Wake County.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
       "    return false;\n",
       "}"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
    "    return false;\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gp\n",
    "import matplotlib.pyplot as plt\n",
    "import re\n",
    "import numpy as np\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['PIN_NUM', 'PARCEL_PK', 'CALC_AREA', 'REID', 'MAP_NAME', 'OWNER',\n",
       "       'ADDR1', 'ADDR2', 'ADDR3', 'DEED_BOOK', 'DEED_PAGE', 'DEED_DATE',\n",
       "       'DEED_ACRES', 'BLDG_VAL', 'LAND_VAL', 'TOTVALASSD', 'BILLCLASS',\n",
       "       'BILLCLDECO', 'PROPDESC', 'HEATEDAREA', 'STNAME', 'STYPE', 'STPRE',\n",
       "       'STSUF', 'STNUM', 'STMISC', 'SITEADDR', 'FULLSTNAME', 'CITY',\n",
       "       'CITYDECODE', 'PLAN_JURIS', 'TOWNSHIP', 'TWNSHPCODE', 'FIREDIST',\n",
       "       'YEAR_BUILT', 'TOTSALPRIC', 'SALE_DATE', 'TYPEANDUSE', 'TYPEDECODE',\n",
       "       'DESIGNSTYL', 'DESIGNDECO', 'UNITS', 'LANDCODE', 'LAND_CLASS',\n",
       "       'LANDDECODE', 'EXEMPTDESC', 'EXEMPTSTAT', 'OWNERSHIP', 'ACTIVITY',\n",
       "       'FUNCTION', 'STRUCTURE', 'SITE', 'TOTSTRUCTS', 'TOTUNITS',\n",
       "       'OLDPRCNUM', 'ZIPNUM', 'SHAPE_AREA', 'SHAPE_LEN', 'geometry'], dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wake_county = \"Wake_Property_2019_06/Wake_Property_2019_06.shp\"\n",
    "wake_county_df = gp.read_file(wake_county)\n",
    "wake_county_df.columns.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "KEYS = [\n",
    "    \"UNITS\",\n",
    "    \"HEATEDAREA\",\n",
    "    \"YEAR_BUILT\",\n",
    "    \"ADDR1\",\n",
    "    \"ADDR2\",\n",
    "    \"ADDR3\",\n",
    "    \"SALE_DATE\",\n",
    "    \"TOTSALPRIC\",\n",
    "    \"ACTIVITY\",\n",
    "    \"TYPEANDUSE\",\n",
    "    \"SITEADDR\",\n",
    "    \"CITYDECODE\",\n",
    "]\n",
    "\n",
    "TYPE_AND_USE = [\n",
    "    \"02\", #Duplex\n",
    "    \"03\", #Tri\n",
    "    \"04\", #Quad\n",
    "    \"05\", #Multi\n",
    "    \"07\", #Garden Apartment\n",
    "    \"08\", #WalkUp/Townhouse Apartment\n",
    "    \"09\", #Elevator Apartment\n",
    "]\n",
    "\n",
    "states = [\n",
    "    \" AL \",\n",
    "    \" AK \",\n",
    "    \" AZ \",\n",
    "    \" AR \",\n",
    "    \" CA \",\n",
    "    \" CO \",\n",
    "    \" CT \",\n",
    "    \" DE \",\n",
    "    \" FL \",\n",
    "    \" GA \",\n",
    "    \" HI \",\n",
    "    \" ID \",\n",
    "    \" IL \",\n",
    "    \" IN \",\n",
    "    \" IA \",\n",
    "    \" KS \",\n",
    "    \" KY \",\n",
    "    \" LA \",\n",
    "    \" ME \",\n",
    "    \" MD \",\n",
    "    \" MA \",\n",
    "    \" MI \",\n",
    "    \" MN \",\n",
    "    \" MS \",\n",
    "    \" MO \",\n",
    "    \" MT \",\n",
    "    \" NE \",\n",
    "    \" NV \",\n",
    "    \" NH \",\n",
    "    \" NJ \",\n",
    "    \" NM \",\n",
    "    \" NY \",\n",
    "    \" NC \",\n",
    "    \" ND \",\n",
    "    \" OH \",\n",
    "    \" OK \",\n",
    "    \" OR \",\n",
    "    \" PA \",\n",
    "    \" RI \",\n",
    "    \" SC \",\n",
    "    \" SD \",\n",
    "    \" TN \",\n",
    "    \" TX \",\n",
    "    \" UT \",\n",
    "    \" VT \",\n",
    "    \" VA \",\n",
    "    \" WA \",\n",
    "    \" WV \",\n",
    "    \" WI \",\n",
    "    \" WY \",\n",
    "    \" DC \",\n",
    "]\n",
    "\n",
    "def get_state(x):\n",
    "    for state in states:\n",
    "        if state in x:\n",
    "            return(state.strip())\n",
    "    return \"N/A\"\n",
    "\n",
    "def text_to_date(x):\n",
    "    if x is not None:\n",
    "        return datetime.strptime(x,\"%Y-%m-%d\")\n",
    "    return datetime(2100,1,1)\n",
    "\n",
    "def datetime_year(x):\n",
    "    return x.year\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UNITS</th>\n",
       "      <th>HEATEDAREA</th>\n",
       "      <th>YEAR_BUILT</th>\n",
       "      <th>ADDR1</th>\n",
       "      <th>ADDR2</th>\n",
       "      <th>ADDR3</th>\n",
       "      <th>SALE_DATE</th>\n",
       "      <th>TOTSALPRIC</th>\n",
       "      <th>ACTIVITY</th>\n",
       "      <th>TYPEANDUSE</th>\n",
       "      <th>SITEADDR</th>\n",
       "      <th>CITYDECODE</th>\n",
       "      <th>ADDR</th>\n",
       "      <th>STATE</th>\n",
       "      <th>SALE_DATE_DT</th>\n",
       "      <th>SALE_DATE_YEAR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>4757 CANOGA AVE</td>\n",
       "      <td>WOODLAND HILLS CA 91364-4442</td>\n",
       "      <td></td>\n",
       "      <td>2007-03-01</td>\n",
       "      <td>195000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>1122 SUMMERKINGS CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>WOODLAND HILLS CA 91364-4442</td>\n",
       "      <td>CA</td>\n",
       "      <td>2007-03-01</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7371</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4274.0</td>\n",
       "      <td>1979</td>\n",
       "      <td>SHU NAY TANG</td>\n",
       "      <td>1196 RATHMOOR ST</td>\n",
       "      <td>EL CAJON CA 92020-7779</td>\n",
       "      <td>2016-05-31</td>\n",
       "      <td>305000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>4216 GREENCASTLE CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>1196 RATHMOOR STEL CAJON CA 92020-7779</td>\n",
       "      <td>CA</td>\n",
       "      <td>2016-05-31</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18842</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>1095 ORTEGA CIR</td>\n",
       "      <td>GILROY CA 95020-5315</td>\n",
       "      <td></td>\n",
       "      <td>2006-08-31</td>\n",
       "      <td>189000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>1114 SUMMERKINGS CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>GILROY CA 95020-5315</td>\n",
       "      <td>CA</td>\n",
       "      <td>2006-08-31</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29390</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2551.0</td>\n",
       "      <td>1979</td>\n",
       "      <td>20201 SW BIRCH ST</td>\n",
       "      <td>NEWPORT BEACH CA 92660-1751</td>\n",
       "      <td></td>\n",
       "      <td>2018-07-26</td>\n",
       "      <td>310000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>4504 N NEW HOPE RD</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>NEWPORT BEACH CA 92660-1751</td>\n",
       "      <td>CA</td>\n",
       "      <td>2018-07-26</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48189</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>2007</td>\n",
       "      <td>1410 EL SOLYO AVE</td>\n",
       "      <td>CAMPBELL CA 95008-3310</td>\n",
       "      <td></td>\n",
       "      <td>2016-12-28</td>\n",
       "      <td>195000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>1126 SUMMERKINGS CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>CAMPBELL CA 95008-3310</td>\n",
       "      <td>CA</td>\n",
       "      <td>2016-12-28</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52451</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4144.0</td>\n",
       "      <td>1984</td>\n",
       "      <td>1 WHISPERING WIND</td>\n",
       "      <td>IRVINE CA 92614-5425</td>\n",
       "      <td></td>\n",
       "      <td>2018-03-20</td>\n",
       "      <td>500.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>4412 BROCKTON DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>IRVINE CA 92614-5425</td>\n",
       "      <td>CA</td>\n",
       "      <td>2018-03-20</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59397</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2546.0</td>\n",
       "      <td>1983</td>\n",
       "      <td>2382 NIGHT SHADE LN</td>\n",
       "      <td>FREMONT CA 94539-6524</td>\n",
       "      <td></td>\n",
       "      <td>2011-04-08</td>\n",
       "      <td>152000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>5641 THEA LN</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>FREMONT CA 94539-6524</td>\n",
       "      <td>CA</td>\n",
       "      <td>2011-04-08</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62193</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4192.0</td>\n",
       "      <td>1983</td>\n",
       "      <td>950 MONROE ST</td>\n",
       "      <td>SANTA CLARA CA 95050-4809</td>\n",
       "      <td></td>\n",
       "      <td>2018-11-07</td>\n",
       "      <td>380000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>4628 KILCULLEN DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SANTA CLARA CA 95050-4809</td>\n",
       "      <td>CA</td>\n",
       "      <td>2018-11-07</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71453</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3132.0</td>\n",
       "      <td>1980</td>\n",
       "      <td>1871 TIFFIN RD</td>\n",
       "      <td>OAKLAND CA 94602-1813</td>\n",
       "      <td></td>\n",
       "      <td>2018-03-21</td>\n",
       "      <td>420000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>03</td>\n",
       "      <td>8715 CHAPEL HILL RD</td>\n",
       "      <td>CARY</td>\n",
       "      <td>OAKLAND CA 94602-1813</td>\n",
       "      <td>CA</td>\n",
       "      <td>2018-03-21</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79607</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2444.0</td>\n",
       "      <td>1983</td>\n",
       "      <td>20052 LAWSON LN</td>\n",
       "      <td>HUNTINGTON BEACH CA 92646-4921</td>\n",
       "      <td></td>\n",
       "      <td>2013-11-01</td>\n",
       "      <td>133000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>709 PEACH RD</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>HUNTINGTON BEACH CA 92646-4921</td>\n",
       "      <td>CA</td>\n",
       "      <td>2013-11-01</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80181</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>1971</td>\n",
       "      <td>507 ROSSO CT</td>\n",
       "      <td>PLEASANTON CA 94566-6327</td>\n",
       "      <td></td>\n",
       "      <td>2006-12-05</td>\n",
       "      <td>185000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>7320 LONGSTREET DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>PLEASANTON CA 94566-6327</td>\n",
       "      <td>CA</td>\n",
       "      <td>2006-12-05</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80649</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4430.0</td>\n",
       "      <td>1983</td>\n",
       "      <td>337 CALIFORNIA ST</td>\n",
       "      <td>CAMPBELL CA 95008-3401</td>\n",
       "      <td></td>\n",
       "      <td>2018-11-29</td>\n",
       "      <td>382500.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>4604 KILCULLEN DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>CAMPBELL CA 95008-3401</td>\n",
       "      <td>CA</td>\n",
       "      <td>2018-11-29</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80872</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4192.0</td>\n",
       "      <td>1983</td>\n",
       "      <td>950 MONROE ST</td>\n",
       "      <td>SANTA CLARA CA 95050-4809</td>\n",
       "      <td></td>\n",
       "      <td>2018-11-07</td>\n",
       "      <td>383000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>4632 KILCULLEN DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SANTA CLARA CA 95050-4809</td>\n",
       "      <td>CA</td>\n",
       "      <td>2018-11-07</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85965</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2660.0</td>\n",
       "      <td>1946</td>\n",
       "      <td>680 YOSEMITE AVE</td>\n",
       "      <td>MOUNTAIN VIEW CA 94041-2159</td>\n",
       "      <td></td>\n",
       "      <td>2018-07-02</td>\n",
       "      <td>450000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>03</td>\n",
       "      <td>2715 KILGORE AVE</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>MOUNTAIN VIEW CA 94041-2159</td>\n",
       "      <td>CA</td>\n",
       "      <td>2018-07-02</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88740</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2030.0</td>\n",
       "      <td>1980</td>\n",
       "      <td>23 OKEEFE CT</td>\n",
       "      <td>SACRAMENTO CA 95835-2333</td>\n",
       "      <td></td>\n",
       "      <td>2015-02-27</td>\n",
       "      <td>153000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>4601 LAVISTA CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SACRAMENTO CA 95835-2333</td>\n",
       "      <td>CA</td>\n",
       "      <td>2015-02-27</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98120</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2352.0</td>\n",
       "      <td>2000</td>\n",
       "      <td>10216 BELLMAN AVE</td>\n",
       "      <td>DOWNEY CA 90241-2653</td>\n",
       "      <td></td>\n",
       "      <td>2005-02-14</td>\n",
       "      <td>155000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>117 E GLENN ST</td>\n",
       "      <td>ZEBULON</td>\n",
       "      <td>DOWNEY CA 90241-2653</td>\n",
       "      <td>CA</td>\n",
       "      <td>2005-02-14</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108240</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4192.0</td>\n",
       "      <td>1983</td>\n",
       "      <td>1010 FORBES LN</td>\n",
       "      <td>DAVIS CA 95616-1376</td>\n",
       "      <td></td>\n",
       "      <td>2019-01-07</td>\n",
       "      <td>389000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>4608 KILCULLEN DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>DAVIS CA 95616-1376</td>\n",
       "      <td>CA</td>\n",
       "      <td>2019-01-07</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116722</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2218.0</td>\n",
       "      <td>1915</td>\n",
       "      <td>7218 VIA AMPARO</td>\n",
       "      <td>SAN JOSE CA 95135-1401</td>\n",
       "      <td></td>\n",
       "      <td>2007-06-19</td>\n",
       "      <td>155000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>3990 WENDELL BLVD</td>\n",
       "      <td>WENDELL</td>\n",
       "      <td>SAN JOSE CA 95135-1401</td>\n",
       "      <td>CA</td>\n",
       "      <td>2007-06-19</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133645</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2143.0</td>\n",
       "      <td>2002</td>\n",
       "      <td>PO BOX 1266</td>\n",
       "      <td>SAN CARLOS CA 94070-1266</td>\n",
       "      <td></td>\n",
       "      <td>2011-04-15</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>7639 GRESHAM HILLS DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SAN CARLOS CA 94070-1266</td>\n",
       "      <td>CA</td>\n",
       "      <td>2011-04-15</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135984</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2131.0</td>\n",
       "      <td>2002</td>\n",
       "      <td>15468 CELTIC ST</td>\n",
       "      <td>MISSION HILLS CA 91345-1304</td>\n",
       "      <td></td>\n",
       "      <td>2003-08-29</td>\n",
       "      <td>187000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>7655 GRESHAM HILLS DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>MISSION HILLS CA 91345-1304</td>\n",
       "      <td>CA</td>\n",
       "      <td>2003-08-29</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142667</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3720.0</td>\n",
       "      <td>1984</td>\n",
       "      <td>4443 POINSETTIA ST</td>\n",
       "      <td>SAN LUIS OBISPO CA 93401-7688</td>\n",
       "      <td></td>\n",
       "      <td>2004-05-10</td>\n",
       "      <td>207000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>03</td>\n",
       "      <td>4321 BAYLINER DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SAN LUIS OBISPO CA 93401-7688</td>\n",
       "      <td>CA</td>\n",
       "      <td>2004-05-10</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145449</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1815.0</td>\n",
       "      <td>1983</td>\n",
       "      <td>1579 DOVE DR</td>\n",
       "      <td>TRACY CA 95376-8308</td>\n",
       "      <td></td>\n",
       "      <td>2016-06-13</td>\n",
       "      <td>155000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>101 WATER AVE</td>\n",
       "      <td>WAKE FOREST</td>\n",
       "      <td>TRACY CA 95376-8308</td>\n",
       "      <td>CA</td>\n",
       "      <td>2016-06-13</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146719</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>4041 ENCLAVE DR</td>\n",
       "      <td>TURLOCK CA 95382-7418</td>\n",
       "      <td></td>\n",
       "      <td>2017-06-27</td>\n",
       "      <td>195000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>1135 SUMMERKINGS CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>TURLOCK CA 95382-7418</td>\n",
       "      <td>CA</td>\n",
       "      <td>2017-06-27</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156639</th>\n",
       "      <td>4.0</td>\n",
       "      <td>3216.0</td>\n",
       "      <td>1965</td>\n",
       "      <td>1139 CHAPMAN ST</td>\n",
       "      <td>SAN JOSE CA 95126-1104</td>\n",
       "      <td></td>\n",
       "      <td>2017-12-29</td>\n",
       "      <td>395000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>3906 LEXINGTON DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SAN JOSE CA 95126-1104</td>\n",
       "      <td>CA</td>\n",
       "      <td>2017-12-29</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169329</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4192.0</td>\n",
       "      <td>1983</td>\n",
       "      <td>44 DOW PL APT 1307</td>\n",
       "      <td>SAN FRANCISCO CA 94107-4180</td>\n",
       "      <td></td>\n",
       "      <td>2018-10-15</td>\n",
       "      <td>378000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>4300 PRESLEY CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SAN FRANCISCO CA 94107-4180</td>\n",
       "      <td>CA</td>\n",
       "      <td>2018-10-15</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170694</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2802.0</td>\n",
       "      <td>1950</td>\n",
       "      <td>2140 KINGSBURY CIR</td>\n",
       "      <td>SANTA CLARA CA 95054-4005</td>\n",
       "      <td></td>\n",
       "      <td>2018-07-12</td>\n",
       "      <td>300000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>03</td>\n",
       "      <td>203 JONES FRANKLIN RD</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SANTA CLARA CA 95054-4005</td>\n",
       "      <td>CA</td>\n",
       "      <td>2018-07-12</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174932</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4071.0</td>\n",
       "      <td>1982</td>\n",
       "      <td>99 SAINT GERMAIN AVE</td>\n",
       "      <td>SAN FRANCISCO CA 94114-2129</td>\n",
       "      <td></td>\n",
       "      <td>2019-01-23</td>\n",
       "      <td>380000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>4609 BROCKTON DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SAN FRANCISCO CA 94114-2129</td>\n",
       "      <td>CA</td>\n",
       "      <td>2019-01-23</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177802</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2136.0</td>\n",
       "      <td>1982</td>\n",
       "      <td>2435 SILVER RIDGE AVE</td>\n",
       "      <td>LOS ANGELES CA 90039-3321</td>\n",
       "      <td></td>\n",
       "      <td>2005-10-25</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>5640 THEA LN</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>LOS ANGELES CA 90039-3321</td>\n",
       "      <td>CA</td>\n",
       "      <td>2005-10-25</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198958</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1836.0</td>\n",
       "      <td>1964</td>\n",
       "      <td>352 BACHMAN CT</td>\n",
       "      <td>LOS GATOS CA 95030-5219</td>\n",
       "      <td></td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>505500.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>706 MCCULLOCH ST</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>LOS GATOS CA 95030-5219</td>\n",
       "      <td>CA</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206399</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2131.0</td>\n",
       "      <td>2002</td>\n",
       "      <td>3381 FORT JIM RD</td>\n",
       "      <td>PLACERVILLE CA 95667-7916</td>\n",
       "      <td></td>\n",
       "      <td>2005-06-16</td>\n",
       "      <td>190000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>7610 GRESHAM HILLS DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>PLACERVILLE CA 95667-7916</td>\n",
       "      <td>CA</td>\n",
       "      <td>2005-06-16</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209514</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2244.0</td>\n",
       "      <td>1980</td>\n",
       "      <td>2383 UNIT D VIA MARISPOSA</td>\n",
       "      <td>LAGUNA  WOODS CA 92637</td>\n",
       "      <td></td>\n",
       "      <td>1992-10-14</td>\n",
       "      <td>105000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>4002 ARCKELTON DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>LAGUNA  WOODS CA 92637</td>\n",
       "      <td>CA</td>\n",
       "      <td>1992-10-14</td>\n",
       "      <td>1992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210906</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>10 N 3RD ST</td>\n",
       "      <td>SALINAS CA 93906-3429</td>\n",
       "      <td></td>\n",
       "      <td>2006-08-31</td>\n",
       "      <td>189000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>1107 SUMMERKINGS CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SALINAS CA 93906-3429</td>\n",
       "      <td>CA</td>\n",
       "      <td>2006-08-31</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214148</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>10 N 3RD ST</td>\n",
       "      <td>SALINAS CA 93906-3429</td>\n",
       "      <td></td>\n",
       "      <td>2006-08-31</td>\n",
       "      <td>189000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>1118 SUMMERKINGS CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SALINAS CA 93906-3429</td>\n",
       "      <td>CA</td>\n",
       "      <td>2006-08-31</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215187</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2081.0</td>\n",
       "      <td>1968</td>\n",
       "      <td>14546 CULLEN ST</td>\n",
       "      <td>WHITTIER CA 90603-1828</td>\n",
       "      <td></td>\n",
       "      <td>1985-12-13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>512 DACIAN RD</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>WHITTIER CA 90603-1828</td>\n",
       "      <td>CA</td>\n",
       "      <td>1985-12-13</td>\n",
       "      <td>1985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220028</th>\n",
       "      <td>2.0</td>\n",
       "      <td>3072.0</td>\n",
       "      <td>1997</td>\n",
       "      <td>3590 LAS FLORES CANYON RD</td>\n",
       "      <td>MALIBU CA 90265-3434</td>\n",
       "      <td></td>\n",
       "      <td>2007-11-26</td>\n",
       "      <td>220000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>205 E PARK ST</td>\n",
       "      <td>CARY</td>\n",
       "      <td>MALIBU CA 90265-3434</td>\n",
       "      <td>CA</td>\n",
       "      <td>2007-11-26</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220834</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>2005</td>\n",
       "      <td>152 BALTUSROL PL</td>\n",
       "      <td>SAN RAMON CA 94583-3805</td>\n",
       "      <td></td>\n",
       "      <td>2007-04-04</td>\n",
       "      <td>186000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>2813 HERNDON VILLAGE WAY</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SAN RAMON CA 94583-3805</td>\n",
       "      <td>CA</td>\n",
       "      <td>2007-04-04</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225020</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1578.0</td>\n",
       "      <td>2007</td>\n",
       "      <td>116 W TEDROW DR</td>\n",
       "      <td>GLENDORA CA 91740-4848</td>\n",
       "      <td></td>\n",
       "      <td>2007-08-15</td>\n",
       "      <td>167000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>1102 SUMMERKINGS CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>GLENDORA CA 91740-4848</td>\n",
       "      <td>CA</td>\n",
       "      <td>2007-08-15</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226368</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2870.0</td>\n",
       "      <td>1973</td>\n",
       "      <td>22571 PARKFIELD</td>\n",
       "      <td>MISSION VIEJO CA 92692-4741</td>\n",
       "      <td></td>\n",
       "      <td>2017-08-24</td>\n",
       "      <td>307000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>03</td>\n",
       "      <td>5204 CYPRESS LN</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>MISSION VIEJO CA 92692-4741</td>\n",
       "      <td>CA</td>\n",
       "      <td>2017-08-24</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234721</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>1984</td>\n",
       "      <td>15549 SHERMAN WAY APT 312</td>\n",
       "      <td>VAN NUYS CA 91406-4178</td>\n",
       "      <td></td>\n",
       "      <td>2011-08-16</td>\n",
       "      <td>209000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>03</td>\n",
       "      <td>5363 WAYNE ST</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>VAN NUYS CA 91406-4178</td>\n",
       "      <td>CA</td>\n",
       "      <td>2011-08-16</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240912</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4200.0</td>\n",
       "      <td>1983</td>\n",
       "      <td>950 MONROE ST</td>\n",
       "      <td>SANTA CLARA CA 95050-4809</td>\n",
       "      <td></td>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>372000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>4313 PRESLEY CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SANTA CLARA CA 95050-4809</td>\n",
       "      <td>CA</td>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242570</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1584.0</td>\n",
       "      <td>1964</td>\n",
       "      <td>513 ISLA PL</td>\n",
       "      <td>DAVIS CA 95616-0136</td>\n",
       "      <td></td>\n",
       "      <td>2014-10-24</td>\n",
       "      <td>148000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>3901 JACKSON ST</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>DAVIS CA 95616-0136</td>\n",
       "      <td>CA</td>\n",
       "      <td>2014-10-24</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243654</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1836.0</td>\n",
       "      <td>1979</td>\n",
       "      <td>152 BALTUSROL PL</td>\n",
       "      <td>SAN RAMON CA 94583-3805</td>\n",
       "      <td></td>\n",
       "      <td>2011-03-21</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>632 RAWLS DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SAN RAMON CA 94583-3805</td>\n",
       "      <td>CA</td>\n",
       "      <td>2011-03-21</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243920</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2640.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>1196 RATHMOOR ST</td>\n",
       "      <td>EL CAJON CA 92020-7779</td>\n",
       "      <td></td>\n",
       "      <td>2014-07-15</td>\n",
       "      <td>167000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>824 CUMBERLAND ST</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>EL CAJON CA 92020-7779</td>\n",
       "      <td>CA</td>\n",
       "      <td>2014-07-15</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247054</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2574.0</td>\n",
       "      <td>1984</td>\n",
       "      <td>1139 CHAPMAN ST</td>\n",
       "      <td>SAN JOSE CA 95126-1104</td>\n",
       "      <td></td>\n",
       "      <td>2017-12-29</td>\n",
       "      <td>267500.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>5528 KAPLAN DR</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SAN JOSE CA 95126-1104</td>\n",
       "      <td>CA</td>\n",
       "      <td>2017-12-29</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249538</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4188.0</td>\n",
       "      <td>1979</td>\n",
       "      <td>1158 CALLE EMPARRADO</td>\n",
       "      <td>SAN MARCOS CA 92069-7327</td>\n",
       "      <td></td>\n",
       "      <td>2015-09-24</td>\n",
       "      <td>244000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>4205 GREENCASTLE CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SAN MARCOS CA 92069-7327</td>\n",
       "      <td>CA</td>\n",
       "      <td>2015-09-24</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255449</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1739.0</td>\n",
       "      <td>1957</td>\n",
       "      <td>220 DELAVEAGA PARK DR</td>\n",
       "      <td>SANTA CRUZ CA 95065-1203</td>\n",
       "      <td></td>\n",
       "      <td>2007-07-05</td>\n",
       "      <td>113000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>209 PECAN RD</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SANTA CRUZ CA 95065-1203</td>\n",
       "      <td>CA</td>\n",
       "      <td>2007-07-05</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255668</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2546.0</td>\n",
       "      <td>1982</td>\n",
       "      <td>3447 FAIR OAKS AVE</td>\n",
       "      <td>ALTADENA CA 91001-3905</td>\n",
       "      <td></td>\n",
       "      <td>2004-04-30</td>\n",
       "      <td>158000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>110 KAREN CT</td>\n",
       "      <td>CARY</td>\n",
       "      <td>ALTADENA CA 91001-3905</td>\n",
       "      <td>CA</td>\n",
       "      <td>2004-04-30</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257465</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4192.0</td>\n",
       "      <td>1983</td>\n",
       "      <td>PO BOX 2007</td>\n",
       "      <td>COSTA MESA CA 92628-2007</td>\n",
       "      <td></td>\n",
       "      <td>2018-11-29</td>\n",
       "      <td>380000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>4317 PRESLEY CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>COSTA MESA CA 92628-2007</td>\n",
       "      <td>CA</td>\n",
       "      <td>2018-11-29</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264720</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1966</td>\n",
       "      <td>3733 ARBUTUS CT</td>\n",
       "      <td>HAYWARD CA 94542-2226</td>\n",
       "      <td></td>\n",
       "      <td>2004-11-24</td>\n",
       "      <td>141000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>562 SW MAYNARD RD</td>\n",
       "      <td>CARY</td>\n",
       "      <td>HAYWARD CA 94542-2226</td>\n",
       "      <td>CA</td>\n",
       "      <td>2004-11-24</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264955</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>1095 ORTEGA CIR</td>\n",
       "      <td>GILROY CA 95020-5315</td>\n",
       "      <td></td>\n",
       "      <td>2006-08-31</td>\n",
       "      <td>189000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>1106 SUMMERKINGS CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>GILROY CA 95020-5315</td>\n",
       "      <td>CA</td>\n",
       "      <td>2006-08-31</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268185</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4192.0</td>\n",
       "      <td>1983</td>\n",
       "      <td>29839 CIRCLE R CREEK LN</td>\n",
       "      <td>ESCONDIDO CA 92026-5906</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-28</td>\n",
       "      <td>372500.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>04</td>\n",
       "      <td>4304 PRESLEY CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>ESCONDIDO CA 92026-5906</td>\n",
       "      <td>CA</td>\n",
       "      <td>2018-09-28</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279828</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2103.0</td>\n",
       "      <td>1983</td>\n",
       "      <td>2382 NIGHT SHADE LN</td>\n",
       "      <td>FREMONT CA 94539-6524</td>\n",
       "      <td></td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>205000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>5545 THEA LN</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>FREMONT CA 94539-6524</td>\n",
       "      <td>CA</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288124</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1352.0</td>\n",
       "      <td>1982</td>\n",
       "      <td>914 FELBAR AVE</td>\n",
       "      <td>TORRANCE CA 90503-5128</td>\n",
       "      <td></td>\n",
       "      <td>2017-05-19</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>604 PEACH RD</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>TORRANCE CA 90503-5128</td>\n",
       "      <td>CA</td>\n",
       "      <td>2017-05-19</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291996</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>1095 ORTEGA CIR</td>\n",
       "      <td>GILROY CA 95020-5315</td>\n",
       "      <td></td>\n",
       "      <td>2006-08-31</td>\n",
       "      <td>189000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>1110 SUMMERKINGS CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>GILROY CA 95020-5315</td>\n",
       "      <td>CA</td>\n",
       "      <td>2006-08-31</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299870</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>10 N 3RD ST</td>\n",
       "      <td>SALINAS CA 93906-3429</td>\n",
       "      <td></td>\n",
       "      <td>2006-08-31</td>\n",
       "      <td>189000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>1111 SUMMERKINGS CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SALINAS CA 93906-3429</td>\n",
       "      <td>CA</td>\n",
       "      <td>2006-08-31</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303823</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>1984</td>\n",
       "      <td>22571 PARKFIELD</td>\n",
       "      <td>MISSION VIEJO CA 92692-4741</td>\n",
       "      <td></td>\n",
       "      <td>2017-06-30</td>\n",
       "      <td>225000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>03</td>\n",
       "      <td>5359 WAYNE ST</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>MISSION VIEJO CA 92692-4741</td>\n",
       "      <td>CA</td>\n",
       "      <td>2017-06-30</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346769</th>\n",
       "      <td>2.0</td>\n",
       "      <td>3060.0</td>\n",
       "      <td>2017</td>\n",
       "      <td>2669 E TRIMBLE RD</td>\n",
       "      <td>SAN JOSE CA 95132-1054</td>\n",
       "      <td></td>\n",
       "      <td>2019-02-22</td>\n",
       "      <td>619000.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>912 CHANEY RD</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>SAN JOSE CA 95132-1054</td>\n",
       "      <td>CA</td>\n",
       "      <td>2019-02-22</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357319</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2183.0</td>\n",
       "      <td>1980</td>\n",
       "      <td>5717 HUNTINGTON DR N APT 4</td>\n",
       "      <td>LOS ANGELES CA 90032-1341</td>\n",
       "      <td></td>\n",
       "      <td>2007-08-29</td>\n",
       "      <td>180500.0</td>\n",
       "      <td>1100</td>\n",
       "      <td>02</td>\n",
       "      <td>4405 BLEEKER CT</td>\n",
       "      <td>RALEIGH</td>\n",
       "      <td>LOS ANGELES CA 90032-1341</td>\n",
       "      <td>CA</td>\n",
       "      <td>2007-08-29</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        UNITS  HEATEDAREA  YEAR_BUILT                       ADDR1  \\\n",
       "107       2.0      1984.0        2006             4757 CANOGA AVE   \n",
       "7371      4.0      4274.0        1979                SHU NAY TANG   \n",
       "18842     2.0      1984.0        2006             1095 ORTEGA CIR   \n",
       "29390     2.0      2551.0        1979           20201 SW BIRCH ST   \n",
       "48189     2.0      1984.0        2007           1410 EL SOLYO AVE   \n",
       "52451     4.0      4144.0        1984           1 WHISPERING WIND   \n",
       "59397     2.0      2546.0        1983         2382 NIGHT SHADE LN   \n",
       "62193     4.0      4192.0        1983               950 MONROE ST   \n",
       "71453     3.0      3132.0        1980              1871 TIFFIN RD   \n",
       "79607     4.0      2444.0        1983             20052 LAWSON LN   \n",
       "80181     2.0      2400.0        1971                507 ROSSO CT   \n",
       "80649     4.0      4430.0        1983           337 CALIFORNIA ST   \n",
       "80872     4.0      4192.0        1983               950 MONROE ST   \n",
       "85965     3.0      2660.0        1946            680 YOSEMITE AVE   \n",
       "88740     2.0      2030.0        1980                23 OKEEFE CT   \n",
       "98120     2.0      2352.0        2000           10216 BELLMAN AVE   \n",
       "108240    4.0      4192.0        1983              1010 FORBES LN   \n",
       "116722    2.0      2218.0        1915             7218 VIA AMPARO   \n",
       "133645    2.0      2143.0        2002                 PO BOX 1266   \n",
       "135984    2.0      2131.0        2002             15468 CELTIC ST   \n",
       "142667    3.0      3720.0        1984          4443 POINSETTIA ST   \n",
       "145449    2.0      1815.0        1983                1579 DOVE DR   \n",
       "146719    2.0      1984.0        2006             4041 ENCLAVE DR   \n",
       "156639    4.0      3216.0        1965             1139 CHAPMAN ST   \n",
       "169329    4.0      4192.0        1983          44 DOW PL APT 1307   \n",
       "170694    3.0      2802.0        1950          2140 KINGSBURY CIR   \n",
       "174932    4.0      4071.0        1982        99 SAINT GERMAIN AVE   \n",
       "177802    2.0      2136.0        1982       2435 SILVER RIDGE AVE   \n",
       "198958    2.0      1836.0        1964              352 BACHMAN CT   \n",
       "206399    2.0      2131.0        2002            3381 FORT JIM RD   \n",
       "209514    2.0      2244.0        1980   2383 UNIT D VIA MARISPOSA   \n",
       "210906    2.0      1984.0        2006                 10 N 3RD ST   \n",
       "214148    2.0      1984.0        2006                 10 N 3RD ST   \n",
       "215187    2.0      2081.0        1968             14546 CULLEN ST   \n",
       "220028    2.0      3072.0        1997   3590 LAS FLORES CANYON RD   \n",
       "220834    2.0      2704.0        2005            152 BALTUSROL PL   \n",
       "225020    2.0      1578.0        2007             116 W TEDROW DR   \n",
       "226368    3.0      2870.0        1973             22571 PARKFIELD   \n",
       "234721    3.0      3000.0        1984   15549 SHERMAN WAY APT 312   \n",
       "240912    4.0      4200.0        1983               950 MONROE ST   \n",
       "242570    2.0      1584.0        1964                 513 ISLA PL   \n",
       "243654    2.0      1836.0        1979            152 BALTUSROL PL   \n",
       "243920    2.0      2640.0        2006            1196 RATHMOOR ST   \n",
       "247054    2.0      2574.0        1984             1139 CHAPMAN ST   \n",
       "249538    4.0      4188.0        1979        1158 CALLE EMPARRADO   \n",
       "255449    2.0      1739.0        1957       220 DELAVEAGA PARK DR   \n",
       "255668    2.0      2546.0        1982          3447 FAIR OAKS AVE   \n",
       "257465    4.0      4192.0        1983                 PO BOX 2007   \n",
       "264720    2.0      2240.0        1966             3733 ARBUTUS CT   \n",
       "264955    2.0      1984.0        2006             1095 ORTEGA CIR   \n",
       "268185    4.0      4192.0        1983     29839 CIRCLE R CREEK LN   \n",
       "279828    2.0      2103.0        1983         2382 NIGHT SHADE LN   \n",
       "288124    2.0      1352.0        1982              914 FELBAR AVE   \n",
       "291996    2.0      1984.0        2006             1095 ORTEGA CIR   \n",
       "299870    2.0      1984.0        2006                 10 N 3RD ST   \n",
       "303823    3.0      3000.0        1984             22571 PARKFIELD   \n",
       "346769    2.0      3060.0        2017           2669 E TRIMBLE RD   \n",
       "357319    2.0      2183.0        1980  5717 HUNTINGTON DR N APT 4   \n",
       "\n",
       "                                 ADDR2                   ADDR3   SALE_DATE  \\\n",
       "107       WOODLAND HILLS CA 91364-4442                          2007-03-01   \n",
       "7371                  1196 RATHMOOR ST  EL CAJON CA 92020-7779  2016-05-31   \n",
       "18842             GILROY CA 95020-5315                          2006-08-31   \n",
       "29390      NEWPORT BEACH CA 92660-1751                          2018-07-26   \n",
       "48189           CAMPBELL CA 95008-3310                          2016-12-28   \n",
       "52451             IRVINE CA 92614-5425                          2018-03-20   \n",
       "59397            FREMONT CA 94539-6524                          2011-04-08   \n",
       "62193        SANTA CLARA CA 95050-4809                          2018-11-07   \n",
       "71453            OAKLAND CA 94602-1813                          2018-03-21   \n",
       "79607   HUNTINGTON BEACH CA 92646-4921                          2013-11-01   \n",
       "80181         PLEASANTON CA 94566-6327                          2006-12-05   \n",
       "80649           CAMPBELL CA 95008-3401                          2018-11-29   \n",
       "80872        SANTA CLARA CA 95050-4809                          2018-11-07   \n",
       "85965      MOUNTAIN VIEW CA 94041-2159                          2018-07-02   \n",
       "88740         SACRAMENTO CA 95835-2333                          2015-02-27   \n",
       "98120             DOWNEY CA 90241-2653                          2005-02-14   \n",
       "108240             DAVIS CA 95616-1376                          2019-01-07   \n",
       "116722          SAN JOSE CA 95135-1401                          2007-06-19   \n",
       "133645        SAN CARLOS CA 94070-1266                          2011-04-15   \n",
       "135984     MISSION HILLS CA 91345-1304                          2003-08-29   \n",
       "142667   SAN LUIS OBISPO CA 93401-7688                          2004-05-10   \n",
       "145449             TRACY CA 95376-8308                          2016-06-13   \n",
       "146719           TURLOCK CA 95382-7418                          2017-06-27   \n",
       "156639          SAN JOSE CA 95126-1104                          2017-12-29   \n",
       "169329     SAN FRANCISCO CA 94107-4180                          2018-10-15   \n",
       "170694       SANTA CLARA CA 95054-4005                          2018-07-12   \n",
       "174932     SAN FRANCISCO CA 94114-2129                          2019-01-23   \n",
       "177802       LOS ANGELES CA 90039-3321                          2005-10-25   \n",
       "198958         LOS GATOS CA 95030-5219                          2018-06-27   \n",
       "206399       PLACERVILLE CA 95667-7916                          2005-06-16   \n",
       "209514          LAGUNA  WOODS CA 92637                          1992-10-14   \n",
       "210906           SALINAS CA 93906-3429                          2006-08-31   \n",
       "214148           SALINAS CA 93906-3429                          2006-08-31   \n",
       "215187          WHITTIER CA 90603-1828                          1985-12-13   \n",
       "220028            MALIBU CA 90265-3434                          2007-11-26   \n",
       "220834         SAN RAMON CA 94583-3805                          2007-04-04   \n",
       "225020          GLENDORA CA 91740-4848                          2007-08-15   \n",
       "226368     MISSION VIEJO CA 92692-4741                          2017-08-24   \n",
       "234721          VAN NUYS CA 91406-4178                          2011-08-16   \n",
       "240912       SANTA CLARA CA 95050-4809                          2019-04-01   \n",
       "242570             DAVIS CA 95616-0136                          2014-10-24   \n",
       "243654         SAN RAMON CA 94583-3805                          2011-03-21   \n",
       "243920          EL CAJON CA 92020-7779                          2014-07-15   \n",
       "247054          SAN JOSE CA 95126-1104                          2017-12-29   \n",
       "249538        SAN MARCOS CA 92069-7327                          2015-09-24   \n",
       "255449        SANTA CRUZ CA 95065-1203                          2007-07-05   \n",
       "255668          ALTADENA CA 91001-3905                          2004-04-30   \n",
       "257465        COSTA MESA CA 92628-2007                          2018-11-29   \n",
       "264720           HAYWARD CA 94542-2226                          2004-11-24   \n",
       "264955            GILROY CA 95020-5315                          2006-08-31   \n",
       "268185         ESCONDIDO CA 92026-5906                          2018-09-28   \n",
       "279828           FREMONT CA 94539-6524                          2015-10-14   \n",
       "288124          TORRANCE CA 90503-5128                          2017-05-19   \n",
       "291996            GILROY CA 95020-5315                          2006-08-31   \n",
       "299870           SALINAS CA 93906-3429                          2006-08-31   \n",
       "303823     MISSION VIEJO CA 92692-4741                          2017-06-30   \n",
       "346769          SAN JOSE CA 95132-1054                          2019-02-22   \n",
       "357319       LOS ANGELES CA 90032-1341                          2007-08-29   \n",
       "\n",
       "        TOTSALPRIC  ACTIVITY TYPEANDUSE                  SITEADDR  \\\n",
       "107       195000.0      1100         02       1122 SUMMERKINGS CT   \n",
       "7371      305000.0      1100         04       4216 GREENCASTLE CT   \n",
       "18842     189000.0      1100         02       1114 SUMMERKINGS CT   \n",
       "29390     310000.0      1100         02        4504 N NEW HOPE RD   \n",
       "48189     195000.0      1100         02       1126 SUMMERKINGS CT   \n",
       "52451        500.0      1100         04          4412 BROCKTON DR   \n",
       "59397     152000.0      1100         02              5641 THEA LN   \n",
       "62193     380000.0      1100         04         4628 KILCULLEN DR   \n",
       "71453     420000.0      1100         03       8715 CHAPEL HILL RD   \n",
       "79607     133000.0      1100         04              709 PEACH RD   \n",
       "80181     185000.0      1100         02        7320 LONGSTREET DR   \n",
       "80649     382500.0      1100         04         4604 KILCULLEN DR   \n",
       "80872     383000.0      1100         04         4632 KILCULLEN DR   \n",
       "85965     450000.0      1100         03          2715 KILGORE AVE   \n",
       "88740     153000.0      1100         02           4601 LAVISTA CT   \n",
       "98120     155000.0      1100         02            117 E GLENN ST   \n",
       "108240    389000.0      1100         04         4608 KILCULLEN DR   \n",
       "116722    155000.0      1100         02         3990 WENDELL BLVD   \n",
       "133645    200000.0      1100         02     7639 GRESHAM HILLS DR   \n",
       "135984    187000.0      1100         02     7655 GRESHAM HILLS DR   \n",
       "142667    207000.0      1100         03          4321 BAYLINER DR   \n",
       "145449    155000.0      1100         02             101 WATER AVE   \n",
       "146719    195000.0      1100         02       1135 SUMMERKINGS CT   \n",
       "156639    395000.0      1100         04         3906 LEXINGTON DR   \n",
       "169329    378000.0      1100         04           4300 PRESLEY CT   \n",
       "170694    300000.0      1100         03     203 JONES FRANKLIN RD   \n",
       "174932    380000.0      1100         04          4609 BROCKTON DR   \n",
       "177802    180000.0      1100         02              5640 THEA LN   \n",
       "198958    505500.0      1100         02          706 MCCULLOCH ST   \n",
       "206399    190000.0      1100         02     7610 GRESHAM HILLS DR   \n",
       "209514    105000.0      1100         02         4002 ARCKELTON DR   \n",
       "210906    189000.0      1100         02       1107 SUMMERKINGS CT   \n",
       "214148    189000.0      1100         02       1118 SUMMERKINGS CT   \n",
       "215187         0.0      1100         02             512 DACIAN RD   \n",
       "220028    220000.0      1100         02             205 E PARK ST   \n",
       "220834    186000.0      1100         02  2813 HERNDON VILLAGE WAY   \n",
       "225020    167000.0      1100         02       1102 SUMMERKINGS CT   \n",
       "226368    307000.0      1100         03           5204 CYPRESS LN   \n",
       "234721    209000.0      1100         03             5363 WAYNE ST   \n",
       "240912    372000.0      1100         04           4313 PRESLEY CT   \n",
       "242570    148000.0      1100         02           3901 JACKSON ST   \n",
       "243654    100000.0      1100         02              632 RAWLS DR   \n",
       "243920    167000.0      1100         02         824 CUMBERLAND ST   \n",
       "247054    267500.0      1100         02            5528 KAPLAN DR   \n",
       "249538    244000.0      1100         04       4205 GREENCASTLE CT   \n",
       "255449    113000.0      1100         02              209 PECAN RD   \n",
       "255668    158000.0      1100         02              110 KAREN CT   \n",
       "257465    380000.0      1100         04           4317 PRESLEY CT   \n",
       "264720    141000.0      1100         02         562 SW MAYNARD RD   \n",
       "264955    189000.0      1100         02       1106 SUMMERKINGS CT   \n",
       "268185    372500.0      1100         04           4304 PRESLEY CT   \n",
       "279828    205000.0      1100         02              5545 THEA LN   \n",
       "288124     53000.0      1100         02              604 PEACH RD   \n",
       "291996    189000.0      1100         02       1110 SUMMERKINGS CT   \n",
       "299870    189000.0      1100         02       1111 SUMMERKINGS CT   \n",
       "303823    225000.0      1100         03             5359 WAYNE ST   \n",
       "346769    619000.0      1100         02             912 CHANEY RD   \n",
       "357319    180500.0      1100         02           4405 BLEEKER CT   \n",
       "\n",
       "         CITYDECODE                                    ADDR STATE  \\\n",
       "107         RALEIGH            WOODLAND HILLS CA 91364-4442    CA   \n",
       "7371        RALEIGH  1196 RATHMOOR STEL CAJON CA 92020-7779    CA   \n",
       "18842       RALEIGH                    GILROY CA 95020-5315    CA   \n",
       "29390       RALEIGH             NEWPORT BEACH CA 92660-1751    CA   \n",
       "48189       RALEIGH                  CAMPBELL CA 95008-3310    CA   \n",
       "52451       RALEIGH                    IRVINE CA 92614-5425    CA   \n",
       "59397       RALEIGH                   FREMONT CA 94539-6524    CA   \n",
       "62193       RALEIGH               SANTA CLARA CA 95050-4809    CA   \n",
       "71453          CARY                   OAKLAND CA 94602-1813    CA   \n",
       "79607       RALEIGH          HUNTINGTON BEACH CA 92646-4921    CA   \n",
       "80181       RALEIGH                PLEASANTON CA 94566-6327    CA   \n",
       "80649       RALEIGH                  CAMPBELL CA 95008-3401    CA   \n",
       "80872       RALEIGH               SANTA CLARA CA 95050-4809    CA   \n",
       "85965       RALEIGH             MOUNTAIN VIEW CA 94041-2159    CA   \n",
       "88740       RALEIGH                SACRAMENTO CA 95835-2333    CA   \n",
       "98120       ZEBULON                    DOWNEY CA 90241-2653    CA   \n",
       "108240      RALEIGH                     DAVIS CA 95616-1376    CA   \n",
       "116722      WENDELL                  SAN JOSE CA 95135-1401    CA   \n",
       "133645      RALEIGH                SAN CARLOS CA 94070-1266    CA   \n",
       "135984      RALEIGH             MISSION HILLS CA 91345-1304    CA   \n",
       "142667      RALEIGH           SAN LUIS OBISPO CA 93401-7688    CA   \n",
       "145449  WAKE FOREST                     TRACY CA 95376-8308    CA   \n",
       "146719      RALEIGH                   TURLOCK CA 95382-7418    CA   \n",
       "156639      RALEIGH                  SAN JOSE CA 95126-1104    CA   \n",
       "169329      RALEIGH             SAN FRANCISCO CA 94107-4180    CA   \n",
       "170694      RALEIGH               SANTA CLARA CA 95054-4005    CA   \n",
       "174932      RALEIGH             SAN FRANCISCO CA 94114-2129    CA   \n",
       "177802      RALEIGH               LOS ANGELES CA 90039-3321    CA   \n",
       "198958      RALEIGH                 LOS GATOS CA 95030-5219    CA   \n",
       "206399      RALEIGH               PLACERVILLE CA 95667-7916    CA   \n",
       "209514      RALEIGH                  LAGUNA  WOODS CA 92637    CA   \n",
       "210906      RALEIGH                   SALINAS CA 93906-3429    CA   \n",
       "214148      RALEIGH                   SALINAS CA 93906-3429    CA   \n",
       "215187      RALEIGH                  WHITTIER CA 90603-1828    CA   \n",
       "220028         CARY                    MALIBU CA 90265-3434    CA   \n",
       "220834      RALEIGH                 SAN RAMON CA 94583-3805    CA   \n",
       "225020      RALEIGH                  GLENDORA CA 91740-4848    CA   \n",
       "226368      RALEIGH             MISSION VIEJO CA 92692-4741    CA   \n",
       "234721      RALEIGH                  VAN NUYS CA 91406-4178    CA   \n",
       "240912      RALEIGH               SANTA CLARA CA 95050-4809    CA   \n",
       "242570      RALEIGH                     DAVIS CA 95616-0136    CA   \n",
       "243654      RALEIGH                 SAN RAMON CA 94583-3805    CA   \n",
       "243920      RALEIGH                  EL CAJON CA 92020-7779    CA   \n",
       "247054      RALEIGH                  SAN JOSE CA 95126-1104    CA   \n",
       "249538      RALEIGH                SAN MARCOS CA 92069-7327    CA   \n",
       "255449      RALEIGH                SANTA CRUZ CA 95065-1203    CA   \n",
       "255668         CARY                  ALTADENA CA 91001-3905    CA   \n",
       "257465      RALEIGH                COSTA MESA CA 92628-2007    CA   \n",
       "264720         CARY                   HAYWARD CA 94542-2226    CA   \n",
       "264955      RALEIGH                    GILROY CA 95020-5315    CA   \n",
       "268185      RALEIGH                 ESCONDIDO CA 92026-5906    CA   \n",
       "279828      RALEIGH                   FREMONT CA 94539-6524    CA   \n",
       "288124      RALEIGH                  TORRANCE CA 90503-5128    CA   \n",
       "291996      RALEIGH                    GILROY CA 95020-5315    CA   \n",
       "299870      RALEIGH                   SALINAS CA 93906-3429    CA   \n",
       "303823      RALEIGH             MISSION VIEJO CA 92692-4741    CA   \n",
       "346769      RALEIGH                  SAN JOSE CA 95132-1054    CA   \n",
       "357319      RALEIGH               LOS ANGELES CA 90032-1341    CA   \n",
       "\n",
       "       SALE_DATE_DT  SALE_DATE_YEAR  \n",
       "107      2007-03-01            2007  \n",
       "7371     2016-05-31            2016  \n",
       "18842    2006-08-31            2006  \n",
       "29390    2018-07-26            2018  \n",
       "48189    2016-12-28            2016  \n",
       "52451    2018-03-20            2018  \n",
       "59397    2011-04-08            2011  \n",
       "62193    2018-11-07            2018  \n",
       "71453    2018-03-21            2018  \n",
       "79607    2013-11-01            2013  \n",
       "80181    2006-12-05            2006  \n",
       "80649    2018-11-29            2018  \n",
       "80872    2018-11-07            2018  \n",
       "85965    2018-07-02            2018  \n",
       "88740    2015-02-27            2015  \n",
       "98120    2005-02-14            2005  \n",
       "108240   2019-01-07            2019  \n",
       "116722   2007-06-19            2007  \n",
       "133645   2011-04-15            2011  \n",
       "135984   2003-08-29            2003  \n",
       "142667   2004-05-10            2004  \n",
       "145449   2016-06-13            2016  \n",
       "146719   2017-06-27            2017  \n",
       "156639   2017-12-29            2017  \n",
       "169329   2018-10-15            2018  \n",
       "170694   2018-07-12            2018  \n",
       "174932   2019-01-23            2019  \n",
       "177802   2005-10-25            2005  \n",
       "198958   2018-06-27            2018  \n",
       "206399   2005-06-16            2005  \n",
       "209514   1992-10-14            1992  \n",
       "210906   2006-08-31            2006  \n",
       "214148   2006-08-31            2006  \n",
       "215187   1985-12-13            1985  \n",
       "220028   2007-11-26            2007  \n",
       "220834   2007-04-04            2007  \n",
       "225020   2007-08-15            2007  \n",
       "226368   2017-08-24            2017  \n",
       "234721   2011-08-16            2011  \n",
       "240912   2019-04-01            2019  \n",
       "242570   2014-10-24            2014  \n",
       "243654   2011-03-21            2011  \n",
       "243920   2014-07-15            2014  \n",
       "247054   2017-12-29            2017  \n",
       "249538   2015-09-24            2015  \n",
       "255449   2007-07-05            2007  \n",
       "255668   2004-04-30            2004  \n",
       "257465   2018-11-29            2018  \n",
       "264720   2004-11-24            2004  \n",
       "264955   2006-08-31            2006  \n",
       "268185   2018-09-28            2018  \n",
       "279828   2015-10-14            2015  \n",
       "288124   2017-05-19            2017  \n",
       "291996   2006-08-31            2006  \n",
       "299870   2006-08-31            2006  \n",
       "303823   2017-06-30            2017  \n",
       "346769   2019-02-22            2019  \n",
       "357319   2007-08-29            2007  "
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ca_Props"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Art Perkitny\\Anaconda3\\lib\\site-packages\\geopandas\\geodataframe.py:455: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  result = super(GeoDataFrame, self).__getitem__(key)\n",
      "C:\\Users\\Art Perkitny\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  import sys\n",
      "C:\\Users\\Art Perkitny\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "parcels = wake_county_df[wake_county_df[\"UNITS\"]>1][wake_county_df[\"UNITS\"]<=4][wake_county_df[\"TYPEANDUSE\"].isin(TYPE_AND_USE)][KEYS]\n",
    "parcels[\"ADDR3\"] = parcels[\"ADDR3\"].apply(lambda x: \"\" if x==None else x)\n",
    "parcels[\"ADDR\"] = parcels[\"ADDR2\"] + parcels[\"ADDR3\"]\n",
    "parcels[\"STATE\"] = parcels[\"ADDR\"].apply(get_state)\n",
    "parcels[\"SALE_DATE_DT\"] = parcels[\"SALE_DATE\"].apply(text_to_date)\n",
    "parcels[\"SALE_DATE_YEAR\"] = parcels[\"SALE_DATE_DT\"].apply(datetime_year)\n",
    "Ca_Props = parcels[parcels[\"YEAR_BUILT\"]>0][parcels[\"STATE\"]==\"CA\"][parcels[\"SALE_DATE_DT\"]<=datetime(2019,6,7)]\n",
    "CaPropsSaleYears = parcels[parcels[\"YEAR_BUILT\"]>0][parcels[\"STATE\"]==\"CA\"][parcels[\"SALE_DATE_DT\"]<=datetime(2019,6,7)].groupby(\"SALE_DATE_YEAR\").size().reset_index(name=\"counts\").sort_values(\"SALE_DATE_YEAR\")\n",
    "CaPropsSaleYears = pd.DataFrame({\"SALE_DATE_YEAR\":(np.arange(1985, 2020, step=1))}).merge(CaPropsSaleYears, how='outer', \n",
    "            left_on='SALE_DATE_YEAR', right_on='SALE_DATE_YEAR')\n",
    "CaPropsSaleYears[\"counts\"] = CaPropsSaleYears[\"counts\"].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Art Perkitny\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  after removing the cwd from sys.path.\n",
      "C:\\Users\\Art Perkitny\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  \"\"\"\n"
     ]
    }
   ],
   "source": [
    "sfr_parcels = wake_county_df[wake_county_df[\"UNITS\"]==1][KEYS]\n",
    "sfr_parcels[\"SALE_DATE_DT\"] = sfr_parcels[\"SALE_DATE\"].apply(text_to_date)\n",
    "sfr_parcels[\"SALE_DATE_YEAR\"] = sfr_parcels[\"SALE_DATE_DT\"].apply(datetime_year)\n",
    "sfr_parcels_new = sfr_parcels[sfr_parcels[\"SALE_DATE_YEAR\"]>=2010][sfr_parcels[\"YEAR_BUILT\"]>=2010][\n",
    "    sfr_parcels[\"HEATEDAREA\"]>0][sfr_parcels[\"TOTSALPRIC\"]>0]\n",
    "# sfr_parcels_new.groupby(\"YEAR_BUILT\").size().reset_index(name=\"counts\")\n",
    "sfr_parcels_new[\"CostPerSqFt\"] = sfr_parcels_new[\"TOTSALPRIC\"]/sfr_parcels_new[\"HEATEDAREA\"]\n",
    "cost_per_sqft_sfr = sfr_parcels_new.groupby(\"YEAR_BUILT\").agg(\"mean\")[[\"CostPerSqFt\",\"SALE_DATE_YEAR\"]].reset_index().merge(sfr_parcels_new.groupby(\"YEAR_BUILT\").size().reset_index(name=\"Sample Size\"),on=\"YEAR_BUILT\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "Ca_Props.groupby(\"SALE_DATE_YEAR\").size().reset_index(name=\"Sample_Size\")\n",
    "Ca_Props_price_by_year = Ca_Props.groupby(\"SALE_DATE_YEAR\").agg(\"mean\")[[\"TOTSALPRIC\",\"UNITS\"]].reset_index()\n",
    "Ca_Props_price_by_year[\"Cost_per_Unit\"] = Ca_Props_price_by_year[\"TOTSALPRIC\"]/Ca_Props_price_by_year[\"UNITS\"]\n",
    "Ca_Props_price_by_year = Ca_Props_price_by_year[Ca_Props_price_by_year[\"SALE_DATE_YEAR\"]>=2013].merge(Ca_Props.groupby(\"SALE_DATE_YEAR\").size().reset_index(name=\"Sample_Size\"),on=\"SALE_DATE_YEAR\",how =\"left\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Art Perkitny\\Anaconda3\\lib\\site-packages\\geopandas\\geodataframe.py:455: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  result = super(GeoDataFrame, self).__getitem__(key)\n",
      "C:\\Users\\Art Perkitny\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  import sys\n",
      "C:\\Users\\Art Perkitny\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "parcels = wake_county_df[wake_county_df[\"UNITS\"]>1][wake_county_df[\"UNITS\"]<=4][wake_county_df[\"TYPEANDUSE\"].isin(TYPE_AND_USE)][KEYS]\n",
    "parcels[\"ADDR3\"] = parcels[\"ADDR3\"].apply(lambda x: \"\" if x==None else x)\n",
    "parcels[\"ADDR\"] = parcels[\"ADDR2\"] + parcels[\"ADDR3\"]\n",
    "parcels[\"STATE\"] = parcels[\"ADDR\"].apply(get_state)\n",
    "parcels[\"SALE_DATE_DT\"] = parcels[\"SALE_DATE\"].apply(text_to_date)\n",
    "parcels[\"SALE_DATE_YEAR\"] = parcels[\"SALE_DATE_DT\"].apply(datetime_year)\n",
    "NC_Props = parcels[parcels[\"YEAR_BUILT\"]>0][parcels[\"STATE\"]==\"NC\"][parcels[\"SALE_DATE_DT\"]<=datetime(2019,6,7)]\n",
    "NCPropsSaleYears = parcels[parcels[\"YEAR_BUILT\"]>0][parcels[\"STATE\"]==\"NC\"][parcels[\"SALE_DATE_DT\"]<=datetime(2019,6,7)].groupby(\"SALE_DATE_YEAR\").size().reset_index(name=\"counts\").sort_values(\"SALE_DATE_YEAR\")\n",
    "NCPropsSaleYears = pd.DataFrame({\"SALE_DATE_YEAR\":(np.arange(1985, 2020, step=1))}).merge(NCPropsSaleYears, how='outer', \n",
    "            left_on='SALE_DATE_YEAR', right_on='SALE_DATE_YEAR')\n",
    "NCPropsSaleYears[\"counts\"] = NCPropsSaleYears[\"counts\"].fillna(0)\n",
    "NC_Props.groupby(\"SALE_DATE_YEAR\").size().reset_index(name=\"Sample_Size\")\n",
    "NC_Props_price_by_year = NC_Props.groupby(\"SALE_DATE_YEAR\").agg(\"mean\")[[\"TOTSALPRIC\",\"UNITS\"]].reset_index()\n",
    "NC_Props_price_by_year[\"Cost_per_Unit\"] = NC_Props_price_by_year[\"TOTSALPRIC\"]/NC_Props_price_by_year[\"UNITS\"]\n",
    "NC_Props_price_by_year = NC_Props_price_by_year[NC_Props_price_by_year[\"SALE_DATE_YEAR\"]>=2010].merge(NC_Props.groupby(\"SALE_DATE_YEAR\").size().reset_index(name=\"Sample_Size\"),on=\"SALE_DATE_YEAR\",how =\"left\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SALE_DATE_YEAR</th>\n",
       "      <th>Cost_per_Unit_CA</th>\n",
       "      <th>Sample_Size_x</th>\n",
       "      <th>Cost_per_Unit_NC</th>\n",
       "      <th>Sample_Size_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013</td>\n",
       "      <td>33250.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>66100.873362</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014</td>\n",
       "      <td>78750.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>84841.333333</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2015</td>\n",
       "      <td>75250.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>84170.300752</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016</td>\n",
       "      <td>81875.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>83904.851852</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017</td>\n",
       "      <td>90156.250000</td>\n",
       "      <td>6</td>\n",
       "      <td>86097.415507</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018</td>\n",
       "      <td>103951.219512</td>\n",
       "      <td>12</td>\n",
       "      <td>107740.065147</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2019</td>\n",
       "      <td>125714.285714</td>\n",
       "      <td>4</td>\n",
       "      <td>128384.060870</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SALE_DATE_YEAR  Cost_per_Unit_CA  Sample_Size_x  Cost_per_Unit_NC  \\\n",
       "0            2013      33250.000000              1      66100.873362   \n",
       "1            2014      78750.000000              2      84841.333333   \n",
       "2            2015      75250.000000              3      84170.300752   \n",
       "3            2016      81875.000000              3      83904.851852   \n",
       "4            2017      90156.250000              6      86097.415507   \n",
       "5            2018     103951.219512             12     107740.065147   \n",
       "6            2019     125714.285714              4     128384.060870   \n",
       "\n",
       "   Sample_Size_y  \n",
       "0             90  \n",
       "1             87  \n",
       "2            108  \n",
       "3            136  \n",
       "4            176  \n",
       "5            116  \n",
       "6             50  "
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ca_Props_price_by_year = Ca_Props_price_by_year.rename(index=str, columns={\"Cost_per_Unit\": \"Cost_per_Unit_CA\",})\n",
    "NC_Props_price_by_year = NC_Props_price_by_year.rename(index=str, columns={\"Cost_per_Unit\": \"Cost_per_Unit_NC\",})\n",
    "\n",
    "Cost_per_unit_compare = Ca_Props_price_by_year[[\"SALE_DATE_YEAR\",\"Cost_per_Unit_CA\",\"Sample_Size\"]].merge(NC_Props_price_by_year[[\"SALE_DATE_YEAR\",\"Cost_per_Unit_NC\",\"Sample_Size\"]], on=\"SALE_DATE_YEAR\")\n",
    "Cost_per_unit_compare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LJDdMct4VtN9tahv9T73/lSS3rNOs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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d8cb21bd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fvPT6ov+JVbVe4L3o/+l12gAAAAAA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\nGJ6wGwAAAACA4Qm7AQAAAAAY3v8EZ7krq7wKl5EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d8c96e80f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SvDPJAUl+O8l3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d8cae2a9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unit_type=2\n",
    "\n",
    "# parcels[parcels[\"YEAR_BUILT\"]>0][parcels[\"UNITS\"]==unit_type].groupby(\"YEAR_BUILT\").size().reset_index(name=\"counts\").plot.bar(\n",
    "#     x = \"YEAR_BUILT\",\n",
    "#     y = \"counts\",\n",
    "#     figsize=(25,25),\n",
    "#     color=\"blue\",\n",
    "#     fontsize = 18,\n",
    "# )\n",
    "\n",
    "# parcels[parcels[\"YEAR_BUILT\"]>0][parcels[\"UNITS\"]==unit_type].groupby(\"STATE\").size().reset_index(name=\"counts\").sort_values(\"counts\", ascending=False).plot.bar(\n",
    "#     x = \"STATE\",\n",
    "#     y = \"counts\",\n",
    "#     figsize=(25,25),\n",
    "#     color=\"blue\",\n",
    "#     fontsize = 25,\n",
    "# )\n",
    "\n",
    "CaPropsSaleYears.plot.bar(\n",
    "    x = \"SALE_DATE_YEAR\",\n",
    "    y = \"counts\",\n",
    "    figsize=(25,25),\n",
    "    color=\"blue\",\n",
    "    fontsize = 25,\n",
    "    title = \"Duplexes, Tris, and Quads Purchased by CA Residents by Year\",\n",
    "    rot = 60\n",
    ")\n",
    "\n",
    "cost_per_sqft_sfr.plot.bar(\n",
    "    x = \"YEAR_BUILT\",\n",
    "    y = \"CostPerSqFt\",\n",
    "    figsize=(25,25),\n",
    "    color=\"green\",\n",
    "    fontsize = 25,\n",
    "    title = \"Sale Price per Sq Ft for SFR by Year Built\",\n",
    "    rot = 0,\n",
    "    ylim = (100,160),\n",
    ")\n",
    "\n",
    "Cost_per_unit_compare.plot(\n",
    "    x=\"SALE_DATE_YEAR\",\n",
    "    y=[\"Cost_per_Unit_CA\",\"Cost_per_Unit_NC\"],\n",
    "    kind='bar', \n",
    "    figsize=(25,25),\n",
    "    fontsize = 25,\n",
    "    title = \"Ca vs Nc Sale Price per Unit by Year\",\n",
    "    rot = 0,\n",
    ")\n",
    "\n",
    "\n",
    "# plt.savefig(\"Cost_per_unit_CA_vs_NC.jpg\", dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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