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Created April 12, 2014 04:16
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ZillowResearchData
Raw
gistfile1.txt
{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"from pandas import Series, DataFrame\n",
"from itertools import islice"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import os\n",
"import glob\n",
"\n",
"Zillow_DIR = os.path.join(os.pardir, \"OpenData\", \"Neighborhood\")\n",
"\n",
"assert os.path.exists(Zillow_DIR)\n",
"\n",
"glob.glob(Zillow_DIR + \"/*\")[:5]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": [
"['..\\\\OpenData\\\\Neighborhood\\\\AllRegionsForePublic.csv',\n",
" '..\\\\OpenData\\\\Neighborhood\\\\Neighborhood_ForSaleInventorySupply_AllHomes.csv',\n",
" '..\\\\OpenData\\\\Neighborhood\\\\Neighborhood_HomesSoldAsForeclosures-Ratio_AllHomes.csv',\n",
" '..\\\\OpenData\\\\Neighborhood\\\\Neighborhood_MedianListingPricePerSqft_AllHomes.csv',\n",
" '..\\\\OpenData\\\\Neighborhood\\\\Neighborhood_MedianListingPrice_AllHomes.csv']"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"homevalue = pd.read_csv(\"Neighborhood_Zhvi_AllHomes.csv\")\n",
"homevalue.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>RegionName</th>\n",
" <th>City</th>\n",
" <th>State</th>\n",
" <th>Metro</th>\n",
" <th>CountyName</th>\n",
" <th>1996-04</th>\n",
" <th>1996-05</th>\n",
" <th>1996-06</th>\n",
" <th>1996-07</th>\n",
" <th>1996-08</th>\n",
" <th>1996-09</th>\n",
" <th>1996-10</th>\n",
" <th>1996-11</th>\n",
" <th>1996-12</th>\n",
" <th>1997-01</th>\n",
" <th>1997-02</th>\n",
" <th>1997-03</th>\n",
" <th>1997-04</th>\n",
" <th>1997-05</th>\n",
" <th>1997-06</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> Northeast Dallas</td>\n",
" <td> Dallas</td>\n",
" <td> TX</td>\n",
" <td> Dallas-Fort Worth</td>\n",
" <td> Dallas</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 90700</td>\n",
" <td> 90700</td>\n",
" <td> 90700</td>\n",
" <td> 90800</td>\n",
" <td> 91100</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> Paradise</td>\n",
" <td> Las Vegas</td>\n",
" <td> NV</td>\n",
" <td> Las Vegas</td>\n",
" <td> Clark</td>\n",
" <td> 116400</td>\n",
" <td> 116500</td>\n",
" <td> 116800</td>\n",
" <td> 117000</td>\n",
" <td> 117100</td>\n",
" <td> 117400</td>\n",
" <td> 117600</td>\n",
" <td> 117600</td>\n",
" <td> 118000</td>\n",
" <td> 118600</td>\n",
" <td> 118900</td>\n",
" <td> 118900</td>\n",
" <td> 118900</td>\n",
" <td> 118700</td>\n",
" <td> 118800</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> Upper West Side</td>\n",
" <td> New York</td>\n",
" <td> NY</td>\n",
" <td> New York</td>\n",
" <td> New York</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> South Los Angeles</td>\n",
" <td> Los Angeles</td>\n",
" <td> CA</td>\n",
" <td> Los Angeles</td>\n",
" <td> Los Angeles</td>\n",
" <td> 118800</td>\n",
" <td> 119900</td>\n",
" <td> 120900</td>\n",
" <td> 121100</td>\n",
" <td> 121000</td>\n",
" <td> 120900</td>\n",
" <td> 120600</td>\n",
" <td> 120700</td>\n",
" <td> 120800</td>\n",
" <td> 121300</td>\n",
" <td> 121900</td>\n",
" <td> 122200</td>\n",
" <td> 122000</td>\n",
" <td> 122000</td>\n",
" <td> 122400</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> Sherman Oaks</td>\n",
" <td> Los Angeles</td>\n",
" <td> CA</td>\n",
" <td> Los Angeles</td>\n",
" <td> Los Angeles</td>\n",
" <td> 146700</td>\n",
" <td> 145900</td>\n",
" <td> 145000</td>\n",
" <td> 144500</td>\n",
" <td> 144800</td>\n",
" <td> 145100</td>\n",
" <td> 145300</td>\n",
" <td> 145500</td>\n",
" <td> 146300</td>\n",
" <td> 147500</td>\n",
" <td> 148800</td>\n",
" <td> 149800</td>\n",
" <td> 150000</td>\n",
" <td> 149900</td>\n",
" <td> 150000</td>\n",
" <td>...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows \u00d7 220 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
" RegionName City State Metro CountyName \\\n",
"0 Northeast Dallas Dallas TX Dallas-Fort Worth Dallas \n",
"1 Paradise Las Vegas NV Las Vegas Clark \n",
"2 Upper West Side New York NY New York New York \n",
"3 South Los Angeles Los Angeles CA Los Angeles Los Angeles \n",
"4 Sherman Oaks Los Angeles CA Los Angeles Los Angeles \n",
"\n",
" 1996-04 1996-05 1996-06 1996-07 1996-08 1996-09 1996-10 1996-11 \\\n",
"0 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"1 116400 116500 116800 117000 117100 117400 117600 117600 \n",
"2 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"3 118800 119900 120900 121100 121000 120900 120600 120700 \n",
"4 146700 145900 145000 144500 144800 145100 145300 145500 \n",
"\n",
" 1996-12 1997-01 1997-02 1997-03 1997-04 1997-05 1997-06 \n",
"0 NaN NaN 90700 90700 90700 90800 91100 ... \n",
"1 118000 118600 118900 118900 118900 118700 118800 ... \n",
"2 NaN NaN NaN NaN NaN NaN NaN ... \n",
"3 120800 121300 121900 122200 122000 122000 122400 ... \n",
"4 146300 147500 148800 149800 150000 149900 150000 ... \n",
"\n",
"[5 rows x 220 columns]"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"oakland_homevalue=homevalue[(homevalue.State=='CA') & (homevalue.City=='Oakland')]\n",
"oakland_homevalue #from 1996-04 to 2014-02, 72 neighborhoods"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>RegionName</th>\n",
" <th>City</th>\n",
" <th>State</th>\n",
" <th>Metro</th>\n",
" <th>CountyName</th>\n",
" <th>1996-04</th>\n",
" <th>1996-05</th>\n",
" <th>1996-06</th>\n",
" <th>1996-07</th>\n",
" <th>1996-08</th>\n",
" <th>1996-09</th>\n",
" <th>1996-10</th>\n",
" <th>1996-11</th>\n",
" <th>1996-12</th>\n",
" <th>1997-01</th>\n",
" <th>1997-02</th>\n",
" <th>1997-03</th>\n",
" <th>1997-04</th>\n",
" <th>1997-05</th>\n",
" <th>1997-06</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1307</th>\n",
" <td> Redwood Heights</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 185500</td>\n",
" <td> 185400</td>\n",
" <td> 184000</td>\n",
" <td> 182400</td>\n",
" <td> 181300</td>\n",
" <td> 180700</td>\n",
" <td> 180600</td>\n",
" <td> 181100</td>\n",
" <td> 182000</td>\n",
" <td> 183700</td>\n",
" <td> 185500</td>\n",
" <td> 186300</td>\n",
" <td> 186700</td>\n",
" <td> 187600</td>\n",
" <td> 188600</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1481</th>\n",
" <td> Adams Point</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 113800</td>\n",
" <td> 110900</td>\n",
" <td> 108300</td>\n",
" <td> 106300</td>\n",
" <td> 105300</td>\n",
" <td> 104500</td>\n",
" <td> 103400</td>\n",
" <td> 102600</td>\n",
" <td> 103800</td>\n",
" <td> 105500</td>\n",
" <td> 106900</td>\n",
" <td> 108600</td>\n",
" <td> 109900</td>\n",
" <td> 109900</td>\n",
" <td> 110700</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1531</th>\n",
" <td> Clinton</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 125200</td>\n",
" <td> 125400</td>\n",
" <td> 125400</td>\n",
" <td> 125100</td>\n",
" <td> 125300</td>\n",
" <td> 125200</td>\n",
" <td> 125200</td>\n",
" <td> 125500</td>\n",
" <td> 125800</td>\n",
" <td> 125300</td>\n",
" <td> 125200</td>\n",
" <td> 125500</td>\n",
" <td> 125500</td>\n",
" <td> 125200</td>\n",
" <td> 125200</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1582</th>\n",
" <td> Cleveland Heights</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 209900</td>\n",
" <td> 211300</td>\n",
" <td> 209100</td>\n",
" <td> 206200</td>\n",
" <td> 205500</td>\n",
" <td> 204900</td>\n",
" <td> 203400</td>\n",
" <td> 200400</td>\n",
" <td> 196400</td>\n",
" <td> 194200</td>\n",
" <td> 194000</td>\n",
" <td> 193000</td>\n",
" <td> 191800</td>\n",
" <td> 191600</td>\n",
" <td> 191900</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1677</th>\n",
" <td> Havenscourt</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 94300</td>\n",
" <td> 96100</td>\n",
" <td> 98200</td>\n",
" <td> 100100</td>\n",
" <td> 101300</td>\n",
" <td> 101300</td>\n",
" <td> 101000</td>\n",
" <td> 100800</td>\n",
" <td> 100900</td>\n",
" <td> 102300</td>\n",
" <td> 104000</td>\n",
" <td> 104700</td>\n",
" <td> 105100</td>\n",
" <td> 106300</td>\n",
" <td> 107600</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1740</th>\n",
" <td> Bushrod</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 169100</td>\n",
" <td> 168900</td>\n",
" <td> 168800</td>\n",
" <td> 167700</td>\n",
" <td> 166000</td>\n",
" <td> 164500</td>\n",
" <td> 163300</td>\n",
" <td> 163000</td>\n",
" <td> 162400</td>\n",
" <td> 162100</td>\n",
" <td> 162600</td>\n",
" <td> 162400</td>\n",
" <td> 160800</td>\n",
" <td> 159500</td>\n",
" <td> 159100</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1760</th>\n",
" <td> Piedmont Avenue</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 144700</td>\n",
" <td> 142600</td>\n",
" <td> 142500</td>\n",
" <td> 142200</td>\n",
" <td> 142400</td>\n",
" <td> 143400</td>\n",
" <td> 145200</td>\n",
" <td> 147500</td>\n",
" <td> 150000</td>\n",
" <td> 150400</td>\n",
" <td> 150200</td>\n",
" <td> 151600</td>\n",
" <td> 153300</td>\n",
" <td> 156000</td>\n",
" <td> 158700</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1820</th>\n",
" <td> Upper Dimond</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 170600</td>\n",
" <td> 172900</td>\n",
" <td> 173100</td>\n",
" <td> 173600</td>\n",
" <td> 175200</td>\n",
" <td> 176300</td>\n",
" <td> 177700</td>\n",
" <td> 179000</td>\n",
" <td> 179800</td>\n",
" <td> 181500</td>\n",
" <td> 184500</td>\n",
" <td> 186800</td>\n",
" <td> 187600</td>\n",
" <td> 188500</td>\n",
" <td> 189900</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1826</th>\n",
" <td> St. Elizabeth</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 106400</td>\n",
" <td> 104500</td>\n",
" <td> 103700</td>\n",
" <td> 104300</td>\n",
" <td> 104900</td>\n",
" <td> 104800</td>\n",
" <td> 105200</td>\n",
" <td> 106300</td>\n",
" <td> 107000</td>\n",
" <td> 107600</td>\n",
" <td> 108800</td>\n",
" <td> 110500</td>\n",
" <td> 111800</td>\n",
" <td> 112200</td>\n",
" <td> 112000</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1972</th>\n",
" <td> Longfellow</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 134800</td>\n",
" <td> 130900</td>\n",
" <td> 128800</td>\n",
" <td> 127700</td>\n",
" <td> 126200</td>\n",
" <td> 125000</td>\n",
" <td> 124500</td>\n",
" <td> 124800</td>\n",
" <td> 125700</td>\n",
" <td> 126800</td>\n",
" <td> 127500</td>\n",
" <td> 128600</td>\n",
" <td> 130200</td>\n",
" <td> 130400</td>\n",
" <td> 129800</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1990</th>\n",
" <td> Upper Rockridge</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 350300</td>\n",
" <td> 353500</td>\n",
" <td> 358300</td>\n",
" <td> 360900</td>\n",
" <td> 362100</td>\n",
" <td> 364100</td>\n",
" <td> 365800</td>\n",
" <td> 367100</td>\n",
" <td> 369300</td>\n",
" <td> 374000</td>\n",
" <td> 379300</td>\n",
" <td> 382900</td>\n",
" <td> 386200</td>\n",
" <td> 389800</td>\n",
" <td> 390600</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000</th>\n",
" <td> Fremont</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 104800</td>\n",
" <td> 106800</td>\n",
" <td> 108100</td>\n",
" <td> 108900</td>\n",
" <td> 110000</td>\n",
" <td> 111300</td>\n",
" <td> 112600</td>\n",
" <td> 112800</td>\n",
" <td> 112300</td>\n",
" <td> 112600</td>\n",
" <td> 113600</td>\n",
" <td> 114000</td>\n",
" <td> 113800</td>\n",
" <td> 114300</td>\n",
" <td> 114900</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2024</th>\n",
" <td> Meadow Brook</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 114800</td>\n",
" <td> 113800</td>\n",
" <td> 112400</td>\n",
" <td> 112200</td>\n",
" <td> 113400</td>\n",
" <td> 114000</td>\n",
" <td> 114400</td>\n",
" <td> 115100</td>\n",
" <td> 116600</td>\n",
" <td> 118200</td>\n",
" <td> 119600</td>\n",
" <td> 119200</td>\n",
" <td> 117700</td>\n",
" <td> 117300</td>\n",
" <td> 118900</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2030</th>\n",
" <td> Webster</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 90200</td>\n",
" <td> 93000</td>\n",
" <td> 95800</td>\n",
" <td> 97700</td>\n",
" <td> 98700</td>\n",
" <td> 99200</td>\n",
" <td> 99500</td>\n",
" <td> 99800</td>\n",
" <td> 99900</td>\n",
" <td> 100400</td>\n",
" <td> 101300</td>\n",
" <td> 101500</td>\n",
" <td> 101400</td>\n",
" <td> 100900</td>\n",
" <td> 100600</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2054</th>\n",
" <td> Seminary</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 90300</td>\n",
" <td> 92400</td>\n",
" <td> 93600</td>\n",
" <td> 94700</td>\n",
" <td> 96200</td>\n",
" <td> 96400</td>\n",
" <td> 95900</td>\n",
" <td> 95600</td>\n",
" <td> 95100</td>\n",
" <td> 95000</td>\n",
" <td> 96200</td>\n",
" <td> 97300</td>\n",
" <td> 97800</td>\n",
" <td> 98600</td>\n",
" <td> 99300</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2062</th>\n",
" <td> Rancho San Antonio</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 109800</td>\n",
" <td> 109700</td>\n",
" <td> 109400</td>\n",
" <td> 109800</td>\n",
" <td> 111100</td>\n",
" <td> 112000</td>\n",
" <td> 112100</td>\n",
" <td> 112700</td>\n",
" <td> 113900</td>\n",
" <td> 114900</td>\n",
" <td> 115200</td>\n",
" <td> 114500</td>\n",
" <td> 114000</td>\n",
" <td> 115100</td>\n",
" <td> 116700</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2085</th>\n",
" <td> Maxwell Park</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 129200</td>\n",
" <td> 130900</td>\n",
" <td> 133300</td>\n",
" <td> 134600</td>\n",
" <td> 135100</td>\n",
" <td> 136000</td>\n",
" <td> 137500</td>\n",
" <td> 138600</td>\n",
" <td> 139600</td>\n",
" <td> 140800</td>\n",
" <td> 141900</td>\n",
" <td> 142900</td>\n",
" <td> 143800</td>\n",
" <td> 144500</td>\n",
" <td> 144900</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2099</th>\n",
" <td> Glenview</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 201300</td>\n",
" <td> 207400</td>\n",
" <td> 211500</td>\n",
" <td> 213600</td>\n",
" <td> 216300</td>\n",
" <td> 219300</td>\n",
" <td> 221500</td>\n",
" <td> 221700</td>\n",
" <td> 221300</td>\n",
" <td> 222400</td>\n",
" <td> 225800</td>\n",
" <td> 228400</td>\n",
" <td> 228700</td>\n",
" <td> 228000</td>\n",
" <td> 227500</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2199</th>\n",
" <td> Arroyo Viejo</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 88200</td>\n",
" <td> 91300</td>\n",
" <td> 95000</td>\n",
" <td> 97400</td>\n",
" <td> 98500</td>\n",
" <td> 98700</td>\n",
" <td> 99300</td>\n",
" <td> 100300</td>\n",
" <td> 100600</td>\n",
" <td> 100800</td>\n",
" <td> 102000</td>\n",
" <td> 103700</td>\n",
" <td> 104300</td>\n",
" <td> 103800</td>\n",
" <td> 102800</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2298</th>\n",
" <td> Allendale</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 104800</td>\n",
" <td> 105400</td>\n",
" <td> 105700</td>\n",
" <td> 106000</td>\n",
" <td> 105900</td>\n",
" <td> 106000</td>\n",
" <td> 107000</td>\n",
" <td> 108600</td>\n",
" <td> 109900</td>\n",
" <td> 111600</td>\n",
" <td> 113400</td>\n",
" <td> 114400</td>\n",
" <td> 114300</td>\n",
" <td> 114000</td>\n",
" <td> 114200</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2377</th>\n",
" <td> Grand Lake</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 117300</td>\n",
" <td> 116900</td>\n",
" <td> 117500</td>\n",
" <td> 117700</td>\n",
" <td> 116600</td>\n",
" <td> 115300</td>\n",
" <td> 114500</td>\n",
" <td> 114800</td>\n",
" <td> 116000</td>\n",
" <td> 116900</td>\n",
" <td> 118600</td>\n",
" <td> 120800</td>\n",
" <td> 122700</td>\n",
" <td> 125200</td>\n",
" <td> 128400</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2381</th>\n",
" <td> Prescott</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 136600</td>\n",
" <td> 134800</td>\n",
" <td> 133500</td>\n",
" <td> 131600</td>\n",
" <td> 129300</td>\n",
" <td> 128300</td>\n",
" <td> 127200</td>\n",
" <td> 124700</td>\n",
" <td> 123200</td>\n",
" <td> 123200</td>\n",
" <td> 123900</td>\n",
" <td> 126000</td>\n",
" <td> 129300</td>\n",
" <td> 131900</td>\n",
" <td> 134400</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2394</th>\n",
" <td> Lakeshore</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 268900</td>\n",
" <td> 277300</td>\n",
" <td> 283900</td>\n",
" <td> 286400</td>\n",
" <td> 287400</td>\n",
" <td> 288000</td>\n",
" <td> 289000</td>\n",
" <td> 290700</td>\n",
" <td> 292800</td>\n",
" <td> 296000</td>\n",
" <td> 298900</td>\n",
" <td> 299900</td>\n",
" <td> 298500</td>\n",
" <td> 297100</td>\n",
" <td> 297500</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2579</th>\n",
" <td> Temescal</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 166200</td>\n",
" <td> 168600</td>\n",
" <td> 168900</td>\n",
" <td> 168000</td>\n",
" <td> 167900</td>\n",
" <td> 168200</td>\n",
" <td> 168500</td>\n",
" <td> 168800</td>\n",
" <td> 169500</td>\n",
" <td> 170600</td>\n",
" <td> 172400</td>\n",
" <td> 173600</td>\n",
" <td> 173000</td>\n",
" <td> 173000</td>\n",
" <td> 174500</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2611</th>\n",
" <td> Highland Terrace</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 113900</td>\n",
" <td> 112600</td>\n",
" <td> 112200</td>\n",
" <td> 112900</td>\n",
" <td> 113700</td>\n",
" <td> 114600</td>\n",
" <td> 114600</td>\n",
" <td> 114000</td>\n",
" <td> 113800</td>\n",
" <td> 114100</td>\n",
" <td> 114200</td>\n",
" <td> 113700</td>\n",
" <td> 113200</td>\n",
" <td> 113600</td>\n",
" <td> 114200</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2670</th>\n",
" <td> Sequoyah</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 223100</td>\n",
" <td> 222700</td>\n",
" <td> 223800</td>\n",
" <td> 226100</td>\n",
" <td> 228500</td>\n",
" <td> 229900</td>\n",
" <td> 230600</td>\n",
" <td> 231500</td>\n",
" <td> 232700</td>\n",
" <td> 235000</td>\n",
" <td> 237300</td>\n",
" <td> 239000</td>\n",
" <td> 241300</td>\n",
" <td> 244900</td>\n",
" <td> 248100</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2682</th>\n",
" <td> Montclair</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 326000</td>\n",
" <td> 325000</td>\n",
" <td> 322100</td>\n",
" <td> 319000</td>\n",
" <td> 318800</td>\n",
" <td> 319200</td>\n",
" <td> 318500</td>\n",
" <td> 318500</td>\n",
" <td> 320000</td>\n",
" <td> 322000</td>\n",
" <td> 324400</td>\n",
" <td> 325600</td>\n",
" <td> 325900</td>\n",
" <td> 326700</td>\n",
" <td> 328200</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2734</th>\n",
" <td> North Stonehurst</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 91800</td>\n",
" <td> 94500</td>\n",
" <td> 96400</td>\n",
" <td> 97200</td>\n",
" <td> 97300</td>\n",
" <td> 97600</td>\n",
" <td> 98100</td>\n",
" <td> 98700</td>\n",
" <td> 99400</td>\n",
" <td> 100400</td>\n",
" <td> 101400</td>\n",
" <td> 102200</td>\n",
" <td> 102800</td>\n",
" <td> 102800</td>\n",
" <td> 102300</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2749</th>\n",
" <td> Harrington</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 107900</td>\n",
" <td> 107200</td>\n",
" <td> 107100</td>\n",
" <td> 107400</td>\n",
" <td> 107700</td>\n",
" <td> 107700</td>\n",
" <td> 108800</td>\n",
" <td> 110000</td>\n",
" <td> 110500</td>\n",
" <td> 111000</td>\n",
" <td> 112100</td>\n",
" <td> 113100</td>\n",
" <td> 113600</td>\n",
" <td> 113600</td>\n",
" <td> 114000</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2786</th>\n",
" <td> Jefferson</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 114300</td>\n",
" <td> 114000</td>\n",
" <td> 114700</td>\n",
" <td> 115600</td>\n",
" <td> 116000</td>\n",
" <td> 116500</td>\n",
" <td> 117700</td>\n",
" <td> 119300</td>\n",
" <td> 120700</td>\n",
" <td> 121800</td>\n",
" <td> 122600</td>\n",
" <td> 122800</td>\n",
" <td> 123400</td>\n",
" <td> 124700</td>\n",
" <td> 125700</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2891</th>\n",
" <td> Iveywood</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 97600</td>\n",
" <td> 98400</td>\n",
" <td> 100200</td>\n",
" <td> 101700</td>\n",
" <td> 102300</td>\n",
" <td> 102700</td>\n",
" <td> 102700</td>\n",
" <td> 103000</td>\n",
" <td> 103700</td>\n",
" <td> 105200</td>\n",
" <td> 106200</td>\n",
" <td> 106600</td>\n",
" <td> 106700</td>\n",
" <td> 106600</td>\n",
" <td> 106600</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2903</th>\n",
" <td> Fairview Park</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 242200</td>\n",
" <td> 241800</td>\n",
" <td> 241900</td>\n",
" <td> 239700</td>\n",
" <td> 236400</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2906</th>\n",
" <td> Chabot Park</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 238600</td>\n",
" <td> 240500</td>\n",
" <td> 241100</td>\n",
" <td> 242200</td>\n",
" <td> 243700</td>\n",
" <td> 243800</td>\n",
" <td> 243200</td>\n",
" <td> 243100</td>\n",
" <td> 242700</td>\n",
" <td> 243300</td>\n",
" <td> 245600</td>\n",
" <td> 246700</td>\n",
" <td> 246500</td>\n",
" <td> 247400</td>\n",
" <td> 248500</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2963</th>\n",
" <td> Merriwood</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 304500</td>\n",
" <td> 300100</td>\n",
" <td> 296000</td>\n",
" <td> 293200</td>\n",
" <td> 291200</td>\n",
" <td> 291100</td>\n",
" <td> 290300</td>\n",
" <td> 289000</td>\n",
" <td> 289000</td>\n",
" <td> 291500</td>\n",
" <td> 293300</td>\n",
" <td> 293300</td>\n",
" <td> 293000</td>\n",
" <td> 294200</td>\n",
" <td> 296900</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2988</th>\n",
" <td> Eastmont Hills</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 142500</td>\n",
" <td> 141600</td>\n",
" <td> 141000</td>\n",
" <td> 141000</td>\n",
" <td> 141300</td>\n",
" <td> 141300</td>\n",
" <td> 141000</td>\n",
" <td> 140900</td>\n",
" <td> 141200</td>\n",
" <td> 142000</td>\n",
" <td> 142800</td>\n",
" <td> 142400</td>\n",
" <td> 141700</td>\n",
" <td> 141700</td>\n",
" <td> 142000</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2991</th>\n",
" <td> Shafter</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 245800</td>\n",
" <td> 245200</td>\n",
" <td> 241500</td>\n",
" <td> 238100</td>\n",
" <td> 236900</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3035</th>\n",
" <td> Eastmont</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 93800</td>\n",
" <td> 93700</td>\n",
" <td> 94800</td>\n",
" <td> 96000</td>\n",
" <td> 97600</td>\n",
" <td> 99500</td>\n",
" <td> 100500</td>\n",
" <td> 101100</td>\n",
" <td> 101900</td>\n",
" <td> 102900</td>\n",
" <td> 104300</td>\n",
" <td> 106200</td>\n",
" <td> 108300</td>\n",
" <td> 109800</td>\n",
" <td> 110900</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3043</th>\n",
" <td> Castlemont</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 111300</td>\n",
" <td> 109900</td>\n",
" <td> 110200</td>\n",
" <td> 110300</td>\n",
" <td> 110400</td>\n",
" <td> 111300</td>\n",
" <td> 112000</td>\n",
" <td> 112200</td>\n",
" <td> 111900</td>\n",
" <td> 111800</td>\n",
" <td> 111600</td>\n",
" <td> 111000</td>\n",
" <td> 110600</td>\n",
" <td> 110700</td>\n",
" <td> 111000</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3062</th>\n",
" <td> Rockridge</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 287800</td>\n",
" <td> 297700</td>\n",
" <td> 304000</td>\n",
" <td> 307300</td>\n",
" <td> 308900</td>\n",
" <td> 311400</td>\n",
" <td> 314400</td>\n",
" <td> 316000</td>\n",
" <td> 315600</td>\n",
" <td> 317300</td>\n",
" <td> 320700</td>\n",
" <td> 322400</td>\n",
" <td> 322700</td>\n",
" <td> 324900</td>\n",
" <td> 328600</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3084</th>\n",
" <td> Cox</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 100700</td>\n",
" <td> 101300</td>\n",
" <td> 101900</td>\n",
" <td> 102200</td>\n",
" <td> 102400</td>\n",
" <td> 102700</td>\n",
" <td> 103000</td>\n",
" <td> 102900</td>\n",
" <td> 102500</td>\n",
" <td> 103200</td>\n",
" <td> 104100</td>\n",
" <td> 104100</td>\n",
" <td> 103900</td>\n",
" <td> 103900</td>\n",
" <td> 104100</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3097</th>\n",
" <td> Frick</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 130200</td>\n",
" <td> 131100</td>\n",
" <td> 131700</td>\n",
" <td> 131800</td>\n",
" <td> 131600</td>\n",
" <td> 131800</td>\n",
" <td> 132700</td>\n",
" <td> 133500</td>\n",
" <td> 133700</td>\n",
" <td> 134400</td>\n",
" <td> 134800</td>\n",
" <td> 134400</td>\n",
" <td> 133700</td>\n",
" <td> 133900</td>\n",
" <td> 134700</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3107</th>\n",
" <td> Trestle Glen</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 274300</td>\n",
" <td> 280600</td>\n",
" <td> 287000</td>\n",
" <td> 291400</td>\n",
" <td> 294100</td>\n",
" <td> 296400</td>\n",
" <td> 298900</td>\n",
" <td> 301800</td>\n",
" <td> 303700</td>\n",
" <td> 306400</td>\n",
" <td> 309600</td>\n",
" <td> 310800</td>\n",
" <td> 310600</td>\n",
" <td> 311900</td>\n",
" <td> 314300</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3119</th>\n",
" <td> Sobrante Park</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 106900</td>\n",
" <td> 106800</td>\n",
" <td> 106400</td>\n",
" <td> 107000</td>\n",
" <td> 108600</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3129</th>\n",
" <td> Santa Fe</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 152800</td>\n",
" <td> 148900</td>\n",
" <td> 146000</td>\n",
" <td> 142700</td>\n",
" <td> 140500</td>\n",
" <td> 139200</td>\n",
" <td> 138300</td>\n",
" <td> 137500</td>\n",
" <td> 135800</td>\n",
" <td> 135000</td>\n",
" <td> 134800</td>\n",
" <td> 133800</td>\n",
" <td> 132100</td>\n",
" <td> 131300</td>\n",
" <td> 131300</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3202</th>\n",
" <td> Brookfield Village</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 83600</td>\n",
" <td> 82600</td>\n",
" <td> 82300</td>\n",
" <td> 82600</td>\n",
" <td> 82800</td>\n",
" <td> 83200</td>\n",
" <td> 83700</td>\n",
" <td> 84400</td>\n",
" <td> 85300</td>\n",
" <td> 86500</td>\n",
" <td> 87600</td>\n",
" <td> 88500</td>\n",
" <td> 89200</td>\n",
" <td> 89900</td>\n",
" <td> 89800</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3258</th>\n",
" <td> Coliseum</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 83500</td>\n",
" <td> 83800</td>\n",
" <td> 84900</td>\n",
" <td> 86000</td>\n",
" <td> 86400</td>\n",
" <td> 86200</td>\n",
" <td> 85600</td>\n",
" <td> 85000</td>\n",
" <td> 85200</td>\n",
" <td> 85900</td>\n",
" <td> 86800</td>\n",
" <td> 87600</td>\n",
" <td> 88300</td>\n",
" <td> 89100</td>\n",
" <td> 89800</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3266</th>\n",
" <td> Lakewide</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 147100</td>\n",
" <td> 144800</td>\n",
" <td> 149000</td>\n",
" <td> 152600</td>\n",
" <td> 154600</td>\n",
" <td> 157700</td>\n",
" <td> 160000</td>\n",
" <td> 160500</td>\n",
" <td> 160700</td>\n",
" <td> 160300</td>\n",
" <td> 159800</td>\n",
" <td> 161100</td>\n",
" <td> 168200</td>\n",
" <td> 173800</td>\n",
" <td> 172800</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3271</th>\n",
" <td> Chinatown</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 132400</td>\n",
" <td> 128100</td>\n",
" <td> 126200</td>\n",
" <td> 125900</td>\n",
" <td> 125300</td>\n",
" <td> 125600</td>\n",
" <td> 126900</td>\n",
" <td> 128000</td>\n",
" <td> 128900</td>\n",
" <td> 129400</td>\n",
" <td> 130100</td>\n",
" <td> 131600</td>\n",
" <td> 132900</td>\n",
" <td> 133600</td>\n",
" <td> 134500</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3286</th>\n",
" <td> Clawson</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3433</th>\n",
" <td> Piedmont Pines</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 332400</td>\n",
" <td> 330200</td>\n",
" <td> 328100</td>\n",
" <td> 325700</td>\n",
" <td> 324600</td>\n",
" <td> 325800</td>\n",
" <td> 328000</td>\n",
" <td> 329900</td>\n",
" <td> 332500</td>\n",
" <td> 336400</td>\n",
" <td> 339600</td>\n",
" <td> 341600</td>\n",
" <td> 344500</td>\n",
" <td> 348600</td>\n",
" <td> 352100</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3504</th>\n",
" <td> Upper Peralta Creek</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 120300</td>\n",
" <td> 119500</td>\n",
" <td> 117900</td>\n",
" <td> 116100</td>\n",
" <td> 115300</td>\n",
" <td> 115800</td>\n",
" <td> 116400</td>\n",
" <td> 116700</td>\n",
" <td> 116900</td>\n",
" <td> 117200</td>\n",
" <td> 117400</td>\n",
" <td> 118000</td>\n",
" <td> 118900</td>\n",
" <td> 119900</td>\n",
" <td> 121200</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3629</th>\n",
" <td> Las Palmas</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 110800</td>\n",
" <td> 111400</td>\n",
" <td> 113400</td>\n",
" <td> 114100</td>\n",
" <td> 114400</td>\n",
" <td> 115500</td>\n",
" <td> 115600</td>\n",
" <td> 114700</td>\n",
" <td> 114300</td>\n",
" <td> 114800</td>\n",
" <td> 115200</td>\n",
" <td> 115400</td>\n",
" <td> 115400</td>\n",
" <td> 115000</td>\n",
" <td> 114800</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3645</th>\n",
" <td> Caballo Hills</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 244000</td>\n",
" <td> 242600</td>\n",
" <td> 242100</td>\n",
" <td> 244600</td>\n",
" <td> 247900</td>\n",
" <td> 249000</td>\n",
" <td> 247500</td>\n",
" <td> 248000</td>\n",
" <td> 251000</td>\n",
" <td> 255400</td>\n",
" <td> 260300</td>\n",
" <td> 263900</td>\n",
" <td> 265800</td>\n",
" <td> 266900</td>\n",
" <td> 268700</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3781</th>\n",
" <td> Produce &amp; Waterfront</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3863</th>\n",
" <td> Oakmore</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 278700</td>\n",
" <td> 279100</td>\n",
" <td> 281100</td>\n",
" <td> 284300</td>\n",
" <td> 285800</td>\n",
" <td> 286100</td>\n",
" <td> 287100</td>\n",
" <td> 289300</td>\n",
" <td> 291700</td>\n",
" <td> 295100</td>\n",
" <td> 298100</td>\n",
" <td> 300400</td>\n",
" <td> 302500</td>\n",
" <td> 304600</td>\n",
" <td> 306700</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3921</th>\n",
" <td> Fairfax</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 111300</td>\n",
" <td> 112100</td>\n",
" <td> 114100</td>\n",
" <td> 115900</td>\n",
" <td> 117100</td>\n",
" <td> 118400</td>\n",
" <td> 120500</td>\n",
" <td> 122200</td>\n",
" <td> 122900</td>\n",
" <td> 124100</td>\n",
" <td> 125700</td>\n",
" <td> 126500</td>\n",
" <td> 126900</td>\n",
" <td> 127800</td>\n",
" <td> 128600</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3942</th>\n",
" <td> Toler Heights</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 141700</td>\n",
" <td> 140400</td>\n",
" <td> 138000</td>\n",
" <td> 134900</td>\n",
" <td> 132600</td>\n",
" <td> 131400</td>\n",
" <td> 130900</td>\n",
" <td> 131300</td>\n",
" <td> 131600</td>\n",
" <td> 131300</td>\n",
" <td> 130800</td>\n",
" <td> 130500</td>\n",
" <td> 131400</td>\n",
" <td> 132800</td>\n",
" <td> 134100</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3970</th>\n",
" <td> Forestland</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 335100</td>\n",
" <td> 333200</td>\n",
" <td> 333000</td>\n",
" <td> 333300</td>\n",
" <td> 332300</td>\n",
" <td> 331100</td>\n",
" <td> 330200</td>\n",
" <td> 329200</td>\n",
" <td> 327100</td>\n",
" <td> 327500</td>\n",
" <td> 327700</td>\n",
" <td> 327900</td>\n",
" <td> 328500</td>\n",
" <td> 330600</td>\n",
" <td> 330000</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3994</th>\n",
" <td> Golden Gate</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 160500</td>\n",
" <td> 155300</td>\n",
" <td> 153100</td>\n",
" <td> 152100</td>\n",
" <td> 150000</td>\n",
" <td> 147000</td>\n",
" <td> 145400</td>\n",
" <td> 145100</td>\n",
" <td> 144500</td>\n",
" <td> 143900</td>\n",
" <td> 143600</td>\n",
" <td> 143700</td>\n",
" <td> 144600</td>\n",
" <td> 146500</td>\n",
" <td> 150100</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4015</th>\n",
" <td> Durant Manor</td>\n",
" <td> Oakland</td>\n",
" <td> CA</td>\n",
" <td> San Francisco</td>\n",
" <td> Alameda</td>\n",
" <td> 126900</td>\n",
" <td> 127000</td>\n",
" <td> 125900</td>\n",
" <td> 124100</td>\n",
" <td> 123400</td>\n",
" <td> 123500</td>\n",
" <td> 123400</td>\n",
" <td> 123400</td>\n",
" <td> 123700</td>\n",
" <td> 124600</td>\n",
" <td> 125500</td>\n",
" <td> 125800</td>\n",
" <td> 125800</td>\n",
" <td> 126100</td>\n",
" <td> 127000</td>\n",
" <td>...</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",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>72 rows \u00d7 220 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
" RegionName City State Metro CountyName 1996-04 \\\n",
"1307 Redwood Heights Oakland CA San Francisco Alameda 185500 \n",
"1481 Adams Point Oakland CA San Francisco Alameda 113800 \n",
"1531 Clinton Oakland CA San Francisco Alameda 125200 \n",
"1582 Cleveland Heights Oakland CA San Francisco Alameda 209900 \n",
"1677 Havenscourt Oakland CA San Francisco Alameda 94300 \n",
"1740 Bushrod Oakland CA San Francisco Alameda 169100 \n",
"1760 Piedmont Avenue Oakland CA San Francisco Alameda 144700 \n",
"1820 Upper Dimond Oakland CA San Francisco Alameda 170600 \n",
"1826 St. Elizabeth Oakland CA San Francisco Alameda 106400 \n",
"1972 Longfellow Oakland CA San Francisco Alameda 134800 \n",
"1990 Upper Rockridge Oakland CA San Francisco Alameda 350300 \n",
"2000 Fremont Oakland CA San Francisco Alameda 104800 \n",
"2024 Meadow Brook Oakland CA San Francisco Alameda 114800 \n",
"2030 Webster Oakland CA San Francisco Alameda 90200 \n",
"2054 Seminary Oakland CA San Francisco Alameda 90300 \n",
"2062 Rancho San Antonio Oakland CA San Francisco Alameda 109800 \n",
"2085 Maxwell Park Oakland CA San Francisco Alameda 129200 \n",
"2099 Glenview Oakland CA San Francisco Alameda 201300 \n",
"2199 Arroyo Viejo Oakland CA San Francisco Alameda 88200 \n",
"2298 Allendale Oakland CA San Francisco Alameda 104800 \n",
"2377 Grand Lake Oakland CA San Francisco Alameda 117300 \n",
"2381 Prescott Oakland CA San Francisco Alameda 136600 \n",
"2394 Lakeshore Oakland CA San Francisco Alameda 268900 \n",
"2579 Temescal Oakland CA San Francisco Alameda 166200 \n",
"2611 Highland Terrace Oakland CA San Francisco Alameda 113900 \n",
"2670 Sequoyah Oakland CA San Francisco Alameda 223100 \n",
"2682 Montclair Oakland CA San Francisco Alameda 326000 \n",
"2734 North Stonehurst Oakland CA San Francisco Alameda 91800 \n",
"2749 Harrington Oakland CA San Francisco Alameda 107900 \n",
"2786 Jefferson Oakland CA San Francisco Alameda 114300 \n",
"2891 Iveywood Oakland CA San Francisco Alameda 97600 \n",
"2903 Fairview Park Oakland CA San Francisco Alameda NaN \n",
"2906 Chabot Park Oakland CA San Francisco Alameda 238600 \n",
"2963 Merriwood Oakland CA San Francisco Alameda 304500 \n",
"2988 Eastmont Hills Oakland CA San Francisco Alameda 142500 \n",
"2991 Shafter Oakland CA San Francisco Alameda NaN \n",
"3035 Eastmont Oakland CA San Francisco Alameda 93800 \n",
"3043 Castlemont Oakland CA San Francisco Alameda 111300 \n",
"3062 Rockridge Oakland CA San Francisco Alameda 287800 \n",
"3084 Cox Oakland CA San Francisco Alameda 100700 \n",
"3097 Frick Oakland CA San Francisco Alameda 130200 \n",
"3107 Trestle Glen Oakland CA San Francisco Alameda 274300 \n",
"3119 Sobrante Park Oakland CA San Francisco Alameda NaN \n",
"3129 Santa Fe Oakland CA San Francisco Alameda 152800 \n",
"3202 Brookfield Village Oakland CA San Francisco Alameda 83600 \n",
"3258 Coliseum Oakland CA San Francisco Alameda 83500 \n",
"3266 Lakewide Oakland CA San Francisco Alameda 147100 \n",
"3271 Chinatown Oakland CA San Francisco Alameda 132400 \n",
"3286 Clawson Oakland CA San Francisco Alameda NaN \n",
"3433 Piedmont Pines Oakland CA San Francisco Alameda 332400 \n",
"3504 Upper Peralta Creek Oakland CA San Francisco Alameda 120300 \n",
"3629 Las Palmas Oakland CA San Francisco Alameda 110800 \n",
"3645 Caballo Hills Oakland CA San Francisco Alameda 244000 \n",
"3781 Produce & Waterfront Oakland CA San Francisco Alameda NaN \n",
"3863 Oakmore Oakland CA San Francisco Alameda 278700 \n",
"3921 Fairfax Oakland CA San Francisco Alameda 111300 \n",
"3942 Toler Heights Oakland CA San Francisco Alameda 141700 \n",
"3970 Forestland Oakland CA San Francisco Alameda 335100 \n",
"3994 Golden Gate Oakland CA San Francisco Alameda 160500 \n",
"4015 Durant Manor Oakland CA San Francisco Alameda 126900 \n",
" ... ... ... ... ... ... \n",
"\n",
" 1996-05 1996-06 1996-07 1996-08 1996-09 1996-10 1996-11 1996-12 \\\n",
"1307 185400 184000 182400 181300 180700 180600 181100 182000 \n",
"1481 110900 108300 106300 105300 104500 103400 102600 103800 \n",
"1531 125400 125400 125100 125300 125200 125200 125500 125800 \n",
"1582 211300 209100 206200 205500 204900 203400 200400 196400 \n",
"1677 96100 98200 100100 101300 101300 101000 100800 100900 \n",
"1740 168900 168800 167700 166000 164500 163300 163000 162400 \n",
"1760 142600 142500 142200 142400 143400 145200 147500 150000 \n",
"1820 172900 173100 173600 175200 176300 177700 179000 179800 \n",
"1826 104500 103700 104300 104900 104800 105200 106300 107000 \n",
"1972 130900 128800 127700 126200 125000 124500 124800 125700 \n",
"1990 353500 358300 360900 362100 364100 365800 367100 369300 \n",
"2000 106800 108100 108900 110000 111300 112600 112800 112300 \n",
"2024 113800 112400 112200 113400 114000 114400 115100 116600 \n",
"2030 93000 95800 97700 98700 99200 99500 99800 99900 \n",
"2054 92400 93600 94700 96200 96400 95900 95600 95100 \n",
"2062 109700 109400 109800 111100 112000 112100 112700 113900 \n",
"2085 130900 133300 134600 135100 136000 137500 138600 139600 \n",
"2099 207400 211500 213600 216300 219300 221500 221700 221300 \n",
"2199 91300 95000 97400 98500 98700 99300 100300 100600 \n",
"2298 105400 105700 106000 105900 106000 107000 108600 109900 \n",
"2377 116900 117500 117700 116600 115300 114500 114800 116000 \n",
"2381 134800 133500 131600 129300 128300 127200 124700 123200 \n",
"2394 277300 283900 286400 287400 288000 289000 290700 292800 \n",
"2579 168600 168900 168000 167900 168200 168500 168800 169500 \n",
"2611 112600 112200 112900 113700 114600 114600 114000 113800 \n",
"2670 222700 223800 226100 228500 229900 230600 231500 232700 \n",
"2682 325000 322100 319000 318800 319200 318500 318500 320000 \n",
"2734 94500 96400 97200 97300 97600 98100 98700 99400 \n",
"2749 107200 107100 107400 107700 107700 108800 110000 110500 \n",
"2786 114000 114700 115600 116000 116500 117700 119300 120700 \n",
"2891 98400 100200 101700 102300 102700 102700 103000 103700 \n",
"2903 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"2906 240500 241100 242200 243700 243800 243200 243100 242700 \n",
"2963 300100 296000 293200 291200 291100 290300 289000 289000 \n",
"2988 141600 141000 141000 141300 141300 141000 140900 141200 \n",
"2991 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"3035 93700 94800 96000 97600 99500 100500 101100 101900 \n",
"3043 109900 110200 110300 110400 111300 112000 112200 111900 \n",
"3062 297700 304000 307300 308900 311400 314400 316000 315600 \n",
"3084 101300 101900 102200 102400 102700 103000 102900 102500 \n",
"3097 131100 131700 131800 131600 131800 132700 133500 133700 \n",
"3107 280600 287000 291400 294100 296400 298900 301800 303700 \n",
"3119 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"3129 148900 146000 142700 140500 139200 138300 137500 135800 \n",
"3202 82600 82300 82600 82800 83200 83700 84400 85300 \n",
"3258 83800 84900 86000 86400 86200 85600 85000 85200 \n",
"3266 144800 149000 152600 154600 157700 160000 160500 160700 \n",
"3271 128100 126200 125900 125300 125600 126900 128000 128900 \n",
"3286 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"3433 330200 328100 325700 324600 325800 328000 329900 332500 \n",
"3504 119500 117900 116100 115300 115800 116400 116700 116900 \n",
"3629 111400 113400 114100 114400 115500 115600 114700 114300 \n",
"3645 242600 242100 244600 247900 249000 247500 248000 251000 \n",
"3781 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"3863 279100 281100 284300 285800 286100 287100 289300 291700 \n",
"3921 112100 114100 115900 117100 118400 120500 122200 122900 \n",
"3942 140400 138000 134900 132600 131400 130900 131300 131600 \n",
"3970 333200 333000 333300 332300 331100 330200 329200 327100 \n",
"3994 155300 153100 152100 150000 147000 145400 145100 144500 \n",
"4015 127000 125900 124100 123400 123500 123400 123400 123700 \n",
" ... ... ... ... ... ... ... ... \n",
"\n",
" 1997-01 1997-02 1997-03 1997-04 1997-05 1997-06 \n",
"1307 183700 185500 186300 186700 187600 188600 ... \n",
"1481 105500 106900 108600 109900 109900 110700 ... \n",
"1531 125300 125200 125500 125500 125200 125200 ... \n",
"1582 194200 194000 193000 191800 191600 191900 ... \n",
"1677 102300 104000 104700 105100 106300 107600 ... \n",
"1740 162100 162600 162400 160800 159500 159100 ... \n",
"1760 150400 150200 151600 153300 156000 158700 ... \n",
"1820 181500 184500 186800 187600 188500 189900 ... \n",
"1826 107600 108800 110500 111800 112200 112000 ... \n",
"1972 126800 127500 128600 130200 130400 129800 ... \n",
"1990 374000 379300 382900 386200 389800 390600 ... \n",
"2000 112600 113600 114000 113800 114300 114900 ... \n",
"2024 118200 119600 119200 117700 117300 118900 ... \n",
"2030 100400 101300 101500 101400 100900 100600 ... \n",
"2054 95000 96200 97300 97800 98600 99300 ... \n",
"2062 114900 115200 114500 114000 115100 116700 ... \n",
"2085 140800 141900 142900 143800 144500 144900 ... \n",
"2099 222400 225800 228400 228700 228000 227500 ... \n",
"2199 100800 102000 103700 104300 103800 102800 ... \n",
"2298 111600 113400 114400 114300 114000 114200 ... \n",
"2377 116900 118600 120800 122700 125200 128400 ... \n",
"2381 123200 123900 126000 129300 131900 134400 ... \n",
"2394 296000 298900 299900 298500 297100 297500 ... \n",
"2579 170600 172400 173600 173000 173000 174500 ... \n",
"2611 114100 114200 113700 113200 113600 114200 ... \n",
"2670 235000 237300 239000 241300 244900 248100 ... \n",
"2682 322000 324400 325600 325900 326700 328200 ... \n",
"2734 100400 101400 102200 102800 102800 102300 ... \n",
"2749 111000 112100 113100 113600 113600 114000 ... \n",
"2786 121800 122600 122800 123400 124700 125700 ... \n",
"2891 105200 106200 106600 106700 106600 106600 ... \n",
"2903 NaN 242200 241800 241900 239700 236400 ... \n",
"2906 243300 245600 246700 246500 247400 248500 ... \n",
"2963 291500 293300 293300 293000 294200 296900 ... \n",
"2988 142000 142800 142400 141700 141700 142000 ... \n",
"2991 NaN 245800 245200 241500 238100 236900 ... \n",
"3035 102900 104300 106200 108300 109800 110900 ... \n",
"3043 111800 111600 111000 110600 110700 111000 ... \n",
"3062 317300 320700 322400 322700 324900 328600 ... \n",
"3084 103200 104100 104100 103900 103900 104100 ... \n",
"3097 134400 134800 134400 133700 133900 134700 ... \n",
"3107 306400 309600 310800 310600 311900 314300 ... \n",
"3119 NaN 106900 106800 106400 107000 108600 ... \n",
"3129 135000 134800 133800 132100 131300 131300 ... \n",
"3202 86500 87600 88500 89200 89900 89800 ... \n",
"3258 85900 86800 87600 88300 89100 89800 ... \n",
"3266 160300 159800 161100 168200 173800 172800 ... \n",
"3271 129400 130100 131600 132900 133600 134500 ... \n",
"3286 NaN NaN NaN NaN NaN NaN ... \n",
"3433 336400 339600 341600 344500 348600 352100 ... \n",
"3504 117200 117400 118000 118900 119900 121200 ... \n",
"3629 114800 115200 115400 115400 115000 114800 ... \n",
"3645 255400 260300 263900 265800 266900 268700 ... \n",
"3781 NaN NaN NaN NaN NaN NaN ... \n",
"3863 295100 298100 300400 302500 304600 306700 ... \n",
"3921 124100 125700 126500 126900 127800 128600 ... \n",
"3942 131300 130800 130500 131400 132800 134100 ... \n",
"3970 327500 327700 327900 328500 330600 330000 ... \n",
"3994 143900 143600 143700 144600 146500 150100 ... \n",
"4015 124600 125500 125800 125800 126100 127000 ... \n",
" ... ... ... ... ... ... \n",
"\n",
"[72 rows x 220 columns]"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>2013-12</th>\n",
" <th>2014-01</th>\n",
" <th>2014-02</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>4530</th>\n",
" <td> 812800</td>\n",
" <td> 813300</td>\n",
" <td> 813400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4660</th>\n",
" <td> 1115100</td>\n",
" <td> 1118600</td>\n",
" <td> 1121400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4720</th>\n",
" <td> 1071200</td>\n",
" <td> 1074900</td>\n",
" <td> 1078800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4809</th>\n",
" <td> 590600</td>\n",
" <td> 594100</td>\n",
" <td> 597000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4843</th>\n",
" <td> 267100</td>\n",
" <td> 266600</td>\n",
" <td> 265100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4895</th>\n",
" <td> 719800</td>\n",
" <td> 722800</td>\n",
" <td> 723900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4898</th>\n",
" <td> 1018800</td>\n",
" <td> 1017800</td>\n",
" <td> 1015200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4924</th>\n",
" <td> 846800</td>\n",
" <td> 849000</td>\n",
" <td> 849200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5144</th>\n",
" <td> 177700</td>\n",
" <td> 180600</td>\n",
" <td> 183000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>9 rows \u00d7 3 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
" 2013-12 2014-01 2014-02\n",
"4530 812800 813300 813400\n",
"4660 1115100 1118600 1121400\n",
"4720 1071200 1074900 1078800\n",
"4809 590600 594100 597000\n",
"4843 267100 266600 265100\n",
"4895 719800 722800 723900\n",
"4898 1018800 1017800 1015200\n",
"4924 846800 849000 849200\n",
"5144 177700 180600 183000\n",
"\n",
"[9 rows x 3 columns]"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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