{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f20bddee-1e7c-4c46-a17a-c7bb6c13f30c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kadir/code/realestate/crawler/venv/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "from data_access import Listing\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b1101088-9613-465f-81fd-79801e0202b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "ls = Listing.get_all_listings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "63e61601-7e3f-4d58-89f6-1794e4868cc3",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = [l.dict_nicely() for l in ls]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1c222721-f426-42c0-9ac5-badc1f7a2034",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sqm_ocr</th>\n",
       "      <th>price</th>\n",
       "      <th>price_per_sqm</th>\n",
       "      <th>url</th>\n",
       "      <th>bedrooms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.81</td>\n",
       "      <td>350000.0</td>\n",
       "      <td>44814.340589</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/102360773</td>\n",
       "      <td>1</td>\n",
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       "      <th>1</th>\n",
       "      <td>5.88</td>\n",
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       "      <td>https://www.rightmove.co.uk/properties/115530848</td>\n",
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       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>52.80</td>\n",
       "      <td>790000.0</td>\n",
       "      <td>14962.121212</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/118752221</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.56</td>\n",
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       "      <td>93201.754386</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/119578451</td>\n",
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       "      <th>1021</th>\n",
       "      <td>NaN</td>\n",
       "      <td>220000.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>https://www.rightmove.co.uk/properties/86811141</td>\n",
       "      <td>1</td>\n",
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       "      <th>1023</th>\n",
       "      <td>58.20</td>\n",
       "      <td>550000.0</td>\n",
       "      <td>9450.171821</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/86811177</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>3.00</td>\n",
       "      <td>475000.0</td>\n",
       "      <td>158333.333333</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/86812494</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>81.60</td>\n",
       "      <td>790000.0</td>\n",
       "      <td>9681.372549</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/86972726</td>\n",
       "      <td>2</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>1026 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      sqm_ocr     price  price_per_sqm  \\\n",
       "0        7.81  350000.0   44814.340589   \n",
       "1        5.88  695000.0  118197.278912   \n",
       "2       64.74  575000.0    8881.680568   \n",
       "3       52.80  790000.0   14962.121212   \n",
       "4        4.56  425000.0   93201.754386   \n",
       "...       ...       ...            ...   \n",
       "1021      NaN  220000.0            NaN   \n",
       "1022    49.00  450000.0    9183.673469   \n",
       "1023    58.20  550000.0    9450.171821   \n",
       "1024     3.00  475000.0  158333.333333   \n",
       "1025    81.60  790000.0    9681.372549   \n",
       "\n",
       "                                                   url  bedrooms  \n",
       "0     https://www.rightmove.co.uk/properties/102360773         1  \n",
       "1     https://www.rightmove.co.uk/properties/115530848         1  \n",
       "2     https://www.rightmove.co.uk/properties/117095606         2  \n",
       "3     https://www.rightmove.co.uk/properties/118752221         1  \n",
       "4     https://www.rightmove.co.uk/properties/119578451         2  \n",
       "...                                                ...       ...  \n",
       "1021   https://www.rightmove.co.uk/properties/86809926         1  \n",
       "1022   https://www.rightmove.co.uk/properties/86811141         1  \n",
       "1023   https://www.rightmove.co.uk/properties/86811177         2  \n",
       "1024   https://www.rightmove.co.uk/properties/86812494         1  \n",
       "1025   https://www.rightmove.co.uk/properties/86972726         2  \n",
       "\n",
       "[1026 rows x 5 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(ds)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "99c5b304-3d13-466b-a9f5-83a5db6311b5",
   "metadata": {},
   "outputs": [
    {
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       "      <td>7135.016465</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/139245428</td>\n",
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       "      <td>795000.0</td>\n",
       "      <td>7266.910420</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/144034655</td>\n",
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       "      <td>700000.0</td>\n",
       "      <td>7464.278098</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/138510395</td>\n",
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       "      <td>100.31</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>7476.821852</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/144620303</td>\n",
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       "      <td>86.49</td>\n",
       "      <td>650000.0</td>\n",
       "      <td>7515.319690</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/143987669</td>\n",
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       "      <td>775000.0</td>\n",
       "      <td>7646.768624</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/144217922</td>\n",
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       "      <td>97.60</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>7684.426230</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/132564737</td>\n",
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       "      <th>851</th>\n",
       "      <td>81.01</td>\n",
       "      <td>625000.0</td>\n",
       "      <td>7715.096902</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/145172504</td>\n",
       "      <td>2</td>\n",
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       "      <td>695000.0</td>\n",
       "      <td>7808.988764</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/142185623</td>\n",
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       "      <td>675000.0</td>\n",
       "      <td>7857.974389</td>\n",
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       "      <td>7888.349515</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/140173319</td>\n",
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       "      <td>7980.319213</td>\n",
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       "      <th>514</th>\n",
       "      <td>87.50</td>\n",
       "      <td>700000.0</td>\n",
       "      <td>8000.000000</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/143460365</td>\n",
       "      <td>1</td>\n",
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       "      <th>762</th>\n",
       "      <td>92.90</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>8073.196986</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/144846725</td>\n",
       "      <td>1</td>\n",
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       "      <th>963</th>\n",
       "      <td>92.90</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>8073.196986</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/145565252</td>\n",
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       "      <td>86.10</td>\n",
       "      <td>699000.0</td>\n",
       "      <td>8118.466899</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/145491137</td>\n",
       "      <td>2</td>\n",
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       "      <th>403</th>\n",
       "      <td>90.60</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>8278.145695</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/142704416</td>\n",
       "      <td>2</td>\n",
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       "      <td>93.30</td>\n",
       "      <td>795000.0</td>\n",
       "      <td>8520.900322</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/141595433</td>\n",
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       "      <th>671</th>\n",
       "      <td>93.27</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>8577.248847</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/144429140</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>80.57</td>\n",
       "      <td>695000.0</td>\n",
       "      <td>8626.039469</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/142115918</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>90.10</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>8879.023307</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/140464481</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>81.70</td>\n",
       "      <td>735000.0</td>\n",
       "      <td>8996.328029</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/144722414</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>87.30</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>9163.802978</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/141846023</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>81.57</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>9194.556822</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/141797357</td>\n",
       "      <td>2</td>\n",
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       "      <th>558</th>\n",
       "      <td>86.77</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>9219.776420</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/143758763</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>86.30</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>9269.988413</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/144622157</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>86.00</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>9302.325581</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/143210102</td>\n",
       "      <td>2</td>\n",
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       "      <td>750000.0</td>\n",
       "      <td>9328.358209</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/136988726</td>\n",
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       "      <th>1003</th>\n",
       "      <td>80.27</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>9343.465803</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/86775291</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>82.80</td>\n",
       "      <td>775000.0</td>\n",
       "      <td>9359.903382</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/140611055</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>85.10</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>9400.705053</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/134116232</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>83.70</td>\n",
       "      <td>795000.0</td>\n",
       "      <td>9498.207885</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/127787960</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>81.60</td>\n",
       "      <td>790000.0</td>\n",
       "      <td>9681.372549</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/86972726</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>81.75</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>9785.932722</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/136012193</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>80.80</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>9900.990099</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/143138867</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>80.64</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>9920.634921</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/142032935</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       sqm_ocr     price  price_per_sqm  \\\n",
       "953   74142.40  550000.0       7.418157   \n",
       "249   21850.10  725000.0      33.180626   \n",
       "177     137.50  695000.0    5054.545455   \n",
       "352      85.50  475000.0    5555.555556   \n",
       "36       82.90  475000.0    5729.794934   \n",
       "700     101.00  650000.0    6435.643564   \n",
       "823      80.40  525000.0    6529.850746   \n",
       "214      91.51  650000.0    7103.048847   \n",
       "171      91.10  650000.0    7135.016465   \n",
       "598     109.40  795000.0    7266.910420   \n",
       "146      93.78  700000.0    7464.278098   \n",
       "711     100.31  750000.0    7476.821852   \n",
       "592      86.49  650000.0    7515.319690   \n",
       "624     101.35  775000.0    7646.768624   \n",
       "55       97.60  750000.0    7684.426230   \n",
       "851      81.01  625000.0    7715.096902   \n",
       "356      89.00  695000.0    7808.988764   \n",
       "748      85.90  675000.0    7857.974389   \n",
       "204      82.40  650000.0    7888.349515   \n",
       "654      83.33  665000.0    7980.319213   \n",
       "514      87.50  700000.0    8000.000000   \n",
       "762      92.90  750000.0    8073.196986   \n",
       "963      92.90  750000.0    8073.196986   \n",
       "938      86.10  699000.0    8118.466899   \n",
       "403      90.60  750000.0    8278.145695   \n",
       "302      93.30  795000.0    8520.900322   \n",
       "671      93.27  800000.0    8577.248847   \n",
       "349      80.57  695000.0    8626.039469   \n",
       "224      90.10  800000.0    8879.023307   \n",
       "740      81.70  735000.0    8996.328029   \n",
       "326      87.30  800000.0    9163.802978   \n",
       "319      81.57  750000.0    9194.556822   \n",
       "558      86.77  800000.0    9219.776420   \n",
       "712      86.30  800000.0    9269.988413   \n",
       "473      86.00  800000.0    9302.325581   \n",
       "105      80.40  750000.0    9328.358209   \n",
       "1003     80.27  750000.0    9343.465803   \n",
       "235      82.80  775000.0    9359.903382   \n",
       "65       85.10  800000.0    9400.705053   \n",
       "30       83.70  795000.0    9498.207885   \n",
       "1025     81.60  790000.0    9681.372549   \n",
       "88       81.75  800000.0    9785.932722   \n",
       "454      80.80  800000.0    9900.990099   \n",
       "343      80.64  800000.0    9920.634921   \n",
       "\n",
       "                                                   url  bedrooms  \n",
       "953   https://www.rightmove.co.uk/properties/145546538         2  \n",
       "249   https://www.rightmove.co.uk/properties/140821736         2  \n",
       "177   https://www.rightmove.co.uk/properties/139354259         2  \n",
       "352   https://www.rightmove.co.uk/properties/142142348         2  \n",
       "36    https://www.rightmove.co.uk/properties/128925950         2  \n",
       "700   https://www.rightmove.co.uk/properties/144591572         1  \n",
       "823   https://www.rightmove.co.uk/properties/145051769         2  \n",
       "214   https://www.rightmove.co.uk/properties/140326307         2  \n",
       "171   https://www.rightmove.co.uk/properties/139245428         2  \n",
       "598   https://www.rightmove.co.uk/properties/144034655         2  \n",
       "146   https://www.rightmove.co.uk/properties/138510395         2  \n",
       "711   https://www.rightmove.co.uk/properties/144620303         2  \n",
       "592   https://www.rightmove.co.uk/properties/143987669         2  \n",
       "624   https://www.rightmove.co.uk/properties/144217922         1  \n",
       "55    https://www.rightmove.co.uk/properties/132564737         2  \n",
       "851   https://www.rightmove.co.uk/properties/145172504         2  \n",
       "356   https://www.rightmove.co.uk/properties/142185623         2  \n",
       "748   https://www.rightmove.co.uk/properties/144771281         2  \n",
       "204   https://www.rightmove.co.uk/properties/140173319         2  \n",
       "654   https://www.rightmove.co.uk/properties/144361100         2  \n",
       "514   https://www.rightmove.co.uk/properties/143460365         1  \n",
       "762   https://www.rightmove.co.uk/properties/144846725         1  \n",
       "963   https://www.rightmove.co.uk/properties/145565252         2  \n",
       "938   https://www.rightmove.co.uk/properties/145491137         2  \n",
       "403   https://www.rightmove.co.uk/properties/142704416         2  \n",
       "302   https://www.rightmove.co.uk/properties/141595433         2  \n",
       "671   https://www.rightmove.co.uk/properties/144429140         2  \n",
       "349   https://www.rightmove.co.uk/properties/142115918         2  \n",
       "224   https://www.rightmove.co.uk/properties/140464481         2  \n",
       "740   https://www.rightmove.co.uk/properties/144722414         2  \n",
       "326   https://www.rightmove.co.uk/properties/141846023         2  \n",
       "319   https://www.rightmove.co.uk/properties/141797357         2  \n",
       "558   https://www.rightmove.co.uk/properties/143758763         2  \n",
       "712   https://www.rightmove.co.uk/properties/144622157         2  \n",
       "473   https://www.rightmove.co.uk/properties/143210102         2  \n",
       "105   https://www.rightmove.co.uk/properties/136988726         2  \n",
       "1003   https://www.rightmove.co.uk/properties/86775291         2  \n",
       "235   https://www.rightmove.co.uk/properties/140611055         2  \n",
       "65    https://www.rightmove.co.uk/properties/134116232         2  \n",
       "30    https://www.rightmove.co.uk/properties/127787960         1  \n",
       "1025   https://www.rightmove.co.uk/properties/86972726         2  \n",
       "88    https://www.rightmove.co.uk/properties/136012193         1  \n",
       "454   https://www.rightmove.co.uk/properties/143138867         2  \n",
       "343   https://www.rightmove.co.uk/properties/142032935         2  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df[df.sqm_ocr > 80]\n",
    "df2.sort_values('price_per_sqm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "52545cfa-0932-46fe-ba7e-961fd43f2786",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sqm_ocr</th>\n",
       "      <th>price</th>\n",
       "      <th>price_per_sqm</th>\n",
       "      <th>url</th>\n",
       "      <th>bedrooms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>73.40</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>5449.591281</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/142186991</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>77.00</td>\n",
       "      <td>425000.0</td>\n",
       "      <td>5519.480519</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/141437783</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>85.50</td>\n",
       "      <td>475000.0</td>\n",
       "      <td>5555.555556</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/142142348</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>76.03</td>\n",
       "      <td>425000.0</td>\n",
       "      <td>5589.898724</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/144494012</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>82.90</td>\n",
       "      <td>475000.0</td>\n",
       "      <td>5729.794934</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/128925950</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>71.68</td>\n",
       "      <td>450000.0</td>\n",
       "      <td>6277.901786</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/143315840</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>73.67</td>\n",
       "      <td>495000.0</td>\n",
       "      <td>6719.152980</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/86807916</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      sqm_ocr     price  price_per_sqm  \\\n",
       "359     73.40  400000.0    5449.591281   \n",
       "293     77.00  425000.0    5519.480519   \n",
       "352     85.50  475000.0    5555.555556   \n",
       "685     76.03  425000.0    5589.898724   \n",
       "36      82.90  475000.0    5729.794934   \n",
       "491     71.68  450000.0    6277.901786   \n",
       "1020    73.67  495000.0    6719.152980   \n",
       "\n",
       "                                                   url  bedrooms  \n",
       "359   https://www.rightmove.co.uk/properties/142186991         2  \n",
       "293   https://www.rightmove.co.uk/properties/141437783         2  \n",
       "352   https://www.rightmove.co.uk/properties/142142348         2  \n",
       "685   https://www.rightmove.co.uk/properties/144494012         2  \n",
       "36    https://www.rightmove.co.uk/properties/128925950         2  \n",
       "491   https://www.rightmove.co.uk/properties/143315840         2  \n",
       "1020   https://www.rightmove.co.uk/properties/86807916         2  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df[(df.sqm_ocr > 70) & (df.price <500000)]\n",
    "df2.sort_values('price_per_sqm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d0246926-13ef-4110-8e3a-fb676a55c2a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sqm_ocr</th>\n",
       "      <th>price</th>\n",
       "      <th>price_per_sqm</th>\n",
       "      <th>url</th>\n",
       "      <th>bedrooms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>74142.40</td>\n",
       "      <td>550000.0</td>\n",
       "      <td>7.418157</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/145546538</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>80.40</td>\n",
       "      <td>525000.0</td>\n",
       "      <td>6529.850746</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/145051769</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>73.90</td>\n",
       "      <td>525000.0</td>\n",
       "      <td>7104.194858</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/143317361</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>76.70</td>\n",
       "      <td>550000.0</td>\n",
       "      <td>7170.795306</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/143780789</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>73.10</td>\n",
       "      <td>525000.0</td>\n",
       "      <td>7181.942544</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/134574563</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>72.40</td>\n",
       "      <td>525000.0</td>\n",
       "      <td>7251.381215</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/86648925</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>77.89</td>\n",
       "      <td>575000.0</td>\n",
       "      <td>7382.205675</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/141131297</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>70.88</td>\n",
       "      <td>525000.0</td>\n",
       "      <td>7406.884876</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/143514149</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>76.10</td>\n",
       "      <td>575000.0</td>\n",
       "      <td>7555.847569</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/141831353</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>71.80</td>\n",
       "      <td>550000.0</td>\n",
       "      <td>7660.167131</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/86804832</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>78.00</td>\n",
       "      <td>600000.0</td>\n",
       "      <td>7692.307692</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/143552156</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>71.17</td>\n",
       "      <td>550000.0</td>\n",
       "      <td>7727.975270</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/145035929</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>77.50</td>\n",
       "      <td>600000.0</td>\n",
       "      <td>7741.935484</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/145144988</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>70.60</td>\n",
       "      <td>550000.0</td>\n",
       "      <td>7790.368272</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/141904286</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>75.70</td>\n",
       "      <td>600000.0</td>\n",
       "      <td>7926.023778</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/140582213</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>75.00</td>\n",
       "      <td>600000.0</td>\n",
       "      <td>8000.000000</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/144862070</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>71.30</td>\n",
       "      <td>590000.0</td>\n",
       "      <td>8274.894811</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/141669686</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>71.47</td>\n",
       "      <td>595000.0</td>\n",
       "      <td>8325.171401</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/145362911</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>71.50</td>\n",
       "      <td>600000.0</td>\n",
       "      <td>8391.608392</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/138537527</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>70.89</td>\n",
       "      <td>595000.0</td>\n",
       "      <td>8393.285372</td>\n",
       "      <td>https://www.rightmove.co.uk/properties/86296491</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       sqm_ocr     price  price_per_sqm  \\\n",
       "953   74142.40  550000.0       7.418157   \n",
       "823      80.40  525000.0    6529.850746   \n",
       "492      73.90  525000.0    7104.194858   \n",
       "561      76.70  550000.0    7170.795306   \n",
       "69       73.10  525000.0    7181.942544   \n",
       "988      72.40  525000.0    7251.381215   \n",
       "272      77.89  575000.0    7382.205675   \n",
       "521      70.88  525000.0    7406.884876   \n",
       "324      76.10  575000.0    7555.847569   \n",
       "1018     71.80  550000.0    7660.167131   \n",
       "526      78.00  600000.0    7692.307692   \n",
       "817      71.17  550000.0    7727.975270   \n",
       "843      77.50  600000.0    7741.935484   \n",
       "337      70.60  550000.0    7790.368272   \n",
       "233      75.70  600000.0    7926.023778   \n",
       "763      75.00  600000.0    8000.000000   \n",
       "315      71.30  590000.0    8274.894811   \n",
       "899      71.47  595000.0    8325.171401   \n",
       "147      71.50  600000.0    8391.608392   \n",
       "973      70.89  595000.0    8393.285372   \n",
       "\n",
       "                                                   url  bedrooms  \n",
       "953   https://www.rightmove.co.uk/properties/145546538         2  \n",
       "823   https://www.rightmove.co.uk/properties/145051769         2  \n",
       "492   https://www.rightmove.co.uk/properties/143317361         2  \n",
       "561   https://www.rightmove.co.uk/properties/143780789         2  \n",
       "69    https://www.rightmove.co.uk/properties/134574563         2  \n",
       "988    https://www.rightmove.co.uk/properties/86648925         2  \n",
       "272   https://www.rightmove.co.uk/properties/141131297         2  \n",
       "521   https://www.rightmove.co.uk/properties/143514149         2  \n",
       "324   https://www.rightmove.co.uk/properties/141831353         2  \n",
       "1018   https://www.rightmove.co.uk/properties/86804832         2  \n",
       "526   https://www.rightmove.co.uk/properties/143552156         1  \n",
       "817   https://www.rightmove.co.uk/properties/145035929         2  \n",
       "843   https://www.rightmove.co.uk/properties/145144988         2  \n",
       "337   https://www.rightmove.co.uk/properties/141904286         2  \n",
       "233   https://www.rightmove.co.uk/properties/140582213         2  \n",
       "763   https://www.rightmove.co.uk/properties/144862070         2  \n",
       "315   https://www.rightmove.co.uk/properties/141669686         2  \n",
       "899   https://www.rightmove.co.uk/properties/145362911         2  \n",
       "147   https://www.rightmove.co.uk/properties/138537527         1  \n",
       "973    https://www.rightmove.co.uk/properties/86296491         2  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df[(df.sqm_ocr > 70) & (df.price <=600000)& (df.price >500000)]\n",
    "df2.sort_values('price_per_sqm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9f2ca7b-8476-47f1-a34f-7acdfbe84bd1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "edd9fa24-cad2-4448-9b17-c6d514564f41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sqm_ocr</th>\n",
       "      <th>price</th>\n",
       "      <th>price_per_sqm</th>\n",
       "      <th>url</th>\n",
       "      <th>bedrooms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [sqm_ocr, price, price_per_sqm, url, bedrooms]\n",
       "Index: []"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.bedrooms > 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "002b2a3a-3ecc-45c1-8c2f-c143380ee0d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  }
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