</td>\n",
       "      <td>82500.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>520</td>\n",
       "      <td>22334</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>520</td>\n",
       "      <td>0</td>\n",
       "      <td>1951</td>\n",
       "      <td>0</td>\n",
       "      <td>98168</td>\n",
       "      <td>47.4799</td>\n",
       "      <td>-122.296</td>\n",
       "      <td>1572</td>\n",
       "      <td>10570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8274</th>\n",
       "      <td>3883800011</td>\n",
       "      <td>20141105T000000</td>\n",
       "      <td>82000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>860</td>\n",
       "      <td>10426</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>860</td>\n",
       "      <td>0</td>\n",
       "      <td>1954</td>\n",
       "      <td>0</td>\n",
       "      <td>98146</td>\n",
       "      <td>47.4987</td>\n",
       "      <td>-122.341</td>\n",
       "      <td>1140</td>\n",
       "      <td>11250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16198</th>\n",
       "      <td>3028200080</td>\n",
       "      <td>20150324T000000</td>\n",
       "      <td>81000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>730</td>\n",
       "      <td>9975</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>730</td>\n",
       "      <td>0</td>\n",
       "      <td>1943</td>\n",
       "      <td>0</td>\n",
       "      <td>98168</td>\n",
       "      <td>47.4808</td>\n",
       "      <td>-122.315</td>\n",
       "      <td>860</td>\n",
       "      <td>9000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>8658300340</td>\n",
       "      <td>20140523T000000</td>\n",
       "      <td>80000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>430</td>\n",
       "      <td>5050</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>430</td>\n",
       "      <td>0</td>\n",
       "      <td>1912</td>\n",
       "      <td>0</td>\n",
       "      <td>98014</td>\n",
       "      <td>47.6499</td>\n",
       "      <td>-121.909</td>\n",
       "      <td>1200</td>\n",
       "      <td>7500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15293</th>\n",
       "      <td>40000362</td>\n",
       "      <td>20140506T000000</td>\n",
       "      <td>78000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>780</td>\n",
       "      <td>16344</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>780</td>\n",
       "      <td>0</td>\n",
       "      <td>1942</td>\n",
       "      <td>0</td>\n",
       "      <td>98168</td>\n",
       "      <td>47.4739</td>\n",
       "      <td>-122.280</td>\n",
       "      <td>1700</td>\n",
       "      <td>10387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149</th>\n",
       "      <td>3421079032</td>\n",
       "      <td>20150217T000000</td>\n",
       "      <td>75000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>670</td>\n",
       "      <td>43377</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>670</td>\n",
       "      <td>0</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>98022</td>\n",
       "      <td>47.2638</td>\n",
       "      <td>-121.906</td>\n",
       "      <td>1160</td>\n",
       "      <td>42882</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21613 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               id             date      price  bedrooms  bathrooms  \\\n",
       "7252   6762700020  20141013T000000  7700000.0       6.0       8.00   \n",
       "3914   9808700762  20140611T000000  7062500.0       5.0       4.50   \n",
       "9254   9208900037  20140919T000000  6885000.0       6.0       7.75   \n",
       "4411   2470100110  20140804T000000  5570000.0       5.0       5.75   \n",
       "1448   8907500070  20150413T000000  5350000.0       5.0       5.00   \n",
       "1315   7558700030  20150413T000000  5300000.0       6.0       6.00   \n",
       "1164   1247600105  20141020T000000  5110800.0       5.0       5.25   \n",
       "8092   1924059029  20140617T000000  4668000.0       5.0       6.75   \n",
       "2626   7738500731  20140815T000000  4500000.0       5.0       5.50   \n",
       "8638   3835500195  20140618T000000  4489000.0       4.0       3.00   \n",
       "12370  6065300370  20150506T000000  4208000.0       5.0       6.00   \n",
       "4149   6447300265  20141014T000000  4000000.0       4.0       5.50   \n",
       "2085   8106100105  20141114T000000  3850000.0       4.0       4.25   \n",
       "19017  2303900100  20140911T000000  3800000.0       3.0       4.25   \n",
       "7035    853200010  20140701T000000  3800000.0       5.0       5.50   \n",
       "16302  7397300170  20140530T000000  3710000.0       4.0       3.50   \n",
       "6508   4217402115  20150421T000000  3650000.0       6.0       4.75   \n",
       "18482  4389201095  20150511T000000  3650000.0       5.0       3.75   \n",
       "15255  2425049063  20140911T000000  3640900.0       4.0       3.25   \n",
       "19148  3625049042  20141011T000000  3635000.0       5.0       6.00   \n",
       "2864   4114601570  20141118T000000  3600000.0       3.0       3.25   \n",
       "21576  9253900271  20150107T000000  3567000.0       5.0       4.50   \n",
       "5880   2525049148  20141007T000000  3418800.0       5.0       5.00   \n",
       "7989   9362000040  20140623T000000  3400000.0       3.0       4.50   \n",
       "10446  1118000320  20150508T000000  3400000.0       4.0       4.00   \n",
       "13967  3126059023  20150303T000000  3395000.0       4.0       3.50   \n",
       "20460  9808100150  20150402T000000  3345000.0       5.0       3.75   \n",
       "18199  3625059152  20141230T000000  3300000.0       3.0       3.25   \n",
       "18477  1346300150  20141020T000000  3300000.0       8.0       4.00   \n",
       "14083  3625059043  20140904T000000  3300000.0       5.0       4.75   \n",
       "...           ...              ...        ...       ...        ...   \n",
       "5639   7224000980  20140610T000000   100000.0       4.0       1.00   \n",
       "3444   7813200115  20140904T000000   100000.0       2.0       1.00   \n",
       "16340  6146600170  20140703T000000   100000.0       2.0       0.75   \n",
       "1218   3751600030  20140717T000000   100000.0       2.0       1.00   \n",
       "15456  8856000545  20140507T000000   100000.0       2.0       1.00   \n",
       "5303   5128000010  20150105T000000    99000.0       2.0       1.00   \n",
       "5723   1788800630  20141029T000000    96500.0       3.0       1.00   \n",
       "3321   2724200705  20141212T000000    95000.0       2.0       1.00   \n",
       "14581  6929602721  20150408T000000    95000.0       2.0       1.00   \n",
       "10585  6198400218  20140919T000000    95000.0       2.0       1.00   \n",
       "3805   7335400215  20150505T000000    95000.0       1.0       0.75   \n",
       "10770   795000765  20140616T000000    92000.0       2.0       1.00   \n",
       "12551  1049010620  20140513T000000    90000.0       2.0       1.00   \n",
       "7992   2734100835  20150303T000000    90000.0       1.0       1.00   \n",
       "18939  4239400300  20141129T000000    90000.0       3.0       1.00   \n",
       "16530  2114700500  20150418T000000    90000.0       1.0       1.00   \n",
       "17580  1423049019  20140523T000000    90000.0       2.0       1.00   \n",
       "3108   1721801591  20150219T000000    89950.0       1.0       1.00   \n",
       "5866   9320900420  20141014T000000    89000.0       3.0       1.00   \n",
       "13756  1788900230  20140722T000000    86500.0       3.0       1.00   \n",
       "10253  2422049104  20140915T000000    85000.0       2.0       1.00   \n",
       "16714  1322049150  20150305T000000    85000.0       2.0       1.00   \n",
       "3767   1523049188  20150430T000000    84000.0       2.0       1.00   \n",
       "18468  7999600180  20140529T000000    83000.0       2.0       1.00   \n",
       "2141   1623049041  20140508T000000    82500.0       2.0       1.00   \n",
       "8274   3883800011  20141105T000000    82000.0       3.0       1.00   \n",
       "16198  3028200080  20150324T000000    81000.0       2.0       1.00   \n",
       "465    8658300340  20140523T000000    80000.0       1.0       0.75   \n",
       "15293    40000362  20140506T000000    78000.0       2.0       1.00   \n",
       "1149   3421079032  20150217T000000    75000.0       1.0       0.00   \n",
       "\n",
       "       sqft_living  sqft_lot  floors  waterfront  view     ...      grade  \\\n",
       "7252         12050     27600     2.5           0     3     ...         13   \n",
       "3914         10040     37325     2.0           1     2     ...         11   \n",
       "9254          9890     31374     2.0           0     4     ...         13   \n",
       "4411          9200     35069     2.0           0     0     ...         13   \n",
       "1448          8000     23985     2.0           0     4     ...         12   \n",
       "1315          7390     24829     2.0           1     4     ...         12   \n",
       "1164          8010     45517     2.0           1     4     ...         12   \n",
       "8092          9640     13068     1.0           1     4     ...         12   \n",
       "2626          6640     40014     2.0           1     4     ...         12   \n",
       "8638          6430     27517     2.0           0     0     ...         12   \n",
       "12370         7440     21540     2.0           0     0     ...         12   \n",
       "4149          7080     16573     2.0           0     0     ...         12   \n",
       "2085          5770     21300     2.0           1     4     ...         11   \n",
       "19017         5510     35000     2.0           0     4     ...         13   \n",
       "7035          7050     42840     1.0           0     2     ...         13   \n",
       "16302         5550     28078     2.0           0     2     ...         12   \n",
       "6508          5480     19401     1.5           1     4     ...         11   \n",
       "18482         5020      8694     2.0           0     1     ...         12   \n",
       "15255         4830     22257     2.0           1     4     ...         11   \n",
       "19148         5490     19897     2.0           0     0     ...         12   \n",
       "2864          5020     12431     2.0           1     4     ...         10   \n",
       "21576         4850     10584     2.0           1     4     ...         10   \n",
       "5880          5450     20412     2.0           0     0     ...         11   \n",
       "7989          5230     17826     2.0           1     4     ...         10   \n",
       "10446         4260     11765     2.0           0     0     ...         11   \n",
       "13967         4730     47870     1.0           1     4     ...         10   \n",
       "20460         5350     15360     1.0           0     1     ...         11   \n",
       "18199         4220     41300     1.0           1     4     ...         11   \n",
       "18477         7710     11750     3.5           0     0     ...         12   \n",
       "14083         6200     13873     2.0           1     4     ...         11   \n",
       "...            ...       ...     ...         ...   ...     ...        ...   \n",
       "5639          1120      2685     1.0           0     0     ...          5   \n",
       "3444           790      6426     1.0           0     0     ...          6   \n",
       "16340          660      5240     1.0           0     0     ...          4   \n",
       "1218           770     17334     1.0           0     0     ...          7   \n",
       "15456          910     22000     1.0           0     0     ...          6   \n",
       "5303           960      8236     1.0           0     0     ...          6   \n",
       "5723           840     12091     1.0           0     0     ...          6   \n",
       "3321           800      8550     1.0           0     0     ...          7   \n",
       "14581          960      7000     1.0           0     0     ...          4   \n",
       "10585         1070     20450     1.0           0     0     ...          6   \n",
       "3805           760      5746     1.0           0     0     ...          5   \n",
       "10770          760      5500     1.5           0     0     ...          5   \n",
       "12551          790      2640     1.0           0     0     ...          7   \n",
       "7992           780      4000     1.0           0     0     ...          5   \n",
       "18939          980      2490     2.0           0     0     ...          6   \n",
       "16530          560      4120     1.0           0     0     ...          4   \n",
       "17580          580      7500     1.0           0     0     ...          5   \n",
       "3108           570      4080     1.0           0     0     ...          5   \n",
       "5866           900      4750     1.0           0     0     ...          6   \n",
       "13756          840      9480     1.0           0     0     ...          6   \n",
       "10253          830      9000     1.0           0     0     ...          6   \n",
       "16714          910      9753     1.0           0     0     ...          5   \n",
       "3767           700     20130     1.0           0     0     ...          6   \n",
       "18468          900      8580     1.0           0     0     ...          5   \n",
       "2141           520     22334     1.0           0     0     ...          5   \n",
       "8274           860     10426     1.0           0     0     ...          6   \n",
       "16198          730      9975     1.0           0     0     ...          5   \n",
       "465            430      5050     1.0           0     0     ...          4   \n",
       "15293          780     16344     1.0           0     0     ...          5   \n",
       "1149           670     43377     1.0           0     0     ...          3   \n",
       "\n",
       "       sqft_above  sqft_basement  yr_built  yr_renovated  zipcode      lat  \\\n",
       "7252         8570           3480      1910          1987    98102  47.6298   \n",
       "3914         7680           2360      1940          2001    98004  47.6500   \n",
       "9254         8860           1030      2001             0    98039  47.6305   \n",
       "4411         6200           3000      2001             0    98039  47.6289   \n",
       "1448         6720           1280      2009             0    98004  47.6232   \n",
       "1315         5000           2390      1991             0    98040  47.5631   \n",
       "1164         5990           2020      1999             0    98033  47.6767   \n",
       "8092         4820           4820      1983          2009    98040  47.5570   \n",
       "2626         6350            290      2004             0    98155  47.7493   \n",
       "8638         6430              0      2001             0    98004  47.6208   \n",
       "12370        5550           1890      2003             0    98006  47.5692   \n",
       "4149         5760           1320      2008             0    98039  47.6151   \n",
       "2085         5770              0      1980             0    98040  47.5850   \n",
       "19017        4910            600      1997             0    98177  47.7296   \n",
       "7035         4320           2730      1978             0    98004  47.6229   \n",
       "16302        3350           2200      2000             0    98039  47.6395   \n",
       "6508         3910           1570      1936             0    98105  47.6515   \n",
       "18482        3970           1050      2007             0    98004  47.6146   \n",
       "15255        4830              0      1990             0    98039  47.6409   \n",
       "19148        5490              0      2005             0    98039  47.6165   \n",
       "2864         3420           1600      1941          2002    98144  47.5925   \n",
       "21576        3540           1310      2007             0    98008  47.5943   \n",
       "5880         5450              0      2014             0    98039  47.6209   \n",
       "7989         3740           1490      2005             0    98040  47.5348   \n",
       "10446        3280            980      1939          2010    98112  47.6380   \n",
       "13967        2940           1790      1954             0    98033  47.6967   \n",
       "20460        3040           2310      2008             0    98004  47.6480   \n",
       "18199        2460           1760      1958          1987    98008  47.6083   \n",
       "18477        6090           1620      1904             0    98112  47.6263   \n",
       "14083        4440           1760      1989             0    98008  47.6050   \n",
       "...           ...            ...       ...           ...      ...      ...   \n",
       "5639          860            260      1939             0    98055  47.4904   \n",
       "3444          790              0      1944             0    98178  47.4933   \n",
       "16340         660              0      1912             0    98032  47.3881   \n",
       "1218          770              0      1978             0    98001  47.2997   \n",
       "15456         910              0      1956             0    98001  47.2777   \n",
       "5303          960              0      1948             0    98058  47.4698   \n",
       "5723          840              0      1959             0    98023  47.3281   \n",
       "3321          800              0      1947             0    98198  47.4075   \n",
       "14581         960              0      1918             0    98198  47.3864   \n",
       "10585        1070              0      1948             0    98058  47.4338   \n",
       "3805          760              0      1915             0    98002  47.3046   \n",
       "10770         760              0      1947             0    98168  47.5045   \n",
       "12551         790              0      1973             0    98034  47.7351   \n",
       "7992          780              0      1905             0    98108  47.5424   \n",
       "18939         980              0      1969             0    98092  47.3170   \n",
       "16530         560              0      1947             0    98106  47.5335   \n",
       "17580         580              0      1943             0    98178  47.4852   \n",
       "3108          570              0      1942             0    98146  47.5098   \n",
       "5866          900              0      1969             0    98023  47.3026   \n",
       "13756         840              0      1960             0    98023  47.3277   \n",
       "10253         830              0      1939             0    98032  47.3813   \n",
       "16714         910              0      1947             0    98032  47.3897   \n",
       "3767          700              0      1949             0    98168  47.4752   \n",
       "18468         900              0      1918             0    98168  47.4727   \n",
       "2141          520              0      1951             0    98168  47.4799   \n",
       "8274          860              0      1954             0    98146  47.4987   \n",
       "16198         730              0      1943             0    98168  47.4808   \n",
       "465           430              0      1912             0    98014  47.6499   \n",
       "15293         780              0      1942             0    98168  47.4739   \n",
       "1149          670              0      1966             0    98022  47.2638   \n",
       "\n",
       "          long  sqft_living15  sqft_lot15  \n",
       "7252  -122.323           3940        8800  \n",
       "3914  -122.214           3930       25449  \n",
       "9254  -122.240           4540       42730  \n",
       "4411  -122.233           3560       24345  \n",
       "1448  -122.220           4600       21750  \n",
       "1315  -122.210           4320       24619  \n",
       "1164  -122.211           3430       26788  \n",
       "8092  -122.210           3270       10454  \n",
       "2626  -122.280           3030       23408  \n",
       "8638  -122.219           3720       14592  \n",
       "12370 -122.189           4740       19329  \n",
       "4149  -122.224           3140       15996  \n",
       "2085  -122.222           4620       22748  \n",
       "19017 -122.370           3430       45302  \n",
       "7035  -122.220           5070       20570  \n",
       "16302 -122.234           2980       19602  \n",
       "6508  -122.277           3510       15810  \n",
       "18482 -122.213           4190       11275  \n",
       "15255 -122.241           3820       25582  \n",
       "19148 -122.236           2910       17600  \n",
       "2864  -122.287           3680       12620  \n",
       "21576 -122.110           3470       18270  \n",
       "5880  -122.237           3160       17825  \n",
       "7989  -122.243           3670       17826  \n",
       "10446 -122.288           4260       10408  \n",
       "13967 -122.216           3250       49346  \n",
       "20460 -122.218           3740       15940  \n",
       "18199 -122.110           3810       30401  \n",
       "18477 -122.314           4210        8325  \n",
       "14083 -122.112           2940       13525  \n",
       "...        ...            ...         ...  \n",
       "5639  -122.203           1120        4838  \n",
       "3444  -122.245           1380        6946  \n",
       "16340 -122.234            850        5080  \n",
       "1218  -122.269           1480       17334  \n",
       "15456 -122.252           1326        9891  \n",
       "5303  -122.166           1260        8236  \n",
       "5723  -122.343            840        9324  \n",
       "3321  -122.294           1490        8550  \n",
       "14581 -122.307           1850        8120  \n",
       "10585 -122.183           1360       15581  \n",
       "3805  -122.215            970        6696  \n",
       "10770 -122.329           1040        5515  \n",
       "12551 -122.178           1310        2064  \n",
       "7992  -122.321           1150        4000  \n",
       "18939 -122.182            980        3154  \n",
       "16530 -122.348            980        4120  \n",
       "17580 -122.251           1700       11250  \n",
       "3108  -122.334            890        5100  \n",
       "5866  -122.363            900        3404  \n",
       "13756 -122.341            840        9420  \n",
       "10253 -122.243           1160        7680  \n",
       "16714 -122.236           1160        7405  \n",
       "3767  -122.271           1490       18630  \n",
       "18468 -122.270           2060        6533  \n",
       "2141  -122.296           1572       10570  \n",
       "8274  -122.341           1140       11250  \n",
       "16198 -122.315            860        9000  \n",
       "465   -121.909           1200        7500  \n",
       "15293 -122.280           1700       10387  \n",
       "1149  -121.906           1160       42882  \n",
       "\n",
       "[21613 rows x 21 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.sort_values(by='price', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id               6881\n",
       "date             6881\n",
       "price            6881\n",
       "bedrooms         6881\n",
       "bathrooms        6881\n",
       "sqft_living      6881\n",
       "sqft_lot         6881\n",
       "floors           6881\n",
       "waterfront       6881\n",
       "view             6881\n",
       "condition        6881\n",
       "grade            6881\n",
       "sqft_above       6881\n",
       "sqft_basement    6881\n",
       "yr_built         6881\n",
       "yr_renovated     6881\n",
       "zipcode          6881\n",
       "lat              6881\n",
       "long             6881\n",
       "sqft_living15    6881\n",
       "sqft_lot15       6881\n",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[dataset['bedrooms']==4].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Alterando o dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dataset['size'] = (dataset['bedrooms']* 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         60.0\n",
       "1         60.0\n",
       "2         40.0\n",
       "3         80.0\n",
       "4         60.0\n",
       "5         80.0\n",
       "6         60.0\n",
       "7         60.0\n",
       "8         60.0\n",
       "9         60.0\n",
       "10        60.0\n",
       "11        40.0\n",
       "12        60.0\n",
       "13        60.0\n",
       "14       100.0\n",
       "15        80.0\n",
       "16        60.0\n",
       "17        80.0\n",
       "18        40.0\n",
       "19        60.0\n",
       "20        80.0\n",
       "21        60.0\n",
       "22       100.0\n",
       "23        40.0\n",
       "24        60.0\n",
       "25        60.0\n",
       "26        60.0\n",
       "27        60.0\n",
       "28        60.0\n",
       "29        80.0\n",
       "         ...  \n",
       "21583     40.0\n",
       "21584     60.0\n",
       "21585     60.0\n",
       "21586     40.0\n",
       "21587     60.0\n",
       "21588     40.0\n",
       "21589     60.0\n",
       "21590     80.0\n",
       "21591     80.0\n",
       "21592     60.0\n",
       "21593    100.0\n",
       "21594     80.0\n",
       "21595     40.0\n",
       "21596    100.0\n",
       "21597     80.0\n",
       "21598     80.0\n",
       "21599     80.0\n",
       "21600    100.0\n",
       "21601     60.0\n",
       "21602     60.0\n",
       "21603     60.0\n",
       "21604     60.0\n",
       "21605     80.0\n",
       "21606     80.0\n",
       "21607     60.0\n",
       "21608     60.0\n",
       "21609     80.0\n",
       "21610     40.0\n",
       "21611     60.0\n",
       "21612     40.0\n",
       "Name: size, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['size']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def categoriza(s):\n",
    "    if s >= 80:\n",
    "        return 'Big'\n",
    "    elif s >= 60:\n",
    "        return 'Medium'\n",
    "    elif s >= 40:\n",
    "        return 'Small'        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dataset['cat_size'] = dataset['size'].apply(categoriza)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        Medium\n",
       "1        Medium\n",
       "2         Small\n",
       "3           Big\n",
       "4        Medium\n",
       "5           Big\n",
       "6        Medium\n",
       "7        Medium\n",
       "8        Medium\n",
       "9        Medium\n",
       "10       Medium\n",
       "11        Small\n",
       "12       Medium\n",
       "13       Medium\n",
       "14          Big\n",
       "15          Big\n",
       "16       Medium\n",
       "17          Big\n",
       "18        Small\n",
       "19       Medium\n",
       "20          Big\n",
       "21       Medium\n",
       "22          Big\n",
       "23        Small\n",
       "24       Medium\n",
       "25       Medium\n",
       "26       Medium\n",
       "27       Medium\n",
       "28       Medium\n",
       "29          Big\n",
       "          ...  \n",
       "21583     Small\n",
       "21584    Medium\n",
       "21585    Medium\n",
       "21586     Small\n",
       "21587    Medium\n",
       "21588     Small\n",
       "21589    Medium\n",
       "21590       Big\n",
       "21591       Big\n",
       "21592    Medium\n",
       "21593       Big\n",
       "21594       Big\n",
       "21595     Small\n",
       "21596       Big\n",
       "21597       Big\n",
       "21598       Big\n",
       "21599       Big\n",
       "21600       Big\n",
       "21601    Medium\n",
       "21602    Medium\n",
       "21603    Medium\n",
       "21604    Medium\n",
       "21605       Big\n",
       "21606       Big\n",
       "21607    Medium\n",
       "21608    Medium\n",
       "21609       Big\n",
       "21610     Small\n",
       "21611    Medium\n",
       "21612     Small\n",
       "Name: cat_size, dtype: object"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['cat_size']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Medium    9822\n",
       "Big       8816\n",
       "Small     2759\n",
       "Name: cat_size, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Ver a distribuicao da coluna\n",
    "pd.value_counts(dataset['cat_size'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# a opção axis=1 define que queremos excluir uma coluna e não uma linha\n",
    "dataset.drop(['cat_size'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dataset.drop(['size'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Dropa linhas com bedrooms = 0  e maiores que 30**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dataset.drop(dataset[dataset.bedrooms==0].index ,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dataset.drop(dataset[dataset.bedrooms>30].index ,inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id               0\n",
       "date             0\n",
       "price            0\n",
       "bedrooms         0\n",
       "bathrooms        0\n",
       "sqft_living      0\n",
       "sqft_lot         0\n",
       "floors           0\n",
       "waterfront       0\n",
       "view             0\n",
       "condition        0\n",
       "grade            0\n",
       "sqft_above       0\n",
       "sqft_basement    0\n",
       "yr_built         0\n",
       "yr_renovated     0\n",
       "zipcode          0\n",
       "lat              0\n",
       "long             0\n",
       "sqft_living15    0\n",
       "sqft_lot15       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Com este comando removemos todas as linhas onde tenha pela menos um registro faltante em algum atributo.\n",
    "dataset.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# É possível ainda, remover somente linhas que estejam com valores faltantes em todas as colunas, veja:\n",
    "dataset.dropna(how='all', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#preenche com a media dos valores da coluns floors os values null\n",
    "dataset['floors'].fillna(dataset['floors'].mean(), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#preenche com 1 os values null da coluna bedrooms\n",
    "dataset['bedrooms'].fillna(1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualização de dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"639.9999861283738\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xa3eb4a8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "dataset['price'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"639.9999861283738\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xa727160>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.plot(x='bedrooms',y='price',kind='scatter', title='Bedrooms x Price',color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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3A8lzZP0Nkl7JX0kfBqfL+lgKDdV0n2SHpL0UUknB9H8dUlvzrQVu2+NV56EAG6GEmUgAIGOIGCe3/Xr7SP3SPhX65b5LPq0YMH9mjTJfBs8EIBANxBAAMcRwHmtmFh9QNLfhDfNQ3uMpMWZwt8MwtYEtD0TJP1B0hckvSe8Nk7Sg5JuC15he3mRpDskXSLpx6GcffKavVdL+nZ47d1BZD9b0h/Da6+X9EVJ9tojLehbs+seAdwsKcpBAALJCfz619dq69ZPFvbj1FPfrjPO+ETyftIBCECgOQII4NYIYAs3WCPpNZJM5I4P4QfvkPSZjMmXSPq+pNMlbQ5e4Z9Jel4IfagVtVCHl0maFV64PoQ7HF/nirg7eI1fF8qtDML3pRmbx4XXrpT0lRb0rbmVhwe4WU6UgwAEOoDAffe9Qo899r3wQ1t9h0ZrxozLNW/erR3QU7oAAQg0QwAB3BoB/HlJJkKfJekpSebhtVCEyyRZ6ELtOTN4d2uvW9yveX8nhrCGWjkLLrtRUr+kPcHDax7cC+u6/w1JZ2Ref1TSl0M4Rbbow5K+Fl6P3bdm1p2VwQPcLCnKQQACyQngAU4+BXQAAlEJIIDjC+AxIbTgp5L+j9C8hT2sDqEL2cNs0yU9lvEUW0zw+0MoRLZnL5dkrgWL4bWwhZ8EN8Sldd034X2xpNnh9QOhvY/Xlbs3hFBYOETsvhURtRjpbJz0TEnrt27dqlNOMS3MAwEIQKBzCRAD3LlzQ88gUIYAAji+ADZvrsXrWlaFf0IA/wXwhyR9sB43ArjMtqUOBCCQggBZIFJQxyYEWkMAARxfAFtogYlgy/5gHlh7amEG5rG1w3C1xxMCcWrwKGdHkBcCcbMkOwyXffJCIGL1rYgoHuDW7GFahQAE2khg9+5fadu2m/6SB/jEE68m+0Mb+WOq8wl0S65sBHBcAWyxuxZ3a2nG/j7TdO0Q3LWSPpt53bzEP8g5BGcpzzZmyn0qpFTLHoKzNGbT6g7BbZD0yxB/bNXtENzjIVdwrTnLH7xTUv0huFh9a3Z3EgPcLCnKQQACEIAABLqAQDf9SoIAjiuAXxUuvVgqaVVd0+b5nSRpSeZ1E8rzg4fYXq6lQbOLK+yyCnvskgtLg3Z7Thq0F0myWGN7LO53U04aNEunZt7iJ0K5qyXdkJMGLVbfmt2iCOBmSVEOAhCAAAQg0OEEui1OHgEcVwBbSjPz3pqn1rKlZ5/aZRNfClkcnh8OqJlozubOsQswLF7WboMzb65lhrCDbXkXYVhoRfYiDLueKO8iDBPQ2YswLFQi7yKMWH1rZpsigJuhRBkIQAACEIBAFxDotkwpCOB4AthuXdse8vyaeM17LO9v/VXIlqYs+9i1QiaC669CXltXrnYVsuUHtswTdiGGXYVcu9yiVvw5OVchW7aJ+quQY/atma2KAG6GEmUgAAEIQAACXUCg23JlI4DjCeAuWJ4d1UUEcEdNB52BAAQgAAEIlCeAB7g8u06raZ5YntYRQAC3ji0tQwACEIAABNpKgBjgtuJuqTEEcEvxchNca/HSOgQgAAEIQKC9BMgC0V7erbKGAG4V2aF28QC3li+tQwACEIAABNpOoFtyZRMDXLw0EMCt3TYI4NbypXUIQAACEIAABAoIIIARwKk2BwI4FXnsQgACEIAABCpOAAGMAE61BRDAqchjFwIQgAAEIFBxAghgBHCqLYAATkUeuxCAAAQgAIGKE0AAI4BTbQEEcCry2IUABCAAAQhUnAACGAGcagsggFORxy4EIAABCECg4gQQwAjgVFsAAZyKPHYhAAEIQAACFSeAAEYAp9oCCOBU5LELAQhAAAIQqDgBBDACONUWQACnIo9dCEAAAhCAQMUJIIARwKm2AAI4FXnsQgACEIAABCpOAAGMAE61BRDAqchjFwIQgAAEIFBxAghgBHCqLYAATkUeuxCAAAQgAIGKE0AAI4BTbQEEcCry2IUABCAAAQhUnAACGAGcagsggFORxy4EIAABCECg4gQQwAjgVFsAAZyKPHYhAAEIQAACFSeAAEYAp9oCCOBU5LELAQhAAAIQqDgBBDACONUWQACnIo9dCEAAAhCAQMUJIIARwKm2AAI4FXnsQgACEIAABCpOAAGMAE61BRDAqchjFwIQgAAEIFBxAghgBHCqLYAATkUeuxCAAAQgAIGKE0AAI4BTbQEEcCry2IUABCAAAQhUnAACGAGcagsggFORxy4EIAABCECg4gQQwAjgVFsAAZyKPHYhAAEIQAACFSeAAEYAp9oCCOBU5LELAQhAAAIQqDgBBDACONUWQACnIo9dCEAAAhCAQMUJIIARwKm2AAI4FXnsQgACEIAABCpOAAGMAE61BRDAqchjFwIQgAAEIFBxAghgBHCqLYAATkUeuxCAAAQgAIGKE0AAI4BTbQEEcCry2IUABCAAAQhUnAACGAGcagsggFORxy4EIAABCECg4gQQwAjgVFsAAZyKPHYhAAEIQAACFSeAAEYAp9oCCOBU5LELAQhAAAIQqDgBBHBcAfzvJP1HSc+R9CdJ6yW9TNKeYObFkj4s6SxJv5P0MUm31HWhT9I7Jb1R0gxJ90h6q6Q768odK+nTki6XNFbSjyS9RdK2unJzJH1O0kWSdkn6qqT3SdpfVy5m35rZVgjgZihRBgIQgAAEIACB6AQQwPEE8HuDcP2opLWSpkv6N5LeEcTwgKTlkm6S9C1JL5BkdV4p6TuZbrxL0nWS7L+/kPQmSS+UdK6k32TK/VDSPElvk7RX0kckHZJ0vqSDodxUSfdJekiS9evkIJq/LunNmbZi962ZhYoAboYSZSAAAQhAAAIQiE4AARxHAJtH915JL5F0e0GT5qE9RtLizPvfDMJ2bnhtgqQ/SPqCpPeE18ZJelDSbcErbC8vknSHpEsk/TiUsz48IOnVkr4dXnt3ENnPlvTH8NrrJX1Rkr32SHgtZt+aXaQI4GZJUQ4CEIAABCAAgagEEMBxBPDHQ6jD7ILmxofwA/MGfyZTxgTz9yWdLmlz8Ar/TNLzQuhDraiFOlgoxazwwvUh3OF4SUcy7d0dvMavC6+tDML3pZkyx4XXrpT0FUmx+9bsAkUAN0uKchCAAAQgAAEIRCWAAI4jgC204XFJ/yzp30sykWnxv/9J0jpJ5uG1UITLJFnoQu05M3h3a69b3K95fyeGsIZauWsk3SipP8QTm4fXPLgX1nX/G5LOyLz+qKQvh3CKbNGHJX0tvB67b80uUARws6QoBwEIQAACEIBAVAII4DgCeFOIr7UDaBa6sDv897mSTOTav9UhdCF7mM3ihB+T9BpJFg5hMcHvl2ShENnn5ZJuDTYsbOEnId730rpyn5d0saSaJ/pAaM881NnHwjUshMLCISwkI2bfiohOkWT/as9M+5KwdetWnXKKaWEeCEAAAhCAAAQg0B4CCOA4AthidE3knhNCEKxVC0+wsIZ/CHG6MUVmNwrgD0n6YD1uBHB7NjpWIAABCEAAAhA4SgABHEcAW5iDhR6YRzf7rJC0I3hhLQTCPLZ24Kz2eEIgTg0e5ay9vBCImyXZYbjskxcCEatvRUTxAPPJAwEIQAACEIBARxBAAMcRwBZnawfa8gSw5QO2A2yWg/daSZ/NmLTcuz/IOQRnKc82Zsp9StIVdYfgLI3ZtLpDcBsk/VJS9hCcxSZbruDaY/mDd0qqPwQXq2/NLmxigJslRTkIQAACEIAABKISQADHEcAmcL9bl73BxGktBOIDwfM7SdKSjEnLxzs/HJKzl2tp0OziCruswh675MJCLCy9mh2Ss6eWBu1Fkn4aXrO4X4tFrk+DZjHJ5i1+IpS7WtINOWnQYvWt2QWKAG6WFOUgAAEIQAACEIhKAAEcRwCPCje1WdyvHWSzm98s7MBCHM6WtF1S7bKJL4U8vc8PoRGvCgfcaj2xCzAsXtZugzNvroleO9iWdxGGZXDIXoRxuOAiDBPQ2YswLFQi7yKMWH1rZpEigJuhRBkIQAACEIAABKITQADHEcDWioU/2IE3C2uwyytWhSuM78+YsDCJ+quQLXwi+9hVyCaC669Cttvlsk/tKmTzPo8JB+3sKuTa5Ra1snYtc/1VyCbS669Cjtm3ZhYqArgZSpSBAAQgAAEIQCA6AQRwPAEcfXJ6vEEEcI9PMMODAAQgAAEIdCoBBDACONXaRACnIo9dCEAAAhCAQMUJIIARwKm2AAI4FXnsQgACEIAABCpOAAGMAE61BRDAqchjFwIQgAAEIFBxAghgBHCqLYAATkUeuxCAAAQgAIGKE0AAI4BTbQEEcCry2IUABCAAAQhUnAACGAGcagsggFORxy4EIAABCECg4gQQwAjgVFsAAZyKPHYhAAEIQAACFSeAAEYAp9oCCOBU5LELAQhAAAIQqDgBBDACONUWQACnIo9dCEAAAhCAQMUJIIARwKm2AAI4FXnsQgACEIAABCpOAAGMAE61BRDAqchjFwIQgEAbCTz11CZt336z9u7drAkTZmnmzKvU3z+njT3AFASeSQABjABOtS8QwKnIYxcCEIBAmwg88sg/6sEH3yDpsKTRkg5JGqXZs2/QSSdd06ZeYAYCCOCRrIG+kRSm7IgJIIBHjIwKEIAABLqHgHl+16+fJ+lI+Ffru/157dOCBfdr0qSzumdA9LSnCOABxgOcakEjgFORxy4EIACBNhD49a+v1datnyy0dOqpb9cZZ3yiDT3BBATwAI9kDeABHgmtkZdFAI+cGTUgAAEIdA2B++57hR577Hsh7KG+26M1Y8blmjfv1q4ZDx3tLQJ4gPEAp1rRCOBU5LELAQhAoA0E8AC3ATImShNAACOASy8eZ0UEsBMg1SEAAQh0MgFigDt5dugbAhgBnGoXIIBTkccuBCAAgTYRIAtEm0BjZsQEEMAI4BEvmkgVEMCRQNIMBCAAgU4msHv3r7Rt201/yQN84olXk/2hkyesIn1DACOAUy11BHAq8tiFAAQgAAEIVJwAAhgBnGoLIIBTkccuBCAAAQhAoOIEEMAI4FRbAAGcijx2IQCBriTAlcJdOW10ukMJIIARwKmWJgI4FXnsQgACXUeAw2RdN2V0uMMJIIARwKmWKAI4FXnsQgACXUWg6unE8Hx31XLtms4igBHAqRYrAjgVeexCAAJdRaDKF0rg+e6qpdpVnUUAI4BTLVgEcCry2IUABLqKQFWvFK6657urFmkXdhYBjABOtWwRwKnIYxcCEOgqAlX1AFd13F21OLu4swhgBHCq5YsATkUeuxCAQFcRqKontKqe765anF3cWQQwAjjV8kUApyKPXQhAoOsIVDEWFg9w1y3TruowAhgBnGrBIoBTkccuBCDQlQSqdqVwVT3fXbk4u7DTCGAEcKpliwBORR67EIAABLqEQBU9310yNV3fTQQwAjjVIkYApyKPXQhAAAJdRKBqnu8umpqu7ioCGAGcagEjgFORxy4EIFA5AlwmUbkpZ8ANCCCAEcCpNgkCOBV57EIAApUiQBhBpaabwTZJAAGMAG5yqUQvhgCOjpQGIQABCDydAAfJWBEQyCeAAEYAp9obCOBU5LELAQhUhgCpxCoz1Qx0hAQQwHEE8Osk3ZLT1H+W9K7M6y+W9GFJZ0n6naSP5dTrk/ROSW+UNEPSPZLeKunOuvaPlfRpSZdLGivpR5LeImlbXbk5kj4n6SJJuyR9VdL7JO2vKxezb80sQwRwM5QoAwEIQMBBgMskHPCo2tMEEMBxBfClkv410+TDkraG/z0gabmkmyR9S9ILJL1X0islfSdTxwTzdUE4/0LSmyS9UNK5kn6TKfdDSfMkvU3SXkkfkXRI0vmSDoZyUyXdJ+khSR+VdHIQzV+X9OZMW7H71symQQA3Q4kyEIAABBwE8AA74FG1pwkggOMKYPPY7iho0jy0x0hanHn/m0HYzg2vTZD0B0lfkPSe8No4SQ9Kui14he3lRZLukHSJpB+HcuZVfkDSqyV9O7z27iCyny3pj+G110v6oiR77alaS8QAACAASURBVJHwWsy+NbthEMDNkqIcBCAAgZIEiAEuCY5qPU8AAdweATw+hB+8Q9JnMiZfIun7kk6XtDl4hX8m6Xkh9KFW1EIdXiZpVnjh+hDucLykI5n27pZkXmMLybBnZRC+L82UOS68dqWkr0iK3bdmNw0CuFlSlIMABCDgIEAWCAc8qvYsAQRwXAH8qKTpkrZI+kdJ/3cISzAPr4UiXCbJQhdqz5nBu1t73eJ+zfs7MYQ11MpdI+lGSf2S9gQPr3lwL6zr/jcknZF53frz5bo4ZKtioRlfC6/H7luzmwUB3CwpykEAAhBwEuAyCSdAqvccAQRwHAFsoQgLJa0LHlnz7P69pP8aYm0t7GF1CF3IHmYzsfyYpNdIsnAIiwl+vyQLhcg+L5d0a4jhtbCFnwRhbTHH2efzki6WNDu8eCC09/G6cveGEAoLh4jdtyKiUyTZv9ozU9L6rVu36pRTTAvzQAACEIAABCAAgfYQQADHEcB5rXwiZG84VdL/ggDWhyR9sB4UArg9Gx0rEIAABCAAAQgcJYAAbp0AvkDSXZL+OoREWAiEeWztwFnt8YRAmLC2w3DZJy8E4mZJdhgu++SFQMTqWxFRPMB88kAAAhCAAAQg0BEEEMDtEcD/MxyCu1bSZzMmLffuD3IOwVnKs42Zcp+SdEXdIThLYzat7hDcBkm/rDsE93jIFVxrzvIH75RUfwguVt+aXdjEADdLinIQgAAEIAABCEQlgABunQA20fofJJnQ2x48v5MkLcmYtHy88yXVp0Gziyvssgp77JILS4N2e04atBdJ+mkoZ3G/m3LSoFk6NfMWPxHKXS3phpw0aLH61uwCRQA3S4pyEIAABCAAAQhEJYAAjiOALbODHUy7X5Ld5GaH4OyAmXl77RY3e2qXTXwpZHF4fjig9qpwwK3WE7sIw+Jl7TY48+ZaZgg72JZ3EYYJ5+xFGIcLLsIwAZ29CMNCJfIuwojVt2YWKQK4GUqUgQAEIAABCEAgOgEEcBwBbELXUpmZqBsVPLZ245t5crN5ek0Y11+FbGnKso8JaBPB9Vchr60rV7sK2fIDjwkXYthVyLXLLWrFn5NzFbJlm6i/Cjlm35pZqAjgZihRBgIQgAAEIACB6AQQwHEEcPSJqUCDCOAKTDJDhAAEIAABCHQiAQQwAjjVukQApyKPXQhAAAIQgEDFCSCAEcCptgACOBV57EIAAhCAAAQqTgABjABOtQUQwKnIYxcCEIAABCBQcQIIYARwqi2AAE5FHrsQgAAEIACBihNAACOAU20BBHAq8tiFAAQgAAEIVJwAAhgBnGoLIIBTkccuBCAAAQi0nMBTT23S9u03a+/ezZowYZZmzrxK/f1zWm4XA80RQAAjgJtbKfFLIYDjM6VFCEAAAhDoAAKPPPKPevDBN0iy+6lGSzr052sCZs++QSeddE0H9JAuIIARwKl2AQI4FXnsQgACEIBAywiY53f9+nnhHqzsXVh2z1WfFiy4X5MmndUy+zTcHAEEMAK4uZUSvxQCOD5TWoQABCAAgcQEfv3ra7V16ycLe3HqqW/XGWd8InEvMY8ARgCn2gUI4FTksQsBCEAAAi0jcN99r9Bjj30vhD3UmxmtGTMu17x5t7bMPg03RwABjABubqXEL4UAjs+UFiEAAQhAIDEBPMCJJ6BJ8whgBHCTSyV6MQRwdKQ0CAEIQAACqQkQA5x6BpqzjwBGADe3UuKXQgDHZ0qLEIAABCDQAQTIAtEBk9CgCwhgBHCqVYoATkUeuz1DgDyjPTOVHT8Q1trIp2j37l9p27ab/pIH+MQTryb7w8gxtqwGAhgB3LLF1aBhBHAq8tjtCQJ4mHpiGrtiEKy1rpgmOjlCAghgBPAIl0y04gjgaChpqGoEiDGs2oynGy9rLR17LLeWAAIYAdzaFVbcOgI4FXnsdj0BTpl3/RR2zQBYa10zVXR0hAQQwAjgES6ZaMURwNFQ0lDVCJBntGoznm68rLV07LHcWgIIYARwa1cYHuBUfLHbwwTwyvXw5HbY0FhrHTYhdCcaAQQwAjjaYhphQ3iARwiM4hCoESAuk7XQLgKstXaRxk67CSCAEcDtXnM1ewjgVOSx2xMEOJnfE9PYFYNgrXXFNNHJERJAACOAR7hkohVHAEdDSUNVJUCe0arOfPvHzVprP3MstpYAAhgB3NoVVtw6AjgVeexCAAIQgAAEKk4AAYwATrUFEMCpyGMXAhCAAAQgUHECCGAEcKotgABORR67EIAABCAAgYoTQAAjgFNtAQRwKvLYhQAEIAABCFScAAIYAZxqCyCAU5HHLgQgAAEIQKDiBBDACOBUWwABnIo8diEAAQh0EQHLRbx9+83au3ezJkyYpZkzr1J//5wuGgFd7UQCCGAEcKp1iQBORR67EIAABLqEADmIu2SiurCbCGAEcKpliwBORR67EIAABLqAALfQdcEkdXEXEcAI4FTLFwGcijx2IQABCHQBgV//+lpt3frJwp6eeurbdcYZn+iCkdDFTiSAAEYAp1qXCOBU5LELAQhAoAsI3HffK/TYY9+TdCint6M1Y8blmjfv1i4YCV3sRAIIYARwqnWJAE5FHrsQgAAEuoAAHuAumKQu7iICGAGcavkigFORxy4EIACBLiBADHAXTFIXdxEBjABOtXwRwKnIYxcCEIBAlxAgC0SXTFQXdhMB3BoBfIykTZJOlnSBpJ9nzLxY0oclnSXpd5I+JumWum70SXqnpDdKmiHpHklvlXRnXbljJX1a0uWSxkr6kaS3SNpWV84SJn5O0kWSdkn6qqT3SdpfVy5m3xptBwRwI0K8DwEIQAAC2r37V9q27aa/5AE+8cSrNWmS/QnlgUB5Agjg1gjg/yzp30l6Vp0AHpC0XNJNkr4l6QWS3ivplZK+k+nKuyRdJ8n++wtJb5L0QknnSvpNptwPJc2T9DZJeyV9JJwWOF/SwVBuqqT7JD0k6aNBlJto/rqkN2fait23RqsSAdyIEO9DAAIQgAAEINASAgjg+ALYvK3m8TVRekOdADYPrXmHF2fMfjMI27nhtQmS/iDpC5LeE14bJ+lBSbcFr7C9vEjSHZIukfTjUM6+Ej8g6dWSvh1ee3cQ2c+W9Mfw2uslfVGSvfZIeC1m35pZrAjgZihRBgIQgEAHEOA2tg6YBLoQlQACOL4A/omkjZL+SdL/lxHA40P4wTskfSZj9iWSvi/pdEmbg1f4Z5KeF0IfakXNa/sySbPCC9eHcIfjJR3JtHd38Bq/Lry2Mgjfl2bKHBdeu1LSVyTF7lszixQB3AwlykAAAhBITIA43MQTgPmWEEAAxxXAL5f0eUmzJc2vE8Dm4bVQhMskWehC7TkzeHdrr1vcr3l/J4awhlq5ayTdKKlf0p7g4TUP7oV1Q/iGpDMyrz8q6cshnCJb9GFJXwuvx+5bM4sVAdwMJcpAAAIQSEiATAwJ4WO6pQQQwPEE8KRw8O1DQXAO1glgC3tYHUIXsofZpkt6TNJrJFk4hMUEv1+ShUJkHxPXlvHbDtZZ2IJ5mi07+KV15UyAXxxEuL11ILT38bpy94YQCguHiN23PKpTJNm/2jNT0vqtW7fqlFNMC/NAAAIQgECnESAXb6fNCP2JRQABHE8A2wGzF0laEEISEMBPZ2tfDD5YjxsBHGsr0w4EIACB+AS4jS0+U1rsDAII4DgC+LQQxmDpyOxgmj2WVeF/SHp+OBRn4QoWAmEeWztwVns8IRCnBo9ydhR5IRA3S7LDcNknLwQiVt/yqOIB7ow9Ty8gAAEINE0AD3DTqCjYZQQQwHEEcM3bW9TaOknLwiG4ayV9NlPQcu/+IOcQnKU8s8N0tedTkq6oOwRnacym1R2C2yDpl5Kyh+AeD7mCa21Z/uCdkuoPwcXqWzPbgBjgZihRBgIQgEBCAsQAJ4SP6ZYSQADHEcCWVcEEa/ax//0Pkt5gsa6SLDuDeX4tVnhJpqDl47UDc/Vp0OziCruswh675MLSoN2ekwbNwi5+GsrZ4Tu7gKM+DZqlUzNv8ROh3NUhRVt9GrRYfWtm0SKAm6FEGQhAICoB0nmNHCdZIEbOjBqdTwABHEcA57VSHwNsZWqXTXwpZHGw8Ag78PaqcMCt1o5dgGExs3YbnHlzLTOEHWzLuwjDhHP2IozDkvIuwjABnb0Iw0Il8i7CiNW3RqsfAdyIEO9DAAJRCSDkyuPkNrby7KjZmQQQwO0VwGbN8v7WX4Vsacqyj12FbCK4/irktXXlalchW37gMeFCDLsKuXa5Ra34c3KuQrZsE/VXIcfsW6MVjwBuRIj3IQCBaAT4KT8aShqCQE8QQAC3TgD3xAJp4SAQwC2ES9MQgMDTCXCYy7ciCB3x8aN25xFAACOAU61KBHAq8tiFQAUJDKXz+m7dmeEaiD7NmHGF5s2zVOs89QQIHWFN9CIBBDACONW6RgCnIo9dCFSQwKZNV2r79lsKRz5z5pWaM8cyRvJkCRA6wnroVQIIYARwqrWNAE5FHrsQqCCBTZuu0vbt9cctjoJAAOcvCkJHKrhZKjJkBDACONVSRwCnIo9dCEQg0G0xoYRAlJt0boIrx41anU8AAYwATrVKEcCpyGMXAk4C3RgTiiez3KTDrRw3anU+AQQwAjjVKkUApyKPXQg4CHRrTGi39tsxVVGqwi0KRhrpQAIIYARwqmWJAE5FHrsQcBCI4RFMFT6R2nOdatyO6f5z1dTcvP2nPgTyCCCAEcCpdgYCOBV57EJAUlkx5o0JTS2mUt1olnrc3kWfipv1u+xa9Y6Z+r1NAAGMAE61whHAqchjt/IEPGLM4wGu6s/pVR13jI3mWasx7NNG7xJAACOAU61uBHAq8titNAGvGPPU94jnbp60qo7bO2eetea1Tf3eJ4AARgCnWuUI4FTksVtpAjHEWFmvnDd8ohMmrszP8b0w7hTsY6zVFP3GZncQQAAjgFOtVARwKvLYrTSBjRsv1c6dPypkMHXqJTrnnB82ZFQmJrTbBU1Z4d/t4264GFpUgC8OLQJLs38mgABGAKfaCgjgVOSxW2kCGzZcoF27fl7IYPLk83Xeeetbwqibf9L29N1TtyUT0SWN8sWhSyaqS7uJAEYAp1q6COBU5LFbaQIbN16inTt/7PYAl4VY1ota1l6sel4x1q3jjsWvTDt8cShDjTrNEkAAI4CbXSuxyyGAYxOlPQg0QcAr5Jow0bBImfCJho22uECMn+O7cdwtxtqweb44NEREgZIEEMAI4JJLx10NAexGSAMQGDmBo161wzmVR2nBgvs1adJZI2+4x2t0wheHHkdcODy+OFR15ls7bgQwAri1K6y4dQRwKvLYrTwBvGojXwL8HD9yZtSAQCcTQAAPL4B/Ed4+IumcTp7ILuwbArgLJ40u9w4BvGojn8vUXxzKpGAb+SipAYFqEEAADy+Ab8m8/X9VY0m0bZQI4LahxhAEeotASiG4Y8ft2rLlA9q3b5vGjz9Rp512vaZPv6zlgFOL75YPEAMQaDMBBPDwArjN01EpcwjgSk03g+01AqlEaEohmMo24Re9tnsYTycQQAAjgFOtQwRwKvLYhYCTQBWFYEoRygE854KlOgRyCCCAEcCpNgYCOBV57ELAQSCGECzrPU4pBFPajpGCzTHlVIVATxJAACOAUy1sBHAq8tiFgIOAVwh6vMcphWBK217mjummKgR6lgACGAGcanEjgFORxy4EJJX1wnqEoNd7nFIIxrBdlrmXW5UXfFnmVWZWlbEjgBHAqdY6AjgV+Q60yx+p9k6KxwvrEYKeukZoSAjOlWSZKeufPi1Y8EDLLvHwilAPcxupt357V1hnWINZZ8xDp/YCAYwATrU2EcCpyHeYXf5ItXdCvELOU9/jPU4tgD0i1MMsuzrI3dz8XonFvHmLlOw2AghgBHCqNYsATkW+g+zyR6r9k+H1wnqEoNe2t34M2mVEaCf0O8bYu6kNmHfTbKXpKwIYAZxm5UkI4FTkO8guf6TaPxleL2ytx2WEoPcLT6y+t5t6t/a73Zxi2oN5TJq92RYCGAGcamUjgFOR7yC7/JFq/2Sk/tLhCXlJ3XebrTLx6rH6XcZ2+1dYZ1iMxbwzRkMvWkEAAYwAbsW6aqZNBHAzlHq8DH+k2j/BQ17Y5xQaXrBgU1MHyTxirIz3uCY+Ux2CM/tlxbvX8+2x3f4V1hkWYzDvjJHQi1YRQAAjgFu1thq1iwBuRKgC7/NHqv2TvGPHbbr33r8pNPzc596madMuG7ZjZYWgd7RVzQLBPim3clKt03K9pVa7CSCAEcDtXnM1ewjgVOQ7zC5/pNo7IRs2XKBdu35eaHTy5PN13nnrC99PKcZS/mIQw3ZZz3cM2+1dZZ1jrSzzzhkBPWkVAQQwArhVa6tRuwjgRoQq9D5/pNo32XfccYr273+40OC4cSfroot+X/h+SjGWMma8qrbbtzKxBIH2EkAAI4Dbu+KOWkMApyKP3Z4hUCYO1+sBHhKC3y28jGLGjCs0b96tLWEcQ3yXYWaDiWG7LJQYtsuOu2yfqQeBTieAAEYAp1qjCOBU5LEblUAqYVE2dMQbA7xp01Xavv3LhQxnzrxSc+bcHJVxrTFv+EVZZmbfa9sDxGvbM25Pv6kLgU4mgABGAKdanwjgVOSxG41AKmFxVBAdzhnLKC1YcP+wmRzuv/+1evTRrz2j7gkn/K3mzv3qsHw2bbpS27ffkkQAm9GyzL0i0mM7xoIrO2cxxh2j/7QBgU4jgACOI4D/WtI7Jdkl9VMkWYDdf5d0naR/zZh4saQPSzpL0u8kfUxS/V+SvtDWGyXNkHSPpLdKurOuq8dK+rSkyyWNlfQjSW+RtK2u3BxJn5N0kaRdkuyv2/sk7a8rF7NvzaxzBHAzlCjTsQRSCosYP4k//vjt2rz5A9q3b5vGjz9Rs2Zd3zD7g01GyhCI2mIoEzMeg5nZL2Pbu4g9X3hijds7BupDoNMIIIDjCOD/U9L/KmmdpMclnS3pQ5LulnRxMDEgabmkmyR9S9ILJL1X0islfSfTjXcF4Wz//YWkN0l6oaRzJf0mU+6HkuZJepukvZI+IumQpPMlHQzlptrfK0kPSfqopJODaP66pDdn2ordt2bWOQK4GUqU6VgCKYXFxo2XaOfOHxeymTr1Ep1zjn1ExH9SjtszmpSH2Dz9troe5t08bi836kNgOAII4DgCOK+VayR9KYjOR4KH9hhJizOFvxmErXmO7Zkg6Q+SviDpPeG1cZIelHSbJPMK27NI0h2SLpFU+ytoXuUHJL1a0rdDuXcHkf1sSX8Mr71e0hcl2WvWL3vMexyrb83uOARws6Qo15EEUgoL70E2A1o2dtnjjaxNpMUhb9nywb94n0877TpNn24/pDX3lOm7R0Q216vWlfKstVjjLsO8dURoGQJ+AgjgYoYWiuB5XibJjkqfHsISLPzgHZI+k2n0JZK+H8psDl7hn0l6Xgh9qBW1UAdrb1Z44foQ7nB83VFs8zib1/h1odzKIHxfmrF5XHjtSklfkTQ+hEbE6luzzBDAzZKiXEcSiCUsygxu48ZLtXOnfW/Nfxp5gMvG0daslY1Htfqeula/bN9TXqJRZo6zdTxrLUaoTlnm3nFTHwKtJIAAjiuAR4d4XPPo2jHpLZL+bYgNtlAEu14p+7vkmcG7W3vdPLzm/Z0YwhpqvTNv8o2S+iXtCR5e8+BeWNf9b0g6I/P6o6EfFk6RfSxG2U7A2OvW15h9a3a9IoCbJUW5jiQQQ1iUHVgcQVTuAJ3HA+zNQOFhHksAezyhZet6xu350mB1vbbLrnHqQaDVBBDAcQWwZY+3OFt7TOi+3D4/QtjD6hC6kD3MNl3SY5JeI8nCISwm+P0hFCLbM2vHEmta2xa28JMQ73tpXfc/H2KOZ4fXD4T2Pl5X7t4QQmHhEBaSEbNvRUTtcKD9qz0zJa3funWrTjnFtDAPBLqPQCrPmEeUeMSzzZCnvjd0w2PbU7e2Mj3z7anrFbFWv+zhvRjcum9n0+MqEEAAxxXAdhDOvLR2OM0yLdihtRcFj2xMkdmNAtgOBX6wHjcCuAofM709xrLZFLxUygoq7wE6T/iF9xY6Tyysd9yeLx0er3l2nZQVsZ615mHusUtdCLSaAAI4rgDOtnZOiON9hYW9hTAD89hmA/c8IRCnBo9y1mZeCIRlpLfDcNknLwQiVt+KiOIBbvVupv22ExgSoX8XQvHt2MARSX2aPftGnXSSRS619tmx43Zt2XI0ldlpp12v6dMtoqr48XphPfU9dW1EHm9kStuefrd2BTVuvZv7bqMrG3bSmAwlup0AArh1Atj+Gu6T9AFJ/xAOml0r6bMZk5Z79wc5h+As5dnGTLlPSbqi7hCcpTGbVncIboOkX9YdgrO0bJYruPZY/uCdkuoPwcXqW7N7ghjgZklRriMJxIopLTu48h5g3wE6jyc1TgzwcwqRLViwqfACEI/n2gx6PKEeZmXXR6x6Hs93rD6UbafsHilrj3rdRQAB3DoBbAfU1kp6VTi0Zp7fSZKWZExaPt754SCavVxLg2YXV1gIhT12yYWlQbs9Jw2ahVf8NJSzuN9NOWnQLJ2aeYufCOWulnRDThq0WH1rdgcggJslRbmOJNCtVwLfe+8V2rHjvxUynT79Cp19djY1+dOLej2CniwQHgHt7benvtf7nHoDdKOQ7Gbhnnq+q2IfARxHANtfk5+HFGSWpcHCH8yjalkYLgi3rtUum7DcwJan9/nhgJoJZDvgVnssM4PFy9rNcubNtcwQdplG3kUYlsEhexGGHevOuwjDBHT2IgwLlci7CCNW35rZPwjgZihRpmMJrFt3lvbssa2V/0ycOFsLF/6qJf33iLG77jpbu3db4pf8p7//bF1wgX305D8x4lnLxk17hKRXEHnqe73PLVlEI2w0RfzxCLv4tOKePeKxS93uIYAAjiOATbSakLUUZKMkWU5fE8WflPRkxoTl/a2/CtnSpWUfC52w9uqvQjZvcvapXYVs+YHHhAsx7Crk2uUWtbL2e2H9VciWbaL+KuSYfWtmByCAm6FEmY4lkFIAe36O9x5EswlJ5RFcs2amDhywu4Lyn7Fjn6XFi7cXvu/td9n6iLH2b2PPHml/b7GYggACOI4ATjF33W4TAdztM1jx/m/adKW2b7+lkMLMmVdqzhw7gxr/8Qgqjxc1O5IUHkGvALb+e/tdpr7Hexx/9VSjRc8eqQYhRokARgCn2gUI4FTksRuFQMpDcB5B5YmjjQLO0cjddw/oySfXFLYwZcqA5s9f5bDQuqplvcet61Fvt+zZI71NhtHVCCCAEcCpdgMCOBV57EYj8PQ0aLVm25MGraygGhIG5TIpRANXsqFu9+qV8R6XREW1hKE6wO8OAghgBHCqlYoATkUeu1EJpBQ1ZWx3s4iMId7JCxt1+Xd8Y2X2SMcPig5GIYAARgBHWUglGkEAl4BGld4ikEKMdXNOWm/4RlmveaxVl2K+Y/WddiDQawQQwAjgVGsaAZyKPHY7gkAMMVZGUHnToKWE5znAlzomNMZ8p2SPbQj0GgEEMAI41ZpGAKcij93kBGKIsbKC6o47Ttb+/fXZEo8iGTfuZF100e+TM8rrwOrV03XwoF1umf+MGTNNAwM7ct9MGfoRY747ckLoFAS6mAACGAGcavkigFORx25yAl4x5hFUq1cfr4MH7Tb0IhE5VQMDf2zIqIz3uWGjDQqsXNmvw4d3F5YaNWqSli59Kvf9lHlhvfPt5UZ9CEDgmQQQwAjgVPsCAZyKPHaTE/CKMY+gWrv2dO3bZ3f15D/jx8/SokW/HZZRWe+zF3y3eoC98+3lRn0IQAABPJI1YDey8bSOAAK4dWxpucMJeASsDc0jqLwXeHi8z95p8cQAew/Q1fpexvPtnW8vN+pDAAII4JGsAQTwSGiNvCwCeOTMqNEjBLwi0iOovBd4eGx7RKTV9YjYGP0u6/n29LtHljzDgEDHESAEonhKEMCtXa4I4NbypfU2ESjjEbSulRVTXiF41PbfSTqSodTcBR5D3ufv1tWtNdOnGTOu0Lx5txbS94zbGr3//tfq0Ue/9oz2TzjhbzV37lcL7Xr77fnSEkN8t2k5YwYClSGAAEYAp1rsCOBU5LEbjYBXzJVN0r9p01Xavv3LheOYOfNKzZlz87Dj3LHjdm3Z8gHt27dN48efqNNOu17Tp1/WkI0nhMIjIrMde/zx27V589G+z5p1vaZNG77vXmYeEesJWWk4IRSAAARKEUAAI4BLLZwIlRDAESDSRDoCscRcmRGsW3eW9ux5sLDqxImztXDhrxp4Yct5gD1C0iMiy3DK1vEId2vHI2JTjtvLrVa/7C8dsezTDgRiE0AAI4Bjr6lm20MAN0uKch1JIKWo8eTy9cYAe26S84jI7CIoI8Y2brxUO3f+qHAtTZ16ic4554eF73vmu9tjgL2/dHTkBqZTlSeAAEYAp9oECOBU5LEbhUAsMVemM550YF5PqCcTg0dE1jiVFWOefpttzxeHGOOu9WH79pu1d+9mTZgwSzNnXqX+/jllllDTdVL+0tF0JykIgRIEEMAI4BLLJkoVBHAUjDSSikAsUVOm/2vWzNSBA38orDp27LO0ePH23Pc93mNr0ONJ9XpCPWLM47n2CuAYX5bKCv/aIijjNbe6Kdd5mb1BHQg0SwABjABudq3ELocAjk2U9tpKwCvmPJ31eDOXLx8n6cAw5sdqcHB/4fseQeSJH/aKMU+/U9v2CH/ru0c8xxDvnrVOXQi0igACGAHcqrXVqF0EcCNCvN/RBLyCyjM4j/hevnyspIPDmB+jwcFigeyx7T285/E+P/zwjXrooTcUjnv27C/ppJOuKXzfY9vDzCu+veI55Tr37BHqQqARAQQwArjRGmnV+wjgVpGl3RERKPvTsDev7Ig6mVO4bD7cVauO1aFDTxaaHz16ipYs+deWiD45dQAAIABJREFUeIC9Atjj+fbUNRie+l4R6fHCem17BbR3nVMfAq0igABGALdqbTVqFwHciBDvt5zA0E/DZdOBXant228p7GMzuXi9AyyTD/fee6/Qjh3/rdD09OlX6Oyzv1P4vkf4ew/geeJ477jjFO3f/3DhuMaNO1kXXfT7YTzAl2jnzh8Xvj9cFglPv82gR8R6xHNtsJ4QCu8apz4EWkUAAYwAbtXaatQuArgRId5vKQHPqX7rmFdItnRwwzT+299epy1bPlRYwi6VmDXr/YXve0SsNxTAY/uuu56r3bvvLRzXpElna8GCX7Zk3B7vsXXI44X1iOcsjLKXtqRa59iFQCMCCGAEcKM10qr3EcCtIku7TRHwiCkz4M2m0FQnW1DIk0HCuuM5yOYVYx7b9977Mu3Y8b1Coo083x7bnvjhWofLemE94rkFy48mIdAxBBDACOBUixEBnIo8dv9MYO3a07Vv3+ZCGuPHz9KiRb8tfH/Figk6cmRf4ft9feO1bNnejqO9YsVEHTlS3K++vglatmxPYb+HflIvDpGYMePlmjfv1tz63p/jPeEXd989oCefXFM4rilTBjR//qoG4/6upCM5Zfo0Y8YVheP2Cv+awbJe2LLiueMWLx2CQEQCCGAEcMTlNKKmEMAjwkXh2ARWrz5eBw/uLGx2zJipGhj4Y+H7y5dPlDScwJ2gwcFiIRl7PM225/cAl4999gpBT33vuD22veE2zc7tcOXKiucYtmkDAp1IAAGMAE61LhHAqchj988E1q6dpX37thTSaOQBXr16hg4e3DGMgJ6ugYHHOo62Nx2YJ/bZ+3O8R0h6BbCn70N1n1O4FhYs2KRJk87quLVChyCQgkDZzDwj7SsCGAE80jUTqzwCOBZJ2ilFwBsDfOedf6W9e39daHvChL/ShRc+VKpvzVYq84fCexDNm8rM83O8RwB7D8HZnJTtu+dLQ7NroVG5MmulUZu8D4HYBMrusTL9QAAjgMusmxh1EMAxKNJGaQJer9zKlf06fHh3of1RoyZp6dKnSvevUcWhPxSvf0axRhc63HXX2dq9+77C5vv7z9YFFxRnQ/AKYDNc9ud4TxiC9xBcDViZvnvDbRqthUbvt1NUNOpLt73PF4f2zZjnV5YyvUQAI4DLrJsYdRDAMSjSxp8JlPkj5fEmms0VK8bpyJHiG9P6+sZq2bLiK4U9U+cR795DcPfcc7GeeOInhd2fOvVinXPOj4YdXpn5sgZTHoKrDahM31eunKzDh/80zJelY7R06S7Pkiis225R0ZJBJGqULw7tBe/5glumpwhgBHCZdROjDgI4BkXaKP2ztPfDNoYHuIyYsin3eDOXLx8j6dAwK2e0BgeLr0q+884ztXfvvxTWnzjxTC1c+GDh+x5R4UlFtnr1dB08+Hhhv8aMmaaBgeKYbqtY9uIUr9fds82969xju5vr8sWh/bPnzRIz0h4jgBHAI10zscojgGORrHA7nj9SHm+iIV+3bq727HlgGCE4VwsXFocaeISg5zpjrwfY4830zJdX+HvH7fnFwHvw0LPF2y0qPH3tpLp8cWj/bLSbOQIYAdz+VT5kEQGcinwP2fV8YHoPwXlu9/IKQU/4RePsF6dp0aLi/MieeFbPfA196ThLe/YUe5cnTpythQt/lbvCvXmbPevFO27Plo1lu+yvFZ6+1+qmsM0XhxgzN7I2vJ+LI7MmIYARwCNdM7HKI4BjkaxwO54/Up6f0w2553YvryhZufIYHT5cfMBu1KjimNI775ytvXuLs1NMmHCmLrywWGR6YoD9XvfyAth7c59HfHvWqXd7xxAVnl8rvP1PZdu7R73jrmr9ds43AhgBnGqfIYBTke9Au2U9PJ4/Ul4x5rHtEc82fZ44XG8+XE9KL++XDp/t8hd4eL3PnrUSY7t6REUMAV12DFW1XZZXr9Qrk2mlzNgRwAjgMusmRh0EcAyKPdBGqj/OXlHiyafrzUnrEdDeCzw8nlBPGIEtdY+A9sTwxrE9L1yjnL1KuU9SnxYsuL/lF2GUFRXefeL5iEpp2/rt+WzyjJu67SGAAEYAt2elPdMKAjgV+Q6yG8PDU/aPlEfAGkLPH+e1a0/Xvn3FcbaNbqHz2F6z5mQdOPBI4SoYO/ZkLV78+8L3PQJ4yOv+ncK2Z8x4uebNu7Xwfa/XvmwWB+uQV0CXXaept2vK8I2Utmvcy35xSD1v2G9MAAEcRwC/UtJrJc2XdKwkC7D7L5JuCV/5a1ZeLOnDkuzOy99J+lgok+2FuQTeKemNkmZIukfSW+1Xz7qump1PS7pc0lhJlnjzLZK21ZWbI+lzki6SZIkmvyrpfZLqE5TG7FvjlcchuGYY9XwZj5DLwinzR8pr2/PH2SMij4ox8ygezlkjo4b1KHpt+8IQrtL27V8uXNczZ16pOXNuLnzfO2fWcJm1UuvQ0wW0fVSbN7dPs2ffqJNOuqbhfvXYbth4iwrEYF62ayltl+0z9bqHAAI4jgBeK8ncOf9d0mOSXiTpHZKul3RdMDEgabmkmyR9S9ILJL1XkonnrEvkXaGO/fcXkt4k6YWSzpX0m0x3fyjJ/gK+TdJeSR8JyT3Pl1RL4jnVcscHQf5RSScH0fx1SW/OtBW7b83sADzAzVDq8TIeEelF47Xt+ePsDQWwsW/YsEi7dtV/L5YmT75Q551nH0n5j9e2p74nf/FR4T+3zq9QG6eFEjzQsaEE3vWaqn6MX2nK9j2l7bJ9pl73EEAAxxHA0yXVZ1D/kqRXSTIRam4a89AeI2lxxuQ3g7C1T3R7Jkj6g6QvSHpPeG2cJDuSfVvwCtvLiyTdIekSST8O5cyrbElJXy3p2+G1dweR/WxJfwyv2d2pX5Rkr9V+B43Zt2ZXPwK4WVI9XM4jIr1YvLaP/nEeuRfW+3O6J3zDU9eYe8IQvN5nL7eaiN6+/Wbt3btZEybM0syZV6m/334oa+4pe2CzudY7s1TK8I2UtjtzNuhVLAII4DgCOK+Vvw9Cc0oIN7DwA/MKfyZT+CWSvi/p9OBBNq/wzyQ9L4Q+1IpaqMPLJM0KL5hn2cIdjq9zhdwdvMavC+VWBuH70ozN48JrV0r6iqTxITQiVt+aXZsI4GZJ9XC5lB6eGLbLemFtSu+//7V69NGvPWN2TzjhbzV3rkUqFT+eHMRe4e+pnzL22Wh6xZQ3BKKbt3LK8I2Utrt5zuj78AQQwK0TwN+QtCxc+GAeXgtFuEyShS7UnjODd7f2usX9mvd3YghrqJWz4LIbJfVL2hM8vObBvbCu+2bzjMzrj0qygDsLp8g+D0uyv7z2euy+NbvnEMDNkurxcilFhUcQeTypHu+xLYc1a56lAwdse+c/Y8eeoMWL7cekZz7r18/XU0/9c2Hd/v75uuCCDYXvD/X9OYXvL1iwqTAMYd262dqzpzgHcaNrlD3ZL7xfeGJ4n3t8KzM8CHQVAQRwawSwxdSuCPG55vG1sIfVIXQhG7RnoRMWM/waSRYOYTHB7w+hENmevVySHY22GF4LW/hJiPe9tK77n5d0saTZ4fUDob2P15W7N4RQWDhE7L4VETVPuP2rPTMlrd+6datOOcW0ME9VCXhO5sdgtmPH7dqy5QPat2+bxo8/Uaeddr2mT7fvpMM/d911tnbvLr7quL//bF1wwS9zG/F4Ua3B1aun6+DBxws7OGbMNA0M1EdlDRVfubJfhw/vLqw7atQkLV1afMmGR/h7PcApmXtSsDVaS73+fhXDRnp9TnthfAjg+ALY1Ny6EI9rYtQCBGOLzG4UwB+S9MF63AjgXvgYKT8Gr1euvOWhmh4P8MqVk3X48J+GEZLFt7Ft3HiJdu6she8/s4mpUy/ROedkfyx6ehnPrWbeK4E9XlyvAPaM23vo0dt371rt1vqpv+B2Kzf63XoCCOC4Atjia1eFuNwlkv41NF8LMzCPrR04qz2eEIhTg0c5O4K8EAjLKWSH4bJPXghErL4VEcUD3Pr93HUWvJ5Qz4C9YQiNryPu19Kl+QLZ48m0MXsOk3kvwli+fHRB+rXabIzS4OCh3Knx3GBnDa5adawOHXqycNpHj56iJUtqH7tPL+Zda6tXH6+DB3cW2h4zZqoGBmpnjT0rs3fqEjbSO3PZiyNBAMcTwBa3a55Zi821LA0mMmtP7aDZtZI+m3ndcu/+IOcQnKU825gp9ylJV9QdgrM0ZtPqDsFZ4J795po9BGe/k1qu4Npj+YPtU7z+EFysvjW7T4gBbpZUD5fzeuU8aLyCaNWqKTp0yM625j+jR0/WkiX5Ys3rTfTk4t2wYbF27bIkMvnP5MmLdd55FrGV/yxfbvlvh38GB7O3nR0t672EwyOAPaEbNgJv3xsxa+b9bgsl8KTMa4YHZSDgIYAALqbX+FP+aN0xkr4XLpswz+/9Oc2a53eSJHu/9lg+Xrs8oz4Nml1cYZdV2GOXXFgatNtz0qBZvuGfhnIW97spJw2apVMzb/ETodzVkm7ISYMWq2/NrkcEcLOkericV4R60Nx994CefHJNYRNTpgxo/nz7QSf/Wb7ctmYt5XZemTEaHLQw/Gc+XjHlERZe2x4B7BGwRtHTd28O4jvumKX9+7cUrodx407TRRcV3+7nWatW1xOuY/VTiGfPLxVeXtSHQCMCCOBiQiMRwJbz1zI12KUU9a4VO269T1Ltsgkra3l6nx8OqFmu4Ozdn5aZweJl7TY48+ZaZgiLJc67CMOEc/YiDIs3zrsIwwR09iIMC5XIuwgjVt8arTt7HwHcDKUeL5MyBnjNmpk6cCA/U8Kfv3mOfZYWL94+jABu/BFR5An1eI+tQ55cvMuXW2rxfGE+NNixGhysvyjyKIbly+37fn6Iw1CpYuHvFcDr1p2pPXv+pXBOhssi4Q1h8Pbds5W9+8Qrnsv2HQFclhz12kEAARxHANvX/tMKmqrl+LW3Le9v/VXI9feC2l9VE8H1VyHXX+1UuwrZ8gPbXyQ7UWO5gWuXW9S6Y/mK6q9CtmwT9X/hYvatmbWLAG6GUgXKpPrj7MmkYNPi8YQ2FpGjNThY7F32eM49/R4adzrPtyd0xHNo0cbtre/Zyp759opnT7/JnOGhR91WE0AAxxHArZ6nXmwfAdyLs1pyTCkS3af0AHsOkhliz+EivwBu5AEuFu933fVc7d5tWRjzn0mTztaCBfmp46yGx6N4552ztXdvcQ7iCRPO1IUX2o9l+Y+37yW3xp+reWLlPeLZ02fvOvXapj4EGhFAACOAG62RVr2PAG4VWdptisC6dXO1Z4/dHp7/TJw4VwsXFuf59QjJxhkkilOoHRUW5S6j8PTbbHvSqHnjrj0eRc/BQRv3gw++WY88YvcU5T8nn/zvdeaZ2TPOTS3Dpgp5RKxHPDfVuQaFUl50E6P/tNG7BBDACOBUqxsBnIp8D9otc8DH7wGeEML7i4CO1+Dg3tw377nnYj3xhCWNyX+OO+5inXtuNmPi08t5hKBXAC9fbudl7ULKomeSBgfzL9Lw5BA+Kvzt6ENelok+LVjwQOEtdJ64abPtTR/n2XaeDBYe8ezpc7Zuil94YvWddnqXAAIYAZxqdSOAU5HvMbtlY4i9McCe+h4Ba9PnCQXwC2DP4b/yeXxry/b++1+rRx+1m9yf/pxwwt9q7tyvFq5urxD0xm17tp2n7yljgD1jpi4EWk0AAYwAbvUaK2ofAZyKfA/Z9fxxbyRgx46drsWL7aby/MeTFcB7E9zatbO0b19xSq7x42dp0aLf5nY8pQD2HiTzXF7i8aIaSG/2DM+227jxUu3cWfyLQKObA8t+SfT0mboQ6HQCCGAEcKo1igBORb4D7ZYJYbBheDxjq1ZN1aFDtfTYz4QyevRxWrKk+OYvTxzvhg0XaNeunxfOxOTJ5+u889YXvu+5US2lAPaGQHjm21PXJqLxl47TtGjR8HmAy65z73qx/hOG0IEffHQpKQEEMAI41QJEAKci32F2Pd4pT1yn9yftFSsm6ciR4ljYvr5JWrYsPxbW69Fbs+ZZOnDg0cKZHDv2BC1enJ/jOKUA9sY+ezzn3sNg3gN8Tz8MVpu6Ps2efaNOOsnSyBc/nnHXWi0rvjvs44LuQCAaAQQwAjjaYhphQwjgEQLrxeKeEAbj4TnZv3z5qILDVEfFyeCg3S2T/zT6Sbyvb6yWLcu/UKKREJw69WKdc07xT94rVozTkSPFl1kMZzulAPbc5Gaz4PEgez3AHttD67xc1g4bt+fmP6vv+ZLZi587jAkCRgABjABOtRMQwKnId5Bdryi5666ztXt3caqy/v6zdcEF+XllPem8DKEnl2+j+OMxY6ZpYGDHMOK7vHj39Hto3OUPwXku0TDbnrjrhx++UQ899IZCprNnf2lYT6zHtueL2pAAvkrbt9ffmXR0KDNnXqk5c27OHZv3S2YHfVzQFQhEJYAARgBHXVAjaAwBPAJYvVrU+7P0HXecov37Hy7EM27cybroot/nvr9y5RQdPryrsO6oUZO1dOmTw4jQ0ZKKPcTSKA0O5l8Z7BWCnvANj4D1C+Dy4tlsr1zZr8OHdw8zZ5O0dGl+2Ik3jtZj23sNsyfUx/sls1c/exgXBBDACOBUuwABnIp8B9n1/nH2iBqPiPR6gL0i1HOAz2vbU99Td8gDXP7goufLktn2eO292S88+8T7JbP2cUEMcQd9cNKVKAQQwAjgKAupRCMI4BLQeq2K9+dZT2orfwywxwPs84SuXz9fTz31z4XLob9/vi64YEPu+14R6qnfKG5aGqvBwfy4aRvMHXecrP37Hynl8fd8WTKDHuaeUB2z7bn62iOea6CJIe61T17GYwQQwAjgVDsBAZyKfIfZLXuxQW0YGzYs0q5ddz5jVJMnX6jzzltbOFp/GEJ5EesRkTYgj6Dy2vbUX7nyWB0+XBxWMmrUsVq6tDg13dq1p2vfvuJUY8PlP/7tb6/Tli0fKlwPs2Zdr1mz3l/4vucQnOeLmlcAe79keut32McN3YHAXwgggBHAqbYDAjgV+Q6y67nY4KgwmFcQiztKCxbcX3g1rt8DnE4Ar1lzgg4cKL6ko1PToHnDTu6667navfvewhU8adLZWrAg/9Cj1wO8YsVEHTmSf7W1daivb4KWLStOi+f5ouf14no8uF7bHfRxQ1cg8DQCCGAEcKotgQBORb5FdsvECHr/uHrqezyZhtBT31PXbHsyWHhte+p76tq4f/7z8/SnP91duIKPOWa+zj8/P/RjzZqZOnAgPzeyNTh27LO0ePH2YX4xKP+Fp9bo44/frs2bP6B9+7Zp/PgTZV7nadMua7gjY8Txlr0II4bthgOkAAQSEEAAI4ATLLs/m0QApyLfArtlPUye0+02DM8fZ68Y89T31LVxezISeG176nvq2rg9IrbRAboxY47TwEDxzX/evnu2neeLnseu1U1pu9b3Ml+uveOmfu8TQAAjgFOtcgRwKvKR7XrCGLwJ/j1/nL2CxlPfU9emz3Mtr9e2p76nro3bk4lh+fIJkvYNs/onaHCwOITBG77h2XYp43C98cuecVvdsl+uvXap3/sEEMAI4FSrHAGcinxkux4R6knwb8PwCIOUMcCrV5+ggweLY3jHjDlBAwPFP9evW3em9uz5l8KZnDjxTC1c+GDu+14R6qnf6ProUaMmaunS4jy/Hg+wd74beZBHjz5OS5YUe5C92y6VEPTsb++YPfvba5v6vU8AAYwATrXKEcCpyEe2e/fdA3ryyTWFrU6ZMqD581flvj8UwvCdwrozZrxc8+bdOmyPh4TB34VrjS1O84gdSdLs2TcOe7OXVxB5hKD3SmCfEPTFsnrG7QndGPJ8n6F9+35TuB7Gjz9DixblfzHwzrfnAF6sLVc2hrj2ZXH79pu1d+9mTZgwSzNnXqX+/jkNu+YJM2rYeIMCKcW3t+/U73wCCGAEcKpVigBORT6yXY8Y814Ra0MZEsCvf8aoGl1tm/ZK4ImSijMKSMP/HO/xRnoErEH21F+16jgdOvSvhStw9OhjtWRJcRo0TyaGlSuP0eHD+bfEWYdGjerX0qV/KuzbPfdcrCee+Enh+8cdd7HOPfdHkXfX0eY8HmBP3ZQiNKX4btlE0nDHEEAAI4BTLUYEcCryBXbLHjRZs+ZZOnDg0cLRDJeSy5PPtubVWr/+OYW2FyzYVJgGbcWK8TpypPjShb6+cVq2rDhm1CMEPXWHRGijeNbxGhzMF9h+2+U9yJ4vS0PjHiMp/3rpoUUwWoODB3PXw4YNF2nXruK80JMnL9Z5560uXEvr1p2lPXvyw0qs0sSJs7Vw4a9asqs9oQCeukf3mKUatF9W7F/tsXXQN2yqQS+MlOLb23fqdz4BBDACONUqRQCnIp9j1+Mh8uRX9V5Pe++9L9OOHd8rJDl9+hU6++z8EIvlyydJKj70JE3S4GCxx9AjJD11h4TgqDoxUo+gT4ODh3O5+G2XF8Ce29SGxj1WUr7AHRrsGA0OHsgdt+fgoDXYuP4sLVr022F3ddkvmR4h6KlbG4zn88HzMecV7x7b1O19AghgBHCqVY4ATkW+zq73j8zDD9+ohx56Q+FohgtF8HqAV68+XgcPFh88GjNmqgYG/thxQjClCE1pu7GIPE2LFhXf9Oa5Stkjnm0BNY7bPkmLFz9cuA+eHqteK9Y4Vt1KekIBPHWzgymbR9j7MZdKfHv7Tf3OJ4AARgCnWqUI4FTk6+x6PUSeVGaN4iqnTr1Y55xTHFfpOVSVUgg29uCO0uBg8U/9nr576g55Yct7gD0Cdsh2+RAIb8y3J2Rm6Evm3AKvvYURPFAYqmPj9uxRT90O+YhSKvHdKeOnH60hgABGALdmZTVutaUCuOxPjY273dklLGfnli0f/MtNU6eddp2mT//rYTvt9RB5YiMbxw8PfzvXqlXH6tChJwvHN3r0FC1Zkn/oyiPk0gtBjwgtX9c/bp9tjwj1HoLzCGjPl0Rj7vmVxiu+O/sTj95BoDwBBDACuPzq8dVsmQCu6k9m99//Wj366NeeMSsnnPC3mjv3q4Wz5fUQrV17uvbtK/7Zevz44thIj6iwAXlETVoBXP4QW2oR6uHmqWvj9uRP9v7a4Amh8HxJrG3csp9rCGDfHypq9y4BBDACONXqbokA9nhKUoGIYddzW5OXmSc/qlcQdW8IxGhJ+YfUhtZDr4ZAlD+8NyT8x0sqztwhjdPgYH7mDq8XtvFaK06jFkMA2/h37LhdW7Z8IPMLz/WaPv2yYT9CvF9wY3w+0QYEOpEAAhgBnGpdtkQAV/XD3pOJwRZA2cskrO7GjZdq587iON2pUy/ROef8MHedeQVwo3y4Y8Ycp4GB/ENyXtue+p66VfYAe7ht3HiJdu78ceHn3XDr1Co1ykE83C123hsPj+5RO2xqX5zsC5TFiI/S7Nk3DHvhi3fcNWBVDStL9QcSu60ngABGALd+leVbaIkA9sazpoLhtetNJ+Y5oe754+4RNMbM85O417anvqcuAnj43TI4mM1Ve7Ss55eKIeblLy/xhiF4fqXxfjn2iG/v5xr1IdBKAghgBHAr19dwbbdEAOMBzkc+efL5Ou+89blvev64WoOe29y8QpA0aMVbrEgIepl76jfOflGcv9gr/D2x6mbbc+DyqIgc+ZXdVtfzueb5hcZsez8fUv2BwS4EGhFAACOAG62RVr3fEgFc1Q9rTwyw54+rLQ5PfKMnrZXZbpyb9WQtXvz73DXsEXJeMVZd294Y4PJZJDzr1Ob7jjtO1v79jxR+Ho4bd5Iuuqg4D7BVLJvOy/PLlnd/e+u36g9Iu9ol9KNdpNtvBwGMAG7/qhuy2BIBfNTTMvJYuVQgYtktmwXC88fV+u7xrHnSWg0J4BN04MBjhQiHu4a5uiK0vIhML/zHScq/6W1oEYzV4GD+IblGWSCOO+5inXtucSy71wPs2eceEXrUKZB36HJUw6uMvZ8PnnGnrls280bqfmO/OQIIYARwcyslfqmWCWCPpyX+MNvb4uOP367Nm4+eEp8163pNm9baU+Ke29z8IrR8NgW/7fJCEtvF+6IodMNqNDqI1tc3QcuW5V9vvW7dmdqz518KDU+ceKYWLnyw8P2VKyfr8OE/Fb4/atQxWrp0V0s2vOcXHutQ2S/HVtcjvlsCo02NVvXXxDbh7QgzCGAEcKqF2FIBnGpQ3WjX+0F/990DevLJNYVDnzJlQPPnr8p9HyFYTgh6uHnqWm899T11zXajrB+jRx+nJUvys354xLPZvvPOM7V3b3kB7fls8IhQrwfY+/ngGXfKuh7mKfuN7eYJIIARwM2vlrglWyqAidsa2WR5furznDL3CiJPfU/d1ELQ03dP3dTjXr16ug4efLxwcY8ZM00DAzsKvmyV/7XAGvQc9hzZbnxmaU8YQgwh5/l88I49VX0P81R9xu7ICCCAEcAjWzHxSrdMAFfxwzrGtJQ9oLNu3Vzt2fNAYRcmTpyrhQvva4kHePXqaTp48I8lBVH5EIbUQtAjYj11U4+7cRjCZC1dmn81tjcDxZAg+q6kvDRrfZox4wrNm3frsFux7Bdzj4iNJeTKfj7E+GxK0YaHeYr+YnPkBBDACOCRr5o4NVoigKv6c11tSixWcMuWD2ZuirpO06f/dZwZK2hlxYpxOnKk+GBSX99YLVuWfzDJK8bWr3+ennrqnsLxHXPMfJ1//oaWiG9P3z11U4tQT989df3j9mWg8Aoizxdzz+eat98t/fDo4MY9zDt4WHQtQwABHE8A/5Wkt0u6UNLZkjaF/9ZbeLGkD0s6S9LvJH1M0i11hcw19U5Jb5Q0Q5L9hX+rhaHVlTtW0qclXf7n48+SHWF+i6RtdeXmSPqcpIsk2SmNr0p6X86dojH71mijtUQAV/nD3nPQpdFkDfe+R9QsX+77WdoT1+npt1+M4X0uWlPDHYLzzNmKFZN05Ej+ATnrS1/fJC1b9lThUh8SRM8pfH8aenfeAAAgAElEQVTBgk2aNMk+1p/5xBBTZS+r8V7C4fls6Pa6ni8t3T72KvQfARxPAP9bSZ+3tKiSZv/5jsohIZx9BuwMiaSbJH1L0gskvVfSKyV9J1PwXZKuk2T//YWkN0l6oaRzJf0mU87ul50n6W2S9kr6SLgf83xJB0O5qZLs9+eHJH1U0slBNH9d0pszbcXuW6P90xIBHOvnvkad77T3vafEPePxiJLly+17W22p5vVijAYHi73LPtuI0HaLUM98eb90rFlzkg4cqPcNHCUwduxJWry4OI/vww/fqIcesvSK+c/s2V8qvJI4xhfzsteVI4A9n27lczf7rFK7HQQQwPEEsAneWqLFr0gyEVovgM1De4ykxRmz3wzCdm54bYKkP0j6gqT3hNcs+aXl57kteIXt5UWWm13SJZJqF9yb+8GCMV8t6duh7ruDyH62pFqw5OslfVGSvVbL7B6zb82s3ZYI4Bh/aJrpfKeV8aZ48oxn+fLyuVm9cZme+inFGLaLV1yrPMDePL6eA3jeL+YeD3JVPxM9n2nUrQYBBHA8AZxtKU8Ajw/hB++Q9JlM4ZdI+r6k0yVtDl7hn0l6Xgh9qBW1UIeXSZoVXrg+hDscX3cq4+7gNX5dKLcyCN+XZmweF167UpL1NXbfmtk9LRHAnj8UzXS6U8t4b1TzjOvnPz9Pf/qTLbv8p5VxuI1+1h41aqKWLt2d2zFEaPtFaErmjQ/QDZ/H17PHvCLUU98rvj2fDdSFQCcTQAC3TwCbh9dCEexWAgtdqD1nBu9u7XWL+zXv78QQ1lArd42kGyX1S7JANvPwmgfXYo6zzzcknZF5/VFJXw7hFNly9lvf18LrsfvWzJpviQA2w1WM2/IKi2YmrKjMpk1Xaft2W2L5z8yZV2rOnJtbJELHhKifIuujNTiYH2LhZeap76lrI/XU99TtZttr187Svn1bCtfp+PGnadEi80HkPx5u3hAlj4j1iGfP5wJ1IdDpBBDA7RPAFvawOoQuZA+zTZdkd7m+RpKFQ1hM8PslWShE9nm5JMuxYzG8Frbwk/CX/9K6chaHfHGIQ7a3LIDS2vt4Xbl7QwiFhUPE7lse1SmS7F/tmSlp/datW3XKKaaF4z5VS9nj+ePsJb9hw2Lt2mXROPnP5MmLdd55tvSf+Xj77anvqWsj8dT31MX28Cu2KITijjtO0/79du44/2mlAPaKUE/9WL+KlU3h5v18oT4EWkUAAVxMtvEJmeK6eSEQsUVmtwngD0n6YD2yVgngVm2YTm3XK6g84/LFADfeZq2KCfUy89T31EUAlxPAK1f26/Dh/HAYa3HUqElaurQ4C4RnzjweXOubV8R6fxXz1vd8vtTGv337zdq7d7MmTJilmTOvUn+/JTfigUB5Agjg9gngWpiBeWztwFnt8YRAnBo8ytlR5IVA2O/Pdhgu++SFQMTqWx7VtnqAy2+J7qzp+ePsHbHHtqcuQrCcEKwqc0++au9a83hwa7PsFaFlfxXzim/v54t33F771O9dAgjg9gng2kGzayV9NmPWcu/+IOcQnKU825gp9ylJV9QdgrM0ZtPqDsFZ1v9fSsoegrO7Qy1XcO2x/ME7JdUfgovVt2Z2TMtigJsx3mtlvKLGw8Nj21PXK0qwXTzrvel1L5+txLvWYqUiKytiPfs7hngvaz+1+C7bb+p1BwEEcPsEsFkyz+8kSUsyZi0f73xJ9WnQ7OIKu6zCHkuWamnQbs9Jg/YiST8N5Sz/sF3AUZ8GzdKpmbf4iVDuakk35KRBi9W3ZlY/ArgZSk2W8Yq5Js3kFvPY9tT1ihJsV00A158rrh//BA0OFl+U4VkvsQSwZ5+WresN3yhr1+qlFN+eflO3OwgggOMJYBOPtTtn7eIKy8Twn0LzK8JBt9plE18KWRyeHw6ovSoccKv1xi7AsJhZuw3OvLmWGcIOtuVdhGHCOXsRhuUizrsIwwR09iIMC5XIuwgjVt8a7QAEcCNCI3jf88d5BGYQwBkCHuaeugj/4Vdskfe6Ucq8RjfBeeasm4Vcyr6nFN/ez0Xqdz4BBHA8AWz5eX9b0JwJXbsBzh7L+1t/FXJ9Dik7GWQiuP4q5LV17deuQrb8wJYPyi7EsKuQa5db1Irb/Z31VyFbton9de3F7Fuj1Y8AbkRoBO97/jiPwAwCGAHcxdkvfNdue24t7GYhlzIMIaX49n4uWn0yZ8Sg2Lo2EMDxBHDrZqk3W0YAF8xrmQ9NBHDxJinyCHqZeep76uIBLucB9jJfsWKijhyxG+fzn76+CVq2LD+EIpaQK/PZEOPPR6qDaCnFt5dbKmbeflepPgIYAZxqvSOAc8iX/dD0/nH3LAKPbU9dhGAaIeiZM0/d1PO9cuUxOny4OE3aqFHFN8nFEHJlPxs8eztbN8UBPLOfetxl+MWY7zJ2qTMyAghgBPDIVky80gjgOpaeD02vsPBMq8e2p25qQeTpu6cu404j/FetmqpDh2rniJ/Zh9Gjj9OSJZZcJ//xCDnPZ4Nnb3dK3VTiu+z4Y3n8y9qnXnMEEMAI4OZWSvxSCOA6pp4PTa+g8kyvx7anLkIwjRD0zJmnbur5Xr16ug4etIyS+c+YMdM0MLBj2EkpK+Q8nw2evU3dcgS6Oea73Ii7sxYCGAGcauUigOvIez40vcLCswg8tj11UwsiT989dRl3WeHvS4O2evUMHTxYLHDHjJmugQG71T7+s3Hjpdq5M3t/0tNtTJ16ic4554fxDdNiKQJ8YSmFre2VEMAI4LYvumAQAVxH3vOh6RVUnkXgse2pixAsKwSref302rWztG/flkJo48efpkWLNhe+v2bNCTpwoFjgjh17ghYv/oNnKxXW3bDhAu3a9fPC9ydPPl/nnbe+JbZpdOQEqh6yMnJiaWoggBHAaVaehACuI79jx226996/KZyP5z73Nk2bdlnu+14h6VkEHtueughgBHAegaKsH2vXnq59+4oF7vjxs7RoUVEmS2nVqmN16NCThdBHj56iJUv+1bOVCutu3HiJdu60LJf5Dx7glmB3NeqJ+XYZpnLTBBDACOCmF0vkggjgOqB4gPNXWG9ey1tNL2zKLzzr1p2lPXvsPqD8Z+LE2Vq48FeF7zfOAtGvpUv/FPljcqg5z2dDrUOpUqi1BEiXNFo25rtLhtf13UQAI4BTLWIEcB15YoARwFkCCP9nrgePgP7/2zsTaLuq8o7/MkBIwhAgIBAQHHhCCDIIjynwnnUpzlWxdmkruqiAVqrWeQSlq9Z5HoCKuFDbrjrX2TokgdAQBqGEGIkDCIGIYRAk89D19+27uL3c896797vnnuH+91osVt49e/rt75zzP9/+9t6rVp3F2rWXZT7v9tvvLA477NLM34v0AEdmh9QheyOLes253jITsAC2AC7KPi2A7QEOnSomfBFBFMnrusd/bGSJ9yuu2Itt27K3Cps2bS9OPTV7p4VFi7o/zS0qIpcunceWLa2HbD7MYaed5nHKKXeMC6ZbL2zEA+x41KJeca637AQsgC2Ai7JRC+AW8pEXVVTMRYwgUnckr0VodyK0SObRhWiLFu0MbBmn4zsxOtp6wvvY5RERqfzLly9g/fqbM+uePXsBxx9/U+bvES9sZHYo2u/Is8F5TaDMBCyALYCLsk8L4Dbkx16S5wI7mn6dwtDQxRxwwNmZYxUVNREjiNQdyWsBXD0BPHEcbfZpamPj3b0Ajm4ltmzZ49m48deZ0HfZ5XGceOKv2v4e+biNiveIeI48F5zXBMpOwALYArgoG7UAbkN+5cozufvuLz7il333fSnz51+eqwDWFPFtt13Apk13MWPG/hx88HuYO/eZE9pHRMRG8loAV08AL1o0Hdg2TsOnMTq6NRc7X778SNavX5FZ9qxZCxgezvbgTtz26YyOtvdOR72wEQEdrXvCB8AkLug29GMSRfsSE+iagAWwBXDXxhPMaAHcAjASoxgVkt0Kb4vQKorQwdyBIroNWuQe64UXttsQioh4Dj7j/5y923b3om6XYQLjEbAAtgAu6g6xAG4hf/XVQ2zYsDpzPGbOPJQTTmi/jVPk5RwR3hbAFsDtCGQtgovY6ZitTbQILtuDHF3EFml7r7ywa9Zcwq23ns/WrX9k+vQ9OOSQC5k375wJn+FFidCixfeEYHzBQBOwALYALuoGyFUAV3HKbeIp1uyXe+TlHF3cE6k7ktfie/DE9xVXzGHbtuzDJqZNm8Opp7bfZSJ6lPGiRVNbYvNb+U9hdHR720HphRCMzNKoUUXsSdsr4V/US8r11puABbAFcFEWnpsALsrbEQUZEYORvEuW7Mb27dkb+E+dOtHCpO6n1CPttgAePAF85ZV7sXVr9jZq06fvycKF97YFc+WVc9m6NXuLtenT92bhwnWZUKO2GhGw0Vma6LOp2/y9CP3otm7nixGoohOp0x5bAFsAd2ozvbo+FwHcC09LrzrYaTlFeYAjosIidPBEaEQIRvKKdCSOd+nS/diy5feZA7bTTo/ilFPW5iKAH34utfMQT2V4eCWzZj0hs+7oLE2nz6JeXW8PcK9I9recqjqROqVkAWwB3KnN9Or6XARwlR+4y5YNsXFjdgzwLrscyokn9j4GeMWKM1i37uuZ4zp37hksWPDVXIRBVBBF8kfyWvgXI/yXLz+G9etvyKx89uxjOP7469v+fv31C3nggaWZeXfffSHHHnvFOHY+UfzxVEZH2+9wEX0uRWdpevXQ7rScKjskOu1rXa4fpDGzALYALuq+zUUAV3nKbc2ai1m9+pWZ4zE0dEnmXsARMTf2wDs8s97h4VXjeqcidUfyWoQWI0IjYxbJq94uXrwLO3Zsyuz4lCkzGBnZ2Pb3qAhdvHgWO3ZsGKfumYyMrG/7e/S5FJ2lKeohr3oHxZtYJONe1h29T3rZlrzLsgC2AM7bxrLKz0UAV/nmjXhio8IiEp8YqTuS1wK4igK4+4MsouMdDUOIhF9En0uRZ0NRD/jmeotYgFeGflexDdGPtSr12QLYArgoe81FAI+95OZnrNaewvDwL8b1ZhYFY8y7NZGHaRYjIw+1bWJESEaFQaTuSN6oIHLd2daetY1ZlPmSJbuzffuDmRVPnbobp532QObv0TGLeCMjIjQ6rRydpSnyuea6q0Ug+rFWpd5aAFsAF2WvOQrg7qfzi4IRFRYRYRB94EXqjuQtkpnr7s77vGTJbLZvbx8moBKnTp3Faae1/8gb+0icyY4d7UMc9PuUKbswMpIdpqBruvVGrlr1d6xd+/nMju+331kcdtilmb9HxLcKjczSFPlcc93VIhD9WKtSby2ALYCLstdcBPCqVWexdu1lXb+kegGj2+1jImIwkvfGG0/nvvt+lNn1Pfc8naOO+kEuXrlIuy1CuxOhRTKPeoAjYQjRezt6n0TE9yCJkug4OX+cQPRjLd6C/pRgAWwB3B9Le2QtuQjgq69+Ahs2tN8pQU2YOXOIE074ZW59jjw4IsIkkje6xVKk7kheC+AqCuCYB7jID9zrrjueBx+8NhP6brsdx5OedE0uz5boLI0a1e2HeS4dcqGlJ9DtTEnpO9bUQAtgC+Ci7LV2AjjqpYmIwUjeqFctUnckrwVw9QRw9DCKyE4p0QdddBu1SP3RhUmRD/NIu53XBMpMwALYArgo+8xFAEfj9CIwol6aiBiM5I16zSN1R/JaAFdPAEe9qNH8kft7+fIjWb9+RWYRs2YtYHj4pkgVmXkjz5boh3kuHXKhJlACAhbAFsBFmWEuArjII0NvvPHp3HffDzN5ljWWNrK63SK0eiK0yI+O6P0ZPc0t8rCLzpRE6o6I2Ih4jrTZeU2g7AQsgC2Ai7LRXARwkQ/7qIcoIkwieaNxlZG6I3ktvqsnvqPbeRUpgKMzJdEHbbdhDNHwiWi7nd8EykrAAtgCuCjbzEUA92KldrdAoh6iiBiM5B17QX4tc+/kffY5gyOO+EomlkjdkbwWwN0K4OlA+yN7x0qcxujo1nHGu7gjgYuMw41+KHb7XGnO183CpCKdAr3os8swgbwIWABbAOdlWxOVm4sALjJGMOohiojBSN7oCzJSdySvBXB3AnjFihewbt03MjPPnXsGCxZ8dRwB3P1pblFvZNRWJ3oojfd7VQ/ZiYRPRHg5rwmUnYAFsAVwUTaaiwCOxuFGYEQX4EXEYCRv9AUZqTuS1wK4OwEcDUOY+MTCmYyMtD/sIipgo6cWRu5v5R0LQzi3ZbZkCkNDF3PAAWdHi88tf7fhE7k1yAWbQAkIWABbABdlhrkI4OgLNgIj6iGKiMFI3odf7K8Etv95CnxsinwqQ0MXTfhij9QdyWsBHBHA3R8XHtnKLPqxFbXVyP3dyNtNGEIv6o2WUdV2R/vt/CaQRcAC2AK4qLsjFwFc5D6hUQ9RRAxG8kZf7JG6I3kHWQAvW3Y4Gzeuyrx3Z848nBNOWNn29+hHYjTMqBfeSIu5oh7brtcE6kPAAtgCuChrzkUAR1/OURiRKdKIGIzkjfY5Unckb5UF8NVXH86GDdkCdtas+QwP35w5NJFwm2gcbnQrM3XKAjZ61zm/CZhAlIAFsAVw1Ia6zZ+LAL7qqgPZvHlNZpt23nkeJ598R7dtHjdfdHo3IgYjeaMwInVH8lZZAEfjcCM7d0Q9wOK+cuWZ3H33Fx9hOvvu+1Lmz788alLObwImYAK5E7AAtgDuxsgOAz4JnAw8COiN905gcweF5SKAo3vxdtD+R1waFRYRMRjJG+lzlUXoLbecx513fjqz+/PmvYZDD/145u9XXfVYNm/+bebvM2Y8lpNO+nXm72OzBec84vehoUsmjLuO2Fr0Q63R4Hvu+T633no+mzbdxYwZ+3PIIRey997PiJqT85uACZhAXwhYAFsAd2poewKam10NvBeYB3wE+BJwXgeF5SKAo1s8ddD+R1wanVqOiNhI3kifxwTwRPvCZu8ru3jxbHbsaL9jgMqeMmU2IyN/GkeEzmPz5jszf5/I45+1oGv69L1ZuHDduGiiXlwV3m0oQFTE9iION2o3zm8CJmACRRKwALYA7tT+3ga8A3g0cG/KLDfWZ9LfstXI/68pFwE8JkKz9zDdZ58XjnuoQ6cwmq+PeOXGhGT3+6sWKYAjRylHDxeI5hf31atfy5o1Ml8d/jCdefP+flzPb/OYR7y4EVtT3qiI7VZ8R9vt/CZgAiZQBgIWwBbAndrhkiR8n9eUcU7621nAFyZZYC4COCpCJ9n2tpdFvXI33PBU7r//x5lNmDPnaRx99A/b/l6kAI54QqNbx0XzR8a7kbdIIVlk3b1g5zJMwARMoCgCFsAWwJ3a3t3A54G3tmTUyjOtimn9e1b5uQjgqAjtFEbr9RGvXERILlq0K/BQZvOnTNmVkRGFa+eTIp7QyM4Z6k00fz5EXKoJmIAJmECZCVgAWwB3ap9bgHcB72vJuAK4Cnjkqp6xC3dP/zWy7Qdcc/vtt3PggdLCvUsREdqLVkS8chEhOZ4XeHR0Ry+6Nm4ZkX5H8qpR0fy5w3EFJmACJmACpSJgAWwB3KlBdiuA3w1c0FpZHgK46oIoIuYWL96NHTseXjSWt+e3U+Px9SZgAiZgAiZQBgIWwBbAndqhQiAuBbQYrjlNFALRNw9wpx3y9SZgAiZgAiZgAoNFwALYArhTi9ciuHuA5zdl3AO4Dyh8EVynnfH1JmACJmACJmACg0fAAtgCuFOrl+f37cBBwP0p8yuAi8qwDVqnnfH1JmACJmACJmACg0fAAtgCuFOrbxyEcUvLQRhfLsNBGJ12xtebgAmYgAmYgAkMHgELYAvgbqz+8DZHIetwjMKPQu6mM85jAiZgAiZgAiYwWAQsgC2Ai7L4XPYBLqozrtcETMAETMAETKA6BCyALYCLslYL4KLIu14TMAETMAETGHACFsAWwEXdAhbARZF3vSZgAiZgAiYw4AQsgC2Ai7oFLICLIu96TcAETMAETGDACVgAWwAXdQtYABdF3vWagAmYgAmYwIATsAC2AC7qFrAALoq86zUBEzABEzCBASdgAWwBXNQtYAFcFHnXawImYAImYAIDTsAC2AK4qFvAArgo8q7XBEzABEzABAacgAWwBXBRt8DBwK3Lly9n//33L6oNrtcETMAETMAETGAACdx1110MDw+r54cAtw0ggswuTzGMXAkcB1yTaw0u3ARMwARMwARMwATGJ3A8cK0hPUzAAjhfa5gBHAn8AdiWU1X7JZEt416bUx1lLNb99niX0S573Sbbue281zZVxvJs5/nZ+TRgH+AmYFMZB7+oNlkAF0W+d/X+Oc4YOAi4o3fFlr4k99vjXXoj7UEDbee28x6YUemLsJ0Plp2XwiAtgEsxDKFG+MExWA8Oj7fHO/TAqEhm27ntvCKmGmrmoNp5CFqvMlsA94pkceUM6g3kfvsFWdxd17+abee28/5ZW3E12c4Hy86Ls7Smmi2ASzEMoUbsDrwe+AjwQKikamV2vz3e1bLY7lprO7edd2c51cplOx8sOy+FdVoAl2IY3AgTMAETMAETMAETMIF+EbAA7hdp12MCJmACJmACJmACJlAKAhbApRgGN8IETMAETMAETMAETKBfBCyA+0Xa9ZiACZiACZiACZiACZSCgAVwKYbBjTABEzABEzABEzABE+gXAQvgfpHufT2HAZ8ETgYeBC4H3gls7n1VpSrx8cAbgROBBcCq9P9SNbLHjXkRcCZwLLAHsBr4BHAZsKPHdZWpuGcCbwHmA1olvgb4JvAe4I9lamjObdk12fk8oM7Hmb482XQrzvcDb82ZcRmKfxnwOuBw4E/phM8XABvK0Lgc2rAIGMko98XAf+RQZ1mKfC7wjvRs01hfkWz8N2Vp4CC0wwK4mqO8J3BzEkLvBfRi1DZoXwLOq2aXJt3qvwQ+BVwNDAFTB0AA/w9waxJ/Olb7qcCbgQuTGJw0vIpd+LfAE9NY35PG+d3A9cDTKtaXSHMlACWOHjUgAvjpLR84+vDRaZd1ThJD+tjT81z3+1zgKek+l0CqY2p82Db3TR8AZwD7A+vq2GlgFPhJclp9Gdg7Pct1ZPGRNf7gKd1wWgCXbkgm1aC3pa/HRwP3phznAJ8B9Lc7J1VKNS+S4N2emv4F4LgBEMB6Gba+DC4B/hrQx1CDRzVHtLNWnw2o7/roq7OdN6hopuda4A3ARQMigPepsfhpZ+1PAFYA8gp+v7PboXZXywP6C+BZtevZwx3SfawP+Mc1zeA9GfgpcFryBte4++XpmgVwecaik5YsScL3eU2Z5qS/nQVIGA5CGhQB3G4sX5U+eBQaoBCYQUmaEv4a8JjkFa97v/8buBH4DvAzC+BaDvf7ANm1ZrQGOSmcbynwN8C/1RjEpclxc1RTHxXedl0KCdH73akPBCyA+wA5hyruBj7fJi5OU4VfHJB4OWEdZAGsqTPFz+kI0bonTQ3ulOLlZPe3AQqFqXt6YQr3kTDSC3JQBLCeb5r10Dj/K/ABYFuNB1uxsArx+TnwGkDOjGvSCZ8K9RqUpNA2xYEr1OehGnf61OTtfS3QCIHQ7O2+6QO3zrZeqmG1AC7VcEy6MVuAdwHyHDQnTaNdBSgcYhDSoArghcDiNC3+sQEY6DtSyIO6+gNAwrDOL0j1c1Za+KaYZ4l+xQ3WXQCfDpyQYr61uFMhAZrp+GzN1zZoIa9Ceu4C3g6sT/9XPOihgD4I6p6mp5CmHwMvqXtngWcnL/duqa83AIp9//0A9L00XbQALs1QdNQQC+AxXIMogOXxlVdIcXKKIxuE+F8thJsNHJF2OlGcoBYC1tlTosVQ6uNwihMcBAHc7iH4QeAfgYOSQOzoQVmRi29JQldT4v+b2rxXCvH5KHBBRfoRaeYzgO8Bz0nhPpGyyp5XoR7fTR+2Cm3SIjg5tPRel3e4rrt+lG5cLIBLNySTapA8Aooj0mK45uQQiEnhq+xFmhrVdjnyjulBOUhbgTUGTSJB3pK/Ar5a2ZEcv+EHAxJFz08zOrpaXv9vA1oso0Vxdd0ZoJWMtn1bDmhLvLouENMHrRZEKeyjOWmWR4tftStC3ZNC9ySCtfuDhGCdk+5fhfc0j6scG78DXpkW+da5/6XpmwVwaYaio4YoSF4xY3pBNpL2h70P8CK4jlBW5uKZgBZEaZePk9KeuJVpfA8bqmfWJuD8NiFAPaym0KIa3t6sRkgwaR/sQUiDIIAV4qJwj3YCWB86dd4RQTasZ5ucOtrGUyEvdU8KcVH4oraxbE5ioL3dtR2eUx8IWAD3AXIOVcjzq1gxTQven8p/Rdomqe7boDXjHJQQCMXHfSMdeiLP78ocbKoqRUr4aZ9UbQH3n1VpdIftlKf/6JY8+remw+Uh0gIp7YU8COnDgBYLyUO2tqYdbuxsckya3VA3NS2uvb815vrYq3PSvaxDLwZlCzCFrynuu9mBpVmf3wKvTjHvdR7v0vTNArg0Q9FRQxoHYWiatPkgDK0orftBGFocpOlQJT0sNHX4+vRvTRnqoIi6Je17q/1vtResFjk2J60cl0e0junrabpfcZGKi1P4w5uSt0iewbqfetg8poMQA6wFjprl0Aee3k3yimpB78dTHHAdbVx90t7mywDF/epADNm6nBxaAKfTLusq/Bvj+a30wXdIzU+2bPRXH3RavKzTPBXWpI8dneKq/a+1zkGzu059IGAB3AfIOVWh4zJbj0LWw7PuokAPSX0pt0uKj9SWQnVL8gTJQ9Au1Xk/XB1/K++QPnIkEsRBovhDwAN1G+QJ+jMIAlhCV3Gg8vZqvPWB/7n0nKvzkd8aeoU/yNurRWA7p1h/Lf6r+2yPnDkS+BKEgzL1L911bgr30LNN+7hrVkuzuvIMO/WJgAVwn0C7GhMwARMwARMwARMwgXIQsAAuxzi4FSZgAiZgAiZgAiZgAn0iYAHcJ9CuxgRMwARMwARMwARMoBwELIDLMQ5uhQmYgAmYgBuKHU8AAAa5SURBVAmYgAmYQJ8IWAD3CbSrMQETMAETMAETMAETKAcBC+ByjINbYQImYAImYAImYAIm0CcCFsB9Au1qTMAETMAETMAETMAEykHAArgc4+BWmIAJmIAJmIAJmIAJ9ImABXCfQLsaEzABEzABEzABEzCBchCwAC7HOLgVJmACxRH4AnBcOnY20gqd1nZyOp68uZx3A28Edo0U7rwmYAImYAK9I2AB3DuWLskETKCaBHolgLOErgVwNe3CrTYBE6gxAQvgGg+uu2YCJjApAmUVwDOALcD2SfXCF5mACZiACUyagAXwpFH5QhMwgZoSaAjgNwEfBB4P3Ay8GliW+nwmcA4wH9Bz80bgzcDy9Lu8vBe08FkMKCyi4QE+CfgscCzwG+ANwA+b8twKfAf4Xar7IGBfYB1wGvA+4BjgIeC/UljFvU359wI+BDwXmA38HHgrsKTpmkXAn4AvAxcC84CfAOrf7sAlwCnAbakNur6RVO75wGHAVuBX6d/fq6lduFsmYAI1JmABXOPBdddMwAQmRUAC+DnAA0ms3peE4xHAocDdSdzq/6uBnYAXAy8CngjcAhyY8r4E+ItUq8pbmf7+NuCXwCeA24G3AMPAwcA96XoJYHl9VcdHgG3Aj5PovgqQGP0k8KgkhiWiFXOs66YBuuaxqe2/B14DjKRrrkt1qAz1SW34F2CP1CbVo7Zcntqp9h4FPDoJ5scBvwD+HfgSMDX9viaJ6UmB9kUmYAImUBYCFsBlGQm3wwRMoCgCEsAvA54C/DQ1QsJQIvHTgMRgc5L4038rgK8Db08/jhcDLO/ws4CGt/QQ4LfAS5OgVBESwFooJyEqL28jqY4nJc+0QiKUnpa8x/LKfjt5fb8FPL3JqyyhLi/ttcAZTQJYC/5UvzzLSvIayxv9KuCi9LcFwE3A8wCV+0LgK8lL/GBRA+V6TcAETKBXBCyAe0XS5ZiACVSVgASwhN6clg5IeOpv8ugennZ3kMdVYQmN9LUkDvXv8QTwu4CZwOamvOtTGIJCG5QkgCVWJTab0x+S51Ue3eYkT7VCFuRNVuiGQjQk3JvTRwF5peU1VpIHeDqwsOki5bs4eYYlmJV2BjYB/wB8ChhK3uzvpzoVVvHHlrr8TxMwAROoDAEL4MoMlRtqAiaQEwEJYMW9KjSgOSleVzG8ClVQKIOE6IdTfOxG4HPAHcCzU6ZOd4G4H/hYEs4qQgL4uyn2trkdireVB/mfW9q3CrgCODu1ReEOrX1QDPA/pbCNhgBWDHCjzfrby4HLgH2avML6+w5AcdHyECvJuyxvtz4CtDDvB8B5KWY5p6FxsSZgAiaQDwEL4Hy4ulQTMIHqEJjIAywPrRarHZ0WvzV6phAGLZbrpQDWIjiJyuak2GPF3r625e/NHuAPAOdO0gPcrQBuVK/FchLD8i5LhCt0xMkETMAEKkXAArhSw+XGmoAJ5EBgohhg7QTxzbQYTQvBlOQFXZo8tg0BLO/oe5q8rY2mZnmG23mA2wngRgywFqLJG6z0VOBHKfa3OQb49PR3XaNQB4U0aAFccwxwVAA3+iVvuBYDHpDDmLhIEzABE8iVgAVwrnhduAmYQAUINO8CoVADCVOFDhyZFp6pCxKS16TdF7R1mISuFsLd0OQBfn5aFPe6tCODdoHQzg9RAawFcNrh4Wctu0DIA926C8RjmnaBUPzuk9vsAtGNAJZ3Wdu4KezhLkD1vD+JbS3kczIBEzCBShGwAK7UcLmxJmACORBo7APcWEwmT6tCGxSKIOGppCl/xcLqN217JoGs65vFpDyuH0/eVi2U00Kx5n2AW49CnqwHWPUrvlfblmkP4cY+wNq5oXkf4L1b9gG+Pu1gof2IG6mxD3CnMcASv+9I9auetcA3AC3u864QORilizQBE8iXgAVwvnxdugmYgAmYgAmYgAmYQMkIWACXbEDcHBMwARMwARMwARMwgXwJWADny9elm4AJmIAJmIAJmIAJlIyABXDJBsTNMQETMAETMAETMAETyJeABXC+fF26CZiACZiACZiACZhAyQhYAJdsQNwcEzABEzABEzABEzCBfAlYAOfL16WbgAmYgAmYgAmYgAmUjIAFcMkGxM0xARMwARMwARMwARPIl4AFcL58XboJmIAJmIAJmIAJmEDJCFgAl2xA3BwTMAETMAETMAETMIF8CVgA58vXpZuACZiACZiACZiACZSMgAVwyQbEzTEBEzABEzABEzABE8iXgAVwvnxdugmYgAmYgAmYgAmYQMkIWACXbEDcHBMwARMwARMwARMwgXwJ/B/M0hPfZbbuSwAAAABJRU5ErkJggg==\" width=\"639.9999861283738\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd4cb438>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.plot(x='bathrooms',y='price',kind='scatter',color='y')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}