├── README.md
├── zillow_1.png
├── zillow_2.png
├── zillow_3.png
├── zillow_final.ipynb
└── zillow_final.png


/README.md:
--------------------------------------------------------------------------------
 1 | For anyone who stumbles on this page, use the "zillow_final" notebook. and then just add a new city in the "multiple URLs" cell. That should work. Do not run it too many times or you'll get timed out by zillow and have to change the headers.
 2 | 
 3 | 
 4 | 
 5 | 
 6 | 
 7 | 
 8 | 
 9 | 
10 | 
11 | 
12 | #old stuff
13 | # zillow_scrape_python
14 | Scrape first 10 pages of zillow based on passed in input city. Returns pandas dataframe table with price, addres, link, beds, baths and square feet. 
15 | 
16 | # instructions
17 | -just change the city name on line 34 to whatever city you're interested in and run the notebook. that's it! 
18 | -delete the dataframe if you run again with ```del(df)``` as it has trouble writing over sometimes.
19 | 
20 | <img src="https://github.com/supercoolgetsallthegirlsmax/zillow_scrape_python/blob/master/zillow_final.png" width="600"  height="600">
21 | 
22 | 


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/zillow_1.png:
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https://raw.githubusercontent.com/maxwellbade/zillow_scrape_python/2714d65a9e4d853a3b4aaaee6a783151509fa88d/zillow_1.png


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/zillow_2.png:
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https://raw.githubusercontent.com/maxwellbade/zillow_scrape_python/2714d65a9e4d853a3b4aaaee6a783151509fa88d/zillow_2.png


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/zillow_3.png:
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https://raw.githubusercontent.com/maxwellbade/zillow_scrape_python/2714d65a9e4d853a3b4aaaee6a783151509fa88d/zillow_3.png


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/zillow_final.ipynb:
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   1 | {
   2 |  "cells": [
   3 |   {
   4 |    "cell_type": "code",
   5 |    "execution_count": 16,
   6 |    "metadata": {},
   7 |    "outputs": [
   8 |     {
   9 |      "name": "stdout",
  10 |      "output_type": "stream",
  11 |      "text": [
  12 |       "shape: (400, 49)\n"
  13 |      ]
  14 |     },
  15 |     {
  16 |      "data": {
  17 |       "text/html": [
  18 |        "<div>\n",
  19 |        "<style scoped>\n",
  20 |        "    .dataframe tbody tr th:only-of-type {\n",
  21 |        "        vertical-align: middle;\n",
  22 |        "    }\n",
  23 |        "\n",
  24 |        "    .dataframe tbody tr th {\n",
  25 |        "        vertical-align: top;\n",
  26 |        "    }\n",
  27 |        "\n",
  28 |        "    .dataframe thead th {\n",
  29 |        "        text-align: right;\n",
  30 |        "    }\n",
  31 |        "</style>\n",
  32 |        "<table border=\"1\" class=\"dataframe\">\n",
  33 |        "  <thead>\n",
  34 |        "    <tr style=\"text-align: right;\">\n",
  35 |        "      <th></th>\n",
  36 |        "      <th>id</th>\n",
  37 |        "      <th>address</th>\n",
  38 |        "      <th>beds</th>\n",
  39 |        "      <th>baths</th>\n",
  40 |        "      <th>area</th>\n",
  41 |        "      <th>price</th>\n",
  42 |        "      <th>zestimate</th>\n",
  43 |        "      <th>best_deal</th>\n",
  44 |        "      <th>hdpData</th>\n",
  45 |        "    </tr>\n",
  46 |        "  </thead>\n",
  47 |        "  <tbody>\n",
  48 |        "    <tr>\n",
  49 |        "      <th>339</th>\n",
  50 |        "      <td>2076549113</td>\n",
  51 |        "      <td>1038 Cone Blvd, Nashville, TN 37207</td>\n",
  52 |        "      <td>4</td>\n",
  53 |        "      <td>3.0</td>\n",
  54 |        "      <td>1903</td>\n",
  55 |        "      <td>$459,000</td>\n",
  56 |        "      <td>573400</td>\n",
  57 |        "      <td>-114400</td>\n",
  58 |        "      <td>{'homeInfo': {'zpid': 2076549113, 'streetAddre...</td>\n",
  59 |        "    </tr>\n",
  60 |        "    <tr>\n",
  61 |        "      <th>223</th>\n",
  62 |        "      <td>2100167720</td>\n",
  63 |        "      <td>259 Randy Ct, Smithville, TN 37166</td>\n",
  64 |        "      <td>None</td>\n",
  65 |        "      <td>None</td>\n",
  66 |        "      <td>None</td>\n",
  67 |        "      <td>$19,900</td>\n",
  68 |        "      <td>0</td>\n",
  69 |        "      <td>19900</td>\n",
  70 |        "      <td>{'homeInfo': {'zpid': 2100167720, 'streetAddre...</td>\n",
  71 |        "    </tr>\n",
  72 |        "    <tr>\n",
  73 |        "      <th>363</th>\n",
  74 |        "      <td>108782292</td>\n",
  75 |        "      <td>201 Cherry St, Madison, TN 37115</td>\n",
  76 |        "      <td>None</td>\n",
  77 |        "      <td>None</td>\n",
  78 |        "      <td>None</td>\n",
  79 |        "      <td>$34,900</td>\n",
  80 |        "      <td>0</td>\n",
  81 |        "      <td>34900</td>\n",
  82 |        "      <td>{'homeInfo': {'zpid': 108782292, 'streetAddres...</td>\n",
  83 |        "    </tr>\n",
  84 |        "    <tr>\n",
  85 |        "      <th>398</th>\n",
  86 |        "      <td>108738877</td>\n",
  87 |        "      <td>1253 Sunnymeade Dr, Nashville, TN 37216</td>\n",
  88 |        "      <td>None</td>\n",
  89 |        "      <td>None</td>\n",
  90 |        "      <td>None</td>\n",
  91 |        "      <td>$49,900</td>\n",
  92 |        "      <td>0</td>\n",
  93 |        "      <td>49900</td>\n",
  94 |        "      <td>{'homeInfo': {'zpid': 108738877, 'streetAddres...</td>\n",
  95 |        "    </tr>\n",
  96 |        "    <tr>\n",
  97 |        "      <th>82</th>\n",
  98 |        "      <td>296631072</td>\n",
  99 |        "      <td>751 Dry Creek Rd, Goodlettsville, TN 37072</td>\n",
 100 |        "      <td>None</td>\n",
 101 |        "      <td>None</td>\n",
 102 |        "      <td>None</td>\n",
 103 |        "      <td>$99,000</td>\n",
 104 |        "      <td>0</td>\n",
 105 |        "      <td>99000</td>\n",
 106 |        "      <td>{'homeInfo': {'zpid': 296631072, 'streetAddres...</td>\n",
 107 |        "    </tr>\n",
 108 |        "    <tr>\n",
 109 |        "      <th>40</th>\n",
 110 |        "      <td>108738559</td>\n",
 111 |        "      <td>511 Yale Ave, Madison, TN 37115</td>\n",
 112 |        "      <td>None</td>\n",
 113 |        "      <td>None</td>\n",
 114 |        "      <td>None</td>\n",
 115 |        "      <td>$100,000</td>\n",
 116 |        "      <td>0</td>\n",
 117 |        "      <td>100000</td>\n",
 118 |        "      <td>{'homeInfo': {'zpid': 108738559, 'streetAddres...</td>\n",
 119 |        "    </tr>\n",
 120 |        "    <tr>\n",
 121 |        "      <th>16</th>\n",
 122 |        "      <td>59886178</td>\n",
 123 |        "      <td>270 Tampa Dr APT G20, Nashville, TN 37211</td>\n",
 124 |        "      <td>2</td>\n",
 125 |        "      <td>2.0</td>\n",
 126 |        "      <td>1096</td>\n",
 127 |        "      <td>$145,000</td>\n",
 128 |        "      <td>0</td>\n",
 129 |        "      <td>145000</td>\n",
 130 |        "      <td>{'homeInfo': {'zpid': 59886178, 'streetAddress...</td>\n",
 131 |        "    </tr>\n",
 132 |        "    <tr>\n",
 133 |        "      <th>280</th>\n",
 134 |        "      <td>41124082</td>\n",
 135 |        "      <td>8328 Old Pond Creek Rd, Pegram, TN 37143</td>\n",
 136 |        "      <td>3</td>\n",
 137 |        "      <td>2.0</td>\n",
 138 |        "      <td>700</td>\n",
 139 |        "      <td>$150,000</td>\n",
 140 |        "      <td>0</td>\n",
 141 |        "      <td>150000</td>\n",
 142 |        "      <td>{'homeInfo': {'zpid': 41124082, 'streetAddress...</td>\n",
 143 |        "    </tr>\n",
 144 |        "    <tr>\n",
 145 |        "      <th>355</th>\n",
 146 |        "      <td>59888886</td>\n",
 147 |        "      <td>420 Walton Ln APT I50, Madison, TN 37115</td>\n",
 148 |        "      <td>1</td>\n",
 149 |        "      <td>1.0</td>\n",
 150 |        "      <td>652</td>\n",
 151 |        "      <td>$150,000</td>\n",
 152 |        "      <td>0</td>\n",
 153 |        "      <td>150000</td>\n",
 154 |        "      <td>{'homeInfo': {'zpid': 59888886, 'streetAddress...</td>\n",
 155 |        "    </tr>\n",
 156 |        "    <tr>\n",
 157 |        "      <th>104</th>\n",
 158 |        "      <td>59888771</td>\n",
 159 |        "      <td>323 Forest Park Rd #5-10, Madison, TN 37115</td>\n",
 160 |        "      <td>2</td>\n",
 161 |        "      <td>2.0</td>\n",
 162 |        "      <td>1050</td>\n",
 163 |        "      <td>$163,000</td>\n",
 164 |        "      <td>0</td>\n",
 165 |        "      <td>163000</td>\n",
 166 |        "      <td>{'homeInfo': {'zpid': 59888771, 'streetAddress...</td>\n",
 167 |        "    </tr>\n",
 168 |        "    <tr>\n",
 169 |        "      <th>273</th>\n",
 170 |        "      <td>41060195</td>\n",
 171 |        "      <td>323 Forest Park Rd #6-7, Madison, TN 37115</td>\n",
 172 |        "      <td>2</td>\n",
 173 |        "      <td>2.0</td>\n",
 174 |        "      <td>1050</td>\n",
 175 |        "      <td>$165,000</td>\n",
 176 |        "      <td>0</td>\n",
 177 |        "      <td>165000</td>\n",
 178 |        "      <td>{'homeInfo': {'zpid': 41060195, 'streetAddress...</td>\n",
 179 |        "    </tr>\n",
 180 |        "    <tr>\n",
 181 |        "      <th>313</th>\n",
 182 |        "      <td>41177017</td>\n",
 183 |        "      <td>370 Wallace Rd APT D3, Nashville, TN 37211</td>\n",
 184 |        "      <td>2</td>\n",
 185 |        "      <td>1.0</td>\n",
 186 |        "      <td>972</td>\n",
 187 |        "      <td>$179,900</td>\n",
 188 |        "      <td>0</td>\n",
 189 |        "      <td>179900</td>\n",
 190 |        "      <td>{'homeInfo': {'zpid': 41177017, 'streetAddress...</td>\n",
 191 |        "    </tr>\n",
 192 |        "    <tr>\n",
 193 |        "      <th>285</th>\n",
 194 |        "      <td>41170093</td>\n",
 195 |        "      <td>810 Bellevue Rd APT 127, Nashville, TN 37221</td>\n",
 196 |        "      <td>2</td>\n",
 197 |        "      <td>1.0</td>\n",
 198 |        "      <td>912</td>\n",
 199 |        "      <td>$189,999</td>\n",
 200 |        "      <td>0</td>\n",
 201 |        "      <td>189999</td>\n",
 202 |        "      <td>{'homeInfo': {'zpid': 41170093, 'streetAddress...</td>\n",
 203 |        "    </tr>\n",
 204 |        "    <tr>\n",
 205 |        "      <th>306</th>\n",
 206 |        "      <td>41066072</td>\n",
 207 |        "      <td>833 Idlewild Dr, Madison, TN 37115</td>\n",
 208 |        "      <td>2</td>\n",
 209 |        "      <td>1.0</td>\n",
 210 |        "      <td>640</td>\n",
 211 |        "      <td>$199,900</td>\n",
 212 |        "      <td>0</td>\n",
 213 |        "      <td>199900</td>\n",
 214 |        "      <td>{'homeInfo': {'zpid': 41066072, 'streetAddress...</td>\n",
 215 |        "    </tr>\n",
 216 |        "    <tr>\n",
 217 |        "      <th>352</th>\n",
 218 |        "      <td>248417816</td>\n",
 219 |        "      <td>145 Fain St, Nashville, TN 37210</td>\n",
 220 |        "      <td>None</td>\n",
 221 |        "      <td>None</td>\n",
 222 |        "      <td>None</td>\n",
 223 |        "      <td>$200,000</td>\n",
 224 |        "      <td>0</td>\n",
 225 |        "      <td>200000</td>\n",
 226 |        "      <td>{'homeInfo': {'zpid': 248417816, 'streetAddres...</td>\n",
 227 |        "    </tr>\n",
 228 |        "    <tr>\n",
 229 |        "      <th>11</th>\n",
 230 |        "      <td>59879103</td>\n",
 231 |        "      <td>944 Coarsey Dr, Nashville, TN 37217</td>\n",
 232 |        "      <td>2</td>\n",
 233 |        "      <td>2.0</td>\n",
 234 |        "      <td>1216</td>\n",
 235 |        "      <td>$215,000</td>\n",
 236 |        "      <td>0</td>\n",
 237 |        "      <td>215000</td>\n",
 238 |        "      <td>{'homeInfo': {'zpid': 59879103, 'streetAddress...</td>\n",
 239 |        "    </tr>\n",
 240 |        "    <tr>\n",
 241 |        "      <th>362</th>\n",
 242 |        "      <td>41069899</td>\n",
 243 |        "      <td>516 Phipps Dr, Nashville, TN 37218</td>\n",
 244 |        "      <td>3</td>\n",
 245 |        "      <td>2.0</td>\n",
 246 |        "      <td>1032</td>\n",
 247 |        "      <td>$215,000</td>\n",
 248 |        "      <td>0</td>\n",
 249 |        "      <td>215000</td>\n",
 250 |        "      <td>{'homeInfo': {'zpid': 41069899, 'streetAddress...</td>\n",
 251 |        "    </tr>\n",
 252 |        "    <tr>\n",
 253 |        "      <th>275</th>\n",
 254 |        "      <td>41196397</td>\n",
 255 |        "      <td>623 Hickory Glade Ct, Antioch, TN 37013</td>\n",
 256 |        "      <td>2</td>\n",
 257 |        "      <td>1.0</td>\n",
 258 |        "      <td>950</td>\n",
 259 |        "      <td>$219,900</td>\n",
 260 |        "      <td>0</td>\n",
 261 |        "      <td>219900</td>\n",
 262 |        "      <td>{'homeInfo': {'zpid': 41196397, 'streetAddress...</td>\n",
 263 |        "    </tr>\n",
 264 |        "    <tr>\n",
 265 |        "      <th>42</th>\n",
 266 |        "      <td>2062678441</td>\n",
 267 |        "      <td>511 Jones St APT F3, Old Hickory, TN 37138</td>\n",
 268 |        "      <td>2</td>\n",
 269 |        "      <td>1.0</td>\n",
 270 |        "      <td>728</td>\n",
 271 |        "      <td>$219,900</td>\n",
 272 |        "      <td>0</td>\n",
 273 |        "      <td>219900</td>\n",
 274 |        "      <td>{'homeInfo': {'zpid': 2062678441, 'streetAddre...</td>\n",
 275 |        "    </tr>\n",
 276 |        "    <tr>\n",
 277 |        "      <th>272</th>\n",
 278 |        "      <td>41136038</td>\n",
 279 |        "      <td>928 Patio Dr, Nashville, TN 37214</td>\n",
 280 |        "      <td>1</td>\n",
 281 |        "      <td>1.0</td>\n",
 282 |        "      <td>914</td>\n",
 283 |        "      <td>$220,000</td>\n",
 284 |        "      <td>0</td>\n",
 285 |        "      <td>220000</td>\n",
 286 |        "      <td>{'homeInfo': {'zpid': 41136038, 'streetAddress...</td>\n",
 287 |        "    </tr>\n",
 288 |        "  </tbody>\n",
 289 |        "</table>\n",
 290 |        "</div>"
 291 |       ],
 292 |       "text/plain": [
 293 |        "             id                                       address  beds baths  \\\n",
 294 |        "339  2076549113           1038 Cone Blvd, Nashville, TN 37207     4   3.0   \n",
 295 |        "223  2100167720            259 Randy Ct, Smithville, TN 37166  None  None   \n",
 296 |        "363   108782292              201 Cherry St, Madison, TN 37115  None  None   \n",
 297 |        "398   108738877       1253 Sunnymeade Dr, Nashville, TN 37216  None  None   \n",
 298 |        "82    296631072    751 Dry Creek Rd, Goodlettsville, TN 37072  None  None   \n",
 299 |        "40    108738559               511 Yale Ave, Madison, TN 37115  None  None   \n",
 300 |        "16     59886178     270 Tampa Dr APT G20, Nashville, TN 37211     2   2.0   \n",
 301 |        "280    41124082      8328 Old Pond Creek Rd, Pegram, TN 37143     3   2.0   \n",
 302 |        "355    59888886      420 Walton Ln APT I50, Madison, TN 37115     1   1.0   \n",
 303 |        "104    59888771   323 Forest Park Rd #5-10, Madison, TN 37115     2   2.0   \n",
 304 |        "273    41060195    323 Forest Park Rd #6-7, Madison, TN 37115     2   2.0   \n",
 305 |        "313    41177017    370 Wallace Rd APT D3, Nashville, TN 37211     2   1.0   \n",
 306 |        "285    41170093  810 Bellevue Rd APT 127, Nashville, TN 37221     2   1.0   \n",
 307 |        "306    41066072            833 Idlewild Dr, Madison, TN 37115     2   1.0   \n",
 308 |        "352   248417816              145 Fain St, Nashville, TN 37210  None  None   \n",
 309 |        "11     59879103           944 Coarsey Dr, Nashville, TN 37217     2   2.0   \n",
 310 |        "362    41069899            516 Phipps Dr, Nashville, TN 37218     3   2.0   \n",
 311 |        "275    41196397       623 Hickory Glade Ct, Antioch, TN 37013     2   1.0   \n",
 312 |        "42   2062678441    511 Jones St APT F3, Old Hickory, TN 37138     2   1.0   \n",
 313 |        "272    41136038             928 Patio Dr, Nashville, TN 37214     1   1.0   \n",
 314 |        "\n",
 315 |        "     area     price  zestimate best_deal  \\\n",
 316 |        "339  1903  $459,000     573400   -114400   \n",
 317 |        "223  None   $19,900          0     19900   \n",
 318 |        "363  None   $34,900          0     34900   \n",
 319 |        "398  None   $49,900          0     49900   \n",
 320 |        "82   None   $99,000          0     99000   \n",
 321 |        "40   None  $100,000          0    100000   \n",
 322 |        "16   1096  $145,000          0    145000   \n",
 323 |        "280   700  $150,000          0    150000   \n",
 324 |        "355   652  $150,000          0    150000   \n",
 325 |        "104  1050  $163,000          0    163000   \n",
 326 |        "273  1050  $165,000          0    165000   \n",
 327 |        "313   972  $179,900          0    179900   \n",
 328 |        "285   912  $189,999          0    189999   \n",
 329 |        "306   640  $199,900          0    199900   \n",
 330 |        "352  None  $200,000          0    200000   \n",
 331 |        "11   1216  $215,000          0    215000   \n",
 332 |        "362  1032  $215,000          0    215000   \n",
 333 |        "275   950  $219,900          0    219900   \n",
 334 |        "42    728  $219,900          0    219900   \n",
 335 |        "272   914  $220,000          0    220000   \n",
 336 |        "\n",
 337 |        "                                               hdpData  \n",
 338 |        "339  {'homeInfo': {'zpid': 2076549113, 'streetAddre...  \n",
 339 |        "223  {'homeInfo': {'zpid': 2100167720, 'streetAddre...  \n",
 340 |        "363  {'homeInfo': {'zpid': 108782292, 'streetAddres...  \n",
 341 |        "398  {'homeInfo': {'zpid': 108738877, 'streetAddres...  \n",
 342 |        "82   {'homeInfo': {'zpid': 296631072, 'streetAddres...  \n",
 343 |        "40   {'homeInfo': {'zpid': 108738559, 'streetAddres...  \n",
 344 |        "16   {'homeInfo': {'zpid': 59886178, 'streetAddress...  \n",
 345 |        "280  {'homeInfo': {'zpid': 41124082, 'streetAddress...  \n",
 346 |        "355  {'homeInfo': {'zpid': 59888886, 'streetAddress...  \n",
 347 |        "104  {'homeInfo': {'zpid': 59888771, 'streetAddress...  \n",
 348 |        "273  {'homeInfo': {'zpid': 41060195, 'streetAddress...  \n",
 349 |        "313  {'homeInfo': {'zpid': 41177017, 'streetAddress...  \n",
 350 |        "285  {'homeInfo': {'zpid': 41170093, 'streetAddress...  \n",
 351 |        "306  {'homeInfo': {'zpid': 41066072, 'streetAddress...  \n",
 352 |        "352  {'homeInfo': {'zpid': 248417816, 'streetAddres...  \n",
 353 |        "11   {'homeInfo': {'zpid': 59879103, 'streetAddress...  \n",
 354 |        "362  {'homeInfo': {'zpid': 41069899, 'streetAddress...  \n",
 355 |        "275  {'homeInfo': {'zpid': 41196397, 'streetAddress...  \n",
 356 |        "42   {'homeInfo': {'zpid': 2062678441, 'streetAddre...  \n",
 357 |        "272  {'homeInfo': {'zpid': 41136038, 'streetAddress...  "
 358 |       ]
 359 |      },
 360 |      "metadata": {},
 361 |      "output_type": "display_data"
 362 |     }
 363 |    ],
 364 |    "source": [
 365 |     "import requests\n",
 366 |     "import re\n",
 367 |     "import json\n",
 368 |     "import pandas as pd\n",
 369 |     "\n",
 370 |     "import warnings\n",
 371 |     "warnings.filterwarnings('ignore')\n",
 372 |     "\n",
 373 |     "city = 'nashville/' #*****change this city to what you want!!!!*****\n",
 374 |     "\n",
 375 |     "#just grabbing the first 20 pages\n",
 376 |     "#feel free to make this prettier\n",
 377 |     "url1 = 'https://www.zillow.com/homes/for_sale/'+city\n",
 378 |     "url2 = 'https://www.zillow.com/homes/for_sale/'+city+'/2_p/'\n",
 379 |     "url3 = 'https://www.zillow.com/homes/for_sale/'+city+'/3_p/'\n",
 380 |     "url4 = 'https://www.zillow.com/homes/for_sale/'+city+'/4_p/'\n",
 381 |     "url5 = 'https://www.zillow.com/homes/for_sale/'+city+'/5_p/'\n",
 382 |     "url6 = 'https://www.zillow.com/homes/for_sale/'+city+'/6_p/'\n",
 383 |     "url7 = 'https://www.zillow.com/homes/for_sale/'+city+'/7_p/'\n",
 384 |     "url8 = 'https://www.zillow.com/homes/for_sale/'+city+'/8_p/'\n",
 385 |     "url9 = 'https://www.zillow.com/homes/for_sale/'+city+'/9_p/'\n",
 386 |     "url10 = 'https://www.zillow.com/homes/for_sale/'+city+'/10_p/'\n",
 387 |     "\n",
 388 |     "#add headers in case you use chromedriver (captchas are no fun); namely used for chromedriver\n",
 389 |     "req_headers = {\n",
 390 |     "    'accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,image/apng,*/*;q=0.8',\n",
 391 |     "    'accept-encoding': 'gzip, deflate, br',\n",
 392 |     "    'accept-language': 'en-US,en;q=0.8',\n",
 393 |     "    'upgrade-insecure-requests': '1',\n",
 394 |     "    'user-agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/61.0.3163.100 Safari/537.36'\n",
 395 |     "}\n",
 396 |     "\n",
 397 |     "with requests.Session() as s:\n",
 398 |     "    r1 = s.get(url1, headers=req_headers)\n",
 399 |     "    r2 = s.get(url2, headers=req_headers)\n",
 400 |     "    r3 = s.get(url3, headers=req_headers)\n",
 401 |     "    r4 = s.get(url4, headers=req_headers)\n",
 402 |     "    r5 = s.get(url5, headers=req_headers)\n",
 403 |     "    r6 = s.get(url6, headers=req_headers)\n",
 404 |     "    r7 = s.get(url7, headers=req_headers)\n",
 405 |     "    r8 = s.get(url8, headers=req_headers)\n",
 406 |     "    r9 = s.get(url9, headers=req_headers)\n",
 407 |     "    r10 = s.get(url10, headers=req_headers)\n",
 408 |     "\n",
 409 |     "    data1 = json.loads(re.search(r'!--(\\{\"queryState\".*?)-->', r1.text).group(1))\n",
 410 |     "    data2 = json.loads(re.search(r'!--(\\{\"queryState\".*?)-->', r2.text).group(1))\n",
 411 |     "    data3 = json.loads(re.search(r'!--(\\{\"queryState\".*?)-->', r3.text).group(1))\n",
 412 |     "    data4 = json.loads(re.search(r'!--(\\{\"queryState\".*?)-->', r4.text).group(1))\n",
 413 |     "    data5 = json.loads(re.search(r'!--(\\{\"queryState\".*?)-->', r5.text).group(1))\n",
 414 |     "    data6 = json.loads(re.search(r'!--(\\{\"queryState\".*?)-->', r6.text).group(1))\n",
 415 |     "    data7 = json.loads(re.search(r'!--(\\{\"queryState\".*?)-->', r7.text).group(1))\n",
 416 |     "    data8 = json.loads(re.search(r'!--(\\{\"queryState\".*?)-->', r8.text).group(1))\n",
 417 |     "    data9 = json.loads(re.search(r'!--(\\{\"queryState\".*?)-->', r9.text).group(1))\n",
 418 |     "    data10 = json.loads(re.search(r'!--(\\{\"queryState\".*?)-->', r10.text).group(1))\n",
 419 |     "\n",
 420 |     "data_list = [data1,data2,data3,data4,data5,data6,data7,data8,data9,data10]\n",
 421 |     "            # ,data11,data12,data13,data14,data15,data16,data17,data18,data19,data20]\n",
 422 |     "\n",
 423 |     "df = pd.DataFrame()\n",
 424 |     "\n",
 425 |     "def make_frame(frame):\n",
 426 |     "    for i in data_list:\n",
 427 |     "        for item in i['cat1']['searchResults']['listResults']:\n",
 428 |     "            frame = frame.append(item, ignore_index=True)\n",
 429 |     "    return frame\n",
 430 |     "\n",
 431 |     "df = make_frame(df)\n",
 432 |     "    \n",
 433 |     "#drop cols\n",
 434 |     "# df = df.drop('hdpData', 1) #remove this line to see a whole bunch of other random cols, in dict format\n",
 435 |     "\n",
 436 |     "#drop dupes\n",
 437 |     "df = df.drop_duplicates(subset='zpid', keep=\"last\")\n",
 438 |     "\n",
 439 |     "#filters\n",
 440 |     "df['zestimate'] = df['zestimate'].fillna(0)\n",
 441 |     "df['best_deal'] = df['unformattedPrice'] - df['zestimate']\n",
 442 |     "df = df.sort_values(by='best_deal',ascending=True)\n",
 443 |     "\n",
 444 |     "print('shape:', df.shape)\n",
 445 |     "display(df[['id','address','beds','baths','area','price','zestimate','best_deal','hdpData']].head(20))"
 446 |    ]
 447 |   },
 448 |   {
 449 |    "cell_type": "markdown",
 450 |    "metadata": {},
 451 |    "source": [
 452 |     "# Get ALL THE DAMN DATA"
 453 |    ]
 454 |   },
 455 |   {
 456 |    "cell_type": "code",
 457 |    "execution_count": 23,
 458 |    "metadata": {},
 459 |    "outputs": [
 460 |     {
 461 |      "name": "stdout",
 462 |      "output_type": "stream",
 463 |      "text": [
 464 |       "(400, 196)\n"
 465 |      ]
 466 |     },
 467 |     {
 468 |      "data": {
 469 |       "text/html": [
 470 |        "<div>\n",
 471 |        "<style scoped>\n",
 472 |        "    .dataframe tbody tr th:only-of-type {\n",
 473 |        "        vertical-align: middle;\n",
 474 |        "    }\n",
 475 |        "\n",
 476 |        "    .dataframe tbody tr th {\n",
 477 |        "        vertical-align: top;\n",
 478 |        "    }\n",
 479 |        "\n",
 480 |        "    .dataframe thead th {\n",
 481 |        "        text-align: right;\n",
 482 |        "    }\n",
 483 |        "</style>\n",
 484 |        "<table border=\"1\" class=\"dataframe\">\n",
 485 |        "  <thead>\n",
 486 |        "    <tr style=\"text-align: right;\">\n",
 487 |        "      <th></th>\n",
 488 |        "      <th>zpid</th>\n",
 489 |        "      <th>id</th>\n",
 490 |        "      <th>providerListingId</th>\n",
 491 |        "      <th>imgSrc</th>\n",
 492 |        "      <th>hasImage</th>\n",
 493 |        "      <th>detailUrl</th>\n",
 494 |        "      <th>statusType</th>\n",
 495 |        "      <th>statusText</th>\n",
 496 |        "      <th>countryCurrency</th>\n",
 497 |        "      <th>price</th>\n",
 498 |        "      <th>unformattedPrice</th>\n",
 499 |        "      <th>address</th>\n",
 500 |        "      <th>addressStreet</th>\n",
 501 |        "      <th>addressCity</th>\n",
 502 |        "      <th>addressState</th>\n",
 503 |        "      <th>addressZipcode</th>\n",
 504 |        "      <th>isUndisclosedAddress</th>\n",
 505 |        "      <th>beds</th>\n",
 506 |        "      <th>baths</th>\n",
 507 |        "      <th>area</th>\n",
 508 |        "      <th>latLong</th>\n",
 509 |        "      <th>isZillowOwned</th>\n",
 510 |        "      <th>variableData</th>\n",
 511 |        "      <th>badgeInfo</th>\n",
 512 |        "      <th>hdpData</th>\n",
 513 |        "      <th>isSaved</th>\n",
 514 |        "      <th>isUserClaimingOwner</th>\n",
 515 |        "      <th>isUserConfirmedClaim</th>\n",
 516 |        "      <th>pgapt</th>\n",
 517 |        "      <th>sgapt</th>\n",
 518 |        "      <th>zestimate</th>\n",
 519 |        "      <th>shouldShowZestimateAsPrice</th>\n",
 520 |        "      <th>has3DModel</th>\n",
 521 |        "      <th>hasVideo</th>\n",
 522 |        "      <th>isHomeRec</th>\n",
 523 |        "      <th>info2String</th>\n",
 524 |        "      <th>info3String</th>\n",
 525 |        "      <th>hasAdditionalAttributions</th>\n",
 526 |        "      <th>isFeaturedListing</th>\n",
 527 |        "      <th>availabilityDate</th>\n",
 528 |        "      <th>list</th>\n",
 529 |        "      <th>relaxed</th>\n",
 530 |        "      <th>hasOpenHouse</th>\n",
 531 |        "      <th>openHouseDescription</th>\n",
 532 |        "      <th>openHouseEndDate</th>\n",
 533 |        "      <th>openHouseStartDate</th>\n",
 534 |        "      <th>lotAreaString</th>\n",
 535 |        "      <th>brokerName</th>\n",
 536 |        "      <th>best_deal</th>\n",
 537 |        "      <th>homeInfo_zpid</th>\n",
 538 |        "      <th>homeInfo_streetAddress</th>\n",
 539 |        "      <th>homeInfo_zipcode</th>\n",
 540 |        "      <th>homeInfo_city</th>\n",
 541 |        "      <th>homeInfo_state</th>\n",
 542 |        "      <th>homeInfo_latitude</th>\n",
 543 |        "      <th>homeInfo_longitude</th>\n",
 544 |        "      <th>homeInfo_price</th>\n",
 545 |        "      <th>homeInfo_bathrooms</th>\n",
 546 |        "      <th>homeInfo_bedrooms</th>\n",
 547 |        "      <th>homeInfo_livingArea</th>\n",
 548 |        "      <th>homeInfo_homeType</th>\n",
 549 |        "      <th>homeInfo_homeStatus</th>\n",
 550 |        "      <th>homeInfo_daysOnZillow</th>\n",
 551 |        "      <th>homeInfo_isFeatured</th>\n",
 552 |        "      <th>homeInfo_shouldHighlight</th>\n",
 553 |        "      <th>homeInfo_zestimate</th>\n",
 554 |        "      <th>homeInfo_rentZestimate</th>\n",
 555 |        "      <th>homeInfo_listing_sub_type_is_openHouse</th>\n",
 556 |        "      <th>homeInfo_listing_sub_type_is_FSBA</th>\n",
 557 |        "      <th>homeInfo_openHouse</th>\n",
 558 |        "      <th>homeInfo_isUnmappable</th>\n",
 559 |        "      <th>homeInfo_isPreforeclosureAuction</th>\n",
 560 |        "      <th>homeInfo_homeStatusForHDP</th>\n",
 561 |        "      <th>homeInfo_priceForHDP</th>\n",
 562 |        "      <th>homeInfo_open_house_info_open_house_showing_0_open_house_start</th>\n",
 563 |        "      <th>homeInfo_open_house_info_open_house_showing_0_open_house_end</th>\n",
 564 |        "      <th>homeInfo_isNonOwnerOccupied</th>\n",
 565 |        "      <th>homeInfo_isPremierBuilder</th>\n",
 566 |        "      <th>homeInfo_isZillowOwned</th>\n",
 567 |        "      <th>homeInfo_currency</th>\n",
 568 |        "      <th>homeInfo_country</th>\n",
 569 |        "      <th>homeInfo_lotAreaValue</th>\n",
 570 |        "      <th>homeInfo_lotAreaUnit</th>\n",
 571 |        "      <th>homeInfo_datePriceChanged</th>\n",
 572 |        "      <th>homeInfo_priceReduction</th>\n",
 573 |        "      <th>homeInfo_priceChange</th>\n",
 574 |        "      <th>homeInfo_taxAssessedValue</th>\n",
 575 |        "      <th>homeInfo_listing_sub_type_is_comingSoon</th>\n",
 576 |        "      <th>homeInfo_unit</th>\n",
 577 |        "      <th>homeInfo_open_house_info_open_house_showing_1_open_house_start</th>\n",
 578 |        "      <th>homeInfo_open_house_info_open_house_showing_1_open_house_end</th>\n",
 579 |        "      <th>homeInfo_listing_sub_type_is_newHome</th>\n",
 580 |        "      <th>homeInfo_newConstructionType</th>\n",
 581 |        "      <th>homeInfo_videoCount</th>\n",
 582 |        "      <th>homeInfo_open_house_info_open_house_showing_2_open_house_start</th>\n",
 583 |        "      <th>homeInfo_open_house_info_open_house_showing_2_open_house_end</th>\n",
 584 |        "      <th>homeInfo_isRentalWithBasePrice</th>\n",
 585 |        "      <th>homeInfo_listing_sub_type_is_forAuction</th>\n",
 586 |        "      <th>homeInfo_zpid</th>\n",
 587 |        "      <th>homeInfo_streetAddress</th>\n",
 588 |        "      <th>homeInfo_zipcode</th>\n",
 589 |        "      <th>homeInfo_city</th>\n",
 590 |        "      <th>homeInfo_state</th>\n",
 591 |        "      <th>homeInfo_latitude</th>\n",
 592 |        "      <th>homeInfo_longitude</th>\n",
 593 |        "      <th>homeInfo_price</th>\n",
 594 |        "      <th>homeInfo_bathrooms</th>\n",
 595 |        "      <th>homeInfo_bedrooms</th>\n",
 596 |        "      <th>homeInfo_livingArea</th>\n",
 597 |        "      <th>homeInfo_homeType</th>\n",
 598 |        "      <th>homeInfo_homeStatus</th>\n",
 599 |        "      <th>homeInfo_daysOnZillow</th>\n",
 600 |        "      <th>homeInfo_isFeatured</th>\n",
 601 |        "      <th>homeInfo_shouldHighlight</th>\n",
 602 |        "      <th>homeInfo_zestimate</th>\n",
 603 |        "      <th>homeInfo_rentZestimate</th>\n",
 604 |        "      <th>homeInfo_listing_sub_type_is_openHouse</th>\n",
 605 |        "      <th>homeInfo_listing_sub_type_is_FSBA</th>\n",
 606 |        "      <th>homeInfo_openHouse</th>\n",
 607 |        "      <th>homeInfo_isUnmappable</th>\n",
 608 |        "      <th>homeInfo_isPreforeclosureAuction</th>\n",
 609 |        "      <th>homeInfo_homeStatusForHDP</th>\n",
 610 |        "      <th>homeInfo_priceForHDP</th>\n",
 611 |        "      <th>homeInfo_open_house_info_open_house_showing_0_open_house_start</th>\n",
 612 |        "      <th>homeInfo_open_house_info_open_house_showing_0_open_house_end</th>\n",
 613 |        "      <th>homeInfo_isNonOwnerOccupied</th>\n",
 614 |        "      <th>homeInfo_isPremierBuilder</th>\n",
 615 |        "      <th>homeInfo_isZillowOwned</th>\n",
 616 |        "      <th>homeInfo_currency</th>\n",
 617 |        "      <th>homeInfo_country</th>\n",
 618 |        "      <th>homeInfo_lotAreaValue</th>\n",
 619 |        "      <th>homeInfo_lotAreaUnit</th>\n",
 620 |        "      <th>homeInfo_datePriceChanged</th>\n",
 621 |        "      <th>homeInfo_priceReduction</th>\n",
 622 |        "      <th>homeInfo_priceChange</th>\n",
 623 |        "      <th>homeInfo_taxAssessedValue</th>\n",
 624 |        "      <th>homeInfo_listing_sub_type_is_comingSoon</th>\n",
 625 |        "      <th>homeInfo_unit</th>\n",
 626 |        "      <th>homeInfo_open_house_info_open_house_showing_1_open_house_start</th>\n",
 627 |        "      <th>homeInfo_open_house_info_open_house_showing_1_open_house_end</th>\n",
 628 |        "      <th>homeInfo_listing_sub_type_is_newHome</th>\n",
 629 |        "      <th>homeInfo_newConstructionType</th>\n",
 630 |        "      <th>homeInfo_videoCount</th>\n",
 631 |        "      <th>homeInfo_open_house_info_open_house_showing_2_open_house_start</th>\n",
 632 |        "      <th>homeInfo_open_house_info_open_house_showing_2_open_house_end</th>\n",
 633 |        "      <th>homeInfo_isRentalWithBasePrice</th>\n",
 634 |        "      <th>homeInfo_listing_sub_type_is_forAuction</th>\n",
 635 |        "      <th>homeInfo_zpid</th>\n",
 636 |        "      <th>homeInfo_streetAddress</th>\n",
 637 |        "      <th>homeInfo_zipcode</th>\n",
 638 |        "      <th>homeInfo_city</th>\n",
 639 |        "      <th>homeInfo_state</th>\n",
 640 |        "      <th>homeInfo_latitude</th>\n",
 641 |        "      <th>homeInfo_longitude</th>\n",
 642 |        "      <th>homeInfo_price</th>\n",
 643 |        "      <th>homeInfo_bathrooms</th>\n",
 644 |        "      <th>homeInfo_bedrooms</th>\n",
 645 |        "      <th>homeInfo_livingArea</th>\n",
 646 |        "      <th>homeInfo_homeType</th>\n",
 647 |        "      <th>homeInfo_homeStatus</th>\n",
 648 |        "      <th>homeInfo_daysOnZillow</th>\n",
 649 |        "      <th>homeInfo_isFeatured</th>\n",
 650 |        "      <th>homeInfo_shouldHighlight</th>\n",
 651 |        "      <th>homeInfo_zestimate</th>\n",
 652 |        "      <th>homeInfo_rentZestimate</th>\n",
 653 |        "      <th>homeInfo_listing_sub_type_is_openHouse</th>\n",
 654 |        "      <th>homeInfo_listing_sub_type_is_FSBA</th>\n",
 655 |        "      <th>homeInfo_openHouse</th>\n",
 656 |        "      <th>homeInfo_isUnmappable</th>\n",
 657 |        "      <th>homeInfo_isPreforeclosureAuction</th>\n",
 658 |        "      <th>homeInfo_homeStatusForHDP</th>\n",
 659 |        "      <th>homeInfo_priceForHDP</th>\n",
 660 |        "      <th>homeInfo_open_house_info_open_house_showing_0_open_house_start</th>\n",
 661 |        "      <th>homeInfo_open_house_info_open_house_showing_0_open_house_end</th>\n",
 662 |        "      <th>homeInfo_isNonOwnerOccupied</th>\n",
 663 |        "      <th>homeInfo_isPremierBuilder</th>\n",
 664 |        "      <th>homeInfo_isZillowOwned</th>\n",
 665 |        "      <th>homeInfo_currency</th>\n",
 666 |        "      <th>homeInfo_country</th>\n",
 667 |        "      <th>homeInfo_lotAreaValue</th>\n",
 668 |        "      <th>homeInfo_lotAreaUnit</th>\n",
 669 |        "      <th>homeInfo_datePriceChanged</th>\n",
 670 |        "      <th>homeInfo_priceReduction</th>\n",
 671 |        "      <th>homeInfo_priceChange</th>\n",
 672 |        "      <th>homeInfo_taxAssessedValue</th>\n",
 673 |        "      <th>homeInfo_listing_sub_type_is_comingSoon</th>\n",
 674 |        "      <th>homeInfo_unit</th>\n",
 675 |        "      <th>homeInfo_open_house_info_open_house_showing_1_open_house_start</th>\n",
 676 |        "      <th>homeInfo_open_house_info_open_house_showing_1_open_house_end</th>\n",
 677 |        "      <th>homeInfo_listing_sub_type_is_newHome</th>\n",
 678 |        "      <th>homeInfo_newConstructionType</th>\n",
 679 |        "      <th>homeInfo_videoCount</th>\n",
 680 |        "      <th>homeInfo_open_house_info_open_house_showing_2_open_house_start</th>\n",
 681 |        "      <th>homeInfo_open_house_info_open_house_showing_2_open_house_end</th>\n",
 682 |        "      <th>homeInfo_isRentalWithBasePrice</th>\n",
 683 |        "      <th>homeInfo_listing_sub_type_is_forAuction</th>\n",
 684 |        "    </tr>\n",
 685 |        "  </thead>\n",
 686 |        "  <tbody>\n",
 687 |        "    <tr>\n",
 688 |        "      <th>339</th>\n",
 689 |        "      <td>2076549113</td>\n",
 690 |        "      <td>2076549113</td>\n",
 691 |        "      <td>0</td>\n",
 692 |        "      <td>https://photos.zillowstatic.com/fp/e466e5c689d...</td>\n",
 693 |        "      <td>True</td>\n",
 694 |        "      <td>https://www.zillow.com/homedetails/1038-Cone-B...</td>\n",
 695 |        "      <td>FOR_SALE</td>\n",
 696 |        "      <td>House for sale</td>\n",
 697 |        "      <td>$</td>\n",
 698 |        "      <td>$459,000</td>\n",
 699 |        "      <td>459000</td>\n",
 700 |        "      <td>1038 Cone Blvd, Nashville, TN 37207</td>\n",
 701 |        "      <td>1038 Cone Blvd</td>\n",
 702 |        "      <td>Nashville</td>\n",
 703 |        "      <td>TN</td>\n",
 704 |        "      <td>37207</td>\n",
 705 |        "      <td>False</td>\n",
 706 |        "      <td>4</td>\n",
 707 |        "      <td>3.0</td>\n",
 708 |        "      <td>1903</td>\n",
 709 |        "      <td>{'latitude': 36.254326, 'longitude': -86.778885}</td>\n",
 710 |        "      <td>False</td>\n",
 711 |        "      <td>{'type': 'OPEN_HOUSE', 'text': 'Open: Sat. 1-4...</td>\n",
 712 |        "      <td>0</td>\n",
 713 |        "      <td>{'homeInfo': {'zpid': 2076549113, 'streetAddre...</td>\n",
 714 |        "      <td>False</td>\n",
 715 |        "      <td>False</td>\n",
 716 |        "      <td>False</td>\n",
 717 |        "      <td>ForSale</td>\n",
 718 |        "      <td>For Sale (Broker)</td>\n",
 719 |        "      <td>573400</td>\n",
 720 |        "      <td>False</td>\n",
 721 |        "      <td>False</td>\n",
 722 |        "      <td>False</td>\n",
 723 |        "      <td>False</td>\n",
 724 |        "      <td>0</td>\n",
 725 |        "      <td>https://photos.zillowstatic.com/fp/4a01cf849de...</td>\n",
 726 |        "      <td>True</td>\n",
 727 |        "      <td>False</td>\n",
 728 |        "      <td>0</td>\n",
 729 |        "      <td>True</td>\n",
 730 |        "      <td>False</td>\n",
 731 |        "      <td>True</td>\n",
 732 |        "      <td>Open House - 1:00 - 4:00 PM</td>\n",
 733 |        "      <td>2022-07-16T16:00:00</td>\n",
 734 |        "      <td>2022-07-16T13:00:00</td>\n",
 735 |        "      <td>0</td>\n",
 736 |        "      <td>ListWithFreedom.com</td>\n",
 737 |        "      <td>-114400</td>\n",
 738 |        "      <td>41131475</td>\n",
 739 |        "      <td>2713 Woodlawn Dr</td>\n",
 740 |        "      <td>37212</td>\n",
 741 |        "      <td>Nashville</td>\n",
 742 |        "      <td>TN</td>\n",
 743 |        "      <td>36.125713</td>\n",
 744 |        "      <td>-86.812390</td>\n",
 745 |        "      <td>999000.0</td>\n",
 746 |        "      <td>2.0</td>\n",
 747 |        "      <td>3.0</td>\n",
 748 |        "      <td>2315.0</td>\n",
 749 |        "      <td>SINGLE_FAMILY</td>\n",
 750 |        "      <td>FOR_SALE</td>\n",
 751 |        "      <td>-1</td>\n",
 752 |        "      <td>False</td>\n",
 753 |        "      <td>False</td>\n",
 754 |        "      <td>0.0</td>\n",
 755 |        "      <td>0.0</td>\n",
 756 |        "      <td>True</td>\n",
 757 |        "      <td>True</td>\n",
 758 |        "      <td>Sat. 2-4pm</td>\n",
 759 |        "      <td>False</td>\n",
 760 |        "      <td>False</td>\n",
 761 |        "      <td>FOR_SALE</td>\n",
 762 |        "      <td>999000.0</td>\n",
 763 |        "      <td>1.658005e+12</td>\n",
 764 |        "      <td>1.658012e+12</td>\n",
 765 |        "      <td>True</td>\n",
 766 |        "      <td>False</td>\n",
 767 |        "      <td>False</td>\n",
 768 |        "      <td>USD</td>\n",
 769 |        "      <td>USA</td>\n",
 770 |        "      <td>0.28</td>\n",
 771 |        "      <td>acres</td>\n",
 772 |        "      <td>1.657091e+12</td>\n",
 773 |        "      <td>$80,000 (Jul 6)</td>\n",
 774 |        "      <td>-80000.0</td>\n",
 775 |        "      <td>748700.0</td>\n",
 776 |        "      <td>0</td>\n",
 777 |        "      <td>0</td>\n",
 778 |        "      <td>1.658088e+12</td>\n",
 779 |        "      <td>1.658099e+12</td>\n",
 780 |        "      <td>0</td>\n",
 781 |        "      <td>0</td>\n",
 782 |        "      <td>0.0</td>\n",
 783 |        "      <td>0.0</td>\n",
 784 |        "      <td>0.0</td>\n",
 785 |        "      <td>0</td>\n",
 786 |        "      <td>0</td>\n",
 787 |        "      <td>41131475</td>\n",
 788 |        "      <td>2713 Woodlawn Dr</td>\n",
 789 |        "      <td>37212</td>\n",
 790 |        "      <td>Nashville</td>\n",
 791 |        "      <td>TN</td>\n",
 792 |        "      <td>36.125713</td>\n",
 793 |        "      <td>-86.812390</td>\n",
 794 |        "      <td>999000.0</td>\n",
 795 |        "      <td>2.0</td>\n",
 796 |        "      <td>3.0</td>\n",
 797 |        "      <td>2315.0</td>\n",
 798 |        "      <td>SINGLE_FAMILY</td>\n",
 799 |        "      <td>FOR_SALE</td>\n",
 800 |        "      <td>-1</td>\n",
 801 |        "      <td>False</td>\n",
 802 |        "      <td>False</td>\n",
 803 |        "      <td>0.0</td>\n",
 804 |        "      <td>0.0</td>\n",
 805 |        "      <td>True</td>\n",
 806 |        "      <td>True</td>\n",
 807 |        "      <td>Sat. 2-4pm</td>\n",
 808 |        "      <td>False</td>\n",
 809 |        "      <td>False</td>\n",
 810 |        "      <td>FOR_SALE</td>\n",
 811 |        "      <td>999000.0</td>\n",
 812 |        "      <td>1.658005e+12</td>\n",
 813 |        "      <td>1.658012e+12</td>\n",
 814 |        "      <td>True</td>\n",
 815 |        "      <td>False</td>\n",
 816 |        "      <td>False</td>\n",
 817 |        "      <td>USD</td>\n",
 818 |        "      <td>USA</td>\n",
 819 |        "      <td>0.28</td>\n",
 820 |        "      <td>acres</td>\n",
 821 |        "      <td>1.657091e+12</td>\n",
 822 |        "      <td>$80,000 (Jul 6)</td>\n",
 823 |        "      <td>-80000.0</td>\n",
 824 |        "      <td>748700.0</td>\n",
 825 |        "      <td>0</td>\n",
 826 |        "      <td>0</td>\n",
 827 |        "      <td>1.658088e+12</td>\n",
 828 |        "      <td>1.658099e+12</td>\n",
 829 |        "      <td>0</td>\n",
 830 |        "      <td>0</td>\n",
 831 |        "      <td>0.0</td>\n",
 832 |        "      <td>0.0</td>\n",
 833 |        "      <td>0.0</td>\n",
 834 |        "      <td>0</td>\n",
 835 |        "      <td>0</td>\n",
 836 |        "      <td>41131475</td>\n",
 837 |        "      <td>2713 Woodlawn Dr</td>\n",
 838 |        "      <td>37212</td>\n",
 839 |        "      <td>Nashville</td>\n",
 840 |        "      <td>TN</td>\n",
 841 |        "      <td>36.125713</td>\n",
 842 |        "      <td>-86.812390</td>\n",
 843 |        "      <td>999000.0</td>\n",
 844 |        "      <td>2.0</td>\n",
 845 |        "      <td>3.0</td>\n",
 846 |        "      <td>2315.0</td>\n",
 847 |        "      <td>SINGLE_FAMILY</td>\n",
 848 |        "      <td>FOR_SALE</td>\n",
 849 |        "      <td>-1</td>\n",
 850 |        "      <td>False</td>\n",
 851 |        "      <td>False</td>\n",
 852 |        "      <td>0.0</td>\n",
 853 |        "      <td>0.0</td>\n",
 854 |        "      <td>True</td>\n",
 855 |        "      <td>True</td>\n",
 856 |        "      <td>Sat. 2-4pm</td>\n",
 857 |        "      <td>False</td>\n",
 858 |        "      <td>False</td>\n",
 859 |        "      <td>FOR_SALE</td>\n",
 860 |        "      <td>999000.0</td>\n",
 861 |        "      <td>1.658005e+12</td>\n",
 862 |        "      <td>1.658012e+12</td>\n",
 863 |        "      <td>True</td>\n",
 864 |        "      <td>False</td>\n",
 865 |        "      <td>False</td>\n",
 866 |        "      <td>USD</td>\n",
 867 |        "      <td>USA</td>\n",
 868 |        "      <td>0.28</td>\n",
 869 |        "      <td>acres</td>\n",
 870 |        "      <td>1.657091e+12</td>\n",
 871 |        "      <td>$80,000 (Jul 6)</td>\n",
 872 |        "      <td>-80000.0</td>\n",
 873 |        "      <td>748700.0</td>\n",
 874 |        "      <td>0</td>\n",
 875 |        "      <td>0</td>\n",
 876 |        "      <td>1.658088e+12</td>\n",
 877 |        "      <td>1.658099e+12</td>\n",
 878 |        "      <td>0</td>\n",
 879 |        "      <td>0</td>\n",
 880 |        "      <td>0.0</td>\n",
 881 |        "      <td>0.0</td>\n",
 882 |        "      <td>0.0</td>\n",
 883 |        "      <td>0</td>\n",
 884 |        "      <td>0</td>\n",
 885 |        "    </tr>\n",
 886 |        "    <tr>\n",
 887 |        "      <th>223</th>\n",
 888 |        "      <td>2100167720</td>\n",
 889 |        "      <td>2100167720</td>\n",
 890 |        "      <td>0</td>\n",
 891 |        "      <td>https://photos.zillowstatic.com/fp/99406266622...</td>\n",
 892 |        "      <td>True</td>\n",
 893 |        "      <td>https://www.zillow.com/homedetails/259-Randy-C...</td>\n",
 894 |        "      <td>FOR_SALE</td>\n",
 895 |        "      <td>Lot / Land for sale</td>\n",
 896 |        "      <td>$</td>\n",
 897 |        "      <td>$19,900</td>\n",
 898 |        "      <td>19900</td>\n",
 899 |        "      <td>259 Randy Ct, Smithville, TN 37166</td>\n",
 900 |        "      <td>259 Randy Ct</td>\n",
 901 |        "      <td>Smithville</td>\n",
 902 |        "      <td>TN</td>\n",
 903 |        "      <td>37166</td>\n",
 904 |        "      <td>False</td>\n",
 905 |        "      <td>0</td>\n",
 906 |        "      <td>0.0</td>\n",
 907 |        "      <td>0</td>\n",
 908 |        "      <td>{}</td>\n",
 909 |        "      <td>False</td>\n",
 910 |        "      <td>0</td>\n",
 911 |        "      <td>0</td>\n",
 912 |        "      <td>{'homeInfo': {'zpid': 2100167720, 'streetAddre...</td>\n",
 913 |        "      <td>False</td>\n",
 914 |        "      <td>False</td>\n",
 915 |        "      <td>False</td>\n",
 916 |        "      <td>ForSale</td>\n",
 917 |        "      <td>For Sale (Broker)</td>\n",
 918 |        "      <td>0</td>\n",
 919 |        "      <td>False</td>\n",
 920 |        "      <td>False</td>\n",
 921 |        "      <td>False</td>\n",
 922 |        "      <td>False</td>\n",
 923 |        "      <td>RealTracs MLS as distributed by MLS GRID</td>\n",
 924 |        "      <td>https://photos.zillowstatic.com/fp/4dff87a5713...</td>\n",
 925 |        "      <td>False</td>\n",
 926 |        "      <td>False</td>\n",
 927 |        "      <td>0</td>\n",
 928 |        "      <td>True</td>\n",
 929 |        "      <td>False</td>\n",
 930 |        "      <td>0</td>\n",
 931 |        "      <td>0</td>\n",
 932 |        "      <td>0</td>\n",
 933 |        "      <td>0</td>\n",
 934 |        "      <td>1.01 acres</td>\n",
 935 |        "      <td>0</td>\n",
 936 |        "      <td>19900</td>\n",
 937 |        "      <td>41194777</td>\n",
 938 |        "      <td>509 Hilson Ct</td>\n",
 939 |        "      <td>37211</td>\n",
 940 |        "      <td>Nashville</td>\n",
 941 |        "      <td>TN</td>\n",
 942 |        "      <td>36.051216</td>\n",
 943 |        "      <td>-86.725105</td>\n",
 944 |        "      <td>499900.0</td>\n",
 945 |        "      <td>3.0</td>\n",
 946 |        "      <td>3.0</td>\n",
 947 |        "      <td>2028.0</td>\n",
 948 |        "      <td>SINGLE_FAMILY</td>\n",
 949 |        "      <td>FOR_SALE</td>\n",
 950 |        "      <td>-1</td>\n",
 951 |        "      <td>False</td>\n",
 952 |        "      <td>False</td>\n",
 953 |        "      <td>0.0</td>\n",
 954 |        "      <td>0.0</td>\n",
 955 |        "      <td>0</td>\n",
 956 |        "      <td>True</td>\n",
 957 |        "      <td>0</td>\n",
 958 |        "      <td>False</td>\n",
 959 |        "      <td>False</td>\n",
 960 |        "      <td>FOR_SALE</td>\n",
 961 |        "      <td>499900.0</td>\n",
 962 |        "      <td>0.000000e+00</td>\n",
 963 |        "      <td>0.000000e+00</td>\n",
 964 |        "      <td>True</td>\n",
 965 |        "      <td>False</td>\n",
 966 |        "      <td>False</td>\n",
 967 |        "      <td>USD</td>\n",
 968 |        "      <td>USA</td>\n",
 969 |        "      <td>0.45</td>\n",
 970 |        "      <td>acres</td>\n",
 971 |        "      <td>0.000000e+00</td>\n",
 972 |        "      <td>0</td>\n",
 973 |        "      <td>0.0</td>\n",
 974 |        "      <td>292300.0</td>\n",
 975 |        "      <td>0</td>\n",
 976 |        "      <td>0</td>\n",
 977 |        "      <td>0.000000e+00</td>\n",
 978 |        "      <td>0.000000e+00</td>\n",
 979 |        "      <td>0</td>\n",
 980 |        "      <td>0</td>\n",
 981 |        "      <td>0.0</td>\n",
 982 |        "      <td>0.0</td>\n",
 983 |        "      <td>0.0</td>\n",
 984 |        "      <td>0</td>\n",
 985 |        "      <td>0</td>\n",
 986 |        "      <td>41194777</td>\n",
 987 |        "      <td>509 Hilson Ct</td>\n",
 988 |        "      <td>37211</td>\n",
 989 |        "      <td>Nashville</td>\n",
 990 |        "      <td>TN</td>\n",
 991 |        "      <td>36.051216</td>\n",
 992 |        "      <td>-86.725105</td>\n",
 993 |        "      <td>499900.0</td>\n",
 994 |        "      <td>3.0</td>\n",
 995 |        "      <td>3.0</td>\n",
 996 |        "      <td>2028.0</td>\n",
 997 |        "      <td>SINGLE_FAMILY</td>\n",
 998 |        "      <td>FOR_SALE</td>\n",
 999 |        "      <td>-1</td>\n",
1000 |        "      <td>False</td>\n",
1001 |        "      <td>False</td>\n",
1002 |        "      <td>0.0</td>\n",
1003 |        "      <td>0.0</td>\n",
1004 |        "      <td>0</td>\n",
1005 |        "      <td>True</td>\n",
1006 |        "      <td>0</td>\n",
1007 |        "      <td>False</td>\n",
1008 |        "      <td>False</td>\n",
1009 |        "      <td>FOR_SALE</td>\n",
1010 |        "      <td>499900.0</td>\n",
1011 |        "      <td>0.000000e+00</td>\n",
1012 |        "      <td>0.000000e+00</td>\n",
1013 |        "      <td>True</td>\n",
1014 |        "      <td>False</td>\n",
1015 |        "      <td>False</td>\n",
1016 |        "      <td>USD</td>\n",
1017 |        "      <td>USA</td>\n",
1018 |        "      <td>0.45</td>\n",
1019 |        "      <td>acres</td>\n",
1020 |        "      <td>0.000000e+00</td>\n",
1021 |        "      <td>0</td>\n",
1022 |        "      <td>0.0</td>\n",
1023 |        "      <td>292300.0</td>\n",
1024 |        "      <td>0</td>\n",
1025 |        "      <td>0</td>\n",
1026 |        "      <td>0.000000e+00</td>\n",
1027 |        "      <td>0.000000e+00</td>\n",
1028 |        "      <td>0</td>\n",
1029 |        "      <td>0</td>\n",
1030 |        "      <td>0.0</td>\n",
1031 |        "      <td>0.0</td>\n",
1032 |        "      <td>0.0</td>\n",
1033 |        "      <td>0</td>\n",
1034 |        "      <td>0</td>\n",
1035 |        "      <td>41194777</td>\n",
1036 |        "      <td>509 Hilson Ct</td>\n",
1037 |        "      <td>37211</td>\n",
1038 |        "      <td>Nashville</td>\n",
1039 |        "      <td>TN</td>\n",
1040 |        "      <td>36.051216</td>\n",
1041 |        "      <td>-86.725105</td>\n",
1042 |        "      <td>499900.0</td>\n",
1043 |        "      <td>3.0</td>\n",
1044 |        "      <td>3.0</td>\n",
1045 |        "      <td>2028.0</td>\n",
1046 |        "      <td>SINGLE_FAMILY</td>\n",
1047 |        "      <td>FOR_SALE</td>\n",
1048 |        "      <td>-1</td>\n",
1049 |        "      <td>False</td>\n",
1050 |        "      <td>False</td>\n",
1051 |        "      <td>0.0</td>\n",
1052 |        "      <td>0.0</td>\n",
1053 |        "      <td>0</td>\n",
1054 |        "      <td>True</td>\n",
1055 |        "      <td>0</td>\n",
1056 |        "      <td>False</td>\n",
1057 |        "      <td>False</td>\n",
1058 |        "      <td>FOR_SALE</td>\n",
1059 |        "      <td>499900.0</td>\n",
1060 |        "      <td>0.000000e+00</td>\n",
1061 |        "      <td>0.000000e+00</td>\n",
1062 |        "      <td>True</td>\n",
1063 |        "      <td>False</td>\n",
1064 |        "      <td>False</td>\n",
1065 |        "      <td>USD</td>\n",
1066 |        "      <td>USA</td>\n",
1067 |        "      <td>0.45</td>\n",
1068 |        "      <td>acres</td>\n",
1069 |        "      <td>0.000000e+00</td>\n",
1070 |        "      <td>0</td>\n",
1071 |        "      <td>0.0</td>\n",
1072 |        "      <td>292300.0</td>\n",
1073 |        "      <td>0</td>\n",
1074 |        "      <td>0</td>\n",
1075 |        "      <td>0.000000e+00</td>\n",
1076 |        "      <td>0.000000e+00</td>\n",
1077 |        "      <td>0</td>\n",
1078 |        "      <td>0</td>\n",
1079 |        "      <td>0.0</td>\n",
1080 |        "      <td>0.0</td>\n",
1081 |        "      <td>0.0</td>\n",
1082 |        "      <td>0</td>\n",
1083 |        "      <td>0</td>\n",
1084 |        "    </tr>\n",
1085 |        "    <tr>\n",
1086 |        "      <th>363</th>\n",
1087 |        "      <td>108782292</td>\n",
1088 |        "      <td>108782292</td>\n",
1089 |        "      <td>0</td>\n",
1090 |        "      <td>https://photos.zillowstatic.com/fp/3dbe83885ec...</td>\n",
1091 |        "      <td>True</td>\n",
1092 |        "      <td>https://www.zillow.com/homedetails/201-Cherry-...</td>\n",
1093 |        "      <td>FOR_SALE</td>\n",
1094 |        "      <td>Lot / Land for sale</td>\n",
1095 |        "      <td>$</td>\n",
1096 |        "      <td>$34,900</td>\n",
1097 |        "      <td>34900</td>\n",
1098 |        "      <td>201 Cherry St, Madison, TN 37115</td>\n",
1099 |        "      <td>201 Cherry St</td>\n",
1100 |        "      <td>Madison</td>\n",
1101 |        "      <td>TN</td>\n",
1102 |        "      <td>37115</td>\n",
1103 |        "      <td>False</td>\n",
1104 |        "      <td>0</td>\n",
1105 |        "      <td>0.0</td>\n",
1106 |        "      <td>0</td>\n",
1107 |        "      <td>{'latitude': 36.259117, 'longitude': -86.71026}</td>\n",
1108 |        "      <td>False</td>\n",
1109 |        "      <td>{'type': 'PRICE_REDUCTION', 'text': '$35,000 (...</td>\n",
1110 |        "      <td>0</td>\n",
1111 |        "      <td>{'homeInfo': {'zpid': 108782292, 'streetAddres...</td>\n",
1112 |        "      <td>False</td>\n",
1113 |        "      <td>False</td>\n",
1114 |        "      <td>False</td>\n",
1115 |        "      <td>ForSale</td>\n",
1116 |        "      <td>For Sale (Broker)</td>\n",
1117 |        "      <td>0</td>\n",
1118 |        "      <td>False</td>\n",
1119 |        "      <td>False</td>\n",
1120 |        "      <td>False</td>\n",
1121 |        "      <td>False</td>\n",
1122 |        "      <td>RealTracs MLS as distributed by MLS GRID</td>\n",
1123 |        "      <td>https://photos.zillowstatic.com/fp/4dff87a5713...</td>\n",
1124 |        "      <td>False</td>\n",
1125 |        "      <td>False</td>\n",
1126 |        "      <td>0</td>\n",
1127 |        "      <td>True</td>\n",
1128 |        "      <td>False</td>\n",
1129 |        "      <td>0</td>\n",
1130 |        "      <td>0</td>\n",
1131 |        "      <td>0</td>\n",
1132 |        "      <td>0</td>\n",
1133 |        "      <td>6,970 sqft</td>\n",
1134 |        "      <td>0</td>\n",
1135 |        "      <td>34900</td>\n",
1136 |        "      <td>244074524</td>\n",
1137 |        "      <td>930B Gale Ln</td>\n",
1138 |        "      <td>37204</td>\n",
1139 |        "      <td>Nashville</td>\n",
1140 |        "      <td>TN</td>\n",
1141 |        "      <td>36.117690</td>\n",
1142 |        "      <td>-86.783615</td>\n",
1143 |        "      <td>1890000.0</td>\n",
1144 |        "      <td>4.0</td>\n",
1145 |        "      <td>4.0</td>\n",
1146 |        "      <td>3035.0</td>\n",
1147 |        "      <td>SINGLE_FAMILY</td>\n",
1148 |        "      <td>FOR_SALE</td>\n",
1149 |        "      <td>-1</td>\n",
1150 |        "      <td>False</td>\n",
1151 |        "      <td>False</td>\n",
1152 |        "      <td>0.0</td>\n",
1153 |        "      <td>0.0</td>\n",
1154 |        "      <td>0</td>\n",
1155 |        "      <td>True</td>\n",
1156 |        "      <td>0</td>\n",
1157 |        "      <td>False</td>\n",
1158 |        "      <td>False</td>\n",
1159 |        "      <td>FOR_SALE</td>\n",
1160 |        "      <td>1890000.0</td>\n",
1161 |        "      <td>0.000000e+00</td>\n",
1162 |        "      <td>0.000000e+00</td>\n",
1163 |        "      <td>True</td>\n",
1164 |        "      <td>False</td>\n",
1165 |        "      <td>False</td>\n",
1166 |        "      <td>USD</td>\n",
1167 |        "      <td>USA</td>\n",
1168 |        "      <td>1742.40</td>\n",
1169 |        "      <td>sqft</td>\n",
1170 |        "      <td>1.657264e+12</td>\n",
1171 |        "      <td>$60,000 (Jul 8)</td>\n",
1172 |        "      <td>-60000.0</td>\n",
1173 |        "      <td>948700.0</td>\n",
1174 |        "      <td>0</td>\n",
1175 |        "      <td>0</td>\n",
1176 |        "      <td>0.000000e+00</td>\n",
1177 |        "      <td>0.000000e+00</td>\n",
1178 |        "      <td>0</td>\n",
1179 |        "      <td>0</td>\n",
1180 |        "      <td>0.0</td>\n",
1181 |        "      <td>0.0</td>\n",
1182 |        "      <td>0.0</td>\n",
1183 |        "      <td>0</td>\n",
1184 |        "      <td>0</td>\n",
1185 |        "      <td>244074524</td>\n",
1186 |        "      <td>930B Gale Ln</td>\n",
1187 |        "      <td>37204</td>\n",
1188 |        "      <td>Nashville</td>\n",
1189 |        "      <td>TN</td>\n",
1190 |        "      <td>36.117690</td>\n",
1191 |        "      <td>-86.783615</td>\n",
1192 |        "      <td>1890000.0</td>\n",
1193 |        "      <td>4.0</td>\n",
1194 |        "      <td>4.0</td>\n",
1195 |        "      <td>3035.0</td>\n",
1196 |        "      <td>SINGLE_FAMILY</td>\n",
1197 |        "      <td>FOR_SALE</td>\n",
1198 |        "      <td>-1</td>\n",
1199 |        "      <td>False</td>\n",
1200 |        "      <td>False</td>\n",
1201 |        "      <td>0.0</td>\n",
1202 |        "      <td>0.0</td>\n",
1203 |        "      <td>0</td>\n",
1204 |        "      <td>True</td>\n",
1205 |        "      <td>0</td>\n",
1206 |        "      <td>False</td>\n",
1207 |        "      <td>False</td>\n",
1208 |        "      <td>FOR_SALE</td>\n",
1209 |        "      <td>1890000.0</td>\n",
1210 |        "      <td>0.000000e+00</td>\n",
1211 |        "      <td>0.000000e+00</td>\n",
1212 |        "      <td>True</td>\n",
1213 |        "      <td>False</td>\n",
1214 |        "      <td>False</td>\n",
1215 |        "      <td>USD</td>\n",
1216 |        "      <td>USA</td>\n",
1217 |        "      <td>1742.40</td>\n",
1218 |        "      <td>sqft</td>\n",
1219 |        "      <td>1.657264e+12</td>\n",
1220 |        "      <td>$60,000 (Jul 8)</td>\n",
1221 |        "      <td>-60000.0</td>\n",
1222 |        "      <td>948700.0</td>\n",
1223 |        "      <td>0</td>\n",
1224 |        "      <td>0</td>\n",
1225 |        "      <td>0.000000e+00</td>\n",
1226 |        "      <td>0.000000e+00</td>\n",
1227 |        "      <td>0</td>\n",
1228 |        "      <td>0</td>\n",
1229 |        "      <td>0.0</td>\n",
1230 |        "      <td>0.0</td>\n",
1231 |        "      <td>0.0</td>\n",
1232 |        "      <td>0</td>\n",
1233 |        "      <td>0</td>\n",
1234 |        "      <td>244074524</td>\n",
1235 |        "      <td>930B Gale Ln</td>\n",
1236 |        "      <td>37204</td>\n",
1237 |        "      <td>Nashville</td>\n",
1238 |        "      <td>TN</td>\n",
1239 |        "      <td>36.117690</td>\n",
1240 |        "      <td>-86.783615</td>\n",
1241 |        "      <td>1890000.0</td>\n",
1242 |        "      <td>4.0</td>\n",
1243 |        "      <td>4.0</td>\n",
1244 |        "      <td>3035.0</td>\n",
1245 |        "      <td>SINGLE_FAMILY</td>\n",
1246 |        "      <td>FOR_SALE</td>\n",
1247 |        "      <td>-1</td>\n",
1248 |        "      <td>False</td>\n",
1249 |        "      <td>False</td>\n",
1250 |        "      <td>0.0</td>\n",
1251 |        "      <td>0.0</td>\n",
1252 |        "      <td>0</td>\n",
1253 |        "      <td>True</td>\n",
1254 |        "      <td>0</td>\n",
1255 |        "      <td>False</td>\n",
1256 |        "      <td>False</td>\n",
1257 |        "      <td>FOR_SALE</td>\n",
1258 |        "      <td>1890000.0</td>\n",
1259 |        "      <td>0.000000e+00</td>\n",
1260 |        "      <td>0.000000e+00</td>\n",
1261 |        "      <td>True</td>\n",
1262 |        "      <td>False</td>\n",
1263 |        "      <td>False</td>\n",
1264 |        "      <td>USD</td>\n",
1265 |        "      <td>USA</td>\n",
1266 |        "      <td>1742.40</td>\n",
1267 |        "      <td>sqft</td>\n",
1268 |        "      <td>1.657264e+12</td>\n",
1269 |        "      <td>$60,000 (Jul 8)</td>\n",
1270 |        "      <td>-60000.0</td>\n",
1271 |        "      <td>948700.0</td>\n",
1272 |        "      <td>0</td>\n",
1273 |        "      <td>0</td>\n",
1274 |        "      <td>0.000000e+00</td>\n",
1275 |        "      <td>0.000000e+00</td>\n",
1276 |        "      <td>0</td>\n",
1277 |        "      <td>0</td>\n",
1278 |        "      <td>0.0</td>\n",
1279 |        "      <td>0.0</td>\n",
1280 |        "      <td>0.0</td>\n",
1281 |        "      <td>0</td>\n",
1282 |        "      <td>0</td>\n",
1283 |        "    </tr>\n",
1284 |        "    <tr>\n",
1285 |        "      <th>398</th>\n",
1286 |        "      <td>108738877</td>\n",
1287 |        "      <td>108738877</td>\n",
1288 |        "      <td>0</td>\n",
1289 |        "      <td>https://photos.zillowstatic.com/fp/0eb85a93b0b...</td>\n",
1290 |        "      <td>True</td>\n",
1291 |        "      <td>https://www.zillow.com/homedetails/1253-Sunnym...</td>\n",
1292 |        "      <td>FOR_SALE</td>\n",
1293 |        "      <td>Lot / Land for sale</td>\n",
1294 |        "      <td>$</td>\n",
1295 |        "      <td>$49,900</td>\n",
1296 |        "      <td>49900</td>\n",
1297 |        "      <td>1253 Sunnymeade Dr, Nashville, TN 37216</td>\n",
1298 |        "      <td>1253 Sunnymeade Dr</td>\n",
1299 |        "      <td>Nashville</td>\n",
1300 |        "      <td>TN</td>\n",
1301 |        "      <td>37216</td>\n",
1302 |        "      <td>False</td>\n",
1303 |        "      <td>0</td>\n",
1304 |        "      <td>0.0</td>\n",
1305 |        "      <td>0</td>\n",
1306 |        "      <td>{'latitude': 36.21511, 'longitude': -86.72035}</td>\n",
1307 |        "      <td>False</td>\n",
1308 |        "      <td>0</td>\n",
1309 |        "      <td>0</td>\n",
1310 |        "      <td>{'homeInfo': {'zpid': 108738877, 'streetAddres...</td>\n",
1311 |        "      <td>False</td>\n",
1312 |        "      <td>False</td>\n",
1313 |        "      <td>False</td>\n",
1314 |        "      <td>ForSale</td>\n",
1315 |        "      <td>For Sale (Broker)</td>\n",
1316 |        "      <td>0</td>\n",
1317 |        "      <td>False</td>\n",
1318 |        "      <td>False</td>\n",
1319 |        "      <td>False</td>\n",
1320 |        "      <td>False</td>\n",
1321 |        "      <td>RealTracs MLS as distributed by MLS GRID</td>\n",
1322 |        "      <td>https://photos.zillowstatic.com/fp/4dff87a5713...</td>\n",
1323 |        "      <td>False</td>\n",
1324 |        "      <td>False</td>\n",
1325 |        "      <td>0</td>\n",
1326 |        "      <td>True</td>\n",
1327 |        "      <td>False</td>\n",
1328 |        "      <td>0</td>\n",
1329 |        "      <td>0</td>\n",
1330 |        "      <td>0</td>\n",
1331 |        "      <td>0</td>\n",
1332 |        "      <td>4,792 sqft</td>\n",
1333 |        "      <td>0</td>\n",
1334 |        "      <td>49900</td>\n",
1335 |        "      <td>41173573</td>\n",
1336 |        "      <td>1304 Chickering Rd</td>\n",
1337 |        "      <td>37215</td>\n",
1338 |        "      <td>Nashville</td>\n",
1339 |        "      <td>TN</td>\n",
1340 |        "      <td>36.078186</td>\n",
1341 |        "      <td>-86.858840</td>\n",
1342 |        "      <td>50000000.0</td>\n",
1343 |        "      <td>10.0</td>\n",
1344 |        "      <td>5.0</td>\n",
1345 |        "      <td>19811.0</td>\n",
1346 |        "      <td>SINGLE_FAMILY</td>\n",
1347 |        "      <td>FOR_SALE</td>\n",
1348 |        "      <td>-1</td>\n",
1349 |        "      <td>False</td>\n",
1350 |        "      <td>False</td>\n",
1351 |        "      <td>0.0</td>\n",
1352 |        "      <td>0.0</td>\n",
1353 |        "      <td>0</td>\n",
1354 |        "      <td>True</td>\n",
1355 |        "      <td>0</td>\n",
1356 |        "      <td>False</td>\n",
1357 |        "      <td>False</td>\n",
1358 |        "      <td>FOR_SALE</td>\n",
1359 |        "      <td>50000000.0</td>\n",
1360 |        "      <td>0.000000e+00</td>\n",
1361 |        "      <td>0.000000e+00</td>\n",
1362 |        "      <td>True</td>\n",
1363 |        "      <td>False</td>\n",
1364 |        "      <td>False</td>\n",
1365 |        "      <td>USD</td>\n",
1366 |        "      <td>USA</td>\n",
1367 |        "      <td>49.72</td>\n",
1368 |        "      <td>acres</td>\n",
1369 |        "      <td>0.000000e+00</td>\n",
1370 |        "      <td>0</td>\n",
1371 |        "      <td>0.0</td>\n",
1372 |        "      <td>13286107.0</td>\n",
1373 |        "      <td>0</td>\n",
1374 |        "      <td>0</td>\n",
1375 |        "      <td>0.000000e+00</td>\n",
1376 |        "      <td>0.000000e+00</td>\n",
1377 |        "      <td>0</td>\n",
1378 |        "      <td>0</td>\n",
1379 |        "      <td>0.0</td>\n",
1380 |        "      <td>0.0</td>\n",
1381 |        "      <td>0.0</td>\n",
1382 |        "      <td>0</td>\n",
1383 |        "      <td>0</td>\n",
1384 |        "      <td>41173573</td>\n",
1385 |        "      <td>1304 Chickering Rd</td>\n",
1386 |        "      <td>37215</td>\n",
1387 |        "      <td>Nashville</td>\n",
1388 |        "      <td>TN</td>\n",
1389 |        "      <td>36.078186</td>\n",
1390 |        "      <td>-86.858840</td>\n",
1391 |        "      <td>50000000.0</td>\n",
1392 |        "      <td>10.0</td>\n",
1393 |        "      <td>5.0</td>\n",
1394 |        "      <td>19811.0</td>\n",
1395 |        "      <td>SINGLE_FAMILY</td>\n",
1396 |        "      <td>FOR_SALE</td>\n",
1397 |        "      <td>-1</td>\n",
1398 |        "      <td>False</td>\n",
1399 |        "      <td>False</td>\n",
1400 |        "      <td>0.0</td>\n",
1401 |        "      <td>0.0</td>\n",
1402 |        "      <td>0</td>\n",
1403 |        "      <td>True</td>\n",
1404 |        "      <td>0</td>\n",
1405 |        "      <td>False</td>\n",
1406 |        "      <td>False</td>\n",
1407 |        "      <td>FOR_SALE</td>\n",
1408 |        "      <td>50000000.0</td>\n",
1409 |        "      <td>0.000000e+00</td>\n",
1410 |        "      <td>0.000000e+00</td>\n",
1411 |        "      <td>True</td>\n",
1412 |        "      <td>False</td>\n",
1413 |        "      <td>False</td>\n",
1414 |        "      <td>USD</td>\n",
1415 |        "      <td>USA</td>\n",
1416 |        "      <td>49.72</td>\n",
1417 |        "      <td>acres</td>\n",
1418 |        "      <td>0.000000e+00</td>\n",
1419 |        "      <td>0</td>\n",
1420 |        "      <td>0.0</td>\n",
1421 |        "      <td>13286107.0</td>\n",
1422 |        "      <td>0</td>\n",
1423 |        "      <td>0</td>\n",
1424 |        "      <td>0.000000e+00</td>\n",
1425 |        "      <td>0.000000e+00</td>\n",
1426 |        "      <td>0</td>\n",
1427 |        "      <td>0</td>\n",
1428 |        "      <td>0.0</td>\n",
1429 |        "      <td>0.0</td>\n",
1430 |        "      <td>0.0</td>\n",
1431 |        "      <td>0</td>\n",
1432 |        "      <td>0</td>\n",
1433 |        "      <td>41173573</td>\n",
1434 |        "      <td>1304 Chickering Rd</td>\n",
1435 |        "      <td>37215</td>\n",
1436 |        "      <td>Nashville</td>\n",
1437 |        "      <td>TN</td>\n",
1438 |        "      <td>36.078186</td>\n",
1439 |        "      <td>-86.858840</td>\n",
1440 |        "      <td>50000000.0</td>\n",
1441 |        "      <td>10.0</td>\n",
1442 |        "      <td>5.0</td>\n",
1443 |        "      <td>19811.0</td>\n",
1444 |        "      <td>SINGLE_FAMILY</td>\n",
1445 |        "      <td>FOR_SALE</td>\n",
1446 |        "      <td>-1</td>\n",
1447 |        "      <td>False</td>\n",
1448 |        "      <td>False</td>\n",
1449 |        "      <td>0.0</td>\n",
1450 |        "      <td>0.0</td>\n",
1451 |        "      <td>0</td>\n",
1452 |        "      <td>True</td>\n",
1453 |        "      <td>0</td>\n",
1454 |        "      <td>False</td>\n",
1455 |        "      <td>False</td>\n",
1456 |        "      <td>FOR_SALE</td>\n",
1457 |        "      <td>50000000.0</td>\n",
1458 |        "      <td>0.000000e+00</td>\n",
1459 |        "      <td>0.000000e+00</td>\n",
1460 |        "      <td>True</td>\n",
1461 |        "      <td>False</td>\n",
1462 |        "      <td>False</td>\n",
1463 |        "      <td>USD</td>\n",
1464 |        "      <td>USA</td>\n",
1465 |        "      <td>49.72</td>\n",
1466 |        "      <td>acres</td>\n",
1467 |        "      <td>0.000000e+00</td>\n",
1468 |        "      <td>0</td>\n",
1469 |        "      <td>0.0</td>\n",
1470 |        "      <td>13286107.0</td>\n",
1471 |        "      <td>0</td>\n",
1472 |        "      <td>0</td>\n",
1473 |        "      <td>0.000000e+00</td>\n",
1474 |        "      <td>0.000000e+00</td>\n",
1475 |        "      <td>0</td>\n",
1476 |        "      <td>0</td>\n",
1477 |        "      <td>0.0</td>\n",
1478 |        "      <td>0.0</td>\n",
1479 |        "      <td>0.0</td>\n",
1480 |        "      <td>0</td>\n",
1481 |        "      <td>0</td>\n",
1482 |        "    </tr>\n",
1483 |        "    <tr>\n",
1484 |        "      <th>82</th>\n",
1485 |        "      <td>296631072</td>\n",
1486 |        "      <td>296631072</td>\n",
1487 |        "      <td>0</td>\n",
1488 |        "      <td>https://photos.zillowstatic.com/fp/a54b295bfe6...</td>\n",
1489 |        "      <td>True</td>\n",
1490 |        "      <td>https://www.zillow.com/homedetails/751-Dry-Cre...</td>\n",
1491 |        "      <td>FOR_SALE</td>\n",
1492 |        "      <td>Lot / Land for sale</td>\n",
1493 |        "      <td>$</td>\n",
1494 |        "      <td>$99,000</td>\n",
1495 |        "      <td>99000</td>\n",
1496 |        "      <td>751 Dry Creek Rd, Goodlettsville, TN 37072</td>\n",
1497 |        "      <td>751 Dry Creek Rd</td>\n",
1498 |        "      <td>Goodlettsville</td>\n",
1499 |        "      <td>TN</td>\n",
1500 |        "      <td>37072</td>\n",
1501 |        "      <td>False</td>\n",
1502 |        "      <td>0</td>\n",
1503 |        "      <td>0.0</td>\n",
1504 |        "      <td>0</td>\n",
1505 |        "      <td>{'latitude': 36.31984, 'longitude': -86.75944}</td>\n",
1506 |        "      <td>False</td>\n",
1507 |        "      <td>0</td>\n",
1508 |        "      <td>0</td>\n",
1509 |        "      <td>{'homeInfo': {'zpid': 296631072, 'streetAddres...</td>\n",
1510 |        "      <td>False</td>\n",
1511 |        "      <td>False</td>\n",
1512 |        "      <td>False</td>\n",
1513 |        "      <td>ForSale</td>\n",
1514 |        "      <td>For Sale (Broker)</td>\n",
1515 |        "      <td>0</td>\n",
1516 |        "      <td>False</td>\n",
1517 |        "      <td>False</td>\n",
1518 |        "      <td>False</td>\n",
1519 |        "      <td>False</td>\n",
1520 |        "      <td>RealTracs MLS as distributed by MLS GRID</td>\n",
1521 |        "      <td>https://photos.zillowstatic.com/fp/4dff87a5713...</td>\n",
1522 |        "      <td>False</td>\n",
1523 |        "      <td>False</td>\n",
1524 |        "      <td>0</td>\n",
1525 |        "      <td>True</td>\n",
1526 |        "      <td>False</td>\n",
1527 |        "      <td>0</td>\n",
1528 |        "      <td>0</td>\n",
1529 |        "      <td>0</td>\n",
1530 |        "      <td>0</td>\n",
1531 |        "      <td>3 acres</td>\n",
1532 |        "      <td>0</td>\n",
1533 |        "      <td>99000</td>\n",
1534 |        "      <td>41122377</td>\n",
1535 |        "      <td>104 Jonesboro Ct</td>\n",
1536 |        "      <td>37214</td>\n",
1537 |        "      <td>Nashville</td>\n",
1538 |        "      <td>TN</td>\n",
1539 |        "      <td>36.150240</td>\n",
1540 |        "      <td>-86.651120</td>\n",
1541 |        "      <td>349900.0</td>\n",
1542 |        "      <td>2.0</td>\n",
1543 |        "      <td>3.0</td>\n",
1544 |        "      <td>1688.0</td>\n",
1545 |        "      <td>SINGLE_FAMILY</td>\n",
1546 |        "      <td>FOR_SALE</td>\n",
1547 |        "      <td>-1</td>\n",
1548 |        "      <td>False</td>\n",
1549 |        "      <td>False</td>\n",
1550 |        "      <td>0.0</td>\n",
1551 |        "      <td>0.0</td>\n",
1552 |        "      <td>0</td>\n",
1553 |        "      <td>0</td>\n",
1554 |        "      <td>0</td>\n",
1555 |        "      <td>False</td>\n",
1556 |        "      <td>False</td>\n",
1557 |        "      <td>FOR_SALE</td>\n",
1558 |        "      <td>349900.0</td>\n",
1559 |        "      <td>0.000000e+00</td>\n",
1560 |        "      <td>0.000000e+00</td>\n",
1561 |        "      <td>True</td>\n",
1562 |        "      <td>False</td>\n",
1563 |        "      <td>False</td>\n",
1564 |        "      <td>USD</td>\n",
1565 |        "      <td>USA</td>\n",
1566 |        "      <td>9583.20</td>\n",
1567 |        "      <td>sqft</td>\n",
1568 |        "      <td>0.000000e+00</td>\n",
1569 |        "      <td>0</td>\n",
1570 |        "      <td>0.0</td>\n",
1571 |        "      <td>224300.0</td>\n",
1572 |        "      <td>True</td>\n",
1573 |        "      <td>0</td>\n",
1574 |        "      <td>0.000000e+00</td>\n",
1575 |        "      <td>0.000000e+00</td>\n",
1576 |        "      <td>0</td>\n",
1577 |        "      <td>0</td>\n",
1578 |        "      <td>0.0</td>\n",
1579 |        "      <td>0.0</td>\n",
1580 |        "      <td>0.0</td>\n",
1581 |        "      <td>0</td>\n",
1582 |        "      <td>0</td>\n",
1583 |        "      <td>41122377</td>\n",
1584 |        "      <td>104 Jonesboro Ct</td>\n",
1585 |        "      <td>37214</td>\n",
1586 |        "      <td>Nashville</td>\n",
1587 |        "      <td>TN</td>\n",
1588 |        "      <td>36.150240</td>\n",
1589 |        "      <td>-86.651120</td>\n",
1590 |        "      <td>349900.0</td>\n",
1591 |        "      <td>2.0</td>\n",
1592 |        "      <td>3.0</td>\n",
1593 |        "      <td>1688.0</td>\n",
1594 |        "      <td>SINGLE_FAMILY</td>\n",
1595 |        "      <td>FOR_SALE</td>\n",
1596 |        "      <td>-1</td>\n",
1597 |        "      <td>False</td>\n",
1598 |        "      <td>False</td>\n",
1599 |        "      <td>0.0</td>\n",
1600 |        "      <td>0.0</td>\n",
1601 |        "      <td>0</td>\n",
1602 |        "      <td>0</td>\n",
1603 |        "      <td>0</td>\n",
1604 |        "      <td>False</td>\n",
1605 |        "      <td>False</td>\n",
1606 |        "      <td>FOR_SALE</td>\n",
1607 |        "      <td>349900.0</td>\n",
1608 |        "      <td>0.000000e+00</td>\n",
1609 |        "      <td>0.000000e+00</td>\n",
1610 |        "      <td>True</td>\n",
1611 |        "      <td>False</td>\n",
1612 |        "      <td>False</td>\n",
1613 |        "      <td>USD</td>\n",
1614 |        "      <td>USA</td>\n",
1615 |        "      <td>9583.20</td>\n",
1616 |        "      <td>sqft</td>\n",
1617 |        "      <td>0.000000e+00</td>\n",
1618 |        "      <td>0</td>\n",
1619 |        "      <td>0.0</td>\n",
1620 |        "      <td>224300.0</td>\n",
1621 |        "      <td>True</td>\n",
1622 |        "      <td>0</td>\n",
1623 |        "      <td>0.000000e+00</td>\n",
1624 |        "      <td>0.000000e+00</td>\n",
1625 |        "      <td>0</td>\n",
1626 |        "      <td>0</td>\n",
1627 |        "      <td>0.0</td>\n",
1628 |        "      <td>0.0</td>\n",
1629 |        "      <td>0.0</td>\n",
1630 |        "      <td>0</td>\n",
1631 |        "      <td>0</td>\n",
1632 |        "      <td>41122377</td>\n",
1633 |        "      <td>104 Jonesboro Ct</td>\n",
1634 |        "      <td>37214</td>\n",
1635 |        "      <td>Nashville</td>\n",
1636 |        "      <td>TN</td>\n",
1637 |        "      <td>36.150240</td>\n",
1638 |        "      <td>-86.651120</td>\n",
1639 |        "      <td>349900.0</td>\n",
1640 |        "      <td>2.0</td>\n",
1641 |        "      <td>3.0</td>\n",
1642 |        "      <td>1688.0</td>\n",
1643 |        "      <td>SINGLE_FAMILY</td>\n",
1644 |        "      <td>FOR_SALE</td>\n",
1645 |        "      <td>-1</td>\n",
1646 |        "      <td>False</td>\n",
1647 |        "      <td>False</td>\n",
1648 |        "      <td>0.0</td>\n",
1649 |        "      <td>0.0</td>\n",
1650 |        "      <td>0</td>\n",
1651 |        "      <td>0</td>\n",
1652 |        "      <td>0</td>\n",
1653 |        "      <td>False</td>\n",
1654 |        "      <td>False</td>\n",
1655 |        "      <td>FOR_SALE</td>\n",
1656 |        "      <td>349900.0</td>\n",
1657 |        "      <td>0.000000e+00</td>\n",
1658 |        "      <td>0.000000e+00</td>\n",
1659 |        "      <td>True</td>\n",
1660 |        "      <td>False</td>\n",
1661 |        "      <td>False</td>\n",
1662 |        "      <td>USD</td>\n",
1663 |        "      <td>USA</td>\n",
1664 |        "      <td>9583.20</td>\n",
1665 |        "      <td>sqft</td>\n",
1666 |        "      <td>0.000000e+00</td>\n",
1667 |        "      <td>0</td>\n",
1668 |        "      <td>0.0</td>\n",
1669 |        "      <td>224300.0</td>\n",
1670 |        "      <td>True</td>\n",
1671 |        "      <td>0</td>\n",
1672 |        "      <td>0.000000e+00</td>\n",
1673 |        "      <td>0.000000e+00</td>\n",
1674 |        "      <td>0</td>\n",
1675 |        "      <td>0</td>\n",
1676 |        "      <td>0.0</td>\n",
1677 |        "      <td>0.0</td>\n",
1678 |        "      <td>0.0</td>\n",
1679 |        "      <td>0</td>\n",
1680 |        "      <td>0</td>\n",
1681 |        "    </tr>\n",
1682 |        "  </tbody>\n",
1683 |        "</table>\n",
1684 |        "</div>"
1685 |       ],
1686 |       "text/plain": [
1687 |        "           zpid          id  providerListingId  \\\n",
1688 |        "339  2076549113  2076549113                  0   \n",
1689 |        "223  2100167720  2100167720                  0   \n",
1690 |        "363   108782292   108782292                  0   \n",
1691 |        "398   108738877   108738877                  0   \n",
1692 |        "82    296631072   296631072                  0   \n",
1693 |        "\n",
1694 |        "                                                imgSrc  hasImage  \\\n",
1695 |        "339  https://photos.zillowstatic.com/fp/e466e5c689d...      True   \n",
1696 |        "223  https://photos.zillowstatic.com/fp/99406266622...      True   \n",
1697 |        "363  https://photos.zillowstatic.com/fp/3dbe83885ec...      True   \n",
1698 |        "398  https://photos.zillowstatic.com/fp/0eb85a93b0b...      True   \n",
1699 |        "82   https://photos.zillowstatic.com/fp/a54b295bfe6...      True   \n",
1700 |        "\n",
1701 |        "                                             detailUrl statusType  \\\n",
1702 |        "339  https://www.zillow.com/homedetails/1038-Cone-B...   FOR_SALE   \n",
1703 |        "223  https://www.zillow.com/homedetails/259-Randy-C...   FOR_SALE   \n",
1704 |        "363  https://www.zillow.com/homedetails/201-Cherry-...   FOR_SALE   \n",
1705 |        "398  https://www.zillow.com/homedetails/1253-Sunnym...   FOR_SALE   \n",
1706 |        "82   https://www.zillow.com/homedetails/751-Dry-Cre...   FOR_SALE   \n",
1707 |        "\n",
1708 |        "              statusText countryCurrency     price  unformattedPrice  \\\n",
1709 |        "339       House for sale               $  $459,000            459000   \n",
1710 |        "223  Lot / Land for sale               $   $19,900             19900   \n",
1711 |        "363  Lot / Land for sale               $   $34,900             34900   \n",
1712 |        "398  Lot / Land for sale               $   $49,900             49900   \n",
1713 |        "82   Lot / Land for sale               $   $99,000             99000   \n",
1714 |        "\n",
1715 |        "                                        address       addressStreet  \\\n",
1716 |        "339         1038 Cone Blvd, Nashville, TN 37207      1038 Cone Blvd   \n",
1717 |        "223          259 Randy Ct, Smithville, TN 37166        259 Randy Ct   \n",
1718 |        "363            201 Cherry St, Madison, TN 37115       201 Cherry St   \n",
1719 |        "398     1253 Sunnymeade Dr, Nashville, TN 37216  1253 Sunnymeade Dr   \n",
1720 |        "82   751 Dry Creek Rd, Goodlettsville, TN 37072    751 Dry Creek Rd   \n",
1721 |        "\n",
1722 |        "        addressCity addressState addressZipcode  isUndisclosedAddress  beds  \\\n",
1723 |        "339       Nashville           TN          37207                 False     4   \n",
1724 |        "223      Smithville           TN          37166                 False     0   \n",
1725 |        "363         Madison           TN          37115                 False     0   \n",
1726 |        "398       Nashville           TN          37216                 False     0   \n",
1727 |        "82   Goodlettsville           TN          37072                 False     0   \n",
1728 |        "\n",
1729 |        "     baths  area                                           latLong  \\\n",
1730 |        "339    3.0  1903  {'latitude': 36.254326, 'longitude': -86.778885}   \n",
1731 |        "223    0.0     0                                                {}   \n",
1732 |        "363    0.0     0   {'latitude': 36.259117, 'longitude': -86.71026}   \n",
1733 |        "398    0.0     0    {'latitude': 36.21511, 'longitude': -86.72035}   \n",
1734 |        "82     0.0     0    {'latitude': 36.31984, 'longitude': -86.75944}   \n",
1735 |        "\n",
1736 |        "     isZillowOwned                                       variableData  \\\n",
1737 |        "339          False  {'type': 'OPEN_HOUSE', 'text': 'Open: Sat. 1-4...   \n",
1738 |        "223          False                                                  0   \n",
1739 |        "363          False  {'type': 'PRICE_REDUCTION', 'text': '$35,000 (...   \n",
1740 |        "398          False                                                  0   \n",
1741 |        "82           False                                                  0   \n",
1742 |        "\n",
1743 |        "     badgeInfo                                            hdpData  isSaved  \\\n",
1744 |        "339          0  {'homeInfo': {'zpid': 2076549113, 'streetAddre...    False   \n",
1745 |        "223          0  {'homeInfo': {'zpid': 2100167720, 'streetAddre...    False   \n",
1746 |        "363          0  {'homeInfo': {'zpid': 108782292, 'streetAddres...    False   \n",
1747 |        "398          0  {'homeInfo': {'zpid': 108738877, 'streetAddres...    False   \n",
1748 |        "82           0  {'homeInfo': {'zpid': 296631072, 'streetAddres...    False   \n",
1749 |        "\n",
1750 |        "     isUserClaimingOwner  isUserConfirmedClaim    pgapt              sgapt  \\\n",
1751 |        "339                False                 False  ForSale  For Sale (Broker)   \n",
1752 |        "223                False                 False  ForSale  For Sale (Broker)   \n",
1753 |        "363                False                 False  ForSale  For Sale (Broker)   \n",
1754 |        "398                False                 False  ForSale  For Sale (Broker)   \n",
1755 |        "82                 False                 False  ForSale  For Sale (Broker)   \n",
1756 |        "\n",
1757 |        "     zestimate  shouldShowZestimateAsPrice  has3DModel  hasVideo  isHomeRec  \\\n",
1758 |        "339     573400                       False       False     False      False   \n",
1759 |        "223          0                       False       False     False      False   \n",
1760 |        "363          0                       False       False     False      False   \n",
1761 |        "398          0                       False       False     False      False   \n",
1762 |        "82           0                       False       False     False      False   \n",
1763 |        "\n",
1764 |        "                                  info2String  \\\n",
1765 |        "339                                         0   \n",
1766 |        "223  RealTracs MLS as distributed by MLS GRID   \n",
1767 |        "363  RealTracs MLS as distributed by MLS GRID   \n",
1768 |        "398  RealTracs MLS as distributed by MLS GRID   \n",
1769 |        "82   RealTracs MLS as distributed by MLS GRID   \n",
1770 |        "\n",
1771 |        "                                           info3String  \\\n",
1772 |        "339  https://photos.zillowstatic.com/fp/4a01cf849de...   \n",
1773 |        "223  https://photos.zillowstatic.com/fp/4dff87a5713...   \n",
1774 |        "363  https://photos.zillowstatic.com/fp/4dff87a5713...   \n",
1775 |        "398  https://photos.zillowstatic.com/fp/4dff87a5713...   \n",
1776 |        "82   https://photos.zillowstatic.com/fp/4dff87a5713...   \n",
1777 |        "\n",
1778 |        "     hasAdditionalAttributions  isFeaturedListing  availabilityDate  list  \\\n",
1779 |        "339                       True              False                 0  True   \n",
1780 |        "223                      False              False                 0  True   \n",
1781 |        "363                      False              False                 0  True   \n",
1782 |        "398                      False              False                 0  True   \n",
1783 |        "82                       False              False                 0  True   \n",
1784 |        "\n",
1785 |        "     relaxed hasOpenHouse         openHouseDescription     openHouseEndDate  \\\n",
1786 |        "339    False         True  Open House - 1:00 - 4:00 PM  2022-07-16T16:00:00   \n",
1787 |        "223    False            0                            0                    0   \n",
1788 |        "363    False            0                            0                    0   \n",
1789 |        "398    False            0                            0                    0   \n",
1790 |        "82     False            0                            0                    0   \n",
1791 |        "\n",
1792 |        "      openHouseStartDate lotAreaString           brokerName  best_deal  \\\n",
1793 |        "339  2022-07-16T13:00:00             0  ListWithFreedom.com    -114400   \n",
1794 |        "223                    0    1.01 acres                    0      19900   \n",
1795 |        "363                    0    6,970 sqft                    0      34900   \n",
1796 |        "398                    0    4,792 sqft                    0      49900   \n",
1797 |        "82                     0       3 acres                    0      99000   \n",
1798 |        "\n",
1799 |        "     homeInfo_zpid homeInfo_streetAddress homeInfo_zipcode homeInfo_city  \\\n",
1800 |        "339       41131475       2713 Woodlawn Dr            37212     Nashville   \n",
1801 |        "223       41194777          509 Hilson Ct            37211     Nashville   \n",
1802 |        "363      244074524           930B Gale Ln            37204     Nashville   \n",
1803 |        "398       41173573     1304 Chickering Rd            37215     Nashville   \n",
1804 |        "82        41122377       104 Jonesboro Ct            37214     Nashville   \n",
1805 |        "\n",
1806 |        "    homeInfo_state  homeInfo_latitude  homeInfo_longitude  homeInfo_price  \\\n",
1807 |        "339             TN          36.125713          -86.812390        999000.0   \n",
1808 |        "223             TN          36.051216          -86.725105        499900.0   \n",
1809 |        "363             TN          36.117690          -86.783615       1890000.0   \n",
1810 |        "398             TN          36.078186          -86.858840      50000000.0   \n",
1811 |        "82              TN          36.150240          -86.651120        349900.0   \n",
1812 |        "\n",
1813 |        "     homeInfo_bathrooms  homeInfo_bedrooms  homeInfo_livingArea  \\\n",
1814 |        "339                 2.0                3.0               2315.0   \n",
1815 |        "223                 3.0                3.0               2028.0   \n",
1816 |        "363                 4.0                4.0               3035.0   \n",
1817 |        "398                10.0                5.0              19811.0   \n",
1818 |        "82                  2.0                3.0               1688.0   \n",
1819 |        "\n",
1820 |        "    homeInfo_homeType homeInfo_homeStatus  homeInfo_daysOnZillow  \\\n",
1821 |        "339     SINGLE_FAMILY            FOR_SALE                     -1   \n",
1822 |        "223     SINGLE_FAMILY            FOR_SALE                     -1   \n",
1823 |        "363     SINGLE_FAMILY            FOR_SALE                     -1   \n",
1824 |        "398     SINGLE_FAMILY            FOR_SALE                     -1   \n",
1825 |        "82      SINGLE_FAMILY            FOR_SALE                     -1   \n",
1826 |        "\n",
1827 |        "     homeInfo_isFeatured  homeInfo_shouldHighlight  homeInfo_zestimate  \\\n",
1828 |        "339                False                     False                 0.0   \n",
1829 |        "223                False                     False                 0.0   \n",
1830 |        "363                False                     False                 0.0   \n",
1831 |        "398                False                     False                 0.0   \n",
1832 |        "82                 False                     False                 0.0   \n",
1833 |        "\n",
1834 |        "     homeInfo_rentZestimate homeInfo_listing_sub_type_is_openHouse  \\\n",
1835 |        "339                     0.0                                   True   \n",
1836 |        "223                     0.0                                      0   \n",
1837 |        "363                     0.0                                      0   \n",
1838 |        "398                     0.0                                      0   \n",
1839 |        "82                      0.0                                      0   \n",
1840 |        "\n",
1841 |        "    homeInfo_listing_sub_type_is_FSBA homeInfo_openHouse  \\\n",
1842 |        "339                              True         Sat. 2-4pm   \n",
1843 |        "223                              True                  0   \n",
1844 |        "363                              True                  0   \n",
1845 |        "398                              True                  0   \n",
1846 |        "82                                  0                  0   \n",
1847 |        "\n",
1848 |        "     homeInfo_isUnmappable  homeInfo_isPreforeclosureAuction  \\\n",
1849 |        "339                  False                             False   \n",
1850 |        "223                  False                             False   \n",
1851 |        "363                  False                             False   \n",
1852 |        "398                  False                             False   \n",
1853 |        "82                   False                             False   \n",
1854 |        "\n",
1855 |        "    homeInfo_homeStatusForHDP  homeInfo_priceForHDP  \\\n",
1856 |        "339                  FOR_SALE              999000.0   \n",
1857 |        "223                  FOR_SALE              499900.0   \n",
1858 |        "363                  FOR_SALE             1890000.0   \n",
1859 |        "398                  FOR_SALE            50000000.0   \n",
1860 |        "82                   FOR_SALE              349900.0   \n",
1861 |        "\n",
1862 |        "     homeInfo_open_house_info_open_house_showing_0_open_house_start  \\\n",
1863 |        "339                                       1.658005e+12                \n",
1864 |        "223                                       0.000000e+00                \n",
1865 |        "363                                       0.000000e+00                \n",
1866 |        "398                                       0.000000e+00                \n",
1867 |        "82                                        0.000000e+00                \n",
1868 |        "\n",
1869 |        "     homeInfo_open_house_info_open_house_showing_0_open_house_end  \\\n",
1870 |        "339                                       1.658012e+12              \n",
1871 |        "223                                       0.000000e+00              \n",
1872 |        "363                                       0.000000e+00              \n",
1873 |        "398                                       0.000000e+00              \n",
1874 |        "82                                        0.000000e+00              \n",
1875 |        "\n",
1876 |        "     homeInfo_isNonOwnerOccupied  homeInfo_isPremierBuilder  \\\n",
1877 |        "339                         True                      False   \n",
1878 |        "223                         True                      False   \n",
1879 |        "363                         True                      False   \n",
1880 |        "398                         True                      False   \n",
1881 |        "82                          True                      False   \n",
1882 |        "\n",
1883 |        "     homeInfo_isZillowOwned homeInfo_currency homeInfo_country  \\\n",
1884 |        "339                   False               USD              USA   \n",
1885 |        "223                   False               USD              USA   \n",
1886 |        "363                   False               USD              USA   \n",
1887 |        "398                   False               USD              USA   \n",
1888 |        "82                    False               USD              USA   \n",
1889 |        "\n",
1890 |        "     homeInfo_lotAreaValue homeInfo_lotAreaUnit  homeInfo_datePriceChanged  \\\n",
1891 |        "339                   0.28                acres               1.657091e+12   \n",
1892 |        "223                   0.45                acres               0.000000e+00   \n",
1893 |        "363                1742.40                 sqft               1.657264e+12   \n",
1894 |        "398                  49.72                acres               0.000000e+00   \n",
1895 |        "82                 9583.20                 sqft               0.000000e+00   \n",
1896 |        "\n",
1897 |        "    homeInfo_priceReduction  homeInfo_priceChange  homeInfo_taxAssessedValue  \\\n",
1898 |        "339         $80,000 (Jul 6)              -80000.0                   748700.0   \n",
1899 |        "223                       0                   0.0                   292300.0   \n",
1900 |        "363         $60,000 (Jul 8)              -60000.0                   948700.0   \n",
1901 |        "398                       0                   0.0                 13286107.0   \n",
1902 |        "82                        0                   0.0                   224300.0   \n",
1903 |        "\n",
1904 |        "    homeInfo_listing_sub_type_is_comingSoon homeInfo_unit  \\\n",
1905 |        "339                                       0             0   \n",
1906 |        "223                                       0             0   \n",
1907 |        "363                                       0             0   \n",
1908 |        "398                                       0             0   \n",
1909 |        "82                                     True             0   \n",
1910 |        "\n",
1911 |        "     homeInfo_open_house_info_open_house_showing_1_open_house_start  \\\n",
1912 |        "339                                       1.658088e+12                \n",
1913 |        "223                                       0.000000e+00                \n",
1914 |        "363                                       0.000000e+00                \n",
1915 |        "398                                       0.000000e+00                \n",
1916 |        "82                                        0.000000e+00                \n",
1917 |        "\n",
1918 |        "     homeInfo_open_house_info_open_house_showing_1_open_house_end  \\\n",
1919 |        "339                                       1.658099e+12              \n",
1920 |        "223                                       0.000000e+00              \n",
1921 |        "363                                       0.000000e+00              \n",
1922 |        "398                                       0.000000e+00              \n",
1923 |        "82                                        0.000000e+00              \n",
1924 |        "\n",
1925 |        "    homeInfo_listing_sub_type_is_newHome homeInfo_newConstructionType  \\\n",
1926 |        "339                                    0                            0   \n",
1927 |        "223                                    0                            0   \n",
1928 |        "363                                    0                            0   \n",
1929 |        "398                                    0                            0   \n",
1930 |        "82                                     0                            0   \n",
1931 |        "\n",
1932 |        "     homeInfo_videoCount  \\\n",
1933 |        "339                  0.0   \n",
1934 |        "223                  0.0   \n",
1935 |        "363                  0.0   \n",
1936 |        "398                  0.0   \n",
1937 |        "82                   0.0   \n",
1938 |        "\n",
1939 |        "     homeInfo_open_house_info_open_house_showing_2_open_house_start  \\\n",
1940 |        "339                                                0.0                \n",
1941 |        "223                                                0.0                \n",
1942 |        "363                                                0.0                \n",
1943 |        "398                                                0.0                \n",
1944 |        "82                                                 0.0                \n",
1945 |        "\n",
1946 |        "     homeInfo_open_house_info_open_house_showing_2_open_house_end  \\\n",
1947 |        "339                                                0.0              \n",
1948 |        "223                                                0.0              \n",
1949 |        "363                                                0.0              \n",
1950 |        "398                                                0.0              \n",
1951 |        "82                                                 0.0              \n",
1952 |        "\n",
1953 |        "    homeInfo_isRentalWithBasePrice homeInfo_listing_sub_type_is_forAuction  \\\n",
1954 |        "339                              0                                       0   \n",
1955 |        "223                              0                                       0   \n",
1956 |        "363                              0                                       0   \n",
1957 |        "398                              0                                       0   \n",
1958 |        "82                               0                                       0   \n",
1959 |        "\n",
1960 |        "     homeInfo_zpid homeInfo_streetAddress homeInfo_zipcode homeInfo_city  \\\n",
1961 |        "339       41131475       2713 Woodlawn Dr            37212     Nashville   \n",
1962 |        "223       41194777          509 Hilson Ct            37211     Nashville   \n",
1963 |        "363      244074524           930B Gale Ln            37204     Nashville   \n",
1964 |        "398       41173573     1304 Chickering Rd            37215     Nashville   \n",
1965 |        "82        41122377       104 Jonesboro Ct            37214     Nashville   \n",
1966 |        "\n",
1967 |        "    homeInfo_state  homeInfo_latitude  homeInfo_longitude  homeInfo_price  \\\n",
1968 |        "339             TN          36.125713          -86.812390        999000.0   \n",
1969 |        "223             TN          36.051216          -86.725105        499900.0   \n",
1970 |        "363             TN          36.117690          -86.783615       1890000.0   \n",
1971 |        "398             TN          36.078186          -86.858840      50000000.0   \n",
1972 |        "82              TN          36.150240          -86.651120        349900.0   \n",
1973 |        "\n",
1974 |        "     homeInfo_bathrooms  homeInfo_bedrooms  homeInfo_livingArea  \\\n",
1975 |        "339                 2.0                3.0               2315.0   \n",
1976 |        "223                 3.0                3.0               2028.0   \n",
1977 |        "363                 4.0                4.0               3035.0   \n",
1978 |        "398                10.0                5.0              19811.0   \n",
1979 |        "82                  2.0                3.0               1688.0   \n",
1980 |        "\n",
1981 |        "    homeInfo_homeType homeInfo_homeStatus  homeInfo_daysOnZillow  \\\n",
1982 |        "339     SINGLE_FAMILY            FOR_SALE                     -1   \n",
1983 |        "223     SINGLE_FAMILY            FOR_SALE                     -1   \n",
1984 |        "363     SINGLE_FAMILY            FOR_SALE                     -1   \n",
1985 |        "398     SINGLE_FAMILY            FOR_SALE                     -1   \n",
1986 |        "82      SINGLE_FAMILY            FOR_SALE                     -1   \n",
1987 |        "\n",
1988 |        "     homeInfo_isFeatured  homeInfo_shouldHighlight  homeInfo_zestimate  \\\n",
1989 |        "339                False                     False                 0.0   \n",
1990 |        "223                False                     False                 0.0   \n",
1991 |        "363                False                     False                 0.0   \n",
1992 |        "398                False                     False                 0.0   \n",
1993 |        "82                 False                     False                 0.0   \n",
1994 |        "\n",
1995 |        "     homeInfo_rentZestimate homeInfo_listing_sub_type_is_openHouse  \\\n",
1996 |        "339                     0.0                                   True   \n",
1997 |        "223                     0.0                                      0   \n",
1998 |        "363                     0.0                                      0   \n",
1999 |        "398                     0.0                                      0   \n",
2000 |        "82                      0.0                                      0   \n",
2001 |        "\n",
2002 |        "    homeInfo_listing_sub_type_is_FSBA homeInfo_openHouse  \\\n",
2003 |        "339                              True         Sat. 2-4pm   \n",
2004 |        "223                              True                  0   \n",
2005 |        "363                              True                  0   \n",
2006 |        "398                              True                  0   \n",
2007 |        "82                                  0                  0   \n",
2008 |        "\n",
2009 |        "     homeInfo_isUnmappable  homeInfo_isPreforeclosureAuction  \\\n",
2010 |        "339                  False                             False   \n",
2011 |        "223                  False                             False   \n",
2012 |        "363                  False                             False   \n",
2013 |        "398                  False                             False   \n",
2014 |        "82                   False                             False   \n",
2015 |        "\n",
2016 |        "    homeInfo_homeStatusForHDP  homeInfo_priceForHDP  \\\n",
2017 |        "339                  FOR_SALE              999000.0   \n",
2018 |        "223                  FOR_SALE              499900.0   \n",
2019 |        "363                  FOR_SALE             1890000.0   \n",
2020 |        "398                  FOR_SALE            50000000.0   \n",
2021 |        "82                   FOR_SALE              349900.0   \n",
2022 |        "\n",
2023 |        "     homeInfo_open_house_info_open_house_showing_0_open_house_start  \\\n",
2024 |        "339                                       1.658005e+12                \n",
2025 |        "223                                       0.000000e+00                \n",
2026 |        "363                                       0.000000e+00                \n",
2027 |        "398                                       0.000000e+00                \n",
2028 |        "82                                        0.000000e+00                \n",
2029 |        "\n",
2030 |        "     homeInfo_open_house_info_open_house_showing_0_open_house_end  \\\n",
2031 |        "339                                       1.658012e+12              \n",
2032 |        "223                                       0.000000e+00              \n",
2033 |        "363                                       0.000000e+00              \n",
2034 |        "398                                       0.000000e+00              \n",
2035 |        "82                                        0.000000e+00              \n",
2036 |        "\n",
2037 |        "     homeInfo_isNonOwnerOccupied  homeInfo_isPremierBuilder  \\\n",
2038 |        "339                         True                      False   \n",
2039 |        "223                         True                      False   \n",
2040 |        "363                         True                      False   \n",
2041 |        "398                         True                      False   \n",
2042 |        "82                          True                      False   \n",
2043 |        "\n",
2044 |        "     homeInfo_isZillowOwned homeInfo_currency homeInfo_country  \\\n",
2045 |        "339                   False               USD              USA   \n",
2046 |        "223                   False               USD              USA   \n",
2047 |        "363                   False               USD              USA   \n",
2048 |        "398                   False               USD              USA   \n",
2049 |        "82                    False               USD              USA   \n",
2050 |        "\n",
2051 |        "     homeInfo_lotAreaValue homeInfo_lotAreaUnit  homeInfo_datePriceChanged  \\\n",
2052 |        "339                   0.28                acres               1.657091e+12   \n",
2053 |        "223                   0.45                acres               0.000000e+00   \n",
2054 |        "363                1742.40                 sqft               1.657264e+12   \n",
2055 |        "398                  49.72                acres               0.000000e+00   \n",
2056 |        "82                 9583.20                 sqft               0.000000e+00   \n",
2057 |        "\n",
2058 |        "    homeInfo_priceReduction  homeInfo_priceChange  homeInfo_taxAssessedValue  \\\n",
2059 |        "339         $80,000 (Jul 6)              -80000.0                   748700.0   \n",
2060 |        "223                       0                   0.0                   292300.0   \n",
2061 |        "363         $60,000 (Jul 8)              -60000.0                   948700.0   \n",
2062 |        "398                       0                   0.0                 13286107.0   \n",
2063 |        "82                        0                   0.0                   224300.0   \n",
2064 |        "\n",
2065 |        "    homeInfo_listing_sub_type_is_comingSoon homeInfo_unit  \\\n",
2066 |        "339                                       0             0   \n",
2067 |        "223                                       0             0   \n",
2068 |        "363                                       0             0   \n",
2069 |        "398                                       0             0   \n",
2070 |        "82                                     True             0   \n",
2071 |        "\n",
2072 |        "     homeInfo_open_house_info_open_house_showing_1_open_house_start  \\\n",
2073 |        "339                                       1.658088e+12                \n",
2074 |        "223                                       0.000000e+00                \n",
2075 |        "363                                       0.000000e+00                \n",
2076 |        "398                                       0.000000e+00                \n",
2077 |        "82                                        0.000000e+00                \n",
2078 |        "\n",
2079 |        "     homeInfo_open_house_info_open_house_showing_1_open_house_end  \\\n",
2080 |        "339                                       1.658099e+12              \n",
2081 |        "223                                       0.000000e+00              \n",
2082 |        "363                                       0.000000e+00              \n",
2083 |        "398                                       0.000000e+00              \n",
2084 |        "82                                        0.000000e+00              \n",
2085 |        "\n",
2086 |        "    homeInfo_listing_sub_type_is_newHome homeInfo_newConstructionType  \\\n",
2087 |        "339                                    0                            0   \n",
2088 |        "223                                    0                            0   \n",
2089 |        "363                                    0                            0   \n",
2090 |        "398                                    0                            0   \n",
2091 |        "82                                     0                            0   \n",
2092 |        "\n",
2093 |        "     homeInfo_videoCount  \\\n",
2094 |        "339                  0.0   \n",
2095 |        "223                  0.0   \n",
2096 |        "363                  0.0   \n",
2097 |        "398                  0.0   \n",
2098 |        "82                   0.0   \n",
2099 |        "\n",
2100 |        "     homeInfo_open_house_info_open_house_showing_2_open_house_start  \\\n",
2101 |        "339                                                0.0                \n",
2102 |        "223                                                0.0                \n",
2103 |        "363                                                0.0                \n",
2104 |        "398                                                0.0                \n",
2105 |        "82                                                 0.0                \n",
2106 |        "\n",
2107 |        "     homeInfo_open_house_info_open_house_showing_2_open_house_end  \\\n",
2108 |        "339                                                0.0              \n",
2109 |        "223                                                0.0              \n",
2110 |        "363                                                0.0              \n",
2111 |        "398                                                0.0              \n",
2112 |        "82                                                 0.0              \n",
2113 |        "\n",
2114 |        "    homeInfo_isRentalWithBasePrice homeInfo_listing_sub_type_is_forAuction  \\\n",
2115 |        "339                              0                                       0   \n",
2116 |        "223                              0                                       0   \n",
2117 |        "363                              0                                       0   \n",
2118 |        "398                              0                                       0   \n",
2119 |        "82                               0                                       0   \n",
2120 |        "\n",
2121 |        "     homeInfo_zpid homeInfo_streetAddress homeInfo_zipcode homeInfo_city  \\\n",
2122 |        "339       41131475       2713 Woodlawn Dr            37212     Nashville   \n",
2123 |        "223       41194777          509 Hilson Ct            37211     Nashville   \n",
2124 |        "363      244074524           930B Gale Ln            37204     Nashville   \n",
2125 |        "398       41173573     1304 Chickering Rd            37215     Nashville   \n",
2126 |        "82        41122377       104 Jonesboro Ct            37214     Nashville   \n",
2127 |        "\n",
2128 |        "    homeInfo_state  homeInfo_latitude  homeInfo_longitude  homeInfo_price  \\\n",
2129 |        "339             TN          36.125713          -86.812390        999000.0   \n",
2130 |        "223             TN          36.051216          -86.725105        499900.0   \n",
2131 |        "363             TN          36.117690          -86.783615       1890000.0   \n",
2132 |        "398             TN          36.078186          -86.858840      50000000.0   \n",
2133 |        "82              TN          36.150240          -86.651120        349900.0   \n",
2134 |        "\n",
2135 |        "     homeInfo_bathrooms  homeInfo_bedrooms  homeInfo_livingArea  \\\n",
2136 |        "339                 2.0                3.0               2315.0   \n",
2137 |        "223                 3.0                3.0               2028.0   \n",
2138 |        "363                 4.0                4.0               3035.0   \n",
2139 |        "398                10.0                5.0              19811.0   \n",
2140 |        "82                  2.0                3.0               1688.0   \n",
2141 |        "\n",
2142 |        "    homeInfo_homeType homeInfo_homeStatus  homeInfo_daysOnZillow  \\\n",
2143 |        "339     SINGLE_FAMILY            FOR_SALE                     -1   \n",
2144 |        "223     SINGLE_FAMILY            FOR_SALE                     -1   \n",
2145 |        "363     SINGLE_FAMILY            FOR_SALE                     -1   \n",
2146 |        "398     SINGLE_FAMILY            FOR_SALE                     -1   \n",
2147 |        "82      SINGLE_FAMILY            FOR_SALE                     -1   \n",
2148 |        "\n",
2149 |        "     homeInfo_isFeatured  homeInfo_shouldHighlight  homeInfo_zestimate  \\\n",
2150 |        "339                False                     False                 0.0   \n",
2151 |        "223                False                     False                 0.0   \n",
2152 |        "363                False                     False                 0.0   \n",
2153 |        "398                False                     False                 0.0   \n",
2154 |        "82                 False                     False                 0.0   \n",
2155 |        "\n",
2156 |        "     homeInfo_rentZestimate homeInfo_listing_sub_type_is_openHouse  \\\n",
2157 |        "339                     0.0                                   True   \n",
2158 |        "223                     0.0                                      0   \n",
2159 |        "363                     0.0                                      0   \n",
2160 |        "398                     0.0                                      0   \n",
2161 |        "82                      0.0                                      0   \n",
2162 |        "\n",
2163 |        "    homeInfo_listing_sub_type_is_FSBA homeInfo_openHouse  \\\n",
2164 |        "339                              True         Sat. 2-4pm   \n",
2165 |        "223                              True                  0   \n",
2166 |        "363                              True                  0   \n",
2167 |        "398                              True                  0   \n",
2168 |        "82                                  0                  0   \n",
2169 |        "\n",
2170 |        "     homeInfo_isUnmappable  homeInfo_isPreforeclosureAuction  \\\n",
2171 |        "339                  False                             False   \n",
2172 |        "223                  False                             False   \n",
2173 |        "363                  False                             False   \n",
2174 |        "398                  False                             False   \n",
2175 |        "82                   False                             False   \n",
2176 |        "\n",
2177 |        "    homeInfo_homeStatusForHDP  homeInfo_priceForHDP  \\\n",
2178 |        "339                  FOR_SALE              999000.0   \n",
2179 |        "223                  FOR_SALE              499900.0   \n",
2180 |        "363                  FOR_SALE             1890000.0   \n",
2181 |        "398                  FOR_SALE            50000000.0   \n",
2182 |        "82                   FOR_SALE              349900.0   \n",
2183 |        "\n",
2184 |        "     homeInfo_open_house_info_open_house_showing_0_open_house_start  \\\n",
2185 |        "339                                       1.658005e+12                \n",
2186 |        "223                                       0.000000e+00                \n",
2187 |        "363                                       0.000000e+00                \n",
2188 |        "398                                       0.000000e+00                \n",
2189 |        "82                                        0.000000e+00                \n",
2190 |        "\n",
2191 |        "     homeInfo_open_house_info_open_house_showing_0_open_house_end  \\\n",
2192 |        "339                                       1.658012e+12              \n",
2193 |        "223                                       0.000000e+00              \n",
2194 |        "363                                       0.000000e+00              \n",
2195 |        "398                                       0.000000e+00              \n",
2196 |        "82                                        0.000000e+00              \n",
2197 |        "\n",
2198 |        "     homeInfo_isNonOwnerOccupied  homeInfo_isPremierBuilder  \\\n",
2199 |        "339                         True                      False   \n",
2200 |        "223                         True                      False   \n",
2201 |        "363                         True                      False   \n",
2202 |        "398                         True                      False   \n",
2203 |        "82                          True                      False   \n",
2204 |        "\n",
2205 |        "     homeInfo_isZillowOwned homeInfo_currency homeInfo_country  \\\n",
2206 |        "339                   False               USD              USA   \n",
2207 |        "223                   False               USD              USA   \n",
2208 |        "363                   False               USD              USA   \n",
2209 |        "398                   False               USD              USA   \n",
2210 |        "82                    False               USD              USA   \n",
2211 |        "\n",
2212 |        "     homeInfo_lotAreaValue homeInfo_lotAreaUnit  homeInfo_datePriceChanged  \\\n",
2213 |        "339                   0.28                acres               1.657091e+12   \n",
2214 |        "223                   0.45                acres               0.000000e+00   \n",
2215 |        "363                1742.40                 sqft               1.657264e+12   \n",
2216 |        "398                  49.72                acres               0.000000e+00   \n",
2217 |        "82                 9583.20                 sqft               0.000000e+00   \n",
2218 |        "\n",
2219 |        "    homeInfo_priceReduction  homeInfo_priceChange  homeInfo_taxAssessedValue  \\\n",
2220 |        "339         $80,000 (Jul 6)              -80000.0                   748700.0   \n",
2221 |        "223                       0                   0.0                   292300.0   \n",
2222 |        "363         $60,000 (Jul 8)              -60000.0                   948700.0   \n",
2223 |        "398                       0                   0.0                 13286107.0   \n",
2224 |        "82                        0                   0.0                   224300.0   \n",
2225 |        "\n",
2226 |        "    homeInfo_listing_sub_type_is_comingSoon homeInfo_unit  \\\n",
2227 |        "339                                       0             0   \n",
2228 |        "223                                       0             0   \n",
2229 |        "363                                       0             0   \n",
2230 |        "398                                       0             0   \n",
2231 |        "82                                     True             0   \n",
2232 |        "\n",
2233 |        "     homeInfo_open_house_info_open_house_showing_1_open_house_start  \\\n",
2234 |        "339                                       1.658088e+12                \n",
2235 |        "223                                       0.000000e+00                \n",
2236 |        "363                                       0.000000e+00                \n",
2237 |        "398                                       0.000000e+00                \n",
2238 |        "82                                        0.000000e+00                \n",
2239 |        "\n",
2240 |        "     homeInfo_open_house_info_open_house_showing_1_open_house_end  \\\n",
2241 |        "339                                       1.658099e+12              \n",
2242 |        "223                                       0.000000e+00              \n",
2243 |        "363                                       0.000000e+00              \n",
2244 |        "398                                       0.000000e+00              \n",
2245 |        "82                                        0.000000e+00              \n",
2246 |        "\n",
2247 |        "    homeInfo_listing_sub_type_is_newHome homeInfo_newConstructionType  \\\n",
2248 |        "339                                    0                            0   \n",
2249 |        "223                                    0                            0   \n",
2250 |        "363                                    0                            0   \n",
2251 |        "398                                    0                            0   \n",
2252 |        "82                                     0                            0   \n",
2253 |        "\n",
2254 |        "     homeInfo_videoCount  \\\n",
2255 |        "339                  0.0   \n",
2256 |        "223                  0.0   \n",
2257 |        "363                  0.0   \n",
2258 |        "398                  0.0   \n",
2259 |        "82                   0.0   \n",
2260 |        "\n",
2261 |        "     homeInfo_open_house_info_open_house_showing_2_open_house_start  \\\n",
2262 |        "339                                                0.0                \n",
2263 |        "223                                                0.0                \n",
2264 |        "363                                                0.0                \n",
2265 |        "398                                                0.0                \n",
2266 |        "82                                                 0.0                \n",
2267 |        "\n",
2268 |        "     homeInfo_open_house_info_open_house_showing_2_open_house_end  \\\n",
2269 |        "339                                                0.0              \n",
2270 |        "223                                                0.0              \n",
2271 |        "363                                                0.0              \n",
2272 |        "398                                                0.0              \n",
2273 |        "82                                                 0.0              \n",
2274 |        "\n",
2275 |        "    homeInfo_isRentalWithBasePrice homeInfo_listing_sub_type_is_forAuction  \n",
2276 |        "339                              0                                       0  \n",
2277 |        "223                              0                                       0  \n",
2278 |        "363                              0                                       0  \n",
2279 |        "398                              0                                       0  \n",
2280 |        "82                               0                                       0  "
2281 |       ]
2282 |      },
2283 |      "execution_count": 23,
2284 |      "metadata": {},
2285 |      "output_type": "execute_result"
2286 |     }
2287 |    ],
2288 |    "source": [
2289 |     "pd.set_option('display.max_columns', None)\n",
2290 |     "\n",
2291 |     "#flatten\n",
2292 |     "def flatten_json(nested_json, exclude=['']):\n",
2293 |     "    out = {}\n",
2294 |     "\n",
2295 |     "    def flatten(x, name='', exclude=exclude):\n",
2296 |     "        if type(x) is dict:\n",
2297 |     "            for a in x:\n",
2298 |     "                if a not in exclude: flatten(x[a], name + a + '_')\n",
2299 |     "        elif type(x) is list:\n",
2300 |     "            i = 0\n",
2301 |     "            for a in x:\n",
2302 |     "                flatten(a, name + str(i) + '_')\n",
2303 |     "                i += 1\n",
2304 |     "        else:\n",
2305 |     "            out[name[:-1]] = x\n",
2306 |     "\n",
2307 |     "    flatten(nested_json)\n",
2308 |     "    return out\n",
2309 |     "\n",
2310 |     "#merge frames\n",
2311 |     "A = pd.DataFrame([flatten_json(x) for x in df['hdpData']])\n",
2312 |     "df['id'] = df['id'].astype(int)\n",
2313 |     "A['homeInfo_zpid'] = A['homeInfo_zpid'].astype(int)\n",
2314 |     "df = pd.concat([df,A], axis=1).fillna(0)\n",
2315 |     "print(df.shape)\n",
2316 |     "df.head()"
2317 |    ]
2318 |   }
2319 |  ],
2320 |  "metadata": {
2321 |   "kernelspec": {
2322 |    "display_name": "Python 3",
2323 |    "language": "python",
2324 |    "name": "python3"
2325 |   },
2326 |   "language_info": {
2327 |    "codemirror_mode": {
2328 |     "name": "ipython",
2329 |     "version": 3
2330 |    },
2331 |    "file_extension": ".py",
2332 |    "mimetype": "text/x-python",
2333 |    "name": "python",
2334 |    "nbconvert_exporter": "python",
2335 |    "pygments_lexer": "ipython3",
2336 |    "version": "3.8.5"
2337 |   }
2338 |  },
2339 |  "nbformat": 4,
2340 |  "nbformat_minor": 4
2341 | }
2342 | 


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