Data collection.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bb5f3c66",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing the libraries\n",
    "from bs4 import BeautifulSoup as BS\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests \n",
    "import re\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c07eeff7",
   "metadata": {},
   "source": [
    "#getting all webpages of each county in the Bay area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8038cce6",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://www.redfin.com/county/323/CA/Marin-County',\n",
       " 'https://www.redfin.com/county/323/CA/Marin-County/page-2',\n",
       " 'https://www.redfin.com/county/323/CA/Marin-County/page-3',\n",
       " 'https://www.redfin.com/county/323/CA/Marin-County/page-4',\n",
       " 'https://www.redfin.com/county/323/CA/Marin-County/page-5',\n",
       " 'https://www.redfin.com/county/323/CA/Marin-County/page-6',\n",
       " 'https://www.redfin.com/county/323/CA/Marin-County/page-7',\n",
       " 'https://www.redfin.com/county/330/CA/Napa-County',\n",
       " 'https://www.redfin.com/county/330/CA/Napa-County/page-2',\n",
       " 'https://www.redfin.com/county/330/CA/Napa-County/page-3',\n",
       " 'https://www.redfin.com/county/330/CA/Napa-County/page-4',\n",
       " 'https://www.redfin.com/county/330/CA/Napa-County/page-5',\n",
       " 'https://www.redfin.com/county/330/CA/Napa-County/page-6',\n",
       " 'https://www.redfin.com/county/330/CA/Napa-County/page-7',\n",
       " 'https://www.redfin.com/county/330/CA/Napa-County/page-8',\n",
       " 'https://www.redfin.com/county/330/CA/Napa-County/page-9',\n",
       " 'https://www.redfin.com/county/345/CA/Santa-Clara-County',\n",
       " 'https://www.redfin.com/county/345/CA/Santa-Clara-County/page-2',\n",
       " 'https://www.redfin.com/county/345/CA/Santa-Clara-County/page-3',\n",
       " 'https://www.redfin.com/county/345/CA/Santa-Clara-County/page-4',\n",
       " 'https://www.redfin.com/county/345/CA/Santa-Clara-County/page-5',\n",
       " 'https://www.redfin.com/county/345/CA/Santa-Clara-County/page-6',\n",
       " 'https://www.redfin.com/county/345/CA/Santa-Clara-County/page-7',\n",
       " 'https://www.redfin.com/county/345/CA/Santa-Clara-County/page-8',\n",
       " 'https://www.redfin.com/county/345/CA/Santa-Clara-County/page-9']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    " l = [# 'https://www.redfin.com/city/17151/CA/San-Francisco' \n",
    "    #  'https://www.redfin.com/county/303/CA/Alameda-County',\n",
    "      'https://www.redfin.com/county/323/CA/Marin-County',\n",
    "      'https://www.redfin.com/county/330/CA/Napa-County',\n",
    "      'https://www.redfin.com/county/345/CA/Santa-Clara-County'\n",
    "\n",
    "    ]\n",
    "\n",
    "# Retreiving the multiple page links for the above counties from the website\n",
    "county_urls =[]\n",
    "for cl in l:\n",
    "    c_textdata = requests.get(cl,headers={'User-Agent': 'Mozilla/5.0'}).text\n",
    "    c_soup_parsed = BS(c_textdata,'lxml') \n",
    "    page_no=int(c_soup_parsed.find('span',attrs={'class':'pageText'}).text.split('of ')[1])\n",
    "    county_urls.append(cl)\n",
    "    if page_no>1:\n",
    "        for n in range(2,page_no+1):\n",
    "            str_no=str(n)\n",
    "            new_cl = cl+'/page-'+str_no\n",
    "            county_urls.append(new_cl)\n",
    "\n",
    "county_urls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5172aa27",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Marin-County': ['https://www.redfin.com/CA/Sausalito/6-Issaquah-Dock-94965/home/178989787',\n",
       "  'https://www.redfin.com/CA/San-Rafael/712-Tamarack-Dr-94903/home/1235127',\n",
       "  'https://www.redfin.com/CA/San-Rafael/41-Bonnie-Banks-Way-94901/home/1032981',\n",
       "  'https://www.redfin.com/CA/San-Rafael/777-Grand-Ave-94901/unit-204/home/176155816',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-137/home/703795',\n",
       "  'https://www.redfin.com/CA/Novato/510-Midway-Blvd-94947/home/1342435',\n",
       "  'https://www.redfin.com/CA/Novato/848-Diablo-Ave-94947/unit-3/home/994157',\n",
       "  'https://www.redfin.com/CA/Novato/19-Turner-Dr-94949/home/1050684',\n",
       "  'https://www.redfin.com/CA/San-Rafael/400-Deer-Valley-Rd-94903/unit-2J/home/1226707',\n",
       "  'https://www.redfin.com/CA/San-Anselmo/10-Broadmoor-Ave-94960/home/883877',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/73-California-Ave-94941/home/934567',\n",
       "  'https://www.redfin.com/CA/San-Rafael/763-Deer-Valley-Rd-94903/home/844507',\n",
       "  'https://www.redfin.com/CA/Corte-Madera/30-Laurel-Dr-94925/home/576663',\n",
       "  'https://www.redfin.com/CA/Novato/610-El-Arroyo-Pl-94949/home/184474551',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-442/home/1178880',\n",
       "  'https://www.redfin.com/CA/San-Rafael/10-Las-Casas-Dr-94901/home/562341',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/341-E-Blithedale-Ave-94941/home/1332291',\n",
       "  'https://www.redfin.com/CA/Nicasio/1650-Old-Rancheria-Rd-94946/home/939805',\n",
       "  'https://www.redfin.com/CA/San-Anselmo/14-Oak-Ave-94960/home/1315195',\n",
       "  'https://www.redfin.com/CA/San-Anselmo/66-Sais-Ave-94960/home/1175865',\n",
       "  'https://www.redfin.com/CA/Novato/1037-4th-St-94945/home/740014',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/351-Laverne-Ave-94941/home/1207485',\n",
       "  'https://www.redfin.com/CA/Novato/11-McIntosh-Ct-94949/home/683309',\n",
       "  'https://www.redfin.com/CA/Novato/9-Cinnamon-Teal-Ln-94949/home/1411996',\n",
       "  'https://www.redfin.com/CA/Sausalito/113-Prospect-Ave-94965/home/934844',\n",
       "  'https://www.redfin.com/CA/Novato/10-Somerset-Pl-94945/home/940220',\n",
       "  'https://www.redfin.com/CA/Novato/10-Saint-Andrews-Dr-94949/home/1403117',\n",
       "  'https://www.redfin.com/CA/Novato/22-Alyssum-Ct-94945/home/645910',\n",
       "  'https://www.redfin.com/CA/San-Rafael/106-Union-St-94901/home/1032825',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/55-Eldridge-Ave-94941/home/743075',\n",
       "  'https://www.redfin.com/CA/Novato/140-Montego-Ky-94949/home/676073',\n",
       "  'https://www.redfin.com/CA/San-Rafael/460-Pinewood-Dr-94903/home/687690',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-459/home/997824',\n",
       "  'https://www.redfin.com/CA/Novato/822-Verandah-Ct-94945/home/175902467',\n",
       "  'https://www.redfin.com/CA/Novato/806-Verandah-Ct-94945/home/175902473',\n",
       "  'https://www.redfin.com/CA/Point-Reyes-Station/200-Tomasini-Canyon-Rd-94956/home/837619',\n",
       "  'https://www.redfin.com/CA/Novato/100-Albion-Ct-94947/home/1439093',\n",
       "  'https://www.redfin.com/CA/Tiburon/4635-Paradise-Dr-94920/home/1316157',\n",
       "  'https://www.redfin.com/CA/Fairfax/10-June-Ct-94930/home/1257833',\n",
       "  'https://www.redfin.com/CA/Novato/10-Stasia-Dr-94947/home/1325169',\n",
       "  'https://www.redfin.com/CA/Tiburon/9-Andrew-Dr-94920/unit-44/home/805693',\n",
       "  'https://www.redfin.com/CA/San-Rafael/33-Coleman-Dr-94901/home/1087405',\n",
       "  'https://www.redfin.com/CA/Belvedere-Tiburon/3820-Paradise-Dr-94920/unit-Beach/home/168868791',\n",
       "  'https://www.redfin.com/CA/Larkspur/116-Larkspur-Plaza-Dr-94939/home/1128849',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/11-Neila-Way-94941/home/900703',\n",
       "  'https://www.redfin.com/CA/San-Rafael/118-Forest-Ln-94903/home/974272',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/608-Seminary-Dr-94941/home/604101',\n",
       "  'https://www.redfin.com/CA/Sausalito/86-Stanford-Way-94965/home/184271289',\n",
       "  'https://www.redfin.com/CA/Novato/645-Marin-Oaks-Dr-94949/home/1104292',\n",
       "  'https://www.redfin.com/CA/Novato/806-Verandah-Ave-94945/unit-41/home/184268213',\n",
       "  'https://www.redfin.com/CA/Novato/822-Verandah-Ave-94945/unit-37/home/184268116',\n",
       "  'https://www.redfin.com/CA/San-Rafael/765-Bamboo-Ter-94903/home/888658',\n",
       "  'https://www.redfin.com/CA/San-Rafael/1404-Grand-Ave-94901/home/1335887',\n",
       "  'https://www.redfin.com/CA/Novato/1003-Indian-Way-94949/home/1155822',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/357-Rose-Ave-94941/home/21822887',\n",
       "  'https://www.redfin.com/CA/Novato/785-Saint-Francis-Ave-94947/home/1164309',\n",
       "  'https://www.redfin.com/CA/Novato/630-Davidson-St-94945/home/184244745',\n",
       "  'https://www.redfin.com/CA/San-Rafael/1083-Las-Pavadas-Ave-94903/home/1140835',\n",
       "  'https://www.redfin.com/CA/San-Rafael/30-Belle-Ave-94901/home/1228227',\n",
       "  'https://www.redfin.com/CA/Tiburon/6-Tara-View-Rd-94920/home/1307951',\n",
       "  'https://www.redfin.com/CA/Novato/Pacheco-Ave-94947/home/182221171',\n",
       "  'https://www.redfin.com/CA/Novato/2032-Shady-Ln-94945/home/658963',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/353-Hazel-Ave-94941/home/830552',\n",
       "  'https://www.redfin.com/CA/Inverness/25-Elizabeth-Pl-94937/home/1279252',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-303/home/1152821',\n",
       "  'https://www.redfin.com/CA/Sausalito/31-E-Pier-94965/home/184075931',\n",
       "  'https://www.redfin.com/CA/San-Rafael/8-Laurel-Pl-94901/home/1404571',\n",
       "  'https://www.redfin.com/CA/Novato/25-Hector-Ln-94949/home/686041',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-322/home/1077420',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-354/home/1305612',\n",
       "  'https://www.redfin.com/CA/Novato/158-Maestro-Rd-94947/home/1006484',\n",
       "  'https://www.redfin.com/CA/Novato/117-Quail-Ct-94949/home/686544',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/57-Plaza-Dr-94941/home/774367',\n",
       "  'https://www.redfin.com/CA/Tiburon/97-Via-Los-Altos-94920/home/1176849',\n",
       "  'https://www.redfin.com/CA/Sausalito/77-Crescent-Ave-94965/home/182743836',\n",
       "  'https://www.redfin.com/CA/Fairfax/9-Manor-Rd-94930/home/1123552',\n",
       "  'https://www.redfin.com/CA/San-Rafael/705-Deer-Valley-Rd-94903/home/951352',\n",
       "  'https://www.redfin.com/CA/San-Rafael/79-Billou-St-94901/home/900203',\n",
       "  'https://www.redfin.com/CA/Novato/1587-S-Novato-Blvd-94947/unit-303/home/1092044',\n",
       "  'https://www.redfin.com/CA/San-Rafael/570-Thyme-Pl-94903/home/1174707',\n",
       "  'https://www.redfin.com/CA/Novato/606-Verandah-Ave-94945/home/175902494',\n",
       "  'https://www.redfin.com/CA/Novato/626-Verandah-Ct-94945/home/175902477',\n",
       "  'https://www.redfin.com/CA/Novato/618-Verandah-Ave-94945/home/175902487',\n",
       "  'https://www.redfin.com/CA/Larkspur/169-Marina-Vista-Ave-94939/home/1056528',\n",
       "  'https://www.redfin.com/CA/Greenbrae/640-Via-Casitas-94904/home/1441221',\n",
       "  'https://www.redfin.com/CA/Novato/46-Lauren-Ave-94947/home/1218245',\n",
       "  'https://www.redfin.com/CA/Tiburon/221-Martinique-Ave-94920/home/905928',\n",
       "  'https://www.redfin.com/CA/Tiburon/106-Mount-Tiburon-Rd-94920/home/981663',\n",
       "  'https://www.redfin.com/CA/Fairfax/42-Redwood-Rd-94930/home/923117',\n",
       "  'https://www.redfin.com/CA/Novato/1602-Vallejo-Ave-94945/unit-3/home/184068291',\n",
       "  'https://www.redfin.com/CA/Corte-Madera/519-Tamalpais-Dr-94925/home/933850',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/511-Alta-Way-94941/home/2099566',\n",
       "  'https://www.redfin.com/CA/San-Rafael/795-Montecillo-Rd-94903/home/1368793',\n",
       "  'https://www.redfin.com/CA/San-Rafael/317-Coleman-Dr-94901/home/177270475',\n",
       "  'https://www.redfin.com/CA/Tiburon/1-Cayford-Dr-94920/home/1282767',\n",
       "  'https://www.redfin.com/CA/Greenbrae/135-Corte-Balboa-94904/home/627019',\n",
       "  'https://www.redfin.com/CA/Point-Reyes-Station/Unknown-94956/home/22378887',\n",
       "  'https://www.redfin.com/CA/Novato/91-Sequoia-Glen-Ln-94947/home/667946',\n",
       "  'https://www.redfin.com/CA/Ross/27-Upper-Rd-94957/home/916486',\n",
       "  'https://www.redfin.com/CA/Novato/604-Canyon-Rd-94947/home/964382',\n",
       "  'https://www.redfin.com/CA/Larkspur/647-Larkspur-Plaza-Dr-94939/home/747667',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-436/home/1026687',\n",
       "  'https://www.redfin.com/CA/San-Rafael/1442-Nye-St-94901/home/1023311',\n",
       "  'https://www.redfin.com/CA/San-Rafael/312-Catalina-Blvd-94901/home/1310984',\n",
       "  'https://www.redfin.com/CA/Larkspur/75-Murray-Ave-94939/home/567261',\n",
       "  'https://www.redfin.com/CA/Novato/82-Gazania-Ct-94945/home/944948',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/737-Miller-Ave-94941/home/1414733',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/50-Altamont-Ave-94941/home/1370486',\n",
       "  'https://www.redfin.com/CA/San-Rafael/11-Riviera-Pl-94901/home/823662',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/526-Panoramic-Hwy-94941/home/180295189',\n",
       "  'https://www.redfin.com/CA/Sausalito/16-Dutton-Ct-94965/home/866352',\n",
       "  'https://www.redfin.com/CA/Belvedere-Tiburon/4665-Paradise-Dr-94920/home/180552875',\n",
       "  'https://www.redfin.com/CA/San-Anselmo/Undisclosed-address-94960/home/183780367',\n",
       "  'https://www.redfin.com/CA/San-Rafael/350-Coleman-Dr-94901/home/169429171',\n",
       "  'https://www.redfin.com/CA/Dillon-Beach/38-Kona-Ln-94929/home/183752806',\n",
       "  'https://www.redfin.com/CA/Kentfield/12-Rosebank-Ave-94904/home/634525',\n",
       "  'https://www.redfin.com/CA/Novato/320-Ridge-Rd-94947/home/22331670',\n",
       "  'https://www.redfin.com/CA/Kentfield/6-Locust-Ave-94904/home/891986',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-267/home/706952',\n",
       "  'https://www.redfin.com/CA/Novato/630-Verandah-Ave-94945/unit-44/home/183716544',\n",
       "  'https://www.redfin.com/CA/Larkspur/262-Larkspur-Plaza-Dr-94939/home/1405077',\n",
       "  'https://www.redfin.com/CA/Novato/1104-Susan-Way-94947/home/786582',\n",
       "  'https://www.redfin.com/CA/San-Rafael/25-Maoli-Dr-94903/home/983331',\n",
       "  'https://www.redfin.com/CA/San-Rafael/0-Marina-Blvd-94901/home/183652045',\n",
       "  'https://www.redfin.com/CA/San-Rafael/367-El-Faisan-Dr-94903/home/1152754',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/432-Lovell-Ave-94941/home/17140357',\n",
       "  'https://www.redfin.com/CA/Novato/4-Cielo-Ln-94949/unit-1A/home/183028176',\n",
       "  'https://www.redfin.com/CA/San-Rafael/27-Sunny-Oaks-Dr-94903/home/1372832',\n",
       "  'https://www.redfin.com/CA/Sausalito/14-Burgess-Ct-94965/home/611459',\n",
       "  'https://www.redfin.com/CA/Belvedere-Tiburon/604-Ridge-Rd-94920/home/1216785',\n",
       "  'https://www.redfin.com/CA/Novato/41-Hollyleaf-Way-94949/home/1376750',\n",
       "  'https://www.redfin.com/CA/Novato/271-San-Ramon-Way-94945/home/643826',\n",
       "  'https://www.redfin.com/CA/Larkspur/59-Olive-Ave-94939/home/40497863',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Marin-Center-Dr-94903/unit-31/home/1099516',\n",
       "  'https://www.redfin.com/CA/Fairfax/309-Tamalpais-Rd-94930/home/183176632',\n",
       "  'https://www.redfin.com/CA/San-Anselmo/250-Red-Hill-Ave-94960/home/542198',\n",
       "  'https://www.redfin.com/CA/San-Rafael/21-Eye-St-94901/home/747148',\n",
       "  'https://www.redfin.com/CA/Novato/317-Rockview-Rd-94949/home/180690853',\n",
       "  'https://www.redfin.com/CA/San-Rafael/206-Chula-Vista-Dr-94901/home/183100539',\n",
       "  'https://www.redfin.com/CA/San-Rafael/52-Rafael-Dr-94901/home/559235',\n",
       "  'https://www.redfin.com/CA/San-Rafael/46-Chalda-Ct-94903/home/1380021',\n",
       "  'https://www.redfin.com/CA/San-Rafael/99-Duran-Dr-94903/home/1148942',\n",
       "  'https://www.redfin.com/CA/Novato/25-Sunnyhill-Rd-94945/home/22322387',\n",
       "  'https://www.redfin.com/CA/San-Rafael/293-Yosemite-Rd-94903/home/725921',\n",
       "  'https://www.redfin.com/CA/Novato/61-Pacheco-Creek-Dr-94949/home/1160846',\n",
       "  'https://www.redfin.com/CA/San-Rafael/600-Deer-Valley-Rd-94903/unit-1K/home/674648',\n",
       "  'https://www.redfin.com/CA/San-Rafael/55-Brookdale-Ave-94901/home/182835675',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-420/home/1297297',\n",
       "  'https://www.redfin.com/CA/San-Anselmo/64-Oak-Knoll-Dr-94960/home/1227265',\n",
       "  'https://www.redfin.com/CA/Tamalpais-Homestead-Valley/Alta-Way-94941/home/21823355',\n",
       "  'https://www.redfin.com/CA/Inverness/Unknown-94937/home/22374359',\n",
       "  'https://www.redfin.com/CA/San-Anselmo/13-San-Rafael-Ave-94960/unit-C/home/179461638',\n",
       "  'https://www.redfin.com/CA/Tiburon/8-Parente-Rd-94920/home/56831726',\n",
       "  'https://www.redfin.com/CA/Novato/32-Mendocino-Ln-94947/home/649442',\n",
       "  'https://www.redfin.com/CA/Novato/30-Thunderbird-Dr-94949/home/817878',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/75-Magee-Ave-94941/home/577143',\n",
       "  'https://www.redfin.com/CA/Larkspur/324-Larkspur-Plaza-Dr-94939/home/1004192',\n",
       "  'https://www.redfin.com/CA/Inverness/Unknown-94937/home/22374360',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/11-Commodore-Marina-94941/unit-D/home/182579514',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/11-Commodore-Marina-94941/unit-C/home/182579354',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/11-Commodore-Marina-94941/unit-B/home/182579124',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/11-Commodore-Marina-94941/unit-A/home/182578902',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/11-Commodore-Marina-94941/home/182578386',\n",
       "  'https://www.redfin.com/CA/Forest-Knolls/50-Montezuma-Ave-94933/home/1305415',\n",
       "  'https://www.redfin.com/CA/Corte-Madera/50-Corte-Madera-Ave-94925/home/1171931',\n",
       "  'https://www.redfin.com/CA/Novato/30-Sierra-Vis-94947/home/655648',\n",
       "  'https://www.redfin.com/CA/Novato/10-Larkspur-Ln-94947/home/838036',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/320-Tennessee-Ave-94941/home/17546515',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-204/home/1086588',\n",
       "  'https://www.redfin.com/CA/Belvedere/26-Peninsula-Rd-94920/home/620705',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-135/home/704362',\n",
       "  'https://www.redfin.com/CA/Tiburon/23-Venado-Dr-94920/home/1000380',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/141-Great-Circle-Dr-94941/home/1159355',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/56-Mountain-Ln-94941/home/17546762',\n",
       "  'https://www.redfin.com/CA/Tiburon/2215-Vistazo-St-E-94920/home/22326746',\n",
       "  'https://www.redfin.com/CA/Novato/1604-Vallejo-Ave-94945/unit-4/home/182324999',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-454/home/707007',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-349/home/1364127',\n",
       "  'https://www.redfin.com/CA/San-Anselmo/745-Redwood-Rd-94960/home/172534419',\n",
       "  'https://www.redfin.com/CA/Novato/514-Entrada-Dr-94949/unit-202/home/864451',\n",
       "  'https://www.redfin.com/CA/Novato/306-Rockview-Rd-94949/home/178104953',\n",
       "  'https://www.redfin.com/CA/Sausalito/615-Sausalito-Blvd-94965/home/1029407',\n",
       "  'https://www.redfin.com/CA/Novato/642-Verandah-Ct-94945/home/175902482',\n",
       "  'https://www.redfin.com/CA/Bolinas/229-Birch-Rd-94924/home/181945693',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-133/home/1321969',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/5-Tartan-Rd-94941/home/22265038',\n",
       "  'https://www.redfin.com/CA/Novato/Bahia-Dr-94945/home/181866195',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/Washington-Park-Ave-94941/home/181818205',\n",
       "  'https://www.redfin.com/CA/Fairfax/942-Bolinas-Rd-94930/home/732350',\n",
       "  'https://www.redfin.com/CA/Larkspur/19-Highland-Ct-94939/home/1008739',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-211/home/706916',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-146/home/1403462',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Deer-Valley-Rd-94903/unit-2E/home/807849',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-124/home/1383492',\n",
       "  'https://www.redfin.com/CA/San-Rafael/200-Deer-Valley-Rd-94903/unit-2F/home/1054096',\n",
       "  'https://www.redfin.com/CA/Novato/1146-Highland-Dr-94949/home/682379',\n",
       "  'https://www.redfin.com/CA/Greenbrae/20-Corte-Real-94904/home/758257',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-222/home/706897',\n",
       "  'https://www.redfin.com/CA/Larkspur/113-Rice-Ln-94939/home/924212',\n",
       "  'https://www.redfin.com/CA/San-Rafael/600-Deer-Valley-Rd-94903/unit-3B/home/1006854',\n",
       "  'https://www.redfin.com/CA/Kentfield/90-Upper-Briar-Rd-94904/home/635619',\n",
       "  'https://www.redfin.com/CA/Fairfax/276-Cascade-Dr-94930/home/1132799',\n",
       "  'https://www.redfin.com/CA/Novato/699-Logan-St-94945/home/676509',\n",
       "  'https://www.redfin.com/CA/San-Rafael/20-Westgate-Dr-94903/home/693564',\n",
       "  'https://www.redfin.com/CA/San-Rafael/49-Creekside-Dr-94903/home/1253613',\n",
       "  'https://www.redfin.com/CA/Kentfield/128-Ridgecrest-Rd-94904/home/56520213',\n",
       "  'https://www.redfin.com/CA/San-Rafael/141-Granlee-Rd-94903/home/177686629',\n",
       "  'https://www.redfin.com/CA/Woodacre/Unknown-94973/home/22324688',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-206/home/1351357',\n",
       "  'https://www.redfin.com/CA/San-Rafael/Undisclosed-address-94901/home/112881413',\n",
       "  'https://www.redfin.com/CA/San-Rafael/66-Bayharbor-Way-94901/home/146804691',\n",
       "  'https://www.redfin.com/CA/Inverness/200A-Sunnyside-Dr-94937/home/183062751',\n",
       "  'https://www.redfin.com/CA/Woodacre/224-Conifer-Way-94973/home/18963668',\n",
       "  'https://www.redfin.com/CA/San-Rafael/490-Canal-St-94901/unit-3/home/855723',\n",
       "  'https://www.redfin.com/CA/Sausalito/39-Crescent-Ave-94965/home/172435212',\n",
       "  'https://www.redfin.com/CA/Novato/1826-Virginia-Ave-94945/home/1025763',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-254/home/750808',\n",
       "  'https://www.redfin.com/CA/Tiburon/48-Lagoon-Rd-94920/home/1349651',\n",
       "  'https://www.redfin.com/CA/Sausalito/31-Park-Cir-94965/home/1336731',\n",
       "  'https://www.redfin.com/CA/Novato/620-Rockview-Rd-94949/home/179994989',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/576-Panoramic-Hwy-94941/home/953682',\n",
       "  'https://www.redfin.com/CA/San-Anselmo/10-Lincoln-Ct-94960/home/1092591',\n",
       "  'https://www.redfin.com/CA/Tiburon/138-Rock-Hill-Dr-94920/home/90325451',\n",
       "  'https://www.redfin.com/CA/Sausalito/207-Valley-St-94965/unit-ABCD/home/178998080',\n",
       "  'https://www.redfin.com/CA/Muir-Beach/4-White-Way-94965/home/22321246',\n",
       "  'https://www.redfin.com/CA/San-Rafael/200-Deer-Valley-Rd-94903/unit-2E/home/791500',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/469-W-Live-Oak-Dr-94941/home/22262610',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-318/home/1364117',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/630-W-Blithedale-Ave-94941/home/1286237',\n",
       "  'https://www.redfin.com/CA/Novato/San-Marin-Dr-94945/home/180795143',\n",
       "  'https://www.redfin.com/CA/Fairfax/0-0-Cypress-Dr-94930/home/174660777',\n",
       "  'https://www.redfin.com/CA/Tiburon/3650-Paradise-Dr-94920/home/906249',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-309/home/1213499',\n",
       "  'https://www.redfin.com/CA/Dillon-Beach/Oceana-Dr-94929/home/18983802',\n",
       "  'https://www.redfin.com/CA/Muir-Beach/Lagoon-Dr-94965/home/113679964',\n",
       "  'https://www.redfin.com/CA/San-Rafael/236-Tiburon-Blvd-94901/home/22303398',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-250/home/1318340',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-233/home/102525703',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/Monte-Cimas-Ave-94941/home/178347519',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-432/home/1355680',\n",
       "  'https://www.redfin.com/CA/San-Rafael/51-El-Camino-Ave-94901/home/21824789',\n",
       "  'https://www.redfin.com/CA/Point-Reyes-Station/0-6th-ST-94956/home/180795145',\n",
       "  'https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-136/home/1136382',\n",
       "  'https://www.redfin.com/CA/San-Rafael/110-Sunny-Oaks-Dr-94903/home/168647133',\n",
       "  'https://www.redfin.com/CA/San-Anselmo/1-Sacramento-Ave-94960/home/22380421',\n",
       "  'https://www.redfin.com/CA/Nicasio/333-Willow-Rd-94946/home/1291898',\n",
       "  'https://www.redfin.com/CA/Mill-Valley/120-Redwood-Ave-94941/home/22328354',\n",
       "  'https://www.redfin.com/CA/Belvedere-Tiburon/2800-Paradise-Dr-94920/home/147283962',\n",
       "  'https://www.redfin.com/CA/Petaluma/4600-Valley-Ford-Franklin-School-Rd-94952/home/146105053',\n",
       "  'https://www.redfin.com/CA/Bolinas/Juniper-Rd-94924/home/113790284',\n",
       "  'https://www.redfin.com/CA/Novato/Verandah/Residence-Four/home/179255766',\n",
       "  'https://www.redfin.com/CA/Novato/Verandah/Residence-Three/home/179255767',\n",
       "  'https://www.redfin.com/CA/Novato/Verandah/Residence-Two/home/183400330',\n",
       "  'https://www.redfin.com/CA/Tiburon/26-Andrew-Dr-94920/unit-80/home/1009307'],\n",
       " 'Napa-County': ['https://www.redfin.com/CA/Napa/1089-Ross-Cir-94558/home/12214816',\n",
       "  'https://www.redfin.com/CA/Calistoga/1050-Bale-Ln-94515/home/12199087',\n",
       "  'https://www.redfin.com/CA/Calistoga/900-Champagne-N-94515/home/184532166',\n",
       "  'https://www.redfin.com/CA/St-Helena/1561-S-Whitehall-Ln-94574/home/12200208',\n",
       "  'https://www.redfin.com/CA/Napa/199-Berryessa-Dr-94558/home/12198031',\n",
       "  'https://www.redfin.com/CA/Napa/2188-Patton-Ave-94559/home/12213246',\n",
       "  'https://www.redfin.com/CA/American-Canyon/3000-Broadway-St-94503/unit-69/home/109571875',\n",
       "  'https://www.redfin.com/CA/Napa/87-Winedale-Ln-94558/home/12191641',\n",
       "  'https://www.redfin.com/CA/Pope-Valley/81-Mustang-Ct-94567/home/179113562',\n",
       "  'https://www.redfin.com/CA/Pope-Valley/80-Mustang-Ct-94567/home/184461849',\n",
       "  'https://www.redfin.com/CA/Napa/1420-D-St-94559/home/12186796',\n",
       "  'https://www.redfin.com/CA/St-Helena/3851-Spring-Mountain-Rd-94574/home/52270280',\n",
       "  'https://www.redfin.com/CA/Napa/17-Heritage-Ct-94558/home/12220493',\n",
       "  'https://www.redfin.com/CA/Napa/156-Homewood-Ave-94558/home/12188146',\n",
       "  'https://www.redfin.com/CA/Napa/1091-Rimrock-Dr-94558/home/12198146',\n",
       "  'https://www.redfin.com/CA/Napa/171-Country-Club-Ln-94558/home/12200934',\n",
       "  'https://www.redfin.com/CA/Napa/1481-Cedar-Ave-94559/home/12186903',\n",
       "  'https://www.redfin.com/CA/Napa/1200-Loma-Vista-Dr-94558/home/12205758',\n",
       "  'https://www.redfin.com/CA/Napa/54-Village-Pkwy-94558/home/12209818',\n",
       "  'https://www.redfin.com/CA/Napa/2180-Clay-St-94559/home/12187144',\n",
       "  'https://www.redfin.com/CA/Napa/2500-Rollingwood-Dr-94558/home/12206198',\n",
       "  'https://www.redfin.com/CA/Calistoga/2395-Pickett-Rd-94515/home/12197829',\n",
       "  'https://www.redfin.com/CA/Napa/4048-Sonoma-Hwy-94559/unit-09/home/184389389',\n",
       "  'https://www.redfin.com/CA/American-Canyon/295-Canyon-Estates-CIR-94503/unit-31/home/175009115',\n",
       "  'https://www.redfin.com/CA/Napa/417-Cross-St-94559/home/12190645',\n",
       "  'https://www.redfin.com/CA/Calistoga/1401-Greenwood-Ave-94515/home/12197751',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/3251-Saint-Helena-Hwy-N-94574/home/12199010',\n",
       "  'https://www.redfin.com/CA/Unknown/Mustang-Ct-94567/home/21746455',\n",
       "  'https://www.redfin.com/CA/Napa/33-Jacks-Ln-94558/home/12212024',\n",
       "  'https://www.redfin.com/CA/Angwin/1325-Crestmont-Dr-94508/home/12199954',\n",
       "  'https://www.redfin.com/CA/Napa/329-Troon-Dr-94558/home/12220095',\n",
       "  'https://www.redfin.com/CA/Napa/1320-Wooden-Valley-Rd-94558/home/12201010',\n",
       "  'https://www.redfin.com/CA/Napa/188-Country-Club-Ln-94558/home/12200926',\n",
       "  'https://www.redfin.com/CA/Napa/6685-Gordon-Valley-Rd-94558/home/12201082',\n",
       "  'https://www.redfin.com/CA/Napa/113-Canyon-Dr-94558/home/12219835',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/1443-Madrona-Ave-94574/home/12194086',\n",
       "  'https://www.redfin.com/CA/Calistoga/Diamond-Mountain-Rd-94515/home/21822767',\n",
       "  'https://www.redfin.com/CA/Napa/1119-Headlands-Dr-94558/home/145590189',\n",
       "  'https://www.redfin.com/CA/Napa/18-Belvedere-Ct-94559/home/12213506',\n",
       "  'https://www.redfin.com/CA/Unknown/Steele-Canyon-Rd-94558/home/17546340',\n",
       "  'https://www.redfin.com/CA/Napa/1332-Steele-Canyon-Rd-94558/home/12198227',\n",
       "  'https://www.redfin.com/CA/Unknown/1-Steele-Canyon-Rd-94558/home/184247033',\n",
       "  'https://www.redfin.com/CA/Napa/36-Autumn-Creek-Ct-94559/home/12212478',\n",
       "  'https://www.redfin.com/CA/Napa/405-Saint-Andrews-Dr-94558/home/12219964',\n",
       "  'https://www.redfin.com/CA/Pope-Valley/2491-Harness-Dr-94567/home/12197483',\n",
       "  'https://www.redfin.com/CA/Angwin/440-Cold-Springs-Rd-94508/home/12199616',\n",
       "  'https://www.redfin.com/CA/Calistoga/510-Sherry-N-94515/home/184237264',\n",
       "  'https://www.redfin.com/CA/American-Canyon/130-Spikerush-Cir-94503/home/12222758',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/42-Laguna-Seca-Ct-94574/home/12222964',\n",
       "  'https://www.redfin.com/CA/Calistoga/1110-Bale-Ln-94515/home/12199085',\n",
       "  'https://www.redfin.com/CA/Napa/2170-Patton-Ave-94559/home/12213244',\n",
       "  'https://www.redfin.com/CA/Napa/2740-Perch-Dr-94558/home/12211009',\n",
       "  'https://www.redfin.com/CA/Napa/230-Wintergreen-Cir-94558/home/12220179',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/216-Knoll-Pl-94574/home/12199894',\n",
       "  'https://www.redfin.com/CA/Angwin/835-White-Cottage-Rd-N-94508/home/184196520',\n",
       "  'https://www.redfin.com/CA/American-Canyon/3302-Broadway-St-94503/home/12218862',\n",
       "  'https://www.redfin.com/CA/Unknown/Aetna-Springs-Rd-94567/home/17546140',\n",
       "  'https://www.redfin.com/CA/Calistoga/25-View-Rd-94515/home/12195508',\n",
       "  'https://www.redfin.com/CA/Napa/131-Bonnie-Brook-Dr-94558/home/12219225',\n",
       "  'https://www.redfin.com/CA/American-Canyon/161-Frontier-St-94503/home/184178204',\n",
       "  'https://www.redfin.com/CA/American-Canyon/127-Frontier-St-94503/home/184178203',\n",
       "  'https://www.redfin.com/CA/American-Canyon/153-Frontier-St-94503/home/184178110',\n",
       "  'https://www.redfin.com/CA/Napa/120-S-Newport-Dr-94559/home/12210032',\n",
       "  'https://www.redfin.com/CA/Angwin/335-Pine-Breeze-Dr-94508/home/12199515',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/1504-Voorhees-Cir-94574/home/12195102',\n",
       "  'https://www.redfin.com/CA/Napa/2283-1st-St-94559/home/12186962',\n",
       "  'https://www.redfin.com/CA/Napa/1830-Stevenson-Ct-94559/home/12190093',\n",
       "  'https://www.redfin.com/CA/Calistoga/2422-Debbie-Way-94515/home/12197081',\n",
       "  'https://www.redfin.com/CA/Angwin/516-Viewridge-Dr-94508/home/12199562',\n",
       "  'https://www.redfin.com/CA/American-Canyon/260-American-Canyon-Rd-94503/unit-110/home/184100768',\n",
       "  'https://www.redfin.com/CA/Napa/1000-Wooden-Valley-Cross-Rd-94558/home/170571549',\n",
       "  'https://www.redfin.com/CA/Napa/Undisclosed-address-94558/home/183209064',\n",
       "  'https://www.redfin.com/CA/Napa/2180-Patton-Ave-94559/home/12213248',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/609-Sunnyside-Rd-94574/home/12198861',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/25-Redondo-Ct-94574/home/12222998',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/708-Sunnyside-Rd-94574/home/12198772',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/1549-Reisling-Way-94574/home/12194825',\n",
       "  'https://www.redfin.com/CA/Napa/54-S-Newport-Dr-94559/home/12210058',\n",
       "  'https://www.redfin.com/CA/Napa/387-Troon-Dr-94558/home/12220105',\n",
       "  'https://www.redfin.com/CA/Napa/1125-Mount-George-Ave-94558/home/12201067',\n",
       "  'https://www.redfin.com/CA/Napa/32-Catalpa-Ct-94558/home/17546205',\n",
       "  'https://www.redfin.com/CA/Calistoga/1610-Filmore-St-94515/home/12195645',\n",
       "  'https://www.redfin.com/CA/Napa/55-Hunter-Ranch-Rd-94558/home/40117777',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/650-Sunnyside-Rd-94574/home/12198854',\n",
       "  'https://www.redfin.com/CA/Napa/2230-Georgia-St-94559/home/12186482',\n",
       "  'https://www.redfin.com/CA/Napa/1629-Sycamore-St-94559/home/12191025',\n",
       "  'https://www.redfin.com/CA/Napa/3185-Tiffanie-Ln-94558/home/12215797',\n",
       "  'https://www.redfin.com/CA/St-Helena/0-Hennessey-Ridge-Rd-94574/home/183977268',\n",
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       "  'https://www.redfin.com/CA/Napa/5270-Washington-St-94558/home/12202076',\n",
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       "  'https://www.redfin.com/CA/Napa/581-Putah-Creek-Dr-94558/home/12197993',\n",
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       "  'https://www.redfin.com/CA/Pope-Valley/1011-Deputy-Dr-94567/home/179807131',\n",
       "  'https://www.redfin.com/CA/Napa/3059-Vichy-Ave-94558/home/179803185',\n",
       "  'https://www.redfin.com/CA/American-Canyon/221-Rio-del-Mar-94503/home/150674545',\n",
       "  'https://www.redfin.com/CA/American-Canyon/219-Rio-del-Mar-94503/home/18983991',\n",
       "  'https://www.redfin.com/CA/Calistoga/69-Lerner-Dr-94515/home/109570821',\n",
       "  'https://www.redfin.com/CA/Napa/Sugar-LF-94558/home/179680382',\n",
       "  'https://www.redfin.com/CA/Napa/6220-Dry-Creek-Rd-94558/home/12199997',\n",
       "  'https://www.redfin.com/CA/Calistoga/Pine-Flat-RD-94515/home/179559728',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/339-Crystal-Springs-Rd-94574/home/12198990',\n",
       "  'https://www.redfin.com/CA/Pope-Valley/6307-Pope-Valley-Rd-94567/home/170566844',\n",
       "  'https://www.redfin.com/CA/Napa/2435-Soda-Canyon-Rd-94558/home/12200625',\n",
       "  'https://www.redfin.com/CA/Unknown/Sage-Ct-94567/home/17546067',\n",
       "  'https://www.redfin.com/CA/Napa/33-Autumn-Creek-Ct-94559/home/12212484',\n",
       "  'https://www.redfin.com/CA/Calistoga/1418-Tubbs-Ln-94515/home/179139735',\n",
       "  'https://www.redfin.com/CA/Napa/204-Auberge-Path-94559/unit-10/home/179112306',\n",
       "  'https://www.redfin.com/CA/Pope-Valley/2065-Stagecoach-Canyon-Rd-94567/home/12197394',\n",
       "  'https://www.redfin.com/CA/Napa/405-Woodhaven-Ct-94558/home/12198395',\n",
       "  'https://www.redfin.com/CA/Napa/208-Auberge-Path-94559/unit-12/home/178968844',\n",
       "  'https://www.redfin.com/CA/Napa/814-Bahia-Vista-Ct-94558/home/171485392',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/157-Knoll-Pl-94574/home/12199909',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/3420-Silverado-Trl-N-94574/home/12198949',\n",
       "  'https://www.redfin.com/CA/Pope-Valley/2594-Harness-Dr-94567/home/12197516',\n",
       "  'https://www.redfin.com/CA/St-Helena/40-Long-Ranch-Rd-94574/home/2201914',\n",
       "  'https://www.redfin.com/CA/Napa/2171-W-Lincoln-Ave-94558/home/12208682',\n",
       "  'https://www.redfin.com/CA/Napa/817-Bahia-Vista-Ct-94558/home/57040859',\n",
       "  'https://www.redfin.com/CA/Napa/1121-Steele-Canyon-Rd-94558/home/178450889',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/1910-Silverado-Trl-N-94574/home/12199770',\n",
       "  'https://www.redfin.com/CA/Calistoga/207-Wappo-Ave-94515/home/167257669',\n",
       "  'https://www.redfin.com/CA/Napa/0-Soda-Canyon-Rd-94558/home/183062755',\n",
       "  'https://www.redfin.com/CA/Napa/3201-Soda-Canyon-Rd-94558/home/82697967',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/1-Bournemouth-Rd-94574/home/12198923',\n",
       "  'https://www.redfin.com/CA/Saint-Helena/419-Sanitarium-Rd-94574/home/12198882',\n",
       "  'https://www.redfin.com/CA/Napa/931-Golden-Gate-Dr-94558/home/12209843',\n",
       "  'https://www.redfin.com/CA/Napa/1049-Eastridge-Dr-94558/home/12198362',\n",
       "  'https://www.redfin.com/CA/Napa/1057-Arroyo-Grande-Dr-94558/home/95470013',\n",
       "  'https://www.redfin.com/CA/Napa/7560-Saint-Helena-Hwy-94558/home/12200531',\n",
       "  'https://www.redfin.com/CA/Spanish-Flat/Dry-Creek-Rd-94558/home/170476648',\n",
       "  'https://www.redfin.com/CA/Calistoga/3880-Silverado-Trl-94515/home/17247118',\n",
       "  'https://www.redfin.com/CA/Napa/1268-Steele-Canyon-Rd-94558/home/179474478',\n",
       "  'https://www.redfin.com/CA/St-Helena/775-Deer-Park-Rd-94574/home/21491035',\n",
       "  'https://www.redfin.com/CA/Napa/1094-Arroyo-Grande-Dr-94558/home/175602988',\n",
       "  'https://www.redfin.com/CA/Napa/1074-Arroyo-Grande-Dr-94558/home/175603017',\n",
       "  'https://www.redfin.com/CA/Napa/1102-Arroyo-Grande-Dr-94558/home/175475376',\n",
       "  'https://www.redfin.com/CA/Napa/6670-State-Highway-128-94558/home/12200943',\n",
       "  'https://www.redfin.com/CA/American-Canyon/130-Spikerush-Cir-94503/home/12222758',\n",
       "  'https://www.redfin.com/CA/Pope-Valley/1803-Aetna-Springs-Rd-94567/home/172529668',\n",
       "  'https://www.redfin.com/CA/Napa/6670-State-Highway-128-94558/home/12200943',\n",
       "  'https://www.redfin.com/CA/American-Canyon/136-Kirkland-Ranch-Rd-94503/home/174861764',\n",
       "  'https://www.redfin.com/CA/Napa/2806-Monticello-Rd-94558/home/12201025',\n",
       "  'https://www.redfin.com/CA/Napa/0-Highway-128-94558/home/174605696',\n",
       "  'https://www.redfin.com/CA/Napa/259-Sugarloaf-Dr-94558/home/167117944',\n",
       "  'https://www.redfin.com/CA/Napa/1013-Arroyo-Linda-Ct-94558/home/174104715',\n",
       "  'https://www.redfin.com/CA/Napa/2455-N-3rd-Ave-94558/home/12216059',\n",
       "  'https://www.redfin.com/CA/Napa/2870-Monticello-Rd-94558/home/12201055',\n",
       "  'https://www.redfin.com/CA/Napa/253-Sugarloaf-Dr-94558/home/174357893',\n",
       "  'https://www.redfin.com/CA/Napa/5860-State-Highway-128-94558/home/17246733',\n",
       "  'https://www.redfin.com/CA/Napa/Trio/Haystacks/home/180777465',\n",
       "  'https://www.redfin.com/CA/Napa/Trio/Pinot-Bungalow/home/180777466',\n",
       "  'https://www.redfin.com/CA/Napa/Trio/Napa-Vineyard/home/182581640',\n",
       "  'https://www.redfin.com/CA/Napa/Trio/Napa-Farmer/home/182878379',\n",
       "  'https://www.redfin.com/CA/Santa-Rosa/421-Trail-Ridge-Pl-95409/home/2246484',\n",
       "  'https://www.redfin.com/CA/Napa/1089-Ross-Cir-94558/home/12214816',\n",
       "  'https://www.redfin.com/CA/Kelseyville/10512-Rosa-Trl-95451/home/45694301',\n",
       "  'https://www.redfin.com/CA/Clearlake/15985-41st-Ave-95422/home/45679875',\n",
       "  'https://www.redfin.com/CA/Rohnert-Park/7328-Circle-Dr-94928/home/2546948',\n",
       "  'https://www.redfin.com/CA/Santa-Rosa/3736-Woodbourne-Pl-95403/home/2614325',\n",
       "  'https://www.redfin.com/CA/Cobb/13377-Prather-Way-95426/home/45691731',\n",
       "  'https://www.redfin.com/CA/Vallejo/17-N-Daniels-Ave-94590/home/2201827',\n",
       "  'https://www.redfin.com/CA/Vacaville/1477-Alamo-Dr-95687/home/2475936',\n",
       "  'https://www.redfin.com/CA/Santa-Rosa/2004-Blackjack-Way-95407/home/168961070',\n",
       "  'https://www.redfin.com/CA/Vallejo/633-Daniels-Ave-94590/unit-76/home/2619715',\n",
       "  'https://www.redfin.com/CA/Fairfield/832-Antiquity-Dr-94534/home/2627608',\n",
       "  'https://www.redfin.com/CA/Napa/3185-Tiffanie-Ln-94558/home/12215797',\n",
       "  'https://www.redfin.com/CA/Rohnert-Park/5660-Kelsey-Pl-94928/home/167509199',\n",
       "  'https://www.redfin.com/CA/Benicia/471-Camellia-Ct-94510/home/2349361',\n",
       "  'https://www.redfin.com/CA/Crockett/1428-Flora-St-94525/home/182514933',\n",
       "  'https://www.redfin.com/CA/American-Canyon/86-Stonecreek-Dr-94503/home/12223768',\n",
       "  'https://www.redfin.com/CA/Santa-Rosa/2118-Wedgewood-Way-95404/home/2613538',\n",
       "  'https://www.redfin.com/CA/Santa-Rosa/3829-Moss-Hollow-Ct-95404/home/2610673',\n",
       "  'https://www.redfin.com/CA/Glen-Ellen/13012-Henno-Rd-95442/home/2384150'],\n",
       " 'Santa-Clara-County': ['https://www.redfin.com/CA/San-Jose/1144-Ardsley-Ct-95120/home/1029509',\n",
       "  'https://www.redfin.com/CA/San-Jose/1693-Messina-Dr-95132/home/1730742',\n",
       "  'https://www.redfin.com/CA/San-Jose/50-N-9th-St-95112/home/1550263',\n",
       "  'https://www.redfin.com/CA/San-Jose/4935-Flat-Rock-Cir-95136/home/575483',\n",
       "  'https://www.redfin.com/CA/San-Jose/4049-Rio-Ct-95134/home/1344309',\n",
       "  'https://www.redfin.com/CA/Santa-Clara/588-Saratoga-Ave-95050/home/1836633',\n",
       "  'https://www.redfin.com/CA/San-Jose/428-Leigh-Ave-95128/home/720736',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/1085-Tasman-Dr-94089/unit-144/home/184535969',\n",
       "  'https://www.redfin.com/CA/Gilroy/1980-Jeanie-Ln-95020/home/990095',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/921-Mountain-Ash-Ter-94086/unit-3/home/181234667',\n",
       "  'https://www.redfin.com/CA/Campbell/2482-Twyla-Ct-95008/home/861743',\n",
       "  'https://www.redfin.com/CA/Santa-Clara/4277-Lake-Santa-Clara-Dr-95054/home/583498',\n",
       "  'https://www.redfin.com/CA/San-Jose/3196-Knightswood-Way-95148/home/1066896',\n",
       "  'https://www.redfin.com/CA/San-Jose/3031-Lina-St-95136/unit-3/home/176539651',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/1220-Tasman-Dr-94089/unit-247/home/28924726',\n",
       "  'https://www.redfin.com/CA/San-Jose/3034-Empoli-Ln-95136/unit-6/home/176539682',\n",
       "  'https://www.redfin.com/CA/San-Jose/1744-Silverwood-Dr-95124/home/856734',\n",
       "  'https://www.redfin.com/CA/Morgan-Hill/13195-Chaparral-Rd-95037/home/181828651',\n",
       "  'https://www.redfin.com/CA/Gilroy/000-3-New-Ave-Unknown/home/184532603',\n",
       "  'https://www.redfin.com/CA/San-Jose/119-Quail-Hollow-Dr-95128/unit-119/home/180640967',\n",
       "  'https://www.redfin.com/CA/Campbell/490-W-Sunnyoaks-Ave-95008/unit-A/home/598975',\n",
       "  'https://www.redfin.com/CA/Milpitas/1878-N-Milpitas-Blvd-95035/home/182366689',\n",
       "  'https://www.redfin.com/CA/Santa-Clara/2111-Monroe-St-95050/home/683347',\n",
       "  'https://www.redfin.com/CA/San-Jose/3125-Brandywine-Dr-95121/home/1267043',\n",
       "  'https://www.redfin.com/CA/San-Jose/1670-Old-Piedmont-Rd-95132/home/574042',\n",
       "  'https://www.redfin.com/CA/Gilroy/500-W-10th-St-95020/unit-150/home/1604529',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/1127-Reed-Ave-94086/unit-B/home/1542809',\n",
       "  'https://www.redfin.com/CA/San-Jose/1887-Bethany-Ave-95132/home/904844',\n",
       "  'https://www.redfin.com/CA/San-Jose/1088-Yarwood-Ct-95128/home/12180300',\n",
       "  'https://www.redfin.com/CA/Mountain-View/862-Tulane-Ct-94040/home/642090',\n",
       "  'https://www.redfin.com/CA/Cupertino/10087-Lamplighter-Sq-95014/home/1739942',\n",
       "  'https://www.redfin.com/CA/San-Jose/1718-Holin-St-95131/home/685672',\n",
       "  'https://www.redfin.com/CA/Cupertino/22079-San-Fernando-Ct-95014/home/945575',\n",
       "  'https://www.redfin.com/CA/Palo-Alto/3171-Loma-Verde-Pl-94303/home/812958',\n",
       "  'https://www.redfin.com/CA/Milpitas/1460-Country-Club-Dr-95035/home/17495099',\n",
       "  'https://www.redfin.com/CA/Saratoga/20231-Blauer-Dr-95070/home/1636657',\n",
       "  'https://www.redfin.com/CA/Saratoga/20018-Heritage-Oak-95070/home/1088521',\n",
       "  'https://www.redfin.com/CA/San-Jose/1488-Kimberly-Ct-95118/home/1518140',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/1225-Vienna-Dr-94089/unit-85/home/184515203',\n",
       "  'https://www.redfin.com/CA/San-Jose/259-Sumba-Ct-95123/home/1394238',\n",
       "  'https://www.redfin.com/CA/San-Jose/559-Menker-Ave-95128/home/1394704',\n",
       "  'https://www.redfin.com/CA/Los-Gatos/14225-Lora-Dr-95032/unit-70/home/701423',\n",
       "  'https://www.redfin.com/CA/San-Jose/2382-Stratford-Dr-95124/home/956278',\n",
       "  'https://www.redfin.com/CA/Morgan-Hill/18310-Shadowbrook-Way-95037/home/1638587',\n",
       "  'https://www.redfin.com/CA/San-Jose/247-N-Capitol-Ave-95127/unit-170/home/1129618',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/1225-Vienna-Dr-94089/unit-674/home/63743371',\n",
       "  'https://www.redfin.com/CA/Palo-Alto/555-Byron-St-94301/unit-201/home/1626606',\n",
       "  'https://www.redfin.com/CA/Cupertino/10536-S-Tantau-Ave-95014/home/886877',\n",
       "  'https://www.redfin.com/CA/San-Jose/2091-Flintcrest-Dr-95148/home/788989',\n",
       "  'https://www.redfin.com/CA/San-Jose/897-Coe-Ave-95125/home/711190',\n",
       "  'https://www.redfin.com/CA/San-Jose/614-Coyote-Rd-95111/home/1649634',\n",
       "  'https://www.redfin.com/CA/Santa-Clara/1022-Helen-Ave-95051/home/810891',\n",
       "  'https://www.redfin.com/CA/San-Jose/1404-Via-del-Los-Grande-95120/home/1677687',\n",
       "  'https://www.redfin.com/CA/Cupertino/20312-Pinntage-Pkwy-95014/home/1535538',\n",
       "  'https://www.redfin.com/CA/San-Jose/2580-Senter-Rd-95111/unit-413/home/40291625',\n",
       "  'https://www.redfin.com/CA/San-Jose/2579-Flory-Dr-95121/home/695968',\n",
       "  'https://www.redfin.com/CA/San-Jose/2035-Veronica-Pl-95124/home/828907',\n",
       "  'https://www.redfin.com/CA/San-Jose/148-Menard-Dr-95138/home/1156394',\n",
       "  'https://www.redfin.com/CA/Los-Gatos/353-Market-St-95032/home/143042117',\n",
       "  'https://www.redfin.com/CA/Milpitas/1460-Cherry-Cir-95035/home/167193936',\n",
       "  'https://www.redfin.com/CA/Los-Gatos/240-Garden-Hill-Dr-95032/home/612453',\n",
       "  'https://www.redfin.com/CA/Cupertino/1624-Poppy-Way-95014/home/1192176',\n",
       "  'https://www.redfin.com/CA/Los-Gatos/204-Pine-Wood-Ln-95032/home/1203412',\n",
       "  'https://www.redfin.com/CA/Gilroy/8205-Wren-Ave-95020/home/1021789',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/1078-W-Knickerbocker-Dr-94087/home/1057655',\n",
       "  'https://www.redfin.com/CA/Morgan-Hill/17446-Serene-Dr-95037/home/1147938',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/420-San-Eduardo-Ter-94085/home/40176057',\n",
       "  'https://www.redfin.com/CA/Palo-Alto/1905-Byron-St-94301/home/181798788',\n",
       "  'https://www.redfin.com/CA/Los-Gatos/100-Maria-Teresa-Ct-95032/home/911099',\n",
       "  'https://www.redfin.com/CA/San-Jose/4271-N-1st-St-95134/unit-103/home/962400',\n",
       "  'https://www.redfin.com/CA/Milpitas/192-Lawton-Dr-95035/home/1626184',\n",
       "  'https://www.redfin.com/CA/Santa-Clara/2887-Kearney-Ave-95051/home/1304303',\n",
       "  'https://www.redfin.com/CA/San-Jose/5403-Colony-Park-Cir-95123/home/636991',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/600-E-Weddell-Dr-94089/unit-249/home/584038',\n",
       "  'https://www.redfin.com/CA/Santa-Clara/423-Dayton-Ave-95051/home/1330732',\n",
       "  'https://www.redfin.com/CA/San-Jose/191-El-Bosque-Dr-95134/unit-191/home/104205404',\n",
       "  'https://www.redfin.com/CA/San-Jose/1233-Avenida-Benito-95131/home/12179935',\n",
       "  'https://www.redfin.com/CA/San-Jose/132-Chateau-La-Salle-Dr-95111/unit-132/home/184474370',\n",
       "  'https://www.redfin.com/CA/Campbell/2210-Central-Park-Dr-95008/home/1402603',\n",
       "  'https://www.redfin.com/CA/San-Jose/852-Tamarack-Ave-95128/home/1836685',\n",
       "  'https://www.redfin.com/CA/San-Jose/5630-Allen-Ave-95123/unit-3/home/997213',\n",
       "  'https://www.redfin.com/CA/San-Jose/196-S-Cragmont-Ave-95127/home/930759',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/544-Fort-Laramie-Dr-94087/home/1594122',\n",
       "  'https://www.redfin.com/CA/San-Jose/1758-Bel-Air-Ave-95126/home/717220',\n",
       "  'https://www.redfin.com/CA/San-Jose/5486-Mary-Jo-Ct-95124/home/1297547',\n",
       "  'https://www.redfin.com/CA/San-Jose/2991-Almaden-Rd-95125/home/1245496',\n",
       "  'https://www.redfin.com/CA/San-Jose/5802-Cohasset-Way-95123/home/995103',\n",
       "  'https://www.redfin.com/CA/San-Jose/2030-Cove-Ct-95148/home/1065584',\n",
       "  'https://www.redfin.com/CA/Milpitas/1250-Elkwood-Dr-95035/home/727723',\n",
       "  'https://www.redfin.com/CA/San-Jose/1520-E-Capitol-Expy-95121/unit-19/home/184473284',\n",
       "  'https://www.redfin.com/CA/Palo-Alto/3583-Lupine-Ave-94303/home/594088',\n",
       "  'https://www.redfin.com/CA/San-Jose/2798-Sand-Point-Ct-95148/home/1640213',\n",
       "  'https://www.redfin.com/CA/Palo-Alto/3391-Thomas-Dr-94303/home/1135898',\n",
       "  'https://www.redfin.com/CA/San-Jose/305-Destino-Cir-95133/home/12180054',\n",
       "  'https://www.redfin.com/CA/Campbell/365-N-3rd-St-95008/unit-2/home/1148743',\n",
       "  'https://www.redfin.com/CA/Palo-Alto/160-Kellogg-Ave-94301/home/589859',\n",
       "  'https://www.redfin.com/CA/San-Jose/38-N-Almaden-Blvd-95110/unit-1313/home/17289054',\n",
       "  'https://www.redfin.com/CA/San-Jose/2085-Lynnhaven-Dr-95128/home/1774573',\n",
       "  'https://www.redfin.com/CA/San-Jose/401-Ann-Darling-Dr-95133/home/1367289',\n",
       "  'https://www.redfin.com/CA/San-Jose/275-S-20th-St-95116/home/872835',\n",
       "  'https://www.redfin.com/CA/San-Jose/1526-Parkmont-Dr-95131/home/1764350',\n",
       "  'https://www.redfin.com/CA/Los-Gatos/451-Alberto-Way-95032/unit-247/home/1261893',\n",
       "  'https://www.redfin.com/CA/Palo-Alto/578-Vista-Ave-94306/home/779756',\n",
       "  'https://www.redfin.com/CA/Los-Altos/1250-Petersen-Ct-94024/home/935354',\n",
       "  'https://www.redfin.com/CA/Los-Gatos/16010-Stephenie-Ln-95032/home/911115',\n",
       "  'https://www.redfin.com/CA/Campbell/1166-Emerson-Ave-95008/home/651333',\n",
       "  'https://www.redfin.com/CA/Gilroy/370-Ronan-Ave-95020/home/1022024',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/1160-Lily-Ave-94086/home/668628',\n",
       "  'https://www.redfin.com/CA/Los-Altos/2076-Kent-Dr-94024/home/1431055',\n",
       "  'https://www.redfin.com/CA/Morgan-Hill/17530-Montoya-Cir-95037/home/1320452',\n",
       "  'https://www.redfin.com/CA/Los-Altos/1377-Pritchett-Ct-94024/home/649956',\n",
       "  'https://www.redfin.com/CA/San-Jose/4177-Barrymore-Dr-95117/home/550407',\n",
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       "  'https://www.redfin.com/CA/Gilroy/6370-Snowberry-Ct-95020/home/990017',\n",
       "  'https://www.redfin.com/CA/Mountain-View/227-Ada-Ave-94043/unit-M/home/1591558',\n",
       "  'https://www.redfin.com/CA/Gilroy/9160-E-Paseo-Tranquillo-95020/home/12343868',\n",
       "  'https://www.redfin.com/CA/Gilroy/Undisclosed-address-95020/home/176544197',\n",
       "  'https://www.redfin.com/CA/San-Jose/1268-Sierra-Mar-Dr-95118/home/1327826',\n",
       "  'https://www.redfin.com/CA/San-Jose/761-Promenade-Ln-95138/home/977071',\n",
       "  'https://www.redfin.com/CA/San-Jose/1475-McKendrie-St-95126/home/1719627',\n",
       "  'https://www.redfin.com/CA/San-Jose/11275-Chula-Vista-Ave-95127/home/1318285',\n",
       "  'https://www.redfin.com/CA/Los-Altos-Hills/25285-La-Loma-Dr-94022/home/168878800',\n",
       "  'https://www.redfin.com/CA/Milpitas/631-Troon-Ct-95035/home/1587781',\n",
       "  'https://www.redfin.com/CA/Los-Altos-Hills/12169-Dawn-Ln-94022/home/1705575',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/524-E-Maude-Ave-94085/home/880327',\n",
       "  'https://www.redfin.com/CA/San-Jose/356-Santana-Row-95128/unit-319/home/2123642',\n",
       "  'https://www.redfin.com/CA/San-Jose/6527-Timberview-Ct-95120/home/927644',\n",
       "  'https://www.redfin.com/CA/Palo-Alto/3785-La-Selva-Dr-94306/home/1094688',\n",
       "  'https://www.redfin.com/CA/San-Jose/317-E-Julian-St-95112/home/1415765',\n",
       "  'https://www.redfin.com/CA/Palo-Alto/1030-Palo-Alto-Ave-94301/home/1210548',\n",
       "  'https://www.redfin.com/CA/San-Jose/2368-Westgate-Ave-95125/home/1265527',\n",
       "  'https://www.redfin.com/CA/Los-Altos-Hills/25285-La-Loma-Dr-94022/home/168878800',\n",
       "  'https://www.redfin.com/CA/Milpitas/631-Troon-Ct-95035/home/1587781',\n",
       "  'https://www.redfin.com/CA/Los-Altos-Hills/12169-Dawn-Ln-94022/home/1705575',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/524-E-Maude-Ave-94085/home/880327',\n",
       "  'https://www.redfin.com/CA/San-Jose/356-Santana-Row-95128/unit-319/home/2123642',\n",
       "  'https://www.redfin.com/CA/San-Jose/6527-Timberview-Ct-95120/home/927644',\n",
       "  'https://www.redfin.com/CA/Palo-Alto/3785-La-Selva-Dr-94306/home/1094688',\n",
       "  'https://www.redfin.com/CA/San-Jose/317-E-Julian-St-95112/home/1415765',\n",
       "  'https://www.redfin.com/CA/Palo-Alto/1030-Palo-Alto-Ave-94301/home/1210548',\n",
       "  'https://www.redfin.com/CA/San-Jose/2368-Westgate-Ave-95125/home/1265527',\n",
       "  'https://www.redfin.com/CA/Los-Gatos/600-Pennsylvania-Ave-95030/unit-14/home/908808',\n",
       "  'https://www.redfin.com/CA/Santa-Clara/645-Wilson-Ct-95051/home/1502806',\n",
       "  'https://www.redfin.com/CA/Mountain-View/97-Sherland-Ave-94043/unit-D/home/621251',\n",
       "  'https://www.redfin.com/CA/San-Jose/2978-Delancey-Ct-95135/home/1786941',\n",
       "  'https://www.redfin.com/CA/San-Jose/382-Fontanelle-Dr-95111/home/1554712',\n",
       "  'https://www.redfin.com/CA/San-Jose/1882-Johnston-Ave-95125/home/974237',\n",
       "  'https://www.redfin.com/CA/San-Jose/809-Auzerais-Ave-95126/unit-401/home/17290211',\n",
       "  'https://www.redfin.com/CA/San-Jose/47-N-Claremont-Ave-95127/home/680851',\n",
       "  'https://www.redfin.com/CA/San-Jose/3300-Narvaez-Ave-95136/unit-45/home/865447',\n",
       "  'https://www.redfin.com/CA/Los-Altos/889-N-San-Antonio-Rd-94022/unit-2010/home/147046042',\n",
       "  'https://www.redfin.com/CA/Santa-Clara/1360-Halford-Ave-95051/home/1354988',\n",
       "  'https://www.redfin.com/CA/Gilroy/325-Denio-Ave-95020/unit-B/home/1028373',\n",
       "  'https://www.redfin.com/CA/San-Jose/298-N-7th-St-95112/home/571495',\n",
       "  'https://www.redfin.com/CA/Los-Altos/134-Lyell-St-94022/home/1164664',\n",
       "  'https://www.redfin.com/CA/Gilroy/60-Caspian-Way-95020/home/112868676',\n",
       "  'https://www.redfin.com/CA/San-Jose/175-Arroyo-Way-95112/home/1607856',\n",
       "  'https://www.redfin.com/CA/San-Jose/1686-Shortridge-Ave-95116/home/702531',\n",
       "  'https://www.redfin.com/CA/Cupertino/10063-Long-Oak-Ln-95014/home/1847650',\n",
       "  'https://www.redfin.com/CA/Morgan-Hill/260-W-Dunne-Ave-95037/unit-18/home/895575',\n",
       "  'https://www.redfin.com/CA/Mountain-View/113-Estrada-Dr-94043/home/626799',\n",
       "  'https://www.redfin.com/CA/Monte-Sereno/18340-Lexington-Dr-95030/home/1494590',\n",
       "  'https://www.redfin.com/CA/San-Jose/200-Ford-Rd-95138/unit-244/home/63741357',\n",
       "  'https://www.redfin.com/CA/San-Jose/369-Gardenia-Dr-95123/home/1584755',\n",
       "  'https://www.redfin.com/CA/Morgan-Hill/17705-Park-Way-95037/home/1484788',\n",
       "  'https://www.redfin.com/CA/Sunnyvale/1095-Darwin-Ter-94085/unit-3/home/184249760',\n",
       "  'https://www.redfin.com/CA/San-Jose/926-Northrup-St-95126/home/823383',\n",
       "  'https://www.redfin.com/CA/San-Jose/4895-Pearl-Ave-95136/home/861720',\n",
       "  'https://www.redfin.com/CA/Saratoga/15600-Peach-Hill-Rd-95070/home/850788',\n",
       "  'https://www.redfin.com/CA/Morgan-Hill/110-Cochrane-Rd-95037/home/23046907',\n",
       "  'https://www.redfin.com/CA/San-Jose/513-Southside-Dr-95111/home/1506899']}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dictionary creation with key - county , value - List of properties\n",
    "# Extracting all links in a webpage using a href tags and using regex to identify the links for properties\n",
    "\n",
    "Prop_set={}\n",
    "\n",
    "for url in county_urls:\n",
    "    regex = r\"^/CA\" \n",
    "    county_url = url\n",
    "    county_name_list = re.findall('CA/([^/]+)',county_url)\n",
    "    text = requests.get(url, headers={'User-Agent': 'Mozilla/5.0'}).text\n",
    "    soup = BS(text,'lxml')\n",
    "    all_links = [a['href'] for a in soup('a') if a.has_attr('href')] \n",
    "    one_county_prop_url = [link for link in all_links if re.match(regex,link)]\n",
    "    for a in range(0, len(one_county_prop_url)):\n",
    "        one_county_prop_url[a]='https://www.redfin.com'+one_county_prop_url[a]\n",
    "    final_url =[]\n",
    "    for l in one_county_prop_url:\n",
    "        if l not in final_url:\n",
    "            final_url.append(l)\n",
    "    for x in county_name_list:\n",
    "        if x in Prop_set:\n",
    "            Prop_set[x]=Prop_set[x]+final_url\n",
    "        else:\n",
    "            Prop_set[x]=final_url\n",
    "        \n",
    "Prop_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "23454bf8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "https://www.redfin.com/CA/Sausalito/6-Issaquah-Dock-94965/home/178989787\n",
      "1\n",
      "https://www.redfin.com/CA/San-Rafael/712-Tamarack-Dr-94903/home/1235127\n",
      "2\n",
      "https://www.redfin.com/CA/San-Rafael/41-Bonnie-Banks-Way-94901/home/1032981\n",
      "3\n",
      "https://www.redfin.com/CA/San-Rafael/777-Grand-Ave-94901/unit-204/home/176155816\n",
      "4\n",
      "https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-137/home/703795\n",
      "5\n",
      "https://www.redfin.com/CA/Novato/510-Midway-Blvd-94947/home/1342435\n",
      "6\n",
      "https://www.redfin.com/CA/Novato/848-Diablo-Ave-94947/unit-3/home/994157\n",
      "7\n",
      "https://www.redfin.com/CA/Novato/19-Turner-Dr-94949/home/1050684\n",
      "8\n",
      "https://www.redfin.com/CA/San-Rafael/400-Deer-Valley-Rd-94903/unit-2J/home/1226707\n",
      "9\n",
      "https://www.redfin.com/CA/San-Anselmo/10-Broadmoor-Ave-94960/home/883877\n",
      "10\n",
      "https://www.redfin.com/CA/Mill-Valley/73-California-Ave-94941/home/934567\n",
      "11\n",
      "https://www.redfin.com/CA/San-Rafael/763-Deer-Valley-Rd-94903/home/844507\n",
      "12\n",
      "https://www.redfin.com/CA/Corte-Madera/30-Laurel-Dr-94925/home/576663\n",
      "13\n",
      "https://www.redfin.com/CA/Novato/610-El-Arroyo-Pl-94949/home/184474551\n",
      "14\n",
      "https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-442/home/1178880\n",
      "15\n",
      "https://www.redfin.com/CA/San-Rafael/10-Las-Casas-Dr-94901/home/562341\n",
      "16\n",
      "https://www.redfin.com/CA/Mill-Valley/341-E-Blithedale-Ave-94941/home/1332291\n",
      "17\n",
      "https://www.redfin.com/CA/Nicasio/1650-Old-Rancheria-Rd-94946/home/939805\n",
      "https://www.redfin.com/CA/Nicasio/1650-Old-Rancheria-Rd-94946/home/939805\n",
      "18\n",
      "https://www.redfin.com/CA/San-Anselmo/14-Oak-Ave-94960/home/1315195\n",
      "19\n",
      "https://www.redfin.com/CA/San-Anselmo/66-Sais-Ave-94960/home/1175865\n",
      "20\n",
      "https://www.redfin.com/CA/Novato/1037-4th-St-94945/home/740014\n",
      "21\n",
      "https://www.redfin.com/CA/Mill-Valley/351-Laverne-Ave-94941/home/1207485\n",
      "22\n",
      "https://www.redfin.com/CA/Novato/11-McIntosh-Ct-94949/home/683309\n",
      "23\n",
      "https://www.redfin.com/CA/Novato/9-Cinnamon-Teal-Ln-94949/home/1411996\n",
      "24\n",
      "https://www.redfin.com/CA/Sausalito/113-Prospect-Ave-94965/home/934844\n",
      "25\n",
      "https://www.redfin.com/CA/Novato/10-Somerset-Pl-94945/home/940220\n",
      "26\n",
      "https://www.redfin.com/CA/Novato/10-Saint-Andrews-Dr-94949/home/1403117\n",
      "27\n",
      "https://www.redfin.com/CA/Novato/22-Alyssum-Ct-94945/home/645910\n",
      "28\n",
      "https://www.redfin.com/CA/San-Rafael/106-Union-St-94901/home/1032825\n",
      "29\n",
      "https://www.redfin.com/CA/Mill-Valley/55-Eldridge-Ave-94941/home/743075\n",
      "30\n",
      "https://www.redfin.com/CA/Novato/140-Montego-Ky-94949/home/676073\n",
      "31\n",
      "https://www.redfin.com/CA/San-Rafael/460-Pinewood-Dr-94903/home/687690\n",
      "32\n",
      "https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-459/home/997824\n",
      "33\n",
      "https://www.redfin.com/CA/Novato/822-Verandah-Ct-94945/home/175902467\n",
      "34\n",
      "https://www.redfin.com/CA/Novato/806-Verandah-Ct-94945/home/175902473\n",
      "35\n",
      "https://www.redfin.com/CA/Point-Reyes-Station/200-Tomasini-Canyon-Rd-94956/home/837619\n",
      "https://www.redfin.com/CA/Point-Reyes-Station/200-Tomasini-Canyon-Rd-94956/home/837619\n",
      "36\n",
      "https://www.redfin.com/CA/Novato/100-Albion-Ct-94947/home/1439093\n",
      "37\n",
      "https://www.redfin.com/CA/Tiburon/4635-Paradise-Dr-94920/home/1316157\n",
      "38\n",
      "https://www.redfin.com/CA/Fairfax/10-June-Ct-94930/home/1257833\n",
      "39\n",
      "https://www.redfin.com/CA/Novato/10-Stasia-Dr-94947/home/1325169\n",
      "40\n",
      "https://www.redfin.com/CA/Tiburon/9-Andrew-Dr-94920/unit-44/home/805693\n",
      "41\n",
      "https://www.redfin.com/CA/San-Rafael/33-Coleman-Dr-94901/home/1087405\n",
      "42\n",
      "https://www.redfin.com/CA/Belvedere-Tiburon/3820-Paradise-Dr-94920/unit-Beach/home/168868791\n",
      "https://www.redfin.com/CA/Belvedere-Tiburon/3820-Paradise-Dr-94920/unit-Beach/home/168868791\n",
      "https://www.redfin.com/CA/Belvedere-Tiburon/3820-Paradise-Dr-94920/unit-Beach/home/168868791\n",
      "43\n",
      "https://www.redfin.com/CA/Larkspur/116-Larkspur-Plaza-Dr-94939/home/1128849\n",
      "44\n",
      "https://www.redfin.com/CA/Mill-Valley/11-Neila-Way-94941/home/900703\n",
      "45\n",
      "https://www.redfin.com/CA/San-Rafael/118-Forest-Ln-94903/home/974272\n",
      "46\n",
      "https://www.redfin.com/CA/Mill-Valley/608-Seminary-Dr-94941/home/604101\n",
      "47\n",
      "https://www.redfin.com/CA/Sausalito/86-Stanford-Way-94965/home/184271289\n",
      "48\n",
      "https://www.redfin.com/CA/Novato/645-Marin-Oaks-Dr-94949/home/1104292\n",
      "49\n",
      "https://www.redfin.com/CA/Novato/806-Verandah-Ave-94945/unit-41/home/184268213\n",
      "50\n",
      "https://www.redfin.com/CA/Novato/822-Verandah-Ave-94945/unit-37/home/184268116\n",
      "51\n",
      "https://www.redfin.com/CA/San-Rafael/765-Bamboo-Ter-94903/home/888658\n",
      "52\n",
      "https://www.redfin.com/CA/San-Rafael/1404-Grand-Ave-94901/home/1335887\n",
      "53\n",
      "https://www.redfin.com/CA/Novato/1003-Indian-Way-94949/home/1155822\n",
      "54\n",
      "https://www.redfin.com/CA/Mill-Valley/357-Rose-Ave-94941/home/21822887\n",
      "55\n",
      "https://www.redfin.com/CA/Novato/785-Saint-Francis-Ave-94947/home/1164309\n",
      "56\n",
      "https://www.redfin.com/CA/Novato/630-Davidson-St-94945/home/184244745\n",
      "57\n",
      "https://www.redfin.com/CA/San-Rafael/1083-Las-Pavadas-Ave-94903/home/1140835\n",
      "58\n",
      "https://www.redfin.com/CA/San-Rafael/30-Belle-Ave-94901/home/1228227\n",
      "59\n",
      "https://www.redfin.com/CA/Tiburon/6-Tara-View-Rd-94920/home/1307951\n",
      "60\n",
      "https://www.redfin.com/CA/Novato/Pacheco-Ave-94947/home/182221171\n",
      "https://www.redfin.com/CA/Novato/Pacheco-Ave-94947/home/182221171\n",
      "https://www.redfin.com/CA/Novato/Pacheco-Ave-94947/home/182221171\n",
      "61\n",
      "https://www.redfin.com/CA/Novato/2032-Shady-Ln-94945/home/658963\n",
      "62\n",
      "https://www.redfin.com/CA/Mill-Valley/353-Hazel-Ave-94941/home/830552\n",
      "63\n",
      "https://www.redfin.com/CA/Inverness/25-Elizabeth-Pl-94937/home/1279252\n",
      "64\n",
      "https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-303/home/1152821\n",
      "65\n",
      "https://www.redfin.com/CA/Sausalito/31-E-Pier-94965/home/184075931\n",
      "66\n",
      "https://www.redfin.com/CA/San-Rafael/8-Laurel-Pl-94901/home/1404571\n",
      "67\n",
      "https://www.redfin.com/CA/Novato/25-Hector-Ln-94949/home/686041\n",
      "68\n",
      "https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-322/home/1077420\n",
      "69\n",
      "https://www.redfin.com/CA/San-Rafael/100-Thorndale-Dr-94903/unit-354/home/1305612\n",
      "70\n",
      "https://www.redfin.com/CA/Novato/158-Maestro-Rd-94947/home/1006484\n",
      "71\n",
      "https://www.redfin.com/CA/Novato/117-Quail-Ct-94949/home/686544\n",
      "72\n",
      "https://www.redfin.com/CA/Mill-Valley/57-Plaza-Dr-94941/home/774367\n",
      "https://www.redfin.com/CA/Mill-Valley/57-Plaza-Dr-94941/home/774367\n",
      "73\n",
      "https://www.redfin.com/CA/Tiburon/97-Via-Los-Altos-94920/home/1176849\n",
      "74\n",
      "https://www.redfin.com/CA/Sausalito/77-Crescent-Ave-94965/home/182743836\n",
      "75\n",
      "https://www.redfin.com/CA/Fairfax/9-Manor-Rd-94930/home/1123552\n",
      "76\n",
      "https://www.redfin.com/CA/San-Rafael/705-Deer-Valley-Rd-94903/home/951352\n",
      "77\n",
      "https://www.redfin.com/CA/San-Rafael/79-Billou-St-94901/home/900203\n",
      "78\n",
      "https://www.redfin.com/CA/Novato/1587-S-Novato-Blvd-94947/unit-303/home/1092044\n",
      "79\n",
      "https://www.redfin.com/CA/San-Rafael/570-Thyme-Pl-94903/home/1174707\n",
      "80\n",
      "https://www.redfin.com/CA/Novato/606-Verandah-Ave-94945/home/175902494\n",
      "81\n",
      "https://www.redfin.com/CA/Novato/626-Verandah-Ct-94945/home/175902477\n",
      "82\n",
      "https://www.redfin.com/CA/Novato/618-Verandah-Ave-94945/home/175902487\n",
      "83\n",
      "https://www.redfin.com/CA/Larkspur/169-Marina-Vista-Ave-94939/home/1056528\n",
      "84\n",
      "https://www.redfin.com/CA/Greenbrae/640-Via-Casitas-94904/home/1441221\n",
      "85\n",
      "https://www.redfin.com/CA/Novato/46-Lauren-Ave-94947/home/1218245\n",
      "86\n",
      "https://www.redfin.com/CA/Tiburon/221-Martinique-Ave-94920/home/905928\n",
      "87\n",
      "https://www.redfin.com/CA/Tiburon/106-Mount-Tiburon-Rd-94920/home/981663\n",
      "88\n",
      "https://www.redfin.com/CA/Fairfax/42-Redwood-Rd-94930/home/923117\n",
      "89\n",
      "https://www.redfin.com/CA/Novato/1602-Vallejo-Ave-94945/unit-3/home/184068291\n",
      "90\n",
      "https://www.redfin.com/CA/Corte-Madera/519-Tamalpais-Dr-94925/home/933850\n",
      "91\n",
      "https://www.redfin.com/CA/Mill-Valley/511-Alta-Way-94941/home/2099566\n",
      "92\n",
      "https://www.redfin.com/CA/San-Rafael/795-Montecillo-Rd-94903/home/1368793\n",
      "93\n",
      "https://www.redfin.com/CA/San-Rafael/317-Coleman-Dr-94901/home/177270475\n",
      "https://www.redfin.com/CA/San-Rafael/317-Coleman-Dr-94901/home/177270475\n",
      "https://www.redfin.com/CA/San-Rafael/317-Coleman-Dr-94901/home/177270475\n",
      "94\n",
      "https://www.redfin.com/CA/Tiburon/1-Cayford-Dr-94920/home/1282767\n",
      "95\n",
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      "https://www.redfin.com/CA/Palo-Alto/818-Seale-Ave-94303/home/547190\n",
      "892\n",
      "https://www.redfin.com/CA/Palo-Alto/319-Ramona-St-94301/home/588694\n",
      "893\n",
      "https://www.redfin.com/CA/Stanford/1062-Cathcart-Way-94305/home/1735013\n",
      "894\n",
      "https://www.redfin.com/CA/Santa-Clara/1720-Halford-Ave-95051/unit-221/home/1641296\n",
      "895\n",
      "https://www.redfin.com/CA/San-Jose/1443-Kilchoan-Ct-95122/home/1186131\n",
      "896\n",
      "https://www.redfin.com/CA/Los-Altos/11331-Entrada-Pl-94024/home/775287\n",
      "897\n",
      "https://www.redfin.com/CA/Gilroy/Jardin-Way-95020/home/40174062\n",
      "898\n",
      "https://www.redfin.com/CA/Cupertino/13360-Montebello-Rd-95014/home/551243\n",
      "899\n",
      "https://www.redfin.com/CA/Los-Gatos/15001-Briggs-Ct-95032/home/181208187\n",
      "900\n",
      "https://www.redfin.com/CA/Santa-Clara/2891-Homestead-Rd-95051/home/1047208\n",
      "901\n",
      "https://www.redfin.com/CA/Santa-Clara/2819-Agate-Dr-95051/home/1752151\n",
      "902\n",
      "https://www.redfin.com/CA/San-Jose/961-Thornton-Way-95128/home/1738340\n",
      "903\n",
      "https://www.redfin.com/CA/San-Jose/1740-E-William-St-95116/home/882264\n",
      "904\n",
      "https://www.redfin.com/CA/Gilroy/6062-Pipit-Way-95020/home/112869194\n",
      "905\n",
      "https://www.redfin.com/CA/San-Jose/Menker-Ave-95128/home/161063308\n",
      "https://www.redfin.com/CA/San-Jose/Menker-Ave-95128/home/161063308\n",
      "https://www.redfin.com/CA/San-Jose/Menker-Ave-95128/home/161063308\n",
      "https://www.redfin.com/CA/San-Jose/Menker-Ave-95128/home/161063308\n",
      "906\n",
      "https://www.redfin.com/CA/San-Jose/123-Mountain-Springs-Dr-95136/unit-123/home/63745396\n",
      "907\n",
      "https://www.redfin.com/CA/San-Jose/11140-Mount-Hamilton-Rd-95140/home/12180963\n",
      "908\n",
      "https://www.redfin.com/CA/Gilroy/261-Ronan-Ave-95020/home/1191613\n",
      "909\n",
      "https://www.redfin.com/CA/San-Jose/347-El-Portal-Way-95123/home/631477\n",
      "910\n",
      "https://www.redfin.com/CA/Milpitas/1156-California-Cir-95035/home/167189084\n",
      "911\n",
      "https://www.redfin.com/CA/Palo-Alto/334-Hawthorne-Ave-94301/home/17294312\n",
      "912\n",
      "https://www.redfin.com/CA/Gilroy/6370-Snowberry-Ct-95020/home/990017\n",
      "913\n",
      "https://www.redfin.com/CA/Mountain-View/227-Ada-Ave-94043/unit-M/home/1591558\n",
      "914\n",
      "https://www.redfin.com/CA/Gilroy/9160-E-Paseo-Tranquillo-95020/home/12343868\n",
      "915\n",
      "https://www.redfin.com/CA/Gilroy/Undisclosed-address-95020/home/176544197\n",
      "916\n",
      "https://www.redfin.com/CA/San-Jose/1268-Sierra-Mar-Dr-95118/home/1327826\n",
      "917\n",
      "https://www.redfin.com/CA/San-Jose/761-Promenade-Ln-95138/home/977071\n",
      "918\n",
      "https://www.redfin.com/CA/San-Jose/1475-McKendrie-St-95126/home/1719627\n",
      "919\n",
      "https://www.redfin.com/CA/San-Jose/11275-Chula-Vista-Ave-95127/home/1318285\n",
      "920\n",
      "https://www.redfin.com/CA/Los-Altos-Hills/25285-La-Loma-Dr-94022/home/168878800\n",
      "921\n",
      "https://www.redfin.com/CA/Milpitas/631-Troon-Ct-95035/home/1587781\n",
      "922\n",
      "https://www.redfin.com/CA/Los-Altos-Hills/12169-Dawn-Ln-94022/home/1705575\n",
      "923\n",
      "https://www.redfin.com/CA/Sunnyvale/524-E-Maude-Ave-94085/home/880327\n",
      "924\n",
      "https://www.redfin.com/CA/San-Jose/356-Santana-Row-95128/unit-319/home/2123642\n",
      "925\n",
      "https://www.redfin.com/CA/San-Jose/6527-Timberview-Ct-95120/home/927644\n",
      "926\n",
      "https://www.redfin.com/CA/Palo-Alto/3785-La-Selva-Dr-94306/home/1094688\n",
      "927\n",
      "https://www.redfin.com/CA/San-Jose/317-E-Julian-St-95112/home/1415765\n",
      "928\n",
      "https://www.redfin.com/CA/Palo-Alto/1030-Palo-Alto-Ave-94301/home/1210548\n",
      "929\n",
      "https://www.redfin.com/CA/San-Jose/2368-Westgate-Ave-95125/home/1265527\n",
      "930\n",
      "https://www.redfin.com/CA/Los-Altos-Hills/25285-La-Loma-Dr-94022/home/168878800\n",
      "931\n",
      "https://www.redfin.com/CA/Milpitas/631-Troon-Ct-95035/home/1587781\n",
      "932\n",
      "https://www.redfin.com/CA/Los-Altos-Hills/12169-Dawn-Ln-94022/home/1705575\n",
      "933\n",
      "https://www.redfin.com/CA/Sunnyvale/524-E-Maude-Ave-94085/home/880327\n",
      "934\n",
      "https://www.redfin.com/CA/San-Jose/356-Santana-Row-95128/unit-319/home/2123642\n",
      "935\n",
      "https://www.redfin.com/CA/San-Jose/6527-Timberview-Ct-95120/home/927644\n",
      "936\n",
      "https://www.redfin.com/CA/Palo-Alto/3785-La-Selva-Dr-94306/home/1094688\n",
      "937\n",
      "https://www.redfin.com/CA/San-Jose/317-E-Julian-St-95112/home/1415765\n",
      "938\n",
      "https://www.redfin.com/CA/Palo-Alto/1030-Palo-Alto-Ave-94301/home/1210548\n",
      "939\n",
      "https://www.redfin.com/CA/San-Jose/2368-Westgate-Ave-95125/home/1265527\n",
      "940\n",
      "https://www.redfin.com/CA/Los-Gatos/600-Pennsylvania-Ave-95030/unit-14/home/908808\n",
      "941\n",
      "https://www.redfin.com/CA/Santa-Clara/645-Wilson-Ct-95051/home/1502806\n",
      "942\n",
      "https://www.redfin.com/CA/Mountain-View/97-Sherland-Ave-94043/unit-D/home/621251\n",
      "943\n",
      "https://www.redfin.com/CA/San-Jose/2978-Delancey-Ct-95135/home/1786941\n",
      "944\n",
      "https://www.redfin.com/CA/San-Jose/382-Fontanelle-Dr-95111/home/1554712\n",
      "945\n",
      "https://www.redfin.com/CA/San-Jose/1882-Johnston-Ave-95125/home/974237\n",
      "946\n",
      "https://www.redfin.com/CA/San-Jose/809-Auzerais-Ave-95126/unit-401/home/17290211\n",
      "947\n",
      "https://www.redfin.com/CA/San-Jose/47-N-Claremont-Ave-95127/home/680851\n",
      "948\n",
      "https://www.redfin.com/CA/San-Jose/3300-Narvaez-Ave-95136/unit-45/home/865447\n",
      "949\n",
      "https://www.redfin.com/CA/Los-Altos/889-N-San-Antonio-Rd-94022/unit-2010/home/147046042\n",
      "950\n",
      "https://www.redfin.com/CA/Santa-Clara/1360-Halford-Ave-95051/home/1354988\n",
      "951\n",
      "https://www.redfin.com/CA/Gilroy/325-Denio-Ave-95020/unit-B/home/1028373\n",
      "952\n",
      "https://www.redfin.com/CA/San-Jose/298-N-7th-St-95112/home/571495\n",
      "953\n",
      "https://www.redfin.com/CA/Los-Altos/134-Lyell-St-94022/home/1164664\n",
      "954\n",
      "https://www.redfin.com/CA/Gilroy/60-Caspian-Way-95020/home/112868676\n",
      "955\n",
      "https://www.redfin.com/CA/San-Jose/175-Arroyo-Way-95112/home/1607856\n",
      "956\n",
      "https://www.redfin.com/CA/San-Jose/1686-Shortridge-Ave-95116/home/702531\n",
      "957\n",
      "https://www.redfin.com/CA/Cupertino/10063-Long-Oak-Ln-95014/home/1847650\n",
      "958\n",
      "https://www.redfin.com/CA/Morgan-Hill/260-W-Dunne-Ave-95037/unit-18/home/895575\n",
      "959\n",
      "https://www.redfin.com/CA/Mountain-View/113-Estrada-Dr-94043/home/626799\n",
      "960\n",
      "https://www.redfin.com/CA/Monte-Sereno/18340-Lexington-Dr-95030/home/1494590\n",
      "961\n",
      "https://www.redfin.com/CA/San-Jose/200-Ford-Rd-95138/unit-244/home/63741357\n",
      "962\n",
      "https://www.redfin.com/CA/San-Jose/369-Gardenia-Dr-95123/home/1584755\n",
      "963\n",
      "https://www.redfin.com/CA/Morgan-Hill/17705-Park-Way-95037/home/1484788\n",
      "964\n",
      "https://www.redfin.com/CA/Sunnyvale/1095-Darwin-Ter-94085/unit-3/home/184249760\n",
      "965\n",
      "https://www.redfin.com/CA/San-Jose/926-Northrup-St-95126/home/823383\n",
      "966\n",
      "https://www.redfin.com/CA/San-Jose/4895-Pearl-Ave-95136/home/861720\n",
      "967\n",
      "https://www.redfin.com/CA/Saratoga/15600-Peach-Hill-Rd-95070/home/850788\n",
      "https://www.redfin.com/CA/Saratoga/15600-Peach-Hill-Rd-95070/home/850788\n",
      "968\n",
      "https://www.redfin.com/CA/Morgan-Hill/110-Cochrane-Rd-95037/home/23046907\n",
      "969\n",
      "https://www.redfin.com/CA/San-Jose/513-Southside-Dr-95111/home/1506899\n"
     ]
    }
   ],
   "source": [
    "# Extracting property information from above links using tags like div, span, etc\n",
    "\n",
    "Street= []\n",
    "City = []\n",
    "State = []\n",
    "Zipcode = []\n",
    "Price = []\n",
    "Beds = []\n",
    "Bath = []\n",
    "Sqft = []\n",
    "Property_Type = []\n",
    "Year_Built = []\n",
    "Status = []\n",
    "Walk_Score = []\n",
    "Bike_Score = []\n",
    "Acre=[]\n",
    "count=0\n",
    "\n",
    "for county in Prop_set:\n",
    "    for prop in Prop_set[county]:\n",
    "        print(count)\n",
    "        count=count+1\n",
    "        al_url = prop\n",
    "        al_text = requests.get(al_url,headers={'User-Agent': 'Mozilla/5.0'}).text\n",
    "        al_soup = BS(al_text,'lxml')\n",
    "\n",
    "# Using try & except blocks to identify errors \n",
    "\n",
    "        try:\n",
    "            street = al_soup.find('div',attrs={'class':'street-address'}).text.split(',')[0]\n",
    "        except:\n",
    "            street=np.nan\n",
    "            print(al_url)\n",
    "            #print('street')\n",
    "        Street.append(street)\n",
    "        \n",
    "        try:\n",
    "            city = al_soup.find('div',attrs={'class':'dp-subtext'}).text.split(', ')[0]\n",
    "        except:\n",
    "            city=np.nan\n",
    "            print(al_url)\n",
    "            #print('city')\n",
    "        City.append(city)\n",
    "        \n",
    "        try:\n",
    "            state = al_soup.find('div',attrs={'class':'dp-subtext'}).text.split(', ')[1].split(' ')[0]\n",
    "        except:\n",
    "            state=np.nan\n",
    "            print(al_url)\n",
    "            #print('state')\n",
    "        State.append(state)\n",
    "        \n",
    "        try:\n",
    "            zipcode = al_soup.find('div',attrs={'class':'dp-subtext'}).text.split(', ')[-1].split(' ')[-1]\n",
    "            \n",
    "        except:\n",
    "            zipcode=np.nan\n",
    "            print(al_url)\n",
    "            #print('zipcode')\n",
    "        Zipcode.append(zipcode)    \n",
    "        \n",
    "        try:\n",
    "            price = al_soup.find('div',attrs={'class':'statsValue'}).text.split('$')[1]\n",
    "        except:\n",
    "            price=np.nan\n",
    "            print(al_url)\n",
    "            #print('price')\n",
    "        Price.append(price)\n",
    "        \n",
    "        try:\n",
    "            bed_str = al_soup.find('div',attrs={'data-rf-test-id':'abp-beds'}).text.split('B')[0]\n",
    "            beds = int(bed_str)\n",
    "        except:\n",
    "            beds=np.nan\n",
    "            print(al_url)\n",
    "            #print('beds')\n",
    "        Beds.append(beds)\n",
    "        \n",
    "        try:\n",
    "            bath_str =al_soup.find('div',attrs ={'data-rf-test-id':'abp-baths'}).text.split('B')[0]\n",
    "            bath = float(bath_str)\n",
    "        except:\n",
    "            bath=np.nan\n",
    "            print(al_url)\n",
    "            #print('bath')\n",
    "        Bath.append(bath)\n",
    "        \n",
    "        try:\n",
    "            sqft_str =al_soup.find('div',attrs ={'data-rf-test-id':'abp-sqFt'}).text.split('S')[0].replace(',','')\n",
    "            sqft = float(sqft_str)\n",
    "        except:\n",
    "            sqft=np.nan\n",
    "            print(al_url)\n",
    "            #print('sqft')\n",
    "        Sqft.append(sqft)\n",
    "        \n",
    "        try:\n",
    "            acre_str =al_soup.find('div',attrs ={'data-rf-test-id':'abp-sqFt'}).text.split('A')[0]\n",
    "            acre = float(acre_str)\n",
    "        except:\n",
    "            acre=np.nan\n",
    "            print(al_url)\n",
    "            #print('acre')\n",
    "        Acre.append(acre)\n",
    "        \n",
    "        \n",
    "        try:\n",
    "            div_prop = al_soup.findAll('div',attrs={'class':'keyDetail font-weight-roman font-size-base'})\n",
    "            property_type =''\n",
    "            for tag in div_prop:\n",
    "                if(tag.span.text=='Property Type'):\n",
    "                    property_type = property_type+tag.find('span',attrs={'class':'content text-right'}).text\n",
    "        except:\n",
    "            property_type = np.nan\n",
    "            print(al_url)\n",
    "            #print('prop_type')\n",
    "        Property_Type.append(property_type)\n",
    "        \n",
    "        try:\n",
    "            div_year_built = al_soup.findAll('div',attrs={'class':'keyDetail font-weight-roman font-size-base'})\n",
    "            year_built =''\n",
    "            for tag in div_year_built:\n",
    "                if(tag.span.text=='Year Built'):\n",
    "                    year_built = int(year_built+tag.find('span',attrs={'class':'content text-right'}).text)\n",
    "        except:\n",
    "            year_built=np.nan\n",
    "            print(al_url)\n",
    "            #print('year')\n",
    "        Year_Built.append(year_built)\n",
    "        \n",
    "        try:\n",
    "            div_status = al_soup.findAll('div',attrs={'class':'keyDetail font-weight-roman font-size-base'})\n",
    "            status =''\n",
    "            for tag in div_status:\n",
    "                if(tag.span.text=='Status'):\n",
    "                    status = tag.find('span',attrs={'class':'DefinitionFlyoutLink inline-block underline clickable'})\n",
    "                    if status == None:\n",
    "                        status = tag.find('span',attrs={'class':'content text-right'})\n",
    "        except:\n",
    "            status=np.nan\n",
    "            print(al_url)\n",
    "            #print('status')\n",
    "        Status.append(status.text)\n",
    "\n",
    "        try:\n",
    "            walk_score = int(al_soup.find('div',attrs={'class':'transport-icon-and-percentage walkscore'}).text.split(' /')[0])\n",
    "        except:\n",
    "            walk_score=np.nan\n",
    "            print(al_url)\n",
    "            #print('walk')\n",
    "        Walk_Score.append(walk_score)\n",
    "        \n",
    "        try:\n",
    "            bike_score = int(al_soup.find('div',attrs={'class':'transport-icon-and-percentage bikescore'}).text.split(' /')[0])\n",
    "        except:\n",
    "            bike_score=np.nan\n",
    "            print(al_url)\n",
    "            #print('bike')\n",
    "        Bike_Score.append(bike_score)\n",
    "       \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bc6a9012",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "755d8f20",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f5f72760",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Marin-County', 'Napa-County', 'Santa-Clara-County'], dtype='<U18')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "County=[]\n",
    "for key in Prop_set:\n",
    "    for value in Prop_set[key]:\n",
    "       County.append(key)\n",
    "np.unique(County)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "26742d84",
   "metadata": {},
   "outputs": [],
   "source": [
    "# dataframe of all the above records"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5bb84382",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.DataFrame(data={'State':State,\n",
    "                      'County':County,\n",
    "                      'Street':Street,\n",
    "                      'City':City,\n",
    "                      'Zipcode':Zipcode,\n",
    "                      'Price':Price,\n",
    "                      'WalkScore':Walk_Score,\n",
    "                      'Bike_Score':Bike_Score,\n",
    "                      'Beds':Beds,\n",
    "                      'Bath':Bath,\n",
    "                      'Sqft':Sqft,\n",
    "                      'Acre':Acre,\n",
    "                      'Property_Type':Property_Type,\n",
    "                      'Year_Built':Year_Built,\n",
    "                      'Status':Status})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1eecfd4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>County</th>\n",
       "      <th>Street</th>\n",
       "      <th>City</th>\n",
       "      <th>Zipcode</th>\n",
       "      <th>Price</th>\n",
       "      <th>WalkScore</th>\n",
       "      <th>Bike_Score</th>\n",
       "      <th>Beds</th>\n",
       "      <th>Bath</th>\n",
       "      <th>Sqft</th>\n",
       "      <th>Acre</th>\n",
       "      <th>Property_Type</th>\n",
       "      <th>Year_Built</th>\n",
       "      <th>Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CA</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>6 Issaquah Dock</td>\n",
       "      <td>Sausalito</td>\n",
       "      <td>94965</td>\n",
       "      <td>1,495,000</td>\n",
       "      <td>67</td>\n",
       "      <td>83.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1228.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mobile/Manufactured Home</td>\n",
       "      <td>1987</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CA</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>712 Tamarack Dr S</td>\n",
       "      <td>San Rafael</td>\n",
       "      <td>94903</td>\n",
       "      <td>1,699,000</td>\n",
       "      <td>38</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2306.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Single Family Residential</td>\n",
       "      <td>1963</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CA</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>41 Bonnie Banks Way</td>\n",
       "      <td>San Rafael</td>\n",
       "      <td>94901</td>\n",
       "      <td>1,995,000</td>\n",
       "      <td>29</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Single Family Residential</td>\n",
       "      <td>1970</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CA</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>777 Grand Ave Unit -204</td>\n",
       "      <td>San Rafael</td>\n",
       "      <td>94901</td>\n",
       "      <td>560,000</td>\n",
       "      <td>86</td>\n",
       "      <td>79.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1066.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Condo</td>\n",
       "      <td>1988</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CA</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>100 Thorndale Dr #137</td>\n",
       "      <td>San Rafael</td>\n",
       "      <td>94903</td>\n",
       "      <td>275,000</td>\n",
       "      <td>35</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Condo</td>\n",
       "      <td>1985</td>\n",
       "      <td>Active</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>CA</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>926 Northrup St</td>\n",
       "      <td>SAN JOSE</td>\n",
       "      <td>95126</td>\n",
       "      <td>1,249,000</td>\n",
       "      <td>82</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1934.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1957</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>CA</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>4895 Pearl Ave</td>\n",
       "      <td>SAN JOSE</td>\n",
       "      <td>95136</td>\n",
       "      <td>1,880,000</td>\n",
       "      <td>74</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1322.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Single Family Home</td>\n",
       "      <td>1917</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>967</th>\n",
       "      <td>CA</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>15600 Peach Hill Rd</td>\n",
       "      <td>SARATOGA</td>\n",
       "      <td>95070</td>\n",
       "      <td>3,749,000</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2607.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Single Family Home</td>\n",
       "      <td>1960</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>CA</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>110 Cochrane Rd</td>\n",
       "      <td>MORGAN HILL</td>\n",
       "      <td>95037</td>\n",
       "      <td>920,000</td>\n",
       "      <td>45</td>\n",
       "      <td>73.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1773.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Townhouse</td>\n",
       "      <td>2014</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>CA</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>513 Southside Dr</td>\n",
       "      <td>SAN JOSE</td>\n",
       "      <td>95111</td>\n",
       "      <td>1,026,888</td>\n",
       "      <td>64</td>\n",
       "      <td>58.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1241.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Single Family Home</td>\n",
       "      <td>1960</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>970 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    State              County                   Street         City Zipcode  \\\n",
       "0      CA        Marin-County          6 Issaquah Dock    Sausalito   94965   \n",
       "1      CA        Marin-County        712 Tamarack Dr S   San Rafael   94903   \n",
       "2      CA        Marin-County      41 Bonnie Banks Way   San Rafael   94901   \n",
       "3      CA        Marin-County  777 Grand Ave Unit -204   San Rafael   94901   \n",
       "4      CA        Marin-County    100 Thorndale Dr #137   San Rafael   94903   \n",
       "..    ...                 ...                      ...          ...     ...   \n",
       "965    CA  Santa-Clara-County          926 Northrup St     SAN JOSE   95126   \n",
       "966    CA  Santa-Clara-County           4895 Pearl Ave     SAN JOSE   95136   \n",
       "967    CA  Santa-Clara-County      15600 Peach Hill Rd     SARATOGA   95070   \n",
       "968    CA  Santa-Clara-County          110 Cochrane Rd  MORGAN HILL   95037   \n",
       "969    CA  Santa-Clara-County         513 Southside Dr     SAN JOSE   95111   \n",
       "\n",
       "         Price  WalkScore  Bike_Score  Beds  Bath    Sqft  Acre  \\\n",
       "0    1,495,000         67        83.0   2.0   2.0  1228.0   NaN   \n",
       "1    1,699,000         38        27.0   5.0   3.0  2306.0   NaN   \n",
       "2    1,995,000         29        29.0   4.0   3.0  3500.0   NaN   \n",
       "3      560,000         86        79.0   1.0   1.0  1066.0   NaN   \n",
       "4      275,000         35        26.0   1.0   1.0   790.0   NaN   \n",
       "..         ...        ...         ...   ...   ...     ...   ...   \n",
       "965  1,249,000         82        75.0   2.0   2.0  1934.0   NaN   \n",
       "966  1,880,000         74        74.0   2.0   1.0  1322.0   NaN   \n",
       "967  3,749,000          0         NaN   3.0   2.0  2607.0   NaN   \n",
       "968    920,000         45        73.0   3.0   3.0  1773.0   NaN   \n",
       "969  1,026,888         64        58.0   4.0   2.0  1241.0   NaN   \n",
       "\n",
       "                 Property_Type Year_Built  Status  \n",
       "0     Mobile/Manufactured Home       1987  Active  \n",
       "1    Single Family Residential       1963  Active  \n",
       "2    Single Family Residential       1970  Active  \n",
       "3                        Condo       1988  Active  \n",
       "4                        Condo       1985  Active  \n",
       "..                         ...        ...     ...  \n",
       "965                     Duplex       1957  Active  \n",
       "966         Single Family Home       1917  Active  \n",
       "967         Single Family Home       1960  Active  \n",
       "968                  Townhouse       2014  Active  \n",
       "969         Single Family Home       1960  Active  \n",
       "\n",
       "[970 rows x 15 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df     # print current dynamic data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "33e873bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "State              0\n",
       "County             0\n",
       "Street             0\n",
       "City               0\n",
       "Zipcode            0\n",
       "Price              0\n",
       "WalkScore          0\n",
       "Bike_Score        94\n",
       "Beds             175\n",
       "Bath             175\n",
       "Sqft             142\n",
       "Acre             837\n",
       "Property_Type      0\n",
       "Year_Built         1\n",
       "Status             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55cf7aa8",
   "metadata": {},
   "source": [
    "### Data cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d7f93b37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "175"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df['Beds'].isna() & df['Bath'].isna()).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d6e1aa53",
   "metadata": {},
   "outputs": [],
   "source": [
    " \n",
    "\n",
    "df = df.dropna(subset=['Beds','Bath'],how='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "58ab5892",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "df=df.dropna(subset=['Street','City','State','Zipcode','Price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a3fc32b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "df['WalkScore'].fillna(0,inplace=True)\n",
    "df['Bike_Score'].fillna(0,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "20213dd5",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "df['Beds'].fillna(0,inplace=True)\n",
    "df['Bath'].fillna(0,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6456f22c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "State              0\n",
       "County             0\n",
       "Street             0\n",
       "City               0\n",
       "Zipcode            0\n",
       "Price              0\n",
       "WalkScore          0\n",
       "Bike_Score         0\n",
       "Beds               0\n",
       "Bath               0\n",
       "Sqft               4\n",
       "Acre             795\n",
       "Property_Type      0\n",
       "Year_Built         1\n",
       "Status             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "96554286",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dropping the rows where sqft has null values\n",
    "df=df.dropna(subset=['Sqft'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6afcee72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>County</th>\n",
       "      <th>Street</th>\n",
       "      <th>City</th>\n",
       "      <th>Zipcode</th>\n",
       "      <th>Price</th>\n",
       "      <th>WalkScore</th>\n",
       "      <th>Bike_Score</th>\n",
       "      <th>Beds</th>\n",
       "      <th>Bath</th>\n",
       "      <th>Sqft</th>\n",
       "      <th>Property_Type</th>\n",
       "      <th>Year_Built</th>\n",
       "      <th>Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CA</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>6 Issaquah Dock</td>\n",
       "      <td>Sausalito</td>\n",
       "      <td>94965</td>\n",
       "      <td>1,495,000</td>\n",
       "      <td>67</td>\n",
       "      <td>83.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1228.0</td>\n",
       "      <td>Mobile/Manufactured Home</td>\n",
       "      <td>1987</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CA</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>712 Tamarack Dr S</td>\n",
       "      <td>San Rafael</td>\n",
       "      <td>94903</td>\n",
       "      <td>1,699,000</td>\n",
       "      <td>38</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2306.0</td>\n",
       "      <td>Single Family Residential</td>\n",
       "      <td>1963</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CA</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>41 Bonnie Banks Way</td>\n",
       "      <td>San Rafael</td>\n",
       "      <td>94901</td>\n",
       "      <td>1,995,000</td>\n",
       "      <td>29</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>Single Family Residential</td>\n",
       "      <td>1970</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CA</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>777 Grand Ave Unit -204</td>\n",
       "      <td>San Rafael</td>\n",
       "      <td>94901</td>\n",
       "      <td>560,000</td>\n",
       "      <td>86</td>\n",
       "      <td>79.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1066.0</td>\n",
       "      <td>Condo</td>\n",
       "      <td>1988</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CA</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>100 Thorndale Dr #137</td>\n",
       "      <td>San Rafael</td>\n",
       "      <td>94903</td>\n",
       "      <td>275,000</td>\n",
       "      <td>35</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>Condo</td>\n",
       "      <td>1985</td>\n",
       "      <td>Active</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>CA</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>926 Northrup St</td>\n",
       "      <td>SAN JOSE</td>\n",
       "      <td>95126</td>\n",
       "      <td>1,249,000</td>\n",
       "      <td>82</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1934.0</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1957</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>CA</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>4895 Pearl Ave</td>\n",
       "      <td>SAN JOSE</td>\n",
       "      <td>95136</td>\n",
       "      <td>1,880,000</td>\n",
       "      <td>74</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1322.0</td>\n",
       "      <td>Single Family Home</td>\n",
       "      <td>1917</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>CA</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>15600 Peach Hill Rd</td>\n",
       "      <td>SARATOGA</td>\n",
       "      <td>95070</td>\n",
       "      <td>3,749,000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2607.0</td>\n",
       "      <td>Single Family Home</td>\n",
       "      <td>1960</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>CA</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>110 Cochrane Rd</td>\n",
       "      <td>MORGAN HILL</td>\n",
       "      <td>95037</td>\n",
       "      <td>920,000</td>\n",
       "      <td>45</td>\n",
       "      <td>73.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1773.0</td>\n",
       "      <td>Townhouse</td>\n",
       "      <td>2014</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>CA</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>513 Southside Dr</td>\n",
       "      <td>SAN JOSE</td>\n",
       "      <td>95111</td>\n",
       "      <td>1,026,888</td>\n",
       "      <td>64</td>\n",
       "      <td>58.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1241.0</td>\n",
       "      <td>Single Family Home</td>\n",
       "      <td>1960</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>791 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    State              County                   Street         City Zipcode  \\\n",
       "0      CA        Marin-County          6 Issaquah Dock    Sausalito   94965   \n",
       "1      CA        Marin-County        712 Tamarack Dr S   San Rafael   94903   \n",
       "2      CA        Marin-County      41 Bonnie Banks Way   San Rafael   94901   \n",
       "3      CA        Marin-County  777 Grand Ave Unit -204   San Rafael   94901   \n",
       "4      CA        Marin-County    100 Thorndale Dr #137   San Rafael   94903   \n",
       "..    ...                 ...                      ...          ...     ...   \n",
       "786    CA  Santa-Clara-County          926 Northrup St     SAN JOSE   95126   \n",
       "787    CA  Santa-Clara-County           4895 Pearl Ave     SAN JOSE   95136   \n",
       "788    CA  Santa-Clara-County      15600 Peach Hill Rd     SARATOGA   95070   \n",
       "789    CA  Santa-Clara-County          110 Cochrane Rd  MORGAN HILL   95037   \n",
       "790    CA  Santa-Clara-County         513 Southside Dr     SAN JOSE   95111   \n",
       "\n",
       "         Price  WalkScore  Bike_Score  Beds  Bath    Sqft  \\\n",
       "0    1,495,000         67        83.0   2.0   2.0  1228.0   \n",
       "1    1,699,000         38        27.0   5.0   3.0  2306.0   \n",
       "2    1,995,000         29        29.0   4.0   3.0  3500.0   \n",
       "3      560,000         86        79.0   1.0   1.0  1066.0   \n",
       "4      275,000         35        26.0   1.0   1.0   790.0   \n",
       "..         ...        ...         ...   ...   ...     ...   \n",
       "786  1,249,000         82        75.0   2.0   2.0  1934.0   \n",
       "787  1,880,000         74        74.0   2.0   1.0  1322.0   \n",
       "788  3,749,000          0         0.0   3.0   2.0  2607.0   \n",
       "789    920,000         45        73.0   3.0   3.0  1773.0   \n",
       "790  1,026,888         64        58.0   4.0   2.0  1241.0   \n",
       "\n",
       "                 Property_Type Year_Built  Status  \n",
       "0     Mobile/Manufactured Home       1987  Active  \n",
       "1    Single Family Residential       1963  Active  \n",
       "2    Single Family Residential       1970  Active  \n",
       "3                        Condo       1988  Active  \n",
       "4                        Condo       1985  Active  \n",
       "..                         ...        ...     ...  \n",
       "786                     Duplex       1957  Active  \n",
       "787         Single Family Home       1917  Active  \n",
       "788         Single Family Home       1960  Active  \n",
       "789                  Townhouse       2014  Active  \n",
       "790         Single Family Home       1960  Active  \n",
       "\n",
       "[791 rows x 14 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# removing the acre column. \n",
    "df=df.drop(columns=['Acre'])\n",
    "df=df.reset_index()\n",
    "df=df.drop(columns=['index'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "57402ab6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\STSC\\AppData\\Local\\Temp\\ipykernel_10052\\2055660007.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['Price'][i]=df['Price'][i]\n",
      "C:\\Users\\STSC\\AppData\\Local\\Temp\\ipykernel_10052\\2055660007.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['Price'][i]=df['Price'][i][0:-1]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "for i in range(0,len(df)):\n",
    "    if(df['Price'][i][-1]=='+'):\n",
    "        df['Price'][i]=df['Price'][i][0:-1]  \n",
    "    else:\n",
    "        df['Price'][i]=df['Price'][i]\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "af03a7c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "                                                                    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6d2a5222",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "df['Price'] = df['Price'].str.replace(',','')\n",
    "df['Price'] = df['Price'].astype(float)\n",
    "df.loc[df['Year_Built'] == '', 'Year_Built'] = 0\n",
    "df['Year_Built'] = pd.to_numeric(df['Year_Built'], errors='coerce')\n",
    "df['Year_Built'] = df['Year_Built'].fillna(0)\n",
    "df['Year_Built'] = df['Year_Built'].astype(int)\n",
    "df.loc[df['Year_Built'] == 0, 'Year_Built'] = np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "53d96f24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "State             object\n",
       "County            object\n",
       "Street            object\n",
       "City              object\n",
       "Zipcode           object\n",
       "Price            float64\n",
       "WalkScore          int64\n",
       "Bike_Score       float64\n",
       "Beds             float64\n",
       "Bath             float64\n",
       "Sqft             float64\n",
       "Property_Type     object\n",
       "Year_Built       float64\n",
       "Status            object\n",
       "dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6f8eac61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>County</th>\n",
       "      <th>Street</th>\n",
       "      <th>City</th>\n",
       "      <th>Zipcode</th>\n",
       "      <th>Price</th>\n",
       "      <th>WalkScore</th>\n",
       "      <th>Bike_Score</th>\n",
       "      <th>Beds</th>\n",
       "      <th>Bath</th>\n",
       "      <th>Sqft</th>\n",
       "      <th>Property_Type</th>\n",
       "      <th>Year_Built</th>\n",
       "      <th>Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>6 issaquah dock</td>\n",
       "      <td>Sausalito</td>\n",
       "      <td>94965</td>\n",
       "      <td>1495000.0</td>\n",
       "      <td>67</td>\n",
       "      <td>83.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1228.0</td>\n",
       "      <td>Mobile/manufactured home</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>712 tamarack dr s</td>\n",
       "      <td>San rafael</td>\n",
       "      <td>94903</td>\n",
       "      <td>1699000.0</td>\n",
       "      <td>38</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2306.0</td>\n",
       "      <td>Single family residential</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>41 bonnie banks way</td>\n",
       "      <td>San rafael</td>\n",
       "      <td>94901</td>\n",
       "      <td>1995000.0</td>\n",
       "      <td>29</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>Single family residential</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>777 grand ave unit -204</td>\n",
       "      <td>San rafael</td>\n",
       "      <td>94901</td>\n",
       "      <td>560000.0</td>\n",
       "      <td>86</td>\n",
       "      <td>79.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1066.0</td>\n",
       "      <td>Condo</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>100 thorndale dr #137</td>\n",
       "      <td>San rafael</td>\n",
       "      <td>94903</td>\n",
       "      <td>275000.0</td>\n",
       "      <td>35</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>Condo</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Active</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>926 northrup st</td>\n",
       "      <td>San jose</td>\n",
       "      <td>95126</td>\n",
       "      <td>1249000.0</td>\n",
       "      <td>82</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1934.0</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1957.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>4895 pearl ave</td>\n",
       "      <td>San jose</td>\n",
       "      <td>95136</td>\n",
       "      <td>1880000.0</td>\n",
       "      <td>74</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1322.0</td>\n",
       "      <td>Single family home</td>\n",
       "      <td>1917.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>15600 peach hill rd</td>\n",
       "      <td>Saratoga</td>\n",
       "      <td>95070</td>\n",
       "      <td>3749000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2607.0</td>\n",
       "      <td>Single family home</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>110 cochrane rd</td>\n",
       "      <td>Morgan hill</td>\n",
       "      <td>95037</td>\n",
       "      <td>920000.0</td>\n",
       "      <td>45</td>\n",
       "      <td>73.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1773.0</td>\n",
       "      <td>Townhouse</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>513 southside dr</td>\n",
       "      <td>San jose</td>\n",
       "      <td>95111</td>\n",
       "      <td>1026888.0</td>\n",
       "      <td>64</td>\n",
       "      <td>58.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1241.0</td>\n",
       "      <td>Single family home</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>791 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    State              County                   Street         City Zipcode  \\\n",
       "0      Ca        Marin-County          6 issaquah dock    Sausalito   94965   \n",
       "1      Ca        Marin-County        712 tamarack dr s   San rafael   94903   \n",
       "2      Ca        Marin-County      41 bonnie banks way   San rafael   94901   \n",
       "3      Ca        Marin-County  777 grand ave unit -204   San rafael   94901   \n",
       "4      Ca        Marin-County    100 thorndale dr #137   San rafael   94903   \n",
       "..    ...                 ...                      ...          ...     ...   \n",
       "786    Ca  Santa-Clara-County          926 northrup st     San jose   95126   \n",
       "787    Ca  Santa-Clara-County           4895 pearl ave     San jose   95136   \n",
       "788    Ca  Santa-Clara-County      15600 peach hill rd     Saratoga   95070   \n",
       "789    Ca  Santa-Clara-County          110 cochrane rd  Morgan hill   95037   \n",
       "790    Ca  Santa-Clara-County         513 southside dr     San jose   95111   \n",
       "\n",
       "         Price  WalkScore  Bike_Score  Beds  Bath    Sqft  \\\n",
       "0    1495000.0         67        83.0   2.0   2.0  1228.0   \n",
       "1    1699000.0         38        27.0   5.0   3.0  2306.0   \n",
       "2    1995000.0         29        29.0   4.0   3.0  3500.0   \n",
       "3     560000.0         86        79.0   1.0   1.0  1066.0   \n",
       "4     275000.0         35        26.0   1.0   1.0   790.0   \n",
       "..         ...        ...         ...   ...   ...     ...   \n",
       "786  1249000.0         82        75.0   2.0   2.0  1934.0   \n",
       "787  1880000.0         74        74.0   2.0   1.0  1322.0   \n",
       "788  3749000.0          0         0.0   3.0   2.0  2607.0   \n",
       "789   920000.0         45        73.0   3.0   3.0  1773.0   \n",
       "790  1026888.0         64        58.0   4.0   2.0  1241.0   \n",
       "\n",
       "                 Property_Type  Year_Built  Status  \n",
       "0     Mobile/manufactured home      1987.0  Active  \n",
       "1    Single family residential      1963.0  Active  \n",
       "2    Single family residential      1970.0  Active  \n",
       "3                        Condo      1988.0  Active  \n",
       "4                        Condo      1985.0  Active  \n",
       "..                         ...         ...     ...  \n",
       "786                     Duplex      1957.0  Active  \n",
       "787         Single family home      1917.0  Active  \n",
       "788         Single family home      1960.0  Active  \n",
       "789                  Townhouse      2014.0  Active  \n",
       "790         Single family home      1960.0  Active  \n",
       "\n",
       "[791 rows x 14 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Normalization\n",
    "\n",
    "df['Street']=df['Street'].apply(lambda x:x[0]+x[1:].lower())\n",
    "df['City']=df['City'].apply(lambda x:x[0]+x[1:].lower())\n",
    "df['State']=df['State'].apply(lambda x:x[0]+x[1:].lower())\n",
    "df['Property_Type']=df['Property_Type'].apply(lambda x:x[0]+x[1:].lower())\n",
    "df['Status']=df['Status'].apply(lambda x:x[0]+x[1:].lower())\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b68ac802",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9cef1284",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <td>Ca</td>\n",
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       "      <td>38</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2306.0</td>\n",
       "      <td>Single family residential</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>41 bonnie banks way</td>\n",
       "      <td>San rafael</td>\n",
       "      <td>94901</td>\n",
       "      <td>1995000.0</td>\n",
       "      <td>29</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>Single family residential</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>777 grand ave unit -204</td>\n",
       "      <td>San rafael</td>\n",
       "      <td>94901</td>\n",
       "      <td>560000.0</td>\n",
       "      <td>86</td>\n",
       "      <td>79.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1066.0</td>\n",
       "      <td>Condo</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>100 thorndale dr #137</td>\n",
       "      <td>San rafael</td>\n",
       "      <td>94903</td>\n",
       "      <td>275000.0</td>\n",
       "      <td>35</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>Condo</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Active</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>926 northrup st</td>\n",
       "      <td>San jose</td>\n",
       "      <td>95126</td>\n",
       "      <td>1249000.0</td>\n",
       "      <td>82</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1934.0</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1957.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>4895 pearl ave</td>\n",
       "      <td>San jose</td>\n",
       "      <td>95136</td>\n",
       "      <td>1880000.0</td>\n",
       "      <td>74</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1322.0</td>\n",
       "      <td>Single family home</td>\n",
       "      <td>1917.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>15600 peach hill rd</td>\n",
       "      <td>Saratoga</td>\n",
       "      <td>95070</td>\n",
       "      <td>3749000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2607.0</td>\n",
       "      <td>Single family home</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>110 cochrane rd</td>\n",
       "      <td>Morgan hill</td>\n",
       "      <td>95037</td>\n",
       "      <td>920000.0</td>\n",
       "      <td>45</td>\n",
       "      <td>73.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1773.0</td>\n",
       "      <td>Townhouse</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>513 southside dr</td>\n",
       "      <td>San jose</td>\n",
       "      <td>95111</td>\n",
       "      <td>1026888.0</td>\n",
       "      <td>64</td>\n",
       "      <td>58.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1241.0</td>\n",
       "      <td>Single family home</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>776 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    State              County                   Street         City Zipcode  \\\n",
       "0      Ca        Marin-County          6 issaquah dock    Sausalito   94965   \n",
       "1      Ca        Marin-County        712 tamarack dr s   San rafael   94903   \n",
       "2      Ca        Marin-County      41 bonnie banks way   San rafael   94901   \n",
       "3      Ca        Marin-County  777 grand ave unit -204   San rafael   94901   \n",
       "4      Ca        Marin-County    100 thorndale dr #137   San rafael   94903   \n",
       "..    ...                 ...                      ...          ...     ...   \n",
       "786    Ca  Santa-Clara-County          926 northrup st     San jose   95126   \n",
       "787    Ca  Santa-Clara-County           4895 pearl ave     San jose   95136   \n",
       "788    Ca  Santa-Clara-County      15600 peach hill rd     Saratoga   95070   \n",
       "789    Ca  Santa-Clara-County          110 cochrane rd  Morgan hill   95037   \n",
       "790    Ca  Santa-Clara-County         513 southside dr     San jose   95111   \n",
       "\n",
       "         Price  WalkScore  Bike_Score  Beds  Bath    Sqft  \\\n",
       "0    1495000.0         67        83.0   2.0   2.0  1228.0   \n",
       "1    1699000.0         38        27.0   5.0   3.0  2306.0   \n",
       "2    1995000.0         29        29.0   4.0   3.0  3500.0   \n",
       "3     560000.0         86        79.0   1.0   1.0  1066.0   \n",
       "4     275000.0         35        26.0   1.0   1.0   790.0   \n",
       "..         ...        ...         ...   ...   ...     ...   \n",
       "786  1249000.0         82        75.0   2.0   2.0  1934.0   \n",
       "787  1880000.0         74        74.0   2.0   1.0  1322.0   \n",
       "788  3749000.0          0         0.0   3.0   2.0  2607.0   \n",
       "789   920000.0         45        73.0   3.0   3.0  1773.0   \n",
       "790  1026888.0         64        58.0   4.0   2.0  1241.0   \n",
       "\n",
       "                 Property_Type  Year_Built  Status  \n",
       "0     Mobile/manufactured home      1987.0  Active  \n",
       "1    Single family residential      1963.0  Active  \n",
       "2    Single family residential      1970.0  Active  \n",
       "3                        Condo      1988.0  Active  \n",
       "4                        Condo      1985.0  Active  \n",
       "..                         ...         ...     ...  \n",
       "786                     Duplex      1957.0  Active  \n",
       "787         Single family home      1917.0  Active  \n",
       "788         Single family home      1960.0  Active  \n",
       "789                  Townhouse      2014.0  Active  \n",
       "790         Single family home      1960.0  Active  \n",
       "\n",
       "[776 rows x 14 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Final validation to remove duplicates\n",
    "df.duplicated().value_counts()\n",
    "df=df.drop_duplicates()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7bf0763d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Price          14.902437\n",
       "WalkScore      -1.159844\n",
       "Bike_Score     -1.103569\n",
       "Beds          193.932392\n",
       "Bath          203.075625\n",
       "Sqft          363.720265\n",
       "Year_Built      0.547584\n",
       "dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.kurt(numeric_only=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "babc0d60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    7.760000e+02\n",
       "mean     2.289818e+06\n",
       "std      3.049998e+06\n",
       "min      8.500000e+04\n",
       "25%      7.997492e+05\n",
       "50%      1.376500e+06\n",
       "75%      2.378750e+06\n",
       "max      2.470000e+07\n",
       "Name: Price, dtype: float64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Price'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0494d027",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    776.000000\n",
       "mean       3.398196\n",
       "std        1.975318\n",
       "min        1.000000\n",
       "25%        3.000000\n",
       "50%        3.000000\n",
       "75%        4.000000\n",
       "max       42.000000\n",
       "Name: Beds, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Beds'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ccc3d2fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    776.000000\n",
       "mean       2.688789\n",
       "std        1.930266\n",
       "min        1.000000\n",
       "25%        2.000000\n",
       "50%        2.500000\n",
       "75%        3.000000\n",
       "max       41.000000\n",
       "Name: Bath, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Bath'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "72fd92d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      776.000000\n",
       "mean      2372.645619\n",
       "std       3203.303210\n",
       "min        532.000000\n",
       "25%       1321.500000\n",
       "50%       1777.000000\n",
       "75%       2533.500000\n",
       "max      76012.000000\n",
       "Name: Sqft, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Sqft'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4017a9df",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculating Quartiles, IQR and removing the outliers "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3e4c68ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1579000.75"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Q1_Price = df['Price'].quantile(0.25)\n",
    "Q3_Price = df['Price'].quantile(0.75)\n",
    "IQR_Price = Q3_Price - Q1_Price\n",
    "IQR_Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6c2258b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Q1_Beds = df['Beds'].quantile(0.25)\n",
    "Q3_Beds = df['Beds'].quantile(0.75)\n",
    "IQR_Beds = Q3_Beds - Q1_Beds\n",
    "IQR_Beds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8a6cb7d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Q1_Bath = df['Bath'].quantile(0.25)\n",
    "Q3_Bath = df['Bath'].quantile(0.75)\n",
    "IQR_Bath = Q3_Bath - Q1_Bath\n",
    "IQR_Bath"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "90e61afc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1212.0"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Q1_Sqft = df['Sqft'].quantile(0.25)\n",
    "Q3_Sqft = df['Sqft'].quantile(0.75)\n",
    "IQR_Sqft = Q3_Sqft - Q1_Sqft\n",
    "IQR_Sqft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "98fd310b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\STSC\\AppData\\Local\\Temp\\ipykernel_10052\\2212149449.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['Price'] = df['Price'][~((df['Price'] < (Q1_Price - 1.5 * IQR_Price)) |(df['Price'] >\n",
      "C:\\Users\\STSC\\AppData\\Local\\Temp\\ipykernel_10052\\2212149449.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['Beds'] = df['Beds'][~((df['Beds'] < (Q1_Beds - 1.5 * IQR_Beds)) |(df['Beds'] >\n",
      "C:\\Users\\STSC\\AppData\\Local\\Temp\\ipykernel_10052\\2212149449.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['Bath'] = df['Bath'][~((df['Bath'] < (Q1_Bath - 1.5 * IQR_Bath)) |(df['Bath'] >\n",
      "C:\\Users\\STSC\\AppData\\Local\\Temp\\ipykernel_10052\\2212149449.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['Sqft'] = df['Sqft'][~((df['Sqft'] < (Q1_Sqft - 1.5 * IQR_Sqft)) |(df['Sqft'] >\n"
     ]
    }
   ],
   "source": [
    "df['Price'] = df['Price'][~((df['Price'] < (Q1_Price - 1.5 * IQR_Price)) |(df['Price'] > \n",
    "                                                                           (Q3_Price + 1.5 * IQR_Price)))]\n",
    "df['Beds'] = df['Beds'][~((df['Beds'] < (Q1_Beds - 1.5 * IQR_Beds)) |(df['Beds'] > \n",
    "                                                                           (Q3_Beds + 1.5 * IQR_Beds)))]\n",
    "df['Bath'] = df['Bath'][~((df['Bath'] < (Q1_Bath - 1.5 * IQR_Bath)) |(df['Bath'] > \n",
    "                                                                           (Q3_Bath + 1.5 * IQR_Bath)))]\n",
    "df['Sqft'] = df['Sqft'][~((df['Sqft'] < (Q1_Sqft - 1.5 * IQR_Sqft)) |(df['Sqft'] > \n",
    "                                                                           (Q3_Sqft + 1.5 * IQR_Sqft)))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c6ca1e84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "State             0\n",
       "County            0\n",
       "Street            0\n",
       "City              0\n",
       "Zipcode           0\n",
       "Price            79\n",
       "WalkScore         0\n",
       "Bike_Score        0\n",
       "Beds             84\n",
       "Bath             53\n",
       "Sqft             58\n",
       "Property_Type     0\n",
       "Year_Built       36\n",
       "Status            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum() # validating the count of outliers removed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "20482c25",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.dropna() #removing the null values. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "d90dfa04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "    .dataframe tbody tr th {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>County</th>\n",
       "      <th>Street</th>\n",
       "      <th>City</th>\n",
       "      <th>Zipcode</th>\n",
       "      <th>Price</th>\n",
       "      <th>WalkScore</th>\n",
       "      <th>Bike_Score</th>\n",
       "      <th>Beds</th>\n",
       "      <th>Bath</th>\n",
       "      <th>Sqft</th>\n",
       "      <th>Property_Type</th>\n",
       "      <th>Year_Built</th>\n",
       "      <th>Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>6 issaquah dock</td>\n",
       "      <td>Sausalito</td>\n",
       "      <td>94965</td>\n",
       "      <td>1495000.0</td>\n",
       "      <td>67</td>\n",
       "      <td>83.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1228.0</td>\n",
       "      <td>Mobile/manufactured home</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>712 tamarack dr s</td>\n",
       "      <td>San rafael</td>\n",
       "      <td>94903</td>\n",
       "      <td>1699000.0</td>\n",
       "      <td>38</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2306.0</td>\n",
       "      <td>Single family residential</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>41 bonnie banks way</td>\n",
       "      <td>San rafael</td>\n",
       "      <td>94901</td>\n",
       "      <td>1995000.0</td>\n",
       "      <td>29</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>Single family residential</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>510 midway blvd</td>\n",
       "      <td>Novato</td>\n",
       "      <td>94947</td>\n",
       "      <td>885000.0</td>\n",
       "      <td>21</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1212.0</td>\n",
       "      <td>Single family residential</td>\n",
       "      <td>1955.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Marin-County</td>\n",
       "      <td>848 diablo ave #3</td>\n",
       "      <td>Novato</td>\n",
       "      <td>94947</td>\n",
       "      <td>618000.0</td>\n",
       "      <td>88</td>\n",
       "      <td>69.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1270.0</td>\n",
       "      <td>Condo</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Active</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>926 northrup st</td>\n",
       "      <td>San jose</td>\n",
       "      <td>95126</td>\n",
       "      <td>1249000.0</td>\n",
       "      <td>82</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1934.0</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1957.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>4895 pearl ave</td>\n",
       "      <td>San jose</td>\n",
       "      <td>95136</td>\n",
       "      <td>1880000.0</td>\n",
       "      <td>74</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1322.0</td>\n",
       "      <td>Single family home</td>\n",
       "      <td>1917.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>15600 peach hill rd</td>\n",
       "      <td>Saratoga</td>\n",
       "      <td>95070</td>\n",
       "      <td>3749000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2607.0</td>\n",
       "      <td>Single family home</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>110 cochrane rd</td>\n",
       "      <td>Morgan hill</td>\n",
       "      <td>95037</td>\n",
       "      <td>920000.0</td>\n",
       "      <td>45</td>\n",
       "      <td>73.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1773.0</td>\n",
       "      <td>Townhouse</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>Ca</td>\n",
       "      <td>Santa-Clara-County</td>\n",
       "      <td>513 southside dr</td>\n",
       "      <td>San jose</td>\n",
       "      <td>95111</td>\n",
       "      <td>1026888.0</td>\n",
       "      <td>64</td>\n",
       "      <td>58.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1241.0</td>\n",
       "      <td>Single family home</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>Active</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>598 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    State              County               Street         City Zipcode  \\\n",
       "0      Ca        Marin-County      6 issaquah dock    Sausalito   94965   \n",
       "1      Ca        Marin-County    712 tamarack dr s   San rafael   94903   \n",
       "2      Ca        Marin-County  41 bonnie banks way   San rafael   94901   \n",
       "5      Ca        Marin-County      510 midway blvd       Novato   94947   \n",
       "6      Ca        Marin-County    848 diablo ave #3       Novato   94947   \n",
       "..    ...                 ...                  ...          ...     ...   \n",
       "786    Ca  Santa-Clara-County      926 northrup st     San jose   95126   \n",
       "787    Ca  Santa-Clara-County       4895 pearl ave     San jose   95136   \n",
       "788    Ca  Santa-Clara-County  15600 peach hill rd     Saratoga   95070   \n",
       "789    Ca  Santa-Clara-County      110 cochrane rd  Morgan hill   95037   \n",
       "790    Ca  Santa-Clara-County     513 southside dr     San jose   95111   \n",
       "\n",
       "         Price  WalkScore  Bike_Score  Beds  Bath    Sqft  \\\n",
       "0    1495000.0         67        83.0   2.0   2.0  1228.0   \n",
       "1    1699000.0         38        27.0   5.0   3.0  2306.0   \n",
       "2    1995000.0         29        29.0   4.0   3.0  3500.0   \n",
       "5     885000.0         21        16.0   3.0   2.0  1212.0   \n",
       "6     618000.0         88        69.0   2.0   2.5  1270.0   \n",
       "..         ...        ...         ...   ...   ...     ...   \n",
       "786  1249000.0         82        75.0   2.0   2.0  1934.0   \n",
       "787  1880000.0         74        74.0   2.0   1.0  1322.0   \n",
       "788  3749000.0          0         0.0   3.0   2.0  2607.0   \n",
       "789   920000.0         45        73.0   3.0   3.0  1773.0   \n",
       "790  1026888.0         64        58.0   4.0   2.0  1241.0   \n",
       "\n",
       "                 Property_Type  Year_Built  Status  \n",
       "0     Mobile/manufactured home      1987.0  Active  \n",
       "1    Single family residential      1963.0  Active  \n",
       "2    Single family residential      1970.0  Active  \n",
       "5    Single family residential      1955.0  Active  \n",
       "6                        Condo      2000.0  Active  \n",
       "..                         ...         ...     ...  \n",
       "786                     Duplex      1957.0  Active  \n",
       "787         Single family home      1917.0  Active  \n",
       "788         Single family home      1960.0  Active  \n",
       "789                  Townhouse      2014.0  Active  \n",
       "790         Single family home      1960.0  Active  \n",
       "\n",
       "[598 rows x 14 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "08b0a07e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Exporting to CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "92e1c1db",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('mydata_DA.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f609c76",
   "metadata": {},
   "outputs": [],
   "source": [
    "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "88af8dbb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e6b520d5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e05f2fe6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "70f56189",
   "metadata": {},
   "source": [
    "                                                                                                                            "
   ]
  }
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